{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7569dde3-858e-48d3-a1a4-1c4aa3b92447",
   "metadata": {},
   "source": [
    "# MESA Ecospatial Tutorials (Murine Spleen, CODEX)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5aec3231-1807-4e25-8e11-ef8ff29edbfd",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/miniconda3/envs/mesa/lib/python3.11/site-packages/geopandas/_compat.py:106: UserWarning: The Shapely GEOS version (3.8.0-CAPI-1.13.1) is incompatible with the GEOS version PyGEOS was compiled with (3.10.4-CAPI-1.16.2). Conversions between both will be slow.\n",
      "  warnings.warn(\n",
      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n",
      "/opt/miniconda3/envs/mesa/lib/python3.11/site-packages/spaghetti/network.py:41: FutureWarning: The next major release of pysal/spaghetti (2.0.0) will drop support for all ``libpysal.cg`` geometries. This change is a first step in refactoring ``spaghetti`` that is expected to result in dramatically reduced runtimes for network instantiation and operations. Users currently requiring network and point pattern input as ``libpysal.cg`` geometries should prepare for this simply by converting to ``shapely`` geometries.\n",
      "  warnings.warn(dep_msg, FutureWarning, stacklevel=1)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import anndata as ad\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as mcolors\n",
    "from matplotlib.figure import figaspect\n",
    "\n",
    "import os\n",
    "os.sys.path.append('../../../')\n",
    "from mesa import ecospatial as eco"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "475902b5-5d22-4735-bdf4-837c361ddb71",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.family'] = 'Arial'\n",
    "plt.rcParams['svg.fonttype'] = 'none'  # To keep text as editable text in SVGs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ceb7d6e-d588-41e6-94c6-005d858bdec2",
   "metadata": {},
   "source": [
    "## Read Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "15e7c85c-2733-46aa-b0fb-b160d587fd99",
   "metadata": {},
   "outputs": [],
   "source": [
    "adata = ad.read_h5ad('/Users/Emrys/Dropbox/spatial_augmentation/data/codex_mouse_spleen/codex_mouse_spleen.h5ad')\n",
    "adata.obsm['spatial'] = adata.obsm['spatial']/1000 # Convert units to microns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5be09d25-d55f-4913-8769-4381cf6b97bf",
   "metadata": {},
   "source": [
    "## Customise colour palette "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "55f661e7-474a-4e3e-a36e-ab0c14bc1fbe",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import colors as mcolors\n",
    "from matplotlib import colormaps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cba2431a-5694-4a66-a432-907b9f9771ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "cell_names = sorted(adata.obs['cell_type'].unique().tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "22fddd0e-e28f-4367-a5fd-b034d3d69b40",
   "metadata": {},
   "outputs": [],
   "source": [
    "tab10 = colormaps['tab10']\n",
    "tab20b = colormaps['tab20b']\n",
    "tab20c = colormaps['tab20c']\n",
    "\n",
    "# Extract specific colors by indexing into the colormap (values from 0 to 1)\n",
    "# From tab20b: indices 8 to 19\n",
    "colors_from_tab20b = [tab20b(i) for i in range(8, 20)] + [tab20b(0),tab20b(4),tab20b(3)]\n",
    "# From tab20c: indices 0-3, 8-11, and 16-19\n",
    "colors_from_tab20c = [tab20c(i) for i in range(4)] + [tab20c(i) for i in range(8, 12)] + [tab20c(i) for i in range(16, 20)]\n",
    "\n",
    "\n",
    "# Combine the colors into a custom palette\n",
    "custom_palette = colors_from_tab20c + colors_from_tab20b\n",
    "\n",
    "colors_hex = [mcolors.rgb2hex(color) for color in custom_palette]\n",
    "color_dict = dict(zip(cell_names, colors_hex))\n",
    "color_dict['CD4(+) T cells'] = mcolors.rgb2hex(tab10(1))\n",
    "color_dict['CD8(+) T cells'] = '#31a354'\n",
    "color_dict['CD106(+)CD16/32(-)Ly6C(+)CD31(+)']= '#e7cb94'\n",
    "color_dict['F4/80(+) mphs'] = mcolors.rgb2hex(tab20c(12))\n",
    "color_dict['FDCs'] = mcolors.rgb2hex(tab10(3))\n",
    "color_dict['CD4(+)MHCII(+)'] = '#637939'\n",
    "color_dict['CD106(-)CD16/32(-)Ly6C(+)CD31(+) stroma'] = mcolors.rgb2hex(tab10(9))\n",
    "color_dict['noid'] = '#8c6d31'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2a1efdc3-db27-4103-ba56-8cc324091659",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "for label, color in color_dict.items():\n",
    "    ax.scatter([], [], c=color, label=label, marker='o',edgecolors='black', linewidths=0.5)\n",
    "\n",
    "ax.legend(loc='center', ncol=1, fontsize='x-small')\n",
    "ax.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f40a9b9e-5c93-40f3-a007-99b23683db2c",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "## Selecting the scale for spatial tessellation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9293ae0b-4588-4dd0-8b6a-831df29d0319",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing region: BALBc-1 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "BALBc-1 at scale 2.0 has 0 patches with zero diveristy\n",
      "BALBc-1 at scale 2.0 diversity is 2.8096339612313344\n",
      "Processing region: BALBc-2 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "BALBc-2 at scale 2.0 has 0 patches with zero diveristy\n",
      "BALBc-2 at scale 2.0 diversity is 2.8382163972175585\n",
      "Processing region: BALBc-3 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "BALBc-3 at scale 2.0 has 0 patches with zero diveristy\n",
      "BALBc-3 at scale 2.0 diversity is 2.741064715284067\n",
      "Processing region: MRL-4 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-4 at scale 2.0 has 0 patches with zero diveristy\n",
      "MRL-4 at scale 2.0 diversity is 3.0831593675761644\n",
      "Processing region: MRL-5 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-5 at scale 2.0 has 0 patches with zero diveristy\n",
      "MRL-5 at scale 2.0 diversity is 3.0598843042677837\n",
      "Processing region: MRL-6 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-6 at scale 2.0 has 0 patches with zero diveristy\n",
      "MRL-6 at scale 2.0 diversity is 3.0862452321757026\n",
      "Processing region: MRL-7 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-7 at scale 2.0 has 0 patches with zero diveristy\n",
      "MRL-7 at scale 2.0 diversity is 2.9923502002689952\n",
      "Processing region: MRL-8 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-8 at scale 2.0 has 0 patches with zero diveristy\n",
      "MRL-8 at scale 2.0 diversity is 3.292377010141359\n",
      "Processing region: MRL-9 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-9 at scale 2.0 has 0 patches with zero diveristy\n",
      "MRL-9 at scale 2.0 diversity is 3.200400887232563\n",
      "Processing region: BALBc-1 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "BALBc-1 at scale 4.0 has 0 patches with zero diveristy\n",
      "BALBc-1 at scale 4.0 diversity is 2.6784053488305974\n",
      "Processing region: BALBc-2 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "BALBc-2 at scale 4.0 has 0 patches with zero diveristy\n",
      "BALBc-2 at scale 4.0 diversity is 2.6853948865791275\n",
      "Processing region: BALBc-3 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "BALBc-3 at scale 4.0 has 0 patches with zero diveristy\n",
      "BALBc-3 at scale 4.0 diversity is 2.6305199375873096\n",
      "Processing region: MRL-4 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-4 at scale 4.0 has 0 patches with zero diveristy\n",
      "MRL-4 at scale 4.0 diversity is 2.9864270563061894\n",
      "Processing region: MRL-5 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-5 at scale 4.0 has 0 patches with zero diveristy\n",
      "MRL-5 at scale 4.0 diversity is 2.8110161541535192\n",
      "Processing region: MRL-6 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-6 at scale 4.0 has 0 patches with zero diveristy\n",
      "MRL-6 at scale 4.0 diversity is 2.957160443128632\n",
      "Processing region: MRL-7 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-7 at scale 4.0 has 0 patches with zero diveristy\n",
      "MRL-7 at scale 4.0 diversity is 2.7304462437482897\n",
      "Processing region: MRL-8 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-8 at scale 4.0 has 0 patches with zero diveristy\n",
      "MRL-8 at scale 4.0 diversity is 3.0901648127096593\n",
      "Processing region: MRL-9 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-9 at scale 4.0 has 0 patches with zero diveristy\n",
      "MRL-9 at scale 4.0 diversity is 3.0674673256522307\n",
      "Processing region: BALBc-1 at scale 8.0\n",
      "0.000 per cent patches are empty\n",
      "BALBc-1 at scale 8.0 has 0 patches with zero diveristy\n",
      "BALBc-1 at scale 8.0 diversity is 2.4799987919407114\n",
      "Processing region: BALBc-2 at scale 8.0\n",
      "1.562 per cent patches are empty\n",
      "BALBc-2 at scale 8.0 has 0 patches with zero diveristy\n",
      "BALBc-2 at scale 8.0 diversity is 2.5268685163240683\n",
      "Processing region: BALBc-3 at scale 8.0\n",
      "1.562 per cent patches are empty\n",
      "BALBc-3 at scale 8.0 has 0 patches with zero diveristy\n",
      "BALBc-3 at scale 8.0 diversity is 2.463874240684387\n",
      "Processing region: MRL-4 at scale 8.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-4 at scale 8.0 has 0 patches with zero diveristy\n",
      "MRL-4 at scale 8.0 diversity is 2.781459883250105\n",
      "Processing region: MRL-5 at scale 8.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-5 at scale 8.0 has 0 patches with zero diveristy\n",
      "MRL-5 at scale 8.0 diversity is 2.5436517302775545\n",
      "Processing region: MRL-6 at scale 8.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-6 at scale 8.0 has 0 patches with zero diveristy\n",
      "MRL-6 at scale 8.0 diversity is 2.74441429620238\n",
      "Processing region: MRL-7 at scale 8.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-7 at scale 8.0 has 0 patches with zero diveristy\n",
      "MRL-7 at scale 8.0 diversity is 2.491933508895646\n",
      "Processing region: MRL-8 at scale 8.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-8 at scale 8.0 has 0 patches with zero diveristy\n",
      "MRL-8 at scale 8.0 diversity is 2.8661607204492103\n",
      "Processing region: MRL-9 at scale 8.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-9 at scale 8.0 has 0 patches with zero diveristy\n",
      "MRL-9 at scale 8.0 diversity is 2.8482716801311714\n",
      "Processing region: BALBc-1 at scale 16.0\n",
      "1.172 per cent patches are empty\n",
      "BALBc-1 at scale 16.0 has 0 patches with zero diveristy\n",
      "BALBc-1 at scale 16.0 diversity is 2.286806849622593\n",
      "Processing region: BALBc-2 at scale 16.0\n",
      "2.734 per cent patches are empty\n",
      "BALBc-2 at scale 16.0 has 1 patches with zero diveristy\n",
      "BALBc-2 at scale 16.0 diversity is 2.305147780044155\n",
      "Processing region: BALBc-3 at scale 16.0\n",
      "3.906 per cent patches are empty\n",
      "BALBc-3 at scale 16.0 has 0 patches with zero diveristy\n",
      "BALBc-3 at scale 16.0 diversity is 2.2551143500517985\n",
      "Processing region: MRL-4 at scale 16.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-4 at scale 16.0 has 1 patches with zero diveristy\n",
      "MRL-4 at scale 16.0 diversity is 2.5551198016811867\n",
      "Processing region: MRL-5 at scale 16.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-5 at scale 16.0 has 0 patches with zero diveristy\n",
      "MRL-5 at scale 16.0 diversity is 2.3339712388594913\n",
      "Processing region: MRL-6 at scale 16.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-6 at scale 16.0 has 0 patches with zero diveristy\n",
      "MRL-6 at scale 16.0 diversity is 2.5482756959354242\n",
      "Processing region: MRL-7 at scale 16.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-7 at scale 16.0 has 0 patches with zero diveristy\n",
      "MRL-7 at scale 16.0 diversity is 2.2869583672535363\n",
      "Processing region: MRL-8 at scale 16.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-8 at scale 16.0 has 0 patches with zero diveristy\n",
      "MRL-8 at scale 16.0 diversity is 2.631288636532884\n",
      "Processing region: MRL-9 at scale 16.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-9 at scale 16.0 has 0 patches with zero diveristy\n",
      "MRL-9 at scale 16.0 diversity is 2.6694817985568324\n",
      "Processing region: BALBc-1 at scale 24.0\n",
      "1.389 per cent patches are empty\n",
      "BALBc-1 at scale 24.0 has 1 patches with zero diveristy\n",
      "BALBc-1 at scale 24.0 diversity is 2.1534111973440258\n",
      "Processing region: BALBc-2 at scale 24.0\n",
      "3.819 per cent patches are empty\n",
      "BALBc-2 at scale 24.0 has 2 patches with zero diveristy\n",
      "BALBc-2 at scale 24.0 diversity is 2.1717911387351725\n",
      "Processing region: BALBc-3 at scale 24.0\n",
      "5.382 per cent patches are empty\n",
      "BALBc-3 at scale 24.0 has 1 patches with zero diveristy\n",
      "BALBc-3 at scale 24.0 diversity is 2.1108304169705465\n",
      "Processing region: MRL-4 at scale 24.0\n",
      "0.174 per cent patches are empty\n",
      "MRL-4 at scale 24.0 has 1 patches with zero diveristy\n",
      "MRL-4 at scale 24.0 diversity is 2.402229261520018\n",
      "Processing region: MRL-5 at scale 24.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-5 at scale 24.0 has 1 patches with zero diveristy\n",
      "MRL-5 at scale 24.0 diversity is 2.1729982824419456\n",
      "Processing region: MRL-6 at scale 24.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-6 at scale 24.0 has 0 patches with zero diveristy\n",
      "MRL-6 at scale 24.0 diversity is 2.4037326787430233\n",
      "Processing region: MRL-7 at scale 24.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-7 at scale 24.0 has 0 patches with zero diveristy\n",
      "MRL-7 at scale 24.0 diversity is 2.1427801224385314\n",
      "Processing region: MRL-8 at scale 24.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-8 at scale 24.0 has 0 patches with zero diveristy\n",
      "MRL-8 at scale 24.0 diversity is 2.461267774609977\n",
      "Processing region: MRL-9 at scale 24.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-9 at scale 24.0 has 0 patches with zero diveristy\n",
      "MRL-9 at scale 24.0 diversity is 2.5363818819973907\n",
      "Processing region: BALBc-1 at scale 32.0\n",
      "1.855 per cent patches are empty\n",
      "BALBc-1 at scale 32.0 has 0 patches with zero diveristy\n",
      "BALBc-1 at scale 32.0 diversity is 2.0660450865998814\n",
      "Processing region: BALBc-2 at scale 32.0\n",
      "4.395 per cent patches are empty\n",
      "BALBc-2 at scale 32.0 has 2 patches with zero diveristy\n",
      "BALBc-2 at scale 32.0 diversity is 2.077747085040528\n",
      "Processing region: BALBc-3 at scale 32.0\n",
      "6.250 per cent patches are empty\n",
      "BALBc-3 at scale 32.0 has 4 patches with zero diveristy\n",
      "BALBc-3 at scale 32.0 diversity is 2.0045285007782714\n",
      "Processing region: MRL-4 at scale 32.0\n",
      "0.293 per cent patches are empty\n",
      "MRL-4 at scale 32.0 has 1 patches with zero diveristy\n",
      "MRL-4 at scale 32.0 diversity is 2.269587989274803\n",
      "Processing region: MRL-5 at scale 32.0\n",
      "0.098 per cent patches are empty\n",
      "MRL-5 at scale 32.0 has 2 patches with zero diveristy\n",
      "MRL-5 at scale 32.0 diversity is 2.038872313385172\n",
      "Processing region: MRL-6 at scale 32.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-6 at scale 32.0 has 0 patches with zero diveristy\n",
      "MRL-6 at scale 32.0 diversity is 2.2839611402939903\n",
      "Processing region: MRL-7 at scale 32.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-7 at scale 32.0 has 0 patches with zero diveristy\n",
      "MRL-7 at scale 32.0 diversity is 2.0264183988555406\n",
      "Processing region: MRL-8 at scale 32.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-8 at scale 32.0 has 0 patches with zero diveristy\n",
      "MRL-8 at scale 32.0 diversity is 2.332991483128386\n",
      "Processing region: MRL-9 at scale 32.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-9 at scale 32.0 has 0 patches with zero diveristy\n",
      "MRL-9 at scale 32.0 diversity is 2.4175820356238615\n",
      "Processing region: BALBc-1 at scale 48.0\n",
      "2.040 per cent patches are empty\n",
      "BALBc-1 at scale 48.0 has 4 patches with zero diveristy\n",
      "BALBc-1 at scale 48.0 diversity is 1.8875194186683664\n",
      "Processing region: BALBc-2 at scale 48.0\n",
      "5.165 per cent patches are empty\n",
      "BALBc-2 at scale 48.0 has 10 patches with zero diveristy\n",
      "BALBc-2 at scale 48.0 diversity is 1.8958711148324436\n",
      "Processing region: BALBc-3 at scale 48.0\n",
      "7.292 per cent patches are empty\n",
      "BALBc-3 at scale 48.0 has 18 patches with zero diveristy\n",
      "BALBc-3 at scale 48.0 diversity is 1.8267423093106196\n",
      "Processing region: MRL-4 at scale 48.0\n",
      "0.521 per cent patches are empty\n",
      "MRL-4 at scale 48.0 has 6 patches with zero diveristy\n",
      "MRL-4 at scale 48.0 diversity is 2.024556351764647\n",
      "Processing region: MRL-5 at scale 48.0\n",
      "0.304 per cent patches are empty\n",
      "MRL-5 at scale 48.0 has 31 patches with zero diveristy\n",
      "MRL-5 at scale 48.0 diversity is 1.8019013773172798\n",
      "Processing region: MRL-6 at scale 48.0\n",
      "0.043 per cent patches are empty\n",
      "MRL-6 at scale 48.0 has 8 patches with zero diveristy\n",
      "MRL-6 at scale 48.0 diversity is 2.048425275602085\n",
      "Processing region: MRL-7 at scale 48.0\n",
      "0.087 per cent patches are empty\n",
      "MRL-7 at scale 48.0 has 6 patches with zero diveristy\n",
      "MRL-7 at scale 48.0 diversity is 1.812888141604879\n",
      "Processing region: MRL-8 at scale 48.0\n",
      "0.043 per cent patches are empty\n",
      "MRL-8 at scale 48.0 has 4 patches with zero diveristy\n",
      "MRL-8 at scale 48.0 diversity is 2.0926448720351902\n",
      "Processing region: MRL-9 at scale 48.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-9 at scale 48.0 has 1 patches with zero diveristy\n",
      "MRL-9 at scale 48.0 diversity is 2.1966705026590057\n",
      "Processing region: BALBc-1 at scale 64.0\n",
      "2.222 per cent patches are empty\n",
      "BALBc-1 at scale 64.0 has 28 patches with zero diveristy\n",
      "BALBc-1 at scale 64.0 diversity is 1.7211111421043181\n",
      "Processing region: BALBc-2 at scale 64.0\n",
      "5.542 per cent patches are empty\n",
      "BALBc-2 at scale 64.0 has 45 patches with zero diveristy\n",
      "BALBc-2 at scale 64.0 diversity is 1.7323775368753875\n",
      "Processing region: BALBc-3 at scale 64.0\n",
      "7.812 per cent patches are empty\n",
      "BALBc-3 at scale 64.0 has 83 patches with zero diveristy\n",
      "BALBc-3 at scale 64.0 diversity is 1.6591825505403395\n",
      "Processing region: MRL-4 at scale 64.0\n",
      "0.708 per cent patches are empty\n",
      "MRL-4 at scale 64.0 has 51 patches with zero diveristy\n",
      "MRL-4 at scale 64.0 diversity is 1.7929988800461276\n",
      "Processing region: MRL-5 at scale 64.0\n",
      "0.708 per cent patches are empty\n",
      "MRL-5 at scale 64.0 has 140 patches with zero diveristy\n",
      "MRL-5 at scale 64.0 diversity is 1.5852570804754544\n",
      "Processing region: MRL-6 at scale 64.0\n",
      "0.220 per cent patches are empty\n",
      "MRL-6 at scale 64.0 has 30 patches with zero diveristy\n",
      "MRL-6 at scale 64.0 diversity is 1.8367502236578277\n",
      "Processing region: MRL-7 at scale 64.0\n",
      "0.220 per cent patches are empty\n",
      "MRL-7 at scale 64.0 has 69 patches with zero diveristy\n",
      "MRL-7 at scale 64.0 diversity is 1.6188286349155905\n",
      "Processing region: MRL-8 at scale 64.0\n",
      "0.098 per cent patches are empty\n",
      "MRL-8 at scale 64.0 has 27 patches with zero diveristy\n",
      "MRL-8 at scale 64.0 diversity is 1.8713334691757577\n",
      "Processing region: MRL-9 at scale 64.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-9 at scale 64.0 has 15 patches with zero diveristy\n",
      "MRL-9 at scale 64.0 diversity is 1.9853016901779386\n",
      "Processing region: BALBc-1 at scale 72.0\n",
      "2.276 per cent patches are empty\n",
      "BALBc-1 at scale 72.0 has 56 patches with zero diveristy\n",
      "BALBc-1 at scale 72.0 diversity is 1.6389677973112058\n",
      "Processing region: BALBc-2 at scale 72.0\n",
      "5.671 per cent patches are empty\n",
      "BALBc-2 at scale 72.0 has 106 patches with zero diveristy\n",
      "BALBc-2 at scale 72.0 diversity is 1.648178138270326\n",
      "Processing region: BALBc-3 at scale 72.0\n",
      "8.102 per cent patches are empty\n",
      "BALBc-3 at scale 72.0 has 171 patches with zero diveristy\n",
      "BALBc-3 at scale 72.0 diversity is 1.5798392256220148\n",
      "Processing region: MRL-4 at scale 72.0\n",
      "0.791 per cent patches are empty\n",
      "MRL-4 at scale 72.0 has 132 patches with zero diveristy\n",
      "MRL-4 at scale 72.0 diversity is 1.6847274790086848\n",
      "Processing region: MRL-5 at scale 72.0\n",
      "0.887 per cent patches are empty\n",
      "MRL-5 at scale 72.0 has 296 patches with zero diveristy\n",
      "MRL-5 at scale 72.0 diversity is 1.4909160751992683\n",
      "Processing region: MRL-6 at scale 72.0\n",
      "0.367 per cent patches are empty\n",
      "MRL-6 at scale 72.0 has 62 patches with zero diveristy\n",
      "MRL-6 at scale 72.0 diversity is 1.7428611543774717\n",
      "Processing region: MRL-7 at scale 72.0\n",
      "0.270 per cent patches are empty\n",
      "MRL-7 at scale 72.0 has 154 patches with zero diveristy\n",
      "MRL-7 at scale 72.0 diversity is 1.5339191149171367\n",
      "Processing region: MRL-8 at scale 72.0\n",
      "0.154 per cent patches are empty\n",
      "MRL-8 at scale 72.0 has 65 patches with zero diveristy\n",
      "MRL-8 at scale 72.0 diversity is 1.767184117600446\n",
      "Processing region: MRL-9 at scale 72.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-9 at scale 72.0 has 23 patches with zero diveristy\n",
      "MRL-9 at scale 72.0 diversity is 1.8826653669493028\n"
     ]
    }
   ],
   "source": [
    "library_ids = adata.obs['sample'].unique().tolist()\n",
    "\n",
    "# Define the sequence of scales\n",
    "scales = [2., 4., 8., 16., 24., 32., 48., 64., 72.]\n",
    "\n",
    "mdi_results = eco.calculate_MDI(spatial_data=adata,\n",
    "                                scales=scales,\n",
    "                                library_key='sample',\n",
    "                                library_id=library_ids,\n",
    "                                spatial_key='spatial',\n",
    "                                cluster_key='cell_type',\n",
    "                                selecting_scale=True,\n",
    "                                random_patch=False,\n",
    "                                plotfigs=False,\n",
    "                                savefigs=False,\n",
    "                                patch_kwargs={'random_seed': None, 'min_points':2},\n",
    "                                other_kwargs={'metric': 'Shannon Diversity'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9a8e1305-90bd-4983-ba81-6e66643e43ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>2.0</th>\n",
       "      <th>4.0</th>\n",
       "      <th>8.0</th>\n",
       "      <th>16.0</th>\n",
       "      <th>24.0</th>\n",
       "      <th>32.0</th>\n",
       "      <th>48.0</th>\n",
       "      <th>64.0</th>\n",
       "      <th>72.0</th>\n",
       "      <th>Slope</th>\n",
       "      <th>Condition</th>\n",
       "      <th>Sample_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BALBc-1</th>\n",
       "      <td>-0.333333</td>\n",
       "      <td>-0.107221</td>\n",
       "      <td>0.140644</td>\n",
       "      <td>0.409988</td>\n",
       "      <td>0.592221</td>\n",
       "      <td>0.660386</td>\n",
       "      <td>0.688184</td>\n",
       "      <td>0.639407</td>\n",
       "      <td>0.609959</td>\n",
       "      <td>-0.200370</td>\n",
       "      <td>BALBc</td>\n",
       "      <td>BALBc-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BALBc-2</th>\n",
       "      <td>-0.333333</td>\n",
       "      <td>-0.204658</td>\n",
       "      <td>0.036941</td>\n",
       "      <td>0.51098</td>\n",
       "      <td>0.626039</td>\n",
       "      <td>0.678081</td>\n",
       "      <td>0.706806</td>\n",
       "      <td>0.689433</td>\n",
       "      <td>0.672925</td>\n",
       "      <td>-0.222745</td>\n",
       "      <td>BALBc</td>\n",
       "      <td>BALBc-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BALBc-3</th>\n",
       "      <td>-0.333333</td>\n",
       "      <td>0.10437</td>\n",
       "      <td>0.19612</td>\n",
       "      <td>0.440936</td>\n",
       "      <td>0.552639</td>\n",
       "      <td>0.631155</td>\n",
       "      <td>0.702497</td>\n",
       "      <td>0.69676</td>\n",
       "      <td>0.67912</td>\n",
       "      <td>-0.189041</td>\n",
       "      <td>BALBc</td>\n",
       "      <td>BALBc-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-4</th>\n",
       "      <td>-0.333333</td>\n",
       "      <td>-0.091653</td>\n",
       "      <td>0.161746</td>\n",
       "      <td>0.373263</td>\n",
       "      <td>0.456682</td>\n",
       "      <td>0.492916</td>\n",
       "      <td>0.508202</td>\n",
       "      <td>0.489871</td>\n",
       "      <td>0.456314</td>\n",
       "      <td>-0.158657</td>\n",
       "      <td>MRL</td>\n",
       "      <td>MRL-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-5</th>\n",
       "      <td>-0.333333</td>\n",
       "      <td>0.233238</td>\n",
       "      <td>0.301263</td>\n",
       "      <td>0.392814</td>\n",
       "      <td>0.454695</td>\n",
       "      <td>0.473725</td>\n",
       "      <td>0.478762</td>\n",
       "      <td>0.465093</td>\n",
       "      <td>0.447434</td>\n",
       "      <td>-0.121308</td>\n",
       "      <td>MRL</td>\n",
       "      <td>MRL-5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              2.0       4.0       8.0      16.0      24.0      32.0      48.0  \\\n",
       "BALBc-1 -0.333333 -0.107221  0.140644  0.409988  0.592221  0.660386  0.688184   \n",
       "BALBc-2 -0.333333 -0.204658  0.036941   0.51098  0.626039  0.678081  0.706806   \n",
       "BALBc-3 -0.333333   0.10437   0.19612  0.440936  0.552639  0.631155  0.702497   \n",
       "MRL-4   -0.333333 -0.091653  0.161746  0.373263  0.456682  0.492916  0.508202   \n",
       "MRL-5   -0.333333  0.233238  0.301263  0.392814  0.454695  0.473725  0.478762   \n",
       "\n",
       "             64.0      72.0     Slope Condition Sample_id  \n",
       "BALBc-1  0.639407  0.609959 -0.200370     BALBc   BALBc-1  \n",
       "BALBc-2  0.689433  0.672925 -0.222745     BALBc   BALBc-2  \n",
       "BALBc-3   0.69676   0.67912 -0.189041     BALBc   BALBc-3  \n",
       "MRL-4    0.489871  0.456314 -0.158657       MRL     MRL-4  \n",
       "MRL-5    0.465093  0.447434 -0.121308       MRL     MRL-5  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Add 'Condition' and 'Sample_id' to the columns\n",
    "mdi_results['Condition'] = ' '\n",
    "mdi_results['Sample_id'] = mdi_results.index\n",
    "mdi_results.loc[mdi_results.index.str.contains('BALBc'), 'Condition'] = 'BALBc'\n",
    "mdi_results.loc[mdi_results.index.str.contains('MRL'), 'Condition'] = 'MRL'\n",
    "mdi_results.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fbd1c6ad-6977-4368-9450-4595fd4c9aad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sample_id</th>\n",
       "      <th>Condition</th>\n",
       "      <th>Scale</th>\n",
       "      <th>Diversity Value</th>\n",
       "      <th>sample</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>BALBc-1</td>\n",
       "      <td>BALBc</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.333333</td>\n",
       "      <td>Tissue Sample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BALBc-2</td>\n",
       "      <td>BALBc</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.333333</td>\n",
       "      <td>Tissue Sample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BALBc-3</td>\n",
       "      <td>BALBc</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.333333</td>\n",
       "      <td>Tissue Sample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>MRL-4</td>\n",
       "      <td>MRL</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.333333</td>\n",
       "      <td>Tissue Sample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MRL-5</td>\n",
       "      <td>MRL</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-0.333333</td>\n",
       "      <td>Tissue Sample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>MRL-5</td>\n",
       "      <td>MRL</td>\n",
       "      <td>72.0</td>\n",
       "      <td>0.447434</td>\n",
       "      <td>Tissue Sample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>MRL-6</td>\n",
       "      <td>MRL</td>\n",
       "      <td>72.0</td>\n",
       "      <td>0.401908</td>\n",
       "      <td>Tissue Sample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>MRL-7</td>\n",
       "      <td>MRL</td>\n",
       "      <td>72.0</td>\n",
       "      <td>0.440493</td>\n",
       "      <td>Tissue Sample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>MRL-8</td>\n",
       "      <td>MRL</td>\n",
       "      <td>72.0</td>\n",
       "      <td>0.362344</td>\n",
       "      <td>Tissue Sample</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>MRL-9</td>\n",
       "      <td>MRL</td>\n",
       "      <td>72.0</td>\n",
       "      <td>0.384536</td>\n",
       "      <td>Tissue Sample</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>81 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Sample_id Condition Scale Diversity Value         sample\n",
       "0    BALBc-1     BALBc   2.0       -0.333333  Tissue Sample\n",
       "1    BALBc-2     BALBc   2.0       -0.333333  Tissue Sample\n",
       "2    BALBc-3     BALBc   2.0       -0.333333  Tissue Sample\n",
       "3      MRL-4       MRL   2.0       -0.333333  Tissue Sample\n",
       "4      MRL-5       MRL   2.0       -0.333333  Tissue Sample\n",
       "..       ...       ...   ...             ...            ...\n",
       "76     MRL-5       MRL  72.0        0.447434  Tissue Sample\n",
       "77     MRL-6       MRL  72.0        0.401908  Tissue Sample\n",
       "78     MRL-7       MRL  72.0        0.440493  Tissue Sample\n",
       "79     MRL-8       MRL  72.0        0.362344  Tissue Sample\n",
       "80     MRL-9       MRL  72.0        0.384536  Tissue Sample\n",
       "\n",
       "[81 rows x 5 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_melted = pd.melt(mdi_results, id_vars=['Sample_id', 'Condition'], value_vars=scales, \n",
    "                    var_name='Scale', value_name='Diversity Value')\n",
    "df_melted['sample'] = 'Tissue Sample'\n",
    "df_melted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2e0b4011-a919-4c7a-82ca-093bb4477dc9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xrange = []\n",
    "yrange = []\n",
    "for region in adata.obs['sample'].unique():\n",
    "    spatial_value = adata[adata.obs['sample']==region].obsm['spatial']\n",
    "    xrange.append(spatial_value.max(axis=0)[0] - spatial_value.min(axis=0)[0])\n",
    "    yrange.append(spatial_value.max(axis=0)[1] - spatial_value.min(axis=0)[1])\n",
    "mean_xrange = np.mean(xrange)\n",
    "std_xrange = np.std(xrange)\n",
    "mean_yrange = np.mean(yrange)\n",
    "std_yrange = np.std(yrange)\n",
    "\n",
    "# Calculate mean and confidence interval\n",
    "grouped = df_melted.groupby('Scale')\n",
    "mean_values = grouped['Diversity Value'].mean()\n",
    "conf_intervals = grouped['Diversity Value'].apply(lambda x: stats.sem(x) * stats.t.ppf((1 + 0.95) / 2., len(x)-1))\n",
    "\n",
    "# Plotting using sns.lineplot\n",
    "plt.figure(figsize=(6, 4))\n",
    "ax = sns.lineplot(data=df_melted, \n",
    "                  x='Scale', \n",
    "                  y='Diversity Value', \n",
    "                  style='sample',\n",
    "                  markers=True,\n",
    "                  estimator='mean', \n",
    "                  err_style='bars', \n",
    "                  errorbar=(\"ci\", 95),\n",
    "                  err_kws={\"capsize\":5.0}\n",
    "                 )\n",
    "\n",
    "# Annotating error bars with their value\n",
    "for i, (scale, mean, ci) in enumerate(zip(mean_values.index, mean_values, conf_intervals)):\n",
    "    ax.text(scale, mean + ci, f'{mean:.3f}±{ci:.3f}', color='black', ha='center', va='bottom')\n",
    "\n",
    "# Drawing red dashed horizontal lines at half the maximum of x and y axes\n",
    "mean_diversity_per_scale = df_melted.groupby('Scale')['Diversity Value'].mean()\n",
    "y_sep = mean_diversity_per_scale.median()\n",
    "x_sep = mean_diversity_per_scale.idxmax()\n",
    "\n",
    "ax.axhline(y_sep, color='red', linestyle='--')\n",
    "ax.axvline(x_sep, color='red', linestyle='--')\n",
    "ax.get_legend().remove()\n",
    "\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "plt.xlabel('', fontsize=0)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.ylabel(f\"GDI\", fontsize=16)\n",
    "plt.yticks(fontsize=12)\n",
    "\n",
    "# Add secondary x-axis\n",
    "xtick_labels = [tick.get_text() for tick in ax.get_xticklabels()][2:-1]\n",
    "scales = [int(label) for label in xtick_labels if label.strip() != '']\n",
    "x_sizes = [mean_xrange / scale for scale in scales]\n",
    "y_sizes = [mean_yrange / scale for scale in scales]\n",
    "size_labels = [f\"{int(x_size)}×{int(y_size)}\" for x_size, y_size in zip(x_sizes, y_sizes)]\n",
    "secax = ax.secondary_xaxis(location=-0.075)\n",
    "secax.set_xticks(scales)\n",
    "secax.set_xticklabels(size_labels)\n",
    "secax.tick_params('x', length=0)\n",
    "secax.spines['bottom'].set_linewidth(0)\n",
    "secax.set_xlabel(f'Scale \\n (Area μm²)', fontsize=12)\n",
    "\n",
    "plt.title(f'GDI per Scale with 95% Confidence Intervals')\n",
    "plt.grid(False)\n",
    "fig = plt.gcf()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99e655c6-5751-42be-94b5-ce0b3388514e",
   "metadata": {},
   "source": [
    "To determine the optimal quadrat size or tiling scale, we generated plots of global diversity index (GDI) values for all samples across different scales, as shown in the figure above. The x-axis represents different scales, with corresponding sizes of the resulting patches annotated. The red horizontal line indicates the median of the mean GDI across all scales, while the red vertical line marks the scale with the highest mean GDI. We recommend selecting scales from the top-right quadrant of the plot, as it represents both higher GDI values and finer tessellation. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74302b7c-4476-4de0-bec9-825719254575",
   "metadata": {},
   "source": [
    "## Perform Ecospatial Analysis on one sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "619728ac-cdfa-4034-a79f-677c1e180912",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define sample \n",
    "sample_id = 'MRL-8'\n",
    "scale = 64.\n",
    "\n",
    "# Generate Quardrats\n",
    "patches_coordinates = eco.generate_patches(spatial_data=adata,\n",
    "                                           library_key='sample',\n",
    "                                           library_id=sample_id,\n",
    "                                           scaling_factor=scale,\n",
    "                                           spatial_key='spatial')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c055a89-aa89-4e77-8f69-8d815c02c355",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "### Calculate MDI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "69343314-4689-49e2-80f9-e1ad6930cf64",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing region: MRL-8 at scale 1.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-8 at scale 1.0 has 0 patches with zero diveristy\n",
      "MRL-8 at scale 1.0 diversity is 3.4656779602794114\n",
      "Processing region: MRL-8 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-8 at scale 2.0 has 0 patches with zero diveristy\n",
      "MRL-8 at scale 2.0 diversity is 3.292377010141359\n",
      "Processing region: MRL-8 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-8 at scale 4.0 has 0 patches with zero diveristy\n",
      "MRL-8 at scale 4.0 diversity is 3.0901648127096593\n",
      "Processing region: MRL-8 at scale 8.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-8 at scale 8.0 has 0 patches with zero diveristy\n",
      "MRL-8 at scale 8.0 diversity is 2.8661607204492103\n",
      "Processing region: MRL-8 at scale 16.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-8 at scale 16.0 has 0 patches with zero diveristy\n",
      "MRL-8 at scale 16.0 diversity is 2.631288636532884\n",
      "Processing region: MRL-8 at scale 32.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-8 at scale 32.0 has 0 patches with zero diveristy\n",
      "MRL-8 at scale 32.0 diversity is 2.332991483128386\n",
      "Processing region: MRL-8 at scale 64.0\n",
      "0.098 per cent patches are empty\n",
      "MRL-8 at scale 64.0 has 27 patches with zero diveristy\n",
      "MRL-8 at scale 64.0 diversity is 1.8713334691757577\n"
     ]
    }
   ],
   "source": [
    "# Define the sequence of scales\n",
    "scales = [1., 2., 4., 8., 16., 32., 64.]\n",
    "\n",
    "df_results = eco.calculate_MDI(spatial_data=adata,\n",
    "                               scales=scales,\n",
    "                               library_key='sample',\n",
    "                               library_id=[sample_id],\n",
    "                               spatial_key='spatial',\n",
    "                               cluster_key='cell_type',\n",
    "                               random_patch=False,\n",
    "                               plotfigs=False,\n",
    "                               savefigs=False,\n",
    "                               patch_kwargs={'random_seed': None, 'min_points':2},\n",
    "                               other_kwargs={'metric': 'Shannon Diversity'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e1d82c02-a216-417d-b6b1-556dc57cde62",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MDI: 3.466\n"
     ]
    }
   ],
   "source": [
    "print(f\"MDI: {df_results.loc[sample_id].values[0]:.3f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2986bdd3-11bc-4dcd-8034-d05ad8806a63",
   "metadata": {},
   "source": [
    "### Diversity Heatmap Related Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1cf92df2-284b-4c0e-99f6-e569c269a67d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.098 per cent patches are empty\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Caculate Shannon Diversity Index for each quadrat\n",
    "patch_indices, patches_comp = eco.calculate_diversity_index(spatial_data=adata, \n",
    "                                                            library_key='sample', \n",
    "                                                            library_id=sample_id, \n",
    "                                                            spatial_key='spatial', \n",
    "                                                            patches=patches_coordinates, \n",
    "                                                            cluster_key='cell_type', \n",
    "                                                            metric='Shannon Diversity', return_comp=True)\n",
    "\n",
    "\n",
    "# Visualize the diversity indices of quadrats\n",
    "grid, heatmap_fig = eco.diversity_heatmap(spatial_data=adata,\n",
    "                                          library_key='sample', \n",
    "                                          library_id=sample_id,\n",
    "                                          spatial_key='spatial',\n",
    "                                          patches=patches_coordinates, \n",
    "                                          heterogeneity_indices=patch_indices,\n",
    "                                          tissue_only=False,\n",
    "                                          plot=True,\n",
    "                                          return_fig=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "afc3f5a4-455f-4475-8fe3-62ed5b095a54",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GDI: 0.379, p-value: 0.001\n"
     ]
    }
   ],
   "source": [
    "# Calculate GDI \n",
    "GDI, p_sim = eco.global_spatial_stats(grid, mode='MoranI', tissue_only=False, plot_weights=False)\n",
    "print(f\"GDI: {GDI:.3f}, p-value: {p_sim:.3f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ab0ef781-eedc-4ce5-b692-6aa8e5c4e0fe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using MoranI\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, _, lisa = eco.local_spatial_stats(grid=grid, \n",
    "                                     mode='MoranI', \n",
    "                                     tissue_only=False, \n",
    "                                     p_value=0.01, \n",
    "                                     seed=42, \n",
    "                                     plot_weights=False, \n",
    "                                     return_stats=True)\n",
    "\n",
    "heatmap_fig = eco.signif_heatmap(spatial_data=adata,\n",
    "                                 library_key='sample', \n",
    "                                 library_id=sample_id,\n",
    "                                 spatial_key='spatial',\n",
    "                                 patches=patches_coordinates, \n",
    "                                 heterogeneity_indices=pd.Series(lisa.p_sim),\n",
    "                                 tissue_only=False,\n",
    "                                 plot=True,\n",
    "                                 discrete=True,\n",
    "                                 return_fig=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "58e6b5e5-7b67-4537-9fce-59cebf10b963",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using MoranI\n"
     ]
    }
   ],
   "source": [
    "# Calculate LDI and find hot/coldspots \n",
    "hotspots, coldspots = eco.local_spatial_stats(grid, mode='MoranI', p_value=0.01, tissue_only=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ed49621e-e20c-477d-ad38-6e9a973ec447",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "width: 1768.140, height: 1704.784\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1543808d0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 497.839x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualise hot/coldspots \n",
    "combined_spots = (hotspots * 1) + (coldspots * -1)\n",
    "seismic = plt.cm.seismic\n",
    "colors = [seismic(0), \"white\", seismic(0.999)]\n",
    "cmap = mcolors.LinearSegmentedColormap.from_list(\"custom_map\", colors)\n",
    "\n",
    "spatial_value = adata[adata.obs['sample']==sample_id].obsm['spatial']\n",
    "min_x, min_y = spatial_value.min(axis=0)[0], spatial_value.min(axis=0)[1]\n",
    "max_x, max_y = spatial_value.max(axis=0)[0], spatial_value.max(axis=0)[1]\n",
    "width = max_x - min_x\n",
    "height = max_y - min_y\n",
    "print(f\"width: {width:.3f}, height: {height:.3f}\")\n",
    "w, h = figaspect(height/width)\n",
    "\n",
    "spot_fig = plt.figure(figsize=(w, h))\n",
    "ax = spot_fig.add_axes([0, 0, 1, 1])\n",
    "\n",
    "# Create a 2D grid\n",
    "grid = np.zeros((int(max_y - min_y + 1), int(max_x - min_x + 1)))\n",
    "\n",
    "# Fill the grid with heterogeneity indices\n",
    "for patch, diversity_index in enumerate(combined_spots.flatten()):\n",
    "    x0, y0, x1, y1 = patches_coordinates[patch]\n",
    "    grid[int(y0-min_y):int(y1-min_y+1), int(x0-min_x):int(x1-min_x+1)] = diversity_index\n",
    "\n",
    "# Plot the heatmap\n",
    "ax.imshow(grid, cmap=cmap, interpolation='none', vmin=-1, vmax=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5b7f2269-e084-4509-b954-19ed76d0eeb7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing region: MRL-8 at scale 64.0\n",
      "0.098 per cent patches are empty\n",
      "Using MoranI\n",
      "Region MRL-8 contains 331 diversity hotspots\n",
      "61 islands identified\n",
      "DPI: 183.256\n"
     ]
    }
   ],
   "source": [
    "# Calculate DPI for hotspots\n",
    "Hot = True # Set True to investigate hot islands\n",
    "proximity_I = eco.calculate_DPI(spatial_data=adata, \n",
    "                                scale=64.0, \n",
    "                                library_key='sample',\n",
    "                                library_id=[sample_id], \n",
    "                                spatial_key='spatial',\n",
    "                                cluster_key='cell_type',\n",
    "                                hotspot=Hot,\n",
    "                                mode='MoranI',\n",
    "                                p_value=0.01,\n",
    "                                metric='Shannon Diversity')\n",
    "print(f\"DPI: {proximity_I.loc[sample_id,'DPI']:.3f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c283b986-5799-438b-a4ff-89c395cadd9c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Aggregating hot islands composition\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>B cells</th>\n",
       "      <th>B220(+) DN T cells</th>\n",
       "      <th>CD106(+)CD16/32(+)CD31(+) stroma</th>\n",
       "      <th>CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma</th>\n",
       "      <th>CD106(+)CD16/32(-)Ly6C(+)CD31(+)</th>\n",
       "      <th>CD106(-)CD16/32(+)Ly6C(+)CD31(-)</th>\n",
       "      <th>CD106(-)CD16/32(-)Ly6C(+)CD31(+) stroma</th>\n",
       "      <th>CD11c(+) B cells</th>\n",
       "      <th>CD3(+) other markers (-)</th>\n",
       "      <th>CD31(hi) vascular</th>\n",
       "      <th>...</th>\n",
       "      <th>F4/80(+) mphs</th>\n",
       "      <th>FDCs</th>\n",
       "      <th>NK cells</th>\n",
       "      <th>capsule</th>\n",
       "      <th>erythroblasts</th>\n",
       "      <th>granulocytes</th>\n",
       "      <th>marginal zone mphs</th>\n",
       "      <th>megakaryocytes</th>\n",
       "      <th>noid</th>\n",
       "      <th>plasma cells</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Island_1</th>\n",
       "      <td>16.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Island_2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Island_3</th>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Island_4</th>\n",
       "      <td>28.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Island_5</th>\n",
       "      <td>18.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          B cells  B220(+) DN T cells  CD106(+)CD16/32(+)CD31(+) stroma  \\\n",
       "Island_1     16.0                 4.0                               0.0   \n",
       "Island_2      2.0                 0.0                               1.0   \n",
       "Island_3      6.0                11.0                               3.0   \n",
       "Island_4     28.0                 6.0                               2.0   \n",
       "Island_5     18.0                 5.0                               0.0   \n",
       "\n",
       "          CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma  \\\n",
       "Island_1                                     18.0   \n",
       "Island_2                                     20.0   \n",
       "Island_3                                     29.0   \n",
       "Island_4                                      7.0   \n",
       "Island_5                                      0.0   \n",
       "\n",
       "          CD106(+)CD16/32(-)Ly6C(+)CD31(+)  CD106(-)CD16/32(+)Ly6C(+)CD31(-)  \\\n",
       "Island_1                               5.0                               0.0   \n",
       "Island_2                               0.0                               2.0   \n",
       "Island_3                               0.0                               2.0   \n",
       "Island_4                              15.0                               1.0   \n",
       "Island_5                               0.0                               0.0   \n",
       "\n",
       "          CD106(-)CD16/32(-)Ly6C(+)CD31(+) stroma  CD11c(+) B cells  \\\n",
       "Island_1                                      1.0               0.0   \n",
       "Island_2                                      0.0               0.0   \n",
       "Island_3                                      0.0               0.0   \n",
       "Island_4                                      0.0               0.0   \n",
       "Island_5                                      0.0               0.0   \n",
       "\n",
       "          CD3(+) other markers (-)  CD31(hi) vascular  ...  F4/80(+) mphs  \\\n",
       "Island_1                       0.0                4.0  ...            3.0   \n",
       "Island_2                       2.0                0.0  ...            5.0   \n",
       "Island_3                       0.0                0.0  ...            4.0   \n",
       "Island_4                       8.0                0.0  ...           12.0   \n",
       "Island_5                       0.0                0.0  ...            0.0   \n",
       "\n",
       "          FDCs  NK cells  capsule  erythroblasts  granulocytes  \\\n",
       "Island_1   0.0       0.0      0.0           12.0           0.0   \n",
       "Island_2   0.0       1.0      0.0           14.0           4.0   \n",
       "Island_3   0.0       2.0      0.0            7.0           2.0   \n",
       "Island_4   0.0       5.0      0.0           46.0          14.0   \n",
       "Island_5   0.0       3.0      0.0            7.0           0.0   \n",
       "\n",
       "          marginal zone mphs  megakaryocytes  noid  plasma cells  \n",
       "Island_1                 0.0             0.0   0.0           9.0  \n",
       "Island_2                 0.0             0.0   1.0           3.0  \n",
       "Island_3                 0.0             0.0   1.0          13.0  \n",
       "Island_4                 0.0             2.0   1.0           0.0  \n",
       "Island_5                 0.0             0.0   1.0           0.0  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Visualise Islands composition and similarity\n",
    "from scipy.spatial.distance import pdist, squareform\n",
    "labelled_hot, num_hot_islands = eco._utils._label_islands(hotspots, rook=True)\n",
    "labelled_cold, num_cold_islands = eco._utils._label_islands(coldspots, rook=True)\n",
    "if Hot:\n",
    "    print(f\"Aggregating hot islands composition\")\n",
    "    filtered_patches_coordinates = [patch for patch, is_hotspot in zip(patches_coordinates, hotspots.flatten()) if is_hotspot]\n",
    "    filtered_patches_comp = [patch for patch, is_hotspot in zip(patches_comp, hotspots.flatten()) if is_hotspot]\n",
    "    island_comp = eco._utils.aggregate_spot_compositions(labelled_hot, patches_comp)\n",
    "else:\n",
    "    print(f\"Aggregating cold islands composition\")\n",
    "    filtered_patches_coordinates = [patch for patch, is_coldspot in zip(patches_coordinates, coldspots.flatten()) if is_coldspot]\n",
    "    filtered_patches_comp = [patch for patch, is_coldspot in zip(patches_comp, coldspots.flatten()) if is_coldspot]\n",
    "    island_comp = eco._utils.aggregate_spot_compositions(labelled_cold, patches_comp)\n",
    "island_comp.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ca0ea8a3-a539-4166-ad24-5750e0f21d06",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1768.1399999999999 1704.784\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x154bdfd50>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 497.839x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualise labelled islands (hot islands in red; cold islands in blue)\n",
    "from scipy.ndimage import center_of_mass\n",
    "combined_spots = (hotspots * 1) + (coldspots * 1) \n",
    "seismic = plt.cm.seismic\n",
    "colors = ['white', 'grey']\n",
    "cmap = mcolors.LinearSegmentedColormap.from_list(\"single_color_map\", colors)\n",
    "\n",
    "labelled_hot, num_hot_islands = eco._utils._label_islands(hotspots, rook=True)\n",
    "labelled_cold, num_cold_islands = eco._utils._label_islands(coldspots, rook=True)\n",
    "    \n",
    "min_x, min_y = spatial_value.min(axis=0)[0], spatial_value.min(axis=0)[1]\n",
    "max_x, max_y = spatial_value.max(axis=0)[0], spatial_value.max(axis=0)[1]\n",
    "width = max_x - min_x\n",
    "height = max_y - min_y\n",
    "print(width, height)\n",
    "w, h = figaspect(height/width)\n",
    "\n",
    "spot_fig = plt.figure(figsize=(w, h))\n",
    "ax = spot_fig.add_axes([0, 0, 1, 1])\n",
    "\n",
    "# Create a 2D grid\n",
    "grid = np.zeros((int(max_y - min_y + 1), int(max_x - min_x + 1)))\n",
    "\n",
    "# Fill the grid with diversity indices\n",
    "for patch, diversity_index in enumerate(combined_spots.flatten()):\n",
    "    x0, y0, x1, y1 = patches_coordinates[patch]\n",
    "    grid[int(y0-min_y):int(y1-min_y+1), int(x0-min_x):int(x1-min_x+1)] = diversity_index\n",
    "\n",
    "# Calculate centroids of hot/cold islands and label them\n",
    "for label in range(1, num_hot_islands + 1):\n",
    "    positions = np.where(labelled_hot == label)\n",
    "    if positions[0].size > 0:\n",
    "        centroid = center_of_mass(labelled_hot == label)\n",
    "        ax.text(centroid[1]*width/scale, \n",
    "                centroid[0]*height/scale, \n",
    "                str(label), \n",
    "                fontsize=12,\n",
    "                fontweight='semibold',\n",
    "                color=seismic(0.999),\n",
    "                alpha=1.0,\n",
    "                ha='center', \n",
    "                va='center')\n",
    "        \n",
    "for label in range(1, num_cold_islands + 1):\n",
    "    positions = np.where(labelled_cold == label)\n",
    "    if positions[0].size > 0:\n",
    "        centroid = center_of_mass(labelled_cold == label)\n",
    "        ax.text(centroid[1]*width/scale, \n",
    "                centroid[0]*height/scale, \n",
    "                str(label), \n",
    "                fontsize=12,\n",
    "                fontweight='semibold',\n",
    "                color=seismic(0),\n",
    "                alpha=1.0,\n",
    "                ha='center', \n",
    "                va='center')\n",
    "\n",
    "plt.xlabel(\"X Coordinates\")\n",
    "plt.ylabel(\"Y Coordinates\")\n",
    "ax.imshow(grid, cmap=cmap, alpha=0.75, interpolation='none', vmin=0, vmax=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c5b694d3-02eb-4778-9827-ed6f039832df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = [color_dict[col] for col in island_comp.columns]\n",
    "ax = island_comp.plot(kind='barh', stacked=True, color=colors, figsize=(6,9))\n",
    "\n",
    "# Set plot title, axis labels, and legend\n",
    "plt.title('', fontsize=16)\n",
    "plt.xlabel('Number of Cells', fontsize=16)\n",
    "plt.ylabel('')\n",
    "plt.xticks(rotation=0, fontsize=12)\n",
    "plt.yticks(rotation=0, fontsize=12)\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.invert_yaxis()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2dae750f-5abe-4430-a51a-1dacaad293df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "island_comp = island_comp.div(island_comp.sum(axis=1), axis=0)\n",
    "island_comp_filled = island_comp.fillna(0)\n",
    "\n",
    "# Calculate Bray-Curtis distance\n",
    "distances = pdist(island_comp_filled.values, metric='braycurtis')\n",
    "\n",
    "# Convert the condensed distance matrix to a square matrix\n",
    "distance_matrix = squareform(distances)\n",
    "\n",
    "# Create a mask for the upper triangle\n",
    "mask = np.triu(np.ones_like(distance_matrix, dtype=bool),k=1)\n",
    "\n",
    "plt.figure(figsize=(7, 6))\n",
    "axis_labels = np.arange(1, len(distance_matrix)+1)\n",
    "sns.heatmap(distance_matrix, \n",
    "            mask=mask, \n",
    "            cmap='rocket', \n",
    "            vmin=0.0,\n",
    "            vmax=1.0, \n",
    "            annot=False, \n",
    "            square=True, \n",
    "            linewidths=.5, \n",
    "            xticklabels=axis_labels, \n",
    "            yticklabels=axis_labels,\n",
    "            cbar_kws={\"shrink\": .5, \"label\": \"Bray-Curtis Dissimilarity\"})\n",
    "\n",
    "plt.title('')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0fb23af-0f9e-48ce-a61f-e533d3c83ae3",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "## Perform Ecospatial Analysis on all samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "74090696-da60-400d-bbb3-2073f01433d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "library_ids = adata.obs['sample'].unique().tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "000e156f-363b-4f14-8495-bdc758f89c01",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "### Calculate MDI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fc8c631c-1414-4bbd-81d4-d7d49f0eb78a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing region: BALBc-1 at scale 1.0\n",
      "0.000 per cent patches are empty\n",
      "BALBc-1 at scale 1.0 has 0 patches with zero diveristy\n",
      "BALBc-1 at scale 1.0 diversity is 2.8224049147168166\n",
      "Processing region: BALBc-2 at scale 1.0\n",
      "0.000 per cent patches are empty\n",
      "BALBc-2 at scale 1.0 has 0 patches with zero diveristy\n",
      "BALBc-2 at scale 1.0 diversity is 2.8742375282078143\n",
      "Processing region: BALBc-3 at scale 1.0\n",
      "0.000 per cent patches are empty\n",
      "BALBc-3 at scale 1.0 has 0 patches with zero diveristy\n",
      "BALBc-3 at scale 1.0 diversity is 2.8116755585127406\n",
      "Processing region: MRL-4 at scale 1.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-4 at scale 1.0 has 0 patches with zero diveristy\n",
      "MRL-4 at scale 1.0 diversity is 3.126137234736102\n",
      "Processing region: MRL-5 at scale 1.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-5 at scale 1.0 has 0 patches with zero diveristy\n",
      "MRL-5 at scale 1.0 diversity is 3.2585089241112524\n",
      "Processing region: MRL-6 at scale 1.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-6 at scale 1.0 has 0 patches with zero diveristy\n",
      "MRL-6 at scale 1.0 diversity is 3.3443099513229604\n",
      "Processing region: MRL-7 at scale 1.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-7 at scale 1.0 has 0 patches with zero diveristy\n",
      "MRL-7 at scale 1.0 diversity is 3.128433889698631\n",
      "Processing region: MRL-8 at scale 1.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-8 at scale 1.0 has 0 patches with zero diveristy\n",
      "MRL-8 at scale 1.0 diversity is 3.4656779602794114\n",
      "Processing region: MRL-9 at scale 1.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-9 at scale 1.0 has 0 patches with zero diveristy\n",
      "MRL-9 at scale 1.0 diversity is 3.3719588637812334\n",
      "Processing region: BALBc-1 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "BALBc-1 at scale 2.0 has 0 patches with zero diveristy\n",
      "BALBc-1 at scale 2.0 diversity is 2.8096339612313344\n",
      "Processing region: BALBc-2 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "BALBc-2 at scale 2.0 has 0 patches with zero diveristy\n",
      "BALBc-2 at scale 2.0 diversity is 2.8382163972175585\n",
      "Processing region: BALBc-3 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "BALBc-3 at scale 2.0 has 0 patches with zero diveristy\n",
      "BALBc-3 at scale 2.0 diversity is 2.741064715284067\n",
      "Processing region: MRL-4 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-4 at scale 2.0 has 0 patches with zero diveristy\n",
      "MRL-4 at scale 2.0 diversity is 3.0831593675761644\n",
      "Processing region: MRL-5 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-5 at scale 2.0 has 0 patches with zero diveristy\n",
      "MRL-5 at scale 2.0 diversity is 3.0598843042677837\n",
      "Processing region: MRL-6 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-6 at scale 2.0 has 0 patches with zero diveristy\n",
      "MRL-6 at scale 2.0 diversity is 3.0862452321757026\n",
      "Processing region: MRL-7 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-7 at scale 2.0 has 0 patches with zero diveristy\n",
      "MRL-7 at scale 2.0 diversity is 2.9923502002689952\n",
      "Processing region: MRL-8 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-8 at scale 2.0 has 0 patches with zero diveristy\n",
      "MRL-8 at scale 2.0 diversity is 3.292377010141359\n",
      "Processing region: MRL-9 at scale 2.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-9 at scale 2.0 has 0 patches with zero diveristy\n",
      "MRL-9 at scale 2.0 diversity is 3.200400887232563\n",
      "Processing region: BALBc-1 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "BALBc-1 at scale 4.0 has 0 patches with zero diveristy\n",
      "BALBc-1 at scale 4.0 diversity is 2.6784053488305974\n",
      "Processing region: BALBc-2 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "BALBc-2 at scale 4.0 has 0 patches with zero diveristy\n",
      "BALBc-2 at scale 4.0 diversity is 2.6853948865791275\n",
      "Processing region: BALBc-3 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "BALBc-3 at scale 4.0 has 0 patches with zero diveristy\n",
      "BALBc-3 at scale 4.0 diversity is 2.6305199375873096\n",
      "Processing region: MRL-4 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-4 at scale 4.0 has 0 patches with zero diveristy\n",
      "MRL-4 at scale 4.0 diversity is 2.9864270563061894\n",
      "Processing region: MRL-5 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-5 at scale 4.0 has 0 patches with zero diveristy\n",
      "MRL-5 at scale 4.0 diversity is 2.8110161541535192\n",
      "Processing region: MRL-6 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-6 at scale 4.0 has 0 patches with zero diveristy\n",
      "MRL-6 at scale 4.0 diversity is 2.957160443128632\n",
      "Processing region: MRL-7 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-7 at scale 4.0 has 0 patches with zero diveristy\n",
      "MRL-7 at scale 4.0 diversity is 2.7304462437482897\n",
      "Processing region: MRL-8 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-8 at scale 4.0 has 0 patches with zero diveristy\n",
      "MRL-8 at scale 4.0 diversity is 3.0901648127096593\n",
      "Processing region: MRL-9 at scale 4.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-9 at scale 4.0 has 0 patches with zero diveristy\n",
      "MRL-9 at scale 4.0 diversity is 3.0674673256522307\n",
      "Processing region: BALBc-1 at scale 8.0\n",
      "0.000 per cent patches are empty\n",
      "BALBc-1 at scale 8.0 has 0 patches with zero diveristy\n",
      "BALBc-1 at scale 8.0 diversity is 2.4799987919407114\n",
      "Processing region: BALBc-2 at scale 8.0\n",
      "1.562 per cent patches are empty\n",
      "BALBc-2 at scale 8.0 has 0 patches with zero diveristy\n",
      "BALBc-2 at scale 8.0 diversity is 2.5268685163240683\n",
      "Processing region: BALBc-3 at scale 8.0\n",
      "1.562 per cent patches are empty\n",
      "BALBc-3 at scale 8.0 has 0 patches with zero diveristy\n",
      "BALBc-3 at scale 8.0 diversity is 2.463874240684387\n",
      "Processing region: MRL-4 at scale 8.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-4 at scale 8.0 has 0 patches with zero diveristy\n",
      "MRL-4 at scale 8.0 diversity is 2.781459883250105\n",
      "Processing region: MRL-5 at scale 8.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-5 at scale 8.0 has 0 patches with zero diveristy\n",
      "MRL-5 at scale 8.0 diversity is 2.5436517302775545\n",
      "Processing region: MRL-6 at scale 8.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-6 at scale 8.0 has 0 patches with zero diveristy\n",
      "MRL-6 at scale 8.0 diversity is 2.74441429620238\n",
      "Processing region: MRL-7 at scale 8.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-7 at scale 8.0 has 0 patches with zero diveristy\n",
      "MRL-7 at scale 8.0 diversity is 2.491933508895646\n",
      "Processing region: MRL-8 at scale 8.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-8 at scale 8.0 has 0 patches with zero diveristy\n",
      "MRL-8 at scale 8.0 diversity is 2.8661607204492103\n",
      "Processing region: MRL-9 at scale 8.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-9 at scale 8.0 has 0 patches with zero diveristy\n",
      "MRL-9 at scale 8.0 diversity is 2.8482716801311714\n",
      "Processing region: BALBc-1 at scale 16.0\n",
      "1.172 per cent patches are empty\n",
      "BALBc-1 at scale 16.0 has 0 patches with zero diveristy\n",
      "BALBc-1 at scale 16.0 diversity is 2.286806849622593\n",
      "Processing region: BALBc-2 at scale 16.0\n",
      "2.734 per cent patches are empty\n",
      "BALBc-2 at scale 16.0 has 1 patches with zero diveristy\n",
      "BALBc-2 at scale 16.0 diversity is 2.305147780044155\n",
      "Processing region: BALBc-3 at scale 16.0\n",
      "3.906 per cent patches are empty\n",
      "BALBc-3 at scale 16.0 has 0 patches with zero diveristy\n",
      "BALBc-3 at scale 16.0 diversity is 2.2551143500517985\n",
      "Processing region: MRL-4 at scale 16.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-4 at scale 16.0 has 1 patches with zero diveristy\n",
      "MRL-4 at scale 16.0 diversity is 2.5551198016811867\n",
      "Processing region: MRL-5 at scale 16.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-5 at scale 16.0 has 0 patches with zero diveristy\n",
      "MRL-5 at scale 16.0 diversity is 2.3339712388594913\n",
      "Processing region: MRL-6 at scale 16.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-6 at scale 16.0 has 0 patches with zero diveristy\n",
      "MRL-6 at scale 16.0 diversity is 2.5482756959354242\n",
      "Processing region: MRL-7 at scale 16.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-7 at scale 16.0 has 0 patches with zero diveristy\n",
      "MRL-7 at scale 16.0 diversity is 2.2869583672535363\n",
      "Processing region: MRL-8 at scale 16.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-8 at scale 16.0 has 0 patches with zero diveristy\n",
      "MRL-8 at scale 16.0 diversity is 2.631288636532884\n",
      "Processing region: MRL-9 at scale 16.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-9 at scale 16.0 has 0 patches with zero diveristy\n",
      "MRL-9 at scale 16.0 diversity is 2.6694817985568324\n",
      "Processing region: BALBc-1 at scale 32.0\n",
      "1.855 per cent patches are empty\n",
      "BALBc-1 at scale 32.0 has 0 patches with zero diveristy\n",
      "BALBc-1 at scale 32.0 diversity is 2.0660450865998814\n",
      "Processing region: BALBc-2 at scale 32.0\n",
      "4.395 per cent patches are empty\n",
      "BALBc-2 at scale 32.0 has 2 patches with zero diveristy\n",
      "BALBc-2 at scale 32.0 diversity is 2.077747085040528\n",
      "Processing region: BALBc-3 at scale 32.0\n",
      "6.250 per cent patches are empty\n",
      "BALBc-3 at scale 32.0 has 4 patches with zero diveristy\n",
      "BALBc-3 at scale 32.0 diversity is 2.0045285007782714\n",
      "Processing region: MRL-4 at scale 32.0\n",
      "0.293 per cent patches are empty\n",
      "MRL-4 at scale 32.0 has 1 patches with zero diveristy\n",
      "MRL-4 at scale 32.0 diversity is 2.269587989274803\n",
      "Processing region: MRL-5 at scale 32.0\n",
      "0.098 per cent patches are empty\n",
      "MRL-5 at scale 32.0 has 2 patches with zero diveristy\n",
      "MRL-5 at scale 32.0 diversity is 2.038872313385172\n",
      "Processing region: MRL-6 at scale 32.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-6 at scale 32.0 has 0 patches with zero diveristy\n",
      "MRL-6 at scale 32.0 diversity is 2.2839611402939903\n",
      "Processing region: MRL-7 at scale 32.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-7 at scale 32.0 has 0 patches with zero diveristy\n",
      "MRL-7 at scale 32.0 diversity is 2.0264183988555406\n",
      "Processing region: MRL-8 at scale 32.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-8 at scale 32.0 has 0 patches with zero diveristy\n",
      "MRL-8 at scale 32.0 diversity is 2.332991483128386\n",
      "Processing region: MRL-9 at scale 32.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-9 at scale 32.0 has 0 patches with zero diveristy\n",
      "MRL-9 at scale 32.0 diversity is 2.4175820356238615\n",
      "Processing region: BALBc-1 at scale 64.0\n",
      "2.222 per cent patches are empty\n",
      "BALBc-1 at scale 64.0 has 28 patches with zero diveristy\n",
      "BALBc-1 at scale 64.0 diversity is 1.7211111421043181\n",
      "Processing region: BALBc-2 at scale 64.0\n",
      "5.542 per cent patches are empty\n",
      "BALBc-2 at scale 64.0 has 45 patches with zero diveristy\n",
      "BALBc-2 at scale 64.0 diversity is 1.7323775368753875\n",
      "Processing region: BALBc-3 at scale 64.0\n",
      "7.812 per cent patches are empty\n",
      "BALBc-3 at scale 64.0 has 83 patches with zero diveristy\n",
      "BALBc-3 at scale 64.0 diversity is 1.6591825505403395\n",
      "Processing region: MRL-4 at scale 64.0\n",
      "0.708 per cent patches are empty\n",
      "MRL-4 at scale 64.0 has 51 patches with zero diveristy\n",
      "MRL-4 at scale 64.0 diversity is 1.7929988800461276\n",
      "Processing region: MRL-5 at scale 64.0\n",
      "0.708 per cent patches are empty\n",
      "MRL-5 at scale 64.0 has 140 patches with zero diveristy\n",
      "MRL-5 at scale 64.0 diversity is 1.5852570804754544\n",
      "Processing region: MRL-6 at scale 64.0\n",
      "0.220 per cent patches are empty\n",
      "MRL-6 at scale 64.0 has 30 patches with zero diveristy\n",
      "MRL-6 at scale 64.0 diversity is 1.8367502236578277\n",
      "Processing region: MRL-7 at scale 64.0\n",
      "0.220 per cent patches are empty\n",
      "MRL-7 at scale 64.0 has 69 patches with zero diveristy\n",
      "MRL-7 at scale 64.0 diversity is 1.6188286349155905\n",
      "Processing region: MRL-8 at scale 64.0\n",
      "0.098 per cent patches are empty\n",
      "MRL-8 at scale 64.0 has 27 patches with zero diveristy\n",
      "MRL-8 at scale 64.0 diversity is 1.8713334691757577\n",
      "Processing region: MRL-9 at scale 64.0\n",
      "0.000 per cent patches are empty\n",
      "MRL-9 at scale 64.0 has 15 patches with zero diveristy\n",
      "MRL-9 at scale 64.0 diversity is 1.9853016901779386\n"
     ]
    }
   ],
   "source": [
    "# Define the sequence of scales\n",
    "scales = [1., 2., 4., 8., 16., 32., 64.]\n",
    "\n",
    "mdi_results = eco.calculate_MDI(spatial_data=adata,\n",
    "                                scales=scales,\n",
    "                                library_key='sample',\n",
    "                                library_id=library_ids,\n",
    "                                spatial_key='spatial',\n",
    "                                cluster_key='cell_type',\n",
    "                                random_patch=False,\n",
    "                                plotfigs=False,\n",
    "                                savefigs=False,\n",
    "                                patch_kwargs={'random_seed': None, 'min_points':2},\n",
    "                                other_kwargs={'metric': 'Shannon Diversity'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "01d734d2-fd10-425b-9443-6ca771c1bdc7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1.0</th>\n",
       "      <th>2.0</th>\n",
       "      <th>4.0</th>\n",
       "      <th>8.0</th>\n",
       "      <th>16.0</th>\n",
       "      <th>32.0</th>\n",
       "      <th>64.0</th>\n",
       "      <th>Slope</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BALBc-1</th>\n",
       "      <td>2.822405</td>\n",
       "      <td>2.809634</td>\n",
       "      <td>2.678405</td>\n",
       "      <td>2.479999</td>\n",
       "      <td>2.286807</td>\n",
       "      <td>2.066045</td>\n",
       "      <td>1.721111</td>\n",
       "      <td>0.185095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BALBc-2</th>\n",
       "      <td>2.874238</td>\n",
       "      <td>2.838216</td>\n",
       "      <td>2.685395</td>\n",
       "      <td>2.526869</td>\n",
       "      <td>2.305148</td>\n",
       "      <td>2.077747</td>\n",
       "      <td>1.732378</td>\n",
       "      <td>0.190242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BALBc-3</th>\n",
       "      <td>2.811676</td>\n",
       "      <td>2.741065</td>\n",
       "      <td>2.63052</td>\n",
       "      <td>2.463874</td>\n",
       "      <td>2.255114</td>\n",
       "      <td>2.004529</td>\n",
       "      <td>1.659183</td>\n",
       "      <td>0.189498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-4</th>\n",
       "      <td>3.126137</td>\n",
       "      <td>3.083159</td>\n",
       "      <td>2.986427</td>\n",
       "      <td>2.78146</td>\n",
       "      <td>2.55512</td>\n",
       "      <td>2.269588</td>\n",
       "      <td>1.792999</td>\n",
       "      <td>0.216352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-5</th>\n",
       "      <td>3.258509</td>\n",
       "      <td>3.059884</td>\n",
       "      <td>2.811016</td>\n",
       "      <td>2.543652</td>\n",
       "      <td>2.333971</td>\n",
       "      <td>2.038872</td>\n",
       "      <td>1.585257</td>\n",
       "      <td>0.269244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-6</th>\n",
       "      <td>3.34431</td>\n",
       "      <td>3.086245</td>\n",
       "      <td>2.95716</td>\n",
       "      <td>2.744414</td>\n",
       "      <td>2.548276</td>\n",
       "      <td>2.283961</td>\n",
       "      <td>1.83675</td>\n",
       "      <td>0.233433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-7</th>\n",
       "      <td>3.128434</td>\n",
       "      <td>2.99235</td>\n",
       "      <td>2.730446</td>\n",
       "      <td>2.491934</td>\n",
       "      <td>2.286958</td>\n",
       "      <td>2.026418</td>\n",
       "      <td>1.618829</td>\n",
       "      <td>0.246577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-8</th>\n",
       "      <td>3.465678</td>\n",
       "      <td>3.292377</td>\n",
       "      <td>3.090165</td>\n",
       "      <td>2.866161</td>\n",
       "      <td>2.631289</td>\n",
       "      <td>2.332991</td>\n",
       "      <td>1.871333</td>\n",
       "      <td>0.255739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-9</th>\n",
       "      <td>3.371959</td>\n",
       "      <td>3.200401</td>\n",
       "      <td>3.067467</td>\n",
       "      <td>2.848272</td>\n",
       "      <td>2.669482</td>\n",
       "      <td>2.417582</td>\n",
       "      <td>1.985302</td>\n",
       "      <td>0.218700</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              1.0       2.0       4.0       8.0      16.0      32.0      64.0  \\\n",
       "BALBc-1  2.822405  2.809634  2.678405  2.479999  2.286807  2.066045  1.721111   \n",
       "BALBc-2  2.874238  2.838216  2.685395  2.526869  2.305148  2.077747  1.732378   \n",
       "BALBc-3  2.811676  2.741065   2.63052  2.463874  2.255114  2.004529  1.659183   \n",
       "MRL-4    3.126137  3.083159  2.986427   2.78146   2.55512  2.269588  1.792999   \n",
       "MRL-5    3.258509  3.059884  2.811016  2.543652  2.333971  2.038872  1.585257   \n",
       "MRL-6     3.34431  3.086245   2.95716  2.744414  2.548276  2.283961   1.83675   \n",
       "MRL-7    3.128434   2.99235  2.730446  2.491934  2.286958  2.026418  1.618829   \n",
       "MRL-8    3.465678  3.292377  3.090165  2.866161  2.631289  2.332991  1.871333   \n",
       "MRL-9    3.371959  3.200401  3.067467  2.848272  2.669482  2.417582  1.985302   \n",
       "\n",
       "            Slope  \n",
       "BALBc-1  0.185095  \n",
       "BALBc-2  0.190242  \n",
       "BALBc-3  0.189498  \n",
       "MRL-4    0.216352  \n",
       "MRL-5    0.269244  \n",
       "MRL-6    0.233433  \n",
       "MRL-7    0.246577  \n",
       "MRL-8    0.255739  \n",
       "MRL-9    0.218700  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mdi_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d5a35b15-6c16-4dbe-bb16-fd27751f8c6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1.0</th>\n",
       "      <th>2.0</th>\n",
       "      <th>4.0</th>\n",
       "      <th>8.0</th>\n",
       "      <th>16.0</th>\n",
       "      <th>32.0</th>\n",
       "      <th>64.0</th>\n",
       "      <th>Slope</th>\n",
       "      <th>Condition</th>\n",
       "      <th>Sample_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BALBc-1</th>\n",
       "      <td>2.822405</td>\n",
       "      <td>2.809634</td>\n",
       "      <td>2.678405</td>\n",
       "      <td>2.479999</td>\n",
       "      <td>2.286807</td>\n",
       "      <td>2.066045</td>\n",
       "      <td>1.721111</td>\n",
       "      <td>0.185095</td>\n",
       "      <td>BALBc</td>\n",
       "      <td>BALBc-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BALBc-2</th>\n",
       "      <td>2.874238</td>\n",
       "      <td>2.838216</td>\n",
       "      <td>2.685395</td>\n",
       "      <td>2.526869</td>\n",
       "      <td>2.305148</td>\n",
       "      <td>2.077747</td>\n",
       "      <td>1.732378</td>\n",
       "      <td>0.190242</td>\n",
       "      <td>BALBc</td>\n",
       "      <td>BALBc-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BALBc-3</th>\n",
       "      <td>2.811676</td>\n",
       "      <td>2.741065</td>\n",
       "      <td>2.63052</td>\n",
       "      <td>2.463874</td>\n",
       "      <td>2.255114</td>\n",
       "      <td>2.004529</td>\n",
       "      <td>1.659183</td>\n",
       "      <td>0.189498</td>\n",
       "      <td>BALBc</td>\n",
       "      <td>BALBc-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-4</th>\n",
       "      <td>3.126137</td>\n",
       "      <td>3.083159</td>\n",
       "      <td>2.986427</td>\n",
       "      <td>2.78146</td>\n",
       "      <td>2.55512</td>\n",
       "      <td>2.269588</td>\n",
       "      <td>1.792999</td>\n",
       "      <td>0.216352</td>\n",
       "      <td>MRL</td>\n",
       "      <td>MRL-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-5</th>\n",
       "      <td>3.258509</td>\n",
       "      <td>3.059884</td>\n",
       "      <td>2.811016</td>\n",
       "      <td>2.543652</td>\n",
       "      <td>2.333971</td>\n",
       "      <td>2.038872</td>\n",
       "      <td>1.585257</td>\n",
       "      <td>0.269244</td>\n",
       "      <td>MRL</td>\n",
       "      <td>MRL-5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              1.0       2.0       4.0       8.0      16.0      32.0      64.0  \\\n",
       "BALBc-1  2.822405  2.809634  2.678405  2.479999  2.286807  2.066045  1.721111   \n",
       "BALBc-2  2.874238  2.838216  2.685395  2.526869  2.305148  2.077747  1.732378   \n",
       "BALBc-3  2.811676  2.741065   2.63052  2.463874  2.255114  2.004529  1.659183   \n",
       "MRL-4    3.126137  3.083159  2.986427   2.78146   2.55512  2.269588  1.792999   \n",
       "MRL-5    3.258509  3.059884  2.811016  2.543652  2.333971  2.038872  1.585257   \n",
       "\n",
       "            Slope Condition Sample_id  \n",
       "BALBc-1  0.185095     BALBc   BALBc-1  \n",
       "BALBc-2  0.190242     BALBc   BALBc-2  \n",
       "BALBc-3  0.189498     BALBc   BALBc-3  \n",
       "MRL-4    0.216352       MRL     MRL-4  \n",
       "MRL-5    0.269244       MRL     MRL-5  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Add 'Condition' and 'Sample_id' to the columns\n",
    "mdi_results['Condition'] = ' '\n",
    "mdi_results['Sample_id'] = mdi_results.index\n",
    "mdi_results.loc[mdi_results.index.str.contains('BALBc'), 'Condition'] = 'BALBc'\n",
    "mdi_results.loc[mdi_results.index.str.contains('MRL'), 'Condition'] = 'MRL'\n",
    "mdi_results.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f3d41f1-c9ee-4e97-80e4-faa3ca3ea15e",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "### Calculate GDI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4eef41be-16bf-4642-96a6-0809a10392b7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing region: BALBc-1 at scale 64.0\n",
      "2.222 per cent patches are empty\n",
      "Processing region: BALBc-2 at scale 64.0\n",
      "5.542 per cent patches are empty\n",
      "Processing region: BALBc-3 at scale 64.0\n",
      "7.812 per cent patches are empty\n",
      "Processing region: MRL-4 at scale 64.0\n",
      "0.708 per cent patches are empty\n",
      "Processing region: MRL-5 at scale 64.0\n",
      "0.708 per cent patches are empty\n",
      "Processing region: MRL-6 at scale 64.0\n",
      "0.220 per cent patches are empty\n",
      "Processing region: MRL-7 at scale 64.0\n",
      "0.220 per cent patches are empty\n",
      "Processing region: MRL-8 at scale 64.0\n",
      "0.098 per cent patches are empty\n",
      "Processing region: MRL-9 at scale 64.0\n",
      "0.000 per cent patches are empty\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GDI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BALBc-1</th>\n",
       "      <td>0.639407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BALBc-2</th>\n",
       "      <td>0.689433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BALBc-3</th>\n",
       "      <td>0.696760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-4</th>\n",
       "      <td>0.489871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-5</th>\n",
       "      <td>0.465093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-6</th>\n",
       "      <td>0.424368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-7</th>\n",
       "      <td>0.463416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-8</th>\n",
       "      <td>0.379494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-9</th>\n",
       "      <td>0.433336</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              GDI\n",
       "BALBc-1  0.639407\n",
       "BALBc-2  0.689433\n",
       "BALBc-3  0.696760\n",
       "MRL-4    0.489871\n",
       "MRL-5    0.465093\n",
       "MRL-6    0.424368\n",
       "MRL-7    0.463416\n",
       "MRL-8    0.379494\n",
       "MRL-9    0.433336"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdi_results = eco.calculate_GDI(spatial_data=adata, \n",
    "                                scale=64.0, \n",
    "                                library_key='sample',\n",
    "                                library_id=library_ids, \n",
    "                                spatial_key='spatial',\n",
    "                                cluster_key='cell_type',\n",
    "                                hotspot=True,\n",
    "                                restricted=False,\n",
    "                                metric='Shannon Diversity')\n",
    "gdi_results"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e87598d2-73fb-4cfa-ae5f-09837c7537f0",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "### Calculate DPI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6016c242-cccb-41b5-802b-7d2d3ec173ed",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing region: BALBc-1 at scale 64.0\n",
      "2.222 per cent patches are empty\n",
      "Region BALBc-1 contains 687 diversity hotspots\n",
      "48 islands identified\n",
      "Processing region: BALBc-2 at scale 64.0\n",
      "5.542 per cent patches are empty\n",
      "Region BALBc-2 contains 851 diversity hotspots\n",
      "47 islands identified\n",
      "Processing region: BALBc-3 at scale 64.0\n",
      "7.812 per cent patches are empty\n",
      "Region BALBc-3 contains 712 diversity hotspots\n",
      "46 islands identified\n",
      "Processing region: MRL-4 at scale 64.0\n",
      "0.708 per cent patches are empty\n",
      "Region MRL-4 contains 480 diversity hotspots\n",
      "53 islands identified\n",
      "Processing region: MRL-5 at scale 64.0\n",
      "0.708 per cent patches are empty\n",
      "Region MRL-5 contains 443 diversity hotspots\n",
      "43 islands identified\n",
      "Processing region: MRL-6 at scale 64.0\n",
      "0.220 per cent patches are empty\n",
      "Region MRL-6 contains 326 diversity hotspots\n",
      "61 islands identified\n",
      "Processing region: MRL-7 at scale 64.0\n",
      "0.220 per cent patches are empty\n",
      "Region MRL-7 contains 499 diversity hotspots\n",
      "46 islands identified\n",
      "Processing region: MRL-8 at scale 64.0\n",
      "0.098 per cent patches are empty\n",
      "Region MRL-8 contains 331 diversity hotspots\n",
      "61 islands identified\n",
      "Processing region: MRL-9 at scale 64.0\n",
      "0.000 per cent patches are empty\n",
      "Region MRL-9 contains 348 diversity hotspots\n",
      "71 islands identified\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DPI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BALBc-1</th>\n",
       "      <td>404.254256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BALBc-2</th>\n",
       "      <td>506.251921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BALBc-3</th>\n",
       "      <td>425.808947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-4</th>\n",
       "      <td>270.151840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-5</th>\n",
       "      <td>224.575542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-6</th>\n",
       "      <td>135.896041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-7</th>\n",
       "      <td>262.844537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-8</th>\n",
       "      <td>183.255600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL-9</th>\n",
       "      <td>208.151759</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                DPI\n",
       "BALBc-1  404.254256\n",
       "BALBc-2  506.251921\n",
       "BALBc-3  425.808947\n",
       "MRL-4    270.151840\n",
       "MRL-5    224.575542\n",
       "MRL-6    135.896041\n",
       "MRL-7    262.844537\n",
       "MRL-8    183.255600\n",
       "MRL-9    208.151759"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate DPI for hotspots\n",
    "dpi_results = eco.calculate_DPI(spatial_data=adata, \n",
    "                                scale=64.0, \n",
    "                                library_key='sample',\n",
    "                                library_id=library_ids, \n",
    "                                spatial_key='spatial',\n",
    "                                cluster_key='cell_type',\n",
    "                                hotspot=True,\n",
    "                                metric='Shannon Diversity')\n",
    "dpi_results"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "775f94c6-863a-4a44-ba86-996ab96ebf19",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "### Calculate Global Cell Frequency & Cell Co-Occurrence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "70436646-165d-4c4e-9ff6-54d07bc99405",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing region: BALBc-1 at scale 64.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/Emrys/MESA/docs/notebooks/tutorials/../../../mesa/ecospatial/_ecospatial.py:1281: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  global_cell_count = spatial_df.groupby([library_key, cluster_key]).size().unstack(fill_value=0)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.222 per cent patches are empty\n",
      "Using MoranI\n",
      "Considering whole tissue\n",
      "Processing region: BALBc-2 at scale 64.0\n",
      "5.542 per cent patches are empty\n",
      "Using MoranI\n",
      "Considering whole tissue\n",
      "Processing region: BALBc-3 at scale 64.0\n",
      "7.812 per cent patches are empty\n",
      "Using MoranI\n",
      "Considering whole tissue\n",
      "Processing region: MRL-4 at scale 64.0\n",
      "0.708 per cent patches are empty\n",
      "Using MoranI\n",
      "Considering whole tissue\n",
      "Processing region: MRL-5 at scale 64.0\n",
      "0.708 per cent patches are empty\n",
      "Using MoranI\n",
      "Considering whole tissue\n",
      "Processing region: MRL-6 at scale 64.0\n",
      "0.220 per cent patches are empty\n",
      "Using MoranI\n",
      "Considering whole tissue\n",
      "Processing region: MRL-7 at scale 64.0\n",
      "0.220 per cent patches are empty\n",
      "Using MoranI\n",
      "Considering whole tissue\n",
      "Processing region: MRL-8 at scale 64.0\n",
      "0.098 per cent patches are empty\n",
      "Using MoranI\n",
      "Considering whole tissue\n",
      "Processing region: MRL-9 at scale 64.0\n",
      "0.000 per cent patches are empty\n",
      "Using MoranI\n",
      "Considering whole tissue\n"
     ]
    }
   ],
   "source": [
    "global_cellfreq_df, global_co_occurrence_df = eco.spot_cellfreq(spatial_data=adata, \n",
    "                                                                scale=64.0, \n",
    "                                                                library_key='sample',\n",
    "                                                                library_id=library_ids, \n",
    "                                                                spatial_key='spatial',\n",
    "                                                                cluster_key='cell_type',\n",
    "                                                                spots='global',\n",
    "                                                                top=None,\n",
    "                                                                selected_comb=None,\n",
    "                                                                restricted=False,\n",
    "                                                                metric='Shannon Diversity')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "036800d7-7176-424b-9b91-8a62fabf9d99",
   "metadata": {},
   "outputs": [],
   "source": [
    "global_cellfreq_df['Condition'] = ' '\n",
    "global_cellfreq_df.loc[global_cellfreq_df.index.str.contains('BALBc'), 'Condition'] = 'BALBc'\n",
    "global_cellfreq_df.loc[global_cellfreq_df.index.str.contains('MRL'), 'Condition'] = 'MRL'\n",
    "\n",
    "global_co_occurrence_subcols = global_co_occurrence_df.loc[:,global_co_occurrence_df.mean()>0.05].columns.tolist()\n",
    "global_co_occurrence_df['Condition'] = ' '\n",
    "global_co_occurrence_df['Mouse'] = global_co_occurrence_df.index\n",
    "global_co_occurrence_df.loc[global_co_occurrence_df.index.str.contains('BALBc'), 'Condition'] = 'BALBc'\n",
    "global_co_occurrence_df.loc[global_co_occurrence_df.index.str.contains('MRL'), 'Condition'] = 'MRL'\n",
    "global_co_occurrence_subcols.extend([('Condition',''),('Mouse','')])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1420e8e3-3632-4be1-9efa-2770d7e2522d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sample</th>\n",
       "      <th>group</th>\n",
       "      <th>cell_type</th>\n",
       "      <th>Frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>BALBc-1</td>\n",
       "      <td>BALBc</td>\n",
       "      <td>B220(+) DN T cells</td>\n",
       "      <td>0.003969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BALBc-2</td>\n",
       "      <td>BALBc</td>\n",
       "      <td>B220(+) DN T cells</td>\n",
       "      <td>0.003772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BALBc-3</td>\n",
       "      <td>BALBc</td>\n",
       "      <td>B220(+) DN T cells</td>\n",
       "      <td>0.005446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>MRL-4</td>\n",
       "      <td>MRL</td>\n",
       "      <td>B220(+) DN T cells</td>\n",
       "      <td>0.014466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MRL-5</td>\n",
       "      <td>MRL</td>\n",
       "      <td>B220(+) DN T cells</td>\n",
       "      <td>0.019893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>MRL-5</td>\n",
       "      <td>MRL</td>\n",
       "      <td>plasma cells</td>\n",
       "      <td>0.003016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>MRL-6</td>\n",
       "      <td>MRL</td>\n",
       "      <td>plasma cells</td>\n",
       "      <td>0.013661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>MRL-7</td>\n",
       "      <td>MRL</td>\n",
       "      <td>plasma cells</td>\n",
       "      <td>0.003686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>MRL-8</td>\n",
       "      <td>MRL</td>\n",
       "      <td>plasma cells</td>\n",
       "      <td>0.016240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>MRL-9</td>\n",
       "      <td>MRL</td>\n",
       "      <td>plasma cells</td>\n",
       "      <td>0.006100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>243 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      sample  group           cell_type  Frequency\n",
       "0    BALBc-1  BALBc  B220(+) DN T cells   0.003969\n",
       "1    BALBc-2  BALBc  B220(+) DN T cells   0.003772\n",
       "2    BALBc-3  BALBc  B220(+) DN T cells   0.005446\n",
       "3      MRL-4    MRL  B220(+) DN T cells   0.014466\n",
       "4      MRL-5    MRL  B220(+) DN T cells   0.019893\n",
       "..       ...    ...                 ...        ...\n",
       "238    MRL-5    MRL        plasma cells   0.003016\n",
       "239    MRL-6    MRL        plasma cells   0.013661\n",
       "240    MRL-7    MRL        plasma cells   0.003686\n",
       "241    MRL-8    MRL        plasma cells   0.016240\n",
       "242    MRL-9    MRL        plasma cells   0.006100\n",
       "\n",
       "[243 rows x 4 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Melt the dataframe for easier plotting and statistical analysis\n",
    "global_cellfreq_df_melt = global_cellfreq_df.reset_index().melt(id_vars=['sample', 'Condition'])\n",
    "global_cellfreq_df_melt.columns = ['sample', 'group', 'cell_type', 'Frequency']\n",
    "\n",
    "global_cellfreq_df_melt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7c8af370-db5a-4d61-9084-ac77742eb7dd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "B cells has p value of 0.006408963135728074\n",
      "B220(+) DN T cells has p value of 0.08363460243637065\n",
      "CD106(+)CD16/32(+)CD31(+) stroma has p value of 0.10246220899780342\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma has p value of 0.04098951744156447\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+) has p value of 0.48760707221130684\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-) has p value of 0.00014746290448731814\n",
      "CD106(-)CD16/32(-)Ly6C(+)CD31(+) stroma has p value of 0.029644306916028648\n",
      "CD11c(+) B cells has p value of 0.04433015687789797\n",
      "CD3(+) other markers (-) has p value of 0.0039461017917897965\n",
      "CD31(hi) vascular has p value of 0.744873603519344\n",
      "CD4(+) T cells has p value of 0.23629828012676266\n",
      "CD4(+)CD8(-)cDC has p value of 0.002101995902806824\n",
      "CD4(+)MHCII(+) has p value of 0.27737999550550363\n",
      "CD4(-)CD8(+)cDC has p value of 0.00013225110887609995\n",
      "CD4(-)CD8(-) cDC has p value of 0.13322938432638706\n",
      "CD8(+) T cells has p value of 0.8144572874311375\n",
      "ERTR7(+) stroma has p value of 0.5151830491689221\n",
      "F4/80(+) mphs has p value of 0.010569967873872599\n",
      "FDCs has p value of 0.05479798379321029\n",
      "NK cells has p value of 0.6906209729704317\n",
      "capsule has p value of 0.03375417362245463\n",
      "erythroblasts has p value of 0.006927955270797655\n",
      "granulocytes has p value of 8.550715896090467e-06\n",
      "marginal zone mphs has p value of 0.0024009677611480013\n",
      "megakaryocytes has p value of 0.00616336220396191\n",
      "noid has p value of 0.0859271670427784\n",
      "plasma cells has p value of 0.22183894046691652\n",
      "------------------------------------------\n",
      "p-values after correction:\n",
      "B cells has p value = 0.021\n",
      "B220(+) DN T cells has p value = 0.136\n",
      "CD106(+)CD16/32(+)CD31(+) stroma has p value = 0.154\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma has p value = 0.085\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+) has p value = 0.572\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-) has p value = 0.001\n",
      "CD106(-)CD16/32(-)Ly6C(+)CD31(+) stroma has p value = 0.073\n",
      "CD11c(+) B cells has p value = 0.085\n",
      "CD3(+) other markers (-) has p value = 0.018\n",
      "CD31(hi) vascular has p value = 0.774\n",
      "CD4(+) T cells has p value = 0.304\n",
      "CD4(+)CD8(-)cDC has p value = 0.013\n",
      "CD4(+)MHCII(+) has p value = 0.340\n",
      "CD4(-)CD8(+)cDC has p value = 0.001\n",
      "CD4(-)CD8(-) cDC has p value = 0.189\n",
      "CD8(+) T cells has p value = 0.814\n",
      "ERTR7(+) stroma has p value = 0.580\n",
      "F4/80(+) mphs has p value = 0.029\n",
      "FDCs has p value = 0.099\n",
      "NK cells has p value = 0.746\n",
      "capsule has p value = 0.076\n",
      "erythroblasts has p value = 0.021\n",
      "granulocytes has p value = 0.000\n",
      "marginal zone mphs has p value = 0.013\n",
      "megakaryocytes has p value = 0.021\n",
      "noid has p value = 0.136\n",
      "plasma cells has p value = 0.299\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Perform t-tests\n",
    "selected_cell_types = sorted(adata.obs['cell_type'].unique())\n",
    "selected_p_values = []\n",
    "for ct in selected_cell_types:\n",
    "    group1 = global_cellfreq_df_melt[(global_cellfreq_df_melt['cell_type'] == ct) & (global_cellfreq_df_melt['group'] == 'BALBc')]['Frequency']\n",
    "    group2 = global_cellfreq_df_melt[(global_cellfreq_df_melt['cell_type'] == ct) & (global_cellfreq_df_melt['group'] == 'MRL')]['Frequency']\n",
    "    t_stat, p_value = stats.ttest_ind(group1, group2, equal_var=False)\n",
    "    print(f\"{ct} has p value of {p_value}\")\n",
    "    selected_p_values.append(p_value)\n",
    "\n",
    "pvals_corrected = stats.false_discovery_control(selected_p_values, method='bh')\n",
    "print('-'*42)\n",
    "print(f\"p-values after correction:\")\n",
    "\n",
    "# Plot\n",
    "fig, ax = plt.subplots(figsize=(30,10))\n",
    "sns.boxplot(data=global_cellfreq_df_melt, x='cell_type', y='Frequency', hue='group', palette='muted', boxprops=dict(alpha=.3), ax=ax, dodge=True, order=selected_cell_types)\n",
    "sns.swarmplot(data=global_cellfreq_df_melt, x='cell_type', y='Frequency', hue='group', palette='dark:black', size=2.0, dodge=True, order=selected_cell_types, ax=ax, edgecolor='auto', linewidth=0.5)\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "ax.legend(handles[:2], labels[:2], title=\"Groups\", handletextpad=1, columnspacing=1, bbox_to_anchor=(1, 1), ncol=3, frameon=True)\n",
    "plt.xticks(rotation=90)\n",
    "\n",
    "p_vals_corrected_dict = {}\n",
    "yrange = ax.get_ylim()[1] - ax.get_ylim()[0]\n",
    "for i, ct in enumerate(selected_cell_types):\n",
    "    ax.text(i, yrange, f\"p = {pvals_corrected[i]:.3f}\", ha='center', fontsize=12, rotation=0)\n",
    "    print(f\"{ct} has p value = {pvals_corrected[i]:.3f}\", flush=True)\n",
    "    p_vals_corrected_dict[ct] = pvals_corrected[i]\n",
    "    \n",
    "for i in range(len(selected_cell_types) - 1):\n",
    "    ax.axvline(i + 0.55, color='grey', linestyle='--', linewidth=0.5)\n",
    "    \n",
    "ax.set_ylabel(\"Frequency\", fontsize=14)\n",
    "ax.set_xlabel('') \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ce2ad44-eba0-4847-a2be-1cbad5e71e9a",
   "metadata": {},
   "source": [
    "### Calculate Cell Frequency and Cell Co-Occurrence in hot/coldspots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4462c031-605c-459c-b36e-d5f7d64c4cd6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing region: BALBc-1 at scale 64.0\n",
      "2.222 per cent patches are empty\n",
      "Using MoranI\n",
      "Region BALBc-1 contains 687 diversity hotspots\n",
      "Processing region: BALBc-2 at scale 64.0\n",
      "5.542 per cent patches are empty\n",
      "Using MoranI\n",
      "Region BALBc-2 contains 851 diversity hotspots\n",
      "Processing region: BALBc-3 at scale 64.0\n",
      "7.812 per cent patches are empty\n",
      "Using MoranI\n",
      "Region BALBc-3 contains 712 diversity hotspots\n",
      "Processing region: MRL-4 at scale 64.0\n",
      "0.708 per cent patches are empty\n",
      "Using MoranI\n",
      "Region MRL-4 contains 480 diversity hotspots\n",
      "Processing region: MRL-5 at scale 64.0\n",
      "0.708 per cent patches are empty\n",
      "Using MoranI\n",
      "Region MRL-5 contains 443 diversity hotspots\n",
      "Processing region: MRL-6 at scale 64.0\n",
      "0.220 per cent patches are empty\n",
      "Using MoranI\n",
      "Region MRL-6 contains 326 diversity hotspots\n",
      "Processing region: MRL-7 at scale 64.0\n",
      "0.220 per cent patches are empty\n",
      "Using MoranI\n",
      "Region MRL-7 contains 499 diversity hotspots\n",
      "Processing region: MRL-8 at scale 64.0\n",
      "0.098 per cent patches are empty\n",
      "Using MoranI\n",
      "Region MRL-8 contains 331 diversity hotspots\n",
      "Processing region: MRL-9 at scale 64.0\n",
      "0.000 per cent patches are empty\n",
      "Using MoranI\n",
      "Region MRL-9 contains 348 diversity hotspots\n"
     ]
    }
   ],
   "source": [
    "spot_cellfreq_df, spot_co_occurrence_df = eco.spot_cellfreq(spatial_data=adata, \n",
    "                                                            scale=64.0, \n",
    "                                                            library_key='sample',\n",
    "                                                            library_id=library_ids, \n",
    "                                                            spatial_key='spatial',\n",
    "                                                            cluster_key='cell_type',\n",
    "                                                            spots='hot',\n",
    "                                                            top=None,\n",
    "                                                            selected_comb=None,\n",
    "                                                            restricted=False,\n",
    "                                                            metric='Shannon Diversity')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "96c8be4b-a486-4853-9f88-2d58f71ed8f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "spot_cellfreq_df['Condition'] = ' '\n",
    "spot_cellfreq_df.loc[spot_cellfreq_df.index.str.contains('BALBc'), 'Condition'] = 'BALBc'\n",
    "spot_cellfreq_df.loc[spot_cellfreq_df.index.str.contains('MRL'), 'Condition'] = 'MRL'\n",
    "\n",
    "spot_co_occurrence_subcols = spot_co_occurrence_df.loc[:,spot_co_occurrence_df.mean()>0.05].columns.tolist()\n",
    "spot_co_occurrence_df['Condition'] = ' '\n",
    "spot_co_occurrence_df['Mouse'] = spot_co_occurrence_df.index\n",
    "spot_co_occurrence_df.loc[spot_co_occurrence_df.index.str.contains('BALBc'), 'Condition'] = 'BALBc'\n",
    "spot_co_occurrence_df.loc[spot_co_occurrence_df.index.str.contains('MRL'), 'Condition'] = 'MRL'\n",
    "spot_co_occurrence_subcols.extend([('Condition',''),('Mouse','')])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ef557a54-b78f-4842-8070-7f55cd292b60",
   "metadata": {},
   "outputs": [],
   "source": [
    "spot_cellfreq_df['Mouse'] = spot_cellfreq_df.index\n",
    "\n",
    "# Melt the DataFrame\n",
    "spot_cellfreq_df_melt = spot_cellfreq_df.melt(id_vars=['Mouse', 'Condition'], var_name='CellType', value_name='Frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8349771b-8cb8-4afb-98b9-2aa655afa2e8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "p-value before correction:\n",
      "B cells has p value = 0.0000\n",
      "B220(+) DN T cells has p value = 0.0139\n",
      "CD106(+)CD16/32(+)CD31(+) stroma has p value = 0.0097\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma has p value = 0.0062\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+) has p value = 0.9028\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-) has p value = 0.0112\n",
      "CD106(-)CD16/32(-)Ly6C(+)CD31(+) stroma has p value = 0.0295\n",
      "CD11c(+) B cells has p value = 0.0342\n",
      "CD3(+) other markers (-) has p value = 0.0460\n",
      "CD31(hi) vascular has p value = 0.0861\n",
      "CD4(+) T cells has p value = 0.1443\n",
      "CD4(+)CD8(-)cDC has p value = 0.0067\n",
      "CD4(+)MHCII(+) has p value = 0.4478\n",
      "CD4(-)CD8(+)cDC has p value = 0.0015\n",
      "CD4(-)CD8(-) cDC has p value = 0.1899\n",
      "CD8(+) T cells has p value = 0.2234\n",
      "ERTR7(+) stroma has p value = 0.2324\n",
      "F4/80(+) mphs has p value = 0.0012\n",
      "FDCs has p value = 0.6537\n",
      "NK cells has p value = 0.2228\n",
      "capsule has p value = 0.0739\n",
      "erythroblasts has p value = 0.0149\n",
      "granulocytes has p value = 0.0010\n",
      "marginal zone mphs has p value = 0.0311\n",
      "megakaryocytes has p value = 0.0195\n",
      "noid has p value = 0.3912\n",
      "plasma cells has p value = 0.4404\n",
      "------------------------------------------\n",
      "p-values after correction: \n",
      "B cells in hot spots has p value = 0.000\n",
      "B220(+) DN T cells in hot spots has p value = 0.040\n",
      "B220(+) DN T cells in whole tissue has p value = 0.136\n",
      "******************************************\n",
      "CD106(+)CD16/32(+)CD31(+) stroma in hot spots has p value = 0.037\n",
      "CD106(+)CD16/32(+)CD31(+) stroma in whole tissue has p value = 0.154\n",
      "******************************************\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma in hot spots has p value = 0.030\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma in whole tissue has p value = 0.085\n",
      "******************************************\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+) in hot spots has p value = 0.903\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-) in hot spots has p value = 0.038\n",
      "CD106(-)CD16/32(-)Ly6C(+)CD31(+) stroma in hot spots has p value = 0.065\n",
      "CD11c(+) B cells in hot spots has p value = 0.066\n",
      "CD3(+) other markers (-) in hot spots has p value = 0.083\n",
      "CD31(hi) vascular in hot spots has p value = 0.137\n",
      "CD4(+) T cells in hot spots has p value = 0.216\n",
      "CD4(+)CD8(-)cDC in hot spots has p value = 0.030\n",
      "CD4(+)MHCII(+) in hot spots has p value = 0.484\n",
      "CD4(-)CD8(+)cDC in hot spots has p value = 0.010\n",
      "CD4(-)CD8(-) cDC in hot spots has p value = 0.270\n",
      "CD8(+) T cells in hot spots has p value = 0.285\n",
      "ERTR7(+) stroma in hot spots has p value = 0.285\n",
      "F4/80(+) mphs in hot spots has p value = 0.010\n",
      "FDCs in hot spots has p value = 0.679\n",
      "NK cells in hot spots has p value = 0.285\n",
      "capsule in hot spots has p value = 0.125\n",
      "erythroblasts in hot spots has p value = 0.040\n",
      "granulocytes in hot spots has p value = 0.010\n",
      "marginal zone mphs in hot spots has p value = 0.065\n",
      "megakaryocytes in hot spots has p value = 0.048\n",
      "noid in hot spots has p value = 0.459\n",
      "plasma cells in hot spots has p value = 0.484\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_cell_types = sorted(spot_cellfreq_df_melt['CellType'].unique())\n",
    "selected_p_values = []\n",
    "\n",
    "# Perform t-tests\n",
    "print(f\"p-value before correction:\")\n",
    "for ct in selected_cell_types: # df_melted['CellType'].unique():\n",
    "    subset = spot_cellfreq_df_melt[spot_cellfreq_df_melt['CellType'] == ct]\n",
    "    group1 = subset[subset['Condition'] == 'BALBc']['Frequency']\n",
    "    group2 = subset[subset['Condition'] == 'MRL']['Frequency']\n",
    "\n",
    "    t_stat, p_value = stats.ttest_ind(group1, group2, equal_var=False)\n",
    "    print(f\"{ct} has p value = {p_value:.4f}\")    \n",
    "    selected_p_values.append(p_value)\n",
    "\n",
    "# Filter the dataframe based on selected CellTypes\n",
    "df_filtered = spot_cellfreq_df_melt[spot_cellfreq_df_melt['CellType'].isin(selected_cell_types)]\n",
    "\n",
    "# Plot the filtered data\n",
    "fig, ax = plt.subplots(figsize=(30,10))\n",
    "sns.boxplot(data=df_filtered, x='CellType', y='Frequency', hue='Condition', palette='muted', boxprops=dict(alpha=.3), ax=ax, dodge=True,order=selected_cell_types)\n",
    "sns.swarmplot(data=df_filtered, x='CellType', y='Frequency', hue='Condition', palette='dark:black', size=3.0, dodge=True, order=selected_cell_types, ax=ax, edgecolor='auto', linewidth=0.5)\n",
    "\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "ax.legend(handles[:2], labels[:2], title=\"Groups\", handletextpad=1, columnspacing=1, bbox_to_anchor=(1, 1), ncol=3, frameon=True)\n",
    "\n",
    "spot_pvals_corrected = stats.false_discovery_control(selected_p_values, method='bh')\n",
    "spot_pvals_corrected = dict(map(lambda i,j : (i,j) , selected_cell_types, spot_pvals_corrected))\n",
    "\n",
    "print('-'*42)\n",
    "print(f\"p-values after correction: \")\n",
    "\n",
    "yrange = ax.get_ylim()[1] - ax.get_ylim()[0]\n",
    "for i, ct in enumerate(selected_cell_types):\n",
    "    ax.text(i, yrange, f\"p = {spot_pvals_corrected[ct]:.3f}\", ha='center', fontsize=12, rotation=90)\n",
    "    print(f\"{ct} in hot spots has p value = {spot_pvals_corrected[ct]:.3f}\", flush=True)\n",
    "    if spot_pvals_corrected[ct] < 0.05 and p_vals_corrected_dict[ct] > 0.05:\n",
    "        print(f\"{ct} in whole tissue has p value = {p_vals_corrected_dict[ct]:.3f}\", flush=True)\n",
    "        print('*'*42)\n",
    "    \n",
    "for i in range(len(selected_cell_types) - 1):\n",
    "    ax.axvline(i + 0.55, color='grey', linestyle='--', linewidth=0.5)\n",
    "    \n",
    "ax.set_ylabel(\"Frequency\", fontsize=14)\n",
    "ax.set_xlabel('')    \n",
    "plt.xticks(rotation=90)  \n",
    "plt.yticks(rotation=90) \n",
    "plt.show()\n",
    "plt.close(fig)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b92bc7a-8bdf-4725-843f-1597d11aa3fa",
   "metadata": {},
   "source": [
    "### Process Cell Co-Occurrence Dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "7351eb1d-9d26-4827-a428-15c909597e1e",
   "metadata": {},
   "outputs": [],
   "source": [
    "union_cols = set(global_co_occurrence_subcols).union(set(spot_co_occurrence_subcols))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a104a489-c31c-4d26-88ec-3a2e2627d2bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make them have the same set of columns\n",
    "global_co_occurrence_df = global_co_occurrence_df.reindex(columns=union_cols).fillna(0)\n",
    "spot_co_occurrence_df = spot_co_occurrence_df.reindex(columns=union_cols).fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "98811b40-7421-404b-a59a-e67741681081",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Mouse</th>\n",
       "      <th>Condition</th>\n",
       "      <th>Cell Combination</th>\n",
       "      <th>Frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>BALBc-1</td>\n",
       "      <td>BALBc</td>\n",
       "      <td>CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&amp;CD4(+)...</td>\n",
       "      <td>0.068664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BALBc-2</td>\n",
       "      <td>BALBc</td>\n",
       "      <td>CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&amp;CD4(+)...</td>\n",
       "      <td>0.058930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BALBc-3</td>\n",
       "      <td>BALBc</td>\n",
       "      <td>CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&amp;CD4(+)...</td>\n",
       "      <td>0.052436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>MRL-4</td>\n",
       "      <td>MRL</td>\n",
       "      <td>CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&amp;CD4(+)...</td>\n",
       "      <td>0.117777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MRL-5</td>\n",
       "      <td>MRL</td>\n",
       "      <td>CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&amp;CD4(+)...</td>\n",
       "      <td>0.146791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>MRL-5</td>\n",
       "      <td>MRL</td>\n",
       "      <td>CD8(+) T cells&amp;F4/80(+) mphs</td>\n",
       "      <td>0.122449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>MRL-6</td>\n",
       "      <td>MRL</td>\n",
       "      <td>CD8(+) T cells&amp;F4/80(+) mphs</td>\n",
       "      <td>0.164424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>MRL-7</td>\n",
       "      <td>MRL</td>\n",
       "      <td>CD8(+) T cells&amp;F4/80(+) mphs</td>\n",
       "      <td>0.142403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>MRL-8</td>\n",
       "      <td>MRL</td>\n",
       "      <td>CD8(+) T cells&amp;F4/80(+) mphs</td>\n",
       "      <td>0.108749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>MRL-9</td>\n",
       "      <td>MRL</td>\n",
       "      <td>CD8(+) T cells&amp;F4/80(+) mphs</td>\n",
       "      <td>0.098389</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>981 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Mouse Condition                                   Cell Combination  \\\n",
       "0    BALBc-1     BALBc  CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+)...   \n",
       "1    BALBc-2     BALBc  CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+)...   \n",
       "2    BALBc-3     BALBc  CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+)...   \n",
       "3      MRL-4       MRL  CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+)...   \n",
       "4      MRL-5       MRL  CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+)...   \n",
       "..       ...       ...                                                ...   \n",
       "976    MRL-5       MRL                       CD8(+) T cells&F4/80(+) mphs   \n",
       "977    MRL-6       MRL                       CD8(+) T cells&F4/80(+) mphs   \n",
       "978    MRL-7       MRL                       CD8(+) T cells&F4/80(+) mphs   \n",
       "979    MRL-8       MRL                       CD8(+) T cells&F4/80(+) mphs   \n",
       "980    MRL-9       MRL                       CD8(+) T cells&F4/80(+) mphs   \n",
       "\n",
       "     Frequency  \n",
       "0     0.068664  \n",
       "1     0.058930  \n",
       "2     0.052436  \n",
       "3     0.117777  \n",
       "4     0.146791  \n",
       "..         ...  \n",
       "976   0.122449  \n",
       "977   0.164424  \n",
       "978   0.142403  \n",
       "979   0.108749  \n",
       "980   0.098389  \n",
       "\n",
       "[981 rows x 4 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Global Cell Co-Occurrence \n",
    "# Multi-index to single-index column\n",
    "new_columns = []\n",
    "for col in global_co_occurrence_df.columns:\n",
    "    if isinstance(col, tuple):  # This checks if the column is a MultiIndex\n",
    "        # Join only if the column name is not 'Mouse' or 'Condition'\n",
    "        if \"Mouse\" not in col and \"Condition\" not in col:\n",
    "            new_columns.append('&'.join(map(str, col)).strip())\n",
    "        else:\n",
    "            # If 'Mouse' or 'Condition' is in the column, it is not joined with '&'\n",
    "            new_columns.append(col[0])\n",
    "    else:\n",
    "        new_columns.append(col)\n",
    "\n",
    "global_co_occurrence_df_single = global_co_occurrence_df.copy()\n",
    "global_co_occurrence_df_single.columns = new_columns\n",
    "global_co_occurrence_df_single = global_co_occurrence_df_single[[col for col in global_co_occurrence_df_single.columns if 'noid' not in col]]\n",
    "\n",
    "# Melt the DataFrame\n",
    "global_co_occurrence_melted = global_co_occurrence_df_single.melt(id_vars=['Mouse', 'Condition'], var_name='Cell Combination', value_name='Frequency')\n",
    "global_co_occurrence_melted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e4bf0b64-051f-45f2-8a52-f77d5e460df1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "p-value before correction:\n",
      "B cells&B220(+) DN T cells has p value = 0.034\n",
      "B cells&CD106(+)CD16/32(+)CD31(+) stroma has p value = 0.001\n",
      "B cells&CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma has p value = 0.161\n",
      "B cells&CD106(+)CD16/32(-)Ly6C(+)CD31(+) has p value = 0.008\n",
      "B cells&CD106(-)CD16/32(+)Ly6C(+)CD31(-) has p value = 0.053\n",
      "B cells&CD3(+) other markers (-) has p value = 0.236\n",
      "B cells&CD4(+) T cells has p value = 0.006\n",
      "B cells&CD4(+)CD8(-)cDC has p value = 0.686\n",
      "B cells&CD4(-)CD8(+)cDC has p value = 0.003\n",
      "B cells&CD8(+) T cells has p value = 0.004\n",
      "B cells&ERTR7(+) stroma has p value = 0.033\n",
      "B cells&F4/80(+) mphs has p value = 0.000\n",
      "B cells&NK cells has p value = 0.006\n",
      "B cells&erythroblasts has p value = 0.031\n",
      "B cells&granulocytes has p value = 0.960\n",
      "B cells&marginal zone mphs has p value = 0.004\n",
      "B cells&plasma cells has p value = 0.232\n",
      "B220(+) DN T cells&CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma has p value = 0.041\n",
      "B220(+) DN T cells&CD4(+) T cells has p value = 0.031\n",
      "B220(+) DN T cells&CD4(+)CD8(-)cDC has p value = 0.022\n",
      "B220(+) DN T cells&CD4(-)CD8(+)cDC has p value = 0.002\n",
      "B220(+) DN T cells&CD8(+) T cells has p value = 0.031\n",
      "B220(+) DN T cells&ERTR7(+) stroma has p value = 0.114\n",
      "B220(+) DN T cells&F4/80(+) mphs has p value = 0.041\n",
      "B220(+) DN T cells&erythroblasts has p value = 0.024\n",
      "B220(+) DN T cells&granulocytes has p value = 0.037\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma has p value = 0.579\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&CD4(+) T cells has p value = 0.004\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&CD4(+)CD8(-)cDC has p value = 0.660\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&CD8(+) T cells has p value = 0.005\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&ERTR7(+) stroma has p value = 0.479\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&F4/80(+) mphs has p value = 0.000\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&erythroblasts has p value = 0.124\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&granulocytes has p value = 0.035\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD106(+)CD16/32(-)Ly6C(+)CD31(+) has p value = 0.231\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD106(-)CD16/32(+)Ly6C(+)CD31(-) has p value = 0.007\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD3(+) other markers (-) has p value = 0.009\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+) T cells has p value = 0.100\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+)CD8(-)cDC has p value = 0.005\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(-)CD8(+)cDC has p value = 0.000\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD8(+) T cells has p value = 0.077\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&ERTR7(+) stroma has p value = 0.242\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&F4/80(+) mphs has p value = 0.142\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&NK cells has p value = 0.718\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&erythroblasts has p value = 0.009\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&granulocytes has p value = 0.001\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&plasma cells has p value = 0.097\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&CD4(+) T cells has p value = 0.002\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&CD4(+)CD8(-)cDC has p value = 0.168\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&CD8(+) T cells has p value = 0.011\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&ERTR7(+) stroma has p value = 0.826\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&F4/80(+) mphs has p value = 0.000\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&erythroblasts has p value = 0.184\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&granulocytes has p value = 0.582\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&CD4(+) T cells has p value = 0.004\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&CD4(+)CD8(-)cDC has p value = 0.003\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&CD8(+) T cells has p value = 0.001\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&ERTR7(+) stroma has p value = 0.049\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&F4/80(+) mphs has p value = 0.003\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&erythroblasts has p value = 0.000\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&granulocytes has p value = 0.000\n",
      "CD3(+) other markers (-)&CD4(+) T cells has p value = 0.017\n",
      "CD3(+) other markers (-)&CD8(+) T cells has p value = 0.018\n",
      "CD3(+) other markers (-)&F4/80(+) mphs has p value = 0.140\n",
      "CD3(+) other markers (-)&erythroblasts has p value = 0.004\n",
      "CD3(+) other markers (-)&granulocytes has p value = 0.002\n",
      "CD4(+) T cells&CD4(+)CD8(-)cDC has p value = 0.004\n",
      "CD4(+) T cells&CD4(-)CD8(+)cDC has p value = 0.000\n",
      "CD4(+) T cells&CD4(-)CD8(-) cDC has p value = 0.154\n",
      "CD4(+) T cells&CD8(+) T cells has p value = 0.344\n",
      "CD4(+) T cells&ERTR7(+) stroma has p value = 0.501\n",
      "CD4(+) T cells&F4/80(+) mphs has p value = 0.003\n",
      "CD4(+) T cells&NK cells has p value = 0.004\n",
      "CD4(+) T cells&erythroblasts has p value = 0.211\n",
      "CD4(+) T cells&granulocytes has p value = 0.036\n",
      "CD4(+) T cells&marginal zone mphs has p value = 0.008\n",
      "CD4(+) T cells&plasma cells has p value = 0.120\n",
      "CD4(+)CD8(-)cDC&CD4(-)CD8(+)cDC has p value = 0.000\n",
      "CD4(+)CD8(-)cDC&CD8(+) T cells has p value = 0.002\n",
      "CD4(+)CD8(-)cDC&ERTR7(+) stroma has p value = 0.057\n",
      "CD4(+)CD8(-)cDC&F4/80(+) mphs has p value = 0.549\n",
      "CD4(+)CD8(-)cDC&NK cells has p value = 0.106\n",
      "CD4(+)CD8(-)cDC&erythroblasts has p value = 0.004\n",
      "CD4(+)CD8(-)cDC&granulocytes has p value = 0.002\n",
      "CD4(+)CD8(-)cDC&plasma cells has p value = 0.056\n",
      "CD4(-)CD8(+)cDC&CD8(+) T cells has p value = 0.000\n",
      "CD4(-)CD8(+)cDC&ERTR7(+) stroma has p value = 0.002\n",
      "CD4(-)CD8(+)cDC&F4/80(+) mphs has p value = 0.003\n",
      "CD4(-)CD8(+)cDC&erythroblasts has p value = 0.000\n",
      "CD4(-)CD8(+)cDC&granulocytes has p value = 0.000\n",
      "CD8(+) T cells&ERTR7(+) stroma has p value = 0.334\n",
      "CD8(+) T cells&F4/80(+) mphs has p value = 0.021\n",
      "CD8(+) T cells&NK cells has p value = 0.016\n",
      "CD8(+) T cells&erythroblasts has p value = 0.208\n",
      "CD8(+) T cells&granulocytes has p value = 0.017\n",
      "CD8(+) T cells&plasma cells has p value = 0.148\n",
      "ERTR7(+) stroma&F4/80(+) mphs has p value = 0.011\n",
      "ERTR7(+) stroma&NK cells has p value = 0.580\n",
      "ERTR7(+) stroma&erythroblasts has p value = 0.568\n",
      "ERTR7(+) stroma&granulocytes has p value = 0.036\n",
      "ERTR7(+) stroma&plasma cells has p value = 0.519\n",
      "F4/80(+) mphs&NK cells has p value = 0.002\n",
      "F4/80(+) mphs&erythroblasts has p value = 0.007\n",
      "F4/80(+) mphs&granulocytes has p value = 0.555\n",
      "F4/80(+) mphs&plasma cells has p value = 0.003\n",
      "NK cells&erythroblasts has p value = 0.578\n",
      "NK cells&granulocytes has p value = 0.116\n",
      "erythroblasts&granulocytes has p value = 0.000\n",
      "erythroblasts&plasma cells has p value = 0.581\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/7g/phdhh_ld3dlbnrst0t60bwzr0000gn/T/ipykernel_61050/3825649457.py:22: FutureWarning: Use \"auto\" to set automatic grayscale colors. From v0.14.0, \"gray\" will default to matplotlib's definition.\n",
      "  sns.swarmplot(data=df_filtered, x='Cell Combination', y='Frequency', hue='Condition', palette='dark:black', size=1.0, dodge=True,order=selected_cell_types, ax=ax, edgecolor='gray', linewidth=0.5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------------------------------\n",
      "p-values after correction:\n",
      "B cells&B220(+) DN T cells has p value = 0.062\n",
      "B cells&CD106(+)CD16/32(+)CD31(+) stroma has p value = 0.010\n",
      "B cells&CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma has p value = 0.212\n",
      "B cells&CD106(+)CD16/32(-)Ly6C(+)CD31(+) has p value = 0.019\n",
      "B cells&CD106(-)CD16/32(+)Ly6C(+)CD31(-) has p value = 0.085\n",
      "B cells&CD3(+) other markers (-) has p value = 0.286\n",
      "B cells&CD4(+) T cells has p value = 0.016\n",
      "B cells&CD4(+)CD8(-)cDC has p value = 0.706\n",
      "B cells&CD4(-)CD8(+)cDC has p value = 0.013\n",
      "B cells&CD8(+) T cells has p value = 0.014\n",
      "B cells&ERTR7(+) stroma has p value = 0.061\n",
      "B cells&F4/80(+) mphs has p value = 0.001\n",
      "B cells&NK cells has p value = 0.016\n",
      "B cells&erythroblasts has p value = 0.059\n",
      "B cells&granulocytes has p value = 0.960\n",
      "B cells&marginal zone mphs has p value = 0.013\n",
      "B cells&plasma cells has p value = 0.285\n",
      "B220(+) DN T cells&CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma has p value = 0.068\n",
      "B220(+) DN T cells&CD4(+) T cells has p value = 0.059\n",
      "B220(+) DN T cells&CD4(+)CD8(-)cDC has p value = 0.045\n",
      "B220(+) DN T cells&CD4(-)CD8(+)cDC has p value = 0.011\n",
      "B220(+) DN T cells&CD8(+) T cells has p value = 0.059\n",
      "B220(+) DN T cells&ERTR7(+) stroma has p value = 0.165\n",
      "B220(+) DN T cells&F4/80(+) mphs has p value = 0.068\n",
      "B220(+) DN T cells&erythroblasts has p value = 0.048\n",
      "B220(+) DN T cells&granulocytes has p value = 0.063\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma has p value = 0.610\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&CD4(+) T cells has p value = 0.013\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&CD4(+)CD8(-)cDC has p value = 0.685\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&CD8(+) T cells has p value = 0.015\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&ERTR7(+) stroma has p value = 0.556\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&F4/80(+) mphs has p value = 0.001\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&erythroblasts has p value = 0.173\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&granulocytes has p value = 0.062\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD106(+)CD16/32(-)Ly6C(+)CD31(+) has p value = 0.285\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD106(-)CD16/32(+)Ly6C(+)CD31(-) has p value = 0.018\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD3(+) other markers (-) has p value = 0.021\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+) T cells has p value = 0.149\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+)CD8(-)cDC has p value = 0.016\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(-)CD8(+)cDC has p value = 0.001\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD8(+) T cells has p value = 0.118\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&ERTR7(+) stroma has p value = 0.290\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&F4/80(+) mphs has p value = 0.193\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&NK cells has p value = 0.731\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&erythroblasts has p value = 0.021\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&granulocytes has p value = 0.007\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&plasma cells has p value = 0.146\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&CD4(+) T cells has p value = 0.010\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&CD4(+)CD8(-)cDC has p value = 0.218\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&CD8(+) T cells has p value = 0.025\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&ERTR7(+) stroma has p value = 0.834\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&F4/80(+) mphs has p value = 0.001\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&erythroblasts has p value = 0.236\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&granulocytes has p value = 0.610\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&CD4(+) T cells has p value = 0.014\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&CD4(+)CD8(-)cDC has p value = 0.013\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&CD8(+) T cells has p value = 0.008\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&ERTR7(+) stroma has p value = 0.079\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&F4/80(+) mphs has p value = 0.013\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&erythroblasts has p value = 0.001\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&granulocytes has p value = 0.000\n",
      "CD3(+) other markers (-)&CD4(+) T cells has p value = 0.036\n",
      "CD3(+) other markers (-)&CD8(+) T cells has p value = 0.038\n",
      "CD3(+) other markers (-)&F4/80(+) mphs has p value = 0.193\n",
      "CD3(+) other markers (-)&erythroblasts has p value = 0.013\n",
      "CD3(+) other markers (-)&granulocytes has p value = 0.012\n",
      "CD4(+) T cells&CD4(+)CD8(-)cDC has p value = 0.013\n",
      "CD4(+) T cells&CD4(-)CD8(+)cDC has p value = 0.000\n",
      "CD4(+) T cells&CD4(-)CD8(-) cDC has p value = 0.204\n",
      "CD4(+) T cells&CD8(+) T cells has p value = 0.403\n",
      "CD4(+) T cells&ERTR7(+) stroma has p value = 0.575\n",
      "CD4(+) T cells&F4/80(+) mphs has p value = 0.013\n",
      "CD4(+) T cells&NK cells has p value = 0.013\n",
      "CD4(+) T cells&erythroblasts has p value = 0.265\n",
      "CD4(+) T cells&granulocytes has p value = 0.062\n",
      "CD4(+) T cells&marginal zone mphs has p value = 0.019\n",
      "CD4(+) T cells&plasma cells has p value = 0.169\n",
      "CD4(+)CD8(-)cDC&CD4(-)CD8(+)cDC has p value = 0.001\n",
      "CD4(+)CD8(-)cDC&CD8(+) T cells has p value = 0.010\n",
      "CD4(+)CD8(-)cDC&ERTR7(+) stroma has p value = 0.088\n",
      "CD4(+)CD8(-)cDC&F4/80(+) mphs has p value = 0.610\n",
      "CD4(+)CD8(-)cDC&NK cells has p value = 0.156\n",
      "CD4(+)CD8(-)cDC&erythroblasts has p value = 0.014\n",
      "CD4(+)CD8(-)cDC&granulocytes has p value = 0.012\n",
      "CD4(+)CD8(-)cDC&plasma cells has p value = 0.088\n",
      "CD4(-)CD8(+)cDC&CD8(+) T cells has p value = 0.000\n",
      "CD4(-)CD8(+)cDC&ERTR7(+) stroma has p value = 0.010\n",
      "CD4(-)CD8(+)cDC&F4/80(+) mphs has p value = 0.013\n",
      "CD4(-)CD8(+)cDC&erythroblasts has p value = 0.001\n",
      "CD4(-)CD8(+)cDC&granulocytes has p value = 0.001\n",
      "CD8(+) T cells&ERTR7(+) stroma has p value = 0.396\n",
      "CD8(+) T cells&F4/80(+) mphs has p value = 0.043\n",
      "CD8(+) T cells&NK cells has p value = 0.036\n",
      "CD8(+) T cells&erythroblasts has p value = 0.263\n",
      "CD8(+) T cells&granulocytes has p value = 0.036\n",
      "CD8(+) T cells&plasma cells has p value = 0.199\n",
      "ERTR7(+) stroma&F4/80(+) mphs has p value = 0.025\n",
      "ERTR7(+) stroma&NK cells has p value = 0.610\n",
      "ERTR7(+) stroma&erythroblasts has p value = 0.610\n",
      "ERTR7(+) stroma&granulocytes has p value = 0.062\n",
      "ERTR7(+) stroma&plasma cells has p value = 0.589\n",
      "F4/80(+) mphs&NK cells has p value = 0.012\n",
      "F4/80(+) mphs&erythroblasts has p value = 0.019\n",
      "F4/80(+) mphs&granulocytes has p value = 0.610\n",
      "F4/80(+) mphs&plasma cells has p value = 0.013\n",
      "NK cells&erythroblasts has p value = 0.610\n",
      "NK cells&granulocytes has p value = 0.166\n",
      "erythroblasts&granulocytes has p value = 0.001\n",
      "erythroblasts&plasma cells has p value = 0.610\n"
     ]
    },
    {
     "data": {
      "image/png": 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4zfne6aeffvrpp59++umnn3766aeffvrpp59++umnn3766aeffvrpp59++umnn376VfkdHR3f8NUQ8r8Ll2MTQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhJBc4UJUQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBCSK1yI+v+JlZUVJk2aBCsrK/rpp59++umnn3766aeffvrpp5/+t8pNP/30008//fTTTz/99NNPP/30008//fTTTz/99NNPP/30008//fTTTz/99NNPPyHEgIWIiOqLIIQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghpgffiEoIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQnKFC1EJIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQkiucCEqIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgjJFS5EJYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghucKFqP+Shw8fYuTIkQCAU6dOwcPDA+XLl0dgYKDS64qOjtbNFRwcjFOnTuHkyZM4efIkjh49iu+++04Xd2BgIIYNG4by5cvDwcEBzs7OqFy5MsaMGYO///5bl2uIiYnBtm3b8O2332LBggXYuXMn4uPjdXEbiI6OxpUrV3Dt2jXExsbq6o6MjAQApKam4ocffsC2bdt08V6+fBlr1641/p2WloYPPvgAly5dMgu/AVXP34DK/P8iCQkJSE1N1dWZkZFh/P8HDhzAxYsXdfVn5e+//0Z4eLiuTtXp7/LlywCAJ0+eYMyYMZg7dy7S09N1cScmJmL+/PkAntdFNWrUwIcffoiwsDBd/C9Dr/tX3f558uRJtr/Pnz+vi9dU/Kqf/8vQK/0BavN/ZmYmdu7cCQAICwuDv78/hgwZgoSEBF38pvD7JyUl4cGDBwgNDUVoaCju3LljfCZ6oKr+vX//Pvbt22f8OzMzEwMHDsS9e/d08RtQ3f5Q+fubQvrPirm2P1XFn+np6fj5558xePBgtGnTBu3bt8fw4cNx4MAB3eoAlfG/6vrnRZKTk5V4VflVP/+UlBSsWbMG06ZNw9SpUzF16lRMmDABbdu21cUPqC9/VLb/ALXxr+r09yJ61n+mVvfrjSnfv175T3XeN3dU9/2pxhTu31T631XEPiQ7Kvr/VfpV97+bWh2s1/NXPfap2g9kj3sAKBnzYf3zH8y17y0r5jb+y7FfdZha3WfAXMYezT39mQIqy3/mP/b/qMZU2n4A23/m1vYzhfpP9e+vuvzj2Nd/0Lv8UV3/m0L+y4qK8t8U+l8MmHv9pwLV5S8hbzVC/hUfffSRtGjRQjIzM+Xdd9+VoUOHypdffimNGzfWxX/+/HmpX7++lCxZUnx8fMTHx0eKFCki+fLl08U/Y8YMsbCwEEtLS7G0tDT+/2rVqmnqjYuLkx49eoiLi4v06dNHVq5cKQcPHpS9e/fK8uXLpUePHuLm5ia9evWS2NhYTa7h5s2b0qlTJ8mTJ48ULVpUatasKe+9954ULlxYrKyspHPnznL79m1N3CIiqamp8sMPP0iFChWMz97w/KtXry7Lli2T9PR0zfwiIitXrhRbW1sRERk+fLh4enpKwYIF5euvv9bUe+XKFbGzs5PRo0cbj8XGxkr79u3F3t5e/vjjj7fab0DV8zegKv8b+Pvvv6Vdu3YiIvLzzz9Lvnz5xMXFRU6dOqWLf/fu3eLh4SEiIl9//bVYW1uLjY2NLF++XBf/6dOnpUqVKiIisnTpUrGwsJD8+fPLL7/8ootfdfqbNm2aODg4iIhI9+7dpWzZslK+fHkZPny4Lv6ePXtK5cqVRUSkfv360rFjR+nevbu0adNGF/+dO3ekR48e0qRJE2nUqJE0atRI6tSpI25ubrr4VbV/0tPTxd/fXzp27Gg89vDhQ7GwsJBOnTppXu+p9htQ3f5Unf5U5/8RI0ZI0aJFRUSkdevWUr9+fWnSpIn06NFDF7/q33/16tVia2trrP8Nn0KFCuniV1X/BgUFiYeHh/Tp08d4LCYmRt59910pWLCgBAUFaeo3oLr9ofr3V53+zbn9qTr+XL16tXh5eUnJkiWlW7du8uWXX0pAQIB06dJFihUrJsWKFZN169Zp5lcd/4uorX9++OEH+fzzz41/x8XFiYuLiyxevFhztyn4RdTX/127dhVXV1cpU6aM+Pj4SMWKFcXCwkJ69uypi191/aO6/ac6/lWd/lTWf6rrfhHJ0bd87tw53dymcP8q4z/VeV9EJCMjQ37++WcREXnw4IF06tRJBg8eLPHx8br4IyIiZMSIESIi8vvvv4u7u7uUK1dObty4oblbddl36dIlWbNmjfHv1NRUadmypVy8eFEXv+r7F1Hb/6469smNwMBACQsL09X58OFDERFJSUmRJUuWyNatW3Vzq+7/V+1X3f+uug5W8fxVj32q9ouIjBkzRnr16mX8Ozo6WvLmzZvtmrSG9Y/59r0ZUF3+qkyDqtv/quseEfOOP8197NEU0p85x7+qy3/mP/b/qEz/nPvHuX8q4w/V9Z/q3191+af69zfnsS8R9fW/6vyn+vmrTv+q7191+Zcbevb/qy5/CXnb4ULUf4mXl5ckJiZKeHi4WFpaSkxMjKSlpRkLKK15//33xd/fXwYNGiQtW7aUefPmibe3t8ybN08Xf9GiRWXHjh2yd+9e6devnzx69Eg6d+4sY8aM0dT7/vvvy6pVqyQlJeWl30lKSpLFixdrEhh/++23UrZsWZk1a5aEhobmOB8cHCwzZsyQUqVKydy5c9+4/8KFC1K2bFlp1aqVrF+/Xu7cuSPJycny9OlTuXXrlqxevVpatGghZcqUkfPnz79xv4HKlSvL4cOHJT09XRwcHOT06dMSFBQkXl5emjlFRNq1ayfTp0/P9dyXX34p7du3f6v9BlQ9fwOq8r+BFi1aSO/evSUzM1PeeecdmTlzpixevFiqV6+ui7969eqyfPlyycjIEA8PD9m/f79cunRJSpYsqYu/Xr16MmHCBMnMzBRvb29Zv3697N27VypUqKCLX3X6K1eunPzxxx+SnJwsNjY2cu3aNYmMjBRPT09d/MWLF5dHjx7J48ePJU+ePPLgwQN59uyZODk56eJv2LCh1K9fXz766COpW7euDB06VBwdHWXy5Mm6+FW1f2bOnCkVKlSQ69evZzt+7do1KV26tMyZM+et9htQ3f5Unf5U539fX18JCQmRhIQEyZcvn9y+fVvi4uLE1dVVF7/q379kyZLy7bffyooVK6R79+5y+fJladKkicyaNUsXv6r6t3v37jJ06NBcz/Xq1Uu3znDV7Q/Vv7/q9G+u7U/V8We7du2ke/fur/y3z5w5I506ddJkYER1/G9AVf2zfft2cXR0lA0bNhiPJScny4IFC8TOzk527tz5VvsNqK7/XVxc5ObNm/L7779L586dRURk7ty50qlTJ138qusf1e0/1fGv6vSnsv5TWfebwkZEqts+ImrjP9V5X0T9ZBiVk1FUln2msBhJddkvorb/XXXsI8LJmKr7/1X7Vfe/q66DVTx/1WOfqv3Lli2TIkWKyJEjR4zHMjMzZdeuXeLh4SErV67U1G+A9Y959r1lRXX5qzINqm7/q6x7GH9y7FF120fEvONf1eU/8x/7f1Smf87949w/lfGH6vpP9e+vuvxT/fub89iXiPr6X3X+U/38Vad/1fevuvwTUdv/r7r8JeRthwtR/yWurq6SkZEhGzZsMO4OER8fr1tjyMbGRpKSkuTGjRvStGlTERE5e/asbrsSFShQQERE7t+/b3RGRUVJsWLFNPU+efLkX39XizeizpgxQ1JTU1/7veTkZJk2bdob93/44Ydy8+bN137vr7/+kg8++OCN+w04OzuLyPMGgYuLi/G4vb29Zk4RkYIFC8rTp09zPffo0SMpWLDgW+03oOr5G1CV/w0UKlRIUlNT5e7du5I3b16Jj4+XzMxM3e7fUM4bJkalpaWJiIidnZ0ufnd3d8nMzJTAwECxsrKS5ORkXf2q058h6P3111+z5Tm9/IZ73rZtm5QuXVpEnpf5hueiNQUKFJDHjx/L1atX5cMPPxQRkQMHDki9evV08atq/xiCwNz4/fffpXz58m+134Dq9qfq9Kc6/xvy+d69e411Xnp6ujg6OuriV/3729raSmZmpty9e1dq1aolIiIhISFSqlQpXfyq6t8iRYrI48ePcz334MED4+Ck1qhuf5jC768y/Ztr+1N1/Hn69Ol//d3ff//9jftVx/8GVNU/tWvXfmln/4YNG6ROnTpvtd+A6vrf0P6Jjo6WsmXLiojIs2fPdHsjter6x1Taf6riX9XpT2X9p7LuN4WNiFS3fUTUxn+q876I+skwKiejqCz7VC9GElFf9ouo7X9XHfuIcDKm6v5/1X7V/e+q62AVz1/12Kdqf9WqVeXEiRO5ntu7d69ucy9Y/5hn31tWVJe/KtOg6va/yrqH8SfHHlW3fUTMO/5VXf4z/7H/R2X659w/zv0TURd/qK7/VP/+qss/1b+/OY99iaiv/1XnP9XPX3X6V33/qss/EbX9/6rLX0LedvKC/CuqV6+OgQMH4tSpU/D390dkZCQGDx6MBg0a6OJ3dnaGjY0NSpQogRs3bgAAatasibt37+riL1y4MBISElCkSBEEBwdDRODu7o7Y2FhNvY6Ojsb//+DBAxQtWvSl33Vycnrj/rFjx/6r71lZWWH8+PFv3L93795/9b3y5ctj//79b9xvwMXFBXfu3MH27dvRsGFDAMDx48dRqFAhzZwA8OzZM9ja2r70mp49e/ZW+7O6VDx/A6ryv4G0tDSICA4fPoxq1arB3t4e0dHRsLa21sVva2uLqKgo7NmzB3Xr1kXevHnx559/wtXVVRd/njx5kJiYiAMHDqBmzZqwsrJCSEgIHBwcdPGrTn9FihTByZMnsW7dOjRt2hQAsHnzZpQoUUIXf4UKFTBt2jQcOHAAfn5+SEhIwPjx41GtWjVd/AUKFICzszPy5cuH69evAwBatmyJHj166OJX1f4JCwtD5cqVcz1Xu3Zt3L9//632G1Dd/lSd/lTn/5IlS2LDhg3YunUrWrRogczMTMybNw/lypXTxa/69/f09ERqaiq8vLxw69YtAIC3tzeioqJ08auqfxMSEuDs7JzruSJFiiAuLk5TvwHV7Q/Vv7/q9G+u7U/V8Wft2rVzHDt9+jTq1KmT43jdunXfuF91/G9AVf1z8+ZNtG7dOtdzHTt2xLBhw95qvwHV9b+XlxeCg4NRokQJREZG4unTp7C0tERCQoIuftX1j+r2n+r4V3X6U1n/qaz7N2zYgE2bNqFChQrZjleqVAmrVq3CgAEDEBAQoOk1qG77AGrjP9V5HwBiYmLg7e2Nffv2oXDhwihVqhQyMjKQnp6uiz8pKQk2NjbYuXMnKlasCFdXVyQkJCBfvnyau1WWfefOncPGjRtzPTdq1CiUL19e82tQXfYDavvfVcc+wPN24IkTJ3Dz5k1ERkaiU6dOsLKywieffKKLPzQ0FM2aNcOZM2eQN29eY1zy5MkTXfyq+/9V+1X3v7+sDq5fv74ufhXPX/XYp2r/3bt3X/r7tmjRAl27dtXUb4D1j3n2vWVFdfmrMg2qbv+rrHsYf3LsUXXbBzDv+Fd1+c/8x/4flemfc/84909l/KG6/lP9+6su/1T//uY89gWor/9V5z/Vz191+ld9/6rLP0Bt/7/q8peQtx4Vq1//FwkPD5eePXvKgAEDJDU1Vc6dOyetW7eWhw8f6uJv3Lix/PDDDyIiUqpUKbl69aoEBgaKm5ubLv5PP/1UmjVrJrGxsdKkSRP58ssvZcqUKca3M+iBnjvAvQrVOyG0atVKd+eSJUvE2tparK2t5dy5c3Lq1CmxsbGRNWvWaOqtVKmSXLt2Lddzf/75p/j6+r7VfgOqnr8B1fn/k08+kQ8//FCKFi0qCxYskKCgIKlTp4706tVLF/+kSZOkcOHCYmNjI/v375dLly6Jm5ubfPPNN7r4Bw4cKFWqVBEnJyfZsGGD3LhxQ0qXLi1ffPGFLn7V6W/79u1iY2Mjrq6ucvPmTfn111/FyspK9u7dq4v/xo0b0qBBA2nZsqXEx8fLb7/9JhUrVpR//vlHF3/t2rVl3759IiJStGhRCQ4OlrCwMONuPVqjqv3j6ekpCQkJuZ5LTEwUd3f3t9pvQHX7U3X6U53/T5w4IcWKFZOyZctKeHi4HDlyRNzc3OTs2bO6+FX//v7+/tKzZ09JSEiQmjVryg8//CBr164VHx8fXfyq6t8yZcrInTt3cj13584d3XaFVd3+UP37q07/L2t/9uzZUxe/6t9fRGTz5s26uV6F6vhbhV9V/ePq6mrcAfNF0tPTNe+TUe03oLr+/+abb6Rw4cISFhYmPXr0kMaNG0urVq2kQYMGuvhVlz+q23+q41/V6U9l/4vKuv9Vu25nZGTo8kYC1W0fEbXxn+q8LyLy3nvvyfr168XPz0/69esnGRkZMmvWLKlVq5Yu/g8++ED69esn5cqVkylTpsjDhw+lQ4cO8tFHH2nuVln2vW7Xez12xVdd9ouo7X9X3fcu8vztiPHx8TJv3jxjm+fevXtSuHBhXfwlS5aU27dvy8iRI4157tixY8Y3BGiN6v5/1X7V/e9Z6+C0tDTd62AVz1/12Kdqv7u7u/HtQy+SnJys2xtJWP+Y99iviPryV2UaVN3+V1n3MP7k2KPqto+Iece/qst/5j/2/6hM/5z7x7l/KuMP1fWf6t9fdfmn+vc357EvEfX1v+r8p/r5q07/nHuktv9fdflLyNsOF6L+j3D69GlxdXWVO3fuyLJly8TKykpsbW0lICBAF398fLwMGjRIoqOj5fr16/LOO+9I4cKF5dChQ7r4RUS3jo/XoecryXND1UTc4OBgCQ0NFRGRqKgouXTpkubOGTNmSMOGDeXp06fZjicmJkrjxo1l9OjRb7U/KyqevwHV+T8hIUEmTZpkbPxeu3ZNhg4dKomJibr4RZ5PPDEEv6GhobJjxw7d3Onp6bJmzRr56aefRETk1q1bMm/ePMnIyNDtGlSmPxGRZ8+eybNnz0TkeXoMDw/X1a+S3bt3i42NjQQHB8vXX38tnp6eUqRIEenRo4fqS9OUjz/+WBYvXpzruR9++EGaN2/+VvtNBVNIfyrzf0RERLa/k5OTJSUlRf766y/drkEl4eHh0qpVKwkPD5eTJ0+Ko6Oj5M+fXzZu3KjbNaiof8eOHSsdO3aUzMyuPyORAAEAAElEQVTMbMczMzPF399fBg4cqPk1GFDZ/jCF318lL2t/vhgXaMnx48eV/f4iprMRlOr4W7Vf5D/1j9Y0bNhQDh48mOu5gwcPSrVq1d5q/8vQ6/lnZevWrZKYmChxcXEyYMAA6dKliwQHB+vmV13+qI7/VMe/WdE7/ZlC/4sKTGUjItWojv9U533Vk2FUT0ZRVfapXoxkQHXZr7L/3RTKfnOfjJmeni6rV6/O0f+fnp5uFn7VbN26Ndfjy5Yt08X/svEfLZ+/6rFP1f5WrVoZn/eLbN68WerWraupPyusf8x37FeE47+q2/+qYPypPvYUMd/0Z8Dc41/V5b9KmP/MO/1z7h/n/qmOP1TDsS/T+f059qUv586dy/a3YS7UgQMHdPGbwtwblenfFO5fdfmnuv9fdflLyNuMhYiI6reymjJ9+vR57XdWr16tw5UAycnJyJ8/PywtLXHhwgXExcWhWbNmurhVsn79egDAoEGD8MMPP8CQZHv06KHkehwcHBAfH6/Erbc/NDT0td/x9vbWzJ+amor69esjJCQEfn5+KFiwICIiIrB//34ULFgQv//+OwoUKPDW+lU/f2IaDBs2DAsXLsxxvEePHsbyUWtSU1Oxb98+3Lt3D/3798ft27dRuXJlXdwA8PDhQwQHByM9PT3b8fr162vmnDp16mu/M3HiRM38WQkLC4OHhwfy5cuHLVu2ID4+Hj179kT+/Pk1c6pu/1y4cAGNGzfGlClT8MknnxjL3y1btmDy5MnYuXMnmjZt+tb6VT//rKhIf1lRkf8N5NbmyszMhJOTk25tsRUrVmDRokUIDw/HlStX8Pnnn2Pt2rWws7PTxZ+V9PR0pKamwtbWVne3nsTHx6NatWqwtbVFp06djPl/x44dePz4MS5evAgPDw/Vl6k7ev/+iYmJWLx4MYKCgnLkfz3Kv7lz5yIgICDH8a+++gpff/215n4DV69exd27d+Hn54cnT57omvacnZ0RGxurm+9l2NvbIyEhQZlfz/j737TttewH+emnnzBmzBjs2LED7733nvH45cuX8fHHH2P06NEYOHDgW+tX/fzNnZMnT772O3q0/6pWrYqrV6/mOF68eHHcu3dPcz8A/P3331i6dCnu37+PFStWYPPmzRgyZIgubhWYQuzTsWNHNGrUCIMGDcpxbunSpdi5cycOHTqkidsU7j8rKuM/lbGfwV+wYEHj3ykpKbCwsMDt27dRvnx5Xa5Bb0yh73nmzJk4fPgw9u3bly3WePr0Kdq0aYP33nsPs2bN0sRtCvdPnpORkYENGzbAxsYG/v7+uH37Nvbs2YMRI0bA0tJSl2u4e/cu8ubNCy8vL0RHRyM0NBTVqlXTxW3uZGZmYtu2bbnG/1r1vyclJSEmJgYAUL58eQQGBiLrdIm4uDjUqlULiYmJmvhzIzY2FsHBwahatSrS09M1rXtVj32q9h8+fBidO3fG8uXL0a5dO+TJkwfp6enYtWsXBgwYgO+//x7+/v6a+Vn/EAPmPv5rrmO/jD+fY45jj6aQ/gyYY/yrGua//8D+H2KumGvbz5TqPxVw7Os/mNvYF2A69X9u8x0SEhJQuHBh3edhxMTEwM3NTReXqfS/cO7Ry/v/hw8fjjx58mjiNJXyl5C3HS5EfQ29e/d+7XfWrFmjw5UA9+/fR0hICDIzM7Md16MwfPz4MZYsWYJ79+7l8GvdGGrUqBEA4NSpU6hbty4AwMLCAseOHdPU+zJatWqF/fv3K3ED+k7EtbS0hIWFRa7nRAQWFhbIyMjQ9BpSUlKwcOFC7NmzB9HR0ShUqBBat26NQYMGwcrKSlO3ar8pPH9Abf4HgIiICEydOjXXiQhalgOvev4GtHr+YWFh+PXXXwEAAwYMwLJly3JMhBg3bpwuZUFQUBCaN2+O1NRUxMbG4sqVKyhfvjx27twJPz8/zf2LFy/GsGHD8GJzRev0b6h7Xoae9VB6ejoePnyYI/9pGQybQvtn+/btGDhwIB4/fmw85urqigULFqBz586aulX7TeH5G1CR/gyoyP937txBixYtICIICQlBsWLFsp1PSkqCu7s7rl+/rok/K/Pnz8cPP/yAgIAAjBo1Cnfv3kWrVq1QoUIFrFixQnN/WloatmzZkmv9r+VggMr618CjR48wceLEHO2/r776SvNOUVO4f0Dd72+gY8eOOHfuHOrXr59j8Fur8i8mJgaBgYEAgA8++AAHDx7M0f7q3LmzLhNRo6Ki0L59e1y8eBH58+fHxYsXUb16dRw+fBi1atXS1G0YENm0aRO6dOliPK7nIpiszJw5E2PHjlXiBvSN/318fF553sLCAsHBwZpew/Dhw7Fo0SKULFnSOBn47t276NevH3744QdN3ar9pvD8AeDSpUv48ssvcy1/9fCfPHkS/fv3R1BQUI76Rsv653WLTLRs/wUFBWH69OkAgI0bN6Jr167ZzsfFxeHUqVOIjIzUxJ+VI0eOoEOHDmjdujX27NmDGzduoFq1avjiiy8wZswYzbyNGjV6bftDq/jXFGIflRsRmcL9Z0VV/Keq7ycr5rgRkSn0PatcjGQK929AZf+7qr73rJjrZEwfH5/X1r9atv9U+w3069cPmzZtQuXKlbPF/1r2vz98+BC+vr5ISkrKcc6Q/9u1a4cdO3Zo4s9KYmIi+vfvj82bN8PGxgZXrlxB06ZNcfToUZQpU0YzrzmPvQLAd999hzFjxiBfvnxwcXHBo0ePkJmZiSlTpmja7gZY/xgwx7FfgOO/Bsx57Jfx53PMbewRMI30Z4Dxb+5o+fsz/z2H/T/PUbURNef+vRzO/dOu7Wcq9R/Hvjj29TK0TH8q6/87d+6gfPnySE9PN/Y1vEidOnX+1WK9/5a0tDRMnjwZ33//PdLT03H9+nX4+/tj9+7dKFSokGZelf0vnHuUO3puxKey/CXEnOBC1P8Rpk+fjq+++irHcb0Kw6ZNmyI0NBS1atXKUUDr1Rni4uKSbTGIHsTHx8PBweFffTcuLg6Ojo4aX5G+hISEvPY7Ly7QIG8OU3n+qvN/s2bN8PjxY7Rs2TJH43PSpEmaeX/77bfXBqMNGjTQxJ2SkoJ69eoZd19/sdPX2toaffv2zXW3nDeNn58fatasifHjx8PFxQWxsbFYt24dFixYgCtXrmjuL1q0KGbMmIHOnTsjX758mvtMjdWrV2Pw4MFITU01HtN7MoJKUlJScOrUKcTExKBQoUKoVauWrulAtV81qtOfqvy/d+9exMTEYODAgVi6dGm2c9bW1mjQoEG2nVK1okyZMti1axfeeecdYzs4IiICVatWxcOHDzX3f/zxxzh+/DgqVKiQrf7XejBAZf1rCpjK/av6/Q3Y29vj1q1bmnY8v0h8fDxKlSplfCvKi1hZWaF///6YP3++5tfSpUsXODg44Ntvv0WRIkUQGxuL6dOn48CBAzh16pSm7ilTpgAAvvnmG3z55ZfG41q2uw2cPXv2X3d2nzlzBrVr136jfnOP/w1cvHgRu3fvNrZ//Pz88O6775qNXzUVKlRAhQoV0KJFixzxd8+ePTX3V6xYEbVq1ULHjh1zxN9vc/07evRoREdH5zoYb21tDX9/fzRs2FDz63j//fcxZcoUtGrVyvhm6kuXLqFTp06aLgQxlP2vQo96QCWqN0IyBVTGf6piP3PfiMhU+p5VLUYylfsH1Pa/q+p752RMYO3ata+N/7Vs/6n2G3BycsLZs2dRtmxZzV1ZiYqKQlJSEipUqIAbN25kO2dtbQ1PT09drmPgwIEIDw/HnDlzUKNGDURFRWH48OEIDg7GwYMHdbkGcyU8PBwHDhwwxp4tW7bU5W0QrH+eY45jvwDHfw2Y+9ivucef5jr2qBpzj39Vl/+mgrnmP3NP/wY49+/lcO6f9nP/VMOxL459vYy3eezrjz/+wJMnT9CqVSscOHAg2zlra2tUrFgRtra2ml/HhAkT8Ouvv2LKlCnw9/fHgwcP0K1bN+TLlw9bt27VzKuy/4Vzj7KjaiM+Qoj2cCHqa5g6deprv6PHG2Hc3NywevVqtG7d+rXBkRbY29sjJCQELi4uursNGBqhelK9enX0798fPXr0eGknSEpKCtasWYOVK1fi0qVLb9TfunVrzJs3D6VLl37l927evImAgADs3bv3jfpNhaNHj+LYsWN49OgRPDw80KxZM11fi67arxrV+d/Ozg5hYWFv7UTv19GiRQscOnRImd/NzQ3h4eHInz+/cSFUZmYmXFxc8OTJE8397u7uiI6O1tzzIq/bbd/CwgLdu3fX/DoKFy6MsWPHws/PL0dnsJaTEUyl/QMAycnJiI2NhYuLiy67oZuC31Sev6r0Z0BV/jdw4sQJpZ3OLi4uiImJgaWlpbEdnJGRAQ8PDzx69Ehzv4ODA/78808UL15cc5cpcvv2bRw/fhyPHj2Cp6cnmjRpYlYbsKj+/X19fREYGKhsIsg777yDmzdvKnEDQMGCBREcHAxbW1tj+ystLQ0eHh66xcQqNoJq164d7OzsMGLECLz33nu5fufixYuYN28ekpKSsHv37jfqVx3/v27HUQsLC9SrV++NOsl/MJXnb29vj8ePHysr/xwdHREbG/vaXULfNKGhoa/9jh678k+bNg0TJkzQ3PMynJycEBsbCwsLi2zlsJOTky7xtwpMJfYB1GxEZEr3rzL+Uxn7cSMiYgqo7H9X1ffOyZjEQLFixXD37l3d258GMjMzs7n//vtvODo6onDhwrr4ixYtiuvXr8PZ2dlY/j979gxFihTRPCZXPfap2k/Ms/4xJcx5/Nfcx34B844/zXXs0RTSH+NfdTD/PYf9P2rTP+f+qcVc236mUP8BHPvi2JcaTKX+v3v3Lnx8fIx/JyQkwMrKStO3UWbFx8cHp06dQpEiRYy//5MnT165UPNtgnOP1GzEZyrlLyFvO1yI+hoaNWr0yvN6vRGmYMGCCAsLQ548eTR35UaVKlVw8OBBXYLulzFr1iyMGTNGV2dcXByGDh2K/fv3o3379qhduzaKFCmCzMxMhIWF4dSpU9i3bx9atmyJ+fPnv/Fg/fz58+jVqxdKlCiBLl265OrfsmUL7ty5g3Xr1r3xV6W/6vX0BrTcFS05ORkdOnTAwYMH4evrCzc3N0RFReHOnTvo0KEDtmzZommAqNqv+vkbUJ3/y5UrhwsXLsDOzk5Xr4+Pz2ufv5a7MmUlMjISnp6eSE1NxapVq+Du7o6PP/5YF3fJkiVx/PhxeHt7G4ORsLAw1KtXT5f779SpEwYOHPja+vhNkzUAzw0LCwtd7j/rQjQ9MYX2z+nTpzFmzBicO3cOIoI8efKgTp06mD17Nt5//31N3ar9pvD8AXXpz4Cq/G/g4cOHmDVrFr777jucOnUKHTp0gJubG7Zt24Zy5cpp7m/cuDE6deqEAQMGGMvfTZs2YdmyZThx4oTm/jJlyuDixYv/+u2AbwrV9a+IYMiQIVi6dCmsrKyMk1BTUlIwcuRIzJkzRzM3oP7+Daj6/Q3MmzcPISEhmDp1KpycnJRcQ0ZGhjH+PnDgANzd3V+6OPJN4+3tjatXr8LV1dW4EP3x48eoUqXKv+owfROo2AgKAFatWoUpU6bA2toatWrVyhb/nj59GmlpaZgyZQr69Onzxt2q4//X1bd67Er++PFjfPvttzkmAw8fPlyXyQEq/abw/AHgww8/xKRJk1C9enXNXblRp04dbNy4UfeNCAz9Hy92UxuO6fX8MzIysHv3brRv3x7h4eEYOXIk3N3dMXPmTNjb22vur1y5MpYsWYI6deoY23+XLl1C7969Nd2R/9+UqatXr9bEbSqxjwG9NyIypftXGf+pjv0A89yIyFT6ngE1i5FM6f5V9r+r6nvPirlOxmzUqNFr06CWdYBqv4GxY8fCxcUFo0aN0tyVG2fOnMHgwYNx9epVLFu2DAMHDjS+kaFt27aa+wsVKoSgoCDY2toay/+nT5+iVKlSiIiI0MSpeuxTtR94vgHdlClTctQ9EydO1DwWYv3zHI79Psdcx3/NfezXgLnGn+Y69mhK6c8c41/V5T/z33PY/6N2I2rO/Xs5nPun3f2bSv3HsS+Ofb0Mrca+ANOp/2/evImxY8di586d2LlzJ/z9/WFvb4/du3ejTp06mvvd3d0RHh6OfPnyGeu+1NRUFC1aFFFRUZp5Tan/xdznHqnYiM9Uyl9C3nbyqr4AU+f48eOqLwEAMGTIEIwfPx7jxo1TMhl48eLFaNWqFXr27AlnZ+ds53r06KGZNz4+3ni/r1uEGhcX98YnJjo6OmL9+vX466+/sHTpUsyZMwehoaGwtLREsWLF0Lx5c/z666+oWLHiG/UaqFGjBq5du4YVK1Zg5syZCAwMzNY4qlq1Knr37o1+/fppskOi6vQ/ZcoU3L9/H3///Xe2t8L+/fff+OSTTzBnzhxNFyer9qt+/gZU5X9DQ7dbt27o1asXJkyYkGOyt5a7kkyePFmzf/v/wqpVqzBs2DA8ffoUo0ePxk8//QQLCwvcvHlTl92qunbtio8++ggzZ85EZmYmLly4gDFjxuCTTz7R1GvoDHj69Ck+/PBDNGvWDK6urtm+o2VnwN27dzX7t/8vdOvWDUuXLsWgQYN09aouf06fPo2mTZuiQ4cOGDJkiHEyyu7du9G4cWP8/vvvqFKlylvrV/38DahKf6rzv4HBgwfj6dOnEBEMHz4c/v7+KFCgAIYOHYpff/1Vc//cuXPRpEkTbNiwAU+fPkWrVq1w9uxZzXYDy83fqVMnDBo0KMdCQC0nBKuuf+fMmYM9e/bg0KFDaNq0KYDnnYJHjhxB//794evri379+mnmV33/BlT9/i92Bi5evDjHd/ToDNyzZw8+/fRTREZGYtq0aZg+fTosLCywYMECfPbZZ5r727Rpg27dumHhwoWwsLBAVFQUhg0bhlatWmnuNrB3717dXFnp27cvunfvjl27duH48eP4888/jfH3ggUL0KJFC81251Qd/2dmZmry7/5bHjx4gNq1a8PS0hItW7Y0tn9WrVqFH3/8EadPn4a7u/tb61f9/A1MmzYNjRo1QqNGjXLE31q2fwy7UlerVg0ffPAB+vXrl6P9pWX8byrxV0BAALZv34727dtjwIABiIuLw6NHjzB48ODX7tz9Jhg7dixat26NgQMHIjU1FbNnz8bChQsxY8YMTb0q96k0ldhH1UZEpnL/gJr4z1RiP+D5RiwjR45UthFRlSpVsHz5cgwYMMDY/79lyxZUqFBBM6cppL/cFiMdP34c06dP13wxkincvwEV/e+q+96zcujQIaWTMR0dHfHw4cNs9xsREaH5W2IaNmyo6b9v6n7DZOC0tDSEhYVhxowZOdK/HpNRv/zyS/j5+UFEMGPGDKxbtw4uLi748ssvdVmI2qRJEwwePBiLFy82lv8TJkzQ9PdRPfap2h8YGIg6deqgfPnyGDZsmDH23LNnD2rUqIGzZ8+iRIkSmvlZ/3Ds14A5jv+qbv+bSt+Ducef5jr2aCrpDzDP+Fd1+c/8x/4fAyrSvwHO/VOLObb9APX1H8e+nsOxLzWYSv0/YsQIFC5cGCKCcePGYerUqXBwcMDnn3+O8+fPa+6vVasWpkyZgmnTphnrvoULF2r+EhBTef6ce/R8jpdh8yVDvszMzNR0QyZTKX8JedvhG1H/D/z9999YunQp7t+/jxUrVmDz5s0YMmSILu7t27ejc+fOuU6M02Mibp8+fbBhwwYUKlQo21tZtd6Vpnr16ujfvz969Ojx0oWWKSkpWLNmDVauXIlLly5pdi2mQFRUlHEirLe3N9zc3HT1x8bGIjg4GFWrVkV6erpmE4ANlCpVCj/99FOuu3+cOXMGAwcOxLVr195a/4vo/fwNqMr/prgrSUxMjO75rkqVKpgzZw4aN24MFxcXHDhwAAULFkTDhg112ZUmLS0N48aNw9KlS/H06VPY2Nigb9++mDt3rqZpsHfv3q/9zpo1azTzZyU6Oho//vgjQkNDMWXKFJw8eRJ+fn66uI8fP47mzZvD3t4+x0IgvXblU9H+adq0KRo1aoTx48fnODdlyhRcv34d27dvf2v9WVHZ/lSV/kwl/3t7e+Pvv/9GfHy8cSc2R0dHuLq6Ii4uTnM/8Hzi448//oh79+6haNGi6Nq1q24TQcePH4+ZM2fmOP6217/ly5fH999/n+vuhAcPHsTEiRNx4cIFXa7FgIr2h6rf/9+87VePnYqrV6+Ozz77DH379kWhQoWwdu1aeHh4wN/fH3fu3NHcn5iYiN69e2PHjh0Anj/3Dz/8EOvXr9f0DbFnz55FrVq1/tV3z5w5g9q1a2t2LeZOamoq9u3bh5CQEPTr1w+3b99G5cqVNXV269YNqamp2Lx5c7a4Ly0tDZ07d4anp2eui8PfFn9WVDx/A/Xr10dkZCRq1KiR7TkA2rZ/TGVXagNXr17F3bt34efnhydPnsDDw0MXb+nSpXH06FG4uLjAxcUFgYGB8PDwQIkSJRATE6PLNezfvx+LFy82tv/69euHDh066OJWjarYJ+tGRH5+ftk2Itq3b5/mGxEZUBn7AWriP1OJ/QCgQ4cOePr0KQ4cOID33nsPderUQYECBXDhwgVdNiK6cuUKmjRpgnLlyuHSpUto0qSJcSOiGjVqaO4H1PQ9jx07Fvv27cP27dtzXYzUpUsXTRcjZUVV3zugpv/dlPres07GHDFihHEy5uDBg3WZjDlx4kTs378fM2fORMeOHXH48GGMGTMGtWrV0nxCnDmzbt26136nZ8+eml+Hh4cHIiMjcfPmTVStWhVxcXGwsrKCvb09EhISNPdHRUWhTZs2uHr1KtLT02FrawtfX1/s2bMHRYoU0cSpeuxTtb9t27bw9vbGokWLcpwbNGgQnj59+q/S55uC9c9/nOY09guY5/ivKbX/VY39Mv7k2COgdu4BwPjXgKryn/kvd9j/o33659y//8C5f/rN/cuKivqPY1/P4diXelTW/4ULF0ZISAjCwsLg6+uLx48fw87ODo6OjoiPj9fcHxQUhKZNmyItLQ2RkZHw9fVFQkICjh49ijJlymjuN6Cq/8Vc5x5lpVu3bsiXLx8WL16MokWL4vHjxxg5ciQePnyIzZs363INqspfQt56hPwrDh8+LPb29tKlSxext7eX0NBQcXd3l2+++UYXv5eXl3z55Zfy66+/ym+//Zbtowd2dnZy48YNXVxZefLkiXTv3l1cXV3l008/ldWrV8uhQ4fkwIEDsnLlSunVq5e4u7tL9+7d5dGjR7pfn7mQkJAgnTt3FgsLC7G1tZWbN29K0aJF5ebNm5p6bW1tX3ouMzNTXFxc3mq/AVXP34Cq/H/v3r3XfvQgLS1Nxo0bJw4ODmJraytBQUHy3nvvSUREhC5+Z2dnERE5ffp0tjRnb2+viz/rfUZFRUlmZqaIiPz111+6+FVz+fJlcXZ2ltq1a4udnZ0EBQWJtbW1rF69Whe/r6+vdOnSRVatWiVr167N9tEDVe0fZ2dniY+Pz/VcbGysFClS5K32G1Dd/lSd/lTj6uoqGRkZsmHDBqlcubKIiMTHx4urq6su/qFDh+Z6vHv37rr4nZyc5MCBA5KRkaGL70VU1b8FChQw1nUvkp6ertvvr7r9ofr3F3n+vE+cOCE//fSTnDlzRle34Xe+cuWK2NnZSVpamog8bxfrSWRkpFy4cEHCw8NFRCQuLk5TX9u2baVr165y8eLFl37nwoUL4u/vL61bt9b0WsyZO3fuSIkSJaRo0aJSoEAB+eeffyRv3ryyZ88eTb2enp4SGhqa67mgoCApUaLEW+03oOr5G7C1tZWEhARdXKZIZGSk1K5dW/LlyycFChSQwMBAsbOz060eMMTfe/fulWLFionI8/rI0dFRF//WrVtzPb5s2TJd/CLPY5A2bdrIu+++KxEREfLFF18Y60GtvapinyZNmsi0adNyPTd58mTp0KGD5tegOvYTYfzn5eUliYmJEh4eLpaWlhITEyNpaWni4OCg2zWEh4fL7NmzZdCgQTJjxgwJCQnRxauy77lkyZIvbXuePn1aKlWqpPk1qO57F1HT/24qfe8iIpUrV5bDhw9Lenq6ODg4yOnTpyUoKEi8vLx08aempkpAQIDY2dkZ08HQoUMlJSVFF7+IyPLly6VixYri6uoqISEh0qFDB13bhKr9IiIhISFy7tw5Y/yrFwULFpT4+HiZN2+eNGjQQESe54/ChQvrdg2ZmZly/vx52bp1q5w5c0bS09M19ake+1Ttd3V1lejo6FzPRUREiLe3t6Z+A6x/zHvsV4TjvypROfbL+JOxp+q5ByLmHf+qLv+Z/9Rjzumfc/8498+AirafKdR/KuHYl/mOfRncKut/Nzc3SUlJkWXLlkmNGjVE5Hk54O7urotfROTp06eyZcsWmT17tmzatOmlczK1QHX/i7nOPXrRXaNGDcmfP79YWlqKnZ2dVK1aVR48eKCLW2X5S8jbDhei/kvee+892bdvn4g8n5QrInLx4kXx8fHRxa9nwJsbxYoVk+TkZGX+69evy+DBg6Vs2bJSoEABsbe3lwoVKsjnn38uf/75p7LrMhcGDBggbdq0kX/++UecnJwkNTVVBg4cKC1atNDU+7pgW+tgXLXfgKrnb0B1/hcRefz4saxbt06++eYb2bx5s67ByPjx46VmzZpy6NAhcXJyksTERGnXrp107NhRF3/JkiXl9u3bMnLkSPnoo49EROTYsWNSunRpXfy5pfP09HTd0n9aWppMnDhRfHx8xNraWkqXLi1z5szRxS0iUr9+fVmzZo2I/Kf+P3jwoJQtW1YXv95B54uoav+87r61bhep9htQ3f5Unf5U5/8PPvhA+vXrJ+XKlZMpU6bIw4cPpUOHDsayWAsePHgg69atk3Xr1omNjY2sX7/e+Pe6detk4cKFuv0uBQsW1Hzi26tQVf+aSvtPdftD9e8fGBgoJUuWlHz58knBggUlb968UqlSJbl//74ufi8vL4mMjJQpU6ZIy5YtRUTk2rVrxoEZrTEMBr2IHoNBK1euFC8vL/H19ZUePXrI2LFjZcyYMdKtWzfx8fGRokWLyqpVqzS/DnPmww8/lK+//loyMzON9f/atWulatWqmnoLFCjwyvNapz/VfgOqnr+BypUr6z75/kWOHTsmvXv3lpYtW0q/fv3k/Pnzurk7d+4s/fv3l6dPnxqf/7Rp06ROnTq6+N977z1Zv369+Pn5Sb9+/SQjI0NmzZoltWrV0sz59OlTCQkJkZCQELGzs5PQ0FDj3yEhIfLnn3++Nn+8KTZu3CgeHh7GCTkRERHi6+sro0aN0tytMvYxhY2IVMd+ImrjP9Wxn4h5b0Sksu9Z9WIkEfV97yLq+99V9r2LcDLmd999J6VLl5bly5eLo6OjPH78WGrWrCmffvqpWfgjIiKkfv36YmlpKRYWFmJpaSkffvihxMbG6uIfOHCgVKlSRZycnGTDhg1y48YNKV26tHzxxRe6+KtUqZLrcS37H1T3fan2m0rsyfrHvMd+Rcx7/Fd1+1/l2C/jT449qp57IGLe8a/q8p/5j/0/KtO/6rafiHm3/8y57SdiGvUfx7449qVi7EtEff3/ySefyIcffihFixaVBQsWSFBQkNSpU0d69eqli79Nmza5Hq9fv74uftX9L+Y89ygrem/EZ0B1+UvI246FiIjqt7L+L+Dk5ITY2FhYWFjAxcUFjx8/Nh5/8uSJ5v5evXqhbdu2aN++veau3NiwYQMOHDiAUaNGwcXFBRYWFsZz3t7eSq5JD/r06fPa76xevVqHK1FL0aJFcf36dTg7OxvT/7Nnz1CkSBFjXtACBwcHxMfH/3+f/1/3G1D1/A2ozv+nT59G69atUaBAARQtWhShoaEQERw5cgTly5fX3O/j44NTp06hSJEixuf/5MkTlCpVCjExMZr7f/jhB3z++ecAgN9++w3p6elo1qwZlixZgl69emnivHPnDlq0aAERQUhICIoVK5btfFJSEtzd3XH9+nVN/FkZOXIk9u7di9GjR8Pb2xvBwcGYO3cuevfujQkTJmjud3FxQXR0NPLkyZOt/nd0dERcXJzm/tatW2PcuHGoVauW5q7cUNX+UV3+qvYbUN3+VJ3+VOf/iIgIjB07FjY2Nli4cCGuXLmC6dOnY/ny5ShYsKAmzpSUFNSrVw/R0dEIDQ3NUc9aW1ujb9++CAgI0MSflblz5yIyMhLjxo2Ds7Oz5r4XUVX/mkr+V93+UP37N2zYEGXLlsW3334LGxsbJCYmYuTIkYiMjMTu3bs190+ePBkrVqxAbGwsduzYAQ8PD7Rs2RIBAQEYM2aMJs47d+6gf//+EBGcPHkS9evXz3Y+Pj4eMTExuHfvnib+rKSmpmLXrl04fvw4QkNDYWlpiWLFiqF58+Zo0aIF8ufPr4m3ZMmSeF0XVXBwsCZuU8LNzQ3h4eHInz+/Mf9nZmbCxcWF7S8dyl9Vz9/Ad999h1WrVqFPnz5wdXXNFn/36NFDc/+KFSswdOhQdOjQAd7e3rh79y52796NjRs36tInWbBgQQQHB8PW1tb4/NPS0uDh4YHY2FjN/SdPnkSPHj1ga2uLX3/9FTdu3EDnzp2xZ88e1KxZUxPnw4cP4evri6SkJIgILCwscvxvu3btsGPHDk38WalYsSJWrFiBmjVrwtnZGbGxsbh9+zYaNWqEBw8eaOpWGfvY29sjISHhpef1iP9Vx36A2vhPdewHAK1atYKXlxdOnToFf39/9O/fH4MHD4aIaJb/wsLC8OuvvwIABgwYgGXLlmVrC8XFxWHcuHGvTJ9vApV9z6ZQ/6vuewfU9r+r7nsHgFKlSuHgwYNYsmQJQkJCsGPHDhw/fhwDBgzAP//8o7k/t3SWkZEBZ2dnXdqfZcqUwa5du/DOO+8Y02BERASqVq2Khw8fvvX+Nm3awNLSEnPmzDHWAaNGjYKrqyvWrVunuT8jIwMbNmyAjY0N/P39cfv2bezZswfDhw9Hnjx5NHEGBQVh+vTpAICNGzeia9eu2c7HxcXh1KlTiIyM1MSvuuw1d78B1j/mPfYLmPf4r+r2v8qxX8afHHtUPfcAMO/4V3X5z/zH/h+V6Z9z/zj3T+XcP9X1H8e+OPalauwLUF//JyYmYu7cubCxscGYMWPw559/YuXKlZg5cyYKFCigifPevXtYv349AGDGjBkYN25ctvNxcXFYvXq1Lulfdf+Luc89AoCqVavi6tWrOY4XL15c82tQXf4S8raTV/UF/K9QrFgxnDlzBnXq1DEeu3TpEry8vHTxP3v2DB07dkS5cuVyTEQ7duyY5v6ePXsCAH766ScAyNYgzMjI0NyvCnt7eyxatAgff/yxZo2u/wUyMjJgZWUFAMbOkMzMTOMxrUhOTn7lYuCUlJS32m9A1fM3oDr/jxgxAgEBAcaAREQwZcoUDBkyBMePH9fcn5iYCA8PD6MbAGxtbWFpaam5GwAGDhyIli1bIm/evPDy8kJ0dDR+//13VKtWTTNnqVKlsGDBAsTExGDgwIGYNGlStvPW1tZo0KCBZv6s/Pjjjzh37hxKlixpPNa4cWM0btxYl85oDw8P3Lx5M1vH5z///KPZIrQXKV68OJo1a4bGjRvnqP/12AhBVftHRHD//v2XLkbReh8V1X4DqtufqtOf6vxfqFAhrF271vh3jRo1NF8AZ2VlhQsXLgAAWrRogUOHDmnqexWLFy9GSEgIvv322xzn9Kj/VdW/KSkpmDp16kvPp6amauo3oLr9ofr3v3LlCg4dOmRs79rZ2WHBggUoXLiw5m7geWdww4YNYW1tjZo1a+L+/ftYtmwZPvroI82cpUqVQocOHRAdHY3Tp0/naGtZW1ujdevWmvmzkj9/fnTs2BEdO3bUxWdg9uzZ6Ny5M8aOHYsSJUro6jYlHB0d8fDhw2wD/xEREXBxcVF4VeaD6ue/cOFCAMCiRYuyHbewsNBlIeo333yDPXv2oFmzZsZjBw4cQEBAgC6D8fnz58ezZ89ga2trrP8SEhJgb2+vuRsA6tevn23Ay8XFBWFhYZotwAeeD4AFBQUhKSkJFSpUwI0bN7Kdt7a2hqenp2b+rDx48AA1atQAAGPbv1SpUkhMTNTcrTL2yRrn5IYe8Z/q2A9QG/+pjv0AYNWqVRg7dizq16+PsWPH4sqVK0hNTcXy5cs1c7q5ueH7779HdHQ0UlJSMHHixGznra2tc/TJaYHqvmfVmML9q+x/V933DgBffPEFKlasCOD5ZMzTp0/jww8/xJIlSzRzZp2M+fTp0xzxR1JSUo4JmloRHR2N0qVLA/hPGvTw8EBaWppZ+E+cOIEHDx4Y23tly5bFjz/+qFtMmCdPnmyTfn19ffH5558jOjoa7u7umjhLliwJNzc3REdHQ0RytDU8PDywZcsWTdyA+rFP1X5TgfWPeY/9AuY9/qu6/a9y7JfxJ8ceVc89AMw7/lVd/jP/sf9HZfrn3D/O/VM59091/cexL459qRr7AtTX/3Z2dpg8ebLx70qVKmHhwoVIT0/XzOnt7Y2//voL0dHRSE9Pz1HOW1tba9r3mxXV/S/mOvco60Z8gYGBOfoC4+Li8OzZM02vAVBf/hLytsOFqP+SsWPHonXr1hg4cCBSU1Mxe/ZsLFy4EDNmzNDFX65cOZQrV04XV27cvXtXmVslCxYswKNHj+Di4mKcDKiKyMhIeHp6IjU1FatWrYKbm5tuE4ObNGmCwYMHY/HixcbG+IQJE9CwYUNNvV27dn1lZ3uXLl3ear8BVc/fgOr8//fff+Ps2bPGvy0sLDB+/Hh89913uvhr1aqFKVOmYNq0acbnv3DhQrz//vu6+AHA09MTjx8/RmhoKIDnk6N37typaWeIn58fgOcBmKFDUgUigkKFCmU7Vrx4cd0WAg4aNAh+fn4YN24c0tPTsXXrVkybNg39+vXTxZ+YmJitrNf7Rfaq2j9Pnz5F8eLFAcDY+W3gxb/fRr8B1e1P1elPdf5/9OgRFi5ciLCwMGRmZgJ4vgjx+vXruHbtmub+ggUL5rozmV5kXYSrAlX1b61atV452KXXLsGq2x+qf//ChQvj1q1bxsnIwPOFYHouxsja1vby8kKhQoVw9epVVK1aVTPnoEGDAAAlSpRA9+7dNfOYKh06dMC0adNw4sQJTJkyRdl1ZGZmYteuXWjfvj3CwsLw+eefw93dHTNnztSlQ7pr16746KOPMHPmTGRmZuLChQsYM2YMPvnkE029uU3Az0pSUtJb7Teg6vkbUB1/R0ZGonHjxtmOtWjRIsdbmrSiTZs26NatGxYuXAgLCwtERUVh2LBh+PDDD3XxA8Dx48dzbf8tWLBAM6dhAszChQvh4eEBGxsbzVyvonTp0ti9ezfatm1rPHb06FH4+vpq7lYZ+5jCRkSqYz9AbfynOvYDzHsjIpV9z6awGEl13zugtv5X3fcOcDJmlSpVsHz5cgwYMMCYBrds2YIKFSqYhd/wVoissVZKSgpcXV118Z8/fx6jR4/O0f6LiorSdDOy2bNnA3ieFsePH6+ZJzdUj32q9icmJmr2ttv/C6x/OPYLmO/4r+r2v8qxX8afHHtUPfcAMO/4V3X5z/zH/h+V6V/12APbf+bb9gPU138c++LYl6qxL0B9/R8UFISpU6fm+P3/+ecfREdHa+K0tLTE1q1bAQCfffYZVqxYoYnn32AK/S/mOPdI9UZ8Bkyh/CXkbcZC9I4q/4fZv38/Fi9ejHv37sHLywufffYZOnTooPt1REVFwcXFBXnz6ruOODExEfv378e9e/dQuHBh+Pn5wcnJSVPnqyYhGNB6V65Hjx7hnXfeQWBgoGa7376OVatWYdiwYXj69ClGjBiBn376CRYWFhg8eLAuu4JFRUWhTZs2uHr1KtLT02FrawtfX1/s3btXt7cSZSUlJUXpjux6+03h+avI/wbee+89fPvtt9kW4ly9ehWDBg3K1kmlFcHBwWjSpAnS0tIQGRkJX19fJCQk4OjRoyhTpozm/jVr1mDIkCFITk7OdtzT0xPh4eGa+/Pnz486deqgb9++6NChg+6dApMmTcLt27exZMkSODk5ITk5GQEBAXB2dsbXX3+tyzUsXrwYS5YsyVb/jxw5UtedkVWiov0TEhLy2u9o+VYC1f6smEr7UwWq83/r1q1x+/ZtuLu7IyEhAd7e3jh48CCGDBmS61si3zRDhw7FTz/9BEdHR/Tq1Qu9evVC0aJFNfdmJTMzE5cuXcK9e/dQqFAh1KlTR7eyT3X9qxpTuH+Vv//UqVOxYsUKjBo1CqVKlUJYWBjmzZuHevXqoV69esbvafV2wH379mHQoEEICwvL1iGaL1++HG0yLbCzs0OnTp3Qp08f1K1bV3OfKZGeno7mzZvjxx9/VBJrAsDIkSOxfft23L9/H23atEFcXBzy5cuHIkWKYN26dZr709LSMG7cOCxduhRPnz6FjY0N+vTpg3nz5mm6M+2/uTctB6lV+w2oev5ZuXz5MlatWmUsf3v37q1bWfDxxx+jXr16GD58uPHYpk2bsGvXLl0GgxITE9G7d2/s2LEDwPPJKK1atcKPP/4IR0dHzf3Dhg3D0qVLjQshMjIykJCQgJYtW2Lfvn2a+ytVqoR79+6hY8eO6NOnT7bdkfXg6NGjaNu2Ldq1a4edO3eiV69e2LRpEzZv3owPPvhAc7+q2MfS0tI4+PyyjYj0eCsAYz+1fT+qNyLq2bMn+vbtq2QjIpV9z717937td9asWaPpNZhC3zugrv9ddd+7gaSkJDx+/DhH/tPjrRRr1qz5V2lRK65cuYImTZqgXLlyuHTpEpo0aYKzZ8/i4MGDxrc1vM3+uXPnYv369Zg2bZox/p8yZQqqVauWrR7UqnysXr06SpQoAVdXVwQHB6NZs2ZYsGABhg8fjs8//1wTZ1aKFy+OPn36oFevXvD29tbc9yrMZez1xIkTr/2OHgvRWf+Y99gvYN7jv6bQ/lc19sv4Uz3mnP4MmHP8awrlP/Mf+39UpX+Ac/8490/d3D9Abf3HsS+Ofakc+wLU1v+NGjVCZmYm3NzcEBUVhapVq2L9+vUYOXKkLm/kbtCgAfr27YuPP/4Ytra2mvteRHX/C+ceAdOnT9d9Iz4DqstfQt52uBD1/8DNmzdRuHBhODg44OzZs3ByckLZsmV1caelpWH06NFYsWIFnj17BisrK3Tr1g2LFi3SZVDmzp07xmDM29sbISEhyMzMxLFjx1C+fHnNvMOHD8eiRYvw8ccfo0CBArl+R+uJCMDzN3NYW1sr2yG1SpUqmDNnDho3bgwXFxccOHAABQsWRMOGDY27JGmNiBgnohctWhTVq1fX7XmEhoaic+fOWLRoEd59910EBATg3Llz2L59OwoWLPjW+wG1z19V/jcQEBCAFStWoE+fPvD19UVYWBhWrlyJhg0bZvNPnDhRs2tISkrCvn37jM/fz89Pl7chAc93xB48eDDs7e1x8uRJjBgxAqNHj0bz5s0xevRozf1RUVHYsGED1q9fj5CQEHTq1Am9e/fW7Y1wXl5eCAsLg6WlJVxcXPDkyROkp6cDQLbBOS0H5Z48eQJra2tYW1vj5s2bcHd3121HduD527mXLVtmnIjet29fjB07Vre3cqps/wDAkSNH8O6778LV1RUHDhxAvnz50LRpU7Pxq37+KtOf6vzv6OiIv//+Gw8ePMA333yDn3/+GT/++CM2bdqE/fv3a+J8kbS0NOzZswfr1q3D4cOHUb9+ffTt2xft2rXTfDHMw4cP0bp1a/zxxx9wdXVFTEwMSpcujcOHD+u2IFZl/RsXF4dBgwZhwoQJKFu2LCZOnIi7d+/ihx9+gJ2dnS7XoPL+Vf/+Pj4+r/2OhYUFgoODNfFXqFABzZs3h7OzM65du4YuXbpg6tSp6Nu3L4YOHaqJMyuXLl3C+vXrsXnzZjg5OaF3797o2bMnihQpoqm3ZMmSr915WqtnbkqULl0aR48ehYuLC1xcXBAYGAgPDw+UKFECMTExulyDiCAjIwOxsbFIS0uDp6enrv0RT548gY2NDaysrPDPP//Azc1N1/avar/K53/48GG0bdsWbdq0gY+PD4KCgrBnzx5s2bIl2069WtG+fXvs3r0blSpVMsbf586dQ5UqVbINxhw7dkzT64iOjsa9e/dQpEgRXSdhFyxYEL/88guSkpKwYcMGrF69GgEBAUhMTMSyZct0uYbLly/nWgfo9Rz+/PNPY/u/aNGi6Nu3L6pXr66LW1XsYyobEamO/QB18Z/q2A/gRkQq+55zQ+/FUKrvX2X/uyn0vXMyJhAREYEff/zRmAa7du2q66JElf5/M+FUy0U5tra2ePToEe7evYvhw4fjyJEjOHfuHIYMGYJLly5p4szK9u3bsX79ehw6dAj16tVDnz598NFHH8Ha2lpzt+qxT9V+4Hn7q0iRIrC3t8e5c+fg6Oioa/uL9Y/5jv0C5j3+awrtf1Vjv4w/n2POY4+A+rkH5h7/qi7/mf/Y/6Mq/XPuH+f+qZz7B6it/zj2xbEvlWNfgNr6387ODvfv30dISAgmTJiAvXv34uDBg5gxYwZOnjypuX/evHlYt24dQkJCjIuRa9eurbk3Kyr7X8x17lFWTGEjPlXlLyFvPUL+FVu3bhUrKyu5dOmSiIjMmzdP7O3tZf/+/br4v/rqK6lcubLs379f/v77b9mzZ49UqlRJRo0apYu/devWEhAQIBkZGSIikpGRIV988YW0aNFCc3fXrl1l6NChmntMGWdnZxEROX36tLi4uBiP29vb6+KPjY2VLl26SGBgoIg8T4/dunWThIQEXfwffvih9OnTR+Li4kREJCoqSj777DPp0KGDWfhVP3+V+V9EpGHDhq/9NGrUSDN/SkqKjBs3ToKDg0VEZP78+TJhwgTj89AaW1tbyczMlLt370qtWrVERCQkJERKlSqliz8rV65ckdGjR4uvr6+88847Mnv2bImKitLU+dtvv/2rj1YcO3ZM7Ozs5OzZsyIiMmHCBHF2dpbz589r5szK/PnzxcvLS5YsWSIHDhyQRYsWiZeXl3zzzTe6+FW3f77//ntxdHSU69evi4jImjVrxNnZWdatW2cWftXPX3X6U53/XV1dReR5PVyyZEkREUlLSxNPT0/NnK/i7Nmz8u6774qFhYW4uLhIQECAPHnyRDNf165dpUuXLsb2xpMnT6Rz587SsWNHzZxZUV3/fvLJJ9KyZUuJjIwUEZHAwEDx8/OTvn376uJXff+qf3/V2NjYSFpamty6dUsaNGggIiI3btyQChUq6HodaWlpsmPHDunUqZO4uLjIBx98INu2bZPU1FRNfNu3b5d8+fLJxIkTZe3atbl+zAFD/L13714pVqyYiIikp6eLo6OjLv5r166Jt7e3sb05cuRI8fHxkZs3b+riV93+Ve1X/fxr1KghW7duzXZs69at8u677+rinzx58r/6aEVISIjUrl1bLl++LCIiX3zxhdSpU0ciIiI0c2bF0M8WEREhlSpVEhGR+Ph4KVKkiC7+rKSlpcnevXvl3Xfflbx580qrVq1k7969mnsPHz4sMTExIiKyb98+OXLkiOZOEfWxj4Gs979//36zun+V8Z/q2E9ExMHBQcLCwuT8+fPSvn17ERHZsGGDfPDBB5p6s5Kamio7duyQNm3aiLW1tTRv3ly2bNkiKSkpmnpV9z2LqC3/TeH+Vfa/q+57FxEpWbKkfPvtt7JixQrp3r27XL58WZo0aSKzZs3S1GsgMjJS5s6dK5UqVRJHR0f57LPP5MyZM7q4DSxfvlzCwsJE5HnZs2LFCrPyq6Rw4cIiIvLs2TMpVKiQ8XjWsVg9iIyMlHnz5kn16tXF2dlZBg4cKBcvXtTUqXrsU7VfdfuL9Y95j/2KmPf4r+r2v+q+JwPmGn+a+9ijKaQ/c45/VZf/zH/s/xFRl/45949z/wyomPunuv7j2BfHvlSNfYmor/89PDxERCQhIUG8vb2Nx93d3XXxG7h8+bIMHTpUChYsKGXKlJFZs2ZJeHi45l7V/S/mOvcoK9u2bZPWrVtL/vz5pUmTJrJx40Z59uyZ5l4R9eUvIW87XIj6LylXrpwcPHgw27GDBw8aG2ZaU6JECQkKCsp27M6dO8YBMq1xd3eX5OTkbMeSkpJ0mYgZExMjbm5umgc8LyM4OFgePnwoIs8bhe3atZM+ffrIuXPndLuGkiVLyu3bt2XkyJHy0UcficjzAK106dK6+FVPxHd2ds7R4Hn27Jlxgcjb7lf9/FXmf1Ng0KBBUrVqVQkJCRERkd9//13ef/993TYC8PHxkeTkZElPT8+W5hwcHHTxG0hLS5NffvlF/P39xdHRUd5991356KOPxNHR8a1elPDee+/JypUrsx1bvXq1sWNQa9555x25cuVKtmNXrlwRHx8fXfym0P4xBIIGLl26pFv9p9qv+vmrTn+qqVatmrEj0MPDQ6KjoyU2NlbX8jciIkLmzZsnVapUESsrK2nfvr3s3r1brl27Jq1bt5b69etr5i5UqJBxIpiBJ0+eGBdoaY3q+tfNzS1Hx2NcXJxunbGq71/17y/y/J43bNgg69atM37Wr1+vi9vb21syMjIkJSXF2DEvIuLk5KSLPyt//PGHjBkzRnx9faVgwYLy7rvvSuHChXPUD2+KWbNmSatWrTT5t/8Na9eulb1790pGRoYMHDhQnJycpESJEjJ37lzdruG9996T9evXi5+fn/Tr108yMjJk1qxZurX/GjRoIBMnTpS0tDQRed4Onzx5sjRr1kwXv+r2r2q/6ufv5OSUY+JDRkaGbhuRqUb1ZPSyZcsa+14MfUFpaWm6P//Lly/LiBEjpFChQuLh4SGff/65LFy4UEqUKCEDBw7UzKtyIx7VsY8I79/c4z9z3ohIdd+ziNry3xTu39z73819MubEiRPF29tbbt26JSIiu3btEh8fH5k9e7amXlPxi4iEhobK77//LidOnDB+Tp48qYu7cePG8sMPP4iISKlSpeTq1asSGBgobm5uuvizEh0dLT/88INUrVpVrKysxMPDQ6pVqyZXr17VxKd67FO1X3X7i/WPWlT3vYpw/FclqvueRMw7/jT32NMU0p85x7+qy3/mP/WYc/o357afiPr8b+5tP1Oo/1TCsa/nmOPYl4j6+r927dqyb98+EREpWrSoBAcHS1hYmJK5L+np6bJv3z5j3WdjYyMdOnQwls1aoLr/xZznHr2IOW7ER8jbDhei/ktya3RlZmbqFow5OTkZJ8EZSE1N1a0yKlSoUI7B1ocPH+q2EDYxMVHS09N1cWVl69atkidPHnF0dJSFCxeKvb29DBo0SPr27St2dna67YyyZMkSsba2Fmtrazl37pycOnVKbGxsZM2aNbr4VU/E9/DwMO7GbCA8PFyKFi1qFn7Vz191/k9NTZUNGzbI119/LVOmTDF+pk6dqovf09NToqOjsx17+PBhtt2xtcTf31969uwpCQkJUrNmTfnhhx9k7dq1unUGnz17VgYNGiRubm7i7u4uw4cPl2vXrhnP//zzz5ouStm/f7+ULFlS8uTJI5aWltk+epBbp5+e9b+Dg0OuE9H16oxU3f6xs7PL9f7Nxa/6+atOf6rz/6pVq8TOzk5CQkJkxIgRUqFCBalataq0bt1aF3/z5s0lb968UqFCBZk3b16Ouvj69etiZ2enmd/DwyPX9odeA3Gq619nZ2eJjY3NduzJkydSsGBBXfyq71/17z9gwADJmzeveHt7S/HixY0fvdo/fn5+Mn78eElJSZGKFSvKvn375Pjx47o9/7CwMJk9e7ZUrFhR8ufPL+3atZNdu3YZY+KlS5dq9lukpaVJo0aNcsQ/ejBp0iQpVKiQuLu7yyeffCIVKlSQrVu3yvr166VUqVKycOFCXa7j5MmTUqxYMSlbtqyEh4fLkSNHxM3NzbhLr9Y4OjpKZmZmtmPp6em69f+YQvtXpV/18y9ZsqT88ccf2Y5duXJFfH19dfEHBQVJ3759pUmTJtKoUaNsHz1QPRk9ICBAKlasKFFRUdKuXTvp1q2bfPrpp1KtWjVd/DNnzpRy5cpJvnz5pHXr1rJz585s/cHnz5+XAgUKaOZXuRGP6thHhPevMv5THfuJmPdGRKr7nkXUlv+mcP8q+99V972LcDJmkSJFct2IOOsbCrREtX/atGliYWGR46NXHXD69GlxdXWVO3fuyLJly8TKykpsbW0lICBAF39KSops3brV+FaAqlWryoIFCyQmJkYyMjJk4sSJmvWFqB77VO1X3f5i/WPeY78i5j3+q7r9r7rvScS8409zH3s0hfRnzvGv6vKf+Y/9PyLq0j/n/nHun8q5f6rrP459cexL5UsoVNf/u3fvFhsbGwkODpavv/5aPD09pUiRItKzZ09d/CIiFy5ckKFDh4qHh4d4eHjIyJEj5c8//5RHjx7JZ599pumiXNX9L+Y89yg3zG0jPkLedrgQ9V9SoUKFHKv+jxw5otuuFPXr15dFixZlO7Zw4UKpV6+eLv7PPvtMmjZtKjdv3pSUlBQJDAyUpk2bSr9+/XTxq6JSpUqyd+9eWb16teTJk0d+/fVX47ndu3dL9erVdbmO4OBgCQ4OltDQUBF5viuDoWNED1RPxB88eLDUrFlTjh49Krdu3ZKjR49KnTp1ZMSIEWbhV/38Vef/Dh06iIuLi9SvX18aNmxo/OjVGeDo6ChJSUnZjiUlJem2I3Z4eLi0atVKwsPD5eTJk+Lo6Cj58+eXjRs36uLPmzevtGrVSrZv356jUS4icvfuXU0DUx8fHwkICJBjx47Jb7/9lu2jB6VKlZLz589nO3bx4kUpU6aMLv5q1arJ9u3bsx3bvn27bp1Bqts/1atXzzHRa8OGDVKjRg2z8Kt+/qrTn+r8L/K8Myw5OVlSU1Plm2++kXHjxsnjx491cQ8YMEAuXLjw0vMJCQkSGBiomd/f31+6desmiYmJRl/Xrl3F399fM2dWVNe/Xbt2lTZt2sidO3ckNTVV7ty5I+3bt9etM1b1/av+/Z2cnHSNd14kMDBQypUrJ/fu3ZOff/5Z8ubNK5aWljJv3jxd/Hny5JHy5cvL3LlzjTszZuXWrVvSoEEDXa5FT4oVKya3b9+WM2fOiKWlpdy+fdt47q+//tKt/bV582Z59uyZ8e/k5GRJSUnRxS0i4uXlJTdv3sx27NatW7oNRqtu/6r2q37+M2fOFG9vb1m6dKkcOnRIlixZIt7e3jJr1ixd/O+//77UrVtXJk6cKJMnT8720QPVk9FTU1Nl9uzZ8uTJE3nw4IG0bNlSateunWOAWivKli0rs2fPlocPH+Z6/uHDhzl2DX+TqNyIR3XsI8L7Vxn/mULsZ84bEanuexZRW/6bwv2r7H9X3fcuwsmY9vb2uW5E7OLiopnTlPyurq6ya9euHJvB6MmzZ8+MbYDz58/L4cOHdXM7OjqKi4uLDBkyJNc2540bN6R48eKauFWPfar2q25/sf4x77FfEfMe/1Xd/lfd9yRi3vGnuY89mkL6M+f4V3X5z/zH/h+V6Z9z/zj3T+XcP9X1H8e+OPal8iUUqut/EZEHDx4Y8/5PP/0ky5cv123+Q5kyZSRv3rzi5+cnO3bsyNEP+ddff2n6W6juf+HcI/PeiI+Qtx0uRP2XbNy4UaytraVr164ybtw46datm9ja2uYI0LXi5MmTYm1tLTVq1JDOnTtL9erVxc7OTk6fPq2L/9GjR9KgQQPjLrSWlpbi5+eXo4LWguDgYGMjdOvWrdKuXTvp06ePnDt3TnO3YTeS5ORkyZMnT7YGaWZmpm5vxPDw8DC+GlwFqifiP336VHr27CnW1tZiYWEh1tbW0q9fP+PE+Lfdr/r5q8z/Is/z4d27d3Vx5Ubr1q1lwIABkpycLCLPJyUMHjxY2rZtq+R60tLS5OnTp7r5wsPDJTY21nj/N2/elJiYGN38Dg4OSt6IbWD+/Pni5uYm48ePl+XLl8uECRPEw8NDlixZoot/586dkj9/fvH395exY8dKp06dxMrKSvbs2aOLX3X75/Dhw2JtbS116tSRLl26SN26dcXW1la3wQjVftXPX3X6U53/VZOSkiLjxo2T4OBgEXleHo0fPz5HB6lWhISEiK+vr+TLl08KFSok+fLlkypVqsiDBw908auuf6Ojo7O1fywsLKR58+a61YGq71/171+sWDHjvZsC4eHh8s8//+jmO3funGRmZhrLwIcPH5pFeWiIvzMzMyV//vzZBiEyMjJ0i79z2xVRT7766ivx9fWVlStXyuHDh2XlypVSpkwZ3XaFVt3+Ve1X/fwzMzNl0qRJ4u3tLVZWVlKmTBmZM2eObvW/nZ1djskYeqJ6MropcPjwYWN7Y//+/XLkyBHd3Co34lEd+4jw/lXGf6YS+5nrRkSq+55F1Jb/pnD/KvvfVfe9i3AyZsOGDeXrr7/OdmzGjBnSuHFjzZym5Pf09FRSB4SEhLz2owc//fRTtnSnZ1+I6rFP1X7V7S/WPxz7fRFzGv9V3f5X3fckYt7xp7mPPZpC+hMx3/hXdfnP/Mf+H5Xpn3P/TKv9Z05tPxH19R/HvtRjrmNfIurrf9V88803EhER8dLzKSkpEh8fr5nfFPpfsmKOc4/MeSM+Qt52LEREQP4Vv/32G9avX4+IiAh4eXmhV69eqF27tm7+W7duYePGjYiMjETx4sXRuXNnFCtWTBf3qVOnUKtWLYSGhhr9BQsW1Ny7bds2dO7cGXZ2dvj6668xfvx4dO/eHSkpKdiyZQt27tyJpk2baub39vbGyZMnUbx4cRw5cgQNGzZEvnz5ADx/Jn379sU///yjmd9AuXLlsGPHDpQtW1ZzV27ExMTg448/xsmTJ2FhYQEAaNasGTZu3AhXV1fdriMtLQ2PHz+Gh4eH8Tr0RJVf9fNXlf8NlClTBhcvXoSDg4NuzqzcvXsXLVq0QEhICNzc3BATE4PSpUtj7969mpbB69evf+13evTooZnfwPHjx9GmTRscOXIENWvWxFdffYXFixfj4MGDqF69uub+bt26wd/fH61bt9bc9TLWrl2brf7v3bs3OnfurJv/+PHjWLt2rTH/9enTR5dnb8AU2j8//fST0f/JJ5+gRIkSZuNX/fxVpj9V+d/Hx+e19XxwcLDm1zFkyBCcPXsWO3fuhLe3N06dOoXPP/8cDRs2xOzZszX33717F15eXjh58iSioqJQvHhxvP/++8iTJ4/mboNfRf37IqGhocb8V7hwYd28qu9f9e+/cuVKnDhxAqNGjYKTk1O2c97e3pp5T548+drv1K9fXzO/gT///BOtW7fGtm3bUL16dXz++ef45ZdfcPDgQZQuXVpT97p16+Dm5oYPPvgAQ4YMwebNm+Hi4oJBgwbhiy++0NRdqVIlfPfdd2jSpAmSk5NhZWVlLI/nz5+Pbdu24fTp05peAwC0aNEC3bt3R7du3TR35UZGRga+/vrrHO3P0aNH65YHVbd/VfpVP/85c+Zg0KBBKFCggOau3Khbty7WrFkDX19fJf6kpCQMGjQIW7ZsQUpKCqysrNCjRw989913sLW11czbp0+f135n9erVmvkNLF68GOPHj8epU6dQoUIFrF27Fp9//jnmz5+vS/x/5MgRtGnTBtWqVUOxYsUQGhqKK1euYP/+/WjQoIHmftWxj7nfP6Au/jOFvh/VpKamYsqUKfj000/h4+ODBQsWIDo6GlOnToWlpaWmbtV9z8DLy/9vv/1W8zrRFO5fZf+76r733EhPT0dqaqqmdX9WIiIiYGNjAxsbG1hZWeGff/6Bm5ubbr//lStX0Lx5c9ja2sLLywv3799HWloaDh06hEqVKr31/mnTpiExMRHjxo3TNR1aWloa83zWqRIWFhYQEVhYWCAjI0Pz6wgNDUXnzp2xaNEivPvuuwgICMC5c+ewfft23coBcx17BdS2v1j/mOfYL8DxX8A02v+q+77MPf40x7HHrKhOf6pRGf+qHnsDmP9U5z/VqEz/nPvHuX8q5/4Baus/jn29HI59ad/2BtTU/1n7vl6GHn1fT548weDBgzFhwgSULVsWEydORHBwMJYuXQo7OzvN/ar6Xzj36D9s2bIFH330kXHtjaEc1ANV5S8h5gIXov6PUK1aNRw/flxZMObm5obQ0FDdC97KlStjxowZiIqKwmeffYbDhw+jcePGAIA9e/Zg2rRpOH/+vGb+yZMn48cff8T169dhY2NjPB4QEIBly5Zh0aJF6NWrl2Z+A506dcKhQ4dQs2ZNFC5cOFsDUY9gwICqifiPHj3CunXr8Ouvv+L+/fvIkycPvL290bJlS/j7+8PFxeWt9htQ9fxV5X8De/bsweLFizFo0KAcCxH0aIwDz4Ou06dPG59/9erVkTdvXk2dPj4+rzxvYWGhy0Ko999/HwMGDEDfvn2Nx9asWYMVK1bgzJkzmvsvXryIunXroly5cnB2ds527tixY5r7VdO2bVts2LDBpCaD6U1mZiYuX76crfytWrWq2fhVojr9qcr/69ate+13evbsqZnfQMGCBfHXX3/Bzc3NeCwyMhJVq1ZFeHi45n5PT0/cvn1bafmjov41kJ6ejt27d+fa/mvWrJku16Hy/lX//t9//z1GjhyJzMxM4zE9JoK+bpBXr4moDRs2RIMGDfDVV18hb968SE9Px/Tp03H69GkcPnxYM+/kyZOxfPlypKeno0mTJvjrr78wceJEJCcnY+rUqRg2bBiGDh2qmX/btm3o0aMHYmJisi04qFevHv766y8cOHAANWvW1Mxv4P3338fly5dhZWWFggULZou/9Wh/mxKPHz9Gnjx54OjoaJZ+Fbi4uCA6Olq3RccvcuXKFbRr1w4dOnTI0f6aOHGibteh92T03r17v/Y7a9as0fw6SpYsiW3btuHdd981Hrt8+TK6dOmiy0Z4AHD79m1s3rxZ2UY8qlG9EZFKVMZ/Kvt+uBHRf1DV95wVlYuRVN6/yv53lX3vnIz5H2JjY7Fnzx5jGvzwww91bQOr9G/fvh2dO3fOFv8b0DL+DgkJee139FiM4OfnB09PT3z33XdwcHBAdHQ0xo8fj8ePH2P79u2aulWPfar2mwqsf8xr7Bfg+C/AsV8D5hp/muvYoynA+Pc5KsfeVGPO+Y/pn3P/AM79Uzn3TzUc+3o5HPt6ezlx4sRrv6PHQtwuXbogNjYW69atg4eHB/7++2+MHj0anp6eWLlypeZ+A3r3v5j73KOscCM+Qt5euBD1f4RChQrh1q1bsLe3V+KvXr065syZo9sOIAYcHBwQHx+PlJQUFChQAKmpqcYKWkTg4uKC2NhYzfwigsWLF2PIkCHZjgcEBKB+/fpo06aNZu6svCoo0CMYUEVGRgamTp2K+fPn47333kPt2rVRtGhRpKenIzw8HKdOncJff/2FYcOGYfz48W+8c0C131RQlf8NjB8/HjNnzsxxXK/GuLnj6OiIuLi4bMdEBM7Oznjy5Inm/qpVq8LR0RH169fPMRl70qRJmvtV4+7ujgcPHui2C5Ap8ejRI8yePRvLly/H06dP4erqivT0dMTGxsLDwwO9evXC6NGjc3RSvy1+U0B1+jOl/P/o0SNd3wIPAE5OTsa3chh49uwZvL29ER0drbm/XLly2LFjB8qWLau5y9RYs2YNJk2ahPz586NWrVrZ2n+GtzFOnTpVlwmxqlD9+3t6emLKlClo3rx5jvyv5xtxVeHk5ITY2NhsHaAZGRlwc3PTNP4tXrw4jh49iujoaNStWxf//PMPSpUqBQC4ceMGOnTogJs3b2rmB4Dr16+jYsWK2Y5t374dNWvWRNGiRTV1G3jVhgR6bESgmoMHD2LJkiU4fvw4kpKSAAB2dnZo2bIlPv30UzRr1uyt9quma9euKF++PHr37o1ChQrp7m/Tpo1xR+Ks5a+FhcVbPxnPFLC3t0dcXFy2wcnMzEy4uLjoEn8T896ISGX8pzL240ZEpoG5L0ZS2f+usu+dkzEJAHh7e6Nr165o1qxZjjpArzyRmZmJCxcuICwsDD4+PtkmRmqNi4sLIiMjjW8EAIDk5GQULVoUMTExmjhVj32q9pP/YK71D3mOyvFfUxr7UYm5xp8ce1QH419izvmP6Z9z/8wd1XP/VMOxL7Vw7Ms0ePjwIcLCwlC8eHFd57+5u7vj7t272d5+Gh8fj1KlSiEqKkq36zBXVM09yorKjfgIIdrChaj/IwwcOBAXLlzAxx9/nOONmHpMgG7RogWOHTuGEiVK5PBr2Rj39vbGyZMnUbx4cRw5cgQNGzY0DsadOnUKffv21W1XFKI/9evXR8OGDTFw4MCXTsB88OABFi1ahNOnT+PUqVNvld9UUJX/DTg7O2Pz5s1o3rz5a3eKeVu5e/cutmzZYpwI0bVrV3h6euri9vX1xcaNG7Pt/n7p0iV069ZN84UIwPNJ57GxsdkmYpgTw4cPR3BwMLp27YpChQply3967Qqogp07d2LUqFFo0aIFPvnkE1SvXt04IJKSkoLTp09j69atOHDgAL777jt89NFHb5XfVFCd/lTn/8TERIwcORIbN240booyYMAATJs2Dfnz59fc36ZNGxQpUgTz58+HlZUVkpOTERAQgAcPHuCXX37R3N+pUyccOnQINWvWzFH/r169WnO/Ktq3bw97e3sMGTLkpW8+OXv2LObPn4/k5GTs2rVL5yvUB9W/v6urKx49eqS551XEx8dj//79xvbXBx98kG1huJZ4e3vjyJEjKFOmjPHY7du30aJFC00nYhs2ghIRWFtb4+nTp8YJn5mZmXB1ddWtMzo5ORmxsbFwcXFRuiFHTExMtgkBbzOhoaHo3r07YmJi8Mknn+Q6GXjbtm3w9PTE2rVr3/iicNV+U8Hb2xsPHjzIdSdOPSZj2NnZISgoSLd40xTZuHEjNmzYYByMHThwIFq1aqWLu0aNGhg0aFC2SU8//vgjvv/+e5w7d06XazBXuBGR2vhPdez3Iua4EZEquBjpOSr739n3zsmYqsnt+evJnTt34Ofnh+DgYLi6uiImJgbVqlXDzp07ddkYxtPTE1evXs32JoaIiAhUr14d9+/f18SpeuxTtZ/8B9Y/6jHX8V9Ta//rjbnHn+Y+9mhqMP41L5j/smNu6Z9z/9Rjrm0/U4BjXxz7MmciIyPRtWtXHD9+HCICCwsLdOjQAStXrtTlLekuLi4IDg7OFt/ExcXhnXfeQUREhOZ+U8Ac5x5lRcVGfIQQfeBC1P8RXrYzsF47Ak+ZMuWl57TclWry5Mn48ccfcf369WwVb0BAAJYtW4ZFixahV69emvkB4PHjx/j2229x7NgxPHr0CB4eHmjWrBmGDx8OR0dHTd1ZOXLkCL7//ns8ePAA+/btw9y5c/HNN9+8tZMvACA4OBglSpR449/9X/GbCqryv4FChQrhwYMHOXbEMxcOHTqEtm3bolq1avD29kZwcDBu3ryJw4cPo0aNGpr7FyxYgGnTpqF///4oVqwYQkNDsXz5ckyePBkDBw7U3F+vXj2sXLkyWzBkTrysA/Zt3xWwf//+mDlz5mvfeBEdHY1x48ZhxYoVb5XfVFCd/lTn/379+uH69euYOnUqvL29ERQUhIkTJ6JRo0aYM2eO5v67d++iRYsWCAkJgZubG2JiYlC6dGns3btXl8U3vXv3zvW4hYXFW70Q9cyZM6hdu/a/+u6pU6dQt25dja9IDap//1GjRsHLywvDhg3T3JUbly5dQsuWLWFjY4OiRYsiJCQE+fPnx6FDh3QpkyZOnIiffvoJY8aMgbe3N0JDQzFnzhx07doVX331lWbeSpUq4bvvvkOTJk2QnJwMKysr40D0/PnzsW3bNuNbgbXi9OnTGDNmDM6dOwcRQZ48eVCnTh3Mnj0b77//vqZuA+np6Zg0aRK+//57pKen4/r16/D398eePXtQsGBBXa5BBXXq1MHUqVPRpEmTV35v//79+Prrr3H27Nm3ym8qnDhx4qXn9NipvEyZMrhw4YKu/V2mxNy5czFr1iz069fP2P5buXIl5s2b99K68U1y5MgRtGnTBtWqVTPG31euXMH+/fuV7VRvDnAjoueojP9Ux34ANyJSBRcjPUdl/7up9L1zMqb50qtXL7Rt2xbt27dX4v/ggw/g4+ODefPmwcbGBgkJCRg+fDiePHmCn3/+WXP/kCFDcPnyZUybNs0Y/0+aNAnvv/8+vvvuO02cqsc+VfvJf2D9oxZzHv81hfa/Khh/cuzRFGD8a74w/5l3+ufcP7WYc9vPFODYF8e+zJlOnTohNTUVc+bMMf7+AQEBKFSoEFatWqW5v1u3bkhISMC3335r7PsaNWoUHBwcsHbtWs39qjHXuUdZUbERHyFEJ4S8kgoVKqi+hFfy5MkTXTxbt27N9fiyZcs09WZmZsqiRYtyHP/iiy9k165dmrpFRO7fvy9eXl5SrFgx6d+/v4wfP14+++wz8fb2Fl9fX4mKitL8GkRENm7cKB4eHjJu3DhxcHCQiIgI8fX1lVGjRmnq3bRpk6b//v8PpnhNWmEq96oq/xuYM2eOBAQEyOPHj3Xx/VuePn2qi+fdd9+V9evXZzu2fPlyqVGjhi5+EZE1a9ZIo0aN5J133pFmzZrpmjYnTZokhQoVkqFDh8rkyZNlypQpxo9K0tLSlPq1xtTbP287fP7PUZ3/CxYsmKOtd//+fSlUqJAufhGR9PR0OXHihPz0009y+vRpXcuec+fO5Xr8wIEDmnpPnTql6b///4Oe12Qq96/q9zdQr149sbCwEAcHBylevLj4+PgYP3pQt25dmT59uvHvzMxM+eqrr6RJkya6+NPT02XSpEni4+Mj1tbW4uvrKzNmzJD09HRNvVu3bhVra2tJTEzMdrxu3bri5OQkZ8+e1dR/6tQpsba2lq5du8rmzZvlyJEjsnHjRvH39xc7Ozu5evWqpn4D48ePl5o1a8qhQ4fEyclJEhMTpV27dtKxY0dNvQMHDtT0338d/5c6Rov6SLVf9fM3MHTo0FyPd+/eXRf/8uXLpWHDhvLzzz/Lb7/9JidOnDB+tOTFcudFbty4oanfQKlSpeTy5cvZjp05c0ZKly6ti19E5J9//pEpU6bIgAEDZPr06RIUFKSbWwWmEPv069dPHj169NrvRUVFyaeffvpG3aZw/6aA6thPROSzzz6TmjVryuHDh+XmzZuyb98+qVatmgQEBOjiDw4OFl9fX8mfP78ULlxY8ufPLxUqVJB79+5p5jSFvuf/Sxn3pstDU7h/Ayr7302h7/3gwYNiZWUltWvXlk8++USqV68uDg4OL41L3zTz588XNzc3GT9+vCxfvlwmTJggHh4esmTJEk299+/f1/TfN3W/gU6dOkmePHmkYsWK0rBhQ2nUqJHxowcuLi6SkpKS7djTp0/FxcVFF//Tp0+lZ8+eYm1tLRYWFmJtbS39+vXTbfzJgCmViXqSkZEhFy5ckB07dsgvv/wiV65c0dxpSs/a3Ouf3NAz75nz+K8ptP9zQ4/xF8af6lGV/m7duvXK8+vWrdPUnxVzjH9Vw/z3HFMo/805/XPuX+5w7p9a9Jr/wrEvjn2p4HV9m3rVf+7u7pKQkJDt2OPHj8Xd3V0Xf3R0tDRo0EAsLCzE0tJSLCwspEWLFhITE6OLXzXmOvcoK4MHD5aaNWvK0aNH5datW3L06FGpU6eOjBgxQrdrIIRoA9+I+hrs7e2RkJCg+jLg4uKCx48f5zju5OSEJ0+eaOJMSkoyvva6fPnyCAwMRNbkEhcXh1q1aiExMVETvynQrVs3pKamYvPmzdl2ZEpLS0Pnzp3h6emJxYsXa34dFStWxIoVK1CzZk04OzsjNjYWt2/fRqNGjfDgwQPNvA4ODoiPj9fs3///QdU1vSwPaonK529K+d/HxwchISHGtzFlRctd+SZMmIBp06bleu7u3bto164drl27ppnfgIuLC2JiYrLtTpieng5nZ2fd66eoqCi4uLjo+ibmRo0a5XrcwsICx44d09wfFBSEqVOnIiwsDJmZmQCA1NRU/PPPP4iOjtbcX7VqVVy9ejXH8eLFi+PevXuaeU2l/ZOVihUr4vr167p7Z8+ejdGjR+vqNJXnryr9GVCd/0uVKoWLFy/C2dnZeOzJkycoU6YMIiMjNfcDz9/8smnTJty7dw+FChVCly5dULJkSV3cubVDEhISULhwYU3Tp7m3P03l/lX9/gbWrVv30nM9e/bU3O/i4oLo6OgcMaC7u7tm8bepcP36dVSsWDHbse3bt6NmzZooWrSopu6mTZuiUaNGGD9+fI5zU6ZMwfXr17F9+3ZNrwF4Hn+cOnUKRYoUMcaBT548QalSpYwxkhaYSv7PyqBBg7BkyRLdvf+Xt1O/KVQ+/7CwMPz6668AgAEDBmDZsmU54u9x48bpUv6q2hW/VatW2Lt3b67+X375BT179kRcXJxmfgMFCxbE/fv3kS9fPuOx1NRUuLm56ZY+MjMzcenSJWP7r06dOi/9XfTA8GboqlWravLvm0rsowpTun+V8Z/q2A94/laGP//8E+7u7sZjDx48QPXq1REeHq7LNWRkZOD06dOIiIiAl5cXqlevrmkfnCm2PQBg8+bN6Ny5s+Ye1fdvKv3vqvres1KtWjWMGDEC3bt3Nx5bsWIFVq1ahXPnzulyDWvXrsX69euN+a93796ap0PVaVC134Dqt/K89957WL9+PcqVK2c8duvWLfj5+eHWrVua+w2kpaXh8ePH8PDwyDU/ao05jb0CwKNHjzB79mwsX74ciYmJcHNzQ3p6OmJjY+Hh4YFevXph9OjRcHJyeuNu1XnP3OsfUxn7Bcx7/Fd1+1/12K8qTCX+NNexx1KlSuH8+fNwdXXNdjwzMxNffPEFFi5cqFv72xzj36wEBwcjPDw8W/6/fv06Ro4cqZmT+e85qst/wPzSv6m0/QC2/8y57Qeob39x7ItjXy+i9dgX8PwtkGfPnkWJEiWyHU9KSkK3bt2wb98+pKSkaOY3UK5cORw+fDjbXI+IiAjUqFEDoaGhmvsNhIaGGuu+rG/G1IPjx4/nKH+uX7+OBQsWaO4257lHBpKSkjBo0CBs2bIFKSkpsLKyQo8ePfDdd9/B1tZWU3dKSgo2bdqU6++/a9cuTd2EmAP6tSb/R1Ex2GPgzp076N+/P0QE8fHxaNy4cbbz8fHxmgyAZP33y5cvj6SkJADPOx4MiAgsLCzQrl07zfwGHj9+jG+//RbHjh3Do0eP4OHhgWbNmmH48OFwdHTU1H306FFcvHgxWyMAAPLly4fZs2ejWbNmmvoNPHjwADVq1ADwnzRZqlQpzTsCuE79P6h4Fiqfv6nkf+D5JBAVLFiwACVKlECfPn2yHT927Bg6deqU7ZloSf369bFnzx60bdvWeOzo0aN47733dPGnpqZizJgxWLFiBZ49ewYrKyt069YNixYtgpWVleb+48ePa+54FZ9++ikyMzPh5uaGqKgoVK1aFevXr9d0ICIoKAjTp08HAAQGBuZIg3FxcXj27JlmfkBt++dl6DH4kRvffPON7gtRVT5/U0h/BlTlf0NHW8+ePeHv749vv/0WxYsXR3h4OEaPHo3PP/9cl+u4dOkSmjRpgnfeeQc+Pj64ePEivvnmGxw+fBh16tTRxHnnzh2UL18e6enpEJEcbWAAmrkNmGL7U89rUnn/pvD7G9BjsemrqFy5Ms6dO5ftfq9evZpjkEArRAQLFy7EsmXLjIMxffv2xdixYzWvIwyLUJOTkxEbGwsXFxd8/PHHmjoNXLlyBTt37sz13PDhw1GhQgVdriMxMREeHh4A/pMnbW1tNR8MM8Xy78cff1SyENXPz0/3ycgqn7+bmxu+//57REdHIyUlBRMnTsx23traWpdJ+ACMAzB6c+fOHQwYMADLly/PdnzKlCmYOnUq+vfvr8t1dO/eHZMmTcL06dON5e3cuXPh7++vi//hw4do3bo1rl27ZpyYUrp06RwDxFqxb98+DBo0CGFhYdnyRL58+ZCcnKyJ0xRjT0C/jZBU37+pxH+q+34AoECBAjkmX9nZ2ek2ERh4Pvnj3Llzxvafp6enphsRmWLbAwD69++vy0JU1fdvKv3vqvres3L37l107do127HevXvr1v8CAL169UKvXr10nYypOg2q9hvQq537IuvXrwcA1K5dGx988AFGjRpl7P+bO3cu2rdvr9u17Nq1K0f836VLF938KlGRDnfu3IlRo0ahRYsW2L17N6pXr24c60pJScHp06exdetWVK5cGd999x0++uijN+pXnffMvf4xlbFfwLzHf1W3/1WM/eaG3hvhcuzxOarSX9myZeHn54fjx4/D2toaABAbG4tOnTrh/Pnz2LRpk27XYo7xr4GZM2di/PjxxvxgqPuqVq2qaRnA/Pcc1eU/YH7p31TafgDbf+bc9gPUt7849sWxL73HvgCgbdu2aNmyJc6dOwcXFxcAz/tB27Rpg8ePH2u+CcPJkycBAO3atUPr1q3x9ddfG/u+Jk2ahL59+2rqz8rly5exatUqY93Xu3dv1K1bVxf3sGHDsHTpUtjb2wN4vvlBQkICWrZsqYvfnOceGbC1tcXatWuxYsUK3Tfi69u3Lw4ePAg3NzekpqbCzs4Of/31F3r06KGLn5C3HS5EfQ0pKSmYOnXqK7/z4gSxN0WpUqXQoUMHREdH4/Tp02jQoEG289bW1mjdurUmbuD5TihBQUFISkpChQoVcOPGjRx+T09PzfzA8wWYtWvXhqWlJVq2bGkMRlatWoUff/wRp0+fzrZL1ZsmMTERXl5euZ4rUaIEHj16pJk7K6VLl8bu3btzBKO+vr6aelVPhsoNvQfoDA3yjIwM/P7770Z//fr1NXerfP6mkP8NvFj26cW2bdvQoUMHFC1aFM2bNwfwvIMqICAAPXv21PxtyIZOsPT0dHTs2BGtW7eGj48PwsPDsWvXrmzlgZZMmzYNx48fx7Zt2+Dj44M7d+5g/Pjx+OqrrzB79mxdrkElFy9exP379xESEoIJEyZg4cKFaNWqFWbMmKHZJJmSJUvCzc0N0dHREJEc5Z6Hhwe2bNmiiduAyvbPy1BVJqqYGKLy+ZtC+lNN8eLFYWFhYbz3SpUqZft7z549GDNmjObXMXr0aHz99dcYNmyY8diCBQswZswYnDp1ShOnYUfmJ0+eoFWrVjhw4EC289bW1jnelPimMcX2p56ovH9T+P1VYyh7vby88OGHH6Jv377G9teqVavQoUMHXa5j4cKFmDdvHsaOHWtsf82ePRt58uTRvPw5ffo0xowZg3PnzhkXJNepUwezZ8/G+++/r6k7LS3NOADwIk5OTrrtCFyrVi1MmTIF06ZNM+bJhQsXan7/L8acuaFHHGoKqGh/qXz+VlZWuHDhAgCgRYsWOHTokCYeU+bQoUOoU6cOpk+fjvHjx+Pp06fo1q0bjhw5gnXr1qFbt26a+n18fGBhYYG0tDSEhYVh1apV8PLyQkREBCIiIlC5cmVN/QYCAgJQunRpHD9+HHZ2doiLi8PAgQPx+eefY+vWrZr7x4wZgw4dOsDZ2RnXrl1Dly5dMHXqVE0Ho00x9gT02whJ9f0z/jPvjYgYe6m9f1Ppf1fV954Vc52MqToNqvarJmvfvqWlJebNm5ft/LZt2zBr1izNr2PTpk0YNGgQ+vfvjzZt2uDOnTsYOHAgkpKS8Omnn2ruN2BOY68HDx7EhQsXjJNAs2JlZYXGjRujcePGiI6Oxrhx4974QlTVec/c6x/VY78Ax39NARVjv7mh90a4HHtUy7Zt29C4cWN07twZP//8MwIDA9GmTRtjv+A777yj+TWYc/xrYMmSJdi+fTusrKywe/duzJw5E0OGDIG3t7emXuY/9Zhr+jeVth9gvu0/tv2eYyrtL73h2NdzzHHsCwCWLl2KDh06oHXr1jh27Bh+//13+Pv7o1KlSvj111+NG2NrRcOGDbP93aZNm2x/X7hwQZf8d/jwYbRt2xZt2rRBpUqVEBQUhKZNm2LLli26lIFbt27FyZMnkZSUhA0bNmD16tUICAjQ/CVgnHuUHVUb8R04cABnzpxBdHQ0lixZgk2bNmHevHnGuRmEkP8OC1G97aKJkzdvXtSrV++l5y0sLDTfmQJ4vjOryhX4mZmZ2d7+8ffff8PR0VHzV6R369YNqamp2Lx5c45Xk3fu3Bmenp6aBoQODg6Ij4///z7/pjh69Cjatm2Ldu3aYefOnejVqxc2bdqEzZs344MPPtDMa2lp+doBMT13BQOeD8rquROwj48PgOedUobORwsLCwQHB2vuNpXnryr/mwI//vgjhgwZgoMHD2Lp0qXYunUrFi1apMuOQL17937leQsLC6xevVrz6yhZsiSOHDmSbReeoKAg1K9fH2FhYZr7VePp6YnIyEgkJiaifPnyCAkJAfC8Qz4qKkpz/7Rp0zBhwgTNPS9iKu2frFSoUAF//fWXbr5GjRrBwsICp06dyrYLlx73bSrPX1X6U40hn7+KYsWKaX4drq6uiIyMzLYra1paGtzc3BAXF6e5/+7du8Z2EAAkJCTAysoK+fPn19SbJ0+e1z5fPdphWZk5cybGjh2ri8tU7l/V76+aRo0avfK8XuVv2bJlsWnTJlStWtV47OrVq+jQoYOmv//p06fRtGlTdOjQAX5+fsaNoHbv3o19+/bh999/R5UqVTTzm0r8HRwcjCZNmiAtLQ2RkZHw9fVFQkICjh49ijJlymjmfd0bVy0sLHSPv+3t7XVbAAz8Z0Dmm2++wZdffmk8rsciNFN6/pGRkfD09ERqaipWrVoFd3d33d5MrJI//vgDjRo1wpdffomNGzciJSUFO3bs0OVtyOvWrXvtd/R4W3fhwoVx8+ZNODg4GI/FxcXBx8dHl7cE29raIj4+Hnfv3sVnn32G3377DYGBgfD399fs7aCmEvu8iF51jindv7nGf4b+16zDZFn/1qv8b9y4Mdq1a5djI6Jt27ZpthGRqfQ9v4he7Q9Tun9z7X83TMaMiorC4cOHc52MqceboSZOnGichJ51MmaLFi00nYyZN2/e1y6607IOUO0nz6lcuTLmz5+frT/i+PHjGDx4MAIDA3W7DnMae1UN6x/1qBz7BTj+awqoHvs14OzsjNjYWN18phJ/mmvsCQCPHz9G/fr1Ubx4cZw8eRKtWrXCqlWrUKBAAV385hz/GrCzs0NiYiIePHiAdu3a4dKlS4iOjsb777+v6aZkzH/qYfo337YfwLl/gPq2n6m0v1TAsS/zHPsykJKSgubNmyMxMRF//fUXRowYgZkzZ752XPptombNmvjiiy/QsWNH47Ft27bhm2++weXLlzX3G8b7Hj58iBYtWuDatWtISEhA2bJl8eDBA8285j73KCtZN+Iz9L+vWLEC8+bN03wjPkPcHRMTg/r16yMwMBDJyckoUaIEwsPDNXUTYg5wIepr0GvSyetITEzEypUrMWLECAQGBqJ3795wd3fHsmXLUKRIEc39Z86cweDBg3H16lUsW7YMAwcORL58+bB161ZNd6UoWLAgLl68mOtbSYODg9GsWTMEBQVp5jeVibAAcO3aNSxfvhz37t1D0aJF0bdvX1SvXl1Tp62tbY43Ib2IljtWbdmyBf7+/v/qu5s3b0bnzp01uxYXFxddAp+sqH7+BlTlf1Nh7ty5GDNmDHx8fLBt27ZsjXJzwNnZGdHR0TkWQnl4eOg6OKaKOnXqYPz48WjVqhW8vLxw8uRJWFlZoXz58rrcf0ZGBnbv3o327dsjPDwcI0eOhLu7O2bOnPnSN4a9CVS3fzIyMrJtQPGmvvt/Yd26dRARDB48GEuWLDEe16MTTvXzN6Aq/ZkSiYmJ2L9/P+7du4fChQvDz88PTk5Ouri9vb1x4sSJbIsBg4KC0KRJE13e0HTz5k2MHTsWO3fuxM6dO+Hv7w97e3vs3r1b0x2JbWxssHTp0ld+R8t8ePbsWdSqVetffffMmTOoXbv2G/Wrvn8Dqn5/8hxHR0fExsZmG4DIzMyEs7OzpgvRmzZtikaNGmH8+PE5zk2ZMgXXr1/H9u3bNfPb29sjMDDwpW9iKV++vG6LIpOSkrBv3z5j/O3n56d53af3os9/w/3793Ptj9EKw4B81knQeg3Cm8rzX7VqFYYNG4anT59ixIgR+Omnn2BhYYHBgwebxSSh48ePo1WrVqhRowb27NmjrM0ZFRVl3JFVzzzg6emJoKAg2NnZGY/Fx8ejdOnSePjwoeb+YsWK4e7du0hPT4eXlxciIyMBaDs51lRinxfRayMkU7p/c43/zHkjIlPpe34RvRZDmdL9m2v/u7lPxrSyssK4ceNe+R0t30qg2m9KXL58GatWrTK2/3r37p1tY0ItcXJyQmxsbLaFiZmZmXByctKsjWDuY6+5UbFiRc0nnxpg/WMamPvYL2De47+qx35VbYRrKvGnucaeBu7fv486deqgSpUq2L17t65uc45/DZQuXRqXL1+GnZ0dXF1d8ejRI1hYWMDR0VFTN/Ofepj+zbvtB7D9p7rtp7r9pRqOfZnf2FdWnjx5gvr168PHxwe7du3S3JcbDx48wKZNm4xz3zp37oySJUvq4nZ2dsajR49yzH3Rsu8rK+XKlcNvv/0GDw8PuLi4IDIyEhYWFnBxcTGJ9pnWqJp7lBWVG/FVqlQJv/zyC0qUKAFXV1eEhobC0tISHh4eJjE3hJD/eYS8Ent7e9WXICIiPXv2lMqVK4uISP369aVjx47SvXt3adOmjS7+evXqyYQJEyQzM1O8vb1l/fr1snfvXqlQoYKm3gIFCrzyvKOjo6Z+S0tL8fHxeeknT548mvoNRERE5Hp8+fLlmnpVp/+hQ4dKvXr1ZNu2bZKcnJzjfEpKimzdulVq164tgwcP1vRanJycNP33c0P18zegKv+bEl988YVUqlRJEhISlPjnz58vZcuWFRsbGylRooRMnz5dMjMzdXHXr19fFi1alO3YwoULpV69err4VbN7926xsbGR4OD/x955R0V1dW38oShFEKVjQcAulmAXDfYudkUsiMYoglgiiopRwYpK7C1YUKMiiokFSyxYwN4LdhCkiBRFEGnD/v5gzbwzFDXfy7ln3sz9rTVr6b2zeM69c8tuZ59oWrx4MZmZmVH16tXJxcVFEP3p06dTjRo1iIjI0dGRHBwcqGvXrjRmzBimuryfP/b29nTu3Llvfu/UqVPUrl07pmOpWrUq079fGrzPvxRe15+y8PLlS7K0tCQLCwtq06YNmZubk6mpKT1+/FgQ/VmzZtEPP/xAp0+fpufPn9PJkyfphx9+IG9vb0H0e/bsSePGjaPCwkJq0KABLV++nDZt2kStW7dmqsv7+h8wYACNGjWKbt26VeZ3bt68SU5OTuTo6Fju+ryPXwqv318eiURCN2/epNDQUPrrr7/o7t27gmkTEf3111/Uu3dvatiwIXXp0oX27dsnmHaLFi3o8OHDCtsOHz5MLVq0YKpbtWpV+vTpU6n7Pnz4QNWrV2eqr6amRurq6qV+pPuE4MqVKyW2ffz4kUaOHMlUl/f97+bmRunp6d/8XlpaGk2cOJHpWFTZ/mrWrBn9/fffVFBQQJUrV6bIyEh6/fo11axZk/fQBCMkJISMjY3p6dOngmtnZGTQwIEDFZ473bt3pw8fPgii7+TkRKNHj6asrCwiIsrMzKRRo0aRk5OTIPr9+vUjHx8fys3NpSZNmlBYWBiFh4eThYUFM01luPcKCgqYfPd7UIbjl6Lq/h9R0T138OBB8vf3p7179wp27xMR1axZk6KjoxW2vXr1imrVqsVMUxmuv+Dg4O/+7v79+8tVWxmOX4oYf+dLlSpVKD8/X2FbXl4e85wQ72uQt35x3r9/T3fu3KH79+9/l19SXpw5c4a0tbVp+PDh5O3tTUOHDiUtLS3666+/BNG3tbWlixcvKmwLDw8nW1tbZpqqnnstDT09PcG0lOneU/X3D+/cL5GY/+UF79xvUFAQ7dq1i3R1dSkoKEj2YY2yPH9E35MoKiqKTExMKDQ0lNsYVM3/lTJhwgRZrK9r1640Z84c8vX1pYYNGzLVFe8/5UJVr39Vt/2I+Nt/qmz78ba/lAEx96Vaua/iJCYmkpWVVYn7UAhu3bpFlStXptatW5OTkxO1bNmSdHV1KSIiQhD92rVr0/379xW23b17l+rWrSuIvpeXFzVp0oTev39PAwcOpNGjR9OECROY197Io4q1R/IYGBiUeN9JJBJBbOQVK1ZQtWrVKCEhgVxcXKhLly7Up08f6tixI3NtERFVQJyI+g2ETDx8DSsrK0pLS6P09HTS0NCg+Ph4+vLli2AJGhMTEyosLKSoqCjS0tKSJaZYn59vvWhYv4jkA79lfYSgcePGConXd+/eUZ8+fZgfvzJc/+fOnaPWrVuTvr4+OTg4kLOzMzk5OVGHDh1IR0eHWrVqRWfPnmU+Dnd3d+YaxVGG80/E7/6XJyUlhUJCQiggIIDWrl1LR44coYyMDKaau3fvln2CgoKoVq1a1KVLF4XtQrB27VqqWbMmbd68mU6dOkUbNmygmjVr0ooVKwTRv3z5Mmlra1ObNm3I2dmZWrduTXp6ehQZGSmIPhHR33//TY6OjtS8eXNKSkqimTNnligOYkl8fDzl5eURUVGB3O+//065ubmCaNetW5diY2MpMzOTKlSoQC9fvqSMjAwyMjJiqsv7+RMdHU0ODg7UqFEjWrJkCV24cIGeP39OT58+pXPnztGiRYvI1taWfvzxR3r16hXTsfAohuF9/qXwuv6kPHnyhDw9PalRo0akr69PVapUoaZNm9Ls2bMpKiqKub6joyN5eXmRRCIhoqIgyMyZM6lnz57MtYmIvnz5QmPHjiUtLS1SU1MjHR0d8vDwoOzsbEH0LSwsKC8vj2JiYkhTU5M+ffpEhYWFKmF/bt++nWrWrEl169YlFxcXmjt3Lnl7e9Po0aPJ2tqaatSoQTt27GCirQzHT8Tv9yciSk1NpdmzZ1OVKlVIU1OTzM3NydjYmDQ0NMjCwoLmzp3LPCmyb98+MjAwoNmzZ9OWLVto5syZVLlyZQoMDGSqK+XPP/+kihUrkpOTE82dO5eGDx9OWlpadPz4caa637r+KleuzFT/zZs33/wIQdWqVRUmPp85c4aqV69OdnZ2THV53/+hoaFkY2ND7u7uFBkZKbN/iYoKkS9evEiTJ0+mmjVr0qFDh5iORZXtL+kk3MjISDI0NJRtF6pYKT8/n0JDQ8nd3Z0cHR1p4MCBNHXqVDp58iRTH2zcuHEKn5o1a1LNmjUVtgmBu7s7de3alaKioujLly/06NEj6tq1K/3888+C6MfGxlLdunWpQoUKZGFhQRUqVKAffviB4uPjBdGPioqiRo0a0Zs3b+jIkSOkqalJ6urqFBAQwExTGe49no2QlOH4pfD0/3j7fkSq2YhIGa4/npOhlOH4pfCOv/OIvRdHFYsxeV+DvPWJiib8btmyhRo3biwrhpQWRLZu3Zq2bdtW7k0gitOmTRsKCQlR2BYSEkLNmzdnqislMDCQqlSpQt7e3rRt2zaaPXs2GRgY0M6dO5nqqnLutTSEnByiDPeeFFV8/yhL7pdIzP+qcu5XitCN2JTl+aOquUcrKyuFRQ8qV65MWlpaCtuEQhX9XymfPn0id3d3SklJoUePHlGDBg2oWrVqdObMGaa64v1XhBj/4Xv987b9iFTb/lN124+Ir/0l5r7E3JfQuS+ikk245eNe0o8QdO7cmdatW6ewbe3atdS+fXtB9JcvX06Wlpa0detWOnPmDG3evJksLS3J399fEP28vDxauXIlffz4keLj46lXr15kb29Pd+7cEURfVWuP5OHRiE+ekJAQysrKooyMDHJzc6ORI0eWaAwiIiLy/0ONiIj3qqwi38bIyAhpaWk4fPgwfHx88Pz5c+Tm5sLCwgLp6enM9S0sLPDixQsEBgbi2LFjuHjxImJjY2Fvb4+EhARmupUrV/7q8uff2v9vYcKECXj48CEuXLiAkydPwt3dHU2bNsXOnTthZWXFTHf58uWYO3cus7//T7h16xbCw8NlS6PXqlULPXr0QJMmTZhpSiQSaGholPt3vxdlOf+87n8AeP78ORYsWIDQ0FBYWFigRo0aKCgoQGJiItLS0jB48GD4+fmhTp065a5tbW391f1qamqIjo4ud93iNGzYEPv374ednZ1s27179zBkyBBB9IGi32Hfvn14//49rKys4OzsjFq1agmivX//fsyYMQMTJkzAxo0b8fz5czg4OGDgwIFYuXKlIGMoKCjAu3fvUFhYqLDd0tKSubahoSHS09MRFhYGDw8PvHnzBhKJBEZGRvj48SNzfd6EhYVhy5YtuHjxIrKzswEAlSpVQo8ePTB+/Hj07duX+Rjevn2LmjVrMtdRRnhdf58+fYKnpydOnDiBgQMHwt7eXuH5HxERgZMnT6Jfv35Ys2YNqlSpwmQcpqamePv2LbS0tGTbvnz5AgsLC0Hvv9zcXHz48AFmZmZQU1MTTNfExAQJCQkICgrCzp07cf36daSkpMDW1hbv379npjt58mRs2bKF2d//XvLy8nD06NFS7c+ePXuiYsWKTHSV5fh5/f5//vknZs2ahZ49e2LEiBFo3bq17B7Mzc1FZGQkQkJCcOrUKaxZswaDBw9mMo5mzZph7dq16Ny5s2xbeHg4PDw8EBUVxUSzOOHh4QgKCkJycjKsrKwwfvx4tG7dmqmmsvrfOTk50NbWFkwvKCgIc+bMwYkTJ7Bz507s2LEDc+fOxfz586GpqclMNyIiAh06dGD297+H1NRUrFy5EoGBgcjOzoaRkREKCwuRlpYGIyMjuLi4wNvbG0ZGRkzHceDAATg7OzPVKI4ynH8AqFOnDk6fPo3NmzcjNjYWoaGhCA8Ph5ubG54/f85Ue9euXVi4cCEqVqyIdu3aKdhfkZGRAAA/Pz+4uLiUu/a4ceO+a3yssbS0xO3bt2Fqairb9u7dOzRt2pTp+0+egoICXL58WeZ/t2rVqtzjTd9LUlISMjMzUa9ePS76QhETEwNXV1ekpqZi5MiRsLe3R/Xq1VFYWIiEhARERETg0KFDMDQ0xK5du1C7dm3eQ2YCD/9PWXw/AOjfvz/q168Pf39/qKuro7CwELNnz8bjx49x+vRpZrpScnJy4ObmhuDgYOTl5UFbWxvjx4/HqlWroKOjw0RTWWLP58+fx7x58/D06VPY2dkp3H937txB48aNsWzZMnTr1q1cdZXl+AF+8XeesXd51q1bh4CAAMydOxfW1tZ49eoVVq5cCQ8PD3h7ezPVBoArV66gR48eaNasGWxsbPD69WtERUXhzJkzsLe3Z6bbp08fnDx5ktnfV3b9W7duYezYsbC2tsaIESNk7wCJRCJ7/x48eBBv3rzBnj17mPnDVatWRVpaGtTV1WXbCgsLUaVKFcH836CgIOzatUvm/0+YMAFDhw4VRFsVc6+l0bhxYzx+/Ji5DiC+fwAx9ytFlfO/qp77lVK1alV8+PBBMD1lQVVzj7t37/7md8aOHVuummWhiv6vSBGqev/Jo8rXv1j7Vzpi7Z8wtX8AP/tLzH2Jua/iCJX7unjx4jdrvDp27Mh0DEDR3JPk5GSFOof8/HwYGxsjIyODuT4RwdfXt0Ts65dfflGIx/1bUdXaI3m2b9+OWbNmYdKkSbL4+7Zt27BmzZrvek6KiIgoL+JE1P8ROnbsiO7du+PUqVNo27YtFi1aBB8fHzx9+hRnz55lru/u7o5r167hzZs32LBhA5o3b45BgwbB0dERq1evZqaroaHxVYcnLi4OBQUFzPQB4M6dO3j06BFcXV0BFBlh/fv3x+LFi9GyZUum2vKMGzcOf//9NzIzM7F8+XJ4eHgIpq2qtG/fHn5+fujatetXv3f69Gn4+fnh6tWrAo1MWHjd/2vWrEFgYCBcXV3h7OxcYiJYTEwMgoODsXPnTri5uWHmzJnMxsITAwMDfPjwoUQhRNWqVQVxBnnTpEkTBAYGom3btrKE3MuXL9G5c2fEx8cz19+5cyc8PDyQl5cn20ZEUFNTg0QiYa7fqlUrTJ06FSEhIahWrRq2bNmC1atX46+//vrXPnNKg4hkBUGGhobM9Q4ePAgnJ6fv+i6PiRJCwev6a926Ndzc3DB69OgyJ/t9+fIFu3btws6dO3H79m0m46hWrRoePHgAExMT2bbk5GQ0b96caTJmz5493/wOiyB4cZydnZGZmYkHDx5g1qxZ6NevH1xcXFC3bl1BguEifOH1+0+aNAnLly//5rM+JSUF8+bNQ2BgIJNxVKlSBR8+fFBIDAhdiMoDfX19REVFoawwka2tLTIzM5mOYevWrXj58iUCAgIAFBUoWFtbY/HixXB3d2eqLc/27dsxadIk2NraYs+ePfjhhx8E01YGJBIJbt++jbdv38qKke3s7Jgmg968efPdjbZiYmK+WTzwv8qWLVvwyy+/AChKUBYUFKB79+7YvHmzLC7FgkGDBkFfXx9TpkwpM/F07do1rF27Fjk5OTh69CizsfDEyMgISUlJCjZoTk4OatSogdTUVGa6cXFx3/yOUMWwERERePPmTYliECHsT94oQyMknvDw/5TF9wPERkTKAI/JUMoCj/i7MsXexWJM1aRfv34ICAhA/fr1v/q9J0+eYNasWcwmzdapUwehoaFo1qyZbNu9e/fg5OSEFy9eMNFUdXjnXpVxIiwvVP39wxtVzv+qeu5Xiqo2wlX13KMyoMr+b3p6OjZv3lxq7Gvnzp2CjIEn4v2n2te/WPvHF1W2/QB+9peY+ypCzH2pdu7L0tISly5dUsitv379Gl27dsWbN2/4DUwgoqOjsWzZslJ//wsXLjDXV9Xao+LwasR3+/ZtzJkzp9TfX6jcg4jIvxlxIur/CFFRUXB3d4eOjg5CQkJw9+5deHp64vDhw4J0pZdIJNi7dy90dHTg5OSEly9f4vjx45g+fTrTQkTeXeHu3bsHBwcHuLu7w9/fHwDw8eNHjB8/HufOncOVK1cUkpMsISKMHTsW8fHxOHv27L868SVPZGQktLW10aJFC5w7dw7btm1DxYoVMXr0aPTu3ZuptrgiQhG87v/ly5fDy8sLFSpU+Or3cnNzsXr1avj4+DAbC09atmyJuXPnYsiQIbJtoaGhWL58OdMArLW19TcDnkIY41WrVkV6ejrU1NRkHRqJCFWrVhUkEFytWjXMnTsX/fr1K3G9C1GMdPnyZbi4uEBXVxfnz5/HkydP4OzsjOPHj6Nt27bM9ZWJJ0+eoGLFiqhbty5zralTp+L+/fuYOnUqHB0dFRIRwH9WSly7di3s7OywceNG5mPiAa/rLyMjAwYGBt/13Y8fPzLrijpx4kTExMRg48aNsLa2xuvXrzF16lTY2Nhg27ZtTDQB5enKmZWVhdWrV0NHRwfe3t54+PAhtm/fjhUrVkBXV5e5Pk/i4uKgqamJatWq4cmTJwgKCkLFihUxYsQIlSiCBlT79weKVsLYtGmTQgfKixcvYsqUKUxXyOjcufM37S+WwXB1dfUy9YVIBoaGhuKnn37Cxo0bMXr0aABFtv62bdvg4+ODvXv3YuDAgcz0L1++rPD/wMBAREZGIjAwUOaTODg4MNNXdX788Ud07NgRU6ZMgbm5eanfSUpKwrp163DlyhVZl+J/IzExMdDU1ETNmjWRkpKCuLg4tGjRgqnm1atXv3vFLxarxxa//0pDiPuvb9++aNy4MVasWAE1NTUQEby9vfHo0SOcOnWKma7881f6vJUiZDHs5MmTsX37dlSrVk3B/xVyVSBlQOhGSMoCD/9PWXw/QGxEJMIXHvF3ZYq9q3oxpghfVqxYgS1btmDevHmy+N+KFSvg4eGB2bNnM9MdP378N7/DcjKEKudeeU+EVSZU/f3DG1XO/6py7ldshKu6uUc/P7+v7ldTU8Ovv/5arpplocr+b7du3RAXF4d27dqVuP9VoQmvqt5/8qjy9S/W/vFFlW0/gJ/9Jea+ihBzX3xyX9+K/aipqWHHjh3M9KXMnj0bZ8+exYoVK2Sxr3nz5qFnz55YsWIFM91v2b8AsGDBAmb6Utq0aYOKFSuiS5cuJZ4/CxcuZK6vqrVHykLjxo3RuHFj9OzZs8Tvz3LukYiIqiBORP0fpbhhJsKGQYMGoVWrVpg3b16JfXPnzsXz589x5MgRZvrFC4Glt6v8NiG7MgrNtm3bMG3aNGhqamLx4sVYsGABnJ2dUaFCBezbtw9bt27FiBEjmI9D1VdEUFW+VogPFN2HrFdkBoC//voLTk5OGDRoEGxsbPD69WscPXoUhw8fRr9+/Zjp8m4EIKVNmzaYN28eBgwYIEtGnj17FvPmzcOtW7eY6xsaGiI1NZVp4PWfkJubCzU1tTI7Rf5bePv2LcaPH49KlSrh999/x7Bhw3DlyhWoqamhTZs2+PPPP2FmZsZ0DOfPn8e8efPw9OlT2NnZKRTD3LlzB40bN8ayZcvQrVs3puNQJnhcf/Hx8ahRo4ZgevKkp6dj8ODBuHz5sux90KdPH+zdu5dpAkyEL0eOHMHw4cOhpaWFoKAgjB8/Hu3atUOFChVw8eJFHD16VKXue56sXLmSadHn19i+fTtmzZqFSZMmyeyvbdu2Yc2aNRg3bhwzXV9f329+h2UwPDY29pvfYZkMbN++PWbPno0BAwaU2PfHH39g69atiIiIYKb/LXtP6FURhCYvLw+rVq1CpUqVMH36dCxcuBCbN29GxYoVMWbMGCxZsgSamprM9AsKCuDr64v169ejdevWpRYj379/H56enpg/f/6/3h5WNcq6/4SOfz169AidO3eGlpYWatWqhdjYWKipqeHs2bNo2LAhM13ez18pVatWxblz55hPfP5fQMhGSMqK0P4fT98PEBsR8YTnZCgR5UDVizFFgODgYEFyfaVBRPD19S3Rkf+XX35hmhP4ntgCq8kQqp575T0RVoQvypL7BVQ7/6vKuV+xEW5JVCX32Llz51K35+bm4vr166hQoQJyc3MFGYsq+7/6+vqIjY1VqcZjX0NV7j95VPn6V1WUxf5TZdsPUL7aO6EQc1+qnfsqK/aTnp6O48ePo3LlyoI04snJyYGbmxuCg4ORl5cHbW1tjB8/HqtXr4a2tjYz3bLsXylqamqCTITU19fH+/fvoaOjw1yrNFS19gjg34gPKPr909PTv9kQQ0RE5P+HOBFVROm5c+cOHj16BFdXVwBAfn4++vfvj8WLF6Nly5ZMtS0sLPD69etSV/1JT0+Hra0tkpKSmOlfunQJQFH357IcE/lOGf82GjRoIEu0dujQAcePH0efPn0AFJ0bT09PPHz4ULDxqOqKCMrAlClTBE+0SO+/4hw+fBibNm1C7969ERYWJshYwsPDERQUJCuEGD9+PFq3bi2INm/OnTuHAQMGYODAgfjzzz/h6uqK/fv348CBA4IUo02dOhUNGjSAu7s7cy1lJTU1FeHh4Xj79i00NDRgaWmJrl27onLlysw0Bw8eDC0tLairq+POnTto0KABNm/eDE1NTcyYMQMAsG/fPmb68ty6dQvh4eGIi4uDuro6atWqhR49egi2KiKP869MSIsQeBAREYF27dohLi5O9vwta4U2FnytO6K4Ih87fvjhByxYsADq6upwcnLCtm3bZH7I4cOHsXLlSty8eZPvIFUEnvc/AAQFBZUoRB06dCi38fAkJyeHaRJCipGREVJSUkr1fXNzc2FhYSHINREdHQ0bGxvmOt8iJSVF4f1ftWpVpnozZszA6dOnoa6ujvr16+PJkydYuHAhNDU1sXTpUgwYMOC7Opf+t6SmpiIoKAgXLlwoYX85OTnB1NSU+RgA4c+/MvHDDz/g/v37vIeBvLw8zJw5E9u2bcPixYvh7e3NXPPz58/Izc3F0aNHZc//Pn36qIztbWVlhefPn5cohBUKXr6PMjRCAkTfj7ftJzYi4oOyTIZSdXjE3uVR9WJMEb7vgFWrVsHd3R2VKlXios8DMfdahNiEmD+qnvsFVDf/q+q5X2VohCv6n3z9TynR0dFwcnJCcnIyDhw4gPbt2wuiq8r+7w8//IDTp08Lmu8tjnj/ifEfVUbV7T9Vtf0A/vYXIOa+xNwXv9yXPNevX8eIESNgaGiIkJAQ1KlTh7lmcHAwBg4cCDU1NXz48AFmZmYqtQhahw4dsGvXLq6NZ1W19ohnIz4pffv2xcKFC1XmfSsiIjTiRNRv8K2OuGpqanj9+rWAI1It7t27BwcHB7i7u8Pf3x8A8PHjR4wfPx7nzp3DlStX0KxZM2b6VapU+WrXkW/tLy9atGiB8PBwbsZ/VFQUtm7divPnzysEw3r16gVXV1dmnXEMDAyQkZEBAKhQoQJycnKgoaEh2y/U+ZeHx4oIvM6/MsE7GAkUTYL/5Zdf8Pvvv2PJkiWYNWuWILoDBgzA3r17ud3/nTt3LvM9KERXIgB48OABfv/9d7x58wY1atTATz/9JJhzEB4ejh49ekBfX79E4Pnf3pHw+fPnWLBgAUJDQ2FhYYEaNWqgoKAAiYmJSEtLw+DBg+Hn58ckKGJiYoK4uDhIJBIYGBjg/fv3MDIyAgB8+vQJ9evXZ9oIQhngef6ViapVq+LDhw9ctI2NjREXF1dqQxIhKG0ilrq6OiwtLf/1zx8ASEtLw+7du0u1f5ycnJgVpsnblxUqVMCXL19kKwASEQwNDQW5JnkdvzLB8/739PTE0qVLudlfX+sMyLoj4NatW/Hy5UsEBAQAKHrvWltbY/HixcyTg8bGxnj37l2pq25KJBKYmJgI4hOYmZnh5cuXXH7//Px87NixA5s2bUJUVBSkITs1NTW0bNkSP/30E3766ScFv7i8qF69Om7duoXCwkLUqlULjx8/lvma0dHR6Nq1K2JiYspdV5ngef6VCZ7PXykxMTEYPnw4UlJSsH//ftjb2wuia2VlhYcPH3J7/n+tO7sQXbG3b9+OS5cuYdasWSX8X0tLS2a6vH0f3o2QeB+/ssD72aPKjYh4xp6VYTKUGHtXjti7KhdjFhQU4NixY6Veg927dy/VP/o36QN83wGGhoZISUnhZuN/rdnPggULmGiKuVdFeE2EFd8/yvH+4ZX7BcT8r5j75dMIV/Q/i+DtfwJAaGgoJkyYgA4dOmD37t2CvoNU2f+NjIyEp6cnxo4dW6LxoIuLC1Nt8f4rgvf9p8rXvzKgyvafqtt+ymB/8X7+AGLuqzT+zbmv4gQEBMDHxwcTJkzAb7/9JtiK5IaGhkhOTua2IuSePXvK3Mfa/gKAu3fvYuDAgRgyZEgJ+49V7E0eVa49Ugbu3buHzp07o3PnziV+f1U4fhER1rDPHv2Ps2jRolK3X79+Hdu2bYOdnZ2wA1Ix/Pz8MHfuXMybN0+2rUqVKjhy5Ajmzp0LX19fHDlyhJl+rVq18PDhQzRt2rTEvkePHgm2EkdiYiKXLiSfPn2Cp6cnTpw4gYEDB+KXX35RCIZFRETAwcEB/fr1w5o1a8q9O5i0EFYikUAikeDy5cvo3LkzAODs2bPMg0G8V0Tgff5F/kNMTAyGDRuG1NRUXLx4Ee3atRNM++rVq1w7MnXq1Enh/6mpqTh06BAmTZok2BiaNWuGTZs2CaYnz6RJkzB8+HB07dr1X19wLs+aNWsQGBgIV1dXrF69GjVr1lTYHxMTg+DgYPTu3Rtubm6YOXNmuY9BTU1N9pEPhqirqwsSiIqMjIS2tjZatGiBc+fOYdu2bahYsSJGjx7NvCOzMpx/3kgDUfn5+di7d69sIogQQSgpNjY2uHXrFrfV5wsLCxX+n5qaCl9fX1hZWXEZj1BIJBL4+flh7dq1aNmyJezt7dG/f3+Z/RMcHIz58+dj6tSp8PHxKfeCSENDQ7x69QoFBQWQSCR4+PAhmjdvDgC4f/8+8xXxeB+/MiBNhH3+/BldunSRbReqAQZQNNlk7dq1gukVp3i/sNTUVFy4cOGrQeLyIDQ0FHPmzFHoRqylpYWFCxfC29sb1apVw8CBA5npN2nSBOfPn0fPnj1L7Dt37pxgq5QaGRkhISFB8GTArVu3MHbsWFhbW2P27Nmwt7dHjRo1IJFIkJCQgIiICBw8eBC//fYb9uzZU+7FednZ2ahWrRoKCwuhoaGhUPBiZWUlSCFyXl4eAKBixYp4//49Dh06BC0tLfTr14+5/8/7/CsDcXFxAIqeQW/fvpU9i4RMwgJFz6KffvoJDg4OOHPmjODNF7Kzs7klA8PDwxX+n5KSgvXr12PMmDGC6Ofk5CA4OBj79++XbSMiqKmpMfPBlMH3uXLlikIjpMjISFkjpC1btqB+/frlrilFGY6fN8rg+wHAwIEDERcXB2tra1hbWwuqDZSMvwHsGxEpQ+w5KSlJFmdVV1dXsAM7duwoezexQBmOX6QIaTGmNPcjNDyLMXft2oWFCxeiYsWKaNeuHWxtbWXX4OTJkwEU5UlZPRN560t93C9fvij4u0IWAfXu3Rv+/v4YN24cLCwsBNOVUtz+S01NxdOnTzFs2DBmmqqeey2OmpoakpOTUbFiRUF8D/H9ozzwzP0CYv5XzP0CrVq1QqtWrQTTE/1P5fA/8/PzMWPGDAQGBmLp0qXw8vISTFuKKvq/Unbs2IFHjx4hICBA4f5XU1Njeh2I959y3H+Aal//ImLtnzxC23487S8x91WEmPsSNvclz4cPH+Di4oKIiAj88ccfgq+E2apVKxw8eBCjR48WVFfKwoULFf6fnp6Oz58/o0OHDoLYAYsWLUJWVhbu3LlTwv4TYiKqqtYeycOjEZ+UadOmwczMDPr6+iXOhYiIyH+PuCLq/4OAgADMmzdP1plCaCchPT0dGhoaMDAwEFQ3NTUV4eHhCl05u3btytRAtbCwwOvXr0tdiSo9PR22trZMV0Rbvnw5/v77b4SFhSmM4fPnz+jfvz9atmwpW6mVJZMnT8bNmzcxdOhQVKtWTSEpztIYa926Ndzc3DB69OgyO7B8+fIFu3btws6dO3H79u1y1Q8ODsaECRMgkUjQpk0bWFtbQ0dHB7m5uTh48CD8/f3h4eFRrpry8F4Rgff5l4fH/Q/8Z1XquLg4hQCAkAG4w4cPY8KECXBwcMDu3buZT0ApzrRp0xAdHY1Ro0bBwsJC4f7n1RHv7t27mDVrFs6fP89cKzExEUuWLMGLFy9KTMoSYkKKvr4+MjMzmesoG8uXL4eXl9c3u2Hl5uZi9erV8PHxKVd9Z2dnaGpqorCwEMeOHYObmxtmz56NnJwcTJs2DQCYNqLYtm0bpk2bBk1NTSxevBgLFiyAs7MzKlSogH379mHr1q0YMWIEM33e518ZkBY/RUREoEOHDgCKgkBCTkTr2bMnLly4ABsbmxL2l5DjkOfLly+oV68e3r59K4heYWEh7ty5o/D+Z92Ix8HBAZ06dcLkyZPLLACMj4/Hhg0bEBkZiYiIiHLVX7duHZYvXw4AMDU1hZ2dHWxtbZGbm4uNGzfCw8ODaSCM9/HLw+P3B4Ddu3eDiODh4YHNmzfLto8dO5a5thQvLy9kZWVh7NixJe5/oZNSUs6dO4fNmzczff+1b98es2fPxoABA0rs++OPP7B161am11xwcDC8vb0RGhqKli1byrbfuXMHQ4cOxezZs2XF0CwZPnw4zpw5g7Zt25b4/VkWRPfr1w8BAQHfnPD05MkTzJo1CydPnixX/Y4dO2L48OGQSCT45ZdfsHnzZkycOBEAsGLFChw9ehTXrl0rV015Ll++jL59+6JSpUo4fPgwhgwZAgMDA1SoUAHv3r3D2bNnZY0BWMD7/EvhuSKVtCOxfKhYqCQsUFSENH36dGzfvh3Lli3jUnA1btw4nD9/Hr179y5x/wuRjCyNd+/eoWvXrnjy5AlzLTMzM/j6+qJHjx4likFq1arFRFMZfB8TExO8fftWNhE1PT1dFu/KysqCjY0N3r9/X+66gHIcP2+UwfcDiuKwq1at4taIqDjyjYhYPQ+VIfbcqFEj7N69GxKJBPb29jh//rzCZChPT088e/as3HUB5Th+eXjE35Uh9g4UPYfj4+O5FWT6+voq/F++GLP4vvJk0KBB0NfXx5QpU8pscnLt2jWsXbsWOTk5OHr06L9KH/jPuV+xYgXmzJkj2168QI0llpaWiI+PL3UyslB2cHH++OMPhIeHY8eOHUz+vqrnXnlPhBXfP8rx/uGd+wVUO/+r6rlfXo1wRf+Tv/8ZHR2NYcOGIS0tDcHBwWjbtq0gusVRRf9Xir6+Pm7cuIFGjRox1SmOeP/xv/+kqPL1L9UTa//E2j8pQtb+8bS/xNyXmPvikfuScv36dTg5OcHU1BQHDx4UrPG2PK1atcKdO3egpaUFc3Nzhd+fRxMEIoK/vz/S09OxcuVK5np6enp4/fq1oE3P5FHV2iN5ijeglG/Ed+DAAabalSpVQnJyMvT09JjqiIioKuJE1H/Ax48fMXbsWFy+fFmWmBCK06dPY/PmzQgPD0d2djaAohdkr169MGHCBHTv3p2Z9vPnz7FgwQKEhobCwsJCoStnWloaBg8eDD8/P4XVMsqLKlWqfHXVjW/t/2/Jy8uDg4MDYmNjZStwJCUl4eTJkzA3N8eVK1dQqVIlZvpSyurCpaamxtQYzMjI+O4Jzx8/fmTSlfXJkyd48eIFevbsidzcXCxcuBBxcXHo378/864cJiYmCisivH//XrYiwqdPn1C/fn2mE6GV4fzzvP8B4NKlSyAiODo64sSJE7LtQgQFpYGAHTt2YPny5bIEuNCoq6uXul3IoEhpGBgYICMjg7lOjx49kJycDEdHxxKBeSEKUhwdHTFv3jzBOyFLiYqKwtatW0stRHd1dUXDhg25jIs1qamp8PDwwLNnz+Dj44PCwkKMHTsWBQUFsLGxwZkzZ5gGZxo0aIBdu3YBADp06IDjx4+jT58+AIqeS56ennj48CEzfWVBGa4/Q0NDpKenM9cpja8VGwpZECdPYmIimjVrhpSUFKY6aWlpWLlyJX7//XdkZWXB2NgYBQUF+PDhA0xNTeHq6orZs2czsT2io6O/+/7+J9/9J5w6dQrPnj2Ds7Mz8vLyMGXKFJn9uWjRojLfzeWBMhw/z99fHp73v/xvLA0EC9kVsyxY+79GRkZISUkp9RrPzc2FhYUF899k2rRp2LBhA2rXri3zv2NiYjBx4kRs2bKFqbaUcePGlblPah/8G7l37x769euHd+/eYfr06dDR0cGRI0eQm5uLpKQknDhxQmGV4vLG3t4ew4cPl3UfnTVrFubPnw+gqEnAX3/9VaJj7r+N4itSyfvfkZGRANiuSCWFx/NXWoj34cMHBAcHc1txtqyV2HgURUnJycmBubm5IKsSGxkZIS0tjbmOssG7EZKywNv/42n7AarZiEgZYs88J0Mpw/EDfOPvPGPv8qhqMebVq1dhb2//Xd+VL9b+t+jLw/MdcOnSpTL38SxOZ22XqXLulfdEWPH9I+Z+pahy/leVc7+8G+EqA7x9T4CP7XHo0CH8/PPP6Ny5M4KCggRfeEIeVfR/pVhZWeH58+dcVyXkiaref/Ko6vUv1v7xt/9U2fYD+NfeAWLuqzTE3BdbVq1ahfnz52Py5MlYvXo102bDX2P37t1l7hOyGbw8EokE1atXx7t375hr1a9fHzdv3uRmf6tq7dG3YN2IT8oPP/yAU6dOlbkQhIiIyH+HOBH1O5F2pjAxMUFISIhgnSni4uIwZswYpKamYsSIEbC3t1dwBiMiInDo0CGYmZkhKCio3Dt0rFmzBoGBgXB1dYWzszNq1qypsD8mJgbBwcHYuXMn3Nzcyr1jS7NmzbB37140bdq0xL5Hjx5hyJAhePHiRblqFic3Nxfr16/H8ePHkZKSAgsLCzg6OsLd3V2lglPx8fGoUaMG72EICs8VEYrD4/zzvv/l4REMaN68OR48eAA3Nze0adOm1O+wLgBWBuLi4hT+n5eXh+DgYAQHB+Px48fM9atWrYoXL17AxMSEuVZpeHp6YteuXejSpQuMjIwEWxHr06dP8PT0xIkTJzBw4MBS3/8nT55Ev379sGbNGqaTgaZMmYKNGzcy+/vfS3JyMpKSkmBra/vNbqH/LfLB1goVKiAnJ0ehK5qQzjiP869M11/VqlXx4cMHZn9fmSle9JWXl4crV67A3t6eaUewP//8E7NmzULPnj0xYsQItG7dWmbz5ubmIjIyEiEhITh16hTWrFmDwYMHMxuLiPAo0+/P8/6PjY0tcx/rrpilUVBQgAMHDsDPzw8vX75kpmNsbIx3796VmgSRSCQwMTERxCa/deuWgv/dr18/pithKiPBwcFcis6ICB8+fIChoSGICEeOHMHbt2/Rs2dP5kUo0nteIpFAW1sbWVlZsudPQUEBzMzMBEsS8jj/yrAilRQez18DAwNkZWWhf//+ZXYiZ+l/KQt79uxR+H9eXh6OHj2KzMxMXLx4kbn+rFmzULNmTUydOpW5Vmnw8j15N0KSwuv4lcX/4+37qXIjIoBv7J/nZCgpvI5fWeLvvAuBVb0YU4T/O0DZuHTpElxcXL4am/hfhnfulfdEWHnE94+Y++UJz/yvquZ+AeVphCvmHoW3PaQ2b61atUpdiR0QbkUqVfZ/9+7di1OnTmHWrFkwNDTksiKVeP+J8Z/isL7+lcX2A0T7jye8a/942l9SxNwXP1Q191XaBMTi8Ix98iQqKgpdu3YVJP4SGBiI/fv3Y+rUqSXsPyGaIKpq7dH3IMQk8TVr1mDHjh0YP358ifePKrz/RURYI05E/Q5WrVqFX3/9FZMmTcKqVatQsWJFwbTbt28PPz8/dO3a9avfO3nyJBYvXoxr166Vq/7y5cvh5eX1zQkfubm5WL16NXx8fMpd/++//0ZYWBh0dXVl2z9//oz+/fujZcuW8Pf3L1dNZSU6OhqJiYkoLCwEUGSQP3r0SLBOTbyKEV6+fAlfX19cuHABaWlpMDU1Rffu3bFw4ULmhpgyrYjA4/zzvv/l4REMsLKyKtMJBNivSCyPRCJBcnIyCgoKFLYLEQxXV1dXOA9EBENDQwQGBmLQoEHM9a2trfHw4UPo6+sz1yoNXititW7dGm5ubhg9enSZdseXL1+wa9cu7Ny5E7dv32Y2Fp7FaC9fvkR4eDjS0tJgZmaGLl26wMrKirluo0aNsHv3bkgkEtjb2+P8+fOyDnFnz56Fp6cnnj17xnwcAJ/zr0zXn7+/P7y9vZn9/a+RlZWFTZs24fXr1yWev0IEg4s/fzQ0NNCwYUNMmjQJenp6zHQnTZqE5cuXw9DQ8KvfS0lJwbx58xAYGMhsLLyeP+np6fjtt99K2J/Tpk0TtEsej+NXpt//7du3JZKhqkJx+wsANDU1sW7dOri5uTHT7dy5M+bMmYOePXuW2HfmzBn4+PgwfeaXRnp6OjQ0NAS993Jzc7F//34kJCSU8L9ZTv6Th/dkgBcvXsief7Vr1xZEs2bNmrh16xYKCgpQq1YtPH/+XNZ9OyYmBg4ODsw74kvhcf6VaUUqR0dHHD9+nNnfLw1XV9ev+t+AcCsS37hxo4T9p6amhjFjxjDXtra2Vvi/1P7z9/dHo0aNmOs7ODggIiIC+vr6JZKxQsQ/eD/75BGyEZIUXsevLP4fT99PGeDViEiKMt1/POB1/MoSf+ddCMwb3sWYQFFn9vv37wuipYz6kZGRaN++PRftqKgozJw5s9T4nxD2j7W1tYLNlZeXh3fv3mH+/PlYtGgRM11Vzr3ynggrj/j+Ue3cL6C6+V9Vzf0CytMIV8w9Cu9/fm0lKim8VqQSGp7+rzKsSCXef2L8Rx4hrn9lsf0A0f5TVdsP4Gt/SRFzX2LuS+jc16VLl775HSFWhk5KSoKfn1+psS8hVsTt3LlzidjXw4cPMXr0aGzevJm5vrI2QRQKXrVH30KoRnzFnz9ShI7/iIj8WxEnon4DR0dHnDx5Ep6enmWu9sKyK0JBQcF3L8n+T777v0JeXh4cHBwQGxuLfv36wdzcHElJSTh58iTMzc1x5coVVKpUifk40tLSsHv3bpw/fx5v376FhoYGLC0t0atXLzg5OX2zUPu/Zfny5fDx8SkRCLOzsxOsEJhHMCAqKgrt27eHra0t+vXrB2NjY7x//x7Hjx9HdHQ0rl27xnRFAmVZEQEQi0FUmdDQUIwbNw6fP3+W3ftCBsOLG/saGhowMzMTrBBz586dCAsLw5w5c2BmZqawT6iulDzIyMj47gkXHz9+ZNqVkkcyhIgwZcoUbN26FVpaWjA0NMSHDx+Qm5uLGTNmYNWqVUz1g4ODMWHCBEgkErRp0wbW1tbQ0dFBbm4uDh48CH9/f3h4eDAdgxQe55/39ffp0ydZ8c+3+Cdj/acMGzYM169fh4ODQ4mknFDBYFWHh/0THx8Pe3t7qKuro1evXjL788yZM9DS0kJkZKRgndpV0f47ePAgnJycvuu7Bw4cgLOzM5NxXL58GZMmTcLr169L2FtC2F/FkxIaGhqoU6cOzM3NmeoGBwfD29sboaGhaNmypWz7nTt3MHToUMyePRuTJ09mOgYAOH36NDZv3ozw8HBkZ2cDAPT09NCrVy9MmDAB3bt3Z6o/evRonD59GsbGxsjLy4Oenh4eP34MFxcXBAUFMdWWwuv+DwkJgZeXFxISEmQ+h5WVFdasWYP+/fsz1fbx8cGxY8dQWFiIz58/o3Pnzujduzdyc3OxZMkS9OnTB2vWrGE6Bimq+PwVKWL+/PlYvnw5zM3NFew/VUlGfa0oUohiSN4T4Xg1QpLC6/h5+n/K4vsBqtuISArPdx/PyVBSxHc/f1S5GBPgfw3y0L927RratWv3Xd/9J01b/ilt2rSBsbExBg4cWCL+J4T9U9z+kj7/W7RowUxT1XOvvCfCysP73hfhiyrnf1U19wsoTyNcMff4dVj7n6WRnJxc4n5ghSr7v8qwIpV4/30dMf4j8m9FlW0/Ef6IuS++ua/SKCwsxLNnzwSZiNu9e3ekp6ejV69eJWJfQqwGXnw1cum7b+DAgQpNef6tqGrtkTy8GvGJiIiwR5yI+g3K6oYgRciuCCwTbf+EypUr49OnT4Lp5ebmYv369Th+/DhSUlJgYWEBR0dHuLu7Q0tLi6m2RCKBn58f1q5di5YtW8Le3h41atRAQUEBEhMTERERgcePH2Pq1Knw8fFhNhG4Zs2aWLduHbS0tHDs2DEsX74cU6ZMgaWlJVasWMFEU8qePXsAAO7u7tiyZQukjwwhliUfMGAALC0tsWHDhhL73N3d8fnz5+/qHFieCL0iAs/zL8+UKVOwceNGQTX9/f0xc+bMb95X+fn5WL16NebOnct8THl5eahYsSJev36N/fv349dff2WuWadOHbi6usLJyamEMyhUMJwnxd/DQgfjkpOTsWLFCqxZswYREREYMmQITExMcOjQITRs2JC5vjwrVqzAnDlzBNOTOoFxcXEKiV8hglArV67Exo0bsXPnTnTr1g1A0Tv57NmzmDRpEnx8fDBx4kSmY3jy5AlevHiBnj17Ijc3FwsXLkRcXBz69+9folMlC3ief3ni4+NRo0YNQTVbt26NSZMmwcXFpcx3bW5uLnbt2oXt27cza8qhr6+PFy9ewMLCgsnf/xYSiQShoaF48eKFbEU+KQsWLBB0LE2aNMGjR48E07t8+TIAoF+/fggLC5PZPywbAEkZPXo08vLycODAAYWgZ35+PpydnWFmZoZNmzYxHQPP45dn5cqVmD17tqCaU6dOxf379zF16lQ4OjqW8Pfy8vJw9OhRrF27FnZ2dszs0yZNmqBdu3YYNmxYCftLiK6UPJk2bRo2bNiA2rVryxpBxcTEYOLEidiyZQtT7bi4OIwZMwapqakYMWJEqf73oUOHYGZmhqCgIGa2sJGREa5evYqUlBRs3rwZ+/fvR0BAAG7evImDBw8y0ZQitTH279+PkSNHyrYLUQBx7NgxDB8+HF5eXgrFyMeOHcPGjRtx/PhxWWEcC4gIW7duxbNnz+Dm5obc3Fy4uLjI7K+tW7dCV1eXmT7A9/zLw2NFKkdHRwQEBKBevXpf/d6zZ8/g5eWFEydOMB/TjRs30KZNG5w8eRLr1q3DmTNnmGuampoiJCQEnTp1Yq5VFklJSXj9+nUJ+09oOwAAnj59CgMDA1SrVo2pDm/fh3cjJN7HL4/Q/p+y+H6A6jYi4h175j0ZivfxyyN0/F2ZYu+qXIwpXY21adOmePTokewaFGoSDk/9gQMHQk9PD9OnT1dohCTPrVu3EBAQgOzsbBw7dozJOPT19ZGamso836xMqHrulfdEWEB8/yjL+0cKj9wvoNr5X1XO/fJuhKss/qcq5x6l5OXlYc2aNZg0aRLWr1+PkJAQPH78mKmmFFX1f6VIJ/3m5eVhx44dMDExwdChQ5nrivefctx/qn79i7V/RYi1f8LDy/4Sc19FiLkvRYTKfRUnOzsbM2fOhJeXF1auXImIiAg8efKEua6enh4SEhIEb7SiTNy5cwctWrRARkYGli1bBhMTE0yfPl2Qhd9UufZICo9GfFIKCwtx9OhRDBo0CImJiZgxYwZMTEywfPly6OvrM9cXEfm3I05E/R+Cd1d4Kfr6+sjMzOQ9DEFwcHBAp06dMHny5DInIcTHx2PDhg2IjIxEREQEk3Ho6ekhKysL8fHxGDhwIG7fvo2UlBS0atUKb968YaIpRVpoGhERgQ4dOgAoSgZcuHCBqS4AGBsb49mzZzA2Ni6x7927d2jTpg3zpdkBvisi8Dz/8vB4/vz222/Yvn07xo0bh5EjR6J69eoK+2NjYxESEoLAwEBMnDgRXl5eTMcjTYJPmzYNBw4cQJMmTXDo0CGmmgD/Z//Fixfh7u6OFy9eoLjJwKMQSB4hgnFDhgzB58+fcerUKbRo0QIdOnRApUqVcPPmTZw/f565vjxCN4K4dOkSiAiOjo4KwTYhnGBbW1ts3Lix1MkOp0+fxoIFC3Dz5k3m4+AJz/MvD6+urJ6enjh58iQGDRoEe3t7VK9eHYWFhUhISEBERATCwsLQq1cvrF27ltnK9HXr1kVUVBS3LpA///wzgoOD0axZM4Ux8LADhLb/ra2tAUAhGStUN0Zzc3PcunULNWvWLLEvOjoa3bt3x+vXr5mOgefxy8PLBjl//jzmzZuHp0+fws7OTuH+v3PnDho3boxly5bJGhWwwMDAAB8+fPhmYypWPHnyBLNmzSp1IroQ18GtW7cUGkH169cPzZs3Z67bvn17+Pn5oWvXrl/93smTJ7F48WJcu3aNyTikK5KkpqbCwcEBUVFRyMnJgY2NDRITE5loSpF2BC3egESIbqTt27fHuHHjMGHChBL7tmzZgmPHjuHUqVPMx8ETnudfHh6r4ty4cQOurq6wsbHByJEjS7W/Dh48iFevXmH37t3fvXrV/5c3b97AxsYGHTt2xN27d+Hj4yNIc4Rq1aoxv8+/xoYNG/DLL7+U8LWFKsa9evUqPDw8cO/ePWzbtg2TJ09GhQoVEBISggEDBjDT5e378G6ExPv45RHa/lMW3w9Q3UZEvGPPvCdD8T5+eYS+/5Qp9q7KxZjS1Vjl4+5CNkDmrb9jxw74+vpCW1sb7dq1U3gHREZGIj8/H76+vkybAtrZ2eHs2bOl5iGFIDExEUuWLCn1+c/qWSTmXksidBNi8f2jHO8fgF/uF1Dt/K+q5355NsJVFv9TlXOPUhITE9GuXTtkZWUhJycHf/31F7p3785UU4qq+r9Akf05depUfP78GdOnT0dwcDDU1NTg4eGB+fPnM9UW7z/luP9U+foHxNo/QKz941X7x8v+EnNfRYi5Lz65L6Bo8mnFihWhqamJ5ORkDB48GLdu3UKlSpVw8eJFNGvWjKk+ADRq1Ag3b97ktvJ2VlYWNm/eXOq7T4hm0EuXLsXKlSuRkZEBFxcX3L59G+rq6ujWrRvWrl3LXF/Va494M2PGDBw+fBhv375F//79kZGRgQoVKqBatWqyRnEiIiL/f8SJqP+AFy9eyJIhrDthlgaPQrTSEHoiDACkpaVh9+7dOH/+PN6+fQsNDQ1YWlqiV69ecHJyYhaEiI6O/u7f+p98959Sr1493LlzB3p6ejAyMkJaWhrU1NRgYGCAjIwMJprF4eEQSyfglkWVKlXw8eNHZvq8V0SQh3dAgpf+06dPsXDhQhw5cgTVq1dXCAa8f/8eAwYMgJ+fHxo0aFDu2gUFBdi1axdMTEwwcOBA5Obmwt/fH4sWLYKxsTFiY2Oho6NT7rrF6dmzJ1auXCmI41kazZs3R7NmzTBq1KgSCXihguJZWVk4efIk3rx5g2rVqqFfv36oUqWKINqWlpZ4+vQpPn36hBo1auD9+/cwMDCAkZGRYM9fKTzevwC/539mZibU1NRK7JNIJDAzM0NqairTMbx8+RK+vr64cOEC0tLSYGpqiu7du2PhwoWCFsHxfv7ztD8fP36MrVu34sKFC4iLi4O6ujpq1aqFHj16wNXVFU2aNGGqHxAQgNjYWPj5+Qn2zJHH3NwcJ06cKHNVCCFRtecPT/tTHlW+/4GiyZDh4eEl7n/W9z5QNCFv37593AogO3ToAF1dXQwfPryE/TV27FhBx5Keng4NDQ1BOmQWFBR8d9fJf/Ldf0rTpk3x119/wcbGBkZGRrJr0NTUVLBJ+TzufwMDAyQnJ0NbW7vEvuzsbNSuXRtJSUlMx1BQUICgoKAS9teoUaMUVqlmDa/nL+8VsfLy8hAYGIgtW7YgKipKwRa3s7PDuHHjMHHiRCaF2XFxcZg7d66sA6mOjg4CAwMxadIkWaE86wJAAJg4cSI6d+4MZ2dn5lqlUbt2bXh7e2P8+PGCdOEtjoODAzp27Ag/Pz9YWVlhyZIlMDQ0xJw5c/Do0SPm+rzuPWVphMTb9gP42X+8fT9AbETE6/pTlslQynD/8RgDz9i7PLzPP+9iTID/OeCpn5eXh6NHj5bq//fs2bPE5OTy4vLlywCAM2fO4PLly5g5c2YJe1OIVTl69OiB5ORkODo6lngHsWqIwzv2pSy5V2WYCMv73uc1BjH3W4Sq53/F3C9feD9/VDH3eP78ebi4uMDExARHjhyBjY0Nli9fjsWLF0NHRweXLl1C48aNmWgXR5X93x9++AGrVq1Cly5dYGhoiFOnTsHc3BydOnWSxWZZI95/YvxHFeM/ov0n2n487S8x9yXmvnjlvg4cOABXV1dUqVIFJ0+eRIsWLeDh4YGQkBAUFhbir7/+wo8//shMX2rb/PHHH7h79y7mz59f4noTIgc9dOhQXLt2DZ07dy5xnwmxGrmtrS3279+PBg0aoGrVqrh+/TrMzc3RtGlTvHv3jrm+WHvEpxGflHr16uHcuXMwNDSEoaEhoqKiYGpqChsbG+a1xyIiqoA4EfU7CAkJgZeXFxISEkBEUFNTg5WVFdasWYP+/fsz1/fz8wNQckUGITohlUafPn1w8uRJQbQkEgn8/Pywdu1atGzZEvb29qhRowYKCgqQmJiIiIgIPH78GFOnToWPjw8XQ1UIfv75Z1kHqKFDh6JVq1bQ0dFBcHAwoqKiBBkDj2DUtyY9sJ4UwXtFBHl4BQOtra2hpqamsCIXIHw3lOTkZFy8eBFv376VBSO7dOmCqlWrMtN0dXXF33//jQoVKsDDwwNDhgxBjx49YGtri3fv3mHQoEGYO3cuM33ps//ly5c4e/YsnJycYGRkpPAdId4D+vr6SElJKbUgXQhevXqFrl27Ij8/H5aWloiNjUVhYSEuXLgAW1tb5vrGxsZ4//499u/fj9WrV+P+/fvIzMyEtbW14M4IrxXJVfH5HxUVhfbt28PW1hb9+vWTXQfHjx9HdHQ0rl27JlhTEl7Pf2nXJ3d3d2zZskVWiOfi4iL4WISm+GoQZU2IZo2pqSmSkpIEnXhTFo0bN8bjx48F11XF5488vO7/zp07Q01NTWFVBoB9AFAZkD77bt++jbNnz2LixIkl7C8hnoOVK1dGQkIC9PX1mWuVxunTp7F582aEh4cjOzsbQFGhaq9evTBhwgRBOrNfvXoV9vb2zHVKw9/fH+vXr8etW7cwd+5cxMfHQ1tbG58/f8bFixcFGQOP+/9btibr59+HDx/QpUsXvHr1Cu3bt5fZX1evXkWzZs1w9uxZ6OrqMtOXh9fzl/eKVPK8f/9eVgxkaWnJfIWozp07Q1dXF1WqVIG6ujqGDBmCUaNGYcGCBXj27Bk0NTURGBjIVF9NTQ2ZmZm4d+8ebG1tSzz/hXgPVq5cGR8/fuTWFdfU1BTJycl49uwZ7OzskJGRAS0tLcF8UV73njI0QgL4FgKqsv8nRdUbEfG8/5ShERDP+08Z4u88Yu/yqHoxJsC/ERRvfR58y94Syg6vWrUqXrx4ARMTE+ZaUnjHvnjnXpVlIiwgvn9UMfcLiPlfQMz9KkMjXDH3KDwNGzbEmDFjYGxsjIMHD6JZs2bYuXMnjh49inv37uH06dM4ffq0IGNRZf9XOgnv6tWrcHR0RFpaGgDVyP2p8v0nj6pe/8pg+wGqaf+Jtl8RvO0vKWLuS8x9CZn7srKywrJly2BsbIwlS5bAzMwM169fx5kzZ3Dv3j1s2bIFERERzPTLyjsDkM2DESL2ZWxsjJs3b3JZ/A34j+114cIFjBo1StZ4m7X9J9Ye/QcejfikSO3/sLAweHh44M2bN5BIJDAyMhJsEQoRkX8z4kTUb3Ds2DEMHz4cXl5eChMRjh07ho0bN+L48eOldksvT8aNGwcA2L9/P0aOHAmgyCAQYlnyT58+oXLlyt/13YyMjHJfJcXBwQGdOnXC5MmTYWFhUep34uPjsWHDBkRGRjI1zHh2JcvMzMScOXPg6+uLd+/eYdiwYfj06RN27dqFHj16CDIGf39/eHt7C6IlhXcyVFlWRAD4nH8AuHTpEogIjo6OOHHihGy7UAUYPDEyMsLLly9hYGCAAQMG4Pbt2+jWrRv27NmDly9folevXoiJiWGm/613i1Ad8Zo3b47Q0FBYW1sz1yqN/v37o379+vD394e6ujoKCwsxe/ZsPH78WJBkTJ8+fVCzZk1ERETAyckJkyZNgoeHB4gIoaGhzPXlKT4h6N8M7+f/gAEDYGlpiQ0bNpTY5+7ujs+fP2P37t3M9JUB6TNI/roT6rkj5dKlS3jw4AGysrKgr6+PJk2a4Mcff2Q+MfPixYulFqHLI8R7cPr06TA3N1doRCMEEonku8/xP/nu/wcPDw9s2rSJ2d8vDd7PH3l4HD8A7N69G0QEDw8PbN68WbZdqG54t2/fxqZNmxTu/8aNG+Onn35ivhrJt+wdNTU1QZKyDRo0wJUrVwQtRAWKumKOGTMGqampGDFiRKmNoA4dOgQzMzMEBQUxLYzi3RX80KFD6NOnDyQSCby9vfHp0ycsWbJEMJs4MjIS7du3F0RLCu/nn7u7O54+fYo///xToQAkLS0NQ4cORbt27bBs2TJm+vLwOP/y8Lz+c3Jy8OLFC9nzt169etDS0mKua2BgIFuB2dXVFQcOHMD69esxadIkpKeno379+khJSWGm7+vr+83vsE6EAUX+7/Tp09GlSxfmWqVhYWGBFy9eIDAwEMeOHcPFixcRGxsLe3t7JCQkcBmTEPB+/ikDvP0/Xr4fIDYiksIr9qws9x+v4wdUO/4uFmP+B0dHRxw/flzl9JOSkvD777+X8P9dXFxQu3ZtwcfDA2trazx8+FDQYjDez17euVfeE2HlEd8/wsM79wuI+V9AtXO/ytQIlwe8fU+An/9ZpUoVpKenQ11dHS4uLjh9+jROnjyJli1bIi8vD6ampswLoUX/F6hTp46sEWdsbCxCQ0MRHh4ONzc3PH/+XPDxCIkq33+AeP2rqu0H8Lf/RNuvCN61d2Luq2zE3Be73JeRkRESEhKgra2NoUOH4u7duzh//jysra1RWFiIKlWqMI2/xMbGfvM7QjTCqVGjBqKjo1GxYkXmWqXRuHFjbN68GTt27EBhYSH27t2LAwcOwN/fH/fv32emq+q1R/LwaMQnpVWrVpg6dSpCQkJQrVo1bNmyBatXr8Zff/2Fq1evCj4eEZF/G+JE1G/Qvn17jBs3DhMmTCixb8uWLTh27BhOnTolyFh4FKK1bt0akyZNgouLS4lOBFJyc3Oxa9cubN++Hbdv3y5X/ejo6O8OtP6T7/5/UMWOwLwnIksDQV+DZSCI94oIvM+/PLwKYUNDQ7Fx48YShQgTJkzAmDFjmGpbWVnh4MGDqFSpEoYOHQpDQ0OZ8VlYWAhDQ0NBuqK8e/cO5ubmJbY/efJEkK6wK1aswK5du/DTTz+VGIcQXXlMTU3x9u1bhQDQly9fYGFhIcj5T0pKwty5c6Gjo4P169fj7t27WLp0KX7//fdSf5fywt/fHzNnzvzmSt/5+flYvXp1uXfo462vpaUFHx+fMvcvW7YMOTk55aopj7GxMZ49e1Zq97t3796hTZs23xWw+f/C+/zLw+P5/+LFCwwZMgRxcXGoW7cudHV1kZ2djZcvX8Lc3BxhYWGoU6cO83FMnToV69evL7HdxcVF1rmMJT/++CMiIyOhq6sLU1NThX0sg1Ht27eHn58funbt+tXvnT59Gn5+fuUemOE9EVZDQ+Orwda4uDgUFBSUq6Y8vI9fHh73/86dOzFjxgyMGjUKjRo1kt3/UVFR2L9/PzZs2MDcBvwarG1uKRs3bkRwcDCmTZsGMzMzhX0sJ+N+7/1/8uRJLF68GNeuXWM2FlX0v69du4Z27dp913dZrBhbqVIlnD59GmWFCXv37o3Pnz+Xq6Y8lpaWOHv2LOrXr19i36NHjzBs2DA8e/aMmT7v8y8Pj+s/Ozsb3t7e2LlzJ758+SLbrqWlhZEjR2Ljxo3Q0dFhpt+iRQsMHz4clSpVwrx589CsWTNcuXIFQFGBQM2aNZkm46UcOnQIw4YNK7H9999/F6QYffLkyQgKCkLnzp1L+JtCNCR0d3fHtWvX8ObNG2zYsAHNmzfHoEGD4OjoiNWrVzPRVAbfh+dkDGU4fnmEtv+UwfdT5UZEyhB75nn/KcPxy8PD/+IZewfEYkxVJywsDMOHD0fHjh1L+P+XLl3CkSNH0LNnT+bjsLOzw71790pst7Kywps3b5jr79y5E2FhYZgzZ04J/19+paLyRNVzr7wnworvHzH3K0WV87+qmvsF+DbCVSb/UxVzj46OjgCKYm3Xrl2DoaEh7t+/Dw0NDbx79w4tW7ZEfHw8M31Atf1fKVu2bMEvv/wCoOh8FBQUoHv37ti8eTNcXV2Z6Yr3nxj/kcLz+gfE2j+x9o9f7R8v+0vMfRUh5r6Ez30BwKhRo/D8+XOoq6vjy5cv+PLlCx4+fAhdXV28evUK3bt3Z94ICSjyQY4ePVpie8eOHXHp0iXm+suWLUNiYiIWLlzIZSJiaGgoxowZA11dXURGRiIhIQF9+vRBaGgo+vbtK/h4pPzba4/k4dGIT8rly5fh4uICXV1dnD9/Hk+ePIGzszOOHz+Otm3bCj4eEZF/G+JE1G9gYGCA5OTkUjvhZmdno3bt2rKlulnDoxAtIyMDnp6eOHnyJAYNGgR7e3tUr14dhYWFSEhIQEREBMLCwtCrVy+sXbsWhoaGgo5PCC5fvgwA6NevH8LCwmRFmUK9hAEgPT0dmzdvxps3b1BYWKiwj6Uxznsi8vcYuiwDQby7AvM+//LweP4sX74cmzZtwtSpUxUKEZ48eYINGzZg+vTp8PLyYqa/c+dO/Pzzz1BXV8f8+fOxe/du7N+/H23btsUff/yBdevW4datW8z0pZR2nUkkElStWlWQFQHKKsARqitPtWrV8ODBAwVHNDk5Gc2bN/9Xr8jy22+/Yfv27Rg3bhxGjhyJ6tWrK+yPjY1FSEgIAgMDMXHixHK/F3jrd+rU6ZuJgPDw8HLVlEdPTw9ZWVll7q9SpQrTYDTv8y8Pj+d/ly5d0Lx5c6xYsUIhIZefn485c+bgwYMHOHfuHBPthIQEnD9/HgDg5uaGbdu2KUzIycjIwLx585CZmclEX56vFRuwXJkyJiYGrq6uSE1NxciRI0u1/w8dOgRDQ0Ps2rWr3Feo4D0R9nuKPFief97HLw+P+7927drYvn17qcWA4eHhmDhxIl6+fMl8HGUlYlk//6Woq6uXul1NTY1pMWhBQcE3CyH+P9/9J0hXRVqxYoVCIl6IlZCk3L59G3PmzCnV/2Zp/w4cOBB6enqYPn06WrZsWep3bt26hYCAAGRnZ+PYsWPlql/WdSeF9fVXqVKlr050Zf1M4n3+5eGxIpWrqytiY2Ph7+9fwv+eO3cubGxssH37dmb6169fh7OzM3R0dLBp0ybMnTsXTk5OmDBhAubMmYO4uDhm5yQ7O1tW6G5ra4uoqKgS9l+7du2+6h+UF+PGjStz365du5jrSyQS7N27Fzo6OnBycsLLly9x/PhxTJs2jVnzC2XwfXg2QlKG45dHaPuPp+9XHFVsRKQMsWeek6GU4fjlEfr+4x17l0dVizEdHR0REBCAevXqffV7z549g5eXl8KqNf8GfVtbWyxatKjUQsiQkBAsWbIEDx8+LFdNKa9fv8bSpUsBAPv27cOoUaMU9mdkZCAiIgLJyclM9OWR98Okz0MiYup/qXrulfdEWPH9I+Z+pahy/ldVc78A30a4yuR/qlruESi6xufMmQNtbW0sXLgQXl5eyMnJwdixY7FixQo0a9YMmzdvZqYvjyr6v/LExMRAU1NTNvknLi4OLVq0YKop3n9i/EcK7+tfrP0Ta/+KI1TtHy/E3JeY+wL45L6Aot9g1apV0NbWxpQpU+Dj44Pbt2/DyckJmzZtwtChQ7FkyRIm2m/evJG915YtW4Z58+Yp7M/IyMDOnTsFeSdYW1sjNjaW22rkAGQ5Pm1tbWRmZiIrKwsWFhaCaKtq7ZE8PBrxlUVubi7U1NS4rdArIvJvQ5yI+g309fW/WmjOOhkiz4EDB+Ds7CyIVnEeP36MrVu34sKFC4iLi4O6ujpq1aqFHj16wNXVFU2aNGE+Bl5dmaSOWFxcnOylJ7QT1q1bN8TFxaFdu3YlDAOWxriqT0TmnQxV9fNfo0YNnDhxAj/88EOJfQ8ePICjoyPi4uKYjiEmJgZaWlqoVq0ajh07BmdnZzRo0ACPHz/G8ePH0aNHDya6r169Qs+ePUFEiI2NLbEyW3Z2NkxMTPDo0SMm+srExIkTERMTg40bN8La2hqvX7/G1KlTYWNjg23btjHXT0tLw/r165GQkCCbiJCXl4dHjx7hwYMHTLWfPn2KhQsX4siRI6hevbrC/f/+/XsMGDAAfn5+aNCgwb9Snye8n/+A8px/f39/eHt7M9Uojr6+PtLS0kp1+nNycmBmZoaMjAwm2rm5ufjxxx9licfiAQ9tbW389NNPghVjlgaryV/FCQsLw5YtW3Dx4kVkZ2cDKJok1KNHD4wfP55ZZzjeE2F5o0zH//btW9SsWZPZ3y8NfX19ZGRklBoMLSgogJGREbP7/9WrV5g0aRKICJcvXy7ReOjTp09ITU0VZEUUZYD1io9lIU1E7d+/HyNHjgRQ5H8L0Q1VSuPGjdG4cWP07NmzxLXIciI6AOzYsQO+vr7Q1tZGu3btFO7/yMhI5Ofnw9fXF+PHj2c6Dh4og/2lyue/atWqePnyZamFkCkpKWjYsCHTYuziPHv2DN26dUNSUhJq1KiBc+fOoW7duky03r17h7p16yI7O1uWhC8+CWDgwIEIDQ1lov+/QEpKCtMuxbx9H96NkHgfvzxC+388fT9AbESkDLFnnpOhlOH4eaIMsXcpqlqMeePGDbi6usLGxqZM///gwYN49eoVdu/ejXbt2v2r9PX09PDp06dS/X+JRAJDQ0Om74DZs2cjJSWl1Imo2tracHJyQqdOnZjpS/naZKPieaF/C7x9P9764vuH//uHV+4XEPO/UlQ598u7Ea6y+J+qlnssjczMTIwePRrh4eHo0aMHdu3axXSFIFX3f+XJzs5Genp6ift/0KBBTHXF+0+M/wD8r38eqLL9J9p+/4GX/SXmvsTc19dgnfsqTn5+Pry8vGT23/Lly8tsUPXfUlhYiBEjRiAlJQVXrlzBjz/+qLBfW1sbLi4ugsxH+VoOQIjVyIGiZg+JiYklnj8zZsxgoifWHinCoxGfPOHh4aW+f9atW8dcW0Tk3444EfUb8E5GvHnzBlZWVt/13ZiYmDITpv8GeHRlkofXRFigKCgTGxvLLdnEcyLyiRMnEBUVhdmzZwMAvnz5ghYtWsDf3x+Ojo7MdAG+KyLIw+v8+/v7Y+bMmd+c7JKfn4/Vq1dj7ty55apfuXJlpKenl6qfm5sLc3NzwZ8Jt2/fxuXLl9GlS5dSg2TlyYkTJ5CamorJkydj69atCvu0tbXRsWPHUjvFs0BoZ0ye9PR0DB48GJcvX5Y5In369MGePXtQtWpV5vqOjo54+fIlTExMkJmZCUtLS5w+fRpTpkzBb7/9xlwfAN6/f4+LFy8q3P9dunQR5Ph56hMRoqOjFSZZHTx4EEOHDmXakQzgb//Jw+P8f/r0CZUrV/6u72ZkZMDAwKBc9WvWrImzZ8+Wmmh7+PAhBg0ahNevX5erZmn07NkTZ86cYa5TFq9fv4afn1+JYMjz58+RkpIi2DiICGlpaVBXVxfUFuU1ERYA7ty5g0ePHsHV1RVAka3Tv39/LF68uMxV8sobXsd/8OBBODk5fdd3WTRKatu2LVxdXeHm5lZi3/r16xESEoKIiIhy1ZRn8+bNSElJKbUrpLa2NhwdHdGoUSNm+vLwKoaQwtP/5a2vr6+P9PR0Zomfb5GXl4ejR48iPDy8hP/Xs2dP5t0ZJRKJgq2VkJBQokM7C5TF/uJ1/nmvSGVsbIzXr1+XatelpqaiSZMmSEpKKlfNb5GdnY1nz56hUaNG0NbWZqr1/v17ZGdno3Hjxnjy5InCPm1t7RLdWVmRm5uL/fv3l5oMO3r0KHP9GzduYPbs2SX0379/j7y8POb6vH1f3vA6fp7+H2/fT2xEVIQyNCHlCc/j5xl/5x17F4sxi8jLy0NgYCC2bNmCqKgohcYIdnZ2GDduHCZOnMjMN+Gp37RpUyxdurTUPN/hw4exdOlS3Lt3r9x1i7N06dKv5gF5UFBQgEePHsHOzo6ZhirnXpXF9xTfP6qZ+wXE/C+g2rlfZXkGiblHRYTMPfJC9H+L2LVrF6ZMmVLC1jAzM0NiYiJTbSni/aeIGP8pguX1L9b+lUSs/RO+9o+X/SXmvsTcF8A/98Wbn3/+GYGBgbyHUQKhJgIvX74cPj4+JSZA2tnZ4fbt28x0xdqj/8CzEd/UqVOxdetWWdMfiUSCzMxM9OrVC2FhYUy1RURUAhL5Krq6unT58mW6dOlSqR9dXV2m+h06dCAfHx9KSkoq8zuJiYnk7e1N9vb2TMZQWFhIr169UtgWHBxMBQUFTPSKIz3X+vr6Cr+F0FSpUkVwTSnNmjX76jXwb+XChQukq6tLq1evlm3LzMykGTNmkLa2Nl28eJGpfseOHalTp05f/fybCQgIoIYNG9LKlSspPj6+xP43b97QypUrqW7durRq1apy1+/atSvNmzeP8vPzFbZLJBKaNWsW9ezZs9w1y0L+eXfy5Em6efOmYNo7d+4UTKs0li1bRmpqaqSurk7q6uqyf7do0ULQcURHR9O1a9cEfxZWrlyZEhIS6MaNGzRo0CAiItq7dy/17t1b0HGoGllZWWRvby8750REycnJpK2tTR06dKCsrCym+vLXfFmffzOtWrWi7du3U15eXpnfycnJoS1btjB5Fvj7+1PNmjVp+fLldOLECQoPD6ewsDBauXIl1axZk3777bdy1ywNFxcXLjanlE6dOpGDgwMNHjyYOnToQJ6enmRgYECLFi0SRP/Dhw8K/79+/bogusUpLCyklJQUSktLE0Tv7t27pKenR7Nnz5Zt+/DhAw0aNIj09fXp/v37goxDitDH7+npST/++CMdOnSIcnJySuzPzc2lkJAQsre3Jw8Pj3LXv379OhkZGVH9+vVp6NChNHbsWBo2bBg1atSIDA0N6c6dO+WuWRp79uwRRKcsdu7cSbq6uiXePRYWFoKNgaf/y1u/T58+dOPGDW76PPH29iZXV1fZ/1NSUkhTU1PhmcgKDQ0N6ty5c5kfTU1N5mPgyfXr16lBgwbUp08f+uOPPyg6Oppyc3Ppy5cv9OrVKwoKCqLevXtT3bp16erVq+Wu7+rqSt27d6fr16/LbO3Pnz/TzZs3qUuXLjRp0qRy1yyLz58/09u3byk2NpZiY2Pp5cuXdOTIEUG0d+zYQdnZ2YJolcaoUaNk70Fra2tq0qQJqamp0dixYwXRb9WqFTk5OZG7uzv16tWLAgICyNLSkgICAgTR5wnv+DdPePp/yuL7ERH16NFDMK3SePXqFbm4uFDXrl1l77727duTsbEx13EJwfHjx8nf31/2/+zsbGrYsCEdO3aM46iEgWf8XRli78ePH6ddu3aRtrY2BQUFKXyCg4MFjQO/fv2arly5Iss/nj17VtBnEFFR7PPWrVt0584dSklJEVSbh35YWBjp6OhQz549ycvLixYuXEizZs2iPn36kK6uLv3999/Mx0BEVKtWLfL19aXY2FhB9Ipz4sQJsrS0JA0NDQX/X0tLi5mmqudeK1asSL6+vmV+WJ57ZUHV3z9SeOZ+icT8L5Fq5n719fX/q/3/y4i5R6K4uDg6ceKE7P8SiYTc3NwoJiaGubY8quz/1q5dm3777TcKDAykMWPG0J07d6hr164KPum/EfH++w+qeP2LtX//Qaz942f78bK/xNxXEWLui2/uKykpiaZPn05ERFeuXCFTU1OytbWlJ0+eCKLv4OBAu3fvps+fPwuiV5wbN26Qg4MD1a5dm6ytrcna2pqqV69OFSpUEES/Ro0aFBoaSidOnKCJEydSWloaOTs7k7e3tyD6Yu1R6eTn59Pdu3eZ65iZmdG1a9fo/Pnz5OrqSoWFhfTLL7/QxIkTmWuLiKgC4kTUb6CmpvbVD+uJCPn5+TR//nyqXLkydevWjRYsWEDbtm2jLVu20Pz586lTp05UpUoV+vXXXyk3N7fc9XlPBCEisrKyIisrK1JXV5f929ramrlucdzd3QXXlBIREUF2dna0du1a2r17t8KHBwcOHBBEp1u3brR9+/ZS961Zs4Z7gEhocnNz6cSJE3T27FnBnMOoqCgaNmwYaWhokKWlJbVr147atGlDNWrUoIoVK9KwYcPo6dOnTLRfvHhB9erVo8qVK1PLli2pY8eO1KpVKzIwMKDatWvT69evmegW59ixY2RqakpERIsXLyZtbW3S0dGh33//XRD9ChUqUKdOnWjv3r1cggK8nTEHB4dSJ50IlYgzMjIioqJJSLVr1yaionezmZkZc21lLMRr1qyZIDpz5syhTp06UXJyssL25ORkatOmDfn4+DDVv3jx4jc/rPnjjz9kQcedO3dSy5Ytyd7enrZs2cJc++PHjzRmzBgyMjKiCRMm0M6dO+nMmTN06tQp2r59O7m6upKJiQmNGTOG2eS4oKAg6tChA1WtWpU0NTXJwMCA2rdvTzt27GCiVxpTpkwhY2Njql27Ni1evJjevn0rmDYRUaVKlSg9PZ3u3btHffv2JSKiU6dO0Y8//shUt6CggJycnGjYsGGybe/evSM1NTUaPnw4t2L8yMhIQXQGDhxIS5cuLXXfnDlzFPwioXj8+DG9ePFCML1z585R69atSV9fnxwcHMjZ2ZmcnJyoQ4cOpKOjQ61ataKzZ88y0//w4QMFBgbSjBkzaMKECTRt2jQKDAwUbDIuUdH9N27cOLpy5YpgmvLwLIaQFl7q6OgoFGIKzf79+wXXlHL37l0yMDCggQMH0rhx4xQ+PGAx6bs0tm3bRtWrV1e4vwsLC+no0aNkampapm9eXixatOibH9bExsZSQkICERU9e728vGjevHn08OFD5tpERT7/xo0bydbWtkRjlBYtWtDGjRu/Wiz03/D582dydXWlihUrKuhWrFiRxowZI0j8j4h/MqxJkyakr69P48ePp4iICEE05TE0NKRnz57RlStXyNnZmYiIVq9eTcOHDxdEX0dHh7Kzs+nJkyfUrVs3IiK6du2a4I2oiITzPYn4x795+n5E/P0/ZfD9iMRGRPIIFfsn4j8ZSh4esXcifvF3ZYm9E4nFmMUROv4kT2ZmJn358kUwvRcvXtD8+fNp0KBB1K1bNxowYAD5+PjQs2fPBBvDoUOHyNHRkSpWrEhdu3alffv2CXoObG1tacaMGeTn50dDhgyh0NBQatasGa1fv56ZpqrnXnlPhC2O+P5RzdwvkWrnf1U598u7Ea6Ye+Tnf75+/ZpMTU1p/Pjxsm2pqanUvHlzMjc3F9T+VmX/V1dXlwoLCykmJobatWtHREUx4Tp16jDXFu8/Mf5DxO/6F2v/+Nt/qmz7EfGzv8TcVxFi7otv7mvw4MHUs2dPKiwsJDs7O/L09KQ5c+ZQly5dBNFfvXo1NWnShCpXrkw//fSTYLVXUnhPBK5UqRIRFcVcpb/5+/fvqVatWoLpq2rtkRQejfikSOMMSUlJ1LRpUyIi+vTpE1WvXp25toiIKiBORP0fISUlhVatWkW9e/cmW1tbatKkCfXr14/Wr19fYpJGecJ7Iog8VatWFUxLyj8ptGdZlD9u3DjS1NSkmjVryibj8pqQSyTcb2FiYlJmkWVmZqYgHfF4rojw8OFDql27NjVr1oyePXtG9erVo0qVKpG+vj7Z2NjQy5cvmY9BSnJyMh08eJBWrVpFAQEBdPjwYUpPT2eum5+fT2fPnqV169bRkiVLaM2aNXT27FlBJ8G0bt2afv/9d5JIJGRqakonT56k27dvywIjrElOTqbVq1dT06ZNycDAgH7++WcmK+CUBW9nTENDgwwMDEpMvtTT0xNEv0WLFnT79m0iIjI1NaWUlBT68OEDVa5cmaku70K8srqBa2trCzIhpU6dOmU+4+7du0d169Zlqs8bPz8/MjU1JXNzc5o2bRqZmprS0qVLyd/fn2rUqEHr1q0TZByPHj0iDw8Patiwoez907hxY/rll18Em5DBm7y8PAoNDaX+/fuTtrY29ejRgw4ePMikAUxxpImQzMxMsrS0lG03MTFhqrt8+XJq3LgxPXr0SGH7gwcPqF69ekw6oX4PQtmf5ubmZXYCTEtLI3Nzc6b6cXFxsuLL5ORkcnBwkBWntGvXjt69e8dUX56bN2+Sv78/eXh4kKenJ61evVpl7v1bt26Rp6cnGRsbU506dWjp0qWldglmBc9iCFdXV1lCTvpvoSZg/pPO79HR0czG8eOPP1K9evVozJgxsnMg/bBEuvpS8Y++vj5dvnyZeXGEnZ1dmRonTpzgVogvFKGhoaShoUG6uroUEhJCenp61L17d9mKTCwn4JcGrxWxsrOz6cGDBxQREUH37t0TvCBCGZJht2/fpqlTp5KJiQnVrVuXli1bJpugzBrpatApKSnUsGFDIiL68uWLYMUI1apVK1XT0NCQmSZv35OIb/xbWXw/ItH/U9VGRKUhZB6G52QoZYq9E/GJvytD7J1ILMYsjlD34MePH2XNn758+UJjxowhdXV10tTUJCcnJ8rMzBRkHMpCcnIyBQQEUOvWralq1ao0efJkunXrFnNdHR0dys/PpxcvXlDHjh2JiOjJkyfUuHFjZpqqnnvljfj+UY73D+/cL5Fq539VNfdLxLcRrrL4n6rqe44ZM4Y8PT1L3efq6kouLi6CjUWV/V9ra2vKycmhgoIC2aQoImJ+/4v3n/Kgytc/kVj7J9b+8av942l/EYm5LyIx91WaJsvclzw1a9akrKwsSkxMJHV1dUpNTaX8/HzBrn8pd+7cIU9PTzI3N6f69euTv78/JSYmMtflPRG4bt269OnTJyosLKSqVatSYWEhEbG3/6Socu2RFB6N+KQ0bNhQlv+tWrUq5eXlUX5+vmCNsERE/u2IE1FFvooyTQSRGqRCYm9vT+fOnfvm906dOiV7SbNAT0+Pnjx5wuzvl0VZHRnlt7OkSpUqJJFISt1XWFjI/JrgvSJCt27d6JdffqFZs2aRhYUFubm5UX5+PkkkEvLy8qJ+/fox1VdGhO7ITfSfrlx3794lPT09ys/PJyLhkmHy3L17l2bPnk1169alBg0a0MqVK+n9+/dMNXk7Y3p6ehQWFkaVK1emDRs2yLYL5Qzs2LGD9PT0KDY2lqZPn06NGzcmOzs7cnR0ZKrLuyt5w4YNSVNTs0R3cGlhWOfOnZnqf+v6EuL357kirZWVFT179oyioqJIXV2drl27Jtt3//59qlevHvMx8Ib3imSlce3aNWrevDmpqamRoaEheXl50cePH5np2dvbU1hYGBEVFUVGR0dTQkICc/unUaNGdP/+/VL3XblyhWxtbZnqS5utFP+oq6vL/s0SAwOD/2r/f8ugQYNoxIgRNHLkSKpfvz4NGDCAEhISKDk5mUaOHEkjR45kqs+b3NxcWQKSiGjBggVkbGxM1apVI29vb5kdJhT5+fkUGhpKw4cPJ0NDQ+rduzcdOnSI2YqEUngVQ8jDoxFUhw4dyMfHh5KSksr8TmJiInl7e5O9vT2zcejq6nIpupbvhKumplbiI4T/XRb5+fnMn39ERZPxT5w4Ifu/RCIhNze3fzRJ+f9Ls2bNKDQ0lP7880+qWLEi7dq1S7bv0KFD1KpVK6b6X7vuecBrVR5lSIZJyc/PpxMnTlDz5s1JU1OT+vTpo3B9sqBJkyayDvCGhoaUlZVF2dnZgsUfunTpIluFoU6dOnTv3j2KiopiOhmBt+9JxDf+Lfp+yuX7qVojIt6xfyK+k6HE2HtJeMTeiVS3GLNz586lfjQ1NWX/ZsnYsWOpY8eO1LlzZ7K3t6d27dpRZGQk3bhxg7p27UoeHh5M9YmKVoX6888/iYjPquDFSUlJoS1btpCdnR1paWmRqakptWjRgu7du8dM09LSkiQSCeXm5sreBURsc+Kqnnsl4jsRVnz/lETVc7/ScahS/ldVc7+8Ef1Pvv5n9erVy5zsFR8fTzVq1GA+BnlUzf+V4uTkRGPHjqXMzExq27YtbdmyhYKCgpjnHsX7T4z/SOF5/SsTqm7/qZrtR6Q89peY+xJzX0LlvuQxMjIiiURCe/fupWbNmhFR0YqM8nUgQlFQUEBhYWGy2jcdHR0aMmQIxcbGMtPkPRF4woQJ1L17d/rw4QN17dqV5syZQ76+vrJJ0UKhyrVHPBrxSfHy8qImTZrQ+/fvaeDAgTR69GiaMGHCv74Ju4iIUIgTUUW+ijJMBJHi7u4umJaU6OhocnBwoEaNGtGSJUvowoUL9Pz5c3r69CmdO3eOFi1aRLa2tvTjjz+WSFiVJ7Vq1aKcnBxmf78sAgMDSV9fn3799VdZB8bw8HDS19dn3pGRqKgbVVkFB1evXmVuiPBeEdjQ0JDy8/MpJyeHNDU1FZKvX758Ye4MNWjQgPmqO1+jeEduFxcX0tDQELwjd82aNSk5OZl8fX2pV69eRFS0KpxQXcGk5Ofn019//UVOTk5kYGBAzZs3p8GDB5OBgQEFBQUx0+XtjEnfMzdu3CBTU1OaMWMGFRYWClIIL+XmzZuUk5NDeXl5tGLFCpo3bx7zroC8u5J//vyZXFxcqEuXLgrdr4SalFKjRg1KTU0tdV9aWhqZmZkx1ee9Iq28/VWhQoUSBTCsr//g4OAyi5GEQJlWJEtKSqKAgAD64YcfSEtLiwYNGkTHjh2jBw8ekKOjIzk4ODDTPnbsGOno6FB0dDQtXryYzMzMqHr16jR27FhmmkRfv74kEgnzYJSPjw9VrFiRZs+eTUFBQRQUFES7du2iSpUqyf7PkqZNm9KDBw9K3ffw4UPmjXiMjY0pOzubMjMzZd0QpWRkZDBfkbVXr1709OlTphpfY/r06dSgQQNq1KgRDRo0iOrVq0f79u2jgwcPUtOmTenXX38VfEz3798nb29vqlu3Lpmbm1Pz5s2pWrVqdPr0aWaavIoh5OHRCCo/P5/mz59PlStXpm7dutGCBQto27ZttGXLFpo/fz516tSJqlSpQr/++ivTgoBmzZoJ0v2zOI8ePaImTZrQwoULFd7DQv0WJiYmZcYdcnJymCfDXr9+TaampjR+/HjZttTUVGrevDmZm5vLEpSskH//aWpqKkx8F6IYW11dnZYtW8ZU42soy6o8ypAMIyrqCjx9+nSysLAgU1NT+uWXX2j9+vVkY2NDkydPZqa7YsUKqlatGiUkJMj8sT59+siScqyJjIwkIyMjevXqFW3bto20tLRIV1eXvLy8mGny9j2J+Ma/eft+RHz9P2Xy/YqjCo2IeMf+ifhOhuIdeyfiG39Xlth7cVSpGHP06NGkoaFBkydPpkWLFsk+Ojo6sn+zxMzMjD58+ECpqamkpqZGcXFxsn3JycnMJ0Moy6pQubm5FBISQo6OjlSxYkWys7OjdevWUWpqKkkkElqwYAFTX7xfv37k4+NDubm51KRJEwoLC6Pw8HCmq4Koeu6V90RY8f2jHO8fZcn9Eqlm/ldVc79SeDXC5e1/qnruUZlq74qjCv6vlMTEROrTpw8lJibS5cuXycDAgCpWrEj79u1jqivef2L8RwqP61+s/StCWew/VbT9pPCwv8TclyJi7ku43Jc8vXv3pokTJ1KjRo3I19eX3r17R0OGDKHBgwcLok9UdP95enqSqampzAd7+PAhpaWl0c8//0xNmzZlps17IvCnT5/I3d2dUlJS6NGjR9SwYUOqVq0anTlzRhB9eVS19ohHIz4peXl5tHLlSvr48SPFx8dTr169yN7enu7cucNcW0REFRAnoop8Fd4TQf5J51GWXUpPnDhBffv2pUqVKslWI9HT06PBgwcz7whDRLRnzx5ydnamu3fv0ps3byg2Nlb2Yc3jx4+pSZMm5OPjI0vAC1UMtnnzZmratGmJpegTEhLohx9+oKVLlzLV570isLm5OX38+JHS0tJIXV1dYYWU9+/fM5+IoKmpSUZGRrR8+XLZby8kytCRm4ho4cKFVK1aNdLR0aGTJ0/S7du3ydjYmFasWCGI/rVr18jd3Z2MjY3JxMSEpk+frjBB5siRI0zvSXln7PHjx9SwYUOqXr06/f3338w05ZFPurx8+ZLq1KlDw4YN+9d3BOTdlVzKrl27yMrKSvauE0p37Nix5OvrW+q+xYsX08CBA5nq816RtkWLFnTs2DH6888/SU1NjY4cOSLbt2fPHlmHNFaoqalRnz596MOHD0x1yoL3imRSevToQZqamtS4cWMKCAgoUfj46NEjph36srKyKD4+XjYRJjg4mH7//Xfm3VjNzMzKTPhkZWUJ8vw9d+4c2djYUGBgoGybUPbnsmXLqFOnTvT582eF7VlZWdSlSxeaPXs2U31jY2P68uULZWVlkYaGBmVkZMj2ZWZmMj//GhoaZGxsTAcOHGCqUxbSBMTbt29JXV2doqKiZPtev35NVlZWgowjISGBVq5cSU2aNKGKFSvSwIED6ejRozKfc+vWrUx9YV7FEPLs379fMK3ivH//nlatWkW9e/cmW1tbatKkCfXr14/Wr19folCVBb/99hvZ2tpSQEAABQUF0e7du2Uf1mRnZ5Orqyv9+OOPMj9YqOdfnz59KDg4uNR9Bw4coA4dOjDVHzNmDHl6epa6z9XVlVxcXJjqW1tb08uXL+np06ekpqamkHy4e/cu82SMlpYW2draUs+ePent27dMtUpDWVbl4Z0MW758OTVq1IgqVKhAjo6O9OeffypMSr5x44Zs1TRWhISEUFZWFmVkZJCbmxuNHDmSoqOjmWrK8+XLF5kveuPGDcF8f16+JxHf+Ddv34+Ir/+nLL6fFFVsRMQz9k/EdzIU79g7Ed/4u7LE3uVRxWLMHTt2kLW1tUKxkVD3oKGhoawAqEKFCgqr0eTk5DBflUBZVoUyMDAgIyMjmjJlSqkFSE+ePGEai4iKiqJGjRrRmzdv6MiRI6SpqUnq6uoUEBDATFPVc6+8J8KK7x/leP/wzv0SqXb+V1Vzv0R8G+Hy9j9VPfdYv379Mhc3ePXqleAToVTR/y2N/Pz8EvlAFoj3nxj/kcLj+hdr/4rgbf+psu3HEzH3VYSY++KX+yIqqv0YO3Ysubm5UV5eHl2/fp0cHR3p3bt3gujXr1+fKlSoQP369aPQ0FCF356oKEfAsikG74nAvBFrj/g04hMREREGcSKqktOpUyfq3LnzVz8s4T0RxN7ens6dO/fN7506dYratWvHdCxERZN/UlJSKC0tjbmWPNLJr2pqaqSurk7q6uqyfwtBdnY2jRs3jtq1a0dv3rwRLBFeWFhIAwcOJB0dHerWrRuNHj2aunbtSjo6OtSnT58SRnF5w7sroZubG3Xt2pU6d+5MxsbG5ObmRjdu3KDLly9Tu3btmAdi9fX16eHDh9SgQQNq2rSpIJOu5eHdkVueCxcuyAoh4uLiKDQ0VDBtTU1N6tu3Lx0+fLjUFTJjYmKYXgsrV67k1gGfiEpM8nr//j21atWK+fPPysqKrK2tv/phCe+u5PJERUVR06ZNadq0aYIVAz9//pwqVapEU6ZMoYiICHr16hVduXKFpkyZQrq6unT79m2m+rxXpD179ixVqlSJ1NXVafjw4TR58mTq3bs3denShSpUqEAhISFM9XV1dcnFxYWqVatGhw4dYqpVGrxXJJPy008/0c2bN8vcn5mZqTBJrrypVauWwiREoRg6dCht2rSp1H1btmxhPhFbyrt376hbt240bNgw+vjxo2D2Z25uLrVp04bMzc1pwoQJNH/+fPrpp5/IwsKC7OzsmK+KMGLECBo9ejSNHDmS9PT0yMvLi96/f09xcXE0aNAghdUaWKCnp0d///03mZiYUJ8+fejhw4dM9Yojvb8lEglVqFBB4VkskUgEu/81NDSocePGtHr16lInPr548YJph84DBw4oFAELVQwRExPz3d8VMjEkNFZWVqV+hOwKuXv3brK0tGSeeJbnzJkzZGhoSIcPH5YlPvLz8+nw4cNkbGxc5iTV8qJ69epldj6Oj49n7v+tXbuWzMzMyMzMjJo0aUIuLi7k7+8vW6mprNhYeaGvr0+ZmZk0duxYWfJN3gdmjTKsykPEPxnWsGFDWrlyZZnJ33fv3pXZsKY86N+/Pxf7T77hXVkfIeDhexLxjX/z9v2I+Pp/yuL7EaluIyIifrF/Ir6ToXjH3on4xt+VKfau6sWYT548oSZNmtCsWbMoPz9f0EY0s2fPJi8vL6pYsSItWbKEJBIJ5eXlkYeHB3Xv3p2pPu9VoaT4+fkJ8qwtiytXrigce2JiIj1//pyppqrnXnlPhBXfP8rz/uGZ+yVS7fyvquZ+ifg2wuXtf6p67nHu3Lk0bNiwEpPACgsLycnJiekqZMVRRf9XvtlkWR+WiPefgezfYvxH+OtfrP37D2Ltn/C2H2/7S8x9FSHmvvjmvnizdOlShSZYxcnNzaVPnz4x04+OjuYyEdjX1/ebHyFQ1dojeXg04hs3btw3PyIiIv89akREEPkuUlNTER4ejrdv30JDQwOWlpbo2rUrKleuzEzzt99+g5eXF9zd3WFiYlLqdxYuXMhM/8WLF2jevDnGjRuHESNGwNzcHElJSTh48CB27tyJy5cvo0WLFsz0Y2Ji4OrqitTUVIwcORL29vaoXr06CgsLkZCQgIiICBw6dAiGhobYtWsXateuzWQcHz9+RJUqVWT/v3HjBtq0acNEqzRiY2PL3FerVi3BxvHHH39g7ty5+PjxIzIzMwXTPXToEI4fP46UlBRYWFjA0dERgwYNYq5bs2ZN3L9/H0ZGRiX2paeno1GjRnj37h0z/ZycHCxcuBDPnj3DzJkzkZ+fj+HDh+PDhw/o0KEDQkNDy3wulAeVK1fGp0+fkJeXB39/f6xduxaGhoYYNWoUHBwcUL16ddSvX5+ZvpGREVJSUlBQUAA9PT18+vQJ2traAIDc3FxUq1YNaWlpzPSVBT8/P/zyyy/Q09Pjom9oaIiUlBRoaGhw0U9KSoKFhYXCtuzsbISGhmLMmDHMdHfv3v3N74wdO5aZ/pYtW7B161acPHkS1atXl21PTExE3759MWzYMMybN4+ZfnFycnLg6emJffv2ITs7WxDNq1evYtKkSXjy5AnU1NRARGjSpAk2bNgABwcHptpVq1ZFWloa1NXVS+wjIhgaGuLDhw9Mx5Ceno7Y2FjY2dkhNzcXGzduxNu3b+Ho6IiuXbsy1ZY+/4OCguDl5QVra2tMmzYNQ4cOlT2HWWJjY4O///4bBQUFaNSoEW7fvo3mzZsDAO7du4chQ4YgOjqa+TisrKzw8OFDprb+t/SvX78Oc3NzQXVv3ryJLl26wNfXt4T9v2jRIvz555/o1q2bIGMhIixZsgRBQUFISUnBp0+fBNHNzc3F+vXrS9if7u7u0NLSYqqdmpoKDw8PPHv2DD4+PigsLMTYsWNRUFAAGxsbnDlzBjY2Nsz0pfd/amoqvL298ccff6BDhw4YM2aMzP5jeQ46duyI4cOHQyKR4JdffsHmzZsxceJEAMCKFStw9OhRXLt2jZm+lOXLl2PGjBmCPPNKw9DQEMnJyahQoYKguj/++CM6duyIKVOmlPnsSUpKwrp163DlyhVERkaW+xiysrLw5MkTBX/b398fbm5uMDAwKHc9ZebZs2cYMWIEXr58ic+fPwuiuWbNGnh7e6NChQowNDREWloaCgsL4evrC29vb6baBgYGyMjIKHO/9PnEklOnTuHZs2dwdnZGXl4epkyZgri4OPTv3x+LFi0q1TYsL+SP78qVK/D19cWlS5fQvn172fN30qRJzPQtLCzw7NkzSCQSmJiYICEhQfYcSElJQdOmTZGUlMRMvywKCgqQl5cHXV1dQfQGDBiAvXv3crP/TExMEB8fz9zeKI66ujrU1NQAFNlfUqR+mJqaGiQSiSBj4eF78o5/8/T9AL7+n7L4fgAwYcIETJo0Ca1atSp1f1ZWFt6+fYuGDRsy0eftfwJ8Yv9EhMGDB+PMmTNo37697P67evUqOnfujKNHj0JTU5OJNu/YO8A3/q5MsfcKFSqgZ8+eGDduHPr371/CD3rz5g0WLVqEoKAgJvqrVq3C5MmTucXfAeDLly/w9PTEgwcP8OLFi6/axeVFTEwMnJ2d8fTpU5mtO3/+fBQWFkJXVxd///037OzsmOm3bNkSCxcuhEQiweDBgxEaGirL++3duxcBAQG4f/8+M30pxsbGiIuLE8zeVCZ9Vc298vY9xfeP8rx/eKPK+V9Vzf0CgKmpKRISEkqN+2ZlZcHa2hopKSnM9MXcIz//89OnT2jRogV0dXUxfPhwme8TGhqK9PR03Lp1C6ampsz05VFF/9fa2vqr+9XU1JjHH8T7T4z/AHyuf7H2TzlQVduPt/0l5r6KEHNffHNfWVlZ2LRpE16/fo2CggKFfTt37mSub2ZmhpcvX3L7/Xnpd+7c+av71dTUcOHCBebjUNXaI3kiIiLQrl072TsoKSkJmZmZqFevHjPNcePGffM7u3btYqYvIqIqiBNRv4Pnz59jwYIFCA0NhYWFBWrUqIGCggIkJiYiLS0NgwcPhp+fH+rUqcNEf+bMmUhOTsYff/zB5O9/C54TQaSEhYVhy5YtuHjxoqwIqVKlSujRowfGjx+Pvn37MtGVSCQYNWoUCgsLERISAgBITk6GhYUFhg0bhv3793ObnMWLFy9e4PDhw4JOgOKFq6srbGxssGDBghL7lixZgjt37uDPP/8UdEwFBQXIyspSmBjNiuLJ1qysLBw8eBBHjhzB1atX8enTJ6bOWN++fdG4cWMUFhZi/fr1WLBgAebOnQuJRIIZM2bgxYsX+Pvvv5npyzujZSGEM2poaIjU1FSmRc9fY9SoUbC1tcW4ceNKJAVVibi4OCQlJcHS0lKQ88CzEK84OTk5+PDhAwwNDQUPCgFAdHS0rBjG0tJSEM02bdpg7dq1aNeuXYl9165dw8SJE/Ho0SNBxsLj/Ms//z99+oR169Zhx44dSElJQYsWLVC9enUcOHCAmf66deuwfPlyAEVJeTs7O9ja2sqSch4eHqW+m8sbXhNBpYwbNw7nz59H7969Ua1aNYV3EuvjP3z4MCZPnoz09HTZNiMjI6xbtw7Ozs5MtUvjypUr+OOPP7Bt2zbBtZWB5ORkJCUlwdbWlnlwsLj9FxMTg127diE0NBRPnz5lHoy/e/cuHB0d8e7dO0yfPh06Ojo4cuQIcnNzkZSUhBMnTqBLly7M9KXwDsb27NkTY8aMwejRowXVLSgogK+vL9avX4/WrVuX2gjq/v378PT0xPz581GxYsVy1X///j06dOiAH374QeZ/p6SkoFmzZjAwMMDly5eZF2MqG7m5ubh16xY6dOggmGZiYiJOnTqF1NRUWFhYoFevXoIUQTVo0ABhYWGlNhh7/fo1unbtijdv3jAfBy9KK3Z+/fo1jhw5goiICMTExODhw4fM9N3c3PDq1SsUFhbi0aNHGDp0KMaNG4fc3Fx4e3ujXr16zCZ/yJOfn4+DBw/izZs3KCwsVNgnhP3HKxkuZdq0aYiOjsaoUaNgYWGhYP+xjMF+rQGeFCEa4fH0PZUh/s3r+Hn6f8ri+wH8J4Ly9j+l8Ir985oMVRwhY+8A3/g779i7PKpajFka+/btw969e3H69Gku+nfv3kVcXBw6dOgAY2Njplrnzp3DwIED8eXLFwwdOhRGRkZ48+YNcnNzceXKFezbtw/Dhg1jOgYAaN26NVatWoWOHTsy11JGfR7wzr3ynghbGuL7R/Vyv4CY/1UGhM79AsrRCBcQc4+8/M+0tDQsWLCghO/z66+/Mre95BH9X76I958Y/xH6+hdr/5TD/hNtvyKEtr/E3FcRYu6rbITIfQ0bNgzXr1+Hg4NDifoKISbCNWrUCKGhocyaLCi7Pm9UtfZIHt6NAEVERNghTkT9BmvWrEFgYCBcXV3h7OyMmjVrKuyPiYlBcHAwdu7cCTc3N8ycObPcx5CdnY1mzZrh0qVLqFatWrn//e+Fx0SQ4hCRLDBraGjIXG/FihXYt28fDhw4gMaNG8u2P3z4EMOGDcPPP/8MLy8v5uPgzblz53DhwgWkpaXB1NQU3bp1EzQpGhUVha1bt+L8+fMKKxL36tULrq6uzIxU3isiSCl+/rt37y5IEZy+vv5Xu9+npaWVmqgtL2JiYjBixAg8e/aMS0fuixcvfjMYJcR9wDsYZGlpifj4+FLPhVDJWJ68e/cOTk5OiIiIkHXD6t27N/744w9BigJ4FuJFRkbC29sb169fBxFBQ0MDHTp0gL+/f5kdIlnAY0V6ZViRluf5L6vr+82bNxEZGYno6Ghs2LCB6Rh4rkgmhedEUKDs7mxCdWXLzc1FZGSk7PnTrl07QQNjL1++RHh4uMz+6dq1K6ysrATTT0tLw+7du0u1P52cnJj7IvLHb2Zmhi5dughy/F+z/9LT0xETE8Pc/iUiWRKeiHDkyBG8ffsWPXv2FCw4zTsY26pVK9y5cwdaWlowNzdXeP4I0RU6JSUFu3fvxoULFxAXFwd1dXXUqlULPXr0gJOTE7NJie7u7khLS8OePXsUEmG5ubkYMmQIrK2tmb9/eJOeno7ffvuthP83bdo0wVeETUlJUXj+Va1alanevHnz8OrVKxw8eFDhmiciODs7w9DQEJs3b2Y6Bp7n/1v+N2uKr8pTUFCAYcOGCboqDwAMHToU4eHhaNy4sYK9J5T9wysZLqUsG1fIFUk/fPiA48ePIykpCbVq1ULfvn2hr6/PVFNZfE+AT/yb9/Hz9v+UwfcD+BfC8vQ/ecf+ecMr9g7wjb/zjr3Lo+rFmFlZWbh69arsGmzbti0qVaqkEvrFV4XatGkT4uLiBFsVHCjy/y9cuAAbG5sSz18h7E+e+qqae+U9EVaK+P5R7dwvwP/9o8r5X565X96NcMXco3L4n7xRZf8XAMLDw7F3717ZRKiffvoJrVu3Zq4r3n/Kcf+p4vUv1v4ph/2n6rYfL/tLzH0VIea++OS+pOjr6+PFixfcJoEPHz4cZ86cQdu2bUu8e4RYkZW3PlA04Vfe/vv5558xdOhQQbRVvfYI4NuIr6CgAIsXLy7x+6vCvB8RESEQJ6J+g+XLl8PLy+ubRde5ublYvXo1fHx8BBqZcOTn50NNTQ2amprIzMxEZGQkgKLieKG6pHz8+FHB6bhx4wbatGnDXNfW1hb79+9Hs2bNSuyLiIiAm5sbHj9+zHwcvMjJycGQIUNw+vRp1K1bF8bGxnj//j1ev36NwYMH4+DBg0yDQZ8+fYKnpydOnDiBgQMHwt7eXmFF4oiICJw8eRL9+vXDmjVrmDimPFdEKOv8v3r1CkOGDGF+/pcvX465c+cy+/vforCwsMTx3blzB2/fvhWkI7eywDsYdOnSpTL3qUJRWv/+/aGuro5Vq1bB0tIS0dHRmDVrFoyMjLB7927ew2NGZGQkunXrhiFDhqBfv36y58+xY8cQFhaGK1eu4IcffmA6Bp4r0vNekZb3+ec9EWLt2rUYNGiQIJ3nvgbviaDKAhHh+fPnAIpWqxNCb8qUKdi6dSu0tLRkHcBzc3MxY8YMrFq1iqm+RCKBn58f1q5di5YtW5Zqfz5+/BhTp06Fj49PuT8LeB//5MmTsWXLFqYaX6NZs2YYPHgwBg8ejCZNmnAbB+9g7NdsjLFjxzLX54WVlRWuXr1aagOuly9fokePHoiJieEwMmGIj4+Hvb091NXV0atXL9n7/8yZM9DS0kJkZCTzZGh+fj527NiBzZs348mTJ5CGDNXU1NCyZUv89NNP+Omnn5isFvXp0ye0aNECurq6GD58uMz+Cg0NRXp6Om7dusV0ZVbe5z8iIkLQlW+Lc//+/RL2pdCr8gBFRVEPHz4UtPmEPMqQDOdJZGQkHB0dUalSJdSoUQNxcXEgIpw9exa2trbMNHn7nvII3QhJGY6fp/+nLL4fwL8Qlof/yTv2Lw+PyVC8Y+8A3/i7MsXeVbkYc9WqVVi0aBG+fPki26avr49ly5bBw8ODqbZUf+HChcjJyRFcf8CAARgyZAgcHR2ZN735Gr6+vmXuW7hw4b9SX9Vzr7wnworvH+V5//BGzP/yg2ful2cjXN7+p5h7LKJ4E9KuXbsKPiZV9H+lBAYGwtPTE0OGDIGlpSViYmJw7Ngx7Nu3j2kzcPH+U477D1DN61+s/VMOVN3242V/ibmvIsTcl/C5L3nq1q2LqKgobitijhs3rsx9QqzIylt/6dKlWLt2LSZOnCh7/mzfvh3Lli3DpEmTmOuLtUd8G/HNmDEDJ06cwOzZs2W//+rVqzFu3DjMnz+fqbaIiCogTkQV+SrXr1+Ho6OjrPCuZ8+e+PTpEwoLC2FoaIgzZ84wXZVGIpFg1KhRKCwsREhICAAgOTkZFhYWGDZsGPbv38+kAFJKlSpV8PHjx1L3FRYWomrVqsjIyGCmLyUmJgbW1tbMdYozd+5chIWF4fDhw6hXr55s+9OnTzFixAiMHDkS3t7ezPRbt24NNzc3jB49GhUrViz1O1++fMGuXbuwc+dO3L59m9lYeKyIwPv8f4vQ0FAMGTKE2d+vXr06evTogSFDhqB79+6CTXyXYm1t/c2uaEI4A7yDQaqOgYEB4uPjFbpgffz4ETY2NkhPT2emK5FIsG7dOgwfPhw1atTAb7/9hpCQEBARXFxcmBcCdevWDZ07dy61wYavry8ePXqEw4cPM9NXhhXpAX4r0vI+/9+ioKCA6URcHx8f/Pnnn9DR0ZFNSBNqFURlws/Pr9TtFStWhImJCbp168YkYff8+XMMGzYMe/bsgZGRERwdHfHw4UMAQMuWLfHXX3+VOkmsvFi5ciU2btyInTt3olu3bgCKnolnz57FpEmT4OPjg4kTJzLTd3BwQKdOnTB58uQyC2Dj4+OxYcMGREZGIiIiolz1eR//t2DdEOjVq1cIDQ3FkSNH8OHDBwwaNAiDBg1C27ZtmWmWhjIEY3mRlZWFJ0+eKPzO/v7+cHNzY74ipIGBwVf967K6dpc3wcHBGDRokOD+x+jRo5GXl4cDBw4oxDny8/Ph7OwMMzMzbNq0iZn+rVu3MHbsWFhbW2PEiBGyYmSJRIKEhARERETg4MGDePPmDfbs2cOkS3xaWhoWLFhQwv769ddfmRcj8D7/UtLT00usup2bmwsvLy+mXenbt2+P5ORkDBgwAIMHD0b79u2ZaX2N+vXr49atW8wm/Sk7ly9fLnW71P6rXbs2U/1WrVph0KBBsqJXIoKvry8uXbqE8PBwJprK4vvwaoSkLMf/NVj6f8rk+6liIyJliD3znAylDMf/LVjG33nH3uVR1WLMHTt2YObMmVi9enWJYvR58+YhMDCQaf6Ft/7Zs2dx5MgRhIWFoX79+hg8eDAGDhzIbXUIVULVc68A34mw4vtHzP1KEfO//OCV+wX4NsJVdv/z35575N2EVB5V9H+l1K5dG1u3bkX37t1l206dOgUvLy88efKEma54/4nxH2VGrP0Ta/+EgJf9Jea+lANVzH3JExAQgNjYWPj5+Qk6AVqkiOrVq+PYsWMKTcdu3rwJZ2dnvH79mrm+KtceSeHZCNDExATXr19XeM48f/4cXbp0QUJCAlNtERFVQJyI+g+YMmUKNm7cKLjupUuXUKVKFTRr1gyrVq3C/v37YWhoCHd3d6aOIAC0a9cOgwYNgpeXF3r16oUWLVpg2bJlKCwsxJw5c3D37l2cP3+emf6KFSuwb98+HDhwAI0bN5Ztf/jwIYYNG8Z8iWxzc3O8evUKenp6JfZ9/vwZ1tbWeP/+PTN9KWZmZnj58qXgzkidOnUQHByMli1blth39epVTJ48GQ8ePGCmn5GR8d3FzsVXzS1vhF4RAeB//j9+/Ihp06bh3r176Nu3L5YuXQp1dXV8/vwZnp6e2L17N9NCkKysLISFheHIkSO4cuUKfvzxRwwaNAj9+vUr9Z4sb76n45aQzsCHDx8QHR0NOzs7FBQUlFkgUN6oq6uXGpSrUKECTExM4OjoiICAAOjo6JSrblkTsOQRoiNhrVq1cOXKFYUiiOTkZHTo0AEvX75kpjtz5kyEhYXh7Nmz2Lt3L7Zt2wZPT08UFBRg06ZNcHd3Z9q10NDQELGxsQpBQCkfP35E48aNER8fz0xf1Vek533+gaLJYA8fPkT79u1hZmYm2/78+XOMGjWKaQGSlKdPn+LIkSM4cuQIsrOzMWjQIAwePLjU9yLLMWzduhVv375FYGAgDhw4gClTpgiiPXToUBw5cgStWrWCjY0NYmNjcf36dbRq1QoSiQRPnz7F8ePH0aVLl3LV7d69Oxo0aAB/f3+MGTMGlSpVwm+//YaCggLMnDkT2dnZ+PPPP8tVUx5bW1ts3Lix1ETg6dOnsWDBAty8eZOZfnR0NGxsbMr9u98LhdIB0QABAABJREFU7+PPy8vD0qVLZfaftAMgEWHx4sVYsmQJ8vLymOnLk5CQgCNHjiA0NBQxMTFwdHTE4MGDy/2a/xapqamCd+MtKykqTcY4OjrCy8ur3FfIeP/+PTp06IAffvhB1ggqJSUFzZo1g4GBAS5fvsx0RUgbGxtcuXJFYTUAKYmJiWjdujXz9x9Q9B5OTk4WvCupubk5bt26VaIBB1D0vOnevTvTZEi/fv0QEBCA+vXrf/V7T548waxZs3Dy5ElmY+EB7/N///59DB48GLGxsWjdujVOnjyJqlWr4tGjRxgxYgQSExPx4cMHZvoA8O7dO/z55584cuQInj9/jj59+mDw4MHo2rUr0yZw8hw/flzm7xSP8bAuCJeSl5eHsLAwxMbGYuLEiXj58iWaNWsmiLbU5lNXV4exsTFSU1NlHeMlEgkaNGiAsLAwZs3q9PT08PHjR4XCs/z8fBgbGzNrxKcMvg/PRkjKcPwAf/9PGXw/3vBoRMQ79gzwnQylDMfPM/7OO/Yuj6oWYzZv3hy//vprqU3vDh48iM2bN3/13Pyv60shIly9ehVHjhzBX3/9BTMzM1lxennHXMoiMDAQGzZsQGJiIu7evYtffvkFQUFBgtwLnTt3/qb/P3z48HLVVPXcqzw8JsKK7x8x91scVcr/qnruVx4ejXCVwf/k7XsC/PxPZW9CKiS8GvECRbGvjIwMhVhnYWEhjI2NmU6EEu+/IsT4D5/rX6z9Uy77T5VsP3l42l9i7qsIMfclbO4L+M99J52iw6sJH1DUEG7jxo2Ij49HWFgYVq9ejRUrVjBtRCFl/PjxpW6Xvvv69u3LtDG9gYEBUlJSFJ63BQUFsLCwQEpKCjPd0lCl2iNlwdjYGHFxcdDV1ZVty83NhbW1NRITEzmOTETkXwKJfDdVq1YVXHPjxo2ko6NDlSpVIi8vL6pevTqtXLmS/Pz8yNjYmA4cOMBUv3LlylRYWEhERCYmJpSTkyPbl5OTQ5UrV2aq36hRI7p//36p+65cuUK2trZM9YcOHUqbNm0qdd+WLVuoR48eTPWlNGzYkKKiogTRkkdXV7fMfYWFhWRoaCjYWN6+fSuYljzPnj2j4cOHk4aGBtWoUYPatm1LLVu2pGrVqpGWlhY5OzvTy5cvmWjzPv9OTk5Uu3Zt8vLyolq1atH69espMTGRbG1tycjIiEJDQ5nqy5OTk0PHjh2jsWPHkoWFBfXt25d27NghmL6UlJQUwTUzMzPJ2dmZ1NTUSFdXl549e0Y1atSgZ8+eCaK/Zs0asrOzo5MnT9KzZ8/o9OnT1KZNG/L29qbjx49Tx44dydPTs9x1O3Xq9NVP586dy12zNFatWkVNmjSho0eP0pMnT+jvv/+m9u3b09SpU+nSpUuyT3ljbm5OsbGxRERUp04devDggWzfw4cPqUaNGuWuKY+ent5X97N+/ysLT548IU9PT2rUqBHp6+tTlSpVqGnTpjR79mym72Xe5//AgQOkoaFBampqVLVqVdmx7tq1i3R1dally5ZM9UvjzZs3FBAQQO3btycrKytBNP/++2/S19enkSNHkr6+PsXFxZGJiQmtWLFCEP0RI0bQ5s2bFbbt3LmTxowZQ0REwcHB1Lp163LXrVKlCuXl5RERkZmZGX369Em2LzMzkwwMDMpdU55KlSrJ/I/iFBQUkJGREVN93vA+/okTJ5KRkRENHTqUqlSpQnv27KHMzEzq0qULaWlpUUBAAFP9skhJSaHAwEDq06ePIHr5+fk0b948qly5Munq6tLr16+pZcuWlJSUJIj+0qVLqVatWrR582Y6ffo0bd26lerUqUMeHh60YcMGatiwIS1cuLDcdSdPnkzDhw9X8PuJimzxvn370pQpU8pdUx4PDw/y8PAodd/UqVNlzz/W9OjRg/bu3SuIljyVKlX66n7Wz19lIT8/n0JDQ8nd3Z0cHR1p4MCBNHXqVDp58iTl5+cz0+V9/h0cHKh///504sQJ6tmzJ3l5edGFCxdIX1+f2rdvTzExMUz1i5Oenk67du0iR0dHsrCwEOz+mzdvHqmpqZX4qKurC6L/6tUrsrGxoRo1alClSpXo+fPnpKmpScePHxdE/9dffyUXFxfKzMwkIqKsrCz6+eefacmSJZSZmUnTp08nR0dHZvotWrQo4d/evXuX2rZty0yTt+9DRLRs2TKZ/fs1cnJyaMmSJeWqrQzHr2z+Hw/fT0pUVBRNnTqVBg0aRKmpqbRhwwbBtIcMGUJqamrUunVrGjFiBLVr1072/xYtWpCuri6dP3++XDV5x56JiD5+/Pjd3/3w4UO5aivD8StL/F1ZYu/p6el0+/ZtkkgklJubK5iu1NYo/tHS0qIaNWrQ5MmTKTs7u9x19fT0yrRvc3NzydTUtNw1lUm/LO7cuUM+Pj7M879S1qxZQ/Xq1aPff/+dDAwMKD09ndq2bUsTJkwQRN/b25uqVKlCs2fPpq1bt9LcuXPJyMiIRo8eTTNnziQzMzNav349M31VzL3Kk5KSQiEhIRQQEEBr166lI0eOUEZGBlNN8f3zH5Tl/cMj90ukmvlfVc/98oa3/6lsvieRsP5no0aN6MKFC6XuO3XqFLVq1YqpfnFUzf+V1167dq3Ctn379tHw4cOZ6EkR77+SiPEf4a5/ZbH9iFTb/lNF208eZbG/xNyXmPuSwjr3RUR08eLFb36EYN++fWRqaiqrf0lKSqK6devSrFmzBNGfOHEiVahQgYYPH05z5swhZ2dn0tLSor59+9KQIUNIT0+PgoODmelPmjSJvLy8qKCgQLZtxYoVNGnSJGaa8qhq7ZE8Un+/+Kdnz540evRoOnjwIDPtBQsWkLOzsyy/9OXLF/Lw8KD58+cz0xQRUSXEiaj/AB4TUevVq0e3bt2ikydPkrq6Ot25c0e2LyIigpo2bcpUv2bNmvTq1SsiKjLI5BNSb968IWtra6b6Xyv0k0gkzIMxN27coEqVKtHq1aspPj6eCgoK6O3bt7R69WrS09Ojs2fPMtWXMmzYMKpcuTL16NGDXF1dady4cbIPS/T19f+r/eUJj/vvt99+o4YNG5K/vz/FxcWV2B8dHU3Lli2jOnXq0OrVq8tdn/f5NzExkQUgb9++TW3atKGGDRuSg4MDJSQkMNX+GgUFBfT333/T5MmTBdHj7Qy4ublR//796fnz57LJQZMnT6aePXsKot+wYcMS1398fDw1bNiQiIiSk5PJ3NxckLHwoLRAkBCBIX19fZJIJERUNClV3hmWSCTMn4m8nz/ylDUhhSUZGRnk4uJChoaGNH78eNq+fTudPn2aTpw4Qb///ju5uLiQsbExubq6lnshJBH/89+4cWNatGgRZWVlkbe3N40ZM4ZWrlxJGhoa5O3tzXQSyPfw7t07QXRatmxJYWFhRFQ0OZOI6NatW8ztXynGxsYK9z6R4kTEwsJCJrawubk5JScnExGRra0tpaWlyfalpqYynwjP+/qXh4f9yfv4q1WrRteuXSMiovPnz1PXrl2pffv2VL9+/TIbBAkB6wZMxfHx8aG2bdvSmTNnqEqVKpSVlUUDBw6kYcOGCaJvZ2dHjx8/Vtj27Nkzat68ORERxcTEkKWlZbnr1qpVq0w7/8WLF8yLAZKSksjY2Jj69u1Lf/zxB507d4727t1L/fr1oypVqghShEpU9PxXU1MjbW1tsrKyImtra9mHJbzvf3mEvuek7Ny5k2rWrEm1a9em0aNH05w5c8jLy4tGjhxJtWrVolq1atHu3buZaPM+/5UrV6b3798TUVExuI2NDVWtWpXmzp0r8wt4kZmZyTQBJE+VKlXo1KlT3I65b9++tHjxYiosLJTZf0FBQWRnZyeIvqWlJX3+/H/svXdUVFfU/v8M0ntHEBEMFgSjJvbeokbB2HvBqFGxxqiJXUzsLRq7BruxxCR2jb33buyioDQpIkUBgef3B7+ZAKLkfb+ce+Z15rPWrOXcO8vn3MM9be+z90nNcy01NZUlS5YkmeMcEzk/+e6772htbc0RI0ZwyZIlHDduHJ2dndmpUycGBwdrPkWJ7LYnG214fm1e/ym19iN1MxGRNrx/uVE6GEobnl8b7e9K295J3d2MKfsdlK3/Ps6cOaOoXtmyZXn37l2S/9qBIiMj6eLiooh+3bp1eerUqTzXzp8/z/r165Mkb9y4wTJlygjT10XfKyk3EFYb2p5+/JHv+yX1/l+ZyPL95kZGIlzZ/Y82rz1J8etP2UlIc6OL6181bdq0oYGBAStXrsyOHTuydu3aNDAw4GeffZZnU3xRo29/H0Zv/xH7/mvj3I/Uvfmfrs/9tGH+lR+970vv+xLp+8pPZmYmT5w4wS1btvDs2bNCtfLj5+en2QOk/vs/ePCAJUqUUET/yy+/5J9//pnn2r59++jv70+SPHbsGCtWrChMv2bNmlSpVHRycmK1atVYokQJqlQqlihRQpF9ILq69yg3MhPxubu7U6VSsVixYnRycqKRkVGecUf90aNHz/8OFfn/n/ut572oj6YODw+Hh4eH5npoaKhwbSsrKyQnJyMrKwumpqZIS0tDsWLFAAAkYWdnh8TERGH6U6dOxZYtW7B48WIkJCTgl19+wZQpU5CWloaRI0eiXbt2mDZtmjD94sWL49GjR7C0tHznXmpqKry8vPDixQth+gDw+++/Y9CgQUhISNBcc3BwwMKFC9G1a1eh2mr69Onz3ntr1qwRpmttbY2kpKT/9f2ixM7ODi9fvlRES82MGTMwatQoGBkZffB36enpmDt3LsaPH1+k+rLr39LSEikpKZrvhoaG6NSpE9avXw9DQ0NhuoUxe/ZsjBkzRjG9CRMm4MiRIwgODkbnzp3x/Plz9OjRA0ZGRti2bZtwfXd3d9y6dQt2dnawt7dHQkIC3rx5gxIlSuTpl0RhY2ODmJgYmJqaaq69efMGTk5OSElJUWQsOnbsGCIiIpCdnQ0AyMjIwK1bt7Bw4UJhmrJp2rQpmjVrhjFjxmDQoEGoWbMmevfuDQCYO3cudu/ejRMnTgjTt7Kywp07d/C+aaKvry+Sk5OF6edG/d4rSfXq1TFw4ED06NEDxsbGBf7mzZs3WLNmDUJCQnD58uUi1Zdd/5aWloiPj4eJiQmSk5Ph6ekJlUqFjRs3okWLFsJ0C0Ppd8HW1hYvX76ESqXKo21rayu0z1Pj6emJrVu3okaNGpprly9fxldffYWIiAjExMSgSpUqiIyMLFLd4cOH49q1a1i7di3Onj2LP/74A/PmzUNaWhoGDBgAPz8/LF26tEg1cyN7/pMbGfNP2c+fe/6XnZ0NY2NjNGjQAH/99ResrKyE6RaG0u3fy8sLp0+fRokSJTTaiYmJ8Pb2RlxcnHB9a2trxMfH51mHvH37Fvb29pr+38bGBq9evSpS3cL+TyXa36NHjzB8+HAcPHgQ2dnZMDIyQosWLTBnzhyULVtWqLaadevWvfeeej4mAtntPzcy5l9t27aFlZUVhgwZgurVqxf4m3PnzuHnn39GWloadu7cWaT6sutfbf9TY2xsjBkzZuC7774TpvlfaN26NXbt2qWYnqurK54/f66xfSqNo6MjIiMjYWxsrGkH2dnZsLe3V2T+5+DggFu3bsHNzU1zLSoqCj4+PkhMTERaWhrc3d2FjUWNGjUq9DcqlQpHjx4tMk3Za5/8DBkyBIsXL1ZMTxueXxvXfzLGoWrVqiE4OBgtW7bUrAMuX76MTp06KeIHcnJyQnR0dJ7+LysrCy4uLoiLiwNJ2NraFun8T/bYlx+l/+7a8PzaaH9X2vYOAIMGDUJkZCTmzJmDGjVq4MWLFxg+fDhCQ0Nx4MAB4foVKlTAwYMHUbJkSc21iIgIfPHFF7hz5w5evHiBSpUqISoqqkh1Zb+DsvXfh9J9gb29PeLi4mBgYKDp/7OysuDs7Iz4+Hjh+ra2tkhISICBgYHmWnZ2NmxtbTX1L/JvoYu+1wULFmDVqlUIDAxE165d87R9AHjy5Am2bNmCkJAQDBw4sMjXZNrQ9vTjj3zfL6D3/+qi7xcAkpKSMHToUOzZswdt2rRB7dq14e7ujszMTERGRuL06dPYt28f/P39sWDBAtja2haZtuz1pzauPQHl5h7a0P+r0cX1r5rg4OD/9LvJkycXqa6+/RWM3v6Tg+j3XxvnfoDuzf90fe6nbeh9X3rfV36K2veVm7t37yIgIADh4eFwcHBAXFwcKlSogL1798Ld3V2IZm7s7OyQkJCQZ++bkm0+t+1NTf73T+Rc+EN7P3Ijah+Iru49yk29evUwY8YM1K1bV3PtwoULGDNmDE6cOIGbN2+iQ4cOePDgQZFr/9f91Q0aNChybT16dAF5q4n/Q6xduxYkERAQIDToryBcXV1x/fp1VK5cGf/880+eezt27ICnp6dQ/YkTJ4IkOnTooBn0mzRpAkNDQ3Tr1g1TpkwRql+vXj2sX78eQUFB79zbsGEDqlSpIlQfADp06ICAgACcOXMGsbGxcHV1Ra1atQp1kBUlSr93atLS0vD111+/9356errwMqxfvx5AzuRnw4YNGsNcr169hGuPHTv2P/3OxMSkyB2hgPz6zz35B3Kec/HixYoZosLDwwu8Pn36dHTt2hUk8yQHEMWmTZs0iwGVSgULCwusWbMG3t7ewrWBHKOjiYkJAGje/+zsbM010dSuXRtDhw7FL7/8okmIMGrUKNSqVQsksXLlSvj4+AjTHzZsGJYvX64JfsnKykJycrIUg3hGRgaMjY3x+PFjbN68GRMnThSmNX/+fDRt2hS7d++Gr68vBgwYgF9//RXp6em4deuW0CBUICfZw/vmGCShUqmE6svm0KFDsLGx+eBvzMzMEBQUhG7duhW5vuz6NzAw0PQxVlZWSE1NxV9//aVYu3vf2Jeamqq5FxISIrwcpUqVwtmzZ1GnTh3NtcuXL7+zOUkUI0eORKtWrTBgwAB4enoiLCwMq1atwujRoxEeHo6AgAB06dKlyHVnz56NgQMHoly5choHnDrYp169epg1a1aRa+YmPT0dU6dOfe/9jIwMofoAcPLkSQA5Y86pU6c042/9+vWFa8t+/tzzPwMDAxgbG2P9+vWKBaEaGBgU2MeR1DhmsrKyhJcjJSUFzs7OGm0AMDc3f2d+LIpKlSph+vTpeTY7zJ07FxUqVAAAHDhwQIgtwMHBAREREShRosQ79yIjI2FtbV3kmvnx9vbG3r178fbtWyQkJMDBwUFxR3huJ0NcXBwcHR0V0U1NTUXp0qXfe//169eKlAPAezfEiGT06NGoXbv2B39Tq1Yt1KpVC6dPny5yfdn1n7/vMzY2xrBhw4Rq5kZte8nP0aNHNbYYJeww3333HX744QeMGzcOdnZ2wvXyY2Njg+jo6Dy2hqioKNjb2yui36lTJ7Rp0wbTp09HqVKlEBYWhsmTJ6N9+/ZISkrCsGHDUK9ePWH6x44dE/Z/vw/Za5/8bN68WdFAVG14fpnrP21Z+wHAw4cP8eWXXwL4t0+uWrWqYhsiLSwscPny5TyJiK5du6b527x48QIWFhZFqinb9pwfpecf2vD8Mu3v2mJ7B4Ddu3drNmOqVCoYGRlh3rx5Ba5LRBAREQEnJ6c81+zt7TV15OTkhDdv3hS5bn6fV34yMzOLXFOb9NVJoPPz6tUrzbxciY3glStXxsqVKzFw4EBNebZu3Qo/Pz/h2gBQunRprFmzBn379tVc27x5s6b9Xb16FcWLFy9yXV33vd64ceO9fn4vLy+MHTsWI0eOxNy5c4Xo68efd9E13y+g2/5fXfX9AjmJiAcOHIhVq1YVmAi3f//+mkS4TZs2LdJEuLLXn3rfo/agi+tfNe8LMI2JiYGLi4sQTUDf/rSp/eni+6/f+5eD7PmfLs/98qPk/Evv+8pB7/tS3veVm0GDBuGLL77A/PnzYWZmhpSUFHz77bcICgpSJCC6bNmy2LVrF7766ivNtcOHD6NMmTLCtQHA2dkZBw4cQMuWLTXXjhw5AgcHBwA59j+R7aKgANPs7Gzcu3dPs/9GJLq69yg3t27demcfSLVq1XDt2jUAwKefforo6Ggh2gUFmL5+/Rrnz59H48aNhWjq0aNL6ANR/wPqjsjIyEjxqPfhw4ejadOmCAsLy3P6R5cuXbBz5078/vvvQvVVKhUmT56MiRMn4sGDB0hISICJiQnKli2ryGbk0aNHo3Hjxnjz5g26dOmC4sWLIyoqClu3bsWUKVPw559/Ci8DkLMIb9y4MUji/v37ePz4McqXL6+ItppDhw5h8eLFeP78Ofbu3Yu5c+di5syZQg0D3bt3/+AGEBHBN/lRB+Gmp6drDE8qlUqRRWBBKJmJUBvqPzcmJiaKLUCBHAe8+vlzG19JolSpUlCpVDoRiNCkSRMMHjwYS5Ys0dTBhAkT0LBhQ0X0ly9fjlatWsHGxgaOjo6IjY2Fr68vtm/fjuPHj2P8+PFCF8Xbtm3DyZMn8fr1a2zYsAEhISEYNWpUnox9ShAVFQVfX18MHz4cv/32GypWrChU79NPP8Xdu3exbt06XLx4EfXr14eJiQkqVKiA9evXo1y5ckL1nzx5IvT//y+oNyMlJSXlCQpQYgNSQUGoM2fOxA8//PDO9aLMRqxGG+o/NyYmJopuAAgNDcWZM2fQvn17mJmZaa6rVCpFN6aOHTsWAQEBGDRoEDIyMjB79mwsWrQI06dPV0R/2LBhcHZ2RkhICP744w+UKlUKy5YtQ7t27XDz5k306dMHQ4cOLXJdExMTrFmzBrNnz8aVK1c08/8KFSoo4nyoVavWBw3BtWrVEl4GtSEyNTVVM+dUqVSK9D/a8Py5MTU1VWzzLwCsXLkSI0eOxIgRI9CkSRMAOfOv1q1bY/fu3YqVo1atWggODsZPP/2kmX8tWrQI1apVU0R/0aJF+PLLL7F69Wp4eHggPDwc2dnZ2LVrF86ePYs2bdpg+/btRa7bsmVLzJgxo8AAnFmzZiliiI2Ojoa1tTXMzc2Rnp6O1atXgyTatGkDV1dX4fpAzobryZMnY/HixcjMzMStW7fQuXNn7N69W8gGYDXasNFJvenjzZs3eTaHKFG2goJQz5w5kychhJrc2TKLCm2o/9wYGxsrmgBtzJgxiI+PR8mSJfPMt968eYNJkyYpZodZsmQJwsLCMH/+/HfuKbH+7969O9q1a4cZM2YgOzsbFy9exPfffy8k+UdBLFiwACNGjECbNm3w+vVrmJmZoW/fvpg5cyauXLmCxMRELFu2TJGyXLhwATVq1MC+ffuwcOFCHDx4UIiOtq19lEYbn1/J9Z+2rP0A3UxEpC22Z1nBUNry/LlR0v6uLbZ3QHc3Y7q4uGDSpEkfvC8S2frdu3fHnDlzMGLECM3GJ5IYMmRIkZ9A9SHmzp2LJk2aYMOGDUhNTUXLli1x7tw5RU7jBXISwrVu3RohISGa/v/69evYsWMHrl+/jvr162PRokVFrqvLvlfZgbD68Uc7xh/Zvl9At/2/uur7BeQmwtW29aeu+R5lJyHNjS6uf/OTkZGBBQsWYMCAAfjll1+wdetW3L59W5ievv3p7T9qtOH91+/90+/9k7H3T43S8y+97ysHve/rX5TyfeXm6tWrOHjwoMbWaWlpiYULF+Y5IVYk06ZNw1dffYU2bdogLS0NQUFB2Lx5M3777TdF9KdMmYJ27dqhffv2mrHvzz//xPLly3H//n00btwYQ4YMEV6O169f47vvvsOoUaMwe/ZsnD59+p3D4USgq3uPciMrEV9ukpKS0LlzZ/zwww+YP38+nj17hqtXrwrV1KNHJ6Ce/4ytra0U3d27d79zbcGCBbxy5YpiZfD09GRwcDCfPn2qmKaa7du309HRkQYGBpqPk5MTN2/eLFz73r17rFixIq9du8bw8HBWqlSJKpWKKpWK1apVY0REhPAykOSmTZvo7OzMcePG0dramlFRUSxTpgxHjx6tiL42YGdnJ7sIJElLS0vZRVAMS0tLhoeHMywsjGFhYbSxscnzPSwsTKj+33//TTc3N06ePJlPnz7l06dP+eTJE1pbW2u+K0FAQADHjx9P8t/3cM6cOWzZsqUi+jExMaxRowaNjY1pYGBAS0tLVqlSRbH+hySzsrJ4+vRpbtmyhefOnWN2djZJ8s2bN8zKyhKqbWVlRZKMiorip59+SpJMSkpiiRIlhOq+ffuWK1eu5J9//kmSTEtLY3BwMFUqFZ2cnPj69Wuh+mrWrFnD1NRURbT+C2/evFFM6/jx4zx27BgtLS15/PhxzUcW6ndRJkrVf/5nVXoMzsrK4sSJE+nn58ebN29KKwdJ7t27ly1btmSFChXYrFkz/v7774qXIT/R0dGK6DRo0IDr1q3Tqj5IabRl/qkksts/Sd6+fZsVK1bk+PHjNXMOpcvx+PFjenp6skSJEjQ0NKSPjw/d3d157949xcqQlJTETZs2cebMmfztt980bTE+Pp4xMTFCNKOioujo6MhWrVpx48aNPHz4MDds2EB/f3/a2try4cOHQnTV7Nmzh6amprx27RpPnTpFS0tL+vr6snz58rS2tuaZM2eE6qsZP348a9asyYMHD9LW1pYpKSls06YNO3bsqIi+TKZMmcIpU6bQ1NRU8+8pU6ZIK482zL+UwtTUlOvXr+e6deu4bt06WlhY5Pm+bt06ofqRkZFs1KgRe/funWfsV9oWmnven/+jBBkZGRw1ahQtLS2pUqlobm7OIUOGMC0tTRF9NW/fvmV0dLRmHFSaJ0+eUKVSsWHDhrS2tubMmTMVL4OSa08yx/bt5eXFYsWK0cvLS/ORhZLPL3P+p01rv99++412dnYcN24cLSwsOGvWLJYoUUJ4/5u/DF988QXLly/P5s2bc8eOHSTJGzducMGCBczMzFSsLErSsGFDNmzYkIaGhpp/N2rUSHaxFEGm/V1bbO8k2b17dwYGBjI1NVXT/keMGMEuXbooov/06VP6+vrS2NiYbm5uNDIyYuXKlfnw4UMePXqUDg4Oiq1FdI3Dhw+zdOnSXLVqleaajDEgMjKSs2fPZlBQEKdPny7c95Wfp0+fctq0aRw4cCBnzJjB58+fkySfPXvGa9euCdXWFtuXbN+rLq09Sf34Q8r3/ZK67f/Vdd9vfmbMmCFFV43e96hMORo0aKBZ77zvoxT69S8ZERFBDw8P2tvb09zcnH///bdQvfehb396+48S779+718Osud/ujr3kz3/0vu+ctD7vnKQ5fsqV65cnvGPJB89ekQ/Pz9F9Eny+vXrDAoKYsuWLfnNN9/wwoULimmT5NmzZ9m/f3+2aNGCAwYM4OXLl0mSDx480PQPIkhNTeXbt29J5uy1q127No2MjGhra8vr168L082Nru49ys2hQ4doZmbG2rVrs1u3bqxTpw4tLCx44MABXrt2jRYWFvz111+LXPfBgweMiooimfOsnTp1ooGBAR0dHRW3/+rR87GiD0TV85/Yvn07AwICaGxszCZNmnDTpk2KbohJS0vjkSNHuGXLFp44cYIZGRmK6DZt2pRDhgxhamoq27Vrx549ezI2NpZRUVHs1q0b27Rpo0g5/Pz8eO7cOZL/LoQePHgg3BhPksnJyTx//nyeazNnzuTLly+Fa+dGViB4fpR2Rsqsf5VKlScAPPd39b9FEx0dzSZNmrBbt25MSUkhqZuBCNnZ2bxw4QK3bdvGs2fPStt4lp6eTjJnMTx16lRFNH18fDQLHjs7O2ZkZPDt27fC22Lv3r3p6upKDw8Pzpo1i48ePWLp0qUZEBDAatWqcfr06UL11VSsWJFWVlb8+uuvefr0aUU01SxbtowjR47UfH/16hXt7e25ZMkSRcuhLZthlO7/Zda/kZER+/Tpo/kYGxvn+d6nTx/hZSDJI0eO0MvLS/PM2vIuKBUIqiY9PV0z9gcHB9PX11cR3Tlz5rBixYq0trZm3759Fd10mZ2dzUePHuW5tmXLFsXHP1nzT5nP/6H5n/qjBK9fv2afPn1Yq1YtPn36VEr7T01N5bZt2zh79mxu3ryZSUlJipchNy9evFDEEf7w4UO2bNmSxYoVo0qlorGxMVu3bs379+8L1/7000/522+/kSTr1KnDxYsXa+4tXLiQ1atXF14GMicYSb3xV/3uvXz5kg4ODsK1L1++zDVr1mi+Z2RksEWLFrx06ZJw7dxoy5ir9GZkmfVfqlQpenp6vvejREBcdnY2p0yZQh8fH82GdxnvQlZWFi9cuMCtW7fy5MmTwpMfvY8XL15Ic4aT1NiC9u7dy2bNmgnVCgsLY7du3Th8+HDNxo+VK1dqNoPEx8cL1deGtafMREiyn18b1n/asvbTxURE2mL7J+X83WU/v2z7uzbY3knd3YypJv/7lv+dFI1s/ejoaDZt2pQdO3ZkYmKiVqxFUlNTeeTIEZ3Q11Xfa36UXnvqxx/54482+H5J3fX/6rrvNz9K9oF636P2rD9lo2vr38OHD9PNzY2VKlXi48ePSZLTp0+nmZkZ7e3teevWLWHaavTtT3van669/7LnfqR+/qdGF+d+2jD/0vu+8qL3fSnn+1ITHBxMd3d3Lly4kHv37uXKlStZrlw59uvXT7GExPnJysriP//8o6im0vqbN2+msbExnZ2dNYGvQUFBdHR0pL29PU+ePClUPze6uvcoN0on4ps/fz5VKhXNzMx44MABpqWlMSAggKVLl6aLi4vQAGg9enQJfSBqIcycOVOTEeFDZGRkCJsYP3jwgN27d6erqyuNjY3p7u7OPn368MmTJ0L0PkRMTAznzZvH6tWr087OjoMGDVJ0Q2R2djbv3r3Lu3fvKqJna2urCXp1cXHJMwFITk6mjY2NYuXIfxpQdna2cP2YmBh6e3vnOfnlxYsXdHV1Zfny5fnixQuh+rmRcfpCQXz55ZeKacmuf3XmsQ99lEBtEChbtiwvXryo04EIMgJB1URGRtLOzo5TpkxhuXLl2KFDB0V0R40axYoVK/LFixds06YNe/TowX79+vHzzz8Xqmtvb8/4+HhmZmayVatWdHFxYffu3ZmVlcV79+7R09NTqH5uLl++zGHDhtHJyYllypTh9OnThW/E+v3332ljY8MNGzZorqWlpXHhwoW0tLRUdDGmLZthlNyMIrv+e/fuzcDAwA9+lCImJobNmjXjV199pdi8Kz+yAkHVyM7Ke+XKFQ4dOpTFixdnuXLlOGvWLEZGRgrTS0lJYe3atdm2bVvNtZiYGJqamrJu3boa55QSBAUFKaalRvbzfygbp4yTqTds2EB3d3fpJ2OQcoyxcXFx9PHx4dq1a1mrVi3Wr19fMe2MjAxGR0f/J3tIUZH77+zg4JBHOzMzU7FNWY6Ojho7gHoekp6eTicnJ6G6V69epaWlJceMGaO59vLlS7Zt25ZWVlaKZeUkdXP+pU31L5ujR4/S09OTCxYsUHz9HRUVxapVq9LQ0JAuLi4sVqwYfXx8+OzZM0XLQSrrDM9P/qzMs2bNEqrXsGFDtmzZkt26dWOPHj34559/0tzcnDNnzmRgYCD79esnTFv22ic/Sr/z2vD82rL+04a1X0F8zImIZNue86P0/EMbnl8b7O/aYHtXl0PXNmNmZmayc+fOed7B6OhoqlQqdurUSXgdyNbPTXZ2NqdOncrSpUtLC0h89eoVW7RowePHj7N169asUqWKTujrou+1IJR87/TjTw7aMP5oi++X1D3/r973mxel+iDZ609tWXuSctefiYmJ7NatG+/cuUOSnDhxInv06MHk5GRFy1EQH/P6t3z58pw2bRpXrFjBxo0b89tvv6WNjQ2PHz/OBQsWsHnz5sK0SX37y43e/pODku+/Nsz9SP38Lze6NPfTpvmX3veVg973pYzvKzcfSkSsZELi1NRUDhw4kI8ePeI333zDChUqCNeUqV+qVClu2rSJBw8eZL169dihQwe6u7vzn3/+4caNG1mnTh2h+h9C1/YeFYToRHzFixfnmTNneP/+fdatW5d16tRhxYoVGRkZyf3797Ny5crCtPXo0SX0gaiFMG/ePPr4+HD27NmaCPzcPH36lLNnz2aZMmU4Z86cItf/559/aGtryzp16nDGjBlctWoVp02bxpo1a9LZ2VmTqUtJYmNjuWzZMlapUoUmJiZ0dnbm559/LiQrwb1791ixYkVeu3aN4eHhrFSpElUqFVUqFatVqyY8EKd48eKabIy+vr55sqDExcXR3d1dqL6a6tWr86+//iL574aov//+m1WrVhWqO2jQIHbq1IlpaWl5rqelpbFVq1YcMmSIUP1Xr179598mJiZ+dPqy63/GjBlC////KcePH6enpyctLCwU1U1PT+e4ceMYGhpKkvz55585YcIExTNTKW0Mevv2LVeuXKkxeqelpTE4OFiTFUqdKUo0GRkZnD17NhMTE/n8+XO2aNGCtWvX5pUrV4TqlipViufPn+etW7dYrlw51qpVS3MvKytLilH87du33LNnDz/77DMaGhqyZcuW3LNnjxCt2rVra8ad/GzYsEHqYlwWp06dUkxLX/95yc7O5k8//cTy5ctL0Vc6EFQbsvLmJzMzk3v37uVnn32myRjWvn17hoWFFbnWDz/8wIYNG2rm4GrUJ6SMHz++yDVz8z/ZaCliU6bs59+8ebPQ//9/w7179zht2jQp2jKMsX///TevXr1KkkxKSuKwYcM08y8lTsaIiopiamoqyZwsocuWLePSpUuFBqCr8fb21mSjrF+/fp4EVNevX2e5cuWEl4EkAwICNG1Nvf6eM2cOW7ZsKVS3TZs2733Xf/jhhzwB6qI5ffq0YlofQsmTKGTXv+j363+KekOQmZmZorrdu3dnt27dNJvvEhMT2bVr1zybtJVAaWe47KzM1tbWmnlN7969aWxszOXLl5Mk4+Pj6ejoKExb29Y+SgfCadvzy0b22o/UrUREsm3P+VE6GEobnl+b7O+ybO/50aXNmDNmzKCfn987dp4bN26wbNmyQnzO2qRfECdOnOA333yjmN6DBw8YFRVFMmfO06lTJxoYGNDR0VGIzUtb9GX7PmXrF4SSgbD68Scvuu77JXXT/6v3/eZFqURs+vVnXmStP7t06cIWLVpofEB37tyhv78/+/btq2g5SN1a/9rY2Gj6+J49e9LJyUlz6EZ6errw9q9vf3nR23+Uff+1ae5H6ud/ujb307b5l973pfd9KeX70hZSU1M1yb+jo6NZu3ZtGhkZ0dbWVpEkzDL17e3t+ebNG5Jk+/bt6eXlpRkDsrKyFE+Gp4t7j/KjZCI+dR+TlpbG5s2b08/PL0+fIysZoh49Hxv6QNT/wJ07d9ixY0cWK1aMHh4erFWrFmvUqEF3d3caGxuzY8eOwk7obN269XsdDoMGDWKvXr2E6OYnPT2d27ZtY0BAAI2NjVmlShUuXLiQcXFxzMrK4qRJk4Rk5WjatCmHDBnC1NRUtmvXjj179mRsbCyjoqLYrVs3tmnTpsg1czNs2DDWq1ePjx8/5oYNG9i2bVuGhobyzp07rFevHgcNGiRUX82hQ4dobm7Obt260czMjIMGDaKNjQ337dsnVLdUqVLvDfZ98OCB8KxE1apV4+rVqzWn0RREWloaly1bJiRDpmx92fWvjZOt2NhYbty4UVHNoKAgVqlSReP4P3XqFKtVq8bRo0cL1ZVtDOrduzddXV3p4eHBWbNm8dGjRyxdujQDAgJYrVo1RTeFy+DXX3+lgYEBDQ0NOWXKFHp5efHcuXMkc5wBohMB5OfKlSscMWIEXV1d6ezszJEjR3LRokUsXbq0kLHI3t7+vQbXtLQ04dnhZJ9IL1tfdv3L7v/Xr18vVV92IKjsrLy5uXjxIocOHUpnZ2c6Ozvz22+/5c2bNxkfH8/+/fvz008/LXJNb29vPnz4sMB7165dY5kyZYpcMze1a9fm4cOHC/3d/v378zhKigrZzy+7/ed/v5VKfJEbmcbYUaNG0dTUlBYWFly3bh3j4uJYvXp1VqtWjd7e3ly5cqVQ/T179tDU1JTXrl3jqVOnaGlpSV9fX5YvX57W1tY8c+aMUP2lS5fS1dWVv/76K0NCQujr68uQkBAuXbqUxYsX5/z584Xqq3n8+DE9PT1ZokQJGhoa0sfHh+7u7rx3755Q3eLFi2uCgPMTHx/P4sWLC9U/e/bsf/6tiHdBtr7s+pfd/z558qTA6+Hh4YqWw9XV9Z2N6YmJicLnv7Kd4bKzMn/22WecOXMmf/nlF1pZWbFu3bqae2/evBHqjJe99pGNNjy/zP5H9tqvIHQpEZFs2zMpNxhJG55f9vifHxm299zo2mbMChUqvHfD1alTp4RvhJat379/f6H/f2HMnz9fk2ztwIEDTEtLY0BAAEuXLk0XFxfhp1LJ1Jft+5StLzsQVj/+vIsu+X5J+eOPLvt/tc33q0apRLiy15+y+x5tWX86Ojq+c/rpq1ev6OTkpHhZdGn96+/vT39/f7Zv355ubm708/PTBKZERUWxRIkSwrRJffvTlvaXG116/2X//QtCl+Z/uj73kz3/0vu+9L4vWb6v/Jw6dYobNmzgunXrNB/R4+PmzZtpbGxMZ2dnTTLwoKAgOjo60t7enidPnvyo9bt168bPP/+c1apVo5+fHz/55BPNXoCHDx8qYn/R5b1HamQl4hs2bBjd3d1ZsmRJNm3alB4eHnzx4gVJ8vLly8L33unRoyvoA1H/B0RHR3PLli2cM2cO582bx99//50JCQlCNR0cHBgbG1vgvaioKHp4eAjVV2NjY0MHBwcOGTKkwEyE//zzj5CB2dbWVuOIcnFxYVJSkuZecnKy8Kw4aWlpDAwMpKGhIZ2cnGhoaEgDAwMaGBiwQYMGecojmuvXrzMoKIgtW7bkN998wwsXLgjXtLa2/uB90caKxMRE9uzZkw4ODuzXrx9DQkJ48OBB7t+/n6tXr2ZgYCCdnJzYs2dPIQsj2fqy61+p7JvvI3/2O9Ebv9+Hi4vLO/1wdHQ0XV1dherKNgbZ29szPj6emZmZbNWqFV1cXNi9e3dmZWXx3r17iizGyJy+ftasWezbty/79OmT5yOa0NBQzYaAnTt30tzcnJ999hmNjY158OBB4fpkTnbCChUq0MjIiAEBAfzzzz/zBEheuHBBSKZABweH9wZiZmZmCjeGyT6RXra+7PqX3f/nH98CAwMV1ZcdCCo7K6+acuXK0cjIiP7+/tyxY8c77+Tt27eFlEX2/Cc0NJT169dnhQoV+NNPP/Ho0aO8f/8+7969y8OHD3PKlCn09fVlvXr1+OjRoyLXl/382tb+lQ4+kW2MdXR0ZGhoKF+9esVGjRqxXLlybNy4MZOTk3nhwgXhJ4J++umn/O2330iSderU4eLFizX3Fi5cyOrVqwvVJ8m1a9eyYsWKNDAwoEqlokqloouLCydPnixcOzepqancunUrZ8+ezc2bNyuy9i+sTxXd/3/11Vfs3r27ZswpiIsXL7Jz584MCAj46PRl17/szSD59VevXi2lHM7OzgVuxnNxcRGqK9sZLjsr87lz5+jp6UkfHx8ePXqUNWrU4Pz585mUlMSgoCD6+/sL05a99iHlJiLShueXOf+TvfYjdTsRkey1Byk3GEkbnl9m+9MG27uub8b80PwyKyur0Hf0/7p+/jbm7e0tVC8/xYsX55kzZ3j//n3WrVuXderUYcWKFRkZGcn9+/ezcuXKH62+bN+nbH3ZgbD68Uf++EPK8/2S8scfbfD/6rLvV5fXn9rme5Cx/iRzfB75N50nJiYKT4JH6vb6Nzo6moGBgRw4cCCjoqLYvXt3tm/fnrt27WLt2rWFH0Khb3/y258uv/+y//66Pv/Tz/3kzr/0vi+970uW7ys3AwcOpKGhIT08POjp6an5iDj4KzelSpXipk2bePDgQdarV48dOnSgu7s7//nnH27cuFH4ieyy9VNTUzllyhTOnDmTKSkpHD58OOvUqcNFixaxXLlyHD9+vFB9Xd97RMpNxJeVlcW1a9dyy5YtzMrK4rRp01i2bFmOHDmSzs7OiiXB16PnY0cfiKrlFBZcotRG9C1btjA9PT3PtfT0dOGLgeLFizMmJoYk6evrm8fhFBcXR3d3d6H6al68eMH9+/dz06ZN/P3333nnzh1FdGXj5eVVYAAOmZMdTHRWODW3bt3i4MGD6ePjQwsLC1pZWdHPz48jR47kzZs3P1p92fVvYWHB8PBwhoWFvfcjkvzGMFmnYNjY2Lyz6eX169fCF8OyjUGlSpXi+fPneevWLZYrVy7PqW9ZWVmKjT/qrJTdu3dnYGBgno/SXLp0ifPmzeO1a9cU01QHQ0ZHRxd4Pzo6WoihrGHDhjxw4ECB9w4cOCBkA0Z+ZJ5IL1tfdv3LDoSQ3f/LDgSVnZVXzcyZMzVZydRkZWXx/v37JHPqQkRglru7O+Pi4gq8Fx8fL9wYr2bPnj1s1aoVLSwsNMFwlpaWbNeuHffs2SNMV/bzy27/+fVtbW0V1ZdtjHVzc+OTJ0/44sUL1qxZk1WrVmVaWprmvuiNwLn73/wbIzIzMxV7P1JSUvj69WtGRES8tz18jHz66ae8ceNGgfdu3rypSFbG1atXs2TJkixTpgx79erFsWPH8vvvv2ePHj3o5eVFd3d3/vrrrx+lvuz6NzU15fr16/Nkws3/EYns+Zeazp07s0ePHkxJSSGZszm1e/fu7Ny5s1Bd2c5wbcrKTJJ3795liRIlaGBgQA8PDz548ECYluy1Dyk3EZE2PL/M+Z829D26nIhItu2ZlBuMpA3PL9P+rg3tT9c3Y7q4uLyzCVFNSkqK8FOxZOvnfweVXv+rT/5IS0tj8+bN6efnl6efET0+ytYnddf3KjsQVj/+yB9/SHm+X1L++KMN/l9d9v3q8vpTtu9BW/qf7t27s3Xr1nz06BEzMjL46NEjtm3blr179xaurcvr3/wkJSWxdevWtLKyYvv27YUnotS3P/ntT5fff/3evxz0e//k7v3LjZLzL215//S+L93zfeXG1tZWcyKoktjb2/PNmzckc9ZgXl5eDA0NJZnT/kXPD2Tr5ycjI4PDhg1jxYoV+d13330wQVlRoOt7j0j5iQDzM3/+fAYEBPCXX35hdna2otp69Hys6ANR/wO///47GzZsSDs7OxoZGdHe3p7169cXfjQ6WbgxQKax4Pnz5zQwMBCqMWzYMNarV4+PHz/mhg0b2LZtW4aGhvLOnTusV6+e8Kxkaho0aMB169ZpjmZXmsjISA4cOJBffPEFGzVqlOcjksGDB3Pw4MEF3hs2bBh79uwpVF/XkV3/KpVKcwJw/o/6nkhkByKoCQgI4MCBAzUT8Tdv3nDw4MH86quvhOrKNgb9+uuvNDAwoKGhIadMmUIvLy+eO3eOJLlhwwZWrVpVqL4aBwcHTUZCWaiNMiS5b98+Xrx4UWJpyNjY2Dzvgwh+++03enh4vHMi1eXLl+np6cmlS5cK1c9NTEwMt27dquiJ9LL1Zde/kZHRO1molcxKLbv/lx0IKjsr74dQYv7fu3dvBgcHF3jvxx9/ZJs2bYTq5yc7O5uxsbFCNp4VhOzn/9D8T/0RiewTUWUbY6dNm0YzMzOam5szMDCQHh4efPjwIUny77//pp+fn1B9b29vjROkfv36eRIuXL9+XZGsiGSOU7xPnz48deqUInr5OXHiBMuXL08jIyNF3//p06ezYcOG79gdUlJS2LhxY44ZM0aovpr09HRu27aNgwYNYqtWrRgQEMAhQ4Zw165d7yQo+5j0Zde/gYFBniy4+T+is+LKnn+pCQsLY5kyZWhkZERXV1caGRmxcuXK792oXVTIdoZrS1bm3KSmpvLKlSsaJ7EoZK991MhKRKQNzy9z/acNfY/sjbAy15+ybc+5kRGMpA3PL9P+rg3tT9c3Y3bo0IFLliwp8N6yZcvYrFmzj1pf9vp/2LBhdHd3Z8mSJdm0aVN6eHjwxYsXJHPGYdGJaGTr65EXCKsff+SPP6Q83y8pf/zRBv+vrvt+dXX9qeu+RzWxsbFs0KCBpr9VqVRs1qyZIgkZdXn9Kxt9+5Pf/nT5/dfv/ctBv/dP7t4/Us78S1veP73vS/d8X7kpVapUnj0nStGtWzd+/vnnrFatGv38/PjJJ59o/OAPHz4UbnuVrS8bXd97RGpHIr78JCUlKbLnRY8eXUEfiFoI06dPZ4kSJThr1izu3r2bR44c4e7duzlz5kyWKFGiyLPQ5UfbA1FVKpVQjbS0NAYGBtLQ0JBOTk40NDTULIYbNGggPCuZmjlz5rBixYq0trZm3759eebMGUV01TRt2pSfffYZx40bxylTpuT5iCQqKoqOjo5s1aoVN27cyMOHD3PDhg309/enra2tZmKiNL/99psUXaX1Zde/hYUFnz59+sGPSGRvRFATGhrKMmXK0NjYmG5ubjQ2Nqafn5/w59cGY1BoaCgjIiJIkjt37qS5uTk/++wzGhsbCz8RW02JEiWkTv537dpFZ2dnkjkBQKampjQzM+PKlSullUmJQDAyZ9ODSqWit7c369aty08++YQGBgYcOHCgcG09cuvfyMjonSzUSmallt3/a1sgqNJZeT+EEvP/+/fv08LCgkOGDOHp06f56NEjnjp1ikOGDKG5ubmUTIEkFZv/y35+MzMzHj9+/IMfkchu/9pgjD1+/DjPnz9Pkly1ahWdnJzYrl07mpmZcePGjUK1ly5dSldXV/76668MCQmhr68vQ0JCuHTpUhYvXpzz588Xqq/m0qVLHDp0KB0dHent7c1p06YJd8Tlxs/Pj/379+fff/+t6Pufnp7OGjVqsHjx4uzXrx8nTJjAvn370tXVlVWqVNFkydUjBtn1Lzsrvez+V01oaCjfvn3LI0eO8LfffuO5c+fybE4QhbY5w2VlZSZznPDPnj3TZMN/+PAh//jjD6Ga2rT2lJGISPbzy1z/aUPfI3sjrMz1p2zbs2y04fll2t+1of3p+mbMCxcu0MLCgnPnzuXz58+ZmZnJZ8+ece7cubS0tOShQ4c+an3Z72BWVhbXrl3LLVu2MCsri9OmTWPZsmU5cuRIOjs7C1//ytYvCF3xvcpGP/7IH39Ieb5fUv74Q8r3/+p9vzno2vpT132P+QkLC+P58+c1bVEJdHn9S5Lh4eHcs2eP5ntWVhYHDhzIJ0+eCNVVo29//6K3/yj7/uv3/uWg3/snd++frPmXNr1/et+X7vm+1KxatYo9evTgjRs3FD2ROjU1lVOmTOHMmTOZkpLC4cOHs06dOly0aBHLlSvH8ePHf9T6aqKiojhixAiS5KlTp+js7ExfX1/+888/QnV1fe8RqR2J+O7evas58OGPP/6gsbEx7e3tefr0aeHaevToAvpA1EIoUaIEr127VuC969evs2TJkkL1ZZ9I8yGUCoQhyRcvXnD//v3ctGkTf//9d965c0cR3fxcuXKFQ4cOZfHixVmuXDnOmjWLkZGRwnUtLCyYmJgoXKcgHj58yJYtW7JYsWJUqVQ0NjZm69atef/+fSnlIeUbhZXUl1n/+o2w/5KZmckTJ05wy5YtPHPmDN++fauIrjYYg3Jz6dIlzps3773jogimTZvGwYMHaxYhSlO9enWuXLmSWVlZdHZ25r59+3j58mV+8sknUspDKjv+Xrx4kRMnTuTAgQMZHBzMK1euKKL7PipVqqRT+rLqX9//50WbAkFlo1T/c+bMGfr5+eXJCP3pp5/yxIkTwrXfh5Lvocznl93+TU1NuX79eq5bt47r1q2jhYVFnu/r1q0TXgbZxtj8/PHHHxw6dCh3796tiN7atWtZsWJFzbunUqno4uLCyZMnK6Kfm7dv33LHjh3s1KkT7e3t+eWXX3L79u3MyMgQqmttba3JjK00aWlpnD17NuvVq8fy5cuzUaNGnD9/vpQsqWred1LLx6gvs/5l97/aMv9ydnbmq1evpGjnRqYzXI2MrMwhISE0Nzd/x/bs6uoqXFvb1p5KI/P5ZfY/2tD3yN4Im5/860/RfaI22v5J5YKRZD+/rrc//WZMcvv27XR0dMwz7jo5OXHz5s3CtWXrm5ub8+TJkzxx4gRPnDhBKyurPN9l2IDmz5/PgIAA/vLLL8zOztY5fdk2WNn6SgbC6seff9FF3y8pf/zJj9L+X73vVy5632MOsvoftc07KCiIAQEBbNOmDYcNG8Z9+/YJ74e0ff0r0v/6+PFjOjs78+uvv9Zci4uL42effcbixYsrdkqzvv3loLf/KPv+6//+/6Lf+5eDjL1/suZf2vL+6X1f/6Jrvi+S/OWXX/IcwKXUidT5ycjI4LBhw1ixYkV+9913wvdcaIt+u3bt2Lx5c2ZnZ7NKlSocOnQof/jhBzZu3Fi4tq7vPdKGRHzNmzdnnz59mJ2dzfLly3PGjBlcsmQJq1evLlxbjx5dQEWS0PNerK2tkZCQAENDw3fupaeno3jx4nj58qUw/RMnThT6mwYNGgjT/xARERHw8PBAVlaWcK2GDRvi66+/RocOHWBubi5c70NkZWXh4MGDmDhxIq5duwZTU1O0bNkS8+fPh4eHhxDNChUq4OLFi7C0tBTy//8X3r59i4SEBDg4OBTYHkRgYGAAlUr1znWSmusi3z/Z+rmRUf9WVlZITk5WRKsgTExMMH78eM33GTNmYOzYsXl+M2nSJKWLJZXLly/j5MmTaNy4MSpXrqyYblZWFooVKwYA2L9/PxwdHVGtWjVFtL28vBAWFlZgW1Si/Tk6OiIuLg7Xrl1D/fr18fLlSxgaGkptH0qOv+8jJiYGLi4uwv7/qVOnFng9dz8gsv3L1i8M0fVvbW2NpKQkYf9/YeQff3OPu2pkvv9KkZKSgtWrV2PEiBG4e/cuAgMD4eTkhBUrVqBEiRJSyqR0/xMaGorY2Fi4uroKm2fnx8vLq8AxJywsDKVKldKUSwlkPL/s+Z+np2eB9a9GpVIpVv9q/vzzTxw7dgzNmjWDv7+/otr5yczMVGQtkJqaCgMDA7x8+RImJiZwcHAQrvk+bty4gd9++w1//PEHkpOT4ebmhujoaISEhKB58+ZCNOvUqYNNmzbB09NTyP+vrZw8ebLA6/7+/ti7dy9Ion79+h+tvmxk97+GhoZ56vfUqVOoV69ent8cPXpUeDkqVKiAHTt2wMfHR7hWYbx+/Rr37t1DhQoVYGpqqqhuQkICsrOzAQAZGRm4desW2rZtK1zb29sbgwcPhpWVFU6ePIkRI0ZgzJgxaNasGcaMGSNcvyBEr30+ROXKlXH9+nUp2mqUeH6Z6z9tXPslJyejR48emvlfSEgIrK2tFS2DDGTYnj+Evb09EhISFNOT9fwyx39tsb0/efIEJiYmcHNzw65du9C1a1eUL18et2/fxu7du9GsWTPhZcjNlStXcOLECUXt7+np6Thz5oxm/V+rVi0YGRkpoi1T38DA4IP3VSqV4mNAQkICihUrBhsbG0V1ldaX7fuUrf8+lB57AP34A+h9v2p0zf+r9/2+iy6sP/W+R2DNmjWYPHkyjI2NUatWLbi7uyMzMxORkZE4c+YMgBwfda9evYSWQ03+9e+aNWtgZWWliLbS9OrVC7a2tli0aNE79/r06YPs7GysW7dOQsly0Lc/+fafj/n9l+170M//3kXX5n6AvPmX3vf1Lnrfl/K+LxcXFwQHB6NZs2aaNqhGvQdJjzg8PDxw9+5dJCUlwd3dHS9evICNjQ0cHBzw6tUrRcuiDXuP7t69CxsbG7i5uUnRX7BggaYOBg8e/MH9YUWBm5sbwsLCEBERgTJlyiAhIQGWlpawsbGROj/Wo+djQR+IWghNmzZFjRo1EBwcnMcBkJ2djR9++AE3b97EgQMHJJZQLOvXr3/vvZcvX2LkyJGKGAPmzp2L9evXIywsDB07dsTXX3+N2rVrC9fNzaVLl7BhwwZs3boVANC9e3f06dMHJUqUwA8//IALFy7gxo0bRaoZHh4OANi4cSOuXr2KCRMmwN7ePs9vlNqUriYjIwPGxsZ4/PgxNm/ejIkTJwrTWr16NUaOHIkRI0agSZMmAHIMUq1bt8bu3bsBiA3Elq1fEErW/+bNm9GtW7f33n/16pVQh3jDhg0LDURQwhigDcg0Bu3evRv9+vVDTEwMfvrpJ0ybNg0qlQoLFy5E//79het/KCGDEu3Pw8MDly9fxvLly3Hu3Dns378fN2/eROvWrfH06VPh+gUhIxA1IyMDCxYswIABA7Bo0SJs27YNt2/fFqZXoUIFPHz4EHXq1MnTD5w5c0ZzTWT7l62fH6Xr38/PT+j/XxjakohFdiBoYGAgrl+/juvXr6NBgwZwcXGBqakpXr16hZ07dwrTfV8gEADExsaiU6dO0gKBY2NjsX//fqFO+AkTJmDOnDkYMWIEKlSoACBn/jdkyBAsWbIEANC7d29h+h9CiecvyPmXG6UCIbUVpZ7/8ePHmDp1KiIiIvI4Y+7fv4/Y2Fjh+paWlujUqRO+/vpr1K1bV7hefiIjI7Fp0yZs2LAB9+/fR8uWLdGnTx+0atUKxYoVw4oVKzB58mRER0cXqa7a/nH58mUcOnQI33zzzTtBuEptAlJz4cIF1KhRA3v37sWiRYtw8OBBYVoWFhZIS0sDkNPv5Uf0RnDZ+gWhZP0/e/YMJUuWLLQsoggODi70N5MnTxamr6ZTp044ePAgatasCTc3tzxz8ZCQEOH6gFxn+Jo1azBkyBBNW1Dj4uKCyMhI4foWFhZISUlBWFgYunXrhrNnzyI8PBxNmjTBw4cPhesDyq99AO1KRCTj+WWu/7Rl7acNxMfHY926dThy5AiePXuGYsWKwcPDAy1atEDnzp3f8QmIQknbM6B9wUhKP79M+7u22t5lBIICOT7fK1eu5Gl/VapUUUw/P69fv8b58+fRuHFjndRXkgMHDmDp0qU4duwYXr9+DSBnTdyiRQv069cPX3zxxUenL9v3KVtf28YeQD/+5EaXfL+A7vp/ddn3q8vrT133PbZt2xZWVlYYMmQIqlevXuBvzp07h59//hlpaWlC/YAyefbsGW7evIlWrVoByJmHDx48GN9//73QxJDu7u64desW7Ozs3rkXERGBmjVr4tmzZ8L086Nvf++iC/YfWe+/fu+f9qCrcz9A3vxL7/v6F73vS57vy8HBAfHx8cJ13kd0dDRmzZqFBQsW4PTp02jfvj2cnJywbds2zZ6oj1nf0dERL168wObNmzF37lxcv34dycnJ8PLyQlxcnHD9/CgdCHr27FkMHjwY165dw4oVKzBo0CAYGRlh27Zt+OqrrxQpQ36Sk5NhYmICY2Nj4VpOTk6IiIjA2rVrERISgvPnzyM2Nha+vr548eKFcH09ej56FDx99f8kDx48YNmyZWltbc2qVauyQYMGrFatGm1sbPjJJ5/w8ePHwsuwe/duzpo1S/P99evX9PHx4a5du4Rre3p6FvpRkitXrnDo0KEsXrw4y5Urx1mzZjEyMlK4brly5WhkZER/f3/u2LGDb9++zXP/9u3btLGxKXJdlUpFAwMDqlQqzcfAwEBzzcDAoMg1P0RkZCTt7Ow4ZcoUlitXjh06dBCuefv2bVasWJHjx49ndnY2SdLOzk64rrbo50ZG/R89epTz5s3jzZs381w/duwYPTw8hOvrIXft2kVnZ2eS5I8//khTU1OamZlx5cqViuhXr16dK1euZFZWFp2dnblv3z5evnyZn3zyiSL6spk8eTLd3NxoZmameXZHR0fOnDlTqK6npye9vLwK/JQsWVLx/j8iIoIeHh60t7enubk5//77b6F6qamp7NWrFxs3bpxnnFeq/5Wtnx+l678w5s6dK1U/OjpaEZ3evXuzUqVKJMn69euzY8eO7NmzJ1u3bq2IvqenJ+Pj45mQkMBixYrx+fPnfPPmDW1tbYXq5p53FvRRuv+Ji4ujj48P165dy1q1arF+/frCNQ8fPszSpUtz1apVmmuy2r+M53/48CF37NjxTlu7d+8eP//8c+H67+PFixdct26dIlqPHj1ir1692KRJEzZq1IiNGjVinTp16OjoqIh+w4YNWb9+fbZr145169bl0KFDaWNjwylTpiiif+nSJQ4dOpSOjo709vbmtGnT+Pz5c0W0SbJYsWL08/Pj3LlzGRMT8879Bw8esEGDBkWuW5jtw8vLq8g1P8STJ0+oUqnYsGFDWltb57ELieDWrVusWLEiJ0+ezKysLM110eOOtujnR+n6T09P56RJkxgQEMDly5drrmdnZzM4OJhGRkZC9bWFwMDAAj99+vRRRD8kJITm5uYa25v64+rqqoj+J598wvnz53PVqlXs2bMnr1y5wiZNmgh//9R4eXkxLS2NmZmZdHBw0Fy3trZWRJ+Us/bx8fGhoaEhGzRowIYNG2o+RkZGbNiwIRs1aiS8DGq0be1Hyl3/KbX2I3Pm3fPmzWPLli1ZsWJFVq5cma1bt+bSpUsZHx8vTDczM5OTJk2itbU1GzduzAkTJnD58uVcvHgxx40bx/r169Pe3p5Tpkx5xydR1MiwPa9atYpWVlacOHEijx8/zuPHj/PYsWO0srLSfFcKGc9P6u3varKysnjx4kXu2LGDf/31F69evaqIblxcHMeMGUNbW1saGhqyePHidHR0ZLFixejq6sqxY8fy5cuXipTl1atXbNGiBY8fP86AgABWqVJFEV1t0c9Namoqjxw5IlQjLCyM9evXZ4UKFTh16lQePnyY9+7d4+3bt/n3339z0qRJ9PHxYcOGDfn06dOPTl+271OmvjaNPaR+/NFl9P5fecjy/ZL69eeH+Nh9j2fOnPnPvz116pSwcoSHh3PPnj2a71lZWRw4cCCfPHkiTFPN48eP6ezszK+//lpzLS4ujp999hmLFy8udP9lYbYtKysrYdoFoW9/eVHK/qOr7z+pn/tpA7o+95M5/9IG9L4v3fZ9jRo1igsXLlREqyDatWvH5s2bMzs7m1WqVOHQoUP5ww8/sHHjxjqh/+WXX/Kbb75hhQoVGBwczOjoaLZv357t2rVTRP/MmTOsXLkySXL58uVUqVQ0NjbmX3/9pYh+vXr1OGHCBGZnZ9PDw4Pr16/nnj176Ofnp4g+Sd69e5dt2rQhSf7xxx80Njamvb09T58+LVy7S5cubNWqFd3d3blw4UI+fvyYderUYe/evYVr69GjC+gDUf8Db9++5aFDh7hw4UL+9NNPXLBgAQ8dOsTMzEzh2kePHqW5uXmeRX9ycjK//fZbmpqaKu4M0QYyMzO5d+9efvbZZ1SpVDQzM2P79u0ZFhYmTHPmzJmMiorKcy0rK4v3798nmbNhMCkpqch1nz59WuhHJG/fvuXKlSv5559/kiTT0tIYHBxMlUpFJycnvn79Wqi+mtevX7NPnz6sVasWnz59qngggCx92fX/888/U6VS0dHRkSYmJjx37hzJHONAsWLFFAvEyU16ejrJnOCAqVOnKq4vA9nGIPUC/OrVq7S0tNRserO0tBSqq17sfCggUymOHj2qef/Dw8O5Y8cO4Zpr164t9COSw4cP083NjZUqVdIYvadPn04zMzPa29vz1q1bQvXVrFmzhp6enhqHgNKBCLL0Zdf/06dPWb9+fVpZWbFLly588+YNyZxNMU2aNKGxsbFQ/fykp6dz5syZfPnyJYODg+nr66uIrqxAUDX29vYkye3bt7Ns2bIkc+YCsgIileTvv//WbDpNSkrisGHDaGBgQCcnJ8U2gEZHR7Np06bs2LEjExMTFa13mc//22+/sVixYlSpVLSzs+OdO3dI5vSH5ubmrFq1qlD9/MgIxCXlB4JaWFgwISGB165dY6tWrUiS+/fvZ7169RTRV/P27Vvu2LGDnTp1or29Pb/88ktu376dGRkZQnXPnz//zrXU1FSuWLFCqG5hJCYmCv3/w8LC2K1bNw4fPlyz1lu5cqVm/ScyCEbN69evGRgYyHr16mmCj5Xs/2Tqy67/b775hg4ODuzQoQNtbW25fv16Jicns3HjxjQxMeG8efOE6ucnOztb0xb37t3LZs2aKaJbUPsnc/pAJZDtDDc3N2d2djafPHnCWrVqkcx5N729vRXR79y5M3v37s3k5GTWrFmTy5Yt49q1a4Wuv2WvfUi5iYi04fm1af0nY+0nOxC0Xr16nDhx4geTbT579oxjxoxhnTp1ilRbtu1ZjaxgJG14fm2zv8uwvcsMBP3jjz/4ySefMCgoiCdPnmRaWprmXlpaGo8cOcIBAwbQw8NDmD34wYMHGt9jfHw8O3XqRAMDAzo6Ogr1eWqLfm6UDoStXbs2Dx8+XOjv9u7dy5o1a350+qTu+l5JuYGw+vHnXZQcf5TY5Phf0UX/r677fkndXn9q09qTlOd7zI3SfZLsQLiePXty6NChBd4LDAxkr169hGmXK1eOjx49KvDeo0ePWKpUKWHapL795UdG+9Pl91/b5n6kbs7/dHHulx9Z86/c6H1fet+XUr6v3NSrV48qlYrW1tbvrIWUoGTJkkxJSWFkZCQNDAwYFxfHt2/fKhaIK1s/MjKSvXv35sCBA5mRkcHz588zICBAsUQYsgNBnZycmJ2dzTt37tDExERjA1ey/2/evDn79OnD7Oxsli9fnjNmzOCSJUtYvXp14drJycmcPHmyJvHBjRs3OHToUKampgrX1qNHF9AHov5H3rfh8NmzZ0J1mzZtytWrVxd4b8GCBYpNhsmc00hnz57NoUOHcsSIEZw/fz7v3r2rmP7Fixc5dOhQOjs709nZmd9++y1v3rzJ+Ph49u/fn59++qliZSHJ58+fK3Yi1PsW/aI3Yvfu3Zuurq708PDgrFmz+OjRI5YuXZoBAQGsVq0ap0+fLlQ/Pxs2bKC7u7uikyCZ+rLr39vbW9P/LFq0iB06dODQoUNpZmbGZcuWCdUuCFlZgXNz7do1zpkz570GAhHINgaVLFmSMTExDA4OZosWLUjmTMhFG+M3bdpEMifwRUYgpjYSHx8vPABCTfny5Tlt2jSuWLGCjRs35rfffksbGxseP36cCxYsYPPmzRUpB0neuXOHn376KYcPHy7lRCwZ+rLrv2XLlqxZsyYXL17Mzz77jFOnTuXt27fp5uZGb29vXrhwQah+fmRlhZUdCFq/fn3++OOPrF27NkeOHMmkpCQOHTqUTZs2VUSfJGNjY7lt2zbOmzePP//8M//8808hyVdyM2rUKJqamtLCwoLr1q1jXFwcq1evzmrVqtHb21uxrKBkjiNi6tSpLF26tGLZkGU/v5+fH6dMmcKUlBR+//337NmzJ2fPns1ixYrx+++/F34KE6kdgciyA0HVGXGTk5PzZCJ2cnJSRD83169f5/fff88yZcqwePHi/Oyzz+jm5sYDBw4oWg4l19/v6+dtbGyE6jZs2JAtW7Zkt27d2KNHD/755580NzfnzJkzGRgYyH79+gnVz826devo4eHBP/74Q0oCBBn6suvfzc1N44A/cuQImzRpwjp16rBcuXK8fv26UO2CUPpEWDUFjbdJSUmKrX9lO8NlZ2WOjIxky5YtGRkZyZMnT9LGxobGxsaa9bkIZK99ciMjEZE2PL82rf9krP1kBoKS/B9tdCzqTZGybc+5kRGMpA3Pr032dxm2d9mBoN98881/Sjby4sULIXPB+fPna5LtHjhwgGlpaQwICGDp0qXp4uKiCVIThWx9Um4g7P/EviHCFiJbPze65ntVIysQVj/+5EXp8UfpE+8+hC76f/W+33/RxfWnNq09Se04kVLpPklmIBxJlihRggkJCQXee/78Od3d3YVpjx07lh07dtQkoFCTnZ3Nzp07c9CgQcK0SX37y4+M9qfL7782zf1I3Z3/6eLcTxvR+770vi+lfF+5kXUIiRoHBwdmZWVxw4YNrFSpEsmc9y/33+Jj1peN7EDQ4sWLMykpifPmzWODBg1I5iQpcXNzU0SfJF1dXZmRkcEnT57Q0NCQSUlJzM7OVmSMnjNnToHXJ0yYIFxbjx5dQB+IWghPnjxhxYoVaWBgwNKlS/Po0aN57ovuCJ2cnN572khycjIdHR2F6pM52WiqV69OS0tL1q1bl126dGGHDh1Yu3ZtmpqaslatWjxx4oTQMpQrV45GRkb09/fnjh073nG63b59W/im0Pw8f/6cKpVK2P//5MkTBgcHMzg4mCYmJpp/qz8jR44UbpC2t7dnfHw8MzMz2apVK7q4uLB79+7MysrivXv36OnpKVS/IO7fv89p06YpritDX3b9W1hYaE5+fvPmDS0sLOjh4aHYJljZWYGfPXvGBg0a0NLSkoGBgTx79iyNjY3p4OBAQ0NDxTJzyTYGTZ48mW5ubjQzM9NkZHN0dNRkiflYUalUNDAw+OBHCfbv38+AgABaWlpqdK2trdmpUyehBnkbGxtmZWWRzDHKOzk58dKlSyRzshMqPea+efOG/fr1o5mZmaK6svRl17+dnZ1ms9e9e/fo5+dHNzc3du3alSkpKUK1SflZYdXIDgT9559/2KBBA7Zo0YJJSUk8fvw4K1asyPv37wvXvnfvHjt16sRixYrR3d2dNWvWZNWqVenm5kYTExN27dqVDx8+FKLt6OjI0NBQvnr1io0aNWK5cuXYuHFjJicn88KFCyxXrpwQ3Q9x8uRJfvPNN4poyX5+CwsLjeEzKSmJ9vb2dHBwUCwbp+xAXDWyA0Fr167NvXv3kiTd3d0ZGhrKiIgIxRIiREREcPbs2axYsSKNjY3Zpk0b7ty5U7M2WL58OV1cXBQpixrRgagPHz5k48aN2ahRIxYrVoyNGjXK8/n888+Fz7+tra01ddy7d28aGxtz+fLlJHM2ZSth/8nN3bt3WalSJZqbmyuqK0tfdv1bWFho/p2VlcVixYqxcePGwhNAqJF5IuzDhw9pbGxMAwOD967DlEoEINsZLjsrc37evn0rPCOs7LVPfpRORKQNzy9z/acNaz+ZgaCykW17Lgglg5G04fll2t9l295J+YGgsilevDjPnDnD+/fvs27duqxTpw4rVqzIyMhI7t+/n5UrV/6o9bUhEDY/ogMQtFlfl3yv+VE6EFY//sgdf2QFXBeE3v+rPNri+1Wja+tPve/xXZTuk2QGwpGF29dE7r989eoVvb29+emnn/Knn37i6tWr+eOPP7Jy5cr08PBgTEyMMG1S3/60of3p8vuv63v/tGX+p6tzP9nzL73vKwe97ysvSvi+tIkvv/yS33zzDStUqMDg4GBGR0ezffv2bNeunU7oJycnc+bMmezfvz/79OmT56MEsgNBBw0axMqVK9PW1pYbNmzgP//8w7Jly/K7775TRJ/M2QeXnp7OFStWsEaNGiRzbP6i9l/FxsbyxIkTPHHiBM3NzXny5EnN9xMnTnDXrl159mbo0aPnf4+KJKHnvbRr1w729vYYPnw4tm/fjvnz52Pfvn2oX78+AMDKygrJycnC9O3s7BAfHw8DA4N37pGEvb09Xr58KUx/+PDhuHbtGoYMGYLWrVvD1NQ0z/309HT88ccfWLRoEapWrYpffvlFSDlmzZqF3r17o3jx4ppr2dnZePToEcqWLYuMjAykp6fDyspKiH5BREREwMPDA1lZWUL+/+zsbHTp0gWxsbE4deoU6tWrl+e+qakpevXqha5duwrRBwBPT09s3boVFhYW6NChA+zt7XH27FlN+ezt7ZGYmChMX83hw4dx9OhRxMfHw9nZGU2bNkWDBg2E68rWl13/1tbWSEpK0nw3MzPDiRMnUL16dWGauQkMDMTff/8NIyMjDB48GO3bt0ezZs3g6+uL6OhotG3bFmPHjhWm36ZNG5BE//798dtvv2H//v0YP348vvvuO6xZswbLli3DxYsXhemrmTJlClatWoWXL19ix44dcHZ2RosWLTBq1Ch8//33wvUB4NixYzAzM0PNmjXx7NkzXLp0Ce3atVNE28vLCyqV6p3rxsbGcHJyQkBAAEaNGlXgOPn/wvHjxwvUzY3IfiA8PBw9e/ZEbGwsunbtitq1a8Pd3R2ZmZmIjIzE6dOnsX37dri4uGDt2rUoVapUkeoHBAQAAExMTHDu3DnY29vj+vXrKFasGKKjo1G1alU8f/68SDXfR1paGl6+fAl7e3uYmJgooilbX3b955/fGhkZYdiwYZg3b54wzdz4+PigZ8+ecHR0xNatW1GpUiWEhIRg586duHbtGg4cOIADBw4IL8edO3cQFBQEMzMzbNu2DVevXsXQoUPx+++/o2zZssL1ZbFgwQKsWrUKgYGB6Nq1K0qWLJnn/pMnT7BlyxaEhIRg4MCB+O6774pUv0SJEjhz5gwsLCzQunVrZGZm4vTp05r2Z2Njg1evXhWpZkE8fPgQx44d08z/mjRpAk9PT+G6sp8///zP1NQUf/31F1q0aCFMMzdOTk64ePEiHBwc0KZNG0RGRqJEiRLYuXMn7ty5g169euHevXvCy1GnTh2MHz8eLVu2RMmSJXHy5EmYmJjA19dX6Ppbze7du9G5c2f8888/2LRpExYvXgxDQ0M0adIE69atE65vaGgIHx8fBAYGomfPnnB2ds5z/+HDh+jfvz+OHz8uvCxqRK+/AWDp0qWIjY3F9OnTMW7cuDz3TE1NERAQgAoVKgjT//zzz9GpUydYWFhg3LhxqFSpEk6dOgUgZz5SsmRJxMbGCtMviPT0dFy6dAl169ZVVFeGvuz6z9//mpub4+HDhyhRooQwzdw0atQI5ubmsLW1hYGBAdq3b4/u3btj0qRJuHfvHgwNDbFq1Sph+tevX0diYiJatmyJ/fv357lnamqKihUrwtzcXJi+mi5dusDU1BSLFy/GF198gd69e8PMzAzBwcEIDQ0Vrh8VFYV+/fph9erVePToEQICAvDmzRusWbMG3bp1E67/9u1bbN26FU+fPkV2dnaee5MmTRKiKXvtUxBpaWkYOnQoNm3ahNevXwvV0obnl7n+05a1n7Zgb2+PhIQExfRk257fx4MHD/D777+/Mx8rarTh+WXa32Xb3rWVihUr4tatW4poOTs74969e7CwsMBXX32FiIgInDhxAvb29gDefT8+Nn1XV1fs2LEDjo6O6Nu3L0giKSkJBw8exI0bNzB27Fhcu3ZNmH5BiH5mbdPXVd9rQSg19gD68Uf2+CO7nedGl/2/uur7LQhdWn/qfY/vInq/YX4K8y+J7iPLly+PvXv34pNPPnnn3uPHj9GkSRM8ffpUmH58fDwmTZqE3bt3IzY2Fq6urggICMDEiRPh6OgoTBfQtz9taH+6/P7r+t4/bZn/6ercT/b8S+/7ykHv+1Le96VNREVFYezYsTAzM8OiRYtw9epVTJs2DatWrYKLi8tHr9+xY0ecP38e9evXh7GxcZ57a9asEa4fFBSEc+fO4enTp/jll1/w2WefoW3btggICMDcuXOF62dlZWH9+vUwNzdH586d8fDhQ+zevRvDhw9HsWLFhOsDQNeuXZGcnIwbN25g9OjR8Pf3R69eveDt7Y21a9cWuV5SUhK8vb0RFxdX4H0TExMMGDAAP//8c5Fr69Gjc0gNg/0/gJOTU57sF8uWLaOjo6MmU5ToE1GrV6/Os2fPFnjv7Nmz9PPzE6q/efPm//zbjRs3CizJu4g+EUWb9GVle/71119pYGBAQ0NDTpkyhV5eXjx37hzJnAyxVatWFar/5s0btmzZkgYGBixXrhzr1KnDMmXK0MDAgB06dNBkjPtY9WXXf/7+TelTKGRnBba3t2dycjJJMiEhgSqVSnNCWGZmpqL1cfToUc3fPjw8XLHTWLWBadOmsVSpUly6dCkPHDjA5cuX09vbm4MHD+Yvv/xCHx8fTp48WXYxi5zatWvz8OHDhf5u7969rFmzZpHrR0dHMzAwkAMHDmRUVBS7d+/O9u3bc9euXaxdu7Yi2dlPnz7NOnXqsFixYjQwMKCRkREbNWrEixcvCteWrS+7/vP3/+bm5opmg5OdFVY2wcHBhX5EMn36dGZkZBT6u7S0NP70009Frj9t2jSamZnR3NycgYGB9PDw0Jy++vfffwtf/2RnZzMoKIgGBgY0MzNjiRIlaG5uzmLFinHUqFFCtUn5z5+//SuVBVONm5sbnzx5whcvXmhO4lXPv5Qsz65du2hmZsbQ0FD++OOPdHFxYYkSJdirVy9F9Mmc9aa6LW7ZsoUrV65kenq6Itrnz59/51pqaipXrFihiH5BKLn+XrdunSI6+Tl37hw9PT3p4+PDo0ePskaNGpw/fz6TkpIYFBREf39/4WWIj4/n+PHjWatWLZYtW5Z169ZlcHAwExMThWvL1pdd//n7Xzs7O6F6+ZF9Iqya0NDQPN+TkpIU6/tIMjIyki1btmRkZCRPnjxJGxsbGhsbc9OmTYqVITdKZ2Vu37497e3tWb9+fTZs2FDzadSokTBN2Wuf/Lx584aRkZF55h8i0Ybnl7n+07a1n9J9b36UOAUpN7Jtz7k5dOgQx44dy2+++YYTJkzg8ePHhWtqw/PLtL/Ltr2/D9Fr3sJQ8qSUYcOG0d3dnSVLlmTTpk3p4eHBFy9ekCQvX77MMmXKfNT66pNH0tLS2Lx5c/r5+eU5iUS0/70gZGjK0Jft+5Str0bG2EPqxx/Z44+BgQG9vLw++FESXfX/6qrvNz+6tv7U+x7fZfr06YrqlStXjo8ePSrw3qNHj4Sfyjd27Fh27NiR2dnZea5nZ2ezc+fO0k+nF4m+/clvf7r8/uv63j9tmv/p6txPJnrfVw5635fyvi892oOlpSUjIyOl6WdmZjIkJIRbtmwhST548IDz5s3T9E26QHJyMidPnqw5hfvGjRscOnSoIv1AuXLlhGvo0aPL6E9ELQRnZ2eEh4fnOQl08ODBuHjxIk6fPg1HR0ehGcqWLVuG5cuXY9++fXlOQYiMjESrVq3QsWNHRbJz5ub58+dwd3dXVLMgIiIiULJkyXeylBQlJ0+efO+92NhYdOrUSeiJLLl5/vw5Nm/ejKdPn8LNzQ1du3YtMFNWUfPkyROYmJjAzc0Nu3btQteuXVG+fHncvn0bu3fvRrNmzYRpjx07Fnv37n3n5LG7d++iS5cu6Natm9CsULL1Abn1nz8rmK5l5c+fFdDW1jaPnlInssnCwMCg0KxkSvR/n332GTZs2ABfX1/Ntfv376Nbt264cuUKnj59igYNGiAsLKxIdd+XjTc3IrOCZWZmwtDQsMh/+78lOTkZPXr0wLFjx9CsWTOsWbNG6CnkZ86cQdOmTdG+fXv4+/vD0dERL168wK5du7B3716cOnUKlStX/mj186N0/cvu/2VnhZ06dWqhvxGZFa9Ro0YfvK9SqXD06FFh+trAiRMnYGpqiho1amD16tUYN24c6tWrh/3792PVqlXo3r27MO3Zs2dj8eLFCAkJQdOmTQHkjHeHDh3CgAEDMH78eHzzzTfC9AG5zy+7/U+fPh0//fQTVCoVOnXqhKNHj+LIkSPw9vbGoUOHMHLkSMVOp4mIiICzszOMjIywdetWJCUloXfv3u9kSRRFZmYmoqOj31nvenh4KKKfHyVOJP1Q/5uUlIQFCxYotv7euXMnVqxYgadPn8LV1RV9+/ZVJCNrbu7du4emTZsiKioK7u7uOHz4MMqUKSNM7/nz56hduzYMDAzQokULzfzn4MGDMDExwZkzZ+Dk5PTR6udH6fqX3f/KPhFWzb179zB27Fj8+eef+PPPP9G5c2dYWVlh165dqFOnjnD9/GRmZiIjI0ORjNSA/KzM1tbWuHnzpiKnwL+P/GufkJAQWFtbC9c9c+YMvv/+e5w/fx4kUaxYMdStWxezZs1CtWrVhOurkfH8Mvsf2Wu//NjZ2eHly5eK6alR+yD8/f2xd+9eqF129evXF64t0/YM5Iwx7du3x4EDB1CmTBnN+P/48WO0a9cOW7duLfKTsHIj+/lltj/Ztvf3ofSpUPlR8qSU7OxsbNiwAaampujYsSNmzpyJdevWwd/fHxs3bsQPP/yAb7/99qPVHz58OP744w+oVCqUK1cODx48wOXLl+Hk5IQrV66ga9euePDggTD9gpD9/imlL9v3KVtf9tgD6McfmeOPmZkZli9f/sHf9O7dW5i+NqAN/l9d9f2q0db1p973KHb9ee7cOdSqVes//fbs2bOoXbt2kZdh3LhxePToEbZu3ZqnLZBE165dYW9vj6VLlxa5rpqkpCR8/vnnMDc3R6dOnVC8eHFERUVhx44dSEhIwKVLl+Ds7CxMHwAePnyIY8eOIT4+Hi4uLmjSpAlKlSolVLMg9O1PefuPLr//sv/++vmfXGTP/WTPv/S+r4LR+750i5SUFCxZsgSPHz9GZmZmnnshISEfvX6ZMmVw584dGBkZCdfSJmT3v7mZO3cuRo0a9c71iRMn4scffxSun5WVpTn9df/+/XByckLVqlWF6+rRowvoA1ELoX379nB0dMTUqVM1x4C/ffsWDRo0gK2tLU6cOIHU1FRh+iTRrl07HDx4EHXq1NEsRM+ePYtGjRph586dwoNP8qOkI/ZDKLERtjBHk0qlUmQj7OXLl9GkSROUL18eXl5eePz4Me7cuYO///5b8cXI5cuXcfLkSTRu3Fh4EI63tze2bNlS4KB/9uxZDBo0CDdu3Pho9QtCyfo3NDTMs+Hp1KlTqFevXp7fiAyECQkJQf/+/WFgYIAJEyZg3bp12Lx5M2rWrImNGzdi4cKFuHTpkjD9woxxovtC2cag48ePF6rfoEEDYfpqrK2tER8fn2cx+PbtW9jb22s2ZYgICl63bl2hv1HaGBkUFCTU+K1NNG3aFI0aNcL48ePfuRccHIxbt27h999//2j1ZWNhYYEDBw5oNr/m3wwLiN0QGxMTgx9++AGmpqaYPHkyRo0ahbS0NPTu3RszZ85EpUqVhLYFfSDou8ie///5558aZ6y/v79QLV9fXyxevLjA9+DAgQOYNGkSLl68KLQM+VHy+Y2NjdGjRw/N902bNr0T+CraGCwzEDc3MgNBQ0JCMHjwYGRkZGiukVRs/VkQSqy/C+t/AeDYsWPC9NVs3rwZQUFBGDBgALy8vPDo0SOsWrUK8+bNQ79+/YTr5+b169e4d+8eKlSokCdBmgh69OiBjIwM/PbbbxpDPJAz9+7atStcXFywZMmSj1a/IJSs//zrP3Wbz43I9nf+/Hl07doVZmZmWLJkCcaOHYvOnTujX79++OGHHxAeHo7du3cL01fTokULuLm54ddff0WFChXQu3dvWFtbY926dbhw4YJwfdnO8A4dOuDYsWPw8/PLY5NUav5Zrlw5XLp0SZHAT21C2xIRKY3M9Z/stZ8amYGgQM6GAAAIDw/XzDVVKpVimwByc+XKFZw4cUIR2zMgPxgpP0o/v0z7u2zb+/uQbX/w8/PD7du3pekvWLBAs/4fPHhwofb5/8v6sgNhC+LZs2coWbKkopoy9GX7PmXra9vYAyjr+wV0e/yRPc4Aev8voNu+X11ef+q677FNmzawtLTEiBEj3rvp+dKlS5g3bx5ev36NXbt2FXkZtCEQND4+HpMmTcLu3bsRGxsLV1dXBAQEYOLEiXB0dBSmSxJDhgzB8uXLYWJiAnt7e7x8+RLp6en49ttvMWfOHGHa2oCutz9At99//d4/ufM/XZ/7yZ5/6X1fOeh9X/J9X9nZ2bhy5QqePXuGYsWKwcPDA1WqVFFEu2PHjjh//jzq16//TtL1NWvWfPT68+bNQ1hYGKZOnQpbW1vhempkB4KuXbu2UH2R/W9cXBzu3LkDAPjyyy/zzEUB4NWrV+jatStSUlKElQEAdu/ejX79+iEmJgY//fQTpk2bBpVKhYULF6J///5CtfXo0QX0gaiFEBYWhjZt2sDV1RX79u3TXI+Pj0ezZs1w/fp1RTaCbt++/Z2FaNu2bYXrFoTsjLBqlNgIqy00btwYbdq0wbBhwzTXFi5ciO3bt+P06dOKlCF/VghHR0fhGRktLCzeG+hNEo6OjoiPj/9o9XMjo/6Dg4ML/c3kyZOFlkFmVuDCjLFffvml0EQEso1B2kK9evXQtGnTPO/ajBkz8Ndff+HChQs4cOAAvv/+e0WCwuPi4oQagAtDhoE0JSUFq1evxogRI3D37l0EBgbCyckJK1asyHNSe1Fjb2+PsLCwAjN/JiYmws/PT2hWTNn6amTVv7Yk4lCjdFZY2axfv/6D91UqFXr27KlQaXLQlvk/IP4UaEtLSyQnJxc4BmdlZcHFxQVxcXHC9AtD9PMHBgYWOv9QwhicGyUDcdXIDgR1c3PD2LFj4e/v/06fLCM7N6Bb6+9KlSrh559/zhMYe+zYMQwePFhjLBfN69evkZCQoHEGZmRk4NatW0LtQMWLF8elS5cK3PgcGhqKL774Ao8fP/5o9XMjo/5PnDhR6G+UXP8pfSKsGjc3N4SFhSEiIgJlypRBQkICLC0tYWNjo8haSLYzXHZW5t27d2PJkiUICgp6xxkrOiAvPj4e69atw5EjR/I44lu0aIHOnTvD3t5emLY2JCKS+fzatP6TdSKutgSCKn0iRW5kbYSRHYykRtbzy7a/yz6RryCUDATN7XMpyt/+v5CQkIBixYrBxsZGuJY26isZCDto0CBMnz4ddnZ2H/xdQkICxo4dixUrVnw0+rJ9n7L1tWXsAeT4fgHdHn+0wc6t9//qtu9X9vrz2bNnuHnzJlq1agUgZx48ePBgfP/998JtEdq09gTk+B5//fVXBAcHw9TUFLVq1UKJEiWQnZ2NiIgInDlzBm/fvkVwcDC+/vprYWWQFQgnm9mzZ2Px4sUICQlB06ZNAeSMw4cOHcKAAQMwfvx4fPPNN0LLoG9//yLL96+r77/suR+g2/M//dzvXWTuvdP7vvS+Lxm+r9mzZ2PlypVISUmBo6MjMjMz8fLlSzg7OyMwMBBjxowRGiBpZWWFBw8ewNXVVZiGNuqrEwGo93q/bw+YKGQHgsomKSkJ3t7e791fZ2JiggEDBuDnn38WWo7q1aujf//+6Nu3L1xdXbF27Vo4Ozujc+fOePTokVBtPXp0AX0g6n8kMTHxncE+MzMTu3fvlhYQKgslF2jqbOQFERsbi06dOilmDImLi8OxY8c0mxFKlSqFJk2aKGIMcXBwQExMTJ5N52/fvoWjo2ORZ4IsCFlZIQoLuhIdlCVbX40+K8e/KJkVWNuMsUojOyuPmmvXruHLL7+EkZERPDw8EB4ejuzsbOzatQvp6elo3Lgxtm/fjoCAACH6mZmZmDx5MhYvXozMzEzcunULnTt3xu7du1G8eHEhmu9DRiBqYGAgrl+/juvXr6NBgwZwcXGBqakpXr16hZ07dwrTLWyuISITsjbpq5FV/7qO7EBQ9SboD+krvSFaRv/z+PFjTJ06FREREXkCge7fv4/Y2Fhhutoy/5P1/NqO6EBcNbIDQe3t7REXF1fofFRJlAxEzczMxK5du94Jxvnyyy/RtGlT4e+Ara0tXr58mWcunJ2dDVtbW0Xa/5o1azBkyBCkpaXlue7i4oLIyEhhupaWlh/MOGlra4vExMSPVl+NrPrXRpQ8EVaNk5MTIiIisHbtWoSEhOD8+fOIjY2Fr68vXrx4IVxftjNcdlbm8ePHY8aMGe9cF2n/yMrKwtSpU/Hzzz+jatWqqF27Ntzd3ZGZmYnIyEicPn0at2/fxrBhwzB+/HghY4DMRETa8Px6/kVmICgA2NnZ4eXLl4pqyt4IIzsYSfbzaxtKnwgrOxC0Tp06mDp1Kpo0afLB3x04cABTp07F2bNni1Q/9/+/dOlSHDt2DK9fvwaQMzdu0aIF+vXrhy+++EKIrrbo50bJQNg//vgDo0ePRosWLdC9e3dUq1ZNczJfRkYGzp07h61bt2LPnj2YP38+OnTo8NHoy7Z9ydaXPfao0ft+/0VJ3++gQYOwbNkyoRrajjb4f3XZ9ytz/RkaGopatWrB398fv/76K4B/D2CIjIzEmTNnULp0aSHaev4lIyMDO3fuxLFjxxAeHg4DAwOUKlUKzZo1Q/Pmzd85Jepj5OHDhzh27Bji4+Ph4uKCJk2aCPe7+Pr6YvHixXmST6o5cOAAJk2ahIsXLwrT17c/PWpkvP/aiH7+pxzaMPcDtGvvnd73pTy66PsCchKujx49Gs2bN0eXLl1QvXp1mJiYAADS09Nx5swZbNu2Dfv378eCBQvQrl07IeUoU6YM7ty5o7E7KY0sfW1LAq00jRo1KrT/VyIQHQDKly+Pe/fuKaKVH0dHR8TFxeHatWuoX78+Xr58CUNDQ+mJKvTo+VjQB6L+B54/f44rV66gcuXK7yz+fvvtN3Tt2lV4Ge7cuYPly5cXmBU9MDAQPj4+wsugRskFmjYEgt2/fx+TJk3Cjh074OrqmmczUHx8PNq1a4epU6fC29tbWBk8PDxw4sSJPIEJjx8/RpMmTfD06VNhumpq1KiBfv36KZ4VQrYzUra+Gln1X1j/NmzYMCxatEiYfm5kZQWWiWxj0Lp16wr9jRJZeVJTU5GdnY3du3fj2bNnKFWqFFq3bg1zc3MkJCQgMzMTzs7OwvQnTJiAI0eOIDg4GJ07d8bz58/Ro0cPGBkZYdu2bcJ0C0LGAsjLywtXrlyBSqWCk5MTwsLC4ODgAFdXV6GbI2X3v7L11ciq/8KIjo5WxBgs60RYbQwElU3Lli2xb98+RTUbNWqE7OxsODo64sWLF6hSpQrWr1+Pb7/9VmhWVm1p/7Ke/8yZM6hTp85778+dOxejRo0Spq9GdiCu7EDQYcOGoXz58ggKClJUd+rUqe+9l5SUhAULFghff69ZswaTJ0+GsbExatWqlWf9febMGU05e/XqJawMfn5+WLJkSR7Hw/HjxzFkyBBFTmfy9vbG4MGDYWVlhZMnT2LEiBEYM2YMmjVrhjFjxgjTld3/ydZXI6v+g4KCsHTpUs33s2fPonbt2prvVapUwbVr14Tp50bGibBqunbtiuTkZNy4cQOjR4+Gv78/evXqhTJlyihyIrdsZ7jMrMxAThDcb7/9hmbNmik2BtavXx8NGzbEoEGD3psN+fnz5/jll19w5swZnD59usjLIDMRkTY8f2Eosf6TeSJsbmQEguZm8ODBWLJkiWJ62rARRub4rw3Pry32d1knwsoOBH3y5AkCAwMRFxeHbt26oXbt2nlOpTp9+jS2b98Oe3t7rFmzBp988kmR6oeHh6Nnz56Ii4tDly5dCkxGsH37dri4uGDt2rVFvjlZtr4amYGwcXFxmD17NlatWoXXr1/DwcEB2dnZiI+Ph4ODA3r16oXvv/8eDg4OH5W+7LWXruurkeX7BbRn/NFF3y+g9/8Cuu37lbn+7NWrF2xtbQts33369EF2dvZ/ej9EocTaU+aJlNqErEA4khgyZAiWL18OExMT2Nvb4+XLl0hPT8e3336LOXPmCNO2tLREcnLye0/CcnFxee9pTUWBvv1pT/vTxfdfW+Z+gG7O//Rzvxy0Ye+d3vel930p6fsCgAEDBmDGjBmF+jdiY2Mxbtw4rFq1Skg55s2bh7CwMEydOlVKwkXZ+kDO+HPmzBlERUXBw8MDtWrVEq4pOxBUG05Ez03+OYCTkxOqVq0qXNfDwwOXL1/G8uXLce7cOezfvx83b95E69atFYm90aPnY0cfiFoIx48fh7+/P0xMTJCUlITg4GCMGzdOc1+0MyIpKQlDhw7Fnj170KZNmwIdgfv27YO/vz8WLFhQ5AP106dP//OC/8mTJ4Vu3P+/xoIFC7Bq1SoEBgaia9euKFmyZJ77T548wZYtWxASEoKBAwfiu+++E1KOMWPG4NChQ5g5cya8vLzw+PFjjBs3Ds2bN8fMmTOFaOZGVlYIY2Nj9OjR4733N23ahPT09I9WX42s+s/fv+U/FUB/IqxYtMUYlJu4uDg4Ojoqqunp6YmbN29KM4Z4eXnh9OnTKFGihKYNJCYmwtvbW6gzoiCePXv2zjgkGgcHB8THx+P333/H+PHjcf/+faSnp8PV1VXoKSFWVla4c+cO3jdN9fX1Fdr/ydZXI6v+K1asiFu3bmm+z549O0/ghVL9v/5E2ByD48aNGxEeHo7g4GCcPHkS/v7+QjWTkpL+c5/76tUrYadUWFpa4tmzZwgLC8OECROwZ88eHDhwANOnT8fJkyeFaAKAiYkJxo8f/97706dPf+eUPBHIev787bty5cq4fv36e++LQlYgrhpZgaBqjh07hmbNmsHKyuqdNb5IZ2RB2cDzc+zYMWH6bdu2hZWVFYYMGYLq1asX+Jtz587h559/RlpamrCxYPXq1Rg9ejQGDBiA0qVL4/Hjx1ixYgUWLFiAPn36CNHMjYWFBVJSUhAWFoZu3brh7NmzCA8PR5MmTfDw4UNhurI348rWV6Mt9Z9//a1UUhrZJ8KmpKRg7ty5MDMzw/fff4+bN29i9erVmDlzJszNzYXry3aGy8rKrMbV1RXPnz8v8hPnPkRoaOh/PvHhf/Lb/wky+x9teH6Z6z9tOxFW6UBQQO6JkNqwEUZm+9PG51fa/i77RFjZgaBq9u7di2XLluH48eOaQEgLCws0a9YMX3/9tWajdFHzXwNx9+3bhx9//BHnzp37qPS1JRAWyOlfr1y5kudUsipVqii2OVFpfdm+T9n62rL2lHkig+zxB9Bd3y+g9/8Cuu37ldkHubu749atW7Czs3vnXkREBGrWrIlnz54J0Qbk+x614UTK8PBwGBoaws3NDf/88w/Wrl0LY2NjdOnSBRUrVhSqDcgNhANy/uaLFy9GSEgImjZtCiBnHnTo0CEMGDAA48ePxzfffCNEW/b4r29/8tuf/v3X7/2ThX7ul4PsvXd635fe96W070sbMDAwgEql0ux9fF9Cjo9VX83du3cREBCA8PBwODg4IC4uDhUqVMDevXvh7u4uTFfbAkFlInMOMGXKFKxatQovX77Ejh074OzsjBYtWmDUqFH4/vvvhWrr0aML6ANRC6FWrVro27cv+vXrh6NHj6JTp06YOHEihg8fDkD8RrDq1atj4MCB6NGjB4yNjQv8zZs3b7BmzRqEhITg8uXLRapfr149NGjQAEOGDHlv9quoqCgsXLgQp06d0pxQIoK4uDgcO3ZMk5W5VKlSaNKkCaysrIRpzpgxA6NGjSr0WPj09HTMnTv3g5vW/19IS0vDwIEDsWXLFmRkZMDU1BRff/015s6dC1NTUyGauZGVFeK/bPIVmRVItr4aWfWfv3/LfyqAUhthZWYF1jZkGIMyMzMxefJkLF68GJmZmbh16xY6d+6M3bt3K3IioqenJ86fP6+IVkE4OTkhMjISRkZGmjaQkZEBd3d3vHjxQpjuoEGDMH369AKdEblJSEjA2LFjsWLFCiHlaNCgAb744gvs378fNWvWxJQpUzB+/HjcvXsXhw4dEqIJ/GuMKAiSwo1RsvXVyKr//P27rEAIbTgRVkYgqJqrV6+iadOm8PHxwc2bN3Hjxg34+vpi6dKlQgOhqlevjgEDBqBXr17vnQOnp6djzZo1WL16dZGvP9S4uLggJiYGKSkp8PX1RVhYGADA2dlZaP/bsGHDQrPSiQzEUyPr+bVl/icrEFeNrEBQNWXLlkW1atXQpEmTdxwiSjsjlST/CZAf4vTp06hbt66wsqxduxZr1qxBTEwMPD090a9fP3To0EGYXm5Kly6Nu3fvwtDQME8mdpEnIgDQ2FneR3h4ODIzMz9afTWy6r+w/vdjPxFWW5DtDJeVlVnN3LlzERMTg3HjxhW6Fv2Y0JZERLKQuf7ThhNhZQaCAvJPhJSN7GAk2chcf2nDibBqZAWC5ock4uPjYWBgoMhJzJmZmf85wP5/8tv/K/qyA2F1Gdm+T9n62jL2yDyRQRvsf3rfb150zf+rq75fQO76szDblmjbk2zfo+wTKf/44w906tQJJiYmWLt2Lb7++mvUqlULRkZGOH78OHbu3KkJThOFzEA4IOf9Xrx4cYEJMQ8cOIBJkybh4sWLQrRlB6Lq25/8E2F1+f3XhrkfoJ//5UbX5n6A3PkXoPd96X1f8n1f+ZNAKMGJEycK/U2DBg0+Wn01DRs2hI+PD+bPnw8zMzOkpKTg22+/RUxMDHbt2iVcXxtYtWoVfvnlF0RGRuLq1asYOXIk1q5dC0tLS0X0q1evjv79+0ubAxw/fhympqaa5C+XLl0S6u/Qo0eX0AeiFoKdnR0SEhI0m5HPnz+PL774Art27UKjRo2EGwP+J6cMJSYmFnlm4szMTAQHB2PRokWoXr16gRmJr1+/jqFDh2LChAnvDZb9f+H+/fuYNGkSduzYAVdX1zwZcePj49GuXTtMnToV3t7eRa6tbaSnp+Ply5dwcXEpdIN8UaLPCiEXWfWvLVnRZGYF1gZkG4MmTJiAI0eOIDg4GJ07d8bz58/Ro0cPGBkZYdu2bcL1+/TpgyNHjuDLL7+Em5tbnr5v0qRJwvVbt26NTz/9FD/99JOmDcydOxfHjh3D3r17hen+8ccfGD16NFq0aIHu3bujWrVqmoCwjIwMnDt3Dlu3bsWePXswf/58YYERd+7cQVBQEMzMzLBt2zZcvXoVQ4cOxe+//46yZcsK0QSgCbj6ECKz4MvWVyOr/vP377ICIWSdCKtGViComgYNGqBPnz4IDAzU/A0OHjyIb7/9Fnfu3BGm++rVKwwdOhT79u1D27ZtC5z/7927Fy1atMDPP/8sbHNmnTp1MH78eLRs2RIlS5bEyZMnYWJiAl9fX8UCkWUi6/m1Zf4nKxBXjexAUNnz3MzMTOzatQtHjhzRJILy8PDAl19+iaZNmwo/jUzX6dKlC0xNTbF48WJ88cUX6N27N8zMzBAcHCw0EFp2VmbZ+mpk1b+29L+yToTVFmQ7w2VnZfby8kJYWJi0rMT533ul0JZERLKeX+b6TxtOhJUdCKotJ0KqyX9KimhkByPlR+nnlzn+a8OJsPlROhBUGwkKCsLSpUt1Ql92IKwe3UVbxh6ZvndtWH/quu8X0G3/r676fgG568/y5ctj7969Ba4pHj9+jCZNmggNhJfte5R9ImXlypUxadIkGBgYoHPnzlixYgUCAwMBAL///jtmz54tLAhNjcxAOCAnAWlycvJ77U65kwIWNSYmJh88WGL69OnvnJJXlOjbn9z2B+j2+68Ncz9AP//T5bkfIHf+Beh9X3rfl1zfFyDP/6MmKysLZ86cQVRUFDw8PFCrVi2d0be2tkZsbKwmCSMAvH79Gm5ubkhMTFSkDDIDQX/++WcsW7YMo0aNwujRo/HkyRO0bNkSfn5+itj8Ae2bA6jH4SpVqiiurUfPRwf1fBB3d3dGRETkubZq1So6OzszPDycVlZWipXl2bNnimnlJzY2lnPmzOGXX35JX19fVqxYkf7+/ly0aBFjYmKE6c6fP58+Pj6cNWsWw8PD37kfGhrK6dOn09vbm3PnzhVWDpIcPHiw0P9f2zl69CjPnTtHkgwPD+eOHTsU0U1OTub58+fzXJs5cyZfvnypE/pqZNR//v7Nzs7ug/dFUbJkScbExDA4OJgtWrQgSd64cYOlSpVSRF8248ePZ82aNXnw4EHa2toyJSWFbdq0YceOHRXR9/T05PPnz0n++w68fPmSDg4Oiug3bNiwwE+jRo0U0X/8+DE9PT1ZokQJGhoa0sfHh+7u7rx3755w7djYWI4ePZq2trY0Njamq6srXVxcaGhoSBcXF44ePZpxcXHCy6FNvHnzRqf1lUJb+v/69evzxx9/ZO3atTly5EgmJSVx6NChbNq0qWL6a9asIUna2tqSJA8cOEAfHx9F9O3s7JiZman5txpra2tF9G/dusXBgwfTx8eHFhYWtLKyop+fH0eOHMmbN28K19+1axfNzMwYGhrKH3/8kS4uLixRogR79eolXDs7O5uPHj3Kc23Lli2av4cSyHp+bWn/tWvX5t69e0nmrMlDQ0MZERGhaYuisbS0VETnffj7+/Ps2bNStENCQliyZEl+8skn7NGjB3/44QeOGjWK3bp1Y6lSpViqVCmuW7dOeDkqVaokXENbiYyMZMuWLRkZGcmTJ0/SxsaGxsbG3LRpk+yi6QSy6l9b+l8vLy+mpaUxMzMzz5pPqfmHbIoXL67oeJ+fOXPmcNSoUUxISJCif/z48fd+lECpcT4/T58+LfSjBLKeX1v6H1mEhoayfv36rFChAn/66ScePXqU9+/f5927d3n48GFOmTKFvr6+rFev3jtrhKJkz549bNWqFS0sLKhSqahSqWhpacl27dpxz549wnTzI3seLBuln1/X25+ed5H9N5etP2jQIKn6uoRs36dsfW1Blu9dG8Yf2b7fuLg4zps3jy1btmTFihVZuXJltm7dmkuXLmV8fLwiZdBl/68u+35lrj/Hjh3Ljh07Mjs7O8/17Oxsdu7cWfg4LLvvKcy2JVrfxsZG829DQ0O+fftW8z07O1sRm4CFhcU7f381+W2BIiisjkX+DRo0aPDevkf9EYm+/cltf6Ruv/+y//5qdH3+p8tzP1Lu/IvU+770vi+5vi9Snv+HJO/cucNPPvmERkZGLF68OA0NDfnpp58qFo8iW79cuXLv7HF79OgR/fz8FNFfsGABy5Yty5UrV9LGxoYJCQmsWbMm+/Xrp4h+2bJleffuXZL/9v+RkZF0cXFRRJ+UOwfYs2cPPTw8WKxYMRoYGGg+JiYmwrX16NEF9CeiFsKIESNw7tw5TJ06Fc2bN9dcHzBgAA4ePIjo6GihWbFyIzsrhgxmzJiBUaNGaU6Bex/p6emYO3fuBzOY/b+ii/UvmxcvXqBOnTqoUqWKJvtSbGwsKlWqBBsbG5w8eRJOTk4frb5stCUrmq6fyOvl5YXTp0+jRIkSmr9BYmIivL29hWXEy42TkxMiIyNhZGSkyYyYkZEBd3d3RU4k0wZev36NvXv34unTp3B3d4e/vz+srKwU08/KysKVK1cQHh4OAwMDlCpVClWqVBGapWzq1KmF/kZ0VuLly5fj4cOHmDdvHgAgKSkJXl5e+PHHHxEUFCRUW7a+7PrXlv5f1omwauzt7REbG4tixYrlqQMbGxu8evVKuH758uWxY8cO+Pr6avTv37+P1q1b4/79+8L1tYGIiAg4OzvDyMgIW7duRVJSEnr37g1jY2NhmqmpqWjWrBlcXFzwxx9/AMiZE5YqVQpVq1bFgQMHYGFhIUw/NzKeX1va/+7du9G5c2f8888/2LRpExYvXgxDQ0M0adLkP52a+P9KQEAAxo0bp3gmSDVDhw7FmjVr0LhxYzg4OOTJzhkSEiJMt23btrCyssKQIUNQvXr1An9z7tw5/Pzzz0hLS8POnTuFlSV/Rm5dJjMzExkZGTA3NxeudeXKFdy6dUuTjf/t27do3bo1fvzxR1StWvWj1y8IpepfW/pfWSfCagtz585FTEwMxo0bV2CGftFoQ1bm7OxsXL58GU+fPoWrqyvq1KkjPEP2yZMnAQD+/v7Yu3cv1O6K+vXrC9UtjLS0NJiamgrXkf382tL/yLa97927F8uWLcPx48fx+vVrADmZ8ps1a4avv/4arVq1UqQclHwipFJ/79ykpKTgn3/+QY0aNTTXZs2ahQEDBsDW1lbRsij9/NrS/tQofSKsbGTb3wpCRhvU6+sesn2fsvUB7Rp7ZKAN448s329WVhamTp2Kn3/+GVWrVkXt2rXh7u6OzMxMREZG4vTp07h9+zaGDRuG8ePHCz2NWe//lYts329+lFh/JiUl4fPPP4e5uTk6deqE4sWLIyoqCjt27EBCQgIuXboEZ2dnYfqy+x7ZJ1KWLl0af//9NzIzM1GhQgVcvnwZn332GQDg2rVraN++vXDbW2F1LPpvIFtfJvr2J7f9AfLfP5n6sv/+anR9/qef+8mdf+l9X3rflwzfFwA0atQIKpUKp0+fRt26dTXXjx49KlxbTcOGDeHj44P58+fDzMwMKSkp+PbbbxETE4Ndu3Z99PpTp07FqlWrMHr0aHh7eyMiIgLz5s1DvXr1UK9ePc3vevXqJUS/XLly2LlzJ8qXL6/p/6OiolClShVER0cL0cyNvb094uLiYGBgoOn/s7Ky4OzsjPj4eOH6gNz9/35+fmjWrBns7Oxw48YNdOvWDVOnTkXfvn0xdOhQodp69OgC+kDUQkhPT8f333+P9PR0LFu2THM9OzsbI0aMwNKlS5GZmalIWfQbMeUiezOMDAwMDApcAORG5GIgKCgI8fHxWL9+PUxMTDTX09PT0b59e3h5eeGXX375aPVl17+JiUme4O4ZM2Zg7Nixmu/Tp09XLBD/2LFjMDMzQ82aNfHs2TNcunQJ7dq1U0RbNrKNQa1bt8ann36Kn376SdMPzp07F8eOHcPevXuF6wM5f/+IiAhkZ2cDADIyMnDr1i0sXLhQuHZGRgaCg4PRr18/eHl5YeHChYiLi0NwcLAiBglZNGrU6IP3VSqVUKPIjh070LdvXyxevBg9evQAkNP3rlixAuPHj8eGDRvQpk2bj1Zfdv1rizNCNrIDQRctWoQFCxZg3Lhx+O6777B69Wr89NNP6N27N7777jvh+tpAZmYmoqOjNf2/Gg8PD2GaY8eOxfnz57F169Y8Tt8XL16gdevWaNq0KX766Sdh+rmR8fxmZmZYuXKlJgAiKCgIy5Yt03wfOHCgZmO+aGQE4qqRFQiqpk+fPu+9t2bNGmG6Z8+eRe3atf/Tb/M7S4qK8PBwAMCnn36KW7duad49ke+9tvH27Vts3boVT58+faf9i9wIf+3aNdSvXx9BQUGYNWsWACAxMRFff/01Dh8+jFOnTqFSpUofrb4aWfVvaGiYJ+js1KlTeZxfp06dwtu3b4Xpq4mKikK/fv2wevVqPHr0CAEBAXjz5g3WrFmDbt26CdcHcmyuV65cwbNnz1CsWDF4eHigSpUqimjLdoafOHHivfcaNGggXD86OhoBAQG4fv06HBwcEBcXh7Jly+Lvv/+Gu7u7MF0vLy8AOWOAur9XqVSKbgCRmYhI9vNry/pPW3wfsgNBZePn54fbt28rpqcNwUi5Ufr5tcn+DgBWVlZITk5WTE92IGi7du2wc+dO1K5du8CNpqLtbwWh9N9A2/Rl2RyzsrJQrFgxAMD+/fvh6OiIatWqfbT6sn2fsvVljz2yfb+A9ow/Mny/9evXR8OGDTFo0CC4uroW+Jvnz5/jl19+wZkzZ3D69GlhZdF1/68u+35lrj/j4+MxadIk7N69G7GxsXB1dUVAQAAmTpwIR0dHodqy157jxo3Do0ePsHXr1jz9MEl07doV9vb2WLp0qTD9hQsXYsaMGQAAZ2dnVKlSBb6+vkhPT8fixYsxePBg4UlQZAfi5R9/8qPE+PPq1SsEBQVhwoQJ8PHxwaRJk/DkyRMsW7YMlpaWQrX17U9e+wN0+/3XlrkfoNvzP12f+8mef+l9X3rflwzfFwCsW7cOJDF48OA8Y13v3r2F6ubG2toasbGxeWwwr1+/hpubGxITEz96fbUP7kOI9MnJDgRt3LgxOnXqhIEDB2r6/82bN2PFihUfbJtFzfHjx2Fqaqr4/n9zc3MkJSXhyZMn6N+/P44fP447d+6gc+fOOpWUU48eUegDUf8fiY+Ph4ODg1CN9evXA3h3E7CoDAzajtKOSC8vL6hUqjybgQDoRDac48ePF+oME7kY8PT0xNmzZ+Hm5vbOvYcPH6JZs2Z48uTJR6svu/4bNmxYqP6xY8eE6evJQbYxKDQ0FE2aNMHbt28RExODMmXKIDk5GYcPH0a5cuWE6w8bNgzLly/XZEHLyspCcnIyWrRoocjzDx48GOfOncNff/0FDw8PnD59GiNHjkTDhg0xe/Zs4fq6Sp06dTBmzBh89dVX79zbuHEjli9fLnQDgGx92eTfDEPynfFApDFS9kZENdoQCLpkyRIsXboUT58+RcmSJdG/f398++23H3UgvJqQkBAMHjwYGRkZmmvqd1Hk+1emTBns378f3t7e79y7fv06OnXqhAcPHgjTVyPr+T09PQud/4mc/+ZGRiCuGlmBoNrImTNnUKdOHcX01GNQblOV6Pf+fcTGxuZxBiqVIbZDhw44duwY/Pz88vT3ojfCt23bFtWqVcO4cePeuTd27Fjcv39fc1L0x6ivRlb9BwcHF/qbyZMnC9N/H0qeyBsfH4/Zs2dj5cqVSElJgaOjIzIzM/Hy5Us4OzsjMDAQY8aMEXpCkWxnOCAvKzMA9OjRAySxYsUKWFpa4tWrVxg0aBAyMzM1m/RFIisJoOxERGpkPb/s9Z/sE2F1mdyBT0X52/8JMoORtOH5tc3+rrTvTXYgaHZ2Nlq2bIlatWpJmWcVxLNnz1CyZEmd1ZcRCLt7927069cPMTEx+OmnnzBt2jSoVCosXLgQ/fv3/yj1Zfs+ZevLDoSV7fsFtG/8UZLQ0FCULl26yH/7v0GX/b+67PvVlvWnDGSvPWWfSAnkJJy4d+8eunbtioyMDAwZMgTh4eFo3bo1pkyZItz+IzsQVBvGn65duyIxMRHr1q2Ds7Mz7t69izFjxsDFxQWrV68Wqi0TffvT7fdfG9qeTLRl/qfLcz9A+/be6X1f/6L3fYn3fQFyD8EqX748tm/fjooVK2quPX78GG3atFEkEE+2vmxkB4JevXoVTZo0QYUKFXD58mU0adIE586dw4EDB1CjRg3h+u8jMzMTt27dEh6QX6pUKTx58gSZmZkoWbIkYmJiAGhPclw9ev6vow9E/Y/kDjjdu3cv9u/fjwYNGqBjx47CtdWnYuU+cUSpTLzqo+E/xMeeEfjEiRMgiYCAAOzZs0dzXalJOADcuXMHy5cvx5EjR/JshG3RogUCAwPh4+OjWFmUxMbGBq9evXrvfdEbI2Tr6zrakBVYG5BtDAJyshDt3bsXT58+hbu7O/z9/TXOQdEUL14cf/31F16/fo0NGzYgJCQEo0aNQkpKClasWKGI/u3bt/NkoYyJiUGVKlUQGRkpTFe9EfNDiNyUqU6C8T5UKhV69uwpTN/BwQGxsbEFGp3S09Ph6uoq1EAjW192/f8XQ4fIeZDsE2FzIzsQNDExEaampjA1NcW9e/fg5OQkPAnO119/XehvlDgR0s3NDWPHjoW/v/879V2qVClhutoy/5P1/NqCrEBcbWLhwoVYsWKFxhnTt29fjB07ttD5cVEja80jyxnz9u1b/Prrr1iyZAnu3LmjCYZRqVSoWrUq+vbti759+woJRFBjbW2NmzdvwtPTU5hGQbi6uuLx48cFOl0TEhLg6+uLqKioj1Zfjaz61xZknQj7559/YvTo0WjevDm6dOmC6tWrazaFp6en48yZM9i2bRv279+PBQsWCM2QKtMZLjMrM5Az/7h37x6sra011169egUvLy9F+mRZTj9tSUQk6/llr/9knwgrG5mJmOrUqYOpU6eiSZMmH/zdgQMHMHXqVJw9e7bIyyAzGEkbnl/bUPpEWG0IBA0PD8fnn3+O0NBQxezdagYNGoTp06cXmvAmISEBY8eOLXJbuGz9gpARCFujRg3069cPffv2haurK9auXQtnZ2d07twZjx49+ij1Zdu+ZOvLDoTVdfS+33/RZf+vrvp+Ae1Yfz58+BDHjh1DfHw8XFxc0KRJE0V8DrLXnoDcEym1AV0PRgNyTiR88uRJntNPk5KS4O3trciJhPr2J6/96d9/eejnfzno8twPkDv/AvS+L0Dv+5Lp+wLkBr1NnToVq1atwujRo+Ht7Y2IiAjMmzcP9erVQ7169TS/E3Uwmmx9ICf2Jn/7F733Uo02BIJGRUVh48aNmv6/e/fuihwAoGbv3r0ICgpCREREnoT0RkZGwk9lDwgIQKVKlTBp0iRUrVoVM2fOhLm5Obp166bI+KNHz8eOPhC1EG7fvo2vvvoKT58+Rb169TBixAh07twZFStWxO3bt7Fw4UIMGDBAkbLI2Ig5f/58jBo1CkFBQXBycirwN0o7iHVpI2xSUhKGDh2KPXv2oE2bNqhduzbc3d2RmZmJyMhInD59Gvv27YO/vz8WLFhQ5Jlx1KfBfgiRm4JKly6NU6dOoUSJEu/ci4yMRPXq1fH8+fOPVl92/RdERkYGjI2N8fjxY2zevBkTJ04UpqUNWYG1BZnGoIyMDAQHB6Nfv37w8vLCwoULERcXh+DgYEUMEuo+Pzo6Gs2bN8eNGzeQnJwMHx8foe1Pja2tLaKiomBmZqa59ubNG3h4eCA2NlaYbpkyZRAaGor3TdNEB+KoN4K+D9GbQh0dHREdHV3gaQhZWVlwcnISOibL1pdd/4URExMDFxcXafpKIiMQVM2xY8fQunVrHDp0CDVr1sTEiROxZMkSHDhwANWrVxemO3z4cPzyyy/o0KEDLCwsCvyNEidC2tvbIy4uTvHTX0uWLKkxgOcnISEBFSpUQHR0tPByyHr+DxEbG4v9+/cLNQCr0YZAXJmBoAsXLsS8efMwduxYeHl54dGjR5g9ezYGDx6M77//Xrh+bmScSAPIccZcunQJvXv3hpeXF7p06aJZf2dlZSEiIgKnT5/WOCnXr18vrC8uV64cLl26lMcZpgS2trZITEz8X9//v66vRlb954ckLl68iBo1amDfvn1YuHAhDh48KFxX1omwAwYMwIwZM2Bvb//B38XGxmLcuHFYtWqVkHLIdobLzsrs4uKCx48fv7MZr2zZsorMfwYPHowlS5YI18mP7EREamQ9f2Eotf6TlYRCZiAoIPdEyCdPniAwMBBxcXHo1q0bateujRIlSiA7O1sz99m+fTvs7e2xZs0afPLJJ0VeBpnBSNrw/AWhlP1dG06EBeQGgqp5+PAh3Nzc3msDEcUff/yB0aNHo0WLFujevTuqVasGIyMjADnvwblz57B161bs2bMH8+fPR4cOHT4qfW0JhHV0dERcXByuXbuG+vXr4+XLlzA0NFRsLSxDX7bvU7a+7EBYbfT9AsqNP9rk+5V5Io0aXfX/6qrvF5C7/iSJIUOGYPny5TAxMYG9vT1evnyJ9PR0fPvtt5gzZ44Q3f+KLvgeExISMH/+fBw9ehTx8fFwdnbGF198geHDh8PGxkZ28RTj1atXCAoKwoQJE+Dj44NJkybhyZMnWLZsWR6blAjs7e0RGhqaZ2/dq1evUL58eaFJEPXtT48ame9/bnR175/s+Z+uzv0AufMvQO/70vu+5Pq+ADnJ19QUtgcRELsPUbb+oEGDsHr1ari5ub3T/pWyv8gOBF21ahVatWoFNzc3bNy4EWlpaejXr59i+n5+fmjWrBns7Oxw48YNdOvWDVOnTkXfvn0xdOhQodp3795Fhw4dsG/fPly9ehWdOnVCdnY25syZg5EjRwrV1qNHJ6CeD9KkSRMOHDiQt27d4nfffUdTU1Nu3LiRJLl37176+fkpVhZbW1vFtHIzcuRIdu/eXYp2QXz55ZdSdGXUf7Vq1fjrr78yPT39vb95/fo1lyxZws8//7zI9deuXVvoRySDBw/m4MGDC7w3bNgw9uzZ86PWl13/+YmMjKSdnR2nTJnCcuXKsUOHDorq6yrp6ekcN24cQ0NDSZI///wzJ0yYwKysLEX0g4KCWKVKFYaFhZEkT506xWrVqnH06NGK6Pv4+DAmJoYkaWdnx4yMDL59+5ZWVlaK6AcEBHDgwIFMS0sjSb5584aDBw/mV199JVT3xYsX9Pb25rZt24TqaCsNGzbkgQMHCrx34MABIWOeNulrG+np6Zw5cyZfvnzJ4OBg+vr6CtVbt27dBz/r168Xqq/m6NGjtLS05Llz50iSEyZMoJ2dHS9cuKCIftWqVbl69eo810JCQlirVi3h2t27d+fQoUOF63yIoUOHcsmSJYrr9u7dm8HBwQXe+/HHH9mmTRtFyiHr+fMTFxdHHx8frl27lrVq1WL9+vUV0bWzs1NsrlMQP//8M0uWLMmlS5dy//79/OWXX1iyZEnOnDlTEf3y5cvz6tWrea5dvXqVXl5eiujnxtLSUnFNkvT391dcs1WrVrx3716hv7t9+7ZQu8SuXbvYvHlz7ty5kydOnMjzEcmnn37KGzduFHjv5s2bLFOmzEetr0ZW/efnyZMnVKlUbNiwIa2trTlr1ixFdK2srPjkyRNFtLSR7t27s1u3bkxOTiZJJiYmsmvXruzYsaMi+q6urnz16lWea4mJibSzs1NEv3PnzuzRowdTUlJIksnJyezevTs7d+4sTDMzM1PIb/8nODg48O3bt+/VFFn/2vD8+VF6/adGlu+jbdu2NDAwYN26ddmwYcN3Po0aNRKqn5WVxebNm3PKlClCdT7Enj172KpVK1pYWFClUlGlUtHS0pLt2rXjnj17hGp7eXnx+fPnBd6LiIhgiRIlhOqTcp8/P0ra32vXrs3Dhw8X+rv9+/cLt0M8ePBAM/boGrGxsRw9ejRtbW1pbGxMV1dXuri40NDQkC4uLhw9ejTj4uI+Sv0dO3awdOnSDAoK4pkzZ5iRkaG5l56ezuPHj3PQoEEsWbIkt2/fLqQMJFmyZEnGxMQwODiYLVq0IEneuHGDpUqVEqYpW1+271O2vuyxR9t8v6Tu+n9lzT/V6LL/V1d9v6Tc9eesWbNYsmRJHjp0KI/m/v376eHhwRUrVgjTLghZa88HDx5wxYoVnD59On/99Vc+ffpUEd1nz56xZMmSLFWqFAcMGMDx48ezf//+9PDwYJkyZfjixQtFykHm2Jq6devGO3fukCQnTpzIHj16aOxhounSpQtbtGih6Qfu3LlDf39/9u3bV7h29+7d2bp1az569IgZGRl89OgR27Zty969ewvV1be/HGS1v9zo8vuvRlfnfqTc+Z8uz/1IufMvUu/70vu+lPd9keSWLVv+8283b94ssCS6ja2tLS9fviy1DCtXrmRERARJcsOGDVy1apVi2pMmTaKHhwcfPHhAkty5cye9vLw4e/ZsxcpgZmbGt2/f8sGDB2zQoAFJ8p9//lE0/kpNZGQk79+/r7iuHj0fK/pA1EKwsbHRBAGmpKTQwMAgj2HQ2tpasbIotek1P6mpqfT29tYMhEqSfwL6IRITEwWWRA7/k2d6+fKluILkIjY2VhEdkoyKiqKjoyNbtWrFjRs38vDhw9ywYQP9/f1pa2vLhw8fftT6BaFk/b99+5YrV67kn3/+SZJMS0tjcHAwVSoVnZyc+Pr1a6H6np6e9PLy+uBHF5BtDHJxcXnnvYuOjqarq6si+qNGjWLFihX54sULtmnThj169GC/fv0UCwQMDQ1lmTJlaGxsTDc3NxobG9PPz08Ro/jp06fp6ekpNRCHzAmKnT9/PkeMGMFXr15x9+7dwjV/++03enh48NKlS3muX758mZ6enly6dOlHrZ8bGfWfn4iICHp4eNDe3p7m5ub8+++/hep5enp+8KNU/y8zEJQseJ2RnZ1NGxsb4dpxcXF0dHRU1PGdn6NHj9LQ0JB2dnaKjv/379+nhYUFhwwZwtOnT/PRo0c8deoUhwwZQnNzc8UMlLKenyT//vtvTRBkUlIShw0bRgMDAzo5OSm25pAdiCs7ENTa2vqd8T8rK0tR+4Oa6dOnK66p64wbN04TBJH7Y2BgIFR3+vTpbNiwIVNTU/NcT0lJYePGjTlmzJiPWl+NrPoPCwtjt27dOHz4cM1ae+XKlZr1d3x8vFB9NWXLlv0f2eJEIsP5JNsZ7uzs/M6mp1evXtHFxUUR/bCwMJYpU4ZGRkZ0dXWlkZERK1eu/N6N+kWBNgRCyUxEpA3Pnx+l139qgoKCFNHJjzYEgoaFhdHR0ZFJSUnSykDmrDdjY2MVG3NI+cFIuZHx/DLt76Ghoaxfvz4rVKjAn376iUePHuX9+/d59+5dHj58mFOmTKGvry/r1avHR48eCSuHbFJTUzUBkGfPnuWIESM4depUzcZQpcjMzOSFCxe4fft27tixg5cvX1bUJixLX3YgLklOnjyZbm5uNDMz4759+3j58mU6Ojoq5pOXoS/b9ylbX5vGHjVK+n5JueOPNvh+1cmmrKysePLkSSnJp0jd9v/qsu9X5vqzQoUKPHr0aIH39u/fz2rVqgnTLgil157Z2dkMCgri/8feeUdVcXXv/6F3wUuTqmBvUaOoYBdFo4AtiigKqLGAJZaYADas0WjEXlBAk2hQsWNXFEWNYKyxRLpYqKKgUi7s3x+se1+a5f2+nDnzk/tZ664VZmb5nJlMOefs8+ytrKxMWlpaZGFhQdra2qSiokJz5sxhqk1UZgAZPnx4lSRTRUVFNGzYMEHHxLyNcEZGRtXOfxkbGzPXzszMpB49esjne5WUlMjJyYl5n1Px/PF9/spTG+9/xdo/cfT/anPfj4hv/4tIHLEvoRLOVoci9iV87IuobM1Lt27daP/+/XITdnkKCwtp37595ODg8MF5ipri8uXL9Ntvv3EpAsFbv379+tVef6HgbQS1sLCghISECtvi4+PJ2tpaEH0iImtrayopKaHCwkIyMTGRb2eZIKJywvHqfgoUKPjfURhRP0Hl6h+VX3yss/LVdiOmnZ0d7dixo0Im3MoUFBTQli1bmEzK/vzzzx/MSFieoqIi5gt0nz59yvTf/xjFxcXk7+9PderUIW1tbUpISKAOHTrQixcvmGs/efKEBgwYQCoqKqSkpETq6urk6uoqWFYK3vpE/K6/p6cnmZmZkbW1Na1cuZLi4+PJ1taWXFxcyM7Ojvk9L8aswDzgPRmkr69fZeLx3bt3ZGRkJIh+UVERrVq1inJzcyktLY369+9PDg4OdPPmTUH0icoW4ly6dIn+/PNPiomJ+azvQk2xa9cu+SQ4D27evEl169YlBwcH0tXVpYSEBNLU1KSQkBDm2tOnTyclJSVq1KgRde3alRo2bEjKyso0efJk5tpi0Cfid/3PnTtH5ubm1KZNG/lkxPLly0lLS4skEgndu3ePqb5Y4GkEJSJq1KhRleqrsbGx1LRpU0H08/PzBau6VB2NGzemUaNG0c6dOwX//sfExFCrVq0qBKK/+uorQSeieJ3/nDlzSFNTk3R0dGjXrl2UlZVFHTt2JDs7O2rUqBFt376dqb4MnkZcIv5G0Pbt29OBAwcqbDtw4ADzxVhXr1797GNjYmJqXN/Z2fmzxlkPHz6kgQMH1rh+efbu3cv03/8YBgYGdPLkScGTkRQWFlKnTp2oXr16NGHCBJo3bx6NHz+ezMzMqF27dsyrVPHWl8Hr+vfs2ZMGDBhAo0aNIg8PDzp06BBpa2vTzz//TF5eXjRhwgRB2iGWirBEfCoy8w6G88rKLCMxMZGKi4vp/PnztHfvXrp27Rrz/qAYjFA8ExGJ4fx5jv/EUhFWDEbQ2loRkrcZiTe859+J+FeE5WkEvXDhAunq6pKVlRVFRESQhoYGDRgwgBwdHUlfX1/Q+efaDk8jbn5+PkVFRdG1a9eIiCg1NZUiIiIE0eapzzv2yVNfLN8enrF3nt8fMcR+ZQkvlZWVBU9+WZ7aHP+tzbFfnuNPHR0dKi0trXafVColQ0NDZtpE/GOPvCtSmpqaUmpqarX7EhISyNbWlql+eXgaQYnKKiFXTnqam5tL9erVE0SfqGwe4Pr164IV5FA8f+KpCFsb73/ecw+K/l8ZtbnvJ4Pn2jsxxL6EMn1WhyL2JXzsS8a5c+eoY8eOpKenR927dyd3d3dyc3Ojrl27kpaWFtnZ2VX4PrJg8uTJpKqqStbW1lyKQPDWDw4OJg8PD7pz5w6lpKRU+AkBbyOonp5elfdtUVERSSQSQfSJytYBBQQEUGFhIbVu3ZoiIyMpKiqK6TewusTjQiYhV6CgtqAwon6CykbTyh1C1kZU3kZM3uTm5tKYMWPI0NCQJkyYQCEhIXT69Gk6efIk7dixg7y8vMjY2JjGjBnDJFP1mjVrqHnz5rRq1apqM6AkJyfTqlWrqHHjxvTLL7/UuH55eA5GAgICqHPnznT69GkyMDCg/Px8Gjx4MA0fPlywNhQVFdHLly8FHYSKRZ/X9ZdIJJSdnU1SqZQGDhxIpqamNHr0aCopKaFHjx5RgwYNmOpXh9BZgcUA78kgFxcXmjx5sjwz0Pv378nX15cGDRokiL4CvnTv3p1CQ0OJ6D/JOE6dOkXNmzcXRP/GjRs0f/58mjx5MgUGBgq+AIy3Pq/r36xZM1q2bBlt27aNevfuTTNnziR9fX26ePEirV27lvr168dUvzw8K8LyNoIGBQWRkZERBQQE0Pbt22nevHlkYmIiaEVenvAwn1QmISGBrl+/LtgEZHl4nb+RkRElJibS69evqVevXtS0aVPq3bs35eXl0V9//SXY/c/TiEzEzwgq49ChQ6Surk5ubm7k5+dHI0aMIA0NDebvwEGDBtHo0aOrLIQqz40bN8jNzY1cXFxqXP/69evUrFkzGjBgAP3++++UmJhIhYWF9P79e4qPj6ewsDD65ptvqHHjxv+Vafb/As/xd7169bglAigoKKBVq1ZRt27dqFmzZtSrVy/69ddfBcsSylufiN/1r1OnjlzX09OT1NXVaevWrURElJ2dLdj4j1dF2OpgPedaHbyD4byyMsswMTHhlhWctxGKdyIinufPc/wnpoqwtdUIKgZ4m6F4Iqb5dx4VYXkbQe3t7Wnz5s20ePFi0tTUpD///FO+Lzg4mHr16sVUX4E4qF+/PteqKLz1a2vsVQzfHp6xdzF9f4j4xX55zv0QKeK/tRle489PzbOwnofhHXvkXZFSR0fno/uFSoJLxN8IOnr0aHJ1daX4+HgqKiqi+Ph4GjJkCHl6ejLXLi4upoiICPLx8SEXFxcaPHgwTZ8+nU6cOMG0P6J4/sRTEbY23v9i6/sR1c7+n6LvxxcxxL5YVv77FIrYF7/Yl4wbN27QypUrydfXl6ZNm0arV6+mu3fvCqJtYGBAcXFxgmiJUX/Dhg2kqqpKysrK8p+Qzz9vI2jPnj1pyZIlFbYtX76cevfuLYg+UVkF+hYtWlBycjIdPHhQ/v9jzZo1grVBgQIFbFAiIoKCD6KlpYXt27dDdpl8fHywZcsW+d+TJ0/Gu3fvmOm/fv0a06ZNw4kTJzBkyBA4ODjAwsICpaWlePbsGa5cuYLIyEj0798fQUFBkEgkNd6GS5cuwcDAAG3atMEvv/yCPXv2QCKRwMfHB8OGDatxveq4f/8+tm7digsXLiA1NRXKysqoX78+nJyc4OXlhdatWzPTfvjwIRYuXIiDBw/CwsKiwvXPyMjAoEGDsHjxYjRr1oxZGwCgbt26ePXqFVOND2FjY4MrV67AwsICEokEOTk5yM3NRaNGjZCVlSVoW4qKiqCuro6EhATs2bMH8+fP/+L1eV3/Bg0aIDw8HDo6Ovj2228hkUhw9epVAEBpaSkkEglyc3OZ6cuQSqVYuHAhNm7cCKlUinv37sHNzQ3Hjh1DvXr1mOvzxtXVFRYWFggKCoKGhgYKCgowZ84cpKWl4fDhw8z1k5KS0K9fP6SkpMDIyAhZWVlo0qQJjh8/jvr16zPXT0xMxPLly5GcnIzS0tIK+y5cuMBcXyzk5eXhwoULkEgksLe3h6qqqiC6EokEmZmZUFFRkb9/AEBfXx+vX78WpA3VkZ6eDlNT0y9en9f1NzAwQE5ODpSVlTF27FicOnUKJ06cQIcOHVBUVAQTExNB3v9///03+vTpg+bNm+Pu3bu4c+cOWrZsic2bN8Pb25u5/rp167B06VJMmjQJ9evXR2pqKrZv345FixZhypQpzPUBICwsDLt378aLFy9gZWUFb29vuLu7M9dNSkqCtrY2TE1NsX//fnn/f+LEiejUqRNzfQBwcXGBv78/7O3tBdH7HDIzM3Hy5EmMHTuWuRav87ewsEBMTAx0dHTg6uoKqVSKK1euQENDA4Bw7389PT3k5eUx1/kQhw8fhpubG4YMGQJbW1skJCTgyJEjOHDgAJydnQVpQ1RUFMLCwpCeno4GDRpg3Lhx6NixI3PdnTt3IjAwEJqamrC3t68w/o2JiUFxcTECAwMxbtw4JvpFRUUIDg7Gli1b8ODBAygpKcn3tW3bFuPGjcPEiROhpqbGRF8Gz/H36tWrkZ6eDn9/f9StW5dLG2ozvK5/+/btMWLECOjo6MDf3x9t2rTB5cuXAQAFBQWwsrJCZmYm83bUrVsXe/fuhZOTE5SVlZnrfYxWrVrh/v37gmqmpqaiT58+SE5Olo9/W7ZsiePHj8PCwoK5flJSEqysrBAdHY2MjAw0aNAAdnZ2UFFRYa4NAC1atEBERASaN28uiF51EBGys7OhrKzMZJ77Y8TGxuLYsWPIzMyEmZkZnJ2d8fXXXwvaBh7nz3P8l5SUBC8vL2RlZWHUqFHVxj72798PiUSC0NBQNGzYkEk7ePPu3TuoqalBTU0N165dw759+yCRSODh4QEbGxtmuosXL/7kMQsWLGCmX5ni4mLk5OTA0NBQkHkvMZy/WObfeeHg4IAxY8YgKysLy5cvR1hYGNzc3AAAO3bswJ49e5jO/8rGt2/fvkWdOnVQVFQk/+aWlJTAxMQE2dnZzPQViIMGDRrg+vXr3GJNvPVl1MbYKyD8t6c8PGPvYvj+iCH2y3PuB6jd8V9F7JfP+LNOnTp48+bN/3n//wrv2KOuri7y8vIqzDfLKCkpgampKdP3L+/rXx4PDw/k5eXh119/hbW1NVJTU/HDDz+gTp06CAsLY66flZWFb7/9FtHR0VBSUgIRoW/fvtizZw8MDQ2Z6YaGhmLhwoVQV1eHvb09LC0tIZVK8fz5c8TExAAoGyeyiAHy/v9f25+/8tTG+18MfT9A0f+rzX0/McAz9tWrVy8oKSnhypUr6Nq1q3y7kP1eReyLf+yLJw0aNMDjx4/la35qm76pqSkCAwPh5ORU5Z4T4v3Xq1cvODo6Yt68efJtK1aswLlz53D+/Hnm+n///TecnJygra0NKysrPH36FMXFxTh9+jS++uor5vrV8eLFC+Tl5aFJkyaC6L158wYnTpzAs2fPYGNjg2+++QZaWlqCaCtQ8KWjMKJ+ggYNGlQ7EC5PUlIS83bwMmJu2rQJP/zwA5SVlTFlyhTs3bsXM2bMQEFBAdavX48NGzZg5MiRTLTFRnp6Oi5dulTh+vfu3Zv5wsTdu3cDqGqCFmIBvAxjY2M8f/4campq8kF5UVERLC0tkZGRIVg7Xrx4gZYtW2LGjBnYu3cvWrdujf3793/x+ryuf0hICL777jsoKytj3rx52LVrF/bs2YPOnTvj999/x7p16xAbG8tMX8a8efNw/vx5BAYGws3NDWlpafDw8ICamhr27dvHXJ83YpgMKikpQUxMjNwI1bFjR8GC8p06dYK6ujp69+5dZTJo4cKFgrSBB8nJyfD29oaJiQmWLFmCHj164O3btygpKUHTpk1x8uRJQYyQzZo1Q0REBFq2bClfDPH48WO4urri8ePHzPVlFBUVYe3atZg0aRLWr1+Pffv2CboonZc+r+vv4uICANDQ0MC1a9cgkUhw+/ZtqKio4OXLl+jQoQPS0tKY6cvo0aMHvL294eXlJf/+nT59GjNnzsSDBw+Y6wP8jKA82b9/P9zd3aGrq4slS5YgICAAY8aMQWFhIcLDw3Ho0CH06dOHeTumTZuG0NBQ9O7dG4aGhhXGZCEhIcz1ZWRnZ6Nbt2748ccfsW3bNqipqeHSpUvMdXmd//Lly7F06VIoKSlhxIgRuHDhAs6fP49GjRrh7NmzmDVrFu7du8dMX4YYjMi8jKAAMGjQIPz222+oU6eOIHqVKSoqwpEjRxAVFVVl/qFfv35QV1cXpB0ZGRlyfWtraxgZGTHXlBls9+zZg1GjRsm3C/nesbGxQUpKygcXZQjJX3/9hU6dOiEyMhLr16/H6dOnv3h9Xtf/+vXrcHd3h5aWFjZt2gQ/Pz+4ublhwoQJ+Omnn5Camopjx44x05dhZmaGtLQ0wYK/MkpKSj5b87859r+FdzDc1NQUT5484fb+HzFiBE6fPo3OnTvD3NycW/9LbPBOhMQaMYz/IiMjsWXLFly8eFGe9FNHRwdOTk4YN24cBg4cyFSflxEUKOtzurq6om7duggKCsKoUaPg6OiIwsJCxMXF4cKFC8wWpA8dOhRHjhyBg4NDtfN8SkpKXIwAQpmRxHD+Ypl/5wVvI6iZmRnu3r0LY2NjBAcHw9PTUz7WuX//PlxcXASJ/yrgi7e3N86fP49vvvmmSv9HCDM+b32g9sZey8PDCMsz9i6G748YYr++vr7YtGmTIFrVUZvjv7U19vs5sBx/amhoICAg4IP7ly9fjoKCAibaAP+xJ28jIG/98vAyglYmNTVV/v4xNzdnqjVkyBDo6elh6tSpH4zzXLt2DUFBQSgoKMCRI0dqVF/x/Cnu/8oIef+Loe8HKPp/tbnvJwZ4xb4AYNeuXSAi+Pr6YvPmzfLtnp6egrVBEfviF/uKi4vDpk2bcOfOHeTn50NPTw+tWrXC+PHj0b17d6baMnbs2IFLly7hhx9+gIGBQYV91tbWX7y+oaEh12SDYjCCvnr1CseOHZO//wcOHAh9fX3mutHR0Z88hvVzEBcXh/79+0NLSwuWlpZISUmBuro6Tp8+jaZNmzLVVqCgNqAwoir4KE2bNsUff/yBzMxMODs7IzY2Vr7wISYmBj4+Prhz5w7TNqSlpeHmzZto165dlY7H3r17v3gzQK9evQCgQlYcoReBuLq64quvvsLSpUvlRpjVq1cjKioKkZGRzHSlUilCQ0NhbGyMwYMHo7CwECtXrsSiRYtgZGSElJQUppkpeOvL4HX9gbKBqIaGBszNzXH06FG4u7ujWbNmuH//Po4dOwYnJyem+oC4KvLyojZPBunp6SEjI6PWZaEZOnSoPDNkXFwchg8fjtWrV0MqlcLX1xfv37/H77//zrwd69evx9q1a+Hv74/Zs2djx44dWLp0KTw9PTF79mzm+jKeP38Oe3t75Ofno6CgAIcPH0bfvn2/eH1e1z89PR0//fQTNDU1sXDhQsyZMwcFBQXw9PTEzz//jDZt2lSYIGWFWCvyfum0adMGy5cvR0ZGBr777jucOXMGvXv3BgAcO3YMS5cuxV9//cW8HR+rehsaGspU++zZszAyMkK7du2Ql5eHefPmYePGjTA0NMS///5bZXKUBTzP/9KlS9DU1ESnTp2wY8cO+Pv7o1u3bjh58iSCg4MxevRopvoAfyMybyOosbEx0tLSuGWF5M3r16+rnfhOS0uDpaUlU+3AwEAAwM8//4yffvpJvl3IRXAfM7v36NFDsHYkJyfD1tYWPXr0wN9//42AgADMnTv3i9cXy/V/9OgR+vTpgxcvXsDS0hLnzp1D48aNmevyqgjbpUsXLF68GI6Ojh897tSpU1i8eLE8Y3tNwzsYzjsr84f6H0pKSrXKiMo7EZLQiGX8B/CpCMvTCArwrQhZWlqKAQMGwN7eXjQL/oU0I4nl/HnNv4uhIixvI+i0adMQGxuLixcvQlNTU749KCgIq1atwvfffy9Y/7d8oo2TJ0/CyMgIdnZ2gmiLQZ8nshhsZYSKw/LQ5x375K1fGV5GWJ6xX4B//JdX7FcsSZDKa9TG+C+v2G9MTAy6dOkiqOanEHL82bNnz08WYYiKimKiDfAfe/I2wqmoqHzUaJSamgqpVMpM/0OaQhnhyiOVSnH06FGcP38eT58+hYqKCqytrdG/f3/07duXyXvw6tWrcHBw+KxjK1esqwkUz594jKgyatP9D/Dv+wGK/p/s369tfT+x9L94xb7KU37Nk9AoYl98Yl8hISGYOXMmRo8ejRYtWkBbWxvv3r3DgwcPsGfPHmzYsAFjxoxhpi9j48aNmDlzJkpLS+XbiAhKSkqCJMHmrf/DDz/AysoK06dPZ671IXgZQXnzqQrUQtwD3bp1wzfffAN/f38AZffewoULcfXqVZw7d46ptgIFtQGFEfX/gNBZMXkaMfX09JCXl4eSkhJoamqioKBAPuAiItStWxe5ubnM9C9evAhnZ2doaGjgzZs3CAwMlH8QAPaTEe/fv8dPP/2E6OhodOjQAUuWLEG9evXk+1u3bi1IRSCA72AkMTERjo6OKC4uRnp6Oho3boy8vDycO3eOaVYILy8vnDlzBmpqavD19cWwYcPg5OSEli1b4uXLlxgyZAj8/Py+WH0ZvK5/dcTFxSE6Ohq9e/dG27ZtBdEUS0VeBXzo2rUrQkNDBVl0/Slu376Nc+fOoVu3bujUqRNTLYlEgufPnyM3NxcWFhbIz8+XB2Tz8/PRuHFjvHjxgmkbZGzatAmbN29GcnIyrKys8N1332HmzJmfHCz+L5w/fx5jx46FsbExDh48CFtbW6xYsQJLliyBlpYWLl26hFatWn2x+uXhcf0rk5eXBw8PD0RFRcHJyQmhoaHQ09NjriuWiry1DVn/urCwEDo6OigqKpLfb0QEiUSCV69ecW4lO3744Qds3LgRKioq2Lx5MwYOHIgBAwaAiPDq1SvMnTsX3333He9mCsqhQ4fkz7+zs7MgmjyNuAB/I+iMGTOQmJiI0aNHw8zMrMICBdYZAQ8dOiQf/7q7u1f43vj4+DBdjJCcnAxXV1f8888/aNCgAXbs2FFhUa6QixF4jr+BMmNEXFwckpOTYWZmhi5dujD/9qempsLPzw/GxsZYsWIFtLS0EBwcjEmTJsHIyAiPHj1iagrirV8eHte/Ot69e4dHjx6hRYsWFcwRLOFVETYpKQleXl7IysrCqFGj4ODgAAsLC5SWluLZs2e4cuUK9u/fD4lEgtDQUDRs2JBJO3gHw3lXJJVVIa7MqVOn0L9/fyaaYjBCVUbIRERiPP/K47+QkBBuC1SEgKcRFOBfETI1NRXt27dHYmKiIOP8yvA2I/E+/+q4efMmLl26xHz+XQwVYXkbQQsLCxEQEIBffvmlwjd35MiRcHBwEGxx0rFjxzBhwgSkp6dj6dKlWLZsGZSUlLBu3TpB5h946wO12wjLA96xT976vL89MsQU+wWEj//yiv2KJQlSbYdX7JeH0elT8E7EyxOhY4+8K1Lu2rXrk8cIVRmNlxEOKIvvLFy4EOrq6rC3t4elpSWkUimeP3+OmJgYAGVzJWPHjmXWBhliMUfxoLY9f+VR3P9l1Ka1f4r+H1/E0v/iFfsqj+y+54Ei9iV87AsAGjZsWGW9g4yoqChMnDgRT548YaYvw9TUFIGBgXBycqpitheiIjNv/e7du+PKlSvQ09ODRCKpcP8lJiYy11fAl/JFUGQUFxfD2NiYqfdJgYLagsKI+l8idFZM3kbMJk2aYN++fWjbti3+/fdfNGzYUP5CPnDgAJYuXYrbt28z07e3t8f48eMxYcIEXLhwASNGjMD8+fMxY8YMAP8xyrJixowZuHbtGsaMGYODBw8iKSkJV69elWfDYq1fHp6DEaBsAWRkZCSSk5NhaWkJZ2dn5oszDA0N8eTJE+jr62PQoEGIi4tDnz59sHv3bjx58gT9+/dnmhGbt355eFz/8vBcCMA7K7ACvvz9998YPHgwhg0bViUrGcvFmGlpafDw8MDNmzfx7bffYuLEiejZsyf09PTw+vVrhIeHY+jQocz0JRIJXr58CXV1dXh4eGDnzp1yM0x2djZatGiB9PR0Zvrlyc3NhaamJjQ1NfHo0SMYGxvD0NCQqWbz5s0xZswYGBkZITw8HG3atEFISAiOHDmCW7du4dSpUzh16tQXq18eHtdfLIilIm9tw9raGtHR0WjQoAHOnj2Lnj17Qk1NDUBZFuDx48cLZgRet24dtm3bJjcCjR8/Hn5+fp/MGvy/YGxsjBs3bsDQ0BCDBw/G8+fPYWFhgSNHjuDBgwcYO3YsHj16xEy/PDzO/1NIpdIvPjMrwNcICnw4MyDrjIBbtmxBQEAAevXqhejoaNjZ2eHIkSPydwDr+YehQ4dCIpFgxowZ2L9/P3799VecOHFCfs1ry/j75cuXcHFxwe3bt2FoaIisrCw0adIEZ86cYVoRtlevXtDW1oaBgQGUlZUxbNgwjB49GgsWLMCjR4+gqqqK4ODgL1ZfBq/rX553794hJydHnhm2qKgI9+7dw5AhQ5hr864IGxkZiS1btuDixYt49+4dAEBHRwdOTk4YN24cBg4cyFSfdzCcd0XS6t7zeXl5MDc3Z/b+FYMRimciIjGcf22HtxGUd0VIAHjy5AnMzc2ho6PDVKc6eJuRAL7nX57S0lLcvHmzwkLYdu3aMdXjXRFWLEZQ3nTq1AkTJkzA+PHjYWZmhrCwMJiYmMDNzQ3x8fFfvL4YjLAPHz7E1q1b8fTpUwQHB2Pv3r2YOnWqINo89HnHPnnri+HbI4N37BfgF//lFfsVSxKk2g6v2K+Qc4sfQgyJcF+/fg0fHx/MmzcPzZs3x4IFC5CUlIQtW7ZAV1eXqTZPeFekFAs8jXBDhgyBnp4epk6dio4dO1Z7zLVr1xAUFISCggIcOXKkxttQHh7mKMXz92GEeP4U93/tXPun6P/xRQz9L4B/7AsAnj59CisrK0G0KqOIfQkf+wIgX2Na3doPqVQKQ0NDvH79mpm+DENDQ6YxDrHrfywhjFCJYBQAb968wYkTJ/Ds2TPY2Njgm2++ESQRXK9evbB06dIKCWhu3LiByZMn4++//2aur0DBFw8p+CjFxcW0fft2OnToEBERFRQUUGBgICkpKZGxsTG9e/eOqX7nzp0pODiYiIjOnz9PhoaGFBQUJN+vq6vLVH/jxo1kaGhI+fn5Fba7ubmRpqYmHT9+nKm+gYEBlZaWyv++du0a6erq0oULF4iISE9Pj6m+lZUVpaWlERFRaWkpeXp6Urt27aigoEAQ/fL8/PPPgmlVprCwkPz9/SkxMZGIiIKCgmjevHlUUlLCVLd+/fp0/fp1unfvHjVt2pTs7e3l+0pKSkhfX/+L1pfB6/rLOHr0KJmYmBAR0ZIlS0hTU5O0tLRo+/btgugnJCRQgwYNyMLCglRVVal58+ZkaWlJjx49EkRfAV9cXFyobt261K1bN+rZs6f816tXL6a6gwYNIldXVzp27BiNGjWK6tatS6tXryYiopCQELKzs2Oq7+LiQj4+PiSVSitsj42NpV69etGECROY6su4cOEC6erq0rVr14iIaN68eVS3bl3666+/mOrq6+vL33FjxowhY2Njio2NJaKydyLr9y9vfRm8rr+MvLw8Wrt2LRERPXjwgDp27EgDBw6U942EYOPGjdSiRQvS1tampk2b0urVqwX7/vFiwIABXPUXLlxIDRs2rDLOmT17Nunq6lJoaKgg7QgKCiIrKyvavHkznTx5kjZs2EBWVlbM+8Tm5uaUlJREGRkZ1LlzZ+rQoYO8709EVKdOHab6Mnidv4z4+HgaO3YsOTo6Uq9evahXr17UpUsXMjIyEkSfqOwaNG/enLS0tMjW1paWLVtWYWzIEiUlpWp/ysrKgujzomnTpvJvTnp6OrVv3548PDzk+1nPPxgbG9Pbt2/lf2/ZsoWMjIwoJSWFiIQdf1+5ckUwrcqMHj2aRo0aRXl5eURElJubS+7u7jR8+HCmunXq1JH3PT09PUldXZ22bt1KRETZ2dnMn3/e+jJ4XX8ZISEhpK2tTcrKyhV+ZmZmgugTlc13/PXXXxQeHk7R0dFc+l6lpaWUmZlJ2dnZgup6eXlV+/P29hZE//r169VuP3nyJDPNJ0+ekLq6OikrK8u/dZV/3bp1Y6ZfUlJC/fr1o0WLFjHT+BTNmjWjZcuW0bZt26h37940c+ZM0tfXp4sXL9LatWupX79+zLTFcP4ysrKyaM2aNTRgwABq3bo1tW3bllxdXWnz5s3MnsXAwMBP/lhTr149ysjIICKi7du3U2FhoXzfvXv3qEGDBkz1p06dSp06daL3799X2L527VoyMzOjlStXMtXnjUQioezsbJJKpTRw4EAyNTWl0aNHU0lJCT169Ij59RcDWVlZNHfuXDIwMCBVVVWqV68eGRkZkYqKCpmZmZGfnx+9evWKiXZKSgoZGRnRmzdvmPz7/z9QXFxMwcHB5O7uTk5OTuTh4UG7du2qMifLEkNDQyIi+vvvv0lXV5eKi4uJiP34Syz6HTt2pO3bt1NJSQmZmJjQiRMnKC4ujho2bCiI/pkzZ0hPT49GjRpFenp6lJqaSsbGxoLNv/DQ5x375K0vlm8P79gvEd/4L+/Y7/Hjx2ngwIGko6Mjn/fT1dWloUOHMl//whuec14yeMV+hZxb/BA8x58yRo4cSf3796f09HQiKov/OTs70/jx45lrp6amVnjGSkpKaPLkyZSUlMRcWwzExcVViLEVFRVR//795TFo1gwePJjGjBnz0Tjz1atXacSIEeTq6lrj+jExMZ997OXLl2tcvzJC9XfLo3j++KG4/xVr/2pr/493308M/S8ZPGJff/7552cfu2fPHmbtUMS+hI99ERF16tSJtmzZUu2+devWUZcuXZjqy5gzZw6tW7dOEC0x6iuoHqHWXhGVrXc2NDQkS0tL6ty5M5mZmVH9+vWZ9gFkMcYxY8aQvr4+zZo1izZs2EB+fn5kYmJCU6ZMYaatQEFtQmFE/QSenp5kZmZG1tbWtHLlSoqPjydbW1tycXEhOzs7Wr58OVN93kZMIqJjx45V2bZ27Vq6efMmc21LS0t69uxZhW3BwcFkYmJCqampzM+/8vUvLi6mbt260dixY4mI/cTU69evP/vY3NxcZu3w8fGhdu3ayRcAX758mezs7OiHH35gpklEtHPnTlJWViZVVVVatGgR2djYyBdG//bbb9ShQ4cvWl8Gr+svg/dCACKit2/f0r59+2jVqlW0Z8+eWr04hie3bt2iX3755YMTBCzQ0dGhly9fCqYnQyKRyBef5+TkkJKSktyIJJVKmS+GSE5Opvbt21dYAElUZhAZOnTof/V9+F/o0KED7dixo8K2kJCQCotDWODs7EzOzs40bNgwMjc3p1atWskXgL148YIsLCy+aH0ZvK6/DE9PT2rTpg0REXXv3p2GDx9OY8aMYRJ8+RCvXr2SL8h9+PAhZWVlMdfkbQTlPRlfWlpKGzZsqLJ99uzZdOTIEcHa0axZM/r7778rbPv777/JxsaGqe6yZctIS0uLtLW1ycvLi6ytrenJkydEVLY4sFWrVkz1ZfA6fxk9e/ak7t2709ChQ6lr1640bdo00tfXF8wkwduIy5u2bdtWu71+/fpMdSsbrV+8eEFWVlbypARCGFErmzB8fHzkhnDW+levXv3sY/+bRQP/LWZmZlX6erm5uVS3bl1mmkREX3/9Nf3888+0YcMG0tPTo65du8r3vX//nrkRlLe+DF7XX0bDhg3p119/peDgYBozZgzdvHmTHB0dBTMivXjxgjp06ECqqqpkampKKioq1Lx5c3r69Kkg+pWNNkKOPT+mxzIYXp7q+oFv3rxh/v67desWRUVFkZaWFl28eLHC7/r16xWSBLCAtxGKdyIi3ucvlUppwYIFVKdOHerduzfNmzePtm7dShs3biR/f3/q3r07SSQSWrRokdycVFMMGTKElJWVqWvXrhUWoAu1EJ2IvxG0oKCAZs+eXSXo7+bmJsjijLdv31JRURERlfWFvv/+e1q8eLHcFMMa3mYk3ud/8OBBatiwIfn4+FB0dHSFJEgFBQV0/vx5mjRpEllbW1NERASTNvz7779VEtEKCU8jaE5ODrVt25Z0dXWpX79+NHr0aOrbty/p6OiQg4MD8++fDCsrK0pPT6fAwEDq378/ERHduXOH+fhPLPq8jbAdOnSgyMhIIiqLCROVLY4Sav6Fhz7v2Cdvfd7fHhm8Y79E/OO/Yoj98kiCpDAD8Iv9Kisrk42NzUd/rOE9/iQiMjIyksfAZbx+/ZqMjY2Z6iYkJJCJiQmNGzdOvi0rK4u+/vprqlevHiUkJDDVl5Gbm0ujRo2iBw8eEBHR/PnzycPDo8o1qWlkfZ25c+fKt7169YqGDBlCenp6dPv2bab6ROIwwlWG5zuRhxFV8fzxef6IxHn/Cw3vvh9R7ez/1fa+nxj6X0T8Yl/Tpk2jbt260f79+yvM+8koLCykffv2kYODA/n6+jJrhyL2xSf2df36dTI0NKSmTZvSt99+S56enjR8+HBq0aIFSSQSQfwXRETdunUjJSUlqlOnDjVo0EDw54+3vlhhbQSVJfyujpycHOrbty9T/fJ07dqVli1bJv+7tLSU5s+fT46Ojsw0q4s5Ch1/VKCgNqAwon4C3lkxeRsxeTNjxgzq2LEjnTp1qsL2iRMnUv369UlDQ4Opvr29Pe3cubPCtufPn5OZmRktXLiQ+fW3s7OjHTt2yBdDVEdBQQFt2bKF2rdvz6wdpqamlJmZWWHby5cvBanIkZiYKH8Gjhw5Qtra2vT111+Turo6nT59+ovXJ+J7/Yn4LwQQQ1ZgsSCkEfTp06fUo0cP0tXVJS8vL7p69Sqpq6uToaEhqaqqMlv8VJkmTZowNdp/iMr3d+XAn1AV8SpTeWEka6o7z9LSUuaB0JcvX5KXlxdNnjyZXrx4QaNHj6Zhw4bR0aNHycHBgXlWIt76MnhdfxkNGjSg7OxsysnJIRUVFUpLS6P379/LF0WxhldFWN79a976YqFOnTpVvvUlJSWCvH9lE89EZWMvY2NjGjp0KGlpadHvv//OXJ+I7/kTlS0GysnJoVu3btHAgQOJqCwQwTorpAzeRlweRtD4+Hjy9vYmb29vUldXl/+37Dd06FB5pmJWNG3alG7cuFFhmywZlqxKC0uGDh1KEydOrLAQraioiOzt7embb74hbW1tpvqDBg2i0aNHfzQD/Y0bN8jNzY1cXFyYtcPExKTaxSimpqbMNInK/l83aNCAmjdvThcuXKBOnTrRr7/+Sm/evCEfHx9ydnb+ovVl8Lr+MrS1tam0tJSSkpLkC6JTUlKoUaNGgujzqggrlUrJzc2tgs7Lly9JSUmJRowYIVhVMh7BcDFkZZZR2Xj15s2bKsmRWMHTCCWGREQ8z79bt240f/58ev78+QePefr0Kc2dO7fGM3SLoSIsbyMoT2RjbisrK4qIiCANDQ0aMGAAOTo6kr6+viALYXiakcRw/hMnTvyshY8ZGRk0YcIE5u0RGt5G0ClTplDPnj2rJMLIysqinj17kp+fH1N9GQsXLiRzc3PS0tKSLwQ2MjISLBETb33eRlh9fX35N6B88hmh5l956fOOffLU522ElcE79kvEN/4rttgvy4RjleE9/8/DeFUZXrFfTU1NCgsL++iPNWIYf9atW7dK/yc3N5fq1avHVHfMmDE0bdq0avd5eXnJiwGwhldFysGDB1dYfF2en376iYYMGcJU/0PUZoMU68Ij1aF4/vhVhBUTskTgQqNY+/cf7t+/T//++68gWrW97yeG/hcRv9gXEdG5c+eoY8eOpKenR927dyd3d3dyc3Ojrl27kpaWFtnZ2dHZs2eZtkER++IX+3r16hUFBwfTzJkzacKECTRjxgwKDg4WNBkS7+ePtz4veBtBNTU16cSJE1W2379/nxo2bCjY3CtRWR+4cqy/qKhIsPlXBQoUsENhRP0EvLNi8jZiEpUthBk9ejSZmZmRuro6WVpakre3NyUlJTHXLigooBkzZtDkyZMrbC8pKaFp06aRiooKU/2oqCjS09MjDw+PCttv3LhBBgYGpKyszFQ/NzeXxowZQ4aGhjRhwgQKCQmh06dP08mTJ2nHjh3k5eVFxsbGNGbMGKadU319fXr37l2Fbe/evROsIkl5YmNjac2aNXTr1i3BtXnp877+vBcCiCErMA94G0EHDRpErq6udOzYMRo1ahTVrVuXVq9eTURlFRnt7OyY6svYvn079ezZkw4ePEgXL16kS5cuyX8sqTwJU7kCklCThf/++y9t27aNli9fTjt27KDk5GRBdGU0atSoiukvNjaWmjZtKmg73rx5Q66urqSnp0fDhg0TPDMiL33e118ikRAR0f79+6lJkyZEVNY3E6oiGK+KsLyDAZqamrR7927atWvXB3+syc7OpoCAALK3t6cmTZpQ165dKTAwUNDFIe3bt6cDBw5U2HbgwAGmyVc+xMGDB2natGl07NgxwTR5n7/M8JiXl0fW1tby7ayzMsvgYcQVgxH0hx9+IC8vL1JTUyMvL68Kv8mTJ1NUVBRT/S1btpBEIqFVq1ZV2L5z507S0NAgVVVVpvrJycnUtm1b+uabbypsl2XmZj3+JiLasWMHWVlZUePGjWns2LHk5+dHP/74I3l4eJCNjQ1ZWlpWSVZV07i5uZGHh4fckJSXl0ejR48mNzc3prqVefjwIVlYWJCysjJZW1sLFpTnrc/7+tvY2FBBQQFJpVL5whAi4RLh8KoIu2LFCmrVqhXdu3evwvY7d+5QkyZN6JdffmGmLYZgOO+szDIePnxIgwcPJqKy/o+amhpJJBLuixJZI5ZERLz4b6pesKiQwbsirBjgVRHS3t6eNm/eTIsXLyZNTU36888/5fuCg4MFywjNy4wklvPnCe+KsLyNoFZWVvTo0aNq9929e1ew+bf8/HyKioqSG+FSU1MFSwIpBn3eRtivvvpK3teR9XljY2OpVatWtUJfRm2LvfI24hLxj/0S8Y3/ii32K1TMg4i/GYB3/INIPLFfHohh/Dl69GhydXWl+Ph4Kioqovj4eBoyZAh5enoy1bWwsKCcnJxq96WlpZGlpSVTfRm8KlLWq1fvg/M72dnZzI2IH4L3cyHUO/Hq1auffSzL5ASK54/P81cZXkZQGUIl/a5MbV37l5qaSn369KFBgwZReno6de/eXR4HsLe3Z16lvbb3/Xjry+AV+yrPjRs3aOXKleTr60vTpk2j1atX0927d5npKWJf/6G2xr4U8IW3ETQkJIT09PQqFAA4dOgQ6enpUd++fSkrK4upfnl69uxZ5Xn766+/qF27doLoHz58mL755htq3rw59e7dm/744w9BdBUoqA0ojKifgHdWTN5GzH/++YcMDAyoS5cutGLFCgoODqZly5ZR586dycTEhMnik/8GIT6Gz549o8uXL1fZnpCQQNOnT2euT0R079498vX1pebNm5OOjg7p6elRq1ataNasWUwHJDJcXFxo8uTJVFBQQERlFfl8fX1p0KBBzLVllF94c+LEiSqVer5kfd7Xn/dCADFkBeYBbyOoRCKRTwLn5OSQkpKS/B6USqWCZaRRUlKq9sfaiKCtrU3R0dHywKeenl6Fv1lX5CotLaUpU6aQsrIyaWlpkYWFBWlra5OKigrNmTOHqXZ5goKCyMjIiAICAmj79u00b948MjExoc2bNwvWhtoM7+vfvXt3WrJkCTk4ONCsWbPozZs3NG3aNOrTp48g+rwqwvI2giorK1ODBg0++GNdEfLp06dkZWVF9evXp0mTJlFAQAB99913ZG1tTY0bN6aMjAym+jIOHTpE6urq5ObmRn5+fjRixAjS0NAQ1AxaHbLssKzhff4ODg4UGRlJRESWlpbyBXpCBUd5GXF5G0FlLFmyRBCd6jh06FC135kDBw7QV199JUgbKi9EJyp79g4ePCiIfmFhIe3bt4+mTJlCAwcOJBcXF5o6dSodPXpUkOyoKSkp1LhxY1JTUyMzMzNSU1Ojtm3bUlpaGnPtyrx9+5Zu3rxJ79+/F1yblz7v6+/m5kaenp6Ul5dHnTt3pi1btlBYWJhgFaF5VYRt0aIF3b59u9p9ly9fppYtWzLVF0swnGdWZiKifv36kbe3N5WWllKzZs1oxYoVtGnTJurYsSNTXd5GqMpUTkRUeYFKTSO28+cBz4qwRPyMoER8K0LKxtz5+fmkrKxc4XylUqk8OZXQxMXFCWJGEuv5C2U+E0NFWN5G0E/N7wo1/q1fvz7zb42Y9XkbYffu3Ut169Ylf39/0tHRoZUrV5KFhYUgieDEoF+bY6/l4WHE5R37JeIb/+UV+5XNr1f+KSsry/+bNbwX45c/1w/9WMMr9svbCFIdPBLhZmZmUo8ePeTXXElJiZycnJivvfpUkjWhng1eFSk/FdvkVQ2I93MhlP6gQYNo9OjRFBsb+8Fjbty4QW5ubuTi4sKsHYrnj8/zVxleRtCUlBRKSUkhfX19Sk1Nlf8tFLV17d+QIUNo5MiRNGrUKGratCkNGjSInj17Runp6TRq1CgaNWoUU/3a3vfj/Z2RwSv2xRtF7KsMXrGvwsJCWrp0Ka1du5aIiBYsWEBGRkZkbm5OP/74o2BrjxSU+W1u3LhBERERdPjw4QrmTFaIwQi6YsUKMjMzo+TkZFqwYAGpqKjQvHnzqLS0lLk2EVFgYCAFBgbSmDFjSF9fn2bNmkUbNmwgPz8/MjExESQR0x9//EH6+vo0d+5c2rJlC82ePZvq1KlDwcHBzLUVKKgNKIyon4EYsmJ+CNYfI1dXV5o6dWq1+6ZMmUJjx45lqk9Udv1l2Yf27dtHgwcPpnHjxtH169eZa1emtLSUbt++TampqYJr8yQxMZEaN25M6urqZG5uTurq6tSqVSvBKvMdPXpUXn1oyZIlpKmpSVpaWrR9+/Zaoc/7+hOVLUzhtRBADFmBecDbCFp5MqiynlAVeXjxoSCoUMHQlStXkpWVFZ09e1a+TSqV0smTJ8na2pq2bdvGVL88oaGh1KtXL2rWrBn17duX9uzZI5h2Xl6efELmwYMH1LFjRxo4cKBgRgDe+kR8r/8///xDPXr0oP79+9ObN2/o4sWL1Lp1a3r8+LEg+rwqwvI2gvIORowePZqGDx9eZdF1UVERDRs2jHx8fARry4ULF2js2LHUr18/mjRpUpX7gSXx8fE0duxYcnR0pF69elGvXr2oS5cugvY/eJ7/0aNHSUtLixITE2nJkiVkampKFhYWgoz/iPgbcXkaQYnKvvky0+WzZ89oxIgR5OvrW+sqhSUlJVFQUBDt3r1b0IrMvElMTKTi4mI6f/487d27l65duyaIEaY8b9++padPn8oXQjx58kQwIzBvfd7X//nz5zRgwAB6/vw5RUdHk76+PqmrqwuWmZNXRdiPjW9ZV8QuD+9gOO+szGZmZlRUVERJSUmkqqpKb968odLSUqb9UzEYoXgitvMXMgO8WOBpBCXiWxGyXr168kRD27dvr/C+u3fvHjVo0ICZdnUIvRhEbOcvQ6gFemKoCMvbCPqp75tQ8zP169enFy9eCKIlVn2eRlgiosjISBowYAC1aNGCnJycqiTG+lL1ecc+eesT8TXCiiH2S8Qv/ssr9hsQEEDq6uo0d+5cCgsLo7CwMAoNDSUdHR3536zhbQbQ1NSUn+uHfl8qlZP/13ZSUlLo+vXr8rVwrGnatCnFx8dXuy8+Pl6winy8KlJ+9dVXdOfOnWr33b17lxo3bsxU/0PwNggtX75cMK0dO3aQlZUVNW7cmMaOHUt+fn70448/koeHB9nY2JClpSXt3LlTkLYonj9hnz8ZvI2g5Q3IQq07qkxtXPtnZGRE7969o7y8PFJWVq6w1vr169fMjdC1ve8nlv4Xr9hX//796eHDh0w1PgdF7Ev42BcR0ffff0/NmjWjFi1a0JAhQ6hJkyb0xx9/UHh4OH311Vc0f/58pvoKyuIsc+fOJQMDA1JVVaV69eqRkZERqaiokJmZGfn5+VWbJL2m4G0EJSKaPn066ejokKGhobwYgVD07Nnzoz8hYhBfffUVXbhwocK2CxcuUPPmzZlrK1BQG1AYUf8PCJ0Vk6cR09DQsEo2IhkvXrwga2trpvr79u0jFRUV0tfXp/Xr15Oenh75+PjQ+PHjSVdXt4JBhwXZ2dnk5eVFc+fOpYyMDGrdurV8IsDZ2VnwhcCyhbi//fab4AtxpVIpXbp0if7880+KiYkRNCNLx44dafv27VRSUkImJibyzFwNGzasFfpEfK8/b8SQFZgHvI2glQfblRcj8jBKySZB4uPjafHixYLrC0mLFi2qDIJknDx5knlFXLHg6elJbdq0IaKy6pzDhw+nMWPGkKura63Qr+3wqgjL2wjKW9/U1PSDSVcSEhLI1tZWkHa4urpyXYjYs2dP6t69Ow0dOpS6du1K06ZNI319fVq0aJEg+rzPn4goLS1NXp3rzz//rLI4mzU8jbi8jaDff/89WVpaElFZX7h79+7k6OhIY8aMYa4dFhZGkZGRVFJSQlOmTCEDAwOytbWl1atXM9e+ffs21a9fnzp27EgxMTGkq6tLLVq0oIYNG5KVlRU9efKEeRvEkAjLxMSE6/MfEhJC2trapKysXOHHOiu1WPR5X//KFBcXC5aRmIhfRVhTU9Mq2ahl5Ofnk7GxMVN9GbyD4byyMsswMjKiwsJC2rZtG3Xq1ImIiDIyMphefzEYoWRkZWXRmjVraMCAAdS6dWtq27Ytubq60ubNmyk7O5uJppjOn4hPRQjeFWF5GkGJ+FaEnDp1KnXq1KlK5fG1a9eSmZkZrVy5kpl2eXgtBhHL+VdGqDkBMVSE5W0E5a0vw8vLi6ysrGjixIm0aNEieab4wMDAWqHP2wj7oT6oUImoeerzjn3y1heLEVYR+xU+9nvu3DmytbWtUP1CyIQsvM0AvOMPlalNsV8ZqampdPz4cfnfJSUlNHnyZEpKShJEv7i4mCIiIsjHx4dcXFxo8ODBNH36dDpx4gTT95Cfnx8NHz68yqLr0tJScnNzE6QaDhG/ipTLly+nnj17Vpnny8/Pp969e9PcuXOZ6n+sXUJx9erVzz42JiaGSRsKCwtp3759NGXKFBo4cCC5uLjQ1KlT6ejRo4LEvxTPH5/nT4YYjKBEtTMRHBG//p+RkRG9f/+e8vPzSUVFpUL8Jy8vj3nsQdH3Ewe8Yl8qKipkZGREe/fuZarzKRSxL+FjX0RE5ubm9OzZM3r69CkpKyvTgwcP5PsSEhK4JUKsLRw8eJAaNmxIPj4+FB0dLf/+EBEVFBTQ+fPnadKkSWRtbc00MQNPI6iMkSNHUvfu3WvVvJMMfX39Kn3gkpISxfdRgYIaQomICAo+i5KSEqioqAAATp48CSMjI9jZ2THV3L9/P9zd3aGrq4slS5YgICAAY8aMQWFhIcLDw3Ho0CH06dOHmb6uri7y8/M/uN/AwAC5ubnM9Nu0aYPly5cjIyMD3333Hc6cOYPevXsDAI4dO4alS5fir7/+Yqbv6emJ58+f4+3bt8jLy0OrVq2wfv16FBQUwNfXFw0aNMD69euZ6d+5cweDBg2Cqakp1q5di379+sHa2hqFhYUoKirChQsX0KhRI2b6YsHIyAhZWVm4desWunfvjlevXkFVVRV6enrIy8v74vV5oaysDCUlpY8eU1JSwrwdSUlJ6NevH1JSUuT/L5o0aYLjx4+jfv36zPV5UadOHbx580b+t0QiQU5Ozgf31zQ6Ojo4deoUZN0EZ2dnREZGyv/+5ptv8PbtW2b6lXnx4gVatmyJGTNmYO/evWjdujX2798vmL7Q6OrqIi8vr9pnsKSkBKampsjKyuLQMmGxsbHBzZs3oaSkBGNjY6SkpMDQ0BBmZmZ49erVF6/Pi8WLF3/ymAULFgjQEiAsLAy7d+/GixcvYGVlBW9vb7i7uzPVZP1+/RS8+xe8+/8yjI2NkZaWBg0NDeZa1aGrq4unT58iJSUF8+bNw/Hjx3Hq1CksX74c0dHRzPV5nz8ASKVSvHz5EqWlpRW2W1tbM9ceNGgQfvvtN9SpU4e5VnXMnDkTBw4cwNOnT+Hq6orXr19DTU0N5ubm2L17N3P9Jk2a4Ny5c5BIJJBIJHjw4AFMTExga2vL9Pu/aNEibN++HVKpFI6Ojrh//z4WLFiAgoICLF68GNOnT8e0adOY6fft2xd2dnbIzc3F3r17sWDBAsycORMAsHDhQty6dQtHjx5lps97/kVGixYtEBERgebNmzPXqo5GjRrB19cXenp6iI6Oxvfff4+5c+fCyckJc+fO/eL1eV//4uJihIeHIzk5ucr7V4j+V1JSEqysrBAdHY2MjAw0aNAAdnZ28vlQVgwfPhy9evWCj49PlX1bt27FoUOHcPr0aaZtAID+/fvD3NwcO3fuRIsWLeDp6Yk6depg165dTOcfZZibmyMlJQXPnj1D48aNkZOTA11dXejr6wvSP3V3d0deXh7u3LmDH374Ac7Ozhg7diwaN26M0NBQJpr6+vp4/fo13r59izp16qCoqEh+v5WUlMDExATZ2dlMtGWUlJRg8eLFCAoKQocOHeDg4ABLS0tIpVI8f/4cV65cwf379zF9+nQEBARAVVW1xrTFcP4A5P3bynM/3bt3Z6obFRUFV1dX1K1bF0FBQRg1ahQcHR1RWFiIuLg4XLhwAV9//TXTNlhbW+Ps2bNo2rRplX337t3D8OHD8ejRI2b6Ojo6H51fq1u3LrP5h8LCQgQEBOCXX36pMP80cuRIODg4YPr06Ux0y3Po0CH88MMP6NevH0aOHImOHTvKx0CFhYWIiYnBvn37cPLkSaxduxZDhw6tMW0xnH91tGrVCvfv32euY2Zmhrt378LY2BjBwcHw9PSEuro6AOD+/ftwcXFBUlIS0zZ8av6F9fyMqqrqR99zly9fRnFxMTN9Gb169ap2u5KSEi5cuPDF63t7e+P8+fP45ptvYG5uXuF5FKL/27NnT5w5c0Z+/79//x6zZ8/Gjh07UFRU9EXr84598tbv1KkTJkyYgPHjx8PMzAxhYWEwMTGBm5sb4uPjmevzRAzxX96x3/T0dHh4eKBu3boIDg6GjY1NhRgsS2p7/KE8tS32CwCJiYmwt7eHs7Mzdu7cCQDIzs6Gk5MTnj9/jpiYGNja2jLTDw0NxcKFC6Gurg57e/sKY9+YmBgAZTHCsWPH1rj2mzdv0L59e2hra2PEiBGoV68eXrx4gYiICOTk5CA2NhYmJiY1rvshUlNT5bFHc3Nz5npFRUXo3r07UlJS4OzsLD//EydOoF69erh8+TJ0dHSYtuHatWuwt7f/rGOvXr0KBweHGtUfPHgwdHV18f3336NDhw7VHhMbG4s1a9bg3bt3TGMBPFA8f/9B6OevMpXXXgkNy7me6hBD3w/g1/9zd3eHqqoqSktLcfToUUyePBlz585FQUEBZsyYAQA4ePAgM31F308c8Ip96enp4eDBgxg9ejTs7Ozw888/o3Xr1kw1q0MR+xI+9gX8531fWloKTU1NvH37FmpqagCA0tJSGBoaCvY9KC0txc2bN/H06VOoqKjA2toa7dq1E0Sbl/6kSZOwYsUKSCSSjx6XmZkJf39/BAcHM2uLu7s7nj9/jvPnz9dojPFjlF/XVlhYiIkTJ8Le3h6TJ0+Wb2cdAyzPkSNHsG3bNiQnJ8PMzAzjx4/HqFGjmOu2atUKmzZtQo8ePeTbLl68iKlTpwoSh1Gg4EtHYUT9TI4dO4YJEyYgPT0dS5cuxbJly6CkpIR169bhu+++Y6bL24jJOxAs+/cLCwuho6ODoqIiKCsrAwCICBKJhGlnzMTEBPHx8cjOzkajRo2Qk5MDfX19AEBWVhbatWuHp0+fMtPnvRBXLFhbWyMuLg5bt27FtWvXcPLkSdy9exeurq5ITk7+4vV5cfHixU9ORpXvoLGkpKQEMTEx8snIjh07CtYp5wVvI6jsXfshlJSUmE5GSqVShIaGwtjYGIMHD0ZhYSFWrlyJRYsWwcjICCkpKdDS0mKmzxve31+xYGhoiOzsbBw4cAABAQF4/PgxCgsLYWZmJkhwgLc+Lz60AE2GUAvReMF7Mv7p06ewsrLipi+W98+MGTOQmJiI0aNHw8zMrEKfRIjJMFNTU6SnpyM/Px8tW7ZESkoKgLLxQUZGBnN93ucfEhICX1/fCoseiYj5918GbyMuLyOoDFkQPDIyEr6+vkhOTkZJSQkMDQ2ZGsEbNGiAc+fOITMzE127dsXjx4/liY/++ecfDBs2jKkRw8DAANnZ2Xjz5g2MjIxQUFAgD8YUFRXB0tKS6fPHe/5FxogRI3D69Gl07ty5ykLskJAQ5vo6OjrIz89HSkoKRo0ahatXryI1NRWOjo548uTJF6/P+/p/++23iIqKQqtWrSqMyYTqf5mamuLJkyeCJwK4ceMGevfujcDAQIwcOVK+GCo8PByLFi0SzAjOOxhubGyMZ8+eISwsDCEhIbh+/ToyMzPRsmVLQfof+fn5WL16NbS0tPDjjz/i7t272LFjB37++Wdoa2sz0RSDEap79+7o2bMnpkyZAjMzs2qPSUtLw4YNGxATE4MrV67UmLYYzh8oS8IElC0ElCUdUVJSQmJiIlNdBwcHjBkzBllZWVi+fDnCwsLg5uYGANixYwf27NnD/N3H0wgKiGf8xQsxLQbhQfnktzV57Ocwbdo0xMbG4uLFi9DU1JRvDwoKwqpVq+TJQFjC2wgaGBj4yWMWLlzITF9BGbyNsAMGDICysjIOHz6MuLg4jB07FqqqqggJCUHnzp2/aH3esU/e+ryNsDwRS/yXd+yXiLB06VKEhYUhMzNTsD4X73tsypQp2LJlCxft2h77BYCxY8fCwMCg2mT33t7eKC0txa5du5hoDxkyBHp6epg6dSo6duxY7THXrl1DUFAQCgoKcOTIkRpvQ3Z2NhYsWIBjx44hMzMTZmZmcHFxwfz582FkZFTjetUhlUpx9OhRnD9/vsJC+P79+6Nv375M30OFhYVYv359lfP38fERJBYiBiPozp07ERgYCE1NTdjb28PCwgKlpaV49uwZYmJiUFxcjMDAQIwbN67GtVNTU6Gqqgpzc3P8888/CAsLg7q6OkaOHMncFKR4/srg+fyVR2gjaGVcXFxw7NgxwfTE0vcD+PT/srKy4Ovri0ePHiEgIAClpaXw9PSEVCqFra0tTp8+zTQJRG3u+4kJXrEv2dxuVlYWfvzxR/z+++/o2rUrxowZg+7du8PCwkKQPoAi9iV87Asoe7eOGDECJSUlmDVrFjZv3oyJEycCAH7++WccOXIE165dY6YPlH3/V61ahe3btyM/Px9GRkaQSqV49eoVTExM4OXlhblz58LAwOCL1OcJbyMo77Xf5dmzZw98fHwwadIk2NjYID4+HsHBwVizZg0mTJjAVHvHjh344YcfMGnSJNja2iIhIQHbtm3D2rVr4e3tzVRbgYJaAZ9CrP//0bFjR9q+fTuVlJSQiYkJnThxguLi4qhhw4ZMdWXlnwsKCkhFRYVKSkrk+0pLS8nAwEAQ/f/r/v8VKysrSkpKIiKiM2fOUFFRkXzf5cuXqUmTJkz1y5fl7tKlS4Xy7Pn5+WRoaMhcXyqVUk5ODikrK1c4/8LCQjI2NmaqLxYWLlxI5ubmpKWlJX/2jIyM6Oeff64V+gpqJ0pKSh/9KSsr824iUzw9PcnMzIysra1p5cqVFB8fT7a2tuTi4kJ2dna0fPly3k1kCu/vr1jo3r07LVmyhBwcHGjWrFn05s0bmjZtGvXp06dW6CvgQ2pqKu8mcEUs7x/e3z8HBweKjIwkIiJLS0tKTEykZ8+eMR9/yeB9/mZmZrR+/XpKTEyk5OTkCj8hmD59Ojk7O9PevXvp4sWLdOnSJflPCOrWrUtERMePH6f69esTEZFUKiV9fX1B9Dt06EC7d+8mZ2dnmjhxIpWUlNDKlSvJ3t6eqa7s+S4tLSV1dXUqLi6W7yspKWF+/xsZGdGbN2+IiCggIKDC+DslJYXMzc2Z6vOef5Hh5eVV7c/b21sQfRsbGyooKCCpVFphzqNOnTq1Qp/39dfT05PPg/GgefPm9ODBAy7a+/fvJyMjI1JWVpb/jI2Nac+ePYK1wcjIiAoLC2nbtm3UqVMnIiLKyMgQbP5t5MiRNHDgQLK0tKR169ZRQkICdenShby8vATR58HUqVOpU6dO9P79+wrb165dS2ZmZrRy5UrmbUhISGBy7OcghvMvj6wPJBSyd3t+fj4pKyuTVCqV75NKpSSRSJi3gff4h7d+cXExBQcHk7u7Ozk5OZGHhwft2rWrwv+LLxne5+/g4EDnzp375HEnT56s8bFAQUEBzZ49Wx7/kuHm5kbr1q2rUa0PsWjRok/+agsPHjyg6dOn05AhQygrK4s2bNhQq/R5UlhYSE5OTtSuXTvS0NCgOXPmVBiLfsn6vGOfvPWtrKwoPT2dAgMDqX///kREdOfOHfk8kILaQ3R0NE2cOFEwvcmTJwumJTZqe+yXiMjCwoJycnKq3ZeWlkaWlpbMtGNiYj772MuXLzNrB09CQkLIysqKGjZsSB4eHvTTTz/RnDlzaNSoUVS/fn2qX78+7dq1i3czmbJjxw6ysrKixo0b09ixY8nPz49+/PFH8vDwIBsbG7K0tKSdO3cybUNhYSHt27ePpkyZQgMHDiQXFxeaOnUqHT16lAoLC5loRkREkIqKCmlra9O+fftIV1eX+vbtSwMGDCBtbW06e/YsE10ZiudPXM+fs7OzIDoKxMvLly/p1q1bFdbhsqI29/3EBK/YV+W53cTERJo/fz61aNFC0LUfitgXH27evEnm5uakrKxMs2bNooCAAGrevDnZ2tqSlpYWnT9/nqn+wYMHqWHDhuTj40PR0dEV5psKCgro/PnzNGnSJLK2tqaIiIgvTr88QsfaiBRrv8vz1Vdf0YULFypsu3DhAjVv3lwQ/dDQUOrevTs1bdqU+vXrR/v37xdEV4GC2oCiIupnwisrprW1NaKjo9GgQQOcPXsWPXv2lFcEuXLlCsaPH4/Hjx8z01dWVv5kViSWWREWLVqE33//Hffu3auQ/XDOnDnYtm0bNmzYAC8vL2b6jo6OcHR0hL+/f4Xt6enpmDlzJoqLi7F//35m+sbGxkhMTISenh7mzZuH+fPny7PgpKamwt7eHs+ePWOmLyaioqKgpaWFzp074+nTp4iNjcXQoUNrjT4PbGxsPvn8s66MoKD2YmhoiCdPnkBfXx+DBg1CXFwc+vTpg927d+PJkyfo37+/IFVBeKGhoYGAgIAP7l++fDkKCgqY6Q8cOBCRkZHM/v3P5cGDB/Dx8YGWlhb27duHv//+G9OmTcOBAwfQpEmTL1af9/XfvXv3R/crKSlhzJgxArVGgdCoqKigfv36H9yfmpoKqVQqYIv4cOzYMbi5ueGff/7BH3/8gY0bN0JVVRWOjo7MMpKLCYlEgqysrE9myWPFh3SFyspnZ2eH6dOnY9++fTA3N8eWLVuwevVqHD58GFevXmWuHx0djbFjx0JbWxvnz5/HP//8A3d3dxw7doxpRZSvvvoKa9euhaOjIwoKCqChoSEfDwQFBWH//v2IiYlhpu/h4YH8/Hzs27dPXg0OAA4ePIiFCxfim2++wapVq5jp855/kfHXX3+hU6dOVbafOnUK/fv3Z64/cuRIaGpqYuPGjejbty88PT2hpaWFwMBAQcZ/vPV5X/+mTZsiNjZW8KzMMnhXhC0sLERMTIw8K7+9vb38ORQCd3d35OXl4c6dO/jhhx/g7OyMsWPHonHjxggNDWWuzysrM08KCwsREBCAX375pcL9NnLkSDg4OGD69OkcW8cesZ2/0BUhxFARlndFUp4VIV+9eoXevXsjPj4eXbp0gZGRETIyMnD16lW0adMGZ8+e5fLuad26Ne7du8dcRwznn5SUBC8vL2RlZWHUqFFwcHCoUBHoypUr2L9/PyQSCUJDQ9GwYUOm7amNPH36FHfv3sXAgQMBAKWlpfD19cWPP/6IBg0aCNKGs2fPYtiwYfKqOP/88w/at2+P2bNn48cff/zi9QHg4cOH2Lp1K54+fYrg4GDs3bsXU6dOFUQbAAoKCuDi4gJ1dXUuc7I89XnHPnnqL1q0CMHBwXj16hUiIiJgYmKC/v37Y86cOUzv/ZiYGHTp0oXZv/85KOK/wJMnTxAVFYXs7GyYmJjA0dFRsPd+bUYssd/s7Gzs2rWr2op8bm5ukEgkzLT19fXx+vXrD+5nPf6oDI93Uvnnz9TUFI6Ojh+NSdUUYqhICfC9/2QUFRXhyJEjiIqKQmpqKpSVlVG/fn04OTmhX79+FebmvxTatm2LBQsWQFlZGW5ubti2bZt8reGBAwewatUq3Lhxg28jBaC2P388cXFxwZo1az65xuTRo0eYM2cOjh8/XmPair5fGZXv/969eyv6fwLC+/vHK/b1MW9BTk4OkpKS0L59e2b6MhSxL34QEV69egWJRAIiwsGDB/H06VP069cPzZs3Z6o9adIkrFix4pPPV2ZmJvz9/REcHPxF6ZdHIpEgJyeH2b+v4OMYGBjg1atXFd69paWlMDAwYD7+nTZtGpYtW8Zt7YUCBV86CiPqZ2JtbY24uDhs3boV165dw8mTJ3H37l24uroiOTmZmS5vI+alS5c+eUyPHj2Y6RMRNm3aVCXgOGfOHHTv3h2urq7MtAHg9u3bGDhwIOLj4ytcf1tbWxgaGuLIkSMwNzdnps97IW513L59G+fOnUO3bt2qXZypgC1CXv/PMVl4enoybYOC2kuDBg0QHh4OHR0dfPvtt5BIJHLjR2lpKSQSCXJzc/k2kiE9e/b85GRwVFQUM32hA50KKsL7+tvY2Hx0v5KSUq0IRtRWxPL9b9euHW7dulVle4MGDZiOv8rz7NkzmJiYQE1NDeHh4Xjz5k2FxfEs4X3+06dPR7NmzeDj48NcS4zwMoJ+iMLCQigpKTG/9/bv34+xY8ciKysLOjo68u3dunXD/fv3cfLkSabnn5ubiwkTJiA8PBwqKiry7V26dEGnTp2wcuVKpoY03vMvMqrrB+Tl5cHc3JxpIjQZL168wIQJE7Bjxw7Ex8fDxcUF79+/R2hoKEaNGvXF6/O+/seOHcOmTZvg4+MDAwODCvs+ZlSqKby9vavdrqSkJIgRVQYRyY3fzZo1E0y3NgfDFZRR24PRvr6+2LRpk2B606ZNQ2xsLC5evAhNTU359qCgIKxatQrff/895s6dy7QNPI2gABAYGPjJYxYuXMhE28fHBw8fPsShQ4cqfHOys7Px7bffwt7eHsuXL2ei/TFYJ3+VIabzj4yMxJYtW3Dx4kW8e/cOAKCjowMnJyeMGzdObpKsaaRSKcLCwnDhwgW5Eadv374YPXp0hf44S3gaQRMTE2Fvbw9nZ2fs3LkTQNn/fycnJzx//hwxMTGwtbVl2gagLBFSYGAgBgwYIE8IEBcXhxEjRggy/8Zbn5cRtvJi7MLCQrx48QIWFhbycSfL8+etr6AMHkZY3nP/gHjmf3lARJg6dSq2bt0KDQ0NSCQSvHr1CoWFhZg5cyZ++eUX3k38ouEd+y0pKcHixYsRFBSEDh06wMHBAZaWlpBKpXj+/DmuXLmC+/fvY/r06QgICICqqmqNt6FZs2aIjIysNsFIQkICHB0dBYt/AMK+k3g/f1evXoWDg8NnHXvlyhV07dq1RvXFcP+JgdTUVKiqqsLc3Bz//PMPwsLCoK6ujpEjR6J169bMdA0MDOTvFzU1Nbx//15+jYlIfj8KQdu2bXH79m1BtGTU9ucP4GsEBcoSYHp5ecHW1vaDiajCw8MRHx+PXbt2wd7evsa0a3PfD+B//9d2xPL94xX7mjJlCrZs2cLs3/9cFLEvPrRp0wZDhw7F0KFDmfZzFHwaoZOwioFPJaJQUlJCQkKCIG1p1aoVNm3aVMFrdPHiRUydOhX3799nqi2RSJCZmSlYvEOBgtqGwoj6mfDKisnbiMmboKAgDBkyRJAMXNVRWlqKkpKSKotdU1JSBGkT74W4aWlp8PDwwM2bN/Htt99i4sSJ6NmzJ/T09PD69WuEh4czDcjxrsjLW5/39a+OrKwsGBkZCaqpoHYSEhKC7777DsrKypg3bx527dqFPXv2oHPnzvj999+xbt06xMbG8m7mFwvvxRCLFy/+5DELFiz4YvV5X3/e8K4Iq4AfCQkJWLZsGQDgjz/+wOjRoyvsf/36Na5cuYL09HRB2iOVSvHy5UuUlpZW2G5tbc1ET0znHxUVBScnJ+jp6VUxQgmxEJK3EbcyQhlBxcC9e/eqBEIOHDiAzp07w9LSkqn27du30bZtW6YaH4Pn/Et8fDxatmwJqVQKIqp2HNqlSxdER0cza8OHkEqlKCoq4haIFEJfTNc/ICAAK1asqLJdqIrQvCrCPn78GMOHD8fu3bthaGgIFxcX3L17FwDQoUMHHD58mGkiOAV8EYMRSgaPYDTv8y8pKflsnf/m2M9BDBVheRpBeWNtbY2zZ8+iadOmVfbdu3cPw4cPx6NHjwRvl1BzImI8fyJCdnY2lJWVmVeCEENFWN5G0LFjx8LAwADr16+vss/b2xulpaWftWD3f6V8RvjyCRHKL5b/kvV5GWF5L8bmqc879slbnzdCJVz4bxEq/su7IuyqVauwceNGhISEoE+fPgDK7rezZ89i0qRJCAgIwMSJE7m170uHd+y3e/fu6NmzJ6ZMmQIzM7Nqj0lLS8OGDRsQExODK1eu1Hgb/P39ER8fj/Dw8ArvQiKCu7s7JBIJNm/eXOO6H0LId5IYnz8h30liuP8AfkZQoKzgwogRI6ChoYGwsDCMGzcO9vb2UFNTw8WLF3HkyBH5vVHT2Nra4syZM5BKpWjRogXi4uLw9ddfAwBu3bqFYcOGCZYEhMfckxifP6HhaQSVUVRUhODgYGzZsgUPHjyo8B1o164dvL29MXHiRKbrQGUIufZP0f+r3Yjl+8cr9vUpPtQuBV8G8fHxiIiIwMGDB/Hq1SsMGTIEQ4YM4ZL4fNWqVcyTfopRv1evXlBSUqqS6OLChQvMtXkbQT8093j9+nVs27YN7dq1w82bN5npl2fHjh344YcfMGnSJNja2iIhIQHbtm3D2rVrP5gooKaYM2cO8vPz4enpWaUiNqu1fwoU1CYURtT/Ah5ZMXkbMQHg+PHjePDggbwj8P79e7Rv3x4rV66Ei4sLU+2AgAAcOnQIWlpa8uwgrEvSl8fCwgJOTk4YOnQonJycoKGhIZi2GBg8eDCICN999x327t2LkydPIiAgALNnz0ZoaCi2bNmCGzduMNO/ePHiJ4ORLCvy8tbnff1lSKVSLFy4EBs3boRUKsW9e/fg5uaGY8eOoV69esz1y6OoyFu7SEpKgoaGBszNzXH06FG4u7ujWbNmuH//Po4dOwYnJyfeTWQKESExMbFCVtzw8HB8++23zBejamlpYfv27fhYN3Hs2LHM9Hv16vXR/UpKSkwnBXjr877+5cnMzMTvv/+O1NRUBAYGIjo6Gs7Ozkw1a7sRVzYR9iGUlJRw/vx5pm24efMm7t27J6/8V1xcDFdXVyxZsgQdOnRgqj137lxkZmZWa8TU1NSEm5sbevbsybQNQNmiGF9fXxQVFcm3ycxJLBfDieX8mzRpAjs7Ozg6Olb55rBaCCkmI25tZdCgQRg6dChcXV1Rt25dwfW7dOmC9PR0eTt4BqZ5cPv2beTm5mLAgAE4efJkhX2amppo3bq1IGbQ4uJihIeHIzk5uYoRn2UiDt76Yrn+devWxd69e+Hk5ARlZWXmepXhVRG2b9++aNasGVauXIkxY8ZAR0cHv/76K6RSKWbPno13797h0KFDzPQV/IfS0lLcvHkTT58+hYqKCqytrdGuXTtmemIwQgGQG82dnZ0RGRkpH4uxrkQshvPv0qULFi9eDEdHx48ed+rUKSxevFhesUhBzcGrIqSOjg7evn37wf28soS3atWKeRZsQLznLxRiqAjL2whqaWmJe/fuVTv2efbsmTwWzJo2bdpg8+bN6NKli1JCHWEAAQAASURBVNwIGhcXB29vb9y7d++L1+dthB00aBB+++031KlTh7mWWPR5xz556/M2wopp7ptH/Jf3+bds2RIbN26sNgZ06tQpLFiwQJDYuxjIzs7Grl27cP78+Qrjv/79+8PNzY1ZUgyesd/ExMTPTnLx3xz73/DmzRu0b98e2traGDFiBOrVq4cXL14gIiICOTk5iI2NhYmJSY3rfgghjahifP6EfCeJ4f7jaQQFyiqBLliwAMrKynBzc8O2bdvkccgDBw5g1apVzO6BdevWyZP/mZiYoF27dmjZsiUKCwuxceNG+Pr6Mp/7Tk1NBQB89dVXuHfvnnzuSYgF8GJ6/nhUhJUhJiNoRkYGUlNToaysDGtra0FMobzW/in6f+KAV99PDN8/gF/sq6ioCMuWLcOtW7cwcOBATJo0CUDZupMlS5Zg6dKlFdajKGCH0LGvyjx79gwHDx5EREQEkpKS4OLigqFDh6J3796C6Jefc+MBL/1du3aBiODr61sh4Y8QlcDFZASVsWbNGvj7+2PChAn49ddfBfXDhIWFITQ0FOnp6WjQoAEmTJiAb7/9lrlu+fUWsr6fEGv/FCioLSiMqCKHtxEzKioKzs7OWLx4MWbPng0AyM/Px4IFC7BlyxacOnWKaTBIxsOHD3Hw4EEcPHgQ7969w5AhQzB06FDmC+Hz8/MRGRmJgwcP4vLly+jWrRuGDBkCZ2dn6OrqMtUuz7lz56pkxWe9EAoADA0NkZKSAl1dXbx69QqGhoZ4//49NDQ0UFJSAkNDQ0ECwbUVsVz/efPm4fz58wgMDISbm5u8Uquamhr27dvHTFeMFWEV8CUuLg7R0dHo3bs312pZQvD27Vs4OTnB1NQUBw8eBFA2GV2/fn106NABp06dgo6ODjN92aTLh1BSUhIsK2htRCzX/++//0afPn3QvHlz3L17F3fu3EHLli2xefNmphmpeAcjeBtBP1SRJyEhAb///jusrKyQkpLCTP/WrVvo3r07fHx8sHLlSgBAbm4uxo0bh3PnzuHy5cto06YNM30ZS5cuxbx585jrfAhzc3P4+fnB2dm5ihFIiCRBvM+fV3UGsRhxaytnz57FwYMHERkZiaZNm2Lo0KEYPHjwBzPUsuDly5c4dOgQDh48iMePH2PAgAEYOnRotaZoFuTk5ODXX3+tMv6eMWMG9PX1mesDZQvybGxs5H/n5eVBQ0NDsIq83377LaKiotCqVasqE/NCZAflrc/7+puZmSEtLU3QKpBiqAhbt25dZGRkQE1NDfXq1cOTJ0+gp6cHoGxuztLSUjH/xJjs7GysWrUK27dvR35+PoyMjCCVSvHq1SuYmJjAy8sLc+fOrVIp/X9FDEYoAPLnPjU1VT4WE2LcJYbzT0pKgpeXF7Kysj5YEWL//v2QSCQIDQ2tkCyrJuBdERbgZwQF+FaE/NTYW4ixOc+KvGI4f56IoSIsbyOovr4+Xr9+/cH9Qt0Df/75J3x8fDBlyhSsW7cOCxYswPr167F8+XJBEtHx1udthDU2NkZaWhq3RMS89WsjvI2wKioqn5xbFCr2wiP+y7sirK6uLvLy8qq9B0pKSmBqaoqsrCxB2sLLDFBSUoLFixcjKCgIHTp0gIODAywtLSGVSvH8+XNcuXIF9+/fx/Tp0xEQEABVVVUm7ZBRm2K/MrKzs7FgwQIcO3YMmZmZMDMzg4uLC+bPny9YdToZK1asgJ+fnyBaYnr+ZPB+JwkNTyMoUDHRiJqaGt6/fy9/xxARJBIJ02RAJ0+exKNHj+Du7o6ioiJMnToVqampcHV1xaJFi5gnBZQlwyi/TFeoBfBiev7EkvSJhxG0Mvn5+VBVVYWmpqYgerzW/vF+14rl/lf0/YRHDLGvSZMmISIiAr169cK5c+ewfv16DBkyBIMGDUJMTAyWL1+OWbNmMdNXwC/29TGysrJw+PBhHDp0CJGRkYJo8v7+8tbnbcSVwcsImpubC09PT0RHR2P79u0YPny4ILoypk2bhmXLlnFJBPix9ZU8CwQqUPCloDCifgLeWTFl8DJi9u3bFyNHjsT48eOr7AsKCsLJkydx+vRppm2oTHJysvxaPHv2DElJSYLoFhYW4syZM4iIiMCZM2fw9ddfY+jQoRg3bhwzzYKCAgwbNgynTp1C48aN5Vnx4+PjMWzYMISHhzOdDKs8GVA5A/GnAvX/K58qTw+wDcbx1ud9/WXY2NjgypUrsLCwkHfKc3Nz0ahRI6aTMWKpCKuAP+UXmp08eRJGRkaws7Pj3Cq2+Pn54fr16wgPD6+Q+TYjIwOurq7o06cPli5dykyf92K73bt3f3S/kpISxowZ88Xq877+Mnr06AFvb294eXnJJ4VOnz6NmTNn4sGDB8x0eVeE5W0ErY6IiAiMHz8eXbt2xa5du2BoaMhMa8iQIbCzs4O/v3+VfX5+fnj8+LHcIM+SkpISHD16FEOGDMHz588xc+ZMGBsbY8WKFXJjCkskEgmysrK4VKMD+J+/i4sL/P39YW9vz1yrOngbcWs7RISrV6/i4MGDOHz4MExNTeWJsVgZIarj1atXOHLkCA4ePIjY2Fj07dv3k9/o/4W0tDQ4ODhAWVkZ/fv3l4+/T58+DQ0NDcTExMDY2JiZvoxHjx7Bz88Phw4dwqFDh+Dm5gY9PT0cPXpUkCqxderUwd27d5kbb8Sqz/v6r169Gunp6fD39xe0MjHvirBmZma4c+cOTExM0KpVK0RHR8sXXmRnZ6Nt27aCVCQTAzyyMh86dAg//PAD+vXrh5EjR6Jjx47y4GdhYSFiYmKwb98+nDx5EmvXrq3RpGBiMEKVR+hgtJjOPzIyElu2bMHFixfx7t07AGUVI52cnDBu3Di5SbMmEUNFWJ5GUIBvRUgxGDF5VuQVw/kvXrz4k8ewqsojhoqwvI2gzZo1Q2RkZLUG+4SEBDg6OiI5OZmZfnlOnDiBTZs2ITk5GZaWlpg4cSKGDRsmiDZvfd5G2BkzZiAxMRGjR4+GmZlZhZigEAmBeejzjn3y1ueNlpYWtm7d+tFjhKjMAfCJ//KOfYjh+8/bDNC9e3f07NkTU6ZM+WDyubS0NGzYsAExMTG4cuVKjerL4B37FctCZCG5du3aZ8/3X716FQ4ODjWqL4bnrzK8zFG87j/eRlBbW1ucOXMGUqkULVq0QFxcHL7++msAZUlyhw0b9kX3AWTw+P8vhuePZ0XYDyGkEfT169eYM2cOdHR08PPPP2PixIn4448/oKysjGHDhmHHjh3MC6LwWvtX2/t/ir7ff+Dx/uMd+7KwsEBERAQ6d+6MCxcuYPny5SgoKEBWVhbCw8MFSQAvFmpb7Otj/Pnnnxg5cqQgWrJCDFeuXEHXrl3l24VI/iwGfRm8jbA8jaDXr1+Hm5sbjI2NsW/fPkHX+8iQSCTIzMwUNBG3AgUKhEFhRP0EvLNiVoeQRkwTExM8e/YMampqVfbl5+fDxsYGmZmZzPSr4927dyAi6OjoID09HaampoLqA2WDxAsXLuDQoUMVSrbXNH5+foiMjMSBAwfQpEkT+faHDx9i5MiRGDVqFH788Udm+pUH25UHhKwH45+zyIZlMI63Pu/rL8PY2BjPnz+HmpqavFNeVFQES0tLZGRkMNMVS0VYBXw5duwYJkyYgPT0dCxduhTLli2DkpIS1q1bh++++45385jRuHFjnDx5Eo0aNaqy7/bt2xgxYgT+/fdfZvq8J4PLV6GqDtaVaXjr877+MspPBJT/BrFOhCCWirDlEdIIWp7i4mLMmjUL27dvx7JlyzBnzhzmmmZmZkhISKh2wj0nJwctW7bEixcvmLdj5syZOHDgAJ4+fQpXV1e8fv0aampqMDc3Z2pEkzF9+nQ0a9YMPj4+zLWqg/f5T5s2DaGhoejduzcMDQ0rjIlDQkKY6/M24vLmwYMH2Lp1a7VZcb28vNC8eXNB2/P333/LTan3798XVFvG27dvERkZiREjRjDT8PDwQFFREfbu3VthEry4uBju7u4wNTXFpk2bmOnL6N+/P8zNzbFz5060aNECnp6eqFOnDnbt2oW//vqLuX7Tpk0RGxvLJSOlGPR5X38bGxukpKR8MDs3a3hVhJ0xYwZu3bqFsLAwuRF+zZo1KCgowKRJk9CqVSum82/l4REMB/hmZZ40aRJWrFjxyazrmZmZ8Pf3R3BwcI1pi8EIxVNPbOcPlC0+zc7OhrKyMrNM/DLEUBGWpxEU4FsRUlVV9aMmp8uXL6O4uJiJtgyeFXnFcP5Dhw7FkSNH4ODgUO1CQ5YV4XkvxAT4G0H9/f0RHx+P8PDwCn0vIoK7uzskEokg/Y/8/PxqFxyfOXMGTk5OX7w+wNcI+6EEZEJVp+Khzzv2yVuftxFWLHP/AJ/4L++KsGL4/vE2AyQmJn72wtP/5tj/BjHEfnkvRH7y5AmioqKQnZ0NU1NTODo6Mq/GMnjwYOjq6uL777//YMGD2NhYrFmzBu/evcPRo0drVF8Mz19lhKwIWx5e9x9vI+i6deuwYsUKAGVrEdu1a4eWLVuisLAQGzduhK+vL7NEPEBZjPPXX3/FhQsXkJ2dDRMTE/Tt2xczZsyAvr4+M93K8Pj/L4bnj2dFWIC/EdTLywvJyclQVlZGYWEhiAirV6+Gqqoq/P390axZM2zcuJGZPsBv7V9t7/8p+n7/gWf/i1fsS1dXF/n5+QDKYk/q6uro0aMHDh8+LPiaB0Xs68OwiH19DCFN2bt27QIRwdfXt8I8p1AJsHjry3j69CmsrKwE1ZTB0wj6yy+/YP78+Zg0aRJ++eUX5u+8DzFnzhzk5+fD09MT5ubmFeblWCcliY6OxqRJk5CQkFCl3ylUP1SBgi8ZhRH1/0OENGLWrVtXvvCkMkJkRHv58iUmTpyIlStXol69ehg7dqw8O82QIUOwc+dO5osTb968iYYNG8LAwACxsbGIiIiQB6Lbtm3LVLtRo0b4888/q50Ivnr1KqZMmYI7d+4w09fR0cGpU6fkE0HOzs6IjIyU//3NN998dLEUC7KysmBkZCSoJi99sVx/V1dXfPXVV1i6dKl8ILR69WpERUUhMjKSma5YKsIq4EunTp0wYcIEjB8/HmZmZggLC4OJiQnc3NwQHx/Pu3nM4F0RgFcGWAVliOX6N2vWDBEREWjZsqX8/f/48WO4urri8ePHzHTFtBiHhxFURmJiIoYPH47s7Gz8+eef6Ny5syC6lb+3/+3+mqJJkyY4d+4cJBIJJBIJHjx4ABMTE9ja2jLNyiojKioKTk5O0NPTqzLpLYQRmvf5e3t7f3BfaGgoc33eRlxeRtA3b95g2rRpOH78OAYPHlxtVtwTJ07A2dkZa9euZRKQKS4uhpKSElRVVZGXl4eYmBgQEXr37i3PEMqKkpISrFu3DiNGjIClpSV+/fVX7Nu3D0SEsWPHwtfXl6l+vXr1EBsbW20QIjExEX379kVCQgLTNgCAubk5UlJS8OzZMzRu3Bg5OTnQ1dWFvr6+IN/HY8eOYdOmTfDx8alyjwlREYi3Pu/rf+nSpQ/uEyIRHq+KsIWFhZg8eTJ+//13+WKE0tJSAEC3bt1w7Ngx5kF5nsFwsWZlFgLeC4Eq4+vrK0jSARliO3+hEUNFWJ5GUIDv/E9gYOAnj1m4cCET7crwqMgrhvMvLS3FgAEDYG9vL9i1liGG9w9vI+ibN2/Qvn17aGtrY8SIEahXrx5evHiBiIgI5OTkIDY2FiYmJsz0ZfTs2RNnzpyRLwR6//49Zs+ejR07dqCoqOiL1xeDEVZB7Yq98jbCimXuH+AT/+VdEVZDQwMBAQEf3C+rUMQSMZkBeMEz9hsdHQ2g6roLIeacgLJ+ztSpU7F161ZoaGjI11sVFhZi5syZ+OWXX5jq79y5E4GBgdDU1IS9vX2FJDAxMTEoLi5GYGAgxo0bV+PavJ8/3hVhAf73H28jKFBWAfnRo0dwd3dHUVERpk6ditTUVLi6umLRokUfTNLxv5KWlgYHBwcoKyujf//+MDIyQkZGBk6fPg0NDQ3ExMTA2NiYiXZlXFxccOzYMUG0ZPB+/srDqyIwbyNovXr18OjRI5SUlMDY2BgpKSnyWFRGRgbat2/PdP4J4Lf2r7b3/xR9P/7fP4Bf7Kvy/Jq2tjaePHkCCwsLZpqVUcS++CFLwlAZIpJvF8oIx+v7y1M/PDwcbm5un3Xs3r174e7uXuNt4GkEdXFxwYkTJzBt2rQPPltCvYfL9/Fl977sOWD9DLRu3Rr29vYYPnx4lesvdBFCBQq+RBRG1E/AOysmbyNmp06dEBQUVO2E3LVr1zBx4kTcu3ePmf6QIUOgqqqK7du3Y/bs2Xj27BmWLVsGqVSKefPmwdrammlFntDQUPj6+iIuLg5PnjzByJEj4ejoiJKSEly8eBHh4eFwdXVlpv+xrPhEBCMjI2RnZzPT/9Qkn1DZyaRSKRYuXIiNGzdCKpXi3r17cHNzw7Fjx1CvXr0vVl8s1z8xMRGOjo4oLi5Geno6GjdujLy8PJw7d67ahWI1hVgqwirgi5GREbKysnDr1i10794dr169gqqqqqiC9SywsrLC7du3q626mJOTgxYtWuDly5fM9HlmgqpMZmYmfv/9d6SmpiIwMBDR0dFwdnb+ovXFcv3Xr1+PtWvXwt/fX74AbenSpfD09MTs2bOZ6Yrl/c7LCAoABw4cwIQJE9CjRw+EhYVVuyiaFW3atMFvv/2Gr776qsq+e/fuYdiwYUwrMsuQffcjIyPh6+uL5ORkQSuiN2nSBHZ2dnB0dKxQGREQJjsf7/PnDS8jLm8jaMeOHTF58mR4eHh8cBL6/fv3CA0NRUhICOLi4mpU//r163BxcZEvvujXrx/evHmD0tJSSCQSnDlzBs2aNatRzfLMnj0bkZGROHv2LH777Tds27YN06ZNg1QqlRsTWWaoL5+VtjqEMuIbGxvj2bNnCAsLQ0hICK5fv47MzEy0bNmSaVZqGQEBAfIFSeURavzJW5/39QfKTClxcXFITk6GmZkZunTpwmwRVmV4V4TNzMzEzZs3kZOTAw0NDbRo0UKQKtC8g+FizMrcunVrpnO+MsRghCopKanS36uJYz8HMZw/T8RQEZZ3IjDeFSHFhpAVecVCamoq2rdvj8TEREErIYihIqwYjKDZ2dlYsGABjh07hszMTJiZmcHFxQXz588XzBQ3YMAAKCsr4/Dhw4iLi8PYsWOhqqqKkJAQQeaieOvzNsICZQmgc3Jy5IlQioqKcO/ePQwZMuSL1q+tsdfqENIIO2XKFGzZskUQrU/BI/7Lu3/bs2fPT679iYqKEqg1/OG1GJln7FdWCSs1NVVeeUVJSUmQ5JMAsGrVKmzcuBEhISHo06cPgLJx5tmzZzFp0iQEBARg4sSJTNtQVFSEI0eOICoqCqmpqVBWVkb9+vXh5OSEfv36MVsczfv5410RFuB//wH8jKC88fDwQFFREfbu3VthXqe4uBju7u4wNTUVNDGZ0PB+/srDqyIibyOooaEhMjMzIZVKoaurizdv3kBTUxNA2fyzubk50/WfgHjW/gmNmO5/3vDq+4nh+8cr9vWpta+sUcS+/sOqVaswd+5cZv9+dezYsQOzZs3C999/D0dHRwBl89+urq7ypBRCGeF4ViTmpT99+nTcvn0b06dPh4uLS5Wk67JxUVBQENq1a1fjCSl4G0HF4j0AgJSUlA/u+1TV9P8VfX19vHr16osd5yhQwB1S8FHCwsI++WPJ4MGD6dtvv6WcnBzy9vYmJycnio2NpWvXrpGjoyN5e3sz1d+8eTN99dVXlJaWVmH7s2fPqG3btrRs2TKm+hKJhPLz84mIyNzcnDIyMuT7MjIySCKRMNVv3LgxXbx4kYiI2rVrRwcPHpTvO3DgALVu3Zqpvp6e3v+0/0shICCAOnfuTKdPnyYDAwPKz8+nwYMH0/Dhw2uFvhh4+/Yt7du3j1atWkV79uyhN2/eMNfU1tam6OhounTpEl26dIn09PQq/K2trc28DQr4Y2VlRenp6RQYGEj9+/cnIqI7d+5Q/fr1+TaMMZ6enhQYGFjtviVLltDgwYMFbhEfbt68SXXr1iUHBwfS1dWlhIQE0tTUpJCQkFqhLwY2btxILVq0IG1tbWratCmtXr2aSkpKmGrq6uoy/fc/h/3795O+vj65urpSTk6OoNo+Pj6krKxMM2bMoJSUlGp/LFm+fDn17NmT3r59W2F7fn4+9e7dm+bOnctUX0aHDh1o9+7d5OzsTBMnTqSSkhJauXIl2dvbC6LP+z7kff5EREFBQdS8eXPS0tIiW1tbWrZsGZWWlgqiXbduXSIiOn78uPybL5VKSV9fn6munZ0d7dy5kwoLCz94zLt372jTpk3Uvn37GtfPzc397GNfvXpV4/qdO3emlStXUklJCTk5OdFPP/1EpaWlJJVKac6cOdS7d+8a1yxPvXr15O+4Ro0a0Z07d+T77t69S5aWlkz1xTL+HjlyJA0cOJAsLS1p3bp1lJCQQF26dCEvLy9B9A0MDOjkyZPMv/di1ed9/V+8eEEdOnQgVVVVMjU1JRUVFWrevDk9ffpUEH0zMzMqKiqipKQkUlVVpTdv3lBpaalg93+PHj1o165dVfohrJk4cSJlZ2d/8riMjAyaMGGCAC3ij1B9IRUVFerVq9cHf6qqqszb4ODgQOfOnfvkcSdPnqzxvpgYzj8wMPCTP1aI4dvbtGlTio+Pr3ZffHw88/knPz8/Gj58eJV+dmlpKbm5udGUKVOY6qemptLx48flf5eUlNDkyZMpKSmJqa5YEMv5//vvv/I4mFAsWrTokz8hyMrKIh8fH7KysiJNTU2ysbGh6dOnU2ZmpiD6YqCwsJCcnJyoXbt2pKGhQXPmzKGCgoJao//NN9/QwIEDqbi4mK5du0aNGzem5s2b07Vr1wTRDwkJIW1tbVJWVq7wMzMz++L1ecc+eesXFxeTv78/1alTh7S1tSkhIYE6dOhAL168EERfLAgd/+U95yo2ZHOgvDAwMOCiK4bYL69r36JFC7pw4UK1+06ePEl2dnYCt6h2sWPHDrKysqLGjRvT2LFjyc/Pj3788Ufy8PAgGxsbsrS0pJ07dzJvB+9nnyfZ2dkUEBBA9vb21KRJE+ratSsFBgb+V7GR/wumpqaUmppa7b6EhASytbVlqu/s7EyPHz/+5HEPHz6kgQMHMm0Lb5ydnbnoSiQSKikpocLCQlJTU6P379/L9xUUFDBffzpgwACaO3cuzZkzh9TV1Wnp0qVUUlJCRUVF5OvrS3379mWqL4PH2j9F/+8/8H7/8+r7yeB5/rxiX5X/faGvgSL29R943X/379+n1q1bU0BAgDwGwKMtH+oHfen6586do44dO5Kenh51796d3N3dyc3Njbp27UpaWlpkZ2dHZ8+eZaKtpKT00Z+ysjITXQUVcXBwqDXxLgUKeKCoiPp/QMismIaGhkhNTYWOjg4sLCxw+/ZtGBsbAyjLBNKsWTOmGZGICEOHDsXp06fRpUsXeUbiq1evolevXjhy5AhUVVWZ6RsZGSEpKQl6enpo3Lgxbt++DR0dHQDA27dv0bhxYzx//pyZfvmKKEZGRsjIyJBnRiAiGBgYfDRj+v9Kbc+KL8PGxgZXrlyBhYWFPDNQbm4uGjVqxLQiklj0eVNUVITAwEBMmDABNjY2WLduHbKyshAYGMg0U4iYsrIo4MeiRYsQHByMV69eISIiAiYmJujfvz/mzJmDH3/8kXfzmPHvv//i66+/hre3N0aOHCn//oaHhyMkJATR0dFo374972Yyp0ePHvD29oaXl5c8O9bp06cxc+ZMPHjw4IvXFwO5ubnQ1NSEpqYmHj16BGNj42or9dYkvCvC+vr6YuvWrZg2bRpmzZpV7TGyTI0sKP/9U1JSAhHJs3TK/pvl96+oqAjdu3dHSkoKnJ2d5e+fEydOoF69erh8+bK8P86S6OhojB07Ftra2jh//jz++ecfuLu749ixY4JU5HBxcYG/vz/s7e2Za1UH7/Nft24d1qxZAz8/P9jY2CA+Ph6rVq2Cr6+vIN9fOzs7TJ8+Hfv27YO5uTm2bNmC1atX4/Dhw7h69Soz3devX0NfX/+zjs3Nza3xiqjlSUtLg6WlJbN/vzr09fWRm5sLJSUlmJiY4OnTpxWyopqYmDAf/+bm5kJZWRlmZmZIS0uTZycvLS2FkZER0yyxYhl/5+fnY/Xq1dDS0sKPP/6Iu3fvYseOHfj555+hra3NXL/ytRca3vq8r7+HhweICNu2bYOuri5ev36NKVOmQCqVYt++fcz1eVeEXb16NXbv3o2UlBQMHz4c48aNg4ODA3NdMSJURdIPIdQ7LzAw8JPHLFy4kGkbkpKS4OXlhaysLIwaNQoODg6wsLBAaWkpnj17hitXrmD//v2QSCQIDQ2ttnLl/xUxnP/QoUNx5MgRODg4VDvPr6SkhAsXLjDRFsO319/fH/Hx8QgPD69QHYGI4O7uDolEgs2bNzPT51kRMjExEfb29nB2dsbOnTsBlFWHdHJywvPnzxETEwNbW1sm2mKgtp+/gv8glUpx9OhRnD9/Hk+fPoWKigqsra3Rv39/9O3bl2kMVEZBQQFcXFygrq6OyMhI5npi0i8qKoKLiwsyMzPx4MEDTJs2DUuXLq1SpYAVjRo1gq+vL/T09BAdHY3vv/8ec+fOhZOTkyCVMnjq84598tafN28ezp8/j8DAQLi5uSEtLQ0eHh5QU1MTZOwlBnjEf8VQEZaIkJiYWKFfHx4ejm+//VbwuQheVWmio6MBAM7OzoiMjIRsyRjLaizlEUPsl9e119XVRV5eXrWV2UpKSmBqasr0HZiamgpVVVWYm5vjn3/+QVhYGNTV1TFy5Ei0bt2amW55Xr9+DR8fH8ybNw/NmzfHggULkJSUhC1btkBXV5e5Pq+KsOXhWZEqJycHv/76Ky5cuIDs7GyYmJigb9++mDFjxmfHRv6vpKWlwcHBAcrKyujfv798Dd7p06ehoaGBmJgY+XrImqb82r/qMDAwQG5uLhNtAPjrr7/g5eUFW1vbD849hYeHIz4+Hrt27WIWm+T9/PFk4MCBaNWqFUpLS7F+/XosWLAAfn5+KCkpwcyZM/Hvv//izJkzzPSTkpLg7u6Ohw8fyqsPz5s3D6WlpdDW1saZM2fQrl07ZvoAv7V/iv7ff6itfT8ZPL9/vGJfysrKVeacK/cDa8vaVx4VScvD8/57//49fH198ejRI+zduxft2rUTpDJueHg43NzcPuvYvXv3wt3d/YvSL09sbGy1/X+hxkC1nejoaEyaNAkJCQlV3nms3oG7d+8GAMTFxeHs2bOYOHFilfWuY8eOZaKtQEFtQmFE/UykUikWLlyIjRs3QiqV4t69e3Bzc8OxY8dQr149Zrq8jZgy9u/fj2PHjiEzMxNmZmZwcXHBkCFDmOuOHTsW79+/R2hoKLZv3474+HisW7cOhYWFGDduHFRVVbFnzx5m+q1bt8aaNWvg5OQEZ2dnLFiwAB07dgQAXLhwAd9//z3u3r3LTF9dXR0eHh4f3P/HH3+gsLCQmb5YMDY2xvPnz6GmpiYfFBQVFcHS0lKQhZC89Xnj6+uLa9eu4fDhw7C2tsaVK1cwa9Ys9OzZE6tWreLdPAW1gKioKGhpaaFz5854+vQpYmNjMXToUN7NYs7Vq1cxadIk/PPPP3IzWuvWrbFhwwbBJwR5IZFIkJmZCRUVFfliFKDMKMPSCCMWfd5ERUXB1dUVZ8+eRefOnTF//nxs2rQJp06dkveHvkR4G0FTUlI+eUz9+vWZ6QNlhrP169dX6f/7+PgIthCwujYpKSkJsggAAKZNm4bQ0FD07t0bhoaGFQICISEhgrShPEKff/PmzbFnz54KQc9bt25h2LBhSExMZK7P24gL8DGClqf8d0corK2tERUVhYYNG6JDhw44fPiw/BqkpKSgV69eTP//9+nTR77YdsqUKejcuTM8PT0BlJnTjh07hkuXLjHTV1FR+ej7NTU1FVKplJm+WFi9ejXS09Ph7++PunXr1jp93pibm+PRo0eoU6eOfNvr169hY2MjyDvB3d0deXl5uHPnDn744Qc4Oztj7NixaNy4MUJDQ5nry/j7778RFhaG/fv3Q19fH+PGjcOYMWNgZmYmWBt4G0H19PSQl5fHTb9Vq1a4f/8+N30eREZGYsuWLbh48SLevXsHANDR0YGTkxPGjRuHgQMHcm4hG0pLSzFgwADY29szN71WRlVV9aPzG5cvX0ZxcTHTNvA0gsrIzs7GggULqoy/5s+fzzQh6tixY2FgYID169dX2eft7Y3S0lLs2rWLmT4ALF68+JPHLFiwgIm2GM4fAN69ewc1NTWoqanh2rVr2LdvHyQSCTw8PGBjY8NU++nTp7h79678/VZaWipPPtSgQQOm2uXhaQQNDQ3FwoULoa6uDnt7e1haWkIqlcrNyEDZfcpiUYqNjU2FuYbCwkK8ePECFhYWUFNTAwCm4y/e+uXhaYTV0dFBfn4+UlJSMGrUKFy9ehWpqalwdHTEkydPvmh93rFP3vq8jbBioDbGf9++fQsnJyeYmpri4MGDAICMjAzUr18fHTp0wKlTpwRLwgjwMwPI+hipqanypJtKSkqCvfcB/rFfX19fbNq0STA9GTyT8Rw8eBAjRoyAhoYGwsLCMG7cONjb20NNTQ0XL17EkSNH0KdPHyba5XF3d0dubi527doFExMTPHz4EHPnzoWpqSl27NjBXF8M8Lr/eBpBgbIEfEVFRdi7d28F41dxcTHc3d1hamrK7LqIIRFWUVERgoODsWXLFjx48KBCX7xdu3bw9vbGxIkT5X1xFvB6/lxcXLBmzRo0adLko8c9evQIc+bMwfHjx2u8DWIwglbm77//RmpqKrp27SpIQZza2PcDxNH/U/T9yuD1/QP4xb4+J67do0cPZvrl4W0E5bH2AQB69eoFJSUlXLlyBV27dpVvZ5V882P8/vvv8PPzQ25uriDxv+nTp+P27duYPn06XFxcqqz1kiVoCQoKQrt27bBx48YvSl+BeGjdujXs7e0xfPjwKmveWL0DPxVb4fEdVKDgS0RhRP1MeGXF5G3E5M2rV68wdOhQ3LhxAy1atMCdO3egpKSE0tJS2Nra4tKlS0yNwBEREfD29sb333+PunXrYvXq1ZgwYQIKCgqwefNmbN68GWPGjGGm7+3t/cljhFwIyAtXV1d89dVXWLp0qXxQsnr1akRFRQkSlOatz5t69erh/v37FSa+0tPT0a5dO0GM8AoU1HYSExPlCxFZVmEUI82aNUNERARatmwpf/8+fvwYrq6uePz48Revzxs7OztMnjwZ48ePl28LDQ1FcHAw04qEvBGDEVRGQUEBXr16BYlEws0AWlv5WD+8NvS/9fX18erVqwrG7NLSUtStW5eLEV9oIy7ALxgig0dWzsWLF+PPP//Exo0bkZOTgw0bNmDRokUoKCjArFmzMHToUCxbtoyZ/t27d9GnTx80bdoULVu2RFhYGDp27IjCwkLcu3cPly5dgp2dHTP9zzEayIyxXzI2NjZISUn5YGWGL12fN6ampkhISKiQgf7Nmzdo0qQJXr58yVyfd0XY8pSUlOD06dOYP38+bt26BU1NTQwYMAC//vqrIOMi3kZQoSqSAmXX+nMzv/83x34uYjFCySAiZGdnQ1lZGRKJhLmeGM4/NTUV7du3R2JiIvT09ATRBMRRERbgZwTljaWlJe7du1dt4odnz57JTQEs4VmRVwznL0sAVrduXQQFBWHUqFFwdHREYWEh4uLicOHCBXz99ddMtMVSEZanEXTIkCHQ09PD1KlTP5hw7dq1awgKCkJBQQGOHDlSo/q8xx+89cVihLW1tcXDhw+hqqpaoQqdUIkIeerzjn3y1udthBUDtTH+6+fnh+vXryM8PLxCspGMjAy4urqiT58+WLp0KfN2iMUMwHv+U2h4j30Bvma4tm3bYsGCBVBWVoabmxu2bdsGLy8vAMCBAwewatUq3Lhxg4l2eYyNjZGUlFRl7qtRo0bM3788K8KK4f7jaQQFyr47sbGxsLKyqrIvMTERffv2RUJCAhNtMRhRy5ORkSGvyGVtbS3Y3AOv508sFWErI7QRFCibf7969aq8InHnzp0FSYIB1M6+HyCO/l9t7vuJ4fsH8It9sa7y+N/Au+/PqyLprl27QETw9fXF5s2b5dt5xfwfP36MiIgI+Pv7C6J3/vx5+Pv74+HDh2jXrl2F7+/NmzfRqlUrLF++nFlCGt76cXFx2LRpE+7cuYP8/Hzo6emhVatWGD9+fK0pAiMGqlt/xpvXr19DX1+fdzMUKPj/HoUR9TPhlRWTtxFTxoMHD7B169ZqMxJ7eXmhefPmTPVv3ryJ2NhY5OTkQENDAy1atGCeCVlGVFQU1q5dixs3blTQnzJlinxiVgFbEhMT4ejoiOLiYqSnp6Nx48bIy8vDuXPn0LRp0y9enzcGBgZ48eIFtLS05Nvev38Pa2trZGZmcmyZgi8ZZWXlahefl6c2LEQHgKysLERFRVX4/jo6OlaoklTTyDKCfQglJSWcP3+emb6M9evXY+3atfD398fs2bOxY8cOLF26FJ6enpg9e/YXqy+W61/dgiciQt26dZGbm8tcXwzwMoLGxMTgxx9/xPXr10FEUFFRQZcuXbBq1SqmJqzyZGdnY9euXdX2/93c3ARZlK+AHx06dICfnx+GDRsm3xYREYEVK1YgLi6OY8uEg1cwZPfu3QAAHx8fbNmyRZ4Vl8XC68oQERYvXox169bh9evXcm1VVVWMGjUKwcHBTLNxA/9591Qef48bN65WjL3EwMey8wqRlZe3Pm9GjhwJNTU1bN26VV4dafLkyZBKpfjzzz95N08QYmNj8dtvvyE8PBwAMHr0aHh7e8PCwgI//fQT/vrrL9y5c4d5O4RegFYZISuSdunSBYsXL4ajo+NHjzt16hQWL15co0lpxGKE4oWYzv/JkycwNzcXbPGbgorwqAj5KZOTEO9BnhV5xXD+Dg4OGDNmDLKysrB8+XKEhYXBzc0NALBjxw7s2bOHmRFXDBVheRtBr169CgcHh886tnLVhJpk0KBB+O2335jO9YpRn7cRVsbIkSOhqamJjRs3om/fvvD09ISWlhYCAwMFWRTMU5937JO3Pm8jrBjmXmtj/Ldx48Y4efIkGjVqVGXf7du3MWLECPz777+Ctae2LQbnHfvlOfaVoaGhgYCAgA/uX758OQoKCmpcFyh75mWxPTU1Nbx//14+ziAiSCQSQe4HiUSCxMREGBgYyLe9fv0azZo1w4sXL5jp8q4IK4b7j6cRFAB0dXWRn5//wf3l79GaRkVF5aNJhlNTUyGVSplof4j8/HyoqqpCU1NTME1ezx8gjoqwAF8j6C+//IKFCxdWeM/r6elh+fLl8PX1Za5fG/t+gLj6f7Wt7weI4/vHE95xpvLwWvsgloqkPJ6//v3749SpU/K/379/X+EdLCSxsbGIioqSJ8KoX78+nJycmCdj4akfEhKCmTNnYvTo0WjRogW0tbXx7t07PHjwAHv27MGGDRuYFiFT8B+6dOmCP/74g0vy4Q89+yzHHgoU1CYURtTPhHdWTF5GzDdv3mDatGk4fvw4Bg8eDAcHhwoZia9cuYITJ07A2dkZa9eurTBZoaBmyM/Pxz///INOnTrJt61cuRKTJk2qVdf73bt3iIyMRHJyMiwtLeHs7Cxohn7e+jxxdXWFhYUFgoKCoKGhgYKCAsyZMwdpaWk4fPgw7+Yp+EK5ePHiJ4ORX/pC9MePH2PBggWIiIiAmZlZhe9vdnY2hg4disWLF1c7Yfq/8qGqJAkJCfj9999hZWX1WVUja4JNmzZh8+bNSE5OhpWVFb777jvMnDlTsCxJPPTFcv0bN26MP/74o8JiwLi4OHh4eODRo0fM9XnC0wgaExODPn36YNiwYXB2doaRkREyMjJw9OhRREZG4vLly2jbti0z/ZKSEixevBhBQUHo0KFDtf3/+/fvY/r06QgICBAkMQwv1q1bh23btiE5ORlmZmYYP348/Pz8Pvl9+hI4fPgw3NzcMGTIENja2iIhIQFHjhzBgQMH4OzszLt5TOFpBAXKgjFAxYXOLCtBVUdpaSn+/fdf+fxDkyZNas3Y5+bNm7h375486VRxcTFcXV2xZMkSdOjQgW/jBKS0tBRxcXHy91+XLl0EzVDJW58nqamp6NOnD5KTk2FkZISsrCy0bNkSx48fh4WFBe/mMadZs2ZITExEv3794O3tDVdX1wp9jX/++QddunQRJDAkpBGUd1bwpKQkeHl5ISsr64NVCfbv3w+JRILQ0FA0bNiwxrTFYITiSW0/f0AcFWEBPkZQGbwqQjZr1gyRkZHVPtMJCQlwdHREcnJyjWpWB6+KvGI4f5kZ9u3bt6hTpw6Kiork7/iSkhKYmJggOzubibYYKsKKxQjKG2NjY6SlpQmaAE1M+ryNuC9evMCECROwY8cOxMfHw8XFBe/fv0doaChGjRr1xevzjn3y1OdlhBXT3GttjP+KIRFFeXgtBpfh6+vLtPphZXjHfnmOfWX07Nnzk9cgKiqqxnWBsircZ86cgVQqRYsWLRAXF4evv/4aAHDr1i0MGzZMkCQMHh4eyMvLw6+//gpra2ukpqbihx9+QJ06dRAWFsZMl3dFWDHcfzyNoADfqqS8k6C8fv0ac+bMgY6ODn7++WdMnDgRf/zxB5SVlTFs2DDs2LGjQpVSVvB6/irDqyIsTyPozp07MXv2bKxevbpK/N/f3x/BwcEVkgOzoDb2/QBx9f9qW98PEMf3jyd6enrIy8vj2gbeRlCxVCTl8fxVfr/wNqPXNho2bIgdO3bI19+UJyoqChMnTsSTJ084tKz2IFt7FRcXh7Nnz2LixIkwNDSscAyLdVjx8fGYNGkSiAjR0dFVqt++efMGWVlZgsS/FCj40lEYUT8T3lkxedGxY0dMnjwZHh4eUFdXr/YYWUAsJCSk1lTHEYqMjAx06dIF7dq1w759+wAAmZmZaNOmDfT19REdHQ1jY2POrWRPUVERAgMDMWHCBNjY2GDdunXIyspCYGCgIItReevzJikpCf369UNKSop8IWyTJk1w/Pjxj2YNVKBAwf+dtWvXIjg4GF5eXnB3d6+SmTQpKQl//vknQkJCMHnyZEGqg0ZERGD8+PHo2rUrdu3aVWVgyIrc3FxoampCU1MTjx49grGxsWDaYtCXweP6r1u3DkuXLsWkSZNQv359pKamYvv27Vi0aBGmTJnCTJd3RVjeRtA+ffqgV69e1WbFDgwMxL1793DgwAFm+t27d0fPnj0xZcoUmJmZVXtMWloaNmzYgJiYGFy5coVZW3iybt06rFmzBn5+frCxsUF8fDxWrVolXxRfG4iKikJYWBjS09PRoEEDjBs37oNVar4kxGAEBRSBCB7cunUL3bt3h4+PD1auXAmgrB8wbtw4nDt3DpcvX0abNm0EaUtpaSlu3rxZwQjTrl07QbRfvnwJFxcX3L59G4aGhvLx35kzZ2BpafnF6wN8r39SUhKsrKwQHR2NjIwMNGjQAHZ2djVuPBQrK1euhKenJ+rVqyffVlpaivj4eDRp0gRFRUUoLCys8cXpvI2gYskKHhkZiS1btuDixYt49+4dAEBHRwdOTk4YN26c3ChYk4jBCLV48eJPHrNgwQIm2mI4f6DMBKKmpgY1NTVcu3YN+/btg0QigYeHB2xsbJjpiqUiLC8jKMC3IqS/vz/i4+MRHh5eYQxORHB3d4dEIqmwOIglPCryiuH8zczMcPfuXRgbGyM4OBienp7yONz9+/fh4uKCpKQkJtpiWogpBtq2bYvbt29z0Z4xYwYSExMxevRomJmZVbgfKy+S+RL1eRthKyOVSlFUVARtbe0vXp937JO3PsDHCCumuVee8V9eFWGtrKzk8w2VycnJQYsWLfDy5Usm2tXBwwzAe/wrBniMfcXAunXrsGLFCgCAiYkJ2rVrh5YtW6KwsBAbN26Er68vs7FvebKysvDtt98iOjoaSkpKICL07dsXe/bsYRr7FEtFWJ73H08jqBj0eeLl5YXk5GQoKyujsLAQRITVq1dDVVUV/v7+aNasGTZu3Mi8Hbyev+oQuiIsbyPo119/jfnz52PIkCFV9oWHh2Pz5s24dOkSM32A/9o/Rf+vdvf9amv/SwzfNrEYQXmvfXj69Gm1VeFZUvn/Pw8zbFxcHDZt2oQ7d+4gPz8fenp6aNWqFcaPHy/IvB9PfT09Pbx+/braOSapVApDQ8OPzo8r+N/5VHxRSUmJWTKkzZs3IzMzE8uXL4e/v3+FfZqamnBxcUGLFi2YaCtQUJtQGFE/E15ZMXnz+vVr6Ovrf9axubm5NV6hk+dCIDHg4+OD7Oxs7N69u0IQtrCwEMOGDYONjQ02bNjAsYXC4Ovri2vXruHw4cOwtrbGlStXMGvWLPTs2ROrVq364vXFQElJCWJiYvDixQtYWVmhY8eOX3QFNAX8sbGx+WRGWCGysvJixYoVmDNnDtTU1D56XGFhIVavXl2tYa2mKC4uxqxZs7B9+3YsW7YMc+bMYaZVmaioKLi6uuLs2bPo3Lkz5s+fj02bNuHUqVOCmKF46wN8rz8AhIWFYffu3fL3v7e3N9zd3Zlq8q4Iy9sIKpFIkJKSUu2ip9zcXLRq1QppaWnM9BMTEz97sfd/c+x/y4MHD7B169Zqg1FeXl5o3rw5E10ZzZs3x549eyoYj4TMCs77/HlXJBEDvIMhvLPi8iA6OvqTx7AMSAwZMgR2dnZVJqIBwM/PD48fP8bBgweZ6QNlgfhVq1Zh+/btyM/Ph5GREaRSKV69egUTExN4eXlh7ty5NT73Uh4PDw8QEbZt2wZdXV28fv0aU6ZMgVQqlSfIYglPfTFcf1NTUzx58qRWv38r8+zZM1hbW6OkpISZBm8jqNiyghMRsrOzoayszGwBkAwxGKGGDh2KI0eOwMHBodq5LpYJKcRw/rJxb926dREUFIRRo0bB0dERhYWFiIuLw4ULF+RVcmoaMVSE5WkEBfhWhHzz5g3at28PbW1tjBgxAvXq1cOLFy8QERGBnJwcxMbGwsTEpMb0xIYYzn/atGmIjY3FxYsXKyy+DQoKwqpVq/D9999j7ty5TLTFUBG2PDyNoADf8deHDHdKSkpM+z9i0edthC0uLkZ4eDiSk5NRWlpaYZ8Q8Wee+rxjn7z1eRlhxTL3KkPo+C/virBeXl6wtbWt9vlaunQpbt68iUOHDtWoZmV4mwF4jn/FFvsVcuxbmdevX8PHxwfz5s1D8+bNsWDBAiQlJWHLli1MqyKePHkSjx49gru7O4qKijB16lSkpqbC1dUVixYtEjQJe2pqqvzdY25uzlxPLBVhZfC4/3gbQVVUVD5qdktNTYVUKmWmf/PmTdy7d09eCbe4uBiurq5YsmQJOnTowEwXAOrVq4dHjx6hpKQExsbGSElJkZthMjIy0L59e0ESkckQ+vkTQ0VY3kZQPT09vHr1qtq+TVFREaysrJCens5MXwaPtX+1vf9Xm/t+1cGz/8UDZWXlT/Z/hZh7AWrn2ofw8HC4ubl91rF79+6t8bVwvCuihoSEYObMmRg9ejRatGgBbW1tvHv3Dg8ePMCePXuwYcMGjBkz5ovV79y5M7y8vDB58uQq+9avX499+/Z9sYUX/n/hv/En/V/57bffmN5nChTUdv4fe+cdVsXRvv+bLk2kVxGMRqOgsSsqdjQKKFhRQSAqBqzRaBCjosZuNPYWRWNEVMCGvQN2oxFrRJQiShcB5eDhPL8/+J3zUiX5vuzOvrCf6+K6YGcv7pk9e3ZmZ+Z+HtGI+i9gERVTSEbMlJQU3rJPyGG5EQgANDU1UVRU9NlzuHwZsLGxwbVr1yqd+Hn+/DmcnJw4i4gtJMzMzPDw4UMYGRkpjqWlpaFNmzZITU2t9foiInWRf7LRkO/oXHWRhIQEDB8+HFlZWThw4AA6d+7Mq36HDh0wadIkfPvtt4pju3fvxo4dOzifABWCPuvrLyT4zAjL2giqq6uLvLy8Ksur26z+v8779+8xZcoUnDhxAkOGDKl0MerkyZNwdnbG2rVrOTMD6enpIScnp8zGC5lMBn19fU6vv1DazzojCWsjLsDeCLpixQres+9Wl5EaAKfv302bNkVCQgKqmqbieiO0ubk5Xrx4UWnmmezsbLRs2RJv3rzhTD8yMhI//PAD+vfvj1GjRqFjx46K76BEIkFsbCwOHjyIU6dOYe3atXB3d+ekHhYWFnj69GkZI2Rubi5sbW15WRxjpS+U69+iRQuEh4fz8pyrCpYZYSvj9evXaNiwYYWN+TWJUIygrKOClw8yePPmTXTq1IlTTSEYoWQyGQYOHIguXbpgwYIFnGqVRwjtd3BwgKenJzIzM7F06VKEhIQoNmfs3LkT+/fv56z/F0JGWJZGUCGQlZWF+fPn4/jx48jIyIC5uTlcXFzw008/lZkL5xJWGXkB9u2XSCQICgrCqlWryozDR40aBQcHB0ydOpUzbSFkhC0Nq/evpKQkAECrVq0QFxeneBextrbmvS51FdZG2GHDhuHSpUuws7MrUxeu15+FoM967ZO1PmsjbF2FdUbYv//+G23btoWPjw9GjRqlCEQRFhaGXbt24erVq2jXrl2NapaHtRmA5fuvUNd+/807QU3h4eGBd+/eYc+ePTAxMcGTJ08we/ZsmJqaYufOnbzWhW+kUimOHTtW6dx/v379ODNECSUjbHn4vP9YG0FZPgPu3bsHR0dH+Pv7Y8WKFQBK5sF8fX1x/vx5REdHo3Xr1pxoA4ChoSEyMjIglUqho6OD9+/fK4IRSSQSWFhYICsrizN9Oay+f0LICMvaCMraCM6Suj7+q8tjv6p49OgR1NXV0bRpU861SsNi7UtLSwunTp367Dk9evTgtA5yWO99YJGRdOrUqbh//z6mTp0KFxeXCntfioqKcPToUaxbtw5t2rSp8b6ItRH1iy++wM6dO9GrV68KZZcuXcLEiRPx/PnzWqt/8+ZNDBo0CEZGRrC3t4e2tjY+fPiAR48e4e3btzh37hxnQVhFylLVvd+gQQO8e/eOU20dHR2MGDECvr6+tW59T0RECIhG1H8Iq6iYrI2YpWERFYXlRiCgJNp5//79sWjRoipfPLh8GRBCVHwh0KBBA7x58waampqKYx8/foS1tTUyMjJqvb6IiEgJmZmZvG2CExKTJ0/mfOK9Mg4fPozx48ejR48eCAkJqXRjKNdU1g8SEfT19Tl/EWWtL4TrLwRYZIRlbQQV0kIUi/F/x44dMWnSJIwdOxbq6uqVnvPx40fs3r0bu3btwp07dzipR/v27REYGIihQ4cqjoWHh2PZsmWcaQLCaT+rjCRCMeICbIyg79+//8dZELmIDvjLL79g1qxZ8Pf3h7GxcaXncPlenpGRAQcHByxduhTDhw/nTKcqqpvo5noi3M/PD8uWLas2AnBGRgbmzp2LHTt2cFIPU1NTvHjxokwE8vfv3+PLL7/E27dvOdEUgr5Qrv+IESNw5swZdO7cGRYWFmWev7t27eJEU44QMsJWBh8ZUeWwNoLK4TsqeHFxMcaMGQOZTKbIPJyWlgZzc3MMHz4c+/fvr/FI7HKEYoRKSkpCu3btkJCQwHngydIIof3y95uCggLUr18fRUVFis+7uLgYJiYmnG2GFOe+y8I6IyQLWGbkresIISMswN4IKs9MUXqpnC8DZGk+fPiA7OxsReCNoqIixMXFVZqtpzbqs6R+/fp48OABbGxs6pw+67VP1vqsjbAA+4w0LBBCRthr167Bz88Pjx49UvQB9vb22LBhAy+ZmIViBhDK+68Q1n5ZfBeNjY3x8uXLCvNfTZo0QXp6Ome62dnZ+OWXX3Dx4kVkZWXBxMQE/fr1w7Rp0zjPRAOUBPtdsGAB1NXV0aVLlzJz/7GxsQBKkjV4eXlxoi+kjLBy+Lz/hGoG5wM3Nzd06NABc+fOrVAWGBiIZ8+eISIigjP9QYMGwc7ODjKZDOvXr8f8+fMRGBiI4uJizJgxA3///TfOnj3LmT7A9vsnhIywrNffWeuzpK6P/+r62C85ORm+vr7Q1tbG9u3bMXz4cERHR0NJSQmdOnVCZGQkTE1NOdGWw3LtS0jfbRZGUNYZSQHgwoULmDt3Lp48eYI2bdqU+f7dvXsXdnZ2WLp0Kfr27Vvj2pqamti+fbti3tHf3x9btmwpMw/J1bgXKNn7lpubW+kYVyqVwtDQkNO9b6z1gZLAI4cPH8bjx4+Rl5cHbW1t2NnZwd3dvU5kZWZJfHw8/Pz8QES4evVqhf72/fv3yMzM5DwY7507d7B3716EhoaiQYMG8PHxwbhx42BpacmprohIXUE0ov5DWEXFZG3ELA3LiMQsNgLJ2bVrF3777TfFxAufNG7cGNHR0ZV2eqmpqejYsSOnGbmEgqurKywtLbFu3TpoaGigsLAQs2bNQkpKCo4cOVLr9UVE6jJSqRQLFizAxo0bIZVKERcXh5EjR+L48eMwMzNjXT1eYLEAGhAQgK1bt2LKlCn4/vvvKz2Hjw1hTZs2xR9//IGOHTsqjt25cwdjx47F06dPa62+UK4/a1hlhGW9EKSrq4vHjx9XmRGwZcuWnzXK1iQsxv//xlxXPmtXTXLkyBGMHDkSbm5uaNy4MV68eIGjR4/i8OHDcHZ25kQTEE77WWUkYW3EZW0E7dixI/z8/ODl5QU1NbVKz5FIJNi9ezd27tzJiRF55syZSEtLw759+2r8f/8TYmNjMXbsWLx48YL3jT+tW7fG77//jlatWlUoi4uLw9ChQ/H333/zWicWjBo1Cmpqati6dSu0tbWRn5+PSZMmQSqV4sCBA7VenzU+Pj6VHldSUuLUiCqUjLCVwacRVQ7fRlA5LDKSAsDy5cvxxx9/IDQ0FHZ2dorjDx48wPDhwzFhwgTOAsIIxQgFAM+fP4eFhQW0tbV50QOE0X5zc3M8ePAAxsbG2LFjB8aNG6cYhz18+BAuLi54+fIlJ9pCyAhbGtZGUFbrL6wyogBsM/LKYdl+uX5ISEgFM8CYMWM4CwIgh3VGWEA4RlCWZrDdu3dj8uTJKCwsLHPc1NSUFzMca32ArRG2WbNmuH379j+eC6hN+qzXPlnrszbCAuwz0tR1EhISFP0fi/UWoRhBWbz/slr7tbW1LRMASE5iYqIiS2RCQgJn+qUxMDBAQkJCmTmA3NxcNG/eHG/evOFEMyUlBQ4ODlBWVsaAAQNgZGSE9PR0nDlzBhoaGoiNja0yOGFN4ObmBl1dXUyePLnMumtprl+/jnXr1qGwsBBHjx7lrC4sENL9x5K7d+8iLi4O3t7eAEoCEru6umLx4sVo3749Z7rm5uZ48eIFtLS0KpRlZ2ejZcuWnH33gBIjmoeHB548eaIwPc+bNw8ymQxaWlo4e/Ysp1n5WH//hJARlvX6f3kzUnkmTZqkGA+IcAfL8V9dHfu5u7tDQ0MDysrKuHv3Lpo3b47NmzdDVVUVM2bMAAD88ccfnOmzXvuqLgg+17A2grLOSFqa27dv49KlS0hKSoKysjIaNWoEJycn2Nvbc6ZpY2NT6fhPjpKSEqfjv86dO8Pb2xuTJk2qULZ+/XocPHiwxrNQC0lfhD2bN29GRkYGli5dWiEgTL169eDi4oIWLVrwUhf5OlBYWBjOnz+PTp06wdfXF4MHD65yb5aIiEj1iEbUfwjLqJisjZh79+4FUDEiB5fROMrz/PlzmJubl4kIyCe+vr5YsmQJLCwseNWdPHkyAFQ6yJ42bRpycnIUn09t5uXLl+jfvz8SExNhZGSEzMxMfPnllzhx4oRiUrY264uI1GXmzZuHCxcuIDg4GCNHjkRKSgrGjh0LNTU1RaaW2g6LjVCljR/yzWDyyRH573xsCPv111+xZMkS+Pn5oVGjRkhKSsL27duxcOFCfPfdd7VWXyjXnyUsM8KyNoLKN2FWBl+f/9WrVwEAzs7OiIqKUlwLPiLClyYlJQVWVla8apbm0qVLCAkJQVpaGmxsbODr61vlAi0XsG4/C1gbcVkbQXNzczFlyhScPHkSbm5ulUbFjYqKwoABA7Bu3TpOFgg/fPiA1q1b48qVK7y//8rZu3cvBgwYwJvxSM6yZctw9uxZREVFldmQUlBQAFdXV7Rv3x4rVqzgtU729vaIi4vjVTMpKQl9+/bFq1evFO+/LVu2xIkTJ3iJDMlavzQsrn9VxsPTp09jwIABnOmyzggrH3tUpTlixAhexr+sjKAsM5ICJePb/fv3o3Xr1hXKYmJiMGnSJDx8+JAzfSEYoVjCuv1TpkzB7du3cfnyZcUmQABYt24dVq5cienTp2P27NmcaAshI2xpWAbiBNhkhGSdkYhlRl6AfftzcnLQu3dvxMfHo2vXrgozwLVr19C6dWucO3eu0o3StRHWWQFZmsGaNGmCgIAA6Orq4urVq4rnrpOTE2fPXyHpszbCHj9+HJs2bYK/v3+FOQY+5sFY6rNe+2Stz9IIy3ruNTY2Fl27duVF63OwfvYLBVaBkMpz7do1ODg48KLFau133rx5WLVqFaZPn67Y7EpEmDx5MjZt2gSAv2yQY8eORV5eHn755RdYW1sjKSkJP/zwA+rXr4+QkBDONIuKihAaGlpmjuHTp0/w8PCAqamp4jpwwb+5x2JiYtCtW7carwPLjLBCuf9YGUEB4N69e3B0dIS/v79inv3du3fw9fXF+fPnER0dXencVE3QoEEDvHv37v9czgV//vknkpKS0K1bN87nf1h//4SQEZa1EbQ6MxIAzgLBCWXsB4jjP0AYY79Hjx5BXV0dTZs25VzL2NgYSUlJKC4uhp6eHtLT02FoaAigJEhjs2bNOA0EwHrta9myZQgMDKyyXCqVchoETwhGUJYZSes6N2/exKBBg2BkZAR7e3toa2vjw4cPePToEd6+fYtz586hbdu2tVa/qKgIq1atgra2NqZPn44FCxZg8+bNUFdXh6enJ5YsWcJ5EEqREn7//Xd4enqyrgb++usvhIaGIiIiAnl5ebCwsMDbt2+xa9cu9O/fn3X1RET+JxGNqP8Q1lExWRoxe/XqBaDsZIOSkhLnkahFgLdv38Le3h6dOnWCh4eHIip+WFgYYmJicPv2bTRp0oR1NXmhuLgYsbGxePPmDRo2bIiOHTvyOhBkrS8U7t+/j/Pnz6N79+68bMYUEbG1tUVMTAwsLS0Vk5Lv3r1DkyZNkJmZybp6nCKPjJqUlFRm8yEf0VATExOrPYcvI35ISAj27t2reP76+PjUeBQ2oemzvv6DBg1CVFQUZ/+/OlhnhGVtBGX9+QMlzx8AZZ4/XEfjqwyWi1GDBw/G77//ziwjBsC2/W3atMG9e/cqHLexseEtKxULI64QjKBASfaxrVu34uLFixWicnp7e3MambMuU1RUBEdHRyQmJsLZ2Vnx/n3y5EmYmZkhOjqa1yx5AJtIuS9fvkTDhg1x9epVpKenw8bGBh06dOA8I5dQ9EvD4vpXFnldvhDCMmoy11SXAZnr8RdrIyjLjKTA5zfbyWQy6OvrIzc3lzN9IfDhwweoqalBTU0N169fx8GDB2FgYICxY8cqxsa1FYlEgqCgIKxatarMe9CoUaPg4OCAqVOncqYthIywAFsjKMAuIyTrjCgA24y8Qmi/v78/njx5gsjIyDIGtKysLAwbNgxdunTB0qVLa1y3NKwzwsphnRXQxcUFx48fZ6Ktra2N/Px8JCYmYvTo0bh27RqSkpLQp08fPH/+vNbrszbCBgUFYdmyZRWO8xUIkLU+67VPlvosjbCs5165zvj1T2H97BcafBpBK4PPuWiWa78XLlzAxIkTERgYiPHjxwNgMw+fmZmJYcOG4erVq4p3gX79+mH//v0Kc0ZNY2Zmhtu3b6Nhw4YVyhISEtCvXz+8ePGCE+2q4NMcxTojLMD+/mNpBAVK3sE6dOhQIRsSAAQGBuLZs2eIiIjgRLt169b4/fff0apVqwplcXFxGDp0KP7++29OtEuTn5+Pa9euKYzQnTt35n3NgQWsM8ICbI2grBHK2A8Qx39y+DSCJicnw9fXF9ra2ti+fTuGDx+O6OhoKCkpoVOnToiMjISpqSln+sbGxkhOTlYYUbOzsxX7L/Lz89G4cWOkp6dzpi8E4uPj8eDBA3Tt2rXMtX727BnGjBlT44GvyyMUIyiLjKTffPMN1q5di+bNm3OmIXTevXuHw4cP4/Hjx8jLy4O2tjbs7Ozg7u7Oixmepf6MGTNw+vRpKCsro1mzZnj06BEWLFgAVVVV/Pzzzxg8eDAWLVrEaR1EStDR0cGIESPg6+vLScChz5Gamoo//vgDv//+O549e4aBAwfCx8cHgwYNgoqKCrZt24YFCxbg7du3vNZLRKS2IBpR/yEso2IKBZYboZ8/f45Lly4pJmP69OkDGxsbJnXhm/j4eEybNg1nzpyBTCaDmpoaBgwYgFWrVuHLL79kXT2RWow8+ujdu3cxbNgwTJw4ET179oSuri5yc3MRFhYGd3d31tUUqeUYGxsjNTUVampqiknJoqIiWFlZ1frJqCtXroCI4OLighMnTiiO9+jRg9d6FBYWIicnBwYGBhWio4lwD4vrz3oxgnVGWCEYQYUC66ikLBejjI2NkZKSwvS5x3f7X7x4gZ9//hkA8Mcff2DMmDFlynNzcxETE4O0tDRe6sPy/hONoOz5+++/Fe//X3zxBW+6EokE69evr5CVzt/fn8nzgEWfbGpqiufPnzMz4rPWLw1f1z8+Ph4tW7aEVCotM+4pTdeuXT+bNZQLWGSEZQVrIyjrjKRmZmaIj4+vNABiQUEBbG1tOX//ZmmEunTpElxdXaGvr49169Zh9OjR6NOnDyQSCe7cuYOLFy9yGpUZEI4RjAWsM8IC7Iyg5eF7/Ms6IwrANiOvENpvbW2Nc+fOoVmzZhXK4uLiMHz4cDx9+rTGdeWwzghbGpZGUNY0btwYT548gaqqKkxNTRUGHHnG4Nquz9oIq6+vj9DQUDg5OVUbHKU26td1WBtxWc19sQi6VBrWGWGFCl/3gzwIbnkSExMV6x5cm6JZr/2mpaVh7Nix0NfXx44dO2Bra8tsHjopKUnxDLKwsOBUS0dHB/n5+VWWs8gIyefcJ+uMsHJY3n8sjaBASSCiFy9eQEtLq0JZdnY2WrZsyVlWvGXLluHs2bOIiooqo19QUABXV1e0b99eYc7lilWrVmHBggUoLCxUHNPV1cXSpUsREBDAqXZpvv76a9y/f583vargMyOskHj37l2ZQFQ3b97kPAkE67EfULfHf6yNoO7u7tDQ0ICysjLu3r2L5s2bY/PmzVBVVcWMGTMAlOwL4AoPDw+oqqpCJpPh2LFjmDRpEmbPno3CwkJMmzYNADjte0qzcuVKXgJelebAgQMYO3YsZDIZGjRogNjYWHz11VcICQlBQEAAWrRogdu3b/NSFxZGUNaoqqpCX18fGzZswKhRo1hXR4RnLC0tcfv2bchkMjRq1AgPHz7EV199BaDknbdPnz61NgiF0Lhz5w727t2L0NBQNGjQAD4+Phg3bhwsLS0511ZVVcVXX30Fb29veHp6Vgh++/z5c0yYMAGXL1/mvC4iIrUR0Yj6D2EZFRMQhhGTxUZwIsLkyZOxdetWaGhowMDAADk5OZBIJJgxYwZWrVrFeR2eP3+O4OBgXLx4UXH9+/Xrh/nz5/P6GXz69AnZ2dkwNDSs1ZuPRITDkCFDQESYMGECQkNDcerUKQQFBWHmzJnYvXs3tmzZglu3brGupkgtx9XVFa1atcKSJUsUi7CrV6/GpUuXmGZs5BNWmxFiY2MxZ84c3LhxA0QEFRUVdO3aFStXrkSHDh14r09dg+X1Z21EFY2gwoGVEXTv3r0ASrLDbNmyRbEYxcfmVznTpk1DQkICxowZA3Nz8zKbc7heFGPZ/tmzZyMjI6NSI2q9evUwcuRI9OzZk/N6AGJUXFZIpVKEhIRUeP8dM2YMLxkpDx48iFmzZuH169cKQ56NjQ3Wrl0LV1dXzvWFhp2dHafms8po0aIFwsPDFQsxfMNavzR8Xv/79+/j3bt3GDhwIE6dOlWmrF69erC3t690kxaXsNqgkpmZiUuXLinMeI0aNUKfPn2gq6vLmSZrIyjrjKTDhw9Hr1694O/vX6Fs69atiIyMxJkzZzjTZ22EcnBwgKenJzIzM7F06VKEhIRg5MiRAICdO3di//79uHjxIifaAPv2A+z7f6FQlwPxsIJlRl4hoK2tjYKCgirLubwnhJARljUuLi5Ys2ZNtQFfnz59ilmzZpUJFFiTjBo1CvXq1cPGjRvRr18/jBs3DpqamggODuYlOyJrfdZGWHNzc6SkpDDr71jri7CFVd/Pev6fdUZY1rA2gs6bNw+rVq3C9OnT0aJFCwD/2ZMjN+GNGzeOM31AGGu/RIQlS5YgJCQEGRkZvH8nWAQjqu67z+LZwOfck5AywrK6/1gaQYHqzc5cmqGLiorg6OiIxMREODs7w8zMDG/evMHJkydhZmaG6OhoTjOT/vbbb5g5cyZWr14NZ2dnRUbeY8eOYe7cudixYweGDh3KmX5pWM49CCEjLAsjKFASAGXMmDGQyWQ4ePAggBJjurm5OYYPH479+/dz9k7AeuwH1O3xH2sjqLGxMZKSkhQZSdPT0xXZ19+/f49mzZpx+uzPzMxEQEAAnj59iqCgIMhkMowbNw5SqRSNGzfGmTNn0LhxY870S8Ni7tfe3h7Dhg3DrFmzsHjxYqSmpsLe3h6BgYGYNWsWlixZUqv3gbPOSKqrq4uIiAiMGTMGHTp0wPLly2u18bY8RUVFWLVqFbS1tTF9+nQsWLAAmzdvhrq6Ojw9PTm//1jry8c8MpkM9erVQ0FBAdTU1ACUrL0aGhrWufUY1sjfg8PCwnD+/Hl06tQJvr6+GDx4sOKzqWmWLVuGGTNmlAmEKiIiUnOIRtR/AYuomEIwYspZsWIF5syZw5seUBKJZuPGjdi1axf69u0LoORzOHfuHPz8/BAUFISJEydypv/48WN07doVLVu2LDMZdPz4cSQkJOD69eu8vQzJKSoqgrq6Ol68eIH9+/fjp59+4lVfpO5gaGiIxMRE6OjoICcnB4aGhvj48SM0NDRQXFwMQ0ND3qNiitQ95BGIPn36hLS0NDRt2hR5eXk4f/58pdkCaiMsFgNiY2PRt29fDB06tMJiSFRUFKKjo/H111/zWqe6BOvrr6mpie3bt+Nzrwl8GQLFjLxsCQgI4CUCdHl69eoFoGzWGSUlJU4NAOWpKgsFH5mRhND+JUuWYN68ebzplUYIRuS6Sk5ODnr37o34+Hh07dpV0f9cu3YNrVu3xrlz5zg1wh07dgwjRozArFmzKvR/GzduxPHjxxXfD76Qb0KIiorC+vXrOTViFRcX/+ONBv/m3H/LiBEjcObMGXTu3BkWFhZlNkfu2rWLE00h6Avl+r98+VKxKQMA8vLyoKGhAXV1dU70PgffG1SePXuG+fPnIzw8HObm5mXMeFlZWXB3d8eiRYvQpEmTGtdmbQRlnZH01q1b6N27N4KDgzFq1CjFZrywsDAsXLgQkZGRinnZmkYIRii50aWgoAD169dHUVGR4jteXFwMExMTZGVl1bguIIz2s+7/AeFkhGVtBGWZEVIoGVFYwar9LM0AQsgIy9oIevPmTXh7e6Nx48YYPXo0HBwcYGlpCZlMhtevXyMmJgZhYWGIj4/Hnj170KVLlxrVl/PmzRuMHz8eO3fuRHx8PFxcXPDx40fs3r0bo0eP5kRTSPqsjbCrV69GWloa5s6dC319fc71hKYvwhZWc6/ygD+fg4/vH+sgIKwQghH0woULmDhxIgIDAzF+/HgA/H4eQlr7jY6Oxr59+7Bt2zbeNFkFI6rrRlQhZoTl+/5jaQQFgNatW+P3339Hq1atKpTFxcVh6NCh+PvvvznTl0gkWL9+PY4fP46MjAyYm5vDxcUF/v7+nK9Bt23bFj/99BPc3NwqlIWFhWHz5s24cuUKp3VISkoCALRq1QpxcXGKtTe5KZBrWGeEZWkEBYDly5fjjz/+QGhoKOzs7BTHHzx4gOHDh2PChAmYNWsWJ9pCGfsBdXP8x9oIamxsjOTkZIV+dnY26tevD6DEHN64cWNeMtKXJi0tDW/evEHLli05Mx5VBou5Xx0dHWRlZUFDQwN5eXmwsbGBkpIS9u3bhwEDBnCuz9oIyjojqXx8m5mZiTlz5mDfvn3o1q0bPD094ejoCEtLy1q9D23GjBk4ffo0lJWV0axZMzx69AgLFiyAqqoqfv75ZwwePBiLFi2qtfo9evTAiBEjUFxcjO+//x6bN29WeE2WL1+Oo0eP4vr165zpi1TOX3/9hdDQUERERCAvLw8WFhZ4+/Ytdu3ahf79+9e4noGBAdLS0njtb0RE6hKiEVXgsDZivn//XvHyUR25ubnQ09OrUf2WLVti48aNlW42PX36NObPn89pRsbBgwfD2toaGzZsqFDm7++PgoIC7NmzhzP98shfwqZNm4bQ0FDY29vj0KFDvOmL1C3KT/yXn3jmKyK1iMiHDx8QFRWFV69ewcrKCs7OzpxmwxEB+vbti169eiEoKKhCWXBwMOLi4nD48GEGNasbsL7+8k2/VcFHdEoxIy87hGLEAermYlRpWLa/uLgYx44dg5ubG1JTUzFjxgwYGxtj2bJlnPfBQjDissLX17fac7g04vn7++PJkyeIjIwsExE6KysLw4YNQ5cuXbB06VLO9Lt27QofHx/FBrjSbNmyBceOHauQKZJLXr16hcaNG6NHjx74888/ERQUhNmzZ3Om17VrVyxatAh9+vT57HmnT5/GokWLcO3aNU7q4ePjU+lxJSUlXoyorPSFcv2fPn2KwMBAREZGIjIyEiNHjoSuri6OHTuGrl27cqJZFXxmhF27di127NgBb29veHh4VMhO8fLlSxw4cAC7du3CpEmTMHPmzBrVZ20EZZ2RFAAOHz6M7777rszYw9DQEL/++is8PDw40xWCEcrc3BwPHjyAsbExduzYgXHjxinM3w8fPoSLiwtevnxZ47qAMNrPuv8XQkZYOSyNoKxhacIVQkZeoWakE0LWEi4RghG0qKgIO3bswJYtW/D48eMyQVDatGkDHx8fTJw4kdeNKlKpFEVFRZwHARCKPmsjrK2tLRITEyvNTsh1IDJW+rGxsby/WwhJnzVCmHvV1NTE1q1bP3sO10ZIgH0QEJawNoICJQaAsWPHQl9fHzt27ICtrS2v+izXfp8/f45Lly4pxp59+vSBjY0NL9osgxFVZ0RKSkqCVCqtMb1/wrJlyxAYGMiLllDG3izvP9ZG0GXLluHs2bOIiooqM9YsKCiAq6sr2rdvjxUrVnCmzxJdXV3k5ORUGmirqKgIDRs2RFpaGqd1UFZWhpKSUplA1HwE3wWEkRGWpREUKNn/un//frRu3bpCWUxMDCZNmsTZXLxQxn5A3Rz/sTaCenh4QFVVFTKZDMeOHcOkSZMwe/ZsFBYWYtq0aQCAiIgIzvTllO7/TE1N0bt3b976v169ekFJSanC/Dofew/Kjy/q1auHI0eO8GJCBdgbQVlnJC1//V++fIndu3cjPDwcT5484a0fZIWlpSVu374NmUyGRo0a4eHDh/jqq68A/Cc4EFdrX0LQ//PPP+Hi4oK3b99i+vTp0NTUREREBCQSCd68eYMTJ06gd+/enOmL/IfU1FT88ccf+P333/Hs2TMMHDgQPj4+GDRoEFRUVLBt2zYsWLAAb9++rXHt/v37w9PTE2PHjq3x/y0iIiIaUQUPayNmx44d4efnBy8vryoXWiUSCXbv3o2dO3fizp07Naqvo6ODvLy8KhfgTE1NkZmZWaOapTEyMsLTp09hZGRUoezt27fo1KkTEhMTOdOXSqXYvXs3jI2NMWTIEEgkEqxYsQILFy6EkZEREhMToampyZm+ELl//z7Onz+P7t27o1OnTnVOn0/Kv4yVXwCr7RthRIRBUVERgoODMX78eNja2uLXX39FZmYmgoODq8xWVxtYsWIFZs6cWW3Wj0+fPmH16tU1vkhnYGCAxMTEShd93717Bzs7O6SkpNSoZmkGDRqEqKgozv6/0PVZX3/Wz3fWGWGFhEwmw927d8tkBWrTpg2nmkIx4gBsF6PatGmDe/fuVThuY2ODV69e8VIHlu2fMWMGDh8+jOTkZLi6uiI3NxdqamqwsLBQZCzlGhZGXNZG0GnTpmHDhg0YNmwYtLW1Kz1n9+7dnOlbW1vj3LlzlWYeiIuLw/Dhw/H06VPO9PX09JCWloZ69epVKPvw4QO++OILTqMCJyUlITAwUGG61tTUxI4dO+Dn56eYGzAwMOBM/+XLl/D29kZmZmaVG/EPHToEAwMD7N69G1988QUn9ZBngS3P6dOneVkYZaUvlOs/YMAAWFhY4LfffkOLFi0wbtw41K9fH3v27MHNmzc50QTYb4ZetmwZZs2aVa3JQyKRYPXq1ZUGbPlvYG0EZZmRtDQSiQSxsbGKrBBdunSpExFip0yZgtu3b+Py5ctl+qB169Zh5cqVmD59OqeBCFjDsv8XQkZY1rDOCMk6IwrrjLys26+qqgpHR8cqy6Ojo/Hp0yfO68EyI66QjKDp6elISkqCsrIyrK2tK10X5IJPnz4hLCwMr169gkwmK1M2f/78Wq9fHr6NsJ/LPNWjR49aqc967pe1PmsjrBDmXll/BnJYZYQVCqyNoEBJJtYlS5YgJCQEGRkZvN0XrNZ+5Zlnt27dCg0NDRgYGCAnJwcSiQQzZszAqlWrONOWwzIY0T8JsM+lEen69ev/OLDIv7lO/xTWRlQh3H+sjaBFRUVwdHREYmIinJ2dFfNfJ0+ehJmZGaKjo6tcF6kpsrKysGfPHly4cKHM2uuAAQMwcuRIzub/Wd9/pWGx9iaEjLAsjaDA5zMOy2Qy6Ovrc5YIQihjP6Bujv9YG0EzMzMREBCAp0+fIigoCDKZDOPGjYNUKkXjxo1x5swZNG7cmDN9IfR/e/bsAREhICAAmzdvVhznw4Bd/vvHd9IXoRhBWWUkLZ+EpzTZ2dl4+fIl2rVrx5k+a+T7jWQyGerVq4eCggLFHKtMJoOhoSGn+5FY6wMlz6CcnBwYGBiAiBAREYHk5GT0799fYYoV4R5VVVV89dVX8Pb2hqenJ0xMTMqUP3/+HBMmTMDly5drXLtDhw64e/cuNDQ0YGZmVmb9ga+M8CIitRnRiCpwWBsxc3NzMWXKFJw8eRJubm6VbsSLiorCgAEDsG7duhqflGE9GaOjo4P8/Pwqyz83UVATeHt74+zZs1BTU0NAQACGDh0KJycntGzZEm/fvoWbmxtvEQJZkJKSgrFjx+Lu3bsYNmwYJk6ciJ49e0JXVxe5ubkICwuDu7t7rdVnjba2Nk6fPq3YgOPs7IyoqCjF39988w0KCgpYVlGkDhAQEIDr16/jyJEjsLa2RkxMDL7//nv07NkTK1euZF09zvjll1+wc+dO+Pj4YPTo0bC0tCxTnpiYiIMHD2LHjh2YOHFijUdn/NxkDMD95BjryXDW+nX9+rPOCFsaFkZQoGQhdOXKldi+fTvy8/NhZGQEqVSKnJwcmJiYwNvbG7Nnzy6TsaimEIoRBygx5c+ZM4ez/1+eFy9e4OeffwYA/PHHHxgzZkyZ8tzcXMTExHAelVgO3+0vzZdffonz58/DwMAABgYGePz4MUxMTNC4cWNO3z9Lw8KIy9oICgBjx46FgYEB1q9fz6lOZWhra392fM/1Z1Jd/8d1/9SrVy9oaWmhQYMGUFZWxtChQzFmzBjMnz8fT58+haqqKnbs2MGZvpyoqChs2bIFly9fxocPHwCUfDZOTk7w9fXFoEGDONWv7Drn5eXBwsLis59PbdFnff0tLCyQmJiI169fo2nTpsjOzoaOjg709PQ4vf+FsBmaJUIwgrLKSFoZRIRnz54BAJo3b86bLisjlEQiQVBQEFatWlVmDn7UqFFwcHDA1KlTeakHq/az7P+FkBGWtRGUdUZIlhlRAPYZeVm3Pzg4uNpzFixYwHk9hJKRhJURtHyQjdevX1eYi+WSYcOG4dKlS7CzsytjvlFSUuIlOwdrfaEZYesC1b1713Z91nPfQph7ZfkZsA6CJDRYGUHLEx0djX379mHbtm286LFa+125ciU2btyIXbt2Kd7xi4uLce7cOfj5+SEoKAgTJ07kTL8qWBvk+WLIkCHQ0dHB9OnT0b59+0rPuX37NtasWYMPHz7g2LFjNarPOiOsEO4/IRhBJRIJ1q9fj+PHjysCobm4uMDf359TI0pxcTEWLVqEdevWoX379nBwcICVlRWkUilSU1MRExODhw8fYurUqQgKCqo2WPi/hfXex9KweP8TQkZYlkZQADAzM0N8fDx0dHQqlBUUFMDW1pazrJisx991ffzH2ghaGWlpaXjz5g1atmzJeeAvIfR/clgY8atLAsOXPisjKOuMpN999x22bNnC2f8XOj169MCIESNQXFyM77//Hps3b1Z835YvX46jR4/i+vXrtVa/devWcHd3h7u7O68GbJGKLFu2DDNmzKg0ID3XfC4gE18Z4UVEajOiEVXgCGUy4uHDh9i6dSsuXryoWAhu1KgRnJyc4O3tzVlHzbr9rPUNDQ3x/Plz6OnpYfDgwbhz5w769u2LvXv34vnz5xgwYACn6elZM2TIEBARJkyYgNDQUJw6dQpBQUGYOXMmdu/ejS1btnCaEZi1PmuqizjK56YckbqLmZkZHj58WGbjUVpaGtq0aYPU1FSGNeOeJ0+eYMGCBYiIiIClpWWZzQjp6ekYPHgwFi1axMnGYNb9H+vNIELX57p+rBcjWGeEBdgaQSMjI/HDDz+gf//+GDVqFDp27KiY/JVnqTp48CBOnTqFtWvXchYUg5UR5/3796hfv/4/Ojc3Nxd6eno1qj979mxkZGRUakStV68eRo4ciZ49e9aoZmlYt1+OfBEkKioKAQEBePXqFYqLi2FoaMhpIJ7SsDLisjSCAiXPn+bNm+Px48cwNjbmVZt1/8NaX09PD9nZ2VBRUYG3tzdCQ0Oxfv16+Pn5ITs7G82aNUNGRgZn+uUhImRlZUFZWZnTTKwAEB8fj5YtW0IqlYKIKg2G1rVrV1y9erVW6lcGn9e/NMbGxnj9+jVCQkKwa9cu3LhxAxkZGWjZsiVnG1EAYWyGLg/fY3IhGEFZZSR99uwZhg8fjr1798LQ0BAuLi548OABAKB9+/Y4cuQILCwsOK+HUIxQrGDVftb9L2tYG0EBYWSEZLERC2Cbkbc0rNrPGtYZYeWwNIL++OOPSEtLUwQcyszMhLm5Ob7//ntOs0GVpn79+njw4AFsbGx40ROaPmsjbF2Edd/OWp/13LcclkGQWG7GretBkKqCbyMoUJJx5NKlS8jKyoKJiQn69OnDW1/Aau23ZcuW2LhxI3r16lWh7PTp05g/fz6TvR98Phfv3r2LuLg4eHt7AygJCOHq6orFixdXaQ6tSX777TcEBwejXr166NKlS5l3r9jYWHz69AnBwcHw9fWtcW3WGWGFcv+xMoKyxtHRET179sR3330Hc3PzSs9JSUnBhg0bEBsbi5iYmBrV19TUxPbt21HVFt1JkyYpxgNc4+LiguPHj/OiJUcIc08sjaAAMHz4cPTq1Qv+/v4VyrZu3YrIyEicOXOGE23WRixx/FcRPo2gckqP/UxNTdG7d29exn5C6f8ANvPv6urqGDt2rOLvyvag7Nq1izN91kZQoWckvXnzJjp16sRMn2v+/PNPuLi44O3bt5g+fTo0NTUREREBiUSCN2/e4MSJE+jdu3et1Y+Pj0d4eDgiIiKQk5MDNzc3uLm5oXPnzpxpilSOgYEB0tLSeOvzqiIzM5O34JciInUF0Yj6f+D+/fs4f/48unfvzvlARAgv4yzR0NCoNBuWnKVLl6KwsJAzfdbX38bGBmFhYdDW1sawYcNgYGCgeOGWyWQwMDDgbSM4CwwNDZGYmAgdHR3k5OTA0NAQHz9+hIaGBi8b4Vnri4iIlEQmfPPmDTQ1NRXHPn78CGtra16NACxJS0vDlStXygSC6N27N/T19TnT1NXVxePHj6tcDGnZsiWnmzWqW4wBAC8vr1qrz/r6Jycno2HDhpz9/+pgnRGWtRHUz88Py5Ytq9b0kpGRgblz53KenY9vI07Hjh3h5+cHLy+vKiehJBIJdu/ejZ07d+LOnTuc1GPJkiWYN28eJ//7cwil/R06dMDUqVNx8OBBWFhYYMuWLVi9ejWOHDnC6QKgEIy4LI2gcgoKClCvXj3eo/6yfv/V1tbG6dOnq+z/vvnmm89mbPtvadeuHUaMGAFtbW3MnTsXrVu3RnR0NACgsLAQDRs25GX8+e7duzKBDvhaBLt//z7evXuHgQMH4tSpU2XK6tWrB3t7e2hpadVafTmsrr8cDw8P5OXl4a+//sIPP/wAZ2dneHl5oWnTppxnZAbYZ4QtDYsN4qyMoOXhOyNpv3790Lx5c6xYsQKenp7Q1tbGL7/8AqlUipkzZ+LDhw+IjIzkTF8IRiipVIqQkBBcvHhRsRG7X79+GDNmDOf9Mev2s+7/5bDKCAsIwwgqh1VGSFZGaJYZeVnoVEZycjIePHig6GNlMhkCAgIwZ84czjcEss4IC7A1gm7fvh2LFi1CSEiIIisHEeH48eOYMGECli5dim+//ZbTOgBAs2bNcPv27X/8Llzb9FkbYesi1WWEA4CEhIRaqy+0vRWsgiCxQohBkFjByghKRJg8eTK2bt0KDQ0NGBgYICcnBxKJBDNmzMCqVas4rwOrtV8dHR3k5eVVGgCtuLgYpqamyMzM5Ey/Kvia/7h37x4cHR3h7++vGGe9e/cOvr6+OH/+PKKjo9G6dWvO61FUVISjR4/i0qVLFZIg9O/fH+rq6pzXgQVCvf9YkJWVhT179uDChQtITk6GiooKrK2tMWDAAIwcOZKT/jAhIeEfZxz8N+f+U2xsbCr97EtTm5NQCGHuiaURFABu3bqF3r17Izg4GKNGjVJkJA4LC8PChQsRGRmpeC+tbYjjvxJYGUFZj/2E1P+x2Afl7e1d7fOfy7U/1kZQ1kb4oqIi/Pzzz7h37x4GDRoEPz8/ACXfi8WLF2PJkiUoKipiVj8+ICLk5OTAwMAARISIiAgkJyejf//++Oqrr2q9vpzXr18jIiIC4eHhePnyJVxcXODu7s6pEVbkP/Tv3x+enp5ljPl8IZVKsWDBAmzcuBFSqRRxcXEYOXIkjh8/DjMzM97rIyJS2xCNqNWQkpKCsWPH4u7duxg2bBgmTpyInj17QldXF7m5uQgLC+MsCxHA3ogJlFyDu3fvok2bNhU2wISGhnKaFaBnz57VDsYvXbrEmb58If5zcLkov2vXLkyYMAHKysqYN28e9uzZg/3796Nz587Yt28ffv31V9y+fZszfdaUfxlq0KBBGeMn10YU1voiIiKAq6srLC0tsW7dOmhoaKCwsBCzZs1CSkoKjhw5wrp6tZbP9X/yLFVc9n/yBaeqUFJS4nwzDEt91tefNawXo4RmBGXBx48f8ffff6NZs2aoV69embLY2Fh07dqVM+3c3FxMmTIFJ0+ehJubW6WLUVFRURgwYADWrVvH2Qat4uJiHDt2DG5ubkhNTcWMGTNgbGyMZcuWVZqtt6YQSvuvXr0KLy8vaGlp4cKFC3j06BE8PDxw/PhxTiMECsWIy8oIyhpVVVU4OjpWWR4dHY1Pnz5xpl86+01lcN3/3bhxAx4eHtDU1MSmTZsQGBiIkSNHYvz48fjxxx+RlJTEaaTw4uJijBkzBjKZDAcPHgRQEpDE3Nwcw4cPx/79+3m5J1++fAlbW1vF33l5edDQ0OBtExgrfaFc//z8fKxevRqampqYM2cOHjx4gJ07d2L58uW8GHHlCGEzNMsN4nwbQVlnJNXX10d6ejrU1NRgZmaG58+fK8Y7+fn5sLKy4jQQG2sjVE5ODnr37o34+Hh07doVRkZGSE9Px7Vr19C6dWucO3eO0+8f6/az7v/lCCUjLisjKMuMkACbjCgA+/d/Oazan5CQgC5dusDZ2Rm//fYbgJJN2U5OTkhNTUVsbGyNb4CuDFYZYVkbQdu2bYt169ZV+gyMiorCggULOHvnLM3x48exadMm+Pv7lwmIAuCzz+faos/aCFtQUABtbW0m2qz0NTU1sXXr1s+ew2VGONb6rI2wVXHt2jU4ODjwrssKIQVB4hvWZoCVK1di48aN2LVrl6L/LS4uxrlz5+Dn54egoCBMnDiR0zqwWvsVytizPHwZUd3c3NChQwfMnTu3QllgYCCePXuGiIgIzuvBEpYZYYV0/7EwggIlz5pFixZh3bp1aN++PRwcHGBlZQWpVIrU1FTExMTg4cOHmDp1KoKCgqCqqspJPeoiLi4uWLNmDb788svPnvf06VPMmjULJ06cqFF9IWSEFYIR9PDhw/juu+/KvH8bGBhg/fr1nO69FQp1dfxX18d+rPu/sLAwjBw58h+dy/U+eBawNoJWB9fBgP38/BAeHo5evXrh/PnzWL9+Pdzc3DB48GDExsZi6dKl+P777znTZ03r1q3h7u4Od3d32Nvb1zn9qsjMzMSRI0cQGRmJqKgo1tWpE3To0AF3796FhoYGzMzMyuyJ5XoObt68ebhw4QKCg4MxcuRIhSdMTU1NsSdERETk/45oRK2GIUOGgIgwYcIEhIaG4tSpUwgKCsLMmTOxe/dubNmyBbdu3eJMn7UR8/Lly3B2doaGhgbev3+P4ODgMhOTQosaWtNcuXKl2nN69OjBaR1evnwJDQ0NWFhY4NixY/Dw8EDz5s3x8OFDHD9+HE5OTpzqs6T8/VV+QwTX9x9rfRERkZJnYP/+/ZGYmAgjIyNkZmbiyy+/xIkTJ6rdLPC/zMePH/Hjjz/i6tWraN++PRYvXlwmCo+9vT3i4uI4009MTKz2HC6vP+vnK2t91tefNawzwgqJlStXYvbs2bxq/vXXXxgwYADS0tKgo6ODLVu2YMyYMYpyvr4fDx8+xNatW3Hx4sUKUbG9vb05n6icMWMGDh8+jOTkZLi6uiI3NxdqamqwsLDA3r17OdUG2Le/PBKJBEpKSpwbwYRixGXJy5cvoaWlBVNTUxw6dAj79++HgYEBJk6cyHlWxuDg4GrPWbBgAad1EBJPnz5F37598ebNG1hZWeH8+fNo2rQpZ3rLly/HH3/8gdDQUNjZ2SmOP3jwAMOHD8eECRMwa9YszvTlPH36FIGBgYiMjERkZCRGjhwJXV1dHDt2jNNABKz1hXL9WcM6I2xpBg4ciJMnT/KixdoIyjojqbm5Of766y+YmJjAzs4OV69eVfSxWVlZ+Prrr5GcnMyZvhxWRih/f388efIEkZGRZe7/rKwsDBs2DF26dMHSpUs5rwer9rPu/1lnhJXD0gjKMiMka1hvRmONl5cXGjRogPXr11co8/HxgUwmw549ezivBysjOGsj6OfaLZVKYWRkxGkgBjlBQUFYtmxZheN8BSVgrc/aCGtjY4MHDx4wM8Ky0Gf9bGWtz9oIWxWsxoKsEUIQJL5hbQZo2bIlNm7ciF69elUoO336NObPn8/p/ieA3dqvUMeey5YtQ2BgIOc65ubmePHiRaWBlrKzs9GyZUu8efOG0zokJSVBVVUVFhYWePToEUJCQqCuro5Ro0ZxvubBOiOsEO4/1kZQR0dH9OzZE9999x3Mzc0rPSclJQUbNmxAbGwsYmJialRfDss+l9Xc682bN+Ht7Y3GjRtXmZEyLCwM8fHx2LNnD7p06VKj+kLJCCsEI6hEIkFMTIxi7qdLly5VBuatrdS18V9dH/ux7v+mTp2K+/fvY+rUqXBxcYGGhkaZcnmm9nXr1qFNmzbYuHFjjepXF+R99erVTNceue6HWGcktbS0RHh4ODp37oyLFy8qkn5lZmYiLCyM07GfEIiPj0d4eDgiIiKQk5MDNzc3uLm5cRp4Xkj6VXHgwAGMGjWKaR3qGqXXONLT02FsbKwYG3I9B2dra4uYmBhYWloq3gPevXuHJk2a8JaRW0SkNiMaUavB0NAQiYmJ0NHRQU5ODgwNDfHx40doaGiguLgYhoaGvCxEsqJLly749ttvMX78eFy8eBEjRozATz/9hGnTpgHgJzofESEhIQFffPGF4lhYWBiGDRtW5zLUAMCdO3dw9epV9O7dG19//TXr6nCKtrY2Tp8+rdiA5OzsjKioKMXf33zzDQoKCmqtvoiISAnFxcWIjY3Fmzdv0LBhQ3Ts2LHWR8CcNm0arl+/Dk9PT0RERODly5e4du2aYvMzX9FxWcF6Mwpr/bqOkDLCsjCClobFYmi/fv3g4OCAWbNm4dChQ5g6dSpCQkIwbNgwALX/+SPnyy+/xPnz52FgYAADAwM8fvwYJiYmaNy4sTgZxQMsjbgsjaCHDh2Ch4cHdHR0sHjxYgQFBcHT0xMSiQRhYWG8RGQWAqwzgpXmw4cPePr0KVq0aFEhQ3RN07JlS+zfv7/SRa+YmBhMmjQJDx8+5LQOADBgwABYWFjgt99+Q4sWLTBu3DjUr18fe/bswc2bN2utvlCuPytYZ4R9//79P958n5ubCz09vRrVZ20EZZ2RdNq0abh37x5CQkJw7do1REREYM2aNSgsLISfnx/s7OywefNmzvTlsDJCWVtb49y5c2jWrFmFsri4OAwfPhxPnz7lvB5CyQjKN6wzwgJsjaAsM0KyzogCsM3IK4T2W1lZIS4uDvr6+hXKXr9+jc6dO/MSCIBVRljWRlATExMkJydX2IQIlGwOtrS05OX9X19fH6GhoXBycoKysjLnekLTZ22EtbGxwY0bN8oEgeQTFvqs5/ZY67Oe+7e1ta107jsxMVFhwGORkZU1dSkjLGszgI6ODvLy8iq9D4uLi2FqaspL/8di7VdDQwNBQUFVlss3pnPJ9evX/7HBq6a/Fw0aNPjs2Kq68v+WiIgIjBgxAhoaGggJCYGvr6/CgHX58mUcPXqU07lv1hlhhXD/sTaCJiQkoHHjxjV+7r+FxfwL67lXoMQMtGPHDmzZsgWPHz8u0w+0adMGPj4+mDhxYq03RQrBCCqTyXD37t0yGYnbtGnDax1Y8+jRI6irq3Ma/FUo1PWxnxD6vwsXLmDu3Ll48uQJ2rRpU8aIf/fuXdjZ2WHp0qWcjEPKv39+/fXXuH//fpXlNQ1rIyjrjKQ6OjrIz88HUPLsVVdXR48ePXDkyBHFGlxd4fXr14iIiEB4eDhevnwJFxcXuLu7o3fv3nVCvzR1NRAYSz59+oQFCxZg06ZNkEqlePDgAUaNGoVjx45V+V5SUxgbGyM1NRVqamqK94CioiJYWVkhPT2dU20RkbqAaESthvKLIeUn3/T09JCbm8tpHVgaMfX19ZGdna14Gblx4wb69euHY8eOoVevXpwPhgsKCuDk5ARTU1PFpF96ejoaNWqE9u3b4/Tp09DW1uZMHwBOnDiBx48fK0wIHz9+RLt27bBixQq4uLhwql2a0ptxT506BSMjI3To0IE3fRZUt+jN9UI0a30REZG6i7W1Na5fvw5LS0sQEXx8fPDgwQNcv34dGhoazDdLcA3rzSis9es6QsoIy3oCisViqKGhIdLS0hSbPo4dO4axY8ciJiYGrVq1qvXPHznyzz4qKgoBAQF49epVnQhEVNdhbQRt3bo1li5divT0dEyYMAFnz55VTL4fP34cS5Ys4dwImJycjAcPHmDQoEEAShZlAgICMGfOHNjY2HCqDQgnI9iHDx+QnZ0NmUwGoGShLi4uDm5ubpxpfm6zl0wmg76+PufzTwBgYWGBxMREvH79Gk2bNkV2djZ0dHSgp6fHy/Oflb5Qrj8rWGeE7dixI/z8/ODl5VXlxh+JRILdu3dj586dNZ4djbURlHVGUolEgkmTJmHfvn2K8af8+de9e3ccP36cl0V5VkYobW3tzwaa42tMzqr9APv+H2D37sXSCAqwzQjJOiMKwDYjrxDaX936Ym1//2ZtBB00aBC8vLwwcuTICmUHDhzApk2bEB0dzZm+HHNzc6SkpDALvMtan7UR1sfHBxcuXMA333wDCwuLMptz58+fXyv1v/vuO2zZsoWT//2/oM967n/evHlYtWoVpk+fjhYtWgAoGXtMnjwZmzZtAsBfRtasrCzs2bMHFy5cKGOEGDBgAEaOHMlrhirW8/B8wtoMwDorFUt69uxZbUa+S5cucVqHIUOGQEdHB9OnT0f79u0rPef27dtYs2YNPnz4gGPHjtWYduvWrfH777+jVatWFcri4uIwdOhQ/P333zWmV56vv/4a8+fPh7KyMkaOHIlt27bB29sbQEmWwpUrV3JqxGGdEVYI959QjKCsuHr1KoCKCQg+FxyppmA991qe9PR0RRBYa2trGBkZ8aLLKiNseVgZQbOysrBy5Ups374d+fn5MDIyglQqRU5ODkxMTODt7Y3Zs2eXuUY1rc9i7JecnAxfX19oa2tj+/btGD58OKKjo6GkpIROnTohMjISpqamnGgLgbo+9hNC/yfn9u3buHTpUoUg2FwGwC7//ll+rYHr91PWRlDWGUnL399aWlp4/vw5swDYQiEzMxNHjhxBZGQkoqKiaq1+VUkw5AkwAIh7/3li3rx5uHDhAhYtWoQRI0YgJSUFY8eOhZqamiJIC1e4urqiVatWWLJkiWLuafXq1bh06RKT+19EpNZBIp9FV1e3zN/6+vqfLa9p8vPzycHBgdzc3BTH0tLSqF69etStWzfKz8/nVN/Kyopev35d5tiOHTvIxMSEkpKSOG//jz/+SD179qS0tLQyx9PS0qhTp04UFBTEqf7FixdJS0uLVq9erTiWl5dHM2bMoHr16tHly5c51Zdz7NgxMjExISKixYsXU7169UhTU5O2b9/Oi76IiIiICL80aNCAZDKZ4u9Pnz5R9+7dycvLi4iIdHR0WFWNF5KSkuq0Pmt69uxJvXr1qvKnd+/erKvIGw0aNGCiK/8M1NTUylx7PjAzM6OcnJwyxxYvXkxffPEF5eTk1Prnj5z27dvT3r17ydnZmSZOnEjFxcW0YsUK6tKlC+uqiXBIq1at6MSJE7Rr1y5SUVGhCxcuKMqOHTtGHTt25FRf/n5dWFhIKioqVFxcrCiTyWScP5NevHhBJiYm5OvrqziWmZlJbdu2JTMzM3rx4gWn+tu2bSNLS0s6d+6c4phMJqOjR4+SiYkJ7dy5k1N9Obt27SItLS1SVlYu82Nubs6prqmpKeXl5VValp+fT8bGxpzqyzEyMiKJRELbtm2jTp06ERFRenp6rdcXyvVnRYsWLej+/fuVlkVHR1PLli051X/37h15enqSoaEhjR8/nnbt2kVnzpyhU6dO0c6dO8nb25uMjY3J09OTsrKyalzfzMxMMffYsmXLMhqZmZlkZWVV45qlmTp1KnXv3p1evHhBv//+O7m5uVFCQgI9fvyYunfvTt999x2n+nLS09Pp1KlT9Mcff9Dhw4fp8ePHvOiyprr5ba7nv1nDuv+Xw+rdq02bNnTlypVKy06cOEHt2rXjVP9z7f706RPp6elxqi+RSGjjxo3UsmVLUlJSKjP2adeuHW3cuJGKioo4rQNLWLe/WbNmFB8fX2lZfHw8NWrUiDNtZ2dnevbsWbXnPXnyhAYNGsRJHQYOHEgHDhyotCw0NJS6devGia6cM2fOkIGBAR0+fJikUikRlXzvDh8+TEZGRlXWraZZtWoVzZo1i7Kzs3nRE5q+mZmZ4vqzoGfPnpX+8DUPx1q/LjJp0iTWVaDz589T48aNaceOHYpj5fegcIlUKqX58+dT/fr1qXfv3jRv3jzaunUrbdy4kebOnUuOjo5kYGBACxcupE+fPtWoto2NDdna2lb4UVZWVvxe22H9/sFaX4Ro586d1LBhQ2ratCl5eXlRYGAgzZkzh8aOHUu2trZkZWVFv/32W43rLl26lHr27EkFBQVljufn51Pv3r1p9uzZNa5ZmtLvNqqqqmWeL3zMfVf3bsX1u5dIWfjs9+TY2NiQjY0NKSsrK37nq99hPfdaGXl5efTx40detKRSKY0cOZKGDx+uOPb27VtSUlKiESNG8PY+kJmZSbNnz6YGDRqQqqoqmZmZkZGREamoqJC5uTkFBgZWWCOvKSIiIuiLL74gf39/unr1KhUWFirKCgsL6cKFC+Tn50fW1tYUHh5eo9osx35ERG5ubjRq1CgaPXo0NWvWjAYPHkyvX7+mtLQ0Gj16NI0ePbrGNYUE67EXa/26DmvvgYWFBV2/fp2IiC5cuEB9+vShrl27UrNmzarsl2oSbW1txe/FxcWkoqJCvXv3pvfv33OuTVT99a+rhIaG1gn9HTt2kK6uLv300090+fJlunz5Ml26dIl0dXUVf4vwg42NDaWkpBDRf76HOTk5ZGhoyLn2ixcvyMbGhiwtLUlVVZW++uorsrKyoqdPn3KuLSJSFxAzolaDtrY2Tp8+rYiEVT4y1jfffPPZiOn/LYGBgbhx4wbCwsJgYmKiOJ6eng5XV1f07dsXS5Ys4Ux/+vTpuH79OhYtWoT+/fsrjvv5+eHMmTN4+/YtCgsLOdNv2rQpTp06hSZNmlQou3//PkaMGMFpVL5+/fph1KhRlUY9X7duHU6dOoUzZ85wpi+nU6dOGD9+PL799luYm5sjJCQEJiYmGDlyJOLj4znXFxERERHhFwcHB4wfPx6+vr6KY2/evEG7du0wceJE/PLLL7U2IrEIe6rKSPLixQvs27cPDRs2/EdZS/+X6dWrF5SUlBATE4Nu3bopjl+8eJEX/T179oCIEBAQgM2bNyuO8xEN39vbG9nZ2Vi8eHGZCISurq54/fo1njx5gg8fPnCmX/q5VxW7du3iTF/O1atX4eXlBS0tLVy4cAGPHj2Ch4cHjh8/js6dO3OmK5T211XkUTElEgm0tbVRVFSkyMhCRDAwMOA0I5q1tTWuXr0KGxsbnDt3Dj179lRkBoyJicG3336LZ8+ecabv5eWFBg0aYP369RXKfHx8IJPJsGfPHs70WWYEK02TJk0QEBAAXV1dXL16FdOnT8fs2bPh5OSE2bNnc6Y7fPhw9OrVC/7+/hXKtm7disjISF7mHzw8PJCXl4e//voLP/zwA5ydneHl5YWmTZsqMtXWRn2hXH+ATUR2oWSEffjwIbZu3YqLFy9WiErt7e3NWWTqadOm4d69ewgJCcG1a9cQERGBNWvWoLCwEH5+frCzsyszJqtphJKRtGfPnvD19cWwYcMqzRDCBS4uLlizZg2+/PLLz5739OlTzJo1CydOnKjxOrCMCi+E9rPu/+Wwygj7uYy3UqkURkZGnGZEZp0RsjSsMqIIISMvwKb9c+fORXx8PMLCwspEZycieHh4wMDAgLP+RwgZYc+ePQsPDw9s374dQ4YMgYqKCqRSKY4ePYpJkyZh48aNlWYrrUnWrl2LOXPmQE1NDQYGBsjKyoJMJkNwcDDmzJnDqbYcW1tbJCYmVpkdpbbrr169GmlpaZg7dy709fU51xMREQppaWkYO3Ys9PX1sWPHDtja2vKWEdTR0RE9e/bEd999B3Nz80rPSUlJwYYNGxAbG4uYmJga0xZSRlhWsM5KpaGhgaCgoCrL5VmKaitEhISEBHzxxReKY2FhYRg2bBiv2cGLiopw9OjRSrNy9e/fH+rq6pxoOjo6IjExEc7OzjAzM8ObN29w8uRJmJmZITo6Gtra2jWuK6dx48Y4e/YspFIpWrRogTt37qBt27YAgHv37mHo0KFISEjgTJ91RlhAOPcfwD4T9efexbmGRdtZz73m5uZi1qxZ0NbWxvLlyzFx4kT88ccfUFZWxtChQ7Fz507o6Ohwpi+EjLCRkZH44Ycf0L9/f4waNQodO3ZUzMVIJBLExsbi4MGDOHXqFNauXQt3d/ca1ffz88OyZcuqzTqakZGBuXPnYseOHTWmzXLsBwDGxsZISkpCcXEx9PT0kJ6eDkNDQwDA+/fv0axZM04zUrNGHPux7f+++eYbrF27Fs2bN+dUpyrKf77l+yCuP38dHR3k5+cDKOlv1NXV0aNHDxw5coSXNSfWGUmru/51FdbXgU99+T4vV1dXLF68GEpKSszbXxcxNjZGamoq1NTUFO8BRUVFsLKyQnp6Ouf6Hz58QFRUFF69egUrKys4Ozvz8gwUEakLiEbUapBvOq0KJSUlThfiWBsxJRIJ5syZA4lEgi1btiiOy2QyTJ8+HZs3b4ZUKuVMX09P77OTLVwPxk1MTPD69WvF5t/S5Ofnw9bWFhkZGZzpyzEyMkJmZibu3bsHR0dH5OTkQFVVFbq6usjLy+NcX0RERESEXy5fvgxXV1cMHjwYv//+u+L47du34eTkhPfv3/OyEQhgsxFe5D8I5fqHh4fj22+/Rbdu3bBnzx7F4kBthaURtDQsJsCys7Ph6+sLFRUVhIeHK45//PgRI0eORFRUFKfPn2nTpmHDhg0YNmxYlZse+DBClUcikUBJSYmTDSClEUr7Hz9+jK1bt+LChQtlnj8DBgyAt7c3vvrqK050WRtxWRtBFy5ciH379iEuLg6ampqK47NmzcK2bduwYcMGeHt7c6ZvZWWFuLi4Sjf/vn79Gp07d0ZycjJn+qyNIHK0tbWRn5+PxMREjB49GteuXUNSUhL69OmD58+fc6Z769Yt9O7dG8HBwRg1apRiM1hYWBgWLlyIyMhI9O3blzN9Ofn5+Vi9ejU0NTUxZ84cPHjwADt37sTy5ct5Maax0hfC9c/KysLKlSuxfft25Ofnw8jICFKpFDk5OTAxMYG3tzdmz56NBg0a1Li2mZkZ4uPjK91wVFBQAFtbW14WglghFCNoRkYG7t69i+zsbGhoaKBFixac9bmVsXr1auzduxeJiYkYPnw4fH194eDgwKmmEIxQqqqqlQZBkBMdHY1Pnz7VuC4gjPaz7v9Zw9oIOmjQIHh5eVVqtjtw4AA2bdqE6OhozvSBEqNZ6U1fr1+/5m0zUEJCArp06QJnZ2f89ttvAEr6QycnJ6SmpiI2NhaNGzfmtA4s2//+/Xu0a9cOWlpaGDFihGL8ER4ejuzsbNy+fbtMgNqapqioCDt27MCWLVvw+PHjMkbENm3awMfHBxMnTqx0faymEIIR9M2bNzh16hQyMjJgbm6OAQMGcHrdy3PlypUqy3r06FHr9VkbYQHgyZMn2Lp1K5KTk7Fjxw6EhoZi8uTJvGgLQV+EHUSEJUuWICQkBBkZGbwFH01ISPjH/eu/OfefcuHCBUycOBGBgYEYP348APYbYfmEtRmgZ8+elT5zS3Pp0iVOtGNjY9G1a1dO/vc/oaCgAE5OTjA1NUVERASAkmAkjRo1Qvv27XH69GlOjZhCQCKRYP369Th+/Lhi7OPi4gJ/f/9K34lqkl9//RXLli0DUPIe1qZNG7Rs2RISiQQbN25EQEAA5s+fz5n+smXLcPbsWURFRZWZYywoKICrqyvat2+PFStWcKYvtPuPlRH06tWrAComAfncvExNw6LtrOdevb298erVKygrK0MikYCIsHr1aqiqqmLu3Llo3rw5Nm7cyJl+y5YtsX///jIBkOXExMRg0qRJePjwIWf6AFsjKGtYj/2MjY2RnJysMKJmZ2ejfv36AErWgxo3blyr1x7q8tgPYN//qaqqQl9fHxs2bMCoUaM406kK1kbUum4EVVZWrhD8r/z3ga+5JxaUb7+c0teBy/az1pfz8eNHBAQE4OnTpwgNDUWbNm3qzPyDUHB1dUWrVq2wZMkSxXNg9erVuHTpEqKiolhXT0RE5L9ANKIKHNZGzOrIysri1IjQsGFD3L9/v1KN7OxstGjRAm/fvuVMX19fH1lZWZUakvnIiCPH2toad+7cwdatW3H9+nWcOnUKDx48gKurK169esW5voiIiIgQuH//Ps6fP4/u3bujU6dOrKvDOampqUhISCiTjREomfz99ddf8euvv3Kqz3IjvIhwrv+nT5/w/fffY/v27fj55585j0YqNFhvgGEZEbgq7t27x7kZeuzYsTAwMKg0K1NdgGX7379/jylTpuDEiRMYMmQIHBwcYGVlBalUitTUVMTExODkyZNwdnbG2rVra/wZxNqIy9oISkTYtGlThQ2ns2bNgqOjI1xdXTnTBtjPP7A2gshp3Lgxnjx5AlVVVZiamio0q7s+NcHhw4fx3Xfflel7DA0N8euvv8LDw4NTbRG21591RHYhZYRlCWsjKIuMpJXx559/IiQkBIcOHYKenh58fX3h6elZZcT8/xbWRqjg4OBqz1mwYAEn2gD79rPs/4WQEZa1EZR1Rsgff/wRaWlpijF2ZmYmzM3N8f3333O6CVsO64y8rNsPlMz/zJ8/v4IZ4KeffuItKy3ALiMuwN4IWpoPHz6AiGq9CUVIsDbCnjt3DkOHDlVk5n706BHatWuHmTNn8mKGZq0vIgyio6Oxb98+bNu2jXVVeINlRljWsDYDsIT13qbAwEDcuHEDYWFhZcYa6enpcHV1Rd++fbFkyRLO65GUlARVVVVYWFjg0aNHCAkJgbq6OkaNGgV7e3vO9Vly6tQpPH36FB4eHigqKsLkyZORlJQEV1dXLFy4sNpEEf8NrDPCCuX+Y20EtbW1BVDyPbC2tgZQkgCEy2y45QkICFBk4eYL1nOvZmZmePr0KYqLi2FsbIzExEQ0bNgQQMk92K5dO06DkLHOCCtU7O3tERcXx7oanOPh4QFVVVXIZDIcO3YMkyZNwuzZs1FYWIhp06YBgMKgWBupy2M/gH3/p6uri4iICIwZMwYdOnTA8uXLeR1vaWpqYvv27Yr+1t/fH1u2bFH8PWnSJHz48IEzfdZGUNb6n5tzksPH3BMrdu7cie+//x7Tp09Hnz59AJTsR3F1dcXx48cBcNt+1vrl2bdvHwIDA/Hu3Tsx+RfPJCQkoE+fPvj06RPS0tLQtGlT5OXl4fz582jWrBnr6omIiPw3kIigsbKyoszMzErLsrKyyNTUlPM6JCQk0Nu3b4mI6ODBgzRkyBDy9fWlGzducK49btw4Cg4OrrRs8eLFNGTIEE71O3bsSNeuXau07Nq1a2RnZ8epvpwFCxaQhYUFaWpq0smTJ+nOnTtkZGREy5cv50VfREREhG+Sk5OpR48epKOjQ97e3nTt2jVSV1cnQ0NDUlVVpfDwcNZV5BWZTEb379+npKQkXvQiIiLoiy++IH9/f7p69SoVFhYqygoLC+nChQvk5+dH1tbWde6z4AOhXP8XL15Q27ZtqVGjRnT9+nXOdD5HcXEx3bp1i8LDw+nIkSP0559/8qrfoEEDXvXKw9d3vjwFBQVUVFRERCVj3unTp9OiRYvo5cuXvOhnZmaSkZERpaen86InNFi2v0OHDvTbb7+RRCKp8pwPHz7Qpk2bqF27dpzUYcyYMTRlyhRO/nd1yGQy2rBhQ4XjM2fOpKNHjzKoEb80a9aM4uPjKy2Lj4+nRo0acao/cOBAOnDgQKVloaGh1K1bN0715YwcOZLGjRtHeXl51LlzZ9qyZQuFhISQra0tL/ryvv7AgQN05coVxfNYhB9YXf+JEydSVlZWteelp6fT+PHja1z/5s2bpK2tTatXr6aUlBSSSqWUnJxMq1evJh0dHTp37lyNawqRHj160J49e6igoICJ/qpVq8je3p7q169P3377LcXGxjKpBxGRVCqlqKgoatu2LSkpKZGmpiYNHTqUEhMTOdVNS0uj27dv0927dykjI4NTLSHCov0s+/8bN25Q8+bNaeDAgbRv3z5KSEggiURCHz9+pPj4eAoJCaFvvvmGmjZtWuUc/X/LmTNnyMDAgA4fPkxSqZSIiD59+kSHDx8mIyOjKscmNckvv/xCampqpKWlRVZWVqSpqUkaGhqcz/1v27aNLC0tyzzjZTIZHT16lExMTGjnzp2c6hMRWVpaUnZ2dqVlKSkpZGVlxZm2ENovBOT3vZyUlBRGNSmhoKCA8vPzedF68+YNubi40OPHjyknJ4dcXFxIRUWFVFRUaNiwYZSbm8tLPUTY0r59e4qKiiKi/8wD3r59m7f3P5b6mZmZtGbNGho4cCDZ29vT119/Ta6urrR58+Z/9G7yv67Pmr///pu2bdtGS5cupZ07d/I271oefX19JrpEJf3uokWLqHHjxqSrq8usHnURmUxW4R3gwIEDFcYFNY2Ojg6n/786mjRpQs+fP6+07N69e9S0aVPO6xAeHk4qKiqkpaVFBw8eJB0dHerXrx8NHDiQtLS0eJl/qcvP38LCQlq5ciV1796dmjdvTr169aJffvmlzDosVwjh/iMisrGxIRsbG1JWVlb8zte4pzR89z//5vnGxbOQ9dyrgYEBFRcXk0QiITU1Nfr48aOirLCwkAwMDDjVNzU1pby8vErL8vPzydjYmFP9quBrz2dVsOgXWYz9MjIyaMSIEdSqVSsKCwuj0NBQUldXJ2VlZWrSpAm9ePGC9zrVNViN/YjY93/y94yMjAzy9fUldXV16t27N+3evZtevHjB+RigUaNGiv62qh8uKf+exfczQElJiZSVlRU/5f9WVlbmVH///v2c/v//BR4+fEj29vYUFBREMpmMiPi9D1jrl+fp06f0888/M9OvyxQUFNDBgwdp5cqVtH//fnr//j3rKomIiNQAohFV4LA2Yh48eJBUVFRIT0+P1q9fT7q6uuTv70/ffvstL5Mhz549I21tbZo8eTLFxMRQfHw8RUdH0+TJk0lLS4vu3LnDqf7mzZupVatWFRbfX79+TV9//TWvg5KLFy8qTCBJSUmi8UdERKRWM3jwYHJ1daXjx4/T6NGjSV9fn1avXk1ERLt27aIOHTowriG3ZGVlkbe3N82ePZvS09PJ3t5eMSHj7OzM+csY643wPXv2pF69elX507t37xrXFJI+6+tPRHTo0CHS09MjV1fXKjeFcklmZibNnj2bGjRoQKqqqmRmZkZGRkakoqJC5ubmFBgYSDk5OZzXg4UR9N9sdOZi4vTixYuko6NDDRs2pPDwcNLQ0KCBAwdSnz59SE9Pj+7evVvjmpWRn5/Py+KHUGHV/nfv3v3jc7n6DtZ1I3JWVhYFBQVRly5d6Msvv6Ru3bpRcHDwv/ps/q8EBgbS8OHDFYsAcmQyGY0cOZK+++47TvWFYAQhIkpNTaWBAwdSamoqXb16lfT09EhdXZ3++OMPXvTlyGQyevLkCT158oRXXZES6uL1P3ToEBkZGZVZADY2NuZlodbHx6faHz4QihH07t27NGXKFDIzM6NmzZrRihUrKDU1lRftW7du0ZQpU8jExIRMTExoxowZ9ODBA8rKyqIJEyZQq1atONFlbYRKSkqiEydOKP4uLi6mSZMm8WYIYNl+1v2/RCKhjRs3UsuWLStsRGnXrh1t3LiR86AArIygpUlNTaXffvuNli9fTnv27KG0tDTONdu0aUNXrlyptOzEiROcBZ4pTf369T9bzqUpRQjtl/Pp0ycKDw8nf39/cnFxoSFDhtDUqVPp5MmT9OnTJ85058yZQ97e3oq/MzIySFVVlWbPns2ZZmlYG0GHDBlCw4YNo+zsbPLx8SEnJye6ffs2Xb9+nfr06cPb+EOELXp6epVuhNPT06u1+lKplObPn0/169en3r1707x582jr1q20ceNGmjt3Ljk6OpKBgQEtXLiQk2cQa305rIxYMpmM/P39SVlZmTQ1NcnS0pK0tLRIRUWFZs2axZluVbAOxEhEdPXqVZo4cSLravAKSzNAfn4+OTg4kJubm+JYWloa1atXj7p168ZpQAjWhmOWY085rVu3pvDwcIqMjCR1dXXavXu3ouzQoUOcrn8L4fnLcu6bNUK4/0rD0gBAxH//4+DgQOfPn6/2vFOnTlGXLl04qUNlc69GRka8zL0OHDiQZs+eTbNmzSJ1dXVasmQJFRcXU1FREQUEBFC/fv041R82bBht2rSp0rItW7aQk5MTp/pVwTpAAot+UQhjPyKit2/f0r179+pMINa6OvYjYt//lf//CQkJ9NNPP1GLFi0Uc9G1GdZG0MuXL1f7wyWs3z+EwocPH8jHx4e6dOlCr1694n0cyEq/f//+FeohIiIiIlKzKBH9/zzvIoLk77//Rtu2beHj44NRo0bBzMwMb968QVhYGHbt2oWrV6+iXbt2nOm3bt0aS5cuRXp6OiZMmICzZ8+id+/eAIDjx49jyZIluHnzJmf6AHDt2jX4+fnh0aNHUFJSAhHB3t4eGzZsgKOjI6faRAR3d3ecOXMGXbt2VVz/a9euoVevXjh69ChUVVU5rYOIiIhIXcTQ0BCJiYnQ0dFBTk4ODA0N8fHjR2hoaKC4uBiGhoZ49+4d62pyxrhx45CamoqCggLk5eXBzs4O69evR2FhIQICAmBjY4P169ezriZnBAcHV3r8xYsX2LdvHxo2bIjExMRaq8+agIAAbN26FVOmTMH3339f6TnW1tac6UdGRuKHH35A//79MWrUKHTs2BEaGhoAAIlEgtjYWBw8eBCnTp3C2rVr4e7uXqP6YWFhGDly5D86NzQ0FB4eHjWqP3XqVNy/fx9Tp06Fi4uLou1yioqKcPToUaxbtw5t2rTBxo0ba1TfwcEBnp6eyMzMxNKlSxESEqK4Hjt37sT+/ftx8eLFGtUUESYpKSmwsrJiol1QUIB69epBRUWFd+3s7Gz88ssvuHjxIrKysmBiYoJ+/fph2rRp0NPT41Q7JSUFDg4OUFZWxoABA2BkZIT09HScOXMGGhoaiI2NhbGxMWf679+/R7t27aClpYURI0Yo3n/Dw8ORnZ2N27dvw8TEhDN9AFi7di3mzJkDNTU1GBgYICsrCzKZDMHBwZgzZw6n2lUhlUpRVFQELS0tTnWePXuG4cOHY+/evTA0NISLiwsePHgAAGjfvj2OHDkCCwsLTutQlxHi9be3t0dcXByvmvKxVkZGBszNzdGlSxeoqalxrjtt2jRs2LABw4YNg7a2dqXn7N69m/N6yPnzzz8REhKCQ4cOQU9PD76+vvD09IS5uTlvdSguLsaZM2fw008/4d69e6hXrx4GDhyIX375hbOxePPmzZGQkID+/fvDx8cHrq6uZeY9Hz16hK5du9b4u/iPP/6ItLQ0xWecmZkJc3NzfP/991ixYkWNalVGQkICunTpAmdnZ/z2228AgKysLDg5OSE1NRWxsbFo3LgxZ/qs2y+E/l9Oeno6kpKSoKysDGtraxgZGfGiCwBv3rzBqVOnFM+/AQMG8Nbu8nz48AFEVOXzsKbQ19dHTk5OpWVSqRRGRkacz701b94cUVFR+OKLLyqUvXjxAn369MGrV6840RZC+4GS/m3BggVQV1dHly5dYGVlBalUqnj+AMCiRYvg5eVVo7rbt2/HokWLEBISgr59+wIoWQ87fvw4JkyYgKVLl+Lbb7+tUc3yuLm5QVVVFdu3b8fMmTPx+vVr/Pzzz5BKpZg3bx6sra2xa9cuzvQNDQ2RlJQEbW1tWFpa4v79+4r3rYyMDDRv3hxZWVmc6cspKCjg/PsuZH3WtG7dGps3b0bXrl1hYGCA7Oxs3LlzBz4+PryMxVnoOzo6omfPnvjuu++qHN+mpKRgw4YNiI2NRUxMTK3SLy4uxqJFi7Bu3Tq0b98eDg4OZZ69MTExePjwIaZOnYqgoKAa3wewcuVKbNy4Ebt27VI8f4uLi3Hu3Dn4+fkhKCgIEydOrFHNyrh69SoAwNnZGVFRUZBvGeJ674Wc58+f49KlS4q5tz59+sDGxoYXbdYUFBTAyckJpqamiIiIAFAyDm7UqBHat2+P06dPc/pcDgwMxI0bNxAWFlZmvJueng5XV1f07dsXS5Ys4URbRUUFjRo1+uw5CQkJnGgDQMOGDXH//n0YGhpWKMvOzkaLFi3w9u1bzvQBoEGDBooxppqaGj5+/Kh4zhARDAwMqhyj/rewfv6ynvuWk5WVhT179uDChQtITk6GiooKrK2tMWDAAIwcORIGBgac6Arh/ivN596H+CAgIACbNm3iTe/ly5fw9vZGZmYmRo8eDQcHB1haWkImk+H169eIiYnBoUOHYGBggN27d1f6jloTSCQSxMTEKOZ++Jp7ffnyJTw8PPDkyRMsXLgQysrKmDdvHmQyGbS0tHD27Fm0adOGM/1bt26hd+/eCA4OrrD3deHChYiMjFSMi/ikfv36eP/+Pe+6cuzs7PDw4UNetFiP/YCy4z9TU1P07t27Toz/6vLYD2Df/+nq6iIvL6/SsuzsbLx8+ZLTvfesuXLlSrXn9OjRgzN9LvZT/Rs+9/nXRfbt24fAwEC8e/eOyXXhW798Py+fdxMRERERqUGYWWBF/jGxsbFkZ2eniEiipKRErVq1qjJac00ijwpSWFhIKioqVFxcrCiTyWS8Rkp68eIF3bhxgxITE3nTlHPw4EHy9PSkAQMGkI+PD0VERPCiW1kUGj6j0oiIiIiwonz0wfIRwKuLmva/jrGxMeXm5lJCQgIpKyuXiQSbkZFBVlZWvNVlxYoVvGl9jsOHD5Oenh4NGjSIMjMz64w+i+uvpKSk+CkfFY+PqICsM8JOmTKFunfvTocOHaLCwsIK5RKJhA4ePEgODg4UEBBQ4/pEROfPn6eOHTuSrq4uOTo6koeHB40cOZK6detGmpqa1KFDBzp37hwn2vLna35+PikrK5eJxCmVSsnAwIAT3dIkJCTQ27dviahkHD5kyBDy9fWlGzducK4t59GjRzRlyhRq0aIF6erqUoMGDahVq1Y0e/Zsevz4MafaQmg/EfuI2CxITk6mhg0bUqNGjcjPz4+CgoJowoQJZG1tTU2bNuU8S+uYMWNo+PDhFSLgFhUV0dChQ8nf359TfaKSjCD+/v7UsGFDqlevHtna2tLUqVMpIyODc205r1+/pp07d/KaEaw0RUVF9Pvvv9PixYspODi4zA+X9O3blyZPnkwFBQXk7u5Onp6elJGRQW/evKHRo0fTkCFDONUvTXFxMd26dYvCw8PpyJEj9Oeff/KmzUpfSNdfDsuI7Cwywo4ZM4amTJnCm151SKVSioqKorZt25KSkhJpamrS0KFDOZ+XZJWRlIho+fLl9ObNmzLHiouL6dmzZ0RUMg5+//59jWpu27aNLC0ty4xtZTIZHT16lExMTGjnzp01qlcZnp6eVd573t7e5OXlxZm2ENpPxL7/Z50RtzwFBQWcZwOQwzIjpLGxcaXvvEQl60GGhoacacthmZFXCO0fMmQIeXp60s2bN6s859q1azRixAhydXWtUW0hZIQ1MDBQfNcsLCzKvG+lp6dzPv9gaGio6NeaNGlS5nufn59P5ubmnOrLadSoEefZX4Wsz9fztipCQ0NJX1+f5s6dS9ra2rRixQqytLSkPXv21Fr9Fy9ecHLu/4p+9+7d6aeffqLU1NQqz0lOTqbZs2dT165da1y/RYsWdPHixUrLTp06xWk2xNLY2NiQjY0NKSsrK363tbXlXFdoGWFZ8OOPP1LPnj0rzHelpaVRp06dKCgoiFP9Jk2a0PPnzystu3fvHjVt2pQz7Xr16lFISMhnf7hk3LhxVc7vLV68mJe5H1tbW3r+/Dk9efKElJSU6O7du4qyP//8k9PvIevnL+u5b9YZYYVw/5WGj7WG8vybzH9cZQk8ceIEDRo0iLS1tRVr4To6OuTu7k4nTpzgRLM8rOfe5dy9e5ciIyN5m/thmRG2Klq2bMmbFuv7n9XYj0gc/9XlsR8R+/5v0qRJnP5/ocPyGUvEPiMpa30h8vTpU/r555/rhH75z18oWcFFREREahOiEfV/CBZGzIYNG9LLly+JiOjs2bNUVFSkKIuOjqYvv/ySt7pkZGTQwYMHac2aNbRu3TqKiIhgujjKB5cuXaLLly9/9kdERESkNlL+ZbC8Gaa2Txbo6ekpNuF17dq1zMa4/Px8XjbDyWFtRCoqKqLJkyeTuro6rVq1qs7ps7j+r169qvantsPSCFqaW7du0YoVKyggIICmTJlCq1evpgcPHnCqaWZmptj8uX37dpJIJIqyuLg4srGx4VT/4MGDpKKiQnp6erR+/XrS1dUlf39/+vbbb0lHR4fz656bm0teXl5kYGBAvr6+tHPnTjp9+jSdOHGCtm/fTl5eXmRkZETe3t6Uk5NT4/qs218aVhOxLI24rDfDmJqaUlJSUqVlL168oMaNG3OqLzTS09Pp7t27dP/+fcrOzuZNd+jQoWRgYECOjo7Us2dPxU+vXr041W3QoIFizsXU1LSM2SsvL69CYBYuyMzMpNmzZ1ODBg1IVVWVzMzMyMjIiFRUVMjc3JwCAwM5efYJQV8I1788fL7zPH36lOzt7enevXuUlJRErVu3VmzG6tChA71+/ZrzOmRmZpKRkRHnpv/qYGkEbdasGampqZGzszOFh4dX2Pj48OFD3u/FlJQUTgPRCMEIZWlpWWU/k5KSwmkgKCG0nzVz5swhb29vxd8ZGRmkqqpKs2fP5kWfpRGUqMSIOGzYMMrOziYfHx9ycnKi27dv0/Xr16lPnz7k4+PDmfbAgQPpwIEDlZaFhoZSt27dONOWk5ubS02aNKFWrVrRkiVLaOfOnbR48WL6+uuvydramtOAJEJof2xs7D8+Nzo6uka1P/e+9+nTJ176G9ZGUE9PTxo2bBjl5eXRmjVr6LvvvqOioiLKy8uj4cOHk4eHB6f6cho1alQhEASfCEGf9VpvVFQUDRw4kFq0aEFOTk50+PDhOqVf12BtxNLW1q4QgEGOVCrlde2HiP/1hxUrVlDDhg3LzHFKpVI6deoUWVtb07Zt23itDwtYmwGqC/TL5VwE67XdZ8+ekba2Nk2ePJliYmIoPj6eoqOjafLkyaSlpUV37tzhvA7r1q0jU1NTMjU1JXt7e/Ly8qIVK1bQokWLyMTEhPNAeCxhPffNOhCBEO4/1kY4BwcHOn/+fLXnnTp1irp06VLj+qWRyWSUkZHxjwIj1xSs596JSua5z5w5Q/v376fz58/zHhSmsLCQzp8/TwcOHKArV66U2YPKNeL9XwKLvSd1ffxXl8d+RMLo/z4H34HA+Yb1+JtlwF0iMQlU//79y/z94cOHOqVf3d5jEREREZH/HtGI+j8ECyPmggUL6IsvvqgwCJg5cybp6OjQ7t27OdUnKtkMN2LECFJRUSErKyvq3LkztW/fniwsLEhDQ4M8PDyqfGGrKVhmRBIRERGpi2hpadHVq1fpypUrdOXKFdLV1S3zt5aWFusqckrv3r0rjQD19u1b8vDwoGHDhvFWF5YRoV68eEFt27alRo0a0fXr1+ucPhH7iFwfP36k1NTUKrOEcA3rjLwsjKCsmTx5MnXq1Ik+fvxY5vjatWvJ3Nyc88+kVatWdOLECdq1axepqKjQhQsXFGXHjh2jjh07cqrfoUMH+u2338oYcMvz4cMH2rRpEyfGANbtJyLas2cP7dmzh7S1tWnv3r2Kv/mAtRGX9WYYbW3tz5bzZT769OkThYeHk7+/P7m4uNCQIUNo6tSpdPLkSU6iwZemqKiItmzZQvb29opM3PJFoo4dO9K2bds4i4YuR1dXVxGQi0/MzMwUZouWLVuW2QSTmZnJqRGKiCgiIoK++OIL8vf3p6tXr5bp+wsLC+nChQvk5+dH1tbWFB4eXuv0WV//yuAzIrtQMsLm5+dz/h3/HKyNoCwyklZHSkoKKSkpcfb/hWCEYrkZRwjtL63Hd/8vhIywLI2gRGwzQp45c4YMDAzo8OHDimfvp0+f6PDhw2RkZFSlSbOmYZWRVyjtZ4UQMsKyNoJmZ2dTz549SUtLi9q3b09qamqkrq5Oqqqq9OWXX/JmzvT29qaGDRvSxIkTaeHChRQcHKz4qQv6rI2wdR3Wm/BY67OgurEl3xuF+V5/EEpGWJawNgNYWVlRZmZmpWVZWVlkamrKmTbrjehEJYFA7OzsFPONSkpK1KpVqyoDBHHByZMn6ZdffqE3b95QYmIiubi4UOvWremnn36i4uJiXurA4vnLeu6bdSACIvb3H2sjXEJCAjk6OlKLFi1oyZIldPHiRXr27Bk9efKEzp8/TwsXLqSWLVtS9+7dKT4+vsb1K+PfBAf6b2A9901EtHLlStLU1FSsuSgpKVH9+vVp48aNnOhVBauMsOL9XwKLvSd1ffxXl8d+clj2fxKJhObPn08uLi60detWxXGZTEbBwcGkpqbGeR1Ywnr8zdoIq6mpWaeTQLE2YtZ1fREREZG6gBIREUQEzbNnzzB//nyEh4fD3NwcVlZWkEqlSE1NRVZWFtzd3bFo0SI0adKkxrWJCJs2bcLkyZPLHJ81axYcHR3h6upa45qlWbt2LXbs2AFvb294eHigYcOGZcpfvnyJAwcOYNeuXZg0aRJmzpxZo/rv37/HlClTcOLECQwZMgQODg5lrn9MTAxOnjwJZ2dnrF27Fg0aNKhRfVtbWygpKX32nISEhBrVFBERERECysrKny1XUlJCcXExT7Xhn/v372PQoEGIj4+Hpqam4njjxo1haGiIo0ePwsLCgtM69OrVC0pKSoiJiUG3bt0Uxy9evMiprpzDhw9j/Pjx6NGjB0JCQqCvr8+LrlD0WV//2NhYzJkzBzdu3AARQUVFBV27dsXKlSvRoUMHXuoAAAYGBsjOzuZNTyjcuXMHmzZtwl9//YX8/Hzo6urCzs4O3377LRwdHTnVlkgkCAoKwqpVq8qMQ0eNGgUHBwdMnTqVU/369evj/fv3kEgk0NbWRlFRkaJPICIYGBggJyeHM/3c3Fzo6en9o3PfvXtX4+N/1u0HSp4/AMo8f5SUlHh5/rRu3RpLly5Feno6JkyYgLNnz6J3794AgOPHj2PJkiW4efMmZ/o6OjrIz8+vsrxBgwZ49+4dZ/ryz///Wl4T7N69GwsWLIC6ujq6dOlS5v03NjYWALBo0SJ4eXnVuPbt27cxbtw42NraKp45VlZWKC4uxuvXrxETE4OwsDC8evUKe/fuRceOHWu8DgDQrFkz3L59G/Xr1+fk/1fFtGnTcO/ePYSEhODatWuIiIjAmjVrUFhYCD8/P9jZ2WHz5s2c6fv5+WHZsmUwMDD47HkZGRmYO3cuduzYUav0WV//4uJiqKio1Pi5/xR9fX2kp6dDTU0NZmZmeP78OXR1dQEA+fn5sLKy4vT5JxRWrFiBcePGwczMTHFMJpMhPj4eX375JYqKiiCRSBTXhg9ev34Na2trZu+/XOubmJggOTkZGhoaFcokEgksLS2RmZnJibac5s2bIyoqCl988UWFshcvXqBPnz549eoVJ9pCaD/Arv9v27Yt1q1bV+k7TlRUFBYsWIA7d+7UqGZ5DA0NkZSUBG1tbVhaWuL+/fswNjYGUNLnNG/eHFlZWZzpGxkZ4eXLl9DV1UXTpk1x//59aGtrAwAKCgrQtGlTpKamcqa/du1azJkzB2pqajAwMEBWVhZkMhmCg4MxZ84cznSFgpDa//XXX+P+/fu86Q0aNAheXl4YOXJkhbIDBw5g06ZNiI6O5rQOOTk5cHd3x61bt9CiRQv89ddfUFJSgkwmQ+PGjXHlypUyfTJX/Pnnn7h16xays7OhoaGBFi1aoF+/flBVVeVcG/jPO3h5+HoPZ63v4+ODCxcu4JtvvoGFhUWZuaj58+dzrp+fn49NmzbhxYsXkEqlZcp27dpV6/X19fU5n2cSsj6LuWchzP2UJiAgAJs2beJNT0dHB3l5eZXufyguLoapqSkv41+WNGzYEPfv34ehoWGFsuzsbLRo0QJv377lTN/b2xuNGzeu9Bm7ZMkS3L17F5GRkZxof/fdd9iyZQsn//vfkpCQgIyMDJibm8Pa2pp1dXiHxfNXaM8/lrC6/16+fAlvb29kZmZi9OjRcHBwgKWlJWQymWL+/dChQzAwMMDu3bsrnSepCaKiorBlyxZcvnwZHz58AABoa2vDyckJvr6+GDRoECe6lcHXWID13Pdvv/2GmTNnYvXq1XB2doaRkRHS09Nx7Ngxhd7QoUNrVLM8WVlZWLlyJbZv3478/HwYGRlBKpUiJycHJiYm8Pb2xuzZs2t83VWOeP+XwPfYDxDHf3V57FceFv2fn58fwsPD0atXL5w/fx7r16+Hm5sbBg8ejNjYWCxduhTff/89L3VhAevxlbKycrV737lc+2LdftaUbz/f7wCs9TU1NbF9+3bILVL+/v7YsmULSlumuNjzIiIiIlKXEI2oAoe1EXPdunVwc3NDo0aNavT//lOWLVuGWbNmQU1N7bPnSSQSrF69GkFBQTWq37FjR0yaNAljx46Furp6ped8/PgRu3fvxq5du2p8Y8yePXuqPWfcuHE1qikiIiIiwh6ZTIbi4uIK/V9iYiJvffKePXtARAgICCiz6Z6PficgIABbt27FlClTqpz043JikrU+wPb6x8bGom/fvhg6dGiFxaioqChER0fj66+/5rweALvNSCyNoLt27cKMGTMwZswYtGjRAlpaWvjw4QMeP36M/fv3Y8OGDfD09ORM/8iRIxgwYADq1avHmcbnsLa2xtWrV2FjY4Nz586hZ8+eimdhTEwMvv32Wzx79oyXuqSkpMDKyooXLTlCaj/LzXisjLisN8Ow1ndzc4Ouri4mT55cpcnz+vXrWLduHQoLC3H06NEa1Xd2dsaaNWvQrFmzz5736NEj/PDDDzh58mSN6ss5fvw4Nm3aBH9//wqbHrjsAyQSCSZNmoR9+/Yp+j+ZTAYA6N69O44fP86r+a2uwfr6d+3aFYsWLUKfPn0+e97p06exaNEiXLt2rUb1zc3N8ddff8HExAR2dna4evWqYmNUVlYWvv76ayQnJ9eoZnlevnwJLS0tmJqa4tChQ9i/fz8MDAwwceJEdOrUiVPtzyEEI2jDhg0V9yMLfS7bLwQj1Ny5cxEfH4+wsLAymyKICB4eHjAwMODMiC6E9rPs/z/3vieVSmFkZMS5CZ61EdTLy0uxvrB9+3bEx8fj119/hUQiga+vL1RVVbF//37O9AHgzZs3OHXqlGIj2IABA2BiYsKpZnmkUimOHTuGCxcuIDk5GSoqKrC2tsaAAQM4NwQKof0A//MfZ8+ehYeHB7Zv344hQ4ZARUUFUqkUR48exaRJk7Bx48ZKn01cwNoI6u3tDR8fH/To0YMXPZGysDbCDh8+HDdu3ICjo2OFdeDdu3fXWv2rV68CKHkPj4qKUmzC43reUyj6cljMPWtoaHx2P8PSpUtRWFjIaR1YBkJiPfclBFibAf7++2+0bdsWPj4+GDVqFMzMzPDmzRuEhYVh165duHr1Ktq1a8eZvkiJ6eSXX37BxYsXkZWVBRMTE/Tr1w/Tpk37x0Ey/6+wfP4K6ftfV4PgymFthJNDRMjKyoKysnK1Bs3/lqqSQJTee1Gbk0C0bdsWP/30E9zc3CqUhYWFYfPmzbhy5Qpn+pGRkfjhhx/Qv39/jBo1Ch07dlQEZZNIJIiNjcXBgwdx6tQprF27Fu7u7pzVpS7e/6yDYArp+c8CcezHFktLS4SHh6Nz5864ePGi4n0rMzMTYWFhaN26NesqcgprI6iWlhZOnTr12XO4nI/T1dVFXl4eZ/9f6JR/vvI9Bmatb2Nj89n7X0lJqVaP/0RERET4QDSiChzWRsygoCBERkZCU1MT7u7ucHd3x1dffVWjGkKGdUakysjMzISRkRHnOiIiIiIi7LC0tISTkxPc3d3h5ORUaXYUvmCxGFc6I66SkhKISDE5IP+dy8kw1vqlYXH9+/bti169elU6rgwODkZcXBwOHz7MaR1YZoRlbQT94osvsHPnzko34l26dAkTJ07E8+fPOdMfM2YMLl++jM6dO8Pd3R0uLi68ZgVcuHAh9u3bh7i4uDIZoWfNmoVt27Zhw4YN8Pb25qUuLL5/Qmo/i814rI24rBdDVVRUPhtwIikpqUKGlJrk2rVrcHBw+Efnln8+1yaCgoKwbNmyCsf56v8zMjJw9+7dMhvxWc3D2NvbIy4ujok2K31W1591RHbWGWEPHToEDw8P6OjoYPHixQgKCoKnpyckEgnCwsIQGRmJvn37cqb/OWq7ERT4z0bUysjIyMCIESM40xeCEer9+/do164dtLS0MGLECMVmnPDwcGRnZ+P27ducmdKE0H6W/b8QMsKyNoIKJSOknA8fPoCIFGZcPmCVkbcyWLQ/KSkJANCqVSvExcUpzAB8ZIYQSkZY1kbQyZMnIywsDHp6evDx8cG4ceN4D0r15MkTbN26FcnJydixYwdCQ0MxefLkOqPPEl1dXfz9998wNzevU/q2trYASp5B8ucNnxvwWOuzNGL17Nmz2o3Aly5d4rQOLAMhsZ57EwJCMANcu3YNfn5+ePTokWINzN7eHhs2bODdEF7XSElJgYODA5SVlTFgwABFINgzZ85AQ0MDsbGxMDY25kyf5fOX9dx3aVhn5BYKfBrhPse/mZf4vzJv3jysWrUK06dPR4sWLQCUtH/y5MmK7JB8J4Hgc+5bV1cXOTk5lQb7KSoqQsOGDZGWlsaZPuuMsJVRl+5/1kEw6/r4Txz7sUVHRwf5+fkAShJCqKuro0ePHjhy5EidCP7L2gjK+vu9bNkyBAYGVlkulUp5C4THAtZGUNb6IiIiIiLcIxpRRf4RT548QUREBCIiIvDhwwe4ubnB3d0d7du3560OkydPxsaNG3nTq4rly5fjxx9/5FVTKpViwYIF2LhxI6RSKeLi4jBy5EgcP36c140oIiIiIiL8kJ+fj6ioKERERCA6Ohrdu3eHm5sbnJ2doaOjw2tdWCzGJSYmVnsOl5lhWeuXhsX1NzAwQGJiYqUTr+/evYOdnR1SUlI4rQPLjLCsjaC6urrIzc0tY4iWI5VKYWhoiNzcXM70AeDTp084f/48IiIicOrUKdjZ2cHd3R1DhgzhPDMMEWHTpk0VNjzOmjULjo6OcHV15VS/NCy+f0Jq/4oVK3jdfAywN+Ky3gyzZ8+eas/hezMEawYNGoSoqCheNfX19REaGgonJ6dKn8Vc07NnT/j6+mLYsGHQ0tLiXb80rCPFstBnff1ZRWRnnRG2devWWLp0KdLT0zFhwgScPXsWvXv3BlCSpXjJkiW4efMmZ/qfQwgZUbnWr+5Zx7URXwhGqKysLMyfPx/Hjx9XZEV0cXHBTz/9xHlAQCG0nxVCyAgrFCMoi4yQb9++xcSJE7FixQqYm5vDy8tLkXHezc0Nv/32G+dBiVhm5BVC+4H/ZCYovVTLZwA0IWSEFYIR9NOnTzh+/Dj27NmDs2fPwtHREd9++y2GDBlSIUtlTXPu3DkMHToULi4uOH78OB49eoR27dph5syZvPQDrPUBtkbYpk2b4vHjx9UGhK6t+qw3AbLSZ22EZQ3LQEhCyAgrBIRiBkhISFCMAfgIgiECjB07FkVFRQgNDS2Tce7Tp0/w8PCAqampwhTHJSyev0KY+xZKRm6hwYcR7nPwdT9euHABEydORGBgIMaPH8+rdmXwOfdd142An6Mu3P+sg2CK4z9x7MeS8s83LS0tPH/+HJaWlgxrxR+sn++s15kBID4+Hg8ePEDXrl1hamqqOP7s2TOMGTMGd+7cYVg7btHU1MT27dsVY15/f39s2bKlzDw0l8EfWeuLiIiIiHCPaET9H0IoRsxXr14pTKmvX7/Gy5cvedFlvRgmh8UAfd68ebhw4QKCg4MxcuRIpKSkYOzYsVBTU8PBgwd5rYuIiIiICL9IJBKcPXsW4eHhOHv2LNq2bQt3d3f4+vryop+cnIyGDRvyolUZhYWFyMnJgYGBAZPMsKz1WVz/6iYD9fT0ODdCymEx/mNtBO3cuTO8vb0xadKkCmXr16/HwYMHERMTw5l+eWQyGa5evYqIiAgcO3ZMkbGyNrN3714AFSdC68Ik6Pv37//xZuvc3Fzo6enVqD5rI64QNsMIha+//hr3799nXQ0m79/m5uZISUkpsxmMT1avXo29e/ciMTERw4cPh6+vL7ONEKwXKFnoC+X6s4rIziojrPyzlkgk0NbWRlFRkWIsRkQwMDBglqmitmckFQpCMEKxRCjt57v/F0JGWDksjKClYZER0s3NDaqqqti+fTtmzpyJ169f4+eff4ZUKsW8efNgbW2NXbt2cVoHlhl5hdD+0ghh/YtFRlg5LI2g5blx4wYCAgJw79496Ovrw9fXF/Pmzavx9185HTp0QHBwMAYOHKgICHLnzh2MGDGCF1Mca33WRtg1a9YgMTERixYtQoMGDTjXE5o+64xwrPVZPXuJCAkJCWU2+YeFhWHYsGG8zkWwCIQkhIywQqIumgHqOmZmZrh9+3al634JCQno168fXrx4wXk9WD9/WVHXAxFUBV/9oa2tbaV9QGJioiJAKNefRVpaGsaOHQt9fX3s2LEDtra2zN7D+Jz7FqIRlc+MsJ+jLt3/rIJgiuO//yCO/finrmdkZG0EZZ2R9MCBAxg7dixkMhkaNGiA2NhYfPXVVwgJCUFAQABatGiB27dvc6bPGhsbm88+f7keB7PWFxERERHhHtGI+j+EUAbCpRej09LSykQK4RKhtJ/FBIytrS1iYmJgaWmpuA7v3r1DkyZNkJmZyWtdRERERETYUVxcjIsXLyIyMrJMlsiaJiws7B9v9gwNDYWHh0eN1yE2NhZz5szBjRs3QERQUVFB165dsXLlSnTo0KHG9YSkz/r6C2kxisViOGsj6M2bNzFo0CAYGRnB3t4e2tra+PDhAx49eoS3b9/i3LlzaNu2LWf61XHr1q0qM9XUFNnZ2fjll19w8eJFZGVlwcTEBP369cO0adM42/hZGnk23NIbnZWUlHDx4kXOtQG27e/YsSP8/Pzg5eVVZTYOiUSC3bt3Y+fOnbU6QiQr7t69i7i4OEXm10+fPsHV1RWLFy9G+/bteauHUDYjsTIipqWlYe7cudDX1+dVuzR//vknQkJCcOjQIejp6cHX1xeenp4wNzfnrQ52dnZ4+PAhb3pC0md1/d+9e1dmA/rNmzfRqVMnTjVLwyojrDzQhY2NDc6dO4eePXsq+qGYmBh8++23ePbsGWf6rI2grDOSliYzMxOXLl1CcnKyIlN4nz59OM2IWx5WRiipVIpjx47hwoULivZbW1tjwIABvBoSWRrBWPT/QskIy8IIWhoWGSENDQ2RlJQEbW1tWFpa4v79+zA2NgZQ8uxr3rw5srKyOK0DS4TWfr6/f0LJCFsZfBtBgZLrsX//fvz+++948uQJBg4cCB8fHzRq1Ajz5s1Dbm4urly5wol2gwYNkJOTAyUlpTLroA0aNMC7d+840RSSPisjbPlsxJVtjON6/MdSX05AQAAvmfeEqs9i7FNQUAAnJyeYmpoiIiICAJCeno5GjRqhffv2OH36NO/jQFaBkETqLllZWdizZ0+l714jR46s1fehjo4O8vPzqyznq/9l9fwVyty3UPae8Q1rI9y8efOwatUqTJ8+HS1atABQ0gdNnjxZcT/yEQiUiLBkyRKEhIQgIyODWSBGPue+y2ckK8+kSZMUxkS+4NscJd7//0Ec+4nUJeq6EZW1ERRgm5HU3t4ew4YNw6xZs7B48WKkpqbC3t4egYGBmDVrFpYsWcLbuo+IiIiIiEhtRDSi/g/BYiBcejHazMwMXl5eOHXqFAD+FqPlkwGlo9IB3EeCqgoWkWKMjY2RmpoKNTU1xaJYUVERrKyskJ6ezmtdRERERET44e7du/jiiy/QoEED3L59G+Hh4SAieHh44Ouvv+ZUe+rUqbh//z6mTp0KFxeXCplAi4qKcPToUaxbtw5t2rSp8YztsbGx6Nu3L4YOHQpnZ2cYGRkhPT0dx44dQ1RUFKKjozm9Bqz1WV9/XV1dPH78uMrFqJYtW/I2FmKREVYIRtB3797h8OHDePz4MfLy8qCtrQ07Ozu4u7tzviBUUFCAwMBATJs2DVZWVvjhhx9w8OBBEBG8vLywdOnSKg2KNUFKSgocHBygrKyMAQMGKL5/Z86cgYaGBmJjYxWbg7mGxfsX6/bn5uZiypQpOHnyJNzc3ODg4ABLS0vIZDK8fv0aMTExiIqKwoABA7Bu3TpO7kfWRmSWm2Hu3bsHR0dH+Pv7Y8WKFQBKnge+vr44f/48oqOj0bp1a07rkJSUBABo1aoV4uLiFH0Bq8i8LN6/bW1tkZiYyGwjcHm9M2fO4KeffsK9e/dQr149DBw4EL/88kuNfybFxcX/OPPKvzn3f0W/Kh0+r/+YMWMgk8lw8OBBACUR+s3NzTF8+HDs37+flzazygi7cOFC7Nu3D3FxcdDU1FQcnzVrFrZt24YNGzYonstcICQjKCuePXuG+fPnIzw8HObm5rCysoJUKkVqaiqysrLg7u6ORYsWoUmTJjWqKxQj1O7du7FgwQKoq6ujS5cuZdofGxsLAFi0aBG8vLxqVFco7Wfd/wshIywLI2h5+M4IaWRkhJcvX0JXVxdNmzbF/fv3FcaXgoICNG3aFKmpqTWuWxV8Z+QVWvvl2SD5QmgZYVkaQfv374+LFy+iefPm8PHxgaenZ5n37ocPH6JLly6cvZe0bt0amzdvRteuXRXzEHfu3IGPjw8vGYJY67Mywl6+fLnarDxcBidgqc/63Yu1fmlYGLECAwNx48YNhIWFlRnvpKenw9XVFX379sWSJUt4rZOcf5Op/L9BKBlhRfinuLgYixYtwrp169C+fXs4ODiUefeKiYnBw4cPMXXqVAQFBdXKTeEsA8Gyfv4KYe5bjlCCMPKNEIxwFy5cwMSJExEYGIjx48cDYGcKio6Oxr59+7Bt2zbOtVh//6rLSAYAL1++rFHN6uA7CKl4/5fl0aNHUFdXR9OmTXnRE8d/IqyQB4GSQ0QVnoe1fe2HpRGUdUZSHR0dZGVlQUNDA3l5eYr+cN++fRgwYABnuiIiIiIiInUGEhE8NjY2ZGtrSyoqKmRra6v44YMhQ4bQsGHDKDs7m3x8fMjJyYlu375N169fpz59+pCPjw/ndbh8+TJdunSJdHR06PLly4ofVkRHR/Ou6eLiQkFBQUREpK+vT0REq1atooEDB/JeFxERERER7tm1axdpamrSo0eP6MiRI1SvXj0aNGgQDRgwgOrVq0dHjx7lvA7nz5+njh07kq6uLjk6OpKHhweNHDmSunXrRpqamtShQwc6d+4cJ9p9+vShJUuWVFq2cOFCGjp0KCe6QtEnYnv9lZSUSFlZudIfeRmXHDhw4B+fu3//fk7qkJOTQzt27KAZM2bQ+PHjadq0abRjxw7KysriRE9IjBs3jrp160Zv376l77//ntq0aUOHDh2i0NBQatWqFc2cOZNT/TFjxtDw4cNJKpWWOV5UVERDhw4lf39/TvVL06BBA9605Ail/XFxcRQQEEBfffUVaWtrk66uLtnZ2dH3339PDx484Ew3OTmZGjZsSI0aNSI/Pz8KCgqiCRMmkLW1NTVt2pTS09M50yYi+vPPP0lHR4dmz56tOJaTk0Nubm6kq6tL9+/f51R/yJAh9PPPP1da9uOPP5Kbmxun+kT/6QOUlJQUP1w/94VG6XmH8j98cevWLZoyZQqZmJiQiYkJzZgxgx48eEBZWVk0YcIEatWqVY1rOjg40Pnz56s979SpU9SlS5dap18aFtd/2bJlZGdnR3FxcWWO//XXX/Tll1/SqlWralzzc9y9e5emTJlCZmZm1KxZM1qxYgWlpqZypieTyWjDhg0Vjs+cOZOXdx8hkZGRQQcPHqQ1a9bQunXrKDIykt6/f8+p5i+//EJfffUVrVixgpKSkiqUJyQk0NKlS6lJkya0evXqGtUWwtzzkCFDyNPTk27evFnlOdeuXaMRI0aQq6trjWuzbj+RsPr/goICys/PZ6JdVFRE4eHh5OrqSvXq1SMnJycKCwsjiUTCe12uX79Obdu2JSUlJTIwMKBZs2bRu3fvalTD09OThg0bRnl5ebRmzRr67rvvqKioiPLy8mj48OHk4eFRo3rVwff7l9DazzcGBgaK75qFhUWZd6309HQyMDDgrS5OTk6kqqpKdnZ2tGbNmgrvfXFxcaSjo8OZ/qRJk+jWrVsVjsu/+3l5efT48WPO9ENDQ0lfX5/mzp1L2tratGLFCrK0tKQ9e/Zwpikk/VatWlFMTAwR/Wf98/bt22RnZ8eL/pQpUyo97unpWWv1Wb97sdYvP+dWU+f+U5o0aULPnz+vtOzevXvUtGnTGtf8p8i/g1ySn59PDg4OZea40tLSqF69etStWzdm40ARfujevTv99NNPn51fSE5OptmzZ1PXrl15rBl/6Orq/lfl/w2sn79CmPuWw+c6k9A4f/48NW7cmHbs2KE4xsfzvzRv376lvn370vDhw+ndu3e86v/999+0bds2Wrp0Ke3cuZNevnzJiy7r758QadmyJe+adfX+T0pKor59+9LgwYMpLS2NHB0dFXN/Xbp0obdv33KqL47/RFjyuTVf1nvQ+SA0NJRUVFRISUmJ9PX1FfNbu3fvJi0tLWrfvj2n+nZ2drRw4ULKz8+nOXPmkKenJ61cuZJUVFRozpw59OnTJ071y4+tNTQ06NSpU5xqioiIiIiI1CVEI+r/ACyNmEJajOb75Z+IaPny5f9owFtUVERLly7lrB4vXrwgGxsbsrS0JFVVVfrqq6/IysqKnj59ypmmiIiIiAg7mjZtqujr27RpQxEREYqyw4cPk729PW91uXXrFq1YsYICAgJoypQptHr1ak5NSEQlfX5Vm61zcnLI0tKyVuuXhsX1f/XqVbU/XDJlyhTq3r07HTp0iAoLCyuUSyQSOnjwIDk4OFBAQACndWFBZmYmubi4UIMGDahv37706NGjMuVcbkQgIjIyMqLMzEwiImrUqFGZRdiXL1+SiYkJp/qmpqaVGiCISsbEjRs35lS/NMuXL+dNS46Q2s8C1kZc1pthzMzMqKCgoNKyrKwsMjMz41S/NCzev52dnenZs2fVnvfkyRMaNGgQp3UpLi6mmzdvUlhYGF29epWKi4s51StNs2bNSE1NjZydnSk8PLzCnMTDhw9JT0+vxnUTEhLI0dGRWrRoQUuWLKGLFy/Ss2fP6MmTJ3T+/HlauHAhtWzZkrp3707x8fG1Tl8Oq+vfokWLKs3u0dHRTDbmSKVSioqKUhihNDU1aejQoZSYmMh7XfiEhRGUiOjp06c0YsQIUlFRISsrK+rcuTO1b9+eLCwsSENDgzw8PKrcsP7fsnTpUioqKqr2vMLCwioD9vxfEcLcc2xs7D8+t6YDFAqh/aXhu/9/8+YNubi40OPHjyknJ4dcXFxIRUWFVFRUaNiwYZSbm8trfUrDhxG0PG/evKE1a9bQ119/TRoaGuTm5kbHjh2jv/76i1xcXMjR0bFG9bKzs6lnz56KTUdqamqkrq5Oqqqq9OWXX9KbN29qVK8qEhMTKTExkfT09CgpKUnxN9cIof0sx7+GhoaK/q1JkyZlNn7m5+eTubl5jep9DtZG0MpISUnh1ZAfFRVFAwcOpBYtWpCTkxMdPnyYN23W+iyMsCkpKbRnzx7as2cPaWpq0t69exV/79mzh9avX8+p+Zm1Put3L9b6rI0g9evX/2w513O/RP8Jgl7+R1lZmfOA6D/++CP17NmT0tLSyhxPS0ujTp06KQJzi9ROXrx4wcm5/0uU/p5V9qOiosKZNuvnL+u5b9aBCIQESyOoHJlMRosWLaLGjRvz0vfJZDLy9/cnZWVl0tTUJEtLS9LS0iIVFRWaNWsW5/qsv39ycnJyyvx948YNzrRKI6TvX128/93c3GjUqFE0evRoatasGQ0ePJhev35NaWlpNHr0aBo9ejSn+uL4T4QlXAW2/1+BtRFUW1tbsefr/fv3ZGBgQIaGhryZQcs/Y6t7HxcRERERERH5d4hG1P8hWLz8CmkxmkVGojVr1tBXX31FK1eupJSUlArlr169opUrV1LTpk05z05RUFBABw8epJUrV9L+/ft52QQnIiIiIsIGbW1txe+GhoZlzA8ymazWT45Ut9GG6/az1hdhmxGWtRHUy8uLBg0aRMeOHSNPT08yMDAoUwcuN6IRlYy55ZPB1tbWZbL/SCQSMjY25lS/9POvMrgw/5Tm32x252IjOuv2s4a1EZf1ZpjqPl8+P38W7983btyg5s2b08CBA2nfvn2UkJBAEomEPn78SPHx8RQSEkLffPMNNW3alK5du8ZZPd68eUPt27cnVVVVMjU1JRUVFfrqq68oOTmZM83SLF++vILxobi4WGFSkEgknM4HnDhxggYNGkTa2tqKrHg6Ojrk7u5OJ06c4ExXKPqsrv/nvt/FxcW8jj9ZZIQlKnnOBgUFUZcuXejLL7+kbt26UXBwMOfGLzksjaAsM5KyRkhzzywQWvv57v+FkhFWDt9G0NKwzAh59+5d2rJlC/3888+0evVqOnnyJOebkErDOiMvy/azHP8KPSMs30bQyvSVlJSY6dc1+DbCFhYWUocOHcjGxoaUlZXJxsamzE/z5s05XfNlrS+H9bsXK33WRhArKytFEMDyZGVlkampaY1rlicoKIjU1dVp9uzZFBISQiEhIbR7927S1tZW/M0VQs4IKyLCB/Lv2Od+uIbV85f13DfrQARCg28jXFVcvXqVJk6cyLnOihUrqGHDhmXWlqVSKZ06dYqsra1p27ZtnNeBiN33TyqV0siRI2n48OGKY2/fviUlJSUaMWIE5+ZPoX3/6tr9b2RkRB8+fKC8vDxSVlYuMxbNzc3lfO1THP+JsITld1wICM0IyndG0vL6LPwXIiIiIiIitRklIiKI/E+gr6+PnJwcXjW9vLzw8eNH7N69G9u3b0d8fDx+/fVXSCQS+Pr6QlVVFfv37+e1Tnzz5MkTLFiwABEREbC0tISlpSVkMhlev36N9PR0DB48GIsWLULz5s05q0NRURGCg4Mxfvx42Nra4tdff0VmZiaCg4OhrKzMma6IiIiICBvs7e2xZs0aODk5wdnZGfPnz0fHjh0BABcvXsT06dPx4MEDTutw584dbNq0CX/99Rfy8/Ohq6sLOzs7fPvtt3B0dORUu379+nj//v3/ufx/XR9ge/2FxO3bt3Hp0iUkJSVBWVkZjRo1gpOTE+zt7TnTHDduHLKysuDn54dDhw4hKioK0dHRaNGiBQBAV1cXeXl5nOlbWFjg0aNH0NfXBwDMmzcP+/fvx927d6Gvr8/5/efm5gZra2usW7cO8+bNg7a2NubOnQsAmD59Op4/f46oqCjO9Fl//zp27Ag/Pz94eXlBTU2t0nMkEgl2796NnTt34s6dOzWqz7r9rNHR0UF+fn6V5Q0aNMC7d+8406/u/3Ot37p1a/z+++9o1apVhbK4uDgMHToUf//9N2f6pXFxccHx48d50SpNUVERduzYgS1btuDx48dQUlJSlLVp0wY+Pj6YOHFild/PmmDs2LEgImzb9v/YO/OoKI7F+19wQQVUFllUQDAYwuIW1IiGuIFEhSeIC4o6YAQFg/FJTBBjDPIwoFEiGNewqEGRKIlmBDdQFuNGBHdFIKCoLAMS2QYG+veHh/kyLJr3e9NdHaY+57zzjl19cquaqe7q6rp190JNTQ1VVVVYuXIlJBIJjh07xprumyguLoahoSGampo402QYBiKRCMrKytDU1ORMly/6reHi+uvp6eHx48dQU1NrV1ZTUwNjY2OUlpaypt+CmZkZ8vPzMX36dHh4eMDJyQndu3eXlt+9excTJkyQ+73w6dOnsLGxgbKyMhwcHKCtrY3S0lKcOXMGKioqyMzMxIABA+Sq2ZodO3Zg//79EAgEcHNzg4GBgUx5QUEBjh49iqioKKxYsQJr166Vq/6WLVvg7+//1nubWCzGtm3bEBgYKFf9juBqzMG3ueeRI0ciOzubMz2+tZ/r57+WlhaKioqgqqqKQYMGITs7W9rXy8rKYGZmBpFIxEldpk+fjpSUFJiZmcHDwwOLFy+Wue/cuXMH48ePZ+1dcOXKlfD09MSYMWNkjjc0NKBnz56orq7GkydP8N5778ldWyAQwMPDAx999JHc/9v/DZqamqioqOBcl3T7SY1/Kysr4eLigmvXrsHc3Bw5OTlQUlJCc3MzTExMcOnSJejp6clV87+huLgYBgYGaG5uJqbP1fi7uroau3btQl5eHiQSiUxZVFRUl9cnzfTp03HmzBmF1QfIv3uR0hcKhdi9ezcuXryI2tpaAICqqirs7e3h6emJmTNnsqIrEAhgYmKCjRs3tisLDg5GVlYWEhMTWdFuzYULF+Dl5YWAgAB88sknALh5Fvfr1w9VVVWdlnf1uU/K/0Fq7Ef5P7i+/5Ke+y4oKIBAIEB5eTkWLlwIGxsbmbVfGRkZSEhIgKamJqKjozF06FDW6sIn0tPTcfjwYezdu5czzdzcXKSmpkIkEkFHRwdTp07FkCFDWNW0sLBAZGQkJk+e3K4sOTkZGzduxLVr11itQ2u47n/ffvstfvrpJxw5cgSWlpbS47du3cLcuXOxfPly+Pv7s6bP1/6nKL//AQMG4MmTJ2hqakK/fv1QUVGBvn37Anj9PmhiYsLqtwc6/qOQhO21PXynbf/q1asXfvnlFzg4OBDRf9v9QN707NkT7u7u0n//9NNPWLRokcw5ijD3RaFQKBQKW1AjKuWNkP4YHRoairVr18oseuuIxsZGbNu2DQEBAazVpbS0FBcvXpQxQkyZMkVqEmATX19f/P777/jll19gaGiIjIwM/Pvf/8akSZMQFhbGuj6FQqFQuOX48ePw8PDAZ599Bg0NDWzbtg2ffPIJ6uvr8cMPP+CHH37A4sWLWdOPiorCmjVrsGjRIpibm6NPnz6ora3FvXv3EBcXh4iICFb11dXVce/ePXQ2TLWwsGB1spC0Punrr+iQNoJqaWmhtLQU3bp1kx6bM2cOampqkJyczPpkeVFREezt7SEWizFy5EgIhULo6+ujoaEBTU1NyMzMhKmpKWv6pI2YVVVV+PTTT3H69Gk4Ozt3+DFUKBTCwcEB4eHhcv9ATLr9np6ebz2Hzcl40u0nvRhmy5YtOHv2LIRCIfr06SM9XlNTAycnJ1hbWyM0NJQ1fb5RWloqff82NDSEtrY2J7oDBw7EgwcPpB/igdf3BmNjY2IL5LhciP/y5Uv0799f+u+rV69i3LhxrOvyRb8juLj+c+fOxeTJk+Hj49OubM+ePUhMTORkgXpoaCiWLl0qM9fX3NyMx48fY9iwYWhoaIBYLIa6urpcdd3d3dHQ0IAjR47IjIEaGxvh5uYGXV1d7Nq1S66areGjEZQ0XC3QID333BauN4LkW/u5RltbGwUFBVBXV4epqSmys7OhqqoK4PX4x9TUFM+ePeOkLiSNoJ3BlRFu1apViI+PR79+/eDh4YGlS5di8ODBrGp2BImNWAH+tB8gM/79448/cO3aNVRUVEBFRQXm5uaws7N76zc5tiGxEQsp/blz5+LKlSuwtbVFz549Zcqio6O7vD4fjLDV1dU4ffo0/vzzTwwcOBCzZs2SeSfp6votXL58GTY2Npzrktbn2gjy6NEjjB49Gh4eHliwYAH09PTw/PlzxMfHIyoqCmlpaXj//fdZrwcAlJSUwN3dHRoaGti/fz8n8x4GBgbIzs6GlpZWu7KKigqYm5vjxYsXrNaBwg9Ijf34QFZWFm7fvg2BQADg9dyHk5MTNm/eDGtra87rw9X9ly9z36Q2IuATJIxwwOtn7qpVq7Bnzx6oqKhAU1MTlZWVEIvFWLNmDbZu3cqatpqaGl69eiWz8U8LTU1N0NXVRXl5OWv6ncFV/7OwsEBcXBxGjBjRriwjIwMrVqzAnTt3WK8HH/qfIv7+3dzc0L17dzQ3N+PkyZNYsWIF1q1bh/r6eqxevRoAcOLECdb06fiPQhJFNzqTNoK21ed6MxqBQNDhs781XMx9USgUCoXSVaFGVJ7DFyNmVlYWrl+/zvnH6O3bt+PAgQPw8PDAwoULMWjQIJnywsJCHDt2DPv374eXlxerO3SRRE9PD3fu3JFZeFBSUoJRo0ZxthiHQqFQKNySmpqKHTt2tFsMtnLlSunHSbYYOnQoDhw40OGuoKmpqfDy8kJubi5r+srKyp1OBjEMAyUlJVYXgpHWJ339+QDJRFjSRlB7e3tMnDgRX331lfR3+OrVK4wZMwYTJkzAsWPHWDcFNDY24uTJk+3G//PmzevwI5E86datG4yMjDotLyoqarcwkQ3u3LmDPXv2ICUlpV0ir0AgYC2Vl3T7V69ejYiICLi6ukpNAG1hczKetBGV9GKYhoYG2NraorCwELNmzZIuRjx9+jT09PSQnp7e6d9FHjg6OuK7777DsGHD3njegwcP4O/vj99++421ugCvn7kPHz4EwzCcmj50dXWRl5cnk0z5119/YdiwYcQ+hnOxEL6pqQmLFi1Cc3OzNPm1pKQE+vr6mDt3LuLi4mSejV1N/01wcf2vXbuGKVOm4Jtvvmm3GHnTpk1ITEzEtGnTWNN/E1wlwl6/fr1dEikA5Ofnw87ODnl5eazp8xHSCyS41idthCoqKgIADB8+HLdv35ZuSmRoaMiJPsn2k3z+8y0Rti18MMJxtRFFY2MjTp06hdjYWJw9exa2trZYtmwZZs+e3c6YxhZcJ/K2hnT7m5qaZMY5xcXF7b6FsQXpRNjO4KL/tdz7O+L58+ewsbHhpP+rq6vj0aNH0NfXZ12Lj/qkjbCPHz/G1KlT0djYCENDQxQWFqK5uRkpKSmwsLDo8vqtIZ1OSFqfSyPs5cuX4e3tjbt370JJSQkMw8DKygoRERGsz323hWEYBAcHIyYmBmVlZay/A/AlEZZCjrS0NADArFmzIBQKpe9eXP/2SXHz5k3Y2trCx8dHOs/88uVLeHp64vz580hPT+/QKMYmXN1/Sc99t4V0IjgJSBrhACAsLAyRkZGIioqSznM2NTXh3Llz8Pb2RmBgILy8vFjRJv3tqTO46n/9+/fHy5cvOyxrbm6GhoYGp8YkEv1PkX//5eXl8PX1xYMHDxAYGIjm5mYsXboUEokEJiYmOHPmDExMTFjRBuj4j0KWN639aoHU3C8XkDaC0kRSCoVCoVC6NtSIynOoERO4f/8+vv76a5w4cQKDBg2SSSQqLS3Fv/71LwQFBcHMzEzu2jU1NQgICMDq1asxePBgfP755zh27BgYhsGSJUsQEhLy1rQEedC/f388f/4cvXv3lh6rq6uDoaEhysrKWNenUCgUimKhrq6OqqoqKCsrtyuTSCTQ0tJi9WNEYWHhW895k1Hrn65P+vq3prm5GVlZWXjy5Am6desGQ0NDjBo1ilVN0omwpI2gOTk5mDFjhjSNtIW8vDxMmTIFT58+7dKT4bGxsW89Z+nSpRzUhAx8aL+7uzs0NTWxc+dOVnU6grQRlw+LYcRiMXbu3IlTp06hrKwM+vr6cHR0hI+PD1RUVFjVvnr1qvSD8MKFCztMBI6Pj8fjx48RGxuL8ePHy1X/4cOHmDt3Lg4ePAgtLS04Ojri1q1bUFJSwvvvv49ffvkFAwcOlKtmRyxYsAA9evTAnj17oKqqiurqaqxYsQISiQRHjx5lXb8juFiI/+233+Knn37CkSNHYGlpKT1+69YtzJ07F8uXL2d1zom0/pvgyoj0888/Y+XKlTIfgbW0tPD999/Dzc2NVe03wYURSk1NDdXV1Z2Wv2mxFFuQNoJylUjaGTNmzMDp06c50yNthGpZkNL6UwnbGxC1hmT7ST7/+Z4Iy6URtDN9EkbYK1euwNfXFzdv3oSGhgY8PT2xYcMG9OvXj9N6kILr9n/55ZcoKSmRGu7Ky8uhr6+Pf//735wkQpFMhCVtBG27GLHlGdDyPODqOWBqaop79+5x8q2Rj/qkjbBOTk549913ERoaCmVlZTQ3N2PdunW4c+cOkpOTu6S+sbFxhwtxCwsLpXMy+fn5rGjzQb8zSBhh8/PzpXM/XG2A0hnp6ek4fPgw9u7dy6oOnxJhKWQwNjYG8Hoc0PK7V1JSItLvSeDs7IwxY8Zg/fr17coCAgLw8OFD1lLp+HD/JTn33RmkE8G5hKQRDnidyhkZGdnhRszJycnYuHEjrl27xoo2aSMq6f6np6eHx48fy2y+2UJNTQ2MjY1RWlrKmn5ncNn/FPn33xElJSV4/vw5LCwsWH8XpOM/Ckn69OmDpKSkN57Dt83Z5AlpIyjpRNLMzExMmDCh0/Jt27Z1Sb8FhUKhUChcQY2o/wBIGjH5RGlpKS5evCiTSDRlyhRoaGiwpikQCJCXl4eff/4ZYWFhSE1Nxfr16yGRSLBlyxbY2dlh27ZtrOm34OTkhEGDBiE8PBwqKiqor6+Hv78/nj59il9++YV1fQqFQqEoFh988AEEAgFWrFjRrmznzp04duwYMjIyCNRMMeDD9ReJRAgLC8O+fftQXV0NbW1tSCQSVFZWQkdHBwKBAOvWrUP//v3lrk06EZYPRtD6+noUFRW1SyV6+fIloqOjsWbNGlb1KYqNSCSCmZkZ7t27hwEDBnCqzQcjLh8Xw3BJQ0MD9u/fj927d+PevXsyH4dGjRoFDw8PeHl5sfJh2s7ODmZmZggNDcXixYuhqqqK7du3QyKRYO3ataitreVkV+SioiJMmzYNf/75J7S1tVFeXg4LCwv89ttvrCZTtSRCdERZWRnmzZvH6vPHwsICcXFxHaYuZGRkYMWKFbhz506X1Sd9/VsQi8XIzMyU3n/Gjx9PzBTQAhdGKNKLwTqCtBGUyzb/9ddf6Nu37986t6qqihUzFkkjVGtIJXGRbj/J5z9APhG3M/iQiMqV/osXLxAXF4dDhw7h/v37mDFjBjw8PGBkZIQNGzagqqoKly5dkrsuyUTe1pBq/759+xAUFISYmBjpQliGYXDq1CksX74cISEhWLZsmdx120IqEZa0EZT0RnQtfPfddygsLERQUBAr82x81ydthNXR0cGTJ09k3vfr6uqgr6/PyUYoJPQ3bNiArVu34rPPPoO5uTmA/0uI2rVrFwB2515I65M2gvCJ3NxcpKamQiQSQUdHB1OnTsWQIUNY1+VTIiyFHKRTkEmhr6+PvLw89OnTp11ZRUUFLCws8Pz5c1a0Sd9/+Yoi/RZJG+HU1NTw6tWrDp/DTU1N0NXVRXl5OSvaKioqCAwM7LQ8JCQE9fX1rGgD5Pvf3LlzMXnyZPj4+LQr27NnDxITE3HmzBnW9DuDy/6nyL//FlqP/XR1dTFlyhROxn4AHf9RyEF6w1HSkDaCkqbt33/kyJHIzs7utJxCoVAoFMp/BzWi/oMgYcQMCgp66zkbN25kTZ80AwYMwIMHD6ClpYUhQ4bg4sWL0pfwP//8E+PGjUNJSQnr9SgoKMD06dNRWFgoXQg7bNgw/Pbbb5x8CKdQKBSKYnH16lXMnDkT2trasLKygqqqKmpra3H37l28ePEC586dw+jRo0lXs8tC+vonJibi888/x/Tp07FgwQKMHTtWuhiqxRxx7NgxJCUlYceOHXBxcZGrPh8SYUkbQevq6vDo0SO8++676NWrl0zZ23bt+185ePDgW89ZsmQJa/oAkJWVhdu3b0MgEAB4vSjWyckJmzdvhrW1NavafIAP7a+pqUGvXr3QrVs3TvQosohEIsTGxuLChQsyidQODg6YP38+NDU1OalHaWmpdP7B0NAQ2trarOppaGigtLQUPXr0gJ6eHnJzc6Gurg4AqK6uxuDBgzlZCFxQUAADAwOkpaWhtLQUQ4YMwZgxY1jvDx0991rD9kL8NyVONjc3Q0NDg9XnL2l90te/LQzD4OHDhwBAfOM5RTWikv4AzWUi6dixY+Ht7Y0lS5Z0agIRi8WIjo7GgQMHcOPGDVbqQcoI1RoNDQ1UVlZyotUWPrQf4P75D5BPxO0MLu5/pBMhAWD69OlISUmBmZkZPDw8sHjxYpkNae7cuYPx48ezYs4nmcjbAsn2jx49GuHh4R0uuhQKhfj6669Zu+d2BpeJsHwxggKvx5tZWVnS9y8jIyOMHDmSVc22adydLUjuqvotkDbCDhw4EDk5OTL9vqSkBKNHj0ZxcXGX1b9w4QK8vLwQEBCATz75BAC3RgCS+qSNIHygpb179uyBiooKNDU1UVlZCbFYjDVr1mDr1q2c1INPibAU7iH57kWSN81//Z3y/xXS93+A3Nw33YiAvBGO5PzfpEmT3mrESU1NZUW7BZL979q1a5gyZQq++eabdomUmzZtQmJionRzJDbgQ/9T5N8/X8Z+AB3/UbiH9Iajig7pRNK2f/+27yD090GhUCgUyv8GNaJS3oiLiwt+/fVX2NjYdLgDuZKSElJSUljTr6mpQUBAAFavXo3Bgwfj888/x7Fjx8AwDJYsWYKQkBBWd8nV0NDAixcvoKKiAiMjI+Tm5koX/jQ0NGDw4MEoLS1lTb81TU1NyMzMxPPnz2FgYICxY8cS3xWeQqFQKOzQu3dvNDQ0vPEcthcCvXz5Ej///DPu3buHV69eQVVVFZaWlnBxceHMAKPIkLz+3t7e2LJly1t1ysrKsH79euzfv1+u+nxIhCVpBM3JyYGDgwNKSkqgpqaG3bt3Y9GiRdJytk0RNjY2uHr1aqcff5SUlFj9GHjz5k3Y2trCx8cHoaGhAF73B09PT5w/fx7p6ekdpuXJC09Pz7eeExUVxZo+6fbzAT4YcUkthmlqakJQUBDCw8NhbW0NGxsbDB48GBKJBM+ePUNGRgbu3LkDPz8/BAYGsv4+2GKEYxgG7733HqtawOtEgJycHOjo6MDS0hJpaWnSay0SiTBy5Eg8efKE9Xro6uoiNzf3b6cDdhX09PTw+PFjqKmptSurqamBsbExq/MfpPVJ8/DhQ8ydOxcHDx6ElpYWHB0dcevWLQCAtbU1fvnlFwwcOJA1fdKJsC2Gj84oKiqCRCJhTb8juDSCkk4kraqqwqefforTp0/D2dm5QyOYUCiEg4MDwsPDOXkf5NII1RpHR0ecOnWKVY2/A4n2NzU1yWy6UFxczGoSeGtIJsKSNoKSToQEgJUrV8LT0xNjxoyROd7Q0ICePXuiuroaT548YW08SDqRl2T732TAkEgk0NbW5mQjFlKJsK0hYQQFXr9nhIWFYd++faiuroa2tjYkEgkqKyuho6MDgUCAdevWsWKQvHjx4lsXw7Np0CetzxcjrJeXFwoKChAZGQljY2Pk5eXBz88PJiYm2Lt3b5fWLykpgbu7OzQ0NLB//34YGxtzakQiqc8HIxZJwsLCEBkZiaioKKnppKmpCefOnYO3tzcCAwPh5eVFuJaUro6vr6/U/K1IjBgxAocOHcLw4cPbld2+fRtz5szBo0ePWK0Dqfsv6blvuhEB+Y3gSOvzAZLjn59//hkrV66U0dPU1MTOnTvh5ubGqjYf+h/p3x9JfTr2oygyW7ZsQUBAQKflEomkS6+/Jm0EJZ1I2va/3/a9XxHGHhQKhUKhsAk1ovIc0kbM5uZmzJgxA+PHj8fXX3/Nmk5nCAQC5OXl4eeff0ZYWBhSU1Oxfv16SCQSbNmyBXZ2dti2bRtr+s7OzjA0NER4eDg2bNgAVVVVrF+/HgDw2WefITc3F0KhkDV9CoVCoSgmv//+O6ZPn46goCCMGjWqw3P4lhRCocgL0omwpI2gdnZ2sLGxgb+/PxISEuDn54eYmBi4uroCYH9XvtraWnz00UcQCATw9fVlTacznJ2dMWbMGOmYuzUBAQF4+PAhTpw4wZr+6tWrERERAVdXV6iqqnZ4TnR0NGv6pNsPvE6D7NOnD3R1dZGQkIC4uDhoamrCy8sL48aNY1WbtBGX9GIYW1tbTJo0CStXroS+vn6H5zx9+hQRERHIzMyUuym/MyOckpIS3n//fdaNcKtXr8bNmzcRExODy5cv48SJE/juu+9QX18Pb29vWFpa4ocffmBNvwVzc3McP36cE/NtZ5SXlyM1NVVmIf7UqVOlCbFsMHfuXEyePBk+Pj7tyvbs2YPExEScOXOmy+q3hsT1t7Ozg5mZGUJDQ7F48WKoqqpi+/btkEgkWLt2LWpra5GYmMiaPulE2NjY2Leew+ZiJNJGUL4kkt65cwd79uxBSkqKNBHTyMgI9vb2EAgEsLKyYkW3BT4YoUhCsv1ffvklSkpKpOPc8vJy6Ovr49///rd0TMY2pBJhSRtB+ZQI2Rou0mA7gkQib0dw1X4dHR08efIEKioq7crEYjEGDRrEaiILQDYRFiBrBE1MTMTnn38Oe3t7uLm5YezYsdK/hVgsRmZmJo4dO4akpCTs2LEDLi4ucq8DAPj5+WHnzp3tji9ZsgQHDx5kRZMP+qSNsC1UVFTAxcUFaWlp0vrMmDEDhw4d4iShlbQ+wzAIDg5GTEwMysrKOF+ASVKftBGXJBYWFoiMjMTkyZPblSUnJ2Pjxo24du0agZpRujptN7+R17n/JLZs2YKzZ89CKBSiT58+0uM1NTVwcnKCtbU1J+9gJO6/pOe+AboRAWkjnoqKCgIDAzstDwkJQX19PWv6DMMgPz8fQ4cOlR6Lj4+Hq6srp/cbkuMfsViMjIwM6bzP+PHjWV1z2hrS/U+Rf/907EdRdB4/foxbt25hwoQJ0NXVlR5/+PAhFi1axNr3Fj5A2ghKOpGUGlEpFAqFQmEXakTlOaSNmMDrXcHff/995Ofns7roriMGDBiABw8eQEtLC0OGDMHFixcxZMgQAMCff/6JcePGoaSkhDX9oqIi2NvbQywWY+TIkRAKhdDX10dDQ4M0odTU1JQ1fQqFQqEoLlFRUfjxxx+RmZnJubZIJIKHhwfS09NhbW2N77//Xro7JcDtZEzbRARDQ8NOzbldRZ9P1z8sLAzr1q3jRKs1JBNhSRtBtbS0UFJSIjW4nTx5Eu7u7sjIyMDw4cM5+fvfvXsX06ZNQ2FhIauLvjtCX18feXl5MoswWqioqICFhQWeP3/Oah3c3d2luwBzDen2JyQkwM3NDWpqati8eTMCAwOxePFiiMVixMfHIzExUbpbLhuQNuKSXgyTn58PExMTuZ/7dyFthBOLxVixYgUOHz4s/RDV3NwMAPjwww9x6tQpTuYk5s2bhzNnzuCDDz7AwIEDZRZHs5mIDLz+6Llx40YcP34c+vr6MkZokUgEFxcXBAUF4Z133pG79rVr1zBlyhR88803WLBgAfT09PD8+XPEx8dj06ZNrPd/0voA2euvoaGB0tJS9OjRA3p6esjNzZX+3qurqzF48GBOEtEUFdJGUD4mknINSSOUo6MjvvvuOwwbNuyN5z148AD+/v747bff5F4Hku3ft28fgoKCEBMTI73PMgyDU6dOYfny5QgJCcGyZcvkrvsmuEyE5ZMRlFQiZEcUFxfDwMBAOhZjG5KJvB3BVftnzpyJJUuWYP78+e3Kjh49il27diE9PZ3VOpBMhCVtBPX29saWLVve+lwtKyvD+vXrsX//frlpFxcX48KFCwCAFStWYO/evWj9ub6qqgrr169nbf6JtH5rSBtxWygoKEBJSQmGDBkCPT09znT5op+eno7Dhw9zkgLLJ33SRlxSqKmp4dWrV50mEevq6rK+EQJFMZkwYQKCgoIwderUN56XnJyMoKAgXL58maOacUdDQwNsbW1RWFiIWbNmSee/Tp8+DT09PaSnp3e6QSYbcHn/JT333YIib0RA2gg6adKkt25Ekpqayop2TU0N7O3toaurK/3GVFpaCiMjI1hbWyM5OZnTvgeQG/+QXHtBsv8p8u+fjv0oiszRo0fh7u6O5uZm9O/fH5mZmXjvvfcQExMDX19fmJub4/r166SryRqKbgQlrU+hUCgUSleHGlF5DmkjZgu5ubnQ19eHmpoa61qt0dDQwIsXL6CiogIjIyPk5uZKF8M3NDRg8ODBKC0tZbUOjY2NOHnyJK5fv46KigqoqKjA3Nwc8+bNg5aWFqvaFAqFQlFsPD09ERwczGr6WEcsXboUIpEI3t7eSEhIgFAoRHp6utQMyfZkFEA2EYG0Ph+ufwuKtBNwC6SNoPr6+rh//77Mb6tlQdSNGzdgYGDAyd8/NTUVI0eOhIaGButarenfv/8bjTZvK5cHIpEIZmZmuHfvnowBgAtIt3/EiBEICQlBaWkpli9fjrNnz2LKlCkAgFOnTiE4OBhXr15lTZ+0EZcvi2FIwRcjXFlZGbKysmTev7lMJ/Xw8OjwuJKSEqtG1B07dmD//v0QCARwc3ODgYGBTHlBQQGOHj2KqKgorFixAmvXrpV7HX7++WesXLlS5tmvpaWF77//Hm5ubnLX45M+6euvr6+PnJwc6OjowNLSEmlpaVJThEgkwsiRI/HkyRO5anYGiURYAMjKysLt27chEAgAvJ6Pc3JywubNm2Ftbc2qNl+MoKQTSUlC0gh19epVCAQCmJiYYOHChR3+/ePj4/H48WPExsZi/Pjxcq8DyfaPHj0a4eHhsLW1bVcmFArx9ddfc7IrPB8ScUkZQUnPf3QEl4mofEjkbQtX7T979izc3Nywb98+zJ49G926dYNEIsGvv/6KFStWIDIyskOTKttw1X6SRlDSiMVifPjhhygrK0NRUREMDQ1lynv16oVly5bB39+/S+rzyQiryOTm5iI1NRUikQg6OjqYOnWqdA2CIui3hrQRl2tIJ4JRFJeCggIIBAKUl5d3+u6VkJAATU1NREdHy6QWdiXEYjF27tyJU6dOoaysDPr6+nB0dISPj490Uw424dP9lxSKuhEBSSNcC83NzSgoKOA8lTQgIABXrlxBfHw8dHR0pMdLS0vh5OSEadOmITg4mDX9Fkj2P77MPZDqf4r8+6djP4oiY2VlBVdXV/j7+2Pz5s149uwZrKysEBAQAH9/fwQHB0vXBXVFSBsxSev37t0b+/btk845+fj4YPfu3dJ/r1ixArW1tazpUygUCoXS5WEovKZ///5MfX09wzAMY2hoyIjFYmmZWCxmBgwYQKpqnDB79mzGz8+PaW5uZtavX8/85z//kZatXr2amTFjBif1qKurY3JycpjMzEzm1q1b0r8JhUKhUChdEX19faaiokL678DAQMbY2Fh6TF1dnVX9EydOMEOHDmV8fHyYtLQ0medufX09c+HCBcbb25sxNDRkjh8/3uX0SV//1vTv358zrRbKy8sZR0dHpn///sy0adOYu3fvypSz3X49PT2msrJS5tjmzZuZoUOHMpWVlYyamhqr+kuXLmUcHR2Z7OxsmeOOjo7M6NGjmd69e7OqT5rhw4czOTk5HZbdunWLMTU15aQe1dXVjEQi4USrNaTb39K/6uvrmW7dujFNTU3SsubmZtbvCf369fufyrsSGhoanGvq6ekxJSUlDMMwjIWFBSMSiaRl5eXlzODBgzmpx8WLF5nvv/+e+c9//sPs3LmTSU1N5bQ/XrlypcPjSUlJrOqGhIQwDQ0Nbz2vvr6eCQ4OZq0eLWOdo0ePMpcuXfpbdeoK+qSvv5+fH/Phhx8yeXl5zKFDhxhnZ2cmPz+fuXfvHvPhhx8yK1eulLtmWx48eMDMmzeP6datGzN48GDmgw8+YKytrZmBAwcyKioqjJubG5Obm8uK9h9//MGoqakx69atkx6rrKxknJ2dGXV19XbjIra4ffs24+vry7z33nuMqqoqo66uzlhaWjL//ve/mVu3bnFSB8r/8fTpU0ZZWZkTLbFYzERGRjIWFhaMkpISo6ysLP3f+++/z0RGRnJ+P+Sq/W8a3zU2NnIy/rK3t2e6d+/OWFpaMt999x1TWloqU3779m1W38PKy8uZdevWMf3792e6d+/O6OnpMdra2ky3bt0YfX19JiAgoN07orxomX9YuXIlkfmHzuDq97d3715m0KBBzLlz56THmpubmV9//ZXR0dFhDhw4wHodOoLL+8/27duZHj16MH369GEGDx7M9O7dm1FRUWG+/fZbTvQ74unTp4ySkhIxfRKEhoYS07a3tyemTUq/vr6eGTNmDDNkyBBGWVmZGTJkiMz/zMzMmK1bt3JeL0WhubmZ8fHxYZSVlZnevXszgwYNYvr06cN069aN8ff37/L6LTx69IjZu3cvExISwhw4cIApKCjgTJs0b5tf5/L7A0Ux+e2335iZM2cyqqqqjJKSEqOkpMSoqakxLi4uzG+//Ua6el0Wvtx/GYbM3HdHpKWlMV5eXqSrwSlNTU3M48ePZY4dPXqUk/n36upqxsbGhnF2dpYeKykpYXr16sVMnDiRqa6uZk37nXfe6XRe8+bNm6x/eyPd/0ivfegIEv1PUX//dOxHUWRUVVWl97y//vqL0dTUZLS0tFj/5ssX2vbvtmMwtvs/aX0jI6N2c05t/0ehUCgUCuX/H5qIynOcnZ1haGiI8PBwbNiwAaqqqli/fj0A4LPPPkNubi6EQiHr9SC1K1dRURHs7e0hFosxcuRICIVC6Ovro6GhAU1NTcjMzISpqSlr+rW1tVi3bh1iYmJQV1cn3Q1FRUUFCxcuRGRkJHr37s2afkdkZ2fj/Pnz+PDDDzFu3DhOtSkUCoWiGGhpaaG0tFRm58U5c+agpqYGycnJrCdykk5EIK1P+voDwOTJk6GkpISMjAxMnDhRejwlJYVVXYB8IqxAIEBFRQU2b96MESNGSI87OTmhuLgY9+/fZ3VXvIqKCnh6eqJbt244fvy49HhdXR3mz58PoVDISSpNdXU1Ll++LB3/f/DBB1BVVWVdd8uWLTh79iyEQqFMKmZNTQ2cnJxgbW1NLBWHC0i339DQEGlpaRgyZAjOnTuHSZMmoUePHgCAjIwMLFu2DA8fPmRNf8SIETh06BCGDx/eruz27duYM2cOHj16xJp+a0gnQmtoaKCyspJTzdWrV+PmzZuIiYnB5cuXceLECXz33Xeor6+Ht7c3LC0t8cMPP7Cm/+jRI8yZMwdFRUUwNTVFnz59UFtbi9zcXOjp6UEoFOKdd95hTb+FjnZfffXqFQYOHKhQiTwMw0j7u5mZmcLpc41YLMaKFStw+PBhaf9vbm4GAHz44Yc4deoUq4mkpBNhnZ2dMWbMGOmcZ2sCAgLw8OFDnDhxQq6alP/D09PzreewmQjdGcXFxTAwMJD2Ba4oLS2VJtIaGhpCW1ubU/0WuGq/jo4Onjx50mHyjlgsxqBBg1BeXs5qHUgmwiYmJuLzzz+Hvb093NzcMHbsWOm1EIvFyMzMxLFjx5CUlIQdO3bAxcVFrvok5x+Kioo6LXv+/DlsbGxYf/ckmcjLh/a31ktKSpImYjk4OMik9HANl4m4LYSFhWHdunWc6bWF9PtfdXU1Tp8+jT///BMDBw7ErFmzOE1BJqk/ffp0nDlzhhMtymvCwsIQGRmJqKgoTJs2DQDQ1NSEc+fOwdvbG4GBgfDy8uqy+gzDYNWqVdizZw9UVFSgqamJyspKiMVirFmzBlu3bmVNmy+oqKggMDCw0/KQkBDU19dzWCOKosIwDEQiEZSVld86Hu5qiEQixMbG4sKFC3jy5Am6desGQ0NDODg4YP78+axcD9L339aQmPtuQZETYWtqamBvbw9dXV3pPFtpaSmMjIxgbW2N5ORkVr8Dkkwl7devH6qqqjotZzuRjXT/I732oQWS/U+Rf/907EdRZNre33v16oVffvkFDg4OBGvFHTSRlEKhUCgUCptQIyrPIW3E5MPHmMbGRpw8eRLXr19HRUUFVFRUYG5ujnnz5kFLS4tVbYFAgMLCQoSGhsLc3Fy6EPbu3bsICAiAiYkJDhw4wJr+06dP4e7ujqysLLi6usLLywuTJk2Curo6qqqqEB8fL/fFLxQKhULhB7m5ufjmm2+QkpIinYy3s7PDxo0bWZ+Qt7e3x8SJE/HVV19BSUkJwGsDxpgxYzBhwgQcO3ZMoYwYXMOH6x8bGwuGYeDr6ytjOlq6dCmrugAwcOBA3L17FxoaGgCADRs2IC4uDllZWdDQ0GB9MpQvRtDOuHnzJkaNGsWqxtatW7Fp0ybU1dVJj6mrqyMkJAS+vr6sajc0NMDW1haFhYWYNWsW9PT08Pz5c5w+fRp6enpIT09n3RBbUFCAPn36QFdXFwkJCYiLi4Ompia8vLxY3wiGdPs3bdqEw4cP4/bt2zIb7vj7+2Pv3r2IiIiAQCBgTZ+0Ebc1pBbDpKWlAQBmzZoFoVAo/RDT0eJ8eUPaCDdlyhSMHj0a3377Lbp37y493tjYiC+//BI5OTk4f/48K9qPHz+GhYUFJBIJGIaRPn9bM2HCBOnfhyvYfua15uHDh5g7dy4OHjwILS0tODo64tatWwAAa2tr/PLLLxg4cGCX1e8ILq9/C2VlZcjKypKZ/2LDeNWWLVu2wN/fX7r5QGeIxWJs27btjQtX/n/Q19dHXl6ezL2/hYqKClhYWOD58+dy1aT8H6tXr0ZERARcXV07HWdER0dzXCvujVBNTU0ymwEVFxdj0KBBnGh3BFftnzlzJpYsWYL58+e3Kzt69Ch27dqF9PR0VuvQEVy1ny+LMUmgrKwsM+ZpGXcqKSlJx0NsX/83jbklEgm0tbXx8uVLVrT50P6OqK2tBcMwnGwE1RkkjKikjaAkzRCPHz/G1KlT0djYCENDQxQWFqK5uRkpKSmwsLDo8voAeSOuomFhYYHIyEhMnjy5XVlycjI2btyIa9eudVl90kYQPjBp0qQO5z1ak5qaylFtKBTg8uXLsLGxIV0NTmhqakJQUBDCw8NhbW0NGxsbDB48GBKJBM+ePUNGRgbu3LkDPz8/BAYGysyR/q+Qvv8CZOe++bD2jTQkjXAAYGpqiqSkpA43m8zOzsa8efNY24jUwMAA2dnZHa4xrKiogLm5OV68eMGKNsCP/kcSPvQ/Rf7907EfRZFp+53vbRsTdDVIG0GHDBny1vtPQUEBa/oUCoVCoVDYhRpR/wGQNGLy5WNMfX09Hj16hOrqaqirq2PYsGEd7tIubzQ0NJCbm9vhzvdlZWV47733WN0Rfvbs2WAYBsuXL8eRI0eQlJSEwMBArF27FtHR0di9e3eXnoyiUCgUReXevXuYMGECLCwsMGvWLGhra6O0tBSnTp1Cfn4+fv/9d5iYmLCmn5OTgxkzZkg3wWghLy8PU6ZMwdOnTzlbjEY6EYGEPp+uP4mFgHxIhH0TXBhB25KdnY3z58/jww8/ZN0I+eOPP2Lt2rXYtm2bzP3n5MmT0oXXc+bMYbUOYrEYO3fuxKlTp6SJMI6OjvDx8WH9HSAhIQFubm5QU1PD5s2bERgYiMWLF0MsFiM+Ph6JiYnS9yK2INl+hmGwa9curFq1Sua4v78/bG1t4eTkxKo+aSMuQHYxDAAYGxsDeL0plaGhIYDXi+Hz8/M50QfIGeHU1dUhEonQs2fPdmX19fXQ1dVl9eNgdnY2Xr58iRkzZiApKUmmrFevXrCysurQJMcmXD7z7OzsYGZmhtDQUCxevBiqqqrYvn07JBIJ1q5di9raWiQmJnZZ/Y4gMeaYNGkSPD094erqyvnvjST9+/d/o9HobeX/dPiQSOru7g5NTU3s3LmTVZ3/Bi6NUF9++SVKSkrZfjDnAAEAAElEQVSkhtvy8nLo6+vj3//+N2ebYLSFq/afPXsWbm5u2LdvH2bPno1u3bpBIpHg119/xYoVKxAZGdmhSZVtSCXi8gErKyvcvn2bdZ3CwsK3nmNkZMRqHUgm8vKh/S9evICXlxdCQ0Ohr6+PJUuW4PTp0wBep4X/+OOP6Nu3LyvafEqEBcgZQSdPngwlJSVkZGRg4sSJ0uMpKSmc1cHJyQnvvvsuQkNDoaysjObmZqxbtw537txBcnJyl9cnbYQlkUhHWl9NTQ2vXr3qcDFoU1MTdHV1Wf32TVpf0Y0gFAofIb0hBZfY2tpi0qRJWLlyJfT19Ts85+nTp4iIiEBmZiYyMjLkpk36/guQnfvmy9o3kpA0wgFkU0kFAgFMTEywcePGdmXBwcHIyspide6ZD/2vLVzNPQD86H+K/PunUBSZtyWCdnWoEZRCoVAoFAqbUCPqPwRSRkzSH2Nqa2uxbt06xMTEoK6uTroIWEVFBQsXLkRkZKRMUo+80dbWRl5eHvr169eurLy8HFZWVqwmMmhpaaGwsBBqamqorKyElpYW6urqoKKigqamJmhpaXXphXgUCoWiqPzrX/+CoaEhIiIi2pX5+PigpqYGsbGxrNahvr4eRUVFGDZsmMzxly9fIjo6GmvWrGFVvwXSE4Gk9Ply/UksBORDImxbuDSCPn36FO7u7sjKyoKrqyu8vLwwadIkqKuro6qqCvHx8XBxcWFNf/To0fjqq6/g7Ozcriw+Ph4//PADLl26xJo+aUaMGIGQkBCUlpZi+fLlOHv2LKZMmQIAOHXqFIKDg3H16lXCtezakDTiAvwwggJkn3+XLl1CTk6OdP7BysoKH374ocwGAWxgYGCAc+fOwczMrF3ZrVu34OzsjLy8PFbrALz+4NbyOwBeP4NUVFQ6NMiyDZeLDzQ0NFBaWooePXpAT08Pubm50gTc6upqDB48mNX5B9L6HUFi8ce2bdtw8OBBFBYWYu7cufD09CSWCsJl+0eMGIFDhw5h+PDh7cpu376NOXPmsLoQiLQRlA+JpCKRCGZmZrh37x4GDBjAqlZr+GCE2rdvH4KCghATEyNdDMcwDE6dOoXly5cjJCQEy5YtY0WbD+0HgB07duCLL75Ajx49oKmpCZFIhObmZnzzzTf44osvWNfvCBKJjC1wuRizI0hshNDc3IysrCypCcrIyAgjR45kXZcvibyk2u/s7Izu3btj3759WLt2LYqLi/Gf//wHEokEGzZsgKGhIWvPH74kwpI2gsbGxoJhGPj6+uKHH36QHl+6dCkn+kDHhuy6ujro6+tzMv4lrU/KCEsykY60/tvG+Wy/B5DW56MRhAQMwyA/Px9Dhw6VHouPj4erqyvr8z8UxcXY2LjDvldYWCjdAITrOViuyc/P/9sbDf835/4dSN9/W0Ni7pv02jc+QNoIRzKV9NGjRxg9ejQ8PDywYMEC6Sao8fHxiIqKQlpaGt5//31WtAF+9b8WuJx74EP/U+TfP0DHfhTFpWfPnnB3d5f++6effsKiRYtkzmF7E1AKhUKhUCiUrgo1ovIc0kZM0h9jBAIBCgsLERoaCnNzc/Tp0we1tbW4e/cuAgICYGJiggMHDrCm7+HhgeLiYmzevBmWlpZQVVWV6n/55ZcwNTXFnj17WNNvO/HTNgHibRMlFAqFQvlnoq2tjQcPHnSYyP3ixQuMGzfubyU3/C/U1dXh0aNHePfdd9GrVy+ZsszMTEyYMIFV/RZIJSKQ1ufL9X/y5AkMDAw40WqBdCIsaSPo7NmzwTAMli9fjiNHjiApKQmBgYFYu3YtoqOjsXv3blY/xqmrq6OysrLDBW4NDQ0wMDBASUkJa/otkEqkaPnQKBaLoaqqioaGBigrKwN4/ZFOU1OTk3sCyUSOiooKbN++HSkpKRCJRNDR0YGdnR1Wr17d4QY9XRXSGyGQeP48evQIc+bMQVFREUxNTaXv37m5udDT04NQKOxwt2h50bIrto+PD6ysrGTevyMiIrBmzRpONmJ48OABAgICkJiYiMTERMyfPx/q6uo4efIkZ8/fFmbMmCFNxWIbfX195OTkQEdHB5aWlkhLS5Pea0QiEUaOHIknT550Wf2O4PL6t+WPP/5ATEwMEhIS0K9fP3h6emLx4sWdpmWwAZeLkbZs2YKzZ89CKBTKJMHW1NTAyckJ1tbWrKZS8sEIyodE0pqaGvTq1YvTxUd8MEKNHj0a4eHhHaafC4VCfP3117hx4wYr2nxofwvPnz9HUlKSdCMQBwcH6OjocKLdESSNqCSMoK3hcgGqSCRCWFgY9u3bh+rqamhra0MikaCyshI6OjoQCARYt24d+vfvz4o+6URe0u3X0tJCUVERVFVVMWjQIGRnZ0s3AygrK4OZmRlEIhEr2nxIhAX4YQQFyL7/DRw4EDk5OTIbQZSUlGD06NEoLi7u8vqkjLAkE+lI65M2Qii6Ph+oqamBvb09dHV1ceLECQBAaWkpjIyMYG1tjeTk5E7fiyiU/4UNGzZg69at+Oyzz2Bubg7g9TvQqlWrsGvXLgDcjwEUCT7d/0jMfZNe+8YHSBvhSKeSXr58Gd7e3rh796503sXKygoREREdzgnJEz71PxKafOh/ivz7p2M/iiIjEAjemgjK9rcfCoVCoVAolK4KNaLyHNJGTNKTIRoaGsjNze3QiFNWVob33nuP1cmI2tpa+Pr6Ii4uDhKJRHq8R48emDdvHnbv3s3qy3jb69v2Y7gifAyjUCgURURNTQ3V1dWdlrfdmEDe5OTkwMHBASUlJVBTU8Pu3btldoXj4vlDOhGBpD7p6x8fH/+3F3oeOXIEbm5ucq8DyURY0kZQLS0tFBYWQk1NDZWVldDS0kJdXR1UVFTQ1NQELS0tVvs/6fE/6UQKQ0NDpKWlYciQITh37hwmTZqEHj16AAAyMjKwbNkyPHz4UK6arSHd/qdPn8LGxgbKyspwcHCAtrY2SktLcebMGaioqCAzM5OTlDSSRtwWSG+E4OvrK12AxRVTpkzB6NGj8e2338r8thobG/Hll18iJycH58+fZ7UOsbGxOHDgAO7evYtXr15BVVUVlpaW8PT0/FuJhfLAwcEBAwcOxI8//ghzc3MsXboUffv2RWxsLKuJyH/99Rf69u37t86tqqqSuzF89erVuHnzJmJiYnD58mWcOHEC3333Herr6+Ht7Q1LS0sZc4C8Ia1P+vp3RFNTE86cOYOvvvoKN2/eRK9evTBjxgxs375dmtjMJlzOOTU0NMDW1haFhYWYNWuWNJXg9OnT0NPTQ3p6OuuLYUgbQUklkpKGD0aoNz3zJRIJtLW1WRt/86H9HVFbWwuGYVjvd3xJhG0L6Tl3S0tL3Llzh3WdxMREfP7557C3t4ebmxvGjh0rNYKJxWJkZmbi2LFjSEpKwo4dO1jbkIlUIi8f2q+trY2CggKoq6vD1NQU2dnZ0n5XU1MDU1NTPHv2TO66bSGVCNsaRdwIqAUvLy8UFBQgMjISxsbGyMvLg5+fH0xMTLB3794ur0/KCEsykY60voqKCgIDAzstDwkJQX19vdz0+KZPeu6TDwQEBODKlSuIj4+X2XiktLQUTk5OmDZtGoKDgwnWkNKVuXDhAry8vBAQEIBPPvkEAPlxACm4bjfp+29rSMx90/s/eSMo6VTSFvLz86WbcHExxwrwq/+1wNXcA8CP/qfIv3869qNQKBQKhUKhUChsQI2oPIe0EZP0ZIC2tjby8vI6XOBXXl4OKysrPH/+nDX9Furq6pCbmytdCPvuu++ymkTbgqqqKpKTk6W74c+aNQtCoVD6748//hg1NTWs14NCoVAo3EL6+WtnZwcbGxv4+/sjISEBfn5+iImJgaurKwBu0kFIJyKQ1Cd9/f38/JCdnQ0/Pz84OjrKJBIAr40Cv/76K8LDwzFq1ChERkbKvQ4kE2FJG0Hb/n3bGs/79euHqqoq1vRJ339IJ1Js2rQJhw8fxu3bt2XG+/7+/ti7dy8iIiIgEAjkqtka0u13d3dHQ0MDjhw5IpOG1tjYCDc3N+jq6rK6QIS0Ebc1JBbDNDU1/e0Uuv/m3L+Luro6RCIRevbs2a6svr4eurq6rN5/+MLAgQNRWFiI4uJimJqaoqKiAmpqaujXrx+r97+xY8fC29sbS5YskRrg2yIWixEdHY0DBw7IPZ1PLBZjxYoVOHz4sHQhfnNzMwDgww8/xKlTp6Curi5XTT7pk77+rbl+/ToOHTqE+Ph4AMCiRYvg4eGBQYMG4csvv8TVq1eRk5PDmn4LXCfCisVi7Ny5E6dOnZIuBnN0dISPj0+78Sgb8MEISiKRtIWCggL06dMHurq6SEhIQFxcHDQ1NeHl5YVx48ZxUgdSRqiOkthaEIvFGDRoECepKKTa/+LFC3h5eSE0NBT6+vpYsmSJtO87Ozvjxx9//NtG/f8WPiXCtobLxZgkx3/e3t7YsmXLWzd5KSsrw/r167F//365abeFRCIvH9q/ZMkS1NXVITo6Gvv27cPjx4/x/fffQywWw9PTE927d0dcXJzcdVsgnQjbGtIbAT158gQGBgZEtCsqKuDi4oK0tDTpPXHGjBk4dOgQJ9eetD5pI6wiMmnSpLcmwqSmpnZZfT4aQbjG1NQUSUlJeOedd9qVZWdnY968eXj06BGBmlEUhZKSEri7u0NDQwP79++HsbGxQhpRuR7/kL7/kp77Jv3tiw/wwQhKMpWUJLT/ke9/ivz7p2M/iiLztrVF27Ztg7+/P4c1olAoFAqFQuk6UCMqzyFtxCT9McbDwwPFxcXYvHkzLC0toaqqKk2E/fLLL2Fqaoo9e/awpk8aZWXlN5aTWoxDoVAoFHYhPRmvpaWFkpISqcHn5MmTcHd3R0ZGBoYPH87pxzjSOyGT0OfD9b9w4QLWr1+P+/fvY9SoURg0aBCam5tRXFyMrKwsWFpaIiQkBNOmTZO7NulEWL4ZQdv+Btluf+/evbFv3z509pq4YsUK1NbWsqZPOpGCYRjs2rULq1atkjnu7+8PW1tbODk5yVWvLaTbr6enh+vXr3e4ADc/Px92dnbIy8uTq2ZrSBtxSX+MnzBhAoKCgjB16tQ3npecnIygoCBcvnxZrvoGBgY4d+4czMzM2pXdunULzs7OrP79+cKAAQNQXFyMmJgYREVF4cqVKygrK4OFhQVKS0tZ062qqsKnn36K06dPw9nZGTY2NjLP34yMDAiFQjg4OCA8PJy1ZOCysjJkZWWhoqICKioqMDc3x3vvvceKFp/0+XL9zczMkJ+fj+nTp8PDwwNOTk4ypvu7d+9iwoQJct8Ug4+JsCQgaQQlSUJCAtzc3KCmpobNmzcjMDAQixcvhlgsRnx8PBITE1kZ97dA2gg1c+ZMLFmyBPPnz29XdvToUezatQvp6emsaAPk2+/s7Izu3btj3759WLt2LYqLi/Gf//wHEokEGzZsgKGhIaKioljR5kMirKKP//gIV4m8fKCyshIuLi64du0azM3NkZOTAyUlJTQ3N8PExASXLl2Cnp4eK9p8SIRtDQkjaHx8fIf3/o44cuQI3NzcWK1PQUEBSkpKMGTIENb+7nzUJ22EBRRz/lmRIW0E4QNvm99WBDMWhTwMwyA4OBgxMTEoKytTqN9cWloagPab0HdlEx5A/t2H9No3vsAXIyiJVFJFhva/1yjq75+O/SiKTNvf98iRI5Gdnd1pOYVCoVAoFArl70ONqDyHtBGT9MeY2tpa+Pr6Ii4uDhKJRHq8R48emDdvHnbv3q0QCxIoFAqFoli0TQXpCDY3ItDX18f9+/dlFvu0fBC+ceMGDAwMWE9EbYF0IgIJfT5d/+vXryM1NRVFRUVQVlaGkZER7O3tYWVlxZom6URY0kZQVVVVJCcnSxcftF2M8PHHH6OmpoY1/SFDhrz1/lNQUMCaPoUsampqqK6u7rS8rTFb3pA24pL+GF9QUACBQIDy8nIsXLiwQyNcQkICNDU1ER0djaFDh8pVPywsDJGRkfDx8YGVlZXM/ENERATWrFmDNWvWyFWTj7i5ueHVq1fIycnB559/jlmzZmHJkiUwNTVFdHQ06/p37tzBnj17kJKS0u75KxAIWH0GA6/ngTw9PeHq6oo+ffqwqsVHfdLXPzQ0FEuXLpVZ/N/c3IzHjx9j2LBhaGhogFgslns6LF8SYUUiEWJjY3HhwgVpKqShoSEcHBwwf/581gzAfIBkIumIESMQEhKC0tJSLF++HGfPnsWUKVMAAKdOnUJwcDCuXr3KijYfjFBnz56Fm5sb9u3bh9mzZ6Nbt26QSCT49ddfsWLFCkRGRv5to9J/Cx/ar6WlhaKiIqiqqmLQoEHIzs6WpgKXlZXBzMwMIpFI7rptIZUIq+jjvxbCwsKwbt06Vv7bb4JkIm9rSLW/hT/++APXrl2T2YjDzs5OZjMKecOHRFjSRlA/Pz9kZ2fDz88Pjo6O7ZKxGxoa8OuvvyI8PByjRo1CZGSkXPUpspA04iri/DPDMMjPz5d5rsTHx8PV1ZWTTVlI6ys6BgYGyM7OhpaWVruyiooKmJub48WLFwRqRlFE0tPTcfjwYYVKwTY2NgYAFBUVSQ1ISkpKyM/PZ12b5P2X9LsP6bVvfIMaQbmH9j/+9D9F+/3TsR9FkWm7tqjt+zfba48oFAqFQqFQujLUiMpzqBHzNXV1dcjNzcWrV6+gqqqKd999F71792Zd19PT863nsLUjPIVCoVAUl0uXLr31nI8++og1fYFAgIqKCmzevBkjRoyQHndyckJxcTHu37/PaiJia0gkIpDW59P1JwHpRFjSRlBlZeU3lispKbFqROcTpBIhKioqsH37dqSkpEAkEkFHRwd2dnZYvXo1pwlwJNpPOpGbNKQ/xrcgFAqxe/duXLx4UXq/V1VVhb29PTw9PTFz5kxWdAEgNjYWBw4cwN27d6Xv35aWlvD09Pxb78f/C0OHDu00jbkFLhZkVVdXY9u2bejduze++OIL3Lp1CwcOHMC3335LxBjJNdu2bcPBgwdRWFiIuXPnwtPTEzY2Ngqjz0eKi4thaGjI6vOfdCJsU1MTgoKCEB4eDmtra9jY2GDw4MGQSCR49uwZMjIycOfOHfj5+SEwMJAVYw5JIyjpRNKW57tYLIaqqioaGhqkY1KGYaCpqcmaOYIPRigA2LFjB7744gv06NEDmpqaEIlEaG5uxjfffIMvvviCFU2AH+3X1tZGQUEB1NXVYWpqiuzsbOn3hpqaGpiamuLZs2dy122BdCIsHf+9htS7F8lE3taQTiMUCATw8PBgda6Pj/DBCHrhwgWsX78e9+/fx6hRo2T6f1ZWFiwtLRESEsLqc5hCDtKJdKT0a2pqYG9vD11dXZw4cQIAUFpaCiMjI1hbWyM5OZnVtQek9QFqhBUIBDAxMcHGjRvblQUHByMrKwuJiYkEakZRFHJzc5Gamiqde586dSqGDBlCulqcw/UYlA/3X4D8uw+FQgLa/ygkoWM/iiJDehN6CoVCoVAolK4MNaL+QyBlxAQU+2PM6tWrERERAVdX104nfbhIRKFQKBQKhUsqKirg6emJbt264fjx49LjdXV1mD9/PoRCIasL4UknIpDWJ339AeDGjRvYtWsXcnJyUF1dDXV1dVhaWmLZsmWsL4YinQhLjaCvefnypczf4OrVq6ybMNpCIhHi6dOnsLGxgbKyMhwcHKCtrY3S0lKcOXMGKioqyMzMlCZEsQ2J9vPJiEpyMThfPsYzDAORSARlZeUunQLYwvHjx+Hm5oaAgIBO026XLl3Kca0Ulz/++AMxMTFISEhAv3794OnpicWLF0NfX18h9PlEcXExDAwM0NzczLoWqURYW1tbTJo0CStXruz0b/z06VNEREQgMzMTGRkZctUnbQQlmUgKAIaGhkhLS8OQIUNw7tw5TJo0SZqMm5GRgWXLluHhw4es6fOF58+fIykpSZqI4ODgAB0dHdLVYp0lS5agrq4O0dHR2LdvHx4/fozvv/8eYrEYnp6e6N69O+Li4ljR5kMibAuKPv4jlQbIl0Re0mmIq1atQnx8PPr16wcPDw8sXboUgwcP5kyfZCIsX4yg169fR2pqarvxD1tjHwo/IJlIR1I/ICAAV65cQXx8vMxYp7S0FE5OTpg2bRqCg4O7rD5fjCAkefToEUaPHg0PDw8sWLAAenp6eP78OeLj4xEVFYW0tDS8//77pKtJ6YIwDINVq1Zhz549UFFRkW56JBaLsWbNGmzdupV0FTmF6zEo6ftvW0i8+yjy2jcKWWj/o/2PJHTsR1FkqBGVQqFQKBQKhT2oEZXyRujHGMDd3R2amprYuXMn6apQKBQKRYH47bffcO/ePelCsLq6Orz//vsIDQ2Fo6Mj0brdvHkTo0aNYu2/TzoRgbT+22D7+kdFRWHNmjVYtGgRzM3N0adPH9TW1uLevXuIi4tDREQEFi9ezJq+oifCkqapqQmLFi1Cc3Mzjh07BgAoKSmBvr4+5s6di7i4ONY/CJJMpHB3d0dDQwOOHDki087Gxka4ublBV1cXu3btYrUOJNvfrVs3GBkZdVpeVFQEiUTCej0A8ovBATIf4+vq6vDo0SO8++676NWrl0xZZmYmJkyYwEk9SBEWFoZLly5BKBSSrgoFr58JZ86cwVdffYWbN2+iV69emDFjBrZv3y5dKN2V9fkCF4mopMnPz+/UgP6/nPt3IW0EJZlICgCbNm3C4cOHcfv2bZmND/39/bF3715ERERAIBCwpt8WKysr3L59mzO9jqitrQXDMETmvbluf2VlJVxcXHDt2jWYm5sjJycHSkpKaG5uhomJCS5dugQ9PT1WtPmQCNsWRRv/TZ48GUpKSsjIyMDEiROlx1NSUljTbA3pRF7S7W9NY2MjTp06hdjYWJw9exa2trZYtmwZZs+ejZ49e7KqTToRFqBGUApZSPcBrvVNTU2RlJSEd955p11ZdnY25s2bh0ePHnVZfb4ZQUhx+fJleHt74+7du1BSUgLDMLCyskJERARnqcAUxSMsLAyRkZGIioqSbjLR1NSEc+fOwdvbG4GBgfDy8iJcS+7w9fVl/VtDa0jffzvj8uXLsLGxYV2Hrn2jkIT2P9r/SEPHfhRFhRpRKRQKhUKhUNiDGlEpb4T0xxhPT8+3nhMVFcWaPgCIRCKYmZnh3r17nKUfUSgUCkWxSU1NxaxZsxAUFIS1a9cCAKqrq7Fx40bs3r0bycnJ+OijjzitU3Z2Ns6fP48PP/yQk1RE0okIpPXbwuX1Hzp0KA4cOIDJkye3K0tNTYWXlxdyc3NZ0+dDIqwi8+233+Knn37CkSNHYGlpKT1+69YtzJ07F8uXL4e/vz+rdSCZSKGnp4fr16/DwMCgXVl+fj7s7OyQl5fHah1Itj82Nvat57CdSEnSiAuQNQLk5OTAwcEBJSUlUFNTw+7du7Fo0SJpuSJ8DJNIJLC3t8fhw4cxcOBA0tXhFD7Mf7Rw/fp1HDp0CPHx8QCARYsWwcPDA4MGDcKXX36Jq1evIicnp0vp8+n6t0URjKikIW0EJZ1IyjAMdu3ahVWrVskc9/f3h62tLZycnFjT7gh1dXW8evWKM70XL17Ay8sLoaGh0NfXx5IlS3D69GkAgLOzM3788Uf07duXs/pw3f4W/vjjD1y7dg0VFRVQUVGBubk57Ozs0L17d87rwjWKPP6LjY0FwzDw9fXFDz/8ID3OVQo9yURegHz7O+PKlSvw9fXFzZs3oaGhAU9PT2zYsAH9+vVjRY8PmwCRYseOHUhLS4O1tTU+++wzmcXPM2fO5GSDHJFIhNjYWFy4cAFPnjxBt27dYGhoCAcHB8yfP591UzxpfT5Aug9wrd+vXz9UVVV1Ws72s4e0Pl+NIKTIz89HWVkZ9PX1FWrDJwoZLCwsEBkZ2eG3p+TkZGzcuBHXrl0jUDPuaGpq+tsbff435/4dSN9/O4OrDRlIr32jKDa0/9H+xxfo2I+iaPTu3Rv79u2Trjfw8fHB7t27pf9esWIF3QSfQqFQKBQK5f8TakTlOaQXwpH+GLN69WpERETA1dW1092voqOjWdNvoaamBr169WI9/YlCoVAoFACws7PDggULsGzZsnZl4eHhSEpKwpkzZ1jTf/r0Kdzd3ZGVlQVXV1d4eXlh0qRJUFdXR1VVFeLj4+Hi4sKafmtIJyKQ0Cd9/Vt0Whbft0YikUBLS+uNH8vYhu1EWEXHwsICcXFxMmm0LWRkZGDFihW4c+cOJ3UhkUihpqaG6urqTsv79++Ply9fclIX0okcpCBpxCVtBLCzs4ONjQ38/f2RkJAAPz8/xMTEwNXVFQD7xpShQ4fibVNEXPwdFBW+zH+YmZkhPz8f06dPh4eHB5ycnGRMSHfv3sWECRNYuxeS0id9/VtM+B1RVlaGefPmKYwRlcTzj7QRlG+JpKThevGds7Mzunfvjn379mHt2rUoLi7Gf/7zH0gkEmzYsAGGhoacGtFJLT4UCATw8PDgfNOrtnCdCKvo478WSL17kEzkbQ0f3r1evHiBuLg4HDp0CPfv38eMGTPg4eEBIyMjbNiwAVVVVbh06ZJcNfmQCEvSCBoUFISYmBg4OztDKBRCVVUVKSkpUsMv2/2/qakJQUFBCA8Ph7W1NWxsbDB48GBIJBI8e/YMGRkZuHPnDvz8/BAYGCj3jQFI67fAByMs14l0pPUNDAyQnZ0NLS2tdmUVFRUwNzfHixcvuqw+X40gFIoioKamhlevXkFJSaldWVNTE3R1dVFeXk6gZtwxYcIEBAUFYerUqW88Lzk5GUFBQbh8+bLctEnff42NjTv82xcWFsLIyAgAu3PPpNe+URQb2v9o/6NQKGQYMmRIh/e/1hQUFHBUGwqFQqFQKJSuBTWi8hzSC+H48DHG3d0dmpqa2LlzJ6s6FAqFQqHwBR0dHRQXF0sXP7emuroaxsbGKCsrY01/9uzZYBgGy5cvx5EjR5CUlITAwECsXbsW0dHR2L17d5fflZgkpK//Bx98AIFAgBUrVrQr27lzJ44dO4aMjAzW9DuC60ReReZNRsvm5mZoaGhwZkQmkUjxtvcbLhejkUrkyMrKwu3bt6WGl8bGRjg5OWHz5s2wtrbmrB4kFoOTNgJoaWmhpKREusD35MmTcHd3R0ZGBoYPH8767+/48eNwc3NDQEAATExMOjyHdDoUVzQ3NyMrK0tmITQXmyDwYf4jNDQUS5culTF9NDc34/Hjxxg2bBgaGhogFouhrq7e5fRJXv+ONgBpjZKSEqtGVNIb4bWGxPOPtBGUD4mkFRUV2L59O1JSUiASiaCjowM7OzusXr2atQS+zrC0tORs4xPg9fO3qKgIqqqqGDRoELKzszFgwAAAr43gZmZmEIlEnNWH6/a3sGrVKsTHx6Nfv37w8PDA0qVLMXjwYM7rwXUirKKP/1ognQZIOpGXdPunT5+OlJQUmJmZwcPDA4sXL5behwDgzp07GD9+vNx/i6QTYUkbQU1MTHD69GmYmZmhrq5OOh+XnJwMZWVl1vVtbW0xadIkrFy5Evr6+h2e8/TpU0RERCAzM1Puc3Gk9UkbYUkm0pHWFwgEMDExwcaNG9uVBQcHIysrC4mJiXLT45s+aSMIhaLI8GnunRQFBQUQCAQoLy/HwoULYWNjg0GDBqG5uRnFxcXIyMhAQkICNDU1ER0djaFDh8pNm/T9d8OGDdi6dSs+++wzmJubA3g9H7Jq1SrphgxsjkP5sPaNorjQ/kf7H4VCoVAoFAqFQqF0NagR9R8AyYVwfPgYIxKJYGZmhnv37sl8fOeS8+fPt1uIZWtrS6QuFAqFQun6aGhoQCQSdbggnWEYaGpqsrpATktLC4WFhVBTU0NlZSW0tLRQV1cHFRUVNDU1QUtLi/VEwBs3bmDXrl3IyclBdXU11NXVYWlpiWXLlnHyDCapT/r6X716FTNnzoS2tjasrKygqqqK2tpa3L17Fy9evMC5c+cwevRo1vRJJ8IqOnp6enj8+DHU1NTaldXU1MDY2BilpaWc1IVEIgWfFsOQaP/Nmzdha2sLHx8fhIaGAgBevnwJT09PnD9/Hunp6R2m5bIBicXgpI0A+vr6uH//Pvr37y89FhwcjJiYGNy4cQMGBgasGzPCwsJw6dIlVpOH3gRpI5RIJEJYWBj27duH6upqaGtrQyKRoLKyEjo6OhAIBFi3bp3M30je+qTnPzqiuLgYhoaGxBI5udLn6/XnAtIb4QH/lwo7a9YsCIVCaUIzF2N/PhhBSfL06VPY2NhAWVkZDg4O0NbWRmlpKc6cOQMVFRVkZmay1idIm0AAQFtbGwUFBVBXV4epqSmys7Ol/aCmpgampqZ49uyZ3HUBfrS/NY2NjTh16hRiY2Nx9uxZ2NraYtmyZZg9ezZ69uzJqnYLXC8+pOO/1zx58gQGBgas63QG6URe0u1fuXIlPD09MWbMGJnjDQ0N6NmzJ6qrq/HkyRO89957rOiTSoQlbQRtuxi6uroa48ePx4wZMxAaGsq6ET0/P7/TDYD+l3P/KfqkjbAkE+lI6z969AijR4+Gh4cHFixYAD09PTx//hzx8fGIiopCWloa3n//fbnp8U2ftBGEQlFk+DT3ThqhUIjdu3fj4sWLqK2tBQCoqqrC3t4enp6emDlzptw1Sd9/AeDChQvw8vJCQEAAPvnkEwDcjUX5sPaNorjQ/kf7H4VCoVAoFAqFQqF0NagR9R8AyYVwfPkYU1NTg169erG+2KYt9fX1mDNnDpKTk2FqaipdiPX48WPMmTMH8fHxb02toFAoFArlv2XcuHEIDw/H+PHj25X9/vvv8PLywu3bt1nTb7vQqm1C4tt2rfxfiYqKwpo1a7Bo0SKYm5ujT58+qK2txb179xAXF4eIiAgsXry4y+qTvv7Aa+PZzz//jHv37uHVq1dQVVWFpaUlXFxcoKmpyao26URYRWfu3LmYPHkyfHx82pXt2bMHiYmJOHPmDGv6pBfjd+vWDUZGRp2WFxUVQSKRyFWzNaTb7+zsjDFjxmD9+vXtygICAvDw4UOcOHFCrpqdQcKIS9oIIBAIUFFRgc2bN8sYfp2cnFBcXIz79+9LFyaxhUQigb29PQ4fPoyBAweyqtUWkkYoAEhMTMTnn3+O6dOnY8GCBRg7dixUVFQAAGKxGJmZmTh27BiSkpKwY8cO1jZFIDX/8SaKi4thYGCA5ubmLq/Ph+tfXl6O1NRUaSKvkZERpk6dyloKbQukE3mNjY0BvH7WGhoaAnidBJufn0+kPlxD0ojv7u6OhoYGHDlyROa339jYCDc3N+jq6rL2TCZtAgGAJUuWoK6uDtHR0di3bx8eP36M77//HmKxGJ6enujevTvi4uLkrgvwo/2dceXKFfj6+uLmzZvQ0NCAp6cnNmzYwPrvketEWEUe/8XHx2P+/Pl/69wjR47Azc2NlXoAZBJ5+dT+juByIxBSibCkjaCjRo1CSEgIPv74Y+mxhw8fSudl/fz8FMYMQwLSRliSiXR80L98+TK8vb1x9+5dKCkpgWEYWFlZISIigpONYEjq88EIQqEoKioqKggMDOy0PCQkBPX19RzWiDwMw0g3Jmb72xtA/v4PACUlJXB3d4eGhgb2798PY2NjToxwfFn7RlFcaP+j/Y9CoVAoFAqFQqFQuhLUiPoPgdRCOEX/GBMQEAChUIiff/4Zw4YNkx6/f/8+FixYgIULF+KLL74gWEMKhUKhdEV2796NPXv24PTp0xg0aJD0+LNnzzBz5kzMnTu3Q5OQvGi763Db3TDZ3pV46NChOHDgACZPntyuLDU1FV5eXsjNze2y+qSvP2lIJ8IqOteuXcOUKVPwzTfftBv/b9q0CYmJiZg2bRpr+qQX48fGxr71nKVLl8pVszWk26+vr4+8vDz06dOnXVlFRQUsLCzw/PlzuWq2hrQRl7QRtKKiAp6enujWrRuOHz8uPV5XV4f58+dDKBQSS6TkApJGKADw9vbGli1b3rroq6ysDOvXr8f+/ftZqwvfUJREVNI8fPgQGzduxPHjx6Gvr4/BgwdDIpHg2bNnEIlEcHFxQVBQEN555x1W9PmSCEsqlY2kEZS0EV9PTw/Xr1/vMA0wPz8fdnZ2yMvLY0WbtAkDACorK+Hi4oJr167B3NwcOTk5UFJSQnNzM0xMTHDp0iXo6enJXRfgR/tb8+LFC8TFxeHQoUO4f/8+ZsyYAQ8PDxgZGWHDhg2oqqrCpUuX5KZHeuwHKPb4z8/PD9nZ2fDz84Ojo6N0A44WGhoa8OuvvyI8PByjRo1CZGQkK/VogetEXr61vy1cbsRBKhGWtBH0+PHjWLJkCVauXIlt27ZJj58+fRouLi6QSCSsbkTVGlLjH77ok4REIh2f9PPz81FWVgZ9fX3pZjBcQkqfD0YQCkURmTRpEpSUlN54TmpqKke14ReXL1+GjY0NZ3qk7/8Mw0g3ACorK+Pkm6eir32j8Afa/2j/o1AoFAqFQqFQKJSuADWiUt4KHz7GnD9/vt1CMC6033nnHRw9ehTW1tbtyi5fvoyVK1ciJyeH9XpQKBQKRbFgGAYuLi44c+YMJkyYIJ2Mv3z5MiZPnoxff/0V3bt3Z01fVVUVycnJaBkmzpo1C0KhUPrvjz/+GDU1Nazpq6uro6qqqsPUcYlEAi0tLVYTQUnrk77+IpEIHh4eSE9Ph7W1Nb7//nuYm5tLy9k2wvIhEVbR+fnnn7Fy5UqZRYgtCWlsp8DwbTE+15Buf9v+9t+W/6+QNuLy3Qh68+ZNjBo1ipg+25A0QvGFgoIC9OnTB7q6ukhISEBcXBw0NTXh5eWFcePGEasXaSMoV/okr/+OHTuwf/9+CAQCuLm5tesHBQUFOHr0KKKiorBixQqsXbuWlXrwIRGWRCobaSMoaSO+mpoaqqurOy1n+/kPkDdhAMAff/yBa9euoaKiAioqKjA3N4ednR2r794t8KH906dPR0pKCszMzODh4YHFixfL/O7v3LmD8ePHyzWdkPTYD6DjvwsXLmD9+vW4f/8+Ro0aJfPukZWVBUtLS4SEhLC6GVFHcJXIy9f2A+yPf/iQCMsHI2hWVhYKCwvh4uIic/zKlSvYsmULfv31V1b1WyCVSssXfT4YYblOpOObvqJC2ghCoVAoLfDhWUiC9PR0HD58GHv37uVEjw9r3ygUvkD7H4VCoVAoFAqFQqFQ/heoEfUfAikjZmtIfIypr6/HnDlzkJycDFNTU+lCsMePH2POnDmIj4/v0CQiL1RVVTs1ejAMA21tbYhEItb0KRQKhaLYJCQk4NSpU9Lnr6OjI5ydnVnXfduzVUlJidWFmB988AEEAgFWrFjRrmznzp04duwYMjIyuqw+6eu/dOlSiEQieHt7IyEhAUKhEOnp6VIzalujqLxR9ERYviAWi5GRkYHy8nLo6+tj/Pjx6NGjB2f6JBfjZ2Vl4fbt2xAIBABem0CcnJywefPmDjeoYQNS7R8xYgQOHTqE4cOHtyu7ffs25syZg0ePHrGiDZA34r4NLoygtbW16NGjB3r06IHff/8dx44dg6amJhYvXowhQ4awqg2QTQTkgxGqLVZWVrh9+zYnWgkJCXBzc4Oamho2b96MwMBALF68GGKxGPHx8awnUqelpXVaVlZWhnnz5rE6/iCtT/r6b9myBf7+/m991orFYmzbtg2BgYGs1YU0vr6+rJouO4K0EZS0Ef9t42sux98kTRgCgQAeHh746KOPONVtDcn2r1y5Ep6enhgzZozM8YaGBvTs2RPV1dV48uQJ3nvvPblp8n3sByjG+A8Arl+/jtTUVBQVFUFZWRlGRkawt7eHlZUVJ/oA94m8reFD+9vCthGVL4mwfDGCtlBVVQVVVVVONiEA/m8M3HYTOq6+/5LWb4G0ERYAXr16hZSUFGhpaeGDDz7g7DfAF30KhULhCoZhkJ+fLzO2j4+Ph6urK9FNsbjC2Ni4w1TYwsJCGBkZAXg9D9CVyc3NRWpqqnTueerUqZy997RANyKgKCq0/1EoFAqFQqFQKBQKRV5QIyrPIW3EbE15eTlSU1Px5MkTdOvWDYaGhpg6dSr69u3LmmZAQACEQiF+/vlnDBs2THr8/v37WLBgARYuXIgvvviCNX0+LcSiUCgUCkVRuHr1KmbOnAltbW1YWVlBVVUVtbW1uHv3Ll68eIFz585h9OjRXVafNAMHDsTdu3ehoaEBANiwYQPi4uKQlZUFDQ0N1sc/pBNhKf9Hc3MzsrKyZMb/XKcxcr0Y/+bNm7C1tYWPjw9CQ0MBAC9fvoSnpyfOnz+P9PR0jBgxgvV6tMB1+7ds2YKzZ89CKBSiT58+0uM1NTVwcnKCtbW19LqwCUkjMkkjQGpqKpycnKChoYHw8HAsXLgQU6dOhVgsxo0bN5CSksLq84d0IiAf37/Z3nyhNSNGjEBISAhKS0uxfPlynD17FlOmTAEAnDp1CsHBwbh69Spr+qQ3wiCtT/r68wGSibBNTU1/e8Hpf3Pu34W0EZS0EZ/0/beurg6PHj3Cu+++i169esmUZWZmYsKECaxpt2bVqlWIj49Hv3794OHhgaVLl2Lw4MGs6/Kl/R3BVSI16URYRR7/8QUSibx8oKioqNOy58+fw8bGhtX+x8dEWC6NoPX19QgNDYWOjg4EAgHmzJmDM2fOoGfPnvjkk0+wfft21jfkMjY2BvD6t9CyCFtJSYkzAwppfZJG2D///BMeHh7Q0dHB5s2b8dFHH6GmpgZNTU149913kZSUBF1d3S6rT6FQKCSoqamBvb09dHV1ceLECQBAaWkpjIyMYG1tjeTkZKiqqhKuJbts2LABW7duxWeffSbd/JVhGKxatUq6AdbSpUtJVpE1Wtq5Z88eqKioQFNTE5WVlRCLxVizZg22bt1KuooUSpeF9j8KhUKhUCgUCoVCocgbakTlOaSNmADw8OFDbNy4EcePH4e+vj4GDx4MiUSCZ8+eQSQSwcXFBUFBQXjnnXfkrv3OO+/g6NGjHSYPXb58GStXrkROTo7cdVsgvRCLQqFQKIrNvXv3sGfPHly4cEHGCObg4ACBQCDXJBK+8fLlS/z888+4d+8eXr16BVVVVVhaWsLFxYUTMxZpfZJoaWmhtLRUZoH/nDlzUFNTg+TkZNZNOaSNKBRAJBIhLCwM+/btQ3V1NbS1tSGRSFBZWSldoLlu3Tr079+fFX2Si/GdnZ0xZswYrF+/vl1ZQEAAHj58KF0kwxYk29/Q0ABbW1sUFhZi1qxZ0NPTw/Pnz3H69Gno6ekhPT2d08VAXBtxSRsBbGxssHjxYpSXlyMkJAQxMTGYP38+AODAgQOIi4tDSkoKa/qkEwH5+P7NpWaLllgshqqqKhoaGqTPRIZhpItDKOzAx+vP5e+PdCLshAkTEBQUhKlTp77xvOTkZAQFBeHy5cty1Vd0I2i3bt2kySsdUVRUBIlEwop2Tk4OHBwcUFJSAjU1NezevRuLFi2SlnN9729sbMSpU6cQGxuLs2fPwtbWFsuWLcPs2bPRs2dPuevxrf1tKS4uhoGBAZqbmznRI5EIq+jjvx07diAtLQ3W1tb47LPPZMb6M2fOhFAoZE27NSQSeQHy7VdWVpZJxGr5XKukpASGYTib/yCVCEvaCLp69Wqkpqaivr4eAwcOhLKyMkJDQ1FfX4/PP/8c06dPxzfffMOafms0NTVRUVHBiRaf9EkaYV1cXKCmpoZXr17hxo0bmDt3LrZt2waJRAJfX1/U1dXh8OHDXVafQqFQSBAQEIArV64gPj4eOjo60uOlpaVwcnLCtGnTEBwcTLCG3HDhwgV4eXkhICAAn3zyCQDyYwEuCAsLQ2RkJKKioqRzTE1NTTh37hy8vb0RGBgILy8vwrWkULomtP9RKBQKhUKhUCgUCkXeUCMqzyFtxNyxYwf2798PgUAANze3dskABQUFOHr0KKKiorBixQqsXbtWrvqqqqqdJl4xDANtbW2IRCK5aramZ8+ecHd377T8p59+glgsZk2fQqFQKIrJX3/9hU8//RS//fYbZs+eDRsbG5mNIDIyMnD69GnMmjULO3bsYM0MRlFM7O3tMXHiRHz11VfSBZGvXr3CmDFjMGHCBBw7dqzLpZBQ/o/ExETpgssFCxZg7NixUFFRAQCIxWJkZmbi2LFjSEpKwo4dO+Di4iJXfdKL8fX19ZGXlyeTBtpCRUUFLCws8Pz5c9b0SbcfeP133rlzJ06dOoWysjLo6+vD0dERPj4+0t8Cm5A04pI2AvTr1w9VVVWoqalB37590dDQIDWENjU1QUdHh9X3X9KJgCSNUJ1haWmJO3fucKJlaGiItLQ0DBkyBOfOncOkSZOkC+8zMjKwbNkyPHz4kJO6lJeXIzU1VboRipGREaZOnQp1dfUuq8+n69+CIiXyFhQUQCAQoLy8HAsXLoSNjY1MKltGRgYSEhKgqamJ6OhoDB06VK76pI2gpPVjY2Pfeg5biSx2dnawsbGBv78/EhIS4Ofnh5iYGLi6ugLgth+05cqVK/D19cXNmzehoaEBT09PbNiwAf369ZObBp/bD3CTiEo6EVaRx39BQUGIiYmBs7MzhEIhVFVVkZKSIv2N88EIzebvjw/tLywsfOs5bxof/9MhbQQdOHAgbt68ibKyMowYMQLFxcXQ09MD8PpvM3nyZM6SQTU0NIhuOkNan4T5RlNTE8+ePcPLly8xaNAgVFdXo3fv3gCA6upqmJqasjr/Q1qfQqFQSGBqaoqkpKQON7jPzs7GvHnz8OjRIwI1456SkhK4u7tDQ0MD+/fvh7GxcZc3olpYWCAyMhKTJ09uV5acnIyNGzfi2rVrBGpGoXR9aP+jUCgUCoVCoVAoFIq8oUZUnkPaiLllyxb4+/u/dddhsViMbdu2ITAwUK76pBdieXh4vPWc6Oho1vQpFAqFopiMHTsWK1asgLu7e6epK3V1dYiOjkZUVBRu3LjBcQ3ZRSQSwcPDA+np6bC2tsb3338Pc3NzaTnbz3/S+qTJycnBjBkzMHLkSJn0j7y8PEyZMgVPnz6liaRdGG9vb2zZsuWtCURlZWVYv3499u/fL1d90ovx35Z4xnYiGun2k4a0EZe0EVRfXx+3bt3CgAEDsH//fixdulQ6Drhz5w4cHR1RUFDAmj7pRECSRijg9d+4dRKsvM79u2zatAmHDx/G7du3pQuQAcDf3x979+5FREQEBAKBXDXb8vDhQ2zcuBHHjx+Hvr6+zEYoIpEILi4uCAoK6nDB4D9dnw/Xvy2KmMgrFAqxe/duXLx4EbW1tQBez43a29vD09MTM2fOZEWX9PwjH434XKGlpYWSkhJ0794dAHDy5Em4u7sjIyMDw4cP5/zd68WLF4iLi8OhQ4dw//59zJgxAx4eHjAyMsKGDRtQVVWFS5cuyU2Pb+1vC9tGQNJjP0Cxx38mJiY4ffo0zMzMUFdXh9mzZ4NhGCQnJ0NZWZkXvz82E3n51v7m5mZkZWXJbMQxcuRIVjVJJ8KSNoK29H8AMDAwwOPHj6WbLzU2NkJXV5czQ4ivry927drFiRYf9UkYYTU1NfHixQvphsQ//vij9O8vEolgbm6OkpKSLqtPoVAoJGj97O0I0uNPrmEYBsHBwYiJiUFZWVmXb3tLEnjLBritaWpqgq6uLsrLywnUjELp+tD+R6FQKBQKhUKhUCgUedOddAUob+ZNCxuVlJTQ2NjIqn5AQMDfOk9FRUXuJlQ+QE2mFAqFQiHBuXPn3pqy0rt3b/j4+GDhwoUc1Yo7/v3vf6O5uRkHDx5EQkICPvzwQ6Snp0vNoGzvo0JanzQjRoxAXl4eioqKZI4PHToUOTk5dHzUxdm7d+/fOq9lobS8+eOPP5CUlITu3bvD09MT2tracHd3x7BhwzB8+PAOP5LKEyMjI9y6dQvDhw9vV3b79m3o6Oiwqk+6/S2IRCLExsbiwoUL0oXQhoaGcHBwwPz5899qVP7/xd/fH15eXlIjrre3N1RUVKRGXLbvv3369EFZWRkGDBiAPXv2yJgN79+/j759+7Kq7+rqCkdHR1y8eBHLly+XHg8PD0dYWBg+++wzVvVbTGedwZYJoAU2TaZ/B1tbWwQFBWHq1KlvPC85ORlBQUG4fPmyXPW//vpraGtry5ggW/jpp5/g5OQkV7227NixA/v374dAIMC2bdvaJeMWFBTg6NGj+Pjjj7FixQqsXbu2S+mTvv4dMXHiRM60+vfvjz///BNDhgxBUlISmpqapPeEzMxM1p9/LcycORMzZ84EwzAQiURQVlZm7ZnTmpqaGpiYmHRa3mKKZYuoqChW//t/h6ysLNy+fVtquG5sbISTkxM2b94Ma2tr1nR79uyJ6upq9O/fHwDg5OSEdevWwcXFBTdu3OD03Wv69OlISUmBmZkZPDw8sHjxYgwYMEBaHhISgvHjx8tVkw/tb/ve1xq2k9hIj/0AxR7/iUQimJmZAXg9x3T8+HGMHz8eAQEBCA0N5cXcB5vvP3xpv0gkQlhYGPbt24fq6mpoa2tDIpGgsrISOjo6EAgEWLdunfQ+IS9aJ8IeOnQIJ06ckEmETU9Pl6teR9TU1EBXVxe6uroYOHAgNDQ0pGUDBw5kdRMcAHjvvfdw6NAhLF68GE+ePJEel0gkCAgIwJgxY1jVb32/eZsJlI2NcEjrt4bE/PbEiROxZs0a7Ny5E4cPH5Yev3HjBtatW8f6+J+0PoVCoZCgb9++EIlE0NLSaldWUVGBPn36EKgVOZSUlPDVV19h0qRJMs+CroqysnKn4/tu3bqhoaGB4xpRKIoD7X8UCoVCoVAoFAqFQpE7DIXXqKur/0/l8sTX15czrRZ69OjBeHh4dPq/nj17sl6HV69eMVeuXJE59u233zKVlZWsa1MoFAqF8uTJE9JV4Bx9fX2moqJC+u/AwEDG2NhYeozt8Q9pfT5QW1vLZGdnM3V1de3KMjIyCNSIQoLQ0FDONfX09NqNszdv3swMHTqUqaysZNTU1FjVDwkJYSZNmsTU1NTIHK+urmamTJnCrFu3jlV90u2XSCTMxo0bmb59+zJTpkxhNmzYwOzZs4eJjIxk1q9fz9ja2jKamprMpk2bmMbGRrnra2pqyvx3f/31V0ZdXZ3JyclhGIb9+++qVauYcePGtbv37dixg9HX12e9T9TX1zNr165lmpubZY7Pnz+f+f7771nVZhh+zD/cuHGDiY6Olv67oaGBcXBwYK5fv866dn5+PmNra8uYm5szwcHBTEpKCvPw4UPm/v37zPnz55lNmzYxFhYWzIcffsg8fvyY9fpwTUhICNPQ0PDW8+rr65ng4OAup0+aqqqqv33uy5cv5a7/9ddfM0OHDmVqa2tljq9du5ZRU1OT6ZdsQXL8GRMT89b/dWX++OMPRk1NTWacU1lZyTg7OzPq6upMdnY2a9pLly5lHB0d22k4Ojoyo0ePZnr37s2adltWrFjBXLt2rd1xsVjMMMzrOeJ79+7JVZMP7VdSUmKUlZWl/1NSUpIea/l/tiA99mMYxR7/jRw5kjl9+rTMsQcPHjD9+vVjoqOjic99PH36lNXfHx/af+LECWbo0KHMypUrmbS0NKa+vl5aVl9fz1y4cIHx9vZmDA0NmePHj8tV29jYmLl//z7DMK+fwfb29oydnR3T1NTEMAw3/W/cuHHMwYMH2x1vbGxk1q5dy9jb27Oqf+HCBaZ3795MdXW1zHEzMzPGyMhIen3YwsbGhjl//vxbz0tKSmLGjx/f5fQlEgkr5/5d/vzzT+b999+XPudbePfddxkXF5f/anz+T9SnUCgUEixdupT55ptvOizbvHkzM3v2bI5rRI5Hjx4xe/fuZUJCQpgDBw4wBQUFpKvEOnyYe6ZQFBXa/ygUCoVCoVAoFAqFIm+UGIYH2xpTOqVnz55wd3fvtPynn36CWCzmpC6ampqoqKjgRKsFDw+Pt57DZipXaWkpJkyYgFGjRuHYsWMAgLKyMowYMQL9+vVDWlqazM74FAqFQqHIGxLPX9JoaWmhtLRUZqf9OXPmoKamBsnJyVBXV8erV6+6rD5pcnJy4ODggJKSEqipqWH37t1YtGiRtLxv377466+/CNaQwhUk7j8CgQAVFRXYvHkzRowYIT3u5OSE4uJi3L9/n9VUsoaGBtja2qKwsBCzZs2Cnp4enj9/jtOnT0NPTw/p6elQVVVlTZ90+21tbTFp0iSsXLkS+vr6HZ7z9OlTREREIDMzExkZGXLV19fXx/3792XSfoKDgxETE4MbN27AwMCA1fuvWCxGYGAgtm7dKrM79IIFC2BjYwM/Pz/WtAHgl19+gYODA3r16sWqTmd069YNRkZGnZYXFRVBIpGwpn/z5k3Y2trCx8cHoaGhAICXL1/C09MT58+fR3p6uky/YAuhUIjdu3fj4sWL0v6mqqoKe3t7eHp6YubMmaxpV1RUYPv27UhJSYFIJIKOjg7s7OywevVqaToVhT1IXv+xY8fC29sbS5YsQY8ePTo8RywWIzo6GgcOHMCNGzfkqs8wDHbt2oVVq1bJHPf394etrS3riUx0/EkukRQAnJ2dMWbMGKxfv75dWUBAAB4+fIgTJ06wol1RUQFPT09069YNx48flx6vq6vD/PnzIRQK0dTUxIr236G4uBiGhoas1YEP7S8sLHzrOW8aH/wvkB77AYo9/jt+/DiWLFmClStXYtu2bdLjp0+fhouLCyQSCatjP+Dtibw2Njas9QE+tN/b2xtbtmx5a/p3WVkZ1q9fj/3798tNu1+/fqiqqpL+u7q6GuPHj8eMGTMQGhrKydxXSkoKZs2ahbKyMpn37Pfeew91dXVITk6WptayRXl5ObS1tWWO/f777xg+fDir7/4AUFBQAIFAgPLycixcuBA2NjYYNGgQmpubUVxcjIyMDCQkJEBTUxPR0dEYOnRol9KfMGECgoKCMHXq1Deel5ycjKCgIFy+fFmu+p1RX19P7J2cD/oUCoXCJo8ePcLo0aPh4eGBBQsWSOfe4+PjERUVhbS0NLz//vukq8kqDMNg1apV2LNnD1RUVKCpqYnKykqIxWKsWbMGW7duJV1F1lBRUUFgYGCn5SEhIaivr+ewRhSK4kD7H4VCoVAoFAqFQqFQ5A01ovIc0kbM1iiiEcbHxwcikQgHDx6EioqK9LhYLMacOXNgbGyMiIgIgjWkUCgUSldHQ0MDlZWVpKvBKfb29pg4cSK++uor6ULQV69eYcyYMZgwYQKOHTvG6mI40vqksbOzg42NDfz9/ZGQkAA/Pz/ExMTA1dUVALq8EZfyf5C4//BhMb5YLMbOnTtx6tQplJWVQV9fH46OjvDx8ZF5J2AD0u3Pz8+HiYmJ3M/9u5A24pI2gi5atAgXL17EBx98ABcXFzg6OqJv376c6cfGxr71nKVLl7KmT9II1REMw0AkEkFZWfmt5gB58PTpU9jY2EBZWRkODg7Q1tZGaWkpzpw5AxUVFWRmZnK+ERZp8x+X+qSvf1VVFT799FOcPn0azs7OHRoBhEIhHBwcEB4ezslvkkv4MP4kaQQlbcTX19dHXl4e+vTp066soqICFhYWeP78OWv6b+LmzZsYNWoUEW3gtRHVwMAAzc3NRPS5bn9zczOysrLw5MkT6QYVI0eOZE2P9NgPoOO/rKwsFBYWwsXFReb4lStXsGXLFvz666+s6isrK8sYgFs+VyopKYFhGCgpKbH6/kO6/SQZNWoUQkJC8PHHH0uPPXz4EOPGjUN4eDj8/Pw4GYeRNIKOGDECLi4ucHFxgZWVFatab4LkRjgk9UkbYVvIzc1FamqqdCOaadOmsbYBAx/1KRQKhWsuX74Mb29v3L17Vzrms7KyQkREBGxtbUlXj3XCwsIQGRmJqKgoTJs2DQDQ1NSEc+fOwdvbG4GBgfDy8iJcS3aYNGmSzNi/I1JTUzmqDYWiWND+R6FQKBQKhUKhUCgUeUONqJS3YmxsDCUlJRQVFcHQ0FB6PD8/nxP96upq3L17F+PGjZMeCw0Nhbe3t8xu6WwwZMgQXL58GQMHDmxXlpubC3t7exQUFLBaBwqFQqEoJgcPHgTwelOE3bt3SxfjLVmyhGS1OCEnJwczZszAyJEjIRQKpcfz8vIwZcoUPH36lNWFiKT1SaOlpYWSkhJ0794dAHDy5Em4u7sjIyMDw4cPJ25KobDP5MmToaSkhIyMDEycOFF6PCUlhWCtXkPajECart5+0kZc0kYA4LXx6fz58zhx4gSSkpJgaWkJFxcXzJ49Gzo6OpzWhWv4YoR6+fKlzFzD1atXZeYj2MLd3R0NDQ04cuSITCp7Y2Mj3NzcoKuri127drFej9aQ3nyCS32+XP87d+5gz549SElJQVFREZSVlWFkZAR7e3sIBAJWTRIkE2FJjz9JG0FJG/H79++Ply9f/n+X/6/U1taiR48e6NGjB37//XccO3YMmpqaWLx4MYYMGcKa7t+B7URUgB/tF4lECAsLw759+1BdXQ1tbW1IJBJUVlZCR0cHAoEA69atk/tcPOmxH0DHf22pqqqCqqqq9H7MNiQTeTuC6/a3JiwsDOvWreNMjw+JsKSNoI8fP8bx48dx4sQJVFZWwtnZGc7Ozvjggw84rwvA/UY4fNEnZYRlGAa+vr7Yu3cvkUQ60voUCoVCmvz8fOkmkK3XIHV1LCwsEBkZicmTJ7crS05OxsaNG3Ht2jUCNaNQKBQKhUKhUCgUCoVCoVD+PtSI+g+ApBETAC5dugSGYeDo6IjffvtNevyjjz5iXbu0tBQTJkzAqFGjcOzYMQBAWVkZRowYgX79+iEtLY3VRIp+/fqhqqqq03JqxKBQKBQKW7R8hGxtBFNSUuKFEYwL6uvrUVRUhGHDhskcf/nyJaKjo7FmzZourU8SfX193L9/X2acGRwcjJiYGNy4cQMGBgY0EbWLExsbK10Q98MPP0iPs5mE2Bq+LMaPjY3FhQsXpIlQhoaGcHBwwPz581ldlMmH9gOApqYmKioqONP7O3BhxOWTEaC5uRlpaWk4ceIETp48CUNDQ6SlpbGqSTIRkLQRqqmpCYsWLUJzc7N0/qGkpAT6+vqYO3cu4uLiZAyK8kZPTw/Xr1+HgYFBu7L8/HzY2dkhLy+PNf2OID3nwaU+H68/l5BOhCU9/iRtBCVtxB8xYgQOHTqE4cOHtyu7ffs25syZg0ePHrGinZqaCicnJ2hoaCA8PBwLFy7E1KlTIRaLcePGDaSkpGD06NGsaP8d2Dai8qH9iYmJ+Pzzz2Fvbw83NzeMHTsWKioqAACxWIzMzEwcO3YMSUlJ2LFjR7vkSDbhahMWRR3/1dfXIzQ0VGo2njNnDs6cOYOePXvik08+wfbt29GjRw9WtDuC60RevrWfxPsX6URYPhlBi4uLceLECRw/fhwFBQVwdHSEi4sLpkyZwlkdXr16hZSUFGhpaeGDDz7g3BBNWp9rIyzpRDrS+hQKhUIhg5qaGl69etVhMmFTUxN0dXVRXl5OoGbcwDAM8vPzZZLO4+Pj4erqyuq8K4VCof2PQqFQKBQKhUKhUCjyhRpReQ5pI2ZrSHwI9/HxgUgkwsGDB6ULYIDXi2DmzJkDY2NjREREsKZvYmKC9PR0DBo0qF3Zs2fPMHbsWDx9+pQ1fQqFQqFQ+GgE4oK6ujo8evQI7777Lnr16iVTlpmZiQkTJnRpfZIIBAJUVFRg8+bNMslPTk5OKC4uxv3796UJBZSuDYn7D+nF+E1NTQgKCkJ4eDisra1hY2ODwYMHQyKR4NmzZ8jIyMCdO3fg5+eHwMBAuS/MJN3+1mhoaKCyspITrdbwxYgLkDGCvolr165h7NixrP33SScCkjRCAcC3336Ln376CUeOHIGlpaX0+K1btzB37lwsX74c/v7+rOmrqamhurq603K2jbgdMWPGDJw+fZpTTVL6fLz+XEI6EZb0+JO0EZS0EX/Lli04e/YshEKhzDWoqamBk5MTrK2tpc8FeWNjY4PFixejvLwcISEhiImJwfz58wEABw4cQFxcHOubMRUVFXVa9vz5c9jY2LBmROVD+729vbFly5a3mn7Kysqwfv167N+/X676fBr7AYo1/lu9ejVSU1NRX1+PgQMHQllZGaGhoaivr8fnn3+O6dOn45tvvmFFuzWkEnn50v4WSL1/tYZkIiwfjKAtlJeXIzExEb/88guEQiFrOn/++Sc8PDygo6ODzZs346OPPkJNTQ2amprw7rvvIikpCbq6ul1Wvy1cG2FJJ9KR1qdQKBQKGd626RrpTeHYpKamBvb29tDV1ZVu9lVaWgojIyNYW1sjOTkZqqqqhGtJoXRNaP+jUCgUCoVCoVAoFIq8oUZUnkPaiNkaEh/ChwwZgsuXL2PgwIHtynJzc2Fvb4+CggLW9FetWgUAiIyMbFe2evVqVFZW4uDBg6zpUygUCoXCh4VoXJOTkwMHBweUlJRATU0Nu3fvxqJFi6TlbH+IJa1PmoqKCnh6eqJbt244fvy49HhdXR3mz58PoVDI2kJsCr8gcf8hvRjf1tYWkyZNwsqVK6Gvr9/hOU+fPkVERAQyMzORkZEhV33S7QcgXWg/a9YsCIVCtEwZ2NrasqoL8MuI2xFsG0FramoQEBCA1atXY/Dgwfj8889x7NgxMAyDJUuWICQkhNVUJtKJgCSNUMDrhcBxcXEdmm0zMjKwYsUK3LlzhzV90gvR/vrrL/Tt2/dvnVtVVYV+/fp1KX3S1580pBNhSY8/SRtBSRvxGxoaYGtri8LCQsyaNQt6enp4/vw5Tp8+DT09PaSnp7O2GK1fv36oqqpCTU0N+vbti4aGBqkZuqmpCTo6OhCJRKxot6CsrCyTRtMy9lFSUgLDMFBSUmLt98eH9pOE72M/oGuP/wYOHIibN29KNz4tLi6Gnp4eAKCwsBCTJ09Gfn4+K9otkEzk5UP7AWDy5MlQUlJCRkYGJk6cKD3O9nsf3xJhW8OVERQAXrx4gb59+6JPnz4oKirC6dOnwTAMZs+e3emcgLxwcXGRpqLduHEDc+fOxbZt2yCRSODr64u6ujocPny4y+qTNsKSTqQjrU+hUCgUMijy/FNAQACuXLmC+Ph46OjoSI+XlpbCyckJ06ZNQ3BwMMEaUihdF9r/KBQKhUKhUCgUCoUib6gRleeQNmKSpmUxTmewPRH74sULWFlZYdy4cXBzc5MuxIqPj0dGRgauX7+Od955hzV9CoVCoVBCQ0PxxRdfkK4Gp9jZ2cHGxgb+/v5ISEiAn58fYmJi4OrqCgBQV1fHq1evuqw+37l58yZGjRpFuhoUDnjy5EmHhhQ2Ib0YPz8/HyYmJnI/9+9Cuv0AYGxsDOB1OpihoSGA10YMLhZhkzbikjaCCgQC5OXl4eeff0ZYWBhSU1Oxfv16SCQSbNmyBXZ2dti2bRtr+qQTAUkaoYA3G82am5uhoaHxxvmJ/xXSC9HGjh0Lb29vLFmypNPfuVgsRnR0NA4cOIAbN250KX3S19/T0/Ot50RFRbGmz/dEWLbHn6SNoKSN+MDr/rVz506cOnUKZWVl0NfXh6OjI3x8fGQ2R5Q3+vr6uHXrFgYMGID9+/dj6dKl6NmzJwDgzp07cHR0ZH3uu7Cw8K3nGBkZsaLNh/Z3hJWVFW7fvs26DumxH6DY47/W314MDAzw+PFjaX9vbGyErq4uKioqWNFugWQiLx/aDwCxsbFgGAa+vr744YcfpMeXLl3Kqi5fEmFJGkGFQiFcXV3x+++/o7q6Gh9//DGMjIzQ1NSEZ8+eISkpCTY2Nqzpa2pq4tmzZ3j58iUGDRqE6upq9O7dGwBQXV0NU1NTVt+/SOuTNsKSHv+T1qdQKBQKGVRUVBAYGNhpeUhICOrr6zmsEXeYmpoiKSmpw/VV2dnZmDdvHqtzLxSKIkP7H4VCoVAoFAqFQqFQ5A01ovIc0kbM0NBQrF27Ft27d3/jeY2Njdi2bRsCAgLkqm9iYoL09HQMGjSoXdmzZ88wduxYPH36VK6abXn8+DFWr16NM2fOoLm5GT169ICDgwO2bt2KYcOGsapNoVAoFMWEdCIUabS0tFBSUiIdf5w8eRLu7u7IyMjA8OHDWR//kNbnI9nZ2Th//jw+/PBDjBs3jnR1KCwSHx8vXfz9No4cOQI3Nze56vN1MT5X8Kn9mpqanCy8bg1pIy5pI+iAAQPw4MEDaGlpYciQIbh48SKGDBkC4HVazLhx41BSUsKaPulEQICcEQp4nQj5+PFjqKmptSurqamBsbExSktLWdPv1q3bG41ORUVFkEgkrOlXVVXh008/xenTp+Hs7AwbGxsMGjQIzc3NKC4uRkZGBoRCIRwcHBAeHv5Ww8g/TZ/09V+9ejUiIiLg6uraqeE6OjqaNX0+LISvra1Fjx490KNHD/z+++84duwYNDU1sXjxYum9kC1IG0FJG/FJ8umnn+L69eu4ePEievXqJT0eHh6OsLAwfPbZZ1i3bh1n9WlubkZWVhaePHkivS+MHDmSNT2+tb8FrjZfIj32AxR7/PfBBx/A19cXixcvljkukUjw5Zdf4vbt2zhz5gwr2nyAb+3n+v2LD4mwpI2gI0aMQEBAABYsWICJEyfCzc0Nvr6+AICdO3fip59+wtWrV1nT19TUxIsXL9CzZ0+4u7vjxx9/lL7ziEQimJubs/r+xwd9kkZY0uNf0voUCoVCIcOkSZM6TMNuTWpqKke14RbSa98oFEWG9j8KhUKhUCgUCoVCocgbakTlOaSNmNu3b8eBAwfg4eGBhQsXtqtHYWEhjh07hv3798PLywv+/v5y1V+1ahUAIDIysl3Z6tWrUVlZiYMHD8pVszMaGxtRUVEBLS2ttxpzKRQKhUL5XyCdCEUafX193L9/H/3795ceCw4ORkxMDG7cuAEDAwNWF8WS1ifN06dP4e7ujqysLLi6usLLywuTJk2Curo6qqqqEB8fDxcXF9LVpLCEn58fsrOz4efnB0dHx3bGr4aGBvz6668IDw/HqFGjOhyn/y/waTE+CSMmn9qvoaGByspKTrRaIG3EJW0E1dDQwIsXL6CiogIjIyPk5uZK29/Q0IDBgwezaoQknQhImrlz52Ly5Mnw8fFpV7Znzx4kJiayakaIjY196zlsJ2MBr/vanj17kJKSgqKiIigrK8PIyAj29vYQCASwsrLqkvp8uP7u7u7Q1NTEzp07WdXpCNIL4VNTU+Hk5AQNDQ2Eh4dj4cKFmDp1KsRiMW7cuIGUlBSMHj2aNX0+GEFJGvFbEIlEiI2NxYULF6RGTENDQzg4OGD+/PlyN4ADr9sdGBiIrVu3yizGXbBgAWxsbODn5yd3zY4QiUQICwvDvn37UF1dDW1tbUgkElRWVkJHRwcCgQDr1q2TeUeUB3xpf1u4WoBIeuwHKPb4LyUlBbNmzUJZWZnMPe69995DXV0dkpOTYWZmxop2R4SFhXFqvOZb+7l+/+JDIixpI2hr0722tjZevHgh/fbX1NQEDQ0NVu+FTk5OMDAwwM6dO6UmfAC4ceMG1q1bh6FDh8o1BZhv+qSNsKQT6UjrUygUCoUczc3NKCgowNChQ6XH4uPj4erqKvNM7moYGBggOzsbWlpa7coqKipgbm6OFy9eEKgZhdL1of2PQqFQKBQKhUKhUCjyhhpReQ4fjJj379/H119/jRMnTmDQoEEyiRSlpaX417/+haCgIFY+yr948QJWVlYYN24c3NzcpAvB4uPjkZGRgevXr+Odd96Ru+6baGhoQM+ePZGXl4e4uDh89dVXnOpTKBQKpetDOhGKNAKBABUVFdi8eTNGjBghPe7k5ITi4mLcv38ftbW1XVafNLNnzwbDMFi+fDmOHDmCpKQkBAYGYu3atYiOjsbu3btx7do10tWksMiFCxewfv163L9/H6NGjZK5/2RlZcHS0hIhISGYNm2a3LX5tBifhBGTT+339fXFrl27ONMDyBtxSRtBnZ2dYWhoiPDwcGzYsAGqqqpYv349AOCzzz5Dbm4uhEIha/qkEwE74urVqxg3bhyEQiF27tzJqhH02rVrmDJlCr755hssWLBAZv5h06ZNSExMZOW+R6G0IBKJYGZmhnv37mHAgAGcapNOhLWxscHixYtRXl6OkJAQxMTESBPaDxw4gLi4OKSkpLCmD/DDCEqKpqYmBAUFITw8HNbW1rCxscHgwYMhkUjw7NkzZGRk4M6dO/Dz80NgYKBcN+j75Zdf4ODgIPPc55rExER8/vnnsLe3h5ubG8aOHSv9m4vFYmRmZuLYsWNISkrCjh075LopDx/a3xGWlpa4c+cO6zqkx34AHf+Vl5dDW1tb5tjvv/+O4cOHc57ETGIjID61/8mTJzAwMOBMjw+JsKSNoKampjh69Cjef/99fPTRR9i7d6/0O2dOTg7mz5+PBw8esKZfWFiIOXPm4PLly9L7DgCYmZnBwsIC0dHR6Nu3b5fVJ22EJZ1IR1qfQqFQKGSoqamBvb09dHV1ceLECQBAaWkpjIyMYG1tjeTkZM7HoVwhEAhgYmKCjRs3tisLDg5GVlYWEhMTCdSMQun60P5HoVAoFAqFQqFQKBR5Q42oPIdPRszS0lJcvHhRJpFiypQp0NDQYFX38ePHWL16Nc6cOYPm5mb06NEDDg4O2Lp1K4YNG8aqdlueP38OCwsLrF69GkeOHIGVlRUSEhI4rQOFQqFQFAfSiVSkqKiogKenJ7p164bjx49Lj9fV1WH+/PkQCoVoamrqsvqk0dLSQmFhIdTU1FBZWQktLS3U1dVBRUUFTU1N0NLSwsuXL0lXk8IB169fR2pqarv7D5v3Hj4sxk9LSwMAzJo1C0KhEC2vzLa2tqxrk25/U1PT3951/b859+9C2ohL2ghQVFQEe3t7iMVijBw5EkKhEPr6+mhoaEBTUxMyMzNhamrKmj4fEgFb8+eff8LExAQfffQR/vjjDwQGBrJuRvn555+xcuVKGROElpYWvv/+e7i5ubGqDQBZWVm4ffs2BAIBgNdpVE5OTti8eTOsra1Z11d0+HD9a2pq0KtXL84TMEgnwrakstXU1KBv375oaGiQXoOmpibo6OhAJBKxps8XSCSSAq/HOJMmTcLKlSuhr6/f4TlPnz5FREQEMjMzkZGRITftRYsW4eLFi/jggw/g4uICR0dHVk0vHeHt7Y0tW7a89fqWlZVh/fr1cjXF8KH9JMd/pMd+gGKP/0aMGAEXFxe4uLjwYn6J642A+ND++Ph46cYLb+PIkSNyHY/yIRGWtBF09+7d2Lx5M4KDg6GkpITvvvsOa9euRX19PYKCgrBu3TqsWbOGNf3OqK+vJzonwpU+aSMshUKhUCgkCAgIwJUrVxAfHw8dHR3p8dLSUjg5OWHatGkIDg4mWEP2ePToEUaPHg0PD492mwBGRUUhLS0N77//PulqUihdEtr/KBQKhUKhUCgUCoUib6gR9R8An4yYJGlsbERFRQW0tLTkuvP+m5BIJIiOjsaAAQMwe/ZsiMVihIaGYtOmTdDW1kZhYSF69+7NSV0oFAqFQqG85ubNmxg1apTC6rNN60QKAOjfv7+M8bTFKEChsAEfFuMbGxsDeL0o3NDQEACgpKSE/Px81rVJt3/ChAkICgrC1KlT33hecnIygoKCcPnyZbnqkzbikjaCAq/fe0+ePInr16+joqICKioqMDc3x7x586ClpcWqNkA2EbCoqAgBAQEYMGAAtmzZgt69e2P//v3w9vaGtrY2Hjx4wEkKfEv6XUv7x48fjx49erCue/PmTdja2sLHx0eaPPvy5Ut4enri/PnzSE9Pl0lqp8gXev3Joq+vj1u3bmHAgAHYv38/li5dKjUk3LlzB46OjigoKGC9HqSMoCQTSQEgPz8fJiYmcj/379LY2Ijz58/jxIkTSEpKgqWlJVxcXDB79myZhbldFdLtJzn+Iz32AxR7/Pf48WMcP34cJ06cQGVlJZydneHs7IwPPviANc2OmDx5MpSUlJCRkYGJEydKj7OdhM2H9vv5+SE7Oxt+fn5wdHRsN95uaGjAr7/+ivDwcIwaNQqRkZFy1SedCMsHI2hsbCy+++473L17V7oJlY6ODlasWIFNmzaxqt1Cbm4uUlNTIRKJoKOjg2nTpr0xqb6r6beFSyMuwzDIz8/H0KFDpcfi4+Ph6urKycYwpPUpFAqFwj2mpqZISkrqMGwgOzsb8+bNw6NHjwjUjBsuX74Mb29v3L17F0pKSmAYBlZWVoiIiOBkI1AKRZGh/Y9CoVAoFAqFQqFQKPKEGlH/QZAwYtbU1CAgIACrV6/G4MGD8fnnn+PYsWNgGAZLlixBSEgIJwsyW9PQ0ICePXsiLy8PcXFx+Oqrr1jTEggEOHv2LHr06AFfX1/MmTMH9vb2sLCwwIsXL+Ds7IyAgADW9CkUCoWiuLx48QJ9+/ZFnz59UFRUhNOnTwMAZs+eDT09PcK1457s7GycP38eH374IcaNG6dw+lzSt29f/PXXX9J/a2pqyiTDtS2ndC2amprw/fffY968eRg8eDC2b98uM/739fVlvQ6kF+O30Pa3zxUk219QUACBQIDy8nIsXLgQNjY2GDRoEJqbm1FcXIyMjAwkJCRAU1MT0dHRMosl5QFpIy5A3giqyEyePBl9+vRB//79oaysjDlz5mDRokXYuHEjHjx4gO7du8s1he5tMAyDhw8fAgDraVDA60S2MWPGSFPYWhMQEICHDx/ixIkTrOl7enq+9ZyoqKguq0/6+gOv78F9+vSBrq4uEhISEBcXB01NTXh5eXEy/iSZCPvpp5/i+vXruHjxoozxIDw8HGFhYfjss89YTUQmbQQlmUjKN5qbm5GWloYTJ07g5MmTMDQ0lKbVc4mVlRVu377NuS6J9pMc//Fh7AfQ8R8AFBcX48SJEzh+/DgKCgrg6OgIFxcXTJkyhXXt2NhYMAwDX19f/PDDD9LjbCZxt4Vk+y9cuID169fj/v37GDVqlEz/y8rKgqWlJUJCQjBt2jS56vIhERbghxEUAOrq6lBZWQkVFRXO+n3L737v3r1QUVGBpqYmKisrIRaLsWbNGmzdurVL67dAyghbU1MDe3t76OrqSsf5paWlMDIygrW1NZKTk1k1ZJPWp1AoFAoZ3rbRq6J8f8vPz5duAtiyGSiFQuEG2v8oFAqFQqFQKBQKhSIPqBH1HwjXRsy8vDz8/PPPCAsLQ2pqKtavXw+JRIItW7bAzs4O27ZtY02/Lc+fP4eFhQVWr16NI0eOwMrKCgkJCazpaWlpITc3F/369cO//vUv3LhxA9OmTcPBgweRm5sLBwcHThIZKBQKhaJYCIVCuLq64vfff0d1dTU+/vhjGBkZoampCc+ePUNSUhJsbGxIV5M1nj59Cnd3d2RlZcHV1RVeXl6YNGkS1NXVUVVVhfj4eLi4uHRZfdKoqqoiOTlZugBw1qxZEAqF0n9//PHHqKmpIVlFCousXbsWQqEQ586dw6FDh7B37158+umnkEgk2LVrF3x8fDjdiIWkGUFDQwOVlZWcaHUGqfYLhULs3r0bFy9eRG1tLYDX9wZ7e3t4enpi5syZrGnzxYhMec3Vq1cxbtw4CIVC7Ny5E2fOnGFNq1+/fqioqEC3bt0gEAhw5MgR7Ny5E97e3qioqMC7776LsrIy1vQfPnyIuXPn4uDBg9DS0oKjoyNu3boFALC2tsYvv/yCgQMHsqavr6+PvLw89OnTp11ZRUUFLCws8Pz5c9b0V69ejYiICLi6una64Dk6OrrL6pO+/gkJCXBzc4Oamho2b96MwMBALF68GGKxGPHx8UhMTJS7AaU1pBNhxWIxAgMDsXXrVigpKUmPL1iwADY2NvDz82NNGyBvBCWdSNoaUhtxdMa1a9cwduxYznXV1dXx6tUrznXbwmX7SY3/6NiPf5SXlyMxMRG//PILhEIhZ7p8uf+Qav/169eRmpqKoqIiKCsrw8jICPb29qyZRPmQCNsaEkZQ0oSFhSEyMhJRUVHScV5TUxPOnTsHb29vBAYGwsvLq8vqkzbCBgQE4MqVK4iPj5d53pSWlsLJyQnTpk1DcHBwl9WnUCgUChkMDAyQnZ3d4XinoqIC5ubmePHiBYGaUSgUCoVCoVAoFAqFQqFQKH8fakT9h8G1EXPAgAF48OABtLS0MGTIEFy8eBFDhgwBAPz5558YN24cSkpKWNOXSCSIjo7GgAEDMHv2bIjFYoSGhmLTpk3Q1tZGYWEhevfuzZr+kCFDEB8fD1VVVbi6ukJTUxOXL18G8HpRuKamJl6+fMmaPoVCoVAUkxEjRiAgIAALFizAxIkT4ebmJk0h3LlzJ3766SdcvXqVcC3ZY/bs2WAYBsuXL8eRI0eQlJT0/9i787gqq7X/4x8gRAVURtkKOJTpERwzB+xoJhKZ8AgOOEsePU4ntMehA1rH6WCiFZmmZSU2aDhReBAtFUXQFH000aOJiuAEMmkyCDL8/vDF/kmi9pyHe68tXO//vO/98lrr1r1ZwPqui3nz5jFr1izWr1/PmjVrOHr0aK2tr5qpqelj75uYmFBWVmag0QhD0+l0HDlyBFdXV9q0acO2bdvo2LEjAMnJyQwcOJArV64oG58hN+NPnz6d1atXG6TWH2XoMEZFRQU5OTmYmppia2trsLqVjKUrmqF89dVXT3zNuHHjDDCS+y5fvkzr1q3p27cv//M//8O8efM07Uj4wgsvMHz4cCwtLQkJCaFTp04cPHgQgLt37+Li4qJpEHXAgAG0a9eOZcuWMXbsWCwtLfnggw8oLS1l1qxZFBYWEhUVpVn9Jk2aPPbnC0+6XxPGjBmDra0tK1eu1LSOMdZX/fw7depEaGgoN2/eZNKkSfz444/6Lmw7duxgyZIlmq7/VXeE/f777/H29q7SDdWQjCkIqpqhD+IoKCggODiYGTNm4OzszJw5c9i8eTMVFRWMGzeO0NBQzM3NDTaeSobqQmOM81e5/qtraz9Qv/7LyMigUaNGNGzYkPT0dHbu3ElFRQWDBw9+ZDBfKyoOAjKm+auksiNsXebm5saqVavo16/fQ/d27drFu+++q+nPH1XXVx2EbdOmDbGxsTz33HMP3Tt58iTDhw/n/Pnztba+EEIINQIDA2ndujXvvvvuQ/eWLFnC8ePHNf35oxBCCCGEEEIIIYQQNUGCqEZOdRDTxsaGjIwMLCwsaNGiBSkpKdSrVw+435nV2dmZmzdvalY/MDCQH3/8EXNzc6ZPn86QIUPw8vLCzc2NjIwM/Pz8NO3I9OWXXzJp0iRMTU2ZP38+GzZsYOPGjfTs2ZNvvvmGjz76iKSkJM3qCyGEqJse7L5ib29PRkYGzzzzDHB/Q46NjY1BNsWqYmdnR1paGlZWVuTl5WFnZ0dRUREWFhaUlZVhZ2enaRBAdX0hVGrUqBG3bt3C1NQUnU7H1atXMTMzA+5vDLe3t9e0S43qzfhlZWX6+dbka/8o1fOH+51ozp8/T9u2bR8KBCUmJtK7d29N6z+O1kFc1UEADw8PfRC8OiYmJly6dEmz+unp6QQHB+Pg4MDSpUtp0KAB69atY/Lkydjb23Pu3DlNAyk///wzI0eOpEGDBqxevZrg4GACAgKYOHEif//730lPT2fHjh2a1bexseHmzZuYm5vj5ORESkoK1tbWAOTn5+Ps7Kx5EPHrr7/Wh/8flJyczJAhQzTfiJyTk0O7du3497//jYODg6a1jK2+6udfGXorLi7G0tKSkpIS/eEgFRUV+g5RWlHdEXb06NHs37+fnj174u/vj4+PD40aNdKsnjFT1RGwMuw3aNAgYmJiqPyVQZ8+fTStGxgYyMWLF9m6dSthYWHExcUREhJCaWkpS5cuZcCAAaxYsULTMVTH3d2d06dPa17HWOZvrOs/QxzCUpfXfzExMQwdOpTDhw+Tn5/Pa6+9RosWLSgrK+P69evExsbi4eGhSe3qXLlyBRcXF4PVM5b5f/jhh8THx9OtWzdmzpxZpTP866+/btCurKCuI6wKzz77LE/6FbmW339ZWVlx586dKt3gK5WVldG0aVOys7NrbX3VQdjGjRtz+/btR97X+lAK1fWFEEKocf78ebp27cobb7zBiBEjcHJy4saNG0RGRvLll18SHx/PCy+8oHqYQgghhBBCCCGEEEI8lgRRjZzqIKafnx+urq6Eh4czf/58fWcSgJkzZ5KSkqLpL6Pt7OxISUmhcePG/Nd//RfHjh3D09OTr776ipSUFLy9vUlNTdWsPkBqaioWFhY0a9aM6OhoRo4cSbt27Th9+jQ7duzAy8tL0/pCCCHqnjZt2vDdd9/xwgsv0LdvXz799FPatWsHwC+//EJAQADnzp1TPErtPBjEhYc7UD1po87TXl8IlTw9PfHy8mLu3LlMnTqVnj17Mn78eABWrFjBjh07OHDggGb1VW/G7927N4sWLaJ///6Pfd2uXbtYtGgRhw4dqtH6quf/yy+/4O3tTWZmJlZWVqxZs4bRo0fr72u9EVJ1EFd1ELSwsJC+ffsSGBio74RuSP369aNhw4Y0adIEU1NThgwZwujRo3n33Xc5d+4czzzzDOvWrTPYeM6dO4enpyc3btzA2dmZPXv20KZNG83q6XQ6fvnlFxwdHXF3dyc+Pl4fvM3JyaFz586adoReunQpP/74IzExMVXCgAUFBfj6+tKtWzeWLVumWf0H69WvX7/Gg/bGXl/186/s+teyZUt++uknXn75Zf3nXUJCAn/5y1/49ddfNauvuiMswL1799izZw/bt28nNjYWd3d3/P39GTx4MI6OjprWfpCqIGglFR0BAVq1agXcP5Sg8uug1l/3ABwcHDh37hx2dna0bNmS/fv307JlS+B+Z+4ePXqQmZmp6RhUHkRiDPNXuf5TvfaDur3+69SpE8HBwYwYMYKXXnqJkSNH6sewcuVKvv32W027cQNERkYSEBDwh167adMmRo4cWWO1jWH+ixYtIiIiAj8/P2JiYrC0tGTfvn00btwY0P77L9UdYVUHQbdt28bIkSMJDg5+ZLfzyp+HaOFJ/75a//urrq86COvi4sLJkyexs7N76F5ubi7t27cnIyOj1tYXQgihzqFDh5g8eTJnzpzBxMSEiooKOnTowMcff6z5YVBCCCGEEEIIIYQQQtQECaIaOdVBzPT0dLy8vCguLqZz587ExMSg0+koKSmhrKyMxMRETTeCtmzZksjISCwtLRk6dCi2trb6zd7l5eXY2toavCPZsWPHiI+P55VXXqFz584GrS2EEKJuWLNmDYsXL2bJkiWYmJjw/vvvM2vWLO7evcuiRYuYO3cub731luphaub3G51+vxnc0BuxDF1fCJVOnTqFp6cnbdu2xc3NjYiICLp3705xcTHJyckcOHCAF198UbP6qjfjp6amEhgYSHZ2NqNGjcLDw4PmzZtTXl7OtWvXSEhIYMuWLdja2rJ+/XqeffbZGq2vev4DBgzAw8OD2bNns2XLFoKCgoiIiGDo0KHAw0H9mqY6iKs6CApw5swZPD09SUtLo169egat3bhxY3JzczEzMyMwMJBNmzaxcuVKJk+eTG5uLm3btiUrK8ugYyosLOTcuXO0b9/+oQ5tNW3GjBmcOHGCiIgIDh06xPbt23n//fe5e/cukydPxt3dnU8++USz+iUlJfTp04e0tDQGDRqk74iwc+dOnJycOHjwYJUOWaJmqX7+CxYs4JtvviE5OZkGDRror8+ePZtPP/2Ujz/+mMDAQM3qq+4I+3vl5eXEx8ezfft2oqOj9UFdQ1AVBFXVkfT3DB3EtbGxISMjAwsLC1q0aEFKSor+619JSQnOzs7cvHlT0zGoPIjEGOavcv2neu0HdXv99+C/rb29PRkZGTzzzDPA/RCYjY2N5j/7CAoK4uTJkwQFBeHj44OFhUWV+yUlJfzwww+Eh4fTpUsXVq1aVWO1jWH+rVu3ZufOnbRr146ioiIGDx5MRUUFu3btwtTUVNOfPxlDR1jVQVCAsLAwDhw4oKT7q+ogaF2vHxgYSOvWrXn33XcfurdkyRKOHz9OVFRUra0vhBBCvUuXLpGVlYVOp3vkwThCCCGEEEIIIYQQQhgjCaIaOWMIYt67d4/o6GiSkpLIzc3FwsKC9u3bM3z48GpPaq1JX375JZMmTcLU1JT58+ezYcMGNm7cSM+ePfnmm2/46KOPSEpK0nQMlR488T42NhZ7e3tNN+ELIYSo2zZs2MD777/PmTNn9JuQHR0dmTJlCgsWLFA7OI1ZWlqya9cu/bx/vxn7tddeo6CgoNbWF0K1nJwcIiIiHlr/T5gwgbZt22pa2xg248P9Tblr1qxh//79FBYWAvc/G7y8vJgwYQKvv/66JnVVz9/Ozo7MzEz9Buzo6GjGjBlDQkICHTt21HwjqOogLqgNglaKi4ujc+fO2NjYGLTuCy+8wPDhw7G0tCQkJIROnTpx8OBBAO7evYuLi4vBgqiFhYXk5uZSXl4O3P//n5ycjJ+fn2Y1i4uLmTJlCt98840+iFZZ/89//jM7duzA2tpas/qVY1i5ciU7duzQb0Tz8fFh2rRpDwUztJCamkrDhg1p2rQpW7ZsYePGjdja2vLXv/6VHj161Pr6Kp9/RUUFq1ev5m9/+1uV67Nnz6ZPnz74+vpqWl91R9gnOXr0KN27d9e0huogqKqOpL9n6CCun58frq6uhIeHM3/+fP3XIICZM2eSkpKieThI5UEkxjB/les/Y1j7Qd1d/7Vp04bvvvuOF154gb59+/Lpp5/Srl074H6n3ICAAM6dO6f5OPbu3UtISAhnz56lS5cuVd5/x48fx93dndDQUDw9PWu0rjHMv3Hjxty+fVv/5/z8fHr16sXAgQNZtmyZpkFwY+gIC2qDoAClpaV4eXnxzTff0KxZM4PWtrCwYN68eY+8Hxoayt27d2ttfdVB1PPnz9O1a1feeOMNRowYoT+IJjIyki+//JL4+HheeOGFWltfCCGEEEIIIYQQQgghhBDiPyVBVCNnLEHMu3fvcv78efLz87G2tub55583yCZIuL8ZyMLCgmbNmhEdHc3IkSNp164dp0+fZseOHXh5eWk+hh07djBx4kQyMzNZsmQJ//znPzExMeGjjz5i0qRJmtcXQghRdxUVFZGXl4eFhYXmB0AYC1NT08feNzExoaysrNbWF8JY/Pbbb/r1v9bhq0rGsBn/QRUVFeTk5GBqaoqtra3m9VTPX6fTcfbsWZo0aaK/tmTJEiIiIjh27BguLi6adkRVHcStpCoIqtrPP//MyJEjadCgAatXryY4OJiAgAAmTpzI3//+d9LT09mxY4fm41i/fj1/+9vfHtr03LRpU65fv655/aysLI4fP14liP+nP/1J87qqbdmyhZEjR2JlZcXixYuZN28eY8eOpbi4mMjISKKiomo8AGJM9es61R1hCwoKCA4OZsaMGTg7OzNnzhw2b95MRUUF48aNIzQ0FHNzc83qg/EEQQ3dkfT3pk+fzurVqw1WLz09HS8vL4qLi+ncuTMxMTHodDpKSkooKysjMTGRNm3aGGQsKg4iMYb5q1z/GcvaD+rm+m/NmjUsXryYJUuWYGJiwvvvv8+sWbO4e/cuixYtYu7cubz11lsGG09SUhJxcXGkp6djampKixYt8PLyokOHDprUM4b5d+nShdDQUF577TX9tV9//ZUePXoQHh5OUFCQZkE8Y+gIC2qDoKq9/PLLmJiYPPY1cXFxtba+6iAswKFDh5g8eTJnzpzBxMSEiooKOnTowMcff2yQw0hU1xdCCCGEEEIIIYQQQgghhPhPSBD1KaAyiFlYWMjcuXOJiIigqKhI3w3AwsKCUaNGsWrVKho0aKBZ/eocO3aM+Ph4XnnlFTp37myQmj169GDixIn85S9/QafTERERgaOjIwEBAVy4cMEgYxBCCFG33Lhxg88++4xffvlFHwTr0KEDY8eOrdEOLEII8aDy8nI+/PBDVq1aRXp6uv66s7MzEydOZP78+U/cqPh/YQyb8YuKijh//jxt27alfv36Ve4lJibSu3dvzWqrnn9gYCC5ubksXryYTp066a/7+vpy7do1zp49qw9maEF1ENdY5Ofnc+jQIXJycnB0dKRnz56aBsAe5dy5c3h6enLjxg2cnZ3Zs2ePQcJAzz33HNOnT8fa2pr4+HhmzpzJ3Llz8fLyYu7cuZrXf/nll5kwYQJDhw6t0hnSUHJyctiwYQN79+7lypUrmJmZ4erqire3NwEBAZqF4jt16kRoaCg3b95k0qRJ/Pjjj7zyyivA/cO5lixZomlXLNX1K6l6/gC5ubl88MEH7Nu3T//+HzBgADNmzKBx48aa1a2ksiNsYGAgFy9eZOvWrYSFhREXF0dISAilpaUsXbqUAQMGsGLFCk3HUEl1ENTQHUnhfuDIzMysxl/7R927d4/o6GiSkpKqHAIwfPhwJYcxGfogEtXzV7n+k7Xf/6dq/bdhwwbef/99zpw5o//dj6OjI1OmTGHBggWa11dN9fy3bdvGuHHjmDp1apWvczt37sTf35/S0lJKS0s1qW0MHWFF3aY6CPugS5cu6de/lQeSGJLq+kIIIYQQQgghhBBCCCGEEP8bEkR9ChkyiBkYGEhaWhrLli2jffv2NGzYkMLCQs6cOUNwcDCtW7fm888/13QMlR7c6BQbG4u9vT0vvviiQWrb29uTnZ3NiRMn6NOnD3l5eTzzzDNVTo0WQgghakpMTAzDhw+nb9++Vb7+/vvf/+bAgQNs376dV199VfUwhRC10FtvvcWePXt45513Hlr/L1myhIEDB7Js2TJNx6ByM/4vv/yCt7c3mZmZWFlZsWbNGkaPHq2/36hRI827wqicf25uLhMmTMDMzIxt27bprxcVFREQEEBMTIymHaFVB3ErqQyCLl++nAULFlBUVKS/Zm1tTWhoKNOnTzfIGB5UWFjIuXPnaN++/UPBbK1YWlqSn59PWloao0aN4tChQ6Snp9O/f39SUlI0r79ixQq++uor0tLSGDZsGBMmTMDDw0PzumVlZSxatIjw8HC6deuGh4cHzs7OlJaWcv36dRISEjh9+jRBQUHMmzdP37GqplR+vhUXF2NpaUlJSYm+S3xFRQW2traahuNU11f9/K9evYqHhwempqZ4e3tjb2/PzZs32b17NxYWFiQmJuLg4FCjNY2Jg4MD586dw87OjpYtW7J//35atmwJwOXLl+nRoweZmZkGGYuKIOiDDN2RFKB3794sWrSI/v37P/Z1u3btYtGiRRw6dMhAIzMclQeRqKZy/Wcsaz+Q9V9RURF5eXlYWFgYPAD+4YcfEh8fT7du3Zg5c2aV5/76668bJIyscv7Hjx8nLS0Nf3//Ktd//vlnli5dyg8//KBJXWPoCGsMVB8EUlFRwaVLl6ocOhgZGcnQoUNr/OAHY6wvhBBCCCGEEEIIIYQQQgghnj4SRH2KqAhi2tjYkJKSgr29/UP3srKy+NOf/kR2dramY4D73S8mTpxIZmYmS5Ys4Z///CcmJiZ89NFHTJo0SfP6rq6uHDt2jLVr13L48GFiY2M5deoUvr6+XL58WfP6Qggh6hY3NzcWLFjAsGHDHrq3efNmlixZwqlTpxSMTAhR2zk6OnL06FF9+ONBqamp9OrVi4yMDMMPzEAGDBiAh4cHs2fPZsuWLQQFBREREcHQoUMB6vxBNCdOnKBLly6a1lDdFUxlEOCLL75g1qxZrFixgkGDBumDaNHR0YSEhLBu3TqGDBmi6RgqFRYWkpubS3l5OQAlJSUkJyfj5+enee3WrVtz9uxZnnnmGZo2bar/mUPjxo25ffu25vUr/c///A8RERFs2bKFxo0bM2HCBMaOHYtOp9OkXp8+fXj55ZeZOnXqI2tcvXqVjz/+mMTERBISEmq0vqurK/Hx8bRs2ZKffvqJl19+GXNzcwASEhL4y1/+wq+//lqjNY2pvurnP2bMGEpKSti0aVOVTf/37t1j5MiRNG3a1CDhRFUdYW1sbMjIyMDCwoIWLVqQkpJCvXr1gPufP87Ozty8eVOT2r+nIgiquiNpamoqgYGBZGdnM2rUKDw8PGjevDnl5eVcu3aNhIQEtmzZgq2tLevXr68SVqkNjOEgEmOm9fpP9doPZP2n0qJFi4iIiMDPz4+YmBgsLS3Zt2+fPgBYF99/t2/fxtLSssYPvaiO6o6woDYIqvogkIKCAry8vGjatCnbt28H4ObNm7Ro0YJu3bqxa9cuTQPxquuDBGGFEEIIIYQQQgghhBBCCCGeRhJEfUqoCmLa29tz8eLFan/hm52dTYcOHbhx44Zm9Sv16NGDiRMn8pe//AWdTkdERASOjo4EBARw4cIFzesvWLCAdevWkZeXx7Zt23B0dMTb25vZs2fz9ttva15fCCFE3WJlZcVvv/2m7wL1oLKyMmxtbQ0axBBC1B0PBkF+Lz8/n1atWpGVlaVgZIZhZ2dHZmamftNvdHQ0Y8aMISEhgY4dO9aJjdCFhYWYm5tjbm7O4cOH2bx5M7a2towdO7bagHJtojoI0LVrV955551qw56RkZF88sknHDhwQLP6ldavX8/f/vY37t69W+V606ZNuX79uub1R4wYQf369Vm1ahUDBgxg/PjxNGjQgIULF3Lp0iXN6z+orKyM3bt3884773DixAnq16/PwIED+eCDD3B1da3RWpcuXaJ169Y1/to/asGCBXzzzTckJyfToEED/fXZs2fz6aef8vHHHxMYGFijNY2pvurn7+TkRFJSEi4uLtXWGzBgABcvXqzRmg9S3RHWz88PV1dXwsPDmT9/PpaWloSEhAAwc+ZMUlJSNO2IpzoIaiwdSWNiYlizZg379++nsLAQuN+l2svLiwkTJvD666/XeM2vvvrqia8ZN25cjdd9kMqDSIxh/iDrP1n/qdO6dWt27txJu3btKCoqYvDgwVRUVLBr1y5MTU1r/fdfd+/eZdmyZTg6OhIYGMiQIUPYvXs39erVY+LEiXzwwQf6gzm0pKojrOogqOqDQIKDg/n555+JjIzE0dFRf/3mzZv4+vri6enJkiVLam19YwjCCiGEEEIIIYQQQgghhBBCiP89CaI+JVQFMd944w2uXbvG4sWLcXd3x9LSksLCQs6cOcPf//532rRpw9q1azWrX8ne3p7s7GxOnDhBnz59yMvL45lnnjFoR6K4uDgaNGhAz549uXLlCklJSfj7+xukthBCiLqlY8eO/POf/8THx+ehe1u3buWf//wnJ06cUDAyIURt5+fnh7W1NcuXL6dp06b661lZWcycOZN79+6xefNmzeqr3oyv0+k4e/YsTZo00V9bsmQJERERHDt2DBcXF02//1A9/7i4OHx9fbGxsSE8PJxRo0bRv39/iouLOXbsGPv27aNr166a1VdNdRDA2tpa/73u75WUlODi4kJmZqZm9Ss999xzTJ8+HWtra+Lj45k5cyZz587Fy8uLuXPnal7/xo0bTJw4kc8//5wLFy7g4+NDUVER69evZ9SoUZrXB0hKSuLrr78mMjISgNGjR/PGG2/QvHlz/v73v3PkyBF++eUXg4zFUCoqKli9ejV/+9vfqlyfPXs2ffr0wdfXt1bXV83Kyor8/PxH3m/SpAm3bt3SrL7qjrDp6el4eXlRXFxM586diYmJQafTUVJSQllZGYmJibRp06ZGaz5IdRDU2DqSVlRUkJOTg6mpqWZdcCt5eHhw5MiRR4b7TUxMND+EQOVBJMYwf1n/1d3137PPPsuTfj2o9f+/33e8z8/Pp1evXgwcOJBly5Zp+vsfY5j/jBkziIuL4+7duzRr1gxTU1OWLVvG3bt3mTNnDq+++ioLFy7UdAwqqQ6Cqj4IpE2bNsTGxvLcc889dO/kyZMMHz6c8+fP19r6qoOwQgghhBBCCCGEEEIIIYQQ4j8jQdSnhKogZmFhIdOnT2fjxo2Ulpbqr5ubmzN8+HDWrFljkBNpXV1dOXbsGGvXruXw4cPExsZy6tQpfH19uXz5sub1hRBCCEPauXMnQ4cOpU+fPnTo0KHKQRD79+/n+++/Z8CAAaqHKYSohbKyshg+fDjx8fHY2trqP39ycnJ46aWX2Lp1q6YdSVRvxg8MDCQ3N5fFixfTqVMn/XVfX1+uXbvG2bNn9R3CtKB6/h4eHowdO5bs7GxCQ0OJiIggICAAgM8//5yNGzeyb98+zeqrDuKqDoI+KehiqI5QlpaW5Ofnk5aWxqhRozh06BDp6en079+flJQUzev/XmlpKSUlJTRs2NAg9dq1a8elS5d49dVXeeONN/D19a3yf+LMmTP07t1b01Cgra0tubm5mv394vFUPH/V73/VHWHhfugkOjqapKQkcnNzsbCwoH379gwfPlzz7mzGEgRV0ZG0UlFREefPn6dt27bUr1+/yr3ExER69+6tSd3CwkL69u1LYGAg06dP16TGk6g8iMQY5q9y/ad67Qd1e/23bds2Ro4cSXBw8CM/18ePH69J7UpdunQhNDSU1157TX/t119/pUePHoSHhxMUFFSr59+sWTNOnDhBVlYWnTp14tq1azg5OQGQlpZGv379NA/DqqQ6CKr6IJDfB7F/T+v1n+r6qoOwQgghhBBCCCGEEEIIIYQQ4j8jQdSnhOogZlFRESkpKdy5cwdLS0vatm1LgwYNNK9bacGCBaxbt468vDy2bduGo6Mj3t7ezJ49m7fffluzuqamppiYmDz2NWVlZZrVF0IIUXelpKTw1VdfcebMGf3XX3d3d8aOHUvbtm1VD08IUctdvHjxoc+f6jYH1jTVm/Fzc3OZMGECZmZmbNu2TX+9qKiIgIAAYmJiNF3/q55/5UbUgoICGjVqRElJib4zTVlZGY6OjuTk5GhWX3UQV3UQTHX9Sq1bt+bs2bM888wzNG3alOzsbODJG5Vryr1794iMjOTy5cuUl5dXuffuu+9qXn/ZsmWMHz9eHwIAKC8v58KFCzz//POUlJRQXFyMtbW1ZmOwsbEhLy9Ps7//UXJzc/nggw/Yt28fOTk5ODo6MmDAAGbMmEHjxo1rff1KKp6/sbz/6zqVQdAHGbIjKcAvv/yCt7c3mZmZWFlZsWbNGkaPHq2/r/X/vzNnzuDp6UlaWhr16tXTrM6jqD6IRPX8Va7/VK/9QP3nr+r6YWFhHDhwgJiYGM1qPM62bdsYN24cU6dOZcWKFfrrO3fuxN/fn9LS0ioHpNY01fN/cH3t4uLChQsXsLCwAO6viZs2barZ4RjG0BFWdRBU9fvPxcWFkydPVnvgRm5uLu3btycjI6PW1lcdhBVCCCGEEEIIIYQQQgghhBD/GQmiPiVUBTGNSVxcHA0aNKBnz55cuXKFpKQk/P39Na25f//+JwZR+/btq+kYhBBCCCGEqEtUb8Z/nBMnTtClSxdNa6icv06n49SpUzg4OLBu3TrGjx+vH8Pp06fx8fEhNTVVs/qqg7iqNyI3aNCAzz777JEbwqdMmaJpEKbSiBEjqF+/PqtWrWLAgAGMHz+eBg0asHDhQoN0ZBo6dChxcXG4u7tjamqqv25iYqJpR97HuXbtGq6urpofRBUfHw/AoEGDiImJ0f9f6NOnj6Z1Aa5evYqHhwempqZ4e3tjb2/PzZs32b17NxYWFiQmJmraEVt1fVD7/M3MzGjRosUj76enp2saxHmQdOQ1fBAU1HUkBRgwYAAeHh7Mnj2bLVu2EBQUREREBEOHDgXud4zUqiNopbi4ODp37oyNjY2mdaqj+iASUDt/les/1Ws/kPVfaWkpXl5efPPNNzRr1kyzOo9z/Phx0tLSHvpdz88//8zSpUv54YcfNKutev49e/Zk+vTpjB079qFx/f3vfyc5OZndu3drUtsYOsKqfv+prh8YGEjr1q2rPWxnyZIlHD9+nKioqFpbX3UQVgghhBBCCCGEEEIIIYQQQvxnJIj6FFERxBRCCCGEEEIIQ1O5Gb+wsBBzc3PMzc05fPgwmzdvxtbWlrFjx9KyZUuDjEHV/N98802SkpLYv39/lRBMeHg4YWFhzJw5k7lz52o6BpVBXNVBgJYtWz7xICQtg8CVbty4wcSJE/n888+5cOECPj4+FBUVsX79ekaNGqV5/UaNGnHq1CmDvd/+iGvXruHi4vJQh9aa1qpVK+B+6LCyO5whusEBjBkzhpKSEjZt2qTvhAf3u3GNHDmSpk2bsnr16lpbH9Q+/w0bNjzxNVqHQSqp6Aj71VdfPfE148aN03QMKoOgqjuS2tnZkZmZyTPPPANAdHQ0Y8aMISEhgY4dO9b5jmSGOIhEJdXrP9WH0Mj6z/jcvn0bS0tL/WdSbbZv3z4GDRpEVlYWlpaW+ut/+tOfKCoqYteuXbRr106z+qo7wqoOgqo+COT8+fN07dqVN954gxEjRuDk5MSNGzeIjIzkyy+/JD4+nhdeeKHW1lcdhBVCCCGEEEIIIYQQQgghhBD/GQmiiseaMGHCE1/z5Zdfalbf1NT0iRsxtDyRvlWrVk+sb4gNiUIIIeqW9PT0J76mcnO8EELUpEWLFj3xNdVtEqwt4uLi8PX1xcbGhvDwcEaNGkX//v0pLi7m2LFj7Nu3j65du6oepmaKi4uZN28ey5cvr/J90IgRI/Dw8CAoKMgg41AVxJUgQPVKS0spKSmhYcOGBqnXtm1bkpKSaNSokUHq/RGG6ohaSUVHSicnJ5KSknBxcXno3qVLlxgwYAAXL16stfUfVFc7gqrsCOvh4cGRI0ce+T2O1oFg1UFQ1R1JdTodZ8+epUmTJvprS5YsISIigmPHjuHi4qJ5R9T8/HwOHTpETk4Ojo6O9OzZs0ooS2uqDyJROX9jWP+pPIRG1n9q3b17l2XLluHo6EhgYCBDhgxh9+7d1KtXj4kTJ/LBBx9gbm6uepiays7Oxt7evsq1w4cP07FjR80/B1R3hFUdBDWGg0AOHTrE5MmTOXPmDCYmJlRUVNChQwc+/vhjg6zBVNZXHYQVQgghhBBCCCGEEEIIIYQQ/xkJoho51UHMGTNm8PHHHzN06NBH/tJ7/fr1mtXfv3//E+fft29fzeobwy+ihRBC1D329vaP7EJUUVGBiYmJwYIQQoi6xd/fnx9++AEPD49qO9CYmJiwb98+zcehajO+h4cHY8eOJTs7m9DQUCIiIggICADg888/Z+PGjbV6/t9//z3e3t4PdYIThnXr1q0qYaAjR47Qo0cPg9W/d+8ekZGRXL58+aEOoIYIou/YsYPVq1czbdq0Ks8BDBOIq46hg6gqOlJaWVmRn5//yPtNmjTh1q1btbb+g1Q8f4Djx4+TnJxMYGAgcP+96Ovry+LFi+nWrZvm9VV2hC0sLKRv374EBgYyffp0zev9nuogqOqOpIGBgeTm5rJ48WI6deqkv+7r68u1a9c4e/asph0hly9fzoIFCygqKtJfs7a2JjQ01CD/H1QfRKJ6/rL+Mw6q1n+5ubl88MEH7Nu3T/+9x4ABA5gxYwaNGzfWvP6MGTOIi4vj7t27NGvWDFNTU5YtW8bdu3eZM2cOr776KgsXLtSsvur5d+rUCX9/f/z9/enQoYPm9YyN/P7t/7t06RJZWVnodDolhw+qqq86iCuEEEIIIYQQQgghhBBCCCH+9ySIauRUBzEBxowZg62tLStXrtS0ztOiuhOqhRBCiJp04cIFXnrpJZYuXcorr7xS7Wse1zFACCH+U+Xl5QwcOJBevXrxj3/8Q8kYVG7Gb9y4Mbdv36agoIBGjRpRUlKCmZkZcP8AIEdHR3JycjQdg8r5jx49mv3799OzZ0/8/f3x8fFR0pVSdVc0VUGAsrIyRo8eTXl5OZs3bwYgMzMTnU7HsGHD2Lhxo/7/o5aGDh1KXFwc7u7umJqa6q8bKog+b948li5d+tB1rQ/iqOwGWZ2srCyGDx9usCDq9OnTWb16tUFqVXpS0E3rIJzq+g9S8fxPnDhBnz59mDZtGsuWLQPufxZNmDCBPXv2cPDgwSoBQS2p6gh75swZPD09SUtLo169egatrToIqrojaW5uLhMmTMDMzIxt27bprxcVFREQEEBMTIxmn39ffPEFs2bNYsWKFQwaNAh7e3tu3rxJdHQ0ISEhrFu3jiFDhmhSu5LKg0iMYf7GsP5TvfaDurn+u3r1Kh4eHpiamuLt7a3//7d7924sLCxITEzEwcFBk9qVmjVrxokTJ8jKyqJTp05cu3YNJycnANLS0ujXr59mByIYw/wvXLjAtm3b2L59O3l5efj5+eHn50fPnj01rSv+P9UHgYj7VAdxhRBCCCGEEEIIIYQQQgghxB8nQVTxRDk5ObRr145///vfmv/i/fdatWr1xCCuITozlJaW8o9//INVq1ZRWlpKcnIyAQEB7NixQ78xQgghhKhJ0dHRzJs3j+TkZNVDEULUMenp6bzwwgtcunQJa2trg9ZWvRlfp9Nx6tQpHBwcWLduHePHj9eHYU6fPo2Pjw+pqama1Vc9f7i/8XbPnj1s376d2NhY3N3d8ff3Z/DgwTg6OmpaG9QGcVUHQd977z2+/fZbNm3ahLu7u/76qVOnGDZsGJMmTWL27Nma1a/UqFEjTp06RcuWLTWvVR0bGxs2bdqEl5dXlSCs1p5US+sgbFlZ2R/+//W/ee0fpToIqrq+6ufv5+fHiy++SEhIyEP3goOD+fXXX9m+fXuN1nwUVR1h4X5nys6dO2NjY2PQuqqDoKo7kj7JiRMn6NKliyZ/d9euXXnnnXfw8/N76F5kZCSffPIJBw4c0KR2JZUHkRjD/EHt+k91R9i6vP4bM2YMJSUlbNq0qcoc7927x8iRI2natKnmBzNUvv8AXFxcuHDhAhYWFvpxNG3aVLPDEYxh/g+6du0a27dvZ9u2baSmpuLj44O/v/8jD6irCao7woLaIKgxHQQihBBCCCGEEEIIIYQQQgghxNNCgqhGzliCmAUFBdSvX98g3VcetGHDhie+Zvz48ZqPY/78+ezdu5eFCxcSEBDA1atXGTNmDObm5voNKkIIIURNW7RoEZMmTUKn06keihCijklJSUGn02FlZWXQuqo347/55pskJSWxf/9+6tevr78eHh5OWFgYM2fOZO7cuZrVVz3/3ysvLyc+Pp7t27cTHR2Nq6vrY7tG/l+pDuKqDoK6ubmxcePGajc7JyQkMGXKFE6fPq1Z/Upt27YlKSlJSTdcuB8Iu3r1qsF//qBa7969WbRoEf3793/s63bt2sWiRYs4dOhQjdY3MzOjRYsWj7yfnp5OaWlpjdY0pvqqn79Op+PixYs0bNjwoXu5ubm4ublx48aNGq35KCo6wqqmOgiqsiNppcLCQszNzTE3N+fw4cNs3rwZW1tbxo4dq+nBBNbW1uTl5em70T6opKQEFxcXMjMzNasPag8iMYb5/54h13+q135Qt9d/Tk5OJCUl4eLi8tC9S5cuMWDAAC5evKhJ7Uo9e/Zk+vTpjB07tsr10tJS/v73v5OcnMzu3bs1qW0M83+U7OxsoqKi+P7774mJidGkhjF0hFUdBDWmg0CEEEIIIYQQQgghhBBCCCGEeFpIENXIGUsQ05hkZ2djb29v0JqtWrUiISGB5s2bY2trS25uLrdu3eK5554jOzvboGMRQgghhBCitlK9Gb+4uJh58+axfPnyKgcCjRgxAg8PD4KCgjSrDern/yRHjx6le/fumv39qoO4qoOgTZo04datW9XeKy8vx8bGRt8xSks7duxg9erVTJs2rUp3QIA+ffpoXn/FihVkZmYSEhJi8K6IlbKzs4mLi+PKlSv6gGT//v017RKdmppKYGAg2dnZjBo1Cg8PD5o3b055eTnXrl0jISGBLVu2YGtry/r163n22WdrtL7qnz+prq/6+T/u/f9H7v9fqe4IWyk/P59Dhw7pu7L17NkTS0tLTWo9yBiCoI+jZUdSuN+J1tfXFxsbG8LDwxk1ahT9+/enuLiYY8eOsW/fPrp27apJbdXdkEHtQSTGMP8n0XL9p3rtB3V7/WdlZUV+fv5/NLaasm/fPgYNGkRWVlaVz/s//elPFBUVsWvXLtq1a6dJbWOYP0BGRgaNGjWiYcOGpKens3PnTioqKhg8eLCmB9MZQ0dY1UFQYzoIRAghhBBCCCGEEEIIIYQQQoinhQRRn0Iqgph79uxh3759+o1gAwYMMMgG1EqlpaX84x//YNWqVZSWlpKcnExAQAA7duzAyclJ8/oODg5cv34dc3NzbGxsyMvLo6SkBGdnZ27evKl5fSGEEHXX3bt3ycvLw9bWFgsLC9XDEULUESkpKcTFxenX//3799e0G1Yl1Zvxv//+e7y9vauEEAxJ9fwLCgoIDg5mxowZODs7M2fOHDZv3kxFRQXjxo0jNDQUc3NzzeqrDuKqDoI6OTlx4cKFajsRFxQU0KpVK4N8/zlv3jyWLl360HUTExODBLFatWpFWlpalTB4Ja3r//rrr7z77rts27YNnU6Hs7MzpaWlXL9+nZycHPz9/Vm0aBHPPfecZmOIiYlhzZo17N+/X9+B0dLSEi8vLyZMmMDrr7+uWW2h7vl36tSJr7/+mo4dOz50Lzk5mSFDhnD+/HlNaoP6jrAAy5cvZ8GCBRQVFemvWVtbExoayvTp02u83v+G1kFQUNeRFMDDw4OxY8eSnZ1NaGgoERERBAQEAPD555+zceNG9u3bp0lt1WsfUHsQiTHMX+X6T/XaD+r2+s8Y/v9B9b/vOnz4MB07dtT0MAJjmH9MTAxDhw7l8OHD5Ofn89prr9GiRQvKysq4fv06sbGxeHh4aFLbGDrCqg6Cqj4IRAghhBBCCCGEEEIIIYQQQoin0cO/4RdGSVUQ8+7duwwZMoRdu3bRpk0b7O3tiYuL45///CdDhgwhMjISU1NTzepXWrBgAfv27WPLli0EBATQtGlTnJ2dCQoKYvPmzZrX79WrFwsXLmTJkiX6DUkrV67kxRdf1Ly2EEKIuikxMZG3336bn3/+mYqKCszMzOjduzdhYWHy9UcIoZmKigr+9re/sXbtWiwsLLC1tSUvL4/i4mLeeustli9frnqImtqyZQvTp0+nZ8+e+Pv74+PjQ6NGjVQPy2CmT5/OxYsXsbKyIiQkhISEBP33oEuXLqWiooIVK1ZoVt/ExKTaIAJAvXr1qoSTtFC/fn3y8/OrDQIUFRVpfiDEn//8Z7766iumTZv20L2vv/5a8xBUpU8++YSdO3fi5eVlkO/3fy8iIsLgNQE+/PBD1q1bR2BgICtWrHhoU35qairfffcdr732GlOmTGHWrFmajOP111/n9ddfp6KigpycHExNTbG1tdWk1u8dP36c5ORkAgMDgfsdsXx9fVm8eDHdunWr9fVB3fMfMWIEM2bMICYmpkoYo6CggJkzZ1bbLbAmffPNNwQGBhIUFPTEjrBff/11jdf/4osv+Oc//8lHH33EoEGDsLe35+bNm0RHRxMSEoKTkxNDhgyp8boPelwQVOvP38d1JH3//fc17UgKcObMGaZOnUpBQQELFixg6NCh+ntvvPEGb7/9tma17927x9dff82jzsosLS3VrHal2NjYKj/zrfTdd99pXtsY5q9y/ad67Qey/lOtU6dO+Pv74+/vT4cOHfTXe/XqpXBUhhMSEsL69evp3LkzL730Eu+9957+8IWVK1fy1ltvceTIEU1q5+fnVxtCBWjdujU5OTma1H1QUVFRtSFUAFtbW80/A1q0aMGpU6ceeRCIo6OjpvWFEEIIIYQQQgghhBBCCCGEeBpJR9SnxPz589m7dy8LFy4kICCAq1evMmbMGMzNzTUNYgYHBxMTE8PWrVt5/vnn9dfPnj3LiBEjGDVqlKabkSq1atWKhIQEmjdvjq2tLbm5udy6dYvnnnuO7OxszetfunSJ/v37c+/ePTIzM2nTpg137txhz549tG3bVvP6Qggh6pbExEQ8PT0ZMmTIQxuxY2JiOHjwIJ07d1Y9TCFELRQWFsaqVav48ssv8fT0BO53IPzpp5+YPHky8+bN469//atm9Rs0aMBnn332yM34U6ZM0Xeo08q9e/fYs2cP27dvJzY2Fnd3d/z9/Rk8eLDmG1FVz9/BwYFz585hZ2dHy5Yt2b9/v74L2+XLl+nRo4emXalUdyUaNmwY/fr1qzYIsHbtWqKioti9e7dm9Y8ePcorr7zCwoULGTFiBE5OTty4cYPIyEgWLFhAVFSU/n2pJZ1Ox9WrVzEzM9O81qOUl5dz7NgxLl++jE6no3fv3pqHYpcuXcrs2bOf2PWtuLiYFStWMG/evBofQ1FREefPn6dt27YPdWZOTEykd+/eNV6z0okTJ+jTpw/Tpk1j2bJlANy6dYsJEyawZ88eDh48SKdOnWptfVD7/EtKSujTpw9paWkMGjRI//7fuXMnTk5OHDx4UNOucJVUdYTt2rUr77zzTrWB28jISD755BMOHDigSW14fBD02LFjmgdBVXYkhfuf+6dOncLBwYF169Yxfvx46tWrB8Dp06fx8fEhNTVVk9otW7astgP2g7SqXWn06NHs379fyUEkxjB/les/1Ws/qNvrPzMzM1q0aPHI++np6ZqHoS9cuMC2bdvYvn07eXl5+Pn54efnR8+ePTWtC8Yxf2tra+7cuQOAvb09GRkZ+nB2WVkZNjY2mr0HjOH9p7oj/NKlS/nxxx+rPQjE19eXbt266delQgghhBBCCCGEEEIIIYQQQoj7JIj6lFAVxHzuuef47rvvqu08cejQIaZOncovv/yiWf1KDg4OXL9+HXNzc2xsbMjLy6OkpARnZ2du3rypeX243xkhJiaGy5cv4+zszKBBg7C2tjZIbSGEEHWLp6cn/fr1qzbgsHDhQpKTk9m6dauCkQkhajs3NzdWrVpFv379Hrq3a9cu3n33XY4ePapZfWPYjP+g8vJy4uPj2b59O9HR0bi6uhIfH69ZPdXzt7GxISMjAwsLC1q0aEFKSoo+iGKI779UB3GNIQi6detWpk6dSm5urv6ara0tK1euZOTIkZrWrrRixQoyMzMJCQnBxsbGIDUflJGRgY+PDydPnsTOzo7s7Gyef/55fvzxR5ydnQ0+HkP55Zdf8Pb2JjMzEysrK9asWcPo0aP197UOA/j5+fHiiy8SEhLy0L3g4GB+/fVXtm/fXmvrq37+cD/kvHLlSnbs2EFWVhY6nQ4fHx+mTZumeUe+3zN0R1hra2vy8vKq7YxYUlKCi4uLpgchqA6CNm7cmNu3b1NQUECjRo0oKSnRHwZQVlaGo6Ojpp3p3nzzTZKSkti/f3+VEHZ4eDhhYWHMnDmTuXPnalbfGKg8iEQ1les/1Ws/qNvrvw0bNjzxNePHj9es/u9du3aN7du3s23bNlJTU/Hx8cHf359XXnlFk3rGMP82bdrw3Xff8cILL9C3b18+/fRT2rVrB9xfmwQEBHDu3DlNahtDEFV1ENRYDgIRQgghhBBCCCGEEEIIIYQQ4mkiQdSnhKogpqWlJQUFBdXeq6iowN7eXtONUJV8fX3p2LEjS5Ys0QdxV6xYQVxcHDExMZrXLykpYeHChUycOJFWrVrx0UcfkZ2dzcKFCzXvyiKEEKLusbW1JS0trdoDD27duoW7uztXr15VMDIhRG1nZWXFnTt3qg1DlpWV0bRpU00PwjF2R48epXv37qqHoRk/Pz9cXV0JDw9n/vz5WFpa6kNhM2fOJCUlRdPvv1QHccE4gqDFxcUkJCSQnZ2NTqejV69eT+zSWZNatWpFWlraIz8HtDZmzBgqKir49NNPsbKy4vbt20ydOpXS0lI2b96sef0HGWIDfqUBAwbg4eHB7Nmz2bJlC0FBQURERDB06FCgascsLeh0Oi5evFglBFApNzcXNzc3bty4UWvrq37+xkBlR1jVYRjVQVCVHUnh/tedefPmsXz58iqf/SNGjMDDw4OgoCDNale6desWTZo00f/5yJEj9OjRQ/O61TH0QSSgdv4q13/GsPYDWf8Zo+zsbKKiovj+++8N8vsfVdasWcPixYtZsmQJJiYmvP/++8yaNYu7d++yaNEi5s6dy1tvvaVJbWPoCGsMQVBjOghECCGEEEIIIYQQQgghhBBCiKeBBFGfEqqCmKo3glW6dOkS/fv35969e2RmZtKmTRvu3LnDnj17aNu2reb1p0+fzuHDh/n+++9xdXUlISGB//7v/+bll18mLCxM8/pCCCHqlidtdK/cKC2EEDXNWNb/qjbjFxQUEBwczIwZM3B2dmbOnDls3ryZiooKxo0bR2hoqEE2hKuaf3p6Ol5eXhQXF9O5c2diYmLQ6XSUlJRQVlZGYmIibdq00XwcqhlDEKC8vJzjx49z5coVzMzMcHV1pUuXLgapfeDAgUfe69u3r+b1mzVrxrlz52jUqJH+2u3bt2nVqlWVgIghGDJ8aGdnR2Zmpr4jZHR0NGPGjCEhIYGOHTtq/vnbpEkTbt269R/ff9rrq37+lXJyctiwYQN79+6t8v739vYmICBAs+6kqjvCql5/qA6Cqu5I+v333+Pt7f1QANkQysrKGD16NOXl5frDBjIzM9HpdAwbNoyNGzfqQ8GqaHkQiTHMX9Z/99XV9d/x48dJTk4mMDAQuN8d2NfXl8WLF9OtWzdNa1fKyMigUaNGNGzYkPT0dHbu3ElFRQWDBw9Gp9NpWtsY5r9hwwbef/99zpw5o+8O7OjoyJQpU1iwYIGmdZ/EEB1xJQgqhBBCCCGEEEIIIYQQQgghxNNFgqhPCVVBTNUbwR5UWFhITEwMly9fxtnZmUGDBlXbKU4LTk5OnD59Gnt7e/21zMxMunTpwvXr1w0yBiGEEHWHMX39FULULao/f1Rvxg8MDOTixYts3bqVsLAw4uLiCAkJobS0lKVLlzJgwABWrFihWX3V84f7m6+jo6NJSkoiNzcXCwsL2rdvz/Dhw7Gzs9O0diVj6IqmKgiak5NDWFgYn332Gfn5+djb21NaWkpeXh6Ojo4EBgYyd+7cKs9HC+Xl5Rw7dozLly+j0+no3bs3pqammtas1LRpUy5evIiVlZX+2m+//cbzzz9PRkaGQcZQyZBrLp1Ox9mzZ6v82y5ZsoSIiAiOHTuGi4uLpqHYTp068fXXX9OxY8eH7iUnJzNkyBDOnz9fa+urfv5lZWUsWrSI8PBwunXrhoeHB87OzpSWlnL9+nUSEhI4ffo0QUFBzJs3Tx+YrSmqO8I2aNCAzz77jEf9mHrKlCkUFhZqVl91EFR1R9LRo0ezf/9+evbsib+/Pz4+PlUOA9DSe++9x7fffsumTZtwd3fXXz916hTDhg1j0qRJzJ49W9MxqDyIxBjmD+rXf8aw9oO6t/47ceIEffr0Ydq0aSxbtgy4/28xYcIE9uzZw8GDB+nUqVON1vy9mJgYhg4dyuHDh8nPz+e1116jRYsWlJWVcf36dWJjY/Hw8NCktjHM/0FFRUXk5eVhYWFhsO+7xH2qDgIRQgghhBBCCCGEEEIIIYQQ4mkkQdSniIogZr169RgzZswj73/77bcUFxdrOgaAkpISFi5cyMSJE2nVqhUfffQR2dnZLFy40CCbYZs0acKNGzdo0KCB/lpRURGurq5kZWVpXl8IIUTdYm1tzb///e9HbsR2c3MzWHcuIUTdYmFhwbx58x55PzQ0lLt372pWX/VmfAcHB86dO4ednR0tW7Zk//79tGzZEoDLly/To0cPMjMzNauvev6qGUMQV2UQNCoqijlz5vDqq68yYsQIunfvru8CVFxcTGJiIps3byY2NpYPP/wQf3//Gh8D3O9K5ePjw8mTJ7GzsyM7O5vnn3+eH3/8EWdnZ01qPmjEiBGYm5uzdu1aLC0tyc/PZ8qUKZSWlvLdd99pXv9BAwcOZOfOnQapFRgYSG5uLosXL64SevD19eXatWucPXtW0yDe0qVL+fHHH4mJiaFhw4b66wUFBfj6+tKtWzd9SKM21lf9/Pv06cPLL7/M1KlTH9n97erVq3z88cckJiaSkJBQo/VVd4Rt2bJllQBmdbTsSKo6CKqyI2mle/fusWfPHrZv305sbCzu7u74+/szePBgHB0dNavr5ubGxo0bqw17JSQkMGXKFE6fPq1ZfVB7EIkxzF8lY1j7Qd1d//n5+fHiiy8SEhLy0L3g4GB+/fVXtm/fXmP1qtOpUyeCg4MZMWIEL730EiNHjmT69OkArFy5km+//ZYjR45oUtsY5q+aMXSEBXVBUNUHgQghhBBCCCGEEEIIIYQQQgjxNJIg6lNCVRDzjTfeeOJr1q9fr1n9StOnT+fw4cN8//33uLq6kpCQwH//93/z8ssvExYWpnl9X19fmjdvTnh4OBYWFty9e5fZs2dz9epVvv/+e83rCyGEqFtMTU0fuRG7oqICExMTysrKDDwqIURd8PLLLz8xCBIXF6dZfdWb8W1sbMjIyMDCwoIWLVqQkpJCvXr1gPvfkzk7O3Pz5k3N6quev2qqg7iqg6CTJ09m6dKlT9xonZWVRUhICOvWravR+pXGjBlDRUUFn376KVZWVty+fZupU6dSWlqqD4loKT09HU9PTy5fvoy9vT3Z2dm4ubnxr3/9i+bNm2tW97fffvvDHQBv375N48aNa7R+bm4uEyZMwMzMjG3btumvFxUVERAQQExMjKbrv5KSEvr06UNaWhqDBg3CycmJGzdusHPnTpycnDh48CCWlpa1tr7q53/p0iVat25d46/9o1R3hFVNdRBUZUfS6pSXlxMfH8/27duJjo7G1dWV+Ph4TWo1adKEW7duPXIcNjY23L59W5PalVQeRGIM81dJ9doP6vb6T6fTcfHixSoHQFTKzc3Fzc2NGzdu1Fi96jzYcdve3p6MjAx92K+srAwbGxvNDkIwhvmrZAwdYVUHQVUfBCKEEEIIIYQQQgghhBBCCCHE00iCqE8J1UFM1ZycnDh9+jT29vb6a5mZmXTp0oXr169rXj81NZVXX32VtLQ0/UbY559/nn/961+0aNFC8/pCCCHqlrS0tCe+Rr7+CCFqI9Wb8f38/HB1dSU8PJz58+djaWmp75Azc+ZMUlJSiImJ0ay+6vl/9dVXT3zNuHHjNKuvOohrLEFQ1Zo1a8a5c+eqhKBu375Nq1atyM3N1bx+amoqLi4uxMfHc/PmTVq2bMmLL76oeUe07t27M3nyZMaNG4e5uXm1rykuLmb9+vV8/vnnHDt2TNPx/N6JEyfo0qWLpjWKi4tZuXIlO3bsICsrC51Oh4+PD9OmTdOHcmpz/ccxxPNXSXVH2Eq3bt2qEoY9cuQIPXr00LyuMQRBVXUk/SOOHj1K9+7dNfm7nZycuHDhAlZWVg/dKygooFWrVpoeAgJqDyIxhvmrXP+pXvtB3V7/Pe57jz9yvya0adOG7777jhdeeIG+ffvy6aef0q5dOwB++eUXAgICOHfunCa1jWH+zz77LE/6Fe2lS5c0qW0MHWFVB0FVHwQihBBCCCGEEEIIIYQQQgghxNNIgqhPCZVBzPz8fM6cOVNl49eyZcuYPHlylc1hWmrSpAk3btygQYMG+mtFRUW4urqSlZVlkDGUlZWRmJjIjRs3cHFxoXv37jV+ArMQQgjxOHfv3lXWpUcIUXdUVFRw6dIlnn32Wf21yMhIhg4dqnkQTPVm/PT0dLy8vCguLqZz587ExMSg0+koKSnRfz/Qpk0bzeqrnr+HhwdHjhzB1dW12vsmJiaabYQG9UFcYxIWFsbcuXOV1G7atCkXL16s8v/wt99+4/nnnycjI8Mg9VNSUgweArt9+zZvvvkmO3fuxM/PDw8PD5o3b055eTnXrl0jISGBmJgYvL29CQ8Pf2Jg5T9RWFiIubk55ubmHD58mM2bN2Nra8vYsWP13fmEdozl+dva2hok9P0g1R1hy8rKGD16NOXl5frOy5mZmeh0OoYNG8bGjRs1X4MYUxDUkB1J4f4aIzg4mBkzZuDs7MycOXPYvHkzFRUVjBs3jtDQ0EcG9P+vhg0bRr9+/Zg2bdpD99auXUtUVBS7d+/WpHYllQeRGMP8Va7/ZO1XlaHXf506deLrr7+mY8eOD91LTk5myJAhnD9/XtMxrFmzhsWLF7NkyRJMTEx4//33mTVrFnfv3mXRokXMnTuXt956S5PaxjD/bdu2MXLkSIKDgx8Zchw/frwmtY2hI6wxBkE3bdrEyJEjNa8jhBBCCCGEEEIIIYQQQgghxNNKgqhPCVVBzJs3b9K7d2+6dOmi3wiWlZVFp06daNy4MfHx8Tg4OGhWv5Kvry/NmzcnPDwcCwsL7t69y+zZs7l69Srff/+95vWFEEIIQ1u7di0pKSm8//77wP0ASKtWrVi8eHG1m1SFEKImFBQU4OXlRdOmTfXdT27evEmLFi3o1q0bu3btwtLSUrP6xrAZ/969e0RHR5OUlERubi4WFha0b9+e4cOHY2dnp2lt1fMvLCykb9++BAYGMn36dM3qPIrqIO6DVAZBQU0QrdKIESMwNzdn7dq1WFpakp+fz5QpUygtLeW7777TvH779u3Ztm0bf/rTnzSvVZ3Tp0+zdu1a9u3bR3p6OqamprRo0QIvLy8CAwPp0KGDJnXj4uLw9fXFxsaG8PBwRo0aRf/+/SkuLubYsWPs27ePrl27alL7QTk5OWzYsIG9e/dy5coVzMzMcHV1xdvbm4CAAE0CuMZQ31ieP9zvzpiXl2eQWn+U1h1h33vvPb799ls2bdqEu7u7/vqpU6cYNmwYkyZNYvbs2ZrV/z1DB0GfRMuOpHC/I+7FixfZunUrYWFhxMXFERISQmlpKUuXLmXAgAGsWLFCk9pHjx7llVdeYeHChYwYMQInJydu3LhBZGQkCxYsICoqCk9PT01qV1J5EIkxzF/l+s+Y1n5Q99Z/S5cu5ccffyQmJqZKGLGgoABfX1+6devGsmXLNB/Hhg0beP/99zlz5oy+O6ijoyNTpkxhwYIFmtU1lvmHhYVx4MABzQLvj2IMHWGrozoI2qhRI3777Tdl9YUQQgghhBBCCCGEEEIIIYQwdhJEfUqoCmJOmzaNnJwcvvrqKywsLPTXi4uLGTJkCK1ateLjjz/WrH6l1NRUXn31VdLS0rC3tyc7O5vnn3+ef/3rX7Ro0ULz+kIIIYQhbdu2jb/85S+sWrWKMWPGAPe/9n766afMmzePr7/+msGDB6sdpBCiVgoODubnn38mMjKySvevmzdv4uvri6enJ0uWLNGsvjFsxlfJGOZ/5swZPD09SUtLo169eprW+j3VQdwHqQyCgtogWnp6Op6enly+fFn//bebmxv/+te/aN68ueb1hw8fzu7du+nZsyfNmjXDxMREf+/LL7/UvL4qHh4ejB07luzsbEJDQ4mIiCAgIACAzz//nI0bN7Jv3z7N6peVlbFo0SLCw8Pp1q0bHh4eODs7U1payvXr10lISOD06dMEBQUxb948nnnmmVpVX/XzB/RBx0GDBhETE6MP4/Tp00fTupVUdoR1c3Nj48aNdOrU6aF7CQkJTJkyhdOnT2s6hsfROgiqsiMpgIODA+fOncPOzo6WLVuyf/9+/b/55cuX6dGjB5mZmZrV37p1K1OnTq3yddfW1paVK1caLIyk8iASY5i/qvWfMa39oO6t/0pKSujTpw9paWkMGjRI/73Hzp07cXJy4uDBg5oeQvR7RUVF5OXlYWFhofn7Doxn/qWlpXh5efHNN9/QrFkzzetVMoaOsNVRHQRVXV8IIYQQQgghhBBCCCGEEEIIYydB1KeEqiBmy5YtOXToULW/AE9JScHLy4vU1FTN6j+o8gT6Gzdu4OLiQvfu3Wt846EQQghhDHr37s3cuXP5r//6r4fuffPNN6xdu5aEhAQFIxNC1HZt2rQhNjaW55577qF7J0+eZPjw4ZpvRjWGzfgqGcP84+Li6Ny5MzY2NgapV8kYgriVVAVB+/Xrh4mJCQkJCbz00kv661oH4B6UmpqKi4sL8fHx3Lx5k5YtW/Liiy9iZmZmkPpvvPFGtddNTExqdRC1cePG3L59m4KCAho1akRJSYn+mZeVleHo6EhOTo5m9fv06cPLL7/M1KlT0el01b7m6tWrfPzxxyQmJtb4WlR1fdXPH6BVq1bA/TC4q6srcP///aVLlzStC+o7wj6u61p5eTk2Njbcvn1bs/qqg6AqO5LC/a95GRkZWFhY0KJFC1JSUvRhxJKSEpydnTXvSllcXExCQgLZ2dnodDp69eql6TM3NsYwfxXrP2Na+0HdXP8VFxezcuVKduzYQVZWFjqdDh8fH6ZNm1blYNLaqi7P31g6wv6e6iCotbU1d+7cUVZfCCGEEEIIIYQQQgghhBBCCGMnQdSniIogZuVGvEdR/UthIYQQojays7MjKysLU1PTh+4VFxej0+mUdukQQtRexrL+V7UZ/6uvvnria8aNG6f5OIwhjKCK6iCu6iDohg0bqKioYPr06XzyySf66+PHjzdIfYCmTZuSkpJCo0aNDFbzQUeOHKFHjx4PXd+1axfe3t4KRmQYOp2OU6dO4eDgwLp16xg/frw+CHb69Gl8fHw0PQjs0qVLtG7dusZf+7TUV/38H6SiI5/qjrBOTk5cuHABKyurh+4VFBTQqlUrTYOQqoOgqjuS+vn54erqSnh4OPPnz8fS0pKQkBAAZs6cSUpKCjExMZrVr1ReXs7x48e5cuUKZmZmuLq60qVLF83rGou6On/Vaz+Q9Z+om4ylI+zvqQ6Cbty4kVGjRimrL4QQQgghhBBCCCGEEEIIIYSxkyCqeKzWrVtz8OBBmjdv/tC969ev0717d65evapgZOqcPHmSPXv28Oc//7nazbFCCCHE/5W9vT0ZGRnVHjhRVlaGg4ODBFGFEJpwcXHh5MmT2NnZPXQvNzeX9u3bk5GRYZCxqNiM7+HhwZEjR/Sd6H7PUJ3pQG0YIT8/n0OHDpGTk4OjoyM9e/Y06CZklUFcYwkCqAiiVWrfvj3btm3jT3/6k5L61QXe79y5Q7NmzTTdlD5hwoQnvkbLjqxvvvkmSUlJ7N+/n/r16+uvh4eHExYWxsyZM5k7d65m9es6Y3r+Kjryqe4IO2zYMPr168e0adMeurd27VqioqLYvXu3ZvVVB0FVdyRNT0/Hy8uL4uJiOnfuTExMDDqdjpKSEv3BiG3atNGsfk5ODmFhYXz22Wfk5+djb29PaWkpeXl5ODo6EhgYyNy5c2nSpIkm9VUfRKJ6/pVUrv9UH8JS19d/OTk5bNiwgb1791b53sPb25uAgABsbW01q/3ss8/ypF9Rav39l8r5w/3vsz/44AP27dunf/8NGDCAGTNm0LhxY01rG2NHWEMGQSMjI/UHbzzJpk2bDBaOF0IIIYQQQgghhBBCCCGEEMKYSRBVPNbf/vY3AFatWvXQvRkzZpCXl/eHNus8ra5evcqYMWM4fvw4Q4cO5a9//Ssvv/wy1tbW3L59m8jISPz9/VUPUwghRC3Tr18//v73v/Pqq68+dG/37t3MmzePY8eOKRiZEKK2CwwMpHXr1rz77rsP3VuyZAnHjx8nKipK0zGo3IxfWFhI3759CQwMZPr06TX+9/8RqsMIy5cvZ8GCBRQVFemvWVtbExoaatBnorormMogKKgJolUaPnw4u3fvpmfPnjRr1gwTExP9Pa2CmBcuXMDNzY3S0lIqKiqq1KzUu3dv4uPjNakP93/G8fHHHzN06NBHBm/Wr1+vWf3i4mLmzZvH8uXLq8x/xIgReHh4EBQUpFnt31P9/19FfWN6/tOnT2f16tUGqwfqO8IePXqUV155hYULFzJixAh9V7bIyEgWLFhAVFQUnp6emtVXHQQ1ho6k9+7dIzo6mqSkJHJzc7GwsKB9+/YMHz682gNKakpUVBRz5szh1VdfZcSIEXTv3l0ffiouLiYxMZHNmzcTGxvLhx9+qMnPYVUeRGIM8wfjWP+pXvuB+q9/hl7/lZWVsWjRIsLDw+nWrRseHh44OztTWlrK9evXSUhI4PTp0wQFBTFv3rxqD0v7v9q2bRsjR44kODj4kd3OtQoEG8P8r169ioeHB6ampnh7e2Nvb8/NmzfZvXs3FhYWJCYm4uDgUON1jYXqIGhQUBAnT54kKCgIHx+fh8K3JSUl/PDDD4SHh9OlS5dqf08qhBBCCCGEEEIIIYQQQgghRF0jQVTxWBkZGXTo0IEePXowcuTIKhvBEhISSEpK4rnnnlM9TM0MHjyYiooKJk2axKZNm4iNjWXevHnMmjWL9evXs2bNGo4ePap6mEIIIWqZ7777jrfffptt27bRrVs3/fXKgxHmzp3L1KlTFY5QCFFbnT9/nq5du/LGG288FAT58ssviY+P54UXXtCsvjFsxj9z5gyenp6kpaXpQyiGonr+X3zxBbNmzWLFihUMGjRIvxE6OjqakJAQ1q1bx5AhQ2q05u+pDuJWUhkEBbhy5QouLi5Kar/xxhvVXjcxMdG0I+jJkye5desWAwcOJDY2tsq9+vXr06FDBxo2bKhZfYAxY8Zga2vLypUrNa1Tne+//x5vb+8q3ThVUf3/X0V91c+/rKxM34G0Jl/7RxlDR9itW7cyderUKiGwyvej1h3IVAdBVXckVWny5MksXbr0iR0Hs7Ky9GuRmqbyIBJjmL/q9Z+xrP1A/dc/Q6//+vTpw8svv8zUqVPR6XTVvubq1at8/PHHJCYmkpCQoMk4wsLCOHDggOaB+98zhvmPGTOGkpISNm3aVOVr+7179xg5ciRNmzbV/HAKlR1hjSEIunfvXkJCQjh79ixdunShefPmlJeXc+3aNY4fP467uzuhoaGaHoghhBBCCCGEEEIIIYQQQgghxNNEgqjiiS5cuMCMGTPYvXs35eXlmJub4+3tzfLly3n++ecNPp6TJ0+yZ88e/vznP9OjRw9Na9nZ2ZGWloaVlRV5eXnY2dlRVFSEhYUFZWVl2NnZcevWLU3HIIQQom6q7Mr17LPP6oNgqamp/PWvf2XNmjWqhyeEqMUOHTrE5MmTOXPmDCYmJlRUVNChQwc+/vhj+vTpo2ltY9iMDxAXF0fnzp2xsbHR5O9/FNXz79q1K++88w5+fn4P3YuMjOSTTz7hwIEDNVrzQaqDuA9SEQRV3RGo0pEjR6r9XnvXrl14e3trUvNBqamptGrVSv/nO3fuYGFhYZBgeE5ODu3atePf//63wbtPjR49mv3799OzZ0/8/f3x8fGhUaNGBh1DZcfZQYMGERMTQ+WPDLX+7DeG+qqff+/evVm0aBH9+/d/7Ot27drFokWLOHToUI3WN5aOsMXFxSQkJJCdnY1Op6NXr16Ym5trXtcYgqCqOpKK+1QeRKKayvWfMa39oO6t/y5duvTILqT/l9f+b5WWluLl5cU333xDs2bNNKlRHWOYv5OTE0lJSdX+v7t06RIDBgzg4sWLNV4XjKMjLBhPEDQpKYm4uDjS09MxNTWlRYsWeHl50aFDB03rCiGEEEIIIYQQQgghhBBCCPG0kSDqU8iQQcwH3bt3j9zcXOzs7DT7pfPvXb16lTFjxug7wP31r3/l5Zdfxtramtu3bxMZGanpBhRra2vu3Lmj/3OTJk2qBE8bN27M7du3NasvhBCibktKSmLHjh1kZWWh0+kYNGgQXbt2VT0sIUQdcenSJf3nj6urq+rhCAOwtrYmLy+v2u/3SkpKcHFxITMzU7P6qoO4qoOgxtARCKBRo0b89ttvVa7duXOHZs2aVfn+WCvnzp0jODiYqKgooqKiCAgIwNramujoaHr37q15/YKCAurXr1/jHSf/iHv37rFnzx62b99ObGws7u7u+Pv7M3jwYBwdHTWvXxkATk9P13/um5iYcOnSJc1rG0N9lc8/NTWVwMBAsrOzGTVqFB4eHlWCGAkJCWzZsgVbW1vWr1/Ps88+W6P1VXeEfVB5eTnHjx+v0pWtS5cumtety0HQr7766omvGTdunObjCAsL07zz7uOoOoikkqr5q1z/qV77gaz/fk/Lw06eBoaev5WVFfn5+Y+8//vfR9UkY+gI+yAJggohhBBCCCGEEEIIIYQQQgjxdJAgqpFTHcSsTklJCfXq1ePixYts3LiRd955R7NagwcPpqKigkmTJrFp0yZiY2OZN28es2bNYv369axZs4ajR49qVv/3G3BtbW3Jzc195H0hhBDCEDIzM2natKnqYQgh6pisrCxiY2MNEkQAtWGE/Px8Dh06RE5ODo6OjvTs2RNLS0uDjkHF/J/0/U1t//7HGIIAqjoCXbhwATc3N0pLS6moqKjSEbFS79699R0rteTt7U2zZs344osvaN++PePHj6dRo0Zs2LCBI0eOaF7fWJSXlxMfH8/27duJjo7G1dXVIM8fHv7Zh6Gprg/qnn9MTAxr1qxh//79FBYWAmBpaYmXlxcTJkzg9ddf16Su6o6wcL8jcVhYGJ999hn5+fnY29tTWlpKXl4ejo6OBAYGMnfuXJo0aWLQcdUFHh4eHDly5JEHjxgqEG4M732VVM1f1n91d/1Xndr+7/0khp6/yvefMXSEVa2srIyPPvqI4cOH4+zszAcffMDmzZupqKhg3LhxTJ8+XfUQhRBCCCGEEEIIIYQQQgghhDA6EkQ1cqqDmL9348YN3NzcmDFjBps2baJDhw5s2bJFs3p2dnakpaVhZWVFXl4ednZ2FBUVYWFhQVlZGXZ2dpqdCA33N/vt2rWLyrfJoEGDiImJ0f/5tddeo6CgQLP6QgghBNzf+Pjhhx8yefJkVq5cyebNmzl9+rTqYQkh6oCcnBz+/Oc/8/bbb/Ppp59ibm7OgQMHDFJb1Wb85cuXs2DBAoqKivTXrK2tCQ0NNehGVBXzN6YggqogsrEEAVR0BDp58iS3bt1i4MCBxMbGVrlXv359OnToQMOGDTWrX6lZs2akpaVx7do12rRpQ25uLlZWVjRu3Fjz/3+pqak0bNiQpk2bsmXLFjZu3IitrS1//etf6dGjh6a1n+To0aN0797dILVsbGzIy8szSC1jrF8dQz5/gIqKCnJycjA1NX1ip8CaorIjbFRUFHPmzOHVV19lxIgRdO/eXR8GKy4uJjExkc2bNxMbG8uHH35o8EP5tKa6I2lhYSF9+/YlMDBQaehG9Xtf9UEkquZvLOs/lYfQ1OX13++pCKLm5ubywQcfsG/fPv37b8CAAcyYMYPGjRsbdCx1KYhaHUN3hFUdBJ01axYxMTH89NNPfP3113z66ae8+eablJaWsnr1aqZNm0ZwcLCmYxBCCCGEEEIIIYQQQgghhBDiaSNBVCOnOohZWlrK+vXrcXBwYPDgwRQXF7Ns2TIWLFiAvb09aWlpNGjQQLP61tbW3LlzR//nJk2aVJlv48aNuX37tmb1TU1NH3vfxMSEsrIyzeoLIYQQANevX6dXr17k5+dz9+5dvv/+ewYMGKB6WEKIWuqnn37C3t6eLl26cOfOHebPn8+qVauws7Pj/PnzButEpmIz/hdffMGsWbNYsWIFgwYNwt7enps3bxIdHU1ISAjr1q1jyJAhBhmLivk3aNCAzz77jEf9mGDKlCn6Dn1aU90VzRiCAKqkpqbSqlUr/Z/v3LmDhYUF9erVM0h9BwcHrl27RkREBF9++SU///wzWVlZuLm5cfPmTc3qbtmyhZEjR2JlZcXixYuZN28eY8eOpbi4mMjISKKiojQNoBQUFBAcHMyMGTNwdnZmzpw5VTbih4aGYm5urln9B02fPp3Vq1cbpJax1DeG519UVMT58+dp27Yt9evXr3IvMTGR3r17a1r/QYbuCDt58mSWLl36xNBtVlaW/utxTVIdBDWGjqRnzpzB09OTtLQ0g33eV+rXrx8mJiYkJCTw0ksv6a/v27fPYGNQeRCJ6vkby/pP9doP6vb6r9Lvfx+jtatXr+Lh4YGpqSne3t767792796NhYUFiYmJODg4GGw8hp6/mZkZLVq0eOT99PR0SktLDTYeQwdfVQdBdTqd/utvmzZt2LZtGx07dgQgOTmZgQMHcuXKFc3qCyGEEEIIIYQQQgghhBBCCPE0kiCqkVMdxAwMDOTHH3/E3Nyc6dOnM2TIELy8vHBzcyMjIwM/Pz9NfxH8+198/35DiooTuoUQQgit7d27l3HjxuHg4MD27dtp3bo1S5cuZfHixTRo0IADBw7g7u6uephCiFpozpw5rFq1CjMzMz755BNef/11Bg4cSEVFBXl5ecydO5dJkyZpOgaVm/G7du3KO++8g5+f30P3IiMj+eSTTzTvCKty/i1btsTExOSxr0lNTdV8HKC+K5oKqjsCVTp37hzBwcFERUURFRVFQEAA1tbWREdHGyQIN3LkSO7cucMvv/zCnDlzGDRoEOPGjaNNmzasX79es7qdOnUiNDSUmzdvMmnSJH788UdeeeUVAHbs2MGSJUs4cuSIZvUDAwO5ePEiW7duJSwsjLi4OEJCQigtLWXp0qUMGDCAFStWaFa/rKwMMzOzGn/t01Jf9fP/5Zdf8Pb2JjMzEysrK9asWcPo0aP191X//MvQHWENTXUQ1Fg6ksbFxdG5c2dsbGwMWnfDhg1UVFQwffp0PvnkE/318ePHG6S+6oNIVM/fWNZ/dXHtB8az/qu0ceNGRo0aZbB6Y8aMoaSkhE2bNlX52n7v3j1GjhxJ06ZNDXo4haHnv2HDhie+xlCfBWD49YbqIGijRo24desWpqam6HQ6rl69qv9/WF5ejr29vfKAvBBCCCGEEEIIIYQQQgghhBDGRoKoRk51ENPOzo6UlBQaN27Mf/3Xf3Hs2DE8PT356quvSElJwdvbW9ONKJaWluzatUt/IvugQYOIiYnR//m1116joKBAs/pCCCGECn/6058YO3Ys9vb2REZG0qlTJ7788kt++OEHTpw4wa5du9i1a5fqYQohaiEHBweOHj2KnZ0dgwcP5vr16zRv3pwffviBf//734wbN45z585pOgaVm/Gtra3Jy8vjmWeeeeheSUkJLi4uZGZmajoG1WEE1VQGcVUHAVR3BKrk7e1Ns2bN+OKLL2jfvj3jx4+nUaNGbNiwQdMgZqX8/HxWrFhBgwYNePvttzl16hSff/457733Hg0bNtSsbuXPV4qLi7G0tKSkpARTU1MAKioqsLW11TQg4+DgwLlz57Czs6Nly5bs37+fli1bAnD58mV69Oih6edP7969WbRoEf3793/s63bt2sWiRYs4dOhQraqv+vkPGDAADw8PZs+ezZYtWwgKCiIiIoKhQ4cC2ndoM4aOsJXCwsKYO3euQWpVMoYgqMqOpMZCVUdMYziIBIyjI6gKqjvC1uX1X2RkJAEBAX/otZs2bWLkyJE1PgYnJyeSkpJwcXF56N6lS5cYMGAAFy9erPG6YBzzNzaG7girOgjq6emJl5cXc+fOZerUqfTs2VP/ffeKFSvYsWOHQT7/hRBCCCGEEEIIIYQQQgghhHiaSBDVyKkOYrZs2ZLIyEgsLS0ZOnQotra2+s1+5eXl2NraVunQWtMqN30+iomJCWVlZZrVF0IIIVRo0qQJubm5mJqaMm7cOHbt2sXOnTvp1q0bJSUlODo6avr1VwhRdzVv3pzExEQsLS3x9fWltLSUhIQELCwsAGjcuDG3b982yFhUbMZ/0kE/huwQozKMcOvWLZo0aaL/85EjR+jRo4dBaqsM4qoOgqruCFSpWbNmpKWlce3aNdq0aUNubi5WVlY0btxYaUdGrbm6uhIfH0/Lli356aefePnll/XBu4SEBP7yl7/w66+/albfxsaGjIwMLCwsaNGiBSkpKfowWklJCc7Ozty8eVOz+qmpqQQGBpKdnc2oUaPw8PCgefPmlJeXc+3aNRISEtiyZQu2trasX7+eZ599tlbVV/387ezsyMzM1B+EEB0dzZgxY0hISKBjx46af/1R3RH2Qaq+/hlDEFRVR9JK+fn5HDp0iJycHBwdHenZsyeWlpYGq6+qI6YxHEQC6juCqlr/qT6EpS6v/4KCgjh58iRBQUH4+Pjov+erVFJSwg8//EB4eDhdunRh1apVNT4GKysr8vPzH3m/SZMmmv38yxjmD3D8+HGSk5MJDAwE7neD9fX1ZfHixXTr1k2Tmo9i6I6wqoOgp06dwtPTk7Zt2+Lm5kZERATdu3enuLiY5ORkDhw4wIsvvqhZfSGEEEIIIYQQQgghhBBCCCGeRhJENXKqg5hffvklkyZNwtTUlPnz57NhwwY2btxIz549+eabb/joo49ISkrSrL4QQghRF/n4+ABgYWHB4cOHsbW15eTJk5iZmZGRkUG3bt24evWq4lEKIWqj0NBQlixZgomJCcOHD2ffvn3s3buX5557jp9++on//u//Jjk52SBjUbEZ35iCqCrmX1ZWxujRoykvL2fz5s0AZGZmotPpGDZsGBs3btR3qNGaiiCS6iCo6o5AlRwcHLh27RoRERF8+eWX/Pzzz2RlZeHm5qZpEE+1BQsW8M0335CcnEyDBg3012fPns2nn37Kxx9/rA8IaMHPzw9XV1fCw8OZP38+lpaWhISEADBz5kxSUlKIiYnRrH6lmJgY1qxZw/79+yksLATuH5Lm5eXFhAkTeP3112tlfdXPX6fTcfbs2SohsCVLlhAREcGxY8dwcXHRtEOZ6o6wD1IZxlMdBFVp+fLlLFiwgKKiIv01a2trQkNDDdYl9sqVK9V2RdSasaz/VM3fWNZ/qkLodX39t3fvXkJCQjh79ixdunSpcgjE8ePHcXd3JzQ0FE9PT03qq37/qZ7/iRMn6NOnD9OmTWPZsmXA/VD4hAkT2LNnDwcPHqRTp06a1DaGjrDGEATNyckhIiKCpKQkcnNzsbCwoH379kyYMIG2bdtqWlsIIYQQQgghhBBCCCGEEEKIp5EEUcUTpaamYmFhQbNmzYiOjmbkyJG0a9eO06dPs2PHDry8vFQPUQghhKhVMjMz+fvf/079+vX5xz/+wezZs7l79y7jx4/nvffeo1OnTlU6hQghRE06cOAA9evXp0ePHnz++eeEhITw5z//mdjYWNatW8fo0aMNMg4Vm/EbNGjAZ599xqO+TZ4yZYo+GKU1FfN/7733+Pbbb9m0aRPu7u7666dOnWLYsGFMmjSJ2bNnG2QsqoLIKoMAqjsCVRo5ciR37tzhl19+Yc6cOQwaNIhx48bRpk0b1q9fr3l9VSoqKli9ejV/+9vfqlyfPXs2ffr0wdfXV9P66enpeHl5UVxcTOfOnYmJiUGn01FSUkJZWRmJiYm0adNG0zE8qKKigpycHExNTbG1tTVYXVX1VT//wMBAcnNzWbx4cZXAia+vL9euXePs2bOafv1R3REWoF+/fpiYmJCQkMBLL72kv75v3z5N6xoTVR1Jv/jiC2bNmsWKFSsYNGgQ9vb23Lx5k+joaEJCQli3bh1DhgzRpLYxBKFUBuGMYf7Gsv5TFUKX9d99SUlJxMXFkZ6ejqmpKS1atMDLy4sOHTpoWld1ELWSqvn7+fnx4osv6g+/eFBwcDC//vor27dv16S2sXSENZYg6G+//UZ+fj7W1tZYW1sbrK4QQgghhBBCCCGEEEIIIYQQTxsJoor/tWPHjhEfH88rr7xC586dVQ9HCCGEqPXu3LnDmDFjiIuLw8vLi/Xr18umKCGEwURFRek/fwYNGqRpLdWb8Vu2bImJicljX5OamlqjNR+kev5ubm5s3Lix2q47CQkJTJkyhdOnT9dozUdREcRVHQQwho5AcD8ItWLFCho0aMDbb7/NqVOn+Pzzz3nvvfdo2LCh5vXrsnv37hEdHf3QRvzhw4djZ2enef2ioiLOnz9P27ZtqV+/fpV7iYmJ9O7du1bXV/n8c3NzmTBhAmZmZmzbtk1/vaioiICAAGJiYigrK9OsvuqOsAAbNmygoqKC6dOnVzl0p/Jz2BBUBUFBbUfSrl278s477+Dn5/fQvcjISD755BPNvv4ZQxBK5UEkxjB/Y1n/qeoIK+s/tczMzGjRosUj76enp1NaWmrAERmWTqfj4sWL1a6xc3NzcXNz48aNG5rVV90R9kEqgqDl5eV8+OGHrFq1ivT0dP11Z2dnJk6cyPz585/48wEhhBBCCCGEEEIIIYQQQggh6hoJooo/rKysTH8aeGxsLPb29rV6E4QQQgghhBCiqtLSUp555hnN/n5j2Iyvkur5N2nShFu3blV7r7y8HBsbG27fvl2jNR+kOohrDEEAY+kIpFp5eTnHjx/nypUrmJmZ4erqSpcuXTSvm5ubywcffMC+ffv0QbQBAwYwY8YMGjdurHl9lX755Re8vb3JzMzEysqKNWvWVOmArXVHMtX1jd2JEyc0fQ+o7gj7IFtbW027Dz6KyiCoyo6kcH+eeXl51a7xSkpKcHFxITMzU7P6qoNQqg8iUT1/les/1Ws/qNvrv7KyMj766COGDx+Os7MzH3zwAZs3b6aiooJx48Zp/tkH9w8heBKtDiQwhvk/7v33R+7XFFUdYVUHQd966y327NnDO++8Q/v27WnYsCGFhYWcOXOGJUuWMHDgQJYtW6ZZfSGEEEIIIYQQQgghhBBCCCGeRhJEFX/Ijh07mDhxIpmZmSxZsoR//vOfmJiY8NFHHzFp0iTVwxNCCCFqpfz8fD7//HNmzpzJ2bNnCQwMxMHBgU8//ZTmzZurHp4Qoha7ePEiixYt4tq1a5SXlwP3gwi//vorWVlZmtZWvRkf4NatWzRp0kT/5yNHjtCjRw/N6j1I5fydnJy4cOECVlZWD90rKCigVatW3Lx5s8brVlIdxAXjCYKq6AhkDHJycggLC+Ozzz4jPz8fe3t7SktLycvLw9HRkcDAQObOnVvl/VlTrl69ioeHB6ampnh7e+uDYLt378bCwoLExEQcHBxqvK6xGDBgAB4eHsyePZstW7YQFBREREQEQ4cOBe4H1e7cuVNr6xuDwsJCzM3NMTc35/Dhw2zevBlbW1vGjh1Ly5YtNa+vuiNvJRsbG/Ly8gxWD9QHQVV2JIUnB70NFQRXFYQyFqrmr3L9ZwxrP6i7679Zs2YRExPDTz/9xNdff82nn37Km2++SWlpKatXr2batGkEBwdrPg5VjGH+nTp14uuvv6Zjx44P3UtOTmbIkCGcP39e0zGopDoI6ujoyNGjR6tdZ6WmptKrVy8yMjI0qy+EEEIIIYQQQgghhBBCCCHE00iCqOIP6dGjBxMnTuQvf/kLOp2OiIgIHB0dCQgI4MKFC6qHJ4QQQtRKgYGBnDx5kpMnT9K3b1+aNm1K/fr1uX37Nj/88IPq4QkharF+/fpRXl6uD2J06dKFr776irfeeot//OMfBhmDis34ZWVljB49mvLycjZv3gxAZmYmOp2OYcOGsXHjRszMzDSr/yAV8x82bBj9+vVj2rRpD91bu3YtUVFR7N69W7P6YBxBZFATBFXdEUi1qKgo5syZw6uvvsqIESPo3r27PpBSXFxMYmIimzdvJjY2lg8//BB/f/8arT9mzBhKSkrYtGlTlff5vXv3GDlyJE2bNmX16tU1WvNBX3311RNfM27cOM3q29nZkZmZqe+IGB0dzZgxY0hISKBjx46aB9FU11f9/OPi4vD19cXGxobw8HBGjRpF//79KS4u5tixY+zbt4+uXbtqVt+YXLlyBRcXF4PWVB0EVd2R1FiCqKqpPIhEJdXrP2NZ+0HdW//pdDqOHDmCq6srbdq0Ydu2bfpAZHJyMgMHDuTKlSua1H7Q8ePHSU5OJjAwELi/9vL19WXx4sV069ZNs7rGMP+lS5fy448/EhMTQ8OGDfXXCwoK8PX1pVu3bpoFMY2hI6zqIKiNjQ0ZGRkPheDh/uGArVq10vwgLiGEEEIIIYQQQgghhBBCCCGeNhJEFX+Ivb092dnZnDhxgj59+ug3R9WFjhRCCCGEKq1ateL48eOYmJjg4OBAWloadnZ26HQ6g3cJEkLULVZWVly5coW0tDTmz5/Pv/71L3bt2kVoaCjx8fGqh6eZ9957j2+//ZZNmzbh7u6uv37q1CmGDRvGpEmTmD17tsIRauvo0aO88sorLFy4kBEjRuDk5MSNGzeIjIxkwYIFREVFGSQEAGqCuKqDoKo7Aqk2efJkli5diq2t7WNfl5WVpe9QWJOcnJxISkqqNgB36dIlBgwYwMWLF2u05oM8PDz0YYjqmJiYcOnSJc3q63Q6zp49WyWEtWTJEiIiIjh27BguLi6a/vxHdX3Vz9/Dw4OxY8eSnZ1NaGgoERERBAQEAPD555+zceNG9u3bp1l91SIjI/XzfZJNmzYxcuTIGq1f14OgDRo04LPPPuNRvyaYMmUKhYWFmtQ2hiCUyoNIjGH+xrL+U9URti6v/xo1asStW7cwNTVFp9Nx9epV/f/1ykOJcnNzNaldqfL3TdOmTdPP89atW0yYMIE9e/Zw8OBBOnXqpEltY5h/SUkJffr0IS0tjUGDBunffzt37sTJyYmDBw9iaWmpSW1j6AirOgjq5+eHtbU1y5cvp2nTpvrrWVlZzJw5k3v37um/LgghhBBCCCGEEEIIIYQQQggh7pMgqvhDXF1dOXbsGGvXruXw4cPExsZy6tQpfH19uXz5surhCSGEELWSnZ0dOTk5bN26lXnz5vHrr79SXFyMTqfTfDOcEKJua9q0KZmZmeTn5+Pm5kZaWhpwv2PJzZs3NaurejO+m5sbGzdurHazc0JCAlOmTOH06dOa1Vc9f4CtW7cyderUKl9nbG1tWblyZY0Hf4yN6iCo6o5ADyovL+f48eNcuXIFMzMzXF1d6dKli0Fqq2JlZUV+fv4j7zdp0oRbt25pVr+wsJC+ffsSGBhokPf67wUGBpKbm8vixYurfAb6+vpy7do1zp49q1kQzRjqq37+jRs35vbt2xQUFNCoUSNKSkr0YZiysjIcHR3JycnRrL7qjrBBQUGcPHmSoKAgfHx8HgqklJSU8MMPPxAeHk6XLl1YtWpVjdZXHQRVXb9ly5ZPDNqlpqZqUtsYglAqDyIxhvmDrP/q6vrP09MTLy8v5s6dy9SpU+nZsyfjx48HYMWKFezYsUPTbtBwPwj44osvEhIS8tC94OBgfv31V7Zv365JbWOYP0BxcTErV65kx44dZGVlodPp8PHxYdq0adUGNGuKMXSEVR0EzcrKYvjw4cTHx2Nra4ulpSWFhYXk5OTw0ksvsXXrVhwcHDSrL4QQQgghhBBCCCGEEEIIIcTTSIKo4g9ZsGAB69atIy8vj23btuHo6Ii3tzezZ8/m7bffVj08IYQQolbq27cvAwYMIDY2lp49e7JgwQLmzZvH2bNn+emnn1QPTwhRi/Xu3Zt58+YxcOBAXFxciI+Px8LCAjc3N007MqvejP+4oFl5eTk2Njbcvn1bs/qq51+puLiYhIQEsrOz0el09OrVC3Nzc83rqg7iqg6Cqu4IBJCTk0NYWBifffYZ+fn52NvbU1paSl5eHo6OjgQGBjJ37twqXSu11KFDB5KTkw1SS3UQDODMmTN4enqSlpZGvXr1NK31e7m5uUyYMAEzMzO2bdumv15UVERAQAAxMTGUlZXV2vqg9vnrdDpOnTqFg4MD69atY/z48foxnD59Gh8fH82CgKC+IyzA3r17CQkJ4ezZs3Tp0oXmzZtTXl7OtWvXOH78OO7u7oSGhmrSmVH1+19lR1LVjCEIpfIgEmOYfyUV6z/Vaz+o2+u/U6dO4enpSdu2bXFzcyMiIoLu3btTXFxMcnIyBw4c4MUXX9SkdiWdTsfFixdp2LDhQ/dyc3Nxc3Pjxo0bmtQ2hvmrZAwdYY0lCHrx4kXOnDnDnTt3sLS0xN3dneeee07zukIIIYQQQgghhBBCCCGEEEI8jSSIKv6wuLg4GjRoQM+ePbly5QpJSUn4+/urHpYQQghRa/373/9m2rRpNGjQgM2bN/M///M/vPnmm2zdupXnn39e9fCEELXYjh07CAgI4MyZM3z77besWrWKZ555hv79+7NhwwbN6qrejO/k5MSFCxewsrJ66F5BQQGtWrXStCOs6vk/SEVHTNVBXNVBUNUdgaKiopgzZw6vvvoqI0aMoHv37vpnUVxcTGJiIps3byY2NpYPP/zQID8PsLa25s6dO5rXAfVBtEpxcXF07twZGxsbzWv9b5w4cUJpV1xD1Vf1/N98802SkpLYv38/9evX118PDw8nLCyMmTNnMnfuXM3qq+4I+6CkpCTi4uJIT0/H1NSUFi1a4OXlRYcOHTSrqToIqrIj6YNu3bpV5aCBI0eO0KNHD01rGkMQSuVBJMYw/wcZev2neu0Hsv7LyckhIiKCpKQkcnNzsbCwoH379kyYMIG2bdtqVrfSkzrOa92RXvX8HxzHhg0b2Lt3b5X3n7e3NwEBAdja2tZ4TWPpCAsSBBVCCCGEEEIIIYQQQgghhBDiaSJBVCGEEEIIIYQQD7l27RqOjo6Ym5sTGRnJb7/9VqVDmxZUb8YfNmwY/fr1Y9q0aQ/dW7t2LVFRUezevVuz+qrnD2o7YqoO4qoOAqjuCDR58mSWLl36xI3uWVlZhISEsG7dOs3GUslQ4U8AMzMzWrRo8cj76enplJaWGmQsqhQWFmJubo65uTmHDx9m8+bN2NraMnbs2Go7xdW2+ioVFxczb948li9fXiWQOGLECDw8PAgKCtJ8DCo7wqpmLEFQVcrKyhg9ejTl5eX6r3OZmZnodDqGDRvGxo0b9euRmmYMQSiVB5EYw/xB3fpP9doPZP1X6bfffiM/Px9ra2usra01r1epU6dOfP311/p/9wclJyczZMgQzp8/r/k4VM2/rKyMRYsWER4eTrdu3fDw8MDZ2ZnS0lKuX79OQkICp0+fJigoiHnz5vHMM8/UWO263hFWCCGEEEIIIYQQQgghhBBCCPGfkSCqeCxTU9MnbsQqKysz0GiEEEKIumHRokVPfM27775rgJEIIeqy0tJSMjIyKC8vr3Ld1dVVs5qqN+MfPXqUV155hYULFzJixAicnJy4ceMGkZGRLFiwgKioKDw9PTWrr3r+qjtiqg7iGksQQDoC/X/u7u6cPn3aILX+SLfnyvejlvLz8zl06BA5OTk4OjrSs2dPLC0tNa8bFxeHr68vNjY2hIeHM2rUKPr3709xcTHHjh1j3759dO3atdbWr6Tq+X///fd4e3tX6YaqgqqOsGVlZXz00UcMHz4cZ2dnPvjgAzZv3kxFRQXjxo1T3qXVUFR0JAV47733+Pbbb9m0aRPu7u7666dOnWLYsGFMmjSJ2bNna1LbGIJQKg8iMYb5q1z/qV77Qd1e/5WXl/Phhx+yatUq0tPT9dednZ2ZOHEi8+fPf+Lvhv6vli5dyo8//khMTAwNGzbUXy8oKMDX15du3bqxbNkyTWobw/z79OnDyy+/zNSpU9HpdNW+5urVq3z88cckJiaSkJBQo/WNpSOsKvLzVyGEEEIIIYQQQgghhBBCCCH+9ySIKh5r//79T/xle9++fQ00GiGEEKJu6Nev32Pvm5iYsG/fPgONRghRF3355ZdMnz6dkpIS/bWKigpMTEw0PYjGGDbjb926lalTp1bZ9G5ra8vKlSsZOXKkprVVz191R0zVQdxKEgT9/zp06EBycrJBapWVlf3hjnv/m9c+TZYvX86CBQsoKirSX7O2tiY0NFTzIJ6Hhwdjx44lOzub0NBQIiIiCAgIAODzzz9n48aNmq4/VdcHtc9/9OjR7N+/n549e+Lv74+Pjw+NGjXStKYxmTVrFjExMfz00098/fXXfPrpp7z55puUlpayevVqpk2bRnBwsObjUBUEVdmRFMDNzY2NGzfSqVOnh+4lJCQwZcoUTQ8FUB2EUn0Qier5q1z/GcvaD+rm+u+tt95iz549vPPOO7Rv356GDRtSWFjImTNnWLJkCQMHDtQsBFqppKSEPn36kJaWxqBBg/Tvv507d+Lk5MTBgwc1OxDCGOZ/6dIlWrduXeOv/d9S1RFWdRDU39+fH374AQ8Pj2q7zcrPX4UQQgghhBBCCCGEEEIIIYR4mARRhRBCCCGEEEJU0axZM4KDgxk0aBCmpqZV7rVo0ULT2qo348P97k8JCQlkZ2ej0+no1asX5ubmBqltDPNXRXUQVzzM2tqaO3fuGKRW7969WbRoEf3793/s63bt2sWiRYs4dOhQjY/h+PHjJCcnExgYCMC9e/fw9fVl8eLFdOvWrcbrPeiLL75g1qxZrFixgkGDBmFvb8/NmzeJjo7WB3+GDBmiWf3GjRtz+/ZtCgoKaNSoESUlJfrgW1lZGY6OjuTk5NTa+qqfP9z//7Znzx62b99ObGws7u7u+Pv7M3jwYBwdHTWtXUlVR1idTseRI0dwdXWlTZs2bNu2jY4dOwKQnJzMwIEDuXLlimb1VQdBVXYkBWjSpAm3bt2q9l55eTk2Njbcvn1bs/qVVAWhQO1BJJVUzl8VWfup5ejoyNGjR2nZsuVD91JTU+nVqxcZGRmaj6O4uJiVK1eyY8cOsrKy0Ol0+Pj4MG3aNH13Xi0Yy/x/b9OmTQb53DGGjrCqg6Dl5eUMHDiQXr168Y9//EOzOkIIIYQQQgghhBBCCCGEEELUJhJEFY/VqlWrJ/6y+dKlSwYajRBCCFE3fPXVV4+9b2JiwtixYw00GiFEXWRra0t2dvZDIVRDUr0Zv7y8nOPHj3PlyhXMzMxwdXWlS5cuBquvev5hYWHMnTvX4HXrchBXdUeg6jRq1IjffvvNILVSU1MJDAwkOzubUaNG4eHhQfPmzSkvL+fatWskJCSwZcsWbG1tWb9+Pc8++2yN1j9x4gR9+vRh2rRp+u5Xt27dYsKECezZs4eDBw9W2y2wpnTt2pV33nkHPz+/h+5FRkbyySefaNoVTqfTcerUKRwcHFi3bh3jx4+nXr16AJw+fRofHx9SU1NrbX3Vz//3ysvLiY+PZ/v27URHR+Pq6kp8fLymNVV2hG3UqBG3bt3C1NQUnU7H1atX9cHP8vJy7O3tqwQEa5rqIKjqjqROTk5cuHABKyurh+4VFBTQqlUrbt68qUltYwhCVVJxEIkxzR/UrP/q8toP1K7/bGxsyMjIqDbsmZ+fT6tWrcjKytKktjEw1vkbav1tDB1hjSEImp6ezgsvvMClS5fqzCEAQgghhBBCCCGEEEIIIYQQQvxfSBBVPNaGDRue+Jrx48cbYCRCCCFE3dGqVavH3jcxMZGDIIQQmgoKCqJdu3ZMmzbNoHWNYTN+Tk4OYWFhfPbZZ+Tn52Nvb09paSl5eXk4OjoSGBjI3LlzadKkSY3XNob5V7K1tdU09PMkKoK4qoOgqjsCVcfd3V3T8FN1YmJiWLNmDfv376ewsBAAS0tLvLy8mDBhAq+//romdf38/HjxxRcJCQl56F5wcDC//vor27dv16Q23A/85eXlVftvX1JSgouLC5mZmZrVf/PNN0lKSmL//v3Ur19ffz08PJywsDBmzpypaThJdX3Vz/9Jjh49Svfu3TX7+1V3hPX09MTLy4u5c+cydepUevbsqf9544oVK9ixY4emQWDVQVDVHUmHDRtGv379ql33rV27lqioKHbv3q1JbWMIQj3I0AeRGNv8Va7/VB3CUpfXf35+flhbW7N8+XKaNm2qv56VlcXMmTO5d++evku01nJyctiwYQN79+6t8v7z9vYmICAAW1vbGq9pTPN/kKGCqMbSEdYYgqApKSnodLpqD2QQQgghhBBCCCGEEEIIIYQQQlQlQVTxv5adnY29vb3qYQghhBBCCCE0EhcXh5eXF9bW1g8FLrUMwqvejB8VFcWcOXN49dVXGTFiBN27d9d3yCkuLiYxMZHNmzcTGxvLhx9+iL+/f43WVz3/B9nY2JCXl2eQWpVUB3FVB0FVdwQqKyvTdyCsydf+pyoqKsjJycHU1FST8MHv6XQ6Ll68SMOGDR+6l5ubi5ubGzdu3NCs/pNCB1qHEoqLi5k3bx7Lly+v8j4bMWIEHh4eBAUFaVbbGOqrfv4FBQUEBwczY8YMnJ2dmTNnDps3b6aiooJx48YRGhqqaWdG1R1hT506haenJ23btsXNzY2IiAi6d+9OcXExycnJHDhwgBdffFGz+qqDoCo7ksL9oPMrr7zCwoULGTFiBE5OTty4cYPIyEgWLFhAVFQUnp6emtQ2liCUqoNIjGX+lQy9/lO99oO6vf7Lyspi+PDhxMfHY2tri6WlJYWFheTk5PDSSy+xdetWHBwcNB1DWVkZixYtIjw8nG7duuHh4YGzszOlpaVcv36dhIQETp8+TVBQEPPmzav23+g/ZQzzr461tTV37tzRvI4xdYSVIKgQQgghhBBCCCGEEEIIIYQQTw8Jooo/pLS0lH/84x+sWrWK0tJSkpOTCQgIYMeOHTg5OakenhBCCFFrZWVl8c0335Cens7ChQuJj49n0KBBqoclhKjlnn/+eV588UX69+//UNisskOZFlRvxp88eTJLly59YugtKytL3yGuJqmeP0C/fv0wMTEhISGBl156SX/dEJ04VQdxVQdBQW1HoN69e7No0SL69+//2Nft2rWLRYsWcejQIU3GcevWrSpBnyNHjtCjRw9Naj3ocUG0P3L//0p1EPL777/H29u7SjdSQ1JdX/XzDwwM5OLFi2zdupWwsDDi4uIICQmhtLSUpUuXMmDAAFasWKFZfWPoCJuTk0NERARJSUnk5uZiYWFB+/btmTBhAm3bttW0tuogqMqOpJW2bt3K1KlTq3TDtLW1ZeXKlYwcOVKzusYQhFJ5EIkxzB/Urf9Ur/1A1n8AFy9e5MyZM9y5cwdLS0vc3d157rnnDFK7T58+vPzyy0ydOhWdTlfta65evcrHH39MYmIiCQkJNT4GlfOvzsaNGxk1apTmdYy1I6wKKSkpxMXFkZOTg6OjI/3796/2e3IhhBBCCCGEEEIIIYQQQgghhARRxR80f/589u7dy8KFCwkICODq1auMGTMGc3PzOvPLaCGEEMLQ/ud//gdPT0/+9Kc/cerUKX755Rfc3Nz45JNPeOONN1QPTwhRixmqC8vvGctmfFWMYf4bNmygoqKC6dOn88knn+ivaxlArmQMQVzVQQBQ1xEoNTWVwMBAsrOzGTVqFB4eHjRv3pzy8nKuXbtGQkICW7ZswdbWlvXr1/Pss8/WaP2ysjJGjx5NeXm5/ucMmZmZ6HQ6hg0bxsaNGzXtwtqpUye+/vprOnbs+NC95ORkhgwZwvnz5zWr36BBAz777DMe9WO6KVOmUFhYqFn90aNHs3//fnr27Im/vz8+Pj40atRIs3rGVl/183dwcODcuXPY2dnRsmVL9u/fr/8svHz5Mj169NA0CKo6iPug3377jfz8fKytrQ32Oaw6CKqyI+mDiouLSUhIIDs7G51OR69evTTtxAvGEYRSeRCJMcwf1K3/jGHtB3V7/afapUuXaN26dY2/9mkRGRlJQEDAH3rtpk2bavRgAGPqCKsqCFpRUcHf/vY31q5di4WFBba2tuTl5VFcXMxbb73F8uXLNR+DEEIIIYQQQgghhBBCCCGEEE8bCaKKP6RVq1YkJCTQvHlzbG1tyc3N5datWzz33HNkZ2erHp4QQghRK/Xt25c33niDwMBAbGxsyMvLY/fu3bz11lv8+9//Vj08IUQt5uPjQ0hICL169TJoXWPZjA8QFhbG3LlzDVKrkjHNv/L7PkMyhiAu1N0gQKWYmBjWrFnD/v379cE7S0tLvLy8mDBhAq+//romdd977z2+/fZbNm3ahLu7u/76qVOnGDZsGJMmTWL27Nma1AZYunQpP/74IzExMTRs2FB/vaCgAF9fX7p166ZpV7aWLVtiYmLy2NekpqZqVh/g3r177Nmzh+3btxMbG4u7uzv+/v4MHjwYR0dHTWurrq/6+T/4+deiRQtSUlKoV68ecL8jqbOzs6YdOVUHUcvLy/nwww9ZtWoV6enp+uvOzs5MnDiR+fPnP/Hf5//CGIKgqjqS/l55eTnHjx/nypUrmJmZ4erqSpcuXTSrZ0xBKBWMbf6GXv8Zy9oPZP1nTGo6cGnMgoKCOHnyJEFBQfj4+Dz0XigpKeGHH34gPDycLl26sGrVqhofg8qOsKqDoGFhYaxatYovv/xS/3W+rKyMn376icmTJzNv3jz++te/ajoGIYQQQgghhBBCCCGEEEIIIZ42EkQVf4iDgwPXr1/H3NxcH4QxxEY4IYQQoi6ztbUlKysLMzOzKhtCGzduzO3btxWPTghRm7355pusX7+eV155BTs7uyrhjy+//FKzusa0GV9FENOY5l/5fZ8hGVMQVyVVHYF+r6KigpycHExNTZ/YJa4muLm5sXHjRjp16vTQvYSEBKZMmcLp06c1q19SUkKfPn1IS0tj0KBB+iDazp07cXJy4uDBg1haWmpW39iUl5cTHx/P9u3biY6OxtXVlfj4+DpT39D8/PxwdXUlPDyc+fPnY2lpSUhICAAzZ84kJSWFmJgYzeqr7gj71ltvsWfPHt555x3at29Pw4YNKSws5MyZMyxZsoSBAwdqGgQH4wiCquhIWiknJ4ewsDA+++wz8vPzsbe3p7S0lLy8PBwdHQkMDGTu3Lk0adJEk/oqg1APUnEQCRjP/A29/pO13/+nYv23aNGiJ77m3Xff1XQM1TFUF25jmf/evXsJCQnh7NmzdOnShebNm1NeXs61a9c4fvw47u7uhIaGGqQztqGpDoK6ubmxatUq+vXr99C9Xbt28e6773L06FHN6gshhBBCCCGEEEIIIYQQQgjxNJIgqvhDfH196dixI0u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      "text/plain": [
       "<Figure size 4500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Global Cell Co-Occurrence \n",
    "selected_cell_types = sorted(global_co_occurrence_melted['Cell Combination'].unique())\n",
    "selected_p_values = []\n",
    "\n",
    "# Perform t-tests\n",
    "print(f\"p-value before correction:\")\n",
    "for ct in selected_cell_types:\n",
    "    subset = global_co_occurrence_melted[global_co_occurrence_melted['Cell Combination'] == ct]\n",
    "    group1 = subset[subset['Condition'] == 'BALBc']['Frequency']\n",
    "    group2 = subset[subset['Condition'] == 'MRL']['Frequency']\n",
    "\n",
    "    t_stat, p_value = stats.ttest_ind(group1, group2, equal_var=False)\n",
    "    print(f\"{ct} has p value = {p_value:.3f}\")\n",
    "    selected_p_values.append(p_value)\n",
    "\n",
    "# Filter the dataframe based on selected Cell Combinations\n",
    "df_filtered = global_co_occurrence_melted[global_co_occurrence_melted['Cell Combination'].isin(selected_cell_types)]\n",
    "\n",
    "# Plot the filtered data\n",
    "fig, ax = plt.subplots(figsize=(45,10))\n",
    "sns.boxplot(data=df_filtered, x='Cell Combination', y='Frequency', hue='Condition', palette='muted', boxprops=dict(alpha=.3), ax=ax, dodge=True,order=selected_cell_types)\n",
    "sns.swarmplot(data=df_filtered, x='Cell Combination', y='Frequency', hue='Condition', palette='dark:black', size=1.0, dodge=True,order=selected_cell_types, ax=ax, edgecolor='gray', linewidth=0.5)\n",
    "\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "ax.legend(handles[:2], labels[:2], title=\"Groups\", handletextpad=1, columnspacing=1, bbox_to_anchor=(1, 1), ncol=3, frameon=True)\n",
    "\n",
    "pvals_corrected = stats.false_discovery_control(selected_p_values, method='bh')\n",
    "\n",
    "print('-'*42)\n",
    "print(f\"p-values after correction:\")\n",
    "\n",
    "p_vals_corrected_dict = {}\n",
    "yrange = ax.get_ylim()[1] - ax.get_ylim()[0]\n",
    "for i, ct in enumerate(selected_cell_types):\n",
    "    ax.text(i, yrange, f\"p = {pvals_corrected[i]:.3f}\", ha='center', fontsize=8, rotation=0)\n",
    "    print(f\"{ct} has p value = {pvals_corrected[i]:.3f}\", flush=True)\n",
    "    p_vals_corrected_dict[ct] = pvals_corrected[i]\n",
    "    \n",
    "for i in range(len(selected_cell_types) - 1):\n",
    "    ax.axvline(i + 0.55, color='grey', linestyle='--', linewidth=0.5)\n",
    "    \n",
    "ax.set_ylabel(\"Frequency\", fontsize=14)\n",
    "ax.set_xlabel('')   \n",
    "plt.xticks(rotation=90)  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "9d6e0972-dd35-4d2c-840c-8391a8b7af5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Mouse</th>\n",
       "      <th>Condition</th>\n",
       "      <th>Cell Combination</th>\n",
       "      <th>Frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>BALBc-1</td>\n",
       "      <td>BALBc</td>\n",
       "      <td>CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&amp;CD4(+)...</td>\n",
       "      <td>0.136827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BALBc-2</td>\n",
       "      <td>BALBc</td>\n",
       "      <td>CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&amp;CD4(+)...</td>\n",
       "      <td>0.106933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BALBc-3</td>\n",
       "      <td>BALBc</td>\n",
       "      <td>CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&amp;CD4(+)...</td>\n",
       "      <td>0.120787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>MRL-4</td>\n",
       "      <td>MRL</td>\n",
       "      <td>CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&amp;CD4(+)...</td>\n",
       "      <td>0.306250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>MRL-5</td>\n",
       "      <td>MRL</td>\n",
       "      <td>CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&amp;CD4(+)...</td>\n",
       "      <td>0.444695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>MRL-5</td>\n",
       "      <td>MRL</td>\n",
       "      <td>CD8(+) T cells&amp;F4/80(+) mphs</td>\n",
       "      <td>0.232506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>MRL-6</td>\n",
       "      <td>MRL</td>\n",
       "      <td>CD8(+) T cells&amp;F4/80(+) mphs</td>\n",
       "      <td>0.371166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>MRL-7</td>\n",
       "      <td>MRL</td>\n",
       "      <td>CD8(+) T cells&amp;F4/80(+) mphs</td>\n",
       "      <td>0.354709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>MRL-8</td>\n",
       "      <td>MRL</td>\n",
       "      <td>CD8(+) T cells&amp;F4/80(+) mphs</td>\n",
       "      <td>0.205438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>MRL-9</td>\n",
       "      <td>MRL</td>\n",
       "      <td>CD8(+) T cells&amp;F4/80(+) mphs</td>\n",
       "      <td>0.201149</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>981 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Mouse Condition                                   Cell Combination  \\\n",
       "0    BALBc-1     BALBc  CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+)...   \n",
       "1    BALBc-2     BALBc  CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+)...   \n",
       "2    BALBc-3     BALBc  CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+)...   \n",
       "3      MRL-4       MRL  CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+)...   \n",
       "4      MRL-5       MRL  CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+)...   \n",
       "..       ...       ...                                                ...   \n",
       "976    MRL-5       MRL                       CD8(+) T cells&F4/80(+) mphs   \n",
       "977    MRL-6       MRL                       CD8(+) T cells&F4/80(+) mphs   \n",
       "978    MRL-7       MRL                       CD8(+) T cells&F4/80(+) mphs   \n",
       "979    MRL-8       MRL                       CD8(+) T cells&F4/80(+) mphs   \n",
       "980    MRL-9       MRL                       CD8(+) T cells&F4/80(+) mphs   \n",
       "\n",
       "     Frequency  \n",
       "0     0.136827  \n",
       "1     0.106933  \n",
       "2     0.120787  \n",
       "3     0.306250  \n",
       "4     0.444695  \n",
       "..         ...  \n",
       "976   0.232506  \n",
       "977   0.371166  \n",
       "978   0.354709  \n",
       "979   0.205438  \n",
       "980   0.201149  \n",
       "\n",
       "[981 rows x 4 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Spot Cell Co-Occurrence\n",
    "# Multi-index to single-index column\n",
    "new_columns = []\n",
    "for col in spot_co_occurrence_df.columns:\n",
    "    if isinstance(col, tuple):  # This checks if the column is a MultiIndex\n",
    "        # Join only if the column name is not 'Mouse' or 'Condition'\n",
    "        if \"Mouse\" not in col and \"Condition\" not in col:\n",
    "            new_columns.append('&'.join(map(str, col)).strip())\n",
    "        else:\n",
    "            # If 'Mouse' or 'Condition' is in the column, it is not joined with '&'\n",
    "            new_columns.append(col[0])\n",
    "    else:\n",
    "        new_columns.append(col)\n",
    "\n",
    "spot_co_occurrence_df_single = spot_co_occurrence_df.copy()\n",
    "spot_co_occurrence_df_single.columns = new_columns\n",
    "spot_co_occurrence_df_single = spot_co_occurrence_df_single[[col for col in spot_co_occurrence_df_single.columns if 'noid' not in col]]\n",
    "\n",
    "# Melt the DataFrame\n",
    "spot_co_occurrence_melted = spot_co_occurrence_df_single.melt(id_vars=['Mouse', 'Condition'], var_name='Cell Combination', value_name='Frequency')\n",
    "spot_co_occurrence_melted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "5a091654-af66-4c98-bf9f-329cd162fb78",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "p-value before correction: \n",
      "B cells&B220(+) DN T cells has p value = 0.004\n",
      "B cells&CD106(+)CD16/32(+)CD31(+) stroma has p value = 0.000\n",
      "B cells&CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma has p value = 0.252\n",
      "B cells&CD106(+)CD16/32(-)Ly6C(+)CD31(+) has p value = 0.008\n",
      "B cells&CD106(-)CD16/32(+)Ly6C(+)CD31(-) has p value = 0.093\n",
      "B cells&CD3(+) other markers (-) has p value = 0.390\n",
      "B cells&CD4(+) T cells has p value = 0.006\n",
      "B cells&CD4(+)CD8(-)cDC has p value = 0.408\n",
      "B cells&CD4(-)CD8(+)cDC has p value = 0.007\n",
      "B cells&CD8(+) T cells has p value = 0.016\n",
      "B cells&ERTR7(+) stroma has p value = 0.027\n",
      "B cells&F4/80(+) mphs has p value = 0.000\n",
      "B cells&NK cells has p value = 0.010\n",
      "B cells&erythroblasts has p value = 0.004\n",
      "B cells&granulocytes has p value = 0.679\n",
      "B cells&marginal zone mphs has p value = 0.024\n",
      "B cells&plasma cells has p value = 0.314\n",
      "B220(+) DN T cells&CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma has p value = 0.010\n",
      "B220(+) DN T cells&CD4(+) T cells has p value = 0.002\n",
      "B220(+) DN T cells&CD4(+)CD8(-)cDC has p value = 0.002\n",
      "B220(+) DN T cells&CD4(-)CD8(+)cDC has p value = 0.000\n",
      "B220(+) DN T cells&CD8(+) T cells has p value = 0.001\n",
      "B220(+) DN T cells&ERTR7(+) stroma has p value = 0.043\n",
      "B220(+) DN T cells&F4/80(+) mphs has p value = 0.025\n",
      "B220(+) DN T cells&erythroblasts has p value = 0.010\n",
      "B220(+) DN T cells&granulocytes has p value = 0.010\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma has p value = 0.632\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&CD4(+) T cells has p value = 0.006\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&CD4(+)CD8(-)cDC has p value = 0.240\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&CD8(+) T cells has p value = 0.005\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&ERTR7(+) stroma has p value = 0.721\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&F4/80(+) mphs has p value = 0.000\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&erythroblasts has p value = 0.021\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&granulocytes has p value = 0.329\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD106(+)CD16/32(-)Ly6C(+)CD31(+) has p value = 0.966\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD106(-)CD16/32(+)Ly6C(+)CD31(-) has p value = 0.014\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD3(+) other markers (-) has p value = 0.019\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+) T cells has p value = 0.000\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+)CD8(-)cDC has p value = 0.001\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(-)CD8(+)cDC has p value = 0.000\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD8(+) T cells has p value = 0.000\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&ERTR7(+) stroma has p value = 0.065\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&F4/80(+) mphs has p value = 0.060\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&NK cells has p value = 0.292\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&erythroblasts has p value = 0.014\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&granulocytes has p value = 0.004\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&plasma cells has p value = 0.193\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&CD4(+) T cells has p value = 0.012\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&CD4(+)CD8(-)cDC has p value = 0.154\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&CD8(+) T cells has p value = 0.091\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&ERTR7(+) stroma has p value = 0.596\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&F4/80(+) mphs has p value = 0.014\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&erythroblasts has p value = 0.260\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&granulocytes has p value = 0.149\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&CD4(+) T cells has p value = 0.014\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&CD4(+)CD8(-)cDC has p value = 0.002\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&CD8(+) T cells has p value = 0.005\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&ERTR7(+) stroma has p value = 0.059\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&F4/80(+) mphs has p value = 0.025\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&erythroblasts has p value = 0.012\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&granulocytes has p value = 0.006\n",
      "CD3(+) other markers (-)&CD4(+) T cells has p value = 0.112\n",
      "CD3(+) other markers (-)&CD8(+) T cells has p value = 0.106\n",
      "CD3(+) other markers (-)&F4/80(+) mphs has p value = 0.393\n",
      "CD3(+) other markers (-)&erythroblasts has p value = 0.041\n",
      "CD3(+) other markers (-)&granulocytes has p value = 0.029\n",
      "CD4(+) T cells&CD4(+)CD8(-)cDC has p value = 0.003\n",
      "CD4(+) T cells&CD4(-)CD8(+)cDC has p value = 0.001\n",
      "CD4(+) T cells&CD4(-)CD8(-) cDC has p value = 0.216\n",
      "CD4(+) T cells&CD8(+) T cells has p value = 0.954\n",
      "CD4(+) T cells&ERTR7(+) stroma has p value = 0.038\n",
      "CD4(+) T cells&F4/80(+) mphs has p value = 0.000\n",
      "CD4(+) T cells&NK cells has p value = 0.019\n",
      "CD4(+) T cells&erythroblasts has p value = 0.677\n",
      "CD4(+) T cells&granulocytes has p value = 0.009\n",
      "CD4(+) T cells&marginal zone mphs has p value = 0.043\n",
      "CD4(+) T cells&plasma cells has p value = 0.239\n",
      "CD4(+)CD8(-)cDC&CD4(-)CD8(+)cDC has p value = 0.006\n",
      "CD4(+)CD8(-)cDC&CD8(+) T cells has p value = 0.008\n",
      "CD4(+)CD8(-)cDC&ERTR7(+) stroma has p value = 0.003\n",
      "CD4(+)CD8(-)cDC&F4/80(+) mphs has p value = 0.448\n",
      "CD4(+)CD8(-)cDC&NK cells has p value = 0.048\n",
      "CD4(+)CD8(-)cDC&erythroblasts has p value = 0.011\n",
      "CD4(+)CD8(-)cDC&granulocytes has p value = 0.001\n",
      "CD4(+)CD8(-)cDC&plasma cells has p value = 0.156\n",
      "CD4(-)CD8(+)cDC&CD8(+) T cells has p value = 0.000\n",
      "CD4(-)CD8(+)cDC&ERTR7(+) stroma has p value = 0.000\n",
      "CD4(-)CD8(+)cDC&F4/80(+) mphs has p value = 0.010\n",
      "CD4(-)CD8(+)cDC&erythroblasts has p value = 0.000\n",
      "CD4(-)CD8(+)cDC&granulocytes has p value = 0.001\n",
      "CD8(+) T cells&ERTR7(+) stroma has p value = 0.015\n",
      "CD8(+) T cells&F4/80(+) mphs has p value = 0.005\n",
      "CD8(+) T cells&NK cells has p value = 0.153\n",
      "CD8(+) T cells&erythroblasts has p value = 0.899\n",
      "CD8(+) T cells&granulocytes has p value = 0.007\n",
      "CD8(+) T cells&plasma cells has p value = 0.259\n",
      "ERTR7(+) stroma&F4/80(+) mphs has p value = 0.035\n",
      "ERTR7(+) stroma&NK cells has p value = 0.829\n",
      "ERTR7(+) stroma&erythroblasts has p value = 0.350\n",
      "ERTR7(+) stroma&granulocytes has p value = 0.018\n",
      "ERTR7(+) stroma&plasma cells has p value = 0.293\n",
      "F4/80(+) mphs&NK cells has p value = 0.001\n",
      "F4/80(+) mphs&erythroblasts has p value = 0.001\n",
      "F4/80(+) mphs&granulocytes has p value = 0.475\n",
      "F4/80(+) mphs&plasma cells has p value = 0.002\n",
      "NK cells&erythroblasts has p value = 0.118\n",
      "NK cells&granulocytes has p value = 0.234\n",
      "erythroblasts&granulocytes has p value = 0.003\n",
      "erythroblasts&plasma cells has p value = 0.686\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/7g/phdhh_ld3dlbnrst0t60bwzr0000gn/T/ipykernel_61050/1275659436.py:22: FutureWarning: Use \"auto\" to set automatic grayscale colors. From v0.14.0, \"gray\" will default to matplotlib's definition.\n",
      "  sns.swarmplot(data=df_filtered, x='Cell Combination', y='Frequency', hue='Condition', palette='dark:black', size=2.0, dodge=True,order=selected_cell_types, ax=ax, edgecolor='gray', linewidth=0.5)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------------------------------\n",
      "p-values after correction:\n",
      "B cells&B220(+) DN T cells in hot spots has p value = 0.015\n",
      "B cells&B220(+) DN T cells in whole tissue has p value = 0.062\n",
      "******************************************\n",
      "B cells&CD106(+)CD16/32(+)CD31(+) stroma in hot spots has p value = 0.002\n",
      "B cells&CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma in hot spots has p value = 0.316\n",
      "B cells&CD106(+)CD16/32(-)Ly6C(+)CD31(+) in hot spots has p value = 0.022\n",
      "B cells&CD106(-)CD16/32(+)Ly6C(+)CD31(-) in hot spots has p value = 0.137\n",
      "B cells&CD3(+) other markers (-) in hot spots has p value = 0.446\n",
      "B cells&CD4(+) T cells in hot spots has p value = 0.019\n",
      "B cells&CD4(+)CD8(-)cDC in hot spots has p value = 0.458\n",
      "B cells&CD4(-)CD8(+)cDC in hot spots has p value = 0.021\n",
      "B cells&CD8(+) T cells in hot spots has p value = 0.033\n",
      "B cells&ERTR7(+) stroma in hot spots has p value = 0.047\n",
      "B cells&ERTR7(+) stroma in whole tissue has p value = 0.061\n",
      "******************************************\n",
      "B cells&F4/80(+) mphs in hot spots has p value = 0.002\n",
      "B cells&NK cells in hot spots has p value = 0.025\n",
      "B cells&erythroblasts in hot spots has p value = 0.015\n",
      "B cells&erythroblasts in whole tissue has p value = 0.059\n",
      "******************************************\n",
      "B cells&granulocytes in hot spots has p value = 0.718\n",
      "B cells&marginal zone mphs in hot spots has p value = 0.045\n",
      "B cells&plasma cells in hot spots has p value = 0.372\n",
      "B220(+) DN T cells&CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma in hot spots has p value = 0.025\n",
      "B220(+) DN T cells&CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma in whole tissue has p value = 0.068\n",
      "******************************************\n",
      "B220(+) DN T cells&CD4(+) T cells in hot spots has p value = 0.010\n",
      "B220(+) DN T cells&CD4(+) T cells in whole tissue has p value = 0.059\n",
      "******************************************\n",
      "B220(+) DN T cells&CD4(+)CD8(-)cDC in hot spots has p value = 0.010\n",
      "B220(+) DN T cells&CD4(-)CD8(+)cDC in hot spots has p value = 0.003\n",
      "B220(+) DN T cells&CD8(+) T cells in hot spots has p value = 0.005\n",
      "B220(+) DN T cells&CD8(+) T cells in whole tissue has p value = 0.059\n",
      "******************************************\n",
      "B220(+) DN T cells&ERTR7(+) stroma in hot spots has p value = 0.069\n",
      "B220(+) DN T cells&F4/80(+) mphs in hot spots has p value = 0.045\n",
      "B220(+) DN T cells&F4/80(+) mphs in whole tissue has p value = 0.068\n",
      "******************************************\n",
      "B220(+) DN T cells&erythroblasts in hot spots has p value = 0.025\n",
      "B220(+) DN T cells&granulocytes in hot spots has p value = 0.025\n",
      "B220(+) DN T cells&granulocytes in whole tissue has p value = 0.063\n",
      "******************************************\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma in hot spots has p value = 0.682\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&CD4(+) T cells in hot spots has p value = 0.019\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&CD4(+)CD8(-)cDC in hot spots has p value = 0.304\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&CD8(+) T cells in hot spots has p value = 0.018\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&ERTR7(+) stroma in hot spots has p value = 0.748\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&F4/80(+) mphs in hot spots has p value = 0.002\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&erythroblasts in hot spots has p value = 0.039\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&erythroblasts in whole tissue has p value = 0.173\n",
      "******************************************\n",
      "CD106(+)CD16/32(+)CD31(+) stroma&granulocytes in hot spots has p value = 0.386\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD106(+)CD16/32(-)Ly6C(+)CD31(+) in hot spots has p value = 0.966\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD106(-)CD16/32(+)Ly6C(+)CD31(-) in hot spots has p value = 0.030\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD3(+) other markers (-) in hot spots has p value = 0.037\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+) T cells in hot spots has p value = 0.003\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+) T cells in whole tissue has p value = 0.149\n",
      "******************************************\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(+)CD8(-)cDC in hot spots has p value = 0.006\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD4(-)CD8(+)cDC in hot spots has p value = 0.002\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD8(+) T cells in hot spots has p value = 0.003\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&CD8(+) T cells in whole tissue has p value = 0.118\n",
      "******************************************\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&ERTR7(+) stroma in hot spots has p value = 0.098\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&F4/80(+) mphs in hot spots has p value = 0.091\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&NK cells in hot spots has p value = 0.351\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&erythroblasts in hot spots has p value = 0.030\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&granulocytes in hot spots has p value = 0.015\n",
      "CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma&plasma cells in hot spots has p value = 0.256\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&CD4(+) T cells in hot spots has p value = 0.028\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&CD4(+)CD8(-)cDC in hot spots has p value = 0.210\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&CD8(+) T cells in hot spots has p value = 0.136\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&ERTR7(+) stroma in hot spots has p value = 0.649\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&F4/80(+) mphs in hot spots has p value = 0.030\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&erythroblasts in hot spots has p value = 0.318\n",
      "CD106(+)CD16/32(-)Ly6C(+)CD31(+)&granulocytes in hot spots has p value = 0.208\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&CD4(+) T cells in hot spots has p value = 0.030\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&CD4(+)CD8(-)cDC in hot spots has p value = 0.010\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&CD8(+) T cells in hot spots has p value = 0.017\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&ERTR7(+) stroma in hot spots has p value = 0.091\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&F4/80(+) mphs in hot spots has p value = 0.045\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&erythroblasts in hot spots has p value = 0.028\n",
      "CD106(-)CD16/32(+)Ly6C(+)CD31(-)&granulocytes in hot spots has p value = 0.019\n",
      "CD3(+) other markers (-)&CD4(+) T cells in hot spots has p value = 0.160\n",
      "CD3(+) other markers (-)&CD8(+) T cells in hot spots has p value = 0.153\n",
      "CD3(+) other markers (-)&F4/80(+) mphs in hot spots has p value = 0.446\n",
      "CD3(+) other markers (-)&erythroblasts in hot spots has p value = 0.068\n",
      "CD3(+) other markers (-)&granulocytes in hot spots has p value = 0.050\n",
      "CD4(+) T cells&CD4(+)CD8(-)cDC in hot spots has p value = 0.013\n",
      "CD4(+) T cells&CD4(-)CD8(+)cDC in hot spots has p value = 0.005\n",
      "CD4(+) T cells&CD4(-)CD8(-) cDC in hot spots has p value = 0.283\n",
      "CD4(+) T cells&CD8(+) T cells in hot spots has p value = 0.963\n",
      "CD4(+) T cells&ERTR7(+) stroma in hot spots has p value = 0.064\n",
      "CD4(+) T cells&F4/80(+) mphs in hot spots has p value = 0.005\n",
      "CD4(+) T cells&NK cells in hot spots has p value = 0.037\n",
      "CD4(+) T cells&erythroblasts in hot spots has p value = 0.718\n",
      "CD4(+) T cells&granulocytes in hot spots has p value = 0.025\n",
      "CD4(+) T cells&granulocytes in whole tissue has p value = 0.062\n",
      "******************************************\n",
      "CD4(+) T cells&marginal zone mphs in hot spots has p value = 0.069\n",
      "CD4(+) T cells&plasma cells in hot spots has p value = 0.304\n",
      "CD4(+)CD8(-)cDC&CD4(-)CD8(+)cDC in hot spots has p value = 0.019\n",
      "CD4(+)CD8(-)cDC&CD8(+) T cells in hot spots has p value = 0.022\n",
      "CD4(+)CD8(-)cDC&ERTR7(+) stroma in hot spots has p value = 0.012\n",
      "CD4(+)CD8(-)cDC&ERTR7(+) stroma in whole tissue has p value = 0.088\n",
      "******************************************\n",
      "CD4(+)CD8(-)cDC&F4/80(+) mphs in hot spots has p value = 0.499\n",
      "CD4(+)CD8(-)cDC&NK cells in hot spots has p value = 0.076\n",
      "CD4(+)CD8(-)cDC&erythroblasts in hot spots has p value = 0.026\n",
      "CD4(+)CD8(-)cDC&granulocytes in hot spots has p value = 0.009\n",
      "CD4(+)CD8(-)cDC&plasma cells in hot spots has p value = 0.210\n",
      "CD4(-)CD8(+)cDC&CD8(+) T cells in hot spots has p value = 0.004\n",
      "CD4(-)CD8(+)cDC&ERTR7(+) stroma in hot spots has p value = 0.002\n",
      "CD4(-)CD8(+)cDC&F4/80(+) mphs in hot spots has p value = 0.025\n",
      "CD4(-)CD8(+)cDC&erythroblasts in hot spots has p value = 0.002\n",
      "CD4(-)CD8(+)cDC&granulocytes in hot spots has p value = 0.007\n",
      "CD8(+) T cells&ERTR7(+) stroma in hot spots has p value = 0.031\n",
      "CD8(+) T cells&ERTR7(+) stroma in whole tissue has p value = 0.396\n",
      "******************************************\n",
      "CD8(+) T cells&F4/80(+) mphs in hot spots has p value = 0.018\n",
      "CD8(+) T cells&NK cells in hot spots has p value = 0.210\n",
      "CD8(+) T cells&erythroblasts in hot spots has p value = 0.916\n",
      "CD8(+) T cells&granulocytes in hot spots has p value = 0.020\n",
      "CD8(+) T cells&plasma cells in hot spots has p value = 0.318\n",
      "ERTR7(+) stroma&F4/80(+) mphs in hot spots has p value = 0.059\n",
      "ERTR7(+) stroma&NK cells in hot spots has p value = 0.852\n",
      "ERTR7(+) stroma&erythroblasts in hot spots has p value = 0.406\n",
      "ERTR7(+) stroma&granulocytes in hot spots has p value = 0.036\n",
      "ERTR7(+) stroma&granulocytes in whole tissue has p value = 0.062\n",
      "******************************************\n",
      "ERTR7(+) stroma&plasma cells in hot spots has p value = 0.351\n",
      "F4/80(+) mphs&NK cells in hot spots has p value = 0.005\n",
      "F4/80(+) mphs&erythroblasts in hot spots has p value = 0.005\n",
      "F4/80(+) mphs&granulocytes in hot spots has p value = 0.523\n",
      "F4/80(+) mphs&plasma cells in hot spots has p value = 0.012\n",
      "NK cells&erythroblasts in hot spots has p value = 0.167\n",
      "NK cells&granulocytes in hot spots has p value = 0.303\n",
      "erythroblasts&granulocytes in hot spots has p value = 0.013\n",
      "erythroblasts&plasma cells in hot spots has p value = 0.719\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4200x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Spot Cell Co-Occurrence    \n",
    "selected_cell_types = sorted(spot_co_occurrence_melted['Cell Combination'].unique())\n",
    "selected_p_values = []\n",
    "\n",
    "# Perform t-tests\n",
    "print(f\"p-value before correction: \")\n",
    "for ct in selected_cell_types: # df_melted['CellType'].unique():\n",
    "    subset = spot_co_occurrence_melted[spot_co_occurrence_melted['Cell Combination'] == ct]\n",
    "    group1 = subset[subset['Condition'] == 'BALBc']['Frequency']\n",
    "    group2 = subset[subset['Condition'] == 'MRL']['Frequency']\n",
    "\n",
    "    t_stat, p_value = stats.ttest_ind(group1, group2, equal_var=False)\n",
    "    print(f\"{ct} has p value = {p_value:.3f}\")\n",
    "    selected_p_values.append(p_value)\n",
    "\n",
    "# Filter the dataframe based on selected CellTypes\n",
    "df_filtered = spot_co_occurrence_melted[spot_co_occurrence_melted['Cell Combination'].isin(selected_cell_types)]\n",
    "\n",
    "# Plot the filtered data\n",
    "fig, ax = plt.subplots(figsize=(42,10))\n",
    "sns.boxplot(data=df_filtered, x='Cell Combination', y='Frequency', hue='Condition', palette='muted', boxprops=dict(alpha=.3), ax=ax, dodge=True,order=selected_cell_types)\n",
    "sns.swarmplot(data=df_filtered, x='Cell Combination', y='Frequency', hue='Condition', palette='dark:black', size=2.0, dodge=True,order=selected_cell_types, ax=ax, edgecolor='gray', linewidth=0.5)\n",
    "\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "ax.legend(handles[:2], labels[:2], title=\"Groups\", handletextpad=1, columnspacing=1, bbox_to_anchor=(1, 1), ncol=3, frameon=True)\n",
    "\n",
    "hot_pvals_corrected = stats.false_discovery_control(selected_p_values, method='bh')\n",
    "\n",
    "print('-'*42)\n",
    "print(f\"p-values after correction:\")\n",
    "\n",
    "highlighted_comb = []\n",
    "yrange = ax.get_ylim()[1] - ax.get_ylim()[0]\n",
    "for i, ct in enumerate(selected_cell_types):\n",
    "    ax.text(i, yrange, f\"p = {pvals_corrected[i]:.3f}\", ha='center', fontsize=8, rotation=0)\n",
    "    print(f\"{ct} in hot spots has p value = {hot_pvals_corrected[i]:.3f}\", flush=True)\n",
    "    if hot_pvals_corrected[i] < 0.05 and p_vals_corrected_dict[ct] >= 0.05:\n",
    "        highlighted_comb.append(tuple(map(str.strip, ct.split('&'))))\n",
    "        print(f\"{ct} in whole tissue has p value = {p_vals_corrected_dict[ct]:.3f}\", flush=True)\n",
    "        print('*'*42)\n",
    "    \n",
    "for i in range(len(selected_cell_types) - 1):\n",
    "    ax.axvline(i + 0.55, color='grey', linestyle='--', linewidth=0.5)\n",
    "    \n",
    "ax.set_ylabel(\"Frequency\", fontsize=14)\n",
    "ax.set_xlabel('')   \n",
    "plt.xticks(rotation=90)  \n",
    "plt.yticks(rotation=90)  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec582806-d076-4229-ae9d-168d57b943fd",
   "metadata": {},
   "source": [
    "### Cell Co-Occurrence Circle Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "f22f0b44-dc27-4a6d-b3f9-d621da051aed",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"10\" halign=\"left\">B cells</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"2\" halign=\"left\">ERTR7(+) stroma</th>\n",
       "      <th colspan=\"4\" halign=\"left\">F4/80(+) mphs</th>\n",
       "      <th colspan=\"2\" halign=\"left\">NK cells</th>\n",
       "      <th colspan=\"2\" halign=\"left\">erythroblasts</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>B220(+) DN T cells</th>\n",
       "      <th>CD106(+)CD16/32(+)CD31(+) stroma</th>\n",
       "      <th>CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma</th>\n",
       "      <th>CD106(+)CD16/32(-)Ly6C(+)CD31(+)</th>\n",
       "      <th>CD106(-)CD16/32(+)Ly6C(+)CD31(-)</th>\n",
       "      <th>CD3(+) other markers (-)</th>\n",
       "      <th>CD4(+) T cells</th>\n",
       "      <th>CD4(+)CD8(-)cDC</th>\n",
       "      <th>CD4(-)CD8(+)cDC</th>\n",
       "      <th>CD8(+) T cells</th>\n",
       "      <th>...</th>\n",
       "      <th>granulocytes</th>\n",
       "      <th>plasma cells</th>\n",
       "      <th>NK cells</th>\n",
       "      <th>erythroblasts</th>\n",
       "      <th>granulocytes</th>\n",
       "      <th>plasma cells</th>\n",
       "      <th>erythroblasts</th>\n",
       "      <th>granulocytes</th>\n",
       "      <th>granulocytes</th>\n",
       "      <th>plasma cells</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BALBc</th>\n",
       "      <td>0.073364</td>\n",
       "      <td>0.154887</td>\n",
       "      <td>0.256508</td>\n",
       "      <td>0.117092</td>\n",
       "      <td>0.026082</td>\n",
       "      <td>0.024203</td>\n",
       "      <td>0.609478</td>\n",
       "      <td>0.133404</td>\n",
       "      <td>0.033559</td>\n",
       "      <td>0.435705</td>\n",
       "      <td>...</td>\n",
       "      <td>0.037708</td>\n",
       "      <td>0.020787</td>\n",
       "      <td>0.11371</td>\n",
       "      <td>0.393021</td>\n",
       "      <td>0.120370</td>\n",
       "      <td>0.046403</td>\n",
       "      <td>0.097886</td>\n",
       "      <td>0.034235</td>\n",
       "      <td>0.101013</td>\n",
       "      <td>0.041810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL</th>\n",
       "      <td>0.190871</td>\n",
       "      <td>0.059676</td>\n",
       "      <td>0.186811</td>\n",
       "      <td>0.060700</td>\n",
       "      <td>0.051504</td>\n",
       "      <td>0.036226</td>\n",
       "      <td>0.382356</td>\n",
       "      <td>0.140771</td>\n",
       "      <td>0.115103</td>\n",
       "      <td>0.272822</td>\n",
       "      <td>...</td>\n",
       "      <td>0.102183</td>\n",
       "      <td>0.026166</td>\n",
       "      <td>0.04952</td>\n",
       "      <td>0.251273</td>\n",
       "      <td>0.133979</td>\n",
       "      <td>0.024188</td>\n",
       "      <td>0.089268</td>\n",
       "      <td>0.051191</td>\n",
       "      <td>0.250753</td>\n",
       "      <td>0.047435</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 109 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     B cells                                   \\\n",
       "          B220(+) DN T cells CD106(+)CD16/32(+)CD31(+) stroma   \n",
       "Condition                                                       \n",
       "BALBc               0.073364                         0.154887   \n",
       "MRL                 0.190871                         0.059676   \n",
       "\n",
       "                                                   \\\n",
       "          CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma   \n",
       "Condition                                           \n",
       "BALBc                                    0.256508   \n",
       "MRL                                      0.186811   \n",
       "\n",
       "                                                                             \\\n",
       "          CD106(+)CD16/32(-)Ly6C(+)CD31(+) CD106(-)CD16/32(+)Ly6C(+)CD31(-)   \n",
       "Condition                                                                     \n",
       "BALBc                             0.117092                         0.026082   \n",
       "MRL                               0.060700                         0.051504   \n",
       "\n",
       "                                                                   \\\n",
       "          CD3(+) other markers (-) CD4(+) T cells CD4(+)CD8(-)cDC   \n",
       "Condition                                                           \n",
       "BALBc                     0.024203       0.609478        0.133404   \n",
       "MRL                       0.036226       0.382356        0.140771   \n",
       "\n",
       "                                          ... ERTR7(+) stroma               \\\n",
       "          CD4(-)CD8(+)cDC CD8(+) T cells  ...    granulocytes plasma cells   \n",
       "Condition                                 ...                                \n",
       "BALBc            0.033559       0.435705  ...        0.037708     0.020787   \n",
       "MRL              0.115103       0.272822  ...        0.102183     0.026166   \n",
       "\n",
       "          F4/80(+) mphs                                              NK cells  \\\n",
       "               NK cells erythroblasts granulocytes plasma cells erythroblasts   \n",
       "Condition                                                                       \n",
       "BALBc           0.11371      0.393021     0.120370     0.046403      0.097886   \n",
       "MRL             0.04952      0.251273     0.133979     0.024188      0.089268   \n",
       "\n",
       "                       erythroblasts               \n",
       "          granulocytes  granulocytes plasma cells  \n",
       "Condition                                          \n",
       "BALBc         0.034235      0.101013     0.041810  \n",
       "MRL           0.051191      0.250753     0.047435  \n",
       "\n",
       "[2 rows x 109 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "circoplot_df1 = global_co_occurrence_df.sort_index(axis=1, level=[0,1]).drop(columns=['Mouse'])\n",
    "circoplot_df1 = circoplot_df1[[col for col in circoplot_df1.columns if 'noid' not in col]]\n",
    "# Group by 'Condition' and calculate the mean of the other columns\n",
    "circoplot_df1 = circoplot_df1.groupby('Condition').mean().reset_index()\n",
    "circoplot_df1 = circoplot_df1.set_index('Condition')\n",
    "circoplot_df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "ae58f446-d18b-432d-9c6d-adf450aef8c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>cell_type</th>\n",
       "      <th>B220(+) DN T cells</th>\n",
       "      <th>B cells</th>\n",
       "      <th>CD3(+) other markers (-)</th>\n",
       "      <th>CD4(+) T cells</th>\n",
       "      <th>CD4(+)CD8(-)cDC</th>\n",
       "      <th>CD4(+)MHCII(+)</th>\n",
       "      <th>CD4(-)CD8(+)cDC</th>\n",
       "      <th>CD4(-)CD8(-) cDC</th>\n",
       "      <th>CD8(+) T cells</th>\n",
       "      <th>CD11c(+) B cells</th>\n",
       "      <th>...</th>\n",
       "      <th>ERTR7(+) stroma</th>\n",
       "      <th>F4/80(+) mphs</th>\n",
       "      <th>FDCs</th>\n",
       "      <th>NK cells</th>\n",
       "      <th>capsule</th>\n",
       "      <th>erythroblasts</th>\n",
       "      <th>granulocytes</th>\n",
       "      <th>marginal zone mphs</th>\n",
       "      <th>megakaryocytes</th>\n",
       "      <th>plasma cells</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BALBc</th>\n",
       "      <td>0.004396</td>\n",
       "      <td>0.412367</td>\n",
       "      <td>0.001354</td>\n",
       "      <td>0.203280</td>\n",
       "      <td>0.008805</td>\n",
       "      <td>0.001392</td>\n",
       "      <td>0.002227</td>\n",
       "      <td>0.000868</td>\n",
       "      <td>0.092659</td>\n",
       "      <td>0.002509</td>\n",
       "      <td>...</td>\n",
       "      <td>0.026396</td>\n",
       "      <td>0.087874</td>\n",
       "      <td>0.014105</td>\n",
       "      <td>0.007839</td>\n",
       "      <td>0.003246</td>\n",
       "      <td>0.049971</td>\n",
       "      <td>0.010219</td>\n",
       "      <td>0.014744</td>\n",
       "      <td>0.000903</td>\n",
       "      <td>0.004050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL</th>\n",
       "      <td>0.084533</td>\n",
       "      <td>0.198221</td>\n",
       "      <td>0.004375</td>\n",
       "      <td>0.170439</td>\n",
       "      <td>0.026252</td>\n",
       "      <td>0.002132</td>\n",
       "      <td>0.018900</td>\n",
       "      <td>0.003761</td>\n",
       "      <td>0.088126</td>\n",
       "      <td>0.000890</td>\n",
       "      <td>...</td>\n",
       "      <td>0.032504</td>\n",
       "      <td>0.024637</td>\n",
       "      <td>0.001688</td>\n",
       "      <td>0.007359</td>\n",
       "      <td>0.000383</td>\n",
       "      <td>0.189346</td>\n",
       "      <td>0.038826</td>\n",
       "      <td>0.003152</td>\n",
       "      <td>0.003147</td>\n",
       "      <td>0.007477</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "cell_type  B220(+) DN T cells   B cells  CD3(+) other markers (-)  \\\n",
       "Condition                                                           \n",
       "BALBc                0.004396  0.412367                  0.001354   \n",
       "MRL                  0.084533  0.198221                  0.004375   \n",
       "\n",
       "cell_type  CD4(+) T cells  CD4(+)CD8(-)cDC  CD4(+)MHCII(+)  CD4(-)CD8(+)cDC  \\\n",
       "Condition                                                                     \n",
       "BALBc            0.203280         0.008805        0.001392         0.002227   \n",
       "MRL              0.170439         0.026252        0.002132         0.018900   \n",
       "\n",
       "cell_type  CD4(-)CD8(-) cDC  CD8(+) T cells  CD11c(+) B cells  ...  \\\n",
       "Condition                                                      ...   \n",
       "BALBc              0.000868        0.092659          0.002509  ...   \n",
       "MRL                0.003761        0.088126          0.000890  ...   \n",
       "\n",
       "cell_type  ERTR7(+) stroma  F4/80(+) mphs      FDCs  NK cells   capsule  \\\n",
       "Condition                                                                 \n",
       "BALBc             0.026396       0.087874  0.014105  0.007839  0.003246   \n",
       "MRL               0.032504       0.024637  0.001688  0.007359  0.000383   \n",
       "\n",
       "cell_type  erythroblasts  granulocytes  marginal zone mphs  megakaryocytes  \\\n",
       "Condition                                                                    \n",
       "BALBc           0.049971      0.010219            0.014744        0.000903   \n",
       "MRL             0.189346      0.038826            0.003152        0.003147   \n",
       "\n",
       "cell_type  plasma cells  \n",
       "Condition                \n",
       "BALBc          0.004050  \n",
       "MRL            0.007477  \n",
       "\n",
       "[2 rows x 26 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "circoplot_df2 = global_cellfreq_df.drop(columns=['noid'])\n",
    "# Group by 'Condition' and calculate the mean of the other columns\n",
    "circoplot_df2 = circoplot_df2.groupby('Condition').mean().reset_index()\n",
    "circoplot_df2 = circoplot_df2.set_index('Condition')\n",
    "circoplot_df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "0d4d33f0-60f3-4c31-9293-34c0369b56f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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oqKhg6NCh+PjxI3fOmTNnULt2bVhbW0u8V7NmzbB8+XKYmZkBAB4/fozbt2+XWteCggIAgFAoLLOux44dQ2ZmJlcGc3Nz6OnpSSxD586d4e/vj7p161aofRwdHZGXl8fN5zI1NeXKn5aWhuDgYCxbtgxDhgyBhoYGd56fnx/+/fdfdOrUqdRr7927l/ucVUT//v2RmJiI8PDwCh1PCCHk26MAiJAyJCcnIycnh/v2/Evp6uoCAN6+fQugKGAQPaiVJjU1FWpqamLbVVVVuW/p379/j8TERAwZMgReXl4ICwuDo6Mjxo4dywuCLl68WOqDryTKyspo0qQJLly4AABISEgAgK/WHjIyMtDW1ubaAwAaN24MWVnZUs8R9Ua5ubmhWbNmCA0NxezZs7Ft2zYMHz6cOy47OxsRERFcAFTcmDFjYGZmhv3792P69OlcYCPJtWvXsGTJEvTu3Zvrhbt48SI0NDR4gemuXbsgKysLWVlZNGjQAADQtWtXbtuiRYt417WyssKbN28QExNTVhNxPD098enTJxw+fJh3T1NTU3Ts2JFrF09PTygqKuLYsWNYtmwZQkJC4OzszAUlCQkJlfr5Xbx4EQB4n5uIiAiuXqKflZeXF/e+5FwZKysr5Ofn48qVK59VhvKU/L0SSUxMhIaGBtzd3aGhoQEfHx/e/ubNm0MgKH11o4yMDERFRVXqd6ZBgwbQ1NTkfmcIIeRLCKQFP8SruqFlsAkpg5RU0XcEom/0v5ayHrpKEgqFEo9njHHly8vLw4cPHxAcHMz1nNjb2+Ply5fw9fXFmDFjkJ2djXfv3ok9eIq+wReRlpbm3c/Y2BjPnz8H8GO0h2hokZubG5YsWQIAsLOzg1AoxOzZs7Fo0SKYmZnh0qVLqFWrlsTgZvTo0Rg6dCguXryIgIAAvHnzRmyxCAC4cuUKXF1dYWpqiu3bt3Pb4+LixFanc3V15Xog3rx5g549e2LTpk2wsLAAALHeDtH5z58/R5MmTcqtd6NGjfDLL79gz5498PDwQG5uLg4cOIDJkydDIBBw7WJhYcGtVtalSxdoaGhg0KBBOHfuHBwdHSElJVWpn19cXBw0NDR4PScWFha81fOsrKywYMECuLi4AIBYb2bxugKodBkqquTnSFlZGRcuXEBaWhr8/f1haWmJyMhING3atELXe/nyJQoLC3m/M4wxsbKX/J0xMjLi6koIIeTHQz1AhJRBS0sLqqqqEldnE8nKykJKSkqFridaulpfX7/CZdDQ0JC4BHNmZibU1dUBFPUGCQQCODs7847p3r073rx5g6SkJG4+hbKyMrc/Pj6e902+rKys2NwJZWVlpKWlAfjfg2xZ7ZGYmCg2BKo0nz59QkpKSqXaQzTUUPSwLdK9e3cA/xsiV3z4W0lWVlawtbXFwoULMWvWLGzbto3r3RI5cOAAHBwcYGRkhAsXLkBLS4vbl5aWxmtHANDW1oalpSUsLS3RokULAICZmRm3rWQAJDpf1LYV4eXlhfDwcLx8+RInTpxAamoq1+tV0XYxNjbGy5cvy7zPq1evyqyrqqoqVy9LS0vuuqL3JYPDknU1NjYu8zNUUFCAN2/elFnG4kr7vdLQ0IC9vT3c3Nxw9uxZMMYqPO+qeHmL179k75esrCwiIiJ45xX/nSGEkC8hkJL6IV7VTfWrESFfmaOjIy5dulTq0rY7duxArVq1ys1pAwDnz59HgwYNSp37IImZmRliY2PFtsfGxnLfZDds2BCMMbGJ16IJ34qKitDW1gYA3sRyPT09REVF8V4l5/d8/PiR+0bf0dERALjFF0oqLCyEhYWFWCBWmvDwcBQWFsLW1rbM44rnYJo+fToAYNmyZbwcTKK8RgMHDoRAIMCGDRuwc+dOLgfTP//8gx07dohd28rKCowxWFlZcTmYgoKCMHjwYLRr1w6HDh3C5MmTeTmYlJSUeO3ISuRgsre3L7UuohxMonk5pc39Km7IkCEICgpCv379oKKigsOHD+PgwYPo0qUL9PX1sX37dm6I3cSJE2Fubo41a9YgNzeX9xkQCAQ4efIk3r17B4FAwA1BdHBw4H6mDx8+hKGhIbdogY6ODlJTU3HixIkye+oCAwNLzT0kquvdu3fRrVs3ODo64p9//sHYsWNhZGQEJSUl2NjYcHPMzpw5Az09PRw4cADBwcHYunUrAMDAwAAjRoxAUlIS797nz5+HsrIyBgwYgDdv3uDgwYO4e/cu7xhNTU3UqlULBw8elJiDSRQgFif62RT/WYt6v4q/RL18ohxM165dQ0REBOVg+kY5mCQpK48ZIYRQAERIOaZOnYrk5GTMnTtXbN+7d++wdOlSNGzYEO3atSvzOiEhIbh16xbGjBlTqft369YNMTExiI6O5rZFR0cjJiYG3bp1AwAu4Dhw4ADv3BMnTqBly5ZQU1ODvLw8dHV1ed/uy8nJ8b7Jt7S05AIlkVevXsHIyAhA0QR5JycnBAYG8oIPkaVLlyIpKQm//vprufUqKCiAr68v6tSpAzc3t1KPy8jI4OVgOn78OOTl5XHjxg1eDiZRvUJDQ7F//37IyMhg//79XA6mAQMGwNPTE9euXeNd/9ixYxAIBNz8kc2bN2PGjBno168fQkNDMWDAALEcTFevXkVCQgKXF6hkDqYuXboAKMpXVFzxHEyi8oratixLly5FQEAAXr58iQEDBmD//v04c+YMBg0aBAcHB0ycOBGdO3dG7dq1YWpqCkdHR8ycORM9e/bkVgHs2LEjAGDYsGHQ1tZGy5YtERoaio0bN0IgEKBHjx5Ys2YNZsyYAVlZWW6lQCMjI2RlZZW6cuCdO3cAFOXBKS33kKiusbGxcHJywrhx4wAAW7duxYwZM3DixAk0aNAALi4uOHfuHObPnw9NTU3k5+fD3d2dWwzB398fERERsLe3576QuHfvHo4ePQoNDQ1MnjwZdevWxYwZMzBz5kxeOV++fInExETUrl27wjmY6tWrB2lpad7vTMneL0tLS6iqqnI5mJSUlKCkpISuXbtSDqZvlINJktLymBFCCADKA0RIRfj5+TEAzMnJiR04cIBduHCBrV69mhkYGDANDQ3233//McaK8gDp6uqy69evs+vXr7Nr166x0NBQNmvWLKaoqMjs7OxYXl6exHuUljMnJyeHmZmZMUNDQ/bXX3+xv/76ixkaGrKWLVuy/Px87jhXV1emqKjIVqxYwc6ePcuGDh3KBAIBO3HiBHfMr7/+yiwsLCpc79TUVCYlJcV27drFbXvx4gUzNTVlOjo6zNfXl507d44dOXKEDRkyhAkEAl4+FlGd5s2bx7VJREQE27lzJ2vXrh2Tk5NjISEhpd7fycmJARDLwbR8+XIGgKmoqDATExO2aNEiJiUlxdTU1Lj99vb23PGiHEy1atVihoaGbOfOnSwsLIy7vqKiIgPAVq1axRQVFZmRkRG7cuUKW7hwIQPA9u3bx65fv87evXvHHj58yAAwAOy///777BxMkydPZiYmJtw+IyMjJiMjw1auXCn2CgsLY2PGjGE9e/Zk169fZwCYmpoa8/LyYvLy8uz69euMMcb+/vtvJhAIWP/+/dm8efMYACYvL8/69u3LGCvK17NgwQIWFhbGlJSUWLNmzdimTZvYxYsXmbm5ORMIBEwgELDdu3czxhhLT09nv//+O9fWkv7LqEjuodWrVzMlJSUmJyfHYmJiWGxsLAPApKSkmI2NDdu1axe7cOEC09HRYWpqakxOTo5duHCBtWjRgjk7O3N5gK5fv862b9/Ofab8/PyYlpYW93soylP0559/MgBs5MiR7Ny5c2zXrl3M1NSU6evrs9OnT0vMwVRaHqBOnTpx7VcWUTv8888/DACLiIigHEz/r6pyMA0fPrzM3FmS8pgR8rMQ5QGK6NSW3bHv8F1fEZ3aVrs8QBQAEVJBoaGhzNnZmenp6TF5eXlmamrKRo8ezV68eMEdM3z4cO7hGAATCASsVq1arG3btmz9+vUsJyen1OuXlTT05cuXzM3NjamoqDBNTU02YMAA3kMSY0UPC7NmzWL6+vpMXl6etWnThh09epR3zIkTJ5i0tLTYuaU5cOAAU1BQYMnJybzt79+/Z3PmzGFNmzblytS+fXu2b98+VlhYKFan4i8FBQVmamrKRowYwe7fv1/m/Q0MDJiUlJTYwyJjRQ+5BgYGTFpamhkZGTFzc3NmaGjIGGOsa9euLCgoiHe8tbU1q1u3LvP09GT16tVj8vLyDADr0KEDi4qKYgCYh4eHWHmLv0Q/myZNmjB5eXm2ZMkStmLFCqaoqFjmz5Yxxk6dOsUEAgF7+fIld40ZM2Zw+42MjEq97/Dhw1lkZCQTCATsv//+Yzo6OmzYsGFMRkaGjRkzhnefkydPMisrKyYvL8+UlZWZq6srVzZRAMQYYw8ePGAeHh7MxMSEKSgosNq1azMAbMSIEdy1Vq5cyQWNlpaWYg/CHz584AVMpenevTvr0KEDF/Dl5OSwqKgodvbsWdavXz9mYGDA5OXlmYyMDNPX12cPHz5khYWFbMqUKezYsWPcQ3jxl5KSEmvTpg0LDAxkbdq04T2EM1aUvNbCwoIpKSlx7ZWQkMAYY6xhw4Zs+vTp3LFlBUArV67kgsqSGjduzEaMGMFrh8DAQFa3bl2x4EJ0LQDs5s2bEtvpwYMHbMqUKezRo0fcNktLS7G6FVdWAMQYYw4ODrykwd7e3kxGRoYlJiZKPP7SpUts9uzZ3N+IsgIgxooCfTk5Oe53NDY2lld+xhhbvHgxEwgE7OPHj9y2Xr16sebNm7OIiIhSkwCvW7eOqaqqcsFYSeUFQPv27WNKSkrs3bt3pR5DyI+qOgRA7969Y6ampryk4IcPH2atWrViqqqqzMjIiPn4+PCeG74VCoAIqUGEQiFr2bIlW7RoUYWO79y5s1jvy7ciFAqZgoKCxAdPSYYPH86MjIxK3f/HH38wACw+Pp4xxlhubi73oFZa8Gltbc1cXV3FrtWzZ0+mr6/PGjRowIYNG8ZatWrFzp49y8zNzZmMjAwzNDRkGzZs4J0zcOBAZmNjwxhjLDw8nCkoKLBXr16x/Px8lp+fz/744w9mZGTEvS/euydqD319fS7IXrx4MQPAQkNDK9Q+jPEDIEkMDAxY586dufexsbEsKyuLHT58mAsYi7t48SIDwM6cOcMGDx7MVFRUmLKyMhsyZAhLSUlhjBW1rbS0NOvbty8bO3as2D0LCwvZixcvmLe3N5OSkmJhYWFl1kHUu3Pq1CnGGGOPHj1iAMo9r7i5c+eyunXrcu9LewBnjLGsrCymrKzMZGVlWXp6Orf9xo0bXE+PqB1Onz7NVFRUmJycnFg7MMaYo6Mjq127doXLKaluQqGQ9xkBwLZv3869L/kgsXXrViYrK8syMjIYY4yZmZkxa2vrCpehvABI1CMXHh4uti81NZUdPnyYaWpqsqFDh/L2/ffff0woFDLGSm//du3asUGDBvG2FRQUcHX99ddfWadOnUr9ncnMzGTy8vJs8+bNFa0uIT+Mnz0Aunr1KjM1NWUAuADo9u3bTFFRkZ08eZIVFhay6OhoZmxszJYtW1ZFrVg6mgNESA0iEAiwZMkSbNiwgZdQU5KbN2/i/v37mDVr1jcqHd+PnoNJXl4ehYWF+O+//yqdg2nJkiWYNGkShg4dyq0k5uvrixcvXvBWF4uPj+fOj4iIgLKyMvbv3w97e3vIyckB+Ho5mYCiNiqeS8fU1BRKSkro06ePxPknFck9tHTpUvTr1w9RUVESV+ULCAiAkZERVq9eDQ8PjzInwz99+hTTp0+Hubk5dy1JeYrKU5kcTEpKSpgxYwby8/Nx6NAhbrukHEyDBw+GQCDA0aNHKQdTFeVgMjU15eq6e/duXL58Waw9RErmMSPkZyQlLfghXpWxa9cuDB48GIsXL+Ztj4+Px++//w4XFxdISUmhSZMmcHNzK3UBmKpEeYAIqWG6d++O3r17w9/fHwEBAaUeN3nyZKxfv557wPnWfoScQ2XlYJKRkcGff/6Jrl274tOnTxXOwRQWFoaEhAQcPXoU8fHxXCC6ZcsWnDp1CidOnODuU3y1wA8fPiAuLg6MMezYsYNLiPot2kcgEMDNzQ1r167F+/fvuWCovNxD27Ztw6lTp7B//34cPXpU4up4PXv2RMeOHXH79m34+Pjg1atXCAsLEzsuJiYGDg4OkJeXx+HDh7nPh6Q8RUKhkLcUu0AggLS0NPe+sjmY5s+fj1WrVmHp0qXw8vIqNQdTbm4uwsLC8MsvvwAA5WD6yjmYgKKFRXJzcwEACxcuxOvXr7F58+ZSr1M8jxkh5MuUTMkhLy8PeXl5seMcHR0xZMgQyMjIYODAgdz2vn37om/fvtz7T58+ISQkBEOGDKm6QpeCAiBCaqDiPROlKbla2rdW0RxMubm5vBw9pamKHEzt27eHo6Mjjh8/LjEHU1hYGJKSkrgHTmVlZTg6OnLLiRfvgTp16hS3Kp8k7u7uuHfvHoKCgmBoaMjLydSsWTOJ57x9+xY6OjqQkanYn/rExMRSryVq4+I9QeXlHvr48SNevnyJoKAg2NraQklJSey6opxJnTp1goaGBry8vBAZGYkOHTpwx1y6dAl9+vSBqqoqzp07x3solpSnyNPTk5fPysjIiNeb9jk5mFasWAFPT0+8fPkSN2/elJiDaeXKlVzwU7wd7t27B0dHRxgbG+PmzZtl3ufVq1cwMDAotW6iVeiKE+VgkuRzcjC9f/+eW3mvPOXlYAKKlhk3MTHBypUruSXNyyMpBxPwv88LUJR7KyMjo9S6i86nnEyEfB2iv00iCxYsEOvdBVChL04zMjLg7u4ORUVFTJ48+WsVscJoCBwh5IdVnXMwfY7iOZns7e0hKytbak4moCgwKf7AWJaYmBi8fv263JxMxTVs2BAAuG/kRYrXHRBPSvv8+XNs375d7OdqZWUFgJ+I9a+//oKjoyPq1auHa9euiQ1bFOUpKs7Hx4eXp6fkcuSVycEkIikHk6GhYaXawdHREe/evcPt27cl3qO0HExfomRdRTmYSg5ZEymeg6kizp8/DxUVFZibm6OgoKDUHEympqa8n2t5JOVg+hzFf2cI+RkJpAQ/xAso+tuclpbGvWbPnv1ZdXr8+DFsbGxQUFCAS5cucV8ifUsUABFCflhfOwdTTk4OlJSUYGRkhICAAC6PT2lEOZj+/vtvbk5OWTmYREOiAH4OJj8/P0hJSWHRokVcslURxhgsLS3x33//ldsexXMyaWhoYOTIkdi6dStvSJTI/v37cefOHQwbNqzc6wJF3+QpKipyvRoV0aRJExgbG0vMPwUU5R7KyMhAZGQkr4fs+fPnGDlyJI4cOcI7T5R/plWrVgCKAqdff/0V7du3R2RkpMTeO1GeItGDPvC/HhHRq2QQWJkcTCKiRKuiHEwjRoyoVDsAwNChQ6Grq4tJkyYhOzubd6xQKCw1B1PxulVWybqOGzcOcnJymDhxothQuOzsbC4HU8mEyJKIcjB5eHhAQUEBMjIypeZgiomJ4X6uFSEpB9PnKP47Qwj5MmpqaryXpOFv5QkNDYW1tTU3SkJTU7MKSlo+GgJHCPlhtWvXDr6+vpg3bx5iYmIwfPhw1KpVCw8ePMCyZcuQkZGB0NBQLujIzc3FjRs3ABQFFqmpqbh8+TJWrFgBgUCATp06YdiwYbh69Srmzp0LoVAoMbgSGTBgAObPn4+BAwdCKBTixIkTWL58OVq0aIF+/foBKBre4+rqigkTJnDf+A8bNgyRkZE4fvw4QkJCEBQUhPbt2+PFixcYNWoUrKysuKFmBw4cQEFBAQ4fPlzm/CTGGK5du4aJEydy2/z9/REVFQU7OzuMHz8ednZ2yM/Px5kzZ7BlyxY4OTlhxowZvOskJCRwbVRQUICEhATs2rULYWFh2Lx5c6WGCAoEAgQFBaF///4YMGAARo4ciUePHmHOnDno27cv2rRpgyNHjsDAwACNGjXizrO1teXKnJqaCjMzM1y6dAlLly7F6NGj0aRJE+Tk5GDkyJFQVVXF3LlzxRYs0NfXh76+PheIRkZGig3FK83Vq1dhYmLCK1NCQgJWrVoldmzTpk25e3h5ecHGxgZqamrcfK+KtgMAqKurY9euXXBzc4O1tTUmTJgAMzMzJCQkYMOGDbhx4wZ27drFPbBXpG7lBfFXr16FkpISF4QZGxtj48aN8PLyQseOHfH777/D0NAQsbGxWLlyJWJjY3H69GmxoWfFf69ECxSsWLECjRo1gq+vL3ecj48PPD09MWrUKAwYMACvX7/GokWLoK2tjalTp5ZZ1uKUlZXRoUMHREZGljo8puSXCSWlpaXh4cOHmDZtWoXvS8iPRiCQgkDq+/ZXCARf5/43btyAm5sbNm7cWOnkxl/dN193jhBCKulLczA1adKEWVpa8q45Y8YMpqKiwrKzsyUug52bm8uWLVvGFBQUmKysLJd8VFIOpg8fPjANDQ0mLS3NAPByME2aNIm5uLhwOZiaNm3K1q1bx93DxMSEnT59utw2EC27/PDhQ972zMxMFhAQwFq3bs3U1dWZmpoas7CwYOvXr2e5ubm8Y4u3DwAmJyfHjIyMmLu7O7ty5UqZ9y9rOeTiuYfq1q3Lpk2bxuUeGjlyJBs3bpzYOWlpaWzq1KnM2NiYycnJMTMzM7ZixQpuGecLFy6UmZOp+HLe5ubmYvmQylIyB5OtrW2ZOZiK09HRYaNHj650OxRXMgeTnp4ec3V1ZdeuXRM7trJ1K6l79+4Sl5KPjIzk5WAyMjJigwYNEvt8ScrBpKWlxeVgkrQsblk5mCQpbRnsNWvWlJkEtjyl5TEj5GcgWgY7smsHdt/J9ru+Irt2+OxEqCi2DLarqysTCARMWVmZ9+revftXbr3yCf6/cIQQUi3l5uZCTU0NCxcu5C3pLVpiNywsjPumvbhjx47h119/xcyZM1GnTh2MGjUKz58/5xYfKG7MmDH4999/0aVLF/j6+vK+lZ8yZQoSEhJw8OBBtG7dGh8+fMDMmTMxceJErFq1CsePH8elS5fKrYeHhwc+fvyIY8eOfVY7VGfBwcHw9PTE69evxXouSoqIiED37t0RFxdX4Yn+Irdu3ULbtm1x+/ZtWFhYfEmRK6wydSspPj4eDRo0QFRUFNcL9TPJzs5G/fr1ERQUVOGhnMXZ2dmhVatWEnv2CPnRpaenQ11dHZFdO0BF9vsO2MrML0CH85FIS0uTmBriZ0RzgAgh1VpcXBzy8vJ4w50AoEGDBgCAJ0+eSDzPysoK8fHxmDt3bpmrqJ07dw67d+/Gjh07uKWZi7OxsUF4eDiePn0KDw8PvH79Gq1bt0Z6ejoWL16MJUuWlFuHly9f4siRI7yhRuR/+vTpg2bNmmHDhg3lHivKwVSZ4Cc8PBwLFixA//79YW9v/82CH6BydStJlIPpZwx+gKIcTAsXLkRQUFCll+7+3nnMCPlavvfiB8UXQahOKAAihFRrolWkSn5rJVp1RtIy10DRJOzyltdOS0uDl5cXFi1aJBZgibi7u3MPsXPmzEG7du1w+vRpBAQEwNbWFhYWFpg6dSoaN26MgQMH4sOHD2LXmDlzJmbNmlXhFd1qGoFAgD179mD16tVcUlJJRDmYJC3bWpYPHz5g+fLlqFOnDnbs2PGFpa2citatpOjoaJw6dQrr1q2rwtJVvd9++w36+vpcnqmK+t55zAghPzZaBIGQb4gxVqlEnOTLiRJiltbuknptKmrSpEnQ19cvM4eBQCDApk2bsHr1asjIyEBaWhqJiYlo0qQJoqKisH79epw9exbBwcHw9/fHmDFj8Pfff/OusX///s8uY01hamqKhISEMo8pnoOpMtzd3eHu7v65RftiFalbSU2bNsXLly+rqETfVllLvZfme+cxI4T82KgHiFS527dvY9iwYTA0NISioiLq16+PUaNGIS4ujnfciBEjIBAIuJeUlBSUlZXRvHlz+Pr6SswFs3XrVjRr1gyKioowMzPD6tWrJa6KFB8fD0NDw0p/g2piYvLFeShETpw4wVtiODw8HAKBAOHh4V/l+j+qESNGSJw3861oaGgAEO/pefjwIYCyA6Bz586hTZs2KCgoENt36tQpHDhwAFu3boVQKERBQQEXbBX/t4i8vDykpaUBAPPnz8egQYNgZmaGw4cPY9iwYWjWrBm8vb1x9OjRSg/3IYQQUj1JSQt+iFd1QwEQqVLr16+HjY0NkpKSEBgYiNOnT2POnDm4fPkyLC0t8c8///CO19XVxfXr13H9+nVcvXoVhw8fhouLC/z8/ODg4MALgjZu3IjRo0fD1dUVp06dwvDhwzF16lQEBATwrskYg6enJyZNmsTLYl+epk2bwtXVFd7e3l/WCP9vxYoV1eYb2Z+JqakppKWleQlNGWPw8vICALRt27bUcx0cHGBgYCCWSBMADh8+jJycHDRv3hyysrKQlZXl5ujIysqWusTnw4cPcejQISxYsABAUT4j0VA7TU1NFBYWShwGVx2cOXMGlpaWFc7FlJubi9mzZ8PAwACKiopo06YN9u3bJ3bcrVu3YGtrCxUVFejq6mLatGliSUn/+OMP1K5dG0ZGRqXmYvrrr7++Sj0JIYT82GgIHKkykZGR8Pb2xvjx43mr8HTu3Bm9e/eGubk5PDw8cP/+fW6fvLy8WFJLJycntG3bFn369MHy5csxd+5cMMYQGBiI/v37c1nTu3TpgidPnmDt2rWYM2cOd/7Ro0dx7969UodRCAQC7Nixg5fYUET08OXt7Q1zc/MvaA3yvSgoKKBTp044cuQIpk2bBoFAgKNHj+Lhw4dQV1eHtbV1mefPmzcPHTp0ENvu4+OD8ePH87Zt2bKFS0xaWvb5mTNnYsKECdDT0wMA1K5dG2/fvgUAvHnzBtLS0tDW1v6cqv7Qrl27hp49e2LAgAHw8/OrUC6mgQMH4tSpU5g2bRq6dOmCu3fv4rfffsOHDx+4LyaePXsGBwcHtG/fHocOHUJMTAzmzp2LtLQ0bN26FQC4XEzbt29HSkpKqbmYRAlICSGEVG/UA0SqTFBQEDQ0NODv7y+2T0dHBytWrEDfvn2RkZFR7rVEiQM3bdrEbTtz5gyWLl3KO05OTk7sm9+AgAD07dsXCgoKla5D3bp1YW9vzwVZpUlLS8OUKVNgamoKBQUFNG/eHH/++Se3v3PnzoiIiEBERITYsLdHjx7B0dERSkpK0NXVxaxZs3hDroRCIQIDA9GgQQPIy8ujUaNGWLt2Le/+nTt3xtChQ+Hu7g41NTX06NFDYjl9fHzQuHFjHDt2DM2bN4eCggJat26N69ev48aNG2jbti0UFRXRvHlzXLhwgXfusWPH0LFjR6iqqkJeXh6NGzfmTbAWDenbvHkzjIyMUKdOHZw9e1asDHfv3oWGhgYcHR25n1VKSgp+++031KlTBwoKCmjXrp3Y/QUCARYuXAgrKyuoq6vDz88PQqEQ8+fPh4mJCeTl5WFiYoI5c+ZwCUlF5s2bh5s3b6J///44ffo0xo8fj5ycHMydOxeKiopIT0/HjRs3JA6RtLa2lhiQGBsbw9LSkvcSBTWWlpYSh/1FRETg+vXrvOSkPXr0wNatWxESEoLFixfD2dm5zFXnflYLFy5E69atsWfPHnTv3h1+fn6YPn06AgMD8enTJ7Hj7969i2PHjmHhwoUICAhA165dMX36dCxduhRz587lhqYuXboUqqqqOH78OJydnTF16lSsXLkSf/75J168eAEAOH/+PBwcHDBkyBBMmDABTZs25X4H8/LyMHfuXAQGBtL8PELID+d7r/5Gq8ARUgmMMYSFhaFLly5QUlKSeIy7uzvmz5/PrcZVHkdHRyQkJODFixcQCARo0qQJjIyMwBhDSkoKtm3bht27d2PcuHHcOY8fP8bt27fRr18/XtkKCgq4FwBuDoekuRv9+/fHsWPHkJmZKbFcnz59wi+//IK9e/di2rRpOH78ODp27AgvLy8u+NuwYQPatGmDNm3a4Pr167zepMmTJ6Njx444deoU+vbtiyVLlvACvTFjxmD+/PkYOnQoTp48iX79+mHSpEliSyIfPHgQcnJyOHbsWJnD9l69eoUpU6Zg7ty5OHToEFJSUuDu7o5BgwZh1KhROHDgAIRCIQYOHMg9mIaEhMDNzQ0WFhY4fvw4goODYWxsjAkTJohNNp4zZw6WL1+O5cuXw8bGhrcvJiYGjo6OsLa2xvHjxyEvL4+cnBzY29vj+PHjWLx4MY4cOQJ9fX10794dFy9e5J3v5+cHd3d37N+/H7169cKSJUuwbt06zJ8/H2fPnsWYMWOwdOlSLF68mHeevb09goOD8fjxY/Tq1Qtv3rzBqFGjMH36dADAP//8AxsbG4SEhEhsMysrq1LbszJmzJiB2bNnc/OSAMDb2xu2trYYPHgw8vPzsXHjxq9yrx9Jbm4uwsPD0adPH952d3d3ZGZm4sqVK2LnxMTEAABcXV15221tbZGVlcXlTgoLC4OLiwvk5OR41xUKhQgLCwNQFDwrKipy++Xk5Lh5Vhs2bICRkRG6d+/+FWpKCCHkZ1D9vmYkP4Tk5GTk5OTAxMTkq11TtJzp27dvYWRkxG2/du0afvnlFwCAhYUFJkyYwO0TPUAXH+YUEREBOzs73rW9vLy4OSHDhw/nzRGwsrJCfn4+rly5AicnJ7Fy7dy5Ew8ePMDVq1e5oVKOjo7Iz8+Hr68vfv/9dzRt2pRbhrnkED9vb2/MmzcPQFHivpMnT+LixYsYP348njx5gq1btyIgIAAzZ84EAHTr1g1SUlLw9/fH2LFjud4JaWlpbN26tdxkidnZ2diwYQP3wBcdHY3Zs2dj+/bt3LyVgoICuLu74/Hjx2jdujWio6Px66+/8oYytm/fHtra2oiIiED79u257WPGjJG4YlZcXBy6du2Kli1b4vjx41yP3J49e3D//n2uBwooGvbYuXNnzJw5E1FRUdw12rZty7UDAEyfPh0WFhbw8PAAUPRwrKSkBHV1dbH7u7m5wc3NDRs3bsTYsWN5vYedO3cucy7KyJEjcerUKYk9FcX5+PiUucTyzZs3xbYpKChg9+7dZV73Z1eRXEwlk9GK5uvFx8fzlv9+9uwZAOD58+f49OkTXrx4IXbdWrVqQU1NjcvxZGNjg3HjxuHJkyf4+PEj/vvvP3To0IHLxVRa4EsIId+bQEoKgi9YrfRrlaG6qX41Ij8E0cpaVbGaVclhKiYmJggPD8e+ffuQlpYGS0tLJCUlASh68NLQ0OB9425hYYGoqCjuBQALFizg3pd8gBUNZXr+/LnE8oSHh8PIyEhsnsjQoUORk5ODGzdulFmfjh078upmbGzMDe+5ePEiGGNwdXXl9Vr17NkTOTk5vG/OTUxMKpwpvnjAIgosiwdmoqBKVI7p06dj165dyMrKwv379/H3339zwwLz8vJ415aUqyYjIwNdu3bFmzdvsHnzZt638RcuXICuri4sLCy4+hUWFsLV1RW3b9/Gx48fS722nZ0dzp8/j44dO2LFihV49OgRxo8fX2bWeEmfieI9gKL7F1feZ4CU7XNyMdna2qJ+/fqYOHEiLly4gPT0dFy5cgUzZ86ElJQUsrKySr2u6Nqi6xbPxWRnZwdfX19YWFhUKhcTIYSQ6oMCIFIltLS0oKqqyo3BlyQrKwspKSkVvmZiYiIAQF9fn7ddT0+PG0J05swZJCQkcEnz0tLSxIICVVVV3rwNgD+fo+TcDdH5aWlpEsuVkpIiMdmeaFt5y2iXLJ+UlBQ3DC85ORkA0KxZM26lMVlZWa5H6/Xr19x5derUKfM+xUl6YCxtqCJQlAiyb9++UFNTg4WFBebPn88FJiV7TiSVIyUlBXXr1oWmpiY37EwkOTkZb9++5dVPVlaWO+7NmzelXnv69OlYt24dsrOzMW3aNDRp0gQtWrQQmz9UnKTPhKenJ+/epqamvP3lfQZI2T4nF5OcnBzCwsJgYGCArl27Ql1dHQMGDOCGfiorK5d5XcYYd11RLqbMzExkZGRg+vTpSExMxPr167F48WJeLiZpaWmMGTPmq9SbEELIj4mGwJEq4+joiEuXLiEnJ0fiAgQ7duyAt7c3rl69KjZXRJLz58+jQYMG0NPTQ0ZGBk6cOIG2bdtyw2iAoiWPNTU18erVKwBFiy18aR4f0YN+aat6aWlp4enTp2LbRQ/upZ1XEaJeiosXL0qcK2VoaPjZ166MwYMHIyYmBufPn0f79u0hLy+P7OzsCmdn19bWRlhYGPbv34/Ro0fjyJEj3HwQDQ0NNGzYsNQliMsaRiklJYVx48Zh3LhxePfuHUJDQ7F48WL07dsX7969480LEZH0mSi5opu8vDxvf3mfAVK20nIxiRZAkTRkESgaInf58mW8e/cOycnJaNiwIV69egWhUAgtLa1SrwsAmZmZYtct/nMtnotp1KhRvFxM7du3R2FhIZe3iRBCvpcfYRGC733/qkA9QKTKTJ06FcnJyRKXuH337h2WLl2Khg0bis2JkSQkJAS3bt3ivpmVlpaGl5eX2CpwUVFRSElJQatWrQAARkZGyMrK4g2jqixRMFV83lFxtra2ePHiBSIjI3nb9+7dy+ut+ZyHKVtbWwBFPTDFe62Sk5Mxb948roeoql29ehXu7u6ws7PjHiJPnz4NAGKLRkiioqICFRUVjBw5Eu3bt8f48eO5IMTW1havXr1C7dq1eXU8f/48li5dWuaKaO3bt+cWfKhduzZGjBiB8ePHIy0tTeJDMSD5M1FyRbeSQ+3K+wyQsknKxQSAe9+0aVOxcz59+oS9e/fi+fPnqF27Npo0aQIZGRncuXMHAGBubg5lZWXUq1dP7Lrv379Henq6xOsCNTsXEyGEEOoBIlWoXbt28PX1xbx58xATE4Phw4ejVq1aePDgAZYtW4aMjAyEhobyhq/k5uZyc2YYY0hNTcXly5exevVq2NnZcQscKCkpYebMmfD19YW2tja6du2KJ0+ewMfHB61ateImxYsmVkdGRsLFxUViOcua/A4UPfwrKSnx5uoUN2LECKxfvx5ubm5YtGgR6tevjxMnTuDPP//EggULuG+pNTQ0cP36dVy8eBFt2rSpUBs2b94cQ4cOxahRoxAfHw9LS0s8fvwYc+bMgYmJidjk76pibW2Nffv2wcLCAvr6+rh27Rr8/f0hEAiQlZVV4euIhiKZm5tj2rRp2LZtGzw8PLBu3To4ODhgzpw5MDQ0xLlz57BkyRJMmDABsrKypV7P1tYWy5YtQ506ddC+fXskJiZi+fLlsLW1LbW3piKfiZKuXr36Tdu7upGUiwkoSiaroaEhMReTnJwcxo8fjzFjxnDJjQsLC7F27Vo0aNAAzZs3B1D08zx16hRWrFjBBeeHDx+GtLQ07O3tJZanpuZiIoQQUoQCIFKl5s6dC3Nzc6xbtw5TpkxBcnIy9PX14eTkhLlz54oN4Xr79i03HE4gEEBHRwf169fHsmXL4OXlxXsYXrBgAXR1dbFhwwasWrUKWlpa6N+/P/z8/LghdyYmJjA3N0doaGiFH3ZLOn36NFxcXHgT94tTUlJCREQEZs2ahfnz5yM9PR2NGzfmraoGAOPHj8ft27fh5OSEHTt2cA9f5dmxYwcCAgKwadMmvHr1CnXq1MHAgQPh5+f3zYbo7Nq1C+PHj+eGiTVq1AibN2/G3r17JS5hXJYWLVpg0qRJWLZsGQYPHgx7e3tcvnwZs2fPxowZM5CWlgZjY2MEBgZi6tSpZV7L19cX8vLy+PPPP7Fo0SKoq6ujZ8+eZeZt+pzPxJkzZ3hLqZPKmzdvHrp27Yr+/fvD09MT165dQ1BQEJYsWcLlYoqOjoapqSlq1aoFaWlpjB07FqtWrUK9evXQpEkTrFu3DpGRkTh+/Dg3v2fGjBnYv38/nJycMGXKFDx58gRz5szBb7/9BgMDA7FyiHIx7d27l9vWo0cPbqn6NWvWVNtcTISQnw8NgasaAlbe19+E/OSCg4Ph6emJ169fV3iVNJH4+Hg0aNAAUVFRFe61IT++ynwmIiIi0L17d8TFxaFu3brfqITV09GjR7FgwQI8fvwY9erVw7hx47ggNzw8HHZ2dtixYwdGjBgBAMjPz8fChQuxe/dupKSkoHXr1pg/f77YktlXrlzB9OnTce/ePejo6GDYsGHw9fWVGMS0bdsW/fr1w7Rp07htOTk5GD16NI4fPw4LCwvs2bMH9erVq7qGIISQcqSnp0NdXR233eyhIvt9v5DJzC+A5dGLSEtLk7iI0s+IAiBS7THG0KFDB7i5uYmtQFaesWPH4uPHj9i/f38VlY58D5X5TDg7O6NVq1bcMCxCCCGkqlEAVLWoj59UewKBAHv27IGtrS1GjBjBJVgsT3R0NE6dOoW7d+9WcQnJt1bRz0RYWBgSEhJw9OjRb1xCQgghhIbAVRXqASKEEEIIIeQHIuoButO3yw/RA2QRfIF6gAghhBBCCCFVq6gH6PtmramOPUCUB4iQb+jMmTOwtLSEkpISjIyMEBAQUO4y3CJ37tyBrKws4uPjyzxu8uTJvKXFRf744w/Url0bRkZG2LlzJ28fYwyWlpalJiMlhBBCCKkuqAeIkG/k2rVr6NmzJwYMGAA/Pz9cvXoVc+fOhVAolJgstrj79++jR48eKCgoKPO4y5cvY82aNWLbQ0JCEBQUhO3btyMlJQWjRo2ClZUVmjVrBgA4cOAACgoKMGjQoM+vICGEEELIT4ACIEK+kYULF6J169bYs2cPAKB79+7Iz89HYGAgpkyZIjHPUF5eHtauXYs//vij1DxEIllZWfDw8ICenh4SEhJ4+86fPw8HBwcMGTIEALBt2zaEh4ejWbNmyMvLw9y5c7FhwwaJPUeEEEII+T4EUgJISX/nRRAKq9+zAQ2BI+QbyM3NRXh4OPr06cPb7u7ujszMzFKTiYaGhmLhwoWYO3culixZUuY9pk2bBl1dXXh4eIjtEwgEvABKTk4OhYWFAIANGzbAyMgI3bt3r2y1CCGEEEJ+OhQAEfINxMXFIS8vD40aNeJtb9CgAQDgyZMnEs+zsrJCfHw85s6dW2Zm+nPnzmH37t3YsWMHpCRMlrSxsUF4eDiePHmCmzdv4r///kOHDh2Qnp6OxYsXlxtcEUIIIYRUFzQEjpBvIDU1FQDElo9UVVUFULTcpSQVyUaflpYGLy8vLFq0SCzAEnF3d8eFCxfQrFkzyMrKwtfXFxYWFpg9ezZsbW1hYWGBqVOnIiQkBK1bt8a6deugo6NTiRoSQgipDhhjNBz6B0J5gKoG9QAR8g0IhUIAKPU/FUm9NhU1adIk6OvrY/LkyaUeIxAIsGnTJmRmZiIjIwPTp09HYmIi1q9fj8WLF2P9+vU4e/YsgoODIS0tjTFjxnx2ecjXdfv2bQwbNgyGhoZQVFRE/fr1MWrUKMTFxfGOGzFiBAQCAfeSkpKCsrIymjdvDl9fX+Tk5JR6j/T0dBgbG4utDggAb968waBBg6CjowM1NTW4u7sjMTGRdwxjDMuWLUPDhg2hoKAAMzMzrF+/XuK9JkyYgHnz5lWqDYYMGYKgoCCJ+4RCIbZv345OnTpBW1sbampqMDc3x5o1a5Cbm8s7tnj7CAQCyMjIQFtbGw4ODggNDS2zDCdOnCj19/fGjRuws7ODsrIy6tSpg+HDh+Pdu3dix61cuRLdunUDAGRnZ2PGjBkwMjKCkpISbGxscObMGbFzgoODYW1tDTU1NRgYGGDEiBFISkoSOy4+Ph6GhoZ4//59mfUoLjo6GiYmJtwXNCU9efIEY8eOhampKRQVFWFoaIiBAwfi/v37vON8fHzE2lZRURENGzbEtGnTJF7/2LFjsLCwgLKyMoyMjLBgwQLk5eWVWtYpU6agc+fOpe7v2bMntm3bVur+3NxcNGrUCDdu3OBt37lzJwQCQbmra5YnNTUVY8eOha6uLlRUVGBjY4OLFy+KHVeZz+uX1u1zREdHo0OHDl98HUJ+dBQAEfINaGhoABDv6cnIyAAAqKurf9Z1T506hQMHDmDr1q0QCoUoKCjggq3i/xaRl5eHtLQ0AGD+/PkYNGgQzMzMcPjwYQwbNgzNmjWDt7c3jh49ys0RIt/P+vXrYWNjg6SkJAQGBuL06dOYM2cOLl++DEtLS/zzzz+843V1dXH9+nVcv34dV69exeHDh+Hi4gI/Pz84ODhIDIJSUlLg7OyMFy9eiO0rKCiAk5MToqKisHHjRmzatAm3bt1Ct27dkJ+fzx03Y8YMzJkzB15eXggNDYWrqyvGjx+PLVu28K536dIlHDlyBLNnz65UOyxduhQBAQGIiYnhbc/OzoaDgwMmTpwIa2tr7Nq1C4cPH4ajoyNmzpyJnj17ij1Uenl5cW108eJFbNy4EQKBAD169MC6desk3v/ChQsYPHiwxH137tzhgp+jR49iyZIlOHv2LHr37i12bGhoKJycnAAAHh4e2Lx5M2bNmoUTJ06gQYMGcHFx4c0H/Pvvv+Hu7g5zc3McPnwY/v7+iIiIgL29Pe9nyRiDp6cnJk2ahFq1alWoTQGgadOmcHV1hbe3t9i+o0ePok2bNrhz5w7mzZuH06dPw9/fH3FxcWjbtq3EYE3UrteuXcOJEyfg4eGBrVu3ol27dkhOTua1Q58+fdC6dWscP34c06dPx4oVKzB+/HiJ5VyyZAlWrlxZaj127tyJly9fwtPTs9Rj5OXlERgYiBEjRpT5ZcDnKCwshJOTE44fP46lS5ciODgYmpqacHZ2xr///ssd9zmf129dt0OHDuH69etfdA1CfgqMEFLlPn36xKSlpdnSpUt522/dusUAsPDw8HKvsWPHDgaAPX/+nNs2fPhwBqDU1/DhwyVe68GDB0xFRYUlJiYyxhgzMzNjW7duZYwx9uTJEwaAvX379vMqS76Kq1evMmlpaebt7S227/3798zAwIC1bNmS2zZ8+HBmZGQk8VpHjhxhAJifnx9v+7Fjx5ihoSHT0tJiANiOHTt4+//66y8GgD148IDb9vDhQyYQCNiePXsYY4zFxcUxKSkptn79et65/fv3Z3369OFta9WqFVuyZInEMi5YsKDU8jPG2JgxY1jPnj1523777TcmLy/Prl+/Lnb8oUOHGAC2fPlybhsAtmDBArFjhUIh69WrF5OVleX9fqWnp7NZs2YxaWlpro1KsrOzY+3atWMFBQXctuDgYKavr8/i4uK4bZmZmUxeXp7FxMSw2NhYBoBt2LCB219YWMhMTEzYwIEDuW0tWrRgzs7OvPuJ/mb8/fffvPtpamqyT58+iZVPVO+SP1uR169fM2lpaXbnzh1uW2xsLFNWVmZ9+vTh1YsxxrKzs5m5uTmrXbs2y87OZowV/exKe5y4ceMGk5WVZSNHjuS2/fLLL6xt27a84xYsWMBkZGRYZmYmty0uLo717t2bSUtLM3V1dWZrayt2/U+fPrE6deqwgwcPSrx/SU2bNmUrVqzg3kv6u1pZu3btYtLS0uz+/fu8cjVs2JAFBQVx2yr7ef3Sun2Osn6W5NtKS0tjANj9Id1ZnIfrd33dH9KdAWBpaWnfu1m+GuoBIuQbUFBQQKdOnXDkyBFe4tPDhw9DQ0MD1tbWn3VdHx8fREVF8V6jRo0CAERFRcHHx0fieTNnzsSECROgp6cHAKhduzbevn0LoGjIk7S0NLS1tT+rTOTrCAoKgoaGBvz9/cX26ejoYMWKFejbty/Xi1gWNzc3WFtbY9OmTdy21NRU9OnTB507d0ZYWJjE88LCwmBmZsbliwKKeg2aNGnCDRk7duwY5OXl4eXlxTv34MGDCA4O5t6HhITg33///excU0OHDsXJkyfx4MEDAMD79++xfft2eHp6ol27dmLH9+vXD9OnT4eBgUG51xYIBAgMDER+fj62b9/Obd++fTu2b9+O9evXY8KECWLnJScnIzw8HGPHjuV6VgGgT58+ePXqFUxMTLhtFy5cgJ6eHho3bgx9fX1ERUVxy9IDRcNgZWRkuB4AoVAIBwcHjB49mndP0Ty/Z8+ecdsCAgLQt29fKCgolFvXkurWrQt7e3sEBgZy29auXYvc3FysXbuWVy8AUFRUxPLly+Hl5VXq0Lni2rZtCzc3N+zevRvZ2dkAino1du3axTtOtDJl8Z7FyZMnIzY2FhcvXkTr1q0lXn/79u3Izs6Gq6trheo7ZMgQLF++vMzhdsVNnz4dioqKSEtL420PDAyEqqoqsrKyEBwcDFtbW7Rs2ZLbr6CggCdPnmDatGkAPu/zWhV1++eff9ClSxeoq6tDVVUVXbt2xc2bNwEU/X+ycOFCAEW/E6L/PwQCARYuXAgrKyuoq6vDz88PAPD06VO4u7tDV1cXysrKsLOzQ2RkJHev+Ph4CAQCBAcHo3fv3twQUT8/P6Snp8PLywvq6uqoU6cOZs6cyfu/MT4+Hr/++iv09PQgKyuL2rVr49dff+X1JBLyJSgAIuQbmTdvHm7evIn+/fvj9OnT+OOPPxAUFIQ5c+ZAUVER6enpuHHjRqXG8BsbG8PS0pL3EgU1lpaWMDY2FjsnIiIC169fx4wZM7htPXr0wNatWxESEoLFixfD2dm5zFXnSNVijCEsLAxdunSBkpKSxGPc3d0xf/58biGN8jg6OiIhIYEb6qakpITo6Gjs2rWr1AUvYmJiJC6s0aBBA27lwnv37qFRo0a4fPkyLCwsICsrCyMjI2zcuJF3zt69e9GuXTveA15hYSEKCgrEhm6KXsXZ2NigXr16+OuvvwAUBRQFBQVlPhwuXboU/fr1K69pAACNGzeGgYEBrl69ym1zdXVFfHw8fvvtN4nn/Pvvv2CMoXbt2hgyZAhUVVWhoqKCoUOH4uPHj7xjiw9/k5eXh6WlJdTU1CAUCvHy5UtMmjQJz549w++//w6gKCBavnw5evXqxbvOkSNHAADNmzcHADx+/Bi3b9/m1ZMxJtaOoiGykobG9u/fH8eOHUNmZiYA4MyZMzA3N+f+lpTUuXNn+Pv7o27dumW06P84OjoiLy8PUVFRAABTU1OYmZkBKFrEJTg4GMuWLcOQIUO44cIA4Ofnh3///RedOnUq9dp79+6Fi4tLuXnSRPr374/ExESEh4dX6HgvLy/k5OTg8OHDvO27d+9Gv379oKysjHv37qF58+ZYtWoVTExMICMjA3Nzc0RERHDHf87n9WvXLT09Hd27d4eOjg4OHz6MAwcOICsrC46OjkhLS8PIkSO5LzKuX7+OkSNHcuf6+fnB3d0d+/fvR69evRAdHQ0LCwvExcVh7dq1+OuvvyAQCGBnZ8ert6gNW7RogZMnT8Le3h5//PEHrK2toaioiL///hs9e/bE0qVLuTbOzs5G586dERMTw81PnTBhAv76669KD58lpDQUABHyjdjb2yM4OBiPHz9G7969sW/fPgQFBWH69OkAir6Zs7GxQUhISJWWY8aMGZg9ezbvQcPb2xu2trYYPHgw8vPzxR5eybeVnJyMnJwcXg/Cl9LV1QUArqdPTk6OewgtTWpqqtjKhUDR6oWi+Wzv379HYmIihgwZAi8vL4SFhcHR0RFjx47lfY4uXrwo1tPZpUsXyMrKcisTvnjxgnsvKyvLm5guEAhgaWmJCxcuAACX7Pdrt5GofYCiB/XSAlAA3JcVnp6eUFRUxLFjx7Bs2TKEhITA2dmZF2icPn2aC4CKCwgIgJGREVavXg0PD48yJ/o/ffoU06dPh7m5OXct0UT74m0bERHBa0eg6CFU9L7kfBIrKyvk5+dz848SEhKq9LMnkpiYCA0NDbi7u0NDQ0Osx7p58+ZlrkaWkZGBqKioSvWgN2jQAJqamtznqDyNGzeGjY0Ndu/ezW27desWYmJiuJxr79+/x99//42tW7ciKCgIJ06cgIqKChwdHXHv3j0Alf+8VkXdoqOj8f79e0ycOBEODg7o0aMH9u7di9GjRyM9PR36+vrQ19cHALRr1477N1DUkzdz5kw4OzujRYsWWLhwIeTk5HDp0iX069cPvXr1wtmzZ1G/fn3el2tAUdJvX19f2Nvbc3O5ateujXXr1qFbt27YsmUL1NTUuN6jJ0+ewMDAAAcOHICbmxvs7Ozwxx9/wNnZWSy4qglEq8B971d1Q1/xEvINubm5wc3NTeK+zp0784YAlDRixAiMGDGi3Hv4+PiUOvQNADfcoTgFBQXef/Dk+xKtClgVC1FUZnlboVAo8XjGGFfGvLw8fPjwAcHBwVyiX3t7e7x8+RK+vr4YM2YMsrOz8e7dO7GHv82bN3ND+LZs2YJTp07hxIkT3P6SPRDGxsbcQ1JVtVFl2kc01MjCwoJbpatLly7Q0NDAoEGDcO7cOTg6OuLhw4dISkqCvb292DV69uyJjh074vbt2/Dx8cGrV68kDkmMiYmBg4MD5OXlcfjwYa7+cXFx0NDQ4H2hYWFhwfW2AEUBzoIFC+Di4gIAYj1+op7i58+fAyhq22/x2VNWVsaFCxeQlpYGf39/WFpaIjIyEk2bNq3Q9V6+fInCwkLe54oxJlZ2aWlp3r2NjIy4ulaEl5cXRo0ahfj4eG61RFNTU3Ts2BFA0ecgNTUVt27d4oKGjh07wtTUFEuWLMH+/fsr/Xmtiro1b94ctWrVgqurKwYMGABnZ2d06dIFS5cuLbc8LVq04L0PDw+Hi4sLbwEfGRkZDBw4EIsWLeJ6EwGgffv23L9FwXDxYYACgQCamprckMrWrVvjypUrEAqFiIuLw9OnT/HgwQPExMSI9QwT8rmoB4gQQn4wWlpaUFVVlbgym0hWVhZSUlIqfE3R0tXFv9Utj4aGhsQcVZmZmdyDj6qqKgQCAZydnXnHdO/eHW/evEFSUhL3YKOsrMw7xszMjDd0U05OjjecU05Ojne8srIyNxdD9NBeVhu9ffu2Ug9MiYmJlWof0fBDUWAh0r17dwDgvv0PDQ2Fra2txN6kFi1aoFOnTpgyZQpWrVqFs2fP8uZRAEWr57Vv3x5SUlK4ePEi76E4LS1NrF1VVVV57Qjwh8uWHBorOr9425bVrgUFBXjz5k2p+0sq7bOnoaEBe3t7uLm54ezZs2CMlbnaW0mi8havf8neL1lZWbFeg+Kfo4oYMGAAlJWVsXfvXuTl5eHgwYO8L6NUVVXRunVrXv1UVVXRvn177jNQ2c9rVdRNRUUFV65cQY8ePXDgwAH07NkTtWrVwm+//Vbu6nF16tThvU9JSeGCmeJ0dXXBGOP93ZDUi1xWzyoArFixAnXq1IGpqSmGDx+OixcvQllZucwvCaur793zU117gCgAIoSQH5CjoyMuXbpU6oPJjh07UKtWrQovWXv+/Hk0aNCg1HkdkpiZmSE2NlZse2xsLPctfcOGDcEYE5t4LZrMrqioyC2oUZFJ82X5+PEj13thb28PWVnZMvP3uLi4iH1zXZqYmBi8fv0atra2FS5Pw4YNAUBs6eLidQf483+Aop6W7du3i/1sraysAACvXr3itv31119wdHREvXr1cO3aNbFhizo6Ol+lXUXXAoo+e//884/YkDWRM2fOQE9PDwcOHKjQ9c+fPw8VFRWYm5ujoKAABw8exN27d3nHaGpqwtTUlFf38ojKW7z+ot6v4i8LCwveecU/RxWhoqKCfv364dChQzh79ixSU1Px66+/cvsbNmwoMYdPfn4+9xmo7Oe1qupmZmaGPXv24MOHD7h27RqGDx+OLVu2YPXq1eU3RDFaWloSPx+iwPhLFtH566+/MHXqVEybNg3v3r3D27dvERISUmqib0I+BwVAhBDyA5o6dSqSk5Mxd+5csX3v3r3D0qVL0bBhQ4krSpUUEhKCW7duVTrBbbdu3RATE4Po6GhuW3R0NGJiYriEnqKen5IPwydOnEDLli2hpqYGeXl56OrqVurhVpJXr17ByMgIQFHvwciRI7F161becC+R/fv3486dOxg2bFiFrr1gwQIoKipi+PDhFS5PkyZNYGxsLLHuQNEwqIyMDERGRvJ6yJ4/f46RI0dyCxqIiHLrtGrVCkBR4PTrr7+iffv2iIyMlNg7ZWRkhKysLLFFFypD9HMRte24ceMgJyeHiRMnig25ys7Oxvz586GpqVmh1cnu3buHo0ePwsPDAwoKCpCRkcGMGTMwc+ZM3nEvX75ETEwMV/eKqFevHqSlpXmfq5K9X5aWlryFQhhjSExM5OpaUV5eXvjvv/+wbNky2Nvbw9DQkNvn7OyMe/fu8fJUJScnIzIykhsmV9nPa1XU7fDhw6hVqxbevn0LaWlp2NjYYMOGDdDQ0ODuU3LVv9LY2tri1KlTvN6mwsJCHDhwAFZWVpCXl6/QdSS5evUq1NXVMXPmTC6vVWZmJq5evSq2gAchn4vmABFCyA+oXbt28PX1xbx58xATE4Phw4ejVq1aePDgAZYtW4aMjAyEhobyxv/n5uZy2eAZY0hNTcXly5exevVq2NnZSVzKuSwDBgyAv78/nJycuGWSZ82ahRYtWnCrVXXu3Bmurq6YNGkSsrKy0Lx5c+zevRuRkZE4fvw4d61u3bqJDe0qrry5a4wxXLt2DRMnTuS2+fv7IyoqCnZ2dhg/fjzs7OyQn5+PM2fOYMuWLXBychKbkJ2QkMC1UUFBARISErBr1y6EhYVh8+bNlRoCJxAIEBQUhP79+2PAgAEYOXIkHj16hDlz5qBv375o06YNjhw5AgMDA96317a2tlyZU1NTYWZmhkuXLmHp0qUYPXo0mjRpgpycHIwcORKqqqqYO3euWBJY0YR1USAaGRkpNhSveNuV5erVq1BSUuIe1o2NjbFx40Z4eXmhY8eO+P3332FoaIjY2FisXLkSsbGxOH36tNjQu+KfPdEk/hUrVqBRo0bw9fXljvPx8YGnpydGjRqFAQMG4PXr11i0aBG0tbUxderUCrZ+0XCvDh06IDIyEpMnT67QOf/99x/S0tK4YYoif/75J7S0tMSOnzRpEgCgQ4cOaNy4MSIiIrBv3z7eMd7e3tixYwd69OiBxYsXQ0VFBb6+vhAIBNwiN0DlPq9fs24iHTp0QGFhIXr37o1Zs2ZBTU0NBw8eRFpaGvr27Qvgf0m79+/fj3bt2pW6aMOCBQsQGhoKOzs7zJ49G/Ly8li7di2ePXsmMUluZVhbW2Pjxo2YOnUqXF1d8fr1awQFBeHt27fQ1NT8omv/jARSUhBIfd/+iu99/yrxjfMOEUIIqYTQ0FDm7OzM9PT0mLy8PDM1NWWjR49mL1684B1XMimuQCBgtWrVYm3btmXr169nOTk5pd7j+fPnpSbLfPnyJXNzc2MqKipMU1OTDRgwgL1+/Zp3zKdPn9isWbOYvr4+k5eXZ23atGFHjx7lHXPixAkmLS0tdm5F3bhxgwFgDx8+5G3PzMxkAQEBrHXr1kxdXZ2pqakxCwsLtn79epabm8s7tnj7AGBycnLMyMiIubu7sytXrpR5/7ISRJ48eZJZWVkxeXl5VrduXTZt2jSuvUeOHMnGjRsndk5aWhqbOnUqMzY2ZnJycszMzIytWLGCFRYWMsYYu3DhQplJjosndDU3N2djxowptw1L0717d9a/f3+x7ZGRkaxfv37MwMCAycvLMyMjIzZo0CCxn4GobYq/tLS0WJs2bVhgYKDE5ImHDh1iFhYWTElJieno6LBhw4axhISEUstoa2srMRHqmjVrykwCW1JgYCCrW7cul+BVlAi1tFdxU6dOZerq6lwC2OJevXrFBg8ezDQ1NZmysjJzdHTkJRAWqczn9UvrJsmtW7dYt27dmJaWFlNQUGCWlpbsyJEj3P7ExERmZWXFZGVluc9Uyc+byN27d5mTkxNTUVFhqqqqrEuXLrzfo9L+rki6npGREZe4WygUsvnz5zN9fX2moKDATE1N2cSJE9mWLVsk/g2orkSJUB94uLAXv7l919cDD5dqlwhVwFgNnFFGCCHkm2KMoXXr1nB3d8cff/xR6fM9PDzw8eNHHDt27OsX7icXHBwMT09PvH79WqxXpjzx8fFo0KABoqKi0KZNmyoqYdXJzs5G/fr1ERQUVO5wR8YYGjZsiPHjx3M9OxXFGEOLFi1gZ2eHtWvXfkGJK+5b1Y38mNLT06Guro4HHi5QlZP9rmXJyMtH8x1FQx4lLWrxM6qGfVqEEEJ+NAKBAEuWLMGGDRu4pa8r6uXLlzhy5AhvGBX5nz59+qBZs2bYsGFDpc8VJd/8GYMfoGg1sYULFyIoKKjcJab//vtvCIXCUhPbSpKRkYGFCxfC1dUVT58+/abBRVXXjfwcvvfqb7QKHCGEEPIFunfvjt69e8Pf379S582cOZObe0TECQQC7NmzB6tXr+aSs1ZEdHQ0Tp06hXXr1lVh6areb7/9Bn19fS4XkyS5ubmYM2cOdu/eza3MVhGKiorYvHkzoqKisH37dpiamn6NIldYVdaNkJqMhsARQgghhBDyAxENgXvo5fpDDIFrtv1ktRoCR6vAEUIIIYQQ8gOiVeCqRvWrESGEEEIIIYSUggIgQgghpBp69eoVNDQ0EB4eXuZxBQUFCAwMRMOGDaGsrIzWrVvj4MGDZZ4zefJkXg4qkT/++AO1a9eGkZERdu7cydvHGIOlpSX++uuvylaFkJpLIPgxXtUMDYEjhBBCqpkXL17A0dERaWlp5R7r4+ODgIAAzJ8/Hx06dEBwcDAGDhwIaWlpuLu7ix1/+fJlrFmzRmx7SEgIgoKCsH37dqSkpGDUqFGwsrJCs2bNAAAHDhxAQUEBBg0a9OUVJISQL0A9QIQQQkg1IRQKsWPHDpibm1d4Rbg///wTgwcPxoIFC9C1a1ds3LgRbdu2xfr168WOzcrKgoeHB/T09MT2nT9/Hg4ODhgyZAgmTJiApk2bcr1PeXl5mDt3LgIDAyX2HBFCyLdEARAhhBBSTfz7778YM2YMhg8fjj179lTonNzcXLGVnXR0dJCcnCx27LRp06CrqwsPDw+xfQKBgLcMs5ycHJe/ZsOGDTAyMkL37t0rUx1CajyB4PvnAKqOX1pQAEQIIYRUE4aGhoiNjcWKFSugpKRUoXOmTJmC3bt348yZM0hPT8e+fftw5swZDBs2jHfcuXPnsHv3buzYsQNSElaFsrGxQXh4OJ48eYKbN2/iv//+Q4cOHZCeno7FixdjyZIlX6WOhBDypWgOECGEEFJNaGlpQUtLq1LnTJgwAVeuXIGTkxO3zdPTE9OnT+fep6WlwcvLC4sWLUKjRo0kXsfd3R0XLlxAs2bNICsrC19fX1hYWGD27NmwtbWFhYUFpk6dipCQELRu3Rrr1q2Djo7O51WUEEK+AAVAhBBCSA2Vm5uLjh074u3bt9i0aRMaN26Mq1evYvHixVBRUcHq1asBAJMmTYK+vj4mT55c6rUEAgE2bdqE1atXQ0ZGBtLS0khMTMT69esRFRWF9evX4+zZswgODoa/vz/GjBmDv//++1tVlZCfEuUBqhoUABFCyBfKyxdiw45nuH47Bbq1FTB1TEMY1qvY8CNCvqfg4GD8+++/OHfuHLp27QoAsLW1hYaGBsaPH4+RI0fixYsXOHDgAG7fvg2hUMi9gKIltKWkpHhD4uTl5bl/z58/H4MGDYKZmRlGjRqFYcOGoVmzZvD29kb79u1RWFgIaWnpb1tpQkiNRwEQIYR8oY074hB86jUYA94k5cB77n0c3NoWcrLV71szUr28ePECANChQwfedltbWwBAdHQ0Tp8+jZycHDRv3lzsfFlZWQwfPlws5w8APHz4EIcOHcLjx48BAO/eveOG52lqaqKwsBAfPnxAnTp1vmaVCCGkXBQAEULIF7r5TwoYK/q3UAi8T85D4ptPMDFU/r4FI6QcjRs3BgBcuXIF3bp147ZHRkYCAExMTODj44Px48fzztuyZQu2bt2KqKioUufxzJw5ExMmTOCWzK5duzbevn0LAHjz5g2kpaWhra391etESHUiWonte5ehuqEAiBBCvlDdOgpIfPMJhUWjgiAtLYC2ptz3LdRP4lMeQ14+g6wMoChXPZdb/ZGkp6cjOjoapqamqFWrFnr27Im2bdti6NChWLhwIRo3boybN2/Cz88Prq6usLa2BgAYGxvzrnPq1CkAgKWlpcT7RERE4Pr169i7dy+3rUePHtiwYQPatGmDNWvWwNnZGTIy9BhCCPn2aHwGIYR8oSm/N4SOdtG8B2lpAWZPNIOaqux3LtWP7UOGELdi8xD5KA9Rz/Jx7XE+bj7NR1Jq4fcuWrX2zz//wMbGBiEhIQAAaWlpnD17FgMGDICvry+cnJywe/duzJs3D4cPH/7s+8yYMQOzZ8+GhoYGt83b2xu2trYYPHgw8vPzsXHjxi+tDiHVnmgRhO/9qm4EjIkGbpCfxe3bt7F69WpERETg/fv3qFu3Lrp06YLZs2ejfv363HEjRozArl27uPeiJHUmJiYYMGAApk+fDgUFhVLvM3nyZKxatQqSPiLx8fHo1KkT7ty5g1q1alWo3NHR0ejRowfu3r3L+0+x5HVNTEzKvdaOHTswYsSICt23ssLDw2FnZ4dLly6hc+fO8PHxwcKFCyW2AyEi+flCvEnKgaaGHFRV6FvtsrxOKUR0QkGp+xvoSsO4NrUhIaTmSk9Ph7q6Op5M6A9V+e/7hVpGbj4arT2EtLQ0saTJPyv6H+Yns379ekyaNAl2dnYIDAyEnp4eYmNjERQUhODgYJw/fx7m5ubc8bq6ujh69CgAQCgUIi0tDREREfDz88PZs2dx7tw5iUHQ5cuXsWbNGollYIzB09MTkyZNqnDwAwBNmzaFq6srvL29eYFZcXXr1sX169e592/evEGfPn0wb9489OjRg9tuampa4fsS8i3IykrBUJ9WfitPTh4rM/gBgNi3hdBWlYKqYvX71pEQQsj3RwHQTyQyMhLe3t4YP348Vq1axW3v3LkzevfuDXNzc3h4eOD+/fvcPnl5ebRr1453HScnJ7Rt2xZ9+vTB8uXLMXfuXN7+rKwseHh4QE9PDwkJCWLlOHr0KO7du4fQ0FCJ5RQIBKX20MyePRsGBgbw9vbmBWqllTc+Ph5AUcBTsh6EkJ9PYkr5Q9wEABKSC9FEnwIgQkjNJpD6/osQCKrhn+JqWKXqKygoCBoaGvD39xfbp6OjgxUrVqBv377IyMgo91pubm6wtrbGpk2bxPZNmzYNurq68PDwkHhuQEAA+vbtW+bwudLUrVsX9vb2CAwMrPS5FXXgwAFYWlpCSUkJhoaGmDlzJnJzc7n9Dx48gIuLC9TU1KCmpgY3NzfExcVV+PpxcXHo1asXtLW1oaSkBBsbG5w+fboqqkJItZOSKSz3GFbB4wghhJDPQQHQT4IxhrCwMHTp0gVKSpKH2bi7u2P+/PlQVVWt0DUdHR2RkJDA5YEAgHPnzmH37t3YsWMHL7GdyOPHj3H79m3069ePV7aCggLuBRQNtxO9FyXME+nfvz+OHTuGzMzMCpWzMjZv3oxBgwahdevWOHr0KObMmYMNGzZg7NixAIAnT56gffv2ePfuHXbu3Int27cjLi4OHTp0wLt378q9vlAohIuLCzIzM7Fnzx4cP34c2tra6NmzJ2JjY796fQipboQVnEpX0eMIIYSQyqIhcD+J5ORk5OTkVGiBgIrS1dUFALx9+xZGRkZIS0uDl5cXFi1ahEaNGkk85+LFiwDALY0KFC13amdnxzvOy8sLXl5eACCWJM/Kygr5+fm4cuUKnJycvlp9hEIhFixYADc3N2zbto3bnpOTg507dyI3NxcLFy6EoqIizp8/z03k69KlC+rXr4+goCAEBQWVeY93794hJiYGc+fOhbOzM4Citli4cCFycnK+Wl0Iqa7UFAXI/MRQVnwj+P/jCCGkpqM8QFWDAqCfhKg3prDw6y8RK8q7MWnSJOjr62Py5MmlHhsXFwcNDQ3eKm4WFhaIiori3ltZWWHBggVwcXEBALEkeaJ8Es+fP/9KNSjy5MkTJCUlwc3Njbd90qRJmDRpEgDgwoULsLOzg5KSEtdbpaamho4dO+LcuXPl3qNOnTpo2rQpRo0ahXPnzsHJyQmOjo5YsWLFV60LIdVVPW1pJKaUPbyNAdDXpv+eCCGEVA36H+YnoaWlBVVVVd5wtZKysrKQm5sLLS2tCl0zMTERAKCvr49Tp07hwIEDuH37NoRCIfcCgIKCAkhJSUFKSgppaWlQVuZnt1dVVRVLhmdsbFxqgjzR+WlpaRUqZ0UlJycDKMo2XtYxBw8exMGDB8X2VWRFO4FAgHPnzsHPzw9HjhzBrl27ICsrCzc3N2zcuLHCbU9ITaWmKAV9LSkklBEE1VaXgpZK9fvGkRBCyI+BAqCfiKOjIy5duoScnByJCxDs2LED3t7euHr1KmxsbMq93vnz59GgQQPo6elhzpw5yMnJQfPmzcWOk5WV5Yax6ejoIDU19Yvq8fHjRwDiPUNfStQr9f79e972lJQU3LlzBzY2NtDQ0EDXrl0xdepUsfMrmpFcT08PGzZswPr163H//n0cPnwYgYGB0NLSosR+hFSAWT0ZyMkW4sX7QhQWi4OkBIC+thQa1JXheqYJIaRGk5Iqen3vMlQz1a9G1djUqVORnJwstmw1UDQ3ZenSpWjYsGGFlosOCQnBrVu3MGbMGACAj48PoqKieK9Ro0YBAKKiouDj4wMAMDIyQlZWFhfEfI5Xr15x1/qaGjduDB0dHRw7doy3fd++fXByckJOTg5sbW0RHR2N1q1bw9LSEpaWlrCwsMDKlSu5fElluX79OurUqYOoqCgIBAK0bt0afn5+aNGiBVcvQkjZBAIB6teRQccmcmhuIIOGdaXRzEAGHZvKoZGeLKQo+CGEEFKFqAfoJ9KuXTv4+vpi3rx5iImJwfDhw1GrVi08ePAAy5YtQ0ZGBkJDQ3nfnObm5uLGjRsAilZrS01NxeXLl7F69WrY2dlhwoQJAIqGrInm5oicOnUKAHhD2bp16wagKCeRaI5PSYyVvXzT1atXoaSkhI4dO1auAcohLS2NhQsXYty4cRg7dizc3Nzw9OlTzJs3D2PGjIGOjg7mz58PGxsbuLi4YMyYMVBQUMDmzZtx7NgxHD58uNx7tGnTBkpKShg2bBh8fHygq6uL8+fP4969e/D29v6q9SGkupORFkBXU/p7F4MQQkgNQwHQT2bu3LkwNzfHunXrMGXKFCQnJ0NfXx9OTk6YO3cuDA0Nece/ffuWGw4nEAigo6OD+vXrY9myZfDy8oKsrGyl7m9iYgJzc3OEhoaWGgCV5/Tp03BxcYGiouJnnV+WsWPHQllZGUFBQdi+fTvq1auHadOmYdasWQCAli1b4sqVK5g7dy6GDRsGxhiaN2+OY8eOoWfPnuVeX0FBAWfPnsWsWbPg7e2N1NRUNGzYEJs3b5aY+JUQQggh5HMJBILvPiT4e9+/KghYeV/XE1JCcHAwPD098fr1a7EFEcoTHx+PBg0aICoqCm3atKmiEhJCCCGE/LzS09Ohrq6OZ9MGQ1Ve7ruWJSM3D6bL/kJaWhqXQuRnR3OASKX16dMHzZo1w4YNGyp97tKlS9GvXz8KfgipQT5+/IgbN26UOzyWEEIIn0BK6od4VTc0BI5UmkAgwJ49e2Bra4sRI0ZUaPloAIiOjsapU6dw9+7dKi4h+RoePErHqbNvICsrhQG99KGv9/WHLJLqLzc3F7dv34aqqioEAgGys7MhLy8PaWma+0MIIeT7oACIfBZTU1MkJCRU6pymTZvi5cuXVVQi8jU9js3AuFn3wBiDAMD5y++wd4MVtDW/bzc8+bkIhULcvn0bUlJSMDc3B2MMN27cgIKCAhhjaN26NZSVlfHu3TtkZGTA1NT0exeZEEJIDVD9+rQIIV/swpV3AGMQCoFCIZCRWYAbd1K+d7HITyY6OhqpqamwtLSEnJwckpKSICsri48fP+LNmzcoLCwEULQ0/qNHj75zaQkh5McjkBL8EK/qhgIgQogYJSUZlJyuoaJEQ5ZIxSUkJOD58+do1aoV1NXVAQDPnj2Duro6CgoKoKioCFVVVQCAnJwchEIhCgoKvmeRCSGE1BAUABExjDFs2bIFLVu2hIqKCurXr49JkyYhPT2dO+bx48fo0aMH1NXVoa2tDS8vL6SmppZ77a1bt6JZs2ZQVFSEmZkZVq9eLTYx+vLly+jYsSNUVVVRt25dTJw4kXdvADh69Cjq168PbW1tTJ48mfsmWWTKlCkYPXr05zdCDdfHWQ/1is35sWilgQ7W2t+xRORnkpaWhvv378PExAT6+voAihZCyM/PR35+PhQVFaGtrc0trSonVzS0Mi8v77uVmRBCSM1Bc4CImKCgIMyZMwfTp09Hly5dEBsbiz/++AMPHjzAuXPnkJaWhi5dukBPTw979uxBUlISZsyYgVevXuHs2bOlXnfjxo0YO3YsZs6cCQcHB9y8eRNTp05FVlYW5syZAwC4e/cuHB0d0bVrVwQHB+P169eYNWsWHj16xF37/fv3GDp0KCZPngxLS0uMHj0ajRs3xm+//QagaKntHTt24MGDB1XfWNWUmqosdqyywN0HqZCVlULr5hqQka5+XeDk68vLy0NUVBQ0NTXRtGlTbvuzZ89gbGyM6OhoKCkpQUtLi9snCoByc3OhpKT0zctMCCE/LIEU8L1XYRNUv/4SCoAIj1AoREBAAH777TcEBAQAALp27QptbW30798fd+7cwblz5/Dx40fcvXuXWwFOX18fzs7OuHr1Kn755Rex6zLGEBgYiP79+yMwMBAA0KVLFzx58gRr167lAqAVK1agVq1aCA4O5h6KAMDDwwOPHz+GmZkZrl27BhkZGfj6+kIgEODSpUs4f/48FwDNnTsXv/32G+rVq1elbVXdKShIw8aSen1IxRUWFuLWrVtgjMHCwgJS//+fdlZWFj5+/Ii6detyvT6amprcefLy8gCoB4gQQsi3QQEQ4UlPT8fQoUMxcOBA3vZGjRoBKPoWNywsDB07duQtf+3o6AhVVVWEhoZKDIAA4MyZM2Lf7srJySE3N5d7HxAQgJSUFF7wU/zbYaBoGW55eXne8BnRELi7d+8iLCwMsbGxn1V/QsjnYYzh7t27yMjIQIcOHbigBgDi4uJgbGyMpKQk6Ojo4N27d7wAiIbAEUII+ZaqX58W+SIaGhpYu3YtOnTowNt+5MgRAEDz5s0RExPDBUQiUlJSMDExwZMnTyReVyAQoEmTJjAyMgJjDCkpKdi2bRt2796NcePGccfp6+ujZcuWAIDMzEycP38ec+bMQceOHbntFhYWSEtLw/Hjx5GYmIhTp05xQdeMGTMwc+ZMaGhofJX2IIRUTHR0NN6+fQtLS0tepvC8vDy8efMGhoaGSEpKgrKyMlRUVCAj87/v3ygAIoSQUvwIK8DRKnCkJrp27RqWLFmC3r17o1mzZkhNTeU94IioqqqKLVZQ2vW0tbUxatQoNG/eHBMmTBA7hjEGbW1tODg4IDMzE8uXL+f21atXDxs2bMCwYcNgZGSEVq1aYdy4cQgLC8OjR48wYcIE7NixAy1btkTnzp0p8SohVez58+eIi4tDq1atxBIjx8fHo169ekhNTQVjDFJSUrz5PwAFQIQQQr4tCoBIma5cuQJnZ2eYmppi+/btAIqCE9Hws+JEDzflMTExQXh4OPbt24e0tDRYWloiKSmJd0xBQQFOnjyJkJAQWFhYoGPHjrh06RK3X7TqXGZmJg4cOAA5OTnMmjULCxcuxOPHjzFhwgSsW7cObm5u6NmzJ2+YHSHk63n79i0ePHgAMzMzGBgY8PYJhUK8ePECJiYmePPmDerUqYO0tDQKgAghpIIEAqkf4lXdVL8aka/mwIEDcHBwgJGRES5cuMA9tKirq0vs6cnMzOTyfZRFT08Ptra2GDx4MM6cOYOEhARs27aNd4ysrCy6desGZ2dnnDx5EgYGBvD39+cdIyUlBQUFBQDA3r17kZubi+HDhyM4OBidOnVCp06dMGHCBHz8+BE3btz43GYghJTi48ePuHPnDgwMDMSGxQJFuYC0tLSgoKCAt2/fQldXFx8/fuTN/wGKfpdlZGToiwpCCCHfBAVARKKgoCAMHjwY7dq1w+XLl6Grq8vtMzMzE1tkQCgU4vnz57xlb4vLyMjAvn37xM4zNTWFpqYmXr16BQA4ceIELl++zDtGTk4OLVu25I4pKTc3F3/88Qf8/f0hLS2Nd+/eccGalJQU1NXV8fbt28o1ACGkTFlZWbh16xa0tbW5+XnFMcbw7NkzmJqa4sOHDygsLISSkhKkpaUlLnUtLy9PARAhhJBvggIgImbz5s2YMWMG+vXrh7Nnz4r16nTr1g0RERF4//49ty0sLAwZGRno1q2bxGtKS0vDy8sLS5cu5W2PiopCSkoKWrVqBQBYtmwZfv/9d15G+LS0NFy/fp07pqS1a9dCT08PvXv3BgDUrl2bC3jy8vKQnJyM2rVrV64RCCGlysvLw82bN6GgoABLS0uJQ19fv34NRUVFaGho4M2bN6hduzYyMjLEen9ElJSUkJ2dXdVFJ4SQn4toEYLv/apmaBlswvP27VtMnjwZRkZGmDBhAv755x/eflNTU4wdOxZr166Fg4MDFixYgOTkZMyYMQNOTk6wsbHhjr1x4wZq1aoFU1NTKCkpYebMmfD19YW2tja6du2KJ0+ewMfHB61atYKHhwcAYP78+XB0dIS7uzvGjBmD9PR0BAYGIisrCwsXLhQrb2pqKvz9/XH8+HFum4uLCwICArBr1y48ePAAGhoaaNeuXRW1GCE1S2FhIaKiolBYWIj27dvzVnMTYYzh6dOnaNmyJYRCId6+fYvmzZvj/fv3YvN/RBQVFfH+/XsUFBRIvGZNwhhDYeo75L97AWFOJsAYBHKKkK2lDxntehBISX/vIhJCyE+tZv8vQ8SEhobi06dPePHiBTp27Ci2f8eOHRgxYgQuXbqESZMmYciQIVBVVUW/fv2wbNky3rE2NjYYPnw4du7cCQBYsGABdHV1sWHDBqxatQpaWlro378//Pz8uLk8Xbt2xdmzZ7Fw4UL069cPUlJSsLOzw969e9G4cWOx8vj7+6N9+/a8slpbWyMgIADTp0+HlpYWDh06BEVFxa/YSoTUTKJcP+np6ejQoQP3e1vSmzdvIC8vDy0tLS6oqVOnDh4/fgwjIyOJ54iGxX369AmqqqpVVocfXWH6B+TE3gXL+wRAAIABAFhOFnLTPyA3/gHkjZpBtrbkdiSEEFI+AWOMfe9CEEII+fFFR0cjLi4Obdu2FVvuWoQxhoiICLRs2RJaWlq4d+8eCgoK0LJlS5w/fx7du3eXOGQuMTER//zzD6ytrVGnTp2qrsoPqeBjEnKe3AIq8N+ynGETyOk1/AalIoR8D+np6VBXV8cLn1FQU5Ar/4SqLEtOHox8tiItLU1iGpSfEc0BIoQQUq64uDg8e/ZMYq6f4or3/giFQrx58wb16tVDSkoK1NXVS10qX9QDVFPnAQlzPyHnSVSFgh8AyHsZg4LUd1VcKkIIqZ4oACKEEFKm58+f4+HDhxJz/RTHGMOTJ0+4JbHfvSt6QK9duzY+fvxY6vwfgD8EribKT4oHmLASZwiQ/+ZZVRWHEEKqNZoDRAghpFTPnz/nEp1KyvVT3Nu3byEnJwdtbW0ARcPadHV1IS0tjZSUFJiampZ6rry8PKSkpGpkDxATCpH/Lr6yZ6Ew7T2EOZmQUlCpimIRQn4AAikBBN95Fbbvff+qQD1AhBBCJIqLi6tw8CPq/TEzMwMAFBQUICkpCfXq1YNQKERqamqZPUBAzV0KW/gpAyjI/6xzC9NTvnJpCCGk+qMeIEIIIWLi4uK4YW/lBT9AUe+PrKws1/uTlJQEKSkp6OjoIC0tDYqKipCTK3sir5KSEj5+/PhVyv9TKSwo/5hSsC84l5DqhjEGgaCa9VYIBIDgO/dXVLc2BfUAEcJTkJmFtHsx+Hj9LpIv38LH63eRdi8GBZlZ37tohHwzouCncePGFQp+Ss79AYqGv+np6UFKSqrc+T8iioqKyM/P5yVC/hHcvn0bw4YNg6GhIRQVFVG/fn2MGjUKcXFxvONGjBgBgUDAvaSkpKCsrIzmzZvD19cXOTk5km8gLYP0rGw0cxuFvSEXxHa//ZACj/nLYNR9KPS6DMTQOYF4/S4ZACCQLvoekzGGZcuWoWHDhlBQUICZmRnWr18v8XYTJkzAvHnzKtUGQ4YMQVBQkMR9QqEQ27dvR6dOnaCtrQ01NTWYm5tjzZo1yM3N5R1bvH0EAgFkZGSgra0NBwcHhIaGllmGEydOlPpwe+PGDdjZ2UFZWRl16tTB8OHDuTloxa1cuZJL2J2dnY0ZM2bAyMgISkpKsLGxwZkzZ8TOCQ4OhrW1NdTU1GBgYIARI0YgKSlJ7Lj4+HgYGhrykoSXJzo6GiYmJkhNTZW4/8mTJxg7dixMTU2hqKgIQ0NDDBw4EPfv3+cd5+PjI9a2ioqKaNiwIaZNmybx+seOHYOFhQWUlZVhZGSEBQsWIC8vr9SyTpkyBZ07dy51f8+ePbFt27aKVJvzyy+/4O+//67UOZIkJCTAxcUFL168+OJrkZqBeoBIjZYR8wwfzl5B2j8P8fHmPWTHvZK8CpNAAKX6BtBs2xrq5s2g4/ALVJs2+PYFJqSKPXv2DNHR0WjcuDEaNqzYMstJSUmQkZGBjo4OACA/Px/v37/nEhCnpKSgdu3a5V6n+EpwP8pSq+vXr8ekSZNgZ2eHwMBA6OnpITY2FkFBQQgODsb58+dhbm7OHa+rq4ujR48CKAoM0tLSEBERAT8/P5w9exbnzp0Ty5+U+ikffaf64uVb8Qf2goJC9JmyCFnZn7Bq+hjkFxRgwcbd6DVpAa7tXgUltaLAcsaMGVi9ejUWLVoEa2trhIaGYvz48ZCVlcXo0aO56126dAlHjhzBkydPKtUOS5cuRYsWLeDi4oImTZpw27Ozs+Hq6oobN25gzJgxmDFjBuTk5HDp0iXMnDkTISEhOHHiBOTl5blzvLy8MHLkSABAXl4e3r59i23btqFHjx5Yu3Ytxo8fL3b/CxcuYPDgwRLLdufOHdjZ2aFLly44evQoXr9+jdmzZ+Pp06e4du0a79jQ0FA4OzsDADw8PHDmzBkEBgaiYcOG2LVrF1xcXHDp0iUut9zff/+N/v3747fffoOfnx+SkpIwf/582Nvb486dO9zPkjEGT09PTJo0qcxVEktq2rQpXF1d4e3tjV27dvH2HT16FEOHDkXz5s0xb948mJiYICEhAWvWrEHbtm1x7NgxdO/enXfO9evXufJkZmYiKioKS5YswalTpxAZGcn10IaGhqJPnz7w8PDAkiVL8OjRI8yePRtv3rzBli1bxMq5ZMkSrFy5Era2thLrsXPnTrx8+RKenp4VrjsArF69Gs7OzrC1ta3Q34jSnD9/HiEhIVi3bt1nX4PULJQHiNQ4wvx8JB0/j+fr9+Lj1duAlBQEUgKwgsJyzxVIS4MxBgiF0OxgAeNxQ6HbqyukyhnaQ8jPQBT8NGnSBA0aVDzAj4iIQLNmzbgA6OXLl3j8+DG6du0KgUCAs2fPwsbGptwEp69fv8adO3dgZWUFXV3dL6rL1xAZGQlbW1uMHz8eq1at4u378OEDzM3NoampyX0bP2LECISHhyM+Pl7sWkePHkWfPn3g5+eHuXPnctuPHz+OiRMnIjM9DSmpadg4byKG9ujC7f/77GV4LliOW/vWokl9QwDAo+cvYT1kIrYF/AHPmQvx/PlzNGjQAGvXrsXYsWO5cwcMGICCggIEBwdz21q3bo3BgwdjxowZYmX08fHBzp07JZYfAMaOHYvExEQcP36c2/b7779j586dCA8P5wJeruz/HzwsX74cU6ZMAVDUA7RgwQL4+PjwjmWMwc3NDaGhoXjy5AmMjY0BABkZGfD390dQUBDU1dWRkpKCko8t9vb2+PTpE65evQppaWkAwJEjR+Dt7Y3Lly/DxMQEAJCVlQVtbW3cu3cPsrKyaNCgATZs2IAxY8YAKApYGzRogLZt22L//v0AgJYtW8LAwAAhISHc/aKiomBtbY2///4b7u7u3P1GjhyJ169fS0wQLBAIuETiJb158wYGBga4desWF0yLlpx3dHTEoUOHuHoBRSsl/vLLL0hISEB8fDwUFRXh4+ODhQsXirUNANy8eRMdO3bE8OHDsXXrVgBAx44dkZ+fjxs3bnDH+fj4YPHixUhNTYWysjKAokVQpkyZgpMnT0JFRQWtW7dGeHg47/o5OTkwNjbGmjVr0L9/f7H7jxgxAvHx8WLniTg7O6Nhw4ZYvXq1xP0VsXPnTnh4eOD58+fcZ+dnJ8oD9Grx71BTkC//hKosS04uDOZuojxAhPyMWGEhnq/ZhQuGHfHPoEn4eP2foh1CYYWCH9E1ICxaqvbjjbu4O3gyLhh1QtyqnUX7CPlJxcbGflbw8/btW17vD/C/4W8CgQDZ2dkQCoVQUSl/pbIfbSnsoKAgaGhowN/fX2yfjo4OVqxYgb59+yIjI6Pca7m5ucHa2hqbNm3itqWmpqJPnz7o3LkzToecknje+Zt30dCwHhf8AEBjE0OYGevjXNR/AIqGMsnLy8PLy4t37sGDB3nBT0hICP79918MGjSo3PJKMnToUJw8eRIPHjwAALx//x7bt2+Hp6enWPADAP369cP06dPLXDpdRCAQIDAwEPn5+di+fTu3ffv27di+fTvWr1+PCRMmiJ2XnJyM8PBwjB07lhck9OnTB69eveKCH6CoF0lPTw+NGzeGvr4+oqKiMGTIEG6/lJQUZGRkuGF7QqEQDg4OvB40ANxQz2fP/rcMeUBAAPr27Ssx+ClP3bp1YW9vj8DAQG7b2rVrkZubi7Vr1/LqBRQNFV2+fDm8vLxKHTpXXNu2beHm5obdu3dzi4zs3LlTrMdJTk4OhYWFyM//34IckydPRmxsLC5evIjWrVtLvP727du5nsDPMXToUGzbtq3MoYNxcXHo1asXtLW1ueGKp0+f5uri4eEBADAxMeGCTGNjY0yePBldunSBmpoafv/9dwBFAaenpycMDAygqKgIa2trnDhxgnc/gUCATZs2SQxYSfVAARCpETKfPMe1ToMQPdUfeR/+f5J1YWVybkjw/+fnffiImOkBiOw4EJmP48o5iZAfT2xsLGJiYtC0adNKBT8AxOb+5ObmIjk5GXp6egCAjx8/QlNTs0ITkxUVFQH8GMlQGWMICwtDly5duMCsJHd3d8yfP7/cni0RR0dHJCQkcPMUlJSUEB0djV27dqG2nv7/H8Vvpyfxr9DAUE/sWg0aNsLT+JcAgHv37qFRo0a4fPkyLCwsICsrCyMjI2zcuJF3zt69e9GuXTteQFJYWIiCggIUFBRA+P9f7ojel5yLZWNjg3r16uGvv/4CUBRQFBQUlPngu3TpUvTr168CrQM0btwYBgYGuHr1KrfN1dUV8fHx+O233ySe8++//4Ixhtq1a2PIkCFQVVWFiooKhg4dKragRmhoKJycnAAULbtuaWkJNTU1CIVCvHz5EpMmTcKzZ8+4B2UpKSksX74cvXr14l3nyJEjAIDmzZsDAB4/fozbt2/z6skYE2tHoVAo1tYi/fv3x7Fjx5CZmQkAOHPmDMzNzbnfo5I6d+4Mf39/1K1bt4wW/R9HR0fk5eUhKioKAGBqasqt2JiWlobg4GAsW7YMQ4YMgYaGBneen58f/v33X3Tq1KnUa+/duxcuLi7c7y/A/1wxxiS2h0ivXr1QWFjIDR0tSSgUwsXFBZmZmdizZw+OHz8ObW1t9OzZE7GxsejRowc3p+3IkSP4448/uHPXrVuHli1bIjg4GMOGDUNSUhKsrKwQHh6OxYsXIzg4GMbGxujduzf27dvHu+/MmTM/K6AlPwcKgEi1xoRCxK3cgcttXJH2z4MqvVf63Ye4bN4TcSv/BBN+YXBFyDfy9OlTLvgpK0+PJElJSZCWlubNeXj9+jUUFRWhqakJoGj+T0UWQACKHkqlpaV/iAAoOTkZOTk5vB6ELyUa1vf27VsAgLS0tNg8Kzk9UwjkRA+SAqRmZkFNuVgAJi0D+fqtoF5LF+np6QCKemISExMxZMgQeHl5ISwsDI6Ojhg7diwvCLp48SKsra159+vSpQtkZWUhKysLX19fvHjxgnsvKyvLGw4nEAhgaWmJCxeKFmpISEgAgK/eRqL2AYoe1EsLQAFwvQaenp5QVFTEsWPHsGzZMoSEhMDZ2ZkXaJw+fZoLgIoLCAiAkZERVq9eDQ8PjzIn+j99+hTTp0+Hubk5d62LFy8CAK9tIyIieO0IFM19Er0vOVfGysoK+fn5uHLlCoCitq3Kz55IYmIiNDQ04O7uDg0NDbGhic2bNy/zy4uMjAxuSGBxpqamXF13796Ny5cvi7WHiLKyMpo0acJ9rkp69+4dYmJi4OnpCWdnZzg4OGDfvn2YMGECcnJyUKtWLe5vV5s2bXh/x/T09LB8+XI4ODigQ4cOWLFiBd6/f48LFy7g119/hbOzMw4dOgR7e3tMmzaN93lp0qQJr8f2u5GS+jFe1QwtgkCqLWFBAe57zsLr/Se/yf2KhtEVImbGEqTdjUar7QGQKvGHnpAfBWMMjx49QmxsLJo1a4b69etX+hqPHz/mTYgHigKgevXqce9TUlK4b8or4kfJBST1///hF1bR0NanT5/iyZMnUFBQgJ2d3f/uq6gKpTZdUZj6DvnvXoAxAQQyspBW04FMLQPIaOtBIFU0F1FUxry8PHz48AHBwcHo06cPgKJ5MS9fvoSvry/GjBmD7OxsvHv3TuyhevPmzdwQvi1btuDUqVO84UAleyCMjY0RGRlZVNYqaqPKLGMsWrXMwsKCW4GsS5cu0NDQwKBBg3Du3Dk4Ojri4cOHSEpKgr29vdg1evbsiY4dO+L27dvw8fHBq1evEBYWJnZcTEwMHBwcIC8vj8OHD3P1j4uLg4aGBq/nxMLCguttAYoCnAULFsDFxQUAeENGAXDzVp4/fw6gqG2r4rNXsm2VlZVx4cIFpKWlwd/fH5aWloiMjETTpk0rdL2XL1+isLBQ7HN18uRJbijhwoUL8fr1a2zevLnU6xgbG3N1L6lOnTpo2rQpRo0ahXPnzsHJyQmOjo5YsWJFueVr2rQp93MCgPDwcNjY2IiVd+jQofDw8MCjR4+4urdv377c65OfV/UL6QhB0UIH/wz0xusDksfVV7XXB07hTv8JEOZ/XnJDQqpSYWEh7ty5g2fPnqFly5afFfyI8vwU7/359OkTUlJSuIfmgoICZGZm8h4My6OkpPRDzAHS0tKCqqpqmcvqZmVlISWl4olIExMTART1Lj169AgFBQVISEhAWloa7ziBQAAZzTpQNLOGZp26yJZWgmLT9pCtZQCBVNF8kMzMTKirqwMAVFVVIRAIuNXNRLp37443b94gKSmJmysimtwuYmZmBktLS1haWkJPTw9ycnLce0tLS7HcTcrKylx5RQ/tZbXR27dvK7WseWJiIvT19cs/8P+Jhh+KAgsR0epo9+7dA1A0/M3W1lZib1KLFi3QqVMnTJkyBatWrcLZs2e5IE/k0qVLaN++PaSkpHDx4kXeA3RaWppYu6qqqvLaEShqL9H7khP1RecXb9uy2rWgoABv3rwpdX9Jos9eybbV0NCAvb093NzccPbsWTDGsHLlygpfV1TekvVv0aIFV1dtbW2J7VFc8c9VSQKBAOfOncOIESNw5swZDBw4ELVr18aAAQPK/f2rU6cO731KSorEBVZE24rPqaouk/2/p/fv36NBgwa8BTBu3ryJtm3bQkVFBSYmJrw5f9/S/7F33vFt1ef+f0uyvOQp771XbMexneXsBEIIpdwL5balizLaWwoltLSUAmW3jHRAoZRuCr29LRTobaGljCYh09tOvPeWl2wNW9bW7w//dGpZ8krsOAnn/XrplVg6Oud7pCPp+/k+z/N5RAEkcsnhsNupveU7DP31A8+W1udlEA6G3z5M7U3fFtPhRC4oTCYTJ06cYGRkhE2bNpGUlHRW+5ld+wPTk6zAwEBh4qDRaAgICHAr4p4PZy8gywWweLBv3z4OHTo0Z/+e3/72t0RERAjWwwvxz3/+k7i4OKE+orW1FalUyksvvcSrr77q8TlZWVm0tbW53d/W1iasVGdkZOBwONx6uDhfQz8/P8H+eDFF8/MxPj4uRC/27NmDXC6ft3/P1VdfTX5+/qL23djYyMDAwJxWy55wphDO7jc089zBtf4HpiMtv/71r93e2w0bNgDQ29sr3PeHP/yBffv2ERcXx4kTJ4TaGSfh4eHL8ro69wXT115VVZVbypqTd955h9jYWP74xz8uav/vv/8+AQEBFBUVYbVa+dOf/kR1dbXLNqGhoaSlpbmc+0I4x7uc15UnYmNjeeGFF1CpVFRXV3PPPffw+uuvuzgqLgalUunxNXWKyfnGsFrM7u+0Wrelcvz4cUpKSlzMQsbHx7nqqqv4whe+gEaj4de//jVf//rXKSsrW86XbFGIAkjkkqP9B7+aTntbbYd3h4OBV/9O+9PuPRVERFYDvV7P0aNHMZvNbNu2bUn9SmYyPDyMRCJx69vR39/vkv6m0WiEWqDFMrMX0Gpz9913o1arPU6yhoeHefrpp8nIyPDogDabl19+mcrKSvbt24fFYqGjo4O1a9diMBg4deqUYKVtsViw2Wz09vaiVqu54ooraGxspKGhQdhXQ0MDjY2NQkNPZ+Rn9mT4r3/9K2vXriUoKAgfHx+io6OXNLn1RG9vryCaQ0JCuPXWW/nlL3/pku7l5H//93+prKzk85///KL2/dBDD+Hn58eNN9646PHk5OSQnJzs8dxh2u5Zr9dz/PhxlwhZZ2cnt956q2Bo4MTZCLWgoACYFk5f+MIX2LJlC8ePH/cYnUpKSmJyctLNdGEpON8X52t7++234+3tzZ133umWCmcwGHjwwQcJDQ1dlPNaTU0Nb775JjfddBO+vr54eXlxzz338O1vf9tlu56eHhobG4VzXwxxcXHIZLJlva5mc/LkSaKioigvL0cikbBu3Toef/xx8vPzheMudpFl586dnDx50i3d7ve//z3R0dFLNoER8czvfvc7PvOZz/C9733P5f7XX3+dsLAwbr/9dry8vNizZw+f/exn52zavJKINUAilxT6+lZaHjr7XgLLjsNByyM/IerqPQTmZS68vYjICjEyMkJFRQWBgYFs2LDBpTHlUmlubnZbBZ+YmECn07mkt4yPjy+5n4/TLluv1wspXqvF5s2beeyxx3jggQdobGzkxhtvJCIigrq6On7wgx+g1+v5+9//7rI6ajKZhN4qDoeDsbEx3nzzTV555RXy8/PZu3cv/f39XHbZZbS1tVFaWkpAQICLg1ZFRQXDw9NNUXfv3k1mZib79+8XbJLvvfde8vPzBdexXbt28fGPf5y77rqLyclJ8vLyePnllzl+/LhLz54rrrjCLbVrJg8//LBbEfxMHA4HJ06c4M477xTu+/73v095eTm7d+/mjjvuYPfu3VgsFt555x1+8YtfsH//freeQ319fcJr5EwD/N3vfsc///lPfv7zny8pBU4ikXDw4EE++clP8qlPfYpbb72VpqYm7rvvPj7xiU9QWFjIG2+8QUJCgkvEcufOncKYNRoNWVlZHDp0iKeffpovf/nL5OTkYDQaufXWWwkMDOT++++nsbHR5djx8fHEx8cLQvT48eNuqXgzX7v5OHbsGP7+/kID1uTkZH72s59xyy23sH37dr7yla+QmJhIW1sbP/7xj2lra+Mf//iHW+rZzGvPaVDwox/9iMzMTB577DFhu4cffpibb76ZL33pS3zqU59iYGCARx99lLCwMO6+++5FvvrTqWtbt27l+PHjfP3rX/e4zUsvvTTvPrRaLfX19Xzzm9/0+HhhYSH+/v58/vOf5+GHHyY6Opr333+fmpoaDhw4ACCk2b7xxhtcddVVZGdne9zXN77xDV555RUuv/xyHn74YcLDw/nd737Hv/71L37zm9+41AuJuOM0XnHi4+Pj8bdk3759fPazn8XLy4tPf/rTwv319fVuEeE1a9asShqcKIBELhnsVis1X/zW6kd+PFBz0z1sPflnpF7iR07k/NPd3c2ZM2eIiYlh3bp1S0pJm41zYu4p+hMSEuIyIRsfH59zIjIXTtGj1WqXNBFeKe6//36Kiop4/vnn+cY3voFarSY+Pp79+/dz//33k5iY6LL94OAgJSUlwPTkPDg4mMjISG6++Wa2bt2KwWDgmmuuobGxkZMnTyKRSIiOjsbr/383SKVS4TWG6dX+H/3oR/zyl7/ky1/+MnK5nCuuuIIf//jHwnMAXn31VR555BHB5WrNmjW88cYbLhGC66+/nv/5n/9BpVIt2j55JmVlZajVaqH5J0xPPA8fPsxzzz3Hn/70J1588UUcDgcZGRk888wz3HrrrS7jhH/39oHp3jMxMTFs2LCBDz/8kG3bti15XNdffz1//etfefTRR/n4xz+OUqnkK1/5Co8//jjg2f1NJpPxl7/8hUcffZSDBw8yMDBASkoKTz31lDCpPnHihJAa5RQ5M3E2dE1JSaGoqIi///3vcwqghfjHP/7hZiV94403Cq/jAw88wPDwMNHR0WzZsoXXXnvNo1GB89qD6XSvpKQk7rnnHm677TaXmpabbrqJgIAAnnrqKf7whz/g7+/P/v37eeKJJ9w+2wtx/fXX89BDD2E0Gs/KNvqdd97B29t7ztfO19eXd999l3vvvZcDBw6g0WjIyMjg5z//udCnZ/fu3Vx++eV85zvf4YMPPnBpXDuT6OhoTpw4wb333sudd96J2WymoKCA//u//+Oaa65Z8tjPC5ILwIVNMn382T29PDU1BuZc+NLr9W6i3d/fX7B/P59IHAstS4iIXCS0H/wFTff/EC7EK1oCWY99g/Rve+5lISKyEjgcDhoaGujo6CAjI4OsrKyzyuWeybFjx8jIyHArLj506BCJiYmCBe3U1BSHDx/myiuvXPIx3333XQICAi5qF6bR0VGqqqqE2hSDwYBUKmXPnj2cPn2aqqoqTp8+TVpaGlKplMLCQq644gomJycFK2SAtWvXolKpyM3NXXS/oblwOBysW7eO66+/3qVXymK56aabGB8f5y9/+cs5jeNS5PXXX+fmm29mYGDAbYK3EF1dXaSnp1NeXk5hYeEKjXDlMBgMpKamcvDgwUWnO85k9+7dFBQU8Mwzzyz/4C5idDodwcHB9D31NYL8zj5ivyxjmTIR/+3n6O3tdRHSc0WAZiKRSDh06BC7du3iwIED9Pf38+c//1l4/LnnnuM3v/mNW03aSiPG+kQuCWxTRtqeePHCFD8ADmh76ufYDKvvbiXy0cBms1FRUUFXVxfr1q0jOzv7nMXP4OAgDofDTfxotVomJiZc6n+W0gB1NsHBwWi12gXThi5E7HY7DQ0NnDx5UhA/ZrOZgIAA9u/fT2trK319fdTW1pKbm4vVaiU1NZWcnBzkcrnbSmhAQMCyWYNLJBKeeuopXnjhBcH6erH09PTwxhtvuKRRifyb6667jtzcXF544YUlP9fZLPZiFD8wvYL/yCOPcPDgwSVbd5eWllJbW8u99967QqO7+JFIJRfEDaad8WbelppKnZeXR319vct9DQ0NS2qVsFyIAkjkkmDg1b9j1U+u9jDmxaafZOBPnsPyIiLLidFo5Pjx46jVajZv3uyWtnA22O12Ghsbyc3NdXtsYGAApVLpkv6i0WiWZH89k+DgYKxW6wVhhLAUJiYmOHbsmIvrkVQqJTQ0lMsuu4yuri4GBwc5ceIEGRkZ2O12YmJiiI6OFmyRPQkghULB5OTyfL9deeWV/Od//iff//73l/S8b3/720LtkYg7EomEV155hWeffVZozroYGhoaeOutt3j++edXcHQrz3//938THx8v9GJaLF//+tf56U9/uuRaQZGLk+uuu47BwUGeeeYZLBYLhw4d4n/+53/cGgOfD8SCBJFLgq7nXwGpBOwX8IqxVErn8y8T/8VPnPNKvIjIXGg0GsrLy5HJZGzfvn3J6Thz0d3dTWBgIEql0uV+h8NBf3+/m3vS+Pj4WTsqzawDWq7xrzTd3d3U19cLK+BSqZTg4GAkEgkbN25kYGCAzs5OqqqqCAwMJCYmhpGREWJjY12aNc6MzMjlcnx8fFAoFEuaVC/Ez372syU/53//93+X7fiXKmlpafT19S3pOWvWrKGnp2eFRnR+mc8OfS5OnDixAiMRuVAJCwvjvffe48CBAzz44INERETwk5/8xKUZ9PlCFEAiFz2aijPoahoW3nC1sdvRn25GU3aa0E2LtxkVEVkMDoeDtrY2mpubCQsLo7i42K2J5dlisVhoa2vzWJMzPj6O0WgUmp/CdLRIq9WeUwQIpnPgZ+73QsRsNlNTU8PQ0JBwX2BgIP7+/kgkEoqKihgfH+fMmTP09fUxNjZGSUmJUPcRERHhsvo9MwLkrPlRKBRutr0iIiIfESRSwYRgVcdwlsxOZV6/fv28bpTnC1EAiVz0DP/jCBKZDMcSc49XA4mXjJF3jogCSGRZMRqNVFdXo1arycrKIj09fVmjjK2trcTGxnqMxgwMDBAeHu4itvR6/aKKY+fC398fuVx+zs0VV5qRkRGqq6tdmnAmJSVhMBgIDAwkOzsbg8FARUUFk5OTQo+ViYkJwsPD8ff3d0kptNvtLqluTkvwgIAAJicnsdvtok2viIiIyDIgfpOKXPRoK8/gcNhXexiLwmGzo6k4s9rDELmEGBwc5PDhwxgMBrZu3UpGRsayih+DwUBfX59LDxUnDoeDgYEBF/MD+LcBwrkQFBTk1nPiQsFut1NfX8+pU6cE8ePr60tBQQFarZbY2FhycnKwWCyUlpZiMpmora0lKSmJsLAw9Ho9MTExxMfHu/Q6MhgMLqulTgHktNO+0AXhxUZvb69g4z0fZrOZJ554guzsbBQKBVlZWTz66KOYzWaX7V566SXy8vLw9fUlJSWFhx56CIvF4rLNd7/7XSIjI0lKSnLrj+NwOFi/fj1/+MMfluP0RERE5kGMAIlc9GjKTl/YtT8zcTjQlJ/B4XCIdUAi54TNZqO+vp7u7m7i4+PJz89367eyHDQ2NpKeno5cLnd7bGRkBIvF4lbAfC4GCE6Cg4NRq9Vn3VtkpdDr9VRVVbmIs+joaJKSkgQ3o/DwcGw2G2VlZUxOTtLe3o63tzepqakMDAyQlJSEl5cXOTk5LvuebXTgFEAwnTuvVqvdarBEzo7u7m727duHVqtdcNu77rqL3/3ud3z3u99lw4YNVFVV8fDDD9Pd3S30M3r22We56667uP766zl48CCjo6M89NBDnD59mjfffBOAt99+m4MHD/LrX/+asbExvvSlL7FhwwYhCvjHP/4Rq9XKDTfcsHInLnLxIZVM31Z7DJcYogASuagxqoYxj4yt9jCWhEU9jmlgGN+4qIU3FhHxgE6no7KyEqPRSFFRkVsEZrkYHx9Hq9XOac/b29tLTEyMmzgaHx8nKSnpnI490wjhQhFAnZ2dNDQ0YLdPR5xlMhl5eXnI5XIaGxvZsGEDCoUCh8NBVVUV4+PjqNVqxsfHyc3NxWw24+fnh6+vL2lpaW7nZTQaXf6e2RQzPDychoYGMjIyVv5EL2Hsdju/+93v+OY3v7mo7cfGxnjxxRd56qmn+Na3vgXAZZddBsA999zDk08+iVKp5JFHHmHv3r289tprwnOLi4vJzc3lvffeY+/evbz//vvs3buXz372swD86le/4vDhw8K1cf/99/PCCy+Ii2MiIucBMQVO5KJmoql94Y0uQC7WcYusPh0dHRw9ehS5XM7OnTtXTPwA1NfXk5OT47HuxGKxMDg46GaxbbFYMBgMLqldZ8NMAbTamEwmSktLqaurE8RPcHAwO3bswGQy0dnZSUlJiVAjVV9fz+DgIEajkcHBQVJSUlAoFExMTBAREYGPj4/QMHYmU1OufcJmCqTAwED0er1wfJGz4/Tp09x2223ceOONvPLKKwtur9Vq+cpXvsI111zjcr8zJbSjo4OhoSHGx8f5+Mc/7rLNmjVrCA8P56233gKmUxlnilpvb2/BNfCFF14gKSmJK6+88pzOT0REZHGIESCRixqbwbjwRhcgYkNUkaViMpmoqalhZGSEjIwMMjIyVrQgfmBgAIlEQkxMzJyPe3t7Ex4e7nK/RqMhKCjonMcWEBCAVCpddQE0NDRETU2NS71Heno6GRkZ1NXVAbB582bhfNvb2+ns7MRqtTI2Noa/vz8REREYDAYhLTA7O9tjuuLMCJBUKnUxlpBIJISEhKDVas+5vuqjTGJiIm1tbcTHxy9Y+wOQkpLisbnpG2+8gVwuJzMzEx8fH7y8vOjq6nLZZnx8nPHxccHBr6SkhNtvv52WlhbBGXDr1q3odDq+973v8fbbYp84EXckEimSVXaBW+3jrwSiABK5qLGbzAtvdAFysY5bZHUYGhqitrYWiURCSUkJYWFhK3o8Z9PT4uLiObfp7e0lPj7eLV1nOQwQ4N+F/6slgGw2Gw0NDS6TWl9fX4qKiggMDKSsrIzIyEiXXkf9/f00NDTgcDiwWCzo9XohZc3b2xsvLy8CAwPnbEw7UwDNjBQ4CQsLY3R0VBRA54BSqTznOqrXX3+dV155hQMHDgjvxac+9Smef/55cnNzufbaaxkeHubAgQPI5XKhtuv666/ngw8+IDc3F7lczmOPPUZxcTHf+c532LlzJ8XFxdx99928/fbbrFu3jueff95tgUFERGR5uPQknchHCqm3e2H2xYDkIh23yPllcnKSsrIyysrKCAsLY9euXSsufmC61iU0NHROI4PJyUnGx8c9TuSXwwDBSVBQEFNTU25uWyvN0NAQhw4dchE/sbGx7Nq1Cx8fH06ePElKSoqL+BkdHaWmpgYALy8vVCoVycnJQiTHGfHJzs6es8ZjZgqcp7onpxGCyOrx5z//mc985jPs3LmTJ598Urj/xRdf5HOf+xy33norSqWSoqIiSkpKhLowmBb1L774IhMTE+j1er71rW/R39/PT3/6U773ve/x05/+lHfffZfXX38dmUzGbbfdtlqnKXIh4TRBWO3bJYYogEQuaqS+Z9dnZLWR+V0YRd0iFyY2m42mpiYOHz7MxMQEmzZtori42KMT23JjNptpb293cyibidM+eKZLmZPligABgpA6X3bYRqORiooKysrKBDEik8lYt24dxcXFaLVaKioqKCgocEkN1Ol0lJeXY7fb8fPzY3BwkLCwMHx8fPD29hYEj1KpdHPMm318J54iQEFBQUxOTp53QSgyzY9+9CM+9alPsW3bNv72t7+59LkKCAjg17/+NTqdjrq6OoaHh3nooYfo7u52izj5+Pggk8kAePDBB7nhhhvIysriz3/+M5///OfJzc3lwIEDvPnmm0KNkIiIyPIipsCJXNQo0hJXewhnhX/qxTlukZVHpVJRX1+P2WwmKyuL1NTU89r8sqWlhYSEBI8TcJjuVdLX1+cS/XDi7GPjqWHq2RAUFARMF6KvZCqQw+Ggs7OT5uZmrFarcH9kZCT5+fn4+/vT09NDd3c3mzZtcnltpqamKC0txWq1olAo0Gq12O12wcQhIiKC/v5+gHlFpdVqdTm2pwiQRCIhISGBnp4ej6+/yMrgcDi48847ef755/nkJz/Jyy+/7Nbk96233iI0NJStW7cKttbDw8P09vZSVFTkcb/19fW8+uqrNDc3C9s7xVJoaCg2m43R0VGiokTHUBGR5UYUQCIXNX7J8XgFBWDVTaz2UBaNLECBf6rnGgCRjy4TExPU1dUxMjJCbGwsubm5593+eXJyEpVKxe7du+fcRq1WYzKZiI2NdXtsOaM/MC2AJBLJitYBjY+Pc/r0aZcok6+vL3l5ecTExOBwOGhoaGBiYoKSkhIX8wJno1Oj0Yifnx8Oh4OxsTEiIyMBSEhIYHh4GJjuFTRf7cl8DnAzSUpK4vjx4+ddGH+Uue+++3j++ef5+te/zg9/+EOPKYwvvvgiarWakydPCvc988wzyGQyrr76ao/7/fa3v83XvvY14bMUGRnJ4OAgML0QIpPJzkvKq8iFjUQqRbLKn/XVPv5KIAogkYsaiURC8Pp81IdOgePiaIYasj5P7PMgImC1WmlpaaGjo4OAgABKSkpWrfDZ2Wdmvoaqvb29REVFuTiUOVluASSVSgkMDESj0SzbPp1YLBaamppc6nwkEgkpKSlkZWXh5eWFzWajqqoKf39/NmzY4PK5tdvtlJeXo9fr8fX1JSAggLa2NpRKJRKJBIVCga+vLyaTCYlEQnZ29rzjma8H0Ex8fHxQKpUMDg56FKEi54ZOp6OhoYG0tDQiIiKoqanhqaeeYv369Xzyk5+ktLTUZfs1a9YQFBTEnXfeyb59+7jrrru45ppr+Ne//sUTTzzBvffeS2pqqttxjhw5wsmTJ/n9738v3Pexj32MF154gcLCQn7yk59w1VVXrUhzYxEREbEGSOQSIGR9PpL/n099oSPx8iJ4ff5qD0PkAqG/v59Dhw7R3d3NmjVr2LFjx6qJH7VazcTExLwNTK1WKyqVak4Xs+U0QHASFhbG5OSkW4TkXHC+7jPFT0hICNu3byc3NxcvLy+MRiMnTpwgMjKS3NxcF/HjcDioqalBrVbj5eVFbGws/f39gh2yRCIhNzdXsD9OSEggMDBw3jHNFkDzRf9SU1Pp6Og4izMXWYiqqipKSkoES+o33ngDh8NBRUUFJSUlbreqqioArrjiCv7whz/w3nvvcfXVV/P666/zk5/8hCeeeMLjce655x6+853vuHxeDhw4wM6dO/nMZz6DxWLhZz/72Yqfr4jIRxVxaUHkoif8si20P/2L1R7GonBYrYTvKVntYYisMmNjYzQ2NjI2NkZCQgI5OTluNQXnE4fDQX19PWvWrJk3OulMy4mIiHB7zG63r0iPmvDwcDo7OxkdHZ1TeC2WyclJTp8+zejoqHCfXC4nJyeHxMRE4dzHxsY4ffo0ubm5Hs+1sbGR/v5+JBIJGRkZNDY24nA4BNGSnp7O6OgoVqsVqVQqNM2cj9kCb64IECD0WVruiNtHjV27duGYlTkw+75HH32URx99dFH7u+GGG7jhhhsWte3sSBJMi96XX355Uc8X+QghkUzfVnsMlxiiABK56AnbtQm/5Himuvsv7DQ4iQS/hBjCL9uy2iMRWSWGh4dpbW1lbGxMKJg+154ky0F/fz9yuXzBYmtn7x9PtSc6nQ4/P79ld6oLDw9HIpEwMjJy1gLIbrfT2tpKW1sbdrtduD8uLo7c3FxBfDocDtrb21GpVC72xTPp7Oykvb0dmE5/ckZinPsICgoiPj6eI0eOANPRmvnEjJOZESCJROIxxXAmqampgl25iIiIiMjSEAWQyEWPRCol+fbP03jPkwtvvIo4ANv+LXR2dREXF7eqK/4i5w+Hw4FKpaK1tRWdTkd4ePiq1vnMxmm5vXHjxnm3MxgMqNVq8vLyPD6+UtEILy8vQkNDGRkZweFwLLl+bmRkhDNnzgjNKAEUCgX5+fku0R2z2UxNTQ2+vr5s3brVo8hTqVTU1dUBkJWVxfDwMBaLRRiXVCqlqKiI1tZW7HY7crl80W5ts3sALXSeUVFRNDY2MjU1tSiBJSIiIiLyb0QBJHJJkHDjtTQ/8EPspgu3P4ZEJsV731aamppoaGggMjKShIQEoqKiRDenSxC73U5fXx9tbW1MTk4SHR1NQUHBstfInCsdHR2Eh4cLltNz0dfXR1BQ0JzbjY+Pr1g0Kzw8nLGxMfR6/YLjdGI0GmloaBAsqGHaVCEjI4P09HSXz9z4+Di1tbVkZGQQFxfncX9jY2NCvUdSUhJ2u53x8XEkEokgVrKzswWbcJhOhVtsRGyhHkCzkUgkZGZmUltby6ZNm0RjFRGRSxWpBFZ7jnAJNkIVBZDIJYE8NJik/76BzudfgRkpLhcKDokErihBh42wkDCCgoLQ6/VUVFQgl8uJi4sjISHhgpsciywdm81Gd3c37e3tmEwm4uLi2LBhw4JF8KuB0Wiks7OTHTt2LLhtX18fycnJcz6u0Wg8ul0tBxEREbS0tDA6OrqgAHI2cu3s7HRpIhkREUF+fr5bWlt7ezv9/f2sX7/eY2NXmLYoLysrw263Ex0dTUREBJWVlQQGBgr22eHh4aSmplJWVgZMR3FSUlIWfY6zI0CLIS4ujqGhIbq6upZ0LBEREZGPOqIAErlkyHzkAKo338XYP3RBiSCHBEwKH/q35pBkt6NWq1Gr1URERFBYWIjBYKCvr4+uri4CAgJISEggPj7+vPeAETk3LBYLnZ2ddHZ2YrVaSUxMJC0tDX9//9Ue2pzU19eTkpKy4LU2NjaGwWCYMzpiNpuZmppadHRmqYSEhCCTyRgZGZlTZFmtVjo7O2lra3NpKOrj40Nubq7b2C0WCzU1NXh7e7N161ZkczhJmkwmTp06hcViITQ0lKysLI4fP054eDgjIyPAtJHCunXrUKvVQt+frKysOffpCYvFIvx/ofqfmeTn53P06FHCw8MvSJEtIiJyjogmCCuCKIBELhm8AhSs++1TnLr8C6s9FBckDmi/ehNq9QhTTTYyMzPx8vJiZGSEkZERwsLCyM/PRyaT0dvbS2trK01NTYSHhwspcmIviAsTh8OBWq2mr6+PgYEBJBIJycnJpKamXvA1XkNDQ+j1egoLCxfctre3l8jIyDnPSaPREBwcvGKpnFKplLCwMNRqNXa73eU4drudrq4uWltbMZv/nQIrk8lITU0lLS3NLQ1No9FQU1Mzb8obTIuq0tJSpqamUCgUFBcXU1paSlBQkEtvorVr1+Ln50dFRQUAgYGBSzJssM9asFnK510ul7N27Vqqq6vZtm2bmE4rIiIisgjEWZXIJUXYzk0kffWzdL/4vxdEFMghkTBcmIbfxnyCdDr0ej2tra1kZWUJExVnRCg0NJSMjAzy8vIYHBykt7eX6upqJBIJSqWSqKgooqKiPDpTiZxfdDodfX199Pf3YzQaCQoKIisri8TExGV3QVsJbDYbdXV1FBUVLThhttlsDAwMsG7dujm3OR92zBEREQwPDzM+Pk5YWBgOh4Pe3l5aWlpc0sekUilJSUlkZGR4FGwdHR309fXNm/IG06KkoqICrVaLt7c3mzZtorGxEbvdjsPhECI28fHxxMbGolKpBFGUnZ29pJqcmal6wJIiRzCdfhcWFkZLS8uCDVdFREREREQBJHIJkvPkPehqGtGU1uKYNbE4nzikEshIxPcrn6Svt5vg4GChg3ttbS0bNmzAz88PvV4PTE8iy8rKCA4OJjMzk02bNmE2mxkaGmJ4eJjm5mbq6+tRKBSCGFIqleKK73nCaDTS399PX18fOp0OX19f4uLiiI+PX7HUr5WiubmZiIiIRYmWwcFBJBLJvBbZ4+PjJCYmLucQ3XA6tg0PD2MymWhqanJxdpNIJMTHx5OVleXRRMBisVBbW4tcLp835Q2mI3unT59mZGQEmUzGpk2bGB4eZmhoiPj4eKGBqr+/P/n5+djtdhobGwFQKpVER0cv6dxmC6Cz+Uzn5ORw9OhRIiMjLwhrdRERkeVBIpUiWeXf+dU+/kogCiCRSw6Zny8b/vZLTl32OXRnmsF2/iNBDqkEEqJxPHArgQo/8oID6erqYmxsjLS0NNRqNSdOnCA7O5vi4mKGh4fRarUAaLVaysvLCQwMJCMjg4SEBBITE7H///oh50Sso6MDLy8vIiIiiIqKmjdFSeTssFqtqFQq+vr6GB0dxcvLi5iYGHJzcwkLC7sonbd0Oh39/f3s2rVrUdv39vYSFxc356Tc4XCg0WhYu3btMo7SncDAQKampvjggw9ISkpyeSwmJobs7Ow5IzrOlLf09HTi4+MXPFZdXR29vb1IJBKKi4ux2+3U19eTlZVFS0sLMC24CgsL8fLyoru7WxBjOTk5Sz63c40AwbRoKiwspKKigvXr1190olxERETkfCIKIJFLEnlQAJvff4Wyq29FU3b6vKbD2YFxpQLJNz9DiGJ6JVoul5ORkcHIyAgdHR3ExMQQERFBd3c3w8PD7Nixg5SUFHp6ehgbGwNAr9dTVVVFc3OzUKsQERFBREQEubm5TE5OMjQ0xNDQELW1tTgcDkJCQoToUFBQ0EU5QV9tTCYTo6OjDA0NMTg4iN1uJzIykqKiIqKjo89qcnqh4HA4qK2tJTc3d1GpekajkdHRUbKysubcZnJyEqlUuqJmD2NjYzQ2NjIwMMDY2BhxcXGC+M/Ozp7XPbGzs5Pe3l6Ki4sXZRLQ2NgoRHjWrVtHcHAwH374IcnJyQwMDAj1Ounp6SiVSqxWK83NzQBER0efVfRlOQQQTDdhLSoqoqKignXr1omRIBEREZE5uKBiWhUVFXz+858nMTERPz8/UlNT+dKXviR02gb44he/KPRdcDaeUygU5OXl8dhjj7n0UvDE17/+9TknhV1dXSQmJgrOPouhoaGBlJQUl4LYmbS0tPDVr36VtLQ0/Pz8SExM5NOf/jS1tbUu2z388MMu5yWRSPDz8yMjI4NvfvObHvd/9OhRtm/fTlBQEImJiRw4cEBIp5qJVqslNTVVSNE4m/OYi5deeslt3L6+viQnJ/PlL3/ZpQfHTDQaDY8++ihr164lMDCQyMhI9uzZw1//+tclHX8+5MGBbP7nSyTc9InpO1Y4hOuUWEN5SfylMIbKpgYmJiZctnGKl/HxcQYGBkhPTycgIIAPPviAyspKYmNj2bx5s0uTzMnJSWpqajh06BDd3d3CBEyhUJCamkpJSQn79u1j/fr1BAZOR5o+/PBD3n33XUpLS2lpaWF4eNilQFzk35jNZgYGBjhz5gyHDh3i3XffpaqqCoPBQE5ODnv37mXjxo3ExcVd1OIHpr/jvL29iY2NXdT2fX19KBSKeVPlNBrNitm3a7VaSktLOX78OGNjYwQFBeFwOJBKpWzZsoXNmzfPeWyLxUJlZSUajYatW7cuSvy0trbS1tYGTBsbxMbGUllZSUBAABKJRLC8DgkJITMzE5gWWCaTCYlEctb1N8slgJxj27hxIzU1NQwNDZ31fkRERC4QJNIL43aJccFEgH76059y1113sXv3bp588kliY2Npa2vj4MGDvP7667z//vsUFRUB06tsb775JjBdqKrVajly5AiPP/447777Lu+9955HW9cPP/yQn/zkJx6P73A4uPnmm7nrrrtcuoMvxJo1a/j4xz/OgQMH+N3vfufy2JtvvsnnPvc58vLyeOCBB0hJSaGvr4+f/OQnbNq0ib/85S9ceeWVLs85efKkMJ6JiQnKy8t56qmneOuttzh+/DhhYWHAdIrG3r172bZtG6+++ip9fX3cc889dHR08Le//c1lnwcOHODqq6+eNzVjvvNYDG+88QYxMTHA9IS9vr6e73//+/z1r3/lxIkTLta1TU1N7N+/H5vNxoEDBygoKGBycpL//d//5T/+4z948MEHeeSRR5Y8Bk/I/P1Y++LjxHziSmpvuRfTsHpFUuIcUgkmbxnVO3LI+9wnSKuqoqOjg8DAQAoKClxS03x9fcnJyWFgYICGhgaSk5NJS0ujv7+fyclJ4uPjyc/PJysri9bWVsFW12AwcPr0aZqamkhMTCQpKUlYdZfL5cTExBATE4PD4UCr1aJWqxkfH6e7u1tYoVYoFISEhBAaGkpISMiKOnddqJjNZsF4YnR0VFg0CAoKIjIykpycHMLCwi4KM4OlYDQaaW1tZdu2bYt+Tl9f34JuZithgDA2NkZHRwcqlcrl/oSEBLy8vEhNTRW+Cz2h1WqpqakhNTV10W5sHR0dNDU1AZCbm0tSUhKnT5/GYDCwZs0aoQmqTCYTzCPMZrMgmBISEs7ahno5BRBAQEAAJSUllJaWYrFYFpX2JyIiIvJRQuJwOByrPYjjx4+zc+dO7rjjDp555hmXx0ZHRykqKiI0NJTa2lq++MUvcvjwYSFFYSZvvvkm1113HY8//jj333+/y2OTk5OsXbsWs9lMX18fs0/7jTfe4NZbb2VgYMCjeJJIJPz2t7/li1/8ottjKpWKhIQEysrKBJHW3t5OQUEB+/bt49VXX3X5QZuammLbtm1C7xc/Pz8efvhhHnnkEbdxAZSWlrJ9+3ZuvPFGfvnLXwJw33338eMf/5iRkREh7/3FF1/ktttuo6urS8iRr6qqYuPGjfT09Cy46uvpPBbipZde4qabbqKzs9OtSWJHRwfFxcWsX7+e9957D5helS0uLsZoNHLs2DEiIyNdnnP77bfzwgsvUFlZuegxLBaLboLGe5+m9zevgYNlSYuzA0jAsWcjrVuzKas7TWFhIQkJCdTW1jI4OEhmZiZr1qzxOKGemJigvb2dgIAAkpKSMBqNSCQSFAoF8fHx5OTkCBPXwcFBt+dHRkaSlJREVFTUvOluRqMRjUaDRqNhfHwcjUaD1WpFKpUSFBTkIooUCsUlkzpnt9sxGAxMTEwIgse5ih8YGEh4eDjh4eEolcol9V65GKmoqCA0NJS0tLRFba/RaDh69Ch79+6dt0/Qhx9+SE5OzpIWjjxht9sZGBigo6NDqIdzolAoyMrKIjY2lsOHDwOwe/duj/vp6uqiu7ubwsLCRdfBdHd3c/r0aWC6f09mZiZdXV00NDSwceNGqqurheyCtWvXCt+v9fX1dHR0IJVK2bNnj0fzhcUwNDQkNFAF2Lx58zm/njAt9ktLS4mLi1uxJrUiIiIrg06nIzg4mMFffJcgv9XtC6ibMhL95cfQarWXTH3hBREBOnjwICEhIXz/+993eyw8PJwf/ehHNDQ0eEzvmsm1117Lxo0befHFF90E0De/+U2io6O57LLLeOyxx9ye+8QTT/CJT3zirJpPxsTEsGfPHp588kleffVVAJ577jlMJhPPPfec22qen58fP/zhD3n33XfRaDQL/mhu2rSJa6+9lpdffplnn30Wf39/TCYTcrncJe/emTalVquFH+gnnniC3bt3LyrlxdN5APzxj3/kBz/4AQ0NDYSHh3PDDTfw6KOPLlhwn5qaype//GWefvpp2tvbSUtL4+233+bMmTP86U9/chM/AA899BASicRtRXQ5kAcFsPaFR8n87h30/uY1un72P5iH1Ei8vHDMaJy4EA6ZFInNjj1IQVNKGPWxgWzav4WMuDi6R4aor68nIyODjIwMYHo1urW1lezsbLdoS0BAAHl5eXR3d1NXV0dqaiqBgYHIZDIGBgYYHBwkKyuL4uJiJiYm6OjooL+/X0iDGx4eZnh4GD8/P5KSkkhISPB4Dfv6+hIdHS24UzkjjE5B5IwUORwOZDIZ/v7+c94uxJ5ERqORyclJJiYmmJiYEP5vMBiERYWAgADCw8PJzMwkLCzskhc8MxkcHGRycnJJiwq9vb1ERETM+51os9nQ6/XnlAJnMpno7u6mq6sLk8nk8pgzDTghIUH47ERERNDZ2cnU1JTLd6fBYKC2thZ/f3+2bt266Ou0v79fED/p6elkZmaiVqupr6+nsLCQ7u5uQfxER0cL360Gg0FYiEtJSTlr8QPLHwFy4u3tTUlJCeXl5Wi1WnJycsQGyyIiFxsSCUjFRqjLzarPZBwOB//85z+55ppr5iyivf766xe9v3379vHYY4/R3d0t/FC99957vPzyy1RXV/OHP/zB7TnNzc1UVFTwve99z2Vcs3+U7Ha70GFcKpW6TGY/+clP8tWvfpWJiQkCAgJ45513KCoqmlN47Nq1a9EuTM7zevXVVykvL2fnzp3ccsst/OpXv+Ib3/gG3/3udxkcHOSRRx4hPz+fgoICYDq68H//9388//zziz7O7PP4+c9/zle+8hVuueUWvve979HZ2cm3vvUtRkdH+fWvf72ocT/99NMcO3aMtLQ03nnnHWQyGVdddZXH7SMjI5c03rPBNyaSjPtvJ+3b/83wW4cYefcomrLT6Otb5xVCEi8v7PGRkJmIfV0WbFiD8cwZjPX1dHV1ER8fz+bNm3nrrbc4c+aMIFrUajVeXl50dHSQlpbmFl1xNmwcGxujra2NiIgI4uLiCAwMRKFQUF9fT09PD/n5+axbt47c3Fx6e3vp6uoSnKempqZoamqiubmZ6OhokpOTXeqI3M5FIiEwMNClYaPNZkOr1aLT6TAYDBgMBsbGxujr63PrUu8UQ35+fsL/fX19kclkLrdzSa+z2WxYrVbhZrFYhP87ozpOsTPzcxkQEIBCoSA2Nlb4f0BAwCWX0rZYrFYrdXV1rF+/ftHvh81mo7+/f0FnN61Wi0KhOKvXVqvV0tHR4WIs4ESpVJKSkkJMTIzb5yU8PJzOzk5GR0dJSEjA4XAIAio3N3dJkZPBwUGqq6sBSE5OJicnB4PBQEVFBWlpaUIPJAAfHx/huxWmfzfsdrtgcHIurJQAgummqps3b6anp4fjx4+TnJxMSkrKRy71VURERGQmqy6A1Go1RqORlJSUZdmfc4V7cHCQpKQktFott9xyC48++qhQtDqbf/3rXwBs3LhRuO/IkSNuKRa33HILt9xyCwA33ngjL730kvDYhg0bsFgsHD16lP3799PX1zdv48BzOS+Yrtl58sknueOOO3j22WcBSEpK4ujRo8KP59GjR7FYLC7ntRAzz2Pfvn089NBDXHvttfzqV78StjEajbz00ktuq7WLGXdfXx/h4eHzNiA8X0i9vIj+z71E/+deAOxmM/r6NiZbOrFNGZnST9Dc3kZschLpO0oIzMvg0NGjGAwGYR9xcXF0d3czOjqKwWAgMDCQtWvXcubMGdasWUNKSgoGgwG73U5oaCj9/f1z5uMrlUoCAgLo6OigoaGB1NRUbDYbeXl59Pb2cuLECeLi4lizZg2pqamkpqYyOjpKV1cXg4ODOBwOHA4HKpUKlUqFQqEgOTmZhISERU1QZTIZSqXSo3OUU3TMvg0PD2MwGOaM2EkkEjdRNFsgzRY6ztt82bl+fn4EBASgVCpJSEggICCAgIAAfH19L5n0veXCKYqXEqUZGBhAIpEs2M9mqQYIDoeDwcFBOjo6BLdDJ1KplNjYWFJSUubdp9N+fGhoCKVSyenTpwkICGDbtm1Lik6OjIxQWVmJw+EgISGBvLw8rFYrZWVlwnX14YcfCtuvW7dOiBrq9Xr6+vqA6ajRuYrrlRRAMP05TEpKIjY2lubmZiFtcb7eTucDu83GlHaMKd04dpsViVSGb0AQ/iFhyOQfnQitiMh8SCRSJKtsQrDax18JVl0AOVehljvlyTkJuuuuu4iPj+frX//6nNt2dHQQEhLi8qNbXFxMeXm58PeGDRt46KGHuPrqqwHcVted9S+dnZ0AwsRuuXGe1xNPPMF9993H7bffznXXXcfIyAiPPfYYl112GUePHiUqKkpwz5spLu12u9tq68xJw8zzaGlpYWhoiGuvvdZl+7vuuou77rrrrMa9Uq/LciD19ia4cA3BhWuA6eLu5mPHCMvPJ/j/vy6RkZEu9WdKpZLw8HDBzjo5OZns7Gy6u7upqamhpKSE9PR0GhoaiIqKwt/ff96icW9vb7KyshgaGqKxsZG4uDjMZrPQbLGpqYmhoSEyMzNJSUkRaliMRiM9PT0u6TpOMwrnfpKSks66WN3Ly4ugoKA5c3/NZjMmkwmbzbaom9VqxWazYbfb8fHxQaFQ4OXlJdzkcrnL3zNvMplMFDmLRKvVolKplhRtBujp6XFJO5uL8fHxeSONTiwWCz09PULq2ky8vb1JTk4mKSlpUelZcrmc8PBwamtr0Wq1FBQULGoMM1Gr1ZSXl2O324mNjRUiO85o0Lp16ygrKxMii8nJyS4pu05TER8fn2VZvFtpAeRELpeTl5eHXq+n/v9HrnNzc1dlQWpKp0Gj6oZZCx0Tpikm1EMERsSgUEaKn3UREZEVYdUFkFKpJDAwkO7u7jm3mZycxGQyLaqngdN2OT4+nrfeeos//vGPVFRUCBN/5+TfWQAulUqFNI6ZBAYGsn79epf7kpOT3e5z4ny+s3g3OTl53nOyWq2MjIwIzmlLOS+r1crjjz/OZz/7WZd0sV27dpGWlsbBgwf5wQ9+IIxl5rk9+uijbg5rM1faZ56HWq0G8Firs1hmjhumX5e3335bSLHzRG9v76Kdm1YSp230zFqRiIgIFwEkk8mIjY1ldHSUvr4+EhMTkclkrF+/nsOHD5OTk0NISAgpKSm0tbWxY8cOdDoddrt9zsmlc+U9KChIKAg3Go1kZ2eze/dumpqaaGhooKuri8zMTOLj4/H19SUzM5OMjAyGhoYEQQbTore3t5fe3l6Cg4NJSkoS+qgsF97e3h+pmpqLgZk9f5byXuv1esbGxhYVwR4fH583/WtiYkLowzN7kh8UFERqauq8TVY9MTk5yeDgIFNTU6SlpS1Z/Gg0GsrKyrDZbERFRVFYWIhEIqG5uRm1Ws327duFpsUwXTu2Zs0a4fk6nU5wp8vIyFgWsXK+BJCTwMBANm/ezODgIOXl5SgUCuLi4oiKijovNX5GvRbNQNe82+hHpl/jgLDVjVKJiIhcmlwQMa19+/Zx6NChOXv4/Pa3vyUiIkKwiJ6P999/n/T0dGJjY/nzn/+M0WgkLy8PuVyOXC4XDBDkcjk333wzMB3NWWr/m9mMj48L+3KeU1VVlUfnLoB33nmH2NhY/vjHPy5q/++//z4BAQEUFRUxMjKCwWBg69atLttERUWRnZ1NfX29y1hmntuXv/xlysvLXW5znYczIja7L9LY2BjvvfeeW4+bucYtkUjYvn07MP262O123nnnHY/bj42NkZ6ezle+8pUF973SOK/HmWYP4eHhbiuSERERKJVKdDqd8PpFRkaSkpJCTU0NDoeDsLAwoqKiqKqqEiZ8wcHB8x7f39+fNWvW4OfnR11dHZWVlVRVVZGTk8OOHTtQKBTU1NRw+PBhVCoVDodDEE+bNm3isssuIz093UWYaLVaTp8+zXvvvSdcnxdqRE7k3Ojs7MTPz2/RiyxOuru7CQsLc1sUmo3JZMJsNrtZP1utVvr7+zl16hSHDh2iq6tLuMac1+eWLVvYuXPnoqJMThwOB+3t7VRUVFBSUkJKSsqS+9zodDpOnTqF1WolPDyc4uJipFIpAwMDtLa2sn79eiwWixDhkUqlFBUVuQgS52O+vr5Cnem5cr4FkJPo6Gh27dpFeno6Y2NjHDlyhIqKClQq1Yp9LzgcDrSDvYvaVj+iwmYR+5eJfMSRSi6M2yXGBSGA7r77btRqtZtzG0y7XD399NNkZGSwefPmeffz9ttvU1ZWxm233QZMNxedPdn/0pe+BEB5eTkPP/wwMF07Mzk5KUxez4be3l5hXzBt5+zt7c2dd97p9kNiMBh48MEHCQ0N5eMf//iC+66pqeHNN9/kpptuwtfXl8jISJRKJUePHnXZbnR0lJaWFiElwzkW59gAYmNjWb9+vcttrvPIzs4mPDycv/zlLy7b/M///A/79+9fsOlsX18fv/zlL7n66quFiM6+ffvIz8/n/vvvZ3R01O059913H2azmS984QsLvi4rjVqtRiKRuAgVLy8vt0hkQECA0E9npljMzc3FYDAIq8Xx8fE4HA4aGxuJiopiamqK1NTUeVM8pFIpiYmJpKen09XVRXl5OYcPH0YikbB582a2bNmCt7c3FRUVHD16VIj6wLSAcjbyLCoqchm3c5JaXl7OP//5TyorK1d00iNyfpmamqKtrY28vLwlPc9ms9HX17eoif34+DghISFIJBLsdjuDg4NUVlYKjWRnfhbkcjlpaWns2bOHDRs2zNvDxxMTExOcOHECo9HItm3biIqKIioqipGRkUU3+J2YmODUqVNYLBZCQ0PZsGEDMplM6BmUl5dHSEgIVVVVQlQ8KyvL5fOv1WqFRa2MjIwVMxI4n2lfEokEpVJJfn4+e/bsITk5meHhYQ4dOiQskiz0Xb8UjHotdtviXTcNGvWyHVtERETEyaqnwMF0z4PHHnuMBx54gMbGRm688UYiIiKoq6vjBz/4AXq9nr///e/Cj4LJZOLUqVPA9GqSRqPhww8/5Nlnn2X37t187WtfA6bTrWb3pnnrrbcAXCb+V1xxBTDdj8hZ4zObhdolHTt2DH9/fyHSkZyczM9+9jNuueUWtm/fzle+8hUSExNpa2vjxz/+MW1tbfzjH/9wW2WdeV56vZ7y8nJ+9KMfkZmZKUSvZDIZjzzyCF/72tcICgriv/7rvxgdHeWJJ55AJpNx9913A7B9+3b8/Pw4fvw4hYWF847f03k4j3P77bfz1a9+lWuvvZbW1lYeeOABbrvtNpfUk+rqamFi4LSj/fGPf4yfn59Lmp6Xlxcvv/wyV1xxBcXFxdx1110UFBQwOjrK7373O/7+97/z+OOPs2XLlkWNdyVRq9UEBwe7pYRERkYK6YEz79NoNIyNjWEymfDx8REESGtrKxEREcjlcqEeyOnyNjQ0RFFREadPn3ZxWptNUFAQ+fn5dHV1UVZWxvj4ODt27CAmJoatW7cyPDxMU1MTpaWlKJVKsrOzhUmmVColLi6OuLg49Ho93d3d9Pf3CxNHp9PVwMAAMpmMqKgoYmJiiIyMvCAtr0UW5syZM6Snpy/ZmlmlUiGRSBYVNRobG8Nms1FTU4NKpRLqZWaiUChITU0lPj7+rK4lZ9Snv7+f/Px8FxEfFxcnGH4sJNgMBgMnT57EZDIRHBzMpk2b8PLywmQyUV5eTnx8PMnJydTW1grOimFhYW49k5zRHz8/PxITE5d8PnMxO+Jjs9lWxaVNIpEIdYV2u53R0VFUKhWtra0YjUbBfCQwMFD418/Pb0mCzTSpW9KYjBNaAiOWFsUUERERWYgLZnZz//33U1RUxPPPP883vvEN1Go18fHx7N+/n/vvv9/lx2ZwcJCSkhLg31/Yqamp/OAHP+CWW25ZsiNPSkoKRUVF/P3vf59TAC3EP/7xD66++mqXCceNN95IRkYGzzzzDA888ADDw8NC+sdrr73mklfuxHleMF0flZSUxD333MNtt93mUoB+xx13EBISwg9/+EN++9vfEh4ezvbt2/nLX/4iiD5/f3/279/P3//+d+64446zOo+vfvWrKBQKDh48yK9//Wvi4uL45je/yb333uvyvOuuu074f1BQEAkJCXz+85/nzjvvdHMaWrduHeXl5fzwhz/kZz/7Gf39/QQEBJCfn8/bb789p0X2+WRychKj0ejRsS0yMpLGxkaX+8LCwvDz88PhcDAyMiI8LyEhgaGhIXp7e0lNTcXb25vU1FQqKiq46qqrsFgsdHR0sHXrVqqqqoQmnZ7w8vIiPT2d0dFRGhsbGR8fZ+fOnWRnZxMZGUlkZCQqlYqmpiZOnDhBREQE2dnZLuYegYGB5OXlkZubi1qtFiaQTke/2WIoMjKSmJiY81YbIHLuqFSqs3bW7O7uJj4+fs7Jt8PhYGxsjP7+fj744AOProG+vr7ExsYSGxt71qYbMF2LVFtbi1KpZNu2bW4iwXlN9vf3zyuAjEYjJ0+exGg0CrUvcrkcu91ORUUFfn5+5OXlMTg4SE9PDzAdsXLWBjkZHx8XUu4yMzOXVaB4EkCrbdsulUqF7xUnU1NTTExMoNfrGRwcpK2tDYPBINQAzjQw8fPz89h012FfWpTZsQwNq0VELmok0unbao/hEkPiWCi08RHh9ddf5+abb2ZgYGDB3PfZdHV1kZ6eTnl5+aIjLeeLiooKNm/eTHt7+4KrpBfyeZxvenp6qK2tZdOmTR5NIN599103G3DnKqnNZqOgoECYPI2MjNDb20t2drbQ62pgYACbzcbHPvYxWlpaCAkJYd26ddTW1gopc/NhMpno6OjAZrOxadMmtm/fLkyYHA4H/f39NDc3YzAYiI6OJjs7261Ww4lzUusUQ57SXZyTIacYWu3JmYhnrFYrhw8fZsOGDQvWmM1mYmKCQ4cOsXv3bjeDkvHxcUEYG41GHA4HVVVV5Ofn4+3tjVwuJzY2lri4OJRK5TmlcDkcDtra2hgYGGDt2rXziqiamhp6e3vZu3evRwc5s9nM8ePHmZiYQKFQsGXLFmG72tpaRkZG2L59Ow6HgyNHjghR0aKiIuLi4lz2derUKUZGRvD392f37t3LKoA6Ozupq6sT/t6zZ8+Sf4dWE7PZjMVicenVBXi0UdcO9i4prU3u6094sucWFiIilzI6nY7g4GCGfvsYQf6r28BYZzASddN30Wq1c7rBXmxcepLuLLnuuuvIzc3lhRdeWPJzn376af7rv/7rghQN69ev57/+6794+umnF9z2Qj6P883o6KiQG+8JT6IoIiICi8WCr6+v4MAH08YJCoXCRdjExsZiNBopKysjPz+f0dFRoQg7Ozt7wfH5+PiQnZ1NVFQUH374Ia+88oqQlieRSIiPj2f37t2sXbsWjUbD4cOHqaqqEtJ7ZiKRSAgLCyMvL4/LL7+crVu3kpqa6jKhdNZ4VFdX8+6771JWVkZvb++i6y9Ezg9NTU3ExMQsWfzAdPTH2YsKpn98m5qa+OCDDzh27BgdHR2COJ6amkIul5OamsqmTZu44oorWLt2rdCj52zR6XQcO3YMq9XK9u3bF4wgOUWK021yJhaLhZMnTzIxMYGfnx8lJSXCNd3Z2Ul/fz8bN27Ex8eH2tpa4Vp2povOZGxsTKhpWu7oD3iOAF1MeHt7o1AoCAkJITw8nOjo6Dl7SPkGhixp335BS9teREREZDGIOS3/H4lEwiuvvMLOnTv54he/uOhu4g0NDbz11ltC/4gLkZ/+9KcUFRVx++23e0y7g4vjPM4narWakJCQOdO+IiMjXcwlAMEIISQkhJGRESH1TCKREBcXx/DwMGNjY4KoSklJEZqerlu3jsrKShQKBRkZGQQFBVFVVeWxrsKJRCIhIiKC4OBgenp6ePHFF7niiivYsGEDMB21SUpKIj4+nu7ublpbWxkYGCAxMZHMzEyPK+ZO0adUKlmzZg0ajYaBgQFUKpXQv8VutzM0NCSkAwUFBREWFibcRDvs1WFsbIyhoSF27ty55Ofa7XY6OjqIjo6mtrZWaOw7G2eNmMPhICUlZdkWS+x2O21tbQwODrJ27dpFN1cNDw/H29ub/v5+l3Qrq9VKaWkpOp0OHx8fSkpKhLTe0dFR6uvrKS4uJigoiM7OTsE8xM/Pj/z8fLfjOGt/FArFnI2Mz4WLXQAtBW//AGRy78W5u0kk+AUv3P5CROSSRiKZvq32GC4xRAE0g7S0NKG792JZs2aNkDd+oaJUKl1613jiYjiP88XExMSc9T9OnHbYMzNInfVozgafFotFSBULCAhAq9ViNpux2WzIZDK8vLyIj4+nqalJiMCcOXMGf39/oqKi2L59O2VlZR6jNjPx9vYmPT2d8fFx3nnnHZqbm7n22muFFBqZTEZqaiqJiYl0dHTQ3t5Ob28vycnJpKenu9h8z0QikRAaGkpoaCi5ubkuYmjm5Fin06HT6YQmwIGBgYSHh4uC6DxitVqprq6moKBg0bVaZrMZtVot1JQ5hfjsybhUKiUiIsKlT0xtbe2ypWipVCqam5uJjY1l27ZtS4quSCQSYmNj6erqYnJyEoVCgc1mE4xC5HI5mzdvFsY6OTlJRUUFGRkZxMTEoNfraWhoEPZXVFTklt7pfI1gOvqzEg5tl6oAslqtbtejRCIhJDYZdU+rWxPU2YTEJCKVidMUERGR5Uf8ZhERmYVzNXi+Bove3t6EhIS4WadHRETQ2dlJbGwsarXaJQ0kMjISrVaLTqcTUnv8/f0xGAzU1dWxfft2UlJSqKioYNu2bQQGBrJ9+3aqqqpc7K3nIjQ0lKCgIPr7+3nuuee4+uqryc3NFSZsXl5eZGZmCk1ZOzs76e7uJjU1lbS0tAXrekJCQggJCWHNmjVotVpUKhVqtRqNRiM0GIbp4nW9Xi8KovNIXV0dMTEx816zFouFsbExRkdHGR0ddTHc6OrqIiIiQpiIy2QylEolsbGxxMTEuF0bGo3mnCMhWq2W+vp6/Pz82Lx5s8eI5GKIi4ujq6uL/v5+0tPTqaioQK1W4+XlxebNm4V8davVSnl5OeHh4WRmZmK326mqqhKu3YyMDI8pr01NTcD0Isbs1Ljl4lITQGq1mo6ODgYHBz3WUXr7+ROWmIFmoMtjJEgikxEcnYDfEtPlRERERBaLKIBERGbgTAXy9fVdsFdJRESEmwDy8fHBy8uLwMBAoZO8E6c7klwuF6yyYVpoqVQqqqur2blzJ5OTk5SWlrJ9+3Z8fHzYuHEjTU1NtLW1LTh+mUxGYmIiExMTvPXWW7S0tHDFFVe4FLXL5XJycnJITU2ltbWV9vZ2urq6BNv4xUxEg4ODhToTm83G2NgYarV60YIoLCyM8PBwlErlnBEokcWhUqnQarWCBb8T5/viFDxardajnb/T2auwsJCkpCShCfJckRir1crExMRZ1RnBtIFHU1MTExMTrFmz5pyc4mBa+Pv5+dHT0yPU6shkMjZt2iSk0jlNGyQSCevWrUMikdDY2CiIwODgYDIz3QvtR0ZGhM9xVlbWivXnuRQEkN1up7+/n46ODnQ6Hf7+/uTl5c0ZKfT28yciNQezYYIpnQa7zYpUKsUnIAjfwGAkl6DrlIjIWSGVTt9WewyXGJfeGZ1H3nnnHdavX4+/vz9JSUk88cQT8/YLslqtPPnkk2RkZKBQKFi3bh1/+tOf3Lb7y1/+QnFxMQEBAaSnp/PII4+4FZt/97vfJTIykqSkJF566SWXxxwOB+vXr+cPf/jDspznR4n+/n6mpqZIT09fMBVnrjqF0NBQTCYToaGhTExMuDwWFBSERCJxm0hFRUUxNjZGZWWl4KxVVlaGzWZDIpGQk5Pj1pF+PgICAsjJyWFkZITf/va3NDQ0uIgSmBZreXl57Nmzh9jYWNrb2/nggw+orq6e1457NjKZTLDc3rp1K1deeSUlJSXCivrs11Gv19PV1UVFRQXvvvsuhw4doqKigubmZgYGBtDr9W5jFfGM0Wikrq6OvLw8NBoN3d3d1NXVcfz4cd555x1OnTpFW1sbGo3GLV0zNDSUjIwM4uLiuPzyy9m7dy+ZmZke37OZaLVaAgIClmyL7qzzOXnyJOHh4WzZsuWcxQ9Mn0tUVBTV1dV0d3cjk8nYuHGjSzSnubmZ8fFxNmzYgJeXF6Ojo7S3twPT129RUZHHc3bW/gQGBi6qN9LZcjELIJPJREtLC++//z41NTXI5XI2bNjAzp070Wg0PPXUU7z22mseDVMkEgk+ikBCYhJQxqcQEpuEX1CoKH5ERERWHDECdJacOHGCa665hk996lM8/vjjHDt2jPvvvx+73c7999/v8TkPP/wwTzzxBA8++CBbt27l9ddf59Of/jQymYzrr78egPfee4/rrruOT33qUzz55JOcOXOG++67j5GREaGh6Ntvvy305RkbG+NLX/oSGzZsIDc3F4A//vGPWK1WbrjhhvPzYlwiOO13vb29F9XkcD4BpNfrCQ4OZnR01CX6IpVKkcvlyGQyHA6HIISkUimBgYGMjIxw+vRpNmzYwLFjx6iurqa4uFgwUggICKCiosJjgfpspFKp4Db3wQcf0NnZSUlJiVuaj5+fH2vXriU7O5vu7m46Ozvp6+sT+mtFRkYuaeVbJpMJzRRhejI3Pj4u1FLMjhBNTEwwMTHh4pInlUpRKBQEBga63BQKxYqtwl8MWK1WIaKm0+k4deoU3t7enDhxYsHnBgcHC++LUqnEy8sLu93Oe++9J3x3LIbx8fElC5fBwUGam5uJjo4WmiwvF1arlYGBAXQ6HRqNhr1797pc4/39/bS3t7N582b8/f2xWCwuZi+5ublutt8wnQrrjPCuZPQHLk4B5Kz7c9bNxsXFkZKSQnBwMOPj47z99tucOHGCqKgoWlpaqKmpYePGjas8ahGRixCxD9CKIPYBOkv27dvH+Pg4ZWVlwn3f/va3eeGFFxgeHvbYgT02NpbLLruMV155Rbhv8+bN+Pn5cejQIQA+85nPcOLECdrb24UfxXvvvZcf//jHTExMIJfL+frXv05bWxt/+9vfACgoKODLX/4yt99+O2azmezsbF544QWuvPLKlXwJLjlUKhUVFRVkZ2eTkZGxqOe8//77gjvaTOx2O1KpFJ1Oh0Kh8FhY7txuJlNTU3h5eZGXl0d0dDTHjx8nKSnJxb3PYrEsul/QTMbGxoQUoJycnDlrfmansgQEBJCamkp8fPyyTFxnCyKtVrvoCZ9UKhU60M+8+fv7X1LCyGazCUJn5m3mtTY4OIhGo5lzcu6svXLWX3l6v/v7+zlz5gx79+5d9HtbXl5OVFTUohYJdDod9fX1+Pj4kJOT4/F78VywWCyUlpYyPj5OQ0MDmZmZXHvttcLjWq2W48ePk5ubK/RBq6ysZGBgAJiOvM41KT969CgajYagoCB27NixotfX1NQU77//vvD3mjVrPDYRXW3sdjvDw8N0dnYyOjqKt7e3kDrr4+OD3W6nubmZ48eP09vbS2JiImq1mtTUVEpKSlashkpE5FJE6AP0ypMXRh+gz997SfUBEiNAZ4HJZOLw4cM88sgjLvdff/31PP300xw9epQrrrjC4/NmXzjh4eEu7msmk8ltwhweHo7ZbEav1wtNBmdOJLy9vYUJ5AsvvEBSUpIofs6C1tZWvLy8SE5OXvRzQkJCPAogPz8/4f22WCweBZDNZiMgIMAlTc7Pzw+LxUJzczOhoaEUFxdTVlaGQqEQJnByuZz169fT2dnpMbVtLpRKJRaLhbq6OgYGBigoKPCY1iOVSklISCAhIYGRkRE6Ojo4ffo0TU1NJCUlkZKSck51OzMjRFlZWTgcDqamptwm+xMTE27CyG63C65zs8fs4+ODt7c3Pj4+C/5/ufu4LAabzYbZbMZsNmMymVz+nfl/o9Ho8ZqaicFgQKVSkZubi6+vr5sgDAwMXFSz2p6eniULW41Gs2CvKrPZTFNTEzqdjjVr1szZT+tccPb50Wq1yOVyLrvsMlQqlWA1bzKZKCsrIyEhQfjs9PX1CeLHx8eHgoICj/t2iktY+egPuEeALrQU0MnJSXp7e+np6RG+1woKCoiPjxc+S1qtlqqqKurr6zEajWRkZDA2NkZmZibFxcWC+HF+v8XGxq7IdSEiIiKyGEQBdBZ0dHRgNpvdimbT09MBhMLz2XzjG9/gySef5OMf/zhbtmzhb3/7G++88w5PPPGEsM0dd9zBvn37OHjwIF/60pdoamrimWee4aqrrhJ+LEpKSrj99ttpaWlhfHycM2fOsHXrVnQ6Hd/73vd4++23V/DsL02Gh4fRarVkZGQsauLoJCQkxGMkxmq1Cg5vAQEBmEwmt8eDg4OZmJhwE0FeXl5IJBKqqqrYsWOHiz32zP5UKSkphIaGUllZuaiUOJgWT3K5HIPBQHl5OTExMeTn589pfBAREUFERAR6vV6w0G5vbycuLo7U1NRlWQmSSCT4+/sL9t9O5hJGnmqE7HY7U1NTCwoHJ15eXm7iyJMwWszEd/Y2FovFo8CZr6fTYvD29hbSABsbG7nuuuvIzMw8a1e9yclJRkdHl5T+ZjKZsFgsHlPGYPp96Orqoru7m/T0dPLz81dEPJjNZk6ePIlOp8Pb25uSkhJkMhkqlYre3l6Cg4OFhQPn+RkMBs6cOSPso6CgwKOQdzgcQu1PSEjInA09l5MLMQXObrejUqno6elhdHQUmUxGXFwciYmJLimQdrud1tZWGhsb6erqEvqCTU5OCr2iZjoGOh0oTSaTKIBERBaDVDJ9W+0xXGKIAugscK4Mzp78BQYGAsxZQP61r32No0ePsn//fuG+m2++mW9961vC37t27eKee+4RbgCFhYUuhgbXX389H3zwAbm5ucjlch577DGKi4v5zne+w86dOykuLubuu+/m7bffZt26dTz//PPz2uN+1LHb7TQ1NQn9cpbCXHVANpuNwMBADAYDVqvVTeQ4kcvl+Pj4YDQahQmyc8Jot9upqKhg69atQv8Spz32zOPv2LFjySlxcrkch8OBVqvl8OHDZGVlkZycPOdkNTAwkIKCApc6od7eXiIiIkhNTSUiImLZJ7rzCSODweAiiCYnJzGZTJhMpkWtnlutVqxW64I9ls43EokEb29vj/VPzsl6Y2MjmZmZ5OXlndOxuru7Bev0xeJMf/D0Xg8NDdHU1CT0sFqqScJiMZlMnDx5Er1eLzQ5dX4mIiIi6O3txWAwYLFY2Lx5M1KpFIfDQXV1tfAZS05OdrmmZjI4OCh8h2dlZa3IOcxmtvC2WCzn5bie0Ol09PT00NfXh8ViISQkhIKCAmJjY93eU51OR3V1NePj43R3dwsRZavVSnR0NIWFhS5pb3a7XWggvdhm4yIiIiIrgSiAzgLnBGuuCZ+n9BqTycT27dsZHBzkxRdfJDs7m2PHjvG9732PgIAAnn32WQC+8pWv8Nvf/pYHHniAyy67jM7OTh566CGuvPJKPvjgA6HW4cUXX+TZZ5/Fy8sLmUxGf38/P/3pTykvL+enP/0p7777Lq+//jrf//73ue2223jttddW7gW5yKmrq0Or1ZKTk7Pk1fT5rICdURWbzUZ4eLibAHJGnFpbW0lOTnZpVutwOPD19RVqKPLy8tzssZ2cbUqcRCJhamqKoKAgoY/K2rVr550Q+/j4kJmZSXp6On19fXR0dFBaWkpAQABpaWnExcUta4H7XONWKBQoFAqPq/NWq9UtAjPz39n3rWQZpFQqxdvb2yXKNPP/s+9zRv/mQq1WMzAwwI4dO85pXM6J6MzassWg0WjcRL9er6e+vh4vLy82bNiAv7//OY1tPoxGIydPnmRiYgJfX19KSkpcolGpqalC36xPfepTQjS3ra1NsLMOCAiY87xnRn9CQ0Pd+tesFBKJBF9fX4xGI8CiI5nLhdVqpb+/n56eHjQaDXK5nPj4eBITEz1+HzgNY9ra2jCZTAwODpKUlITD4cBut6NQKNzED0xH2k0mEzKZjNjY2PN1eiIiIiJuiALoLHBOAGZHevR6PeB5Uvz6669z+vRp3nvvPS6//HIAdu7cSUhICHfccQe33norSqWSX/7yl9x333089thjwHREaMOGDeTn5/Ob3/yGO+64Q9jnzEnwgw8+yA033EBWVhZf+tKX+PznP09ubi4HDhxgy5Yt2Gy2FZ+YXoz09vbS3d1NdHT0WRUdy+VyFAqFx0iCw+HAx8dHiEr4+fm5TWycaSB6vZ7IyEiXhqcTExNER0fT1dVFeHg4RUVFnDhxgrKyMrZs2eL2fp5NShwg9OwIDAzkxIkTxMfHL5haJZVKSUxMJDExkZGREdrb26mtraWxsdGlKHo18PLywsvLa87+IzNxOBwuKWszxdBihJGnbZzpdd7e3ktKp1wIi8VCTU0N69atO+f9Dg4OYrfblzwJ1Wq1gug0GAy0trYKdT4L9c06V6ampjh58iSTk5P4+flRUlLi9h4bDAY0Gg2ZmZlCnaRGoxFEjUQimddOXqVSCd/j5yv648TPz++8C6Dx8XF6enro7+8XFmqKioqIjo6e8zXS6/XU1NRgsViYmJjAYDAQFxeHXC7HbDYjl8spKiryeG11d3cD045xKxUhFBG55JBIVt+F7RIyGXIifgOdBWlpachkMrfGlM6/Pa0uOr/4t27d6nL/zp07AWhoaCAxMRGHw+G2TV5eHmFhYdTX13scT319Pa+++qrwIz88PCzkVoeGhmKz2RgdHZ0z5eOjik6n4/Tp00JPprNN4QoJCfEogJyTxe7uboaGhkhOThbeIyf9/f2C0cG6desYGxtzqRXRaDRERERQW1vLjh072LhxI0ePHnWxx549lh07dlBTU8Pg4OCiz8FgMNDX10dGRgYGg4FDhw6RkZFBcnLygoYBzjohpy2uc2U4KiqKhIQEIiIiVsV0YDE4U87Oto7mfFJXV0dsbOyyCI3u7u6zcvXTaDTExcVRXV2NXq8nIyODtWvXrrhJgMFg4OTJkxgMBvz9/SkpKXGLNI2MjFBXV8eePXsYGRlhYGCAmJgYqqqqBKGanZ09Z9R2ZvRHqVSe9xQtPz8/wXZ7JQWQ2Wymr6+Pnp4eIY0wNTWVhISEeRcN7HY77e3tdHR0EBwcTHd3N97e3iiVSkJCQtDpdEilUoqLiz2aq0xNTQkLPE5TChEREZHV4sKclVzg+Pr6smPHDt544w2XFeA///nPhISEeLRVdbomHT161OX+48ePA9Or9+np6chkMrdtmpubUavVpKSkeBzPt7/9bb72ta8JK26RkZHC5FelUiGTyVZ8dfZiw2KxUF5ejkQiYf369ee0oj5XHZBOpxNSaEwmE8HBwW5CwGazMTk5SWRkJJ2dneTk5Lg8bjQa8fHxQS6XU1VVhbe3N5s2bWJ4eJjGxkaPx3U2IszNzV2S8HBa2NrtdtavX8/g4CCHDx9etJByOkNdfvnlZGZmotPpKCsr47333qO+vn5JzVVFXHH2uVmOqITT/GCpk9DR0VEaGxtpb28nJiaGHTt2EBMTs+LiZ3JykuPHj2MwGFAoFGzZssVN/Oj1eioqKsjKyhI+zx0dHdTX1wuLE2FhYfNGefv7+4U01YVc7laCmedksViWtQ7I4XAwMjJCZWUl7733Hg0NDfj7+7Nhwwb27t1Ldnb2vOJHq9Vy9OhRhoeHCQwMpL29XbCfj4+PR6/XCw2452oY6+wXFBQUNOd3poiIiMj5QowAnSUPPPAAl19+OZ/85Ce5+eabOXHiBAcPHuSpp57Cz88PnU5HQ0MDaWlpREREcM0117Bp0yY+97nP8cgjj5CdnU1paSmPP/44H//4xwXRdNddd3Hw4EEA9u7dS3d3N4888giJiYl86UtfchvHkSNHOHnyJL///e+F+z72sY/xwgsvUFhYyE9+8hOuuuoqMd1gBs6CaIPBQGFh4Tk7mc31Y+5wOJDL5Xh5eWG1WlGr1cTGxgoTASddXV0UFRVx9OhRvL29CQ0NFVaCYXrisHbtWs6cOUNzczM5OTkUFxdTXl5OQEDAnP1YUlNTUSqVS06J6+/vR6vVUlxczOTkJPX19XR2dpKbm7uo18rHx4eMjAwyMjIYHx+nt7eX3t5eOjo6CAoKIiEhgbi4uFVLkbvYMBqN1NfXCwX950pPTw8hISGLvu51Oh0tLS0MDg6SkpLC9u3bz3kMi2ViYoKTJ09iNBoJCAigpKTEzbHQZDJRWlpKTEyM0L8rMTGRiooKvLy8BEvwwsLCOcWaw+GgpaUFQOibdL6Z3SNpamrqnFMdjUajYF/tjJ5lZmaSkJAwp/PjTGw2Gy0tLfT09JCcnExfXx/j4+MEBQXh7e1Namoqra2tgviZzzHPaT8+0xFORERkEUgkq5+CttrHXwHEWfFZsmfPHl5//XUeeugh/vM//5O4uDgOHjzI3XffDUBVVRW7d+/mt7/9LV/84heRyWS8++673H///Tz22GOMjY2RmprKAw88wDe+8Q1hvwcPHiQ+Pp4XX3yRH/7wh8TExHDFFVfwve99z2P39XvuuYfvfOc7LpPwAwcOUF9fz2c+8xmKi4v5zW9+s+Kvx8WC3W6nrq5OSElbjh/j4OBgJBKJx3oQnU5HVFQU/f39DA4OUlhY6CaAJicnMZvNxMTE0NzcLIihmfvr6uoiOzubxsZGwsPDiYqKIjc3l9OnT+Pn5zdnus7ZpsRNTExw9OhRsrKy2LVrF11dXZw4cYKYmBiys7MXLV5CQ0MJDQ0lLy+PwcFBent7aWhooKGhgcjISOLj44mOjr5gU+RWG6dYT0tLc3H/O1vsdjs9PT1ukUZPaDQaWlpasFqtZGZmEhwc7GbnvpLo9XpOnjyJyWQiMDCQkpISt+vOZrMJdtdr164V7o+NjaWrq0tompufnz9vE9a+vj4hUnS+a3+ceBJAZ7M4MzU1hUqlEnoiSaVSYmJiKCgoICwsbNERO7VaTW1tLUFBQaSlpdHc3IzFYsHHx4egoCDS09Opra3F4XBQXFw8r/iZmJgQIsCi+YGIiMiFgMSxkhZIIiIXEBaLhYqKCqEeav369cs28T5y5IjHFK/4+HiioqKorKwEpk0tampqBCt1J5GRkeTm5nL48GHWrVuHXq93qzHLyclBrVaj0WjYuXMnvr6+1NXV0dvb62aP7YmOjg4aGxuX3GRRqVRSWFiIl5cXzc3N9Pf3k5aWRmpq6lkZa5hMJvr6+ujr60On0yGXy4mNjSUhIcGjyP8o09HRwfDwMJs2bVqWVLO+vj7q6urYu3fvnO/d2NiYsKqfmZkp1BOWl5cTHR1NQkLCOY9jIXQ6HSdPnsRsNhMUFERJSYlbnZbD4aCiooKJiQm2bdvmEi0pLS3l+PHjaDQa9u3b51ZXOXs/hw4dYnJykoiICDZv3rxi5zUfOp2OI0eOCH/n5+cvuinz5OSkIHo0Gg0SiYTw8HBiYmKIiYlZUo2b1WqlsbGRwcFBsrOzGR0dZWhoCLPZjEQiISYmhpSUFMrLy7FarXPW/MykpaVFaO68bdu2RY9FROSjjE6nIzg4mKE//ZAg/7kXcM7LWAxTRH3qbqEVwqWAGAES+UgwMTFBWVkZk5OTpKenk52dvay1C84iYE/Hzc/PRyqVYrfbGRwcJDk5mZqaGpfthoeHycvLIz4+nubmZnbs2MHAwIBL6lpLSwtbtmyhvLyc6upqNm/eTG5uLgaDwaM99mycKXEVFRVLKrIeGxvjyJEj5ObmCpOyhoYGuru7ycnJcbO6XQgfHx/S0tJIS0tDq9UKYqi7u5uAgADi4+OJj4+fd8X+o4BOp6O9vZ3t27cv27Xa2dlJYmKiR/GjVqtpaWlBKpWSmZnpJka1Wu15iY5oNBpOnTol9KDZvHmzx1SwxsZGxsbG2L59u8vjXV1dDA8PEx0dzeTk5JxNW52oVCoh+uNMoVsNZtc1LZS2qtfrBdHjNCAIDw+noKCA6OjoszL2GB4e5vTp04IbXENDg9D8ViKRkJWVRXR0NCdPnsRisVBUVLSg+IF/p7+J0R8REZELBVEAiVzyDA8PU1lZid1ud+tKvlzMFX0xGAx4eXkRERHB0NAQKpWKrVu30tDQgNlsdtm2u7ubzMxMDh06JPTkOXXqlPC4zWYTUuROnjxJW1sbGRkZC9pjzyQkJISdO3cuOSXOarVSW1vL4OAgBQUFbNq0iZGREZf6oLOJ3gQHBxMcHExOTg7Dw8P09vbS0tJCU1MT4eHhJCQkEBMT85GzcLfb7VRXV5OXl7eoWo3FMD4+LtR2zWRkZITW1lbkcjlr1qzx6JJmNpsxm83Lkoa30BhPnTqF1WpFqVSyceNGj+Knq6uLzs5ON0OEiYkJwS0zMDCQwsJCVCoVubm5c9ZBtra2AtORztU0i/Hy8kIulwvmB54WKXQ6HQMDA6hUKiYmJpBKpURGRpKWlkZUVNRZ1wyZzWbq6+tRq9UUFBQwOTlJXV0dFouFqakpZDKZUC954sQJzGYzBQUFi1r8cDYrBhYllkRERETOB6IAErmk6ejooKGhAW9vbzZv3rxiKVZzNX80m81CV/ShoSG0Wi1ms5nExES3FLeenh6ysrJISkqipaWFyy67jLi4OPr7+4VthoeHSUhIICMjg+bmZmHStpA99kycLnHO12YpWbBDQ0McPnxYWGXeuXMn3d3dlJWVERERQU5OzllFbqRSKdHR0URHR2M2m+nv76evr4/q6mrOnDlDTEwM0dHRhIeHfyQMPZqamggKClrWCWNnZydRUVHCtTo0NERbWxu+vr7k5eXNm9ag0WgICgpaUcc3tVpNWVkZVqtVuKY9vdfDw8PU1dVRVFTk8nm22+1UVVUJKZ7p6ekEBQVRVVVFb2+vRxfNoaEhIXK7mtEfJ35+fm4CSKPRoFKphIiwTCYjKiqKrKwsIiMjz/nzoFKpOHPmDLGxscLijM1mE5oGO93i5HI5x48fx2g0kpeXN6f5ymyc0R+lUvmRj+qKiJwVognCinDpzyREPpLodDoaGxsZHh4mKCiIjRs3ruiP71wCCKajQFFRUYJRgrNr+mwBZLFY6O/vJyMjg56eHiGyMjw87GKJW1dXx65du1Cr1VRVVQn1QJs2beLYsWM0NTUtqsg9NTVVaJy6lJQ4s9lMeXk5iYmJ5ObmkpycTFxcHK2trRw5coTk5GTS09PPemLm7e1NSkoKKSkp6PV6+vr66O/vp7e3F6lUSlhYGNHR0URFRV2SE6rBwUEGBweX1W3NZDKhUqnYsGED/f39dHR0oFAoKCgoWDBFDKbT3+bqn7McjI6OUlZWJjTj3Lhxo8eon06no7KykuzsbLd0qubmZrRaLTAdWXSm6/n6+tLZ2UlycrKbgHNGf4KDgwXL+tXE398frVbLxMQEKpUKo9HI1NQUXl5eREdHk5ubS0RExLJERI1GI2fOnGFiYkKoh6yqqiIwMFBolBsWFsb69eux2+2cOHGCqakpsrOz52zJ4Akx/U1ERORCRBRAIpcUU1NTNDU10dfXh0QiISkpidzc3BVPoZpvIm4wGAgKCiI0NJSxsTHBTjgqKoqhoSGXbZ01GikpKbS1tZGUlMSaNWuora0VtjGZTDQ1NVFUVMSRI0eoqalh48aNBAUFCfbYCoViUSu0oaGh7Ny5k9raWlQq1ZLOuaenh9HRUQoLC1EqlaxZs4akpCQaGxv517/+RXZ2NgkJCecUNQgMDCQnJ4ecnBx0Oh1DQ0MMDQ1x5swZzpw5Q2BgINHR0URGRhIaGrriPWlWmsnJSc6cOcOmTZvO2QJ5Jo2NjULKYlRUFEVFRfP2fZmNRqOZ1+XrXFCpVELkJjIykvXr13v8vBqNRkpLS4mNjSU9Pd3lMbVaLSwoSKVSioqKBIOT5ORkmpqaGB4edmkGPTo6KtjNr3b0x263MzY2Rm9vr5B6JpPJ2LBhA3FxcYSHhy+rU6LTjTEpKYmioiK6uroYHR1FoVAITbuTk5PJzc3FarVy6tQpJicnBXv7xaLT6YTeSmL6m4iIyIWEKIBELgnMZjOtra10dXVht9uJjo4mJydnUavby4FcLnfJ35+Js5g5JiaGsbEx1Go1ZrOZlJQUNwGk0+kYGxsjPT2d7u5uOjo6yMrKoq+vD7VaLWzX3d1NfHw8hYWFlJaW0tHRQWpq6qLtsWePff369fT19XHmzBmsVuuiz9tgMHD8+HHS09PJyspCoVCwfv161Gq1S31QeHj4ovc5F0FBQQQFBZGRkYHZbGZ4eJjBwUE6OztpbW3F29ubyMhIoqKiiIiIWFYBcT6w2WyUl5ezZs2aZXHZcTgcDA0N0dHRQVlZGZs2bWLTpk1nNZFeKQOErq4uzpw5A0B0dDTFxcUex+e0uw4ICCA/P9/lMYvFQnV1tfB3bm6uy+femVLa0dHhIoCc0R+niD6fOBwOtFotIyMjqNVq1Go1drsdnU5HSEgISqWSwMBAMjMzlyRUF8JgMHD69GlMJhObN2/Gx8eHiooKQkJCcDgc9Pb2IpFIyM/PJykpCYvFwqlTp9Dr9aSmpi65QezM9LflqmUTEfnIIZFO31Z7DJcYogASuaix2Wx0dnbS1taGxWJBqVSSk5MjWPeeT5zpK7NxppdFR0dTX18vTEzj4+NRKBSCA5UTZ2PUtLQ0WltbSU5OZu3atRw5csTFwvr06dPs2LGDtLQ0GhsbUSqVhISEkJKSwuTkJBUVFYuyx3YSHx9PWFgY1dXVLmJrMbS1tTE8PExRURGBgYGEhYWxfft2oY7HOZlbrvfF29tbcItzrp47o0PO6F9YWBhRUVFERUUt6yRypaitrSU8PHzJrnqzMRqNdHd3MzAwQHh4OEqlkuzsbDZs2HBW4sdsNgu9eJaTpqYmQYQkJSWRn5/vMYLncDiECJEn6/rTp08Ln7HIyEg362jntdLT04NerycwMJDx8XFGR0eB6Vqh8xE51Ol0jI6OolarGR0dxWq1IpVKUSqVZGZmEh4eztTUlGCZD9MGAstx7TocDrq6umhpaSE1NZW0tDRGRkaoq6sjNTWV5uZm9Ho93t7erF+/nrCwMKxWK6WlpWi1WiGSvlScUWUx/U1ERORCQxRAIiuCw+HA4bAjkUiXfXJht9tRq9VCc1GLxSI4Ps1c4T3fzCWAnBEgf39/goKC0Ol0DA4OkpCQQHJysuBa5USlUmEymUhJSaGjo4O2tjZyc3MF4wMner2e9vZ2srOzUavVVFZWsmPHDuRy+ZLssWfi5+dHSUkJHR0dNDU1LalnkE6n48MPPyQnJ4eUlBQkEgkJCQnExsbS09NDZWXlsgshQLD/DQ8PJzc3l4mJCUEMNTQ0UF9fT0BAgCCGQkNDL7jGq52dnUxNTbFu3bqzer7D4WB0dJSuri6MRiOJiYls374dLy8vjh8/TkJCwlnXZDnrf5brc+xwODh9+jQ9PT3AdOPRzMzMObdvaGhgfHzcrdcPTKdhOqMMPj4+c75+qamp9PT00NraSlFRkSC8/P39z1lwzsXk5CRqtVqI8phMJiQSibBIER4eTmhoqEu63+zP6XKkHk5MTAgptFu3bsXf318wOsjIyKC6ulpw+Nu4cSP+/v5CxG18fJz4+Hi3qNtimJqaEtLfzneETURERGQhRAEksqxYTEYmx4aZ0o2DwwESCX5BoSiUEch9zr5g3TnBGxgYYHBwULCQViqVJCYmEh8fv+r1H3MZIczs5xEdHY1Op2NkZASHw0FCQgJNTU3YbDZhG7vdTk9Pj5Bv39jYSGpqKunp6fT39wuTCpjuDRQbG0txcTEffvghp0+fFlzgioqKOH78+KLssWcikUhIS0sjIiKC6upqj/2N5sJut1NfX8/g4CCFhYX4+fkhk8lISUkhMTFxRYWQk4CAAAICAkhLS8NisTA8PMzQ0BA9PT20t7cjl8uJiIggLCxMSDVazWtnbGyMtrY2tm/fvmRhZjab6enpoa+vj5CQENLT012c0bRaLWNjY2ctrGB6Er5cBgg2m42qqioGBwddUq3morOzk66uLje7a5heAKirqxP+LiwsnFPoBwYGEhsbS39/v2BJD8sb/TEajYLgGR0dFaJSQUFBQh2PUqmcNzXT398fb29v4fttdsPkpWC322lvb6ejo4PMzEySk5OZnJzk1KlTJCUlYbfbKS8vF2qviouL8fLyEu5Xq9XExMSwbt26s3qNnFFkhUJxSZqViIicNyRSWO1FOzEFTkRkbkyTesb6OqaFjxOHgyntGFO6cZTxKfgoFl/bYLfbGR8fZ2BggIGBAWFSEBoaSkZGBjExMRfUD+tiBFB4eDgtLS3YbDa0Wi0hISHEx8cLhcdOurq6SE9PJzk5mY6ODlpaWigoKGDt2rWcOHFC2M5ut3P69GlKSkooKCigoqKC8PBwkpKS8PLyYtOmTYu2x55NUFAQ27dvp7m52c2xbiHUajWHDx8mPz9f6Lt0voUQTNc3xcXFERcXh8PhYHx8nMHBQUZGRoTIgUwmIzQ0lNDQUJRKJaGhoeetfshoNFJVVUVRUdGSaiTGxsbo6upCr9eTkJDA1q1bPY65s7OTyMjIc0qj0mq1y+KQZrFYKCsrY2xsDKlUSnFx8byRgaGhIerr6ykuLnazr3cKKefCgVOwz0d2djYqlYoPPviAsLAwfH19SUhIOKfzGR0dFW7OhQmFQkFkZCTh4eGEhYUtOvrqJCQkhOHhYWBaADkcjiULEK1WS01NDT4+Pmzfvh1/f38hLbKgoICenh7hM52amsqaNWuQSCTY7XYqKysZGRkhMjKSoqKisxaIzhTD5aj/ExEREVluRAEksizYbVbG+zpdxc9MHA7G+jqJTMtFNkcqjtlsZmxsjPHxccbHx9FoNMIEx7m6HRMTM6/l9Goy17isVitmsxlvb29CQkKQSqVCGl9ISAjJycluAshoNDI4OEhMTAyZmZmcPn2a9PR0wsLCBAHhZHR0lN7eXhISEkhKSqKuro7Q0FCCgoLOyh57JlKplJycHKKioqiurl6wO/3s866urmZwcJC1a9cKnelXQwjBdGRLqVQKx7BYLGg0GsbHxxkbGxPMFGA6iuQUQ0qlEoVCsSKpnJWVlaSmpi6qAafFYqGvr4+enh4CAgJITk6e93nOfkobNmw4p3FqNJp5U9QWw9TUFKdOnWJiYgK5XM7GjRvnfa91Oh1VVVXk5OR4dA9raGgQIpMhISGLKs5XKBRERERQWlqKl5cXubm5i4642Ww2dDodOp0OjUaDVqsV0l19fX0JDw8nPT2d8PDwc16UCQ0NFQSQxWLBYDAsWsBarVaampoYGBggJyeHhIQELBYLlZWVBAQEsH79eqEJ8uwInMPhEB4LDw/3WG+1FEQBJCKyTIh9gFYEUQCJLAsG7RgOxwL1Ig4HU1o1AWHudTrj4+McP35caMrp7e0trKBGR0dfFEXsC/UC8vb2RiaTERISwtjYGGNjY6SlpREUFIRSqWRsbMzlOV1dXcTExJCQkEBbWxvNzc0UFRWxZs0ahoaGMJlMwrZOe+Pc3FzGx8eFeiCZTHZW9tizUSqV7Ny5k/r6ehfxtRhUKpWQhjUzkrBaQsiJMxXOGTlwOBzo9XpBgKvVauFc5XK5S4QoJCTknBtQNjY24uvrS2pq6pzb2O12hoeHUalUaLVa4uLiBPeuheju7l60E+BcOA0QzsVNUa/Xc+rUKYxGI76+vmzevHleQwWn3XVcXBxpaWlujw8ODtLV1QWAl5eXi+X1QkgkEqRSKYODg3N+DiwWCzqdThA5zr48zu8mhUJBcHAwiYmJhIeHL7vTZEhIiMvf4+Pji/r+U6lU1NXVERERwa5du/D29katVtPY2EhOTg7+/v6cOHECnU4nOD86xYmzLqu/vx+lUsmGDRvOqXXA5OSkkAK4GHEvIiIicr4RBZDIsmDSL65OxKjXehRAAQEBpKenExAQQGho6EUheGazUC8g58QmLCxMsMN2prekpKS4CSBnWk1AQADZ2dlUVlYK3e1zc3OpqqoStrVYLNTX11NYWCjUA9XV1VFQUABwVvbYs/Hy8qKgoICoqChqa2uFlMTFYDKZKC0tJSkpiZycHJd0rdUWQk4kEolgte1cFTebzUKEaHx8nNbWVmw2GxKJhMDAQJco0VIik/39/YyMjLBt2za3x2w2m4voiYiIICkpaUl9jhwOB93d3aSmpp5T5Eqr1RIUFHTWkYCxsTHKysqwWCwEBASwefPmeT8nTtvlwMBA8vLy3B6fmpqipqZG+Hvt2rWL/q6YmppieHiY6OhopFIpw8PDKJVKN7HjjHI63+OQkBCSkpIIDg4mKCjonIXvQswWQBqNRkgj9YTBYODMmTMYDAaKiooICwvD4XDQ1NTE5OQkmzZtYmJigqNHj2IymVAoFGzatMnldXMubAQHB7Nx48ZzPkdn/U9gYOCSUwBFREREzgeiABJZFhwO28IbwZxRIrlcvuQeExcaMpkMHx8fl8iMk5mpYzNTsCYmJoQ+JL6+vhiNRpfn9ff3k5WVRUxMDEFBQTQ1NbFx40bi4uLo7e1lZGRE2Lavr4/4+HgiIiLIz8+npqbGxVb5bO2xZxMdHU1oaCi1tbVufYwWoru7m6GhIfLz893qPzwJoYCAALKyslbF1hymI5FO9zhA6NXiFEVDQ0NCNEImkwkGDDNvCoXCZTVdr9fT0NBASUmJMNG02WwMDQ2hUqnQ6XSCnfPZNnd1GoWcS40LTE++Z0/IlzKGyspK7HY7oaGhCzZ3dRbfS6VSj+lXTjtsZ6+thISEJTm4nTlzBrVajUQiYXJykt///vdkZWUhlUqFSGlkZKQgdM5F+J0L3t7eLvb4cxkhOE0O2tvbSU9PF2zODQYDtbW1xMbGkp2dTX9/PzU1NdjtdiIiIiguLnZ5HxobG+ns7CQwMJDNmzcvS/2bmP4mIrKMiH2AVoRL74xEVgWZ9+IKuL0Wud3FylxRAGc6COAyqXWulEqlUo+T1f7+fmB6NTo7O5uhoSGhe/3atWvd0lTOnDmDzWYjISGB+Ph4Tp8+7dJnKDc3l7CwMEpLSz0KtcXi4+PDxo0bKSgoWHKqjNFopLy8nIqKCjfBB/8WQnv27CE6OprKykpOnjzpFiFbDaRSqWBjXFxczOWXX87evXtZv369EMGcmJigvb2dyspKjhw5wt///nfef/99Tp06RXV1NX/729+Evij9/f1UVFRw9OhRNBoNqamp7N69m9zcXJRK5VlHbzo7O0lISDjnyazTAnup9PT0UFFRgd1uJyoqipKSknnH4hQ3RqORTZs2eYxAtLa2CteAQqFwixA5HA6mpqZQq9X09vbS0tJCTU0NJ06c4K9//StvvfUWbW1tyGQyEhMTUSgUREVFsWvXLvbv38+2bdvIz88nMTFRqNVbLWaKTq1W62ZHr1arOXLkCGNjY+zYsYP09HSkUin9/f1UV1eTl5dHYmIiTU1NQg+l5ORkNm7c6PI+tLa20tbWhkKhoKSkRKjTO1cuVAG0a9cuJBKJyy0kJIQ9e/Zw5MgRt+1ff/11Nm7cSFBQEAkJCXzxi190W/SpqanhqquuEpwlr7jiCpfoPEzXZt13330kJCQIrQaOHz/ucYxf+9rXeOCBB5Z0Xp/97Gc5j0u17wABAABJREFUePDggts9/PDDbufv5+dHRkYG3/zmN93EtnP7Z555xuP+vvjFL7r13ZrJ7GN5uj388MOLP9El0tXVhUQi4aWXXgLgpZdeQiKRCItWIh9txAiQyLKgCAnDqBtfcDv/kEs7H3wuJy/nqjVMR7uCgoIEi2LnD0hcXJxQhO9kcnJSWIWPiopCqVTS1NRESUkJ/v7+ZGZm0tjY6LJ9a2sr2dnZ5OfnC/VA27ZtQyqVnpM9ticSExMJCwujpqZmyQJFpVIxOjrKmjVrSEhIcJvsO4VQUlIS3d3dF0REyBO+vr7ExMS4FesbjUYmJiaEm16v58MPP2RiYoLBwUGMRqNg4x4dHY2XlxdTU1PIZDK3qNFS0Ol0qNVq1q5de87nptVql2yA0NLSIvSrSkxMZO3atQsKubq6OsbGxti6davHlCm1Wk1zczMmkwmLxUJqaiodHR0YDAYMBgNTU1NMTU0JdTownbLp7++Pv78/UqmUtLQ0AgMDufrqq/Hy8uJf//oXOp0OPz+/VbfQn01ISIiw+OGMOoaEhGA2m2loaGBkZIS8vDzhmrNardTV1eHl5UVJSQkOh4PKykpUKhUSiYTc3FxSUlJcjuHs9eWckC9XqpperxcWVy7E+p/CwkJeeOEFYDryOjIywosvvsi+ffuorKwUGr6+9tprfPKTn+S///u/efzxxxkaGuLBBx9kz549VFZW4uvrS3t7Ozt27KCoqIhf//rXSKVSfvjDH7Jt2zaqq6vJysoC4MCBA7z00ks89dRTJCUl8aMf/Yh9+/ZRVVXl8vk6dOgQb7zxBi0tLUs6p6effpr8/HyuvvrqRRndnDx5EpheNJiYmKC8vJynnnqKt956i+PHj7u9b/fddx9XX3016enpSxqX8zhOSkpKuOWWW7j11luF++ZL7xQRWUlEASSyLMj9FPgGBmPUuzcCdeITEIy3v+eCYb1eT01NDUqlkrCwMMLCws6bFfFyMtekdWafH5ieGGi1WiECBNP58s5GqTPp7+8XVoQzMzM5deoU4+PjhIaGkpqaSn9/v8tz2tvbSUxMxN/fn+LiYo4dO0ZLS4uQYniu9tizUSgUbNmyhfb2dpqbm5fUPNVisVBbW0tfXx8FBQUe6zmkUqlHIZSZmXlBTrCc+Pr64uvrS3BwMIODgzQ1NSGXy/mP//gPIcIwUyANDQ1htVqF5/v4+ODt7e32r6f75HK58B52dXURERFxzsX5ZrMZo9G46P04HA7q6uqE1dWMjIxFpbW2trbS09PDxo0bgWmx4xQ1BoMBrVZLaWmpYESQmJhIR0eHi8AJDg7Gz88Pf39/4V/n94fFYuH9999HqVSSmpoqRDmys7Oprq4W+uRcSHgyQtDpdDQ2NhIfH8/u3buFKJlWq6Wuro709HSioqIwGo2UlZWh1WqRy+UUFxe71fx1d3dTX1+Pr68vW7ZsWdZ2As7vtODg4AvyOzwoKIjNmze73Ld3714iIiJ46aWXhEjKY489xlVXXcWLL74obJednc3GjRt56623uP7663n22Wfx8/Pj7bffFr679uzZQ1JSEs899xzPP/88vb29/OIXv+DZZ5/lq1/9KgBXXHEFmZmZPP300/zqV78S9v/1r3+dAwcOePwefPjhh3nppZc8Ri/i4uL49Kc/zb333sv//d//LfgaeDr/yy67jO3bt3Pvvffyy1/+0uVxHx8fbrrpJo4cObKkyOjs48C04PF0v8g8iC5wK4IogESWBYlEQkhMElppH1NaZyRAAkyvyPoFKwmO8tys1Gg0olKpyM3NxWw2o1araWlpQSKREBYWJjQQXOni4+VgrjHOFkBKpZKOjg6MRiMGg0FInYuLi3MTQAMDA0KfjoiICIKDg2lvbxfqJNauXcuxY8eE7e12Ow0NDaxfv57g4GCysrJobGwUUjRgenK+ceNGjh8/flb22LORSCSkp6cLzVP1ev2Snu/sG5SZmUlaWprHH9nZQqi6uhq5XE5qaipxcXGrmrI0m6mpKUZGRlCpVBiNRkG43HrrrfOmGc2MGhmNRkwmE2azmampKbRaLWaz2SWa6EQikeDt7Y1UKqWmpob8/HzOnDnjIpqcjy8mLUUikTA6Ooqfnx82mw273e72OEyLHqfNe3l5OQMDA9hsNjIyMvDz86OtrQ2r1YrVasVisbj9f2BggLa2NtLT0zl16pTLOTkFTldXFwqFgtDQUOLi4ti2bRt+fn6Lnlx3dHRgtVqFKJCTuLg4oYYmOTl52dK/loPg4GAkEgkOhwODwcDhw4dJT09n8+bNQkqiw+Ggo6OD0dFRiouL8fX1RaPRUF5ejtFoRKFQsHHjRjcBq1KpOH36NN7e3kIkeTlxfn/N7t10IePv74+vr69wXdvtdvbu3cuOHTtctnMK5fb2dgBycnL45je/6SJY/P39iY+PF7b54IMPsFqtXHfddcI2Pj4+XH311bz55pvCfW+//TanT5/mb3/721mdw+c+9zm2bdtGXV2dRwORhdi0aRPXXnstL7/8Ms8++6zLdfGjH/2Im2++meeee44DBw6c1fjOhvfee4/HHnuMqqoqAgMDueaaa3jyySeFa6unp4dvf/vb/POf/8RoNFJSUsIPfvADCgsLF7X/0dFR7rrrLt5//300Gg3Z2dncfffdfP7zn1/J0xK5QLjwZ5QiFw0SqZSQmEQCw6OZ0muwW61IZV74BYUgk889uRgcHKS5uZnm5mYiIyNJT093EUNDQ0M0NjYik8lcBNG5pG6tFHONaebKPuCSwqVWq4Ufm9jYWJeUNvh3h3lnPn16ejqVlZVMTk4KE8OEhAR6e3uF5zjTy8LDw0lLS2N4eJjq6mp27twpTByDg4PP2R57NsHBwezYsYPGxkY6OjqW9Fy73S70MCkoKJiz+N4phJKTkxkcHKSjo4PGxkaSkpJITk5eFdcpo9EoNMQcHx8XesOsWbMGLy8vjh07xo4dOxacZDujRvPVTtjtdsxms2BRPfPftrY2/Pz8UCgUjIyMzCmYFsPAwAAmk8mlhswTVquV1tZW9Ho9EomEtLQ0RkZGGBkZQSqV4uXlhVwud/nX19cXrVaLXq/n8ssvJyEhAS8vL7y8vPDz8xMETldXFzqdDqVSia+vLzt37lySULFarXR2dgLTpgkzU1QlEgk5OTmUlpbS0tJyVpPGlcKZBtnY2MjIyAiZmZls27ZNmKCbTCZqa2tRKpVs3LgRiUTCwMAANTU12Gw2wsLCWL9+vdtrNTY2RlVVFV5eXmzevHnZLbzh3wLobE1WVhqnaHf+X61W8+yzz2Iymbj55psBhFS22bzxxhsAwrVy2223uW3T0tJCXV0dl19+OTBtMhEQEOBm+pKeno5KpRKcPn//+9+zefNml1pQm80mpHU6I+szf0tmLriVlJQQFxfHH/7wB77//e8v8VWZZt++fbz66quUl5ezc+dO4f6bbrqJ1157jfvuu4+PfexjS06FOxv+8Y9/cPXVV3PNNdfwpz/9ifHxcb71rW/R1tbGBx98wOjoKFu2bMHf35/nn38ehULBM888w44dOygrK1vUot5nP/tZhoeHefHFFwkKCuKVV17hC1/4AgkJCezatWvFz1FkdREFkMiyI5N7E6BcfOd4p+Vwe3s7w8PDDA8PExISQlpamktthclkQq1Wo1KpaGhoEApYnbfAwMBVz+VfbATIx8dHKJgfGxsTfvT8/f099gTq7+8XJsXOZrDt7e1CnUdOTg4qlcrlx7G+vp4dO3YgkUgoLCzk8OHD1NXVuayOLYc99mykUim5ubmCXfZSmqfC9ATq2LFjpKSkkJWVNedrKpFIhOtDq9XS0dHBv/71L6Kjo0lNTT2r4v3F4hSlTsHj7e1NWFgYCQkJrF27VohG2e12jh8/TmZm5lm7qc1GKpUKQmkmDoeD/v5+rrzySpdIh1MwWSwW7HY7DodjUbeamhrCwsKIjY2dcxuz2cyZM2eIjo4mKSmJDRs2EBUVJQiduaJyY2NjnDx5kn379s3ZB0mn01FfXy/8XVhYuOQoTVdXFxaLRYhQziYyMpKwsDDBMvxCabI8NDREa2srZrOZvLw8vL29MZlM+Pr6Mjw8TGtrK7m5ucI1NbvuKj8/3+211+v1lJWV4XA4hOjwSuCM/gYFBa3I/s+VDz/80GP08Pvf//68KZutra1861vfoqioiP3793vcxmAwcOONN+Ln58edd94JTLv4eXqtnQJRp9MREBDAv/71L2644QaXbS677DI3c4aZY+/s7BRqSCUSCevXr+eDDz6Y8xwWwinSBgcH3R77xS9+QV5eHjfffDNHjhxZ8d/aBx98kIKCApcomZ+fH9/5zncYGBjgpz/9KWq1muPHjwtziP3795OTk8ODDz7Ia6+9tuAxjhw5wne/+13+8z//E5g2yQgLC7vwsk2k0unbao/hEuMCe5dFPmoMDg7S3t5OcXExSUlJqFQq2tvb0Wg0VFZW4u/vT2pqKomJifj4+BAbGys4aFksFrRaLRqNhubmZiYmJvDx8REEUWho6LLmti+GxUaAYDoKNDEx4VIHBNOpObMFkEqlEiY1zlX2+vp6srKy8PHxwcfHh4yMDJfokU6no6enh6SkJPz8/Fi7di1VVVVERka62Acvlz32bMLDw9m1axfNzc10dHS4FKgvhDO9R6VSsXbtWpcGqp4IDg6msLAQk8lEV1cXpaWlKBQKUlNTiY6OPucfa6f4dgoeLy8vwsLCiIuLIy8vb873/cyZMy59hVaS4eFhTCaTWyRvLsG0EA0NDWRlZc05UZ6YmODUqVNCndPmzZsXNemdmJigrKyMlJSUOcWPzWYTLLRhup5oqY5iNptNiELGxcXNKW5ycnI4duwYTU1NFBUVLekYy43RaOTMmTPo9XpKSkpc6j1UKhUGgwGLxSI45dlsNmprawXDhNzcXI+vqbO5rMViobCwcFkWOjwxNTUlfNddqBGgoqIifv7znwPT3zPj4+P84x//4P7772dycpLHH3/c7TmNjY3s3bsXHx8f/vznP3sU9jqdjv/4j/+goqKCN998U1jUcqaPzsb5fei0Lh8eHnYzqvj5z38uCMpf/OIXvPXWW/z1r38VHnf+FjpJTk6e011uKXgab3x8PD/84Q+59dZbee655wSBtxJMTU1RWVnJI4884nL/Jz7xCT7xiU8A06mF69atIy4uTrjmpFIp+/fv5/e///2ijrN7924eeughamtrueqqq9i/fz8/+MEPlvdkRC5YRAEksmp0dnZiNpsJDg7mww8/ZP369YLAUavVtLe3MzQ0RF1dHc3NzULakzPFSS6XEx4e7jIxMhqNaDQaNBoNPT09GAwGAgICXCJFK5nrv9gIEEwbIfT09DA5OYnJZBLOKyYmhrq6OhfBYLFYhCaOMJ3O09zcTGdnp7BqmZqaKuzPSVNTE7GxscjlcuLi4hgaGuLMmTMolUoXcZibm4vBYKC0tJTt27cvWxqZTCZjzZo1xMXFUVtbi1Y7t0mGJ6ampigtLRWExkLvnY+PD1lZWWRkZNDf309LSwv19fVCf6HF1o040y9HR0cZGxtDJpMRHh5OTEwMubm5i0q/7OnpQavVsnXr1kUd81zp7OwkLi5uWQrPnQYIc01i1Wo1FRUVmM1mFAoFmzdvXlT0xGg0curUKaKiouZNUamrq2NiYgKYriU5G5OCnp4ewY1svpSd0NBQYmJi6O/vFxoNn28cDgednZ20tLSQkpJCUVERDoeDnp4e7HY7U1NTvP/++1x11VXC4oXTTl6j0eDl5UVRUZHQr2omFouF0tJSpqamyM7OXlHXLWf6m6+v7wVpgADTwmz9+vUu911xxRVMTEzw1FNPceedd7osuBw6dIjrrruOwMBA3nvvPTeRAtDb28vHPvYxWlpaePXVV7n66quFx0JCQtzqOgHh+g4ODhZaG8w2P3C6yAG89dZbeHt7u419JgqFYsnfsTNxCum5rpFbbrmF1157je985zt87GMfO+vjLMTY2BgOh2PehS+1Wk1bW9uc19liMg/++Mc/8v3vf58//elPvPbaa0ilUvbu3cvPfvYzj++zyKWFKIBEzjtWqxWdTkd/fz8ajYasrCwhFz8nJ4fk5GTBCU6v19Pe3i5MZtva2khISCAtLc2jU46vry/R0dGCUHA4HIKV9PDwMC0tLVitVoKCggRBFBwcvGz1REuNADlRq9XCap6Pj8//Y++8w1u76/v/1vLQsC1Zy5It7733untkkTLCbVpKQwaEBgokgYQ2JDRkQBICpOWBlBbasMuvzSCQQJK7r329t+Vty7ZseUi2bEmWrH1+f/g5p5Y1LMn2Halez6PnXktH0vlKR+d85vsDoVDoMeQU2Lo4kesiJaJVKhWysrKocqOCggJ0dnZSz7Hb7RgfH6ekXYuLi3H58mX09fWhrq6OivRtl8fu7OxEfX39vvZYxcfH4/Dhw5T0bihKccDW2nU6HQoLC4My4Mi5SikpKVhdXaWMy+TkZKSnp3v0PpDzY0hVvtXVVdDpdCQmJlKGeqglETqdDuPj42hsbLwmvWobGxvQ6XQedft7wWAw+B0EqlarMTg4CLfbjYSEBNTW1gYVVHA4HGhrawOXy0VpaanfrNzCwgLUajUAUIZ9qAIX5JBQYCugsFs2Ii8vD0tLS1Aqlaivr7+mpbRra2uUKMGhQ4c8jk2hUIihoSGsrq4iIyODcnCMRiPa29thtVoRGxuL2tpan2t0u93o6uqC0WhEWloasrOzD3QtZLbiRs3+BKKsrIzqGSMN79/+9re47777kJOTg/fee8/nuWdgYAC33XYbNjc38d5773n1juTm5sJoNEKn03lk3iYnJ5GWlobY2Fjq+PY39DZY1tbW9jR76dy5c+ByuQEzoT/96U9RVFSEz372sweW2SZFQHZeA202Gy5cuICamhokJCTg6NGjfjM2wQTx4uPj8dJLL+Gll17C2NgY3n77bTz77LP44he/iD//+c/7spb9gKDRQFzn8v7r/f4HQcQBinDNWVlZQW9vL6RSKaKjozE6OoqSkhLU19dTEU2yj4LH46GsrAx5eXmYnp7G7OwsdSN7PQJJIdNoNHC5XHC5XOriRc7VILNEBoPBo5+Ix+OBy+WGFcEMlAEiCMLDsCIlezc3N6HX6z3KGZKTk71O/qRMMvkeaWlpmJychFqtpspepFIpRCKRx3Onp6eRmppKramsrAytra1QqVQevSL7LY+9E7J0TyqVYmBggBqWGCx2ux29vb2Yn59HSUlJ0P0apDNtsVgwOTmJP//5z2AymeDz+WCxWLDb7YiNjUV8fDxEIhFyc3P3FL02Go3o6+tDTU3NNSvBnJ6eRmJi4r5lL3wNQCUIAiMjI5RjIZPJUFZWFpSD53a70dnZCQaDQakX+sJisWBgYID6u7S0NKy+HI1GQw0fDsbo53K5yMjIwNTUFFU2etA4HA6MjIxgaWkJBQUFXsa1w+GATqeDzWZDTk4O6HQ6tFot6HQ6enp64HK5IBAIUFVV5dPYI/u4VlZWIJVKr4nIA5npuFH7fwLR2toKBoNBnUv/9Kc/4TOf+QwOHTqEt99+22cp6NzcHE6fPg0mk4mrV6+ioKDAa5vTp08DAF5//XVKNMFms+Gdd97BbbfdBmDLWJdKpR5CNuEwNzcX9rHb19eHt956Cw899FDActmUlBR873vfw+c//3nEx8fvW2/jdrhcLsrKyvD22297DIX94IMP8NGPfpQS9PnNb36DnJwcj+PtkUcegdVq9ZAv98Xs7CwOHTqEV155BWfOnEFubi6+/vWvo7W11WseX4QPJxEHKMI1RyKRgMPhwO12w+VyQaFQYGBgAJWVlThy5Ai6u7tx9epVVFVVUQZkTEwM8vPzkZ2dDbVaDZVKhaWlJSwtLSEuLi4kKWQ6nU45OyROp5MqnZuZmYHZbIbD4UBUVBS4XC44HA7lSJGDFX0RyBh0uVxeDpJAIIBGo/HqA5JKpaDT6R6ZEpfLheXlZaoEJioqCgqFgpLxJfepsLAQly9fpkroyPks5OwFUhludHQUIpHI4+KxXR57bGwsqDkuoUJOnZ+bm8PQ0FDIKmU6nQ6XLl1CXl4e0tPT/dbXWywWGI1GSm1sY2ODypxZLBasrq6Cw+EgNzcXycnJ+5KpIWewlJaWHqgIw3bsdjvm5ub2tX9lfX3do/zE6XSip6cHy8vLALai2sGWpREEgZ6eHlitVjQ2NvoNErjdbvT09FDHg0Kh8OpxCBbSSSNl44MhNzcXS0tLGB4ehkQiCblnKlgIgsD8/DxGRkYglUpx/PhxL4dbr9djeHgYZWVlHqWwnZ2d1O88OTkZpaWlfs9Fo6Oj0Gg0EAgEqKiouCZZrZshA2Q0Gj0k1+12O95++2385je/wec//3mIRCJYrVZ87nOfA4/Hw5NPPumlzJmcnIzk5GR85StfoVTEdr5uXFwcCgoKkJqainvvvRePPvooNjc3kZOTgx/84AdYX1/H448/Tm1/yy23BOzf+da3voVvfetbfh8nCAItLS1B9eaQ+0kQBEwmEzo7O/GDH/wAOTk5eO6553Z9/oMPPoj/+Z//wdmzZw/EAQKAZ599Fh/96EfxV3/1V7j//vuh1WrxxBNP4M4770RZWRnEYjF+9atf4dSpU3jssceQmJiI//f//h9++tOf4pVXXtn19VNTU6nv0Gg0IjMzE11dXfjTn/6EJ5544kDWFDY0GkC7ziIEkQxQhAh7h0ajUbNrKioqMD09jfT0dPT29qKmpgZ1dXUYHh5GU1MTKisrPTI8TCYTGRkZHhLIa2tr6Ovr25MUMpPJ9OonArYujuRclrW1NczNzcFisYAgCMTGxno5R4FKpXw5QImJidQgU4fDQRlCTCYTEokEi4uLHtvPz897CBhkZGRgZmYGCwsLVASZx+MhLS2Nkv8FtpyG5eVlqoQmLy8POp0OPT09OHz4sIfxHx8fj4qKCnR2doLH43m8336SkpICsVgMpVKJhYWFkJ7rcrkwNDQEjUaD/Px80Gg0GI1G6uZ0OsHhcBAXF4e4uDgkJyeDw+F4GIEEQUCn03nJaIebtSF7LbKzs3cVbdhPZmZmEBMT47P/I1wMBgOVObFYLOjo6IDJZAKdTkd5eXlIjolSqYRer8ehQ4cC/i7Hx8epXggulxt2xkKn01GG+PYM524wGAyUlpaipaUFAwMD1GDW/WRtbQ1KpRIAUF1d7TUrhyAIjI+Pw2QyoaamBlFRUZiZmaHKONfX11FeXo7CwsKAfU3T09OYnJwEl8tFdXX1NSnDdLvdVF/LjZwB6u3tRX19PfV3TEwMMjMz8e1vf5tySFpaWqhz7y233OL1Gk8//TS+8Y1v4J133gEAPPTQQ17bHD16FJcuXQKwJWbA5/Px0ksvYWNjA5WVlTh79qzHd3jmzBn85je/weLiIqV8GgodHR1YXV3FmTNndt12+/oFAgFSU1Px9a9/HV/4wheC/u5+9rOfHWhW8c4778Q777yDb33rW/j4xz8OoVCIu+++m3LQZDIZWlpa8MQTT+Chhx6C1WpFTk4O/uM//oOSM9+Nt956C0888QS++c1vYmVlBSkpKXj66afxj//4jwe2rgg3DjQiFGmmCBH2kf7+fqyvryM/Px/z8/NgMpmYn59HfX09+Hw+5ufnMTg4SEX6/bG2tobp6WksLCyAIAjQ6XTIZLIDlUImMwxmsxkbGxvUv6urqxgcHKRUt2JjYxEdHY3Y2FicPn3aq2/JZDJRF8n6+noPB2xxcRFdXV0e29NoNNxyyy0ePRc9PT0wGo0etecOhwPnz5/3yK5wOBwcO3aMihibTCZcuXIFaWlpVI/QdiYmJqg+loOK8pEsLy9jYGAAVqvV6zGXywWHw0HNvtk+A8dqtYLFYiE7OxslJSUQCATg8Xghl7CZTCZMT09TcuOkcxZs74nb7UZHRwfi4+P3PFQ2FNxuN86ePYu8vLx9K9tyOBz44IMPcPvtt1ODNe12O2JiYlBdXR3SsTAxMYHJyUk0NDQE/C2urKygtbUVwFaG9vDhw2Eb0W1tbdDpdIiLiwurJ2pgYACzs7OoqKjYN+ffZrNhZGQEWq0W+fn5SE72Hgq9ubmJ/v5+SKVSStoY2JKzf+edd7CxsQE6nY67777b5++VhDxvREdH49ChQ9dM2ttisVASzHfccccNOaftRoYgCJSVleHMmTP45je/GfLz77//fqytreH3v//9/u9chOuC0WhEfHw8lv7474jjXF+JfqPZAulffJ7qD/0wEMkARbhu5Ofn48KFCzCbzVT2RCKRoL29HY2NjUhOTgaPx0NnZycMBgOKi4t9XlT5fD74fD4KCgowMzOD2dlZzM/PY35+HgKBYN+kkLdDo9HA4XDA4XA8ov0WiwVOpxNWq5W6ra+vw2q1gslkgsPhICoqCtHR0YiKigKLxYJWq6WcP9JhIj8LJpPpIaBAEAQWFxc9jN3MzExcuXIFWq2W2hcWi4W8vDwMDg5S25nNZkxPT1NRcR6Ph4KCAiiVSojFYi9p3OzsbGp2yJEjRw6kJIj8rOh0OrKysjA0NASVSuUxt4ZOpyMqKsrjxuVyqc+R/F5VKhViYmLCmkDP4/FQUlKC/Px8aDQaTExMoL+/H3K5HCkpKbs60mQT+0GUDAZifn4egH/VpnBYX19HXFwcNBoNBgYG4Ha7ER8fj5qampCOAbVajfHxcdTU1AT8/MjeLpLCwsKwL7BkszkQWvZnOwUFBZT6pFAo3JMiotvtxszMDCYmJpCcnOyz3A3YEn6Ynp5GSUmJR/kY6ZhvbGyAxWIhJycnoJz89kGntbW113SuEam4x2QyI85PGNBoNLz00ku4//778cgjj4RURqhWq/Hmm2+iubn5APcwwnWDRr8BSuA+fHOAIhmgCNeVmZkZjI2N4fjx4+jr60NmZiYmJydhNBrR2NgINpsNu92O7u5uOJ1O1NTU7GqQuFwuaDQaqFQqqhQmNjY2ZCnkcLDZbPjggw98PtbY2Ag+nw+HwwGbzUZlMS5dugSDwQCRSASFQgGbzUY5PdPT01hbWwOLxaKGS4rFYjQ2NlJOFIPBoAYcbpdcJggCly9fpj4DYMs4OXHiBPUZEgSB9vZ2mEwmHD161EvNy+VyoaWlhXptX4aNy+XyujmdTq+/yYzN5uYmrFYrCIIAk8mkMmXkv1arFRMTE7DZbCGrfwFbDnFxcfGes38mkwlzc3PQaDRgsVhISUlBcnKy1/E3Pj6OlZUV1NXVhbW/4UIQBC5dugS5XB6WTLQ/JiYmoFQqqXLNpKQklJeXh2TULi0toaurC+Xl5btmUTo6OqjeIqlUiurq6rD3nRTJiImJwcmTJ8P+PpaXl9HR0QG5XB52b5VOp4NSqURsbCyKioo81N1IXC4XlEolpeC4/TNeXl5GT08PnE4nVCoVkpOTERUVhdjYWJw6dcrrtUwmE65evQqn04na2toDm/XjD/Iz43A4OHHixDV97w8TX/jCF5CQkIAXXngh6Od86lOfQklJyY3XuxJhT1AZoHd+dmNkgO78XCQDFCHCfkE28atUKpSVlaGzsxNVVVXo7OxEe3s7Dh06hKioKNTW1mJwcBBNTU1+JV9JGAwGFAoFFAoFVlZWoFKpsLy8jOHhYYyNjSElJQUZGRk+ZbT3SqB4AjnElMxikOTk5GBxcRGJiYlefQd5eXlobm6Gw+GA0+mEw+HA4uIipqenQaPRYLfb4Xa7odfroVQqsbq6Ch6PBxqNBoIgYDAYMDQ0BBqNBhqNBjqdjuXlZeTm5oJOp1NCC+Pj49DpdNSwVVKgwul0Uk3s4+PjyMrK8lojg8HwuJER4J338Xg8iEQiKssVyDhNT0/H5OQkJiYmQpbMXltbw5UrV6BQKJCXlxd2BJ/MkOXn50On02Fubg5jY2MQCoVITk6GVCqFRqOBRqPBoUOHrqnzA2wNPrVYLB7lUnvF6XSipaUFLpcLIpEIOTk5yMnJCSl7qtfr0d3dTc1/CgT52wS2ejFKS0vD3ner1UrNMUlPT9/T9yGRSCCXy6HRaCCTySj5+WCwWCwYGhqC0WhEYWGh3+caDAYolUpKGXE7KpUKQ0NDALaGuKanp1M9faRk+3YH/1oNOg0EmQE6yDlr/xf413/915Cf81//9V8HsCcRIny4iThAEa4rdDodeXl56O/vR3p6OrKysjA2Noaamho0NTWhu7sbtbW1oNPpKC0txeTkJK5evYrKysqgLvKksAFZ/qVWqzEzM4OZmRmIxWJkZGTsq7Hga94Pib8IOo/Hw+LiItVAvB2pVIr4+HjKuCARCAReJT4JCQlgs9leg/LkcjkWFxdBEAQIgoDb7UZGRgZ4PB7cbjfcbjcEAgF6enrgdrupcsHtjkxeXh7a29uRlJTkMZzvoKDT6cjJyYFMJkN/fz/0en3Ir6FWq7G4uIicnBwPlbxQodFoEIvFEIvFcDgcWFhYgEqlQlNTEwwGAz7ykY9cl6GPU1NTUCgU+2Zwbm5uoqOjA3Nzc8jJyQmrB2ZjYwMdHR1IT0+n5IT9YTAYKHUtcg7VXtaiUqmorOJ+9EMVFRVBp9NhcHAQiYmJu37HLpcLExMTmJmZQWZmJiorK30ec+TQU51Oh8rKSo+yQrfbjcHBQWoOEqm2R/Y5kiwtLVEO0PZBp2R/0fXAbrcDiDhAESLsN5E5QAfDh6+oL8JNh0wmA4fDwfj4OCQSCQiCwPr6OmpqajxUk4Ctie6lpaXo6uqijIRg4HA4KCoqwunTp1FYWAg2mw2tVou2tjZcunQJs7OzcLlce15LoNfwpxBHlsaQZXHbodFoPhW3yEj3djIzM7G4uAiz2exxP1laQ6fTwWAwwGKxMDk5CTabDS6Xi7i4OOTl5aGwsBALCwvgcDgQCoXUTCQ2mw2xWIzKykqMj4+HrNi2F7hcLhoaGlBSUhLyMFJgyzgcGhrClStXQp475AsWi4XU1FSUlJQgNjYWZWVlGB4exsWLFzE5OelTxOEgWF9fp4Zj7gd6vR5NTU3UBPaTJ0+G7PxYrVa0tbVRw2MD4XQ60d3dTWX3srOzA87z2g2n04nZ2VkA2Lcy16ioKBQXF8NqtWJ4eDjgtgsLC7h48SLMZjOOHj2K7Oxsn86PzWZDZ2cn3G63V0+V3W5HW1sb1Go16HQ6KisrqdLGhIQEj0wmqVC2c9BpIGW4g4YM0uylZypChAgRrhURByjCdYdGoyE/Px+zs7Mwm80oLCzExMQEoqOjUVVVhdnZWY/oZ1JSEurq6jAyMoKRkZGAZWc7YbFYyMjIwIkTJ1BdXY3ExESYTCYMDAzg7NmzGBkZ2ZMRG8gBCpQBIvGVBfJliBoMBq9tZTIZ2Gw2NQOFhMPheBnKer3ey5EpLCxEdHQ0ent7fX6mMpkMubm56Ovrg8Fg8LmWg4BGoyE1NRXHjx8PqRRpOyaTCa2trejq6oLFYtnT/litVnR2dqK2thY1NTU4deoUioqKYDQacfHiRbS1tUGj0eyLQ+2PqakpSKXSfSnjnJ+fR2trK9VzVVdXF7IzQhrvXC4XpaWlu5bMKZVKylEXCAR77mFSq9VwOp2g0Wj75hQCoMrf1Gq1TwfaaDSipaUFExMTKC8vR2VlpV8Zda1Wi66uLuTk5CArK8vjM9rY2EBzczNWV1cRExODxsZGj8AHjUbzkDk3mUxYXV295oNOAxHJAB087733HqqqqsBms5GamooXXngh6Ouf0+lEdXW1h1qoLx599FGfv99vfvObEIvFSE1Nxc9//nOPxwiCQFVVFX77298Gu5QIEa47EQcowg2BWCyGQCDA2NgYmEwm8vPzoVQqIRKJUFRUhKGhIWi1Wmp7Pp+Pw4cPY2lpiZqKHgo0Gg1SqRQNDQ04cuQIUlJS4HK5MDk5iXPnzqGnp4eaSRIK4ZTAbZ9Ps12wgITP5/tUc9o5I4g0/ubm5rxK5rKzs70is8PDwx6fG5PJRHl5OdbW1vxOws7OzoZEIkFHR8c1y3aQkDLMVVVVYSvSLS4u4uLFixgbGwvLQXE6nWhvb0dmZiZlkNJoNIhEIlRUVOD06dOQyWSYmZnB2bNnwy7fC4TFYsHi4mLYKmckBEFgZGQEvb29cLvdSEpKQl5eXsjzhMjPhMViobq6etdSQ41GQ028Z7FYex7SSRAEVCoVgC2HJdw5Tv4oLi4Gi8VCf38/dcw4HA4MDg6itbUVMpkMR44c8es0ut1uamZVbW2tl4y4TqdDc3MzzGYz4uPjcfjwYZ9S4wqFwuPvixcvXvNBp4GIZIAOlpaWFnz0ox9Ffn4+3nzzTdxzzz148skn8Z3vfCeo57/44oteYxV2cuXKFfzwhz/0uv/dd9/Fyy+/jFdeeQWPPfYYHnzwQapHDQB+97vfwel04lOf+lRoi4oQHKQK3PW+fcj48K0owk0LKUFsNBohEAgQGxsLjUaDtLQ0pKWlobu7G0ajkdqezWbj0KFDsNvtVAQ7HOLj41FWVoZTp04hNzcXUVFR0Gg0aG5uRlNTE+bn54NuxA8nA8RgMCgHx1cGCIDPMjhS7nc7CoUCTCbTI2MGgHIqt7O5uemVLeLz+cjOzsb4+DjW19e9Xp9Go6GsrAzR0dHo7Ow80CyHP5KSknDixAm/ZUa7QYo+XLx40cuJ3O15XV1dEIlEfoUHmEwmFAoFGhsbcfjwYcTExKC3txcXLlzA2NiYx/EbLiqVCgkJCRAIBGG/htPpRFdXFyYnJwFsObaVlZXY2NgIST3P5XKho6ODKunaTSnObDZjYGCA+rusrGzPDsvCwgI2NzcBYF+zPyQxMTEoKCiAxWLByMgIZmdnceHCBRAEgePHjyMtLc2v87GxsYG2tjbEx8ejvLzcq4xzenqaEi9ISkpCY2OjX+eez+dT383S0hIlvX6tBp3uRiQDdLA888wzKCsrw69+9SvcdttteP755/H444/jxRdfpI5/f/T39+M73/lOwAy62WzG/fff7/Nac+7cOZw+fRqf/vSn8eUvfxkFBQXU/Dq73Y4nn3wSL7744nV3wiNECIWIAxThhoHP50MqlVKN0bm5uZidnYXVakVhYSH4fD46Ojo8HB0Wi0WpwjU3N/vMoARLdHQ0cnJycOrUKZSXlyM+Ph7r6+vo7e3FBx98gOHhYa/+mp34cwh2618hy+D87b+vqLxer/cYdApsOVPp6emYmZnxykYlJyd7RZYnJye9Lp7Z2dlISEigJHh3wmAwUFNTA6vViv7+/oDrOihIYYZjx46FXRa3ubmJrq4utLa2BnXcDA4OgsViBT3olMPhIDc3FydOnEBpaSnsdjva29tx7tw5DA0NYXV1NaTyTWAr86BWq/eU/dnc3MTVq1extLQEOp2OiooK5OXlgUajwWAwBD3olHQIbTYb6urqdu27cbvdHsdUWlpa2N/ddkgnPjEx8cAG9pJiE3/84x8xPDyMuro6lJSUBDT21Wo1BgcHUVpa6iVMQIodKJVKEARBOaC7OTLp6enQ6/VQq9VgMpmQSqU3jMMRcYAODnJcwl133eVx/5kzZ7CxsYGmpia/z3U4HLj33nvxla98JaCAzWOPPQapVIr777/f6zEajeYRqIiKiqKuda+++ipSU1Nx2223hbqsCMFCo90Ytw8ZEQcowg0FKTm8uroKOp2OoqIiKmJcWVkJJpNJNRGTkApxCoUCV69e3XOzO51OR3JyMo4cOUINZHW5XJiamsKFCxfQ1taGxcVFn1khfyVwuxk2pBCCP0Ocz+d7GZgEQWB1ddVr27S0NLjdbi+RCBqN5tUn4HK5KIeThE6no7y8PGDzN1mOtri46Ldc7lrA4XBQXV2N2tpan3NWgmFlZQWXL1+GUqn0cihJJiYmsLGxgfLy8pCjnDQaDYmJiSguLsapU6dQVVUFBoOBgYEBvP/+++jr68PS0lJQ2bSZmRnExMSE7Tisra2hqakJRqMR0dHRaGhooHrMHA4HNjc3gxrASBAEent7YTKZUF9fH1TZ0+joKJVVjIuLQ0FBQVhr2M7q6irVj7bXkkB/WK1W9PT0wG63Qy6XIyYmJuCx5nA40NPTA7PZjNraWq8+LYfDgY6ODszMzHg5oLsRExOD2dlZMBgM5ObmQqvVhiwTf9BEsgD7DzkcemevHCl6MT4+7ve5zzzzDOx2O5555hm/25w9exa//OUv8dprr/nMqtfX1+PSpUsYHx9He3s7BgcH0djYCKPRiG9/+9t46aWXwlxZhAjXj4gDFOGGgsvlIiUlBaOjowC2DCWBQICZmRmwWCzU1NTAbDajr6/P67nZ2dkoKSlBZ2dnSApxgRAIBCgvL8fp06dRUFAADocDnU6Hrq4unD9/HmNjYx69MP6M2N0cINLotFqtPp0oGo0GoVDodf/2viiSqKgoar7STuOIz+d7RaM1Go1Xnwqpmjc7O4ulpSWf+5yQkICysjKMjo763eZaIRaLcfToURQUFISlFkdKE1+4cAFqtdojMzM/P4/5+fmg+lt2g0ajISEhAXl5eTh+/DgOHToELpeLqakpvP/+++js7MTc3JyXGiCwlTWYnp5GRkZGWEamRqNBS0sLbDYb4uLicPjwYfD5fOpxg8EAHo+36xoJgkB/fz9WV1dRX18fVD+WTqejMjUMBgMVFRX7UrZFviaXy4VYLN7z623H7XZjYmICly5dApvNxu23344jR45gY2PDb+ZzZWUF7e3tUCgUyM/P9/oszWYzmpqaoNPpvBzQ3bBYLOjp6YFIJEJWVhbYbDasVis1R+l6Qx6Tkdnq+8/2wMF2yOuGv9Lazs5OfO9738PPf/5zv0EKg8GAz372s3j22Wf9ipGcOXMGd911FwoLC3H8+HE899xzqKysxAsvvICjR4+isrISX/va15CXl4e//uu/3hfFzQgRDpqIAxThhiMrKwt6vZ466WdmZmJ5eRkbGxtgs9lU5sFX1Esmk1EKcaOjo/t2MY6KikJmZiaOHz+Ouro6SKVS2Gw2jI+P49y5c+js7IROp/ObQdjNKN8eUfbXB+TLwPPlAAFbpTJWq9Xn4/n5+V7G5/aGVhKFQgGpVIqBgQGfBjmwpVCXnZ2Nnp6efelv2Qt0Oh2ZmZk4ceIEUlJSwnoNu92O/v5+ShJ6ZWUFIyMjqKmpOZDSHi6Xi6ysLDQ2NuLkyZOQSCRYWFjAuXPn0NLSApVKRanWzc/PgyCIkNfmdruhVCo95jw1NjZ69d7sHK7pj+HhYSwtLaG+vj4oFTqbzYbe3l7q78LCwqCyTLuxsbFBGf+ZmZn7mnkgZa3X1tZw+PBh5OXlgclkIi0tjRqQur3Pzu12Y3h4GGq1GrW1tT6DFSsrK2hqaoLZbPbpgAbC6XSis7MTdrsdx48f9/iedvb7XS8iDtDBQQay/B3jvoIWVqsV9957Lx555BGvAdvbeeSRR5CcnIxHH33U7zY0Gg0/+clPsLGxAZPJhMcffxwajQY//vGP8e1vfxs//vGP8cEHH+CNN94Ag8HAF77whRBXGCEgdPqNcfuQERmEGuGGg8PhQCKRQKVSUepGJSUl6O/vR21tLQQCAcrKytDT0wMOh+MVQSUV4trb22E2m1FWVrZvTcKk4pdIJILVasXs7CzUajWWlpawtLQEnU4Hp9MJoVDoUbIWbAkcsFUG56uXwdfA1s3NTWxsbHiV5HA4HIhEIszOznqVS8XExCA7O5vKsgFbEcbFxUUkJSV5bFtSUoKLFy9CqVSioqLC577n5ubCZDKho6MDhw8fvu4qUNHR0SgrK0NqaiqUSqVPMYfdMBgM+OCDD6DX6/Gxj31sX+SmdyM6OhoKhQIKhQJOpxNarRZLS0sYHx+nSp8KCwtDOpatViu6urooRcPs7Gzk5ub6NKTW19d9Gu7bGRsbg1qtRn19fUilcmTfnkwm25chpcD/Zn+io6P3bfinXq+n1BFLSkp8/uZKS0thNBoxPDyMhIQEMBgMDA4OIjU11W9Z3+zsLAYHB0EQBCQSCSoqKoLOVJKfITnrJy8vD0ajkXL+VldXYTKZ9sWp3AsRB+jgIK8HO4NMZMm0r8DFU089BbfbjW9+85tUVQH53TidTjAYDLz77rv43e9+h66uLmooNulsOZ1O0Ol0D+dq+7n9n/7pn/CpT30Kubm5ePDBB3HPPfegsLAQDz/8MBoaGuByuW4IcY4IEfzx4XPpInwoyMzM9FB3YrPZkMvllGqVXC5HTk4O+vr6fMpV75dCXCBiYmKQm5uLkydPoqqqCiKRCGazGXNzc+jr68PU1BR1gdrtQsBkMqmIvL8+oNjYWJ9Gjr8sUGpqKrRarc+5NxkZGV4ZAF8Zs+joaBQXF0Oj0fhVTKPRaCgvLweLxaIupDcCfD4fhw4dQmlpacjZG4vFgvHxccTFxaGvrw9KpdJvFuwgYDKZkMlkqKiowC233AKxWExlPM6dOwelUomVlZWAxqZOp8Ply5extrZGlY8G6jXZLQM0NTWFyclJ1NTUBC02oFKpKLXC2NhYlJSUBPW83bDZbJifnwew1fO219JEs9mMrq4udHd3IzU1FUeOHPHp/ABbv+Xq6mrQaDT84Q9/QF9fHyoqKnw6YQRBYGhoCAMDAyAIApmZmaiurg6pTHNsbAxLS0sQCoUoLCwEsJXh3c6NkAWKOEAHR2ZmJhgMBnX9IyH/9uV4v/766xgbGwOXywWLxQKLxcKVK1dw5coVsFgs/OIXv8Drr78Oq9WKoqIiapvnnnsOwJbA0AMPPOBzf4aGhvDf//3fePrppwFsXYNIVUo+nw+XyxUpg4twwxPJAEW4IUlMTASPx8P09DR1clcoFOjs7MT6+joSEhKQk5ODjY0NdHZ24vDhw14GPakQNzAwgObm5j01ygeCTqcjKSkJSUlJcLvd6O3tpYQcVldXwWazUVBQAKfTGdDw4fF4VEbHHyKRyMtB0ul0PuV/JRIJoqOjoVarkZeX5/EYg8FATk6ORy/DxsYG5ubmvOaNyOVyLC4uYmBgAImJiT6dCSaTiZqaGjQ1NaG/vx/l5eV+13AtodFoUCgUSEpKwvj4OKanp3c10DY3NzE2Noa0tDTEx8dTvTdzc3PIzMxERkZGWH1G4UKn02EwGHD48GEUFxfDYDBgaWkJSqUSVqsVEokEQqEQQqEQsbGxIAgCk5OTVIYvPj6eGp7oD1IAYWePAcns7CxGR0ep4cHBsL6+Tgls0Gg0VFRU7KoUFyzT09Nwu91gMBh+JcmDweFwYHx8nPpuy8vLg4pakw6XzWYDk8n02QfldDrR09OD5eVl0Ol0lJSUhFy+qNFoMDExAQ6Hg6qqKup9hUIhOBwOpUo5Pz+P/Pz8fft8wyHiAB0cMTExOHLkCN5880089thj1Gf9+uuvIyEhwWeJ2x//+EevwN/f/d3fAQD+7d/+Denp6Th27Bi+9KUveWzz7//+7/jpT3+Kzs5Ovxnhf/iHf8CXv/xlSjJbLBZTfaCLi4tgMBghD1OO4B+CRgNxncVFrvf7HwQRByjCDUtmZiaUSiVycnIog7O4uBi9vb2oq6ujZtK0tLSgo6MDjY2NXoYpnU5HWVkZJiYm0NzcjKqqql3LfPYCnU6HQqFAcnIy9Ho9tFotNjY2MD09jbNnz0IulyMtLc2nocnlcqHVagNKMovFYmroI8nq6qrPcgM6nY6UlBTMzc0hJyfHK0qekpKCqakpD4drfHwcycnJXtsWFxfj0qVLGBwcRGVlpc99i42NRVVVFVpbWxEXF3dgqlzhwGKxUFhYCIVCgaGhIZ8zlICtkjHS+dnZn+F0OjE2Nobp6Wnk5OQgNTV1z5mHYDAYDFhZWUFxcTElokAKKZjNZiwtLWFxcRFKpRJ0Op0qw+TxeMjKykJRUdGuRn0gAQSNRoPBwUFUVFQELTTgdDrR3d1NGcO5ubl7mlu0HZfLhZmZGQBbx3A4vVlutxszMzOYmJhAUlISjh8/HnTppkajwczMDA4dOgSNRkM5m9vl0a1WK9rb22E0GhEVFYWqqqqQDcL19XX09fWByWSiurraw7mh0WhIS0ujevdcLhfm5+e9MkPXg4gDdDA89dRTOHXqFO6++2488MADaGlpwcsvv4yXXnoJsbGxVFlmZmYmRCIRiouLvV6DrCCoqqoCsBVo3BlAeOeddzy22cnly5fR2tqKX//619R9H/nIR/Dqq6+ivLwcP/zhD3HHHXdc0yBRhAjhECmBi3DDIpPJwGAwqKnxwFYkTCwWUypv5EwaUnrW38U3OzsbxcXFlMrWQUGWm9HpdAiFQhQUFKCoqIgyTGZnZ3H58mU0Nzdjfn7eQzWOvDhZLBa/anKJiYlexqzL5fJScSNRKBR+xRBoNJrXXIjNzU3KuNwOWQq3sLAQcHioQCBAaWkpRkZGbhh1qu3weDzU1dWhurraKyNis9kwOjqKlJSUgM3pdrsdSqUSFy9ehEajOXCDb2pqClKp1Gf2ksPhIDMzEzU1Nairq8Pm5ibMZjP0ej3MZjNWV1cxNDQEjUYTsAzUX/nb8vIy+vr6UFJS4nNAoj8GBgao34JQKKTkeveDubk5SmwknMGnpMCBTqdDQ0MDSkpKgnJ+yHPM+vo66uvrERcXh7y8PAiFQkxOTlIRcKPRSEmNczgcHDp0KGTnx2q1UnL/lZWVPktfU1JSPM4FwWQ3DxLSeY44QAfDiRMn8MYbb2BsbAwf//jH8Zvf/AYvv/wyHn/8cQBAT08P6uvr8e677x7ofnz961/HE0884VEG+/DDD+Po0aP4m7/5GzgcDvzrv/7rge5DhAj7AY2InK0i3MBMTExgbm4Ox48fp9L+brcbra2tqKmpoaKiRqMRzc3NyMzMDDjsTa/Xo7OzE2lpaQG3CweCIPDuu+/6NADKysqQlJSE+fl5zM7OUs2sLBYLKSkpSE1NhdVqRWtrK4Cti52/xvv29nYvhyYjI4PqD9hJW1sbaDQaamtrfe5zU1MTNUsF2FK8O3nypM8IXldXF1ZXV3Hs2LGARuPIyAgVJb/ezdn+IGc7TU5OwmKxYHR0FHK5POQMYVxcHPLz8/ddhhnYckjPnz+PhoaGgBmU2dlZKJVKuN1uSimRy+VS2aPV1VXo9XrExsZCKBQiMTERQqGQyp709PQgMTHRQ6CAlHTOz88PydEge+CArWPp6NGjQUllBwNBELh48SLMZjOkUimqq6uDfu52gYOCggK/PT6+WFlZwejoKOXwbMdms+HKlStwOp3Iz8/HyMgInE4nBAIBqqurQ85Qud1uXL16Fevr6ygoKAiYSR0YGMDs7Cz1d0lJyb6JTIRKc3Mz1tbWqJlsESJE2BtGoxHx8fFYOPsbxHH8lzBfk30xWyA7/WkYDAa/pdLb6enpwSOPPIKBgQHExsbi7rvvxne/+93rLpK0nUgGKMINDekYbM8m0Ol05OTkeKiYxcXFoaSkBOPj4wGbLwUCAQ4dOoS5uTlqCvt+sbm56ff1OBwOJaN79OhRjwGrKpUKFy9epHqHXC5XwIZ7X4abv5IuILAYAo1G8yjdAbYyHDvL7EjIsorBwUG/7wcAeXl5SExMREdHxzUVDwgFsg+qvr4eKysrkMlkYZVHGo1GtLe3o6Wlxacgx15QqVSIj4/36/y4XC709vZiYGCAkrg+cuQI4uLiQKfTwefzkZ2djbq6Otx2220oLS1FdHQ0Zmdnce7cOVy6dAlKpRIqlcojI7a2toaOjg5kZ2eH5PyYzWaPY6OsrGzfnB9gKyNF9r0EW2IZisDBTtxuN4aGhgLKW0dHR6OqqgpLS0v4r//6L9hsNsjlctTX14dVntff34/19XUkJyfvusbMzEyPssWxsbGgBuoeBKRhcxCCM9eadTOBc71u/OcHLvz2kgsD02643ZFYcYQIweB2u3HnnXfizJkzVND5/fffx3e/+93rvWseRIo0I9zQREVFISUlBSqVykPOWSQSQa1Ww2g0UtGI5ORk6HQ69Pb24siRI34jDWRZSmtrK/r7+1FaWrovM0RIw8wXO8utBAIBBAIBCgsLMTc3B7VajbW1NUxPT2N2dhZcLhcVFRU+DV+xWOw1t8dkMmFzc9NLCAIILIYAbH2WiYmJWF1dpe6bmppCWlqalwFHlsJ1d3djYWHBb1kU2fTe3NyMrq4u1NXVXZN+mVCx2Wzo6+vDbbfdBh6PB6VSGfY8o9XVVTQ3NyMpKQl5eXl7FtxwOBxQq9UoLS31+Thp2BuNRtBoNOTl5QWch0On06njDti6SK2trWF5eRkzMzOIiopCfHw8YmJiMDU1hYKCAr+DEX3hdrvR3d1NGeAZGRmQSCQhrjowpPQ1n8/ftadou8BBRkZG0AIHJEajEYODg9TsH38QBIGlpSW4XC6qfLW8vDysc8rk5CTm5+fB5/P9fu/b4XA4SE1NpVTgbDYbVCoVsrOzQ37vvUKee3wFWm4mltYI/PqiG04XQBAADcCslsC4hsBdDXTQ6R++ZvAINzYEjQ6Cdn2vn6G8/9raGhYXF+F2u6mgMJ1ODyjEcz248SySCBF2kJqaitXVVa8La0FBAYaHhz3uKy4uBpPJRF9fX8DsTkxMDBoaGmAwGKgBkXvF34WfwWD4jYJvH7B67NgxiEQi0Gg0qNVqXL16FRcuXMDExASsViv1HC6X6/NE4i8LtF0Mwd86d2aBnE4nJiYmfG4rk8kgk8kwODgYMNpLKsOZTKZdM0bXA1IiPTU1FWlpaUhMTMSRI0dQXl7u05EMlsXFRVy6dAn9/f0e31uozM7OIioqyms2E/keV65cgdFoRHR0NOrr65GVlRWS0U2n05GYmAiZTIbKykp85CMfQVpaGiX5rdFocPnyZfT392NmZgZra2sBswsjIyNUKSVZFrif6PV6qtctUGbE7XZDpVLhwoULcLlcOH78OHJycoJ2fgiCwNTUFEZGRlBRURHQ+XG5XOjp6cHk5CSkUimV9fHVR7cby8vLGBkZQUxMjIfi225kZ2d7lKtOTk5el6wr+ZvZyzF/I/Be9/86PwBAXkUmFoAxzXXbrQgRbgiMRqPHzZcNkJiYiEcffRRf+9rXEB0djZSUFOTk5AQctns9iDhAEW544uLiwOPxoNF4Xn1iY2MhEAg87mcymaisrMTKyorfMi6S6OhoNDQ0YHNzE52dnXsuHfGXAQo26iEQCJCbm4uysjJkZ2cjMTERZrMZo6OjOHfuHNrb26moiq8SHn/zgIDAYgjAVkR958DUmZkZag7TToIthWOz2aiqqsL8/Pyu38e1xOFwoLW1FSkpKR4lXjQaDcnJyThx4gQKCwvDKmECtoxotVqN8+fPY2RkhGraDxZSejsjI8PDqXG73RgeHkZXVxfVZ3LkyJE9Sc6SWVS73Y6JiQmUlZXh3nvvxW233YbCwkLweDzo9Xr09fXhvffew6VLl9Db24vp6Wno9Xo4nU4sLy9T3y+DwUBlZeW+Z/zI12ez2V7HKkm4Agckm5ubaG9vB41GQ01NTUBHmHSgFxYWwGQyUVtbi1tvvRVxcXEYGhryK0ziC5PJhJ6eHkrUJZSywejoaA+HMFDw4iAhPyt/54ybAaOFwKL+f52f7dBowMjcjTHjLEKE60VKSgri4+Op2wsvvOC1jdvtRmxsLH70ox/BbDZDqVRieHiYmht1oxApgYtwUyCXy6HRaLxKOzIzM9HW1gaJREJFQePi4lBYWAilUgmBQBBQ0YvFYqGurg6dnZ1ob29HTU1N2PKd/hwgf2IGvoiKioLdbqfK48jBqnNzc9BqtdBqtYiKikJMTAwsFouHc0UOxvSVBeBwOBCJRJidnfVrPObl5VFKVsDWSWx8fNxnKU5UVBRKSkrQ1dUFjUYTMEqemJiI4uJiDAwMgMvlHohYQCiQzo9MJvObSaDT6cjIyIBCocDU1BSmpqbCcpDdbjcmJycxOzuLrKwspKenB5WJILN125vJrVYruru7PbIgeXl5e3Y0DAYDYmJiKPlysnyLwWBQ84VInE4njEYjDAYDDAYD1Go19Ho9JiYmEBUVBTabjdra2n1vdLVardSxmZ6e7nWMbxc4KCkpCUnggIQUKCkuLt61yXdjYwPt7e2wWCyIjY1FbW2th8TwlStX0N3dHbAUl8Rut6OjowNOpxOVlZUBh9H6IyMjAzMzM1Q0dmZmBunp6de05OTD4AA5A/zECQJwOK/dvkSIQEGjbd2u9z5g69q0/fzo6/z21ltv4Y033qD6tAsLC/H000/jK1/5CjVo90YgkgGKcFMgl8thMpm8+jMYDAYyMzMxPj7ucX9aWhqkUil6enp2jb6T0Vsmk4nW1taQo/Uk/krgQjFCdjYSczgc5OXl4dSpU6irq4NMJoPT6cTa2hqGhoagVCqxvLwMp9MJh8MRsAk/kBgCsCURvXOa/dzcnN/BrElJSZDL5buWwgFbGaj09HR0d3cHHPR60DidTrS3t0MikQTVJ8FkMpGbm4uTJ08iPT09bGfD4XBgZGQEFy5cgFqtDlie6Xa7MTExQU1/B7b6i65cuQK9Xg8mk4mqqioUFBTsS5ZFr9djfHwcMTExu2ZumEwmBAIB0tPTUVZWRgkKpKSkgMfjIS4uDgaDAR988AHOnz+Prq4uTExMQKfT7aksa2ZmBgRBgMFgeAwT3YvAAQkpb200Gil560CQvV4WiwXx8fFeSoccDgfl5eXULKBA5xOyb8pisSA7OzskqfHtkMfp9tfdLhJzLSAdIPJcdKNBnh+dTv9eTAIH4AZIvqVJIv0/Ef5vExcX53Hz5QCp1Wovm4DFYoVdUXFQRBygCDcFbDYbfD4fCwsLXo9JpVJsbGx4GdZk5qK/v3/X16fT6aiqqgKHw0FLS0tYSkZ7LYEDQJ0gdhqLNBoNIpEIlZWVuOWWW1BaWgqpVAqLxYLZ2Vn09vZiamoKo6Ojfo3r7WII/sjNzfUwgAmCwNjYmN/ti4qKQKfTMTAwsOvaCgoKIBAI0NHRcV0MJJfLhfb2diQmJoYsgR4dHY2ioiIcP348YLZrN6xWK/r7+3Hp0iUsLCz4/K40Gg2cTic1oHBychKtra2w2Wzg8Xg4cuSIz76gcHA6nejs7ASPx0NNTU1IIgHkvq2trYHL5SItLQ1nzpzBkSNHcPvtt6O6uhpisZgaLnvu3DmcPXsWnZ2dGB8fx9LSEkwm0679d263m5J6TklJAYvFgs1mw9DQEJqamhAXF4cTJ04gJSUlZOEBnU6H9vZ2pKamBuVQajQatLW1weFwQCKRoKGhwWe5mlQqRVFREQwGQ8Dy2qGhIaysrEAqle5Zlj8lJcUj26zRaDzk7Q+a6Oho6vO/XlkggiBgNpuxvLyMqakp9Pf34+rVq3j//ffxwQcfoL+/P6DICZ1Ow9ES72OIRgN4sUBpesQBihBhN2699VYsLi7iO9/5DqV0+/zzz+Nv//Zvr/eueRApgYtw0yCXyzE1NeVTyaywsBBDQ0Ooqamh7mOxWKioqMDVq1cxMzPjNfF6J3Q6HeXl5RgYGMDVq1dRX18fdDO8zWbza+SEUgIXjJQsi8VCeno6Tp8+je7ubqysrFCzXq5cuQKLxYKUlBSkpKR4OF+kGIJarUZOTo5PY4/NZnuoSgFbfRVZWVk+S3PIUrjOzs5dS+F2KsPV1tZeM2U4l8uFjo4OJCQk7Kk5n81mo6KiAllZWRgZGQnYdxWIjY0NdHd3g8vlIjs7G3K5HDQaDQRBYGJiAunp6SAIAp2dnVTpV3JyMkpKSkJ2Uvzhcrlw5coVuN1uHD16NOTSz5WVFco5ptFoqKyspF6DTqdTEUISgiCwsbFBlc9NT0/DbDbDarUiJiYGHA4HbDYbHA6HurHZbCwtLVEBAblcjrGxMUxPT0Mul+PYsWNhyWy7XC6Mjo7CbrejtraWmicWiImJCSqrkp6ejsLCwoAOV3p6Oux2O8bHx9Hd3e0lbDA7O4uZmRmPssO9QKfTkZ+fj66uLuq+kZER1NXV7el1g4VGoyEmJgabm5uwWq1BzQoJB7fbDavVis3NTVgsFir4tbGxAYvFAhaLBS6XCy6XCx6Ph6SkJHA4HERFRUGr1e7qnJWk0cGguXFFSWDdvOX85MqBk2V0xERFHKAI1x4CN4AKXAj5koKCArzzzjt46qmn8N3vfhfx8fH427/920gPUIQI4SKTyajm4p0SuBwOBzweD0tLSx49Lnw+H/n5+RgaGoJAINj1okyj0VBaWoqhoSHKCQrGgQkkgR1qDxDgnQHyhVgspgzFlJQUrK2tYWVlBUajEePj4xgfH4dQKERKSgqSkpLAYDCgUCgwOTkJrVbrtxcoOzsbarXaw6ELZEhJpVKqFC4xMTGgQcpisVBTU4OmpiYMDQ1RYgoHidvtRmdnJ7hcrt9hsaESFxeH2tparK6uYnh4GOvr62G9zsbGBnp7ezE2Nobs7GzQ6XTYbDYIBAI0NTXBbDaDTqejqKhoXwdckg7h2tpa0A7Admw2G3p6eqgMVkFBgcdkeF/QaDTweDyvUku32w2LxQKz2UzdVlZWYDabsbm5ibGxMdjtdjCZTOh0OsjlcqrPJ9T9BrZ6npRKJdLT04MqOXO73RgYGMDc3ByArWBLsLORcnNzYbfbMTMzg/7+fpSVlYFGo2F1dRWDg4OIiopCdXV12H2HO0lKSgKfz6dKYXU6HXQ6XVg9UeHAZrOxubkJk8kUdq+fw+GgnJvNzU2vm81mA4vFQmxsLNhsNrhcLuXkcLlcj2PCZrNheXkZ09PTsFgskEgkHiWU/ihMpaNAQWDTDrAYAIsZcXwiRAiFU6dO4dSpU9d7NwIScYAi3DRER0dDKBRiYWHB5wyQ7OxstLe3QyQSeUTJMzIysLKygu7ubhw+fDgoY6OwsBAsFgtXr15FXV3dro6Tv74aGo0WkqQymQEKxgEi629tNhslaUwKDpAzZMjs0ODgIORyOZKTk3cVQ4iOjkZGRoaHkpROp8Pq6qpftbGioiJcunQJg4ODqK6uDrjfHA4HVVVVaGtrA4/H2zUztxfcbje6uroQGxuLoqKifX/9xMREHD58GIuLixgdHQ27v8lisaC/vx9jY2MQCoVobW2ljp2qqqpdnYtQIJ0fq9WK3NzckDMPBEGgp6eHylJKpdKQhqXuhE6nUxH7naysrECtVkOr1SIvL49yYMfGxtDb2wsmk+k3c7SzNp2Ut15dXUVlZWVQmSOHw4Guri6srKyAwWCgoqLC7+/GH0VFRXA4HJifn0dUVBTS09PR2dkJGo2G6urqfRcqyM/PR0tLC/X38PAwjhw5si+zznaDz+djdXXVby+i2+2GzWYL6OCQClLbbyKRyOPvQFlQi8WCpaUlLC4uwuVyQSqVIj8/P+SMFI1GA/vGGVofIUKEfSbiAEW4qZDL5RgeHvZZfsJkMqkSr/T0dOp+Go2G8vJyXL58GUqlEmVlZUG9V05ODphMJlpaWlBXVxfQCPWXAYiJiQmpzIvMALndbjgcjoARbhqNBoFAgMXFRY/7rVYr8vLykJWVBb1ej7m5OSwsLGB2dhazs7PY3NzE6uoq0tPT/UZpMzMzMTMz49GrMzIygkOHDvndb7IUbn5+3ktMYSdCoRDFxcUYHBwEl8v1UBrbL8gGcxaLhZKSkgM1AJOSkiCVSjE3N4exsbGwZqFotVoMDw9DIpEgNjYWxcXFaGho2FcD2eVyobOzE5ubm2hoaIBSqQx5WOn4+DhWVlYAbEX8g/09hQJBEFhYWMAf//hHmM1m1NfX42Mf+5jHd0gQBKxWq0fmaHFxkcomud1uREdHIyoqCgRBYHZ2FhKJBJmZmdBqtYiOjqYej46O9jKqSUlsk8mE6Oho1NTUhOWI0mg0lJWVweFwYGJiAr29vYiPj0dpaemuw1zDITExERKJBMvLywC2ZM6npqaQlZW17+9F4nA44HA4wGAwYDAYYDabIRQKPRwbi8Xikb0hbxwOB0KhkPp7ey9RsBiNRiwtLWFpaQkMBgNJSUkoLy+/4QYvRogQFjeQCtyHiYgDFOGmQiqVor+/H+vr6z7lrZOTk6nhltsdj6ioKJSXl6O1tRVCoXBXA50kIyMDTCYTbW1tqK6u9psB8TfzI1RJ2+1Ra7vdvmuJT0JCgpcDRDpjNBqNygoVFRVhYWEBGo0GWq0WOp0Ob7zxBgoLCyGXyyGXyz0i4iwWi+pzIVlbW/MqMdwOWQqnVCohFAp3jbCnpqbCaDSiq6sLhw8fDqlUcDdI54dOp1NlRwcNjUaDQqGAXC7H9PQ0JicngxZ70Ov1uHr1KqWUk5ycDCaTiaamJmRkZCAtLS2scq/tkKWAFouFat43Go1BqeGRrKysUIqLdDodlZWVe96vnSwtLWF0dBQulwtxcXGQy+XIz8/3+g7JDFlsbKxPB9rpdMJms0GlUmFmZgZVVVWIioqCzWaD0WiE3W6HzWaD3W6H3W4HnU6nHCKyd4cgCKpvzOFwwGg0IioqClFRUSEFNsjP6rXXXoNarcahQ4c8JM73m/z8fGi1WqpEcWxsDBKJxEOtbidk0MVut1MOTTD/J49x0tHUaDRgMplYXFwEn8/3cG52y94EC0EQWF9fx+LiIrRaLWJjYyGVSg9Egj1ChAgfTiIOUISbChaLhfj4eKysrPh0gOh0OpKTk6FWq71Kq4RCIXJycjAwMICEhASfJTe+UCgUYDAY6OjoQGVlpVfWhJyN4otQB1Rul4m02Wy7OgW+PgNf2SgmkwmFQkENRI2JicHg4CDW1tZgMBgwPDwMoVAIuVyOpKQkSmhhenraI5sxOjoKiUTi16EoLi7GxYsXMTAw4CFI4Y+ioiKYzWZ0dHTg0KFD+2JMO51OdHR0gMPhHHjmxxcMBgNZWVlITU3F5OQkVCqVX6Uzl8sFtVqN2dlZWCwWFBYWIi8vj3Ie7XY7RkdHMTU1hfT0dGRkZIT1GflyfpxOJzY3NwMaxduxWq3o6emh/g6m7ycUVlZWMDo6CqfTiby8PJhMJlgsFtDp9LCcBVIKms1m4yMf+UhAh4UgCDgcDthsNqjVavT09IDFYoHD4SAnJwdra2tYXl6mHCaHw0HNSqLT6aDT6WAwGNTfvv5Vq9VUqaxKpUJzczPkcrnP7el0OgiCAEEQcLvdAf/19xiNRsP09DS1zeLiIpWtI9e73ZlxuVxgMplgsViUI779/7GxsYiPj/f5+PayYiaTCYvFQgUD9gu3243V1VUsLi5iZWUF8fHxkEqlyM7O3ncnPEKEGwoaDbjOIgiRDFCECDcAiYmJWF1d9Ru5TklJQWtrKxQKhZfRk5OTg9XVVaofKNgorlwuB5PJRHd3N0pLSz2ap/V6vV/p6VBLXHZmgHbDV4bJ4XDAbDb7dZ5iYmJw6NAh2O125Ofnw+l0QqPRePQLSSQSJCcnIysrC0qlknquyWSCRqPxm0FjsVgoLS1FR0dHUKVwpHpYU1MTuru7UVtbuyeHxWazob29HWKx2Kda4LWExWIhPz8f6enpGBsbw9zcnMdxsrGxgampKdhsNqyuriIzMxMlJSU+j0mHw4Hx8XGoVCqkpaUhIyMj6Eg32Qe1sbHhIdtsNBrB4XCC+g3s7PtJSkryKDPdC+vr6xgdHYXZbEZubi7kcjkIgsDg4CCAraxuqPMjdDodxsbGkJ+fH1QQgkajISoqCvPz81CpVEhISEBKSorf78PtdsPtdsPlcnn8n/x7579arRbLy8uIj49HY2MjBgYG0NfXB4fDgfj4eJ/PodFooNPpIf1L/p90wslyNHKNGxsbyMrKAo1GA5PJ9HBiWCzWvqgyCgQCWCwWrK2t7dkBcrlc0Gq1WFxcxPr6OhITEymJ8f1SkNRoNBAKhZHMUYQI/8eIOEARbjqEQiFmZmbgdrt9XgTpdDrkcjnm5ua8lLNIKebLly9jZGQkJFUwiUSC6upqaq4HqSbkr/yNwWCEXALHYrEoOeRgZhExmUzweDyYTCaP+9fX1wNmjzgcDkQiEVZXV1FbW4u8vDzo9XrMz89jYWEBi4uLWFxcBIPBwNLSEthsNng8Hmg0GsbGxiCTyfwaIKTzFGwpHKkM19zcTPV3hcPm5iZV/piZmRnWaxwEMTExKC0tRVZWFiYnJ6FWq6lyRIIg4HQ6IRQKUVZWtqtR53Q6MTk5ienpaWqdgT5fshTQZDKhoaHBQ5DDaDQG3Rg+NjaG1dVVAFt9P+SMrb1gMpkwNjaGtbU1ZGdnewQsFhcXqcxjKCIZLpcLIyMjcDgcIanbEQSBoaEhSv49Ly8vYGkgmaUJRlDFarVieHgYMpkMjY2NVEnd1atXsbm5eWC9QMCWciYpdQ5sOd08Hi/k81Io8Pl8zM/P+z0v7obD4aD6eTY2NiASiZCamrovUuE7MZlMGBwcxPHjx/f1dSNEiHDjExmEGuGmQyAQwO12B5QeVigUmJ+f91l6FBMTg+LiYqhUqpDli4VCIerq6jyMJX8XeoFAEPIFm0ajUUZbMBkgAD7LkIJZl0KhgFarpQxNgUCAkpIS3HLLLaipqYFMJgNBEGCxWBgdHUV/fz/m5uawsrJCDab0R1FRERgMRlBDaAGAy+WisrIS09PTAQe1+sNkMuHq1avIzs6+oZyf7ZDlVGw2m/puBQIBEhISkJycHNI8G3K43Pnz5zE4OOhztgnp/BgMBp8zrYJ1gHQ6HaUISA4M3kvJkcViQW9vL1paWpCQkIATJ04gLS3Nw/kjf1sCgSBoY91gMKCtrQ0CgQDl5eVB7yMpDDE9PQ06nY6KioqQ+qICQX4Hdrvdo2SQw+Ggrq4OdDodHR0dAYdz7gUej+cxYJUgCPT19e06fHYvkM6c0Wj0OxttJ1arFdPT02htbUVLSwvMZjNycnJw/PhxFBUVITEx8UBKWYeGhpCdnR3J/kS4oSFotBvi9mEjkgGKcNPBZDKRkJCAlZUVv5FTOp0OmUyG+fl5n/0D5GP9/f0hlcIBWxHOhoYGtLa2wuFw+JV8DTeqSzZhh+IAkTNKSIJxgCQSCRgMBhYWFjxkjOl0OiQSCSQSCZxOJ6WsRUrLLi4uQq1W46Mf/SgUCoVPmW9Sea2jo2PXAakkIpEIhYWFGBgYAIfDCbp/am1tDV1dXSguLg5ZovhaotFoMDAwAKfTiaysLNx+++1YWVnBn//857ClwN1uN2ZmZjA7O4vk5GRkZ2eDw+HA7Xajp6cHBoPBr5Kc0Wjc9fPa2fdTWFgYdvbAZrNhYmIC8/PzSEtLw4kTJ3w6KUajkQoqBFNmRxAEJicnsba2FrS8NYnVakVHRwcMBgNYLFZAoZNwGB0dhV6vh0wm81pLXFwcampq0NbWhvb2djQ2Nh6IallmZiaWlpao8xQ5J+ygSkR5PB6YTCacTif0er3fGUQGgwHLy8tYXl4GjUaDVCpFSUnJvoqhBGJ5eRkWi2XfSjkjRIhwcxFyBui+++6jao3JemMOh4OioiI899xzu8q/Pvroo34jOTMzM1AoFNDpdH6ff/bsWZSXl/tVV+rq6sI999xDGWYZGRl48MEHoVKp9ryO3//+96isrASXy0VWVhaeeeYZn0ZqMOvYyfDwMNLT00POSPz85z/3WAc5jTstLQ2f//znodFofD5vfX0dzz77LEpKSsDj8SAWi3HixAn84Q9/COn9rxdCoZCS4vWHQqHA3Nyc32hncXExLBaL17ERDHFxcVQt/8LCgs9twnWAyN+Hv76infgTQtgtystgMCCVSv3uP/C/0uKf/OQnUVZWBoVCAQ6HA6PRiCtXruDcuXNoaWnB7Oys129SIpFAJpNBqVQG7cylp6dDoVCgq6vL72yl7eh0OnR1dYU1n+Va4XA40NPTg56eHjidTvD5fBw9ehRZWVlgMpm45ZZbUFJSsqdhmARBYG5uDhcvXkR3dzeampqwtraG+vp6n0Y1QRC7ZoAIgqCyF8BW0CAcR83hcGB0dBQXL14EABw/fhx5eXl+MzRk9icmJmbX79RisaC9vR1MJhPV1dUhOT9GoxHNzc0wGAxgs9k4dOjQvjo/S0tLmJqaApfL9VsyKBAIUFVVBZvNhtbW1qCO+VAhxwBsV18jHcaDgEajUU7P9nOL2+2GTqfD4OAgLl68iPHxccTExKCmpgaHDh1CVlbWNXN+3G43hoaGUFhYuG+9RBEiRLi5CPqXvz0KKJVK0draitbWVjQ3N+P111/HnXfeieeffx6nT5/26wRduXIFP/zhD30+RhAEHnjgATzyyCMBp1afPn0aKSkpeP75570e+/GPf4z6+nosLy/jxRdfxJ///Gd84xvfwJUrV1BVVeWxhlDXcfbsWdx1113IycnBW2+9hS9+8Yt44YUX8NWvfjWsdeykoKAAf/EXf4GHH3446Ods580336TW8u677+KrX/0q/vCHP6CystLLwB8dHUV5eTl+9rOf4d5778Vbb72Fn/70pxCLxfjYxz6Gp59+Oqx9uJYkJiZibW0tYIkFOQ/CnxMYGxuLvLw8jI2NUY3CocDlcpGZmQmNRuPl7NJoNJ+OSTCEWurB4/G8LuJut9urL8gXMpkMa2trPkuotiORSCAWiyGVSlFYWIji4mIwmUzExsZidXUVAwMD+OCDD9DZ2YmFhQXqeykqKgJBEBgeHg56PUVFReDxeOjo6IDT6fS7nUajQV9fH2pqavbVcN1P9Ho9Ll++DI1GAxqNhtzcXCrSbzKZsLi4iMLCQuTn5+PkyZPIycnZU3mZ2+3GlStXcPnyZTAYDGxsbPh0pC0WCxgMRkCHYWxsjMrEcDickPt+XC4XJiYmcOHCBVitVhw9ehRFRUUBy40cDgf1e90pZb+Tubk59PX1obCwEOnp6SH9bnQ6HdWDw+fzcfjw4aBVIYPBYrGgr68PDAYDVVVVAZ1bsViMiooKbG5uorm5+UDK4TgcjkfGhyyFC7ZELVTIjK9arYZarUZXVxcuXbqEhYUFiMViHDlyBNXV1VAoFNel/Gx+fh6xsbEhz8CKEOG6QKPfGLcPGUGHHO+//36qnj86Ohp1dXUej99+++2ora3FXXfdhe9///t48sknPR43m824//77qdKjnbz11lvo6+vDn/70p1335amnnsKRI0fw0EMPISkpCQBw9epVPPzww/jSl76Ef/7nf6a2PXbsGD7+8Y+joqLCYw2hruO1116DQqHAr3/9azAYDJw+fRparRavvPIKXnnlFcpo2W0dNBoNr732Gu677z6vx5544gmkpKTg4YcfRkVFxa6fw3bKy8s9orMnT57EnXfeicrKSvzd3/0dzp49C2DLwLj77rvBYrEotSySj33sY0hMTMSzzz6Lj33sYyHvw7WEzK6sra0FHKKZmpqKtrY2JCcn+zSQ0tLSqNKk+vr6kPfD4XAgNzcXY2NjoNPplCEeHx+/L/MugoFOpyM+Pt4roru+vr5ruZJYLAaTycTCwsKuvTPZ2dno6OgAAGqmR05ODng8HjQaDTQajccwQrFYDJlMhpycHAwNDSE5OTmogadknwmpDFdTU+P13c3MzGBqagoNDQ3XLGocCm63GxMTE5iYmABBEGCz2SgvL/fICk5OTkIkElF9IVFRUcjNzUVGRgZmZmagUqmCzpwBW0atSqWCyWRCfn4+JS/O4XCQkZFBzRYCtrIfgY4NrVbr1fcTbIbK5XJR349AIEBjY2PQzoVarYbL5QKdTvcSMCGx2+0YGBgAl8ul+mhCQa1WY2BgAARBQCaToaysbF9/q6TqnsPhQFlZWVAy4zKZDEwmE11dXWhpaUFNTc2+CyOkp6djaWmJErPY2NjA6Oho2KIj/tjY2KAELhwOBwQCAVU6ea0l6f2hUqlQUFBwvXcjQoQI15Ggrxyf/OQnd40of+ITn0BNTQ1+8pOfeD322GOPQSqV4v777/f53BdeeAGf/OQngyphqKmpgUKhwCuvvELd9/LLLyMhIQHf+c53vLYXCoX4wQ9+ENQa/K2DnMmy/UIpFApht9s9XjOUdewkKSkJJ06cwIsvvuhx/+9+9ztUVVWBzWZDoVDgH/7hH4JSCMvIyMDnP/95nDt3DlNTUwCAd999F4ODg3j++ee95tkAwNNPP42///u/P7DI4H7BYDAQFxe3a8kgWeblLwtEo9FQUlKC1dVVrz6a3SAIAnq9HlwuF9nZ2ZiZmaGckGudkQhXCIFOp+9aBkcikUi8SqYmJyeRkJCAoqIinD59GrW1tUhOTgadTsfi4iK6u7sxOjoKrVaLCxcuBHXcAlvOQE1NDfR6vccwVgAYHx/HzMwMGhsbb0jnx2w2o6WlhRqkmZycjKNHj3oYtBaLBRqNBjk5OV7PZ7FYyM7OxsmTJ1FQUBBUhJx0foxGo8ccIXJ/BgcHce7cOQwPD2NzczNg+dvm5iZ6e3upv4uKioISSyAV6s6fP4+1tTXU1dWhqqoqaOeHIAjMzMwA2DoX+lq3VqtFR0cHMjIykJeXF5LzQxAEJeZBEASysrJQUVGx74EKpVIJg8EAhUJBKUUGg1gspoIwra2tWF5e3tf9otFoXs6eSqUKqVTbF+R5cHh4GJcuXYJSqQSLxUJ9fT2KiorAZrORkJBwwzg/Op0OBEGEVKERIUKEDx9BXz3+6Z/+KahI1q233or5+XkPlaizZ8/il7/8JV577TWfF6yxsTF0dXXhL//yL4PdHdx999349a9/DWDrBPz+++/j5MmTfptIz5w5E/QafK3jS1/6EiYmJvDyyy9jfX0dbW1t+Od//mfccccdlGHjax2kzC15A7YihOTfO/s07r77bvz+97/HxsYGAODf/u3f8KlPfQplZWV466238I1vfAOvvvoqvvjFLwa9DgBobm4GALz33ntgMBi44447fG4vFovxox/9CNXV1UG9/vWEy+VSn1MgUlNTMTs767enJi4uDllZWRgaGgraQAe2Ip1k3wv5GiqVCgaD4cBkbf0RrgMEbJWrrK+vB1UGuFMdy2w2U84TnU6HWCxGeXk5brnlFtTW1iIlJQV0Oh1xcXFQKpV47bXX0NnZifn5eb99fCQ8Ho8q4SRn6CiVSuh0OjQ2NoYVZDho5ubmcOXKFaytrYHFYqGyshLl5eVe2ZPJyUnw+fyAxwmTyURmZiZOnjyJoqIiv+slCALT09OU8+NLlALYylZOTU3h/PnzaG9v99kjRoonkJknuVzuNxNDst3xWV9fpxyfYCW2SbRaLdUDs7Mx3eVyYXBwEAsLC6irqwv590Wua2Jiggp65Ofn77tRrtFoMDs7i7i4OBQVFYX8fD6fj8bGRkRFRaGzszPkoMxusNlsr4xPd3d3yCXApDhKb28vLl68iJmZGSQkJKCxsRF1dXVIT09HVlYWgK1eqBspoDY1NYXMzMwbxiGLEGE3CNBuiNuHjX0v6iObVpeWlgBsKb189rOfxbPPPusz2gkAFy5cAICgJseTVFdXY3FxESMjI1hdXYXVat1XNZed6zh27Bi+/vWv4+tf/zr4fD7q6+shFovx29/+NuA6Ll++7DFoDgA++9nPUn8/8MADXutyOBxoamqC2+3G008/jU984hP42c9+hltvvRUPPfQQnnvuOXR3dwdlrO9cx/z8PIRC4b7Wu18vuFxuUBduJpMJiUQSMMuRk5ODqKgoDA0NBf3+OyOn8fHxyMjIwOTkZNACBoEI5TV8OUAmkykow0MoFILFYgWVBUpKSvI6dnytl3SGysrKcMstt+DYsWOoqqqCVquFSqVCb28vPvjgA3R0dGBubs6vMyQWi1FQUIC+vj5cunQJZrMZdXV1N9zkd4fDge7ubvT19cHpdCIxMRFHjx71GJhLYrVaMTc35/d8uBMGg4H09HScPHkSpaWlHkEe0vlZX19Hbm6uX+dnOwRBQK1WY2hoCE1NTdBoNJQzRKqWAVt9IyUlJX5fx+l0YmJiAufPn6fU5sJxfEhI8YP4+HiP/jky4ETOSgpVLMJut6O1tRULCwtgMpmoqanZ1akLB5PJhP7+fjCZTFRVVYWdWeLxeDh06BDYbDb6+vqo7P1+kZqa6tH74nA40N7evmtAYnNzEzMzM2hra0NzczP0ej0UCgWOHTuGiooKyGQyj9+lSCQCi8WC0+mEVqvd1zWEi8lkgsFg2POA1ggRItz8HJgMNhldeeSRR5CcnIxHH33U77bk5O3tRhw5XXv7622/oJD9LtPT09TJ/CCiTOQ6HnroIbz22mt46qmncPLkSUxPT+Ppp5/GbbfdhvPnz4PNZvtcR2VlJTo7O6m/q6ur8fTTT+POO+8EAK+eiO3rGh8fx/LyMj7xiU94bPPII4/gkUceCWsddDr9horG7QUulxu0cZCamoru7m6/Fz46nY7S0lK0tLQgOTnZZ3ngTnyV1fH5fBQUFKC/vx8xMTFhCyGECofDAYvF8jBiCIIIKhtFp9ORlJSEhYWFXeef0Gg0ZGVloa+vj7rPaDRieXnZr2IXnU6HSCTCnXfeSTmtCoUCS0tLlAwunU6HUCiETCaDVCr1MKRSU1PR3NwMtVqN+++//5r1VgWLTqdDX18frFYraDQa8vLyAkaYp6amwOPxQi7BodPpVFmVRqPB+Pg4lEol1tfXkZeXF7SEstPphN1uR0xMDNbX19HT04OYmBjweDwsLCyAxWIF7PtxOBxUj5JIJEJDQ0PQmXV/bGxsUAEFMpBFEAQmJiawvr4esrw1idlsRnt7O8xmM2JiYlBbWxu2gxYIp9OJrq4uuFwuVFVV7bk0MzY2FocOHUJ7ezuGh4dhs9n2tWelvLwczc3NVAbdbDaju7sbtbW1HsetwWCgfqcMBgMSiQSFhYVBfd/keYUc/Ev2615PVCoV0tLSbrhzSIQIEa49QTtAer0+qLID0ihMTk7GO++8g9/97nfo6uqiHBrSqXE6ndQ0bYPB4HXBeOCBB/CLX/yC+js1NZWqDwdAbU8aeDweL+BwRrPZDJvNFnTpxPZ1aDQa/PSnP8U3vvENPPfccwC2MkLV1dUoLi7Gf/7nf+JLX/qSz3XweDxUVVV53JeWluZ1n691kc2qwRjjwayDfO93330XGxsbfrNAc3NzIdWuXy+4XC4cDgfsdjuioqICbstisRAdHQ2TyeT34p2YmAiFQoGBgQEcO3YsYKTZbDb7LTErKioCl8tFe3s7GhoaQja4winNoNFoSEhI8MpKra2tBXXMy2QyqNXqgMcFiVwux9jYmIdy3MTExK6SxXQ6nTK8eDwe1XtFzhbSarXQarWg0WiUM5SYmIje3l6UlpbCYDCgp6cHDQ0NN4R0rcPhwPDwMDW4lcPhoKKiwmc2jsRms2F2dnZPAiM0Gg1yuRyrq6tITExEVlZWSEGNzc1NxMbGenyGBoMBV69eBUEQSExMxOnTp72OW4fDgenpaUxPT0MkEoUkbrAb5Lk9KioKcrkcGxsbGBwcRFJSUkiVAdvR6/Xo7OyE3W5HXFwcamtrD6xscmBgABsbG8jIyNg3Qz8qKgr19fXo6urC1NQU7HY7SktL96V0i8VioaamBk1NTVTQRKfTQalUQiKRYGlpCSsrK+DxeJBKpaitrQ1LrY08rywtLQV1nj5IbDYbFhYWcOLEieu2DxEihANBo4O4zips1/v9D4KgVyQSidDa2rrrdufOnUNWVhZkMhlef/11WK1WFBUVUSVfpAOxvfxLKBR6GZPf+ta30NnZSd3++Mc/ejxONpuTGZRbb70VFy9e9CvB/dprrwW9hp3rUKvVIAgCjY2NHtuQE6rJsilf6wiV7esiDamdRq1er8fZs2eD6n85d+4caDQaDh8+DGDrc3K73Xjvvfd8bq/X65GVlYWHHnpoD6u4NnA4HNBotKA+B2DLiSaNVX8UFBTA7XZjbGws4HaBysXkcjkUCgVyc3PR2toa9P7tlb30AQmFQkRFRQVVBken06n6/u3vE0wzNZ/PR3p6OkZHR2G1WiEUClFcXIzTp0+joaEB6enpiI6Ohk6nQ2dnJ374wx9iYWEBCQkJKCkpgcViweDgYFBrOkiWlpZw6dIl6nhKT0/HkSNHAjo/wFYEms1m71l+V6lUYnFxEX/xF3+B22+/PaQBnmaz2aNUzu12Y2pqCi6XiwpSTU5Oor29HTqdDg6HA2NjY7hw4QLMZjMaGxtRUVGxb86P0+mkel0UCgVmZmYwODiIkpKSsAfEajQatLa2wm63QywWH2jP2OzsLDQaDfh8PvLz8/f1tcmSPZlMhrm5OSrLtB9wOBxUVVXB6XRCp9NhYmICb7/9Nnp7eyGVSnH06FFUV1cjJSUlbKlqoVAINpsNt9tNlTheL2ZnZ/2Ka0SIEOH/HkE7QNnZ2V6S0Tt599130dHRgS984QsAvJ2Yzs5OPPjggwCAzs5OfOtb3wKwZZiazWYPGV8yS0LeiouLPd6LvGCStdxf+9rXsLq66iW/DWw11373u98Nag2+1pGVlQUGg4GmpiaP7cbGxrC6ukqVbPhaR6hsX1deXh6EQiF+//vfe2zzm9/8BrfffvuuQ2fn5+fx05/+FHfeeSeV0bn11ltRXFyMJ5980ucg0W984xuw2+34zGc+E/YarhV0Oh1sNjtoB0MgEOw6IJTFYqGoqIjqq/CHP0eBw+FQ8sLp6enIzMxEa2trWHOGQu0j2osDRKPRIJPJ/Krl7cTX/I7JycmgnksOwRwYGPB4/8TERBQVFeHUqVMoKyvD+vo6kpOTERsbi4GBATQ3N4MgCHR1de3qoB4UdrsdPT096OzshNVqBYfDQWNjI4qKinbtTSFLx7Kzs8OO4hMEgcHBQWg0GtTX1yMuLg40Gg1SqRQNDQ04cuQIpcLnj83NTY9yufn5eeo3RA5RBraO8ddffx0/+MEPMDk5ifr6epSXl+97/+Dc3BxVlre8vAyCIFBXVxd2GdnExAR6enrgdruRlpaGmpqaPQ2ZDYTBYIBSqURUVBQqKysPJDNJp9NRUVGBtLQ0LC0toa2tbdd+nd3Y2NjA5OQkxsbGYLfbYbPZkJSUhJKSEjidTjCZzH0pE6PRaJS8/vT0dMC5XgcJqTCYkZFxXd4/QoQ9cb3n//xfnwP0+uuvUxdtm82GtrY2AFsnlvX1dVy5cgX/8i//guPHj+PLX/4ygC0nZmcE75133gEAjxKwW265BcDWLB+yN2Y3mpubkZ6eTjUS19XV4bnnnsNTTz2FkZER3HvvvRCJRFAqlfje974Hk8mEP/3pTx6GR7DrEIlEeOSRR/Dyyy8D2BrGOjs7i2eeeQYKhYJy6oJZx25GbXNzM9hsNg4fPgwGg4FnnnkGf//3f48vfvGL+MQnPoGJiQk89dRT+MIXvuDRP9Tb20sJHVgsFvT39+OVV15BbGwsfvSjH1HbMZlM/PKXv8Qtt9yCyspKPPLIIygtLcXKygp+8Ytf4E9/+hOef/55NDQ0BPU9XG+CVYIjSUpKwuLiYsAmWHJWVX9/Pw4fPuxl1JhMJr/DCne+blZWFpxOJ1pbW9HY2BhUk3q4+HKALBZL0KUnMpkMMzMzASWSSeh0OjIzMz0GnK6srGBtbW3Xvicmk4mSkhJ0dHRAo9F4fWZ6vR6jo6O47bbbIJPJsL6+joWFBSwuLmJzcxMEQeA3v/kN6uvrkZOTA6lUek3ksDUaDZRKJex2O2XY5eTkBG0oTk9PIzo62qcwQjAQBIGBgQEsLi6irq7O5xyf+Ph4lJeXIz8/H7Ozs5iZmfGaJWSxWDzmaJHnDTKz53a7sbi4iOXlZfD5fGRkZMDtdqOlpYU6p+9XNoU0TJeXl0Gj0XDLLbeE3U/kdrsxODhIZeUKCwsP1OB1OBxUeXdFRcWB/rZpNBqKi4sRFRWF8fFxtLS0hFTSR0pVLy0tQafTISYmBlKpFBUVFWhsbMTg4CBVhuh2u9HZ2YnDhw8H3VcWCIVCgfHxcdhsNqjV6uvihJhMJkqNMkKECBGAEByg7ZKeS0tL1LwCsl4/IyMD3/ve9yiFs1BIT09HRUUF/vSnPwXtAL333ntestlPPvkkKioq8KMf/Qhf/epXsbq6iuTkZNx+++148sknoVAoPLYPZR0vv/wykpOT8ZOf/ATf//73kZSUhFtuuQXf/va3KYMvnHXs5M9//jPuvPNO6mL6xS9+ERwOBy+//DL+4z/+A3K5HI899hj+8R//0eN5d911F/X/uLg4pKSk4J577sFXvvIVr3KbsrIydHZ24vvf/z7+9V//FRqNBlwuF8XFxXj33Xf9SmTfiHA4nJAcoOTkZPT29u6qAlRcXIyLFy9CpVJ5lXsFKhPzZdzm5eXB5XJRTtBuJRjhZgdiYmIQExPjlRlcX18Pqo9MIBAgJiYGCwsLQRkKqampmJiY8IhGT0xMBNWzIZFIIJPJMDQ0BLFYTP3W1Go1xsbGUFlZSRnpfD4ffD4fhYWFlDNEGmlmsxnR0dHgcrmQSqWQSCTg8/n7KnFrtVoxMDBAzWWJi4tDWVnZrkNmt+NwOKBSqVBYWBjWvhEEgd7eXuh0uqD6ymJiYpCbm4usrCxoNBpqQCpBEFQGyGazQaVSUc+Ry+XQ6/VYXl6mhlduN7AdDgcmJiYwOTkJiUQChUIBsVi8p896bm4O3d3d4PF4uOuuu8J2fkgVPp1OR2VMDrrpvq+vDxaLBTk5Oddspkxubi6ioqKgVCpx9erVgJkyh8MBnU6HpaUlrK+vg8/nQyKRIDc31ysjVlhYiI2NDaoqwG63o7OzE42NjXvOntHpdGRkZGBkZARTU1NIS0u75j18KysrQQ1hjhAhwv8daMR+6PXuA2+88QYeeOABLCws7BrNvXz5Mm677TaoVKobQllmO6GsYyczMzPIyspCZ2cnysvLD2gPP1yoVCrMz8/jyJEjQT+np6cHubm5u34/KpUKIyMjOHbsmMe2ZC/ETuLi4nD06FG/rzcwMAC9Xo+GhoaAGZmmpiasr68jNTU1oAyxLzo7O6mIPklubm7QkstKpRJarTboRuHx8XGvcrSjR48G5UDZbDZcvHgRUqkUpaWlGBoawurqKmpqanaNprvdbpw9exarq6uQy+UeGbmoqChIJBJIJBKIRKI9GXBqtRrDw8NwOByg0+nIzs5GVlZWyAbc2NgYNBoNjh8/HrLDQM6wWVtbQ319fdglaDqdDkNDQ7hy5QpKS0sxMjICs9lMlSVFR0dDIBBAJpMF3ScRExNDKdOFmi1Qq9U4e/YsuFwuJBIJjh07FuqSAGyV9LW3t8NkMlEDdA9afXFqagrDw8MQCoWoq6u75jNlNBoN+vr6wGAwUFFRQQU4LBYLpaxotVohFoshkUggEAh23Ue73Y7m5maPc5tUKkVVVdWe1+dwOHDu3Dk4nU6UlpZ6BSMPms7OTiQlJVFiQBEi3AwYjUbEx8djpvldxHGv79Bv44YZaYc+AoPB8KHJpN4wRX133XUXCgsL8eqrr+667UsvvYRHHnnkhnN+gNDWsZPvfve7+Mu//MuI8xMCTCYz5LpyhUKxqxgCsJXRi4uL8yjzMhgMfvt5dittKi4uRnx8fNA1/OHEJnxlJULpP5LJZDCbzTAYDEFtn56e7uVgTExMBPXc6OhoFBQUYHp6Gu+//z6sVisOHToUVCkRnU7H0aNHIRQKER8fj9OnT6OkpARisZhqqu/q6sL777+P9vZ2zM7O7toztx2LxYK2tjb09/fD4XAgISEBR44cQU5OTsjOj91uh0qlQk5OTljOT1dXF9bX19HQ0LCn/huRSIScnBwcPnwYLpcLJpMJOp0Oi4uLkEgkKCoqokQogsVqtWJ8fBznz59HW1sblZ3b7TmdnZ1UZpLNZodtEBsMBjQ1NcFkMoHL5eLw4cMH7vzo9XqMjIwgJiYGFRUV12Wgplwupxyv8+fP489//jMuX76M3t5euN1uFBUV4dixYygoKEBiYmJQ+xgVFYXq6mqP3/PS0pLH+S9cWCwW1Su7X3PSgoUgCEoxMUKECBFIDmwOUKjQaDT86le/wtGjR3Hffff5LSl4//33MT8/j7feeusa72FwBLuOnQwPD+Odd95Bb2/vAe/hhwsmkxmyKlJiYiLGxsbgdrsDGrM0Gg0FBQVoaWmheltCLX/b+XplZWXo7u5GR0cHamtr970521dWKxQHiM/nIzY2FgsLC0GVeLFYLKSlpXkIICwsLCA3NzcoY10gEGB+fh5xcXE4depUSI3XMTExqKqqQmtrK+Lj45Geno7U1FS4XC6q9Gd5eZmS1wa2HESyVM7X+sielJGREbhcLtDpdOTl5SEjIyNsQ3dqagoxMTEhD190uVxUmd9+9Y8ZjUY4HA4sLi6CwWBAKpWiqKhoX5SxdDoddDodoqKikJKSAoVC4XUMaDQazMzMoLCwkJL5p9PpYUXml5eX0d3dDZfLhcTERFRXVx/4gFybzYbu7m4AWzPeroeimMvlwsrKCpaWlkAQBCwWCzY3N5GdnY3q6uo9SU3zeDxUVlaivb2duk+lUoFOp+9Z4S49PR1TU1Mwm81YWlq6ZgFMo9GIqKioA+3RihAhws3HDeMAAUBmZibm5+cDbnPrrbfi1ltvvUZ7FB7BrGMnBQUFQWUlIngSTgaIRqNBLBZDq9XuOrsmMTERYrEYIyMjaGho8KuSlpCQEFTJI41GQ0VFBaWKWFtbu6/18Ht1gEg1uIWFhaANnoyMDKhUKo/I/+TkJMrKygI+T6vVor+/H3fccQdGR0cxMTERspElEAhQXFyMgYEB8Hg8CIVCyrCXSqUgCAJra2tUWZDBYIDBYMDY2BjVCC6RSCAUCinxEL1eD2Druy8tLd2TwILNZsP09DTKyspCcqCcTic6Ojpgs9n2TcLZZDKhubkZY2NjSEtLQ2lpKWprayGXy7G4uAiVSrUnBUsSu92OqakpTE1NQSAQIDU1FQKBAMPDw2Cz2aivrwedTkdPTw+ALWGSUI326elpDA0NgSAIJCcno7S09MD7Ssg+LKvVioKCgqBnyu0Hm5ublCNvMpkgEomQlJREqaOOjIxApVLhypUrqKqq2lWOPRBisRgFBQUemR8ywLEXJyg6OpqSOR8dHYVEIrkmvUArKyuR7E+Em5rIHKCD4YZygCJECBXSASIIIiQDkxx4upsDBGxd9C9fvozx8XGP4Z/bCSW6T6fTUVVVhY6ODnR1daGqqmrfDAFfxrrdbofD4Qg6Oi6TyTA1NRWUohuwZdikpqZ6zPmYn59HTk6O376QqakpzMzMoLa2FnFxcdTsJblcHnJ9sUKhwPr6Orq7u3HkyBGPSC+NRoNAIIBAIEB+fj7MZjOWl5extLQEvV6PmZkZTE9PQ6fTwWQyIT4+HomJiSgpKUFqauqey5smJyfB4XBCinY7HA60t7fD5XKhoaFhz1kGvV6PyclJ6PV6TE1Noby8HDweDwqFgsq8yGQyyGQyrK2tYXp6GgsLC/tSpkS+98rKCmpra6kSwtXVVcoxJ0cZBANBEFQzPRBaf9teUalU0Ol0kEgklLTzQeF2u6HX66HVaqHT6cBkMiEWi5GTk+Mzc1lYWAg+n4++vj5cvXoVRUVFIX2uO8nMzITT6cT4+Dh13344QdnZ2ZTs+tTUFLKzs8N+rWBZWVmJ9P5EiBDBi5vapXvvvfdQVVUFNpuN1NRUvPDCCwEv2na7HS+88ALy8vLA4XCQm5uLZ5991ksm9o033kBNTQ2lpnbfffdRClAk3/zmNyEWi5Gamoqf//znHo8RBIGqqir89re/3be1RvANWUIWahlcdHQ0aDSaX4dmO3FxcZDL5WhqavJ7fIUqbcxgMFBdXQ273Y7+/n6Px8j+oHDKeVgsls9ousViCfo1EhISwGazgxqKSpKZmenhLBAEQRmp23G73ejr68PS0hIOHTpEOTuZmZngcrno7+8Py/AuKioCl8tFZ2dnwGOBw+EgIyMDDQ0NuPXWW5GdnY3l5WXMzc1hdXUVKysrcDgclHLaXobYWq1WzMzMIDc3N2hHym63o7W1FW63G/X19XtyfpaXl3H16lX09PRAJBIhMTERLBYLXC4XcXFxHsqeJHw+HxUVFTh16hSysrL2VFLmcDgwNTUFk8mEzMxMrK2t4fLly7hy5Qra2trgcrnA4XCCjs673W709vZiamqKKie9Vs6P0WjE6OgooqOjd81shovVaoVarUZnZycuXbqE+fl5JCQkoKGhAY2NjcjOzg5YliqTySjp6oGBAfT19e1paKov53JychKjo6NhvyapTghsCaiEcl4KF71eH8kARYgQwYub1gFqaWnBRz/6UeTn5+PNN9/EPffcgyeffBLf+c53/D7nkUcewfPPP4/77rsPf/jDH/C5z30OL730EjXwFAD+53/+B2fOnEFFRQVef/11fOc738Hly5dx4sQJqon63Xffxcsvv4xXXnkFjz32GB588EEMDQ1Rr/G73/0OTqcTn/rUpw7uA4gA4H8doHAG7CkUCmrw7G6kpaVRRvJOSPnoUCGnvK+trXkoqZEOebi1/L6yLqEOYpXL5SFlAWJjY6lhuyRqtdpDeMBms6GlpQUAvIx7Op2O0tJSrK+vhzUxnsyq2Ww2L4fSF263GyqVCpOTk5BKpaipqcGZM2dw++23IyEhAXq9HsPDw7h48SIuXLhAqeOFYlBOTk6Cx+MFlWUEtj6f1tZW0Ol01NfXh/X9u91uzM/P4/LlyxgdHUVaWhpOnDiB6OhojI+PIzY2FiwWC1VVVQH7rWJiYpCfn0+JS4QqvrC2toaJiQmIRCKkpqZ6vNfKygra29vR29sLs9lMlRwGwul0or29HRqNBgwGA7W1tV7H20Hhcrmowarl5eV76rHZjtvtxurqKkZGRnD58mV0d3fDZrMhJycHx48fR1lZGWQyWUhOKI/Hw+HDhyGTyTA3N+el6hYqubm5XlmaiYmJPTlBpLiM2+2GUqkM+3WCwe12w+Vy7dvcqggRrgs02o1x+5Bx05bAPfPMMygrK8OvfvUrAMBtt90Gh8OBF198EV/96le9Gh71ej1+8pOf4KWXXsLjjz8OADh58iQA4Otf/zpefPFFiEQiPPfcc7jjjjvwk5/8hHpuXl4eampq8M477+DMmTM4d+4cTp8+jU9/+tMAgJ/97Ge4dOkSCgsLYbfb8eSTT+LVV1+9LupA/9fYiwMkEokwOTkZVBR5eXkZQqEQ8/PzEAgEHiVreymviIqKQm1tLZqbm8HhcCCTyagMULiGFofDwfr6usd9oRpBMpkMExMTWFtbC7rXISsrC3Nzc5TTRDoZBQUFMBgM6OrqQnp6ut9BiHw+H+np6RgdHUVSUlLITcvR0dGorq7G1atXMTU15bdMaX19HX19fTCZTAC2pH6Li4spI6moqAhGo5HqGyLLwqanp0Gn05GYmAiRSASxWOx3bs3m5iZmZ2dRXV0d1L5brVa0trYiOjoaNTU1IYtjuFwuqNVqTE1Ngc1mIz8/n5JGNpvN6O/vh8ViAZvNRklJSdB9TQwGA6mpqUhNTYVer4darcbCwoJfR9DpdEKtVoNGoyE3N9enk7W6ukodIw6HA1evXvUoydt53FutVrS3t8NoNCI6Ohq1tbUhzWDaK6OjozCZTEhPT9/zvB+r1Ur18hiNRvD5fIjF4j1n27bDZDJRWVkJPp+P4eFhNDU1oby83GseXLDk5eUB8FR3JP9PPhYKNBoNJSUlaG5upspRgw0ShIrT6QxJWCVChAj/d7gpHSCbzYZLly7hmWee8bj/zJkz+O53v4umpibccsstHo8ZDAY89NBD+OhHP+pxP2n8qlQqJCYm4vTp014zZchtyJIeGo3mYZxFRUVRBsGrr76K1NRU3Hbbbfuw0gi7EW4JHLD1PcbExGBzczOgse10OjE7OwuZTIaVlRUP8YSoqKg915dzOBxUV1ejvb3dw7HaiwO0k1BLTeLi4sDlcrGwsBC0A0Q6cNuFImZmZsBmszExMYHS0tJdB7Lm5eVhcXERAwMDqK2tDWmfga3yvZKSEvT39yMuLs7DYCV7GlQqFQiCQHR0NIqKinyWL8bFxSEuLg7Z2dmw2WyUwtn22/DwMGJiYihnSCQSUUbsxMQE4uPjgxpAu7m5idbWVrDZbFRXV4dksDkcDso5EwgElOFLQspoO51OWCwWZGdnh6xGR0L2UhUWFmJhYQGzs7MecukGgwEajQZyuTygg0Iq8vH5fOrzMplMGBoawsjICKRSKeRyOcRiMSVHvrm5CQ6Hg7q6upDnDe0FnU4HlUoFLpcbVu/LdhEOckgr6fDEx8cfaJAsIyMDCQkJ6OrqQkdHB7Kzs0Mqx9zOfjtBfD6fGkegVCohEokOxFFxOp37rrQZIcI15wYQQcD1fn9sVeI88MADuPfee/fU40hyU54ZVCoV7Ha7V+Q+KysLwFZt8U4HKD093edsnjfffBMsFotqzv3+97/vcxsAVM18fX09/v7v/x7j4+NYW1vD4OAgGhsbYTQa8e1vfxvvvvvuvqwzwu6QymPhighIJBJotdqAPya1Wk2JCEilUiwsLEAoFILJZCItLW1fLtwCgQAlJSVoa2uD0+lEbGzsvjpA4ZTBkGv11Svij6ysLMoBIggCs7Oz0Ol0+OQnPxlUGRWTyURJSQk6OjooYzpUUlJSYDAYKFEENpsNjUaD4eFhqiQvOTkZhYWFQX3G0dHRSE5ORnJyMgiCgNFopJrT9Xo95ubmMDc3BxqNhoSEBHC5XIyOjgY1TNZsNqO1tRVxcXEhiWFsbm5CpVJhbm4OUqkUDQ0NPrNRSqWSGhJLlgnuFRaLRWWFDAYDVCoVWltb4XA4kJOTE9DgNJlM1Hfgyzl0u91YWFjAwsICrFYrdDod4uLioFAoUFdXt2/lZ8Fgt9vR19cHOp2OioqKoH/n5H5rtVoYDAYqy5OZmXlN9x/YOq8cOXIE3d3dmJiYwPr6OioqKsLaj/12gvLz87G0tITNzU1MTEyE9Rq7EXGAIkT48PC9730Pv/zlL/Htb38bhw8fxgMPPIC77ror7BLXm/LMQJb37FSLIg2A7VPhA/HGG2/gV7/6FR5++GG/alcTExN4/PHHUVFRgdtvvx3AVqbp/PnzKCwsBIvFwnPPPYfKyko88cQTOHr0KCorK/G1r30N7777LsrKyvCjH/0IQqEwzNXuL+9fXMZ/vz0Pq82NxtpEfO7TaYhiXX/PPlzIcrFwL3JisRh9fX1+HSCyjItEKpVCq9ViaWkJCoWCGu63H8jlcsjlcpw9exYFBQVhN8DvlwMkFosxOTkJs9kcdMlUXFwcJBIJFhYWoFKp4HK5kJKSEtIJSiKRICkpCcPDw5BIJGF9twUFBTAajbh8+TJ4PB4l78xms1FcXBxUZsYXNBoN8fHxiI+PR3Z2NpxOJ1ZWViiDd21tDd3d3bBarejp6YFQKIRYLIZYLPb6DDY2NtDa2koJDwTj/GxsbGBychJLS0tISUnB0aNH/WYvNRoNZmdnAWyVsslksn0fEup0OmE2m/Gxj30MbrcbarU6YE8Pmf2Jjo72Wz4IbPUQkQMzNzc3kZiYiPHxccjl8gMfdEoyMDAAq9WK/Pz8gBktMstDlrbR6XSIRCJkZmYeeJYnGGJiYlBfX4/R0VFMTU3hypUrqKioCEvGez+doKioKOTn56O/vx9TU1OQyWT7PmE+4gBFiPDh4cyZMzhz5gy0Wi1+/etf41/+5V/wpS99CX/913+NBx54IOQA3015ZiCj/v4uLMEYEq+//jo+/elP4+jRo3jxxRd9bjMyMoLTp08jOjoar7/+OvW6NBoNP/nJT/Av//IvYDKZYDAY0Gg0+PGPf4zOzk78+Mc/xgcffIA33ngD3/nOd/CFL3wB//M//xPmaveP9y4s4/lX/rd5Va2xQLdiw9OP7W3A3fWE7P0J9yLHYrHgcrngcrl8RngXFxc9lOJIQ3Jubg41NTX7HtFNSUkBj8fDxMQE7rjjjrBew1eJkNVq9btGf/D5fDCZTGi12pAcveTkZJw/f57q6yAIAmq12m/vjy+Kiopw4cIFjI2NobCwMOjnkbjdbrDZbFy4cAEcDgc5OTnIzs5GVlbWvs4eYTKZ1MwhYMvAX15eRkFBATVwdHFxEcBWgIYsl2Mymejo6IBIJEJ5efmuRjLpEOj1eqSnp+PkyZMBe0Y2NjYwMDBA/Z2VlYXZ2dl96zNxuVwYGRmB3W73+B2kpKRgY2MDs7OzmJ+f91DYdDqdlHMkEon8rlmr1WJ2dhYEQUAkEiEtLQ1Op5Mq9WOz2ZDL5QdiMJPMzc1hcXERiYmJPnvJbDYb5fAYDAYkJCRALBYjIyPjmmd5goFOp6OgoMBDKjsjIwN5eXkhZ7D9OUE2mw3FxcUh/b5SUlIwNzcHvV6Prq4uHD58eF+H2UYcoAgfBgjQQOD6BlKu9/tvRywW4zOf+QzYbDb+/d//Hf/5n/+JN954AykpKfjZz34WtFLnTXlmIIe87cz0kE3NuzXI/uAHP8Djjz+OY8eO4e233/YZab948SLuuusu8Hg8nD171qcBuP15//RP/4RPfepTyM3NxYMPPoh77rkHhYWFePjhh9HQ0BCy8XkQ/O73nopnBAGcvazFo3+XhTjewU5QPyj26gABgFAoxMrKis8mYXL2xXZEIhGWl5fDEl7YDbvdjrS0NExMTECpVKKysjLkCHJ0dLTPAbFmszkkg5FOp0MoFIbkAOn1egwNDSEvL8/jO5mZmUF6enrQa4mJiUFOTg5GR0eRkpIS0n5vL3fLysrC4uIiFArFNZFMnp+fR2FhIerr66lZLmR2yGg0wmQyYXBwEOPj40hPT0dWVhbMZrPf8kCtVovJyUlYLBZkZmYGVYrlcrnQ3d1Nff9paWngcDj7Jhyg1+sxMjKCjIwMn/ONuFwuCgsLqRIntVoNnU6HlZUVal6XPzGB+fl5Sn6dzIjuxGKxYGJiAhMTE+DxeNR2+9UbZDaboVQqwWKxKOeUIAisr69TTg8AyuFJSEi47lmeYElKSkJ8fDwGBgagUqmwtLSEsrKykGWi8/LyQBCEx/lRrVbDbDajqqoqaCeQHAx95coVSqxjP8o0SSIOUIQIHx7sdjvefvtt/OpXv8L777+PwsJC3Hffffj0pz8NPp+PZ555BnfddZdH1U4gbsozQ2ZmJhgMhpdxSv5dUFDg83kEQeArX/kKfvSjH+Huu+/GL3/5S5/Oz29/+1vcd999yMnJwXvvvbdrk/vQ0BD++7//m5Iy1mq1VHkBn8+Hy+Xya2BfS6xWt+/7bW7E+a9GuaFxOBxgMpl7MkAkEgmmp6e9vh+dTueznJJOp6O8vBw6nS6k8rBgsNvtVLTWZDJhdHQ0rOZrDofj0aAObBmOoUbMxWIxhoaG4Ha7A0Z2CYKASqWCSqVCRUUFnE4nOjo6qMfNZjO0Wm1Iv4GMjAzMzc1RPXa7QToXpFQ5h8NBbW0t7HY7ent7IZFIwi59C4aNjQ0sLCxQ+0o6kEKhEPn5+bBarZiYmMClS5cgFosRHx+P4eFhDA8PIzY2FiKRCCKRCHw+nxogShAEsrOzkZSUFHRkfXvfT3x8PAoLCzE2NrbnbInb7cbo6CgsFguqqqp2LdGk0+nUgFWLxYLXX3+dmkO0M8rvdrsxMzODlZUV0Gg0pKWlBaW4Rv5GRkdHwefzqfcLtyacIAj09vbC6XSiqKgIq6ur0Gq1WF9fR3x8PCQSCWpqavY8nPZ6wmazUVdXB7VajaGhIbS0tCAtLQ35+fkhOQv5+fmg0+kew1JXV1fR3NyMmpqaoKXTY2NjUV5ejvb2diwuLmJ6enrfSovdbvdN45xGiBAhMGT1xKc+9Sm0traioqLC4/G/+qu/wi9/+cugX++mdIBiYmJw5MgRvPnmm3jssceoE9zrr7+OhIQE1NTU+HzeN77xDfzoRz/Co48+iu9///s+T4x/+tOf8JnPfAaHDh3C22+/HVTU9B/+4R/w5S9/mVKTEovFWFpaArBVQsVgMG6IQWyNNQL89x80IEe7MOhAsiwWQsGNV7IRLPsR4ePxeFT2cDu+BnmS1NfXY3BwEKOjo6isrNzT+2/HZrMB+F9lOFIeW6FQhPQ6vhygcPqARCIRXC4XVldX/RqkpIPhdrtx5MgRREdHgyAIcDgcj/dUqVQhOUB0Oh3FxcVobW3F/Py830CE0+nE2NgYpqenQRAEGAwGsrOzkZmZSTkNBoMBPT09OHz48L46rNsZGxujHBhfmM1mzM3N4eTJk8jPz4fBYPDoHVKpVGhra8Py8jIEAgGKioqQm5uLxMTEoJ2f+fl5qNVqAKDm/dDpdBiNxj3NzVlfX8fQ0BDS0tL8BpgCYbPZwOfzkZCQgMzMTFgsFiwvL4MgCLhcLkxOTsJgMIBOpyMzMzOsPp+1tTWsra1heHgYiYmJkMvlSEpKCrqkiiAIdHV1YXBwECwWCwkJCVQJHp/P/9AZ0gqFAmKxGP39/ZiZmcHy8jJKS0tDkvrOzc0Fh8NBf38/VZpuNpvR3NyMysrKoF9LLBYjOzsbExMTGB4eRkJCwr70erHZ7D3NQYoQ4UaAuAFU4K73+wPAv/3bv+ETn/iE3wxzQUFBSHMEb0oHCACeeuopnDp1CnfffTceeOABtLS04OWXX8ZLL72E2NhYGI1GDA8PIzMzEyKRCH19fXjppZdQVVWFu+++G+3t7R6vV1BQgKioKHzuc58Dj8fDk08+iZGREY9tSCWo7Vy+fBmtra349a9/Td33kY98BK+++irKy8vxwx/+EHfccccNkYb//GcyoF2142KzDsCW8/PdfyoGnX7zXtj3q8QhPj4eRqORipIbjUbodDqf2yYmJoLP5yM/Px9tbW2UpO1+sH0IKpvNRk1NDVpbW6kMQbDslxACm80Gl8uFVqv1+f4rKyuUiERWVhZlJNJoNKSnp3sMOlxZWYHJZArY/L4ToVAIuVxOCSLsNGZ3qrtJpVIUFhZ6lUORogidnZ04dOjQvv8ejUYjFhYWcPjwYZ+P63Q6dHZ2IjMzE7m5uQC2SnkTEhKQlJSEsbExjI2NQSAQQC6XgyAImEwmdHV1AdgSl0hMTIRQKERiYqJPo35n309ZWRn1OWw/tkPB7XZjfHwcJpMJlZWVYWdWSDEGNpuNgoIC0Gg0WK1WTE1N4ezZszAYDGAymcjJyQl56OpOCILAysoKVlZWMDg4CLFYDJlMBqlU6lU+aLfbodPpsLy8jPn5eahUKojFYnz0ox/d837cDMTExKC2thbz8/NQKpVoa2uDQqFAQUFB0I5jcnIy2Gw2Ojs7qfOXw+FAe3s7ioqKkJaWFtTr5ObmQq/XY3V1Fd3d3Th69Oie+4F4PB42Njao0ssIESLcvPzVX/0VdDodfv3rX2N2dhbPPvssrly5gjvvvDOs17v+VnmYnDhxAm+88QaefvppfPzjH4dcLsfLL7+Mr33tawCAnp4eHD9+HK+99hruu+8+vPnmm1SEr76+3uv1Ll68CLfbTTUs75TRBoCnn34a3/rWtzzu+/rXv44nnniC6ksCgIcffhhDQ0P4m7/5G1RWVuI///M/92/heyA6io7n/qEA6w85YLO7IEqMvqmdHwCUPPVekUgkWF5epoxEX70/JGRTtEgkglAoxMjICOrq6va8D4CnAwRsGcnl5eXo7u5GQ0ND0Easr36IcCOhYrHYyxkkCALj4+OYn5/3qyiVkpKC0dFRj16k6elplJSUhPT+BQUFuHjxIsbGxihJbl/lbkVFRX5L3Gg0GiorK9HU1ITe3l5UVVXtq0E0NjYGqVTqcR4gWVpaQnd3NyXEQELOmDEYDEhNTcUnP/lJqrTKZrNhdXUVq6urWFlZgdFohNFopKJbcXFxVHkdOZi3q6uLmoeVkZFBCTPY7XY4HI6QM19GoxFKpRLJycl7kih2OBxUX09qair1ubtcLiwvLyMjIwMKhQIymQzr6+uUsuN+4Ha7sbS0hKWlJTAYDEgkEvB4PLjdbqysrMDtdkMsFiM5ORlra2vIzMxEfX39/wnnZzvJyckQCoUYHByEWq2GVqtFSUlJ0BlbgUCAw4cPo6Ojg8qmEwSBwcFBbGxsoLCwcNff2/Z+oM3NTfT29qK6unpPv1MWi4WoqChYLJYDy/xGiBDh2tDT04NTp04hPz8fAwMD+MpXvoK//Mu/xKuvvor7778/5NejEeRI7ggRbkJGRkZgNBrDGpq5HbfbjY6ODtTV1WF9fR1NTU0+t+NyuTh27Bh1UV5bW0NzczMOHz7s0/gNlcuXL8NoNCItLQ3FxcXU/VNTU5iensahQ4eCisKvrq6ipaXF4z42m42TJ0+GvE86nQ5tbW04deoUYmNjKYlnFouFsrKygA6oUqn0SEkzGAycPn06ZKdVpVJheHgY9fX1WFpaCljuFgij0Yjm5mZkZWXtmyiCwWDAlStXcPToUS8HdW5uDv39/SgoKEBGRgZcLheVaaDT6UhPT0dycvKu+261WilnaHV11cOZpdFo0Gq12NzcRFxcHFJSUnDkyBHqNXU6HUZHR/1mp3ZCNrfr9XqUlJQEHBIcDDMzMxgcHASNRsOpU6cQExOD9fV1tLe3w263Iz4+HrW1tYiOjobb7YZWq4VGo8Hy8nJYA4534nQ6YTAYsL6+jo2NDbDZbAgEAmRlZSE1NRUSiQSjo6OYnZ1FZmZmWCV+HyYWFhYwODgIu92O5ORkFBUVBf17dTqd6O7upoQiSEQiESorK4N6nZWVFbS1tYEgCOTm5u75d9rW1oa0tDQqIBAhws2C0WhEfHw8ptrPg3edgzKmjQ1k1p6EwWA4MPXN3Th69Cjuv/9+3HfffeDz+VhbW8P777+PRx99FMPDwyG/3k2bAYoQAUDIJVX+oNPpYDKZsNlsHmVbO8nMzPSISPL5fAgEAqr5f6+QPUA7m6zJvomOjg40NDTsWsLlK9q5ubm5q5iBL8gMg06nQ3R0NAYGBpCVlRVUo3J6erqHA+RyuTA7O0sNLQ6WtLQ0dHd34xe/+AVVapeUlITCwsKQDPS4uDiUlZWhu7ubamrfK6Ojo0hKSvK6KExNTWFkZARlZWUQCoWUkc3n81FcXBzSbLCYmBgPVTSr1Uo5Q8PDw9RnrNPpEBsbi5aWFqpkbm1tLegLFplZk8lkew4qkJDlbxKJBDExMdBqtVS2SiQSoaqqijqe6XQ6JSvudDqxvLwMjUYDrVaLYGN1BEHAYrFQTo/b7UZ8fDxEIhHS09Op45/sGVpfX8fCwgJSUlJ2Fbz5v4BMJqOyQfPz89DpdCgpKQnKgWAymaipqcHw8LCHEpNOp8PVq1dRU1Ozq1qfUChEbm4uRkdHMTY2hujo6D1NfSd7PCMOUIQINzeDg4O45557APzvGJxbb72VGr4eKhEHKMJNjclk8inFGw5isRgDAwPU0MydxMTE+DSQ0tPT0dPTg4KCgrB7JEh2lsBtp6ioCB0dHejp6dm1NCQ6OhoMBsMjgk4ahqGW9zAYDAgEArS2tkIkEqGmpibonicOh0OVF5LMzMx4OZKBMBqNVER6bW0NZrMZp06dCqknajsymcxDFGEv5U7kAMxjx4553D8yMgKVSoWcnBxotVoolUrI5XIcOnRoX0pxyGMxPj4eGo0GpaWlMBqNlFgGadxPTk5CpVJBJpMhOjoaQqEQfD7fqxeGVPHT6XQevUN7ZX19nVKkUygUVEaMIAgkJyejtLTUr0POZDIpp89ut2NxcREajYYqe9yOzWaD0WiEwWCA2WwGm81GQkICsrKyAkoyOxwOamAvg8HA5cuXweFwKCfswyh+EAxRUVGorKyEXC7HwMAAOjs7IZPJUFxcvKvENY1GQ2FhIbhcLgYHBynH1WQyoampCVVVVbuKAmVnZ8NisUCtVmNgYABRUVFhn+d5PB5WVlbCem44RPqNIuw3BOggcJ1FEK7z+wNbNtro6KjHbECy/DwcIg5QhJsWl8sVlkHvj7i4OPz5z3+m1Px2UlBQ4NNYS0pKQkxMDGZmZvbcK0EaC76MDLKP5erVqxgaGqL6YXxBo9HAZrO91O0CzZzxh9lsxuzsLFZWVgIqsPgjPT3dwwHa3NzE4uKi38+ZxOFwYHx8nCp34/P51IyRvZYb5uXlwWAwUKII4faRjY2NQS6XU1lIgiDQ39+PoaEhCAQCqNVqpKeno7i4eF8HPAJb5UZkJiU6Ohp1dXVU+ZbFYqEyROPj47Db7dTsHDqdjoSEBAgEAggEAkRFRWF0dBQSiQS1tbX7aryR2Z+YmBgYDAZqVEB2dnZIv5WoqCikpqYiNTUVVqsVs7OzGBkZwdzcHEwmE5hMJuLj4yGVSsHhcIJeg0qlgtPphEKhoJw+s9mMqakpTE1NISoqChKJBBKJBCKR6IYQs7mWSKVSJCYmQqlUYn5+HisrKygoKEBycvKun3Fqaio4HA66urqovi673Y7W1laqBDVQNrqkpIQaJtzT04Oampqwgh5cLvf/s/ff4Y2U5/4//laXrC7Zcpdtubddl+2NXSBLIISTkHJ+yYcEEkgjjZByTkICIRAIgRS+6RWSQM6BkwIpEAIsbIEtXq/XvTfJktV7b/P7w5knli3ZkixvAb2uS9euR9LMaDSaed7Pfd/vOyNnqPWgKApB3SKcvUNwnRuG6+wg3ANjiPn8iIcioKJRgMkEk8cFk8eFsK4Ksh1bIe1qhbSrFaLmWjDfZOdRnjy54Pbbb8f111+Pr3zlK4hGo3j66adx//3346Mf/WhW68v/CvNctni9XgDISQocsGRZ7na7kw7MaXeuZNCOZ5OTk6ivr8+64S2d/gYkF0DA0qz4zp07cfz4cQiFwjXT0IRC4SoBFAgEMton2mWto6MDk5OT8Hg8GVu6FxUVrbIan52dTSmAKIoi26WPCZ3uxmQyceTIEYyOjmZsprCclaYI2RRb2+12WK1WHDp0CMDS9/fcc89hfHwcXV1daGtrQ2lp6abNBtMF5sBSKuZyQVFQUAC1Wo2KigrSm8jlcpE6Itpty2Qywel0Euc8nU4HhUKRkYhIRTQahcFgAEVRCAQCRPy0t7en7QxGE4/H4XQ6SUPVaDSK+vp6bNmyBcFgECaTiRyLdDGZTCSfPVUqZDgchk6ng06nI32dSkpKSDrfmwG6IWxZWRkGBgZw/vx5zMzMoLW1dd00zsLCQuzbtw9nzpwhdWsURWFychIWiwVdXV0pI6K0KcLp06dhtVrR09ODPXv2ZDz5IZVKEQgE4Pf7s45sxkJhGP/4Dyw8+SycZ/oRdS5dyxhsNqhYDFiZnhmPIx4IIh4ILgmk/lFQkSUzGCaPC3FbA0reeRiVH3o3eKqL3yIjT57Lgc985jNgsVj4/ve/j1gshrvvvhsf+chHcOedd2a1vrwJQp7LloWFBYyNjeHqq6/e8Lr8fj9eeeUVjIyMJJ2ZPHDgwJppX5FIBC+++CJaW1uzzlc3Go3o6ekBAGI4kAq3243XXnsNnZ2dKcO//f39pCcMTVNTU4ITWSpisRiGhobgdDrR3d0NkUiEl19+GeXl5VlFuebn5xMsmoHkx9RqtWJkZIT0MBIKhWhvb0+Y+Z2dncXQ0FBOjCfotJzl9tTp8vrrr6OgoID0L3nllVcgEAhwww03rBvd2ijLjyeHw8EVV1yR9Hxxu904c+bMqt+IxWLByZMnwWAwIBKJVokHDocDhUJBatxkMlnGwl6r1eLcuXOYmZmBWq2GQCBAd3d32ukKdPNc2j6d7stTVFSUVHy43W7o9Xro9fp1hX4gEMDw8DAYDEZaaV3JkMlkKC4uRklJyUUrCr7QxGIxTE9PY2pqCrFYDMXFxWhubl53EioSiaC3t3eVmySLxUJbW9uafc6i0ShOnjwJp9MJDoeDffv2ZRzFpns7ZXrt8s8tQPuLpzD/8/9F1OkGmEwgnryheMYwmWAwGSh911tR9Yn/B/mernzqXJ4EaBOEyTOvXhImCPU7Dl4UE4T1Gs6PjIxkZV6TjwDluWzJlQECAAwPDyMej6OgoADBYDBhplCtVq9b88LhcKBWqzEzM5O1AKIjJGw2e93CfolEgu7ubvT29mLv3r1JL0jJBnXpWAx7PB709vZCqVRi3759ZOBbVFQEs9mclQCqqKjA6OhowvZnZmbQ2dkJYOlCPzo6Styj2Gw26uvrodFoVonR6upqaLVaDA4OYt++fRsaNIjFYnR2duLs2bMkhSodLBYL5ubmUFFRgVdeeQUOhwNtbW2kEexm4nQ6E4w6Ojs7U54v9A10OfPz89Dr9Th06BD5/UQiETgcDtjtdlI/ZDKZSOoig8GAVCpNEEXrRUCmpqYwPj4OFosFkUiEHTt2JLVLpwmHw7BarbBYLLDb7aT3VWNjI8Ri8brfs0QigUQiQVNTExwOB/R6PQwGA6mro4nH45ienkY8Hl+3RmgtnE4nnE4nxsfHIRAISGQok8a1lxssFgsNDQ2oqqrC2NgYdDodzGYz1Go1GhsbU577HA4HO3fuxOzsLEZHR0nT1Fgshv7+ftKENdl3QUe9X3vtNXi9Xpw8eRL79u3LyPykqqoKp06dWjftjsZ65CRmvv8YLP84BjAZQOxfoidX4udf66LiwOIf/wHDU3+HqLkONZ/+ICpuuRHMHKfL5slzOfOe97wHf/vb35L+dp955hncfPPNqxq/p0NeAOW5bMmVALJarTAajQD+3TmcFkBsNjvtAT/teGY2m1P2o1kLWgClO7tJd08/e/Ys9u/fv6rGJFnNycrB4Eq0Wi3pt7Oy6FilUmF+fh6hUCjjQT6LxUJVVVVCfyWDwQCNRoPZ2VnodDoASwPt6upqNDQ0pByY0rP2r732GrRa7YYcooCl9Lr6+nr09fVh3759a55TtI31M888A7FYjOLiYoRCIWg0GuzYsSPndT4rCYfDOHv2LBlA1tfXr+lkt7wBajAYxMDAAGQyGXbt2pVwM+FwOFCpVOS8jcfj8Hg8sNvt5EEP+GkEAgGpI5LL5ZBIJESkmEwmnDx5EsFgEO3t7di7d++q4xqPx2G320laG0VRKCoqQnl5Odrb27MWEQwGg+xXW1sbrFYr9Ho9jEYj6Unk9/tJD6VcEAgEMDs7i9nZWbDZbBKpKiwsfEP2n+HxeNi6dSs0Gg1GRkaIqK6rq4NGo0kaLWQwGNBoNCgsLMS5c+cSUmKNRiOcTic6OjqS1vlwuVzs2rULJ06cQDAYxMmTJ7Fr1660U9okEgkKCgpgMpnWNFMI250YvuN+GP7nr2CwWEupbbHNTZKhoktGNd6xaQx+8m7M/eQJdDz+MCRbsq8nzZPnjcTU1BQ+/vGP4+c//3nC8nvvvRff+MY38LGPfSyr9eYFUJ7LFrfbvWEHOIqiEmbTCwoKEtI0Ghoa0h7s0+5RdDf5TMmmpqmurg4OhwPnz5/H9u3bE57LJAIUiUQwMDCAQCCAvXv3Jh1YFBYWgsFgwGKxZGUXXF1djenpaVAUhWg0isXFRSwsLJB0sbKyMjQ1NaU1YFQoFKisrMTo6ChKS0uznsWnaWxshNvtRk9PT1Ix6fV6MT8/D51Oh0gkApVKhauvvhrnz5+HVCpFd3d31rVf6UJRFM6dO0fSu+joyFq43W5UVVVBp9NBq9Wira0tLQc/JpMJqVQKqVRK6swCgQCJENnt9oSUM2BpskAmk4HL5eLVV1+Fz+eDQqHA9ddfT84nt9sNi8UCi8WCQCAAhUKBwsJC1NbWbvg7TAaDwSBiJB6PY3Z2FlqtFhKJZMPCORX0uU031aYjWXTj2s2OEF5IxGIxdu7cCYvFgpGREWL13tTUhPLy8qRRO4lEggMHDhCnRJpgMIhTp05Bo9Ggubl5lQAWCATYvXs3XnvtNfh8Ppw4cQK7du1KOx2nqqoK8/PzKe8Zpr8dwcBHvoKwY2kmmcpBD6qM+Fc1gndkGid23Ij6r30StV/6aD4alAcUgwmKcZFd4C7i9l944QXs3bsX3/zmN3HXXXfB5/Phpptuwosvvojf/OY3uOmmm7Jab14A5bks8fl8ZAC1Eebn5xNmIgUCARlgrmcykAyNRoPXX3894+gURVFkPzKNanV0dOD48eOYnp5GbW0tWZ5uBMjpdOLcuXMoLS1FZ2fnmrbECoUCZrM5KwEkEAhQXFyM/v5+6PV6RKNRcDgctLS0oK2tDXK5PKP1tbS0wGg0YnR0FFu3bs14f5bDYDDQ2dmJEydOEMcpiqJgMpkwNzdHLKb37duH06dPo6SkBL29vSguLl7TyjmXjI+PE3EuEAjQ1bV+zYDVakUkEkFRURF27969of0UCAQJvYii0SicTmdC6tzMzAwmJiYwOTkJHo8HtVqN48ePIxqNIhaLQaVSobi4GG1tbTlzb8yEhYUFqNVq7NmzB1wuF0ajESaTKaX1fS4IBALQarWkHk8ikRAxpFQq3xDOckVFRThw4AB0Oh3GxsbQ19dHjBKSmaYwmUy0trZCpVKhr68vwQBmZmYGVqsVXV1dq66FIpEI+/btw8mTJxEIBPD6669j+/btaRmzlJWVYXh4eFU9wfKoD5gMIH5xy6Jp4TVx7w+w+KcX0PHYt/PRoDxvampqavDcc8/h0KFDYLPZePLJJxEKhXDq1Kk13XDX4/K/8uZ5U2KxWCAUCjeUXhIOhzE2NpawjB5QUhRFXMcyQalUQiKRYGZmJqNBud/vJ2lNmQogDoeDbdu24bXXXoNMJiODgfUiQPF4HBMTE9DpdClTT1aiUqlIFCfT2huDwYCFhYUEa+TKykrU1NRkLH6Apc/X1NSEwcFBqNXqrNaxHA6Hg+3bt+Pll1/GP/7xD7DZbBQUFKCqqgplZWVgMpmYmZmBzWaD3++HRqNBS0vLBSlcNplMmJycBLA0eKTtwNeCbsR62223bfjYJIPNZpOBPLAkLl577TUwmUzweDwwGAzSwFQqlUIoFMJmsyESicDr9UIqlUImk6VV35MLpqenSUSM/o2IxWLU19cjGAzCbDbDaDTCYrGQ3+Jm4Ha74Xa7MTMzAwaDAblcjsLCQhQVFUEmk1229UMMBgNqtRplZWXERvz1119HSUkJmpubkwreoqIiHDx4EP39/SQNGVg6RseOHUNzczNqamoSzg+hUEgmItxuN06dOpWWuQaLxUJFRQW0Wi2am5uXttM/htPXfRhh278E8EUWPwlQFLzDUzix80a0/+Q+VN7yrou9R3nyXDQ6Ojrwpz/9Cddddx127tyJv/71rxsugcgLoDyXJWazOetGmDQDAwNJU8IEAgFEItGatRVrodFoMDAwgObm5rTTepZHobL5UUskErS3t6O3txcHDhwAn89PGgGiP6/D4UB/fz+kUikOHjyYdu2KSqXC6OgoXC5X2g5sNpsNIyMjcDqdJE2KdvRiMBiYmZnJKqIELKW10IYI+/fvz3ogTVEUrFYr5ubmSN+ja665JiHFLBKJ4NSpUwgGg+js7EzLTS8X+Hw+9PX1kb/b2trWPPaBQACDg4OIx+PYtm3bpogfGoqi4HK50Nvbi97eXkSjURQUFODgwYOorKwk9tt0/dDyBw2LxSLpdvS5kQsb7uV4vV5MTEyAz+eTwe9y+Hw+1Go11Go1YrEYLBYLTCYTjEbjunVzG4GiKFJjNTExARaLBaVSSVLmLpQ4zCVsNhuNjY0JRgkmkyllbR+Xy8X27duh1WoxNDREmjfH43EMDw9jcXER7e3tCalufD4fe/bswZkzZ2C323H27Fls2bJlTTc5YCkN98SJE6ipqYH/3AjOXH8bYv7gv00OLjHoaNDAR76CiNMDzR23XNwdynNRoMAAhYt7HbjY2weAQ4cO4be//S1uv/126PX6DfVdBPICKM9lSDweh9VqRXd3d9br0Ol0JEd/JUKhMGXPn3QoLy/H6Ogo5ufn0x4kZ+IAl4qKigrY7Xb09vZi9+7dScVXIBDAyMgIDAYD2tvbMxZ5EokEPB4PZrN5XQHk8XgwOjpKnMRYLBbq6urQ3t6OwcFB8jqXywW73Z5VOiODwcCWLVtw/PhxzM/PZ9xfhu7zMj8/DyaTierqanR2dmJmZgZTU1MoLS0lA69jx45hdnYW73//+zNOjcyWWCyW0EiysrIyZe0KRVGYn5+HwWBAW1sbGVjnGr/fT+p46N5CXq8XGo0GbW1txGGturoaPB4vwVwBWKr1oEUQLY5W7ivd2FQmk5F/s432UhSF8+fPIx6Pp9WQlsVioaSkBCUlJdiyZQtxxDMajRn3GsqUWCwGs9lM3BB5PB6JshUWFmbdx+ZiwOfz0dHRAY1Gg+HhYWJ2Ultbi5qamlXfg1qthlKpxLlz5xIEst1ux7Fjx1BdXY3GxkbyPg6Hg127duHcuXMwGo3o7+9HKBRa85orEolQXV2Ns48/Bc8XH0E8HM2ts9smMvrFBxHz+1H/ldsv9q7kyXNB+fCHP5zwt0AgwOHDhxPaO/z617/OeL15AZTnssNut4OiqHWb8KXC5/MlGB+spKWlBdFoNNvdIwPpubk51NbWppXSkm39z0ra2trw2muvYWxsbFWBvMfjIdGWK664ImvHMpVKBbPZjIaGhqTPB4NBjI+PQ6fTkVS5qqoqYihBp94tz/ufnZ3Nup5LJpOR2ebS0tK0iswdDgfm5+dhNBqhUqnQ0dGRsP36+nq4XC5iijAxMYHjx4/jP/7jPy6Y+AGWopRutxvAv6N8yfD5fBgcHERhYSF2794NBoOB+fn5nLgkRiIRYk9ts9nA4/FQVFQEjUaDmZkZ+P1+CIVCdHR0IBKJIB6Pg8FgpIzq8fl8IjBoAoFAQnSIFlY2m428hsPhJESJZDJZWpMFc3NzcDgcKCsrS9vmnGa5o1xzczN8Ph8RQ/R1aDMJhUIJRhNCoTBBEG2GcUSukUgk2L17N8xmM0ZGRjA+Po7p6WlUVVVBo9Ek2KkLhULs3bsXExMTmJqaIseXoijMzs7CYDCgpaWFnFssFgvbtm3DwMAAtFotxsbGEAwG0dbWljJypnKHMP2Fh4FI9NJKeUuDiXseBVskRM1nbr7Yu5InzwVj5XX2qquuSro8U/ICKM9lh9lshlKpzMp1Kx6Po6+vL6XAEQgE6OjoSEg5yoaqqipMTk7CYDCkld6VKwHEZDLR3d2NY8eOQS6Xg8lkIhKJYGFhAU6nE9XV1WhpadmQXXNRUREWFhYQiUQS1hONRknuP53Gkiz/n8lkoqqqChMTE2TZ4uIiAoFA1tGvpqYmLC4uYnR0FB0dHUlfE4vFoNfrMTc3h0gkgqqqKhw6dCipYKJNEY4fP44//OEPsNls6O7uJn2LLgTz8/NYWFgA8O/6pJXnPEVRmJmZgcViWWUs4PF4skoTjcfjcDgcxJ46FouhsLAQJSUlaG1tBYvFQiQSQU9PD2w2G9hsNrZv347CwkIcP34cAFBcXJzR4FwgEEAgECQ4dPl8voQokcvlgtVqhdVqJa/hcrkJUSKpVJpwDgUCAYyOjoLD4WyoWJZGKBRCo9FAo9EgHA4n1A1tZNIkXXw+H0nRpPeH7sskl8sv6ZQ5lUqFoqIiUs82PT2N2dlZVFRUoK6ujkT4mEwmmpqaUFpaisHBwQSDilAohL6+PszPz5O0OAaDga1bt4LH42FychJzc3PweDzo7u5e9dv2jE6j59oPA5HYZSd+aEY+/wA4cikqPvCOi70reS4Qb3YXuMcee2xT1psXQHkuO8xmMyorK7N67+Tk5JqOT52dneDxeKAoKqtCfxoej4eKioq06lsoiiKpNblwxiooKEBXVxfOnTsHu92O+fl5yGQytLW1gcViIRwOr9vEci2USiUoioLT6ST2wnT/ILpeQi6Xo6WlJWVUp7q6GlNTU6TYnKIozM3NJa3PSAcul4vm5mb09/dDrVYnbNfr9WJubg4LCwtQKBRoamoi9UdrQRfzj46OQiqVYs+ePVntWzY4HI5VzU5Xpj+53W4MDw+jpKQEO3fuXPV5MnEi9Hq9JK3N6/VCLpejqKgI1dXVq84V2q7Y4/GAz+dj586dkEgk8Hq9JHUp25qu5dAmJ3Q6KkVRRBTRgsjlciWkjAFL6XN0U9SpqSkEg0Hs3r075/bTXC4XFRUVqKioIGm59DFcXtO3mdCCiBbKdI3dclG02b2pMoHBYJDon81mw+TkJHHIo/tx0TbtUqkUe/fuhU6nw+joaEItVrK0uKamJggEAgwNDcFms+HYsWPo7u4m14J4JIK+938WMV/gskl7S8XgJ74G+a4OCOurL/au5Mlz2ZIXQHkuKwKBADweT1Z9dux2O3HSSkZ9fX2Cg1okEtlQiklNTQ2OHj2a0IwyGRtxgEuFXC5HOBwmDQOXF8Kn6gWULnw+HwKBAA6HA9FoFKOjo/D5fACWBq3Nzc3r9mfi8XgoKysjAzdgKeLR0NCQdT+dyspKYoiwb98+YmHt9XqhVqtxxRVXpB1hisVi6O3thc/nQ3d3N6anpxEMBrPar0xZ2ey0oaEhoVYrHo9jcnISTqcTW7duTVoXEg6HiSFBMgKBAGw2G6xWK+x2O4RCIYqKitDU1LTmuerxeIgRhEgkwq5du8gxXR6tytZAZC0YDAZEIhFEIhERWLR9PC2IaIc12lRgZmYGUqkUg4ODmJ6eJsKIfhQUFOQkYsJkMhNqnYLBIGw2G4mi0db6m000Gl0VJROJRAmCSCQSXRJRIqVSCaVSCZfLhampKdI7qaioCHV1daTvmFqtRmlpKcbGxjA3N0fenywtrqqqChKJBL29vcQmu6WlBRqNBlPf+hk8w1Ok387lDBWL4fyHvoQ9R/9nqWFrnjc0FIMB6iL/Zi/29jeDvADKc1mxsLAAoVCYsVCIRCI4d+5cypxRmUyWUNPC5/MRDAY3JIAkEgnEYjH0ev26g0qaXAggs9mMgYEB1NbWor29HXa7PUEA5cLViqIoHDlyhMzOc7lcNDY2Qq1Wp23jq9FoEgRQJBKBXq9f18kpFXSn+WeffRY6nQ4ajQbV1dUoKSnJyFo4EongzJkzCIfDaGlpQV9fH6688kqcP38eIpEorUai2UI3O6XFVlFRUcJ56XQ6MTw8jMrKyjWboNLRH3qgSw/IacHD5XJRWFiIiooKbNmyJa3jY7fbcebMGUQiESgUCuzYsYNEFyiKgk6nA7BkAnKhrJwZDAYRM8txOp14/vnnoVar0dLSgnA4DJ/PB7/fn2C3zGKxIBaLVwmjjUZN+Hx+Qs8kn89HxBDdm+lC4fV64fV6yffD4XASokQymeyiRonoRsI+nw/T09PQ6XSwWCyQyWSoq6tDSUkJOBwO2tvboVar102Lk8vlOHDgAM6dOweLxYLh4WGYTp2D/Zs/ekOIHwCgojE4T/dj9ge/yzvD5cmTJXkBlOeygaIoaLXajJ2+AGBwcDDlLCyLxUJXV1fCoI3H4yUU6WdLWVlZQt+JZOTCAQ5YGrgPDQ3B6XSiu7sbcrkcLpcLL7/8MkwmE5mV38jgy2w2Y3x8HHNzczAajaisrERdXR1qa2szbugolUqhUCgS3L/m5+czFkDxeBwmkwlarRYOhwOFhYXgcDjYsWNHxvsUCARw+vRpsFgs7N27Fz09PaioqEBHRwdisRh6enpw4MCBTSs+T9XsNBaLYXx8nESk1kthpKMOAwMDsNvtpGdPWVkZSYXMhMXFRZw7dw7xeJw0zF2+DqvVSkRbtumpuWR6eppEqGjTilgsBq/XS6JE9GOlLTewJGBWiiKhUJi1sKPT+aqrq0FRFNxuNxFENpttU/sOrSQSiZBUPRqxWJwQJcq1DXk6CIVCbNmyBQ0NDZidncXc3BzOnj0LkUiE2tpaVFRUpJ0W19DQgJ07d2JiYgITI6OwffUHYLwxtE8CY3c9guK3HcynwuV5U/Dwww/j9ttv31D/x+XkBVCeywZ6kJXpAGu5i1Iy2traVv2g6AjQRikvL8f4+DgcDkfKfiy5MEAwGo0YHBxEZWUltm7dSgZqBQUFqKurw/j4OIRCIUQiUVYCyGQyYWJiggwUpVIpwuEwdu7cmbUbH7BUC7RcADmdznVTBmncbjd0Oh0WFhYgFouhVquxbds2RCIRHDlyBJOTkxnVFLndbpw+fRoSiQTd3d2wWq1wOp3o6uoCsNSI7bXXXsPZs2exa9eunEc5jEZj0mandrsdo6OjxMAiGeFwOCHCMzc3B5VKhdLSUrS0tGQsBJczOztL6pGqq6uTOmzRkTyRSJR2f6jNwmg0wmAwQKFQJEyWLO83tJxQKLRKFHm93lW1RUwmEyKRiAgiOh0v0zQ6BoNB9qOurg7xeBx2u53UELlcrk13l1uJx+OBx+OBVqsFsBQlksvlkMvlZF83UjeYCXSvprq6OszNzWF2dhb9/f0YHx9HbW0t6de0VlqcTqdDTU0Namtr4X/sGRh0xtQbvJyJx/OpcG8C8n2AlnjwwQdx55135mx9eQGU57Jhbm4OpaWlGc2++/1+DAwMpHy+tLQ0acSBz+evaZaQLkKhEFKpFHq9flMEUDgcxuDgILxeL3bs2LFqcMfhcCASiVBZWYnJyUm0tbVllAJnMpkwPj4Ol8sFYGkQWV1djZqaGhw5cgR+vz/jfV5OaWkpOBxOgijT6XRobW1N+vpIJAKDwQCtVkvE8L59+xIELN1vaHJyEmq1Oq3ZIovFgrNnz6K8vJxYTY+OjqKmpoZE5Wi3s2PHjmF0dDTlPmbDyman7e3tEIlEGBwcRCQSwfbt2xPO+0gkQgSPzWYDk8mEUqmESqVCc3MzOBwONBrNhpoFUxSFsbExTE1NAQAZlK4kGo2Snlq5MD/YCJFIBIODg2Aymdi6dWtawoS29V5+rOLxOHw+3yphRD+Ww2QyyeTCykc6wpPJZBJb66ampoTvljaluNBEIpFVApDL5RLxJ5VKiQjcrHRHDoeD+vp6aDQa6HQ6TE9PY3h4GBMTE6iuroZarU6ZFheNRjE5OYmZ/iFQj/52U/bvUoBOhTP+5WWUvvNw0tccPHgQR48eTVgmlUrR1dWFe+65B1dcccWm7+ctt9yCV199lYjV6upqHDx4EI8//vimbzvPG4drr70WDz30ED70oQ+tW2ecDnkBlOeyIBgMwmQyYffu3Wm/Zz3Laz6fj61btyZ9LlcpcMBSFGh6ehqtra2rBmTxeJwMcDIVQAaDAcPDw6iqqkJnZ2fSgQg9aFapVPB4PJienkZtbe266zYajZiYmEgQPjU1NdBoNMRNSyaTweFwZF2zAywN/ioqKjA7O0uW6XQ6NDc3k89DURRsNhu0Wi1MJhOKiorQ2Ni4ppNbbW0ttFotRkZGsH379jX3QavVYmBgAI2NjaSJolarTdpUkXbYO336NORyOcrKyrL+7DR0s1P6PK2srIRAIMCpU6dIDUQkEoHJZCKCB1gqIi8sLExoDkmTiQNcMuLxOPr7+7GwsAAGg4GOjo6U4mZxcZHYnl9sATQyMoJgMIimpqYNOSoymUyIxWKIxeKEpsjhcBgej4dEiegHHUFZCZ/PTyqM+Hx+ynOXw+Ek9EkKBoNEDC1PNbzQhMPhVQYLy6NitCiSSCQ5TRGlJ12qqqpgMBgwNTWFyclJTE5OoqioCGq1Grt374Zer1+VFhf750kwYrFLYO56E2ExMf/jJ1IKIGDJRfLHP/4xgKXrjcViwU9/+lNcc8016O3tzelkTp48m8Xx48fxP//zP/ja17626jn6HpQJeQGU57JAp9NBKBQSl7Z0GBwcTEivWklnZ2fK4t9cpcABSwJoZGQENpttVbqY3W4n+f/pNgINBoMYHBxEMBgkFsSpWP75qqurMTo6isnJyZTCL5Xwqa2tXTWokcvlMJlMae3zWqjV6gQBFIlEYDQaIZfLodPpoNPpwGKxoFar0dbWltbgisViobm5GefOnYPVak2Zpjc+Po6pqamEAT5db1NfX5/0/FCpVGhoaMD58+fJLPhGWN7sVCgUElvxmpoa4lwYj8eJ4Kmvr1/zGKznALce0WgUZ8+ehcViAYvFwvbt29eMJNHpb4WFhRuqYdsoVqsVWq0WEokkLZGfDVwul7iXLScajSYIIvrh8/lWiQZg6fykzVyWCyOhULiqPovP5xO7bWDJ1MDhcJDHyojUhSQej5Oo2HJDE7qGarko2mhdEYPBIMYSdrsdWq0WBoMBFouFWJLv2rULFosF09PTCAeDYDx34g1jfJCSWBy2V0/DOz4DUaMm6UskEgl27dqVsOwtb3kLioqK8Pjjj+Phhx++EHuaJ0ve7H2AaH73u9/ldH15AZTnkoeiKMzPz0OjSX5xT8bU1BTJZ09GbW3tmrUrK9OyNgKfz4dCoYBer1+1TXpgxGaz13UXi8fjmJubw9TUFDQaDWpra9cdUCwfKNOpYTqdLsEUgaIokupGD6bYbDaqq6uTCh8ahUKB6enpVQ1RM4UeKLlcLtKE87nnnkNFRQXKysrQ3d2dVV1JeXk5ZmdnMTw8jAMHDiQcq3g8joGBASwuLq6qY5qZmQGANc02Ghoa4HQ60dPTg/3792ddY0P3J4rFYjAajeBwOFCpVJBIJLDb7SgsLERdXV1GM+orHeAyIRQK4fTp03C5XODxeNi5c+ea52UgECDn8MU0P4jFYhgYGCBNMS+UCx0N3X9n5XlKURT8fj8RQx6Ph4ijZOl0wJL5xcqIkVAoJFEjehl9vCORCJxOJxwOB+x2O5xO5wV1mUtGMBhEMBhMSKGjHfeWiyKJRJLVb0ehUEChUKC1tRV6vR5arRYzMzOYmZmBQqFAQ0MDHC+fxKLVmcNPdenCYLGg/fn/ouU7X0n7PQUFBWtGImm8Xi/uvvtuPP3003A4HGhubsY999yDt7/97eQ1v/zlL/G9730PU1NTKC4uxoc//GF89atfTfu7feqpp/DAAw9gYmICIpEI11xzDR5++OGcpDnleeNwxRVXIB6P4+zZs6QkYu/evVlf7/MCKM8lj8ViQSgUSju9ZnFxEaOjoymfl0qlaGpqWnc9uXRBKi8vx9jYGNrb2xN+rMvTmdbansViwdDQEMRiMfbt25f27P5KYcLn81FVVYW+vj7s378fbrcbExMTCcKHTnVbb9BN1zQ5HI6s+jKtXNfAwABsNhsKCgpQWFiIffv2bTi60tbWhuPHj0On05FUPTrC4fF4sG/fvoRUsXA4jKmpqXWd0hgMBrq6unDs2DH09/eju7s7o/2KxWKYnZ3FSy+9BLvdDr1ej+7ublx11VUoKSnZUNPObNPffD4fTp06Bb/fD6FQiF27dq17ni1vwHkxByu0Q15tbe1FN2FYDoPBIA5wK4lEIqsiRh6PB36/H4FAIMGlDVhKNxMIBCgoKEBBQQGEQiH5v0wmI1E6urEyHSGy2+0XpY5oJbFYLKnjHh0JE4vF5FiJRKK0RD+Hw0F1dTWqq6vhcrkwPz8PvV4Pu90O5q/+D2Axgdjl3fQ0HahYDNpf/x8avnEH2MLVv1mKokiKLZ1S/OijjyIUCuHDH/5wyvXG43G89a1vxcjICL7xjW+gubkZv/vd7/DOd74TL730Eg4ePIgHH3wQd911Fz796U/je9/7Hs6fP4977rkHOp0Ov/rVr9bd99deew3/7//9P9x99904cOAAFhYW8MUvfhHve9/78Oqrr2Z9TPK88TAajXj729+O8+fPQ6lUwmq1oqGhAf/85z+zSr/OC6A8lzyTk5MoLy9P64bodDpx7ty5lM+z2exVltcXgrKyMgwNDcFisZDISywWI4W7qaJRfr8fw8PD8Pl8aG9vz9hxLdkgXiaTgcVi4de//jXp25OJ8KHh8XgoKCjIWgDRfX+0Wi18Ph84HA5aW1vJ4F+v16/Z6yYdZDIZKioqMDo6itLSUsRiMZw+fRoAsH///lXOVpOTkxAIBGldTDkcDrZt24YTJ05gZmZmzQglHdmi06F8Ph9mZmZIE9wPfvCD2Llz54Y+K43H48lYOLpcLpw+fRqhUAgymQw7d+5M6zyge8uUlpZm3cB2ozidTszMzEAoFG74fLmQLHdaW048HidRI/rh9/vh8/nII9X6aEFEC6SysjLU1dWBzWbD5XIlpM6lqo280NCfaXl/JmDp8ywXRPT/hUJh0oizVCrFli1b0NrairmePoydHblQH+GSIOb1w/DU36H+8HtWPXfs2LGkx+yBBx5YczLw+eefx2uvvYZnn30WN9xwAwDgyiuvxNTUFI4cOYLOzk7cf//9+NjHPoZHH30UAHD48GEolUrcdtttuPPOO9etLzp+/DgEAgG+9KUvkeuxUqnEmTNnQFHUJdG092KTd4Fb4gtf+AIaGhrwyiuvQCQSweVy4ROf+ATuvPNOPP300xmvLy+A8lzSmM1mOJ1OdHZ2rvvaQCCAM2fOpOypwWAw0N3dnfbgkM1mbzi9i4ZuPKnX64kAstvtxO52pbCJRqMkja++vh7btm3b8I2Aoig4HA6SQkdb/e7fvx+1tbVZfU65XJ6RWx5FUbBarSQNj3YtKywsxPnz5xPqCHQ6HRoaGjb8uZubm7G4uIi+vj64XC6IxWJs27ZtVXqG3+/H3NxcRsdaKpWivb0dAwMDkEqlpDYkHo/D6XQS04JgMAi5XI7CwkJUVlbizJkz8Pv94PP52LlzJ3bs2LGhz7gcj8eTkfubzWbDmTNnEI1GUVRUlPTYJMPhcJDB+MUyP6DNGiiKwpYtWy6aCMsltLFAsutUPB5HIBAgTV3pB/23y+Ui9XvLYTAY4PP5RBzV1tYiHo8jHA4jGAySFL1LCTq1b2XECFiafFkpjGhLchaLBe7o3AXf34sOiwnri68lFUBdXV342c9+BuDf94Hnn38ed911F3w+H+6///6kqzx+/Dg4HA6uv/56sozBYODEiRMAgH/84x/w+/244YYbEgQ1nR734osvriuArrjiCtx1111ob2/He9/7Xlx33XU4fPgwrr322sw+f543PEeOHMHY2Bi5NkqlUvzkJz8hvd4yJS+A8lyyUBSF0dFRVFVVrZuKE4lEyAx2Ktra2jKKVNBGCLnqkl5eXo7BwUHEYjGwWCxSO8HhcBJSlmg3I5VKhYMHD27YUYmiKNjtdhgMBgQCAfD5fHC5XBw+fBgGg4F0Ws8GuVyOsbGxdWfq/H4/MTTgcDhJDQ3UanWCAKLrSzZi5QwsfY9KpRLPP/88Dh8+jB07diSNAI6Pj0MulxOBmi5qtRo2mw2vvvoqGhsbyYy9XC6HUqnE1q1bE87fI0eOoKenB2q1GkVFRdi+fXtOZzkzSYEzGo3o7e1FPB5HWVlZSjfBZNDRH4FAkJE5SS6Znp6G2+1GVVXVhvpRXS7QltuprN0jkcgqcbT8EQgESNrtclgsFvh8PqLRKCKRCEKhEILBIJhMJrhcLjgcziUlLkOhEEKhUFKTG4FAADz3MsBmAdHMnaEuW2JxOE6fT/oUPemznMOHD8Pr9eKhhx7CZz7zmaT3RpvNBqVSmfKaQJ9L1113XdLnDQbDuru9e/duPPfcc/jud7+LRx55BA888ABKSkrw3//93/jsZz+77vvfDFC4BEwQcPFNEGKx2KpzkcFgZD1GygugPJcsi4uL8Pl8q9xrVkJRFHp7e5Pa0NJoNJo1i9qTQVthb8ROeDklJSUYGBiAyWRCWVkZEUCFhYVgMBhwuVyk4eT27dvXNUVYD4qiYDAYMDQ0hEAgAGBpoFNRUYGrr76apOD09fXhwIEDWQ1wFAoFotEoPB7PKje6cDiMxcVFLCwswOPxoLy8fM3PpVQqIRQKE2aitVrthgXQwsICTCYTqqqqwGazk97M3W439Ho99u7dm9Y6KYqCy+UiKW10zcX4+DgOHz6c9Jzx+/149dVXodVq0dTURPoK5dIyOBMHOJ1OR6InVVVVaG9vT1uIxeNxMripqKi4KGkqXq8XExMTpHFmnqXJlGRmDMDSORsMBlMKJNr1ko4W0dc/+vlIJIJIJAKKosDlchMeHA4HXC53Qw13c0UgEABjcAKMN5P4+RdB3SIiTjc4svUbSQNLzZ2j0ShmZ2eTCiCZTAabzYZ4PJ5w3Tx//jyi0Sg5z5588kk0NDSsen+6k0nXXHMNrrnmGvj9fhw5cgSPPvoo7rjjDuzatStnqcF5Ln8OHTqET3ziE/jpT38KoVAIr9eL22+/HQcPHsxqfRf/apUnTxLoJozL+86kYnBwcFXB8HKKi4vR0tKS8T6wWKyU6XTZQDt86fV6FBUVkVQVsViMgYEBmM1mNDc3J/QdyYZoNEpckcxmMwKBAFgsFkpKSlBcXAyZTEYiPjU1NTCZTBgdHUVbW1vG2xKLxWCxWHA4HJBIJIjFYjCZTNDr9SR6U1tbC5VKlVZkQa1WJxhYGI1GhMPhrEXC5OQkJiYmSGQjlS32yMgISkpKUjarpSgKbrebpLR5vV5IpVIUFhaira0NIpEIfr8fx44dg1arTUj7oCgKc3NzmJmZQSAQIN9ve3v7hkXuStJ1gJuZmcHw8DCAJUe7TGtnjEYjcRq7GO5vFEWhv78f8Xgc7e3tOYvSvpFhMBgQCAQprcqj0SgRQoFAgDi5Lf9/JBIhrwsEAiR1LhAIgKIoEjFKJo7oB5vN3lzBHIsB84ubt/5LHFffMAoPpdcv7+TJk2CxWCnrF/fv349HHnkEzz33HEmDoygKt912GyoqKvCrX/0KXC4Xer0e73//+8n7BgYGcOedd+Luu+9e9/rwhS98AceOHcPp06dRUFCA66+/HpWVlejo6IBOp8sLoDyEb3/727j66qtJOrnVakVrayv+9re/ZbW+vADKc0mi0+kQDofX7ecxMzOD+fn5lM/THa8vlULK8vJy9PX1wWQykYZ0sVgMTU1NOHTo0IbSTILBIGZmZqDVasnglMvlory8HMXFxUlnZ+kml0ePHkVxcXHG0RYmkwmpVIrp6Wk4HA4YjUZIpVJUVFSgo6Mj44FpRUUFSakDliINCwsLGVmgA0s36YGBARgMBuzYsYN8rrm5uVW22HSDyUOHDpH30zU8druduGhJJBIolUo0NzcnjfAka5Lq9XoxNDQEhUKxVJvwLyGnVqs31EA2Femkv42OjmJqagrAUlpoNvnTdKqiXC5PmY61mSwsLMBut6O0tJQ0DM2zMdhsNrGmTkU0Gl0ljAKBAAKBABwOB2w2G1wuF3w+H1wuV1I7bjplhRZGHA4HHA4HbDZ71b9ZRZR0pjdl9AcAwGLCdW61AHK73Th16hT5OxwO49lnn8WTTz6Jj370oymv+29729uwe/dufOhDH8J9992Huro6PPnkkxgYGMAPfvADKJVKfOlLX8LXvvY1uN1uHDx4EHq9Hl/72teIJf16XH311fjud7+LW265BTfddBPC4TC+/e1vQ6FQ4Morr9zY8XiDkDdBWEKtVmNkZATHjh2D2WxGdXU1tm/fnvW4KS+A8lxyxONxjI+Pr1uYbzQaySx2Mvh8Pnbs2HFJpGXQFBcXg8lk4vTp0xgfH4dYLMbhw4ezbloJLDl4TU9Pw2AwEOEgEomg0WhQUFCQcONLhkAgQFtbG86fP4+DBw+mLVpcLhcWFhYwNjYGt9uNG264AU1NTauc1TKBz+dDpVIlNFjVarUZCaBoNIre3l643W7s3bs3YUDX2tqK48ePQ6vVoqqqChRFYWhoCJWVlfD5fNDpdLDb7QiFQsTUoLm5GSKRKC0RrVKp0NjYiL6+PpjNZgSDQbS3t2NiYoKkaEql0qyibemwlgCiRaFWqwWDwUBnZ2dW0cZQKET6u1yM6E8kEsHo6ChYLNamHcc8yWGz2SkNGmji8TgRScuNQGw2GxwOB5xOJ8Lh8Jr1mjQMBmOVMEomluj/s1gsYHoBFHAJDNcuDq6zQ6uW9fX1Yffuf4siPp+P2tpafPOb38QXv/jFlOtisVh4/vnn8eUvfxn33HMPvF4vtm7dihdeeIGs77777kNpaSl+9KMf4dvf/jbkcjmuvvpqPPDAA2lFuN/61rfiySefxCOPPIIbb7wRDAYD+/btw6uvvpp2c/A8b2xW9nSsq6tDXV0dgKWaaQBZTSheOiPDPHn+xdzcHCiKWnPQa7Va17S7ZrFY2LFjx4YG45tBKBSCzWZDb28vuru70dzcnLX4MZvNmJ6eTugyr1QqScoZg8FIWiScjIqKChiNRgwODqKrqyvl6/x+P/R6PWneWVFRgSuuuAKjo6OorKzMST2LWq1OEEAejwcOhyNletpy6Eae8Xgc+/btW5XuI5PJUFlZiYGBAQBL0ZChoSGSIqdQKFBVVZUyTSgdiouLcfToUbjdbrz73e8mxwv4t3X2ZhWUp3KAi8fjOHfuHBYXF8FisbBt27asezfp9XqS7lRWVrbRXc6YiYkJhEIhNDc3X3K/7zxLUWHabU6hUKy6jsfjcbjdblgsFlgsFiKKfD4fqTOizRjof9dq7EpRFHkwGAyoB8ZQxmSAEac2+6NeesTi8M8kDhY32ktHKpXixz/+MX784x+nfM3tt9+O22+/PeXzjz/+eMLfc3NzCX+/733vw/ve976N7GaeNzDV1dVkApKe5F3+N4PBQCyWedQ3L4DyXFIEAgGMj4+jpaUl5SDRYrGsaXcNAN3d3Tmvr9gIsVgMU1NTmJ+fR3l5OSYmJiCRSDJ2rqJTwmZmZkhEgcFgoKysDBqNZkNNILds2YJXX30VBoMhYWAbDodhMBig1+vh9XpRWlqKrVu3Qi6Xg8FgIBwOY3R0FA6HI2MHtWSoVCpSgE2j1WrXFUBerxenTp2CUCjEtm3bEiJZXq+XpLOZTCaMj4+TdJ7/+I//QH19/Yb3Ox6Pk6ay//mf/4menh4cP36cGFAAS3a0G4n2rUeyCFA0GkVPTw+sVis4HA527NixoZlV2v1tI+6B2eLxeDA7OwuhUJhxWmSezScejyMWi5HH8r9XPsdms1FcXIzCwkLEYjFEIhF4PB74fD5SW0T3QwoEAkQIrRRI0Wg0Yb0Skxml1JtQ/PyLWCB4sXchT46hGIyL7wJ3EcsIZmdnN2W9eQGU55KC7qeSKpyZjvhpbW3NyUA8VxgMBoyMjKCoqAhXXHEFmUH3+XxpC6BwOIz5+XnMzs4SYcBms6FWq6HRaDYUsaDhcrnYunUr+vr6IJVKSYqbzWaDSqVKaWbA5XIhFApzJoCYTCYqKytJnQqwdAzb2tpSimK73Y4zZ85ApVJh69at8Hg8sNvtsNls8Hg8EAqFUCgUqKysRHt7OzQaDV588UXU1NSQUPpGcDgcGBkZgVqtJo0F29vb8fOf/xwqlQqlpaVoaGjIOuqSDuFwGLFYLEFghcNhnD59Gk6nEzweD7t27VqzxmM9vF4v3G43AGzYrCMbBgcHQVEU2traLngz48uRlaJjPVGSbFkmf+eKlW529GRFKBRCIBBI+HfldpXTTjAYFuBNKoLyAijPG42qqiryf6/Xi+eeew5zc3MoKyvD9ddfn/XEb14A5blk0Ol0sFqtOHjwYNJ6i3TET3V19SUzM2y1WjE2NgYGg5Fg/+z3+0mEY70Ccp/Ph5mZGeh0OnKj5/P50Gg0UKvVOZ2Bp9OaXC4Xfv7zn2PXrl2oqKhAZ2fnutvJtCHqeqjV6gQBFI1GYTAYktac6HQ6HD9+HHK5HOFwGEePHoVUKoVCoUBjY2NSVzSVSgW73Y66uroNGWTEYjGMjY0hEAigu7ubpGRRFIXp6WmUlZVhbm4O1dXVSW1ic4nH40moVQoEAjh16hS8Xi8KCgqwe/fuDUefaOtr2tHwQmIwGGCz2VBSUnLBt30hoCiKRDPoyEY2j+Xi5I3CWrVH4XAYHo8HTqcTDocDkVAYb07pswT1ZjWAyPOGZ2pqCldddRUikQjUajXm5+fx+c9/HkeOHFm34W4y8gIozyVBMBjE8PAwmpqakooCs9mMnp6eNcVPSUnJJVEU7XA4MDY2hnA4jMbGxlUuVVarFRKJZM2Bt91ux/T0NIxGI1kmlUpRW1uL0tLSnM5+05Eeg8EAHo+Hjo4OSCQSlJaWpl3kLpfLMTIysm5D1HShIzbLa5i0Wi0qKysRDodJOlt/fz/m5ubQ0dGBtrY2KBSKtFzJxsbG0NnZiVAolNQWOx1sNhvGxsZQU1Oz6uI7NjZGbMDpgWkoFNrUmpXl6W9erxcnT55EMBiERCLBrl271rWTTwe64DTX5+B6RKNRDA8Pg8lkZnWj2yzi8fiGxMpK4ZInkeWpbsttt1c2d41EIuT4CUMBvJkVEEuQr4t7o5F3gVvizjvvxHvf+1489NBDYDKZiMfj+NKXvoTPf/7z+Mc//pHx+vICKM8lweDgYMq8/nTET2lp6UW3u3a5XBgfH4fP50NjYyNKS0tX7U8oFEpoGrq8wRxFUTAajcRSmoZOP8tlp3u32w2DwQCDwYB4PI6Kigrs2rWLDKCLiopw+vRpFBUVpSUo5HI5YrFY0oao2VJVVUUc2ejaD7fbDZFIBJlMBoPBAJFIhNtuuy0j+26z2QyLxYKDBw+iv79/lS32ekSjUYyMjCAWiyVtZGo0Gkn0islk4j3veQ8GBwfR29uL3bt3b5pwoAWQ0+nE6dOnEQ6HoVAosGPHjpxECt1uN7xeLwBccPODyclJBINBNDQ0bCiKlasoC/2g3qRpVhuBruMJh8OranpoW226t1AoFCKvSVcgxphMvJkVEDOJALrxxhtx7ty5VeYDwNL3sW/fPlx77bX4+te/vu76//jHP+Khhx7C2NgYpFIprrrqKjz00EMp05+fffZZvOMd78Arr7yS0LDyz3/+Mz7/+c/D5XLhgx/8IB555JGEFOc777wTXq8XP//5z9fdpzxvDk6dOoX/+7//I/dQJpNJXAizIS+A8lx0DAYDzGZz0kGoyWTC2bNn0xI/F6smwOPxYHx8HC6XCw0NDaioqEg5mF5cXGrQJxaLQVEUnE4nJBIJdDodZmZm4Pf7ASz9sCsqKqDRaNbt65IuPp8PDocDfr8fsVgMZWVl6OzshEwmW7W/CoUC1dXV6Ovrw969e9cVB3Sa2UYFEEVRpH7HbDZjaGiIpL8oFAqUl5ejsbERPT094HA42Lt375qWvCuJx+MYHh5GTU0NRCIR2traSPPS5XnGqTCbzZiYmEB9fX3SG77P50NfXx/5u729HXK5HNu3b8fRo0cxOjq6aREMj8cDJpOJ119/HbFYDMXFxeju7s6Z4xwd/eFyuTkV4+tBp4EKBAJSr7W8IH75Y/mgOtWyPJsDRVEJx5sWL+FwOOFBURRisRhCoRBCoVDCcxuNgjEYDMT4nEtgrvriwVUkmv888cQT+POf/5z0+hYIBHDTTTfhzJkzuPbaa9dd9//93//hve99Lz72sY/h/vvvh8lkwt13340rr7wSvb29qyLcNpsNH/vYx1atx2Kx4KabbsLnPvc5bNu2DR/96EfR1NREXjs3N4fHHnsMQ0OrLb3fjCyZIFzkCNAl0EuRzWbD7XYnTHi63e6se9HlBVCei0o4HMbg4CAaGhpWDfTTET/0IP5iiB+fz4eJiQnYbDbU19enJcLoQWRJSQlcLhdOnToFJpNJBmYcDgfV1dWoqanJScqSy+UivW2ApUhNQ0MDrr766nXf29jYiOPHj2NqampdlzTa+pZ2pksXuuGozWaD3W6Hz+eDWCyGQqFAQ0MDuFwucR0DQNICRSIR9u3bl7Ht9vz8PMLhMKnHkUqlqKysxNjYGMrKylJGSiKRCIaGhsBkMrFz586kr4vFYujp6UE0GgWQ2OxUIBCgu7sbp06dgkwm2xQDgbm5OfB4PHC5XFRUVGDr1q05/V3Q9T9lZWU5ibQutzheS7icP38eFosFtbW1eOmllxCJRPKRlwtMPB5fJWZWipzl3wuTyQSTyQSDwSDfM/0+2riAwWCQ1wkEAhQUFJBly/+le/xwudyEB93/hz7n6dcx+ifB7H9zRg0YHDYknf+eYDEYDPjMZz6DioqKVa89fvw4PvnJT5J7Ujrcd999uO666/DTn/6ULGtqasKOHTvwt7/9De9+97sTXn/77bcnvVa+/vrrYLPZuO+++8BgMPDKK6/gpZdeIgLorrvuwsc+9rGLYrSS59Ll+uuvx/vf/3788Ic/RE1NDaanp/GZz3wG119/fVbrywugPBeVwcFB0pRtOUajEb29veuKn4uR9hYIBDAxMQGz2Yza2lps2bIlrVn2QCAAq9UKp9OJaDSKhYUFBAIBNDc3k/S/ysrKDc/YO51OGAwGLC4uEseuuro6MkuSbsSEyWSiq6sLJ06cgEqlWtdWXCwWryuAIpEI6Rhvt9sRDochk8mgVCrR2tq6at+qq6uJAHI4HJiensaBAwewa9eujAf3kUgE4+PjaGpqSrgpNzU1wWAwYHp6mji4LcdgMGBmZgZNTU1rRj76+/sTmp22t7cnPF9UVITGxkb09/dDIpHkLLIHLPXGGR8fR3d3NzQaDVpaWnL6u3A6nSQ6uXxQEovF0oq6JFuejohxOByYm5uDRCIBn89HOBzO2Wd6s0CLCRaLBRaLlfB/+u/lYjTZIxqNErFCNx+l10MLFYqiEAqFEAwGE+pzKIoCm80Gm80m6Yu0oKFFzFqNTtf7ncdiMfh8PpjNZphMJji0elx3IQ7sJQgViULa9W8BdNttt+Hw4cPg8/mr+gHdcMMN2LdvH/7617+iurp63XXH43G85S1vwYEDBxKW05NJ09PTCcufeuopvPjii/jRj36E97///QnPMRgM8Hg8co3icrkk+tfX14cXXnghwQQnTx4A+Na3voUbb7wRzc3N5Jrztre9DQ899FBW68sLoDwXjdnZWZhMJuzbty/hJmc0GnH27Nk1B0jl5eXo7OzcVPGzcvuhUAiTk5MwGAyoqanBoUOHwGan9xMKBAI4fvw4+vv7EY1G0dHRAbFYjEgkgq6urg3PqjscDiwuLsJgMJAGldu2bUMsFsNrr72W9XrFYjEaGhpw7tw5HDhwYE1xJhaLSZSAJhgMErFD1zXJ5XIolUrU1NSsawogk8kgkUgwNjYGvV6PyspKiMXirCIb4+Pj4PP5q1JBaAE+PT2N6upqsk+BQABDQ0MQCoXYvXv3mp99dnaWzKTSzU6T7WN9fT2cTid6enpw4MCBtM+ftZicnERPTw/4fD6am5uz6mlEixM6JWnlAHh0dBTz8/NgsVgQCoVkwLzWBMVGicVi0Gq1YDAYaaUnvlFgsVhEMGTzWC5ulguc5cYBfr8/wUxg5ffIZDLB4/FSRqHD4TB8Ph/cbjdZVygUAoPBSIjWCIXChIgNj8cj4ikbKIoiNUIejwdWqxU2mw1er5e0B2CxWPAXcFHgf3OKZVn3khHQL3/5S/T29mJ4eBhf+MIXVr3u2LFjqyZp1oLJZOI73/nOquV/+tOfACDBgMhkMuGTn/wkHn300aT1Gd3d3XC5XHj22Wexbds2/O1vf8NHPvIRAMCXvvQl/Nd//deGetq90aAoBijqIqfAXeTtA0up+a+++ioZO1ZXV68ymcqEvADKc1Gw2+0YHh5GZ2dnQs2IVqvFwMDARRc/wNJNnsvlIhwOY3p6GjqdDmq1GocOHUqrqJyiKJjNZszPz8NsNmNwcBCRSASFhYVoaWlBSUkJjh8/njATli50/RAd6aFFz44dOxKO53IXtWzRaDQwmUwYGxtbs35FLBbDZrNhdnYWTqcTTqcTXC4XSqUSxcXFqyIv6RCPx+H1erG4uIj6+nrIZDKYzWby3aSL1+vF3Nwcdu7cmfRY19bWYm5uDuPj49iyZQtmZ2dhNBrR1ta2bk0T3QOIZq1mpwwGA52dnTh27BjOnz+Pbdu2pf0ZVkJRFEZGRjAzM4NAIIAtW7agvr6eFPrTYmZ5nUWqZWv93iiKwujoKCKRCEpKSuDz+bLe50wwGo0IhUIoKSnJSZ+rzYIe9OfiwWKxsrqu0cIglcjJNnIWj8cRDAbh8/kQDAZJxI/FYoHD4YDL5UKhUKCkpISInFxelyORCHF+o3tQ0c1SfT4f4vE4eDweCgoKoFKpIJPJliKrk25Q/VNgvMlSJVlCAQpql+yB77zzTjz22GMpo9aZiJ9UTE5O4otf/CK6uroSaog++tGPYvfu3fjABz6wKvIELN3Df/zjH+MDH/gA/H4/3v3ud+OTn/wkXnjhBYyNjeGvf/0rHnvsMXzve9+DQqHA9773PXR2dm54f/Ncvni9XgwPD2Pnzp2oqalBTU0NHnroIXz84x/Puul9XgDlueAEg0GcPXsWNTU1JJ2GHmStDKOv5EKJH2CpqDwSicBoNKKiogIHDx5Ma9AdDAah0+kwPz+PQCAAYCmawGazUVtbi0OHDpEZbYlEkrYNM0VRCZEeNpudVPTkGgaDgY6ODhw7dox0bgeWajjo3hsOhwMmkwnz8/Ooq6tDVVXVhmtQwuEwenp6wGKx0NLSQgbBtFteqma5yRgeHoZKpUrpFsdms9HQ0IAzZ86Q1Mbdu3eve56FQqGEOrXGxsZ1e9TQEaITJ05genp6VfrnSpYXl9PCJRAIYGBgAAsLC6Sewul04p///CcpNM8V9O8AWJqBuxCEQiEYDAZwOJxNqQPYaJRl+eNC1R9GIpFVFtC0yKFTzbKFTkmi6xHppqORSARsNhsymSynPceSQTeH9nq9RPTQ5/tywSORSFBSUgK5XA6ZTAaBQAA+n58YTW2rBwam3nRmcJLOVoDBwIc//GFcd911eNe73rVp2xodHcVb3vIW8Hg8/OEPfyC/g9/85jc4fvz4ugYGt956Kz70oQ8hHA6Dz+eDoij893//N+69916Mj4/j05/+NJ577jn09fXhhhtuwNTUVE7qYvNcfpjNZuzbtw8dHR14+umnASwZaTz66KN4/PHHcezYsYycYGnyAijPBSUej+Ps2bMQCoVobm4GsJTqcu7cuYSeN8moqKhAR0fHpoufWCyG2dlZnDx5EocOHcKBAwfWTdWiKApWqxXz8/MwGo1kMMLhcEjvGoFAQCI1NEqlEjabbc31OhwOEumhRc9yy+oLgUAgQHV1NV544QU0NTURO2SZTAa5XI6WlhZ0d3eDwWBApVJteKDs8Xhw5swZ8Pl8XHnllejr64PZbCbP6/X6tAWQ2WwmDXZTQdcRWK1WlJWVpdVMl6Io9Pb2Ihhc6ryuUqnSSj+jKAoCgQAajQanT59GIBCASCRKGaFZKWhisRimp6fhdDrBZDJRX18Pg8FAnLVyDR1F5PF4GTnubQStVguKoqBWq1OmHi6vGVlZT7Le8otpl78W9Hno8XgSIh9+v3/DDnYcDgcFBQUQCoUoKCgAl8tNsJ52uVzkXGaxWBtumpsO9HY9Hg/cbjcR8wwGg0SaJBIJqquroVQq044ExjTl4MTfXOqHwWZBsbsTP/rRjzAwMIDBwUFiyEJfP5bXcm2EV155BTfeeCPEYjFefPFF1NTUAFi6Lt9xxx34zne+A5VKldDfim7Ou/z3zGQyyb31iSeeQCgUws0334x7770XBw4cwIEDB7Bv3z7cddddOHXqFK644ooN7fflCxMULo7L7fJ9uFh8/etfR2dnJ37729+SZUVFRZidncW73vUufOMb38APfvCDjNebF0B5LijDw8MIBAI4cOAAmEwmgsEgzpw5A5fLteb7LoT4icfjmJubw/T0NFQqFTo6OrBly5Y13xMOh0m0Z3lqkEKhQFVVFcrKysBkMvHKK68AWBokL59JLSwsxNzcHKLRKJnBjMfjsNvtWFxcxOLiIrhcbtaiJ9mscDrHkDYroB9+vx8ikQg8Hg+BQAB79+5NWr8iFAozdoJbidlsRm9vL0pKSkgUqaysLEEAWa1WBIPBdYUpbXtdXV2d0iqTtraura3FO97xDpw7dw52u31dETc2NgabzQaKosDhcFBfXw+bzbZuutlyAwCr1Yo//elPaG1tTSu6GI1GMTExAa/XS6JWIpEI09PTmzJgpSiKCCClUpnz9bNYrFUixePxgMfjobW1Fbt27UopaC5VEZMOwWCQRDqWP+iIcTYsd1OjRc7yRzgchsPhIBbzHo/ngrvpRSIRuN1uuFwucg4LBALSeHl5MTyfz8/4O3a73bBYLLCHnOgUF4Dj8b9pLLGpaAzlH3gn/vCJW2G1WpPW3nA4HNxzzz1p9ftJxe9//3vccsstaGhowD/+8Y8Eh7kXX3wRTqcTt956K2699daE91199dWoqqpK2osoFArha1/7Gr7//e+DxWLBbDaT6y+TyYRUKl13gjTPG5fnnnsOr7/++qoIII/Hw/e+9z0cPnw4L4DyXNrodDpotVrs2bMHPB4Pbrcbp0+fJrOOqaisrMTWrVs3bcATjUah1WoxMzMDhUKBPXv2QCgU4uTJkynfY7fbMTc3h8XFRZL+xGazUVFRgaqqqoSUtOUNJFem8yiVSlIrBCzVPZjNZhQUFKCkpAR79uzZ0Kx7slnjlaksdO8dWuzQkQW5XA65XI6KigoiHtra2nD06FH4fL6kebcikWhDAmhmZgYjIyNoamoiPV+AJdtwuvMzzeLiIpl5TMVK2+vlhEIhDA8Pg8PhEGtriqIwPT2NkZERbN++nbha0SlB9L8Gg4HMsMZiMbS0tGRlNlFVVQW/34+pqSk0NTWtOTNLu9j5/X5wOBw0NTVBIBAQM4JMLcHTwe12k1nkVIKQrgdZK+qSKhKz8vPG43EcPXoUVVVVOHDgwKamdm428Xg8IaVr+YM+pplC17skEznLBUMsFoPT6YTdbodOp4PD4bgoDnqxWAxerxfBYJA0jhUIBCgrK4NQKIRcLgdFUaTOKBsikQgsFgssFgtYLBZkMhm6tm1D8a0C2P+/3wFvhkgQiwnFnm6Im2vxs5/9bNU1+N5770Vvby/+8pe/bKiJ8XPPPYcPfvCD2LdvH5599tlV94C3v/3t6OnpSVjW29uLj3/84/jpT3+KPXv2JF3vD37wA5SVleEd73gHgKWJQtoFLhwOw2azrZtanOeNi8PhSHne0hOP2ZAXQHkuCC6XCwMDA2hra4NcLofJZEJvb++6je8aGxuTDl5zQTAYxOzsLHQ6HYqLi7Fz504SYYnH46sGZ5FIBAsLC5ifn0+4wUilUlRXV6OsrCxpVIR2B2OxWAnNMwOBAIxGIxYWFmAwGLB161aUlJSgubk5Z0XfqdJmTCYTETyBQABisRhyuRyVlZVob29PmXZUUFCAuro6DA4OJm2QmswJLh3i8TgGBweh1+uxbdu2Vc4uHA4HKpUqYRaQduNLRTgcxvj4OJqbm4noowdb09PTmJ2dhVqtBo/Hw+joKBE3ZrMZAwMDmJmZgVwuX7XeYDCI4eFhcu7W1NRk3YiNyWSirq4Ow8PD0Ol0Kd3OQqEQxsbGEAqFwOfz0djYSGbDAoFAVrPlK1nZU4XD4SAcDqO8vBwSiQR79+5NKmhyWQMzOzsLr9eLmpqay0b8hMPhpCLH7/dnFWHhcDgQiUQJD1rspPpd+v1+GAwG4rbodrsvSq+k5QKMrlsrKCiAVCoFg8GAQqGAQqEAk8mEx+OByWTKqvkpRVFwuVyw2+2IxWKQSqVoaWlBZWUlqqqqUFRUBHPrFth/+CQQ31hz1cuCWBzVn/oAgKV75kqUSiW4XG7GpiunTp1CUVERamtrEQwGcdttt0EsFuOuu+7C6OhowmsrKipQUVGxKlJMT/41NjYmNV5wOp144IEH8Oyzz5Jl119/PR588EH85je/wdDQEGQyGXbt2pXRvr+RoMAAdZFjmRdz+0qlEnq9Pmk9qMFgyPpekRdAeTadQCCAM2fOoLy8HFVVVZidncXw8PCaN2gmk4mOjo5NKYD2eDyYnp6G2WyGWq1OWuNDDzSBpQv0/Pw89Ho9uVmzWCzyedaz61ze/NTr9cJoNMJoNCIQCKC4uBgtLS2gKGpTLvD0zOrywuLS0lLIZDLIZDKo1eqMU6dqa2uxsLAArVa7asAuFouJrW66A+NIJIKenh74/X7s27cv5cWsrKwsQQDZ7XYEAgEIBALE4/GECE0wGMTAwADMZjNkMhnm5+cRDAbhcrlIX5mSkhJotdpV2+HxeBCLxdDpdJDJZAnCIhaLYXJykpwHRUVFWRVfrtxebW0tJiYmIBKJVg0g/H4/xsfHEYlEIBQK0dDQkBDFo4/BSmj7YVrULP//ymWpojEmkwlcLheNjY1JmynmkmAwiImJCbK9S41wOAy3202cyLxeb4JBRCYwGAwUFBQQcSMWi4nYWS+SF4vFyOCfnsTYjNqv9eByuZBKpWCz2YhGo6T/TywWIzbahYWFKCoqQmFhIVgsFoxGI4nKZkM0GoXL5UIkEiGW9hKJBGq1GpWVleDxeHA6ncTMhLFnK3DiPBibaNd+KcBVKVH89itzvt7du3fj5ptvxuOPP47XX38di4uLAIDDhw+vem22qXUPPPAA9uzZg/3795NlO3bswIMPPogvfvGLUCgUePrppy9pJ8g8m8t1112HBx98ED/84Q9XPffQQw/hyiuzO/fzAijPphIKhXDy5EmIxWK0t7djcHAwaQ7wcrhcLrZv355zxymr1Yrp6Wkyw9zW1payD4vL5YLZbMbRo0dJM1FgaYBfXV2N8vLytFyRrFYrFhcXSaTF6XSipKQEbW1tUCgUYDAYWFxcxLlz50BR1IZn8YPBYELtztTUFOx2O0QiEYqLi0kEZy076/VgMplob2/H2bNnUVJSkpCXKxaLQVEUvF5vWrMyXq8XZ86cAZfLxf79+1fl+NI2vMFgEBRFwWKxJNTUeDweKJXKVQMqv9+P4eFhNDY2wmKxIB6Pw2AwwOfzJfT6SYVarcbQ0BCsVmuCwJmbmyN1GgUFBTnrTyOVSlFeXo7Z2VlSxwEsifWJiQnEYjEoFAps2bIFAoEgQcRwOByIxWISFaKFzUbPJbPZTAb3G0mbSZeRkRFEo1Fs3bp10x3H1oK2XqfFDv3IRmSw2exV0Rxa9KQ7QUBb3lutVlgsFjgcjk3tv7QSBoMBoVAIiUQCqVRKGtJ6vV5YLBbSIBdYqtspLS0loicej0Ov12NkZIREArKBrmEKh8NQKpVgMpkoLS1FVVUVmTDw+/3o6ekhkyQMBgOqW94Jy7FzGzsAlzpMJqo+/n4w1/jNPP7442uuItVk5PLlV155ZVZRxYMHD675vm9/+9tJl3/hC19I2r8oz5uPr371q2hvb8fc3Bze9773oaSkBIuLi3jqqadw4sSJVWmX6ZIXQHk2jWg0itOnT4PL5aKjowNnz55NKGRPhkgkws6dO3NW0E1RFAwGA7HXrq2tTdl0NBaLwWg0QqfTYXJyEqFQCMXFxaQIv6qqKi1RFg6HYTabYTQa0dPTA7fbjaKiIrz1rW9NKgrEYjGpF8ik3icej8PlchGx43a7weVySe2ORqOBWCzG/Px8wvtyMbgsLCyESqXCyMhIQn8GkUgEBoMBj8ezpgCKxWLQ6XTo6emBRCJBZWUlZmZmVtXbrJxdp2e+aaLRaFJjCK1WS5qout1uLCwsoKioKO0oRkFBAZRKJRYWFqBQKMBisbC4uEhyjVksFurr67NO/2IwGESo0GKmqqoKExMTCIfD2Lp1K3w+H4aGhrBlyxZUVlaiu7s76fZsNhtqa2vTslLPBDqVUSqVbrr7m81mg16vh0wmQ2Vl5aZuaznBYHCV0PF6vRkP9AQCQVKhs57QTgXd5NNiscBms2VdM5QNAoGAXEPkcjkkEgmCwSAxZXE6neS1dFovHemhmzsbDAb09vZuqA+ZVCqFQqFAIBCA2WxGPB6HUCiERqNBdXU1iZTFYjFMTU1hamqKCMOKigo0NDSgoKAAr//8j3CdHQQVfWOmwrH4XKhve+/F3o08m8ibPQWupKQEJ0+exGc/+1ncfPPNiMfj4HA4eOtb34rTp08n1AtnQl4A5dkUYrEYzpw5g3g8jq1bt+L06dMJkZRkFBYWYtu2bTkZoNPGBrOzsxCJRGhpaUk6QKTtqxcWFmA0GslAIxQKobCwEO3t7SgrK1s3LcXn85HUNrfbjcLCQhQXF6OyspLY+aYSBPRssMfjWXOgGQgEEqI7kUgEUqkUcrkctbW1kEgkSeuWVpKrYvnW1la88sorsNlsZBaWTn2jU8uWi5nl/9fr9dBqtSgvLwefz8fY2Fha21QqlQmDKr/fv8oNzul0wuPxoLm5GbOzs4jH46ivr8/4vKqoqMDAwABMJhOEQiEWFhYALImXurq6hGgVLWjSSTdbq2Fkc3Mzjh07hoGBAQBLM+pqtRpbtmxJGdHxeDw5t0SnJwOAzY/+UBRFeoa0t7dvitlJLBYjVsvLH5mmrxUUFEAikUAsFiekraWqzUmXQCBABI/Var1gKW20wxYtdhQKBfktud1uLC4uor+/n9Q8MhgMyOVykvopk8mIOYnZbMbY2BgRK9kgEAhQUVEBkUgEk8mEubk5UBQFPp+P2tpaqNXqhKi9yWTC0NAQiUIplUq0t7cn/B62/vJBHOt8e7aH6JKn5ZGvgF+aNwjI88amrq4Of//73xGJRGC326FUKlNm8KRLXgDlyTnxeBy9vb0IBALQaDQ4efLkugMNtVqN9vb2DRdUB4NBzM3NQavVQqVSYceOHUkHh3RUQK/XJ7jQFRQUoKKiAuXl5aipqUlaBA/8uz+PyWSC0WhEJBJBcXEx6urqSL671WolM8lr1TLRKSbLU0ToPH/attbj8YDP50OhUECpVK4agKciHRe4dKHT0QKBAHkAwFNPPYXm5mZi8Tw5OQlgKf1vJRRFYX5+HlarFbW1tRmnOUqlUrBYrITCabvdTgbp8XgcWq0WPB6PCKxsu0Tz+XxUVlbCZDLB6/WisLAQHA4Hra2tqK+vTxA4bDY7JwN3DoeDwsJC/PGPf0R5eTmuuOIKNDU1pXx9KBRCLBbLeX788uL0zRZAOp0ObrcblZWV69bTrQdFUQgEAquETqYOY2w2GxKJhDzEYjEkEsmGb7g0kUgEVquViJ5sHdAyhc/nJ0R3aAED/DvVbnZ2FouLi2SfGAwGioqKUFZWhuLi4oTrDn293UhdD4fDQWlpKSoqKhCPxzE9PU2uISKRCHV1dSgvL0+4N/j9fgwNDcFkMpHP1dLSkvQ6K2rUoPH+OzH2X8lTrS5XGGwWFPu3ozIf/XnD82aPAC2Hw+EkmElthLwAypNTKIpCf38/bDYb5HL5ut2gAaClpQW1tbUb2u5yY4PKysqkxgZ05GFhYSEhGsXhcFBWVoaKigoyIO/v71/1/mg0CovFApPJBJPJBD6fj+LiYnR2dhKXo+XQ5gc8Hm/dHipsNhtTU1MIBoNwOp2IxWKkyWhjYyPEYnFWA+xkg5JkESCKohAKhRAIBFaJHHpZMrtyiqLgdrsxMTFBBsoCgSCpLWU0GsXU1BQCgQCampqySqui7bmXiyubzUa2Tbv0tbe3o7KyMunMPF2gzePxwOfzwefzk/6fy+UiEAjgBz/4AYnElJeXo6urK+P9TpexsTFotVpUV1cjFoutm9ZGRw1zHTWh09/kcvmmNsSMxWIYHx8Hi8VaU+glg641czqdcDqdpKFmJuliy+tblj9yLShjsRjsdjsRPcvTyDYLBoOxKrqz8nNRFAWbzUbS2+jfOJPJRElJCUpLS1FcXLxq0sThcGB2dhYGgyGruhAmkwmVSoWKigqoVCpYLBaMjIyQ4yKTyVBfX4/i4uJVJiTL090YDAY0Gg0aGhrWFKeaz96CxT/8A+6+4TdMKhyTy8HWXz54WffDypPnYpIXQHlyyvDwMObm5sDj8WCxWNZ8LYvFQldX1yrL40yw2WyYnp6G2+2GRqNZZWwQjUaJ1fTy/aFvwJWVlVCpVKsiT8FgEFwul5ghmM1muN1uyOVyFBcXk/zyVEQiESKAVtYcRaNROJ1Oksrm9XpJ2kt3dzcaGxtzlqZGR4Ci0SgpIl5cXITVak0QO8FgMKu0FQaDgerqaoyNjUGpVILH40EgECAcDic4wfn9fkxOToLNZqfd9DMVCoUiQQAFAgH4fD44HA4MDQ1h//79aG5uTilsMmmiOTIyAplMBr1ej/r6emzdujXr/V4LiqIwODiI+fl5MBgMvOUtb4HD4cC5c+eSinmazUh/i0ajZGZ9s6M/s7OzCAaDqK+vX7NehqIo+Hw+uFyuBMGTiYUyl8tdJXRykb6Wan9dLhdJabPb7ZtuXMDj8RLEDh0tXUk8HifmLEajkUySsNlslJeXExODlYIiHo9jcXERMzMzWQs4uq8Y3TJAr9fj2LFjJPpdVFSE+vr6pBNG6aS7pYLBYqHjsYfeUKlwLY98BQL15puT5MnzRiUvgPLkjPHxcfT29oLP56+bKsLn87Fjx46s0pMoisLi4iKmp6cRj8dRV1eHbdu2JaRyWK1W6HQ6GI3GhEGSQqEgN+BkqWDhcBgWiwWjo6NwuVxgs9lQqVTkppzuYEmr1SIWiyEej0Mmk2Fubo4M3gCQ6E5zczNEIhGMRiPOnTuHoqKijGf0YrFYQqRmeeSmp6cHgUAgYfBFC4JcIRQKUVhYiPn5eTQ0NEAgEJB+OwUFBbDZbJidnYVSqURVVVXGaY4sFitBwFRXV5NZfg6Hg0gkgkgkgsrKSrS2tmL//v05mRWdnJzE4uIiiouLiZPeZgyW4/E4+vr6YDAYwGQy0d3djZKSEpSXl8PlcuHs2bPYs2dP0uPm9XpzLoCMRiM5XzZTAIXDYUxNTYHL5a6KAPv9/gSh43Q6047sMJlMiESiVWInnZTRjeD3+2E2m4lxQTb22JlAR3cUCsW6kbpYLAaLxYLFxUWYTCaybxwOB5WVlUT0JDvHQqEQ5ufnMTc3l1VtklAoJGnFQqGQ1GdOT08jGAyCwWCgrKwMdXV1Se8HmaS7rYWoUYPmB7+IkS88mPFnuKRgMVF4aHc+9e1NRD4FbnPIC6A8OaG/vx9Hjx6FQqFYN2VGKpVi+/btGaeZhMNhLCwsEGOD5ubmhBQhl8tF6nqW36jpG3BFRcWqfYvH43A6nSTK4/P5IBaLUVhYiH379mWU/kPb5zocDrz88suw2WyQSqWorKyEVCpFRUUFWltbk4rDVE5wdH+bZClptAFAqtx7en0ryVUdw3LKy8sxODgIh8NB0gH9fj+sVitMJhOqqqpWdfJms9mrojPJIjbJ9peiKMzMzJDvmh4MrWUWkAkmk4kYM7DZbFx77bXQ6XRwuVxZ1xQlIxqN4uzZs7BYLGCz2dixYweZ/WYymdi2bRuOHTuGkZERtLW1rXq/x+PJeYd0OnKpVCpzKpRXMjk5iUgkgtraWthsNiJ4nE5n2uKBxWJBKpVCKpVCJpNBKpVmZDG9Eegoj9FohMlkWtfkZaOIRCLitqZUKtet5aMjeYuLizCbzWQiiMfjobq6GqWlpaQpaTJcLhdmZmZgMBgyjl5xuVySVkzXUUajUUxMTGBmZgaRSARMJhNVVVWora1N2kg423S3taj+zM3wz+sx94PfZvX+iw2DxYJ4SyO6n/7/8qlved6UWCwWPPHEE5ifn8c3vvENHDt2DNdff31W68oLoDwbgqIonDhxAidOnEBVVdW6s9E1NTVoaWnJaIBis9kwPz8Pi8WC0tJSbN++nTiqBYNBLCwsYGFhgTgVAclvwDSBQAAWiwVmsxlWqxUCgQAqlQqtra2Qy+WwWCzwer1rip9k9QeRSARisRihUAgFBQUoKirCvn371myUuVzcmM1m9Pb2QiQSkWWhUCjrju6p0oM2I4rBZrOhVqsxNzeH7u5uiMViLCwsQKlU4tprr0VxcfEqYbOR/WCz2RgfHyfF08PDw7jiiis2XEQPLEVVzp37d++Q1tZWVFdXw/H5YBcAAQAASURBVOFwYHR0NGcNa8PhME6fPg2n0wkej4edO3euElcCgQBdXV04ffo05HL5qlnvXKfA0RFQYG3jjmwJhUJwOp0wGo14+eWXEYlE0m6ay2QyIZFISBNfqVSadW1ctsRiMVitViJ6NtOtjcfjkX46hYWFaU0YRaNRUs9D978Cls6j0tJSlJaWQi6XpzxmdHR9dnY2YwtrBoOB4uJiqNXqhGgSRVHQ6XQYGxtDKBQCm81GXV0dampqUgpsp9OJc+fOkQmcTNLd1tvHlke+jIjLA/3vngGyvLZeDBhsFgo0ldj5/K/BFm+uLX2ePJci586dw9VXX43m5mYMDAzgM5/5DN7znvfgxz/+MT70oQ9lvL68AHoTEbHbEJiZQsznA+JxMPl88CrV4JVVgJHFjGk8Hsdf//pX9Pf3o6GhIeksHg2Hw0FHR0fa9T7hcBg6nQ7z8/PgcDioqqrCli1bwGazEQwGiVPR8mJ7JpOJ4uJiUlhL34DpAmQ6yhMOh1FUVITi4mK0tbWtugm7XK4Ed7Jk9QehUAhisRgymQzFxcUJdTsnTpwggzOxWAy73Q6/308eyyM5y2dWzWYzotFoztKOkqUMsVisDQ0Y6XQ0gUCQ9HH+/HlwuVwIhULIZDJ84AMfyGkUIRgMYnh4GBwOB+3t7cSuORKJ5KRXTTQaRU9PDzl2lZWVqKmpAbBkUd3T0wOLxbKmqE2HQCCAU6dOEaG9a9eulL+foqIiNDY2or+/nziSAZvjAGc0GklD3tLS0g2tKxKJJER1nE4nKbKfnp6Gw+FAbW1tUvHDYDDI74t+iMXiCxLZWUkoFCJ9vSwWS0Z1R5nAZrOJ2CksLEx7sE9RFOx2O7RaLRYXF8n+iUQiInrWi1qGw2HSNiCZ2clacDgcqNVqVFdXr5o0os0N3G43mEwmamtr17SkpygKU1NTGB8fB0VR4PF4aG1tzakYZzCZ2Przb4LBZGDh8T/lbL2bCYPFgrBRg10vPA6uMrkzaZ43LhTFAEVd5BS4i7x9APjc5z6H7373u7jllltIr8NnnnkGn/vc5/ICKE8iFEXBe/4cbM/9Bd7+PkSdjqSvY/L5EDQ0Q3n4WsiuuBLMNHLlA4EAfv/738NgMJCC81QoFAp0dXWtO1CjHYlom+SysjJs27YNEokEPp8Pc3NzMBqNcDgSP4dCoSB57PSN1ev1knx8u90OiUSCoqKilI5tyzGZTODxeDCbzXC5XAgEAmRAX1hYiNraWvJ5o9Eo/H4/ETmLi4s4deoUSctaHpVaDz6fT6ylc0GygdpaqSMMBmOVuFn593rmBcXFxfj973+P+vp6qFSqnIkfiqKg1WqxsLCAlpYWyOVyMJlMjI+PQ6/XQ61Ww2w2k8F7ttvo6+sjBdkymQxbtmwhz5eUlEChUGB0dBSFhYVZb8fr9eLUqVMIBAIQi8XYtWvXuseprq4ODocDPT092L9/PzgczqY4wNHub4WFhRkbVdBGFHa7nVi3J8Pv98Nms6GgoAAKhQIMBgMikSghsiORSDYlUpkuXq+XRHk20sxzLWhHQzrKI5PJMvouA4EAdDoddDodMQag++iUl5enJaDcbjdmZ2exsLCQcZqbSCRCTU0NKioqVl1XPB4PhoeHSTSxrKwMzc3Na0bV/X4/+vr6yPEuLS3Fli1bcmYIsxwGi4UtP38AHJkUs99/LOfrzylMJqTdbdjx91+CI0vdXDpPnjc6g4OD+MAHPgAA5Fp5zTXXkLTtTMkLoDcgFEXBceRFGH/3a4QNeoDJAuKpZy3jwSB8g+fhG+jDwo8fRdF/vAvF7/9gSiFkMpnwP//zP/D5fGhubl6zuLi+vh6NjY1r3thDoRB0Oh20Wi24XC6qqqrQ0dFBmov29fWtyq9XKBRkdlMgECAajcJqtZIoD0VRxOWtq6sr5YxjIBBIiOz4/X5MT0+jqKgIcrkcVVVVAECiN3a7HQsLC+TvlfU3U1NTxDwh03QsgUCwStxthJURIA6HA5lMhpKSkqTRGx6PtyHxMDIygrm5Oezfvx9ut5tEuDY6a08PppRKJXbv3k3WV15ejpdeegkCgQCFhYUIBoNwOBwZ9xaimZycJM0/eTwetm/fvmrfm5ub8dprr8FgMGQ1K+10OnH69GmEw2EoFArs2LEjrb5MDAYDnZ2dOH78OM6fP4/t27fnPP2N7k0DrG9+QNfO0YLH4XCknQ5mtVqhVCqxd+9e0sB3M+rSMoHu60U3M96svjxSqZTU8SgUioxFHh3x1Ol0RFwwmUyUl5ejsrIybWFuMpkwMzOTtFfXeqhUKmg0mqTbCoVCGBsbg06nA0VRUCgUZMJiLfR6PQYGBhCNRsFisdDW1ga1Wp3xvmUCg8FA87f/C6KGGgx//gFQkcilZZHNZALxONS3vRfN3/4vsIWbZ0efJ8/lgEqlwtjYGFpbW8my8fHxrJ2E8wLoDUbEZoX2uw/B03Pq3wvXED+Ef+VCx/0+mP73d3C8+hKqvvRVCFvb/72aeBwDAwN4/vnnASwNBlMN3ng8Hjo7O1OmCtFObfPz86SR5bZt24jV6tGjRxMGIQwGA4WFhSgpKUFJSQk4HA4cDgfm5+dhs9lI2lpRURF27tyZdGBI1x/QD5/PRyIcXC4XSqWSOLLRQicYDKZdgxMKhYiAUalUGQ9uBAIB6auRqRBhs9mrBI3T6QSTyQSXywWXywWTyURRURG2b9+e0brXIxwOo7e3F16vF3v27IFUKsVf//pXWCwW4gSXDfF4HJOTk3A6nWhvb1+VIhaLxeD1elFfX0+Ol8FgyEoAGY1GjI+PA1g617Zt25Y0KqNQKFBSUoKxsTGUlpZmJO6sVitJr1OpVNi2bVtG5wiHw8G2bdtw4sQJTE1Nwe/351QAmUwmcu6tvKHQ5zYtdpxOZ1oRA4FAQBpuSqVSYm5QWFiY8/MwU+i+XkajkaTG5hraIZF+ZBvNcDqd0Ol00Ov15BjKZDJUVlaivLw87ebGJpMJ4+PjcLlcGW2fzWaTdNBUhgXT09OYmppCLBZDQUEBWlpa1k2jjEQiGBwcJDO4crkcnZ2da6ZT5xIGgwH1R/4ThW/Zi4HbvgLb0dMXZLvrwmSCX1qErb9+CIVX7r7Ye5PnIpN3gVvi9ttvx/XXX4+vfOUriEajePrpp3H//ffjox/9aFbrywugNxC+kSFM3/UFxAOZ5XCvgqIQNhkx+bnbUf6Jz6Lone+Gw+HAyZMnce7cOXC5XDQ0NKQcvNGpZskiQ8FgkER76OaSdPrS6dOnE/LP6QF7aWkpVCoVfD4frFYrzp07B6fTSdzaGhoaVs2mhsNhYk5ANx+kKApcLhccDocMXB0OR0Idkcvlgs/nS9rIcz2WDyCzceZabh+9PF2QyWSmTEmjH8lm0GdnZ0lEgybX6SQulws9PT3g8/nYv38/EQ1dXV341a9+BZfLlZUAstlsGBsbQ1VVFRobG1c9H4/HMTg4uMr1zWAwoLW1NSMB6fF40NfXR/5ua2tbU0Q1NTXh6NGjmJ+fJ/VB62E0GtHb24t4PI7y8nJ0dHRkFRmTSCTYsmULzp8/Tyyzc8Xi4iKApUFoKBTC4uIiET3pRESWN96krZmXn8cUReH48eMAlpofXwyCwSBMJhOMRiOsVmvOe/OwWCyoVCqoVCoUFhZuqIlsKBSCXq+HVqsl6YRcLhcajQaVlZXECCYdLBYLxsfHM44wC4VCVFdXQ61Wp3RjXFhYwNjYGILBIDgcDpqamlBdXb3u+W2z2dDX14dAIAAGg4H6+nrU19dflDqvguoK7HzxN9D+4imMfOHBixcNWh71+dYX82YHeS5b7HY77rjjDvz9739HPB7HFVdcgZ/85Ccbqi39zGc+AxaLhe9///uIxWL42te+ho9+9KP43Oc+l9X68gLoDYJveBBT/3UHqGgUyMVN/V/r0P/kURj1CxhSFmNiYgIikQi1tbVJxQ+DwUBTUxNqa2sTBqAURcFisWB+fh4OhwOlpaXQaDRwu90YGRlJmHllsVgoLi5GSUkJeDwenE4n9Ho9hoaGIBQKoVQqUVtbC4VCQWY9Q6EQFhYWyEyuzWZDLBYDi8UCm80Gh8OBQCAAg8EgPWNSHkefL6vZR7rPBrAUJUhXaDAYDNI8tLS0FDabDVVVVaiqqiKCJ9v+JclmtNOdKU6HhYUF9Pf3o7KyEm1tbQkDl4qKCshkMgwNDWV0wYtEIhgZGQFFUdi+fXvK40hb6e7ZswcnT54ky0OhEGw2W4I9+nrbW256QBdzr4VYLEZlZSUmJiZQWVm5bvqWXq9HX18fKIpCTU1NxgJtJRUVFXA4HPjLX/6SE0c62tmMTjVVKpVp1b1wOBwidhQKBWQy2ZoRrcXFRbhcLpSXl+fUSnw9AoEA9Ho9FhcXs27guRZ8Pp9cswoLCzc0gI/H4zCbzdDpdAkTKrS7WrKmzWthtVoxPj6ecR1TUVERampqoFKpUp6rVqsVw8PDxOCAtqhe7xoTj8cxMTGByclJAEBBQQE6OzuzTl3NFQwGA1Uf/f+h6PA+DH36Xlj+cQwMFgvUJpleJGybzQIVjUFYq0bbD7+ej/rkSeByjAC9613vglwux/T0NFgsFm655RZ85CMfwd/+9rcN7ccnP/lJfPKTn9zQOmjyAugNQGjRgOmvfCF34mcFsb/8Ee66Fihb2qFWq5PeEGm73uU3seXRHi6XC5FIBKVSmZDGASwNpIqLiyEUCsFgMOBwODAwMEBqO6qrq9Ha2opIJAK32425uTnixmW32xGJRFBQUACRSISCggJSIJ8NPp8vK4cvq9VKTAeWpw/RxgIFBQUQCoUoKChAQUFBQkRn+fH0+XyQy+VZ57QuJ5nQy0UEKB6PY3R0FHNzc2hvb0+aq0/P6Gq1Wtjt9rQGN3q9HnNzc2hoaFjzOwgEApiYmMCWLVtQWFgIoVCYEKHQ6/VpCSCKohKsduVyOdrb29d51xKNjY1YWFjAzMwMGhoaUr5ufn4eAwMDAJbq4ZqamtJa/3rU1dWBw+FgeHgYe/fuzeh8DwaDxKjAbrfD7XbDZrNBp9MBQEoBKBQKidiRy+UZGTDE43GMjY2ByWTm7BisRTgchsFggF6v3xQTA4lEgpKSEhQXF+fEet3j8UCn02FhYYHUUolEIqjValRUVGQ8CWK32zE+Pp5RjQ+LxUJFRQVqamrWTK30eDwYHR0ljUlLS0vR3Nyc1sSRz+cjEXxgScy3t7df9Bqw5RRUV2DHX38B3+Qc5n/xFHS/fApRj49EZ3IKa+l3W3zD1ai+/f9BcWBHvr9Pnsue3t5enDp1CiaTiUSqf/GLX5Asg0z5xje+se5r7r777ozXe+lcdfJkBRWPQ/vwA4iHQpsifgCAArBtbhLGAwcRT3JxLikpQUdHBzgcDuLxOCwWC7RaLaxWK/h8PnGsWj77yuPxIBaLweFwEIvFsLi4CIqiiDAoLi5GMBjEzMwMTp8+DY/HA7/fDwaDQcSEUChEXV1dTlMmYrFYxlESDocDr9cLhUKB4uJi7N69O0HoZLJ/YrGYuJBtlM2IAIVCIfT29sLn82HPnj1rFjfTbnsjIyPYt29fytfRnd4lEgl27dq1bl3M8PAwaSwLLJkhTExMkOcXFxfR3t6+7nEfHx+H2WwGsHQ+btu2Le3vis/no7q6GjMzM6ipqUl6XGdmZjA8PAxgqV6urq4urXWng9/vR2dnJ3w+H8bGxtZMKQuFQrBarbDZbLBarUnT2ejUqIKCAvB4PDCZTMhkMiJ2MolqJmN+fh4+nw81NTUbSgtbC7oHjl6vJymvuYKuQaQjPbmwHo9EIjAYDNDpdOT4s9lsVFVVobKycl3jgGQ4HA6Mj4+TaHQ6CAQC1NTUQK1Wr3l9iEQiGBsbw/z8PCiKglwuR0tLS9qRm4WFBQwMDJBr7JYtW3Jm+b8ZCOur0fLt/0LjvZ+F4ennMPfD38J9fhQAwOCwQUVWtxlYDwabBSoWBygKXJUS1Z94Pyo//B7wy4pzvft58mwKKw2peDzeqgmaM2fOoKWlBb/4xS/wk5/8BD6fD29961vxne98J6ttvvLKKwCW7ns9PT3o7OyERqPBwsICTp8+jcOHD2e13rwAusyx/e1Z+Ib6N3UbDADMWBTyV16A7fp3keVsNhutra1Qq9VwOBzQ6/WYnZ1FNBoFh8MhzUJpKIoCRVHEbSoajZICfRaLhWg0CoPBgEAgAJ/PB4qiiNhRqVQoKCjYVGtc2oFoJSwWiwiaZA+bzUaiLdu3b99Q9IbP5+csTSeZpXa26XTAUiH22bNnIRAIcODAgXXXRdcmeTweGI3GVcclHo9jdnYWZrMZra2tadU00EXrBw4cIMvKysoSBFAkEoHNZlszirS4uEhScJhMJrZv356xZXddXR3m5+cxPT29KqoxMTFBTBXa2trSrhVKF5/PB4VCgYqKCpw5c4aYMwBLwne54FlPUMfjcRJ53Lp1K7q6uiCVSnM2sRCNRjExMQE2m71mtCwbYrEYzGYz9Ho9TCZTTmt6OBwOVCoVSkpKUFRUlLP0UbfbjZmZGej1erK/hYWFUKvVKCkpyeoa53Q6EwR9OgiFQjQ0NKC8vHzdqIPJZMLAwACpT2xubk7bBZGiKIyNjWFqagrAUlPTzs7OnPav2kxYAj4qb74RlTffCO/ELFy9Q3D1DsHZMwBX30hizS0DAIO5ZCq0TIAzWEwIm2oh37EV0q5WSLvaIOlsBjOHKcl53rhcSilwlZWVCcvvuecefP3rX09YZrfbMTAwgO3bt6Ovrw9+vx8f+MAH8MEPfjCrFDhaAN1yyy340Ic+hI9//OPkud/85jf405+y6+eVF0CXMfFwGIu/+eUF2RaDolAwOw2PaRHh4iVTgtraWlitVvz5z3+G1+sFi8Uiwsfj8cDtdsPv9yMWiyEcDoPBYEAikZCBcTweh91uJ0WwAoGA1Pmo1eoL1geETlMLhUKoq6tDU1NTgsBZb6A/MzMDYGn2vLh4YzN5XC43Z25UyWb6s519p+t91Go1Wltb0xoc8/l8+Hw+NDU1YXR0FMXFxWSg5XQ6MTIygrKyMuzatSuttA/a+KCmpiZBLNENZ5f3nTGZTCkFkNvtTjA9aG9vz2q2ncfjoaamBrOzs9BoNCRCMjIygunpaTAYDGzdunXVDSMXeL1eiEQiUhty5MgR1NfXw+fzpdV7SiwWk3S2WCxGvs8dO3bk1FkOWGp6Gg6HE5oFbwS6plCv18NoNCZt+JstBQUFJLVNoVDkTARSFAWz2ZxgPS0QCFBZWYnKysqsf5dutxvj4+OrzE7WoqCgAA0NDaioqFj3dxcOhzE8PIyFhQUwGAzU1dWhsbEx7eMSjUbR19dH9o++vl6uaV6ihhqIGmpQ/r63A1jKwPBNzsEzPImY149YIIh4MAQGlwMWnwemgA9hrRri9kaw+NlPPuXJc6mg0+kS7r/Jxkf0su9///vg8/kQi8X45je/iZ07d5J7Vzb86U9/wq9//euEZTfddBM+9alPZbW+nAigs2fP4tFHH8XRo0dhsVhQWlqKq666Cl/+8peh0WjI62655Rb85je/IX/Tg96amhr853/+J774xS+umoV95plncN999xGv7w984AP48pe/vOpGOjc3hwMHDqC3tzftGo6RkRG87W1vQ19fX8o87rm5ubRmbx977DHccsstaW03U1599VUcOnQIr7zyCg4ePIivf/3ruPfee2E/8iJiHvf6K8gRFIMB4cA5cN7xXkxOTuKVV15BLBYDl8sFRVFwu91wuVxgMBhgMpkoKCiAVColRf60bXEoFCKRnZKSEhQUFGy68w+Xy00ZwaHT1IaHh1FeXp5RTr/b7SYDGo1Gs+Ebe64EUDQaTdqXJVODh3g8jpGREczPz6es90mFQCBAMBhERUUFpqenodVqUV5ejrGxMYRCIXR1dWUUdZmenkYsFkvqCldcXJww8DcajWhra1v1Otr0gK7Xoh2usqW2thZzc3MkCjQ4OIj5+XkwGAx0dXVtSopPJBLB/Pw8eDwejEYjsUjWarVobm5O+lsSi8VQKpUoLCyEUqlMuH7SNUpCoTDn4icUCmF6eho8Hg+1tbVZr4fu06PX62EwGHJqWS2Xy0lqW64/fywWg06nw8zMDJmQUCgU0Gg0KCkpyfp64fF4MD4+nlFOvUAgIMInnevt4uIiBgcHEQqFIBaL0dHRkdG1MRAI4MyZM8QkYevWrSRt9Y0Cg8mEqFEDUaNm/RfnyfMGQCKRrJut0dLSgng8jnA4TO7x9D13I6nJRUVFOHbsGA4ePEiWvfDCC1nfZzcsgH70ox/hjjvuwKFDh/Ctb30LZWVlmJqawsMPP4w//vGPeOmll9DV1UVeX1JSgj//+c8AlgZXLpcLR48exf33349//vOfePHFF8kBe/HFF3HjjTfiP//zP/Gtb30Lg4OD+MpXvgKLxYIf/vCHZJ0UReHDH/4w7rjjjowK2FtaWvD2t78dn/3sZxOE2XJKS0sTXKYWFxdx44034qtf/Sre9ra3keUbublni/XZP21OYWYKGBQFwdgwnnrySXD+lSITCAQQiUSIm5lMJgOXyyU3diaTCR6PRwwAVhb954r10tTSKbJ1Op0Z2/PS0R+6T8ZG4fF4CIfDWfUCWg7dGX45HA4noxn45fU+e/fuzbjYm46qURSF5uZmvPrqqygpKUFjY2PGaYJ+vx+Tk5PYunVr0u+yuLiYpNgAS4Mvt9udcKGmKAq9vb3k2CgUioSGatnA5XJRU1OD6elpuN1umM1mMJlMbNu2bcPRQJpoNAqbzUZS2lwuF/r7+1FbWwuRSAQmk4m6ujoMDQ1hYWEBarU6of+MUqlMGcWkKCqhmD3XTExMIBaLobW1NauIrsvlIqInWUpnNtD2+nSkZyNpoakIBoOYnZ3F/Pw8uT6Wl5dDo9FsyDTB6/ViYmIio87nfD4f9fX1UKvVaQmfUCiEoaEhGAwGMBgMNDQ0ZGxP7XQ6cebMGYRCIXC5XGzfvv2iu7zlyXO5QoEBiro0UuDS4S1veQs0Gg0+/OEP4/HHH0cgEMBdd92Fd7zjHRuaZPryl7+Ma6+9Fu9+97uhVqsxMzODZ555Br/97W+zWt+GBNBrr72Gz372s/jUpz6F73//+2T5wYMH8Y53vANdXV340Ic+hP7+f9eo8Hi8Vdat1157LXbu3Ikbb7wR3/nOd3DXXXcBWIqqqNVqPPHEE2CxWHjLW94Cs9mM733ve/je975HcrL//Oc/4/z583juueeS7ieDwUgZofnyl7+MyspKfPazn00Qaqn2d25uDsCS4MmFBe1G8I0NXzDxQ8MCoPC6MeH3o6CgAGKxGBKJBDwej6S30WInlwOL5W5qKx3VcrEtn8+XkasV/Z6FhQUASNknI1PoaBpdR5UtydLfMon+OBwOnD17FgUFBWnV+ySDzvF3OBxYWFhAJBIhNRWZMjw8DLlcnrLuQC6Xr4qeLXegAYCxsTFSHM7n8zMyPViLmpoa/POf/yTR4h07dqRtw52MaDQKu92eIHiWz5rRM2vLayjkcjkOHDiA+fn5jGqOnE4n6b2VC+fB5fh8PszPz0MoFGY0OeDz+aDX66HX63NmCEKLnvLychQXF2+a65jL5cL09DRpaMzhcFBXV4eampqMa8yWEwwGMTo6Cr1en/YMKo/HQ11dHaqqqtIWn3TLgXA4DKlUio6Ojoz6DQFLvbj6+voQj8chFouxY8eOTTO+yJMnz6UHh8PB0aNHceedd6K+vh7BYBA33HADHn300Q2t97bbboNGo8ETTzyBs2fPorKyEi+//DL27NmT1fo2dBd4+OGHIZPJ8MADD6x6rrCwEN/97ncxMjICj8ezrup75zvfiR07duCnP/0pEUChUAhCoTDh4l1YWIhwOAyPx0NmlB588EG8613vyuoGU1paiiuvvBLf+ta38PTTT2f8/nT43//9XzzyyCMYGRlBYWEh3ve+9+Eb3/gGGVQODQ3hv//7v3Hs2DEAwFVXXYXvfOc7CemDSfmX+FnwB/HIxAzOO90IxeKoFwvxUU0l9hXmfsYtDqCWz4FkSzfEYjERILkoEGaxWMTdbaXAydRNLVNMJlPGM/ZjY2OgKAosFitnDl90hCYUCl00ATQzM4PR0VFUVVWhpaUl6+PO4/GwuLiIM2fOYPfu3dBoNDh16hRqa2szikSZTCaYTKaEsPdK6F4ptJUz/b76+noASwM7OkJEmx7kQqDHYjH09fWBy+XCbDbjxhtvzFj8xONxOBwOWCwWWK1WOJ3ONQe54XCYNKikIzy0GBobG8P4+DiKi4vTGnTSKVR8Pj8nds7LGR0dJdG/9c6hYDBIRI/L5crZPhQWFqK8vBylpaU57YG1HDqKNj09TSy3hUIhaVi6kVpG2ihkYmIi7VonLpeLuro6VFdXp73tYDCIwcFBGI1GYlVeW1ub8W9/ufmHSqVCV1fXph33PHnyXLqUlZXhf//3f3O+3iuvvBJtbW2Ym5tDaWnphjJvshZAFEXhhRdewA033JDyRvvud787o3Vec801uO+++zA/P4+qqip86lOfwjXXXIOHH34YH/nIRzA2Nobvf//7uO6664j4GR8fx9mzZ/HNb34zYd9iK5qXxeNxcgNhMpkJF/b3vve9uP322zdUnJWKn/3sZ/j4xz+OW2+9Fd/85jcxOzuLL37xi7BarfjVr36FiYkJ7NmzB01NTXj88ccRi8Vw//33Y+/evejv74dKpVpz/XGKwmfOD6OIx8V9rQ3gMBn4vdaAz50fxR/3dEFdkFunHQaDgToBH/Is3ZyWixy6bw/970ZmSDeKxWJBd3d32q93Op0wGAwAlmp/chXtooXBRmscsjFAiEQi6O/vh8ViQVdX14ZSoux2O0ZGRsBisdDe3k4G10VFRZicnEw79SwWi2FoaIike63FSgHkcDgQCoUQCoUSotBbtmzJyWA/Go3i9OnTsNvtpEml1WpN67j5/X6YzWYietYb3PL5fJLSFo1GUV5ejo6OjlWva2xshN1ux9mzZ7Fv3751B7B0cfpG6lGS4XA4sLi4CLlcnvJ40MJBq9XCbDbnzLZaJpOhvLwcZWVlm3pNiUaj0Gq1mJ2dJWmVhYWF0Gg0azYQTReLxYKhoaG0o2AcDge1tbWoqanJKMKl0+kwPDyMSCQCmUyGjo6OjNNU4vE4zp8/T1LzctHwN0+ePEvEwUD8IrvAXeztA0s11zfffDP+8pe/kGVXXXUVnn766azu6VkLIJvNhmAwmFN7VzoFw2g0oqqqCgcPHsSXvvQl8gCAzs5O/P73vyfvOXLkCIAl9yKao0eP4tChQwnrvvXWW3HrrbcCAG6++WY8/vjj5Lnt27cjEong+PHjuPbaa3P2eeLxOO655x68853vxC9/+W+3tmAwiMcffxyhUAj33nsvBAIBXnrpJZJqcNVVV0Gj0eDhhx/Gww8/nHoDLBbs/gBmfQHcVlOJ/UVLorBVIsbPZrQIb0J6HIOiwAqsri9ZDpvNTojkLH9sRr79RqFz9DMZNIyOLvWDoGdbcwWHwwGTydywAEpWA7RWBMjtduPs2bNgsVg4cOBAxmYJNKFQiByb7du3IxAIkBQrYKkfztGjR9PuBzM1NYV4PE4iOWtRVFQEJpOZYIW8sLCA2dlZMiFSU1OTk1qtcDiM06dPw+l0gs/nY/fu3TAajRgfH0ddXd0qi1+6jsdiscBsNicVqMvh8/kJpgXLv4/p6emU3w9tvnD06FGMjIwkNYKgcbvdZD9ynf5GnwPNzc2rnvP7/dBqtdDpdAnnxkYQi8VE9GR77qZLIBDAzMwMtFototEomEwmKisrodFoMk4XS7X+4eHhtA0OOBwONBpNyn5Ua21nYGCA1K21tLRkZeQSCoXQ09MDh8MBBoOBtra2lM108+TJkydbvvzlL8Pj8WBoaAg1NTWYmprCHXfcgS996Uv4+c9/nvH6shZA9MziykhLLqAvwB//+Mfx2GOP4atf/SquuuoqzM7O4p577sFb3/pWvPzyyygoKMDMzAxkMlmC+uvu7kZPTw/5e/v27bjnnntw/fXXA8CqFBX6Yj07O5vTzzExMQGTyYR3vvOdCcvvuOMO3HHHHQCAl19+GYcOHUJBQQGZBZZIJNi/fz9efPHFdbeh5HKgERbgvpEpnLI5sbdQjj1KOb6wia400X/NqkulUshkMojF4kte5KyFxWLJyDyDnrUHgPr6+pzXE+TCCS6TFDitVovBwUFUVFSgra0tq5QdiqKg1WqxsLCApqYmKJVKAEt1QMuL14VCISoqKjA2Npa05m7lZ5iamkJXV1dax5jNZkOpVJI6H4qicPToUfLdKpXKjE0ukhEKhXDy5El4PB4UFBSQxre0GcLExAS2bt1KTBEsFgvsdvuaPWrYbDaKiopQVFQEpVK5ZrRrvUg1n89HV1cXTp06BYVCkdIhh47+cDgc8n3lArPZDJvNhuLiYrLeeDyOxcVF0iA5FwgEApSXl6O8vDwnwmM9HA4HZmZmSNNmLpeLhoYGVFdX5+SaF4/HMT09jcnJybTuq2w2GzU1Naitrc04zUyr1WJ4eBjRaBQKhQIdHR1ZCUev14tTp04hEAiAw+Ggu7s7o2tpnjx51udS6gN0MfnrX/+Ks2fPksyotrY2PPHEE9iyZcuFFUAKhQJisRjz8/MpX+Pz+RAKhdJ2f6HD5xUVFdDr9fjFL36Br3zlK7jvvvsALJkrbN++He3t7fj1r3+NT33qU3C5XKsu3GKxGNu2bUtYVl1dvWoZDf3+XOaeA0tRMgBrprHZbDY89dRTeOqpp1Y9t+6N5F9OYT/pasUvZ3U4Yrbhr4tmsBkMXKlS4ivNtZBuQv518F956RwOh6S0SaVSSKVSSCQScLncBMMCgUCw6TU8G8FkMiW1Vk4GRVFkdlsgEGzKTCeXy01qYZ0usVgsqWPWyt9JLBbDwMAAFhcXsWXLlqwjIy6XCyMjI1CpVNi9e3fC90xbYS+nsbERR44cgcvlglQqTbneoaEhKJXKjFLxiouLiQDS6XSwWCwkgpIL04NAIICTJ08S04zdu3cn2HyKxWIcPXqUWGGvhUwmQ1FREVQqFeRyedoz7z6fb92ITVFRERoaGtDf3w+pVJp0cEtHGIqLi3P626Sb0jY1NcHj8RBhnAvrah6Ph7KyMpSVlV0QVzGKorC4uIiZmRk4HA4AS/cXjUaD8vLynPUqM5vNGBoaWjcyCCxNPmo0moxr6YAl8d7X1weLxQIWi0WiNdmkqnm9Xrz++uukVnfHjh05TyHPkydPHhqfz7cq1U0mk2XdAHtDU9fXXHMNXnnlFQSDwaS51o899hg++9nP4sSJE9i9e/e663vppZdQV1eHsrIynDx5EhRFYe/evQmvaWtrg1KpxPDwMIClaI7T6dzIxyA3to04NyWD/qLoARmN3W5Hb28vdu/eDZlMhquvvhqf//znV71/3Vnvf33pKj4PX2muw5ebajHh9eElkw2Pzekg4bBxV3Pu0rMAgGIywSuvQFNTE1kWi8UQjUZhsVhgsVggEAjA4/HA4XDA4XAQjUYRDAZJLx6BQJAgji6EyUHKz0NRCAQCabsUGQwGIpSbmpo2ZZ83GgFKlv7GYrESZqm9Xi/Onj0LiqKwf//+rKwpI5EI6enT0dGRtLM7n88nEwE0PB4PGo0Go6OjKZ0UjUYjrFbrmsYHySguLsbQ0BCsViuJcPh8Phw8eHDDTTh9Ph9OnjyJQCAAiUSCXbt2wefzYW5uDhaLBU6nE7FYDE6nkzRHXQ6Px4NKpSKRnmz3J91axYaGBlIPtH///oRz1e/3w+1e6iGWS/trOjrKZrMxODhITAE2ApvNRmlpKcrLy1FYWHhB6kooioLBYMD4+DgRJUVFRaitrc1phMPv92N4eDjtRqbFxcVobW3NKlpDnwuhUAiFhYXYunVr1u5sy8WPWCzG7t27L7vIf548eS4vdu3aha997Wv41re+BQaDAYqicPfdd2P79u1ZrW9DAujzn/88/vjHP+Kuu+7Cd77znYTnzGYzvv3tb6O+vj4tu+i///3vOHPmDFlPXV0dWCzWqrqc8fFx2Gw2UntUVVUFn88Hh8ORVTd3AKRwuqqqKqv3p6KpqQmFhYV45plncNNNN5HlTz75JD73uc/BaDTiiiuuwMjICDo6OojgoSgKN910E+rq6pIWOi+n3+nGnf2j+P86WtAqFaNRLEKjWITjVjtMweyjCCmJxzETjiFiNpMmpywWa9UAOxqNIhqNIhAIQCAQQKVSQSAQgM/ng81mIxKJwOFwwGAwwO/3IxAIgMvlJgiilf/marZ1OU6nM+3zJh6PE4cjiUSS0pJ5o2xUAK2X/qbX69Hf34+SkhJs2bIlqxS+hYUFzM/Po76+fs0IZ7IIELBkI//yyy8nTT+MRqPE+CDTgV5BQQEYDEZCOqtKpVoz0pQOHo8HJ0+eJKKBx+PhyJEjq8wLWCwWSktLodPpSHoWHeXJRZpWNBpdZYGdiuX1QENDQ9iyZQt5jh5ws1isnA3oXS4XnnvuOczOzqK5uXlDpgZMJhMlJSUoLy+HSqW6YJMjdMRnfHwcXq8XDAYDlZWVqK2tzWmT1FgshqmpKVLjth5CoRCtra1Z95aamZnByMgIKIpCY2Mj6uvrsxaSXq8XJ0+ezIufPHkuEBR1CfQBusjbB4CHHnoIBw8exBNPPIGqqiqSaZFOuUgyNiSAdu3ahfvuuw9f/epXMTo6iptvvhlFRUUYGhrCI488Ao/Hg+eeey7hQhsKhXDq1CkASzcbp9OJY8eO4dFHH8WhQ4fw6U9/GsDSbNsdd9xBTADe8pa3YH5+Hvfeey/UajU+8pGPAAAOHz4MYKknEV3js5L1bsQnTpxAQUEB9u/fv5HDsQoWi4V7770Xn/zkJ3H77bfjne98JyYnJ/HVr34Vn/jEJ1BYWIi7774bu3fvxvXXX49PfOIT4PP5+NnPfoZnnnkGf/jDH9ZcP1MoQlMsDj6Tia8OTeBjtWoUcjk4bXdh3OPD+9W570LPAMCp0cDp88Hj8UAikUAkEoHP54PFYiW9mQcCgYSULAaDAZFIRByiZDIZRCIRIpEIEUN+vx8ulwuLi4tkGYfDSeg9JJVKIRaLN2SzajKZ1nXao9FqtURcNDU1bdpMNI/H21D/k1QGCPF4HMPDw9BqtWhtbc0qfc/j8ZCePLt27VpXlAoEAoRCIcTj8YRBLJvNRkNDA0ZHR1fN6o+NjYHJZKZlfLCSUCgEk8lEfvMbLe6PxWKYmZnBkSNHYLVaweVyUV9fvyqqSyMUCrFz507IZDJUVVVlPTOVCq/Xi4KCgrQFAY/HI/VASqWSiHY6/a2oqGhDEwuRSAR6vR7z8/NYWFjA1NQUZDJZ1pGFwsJCVFZWoqSkZNN69SSDoihiYuHxeAAspWI3NDTk3FTBaDRieHg46e90JSwWC/X19VlZUgNLgrm/vx8GgwEcDgddXV1pX++SQYufYDCYFz958uS5oLS1tWFiYgLPPPMMzGYzqqurcd1112U9ubjhO8xdd92Frq4u/PCHP8Sdd94Jm82GiooKXHvttbjrrrugVqsTXm80Gkk6HIPBILahjzzyCG699daEwezDDz+MiooK/PSnP8V3vvMdlJaW4vDhw/jmN79JZu1ramrQ1dWF5557LqUAWo/nn38e11///2fvvcNbu6t0/3ery3KRbNlWsSVL7r3X05xyEiCEEgLcwPAjCTcTYAYSYMjADQxwAyQQIJAhmXApYYAHEiYB7iSEkpBzfJp7703ulmzJsqxide3fH757Y1nFcj9J9ud5/CRH0m6q6/2utd71zphWVffKJz/5SYhEIjz++OP46U9/CqVSiX/5l3/BF77wBQBblryXL1/Gww8/jI985CMgSRIlJSX4wx/+gHe9611R9y254WYE/vQSnq4qwZNTs3h8XAeb1wdVnBBfKszBuxSHM4meggTgT0hEfF4B4v9fwOp2uyEQCCAUCuH1eulhqBwOBw6HAxsbGyENvSRJwmaz0f0BwNaKL2VmQdnYbg+iSJKEx+OBw+GA1WqF1WrF0tISbDYbeDweEhMTg/6oTMBumM3mmPp/fD4f3duQnJy875XYWDiKDBCLxcKVK1fg9Xpx6tSpPVtG+v1+TExMwGazobS0NOagkCqNdblcIUGxWq3GzMwMlpeX6cDcYrFgdnY2JnG1k0AggO7ubvpznJiYiMzMTDidTlit1pi/JCkRtbKyQs9E8vv9EIvFyMnJCRFyUqmUzvJQ15iUlISBgYGYZqDtBar3aC9IpVLk5eVhYGAASUlJ4HK5dGnafsvfzGYz5ubmoNfr6c831cMZyXQhEnw+HyqVCpmZmUfu4BYOSvhQ2T2lUom8vLxD72dxOBwYGhrC6upqTI+Xy+UoLi7e9++S3W5HZ2cn7HY7kpKSUFNTc6CBpFQJKCN+GBgYTork5GTce++9h7Ivgjys4QsnyIsvvoh7770Xy8vLe/4BnZ2dRU5ODjo7O1FZWXlEZ3g0OGd0GL//o8d2PBLASk0jvI3hM2VUJoey/E1KSkJ6ejri4+Phcrmwvr4Oi8UCm80WU3kMj8cLCi7D9ZmRJEn3M1B/Gxsb8Hq9QZmixMREJCQkBK0qb25uxuRGBgQP+Dt9+vS+yy1jYXZ2FlNTU7j55pv3tX1bW1tQhoLqcSssLERFRcWeM2YGgwFTU1PQarV7Dm5dLhdeffVVNDU1hXUaW15exujoKG1bf/nyZYjFYpSXl+/pOMCWacLMzAxIksTIyAjy8vLoay0oKIiaUbLZbDAYDFhZWaGfr42NDUxOTiIQCCA5ORlarRYsFgtJSUl0L49EIgm7Mh8IBHDhwgU68DwsxsfH4ff79+xmR5Ik2tvb4Xa7oVKpMDQ0BIIgcOutt8b8fvB4PFhYWMD8/HxIhtJqtWJsbAxJSUkxLSgQBIG0tDR6ftJJ9P+trKxgfHyc7umTy+XIz88/VMEKbC0eTE5OYnp6OqZyt/j4eJSUlByoNHF5eRn9/f3w+XxQq9UoKSk50HPscDhw7do1RvwwMBwjVqsVSUlJuNg9g/j4o3e6jIbdbkVztQYbGxvH4rq5HY1GE3VBmyAITE9P73m/x1djcITccccd+O53v4unn34an//85/e07be//W28//3vf8OJHwAQarQQlZbDMTwEBA7fjnwnJIcDW0ExWB4PBAJByI+5xWKBxWKBSCRCXl4e+Hw+jEYjJicnERcXB5lMhuzsbAgEAmxsbNCPX19fD+ta5vF4sLy8TA8cTUxMpMVQcnIyWCwWCIKg7be3r2Z7vV5aEFksFszPz8Nms0EgENBZopWVlZj6vjweD/3hkslkRyp+gMPLAAUCASwuLmJlZQW33377nsuxqAbtuLg4NDQ07Kskic/ngyCIiPNe5HI5pqamMDs7C7/fD7fbvS+ramogJbCVlTl9+jQtZICtYHe7AAoEAjCbzVhZWYHBYAgpR1pfX8fU1BRIkoRCoUB9fT0temIJ/FgsFvLy8tDX17en7NNu2O32fQXGBEGgsrISLS0tuHr1KpKSkiCVSmMSP5T9s8FgiBjAU5/R3frihEIhVCoVVCrViQ0+NhqNGBsbo81zZDIZ8vPzj+RH3Wg0or+/P+z3207YbDby8vJoob0fAoEARkdHodPpwGKxUFFRceC5V9vFD+V8yIgfBgaG4+KrX/1q2Nvb2trwox/9aN/x+5tCABEEgV/+8pc4d+4c7r777pgDhJGREbz88svo7e094jM8OjI//TmMffyeYzmW7H9+Ah6FCkajEXw+H3K5HCsrKyElVw6HA8PDw+ByucjKysK5c+fgcDig1+vR1tYGNpsNmUwGmUxGD95zu91BgshiscDr9QbtlxI009PTYLPZkEqldFC6M/NHzTbZnnUgSZIuy7NarRgdHYXT6cTIyAgSExPpx0skkqDyq8nJSfh8PhAEEXaw42HD4/Hg9/vh9/v3VQbmdDrh8XgwNTUFt9uNgoKCqAMxw+1jenoaa2trKCoqOlBgSBAEBAJBxACQIAgUFRXh6tWrAICampo9Z6jW19cxODhI/7uiogIEQaCrqyvoMXa7HRsbG1hZWcHq6mrI+4tibW0Ny8vLkMlkKC8vD7H2jpWMjAxMTk5ifHz80HqB7Hb7vq3X+Xw+ysrK8B//8R/QaDQoLS2N+Fhqbs/MzEyQkAyHzWajRV64sjEWi4X09HSo1epjc3ELh8lkwvj4OF3+l56ejvz8/AMbZITD7/djZGQEs7OzMT1eqVSiqKjoQKLQ5XKhu7sbZrMZcXFxqK2tPbCo2yl+mpqaGPHDwMBwrHz0o6GVTt/97nfxs5/9DJ/4xCfwve99b1/7fVMIIGDLVWpxcXFP2xQVFdE9KG9UBGoN5HffB/1Pnzm6g7DZiC8pg/y974fi/6UaR0dHMTc3R7uI6XS6ELtjr9eLyclJ6HQ6aLVa5Ofno6SkhDY36O/vh9frhVKphEqlQnp6elBvjdVqhdFoxOrqasggSb/fT/dpAFvN51R2KCUlJWy2gjJfiI+PB4fDQXNzM/Ly8uDxeLCxsYG1tTW6JCYpKQkpKSkQCoWYnp6m3aCOY84FFWzvpzrV6XTCYrFgenoacXFxKCkpAZ/PjzmwMhqNmJiYgEqlQn19/aEEq9EEELDVo7K6urovZz23242uri76vUHZ6Pt8PrBYLDidTlpQm0ymiFb3BEEgOTkZfr8fLpcLpaWlyM3NDbJ73ysEQSA/Px89PT2wWCx77rsKx356gLbj9/uhUCgwMzMTtmfS6/Vibm4OMzMzEbN2O4mU/YmPj4dKpUJGRsaJBs3U53r7XLb8/PxDeT3CYbFY0NPTE9NMn4SEBJSWlh54EO3a2hq6u7vhdruRnp6OysrKA5nDAIz4YWC4XmBc4P6OxWLBRz/6UVy6dAm/+tWv8P73v3/f+3rTCKC3Mml3fhD2gT7YujoAcn8DoSLCYoMjlkD10JfoYDg7OxtisRjd3d3o7e2FRqNBQ0MDrFYrdDodlpeXg4J3qgZ+dnYWubm50Gg0SEpKQkFBARwOBxYWFtDa2gqRSASVSgW5XA42m02XqmVnZ9N9RZQgCpd1omaysFgsJCcn09mhcKugCwsLdFaEx+PRs1mo811fX8fa2houXLiA2dlZxMXFITMzE6urq0hOTj5Wh6pYIUkS/f39mJiYoIdFEgQRkyGEy+XCyMgIOBwOamtrDzwzZzt8Pj9qSd/8/DwkEgk4HE7EmWLhCAQC6OrqogP11NRU5OfnY319HSsrK3STPgWVNaTgcDhIS0uDTCZDWloaFhYWMDw8DIFAgMLCQuTkHHyGlkKhoLNA9fX1B9qXy+UCQRAHCkINBgNdKjo0NIQzZ86AzWbDbrdDp9NhcXExxLQkGlRWLSEhAQkJCWCxWFAoFFCr1ccyqDQaZrMZ4+PjMJlMAP4+HPaozisQCGBychKTk5O7Ll5wOBzk5+cjKyvrwP1P1IIUSZIoKChATk7OgRcu3G43bXjAiB8GBobrgba2Nnzwgx9Eamoquru7Q2bt7ZXrL4pj2DMEmwPNv30dun/7V9j7eoDD8rVgscFJSkLud54ELzXYOjUlJQVnz55Fd3c3ZmZmYLFYUFNTg6qqKhQWFmJ2dhZzc3NBZUZerxcjIyPQ6XTIz8+nXZ8KCgqQl5eH1dVVzM3NYXh4mM4KUeKFw+EEZYgcDgcthkwmU1DQFggEYDKZ6MBHIBAgPT0dGRkZkEgkcLvdIEkyYqBNBcpUGZ1YLKYdvqanp9Hd3Y34+Hi6ZC45OfnAq60HhZrwPjk5iby8vKCynmjGICRJYmZmBgaDAYWFhUfS38ThcCIKILfbjZGREVRVVdGmA9FKs7YzNDQEs9lMD+LlcDh47bXX4HZvzb/a+ZpsbGyAz+dDoVAgPT0dKSkpdPC53eSipKSEnjN2UAiCQF5eHl2adJDgO9YBqJEIBAJYXV0FQRA4e/YsFhcX0dLSApFIFLMz2U6o7E9+fj5KS0uhVCpP/LOwvr6O8fFx2ggkJSUF+fn5B86yRMNut6Onp4c2VIhGZmYmCgsLDywofD4f+vr6oNfrwePxUFVVdSgznaiFBafTCZFIxPT8MDCcMCQIkDjhDNAJH//xxx/Hl7/8Zdx///14/PHHD2WR9g0rgAKBAL73ve/hmWeeweLiIrKysvCJT3wCn/70pyOufnk8Hnz3u9/Ff/7nf2JhYQEZGRn48Ic/jC984Qvg8XiYnZ2NGvjcfffdePbZZwEAX/7yl/GjH/0IQqEQX/va13D33XfTjyNJErW1tfjsZz+LD33oQ4d63ZFg8fnQPvJtLD71BMx/ehkgWAfOBglzcqH58iPgpYefpSIQCNDY2IixsTFMT0+jpaWF/hEuLCxEbm4udDodpqengwZGulwu9Pf3Y3p6GoWFhZDJZPTgQ5lMBqfTiYWFBXR0dIDP50OtVkOhUARlXSjjg6ysLLqhfXV1FUajkbaz3X68ubk5zM3NQSgUwufz7bq6T5IkBgYG6Ousra2lA7tAIACLxYK1tTXMzMygp6cHIpGIFkQpKSnHGgSazWZ0d3cjLi4ORUVFIVPlIwkgs9mM0dFRKBQKNDY2HllvBpfLjTjzZHh4GCKRCBqNBg6HA5cuXaINNKIxMTGBrq4urK+vw2azobCwMCjbAwASiQTz8/MQiUSQSCQQi8WorKwMCRJHRkboMsfy8vIDN43vRC6XIzExEePj4/QIgP1gt9sPZBO9trYGn89HLxY4nU50dXUhKytrX4Gz2+0Gl8vFqVOn8La3vW3f53VYUH19lJhLTk5Gfn5+xLLHw4AkSczOzmJkZGRXhzeRSISKiopDyUA5nU60tbXBbrdDLBajpqbm0MY4DAwMwGw2g8PhoK6u7sTMKhgYGBgA4Pbbb8crr7yCT33qU7jjjjvoWaLbOXv27J73+4YVQJ/73Ofw/e9/Hx//+Mfx3ve+FzqdDl/+8pcxOzuLJ554Iuw2Dz74IP7zP/8TX/7yl1FbW4uenh589atfxdzcHH76059CLpejtbU1ZLunnnoKzz//PD72sY8BAP74xz/Sc33MZjPuu+8+1NbWori4GADw3HPPwefz4a677jq6JyAMLB4Pqs/8K8RnmjH/+DfhW1/fmly6l4wQiwWCxYL87vuQ+r4PgtilCZ/FYqGoqAjJycno7e1Fe3s7KisroVQq6WGXWVlZdAnc9iCBmlORnJyMwsJCOjAQCoXIy8ujB07Oz89jZGQEcrkcarU6pHafxWJBKpXSgY7L5aKzQ0ajMSgLtbm5idHRUXg8HiwtLSEjIwNKpTLkR57KagFbvWLbBQ1VYpecnIzc3FwEAgFsbGzAZDJhdnYWvb29iIuLg1QqpTMNexEXsfb+kCSJqakpjI+PIzs7G/n5+bhy5UrI43aWAHo8Hnq2TXV19ZEHOBwOJ6zhwOrqKpaXl3H27Fm6PystLQ06nS6s2YTL5YJer8f4+DiuXbtGP085OTlB801YLBZSU1Mhk8mQmJhIZ4SArRIwKtgnSRKDg4P0NOmqqqo923zHAtUL1NnZibW1tX1nIg7a/7OwsIDFxUVsbGyAzWaDIAgolUrMzc1BJBLFPCNGIpFArVZjcXERfD4f1dXV+z6nw8Dj8WBsbAzz8/MgSRISiQT5+fmHkg2JhtPpRF9fH51pjoZarUZRUdGhlM7abDa0tbXB5XJBpVKhtLT00GzEdTodFhYWQBAEqqurj6XnkYGBgSEaf/zjHwEATz75JJ588smQ+wmC2FPpNsUbUgCZTCb8+7//O+677z78x3/8B327SqXC7bffjvvvvz+kedlsNuOZZ57Bt771Ldoq+6abbgIAPPTQQ3jssceQmpqKhoaGoO26urrw/PPP45vf/CZOnz4NAHjttddw/vx5fPjDHwYA/OQnP8HFixdRXFwMj8eDhx9+GE8//fSJuR0l1tSj8NnfYP21v8D4+/+Ce2kBoH4gd65SEsTWfX4/2PHxSLnt3Ui57d3gy/Y2IFEmk+Hs2bO4du0aent7weVy6YnjPB4PxcXF0Gg0GB8fDzGrMJvNuHr1KtRqNQoLC2mxQc0KSUtLg9vtxsLCAnp6esBms+nBieECCoFAgMzMTGRmZoIkSayvr2NxcRHLy8swmUxITEwEQRCwWq0YGRnByMgIpFIplEol5HI5fD4fxsbGAGyVz+wc5rsTFosFiUQCiUSC3NxckCSJjY0NGI1GjI6OYnNzE2lpaZDL5UhNTY3Z2S3a+8flcqGnpwc2mw11dXVIS0tDIBAIyX4BoAUjSZJYWFjAwsLCka+Mb4fD4QRlAIGt8p2BgQHk5OQECbTc3Fxcu3YNOTk54HK5cLlcWF5ehl6vh9lshsfjwfDwMC1+FAoFkpOTwefz6RLJ7c+xw+HA1NQUvf+VlRWUlpaCJEn09fVhcXERLBYLNTU1RzrcViaTQSwWY3x8HE1NTfvah91u31d2ymKxQKfT4U9/+hNcLlfQdcrlcthsNkxNTaG4uDjie5MgCCgUCmi1WojFYlitVvT19UEikRy50IhEIBDA7OwsJiYm4PV6IRKJUFRUBJksfMb6MFlaWsLg4GBEJ0EKPp+PiooK+rvwoKyvr6O9vR1erxd5eXkxzVyKldXVVYyMjADYWvQ5rHNmYGA4GG91E4RY5qfthzekAJqYmIDf78ftt98edPu5c+cQCATwpz/9KUQAbWxs4OMf/zje9a53Bd2el5cHYGvla+cPOUmS+OQnP4nCwkJ85jOfoW8nCCKo3ICyLQaAp59+Gmq1+sRLQthxcZC+671Iuf092BwZgn1oAJsT43BOjsHvcACBAAg+H4IsLUT5BYjLL0RCTR1YvP3XeotEIjQ0NODq1avo6upCQ0NDULlHXFwcKisrkZ2dHVSqQjE3N0cHqDuDGD6fj5ycHOTk5GBtbQ1zc3OYmJhAVlYWtFptxJIzyt0rOTkZJSUlePXVV6HRaGCxWII+VFTP0ODgIIxGIy1q9jOQkyAIiMViiMVi5ObmwuVywWAwYGZmBr29vZBKpZDL5UhPT99XqZzBYEBfXx/EYjHOnTtHZ3A2NjZCskdsNhvx8fGwWq0YHh6GVCrdt63zfuFyuSECaHx8HCwWK2Q4aVJSEuLi4nDp0iXw+fwgC2aqyZwKOuVyOZqbm2lxEU4wpqenBwkgyiVvcnISBoMBbDYbdXV1xyIGc3Nz0dnZue9eoL30AJEkCYPBAJ1OB7PZDJfLRZtFbM+gEgQBrVaLoaEhzM7OIjs7O2g/lJV9VlZWUKZwcnISwN+/P48bo9GIoaEh2O12cDgcFBYWHmh+Tqx4PB4MDg7SvU/RkMvlKCsrOzRDkdXVVXR1dcHv96O0tHTfdujhsNvt6O7uBkmSyMzMPHBzMQMDA8P1zhtSAFFCZeeMBWpYJTUQcTsajQZPP/10yO2/+93vwOVyw/6Q/+Y3v0FnZycuXLgQtDLa2NiIf/qnf8LExAQ9g+TUqVOwWq34xje+QafrrgcIgoCouBSi4tgayw9KQkIC6uvr0draio6ODjQ1NYWUYCUmJqK+vh5ra2sYHR0NCnJdLhc6OzuhUChoC+edUH021Or+66+/DpVKBa1WG7V3xOfzQSKRoK6uDl6vFwaDAYuLi0ElLEajkX4fZWVlYXp6mjZP2G9GTyAQ0EGk1+vFysoK9Ho9BgcHIRaLIZfLIZPJdi1Fo2aLzM/Po6CggJ6hREGV7G0nPj4eIyMj2NzcRHl5ecxlTocJVQJHkiQIgoDFYsHMzAwaGhroz9Xm5ib0ej2Wl5exuLiI6elplJWVBX3u5ubmQJIklEolMjMzccstt+wqICUSSdBgWb/fj1dffRUCgQBcLhf19fVHPtiWIj09HYmJiZicnNyzIxw132m3HiCv14uFhQXodLog63HqvcFisZCQkBC0DZfLRU5ODsbGxuhhwwkJCdBqtVAqlSFZIZvNhuXlZdoc5DihZoxR9veHZSgQC6urq+jv79/VHpzL5aKkpAQZGRmHduylpSX09vbSpZp7tYuPhtfrRUdHB3w+H5KTk1FWVnZo+2ZgYGC4XnlDCqDc3FycOnUKX/3qV5GRkYEbb7wROp0O//iP/wg+nx/T/AUAePHFF/HLX/4SDzzwQNgg6Dvf+Q5OnTqF5ubmoNvvvPNO/O1vf0NxcTG4XC4eeeQRVFdX44tf/CLOnTuH6upqfO5zn8Mf//hHVFRU4Ic//OGxlRtdD0gkEtTW1qKjowPt7e04depU2MA7JSUFp06dont8tmcJlpeXYTQaUVxcHLHsRyQSoby8HHl5eZiensaFCxeQmZmJ7OzssGKCMr4AtoIUqkzO5XJhaWkJs7Oz6OnpAbDVhySVSoPMEzIyMqBWqw/UbMzlcpGRkYGMjAz4/X4YjUbo9XqMjY1BJBJBJpOFDeptNhu6u7sRCARw6tSpsDNMdg6sXFtbg8ViQV5eHt2fdhJQZYp+vx8sFgv9/f3IyMiAUCjE1NQUlpeXg9yzEhMTwePxYDKZaNEQCAQgk8kgFArB4XBw5syZmLJnBEEgPT0dCwsL8Pv9GB8fp80OGhsbDzwoci8QBIGcnBzaLWwvAzgdDgf4fH7EErXNzU26f2Nntg34uwBKTEwMmyVJSEhARkYGLBYLmpubo2YAqOzPzuzdUULNFJuZmUEgEIBEIkFJScmRzfLZjt/vx/DwMObm5nZ9rFQqRUVFxaEZEgBbC3pDQ0Ngs9mora091JJDyvHN4XBAKBSipqbmWLPDDAwMu0MCOJoisL2dw5uNN6QAArbEy/3334877rgDwFZZx7e//W088sgjMTklvfDCC/jwhz+Mc+fO4bHHHgu5/+rVq+jt7cUf/vCHkPsIgsAzzzyDH/zgB+BwOGCz2VhaWsJTTz2Fzs5OPPXUU/jrX/+KF198Ed/85jfxiU98Av/1X/914Gt+I5GamorKykp0d3ejra0Np06dCrtKSxAE1Go10tPTMTg4GORg5vV60dfXh6WlJZSVlUXMXgiFQpSUlCA3NxfT09O4ePEiFApFSHO8wWAI68IlEAiQnZ0Nm82GgoICmM1m2pmOwul0YnJyElNTU5DL5dBqtQfOHLDZbNr5jnKyowbEjo+P0yvwFosFw8PDUCgUKC0tjdhITQW5TqeTdj975zvfeSw9EdGghIrP58PExAR0Oh3UajVef/31iNvk5+fDarWiubkZHo8Hra2tdFBZVVW1p+bs1NRU6HQ6TExM0EKioaHhWMUPhUKhwPj4OCYnJ1FTUxPzdpEMEOx2O6amprC4uBjRPMPv98NmswFAWMHAZrORkZGB5uZmesCxSqUK+z6z2+1YXl5GYmLisbyvqL61sbExuN1uCAQCFBUVHWoGJBrr6+vo7e3ddVGNxWKhsLAQGo3mUHs/x8bGMDk5CR6Ph7q6ukPPVg4PD8NkMtGloIzdNQMDw1uFN6wASk9Pxx/+8AdYLBYsLy8jOzsbbDYbn/jEJ3atr//e976Hz3/+82hubsb//b//N+yX/gsvvACJRIJ3vOMdEfezfbt/+7d/w1133YX8/Hzcd999+MhHPoLi4mI88MADaGpqgt/vj7n5/c2CQqGA1+vFwMAA2tvbcebMmYjBAWU1vby8jKGhoSDnLqPRiIsXL6KsrCxqWQmfz0dRURFycnIwMzODy5cvIz09HTk5OXC5XJBIJBFXN00mExYWFhAXF4fi4mIUFxcHmSdQfSckSWJ5eRnLy8uQSCTIzs6GTCY7cNCz3clOLpfD6/XC5/PhN7/5DcxmM+rr65GZmRnxPeT1emG1WqHX6+FwOKBSqegs1klDZdheeeUV9PX1QavVhg0oxWIxFAoF5HI5hEIhWlpa6D4WKrjPz8/fs1lBQkICxsbG4HQ6wefzUVBQEHUw61FCEARyc3PR19cHm80WUo4WiZ39PzabDZOTk1haWtp1W6vVSj9/27NOAoEAGo0GarWaFqmVlZVoaWnBwMAAqqqqQvZFDfk8jt4fs9mMoaEhbGxsgMViIS8vDzk5Ocf2PTo1NYWxsbFdXRmTkpJQWVkZ82sZC9sdCqlxA4ftyDY3N0eXkVdVVZ3IggADAwPDSfGGFUDPPfccioqKUFZWRq9qUg2i4X64ga0flU9/+tP44Q9/iA984AP4xS9+EXHF6+WXX8Z73vOemMpshoeH8dvf/pYepLi6ukqLMIlEAr/fT5fzvNVQq9VwOByYnp7GzMzMrs21CoUCqampGB4exsLCAn273+9Hb28v1tfXUVxcHLVMg8fjIT8/H1qtFrOzs7h27Rr0ej3e/va3h3283+8PmvlTUFAQYp6wurqKmZmZoH6h9fV1dHV1QSgUQqvVIjMz89Dm/wQCARgMBpSUlCAvLw82mw2jo6NwuVzIzMyESqUKym5Rgzypga/AliA8zFKcvWCz2eieHpPJhKWlJaysrCAxMTHIBloikQSJnu1kZWXhD3/4A93rJJPJ9lx2Rc26Af7+2vJ4PKytrZ2Ye5lSqaSzQJG+q3Zit9uRmJiIjY0NTExMhMx6igaVGYyLiwOfz4dYLIZWq4VcLg/5HHG5XFRXV+Pq1atISUmBWq2m73M4HFhaWkJCQsKRZn+cTidGR0dpcadQKFBUVHRs72Wfz4f+/v5djQ6oksa8vLxDLRsLBALo6emBXq9HfHw8GhoaDv3azWYzBgcHAQAFBQUnniVmYGCIzFvdBe6oeMMKoK9//esoLS3Fb37zG/q2J554AmKxOKRnh+J//a//hR/+8If4zGc+g+9+97sRV+3NZjOmpqbwhS98IaZz+dd//Vd86lOfomeIpKWl0QGKXq8Hm80+0ink1zv5+fn0/BaFQrFrsz+Xy0VFRQWUSiUGBgaChmjOzs5iY2MDNTU1Me0nNzcXSUlJ8Pv96O/vR0pKCoqKioK2pUqjAIQtMds+pNVqtUKn02FpaYl2kXM6nRgeHsb4+DhUKhU0Gs2+zQYCgQAtZioqKlBYWAgWi0Vnsmw2G+bn53H58mW6Yd1sNsNoNCIvLy/o3I+jP2I7DoeDzpjZ7Xb6djabjY2NDdoOPTk5GXK5PKzooaBczGw2GywWC9RqNSorK/eUaXM4HGhtbYXT6YRcLkdSUhItUGOZ3XJUsFgs5OTkYGhoCPn5+TGV7Or1euj1+rD9PbthsVjozNPp06d3LaOSSCQoKirC0NAQJBIJnRmYmpqisz9HYfHv9/sxPT2Nqakp+P1+JCYmoqSk5Fi/Ox0OBzo7O+mSwUiIRCJUVlYeekmaz+dDZ2cnTCYTxGIx6uvrD81FjsLv96Ovrw8kSUKhUBxrLxcDAwPD9cIbVgB9+tOfxsc//nEUFxfj1KlTeO655/DrX/8a//Ef/4HExER6xkt2djZSU1PR19eHb33rW6ipqcEHPvABtLe3B+2vqKiI/qGnVsaKiop2PY+Wlha0trbiV7/6FX3bbbfdhqeffhqVlZV48skn8Y53vONQBuC9UWGz2SgpKUFHRweGh4djHpyYmpqKc+fOYWBgIKjUZ319HS0tLaiuro6pxGt2dhY33HADuFwuJicn0dLSguzsbGi1Wtjtdtr1jXJji0ZiYiItTGZnZzE7O0uXU/l8Puh0OszMzEAmk0Gr1e7J7nhzc5Ne+c3Pz6fFz3YSEhJQXFyM/Px8tLe348KFC0hJSYHH4wFBEMcugNxuN5aWlrC0tBTWhQ7YEnUOhwPnzp3DbbfdFtPg1bGxMRiNRshkMhiNRrz//e/f02fIZrOhtbUVbrcbEokEFRUV6Ovro++3WCzwer2HlrHbK5mZmZiYmMDU1FRUq/W1tTVMTEygo6MDxcXFe+7R8Hg8SElJQXp6Om688caYA3atVou1tTV0dXXh7Nmz8Hg8WFhYQHx8POTyvc0Ii4Xl5WWMjIzA6XSCx+OhpKQEmZmZxzpLbXV1FT09PbvO9snKykJRUdGhl+K53W60t7djY2MDqampqKmpOZLfjdHRUTgcDggEAsbxjYGB4S3LGzYq/8d//Ec4nU78+7//Ox599FHk5+fj17/+Ne666y4AQE9PD2644QY8++yzuPvuu/G73/0OJEmiq6srbCP8hQsX6MwRZbEaS7Dw0EMP4Ytf/GJQsPnAAw9geHgYH/rQh1BdXY2f/exnB7/gNzjp6emQyWRYXl6GSqWKufyIw+GgqqoKEokkaACmx+NBW1sbCgoKkJOTE3F7s9kMoVBIB90FBQXIzMykXZ2o7BJlXRsrfD4f+fn5yMnJwdLSEqanp+msB0mS9Ip9tHKj7SwtLWFgYAApKSloamqi3ejCsba2hrGxMWRmZqKpqQlOpxO/+c1vsLS0BB6Ph7S0NCQnJx+ZAPL5fEEW4uF6JAiCQEpKCuRyOS3oYsnaAcDi4iI9uyc9PR0SiYR2qYoFi8WCtrY2eL1eSKVS1NbWhpwjSZIwm80nVpbKZrORnZ2NsbEx5OXlhVyb0WjExMQEzGYzfD4f/H7/njIBIpEIWq2WFhRcLnfP2YqKigpcunQJ/f394HK5R5L92djYwNDQEMxmMz2TKC8v79iF6eTkJD38OBICgQDl5eVHYv29ubmJtrY2OBwOKJVKVFRUHIkbm8lkosdElJeXn9gCAAMDQ+yQIEDihEvgTvj4RwFB7tbhycBwSDidTly4cAECgQDNzc17/oE3m83o7u4OmcMhk8lQUVER9se8o6MDpaWlYYPnjo4O/PWvf0VcXBxuu+22A01VJ0kSRqMROp0ORqMx5H6BQACtVguVShV0nj6fD0NDQ1haWkJRURE0Gg2MRiPa2tpw2223BT1HbrcbIyMjtOMUFRC7XC68+uqrIEkSGxsbMBqNsFqtuO2225Cdnb2voZs7CQQCMBqNWFpagsFgoAf/7iQ5ORlKpRJyuRx8Ph+rq6v0jJGysrJde8DW19dx7do1urywoqICLpcLa2traGho2PU8zWYz2tvb4fP5kJ6eHmTre+nSpSC7ba1We6L24D6fD6+99hoyMjJo8W0wGDA5ORmUTbPb7ZiZmUFp6e6zvJKSkpCXl4f09HQQBIGrV6/CbDZDqVTG3G+0HYvFgosXL8JsNkOtVuPGG288FAHk9Xppxzlgq2y4uLj40Bv9d8Pn86Gvrw96vT7q41JSUlBdXX0kLmkulwtXr17F5uYmNBoNiouLjyTz5fP5cPHiRTidTqhUqn0NeWZgYDg+rFYrkpKS8NeORYjiT9akxGG34pa6DGxsbLxpDFPesBkghjceQqEQeXl5GB0dxfT09J5rz5OTk3H27Fl0d3djbW2Nvt1gMODatWtoaGgIClDW19chEAjCih+n0wmTyYTS0lK4XC56VXS/LlMEQSAtLQ1paWmwWq2YmZnB4uIiHci7XC6MjIxgcnISubm50Gg09GwfgiBw5syZkC8VKggiSRKzs7NYXl5GYWFhiKChgmWCICAWiyEWi8HhcJCcnIz+/n4AW2YUGRkZe+4nMJvNWFpawvLyckTntPj4eGRkZECpVAb1Pvl8PgwMDCA7OxsGg2HX0iKn04nOzk76OcvOzkZmZia8Xi+mpqZ2nZ1jNBrR2dkJv98PhUKBysrKIAEplUqDBNBJ9gEBW9lNrVaLiYkJiEQizM/Pw2q1hjzO6XTumjmTSCTIy8sLyk54PB56NtR+sxZisRgJCQno6elBdXX1oQTmKysrGBgYgMvlgkgkQklJybEPVAVi7/fRaDQoKio6koyM1+tFW1sbNjc3kZ2dHVPZ9X4ZHh6G0+mEUCg8UeHPwMCwNxgThKOBEUAMx4pWq8XCwgImJyeh0Wj2XOPO5/PR2NiIsbExukwK2FopuXr1KhobG2nBMzU1FfGHfmBgAH6/HxwOB7fddhs4HA5GRkZw4cIFFBcXH6jPITExEeXl5SgoKMDc3BxmZmZo8eD1ejE8PIxr167B7/ejsrISJSUlQaLL5/OBxWKBIAi63E0ul6OxsTFsELZzACqwVTqWnZ2N7OxsmM1mzM/P4/XXX4dUKoVarYZUKo0YzNpsNrqvZ7sBxXYEAgEUCgUyMjIiipKxsTHavthkMkVt4Pf7/ejo6KDtz9PT01FYWAhgqzwxKysr6uwcg8FAD4pVqVQoKysLuT6pVEr3ewFb7xmPx3PoTeaxQpIkuFwuhoaGMD8/H3HgLzX/JhxSqRS5ublhe+GMRiNd+rdfgREIBOD3+yGVSrGysnKgvimPx0NnOylThsN2UIuVWPp9WCwWysvLo1rvHwSfz4f29nbYbDaoVKojFT+rq6uYn58HsJVVfSv3pDIwMDAAjABiOGZYLBa0Wi0GBgZgMBj2FVwQBIHCwkJIJBL09PTQ5VgOh4MWQV6vFzweL6wb2/z8PFZXVwFsTbOnym6qqqqwtraGoaEhzM7OoqSk5ECzPfh8Pj27ZHFxEZOTk9jY2IBOp4PdbodGo4HFYsHa2lrIyj1Jkujp6QGbzUZNTU3U0ptw5gPb+38oO2+v14vl5WV6qKRKpUJWVhZ4PB49q2dxcTFsFgLYyljI5XJkZGQgJSUlajZgbW0Ns7OzaGpqApvNBpfLjRhskiSJ3t5e+rgJCQmoqqoK2r9Wq8Xf/va3kHk4wFYDfU9PD0iSjFpClJycDIIggvqB1tbWjqSpPxqBQIDuc3I4HEhKSsLKygrkcnnYwNTpdIb0c6WlpSE3NzdqeeP2Xsb9irylpSW43W6cO3cOJpMJ/f39exrgSrG8vIzBwUF4PB7aSCRaNu8oiaXfRygUora29sjOMRAIoKurC+vr65DJZEdqRuD1eulMsEajuS5mgzEwMDCcNIwAYjh25HI5BgcHsby8fKDVVZlMhsbGRrS3t9PBtdPpxNWrV8Hj8VBbWxuyjc1mw9DQEICtTM1OA4WUlBScPXuWnh+UlZV14MZvFosFlUoFPp+Pv/zlL2CxWCgpKQGfz4fVakV7eztSUlJQWFiIpKQkjI+PY35+HqdPn97VyIAkyV0FEAWXy4VarYZarYbVasXExASee+45sNls8Pn8sCKLxWIhLS0NGRkZSEtLi6k8kLLZ1Wg0dIDO4XAiZoDGx8fpHgxq4v1OIcDn85GZmYnp6emg3oWlpSX09vaCJEnk5OTQWaNwcDgcSCQSmM1m+jaTyXRsAigQCGB+fh5TU1NwOp307enp6TAYDFhZWYFSqQzZbnsGiJqFFMv7gupFO0h5mU6nA0EQyMvLQ1ZWFq5cuYKZmRloNJqYtne5XBgcHITBYACLxUJBQQGys7NPJOuzl36fmpqaI8sMUoLfaDRCKpUeWmlhJIaGhuhyw2ifDwYGhusTxgThaGAEEMOxw+PxIJVKsbq6emArYolEgqamJrS2ttJlZmazGWtraygvLw+aseL3+9Hd3Q2/3w82m43q6uqwgRhBENBoNFAoFOjt7cW1a9dQWVm579k+fr8fY2NjmJmZQUNDAzQaDXQ6Haanp+ns1draGl566SV4PB6kp6ejsrIyJhc3h8MRIiwIgoi4ch0IBLC6uorFxUWsrKxAJBLBYDDAaDRCIpHQs3lSUlKQkZEBuVy+59dndHQUBEGgoKCAvo3D4YSYVwBbAmZycpI+75qamojPc3Z2Ni5evIj8/HwIBAIsLi7S80zy8vJiMrGQSqUhAuioIUkSCwsLGB8fD/sccLlcenaYTCYLEpkkScLpdEKr1QZZ9e+GxWKhPw/7dbqjzDSUSiWEQiHdOzI8PAyJRLLr+3NhYQHDw8Pwer20FflxmxxQxNrvQz3PRylIqMUfsViM2traIxWDlFsjsFX6dtjW3QwMDAxvVBgBxHAiKJVKGI1G6PV6qFSqA+0rMTERp06dQmtrK1wuF5aXl5GZmYnW1lbU1dXRJR9DQ0N0AFRWVrZrMMbn81FfX4+ZmRlcuXIFxcXFYVfoo7GxsYGenh4EAgE0NTXRGZH8/HxkZWVhYmICY2NjmJ+fp/tqpqensbm5icrKyl2b38NlfxISEkICHbPZjIWFBej1+qBSNB6PB5VKBYVCgc3NTTgcDigUChQVFe3LRttkMgWVvlFwudyQ4NNisQTN5ikrK4s69DIuLg4ymQzT09NISEigy3oKCgpiNtSQSqWYmJig/2232+FyuWKy594Per0eY2NjQYNhwyGTybCysoLV1VU6I0VZiVdWVsbkgLcdqvyNz+fv27FHp9MBQJBzX1ZWFtbW1tDd3Y2zZ8+GFcdOpxP9/f0wGo1gs9koLi6GRqM51pk+27ke+n0oxsbGMDc3h/j4eNTX1x9pL47H48HAwAAAHJobJAMDA8ObBUYAMZwIMpkMLBYLS0tLBxZAwJYT2enTp/Haa6+BxWJBIBDA7/ejvb0dDQ0NcLlcdBNwRkZGzIEONZtEKpWiu7sbq6urKC0t3TVwIUkSk5OTmJiYoBucd27DZrPBZrORmpoKmUxGixmv1wuTyYTXX38dWq0WOTk5EY8XzgCBEi4ulwsLCwtYWFiAw+EIu71QKIRSqYRSqURiYiL8fj/m5+fR1dUFkUiEnJycmGc2+Xw+9Pf3B5W+UewsgXO5XEGOb5RF+G7k5OTgd7/7HRITE8HlclFYWBh1DtROJBIJWCwWfVxgS7QdduC7traG0dHRsK9POKisKJUFUqvVyMnJwebmZtC5xgrV40bZYe8Vu92O1dXVsPOkysvLcenSJfT19QWVmZIkibm5OYyOjsLn80EqlaKsrCwoC3vcXA/9PhQ6nQ6Tk5MQCoVoaGg4cvONkZERuN1uxMfHH8jin4GB4WQJkFt/J30ObzYYAcRwIlBlPysrK3C73YcyX4Mq3doebAcCAVy+fBmBQABcLhfx8fExzVPZSWJiIs6ePYvh4WG0tLTQw1nDYbfb0dvbC6fTibq6upAeDJIksbS0hNnZWeTk5NDuTxaLBaOjo/B6veBwOPD7/ZicnMTc3Bzy8vKgVqtDymV2BtiBQAAejwft7e1BLmDb4XK5tJkBZQxAwWazodFooFarsby8jOHhYbDZbOTk5EAmk0UNpsOVvm0/JvWaUI5vVDlYampqzA5Ya2trWFtbg9PpxK233rrrXKGdsFgsJCcnB5W+HaYAslqtGB0dpQXIXlAqlWCz2cjNzaV7NVZXV/dcNuZyuWi77/32/1DZn+zs7JD7OBwOampqcPnyZeh0Omi1WjgcDvT19cFsNoPD4aCsrAxqtXpfxz4MAoEA+vr6sLS0FPVxVA/OUYsRqhyQx+OhoaEh5qG++8VqtWJhYQHAlmBlSt8YGBgYgmEEEMOJoVAoYDAYYDAYDiVYMhqNSExMRG1tLdra2mCxWBAIBDA2Ngafz4eSkhJUV1fvu+yEzWajrKwMBoMBnZ2d0Gg0yMnJCZnXMzo6irS0NNTX14cEVhsbGxgZGUFKSgoaGxuDAhOxWIzGxkY6cKGg7IN1Oh3KysrojIzH46ED3c3NTZhMJphMJrhcrpA+GoIgkJ6ejszMTKSlpe3ad8BisejZPisrK5iamsLY2Biys7ORkZERsr3JZMLc3FxI6RvFdlHa19dHn3d8fHzMTeA6nQ7Dw8OQyWTw+/3IysradZtwSKXSEAF0UDY3NzE2NrZrwB0ONpuNrKwsaLVajI6OYnFxEfn5+WCxWHA4HHvOoFDii8VixZy9247H48HCwgLi4uIi9g8lJiaipKQEAwMDsFgs0Ov1CAQCSEtLQ3l5+ZGVFMaC3+9HZ2dn2IHE2zmOfh9gqw+nv78fHA4HDQ0Nx9IHNTo6CmDLcIYpfWNgYGAIhRFADCcG9cO8W39ELAQCAUxMTKCurg5cLhf19fW4fPkyxsbG6PIvr9d7KOU4MpkMYrGYdnKqrKwEQRDo6+uDxWJBeXl5SK+Qx+OhS4MqKioirgCTJIm4uDjU1NTA5/NhbGyMdgzb3NxEW1sbMjMzUVxcjOXlZaysrMBkMtHXyOVyg/adkJAAlUoFpVK5rywbQRCQyWSQyWRYW1vD1NQUxsfHkZ2dDZVKRQubvr4+aLXaqMEWSZKYmJjA8vIyfa7U67UbU1NTdFB36tQp6HQ62jp6r+y0AXY6ndjc3NyXyYXb7aazdHstVeNwONBoNNBqtbRQzs3NxeLiIhYXF6FSqWC326P2RYWD6v9JTk7el9inrkWr1UYVBxKJBCsrK+jr60NlZSUqKyuPvIdmN7xeL9rb26OWHrJYLFRUVOy5n28/UP1SBEGgrq7uWKy/TSYTVldX6XEBDAwMb2wYF7ijgRFADCcGFZBvtwTeLzMzM8jMzKSDaR6PB41Gg8uXLwPYCtYEAgF6e3sPxXZWIBCgoaEBOp0Ov//970GSJLRaLc6dOxckQKis0PLyMvLz83edweH1ekGSJPh8PmQyGRQKBWZnZzExMUHfNzQ0hKtXr8JsNtNOXxRUb4xSqYRKpdqXkUEkUlJSkJKSgo2NDUxNTWFychJZWVmw2+1gs9lR+wwIgoDZbMb4+Dj975qampgE6fY+jvLycqhUKgQCAczNze1LAInF4pCeJJPJtKdeNJ/Ph+np6SAnv1hhs9nQarXIzs4OEX/x8fGQy+WYmppCZmZm2LlH0QgEAnRGaz/ub4FAADMzM+ByuREHswYCAUxOTmJqagpSqRR+vx8SieTExY/L5UJbW1tUp7fj6vcBtrK9HR0dIEkSNTU1exay+4VaKFCr1Sfaf8XAwMBwPcMIIIYTgzIrOKgAcrlcWF1dDXLKcrlcmJiYQG5uLmZnZ+m5JXq9HqOjo4cydd3r9cJisYDD4cDr9SIhISGo9GdtbQ1jY2OQy+VobGyMye7W7XYD+Ls4pAbHSiQSvP766xgZGaEHpc7MzEAgECAtLQ0cDgeJiYk4ffo0Kisrj7TmPykpCdXV1bS1cEtLC2655RYEAoGIx7VarZiamkJ1dTUAoKSkJKaBjBMTE7RoqqiooIPyzMxMOru31yCPclejMiVA7AKIEl4TExMh4jOW46rVauTl5UXNxuXm5uLSpUtYWFig57fEitlspoXdfvp/qMGn2dnZYbNHFosF/f39sFqt4PP5qKqqgkgkwuXLlzE7O7vvssSD4nA40NraGvW75Kjn+2yHytZSGV+ZTHbkxwS2Bs5aLBaw2Wzk5eUdyzHfrLz8Vz2e/7+LSE3h46F/zoMs7eTKOhne2pAkAZI84QzQCR//KGAEEMOJIhQKsbm5eaB9jI6OoqCgIKgXp7u7G16vF0lJSXj3u9+NmZkZ+vHT09MQiUQH6jtaXV1FX18fhEIh3vGOd4DP56OrqwtdXV0oLCzExMQE2Gw2ampq9lR6RgXVPB4Pfr8fBoMB8/PzMJlM4PF4UKvVmJ2dhc1mg8/ng8vlgs1mQ0lJCZRKJcrKyo6t4ZnP58Pn8+Hd7343WCwWLly4gJycHGRlZQWJPZfLhb6+PrpELCsrK6ZAeWxsDJOTkyAIApWVlUElS1wuFwqFAnNzc/sSs1KpNEQARYMyrhgfH9/X+1WpVCI/Pz8mMZOUlIS0tDQMDg5CIBDsaU4MdU1xcXH76jWhBp/uHHRKlS9OTk6CJEm6DJPKYBUVFWF4eBjJycn7tt3eLxsbG2hra4sqSOVyOaqqqo5lACvVg+TxeFBUVBQxk3bYUP2OwJZ5xWEYy7xVGZ+y4bF/37LLn1vcxNe+M4r/+HblCZ8VAwPDYcIIIIYTRSgUYn19HYFAYF/BidlsBovFCnJkm5iYoIddFhQUICcnBzwej84kAFvDCJOSkvZcIubz+TAyMoL5+Xnk5eUhNzeXFl61tbX44x//iK6uLtxxxx37KkFyu93Y3NzEyMgIlpeXQ2aXSCQSJCUlYWZmBn6/H3FxcSAIAktLSyBJEj6f71hWuAHQDnFlZWVgsVjQaDQYGRnB7OwsioqKIJPJEAgE0NXVRWe2pFIpiouLd933yMgIpqenQRAEqqqqoFAoQh6jVqvR0dGBgoKCPb93dmaf3G43bDYbEhISQh67urqK0dFRWK3WPR0D2HK4Kyws3HPJVV5eHsbGxmLKkm2HavzfT/bHZDIFDT6lcDqd6OnpgdlshkAgQHl5ecj+NRoNjEYjPR/ouET42toaOjo6QoYBb0etVqO0tPTY5hANDg7Sz2M4F72jYn5+Hg6HAzwe71iP+2ZkeeXvA4sDAWBJf/AybQYGhusLRgAxnChUoOV0OvdcykSSJMbGxuiyKmAriKMGXaamptKBQF5eHjY3N2mHNZIk0dvbu6dgzWw2o6+vDwRB4PTp00HiyWAwYGpqClVVVSgoKMDQ0BBEIlHMq/AejweLi4vo6OjA5ORk2Ib8pKQk2tCgs7MTqampmJmZocUFAFy8eBGFhYXIyso60oDPaDRiYWEBp0+fpsVHQkIC6uvrYTQaaQHj8/lo4SAQCFBTU7OrWBkeHqYzEdXV1RH7fKi+ruXl5T33nyQkJIDH4wVlDUwmU5AAWl9fx+joKNbW1va0b2Crz6iwsHDPAoaCura9HJsScQD25f42PT0NIHjwqcFgQF9fH7xeL9LT01FRURFRYFdUVKClpQVDQ0MoLy/f8/H3isFgQHd3d1Tzidzc3LC27EfF3NwcFhYWkJCQcCzPAYXP56O/9/Ly8o50wOpbgeoyMVIkPKytb30/3H7r3nsNGRgOC5Lc+jvpc3izwXxLMpwoVM/MXnsdANBN8FSph9vtRk9PD71fyp2NoqysDDabjR44arfbMTo6ipKSkqjHoRzmpqamoNFoUFBQQIsmu92OkZERiEQi1NfX0yVBIpEI165dQ3V1dcTmZ5Ikaftog8EAkiSxvr4eFLzweDxkZGQgMzOTLi3y+Xwwm820FfHS0hJWVlaQlJQEv9+PoaEhLC8vo7y8/Egsd71eL/r7+5GdnR02g5aamoqzZ8/i8uXLaGlpQWJiIhISEpCXl7er49vQ0BBmZmbAYrFQXV29a+9EVlYW5ubm9iyAqD4gvV5P32YymaDRaOj3hcFg2NM+ga3XvbCwcF/mDDtJSUnB7OwszGZzTFbGVBkfdW17Yefg00AggJGREfq1KC4u3nXmEo/HQ1VVFVpbW5Gamho2a3dYLCwsoL+/P+ycK4pYzvkwsVgsGBoaAofDQW1t7bHO3pmenobb7T5waS/DFokJXPz8yWpcbl9DagoPDdWMlTgDw5sNRgAxnCjbBdBe8Hg8WF5eRmNjI4C/Z3SobEhlZWVIDTyLxUJlZSVaWlroVeOZmRmkp6dHXDG32Wzo6emBx+NBQ0MDvaJPrbja7XYUFRWFCI2MjAwIBAJ0d3ejuLg4qH+FmrMyNzdH21dTUCVsaWlpUKlUSE9PDztzhwr82Gw2VCoVUlNTIZVK6f2ZzWa0tLQgLy8P2dnZh9r7MDIyAg6HE9X1bWVlBRsbG/TcJI/HA6PRCK/XG1YEkSSJwcFBzM3NgcVioaamJqYSQqVSiZGREVit1j33nkil0iABRM1rWVhYiBpYh0MgECAvLw+ZmZmH9lzz+XykpKRgeno6JgFElb+JxeKYrMW3Qw0+pYaadnV1wWq1QiQSobq6OuYSvpSUFOTm5qK/vx9isXhf1uK7MT09jZGRkYj3EwSBioqKY3Wl83g86OrqQiAQQHV19bG6r7ndbjp7t59yUIbwSMQ8vIvJ/DAwvGlhvikZThSqdn+vAdvo6Cjy8/PpDM/U1BQdAObl5UUsPYqPjw9pmqdKfLZDkiSmp6dx6dIlJCYmorm5GVKpFCRJYnFxEW1tbUhOTkZdXV3ELItUKkVjYyPdzG82m9HT04NXX30VIyMjIeJHJBJBqVTi1KlTqK+vh1wuDxvMUIMut6PVatHc3Iy8vDz6OaGaoi9fvryv/pVwrK6uYmFhARUVFREDLavVSmfi2Gw2br31Vpw/fx4+nw8XLlzA7OxskMAgSRIDAwO0+Kmrq4u5f4rD4SAjIwNzc3N7vhbqPUKSJFZWVtDd3Y2xsbE9iR8ul4vCwkLceOONUKvVhxp8OhwOFBcXw2AwhLxXwkG9//dadrd98KnP50NLSwusVisyMjJw9uzZffUvJSYmoqenZ8+zkXZjdHQ0qvhhsViora09VvFDkiR6enrgdDqRk5NzbI5vFBMTE/D7/RCLxYeSeXyr0NXVhY985CNQqVQQCoXQarW477776MUAirvvvhsEQdB/LBYLIpEIJSUleOSRR3ZdvPvMZz4TsRx5dnYWKpUq6tDeV199FZWVlSG/UcdxHX/4wx9QXV2N+Ph45OTk4Gtf+1pYs5HDuI69QJV4U39sNhtisRinT5/Gr371q4jb/e1vf8Mdd9wBpVKJuLg45Ofn43Of+1yQIc71SADEdfH3ZoMRQAwnynbXs1ixWCzw+/10mc/y8jLtfpSSkrKr/WtWVlZQxsflcmFwcJD+9+bmJlpbW+mensrKSnC5XFgsFrS1tWFzcxONjY0xBTpCoRAZGRn485//jF/96ldYWFgICgpZLBaUSiWamppw4403Ij09fddMRrgfmbS0NLBYLOTn5+Ps2bNBpWlWqxWXL1/G/Pz8rucbDar0LScnJ6J5hNvtRkdHBz0bR6VSQaPRQCAQQKPRoKGhAQaDARcvXsTKygpIkkRfXx/m5+fBZrNRX1+/5/4VtVqNxcXFqI3w4YiPj4fT6cTQ0BDm5ubg9/tjEhrA1uuWnZ2Nm266CTk5OYde7uTxeBAIBGg3r53BzE7sdjsdwOz1+Zubm4PX68Xm5ib6+voAbPXzVFZW7quXhDKusNvtdF/KQSFJEv39/Ziamor4GA6Hg8bGxn2ZjxyE8fFxGI1GSKXSY+03ArbeJ9TnersTJkN0nnrqKTQ2NmJlZQWPPfYY/vSnP+F//a//hUuXLqGmpoZewKGQyWRobW1Fa2srrly5ghdeeAHvfOc78fWvfx3nz5+PKIIuXbqEJ598Mux9JEni3nvvxYMPPhj1M3v+/HlkZmbi61//+rFex6uvvoo77rgDeXl5+P3vf49PfvKTePTRR/HZz3720K9jP7zjHe+gr6WlpQXPPvssMjIy8JGPfASf//znQx7/xS9+EefPnweXy8UPfvAD/PGPf8Q//dM/4bnnnkN9ff2+FtEY3tgwJXAMJ8rOuTe7QZIkRkdHUVm5ZUlqsVjQ29sLYMv6N5Yhp1SJzMWLF+nVqKWlJchkMvh8PgwPDyMlJQXNzc3g8/nweDwYHR2lZ3psd8iKhNVqxezsLJaWluDz+ZCZmQmdTkfPJkpISIBarUZmZmbQtdtstqi2uQ6HI6wN8/YfHmoekE6nw/j4OPx+PwKBAPr7+7G+vo7S0tJ9ZSqGh4fB5XIjCkzK8Y2axZKSkoLS0lIAoF+TxMRENDQ0YHV1FcPDw/jTn/4EgUCAxMRE1NfX72tYJNVjtLS0FHP/g9PpxPDwMBYWFoJmx9jt9qg/4gRBIDMzE3l5eTG9D/aL3W6HSCQCm82GRqPBxMQE8vPzIy4UUP0/bDY7yBFxNwKBAIaGhjA2NobCwkJIJBJ6xfcgCIVClJeXo6urC1KpdN9mENQ5dnd3R+3J4vP5aGhoOHYL7pWVFUxOTkIgEKCqqurYBQi1oJKYmLgv44u3IlevXsUDDzyAf/7nf8b3v/99+vbm5ma85z3vQVVVFe655x709/fT91Hvr+28/e1vR319Pe644w5897vfxcMPPxx0v8PhwD333AOFQoHFxcWQ8/j973+Pvr4+vPLKK7ue85e+9CWcPXsWH//4x+ks31Ffx7PPPguVSoVf/epXYLPZOH/+PFZXV/HEE0/giSeeoKs2Dnod+yU1NTXkWt773vciPT0d3/nOd/Ce97wHp06dAgA8//zzeOyxx/DEE0/gwQcfpB9/ww034LbbbkNlZSU+9alP4b//+78PdE4MbyyYDBDDibLXDND8/DxSU1PpAaodHR0IBALgcDioq6uLWUgJBAI6OAe2hNjzzz+P/v5+FBcXo66uDjweDzMzM+js7IRSqUR1dXXUoDcQCGBxcRFXrlxBS0sL5ubm6KwEm81Gbm4ulEolOBwOzp07h5ycnKDzdbvd9EDVSIQrf4uPjw85L4IgkJ2djXPnzgXtb35+HleuXNnzLJvV1VUsLi6isrIyongaGBig7cfj4uKiOr5JpVIkJCTA7/fTc5kO0jdBmSHsht/vx8TEBF5//XXo9fqQQN9ut0fcViaT4dy5cygvLz9S8UOdB3VuarUaBEFgdnY24uOprGBKSsqexG1rayt6e3uRmJiInJwcnDlz5tCMM+RyOdRqNd1Dtx98Ph/a29ujip+4uDicOnXq2MWPw+FAb28v3bN23HN3SJKk3xM75zYxRObxxx+HWCzGN7/5zZD7pFIpvve97+F973sf7agYjfe+972oq6vDM888E3Lfv/zLv0Amk+Gee+4Ju+2jjz6K973vfUHDsyNRV1cHlUqFJ5544tiugzLV2J7dlkql8Hg8Qfs86HWEY3V1FR/72MeQnp6OhIQEnD17FlevXt11/wDwta99DXw+P+haHn30URQVFeGBBx4IeXx2djYef/xxnD59+tBLdg8LahDqSf+92WAEEMOJ4na7wWazYyohcjgcWF5eRnZ2Nnw+Hzo6OuB2u2m75GjCIRxKpRJyuRyrq6sYGhqCz+dDRkYGVCoVTCYTrl27BgBobGyMuoLtcDgwMjKCv/71r+jt7cX6+nrQ/Xw+H3l5ebj55ptx1113ISMjg26Y3g71oxItAA0ngKLNfBGJRDhz5kxQT8TGxgYuXboUdl/h2F76FqkfZHp6mrYYp8ToTlFL9dZQK/p6vR4KhQL/+I//iPT0dLS0tGBiYmJfP0IKhQKbm5u0w1849Ho9Lly4gPHxcfoYO0WX0+mky/coUlJScPr0adTW1u75PbZfHA4HfW48Hg8qlYqe/bQTyk0QiL3/x+PxoKOjA5cuXQKbzcY73vEOlJSUHHoDfXFxMXg8Hnp7e/dsLOHz+dDa2hp1SG1iYiJOnTp1rKYDwJaQ7urqgtfrRXFx8Z6ybofF6uoqNjc3weVyg0xWGCJDkiT+8pe/4Kabbopo0HHnnXfi3/7t32L+rN96661YXFwMWoB59dVX8Ytf/ALPPvts2M/U+Pg4urq68P73vz/mc//ABz5A97ccx3X88z//MyYnJ/H444/T5d/f//738Y53vIM2ZTnodYTD4XCgqakJr776Kh577DH87ne/Q0JCAm699Va61D0aYrEYdXV1uHLlCoC/m9u8853vjJihvf/++/HQQw8xBiJvMZhXm+FE8Xg8Ma2cUi5hZWVlAIDe3l66sb+4uHhfgx8dDgctqlQqFQoKCjAzM4Nr165haWkJNTU10Gg0Yb8UA4EA9Ho92tra8Prrr2N6ejqkuVMqlaKmpgY333wz8vPzIRQKQRAEysvLweVy0d3dHRQU2u12CASCiIYQgUAg7FyY3a6dzWajsrIyqPTN6/Wivb0d4+Pjuwamw8PD4PF4EUvfVlZWghrTq6qqIv7oUmVyBoMBXC4XjY2NSE1NRUFBAc6ePQuLxYLLly9jY2Mj6jnthMViQaVShc2S2Gw2tLa2BpXnUYQLnKk+oPj4eNTV1aGpqenYA9ztAgjYWuH3er1hS2ksFgudaYylDGptbQ0tLS2YnJwEi8XCzTfffGQZBDabjerqaphMJszMzMS8nd/vR0dHR1RBm5ycjKampphWng+bgYEB2igiKyvr2I8PgH4+MzMzj9Vy+43M2toaXC7Xob7fqV5QKku5sbGBj33sY/jf//t/R/zOfP311wFsZURipba2Fnq9np5NdtTX0dzcjIceeggPPfQQJBIJGhsbkZaWhl//+teHdh3h+PnPfw6dToeXXnoJ99xzD86fP48XX3wRmZmZaGlpiflaKGMD6jvzjZwlpeYAnfTfmw2mB4jhRHG73TEFMNPT05DJZBCJRBgZGaG/pLOysvb8xUaSJGZmZjA2NgapVIr3vve9mJ6extLSEmw2G1JTUyMOMXS5XJibm8P8/HzYxlcul4vMzEyo1eqImRyCIFBZWYmuri709fWhoqICBEHAZrNFXa1bW1sLyQCwWKyYLJKBrecqKSkJXV1d9LlPTExgfX0dVVVVYcsQV1ZWsLi4iDNnzoQVgpRNOEVRUVHEJvRAIIDOzk6srq7S4md7RkkoFKKurg5LS0tob2+ne21iDe7UajVaWlpQXFwMLpcLr9eL8fHxENe57XA4HAgEgqDX0ul0orGxEVlZWSe2Iri5uRm0sisSiSCTyTA9PQ2VShW0kkllSPh8ftT3D0mSmJycxMTEBEiShEAgQGFhIQoLC4/uQrA1dLakpARDQ0NISUnZ1VWOEsnRhsCmpaWhpqbmRAL/ubk5LC4uIjExkV6QOW4cDgdd9nhSAuyNCPV5DpdJPSjUZ/LBBx9ERkYGPvOZz0R8rE6ng1gsDjKTCQQCQdlvyt2MgnqdqdENwNFex8c//nE8++yz+NKXvoSbbroJMzMz+MpXvoK3ve1t+Nvf/oa4uLgDX0e4757Lly9Do9EE/QYLBIKIgmk3jvI1Z3hjw2SAGE4MkiRjygBZrVaYzWZkZWVhfn6ennmRmpq66xDTndjtdly9ehWTk5MoLy9HXV0dJBIJdDodeDwe8vPzsbGxEVTjTJIkjEYjOjs78dprr2FiYiJE/EgkElRUVOD8+fMoLi7etY+CGvS53YFue99HOMKVrKWkpOwpCJRIJDh37lxQpsBoNOLSpUshq+0ejwf9/f3Izc0NG7RSZVRU9iEzMxPZ2dlhj0sNk11dXQWPx0NTU1PEQFipVOLcuXPY3NxES0sL3Ve0GyKRCBKJBPPz85ifn8frr7+OmZmZXTNc259zyslLq9WeaDnE5uZmSHYqOzsbDocjxLJ1u/11pBIPl8uF1tZWjI+Pg8/no7q6GgKBAAkJCTEL6IOgVquRnp6O7u7uqG591DyvaOWZSqXy2AeNUmwfdnpSAgwAnelMS0s79vK/NzLJyclISEiI2i/ocDhi/s4Btgx0gK3Zby+//DKee+45/PjHP0YgEIDP56PFwPb/39jYCHnd7r33XnC5XPpv53cp9fiNjY0jv46lpSX8+Mc/xkMPPYRHHnkEzc3NuOeee/DKK6+gra0NP/vZzw7lOsKxtra2r4qOnddClX1TC0bRniuLxRK1/5PhzQkjgBhODJvNhkAgEDXop1yqysrKYDKZMDAwAGBrVTkWxzcKkiQxNTWFlpYWCIVCNDc3IykpCR0dHdjY2MDtt9+O1NRUEARBO815PB5MT0/jwoULaGtrg8FgCAqm2Ww21Go1zp49i9OnT++5FIXNZqO2thZWqxUjIyO7ZoAi2V/vFR6Ph/r6euTm5tK3OZ1OXL16NehHor+/H0KhMOhxFNQqPWWmkJycHHE13O/30yWLfD4fTU1NuzasU0F6UVERuru76R6t3RCLxXjppZfQ398fc+N9fHw8RCIRioqKoNVq92wQcdh4vV74/f6QhQGJRILk5GR6AQDYem6pnrNI/T8rKytoaWmhA4tz587B5XIhEAjE7Jp3GJSXl9Of53BQ86CWl5cj7kOtVkc14jhK/H4/PduosrLyxISH3++n++2Y7M/eufXWW3HhwoWI1tXPPvssUlNT0draGtP+XnvtNeTk5EChUOCFF16Ay+VCSUkJLQAeeeQRAFvVAffeey+Arc/qzgWnr371q+js7KT/XnrppaD7d37Oj/I65ufnQZIk7aJGUVJSgpSUFAwPDx/adexELBaH/a1rbW2ljxuN9fV1dHd349y5c/Rxqqur8ac//SniYtjXv/51JCcn05+r6w0SxHXx92aDEUAMJwZVuhOtb2FsbAxqtZpuOiZJEjweD3V1dTEPT6Xm4Oh0OlRVVaG8vJyeJl9UVISioiJkZ2fTQszpdKKtrQ2/+93vwg4sTUhIQGlpKc6fP4+ysrI9D4rcDofDQX19PfR6PXQ6XUQB5HQ6w7r57HeljCAIFBQUBD2PgUAAAwMD6O3txczMDIxGI6qqqsIGm4ODg3SJklAojOj4Rrl4mc1muuxtL0YCMpkMzc3N9IDOSIP2XC4Xent7MTExAavVGvPgVz6fj8bGRhQVFdGvv9vtPlER5HA4EBcXF1bcZ2dnw2w200HE2toavaq883NEkiTGxsboLN12d0Nq6OxxDgzlcrmoqqrC4uIivdq8nZGRkaizqjIyMlBaWnpis27Gx8fhcDiQlZV17MNOt7O4uAiv14u4uLgDr5S/Ffnc5z6HtbW1ENtqYCvL/u1vfxu5ubkhFsvh+OMf/4iOjg584hOfABAa/Hd2duK+++4DAHR2duKrX/0qgC0h73A4ggxzsrKyUFNTQ/9tdykFQAfn1KLFUV4HNdvs8uXLQY8bHx/H2toaXXZ+GNexkzNnzkCn0wXN5nO73Xjf+96HH//4x7teyze/+U14PB7cf//99G2f//znMTQ0hH//938Pefz4+Dh+8pOfoLm5OeoICoY3H0wPEMOJYTKZQBBExBIcqtEzJycHV65cgdfrpSe9R3K+2U4gEMDk5CSmpqagUCjQ0NCAlZUVtLW1IScnB0VFRUGPl0ql6OrqooNnp9NJP4bFYkEulyMrK+vQS4a4XC6KiorQ1taG1dXVsPsPF/gLhcIDWxanp6fj7Nmz6OzspK97amoKOp0O7373u8Oucs/MzNCBKpvNjmg/vl38CAQCFBQU7Ot8uVwuKioqYDQa0d/fj9TUVBQVFYHL5SIQCECn02FychI+nw8sFgupqalYXV2NmmUiCAIajQZ5eXngcDiYnZ0NqhFfX1+P6T12FIQrf6NIT0+HSCSCTqdDdXU1/b4QiURB1tw+nw+9vb0wGAy0QKXq9M1mM+x2O5RK5Z4GEB8GycnJyMvLw8DAAMRiMX2d4+PjUYe9yuVyulfuJLBYLNDpdBAKhUfeM7UbVPlbVlYWM/h0HzQ0NOCRRx7Bl770JYyOjuKjH/0oUlNTMTQ0hO985zuw2Wx45ZVXgp5bt9uNtrY2AFsLCxaLBZcuXcIPfvAD3HDDDfjUpz4FYOs12ZmVe/nllwEANTU19G233HILgK1ZPu985ztjOu8rV67Q31lHfR2pqal48MEH8fjjjwPYGmI6NzeHr33ta1CpVLSoO4zr2Mk999yDJ598Eu9617vwyCOPIDU1FT/84Q+xublJnx+w9ZtIXYvf78fKygpefPFF/PrXv8bDDz8c9Hx/4AMfwKuvvooHHngA7e3tuPPOO5GQkIDOzk5897vfhVgsxrPPPhvT+TO8eWAEEMOJQDmaSSSSsGVjPp8PY2NjqKmpQVdXF52FKS8vj0mAWCwWugyqtrYWPB4P3d3dSElJQWNjI31Mn8+HhYUFzMzMwOFwBDVv2u12eL1elJWVQaVSHWmwSB1naWkJQqEwZHUsXFnQYa3+xsXF4fTp0xgaGsLs7Cymp6fB4/EwOzuL1NTUoOGkRqMxqAyhqqoqrNCgXObW19fpoHG/TawUqampaG5uxujoKC5evEhbmO/M0KWmpmJgYABerzdslpDqHdsuxsRicVDTvcViOTFrYSoDFA5qvtPg4CA2NzfDZlE3NzfR0dEBm82G5OTkkBk1VJnjcZa/bSc3Nxcmkwk9PT04deoUZmZmMDExEfHxqampJzJklCIQCKCvrw8kSaKsrAwczsn9bJrNZlitVtr1kGF/PPzww6iqqsIPf/hDfPazn8Xa2hoyMjLw9re/HQ8//HDIc2swGNDY2Ahg6zMolUqh1Wrxne98Bx/72Mdirkag0Gg0qKqqwiuvvBKzcPjzn/8cYjd9lNfx+OOPIyMjA8888wy++93vQi6X45ZbbsE3vvEN2hXzsK5jOwkJCbh06RI+//nP49Of/jR8Ph/q6+tx8eLFoH6iV155hR6+yuFwIJPJUFpaipdeeinsufz4xz/GDTfcgB//+Mf4+Mc/DqvViqysLNx777146KGHDjSs+agJkFt/J30ObzYIcq/DGRgYDoH19XVcuXIFeXl5yM/PD7m/v78fCoUCy8vLdLYhNzcXBQUFUfcbCAQwPj5Ou2VpNBpMT0/D7/ejqKiIXiXf3NykMxnbe0usVivGxsaQkJAAmUyG4uJiVFdXH+KVh2d4eBgbGxsoLy/HtWvXUFpaSpfZuN1uvPrqqyH1y7W1tYdeinPhwgVcuXKFdlKjzBpkMhnsdjudiQOAwsJC5OTkhOzD6/Wira0NFosFQqEQTU1N2NjYQFdXV9RZDLHidDpx5coVtLe3Iz4+HiqVKiQAmZiYQHx8PBQKBX1bXFwciouLwz5no6OjmJqaov8tkUhw+vTpA53nfunv70dCQgK0Wm3Y+/1+P1577TWkpqbSpWTUe8FkMtHzaVQqVZD1ObD12vz1r3+FUCjEjTfeeCzXEw6Xy4WLFy+Cw+GEWJNvJzk5GQ0NDSdq8zw+Po6JiQlkZGSgsrLyxM4DALq7u2nb/khOlQxvDF588UXce++9WF5e3rWfrKWlBW9729ug0+kgl8uP6Qxj481yHdcjVqsVSUlJeOGyEaL44x30vBOH3Yo7z6RiY2Pj2IdOHxVMDxDDiRBtcKPBYACLxYLVaqXFj1wuDyuUtmM2m9HS0oLl5WXU1dVBKBRicHAQmZmZqK6uhlAoxNraGjo7O/H6669Dp9MFiR8Wi4Xi4mLU19ejsLAQEokEBoMBbrf7EK88PJQBgkgkQm1tLfr7++nMhl6vDxE/XC730Ov/19fX4XA4cNddd9F9OpTZwfT0NDo6Omjxo1Qqw4ofj8eDa9euwWKxIC4uDqdOnQrKZhxkvYUkSeh0Orrxl2o0HhoaCrFMlkqltAMSm81GQUEBbrjhhoiCceecn42NjRObCr5zBtBO2Gw2NBoNbQxBEARSUlIwOzuLtrY2+Hw+lJSUoLy8PKQva2Fh4djND8IhEAjo4beRZv0kJSWhrq7uRMWP1WrF1NQU+Hw+iouLT+w8gK1sNWX/f9KvH8PBueOOO1BcXIynn35618d+61vfwoMPPnhdioY3y3UwvPVgSuAYTgSTyQQ2mx0SeFLOa1lZWfR8GbFYjMrKyoiZA7/fj7GxMczMzNCzbiYmJqBSqdDY2AiSJLGwsACdThe2OZ7P5yMrKwtqtRp8Ph9JSUm0U1UgEMDCwkLYYP8wsdvt9GwHsViMgoICdHV14fTp02EbxuVy+aE6Yfl8PvT09ECtVtNOQG1tbXA4HPD7/fjd736HxMREKBQK2vJ7J1R9udVqhUgkOtQhlVarFf39/UHBMpvNhkqlQnJyMmZmZmA2m6FWq8Hj8ZCUlISZmRmIxWLU1NQE9ceEY/scC2Drdd/Y2Dj2AahA6AygcGRlZeEvf/kLnE4nCgoKMDo6irm5OXC5XNTU1EQs55ifnweLxTrxZl+DwYClpSWkp6djZmaGFrMU8fHxaGho2HNp0WFCkiT6+/sRCARQUlJy7P1SOzEajQgEAoiLiwt5vzK88SAIAr/85S9x7tw53H333RHNgP7yl79gcXERv//974/5DGPjzXId1zUkAZI84X6/kz7+EcAIIIZjJxAIwGw2IyUlJSSIHxgYgFKpRH9/P4CtleJoMz9MJhP6+/tBEARKSkpgMBjAZrPR0NAAv9+PiYkJzM3Nhc3iJCYmQqvVQqlUBp1HRkYGRkdH6ab4ubk5ZGdnH1kPgs/ng9PpDHJHU6vVWF9fp00EdnLY/SnDw8NgsVi06QOVvWlvb0d/fz/trMZms3HLLbeEvG5utxutra2w2WyIj49HY2NjkPihMj97fQ6p+UFTU1MRs0fx8fEoLi7G8vIyhoaG6HlE1Lyj3cQPsPU+EwqFQeVYFovl2AVQIBCAy+XaVQDxeDzw+XwsLi4iPj4eVqsV8fHxqKuri5g9MpvNsNlsJ2J+sB2TyYTu7m6QJInMzEzYbDZMT08jPz8fBEEgLi4OjY2NJy44dDodLBYLZDJZUCnlSUFlf07SgY7hcMnOzsbi4mLUx9x666249dZbj+mM9seb5ToY3lowJXAMxw5l3bu9uR74++r0+Pg4/H4/2Gw26uvrw2YRfD4fBgYG0NbWBqlUSjexl5WVQaFQYHBwkB5aul38EAQBmUyGpqYmnDt3DpmZmSHBPJfLDRIY25vNjwJqANtOh7TS0lLMzMyEDL4UCAQhz91B0Ov1WFhYQFVVVZDQ5PP5UCgUtChgsViIj4/H2NhYkBhxuVy4du0aXcYXLvPj9/vBYrH2JIDW1tZw8eJFTE5O7lo6R1k6l5SUIC4uDgkJCSgoKIg6U2YnO8XOdmvX48LpdILP5+9a9uVwOMDn86HT6WAymZCeno4zZ85ELZ2jzA9Osnl+fX0dHR0ddHkhi8VCdnY27HY79Ho9BAJBiHg+CRwOB8bGxsDlckNsfE8CkiTp7wFGADEwMDAcHEYAMRw71ErR9jrgjY0NzMzMwGQywePx0HbX4ZrtVldXceHCBZhMJigUCjgcDqhUKigUCvT29uLSpUtYXFwM6uHgcDjQarW48cYbUVtbu6uA2FljT1nPHgU2mw1cLjck6GOz2ZBKpVheXg6aUq1QKA4tG+VyudDf34/8/PyQeUYmkwljY2PIz8+HRCKBVquFSCTC/Pw8urq66GzFtWvXYLfbkZiYiKampoiW2LG6Z3m9XvT39+PatWshDm+RIAgCWVlZuP322/H+978fLBYLo6Oj2NjYiNhjspPrQQBFc4DbzsjICHQ6HQQCARITE1FTUxP1+fV6vXST8km5HVmtVrS3twfZjQOgXQ9XVlZQUFBwYvbjFNtL34qLi09cjAFbiwGUq+Fh2/AzvHH485//jJqaGsTFxUGtVuPRRx/ddXHoV7/6FYqLiyEUCpGfn4+f/OQnIY/5+c9/jpKSEggEAmg0GnzlK1+h+z0pvvzlLyMtLQ1qtRo///nPg+4jSRI1NTX49a9/feBrZAiFJK+PvzcbTAkcw7Hi8/mg1+shkUjojIfX60VPTw/cbjf9pVtZWRlSS+x2uzE8PIzl5WUkJSWBJEkkJSUhMTERfX19Yd2kRCIRNBoNMjMz92RfKxaLkZSUhI2NDQDAysoKXC7XkQRDdrs97HBQm80Gj8eDrKwsTE1N0c5sh1X+RpIk+vr6kJCQENLj5HA46MGzLBYLt912G5xOJz3EzmAwoKWlBV6vF263G4mJiVHLlmIVQHq9HkNDQxGnm4dDIpGgrKwsSCxXVFRgYWEBL7/8Mnp6emJyPNvZV7G5uQmPx3OspVjRZgBRTE5O4vLlyyBJEjfccAMSExNhMpmimmJQCwIn1Txvt9vR1tYWElRRyOVyZGdnY2JiAnK5/EStpufn57G2tobU1NQT75WioLI/6enpzOyftyjXrl3Du971Lnzwgx/E17/+dVy5cgUPP/wwAoFA2GGoAPBf//Vf+P/+v/8PDzzwAN72trfhD3/4A+677z4IhUJ8+MMfBgD84Ac/wIMPPog777wTjz/+OEwmE77yla9gYGCA7tf54x//iMcffxw//elPYTabcd9996G2tpY2Bnnuuefg8/lw1113Hc+TwcBwCDACiOFY0ev18Pv9QYFFd3d3UIaDKmPbzsLCAoaHh0EQBIRCIeLi4sBms+lyuZ2kpqZCo9EgLS1t3wFDVlYW3YtEkiSWl5cjWhMfBIvFElYAUeYHEokEDocD09PTqKqqOrQG6NnZWayvr+PcuXNBz5HX6w1yfFMoFLQDH4/Hw/T0NNxuN/r6+sDhcFBbW4umpqaoDeu7CSCXy4XBwUG6zyEWOBwOCgoKIg6EzMzMxNvf/nb89re/RUpKSogl9E6SkpJAEETQiur6+jptTnEcRMsA+f1+9PX1YWlpCS6XC4WFhairq4Ner8f09HRUATQ3N0eXCR43LpcLbW1tEd0UqVJXav7HwMAAqqqqjvkst3C5XBgZGQGbzUZZWdmJnEM49Ho9AKb87a3M1772NVRUVOCXv/wlAOBtb3sbvF4vHnvsMXz2s58N2+v4pS99CXfeeSeeeOIJAFt9OGazGV/5ylfw4Q9/GH6/H1/72tdw/vx5/Nd//Re9XXV1NYqLi/Hqq6/i/PnzeO2113D+/HlaNP3kJz/BxYsXUVxcDI/Hg4cffhhPP/00I86PiAAIBHCyz+1JH/8oYErgGI6VhYUFsFgsWuBMTEzQVtcAUFBQELRK7XA40Nrait7eXgQCAbDZbHC5XCwvL2NhYSFI/FDDAZubm9HQ0HDg1VKFQhEUMK+uru57X5EIBAJYX18PW5K33f2NyvocliW3zWbDyMgISktLgwLuQCAQJEjFYnGQ41tRURHUajVGRkboUsVAIBBxZZ8ikgAiSRJzc3O4cOHCnsRPeno6mpubodFoor7GarUaZWVlWFtbw+XLl6OW1LHZ7JCSy+Mug4uUAXI6nbh69SqWl5fB4XCQn5+P+Ph4pKamIjs7GyaTic5W7mR9fR02mw0ymSxseeJRQtmoR5r1Q5W6Jicng8vloqqqiv5snwQDAwPw+XwoLCw88VI8CqvVCqfTCRaLdejW9wxvDNxuNy5evIg77rgj6PY777wTdrsdly9fDtlmdnYWExMTYbeZnp7GxMQEVlZWsL6+jttvvz3oMUVFRZBKpXj55ZcBgF54pODxePRv79NPPw21Wo23ve1th3KtDAzHBSOAGI4Vq9UKhUIBLpeLtbU1tLa20mVl2dnZyM3NBbAVOE1OTuL111+HXq+Hx+NBIBCA0+kMCfQEAgEKCgpw/vx5lJeXh82m7AcOhxMkTNbW1oLmBh0GGxsb8Pv9IXX96+vr2NzcpP9NEASys7MRCAT2JBTCEQgE0NPTA5lMFpIRGBoagtFoBBDegc9ut2NlZQUZGRlISEhAfn4+3G43rl69CpvNFvGY4QSQ3W7HtWvX6KAzFvh8Pqqrq+k5T7tBEAQyMzMhlUqhVqtx5coVejU9HCfdBxQuA2Q2m3H58mVsbGwgIyMD2dnZ4PF44PF49MDeuLg4TE9Ph90nZX5wEuVv/f39EZ9DgiBQXV0dVOoqkUhQUFCAwcHBoKzwcbC0tISVlRUkJycjKyvrWI8dDerznpqaeqIzkRhODp1OB4/Hg7y8vKDbqdLliYmJkG1GR0cBIOo2YrEYHA4npMd1fX0d6+vrmJmZAQA0Njbi4sWLmJiYQHt7OwYHB3Hq1ClYrVZ84xvfwLe+9a1DuU4GhuOEEUAMx0pzczPKysrg9Xrx0ksvITExkQ5SKQtms9mMS5cuoaurCysrK3C73eDxeCHNnmKxGFVVVbjpppuQm5t7JL0a21dcA4HAobvBmc1mxMXFhQTz4Wb/pKSk4PTp0+jv7w8SR3tlbGwMHo8npMRnenqaDpbZbDbq6uqCep5sNhuuXbsGl8uFgoICfOhDH6LL3lwuF65evRox2N0ugChx29LSEtbiOxKZmZm44YYb9mxJrFQqodfroVKp0NDQgJGREQwNDYUddLpTAFkslgMNb90rO2cALSwsoLW1FW63G0VFRaisrKSfY6lUCoIgQBAEtFotlpeXQ3qntpsfHKZzYCxMT09HtcatqKgIW9KVnZ2N5ORkdHd3H9swWq/Xi6GhIbBYLJSXl19XpTyM/TUDZeSyM0NNLfaFm28XyzZxcXH44Ac/iB/+8If42c9+hvX1dYyPj+Ouu+4Cl8ulM+Z33nknPfD0hhtuwCOPPILq6mo8+uijOHfuHKqrq/G5z30OBQUF+B//438cqWvqW5GTNj94s5ogMAKI4VAhSRJ+6xq8hhl4libhMczAt2Gig0iBQAA2mw23242EhARwOBzIZDKUl5fD6/VicHAQf/7zn9Hd3Q2LxYKUlBTEx8cHBSTp6eloamrCmTNnQmb4HDY7S04OuwxubW0tJPtD9RvtJCMjA2KxGDk5ORgYGNjX8UwmE3Q6HSorK4N6dvR6PUZGRuh/V1VVBbnCUeLH7XZDKpWivr4eGRkZqK+vp4WN1+ulB6HuxO/3g8PhYH19HZcuXcLY2FjMwa1IJEJjYyMqKir2NRhTLBaDy+XCZDIhKSkJZ8+epUvKdpZm7RRAPp/v2DIRVHkjn88HSZIYHh5GX18fWCwW6uvr6QwgJRq3C5rMzEyw2WxawFIsLS3B7/dDpVIda1C/urpKr0CHo6ioKGI/EkEQqKiogMvlirqPw2R6ehoejwc5OTkhdvQnyfaM93H2ojFcX1DflZE+w+F+AyNtQ/0WU9s888wz+Id/+Af8z//5P5GcnIyqqio0NjaitraWLsclCALPPPMM7HY7bDYbPv/5z2NpaQlPPfUUvvGNb+Cpp57CX//6V7z44otgs9n4xCc+cTgXzsBwhDAmCAyHAun3wWuch9cwA9JF9VkQAP7fAEx+HLgyLbipmSA4XIhEImRnZ4PNZqO4uBgGgwGtra0YHBwEj8dDTk5OUPaBxWJBqVQiOzv70ErcYiE+Ph5xcXF0xuUwBRBJkjCbzXTmi8JkMoXt9aEyH1qtFktLS1haWtqTI5zX60Vvby+0Wm2QFbLFYkFvby/97+Li4qDVZqvVitbWVng8HqSmpgaVxUmlUjQ1NaGtrQ0ejwc+nw9tbW04depUUC+Ly+WCXq8P6vfaDarsLy8v78ClPwqFAktLS0hLSwOXy0VtbS10Oh0uX76M8vJyOrgUiUTgcrlBPU3r6+vH8p5zOBwQiUTw+/3o7u7GysoKRCIR6urq6KCcKpkEggUQh8NBZmYm5ubmkJubSwc3c3NzdIb1uLDb7fSg03BQg2qjIRAIUFlZifb2dkil0iMN/l0uF3Q6HXg83q7nddxQ2Z/k5ORj799iuH6gjG92Li5RZcc7RxhE24Za0KG2iY+Px09/+lP84Ac/wNzcHLKysiASifCzn/0sxPRn+3vw3/7t33DXXXchPz8f9913Hz7ykY+guLgYDzzwAJqamuhZfgwM1ytMBojhwARcDmwOXIRndmib+AEo8QMApHsTnrkhbA5cRMBpp1d5S0tL0dHRgaeffhptbW3QarX0PAJgayhpTk4ObrrpJlRUVByr+KHYngVyOp1Re132gs1mg9frDckAhcv+JCcn02VyBEGgvLwcw8PD8Hg8MR+PEpcFBQX0bU6nEx0dHXRQnZWVFfSjZ7PZaPGTlpaGurq6kB+1pKQkNDY20tkZt9sd5Pq1srKC7u7uPfUuJSUl4cyZMygsLDyUH1GlUgmDwRBkmqHValFbW4vBwUGMjo7SK6bhyuCOg83NTfB4PLS1tWFlZQUpKSk4c+ZMUEaCyv5wudyQTEVWVhbcbjf9/llfX4fVaj1W8wPKQTBSTxdlWR4LaWlp0Gq16Ovr25Mt+l6hnCTz8vJO1H47HMzwUwYA9GLh1NRU0O3Uv3cuogGgnTt32+bll1/G1atXER8fj+LiYohEIqyurtLDscMxPDyM3/72t/jKV74CYGthkPodk0gk8Pv9TBncIUKSxHXx92aDEUAMByLg3oRz6DJId3iXp52QHhc2h68g4NrKqAQCAYyOjkIul+P06dP0qpVQKERxcTFuvvlmFBYWnugwwqMqgzObzeDz+UGBbCAQCNukvzPTk5SUBKVSGVS2Fo2lpSXo9XpUVlbS2QGv14v29nZaqKSlpaGkpITeZqf4qa2tjVhumJiYiLq6Ovr+zc1NXL58Ge3t7ejo6MDm5mZMpYpsNhtFRUU4c+ZM2FXN/ZKQkAChUBjy2kkkEpw9e5bOcrlcrhCb8cMSvLtB1d+bzWbI5XI0NDSElPytra0B2Mr+7CxtoVzhqIZmKtt2XOYHJEmiu7s7otMeZaqxl5LVwsJCCIVC9Pb2Hkkvlt1ux8LCAj1Y8nqCyhADCJmJxvDWQiAQ4OzZs/jd734X9Dl44YUXIBaLUVdXF7JNTk4OtFotXnjhhaDbX3jhBeTl5dHv92eeeQb/8i//EvSY73//+2Cz2XjnO98Z9nz+9V//FZ/61KfoqoS0tDR6gUuv14PNZh97zyEDw165vpa7GN5QkCQJ13gHSJ8X27M9u2wF+LxwjbdDWNaMQCCA9PR0emU+MTEROTk5kMvlR9rbsxekUilt9wxsCaDDKJUJ1/+zuroaYilNEETYxv/8/HxcvHgRJpMpqKRtJ06nEwMDAygsLKQbYim7ayq4T0xMRHV1NR1U2+12uvmeKnvb7fVITk5GTU0NOjs7sb6+jt7eXvD5fOTn58dUDpGamoqysrIjsx9WKpVYWlqCXC4Pup3H46Gurg5TU1O4dOlSyP3hepoOG4fDgatXr4LD4UCtVqO0tDRs7X64/p/taDQadHR0wGg0YmlpCXFxcVHfG4fJyMgI7SC4E8pUY6+ZKBaLherqaly6dAlTU1O0S+RhMTY2BpIkUVBQcN1831DY7Xb6c3MSmW+G64svfelLuPnmm/GBD3wA9957L65du4bHH38c3/rWtyAUCmG1WjEyMoLs7GxaMH/5y1/GPffcg5SUFLzrXe/Cf//3f+O3v/0tnn/+eXq/n/70p3HrrbfiwQcfxLve9S68/vrrePTRR/GFL3wh7Ny7lpYWtLa24le/+hV922233Yann34alZWVePLJJ/GOd7zjusumMjDshHmHMuybgM2MwOZ+gkMSAacNfusaOElbDfUrKytITU3d10onSZIgSRKBQCDqH0mSYLPZ4HA4YLPZ9P/vFviw2WwkJyfTKf1I81b2itlspi1JKcK5v6WmpoZ1uONwOCgtLcXAwACam5vDXgdJkujt7YVEIoFGo6Fv3253zefzUVdXR/9gUfbUlOHBXlbtpVIp+Hw+bcvq9Xqh0+miCiAul4uSkpIjH9KpUCgwOTkZ1pKbIAjk5uYiOTkZV69excrKCl125PP5QtzZDpONjQ20tbVhY2MDZ86ciVgiRpVMAggRzhRpaWmIi4tDR0cHAoHAsZkfzM/PQ6fTRby/oqJi3xk9kUiE0tJS9PX1ISUlJeK175X19XXo9XokJibu2VnwOKDc/qgBvQxvbW688Ua8+OKL+MpXvoL3vOc9UCqVePzxx/G5z30OANDT04MbbrgBzz77LO6++24AwN133w23243vfOc7dE/PL37xC3zgAx+g93vLLbfg17/+Nb7+9a/j//yf/wO1Wo0nn3wSn/rUp8Kex0MPPYQvfvGLQZnyBx54AMPDw/jQhz6E6upq/OxnPzuy5+GtSIDc+jvpc3izwQgghn3jWZnBdqODvUHAuzIDTpIUKSkpSElJoQMSj8dD/3m93qD/9/v9IaLmoFa5BEEECaOdAonNZmN1dRUGgwF8Ph98Ph/r6+sQi8X7DkwcDgdcLldQMOfz+cL2yUQzOkhPT8fi4iImJiaCensopqamYLVa0dzcTJ9rOLtrqr+IGjxLiZ9wPT+RoLI+LpcLmZmZ9DDLtbU1rK6uhl29VyqVKC4uPpYeFZFIhISEBBgMhohiKyUlBTfffDN+8IMfwO120wKCsow9bEwmEzo7O+Hz+SCXy1FeXh7xsVT5G5vNjigmCIJAVlYWXeZyHOYHZrMZg4ODEe/Pzc09sMDIyMiA0WhET08Pzp07ty83wJ1QDnNFRUXXpcCges929qQxvHV573vfi/e+971h72tubg5bJnr//ffj/vvvj7rfu+66C3fddVdM59De3h5ym0AgwC9+8YuYtmdguF5gBBDDviD9PvjX9Nif+AEAEn6zHqTfB4LNweTkJMbGxg7zFEMgCCLsDwRJkvD5fFGHcZrN5qCZJj6fjzYmoP6oeT7U/wsEgoiZE7PZDA6HEzSjwWAwhIg5Npu9awN0cXExWlpaoFQqg0plzGYzxsfHUVNTQ/dQGQyGELtraiXP4XDQc35SUlJiFj/UXJ/JyUn6+ZXL5fD5fNDr9QgEArBardDr9XQwJxQKUVZWduyT7akyuGjZpri4ONTX16O7uxtTU1PQarWw2WyH3oiu1+vR09MDkiRRXl6OgYGBqMNdqfK35OTkqAF7cnIyNjc34ff7j7x3zul0oqurK+IihEwmo5uxD0ppaSkuXbqE/v5+1NTUHGhfq6urWFtbg1QqvW77aygBtLMnjYGB4a3F9TCH56SPfxQwAohhX5A+D/Yvfrbtx+sGweYgPj4ePB4PBEHQU+65XC79/9S/2Ww2WCzWnv+ogDEQCMDv98Pv98Pn84X9b7jbEhMTsbq6CrfbDa/Xi83NTYjFYjgcjohN38DWylhCQgLEYjH9JxAI6P6f7YEslTHZTnp6+q611AKBAAUFBRgYGEBTUxMIgoDX60VPTw+ysrLowN1isaCnp4febrvd9ebmJi1+kpOTYxY/drsdvb29YZ3SMjMz4fP5aFcyo9EIvV6PpqYmFBQUnEiNuEKhwOjoKDweT9TBucnJycjLy8Ps7CzGxsaQnp5+qP0nc3NzGBgYAJvNRm1tLYRCYVTBDAQbIESDcpDzer0IBAJH1tvi9/vR0dER1rId2Oorq6ysPLTsCofDQXV1Na5cuYL5+XmoVKp97YckSTr7U1hYeCjndtj4/X6694wRQAwMDAyHDyOAGPYHeUgT2sm/Ww/n5uYiLi4OEonkyEqiKEG01xKaQCAAm81Gl9xJpVLk5+djc3MTTqcTTqcz6P+pTIjL5YLL5QpqDhcIBJicnEReXh6MRiOSkpLg8XjC2obGOudHpVJhcXER8/PzUKvV6OvrA5fLpa1Od9pdq9VqusF1p/jZPtw0GjMzMxgdHQ2ylt5JVlYWPXciLi4OCQkJSEpKOrEGWYFAAIlEAr1eH9X1KzExESwWC1qtFouLi7h27RpKS0sPZUgmle3kcrmor6+HRCKBwWAImpu0E4fDQQuN3QTQ0tISFAoFOBwODAbDkfW39PX1RTSI4PF4qK2tPfTXOSkpCYWFhRgaGoJEItmXOcDS0hKsVisUCsV1Ky42NjZAkiT4fP6R9Z4xMDAwvJVhBBDDviDYkVfP9wR7S4iMjY0FZUAoIZScnAyZTHaiNtjAlnCKj4+HzWYDi8WC1+uN6K5FkiTcbjc2NzexubmJjY0NWCwWeoglVQ4mFovR1tYGYGvV3mazQSQS0X9xcXExl4gRBIGysjJcu3YNTqcTRqMR586do891p911aWkpgC1hRG0jkUhiEj8ulwt9fX0RHb92npdKpYLJZEJJSQmEQiH6+/vB5XJPbLYJVQYXTQBtD6wzMjJgMplw5coV1NXV7bsJnyRJDA8PY2ZmBgKBAA0NDfRxdjNZoLI/LBYratC+vr6Ozc1NZGdnw+l0YmZm5kgE0MTERNh5VcDWa15TU3NkgbtGo4HRaER3dzfOnDmzpzlRgUAAY2NjIAgibM/c9QJT/sbAwEBBggCJk+1TPOnjHwWMAGLYHxwuCGECSOf+Z6QQAhEI7lamR6FQwGg00gMPKfGwtLSEwcFBJCcnQ6FQQKFQnNhE9MTERNo22m63RywvIggCAoEAAoEAycnJdL8JSZKw2+0YGxuDwWCAUqmE3W6H1+vF4uIi/H4/3edBEAQKCwuh0+kgk8liyjxQ2ZXXX38d7373uyESiaLaXW8XP2KxOCbxs7y8jIGBgRCr7kgIBAJkZ2dDJBIhMTERm5ub9LyYhoaGE5kVIZfLMTQ0BJfLFVFYb+/NArbc7fLy8tDZ2YnS0tI9i4pAIIC+vj4sLS0hPj4eDQ0NQf0+DocjagaIEkBisThqSRvlIqhUKuH3+9HV1QWr1RpyPQfBYDBgfHw84v2lpaVH+rpSQ5RbWlowMjJCi/lYmJ2dhdPppKfdX68wAoiBgYHhaGEEEMO+IAgCPJkG7pmBfe+DJ9PS/QFpaWk4f/48nE4nzGYz1tfXsb6+TpeCmM1mmM1mDA0NISUlBUql8lgn3ANbQTEVYFJiZi+BJUEQSEhIgEAgQGVlJZqamhAIBDA0NIS1tTW6n8jp3Boqy+PxMDo6itHRUYhEIqSnpyM9PR3Jyclhg2CfzweLxQKSJOnsVCS7a5fLhWvXrtG9TOGGbm7H6/VicHAwrE13JBQKBcrKymA0GsHhcHDq1Clcu3YNDocDgUAAHR0dOH369LHPOOHxeEhJScHKykrELBCfzwePx4PH4wnarrGxER0dHXA6nTHPgvL7/ejs7ITRaKSF5s7+o83NzaiiYbf5P8CWyFpaWgKPx6Mb+4VCIWZmZqK6y+0Fm80W1Ee2k6ysrGMZKMrn81FZWYm2tjakpqbGlE30er2YnJwEm81GXl7ekZ/jQaAssBkHOAYGBoajgRFADPuGI82Ae24YCETuAYkIiw2ONNSJSygUQqlU0r0vbrcber0ey8vL9Cr42toa1tbWMDg4CKlUioyMDCiVyiO3st0pdva7sm42m5Geng5gq6TJbDYHlbr5/X6IRCIoFAoYDAZsbm7C4XBAp9NBp9OBw+EgLS0N6enpSEtLo4PpgYEB8Pl8nDlzBlNTUxAIBGHtrreLn6SkpF3Fj9FoRF9fH52d2w0ul4vS0lL6NfT7/WCxWHTZ15UrV+B2u+Hz+dDZ2YmzZ88ee09Qenp6VAEEbL3e2/uyrFYrMjIycPr0abS3t2NzcxMlJSVR33cejwcdHR1YX19Hamoqampqwl5rtAwQ1V8GRBdAJpMJHo8HGo2GPqesrCyMj4+jsLAwqulDLAQCAfT09ETs+ZJKpSguLj7QMfZCamoqcnJy0NfXh3PnzkV10AO27N89Hg9yc3NPLIscCx6Ph369mQwQAwNDACc/h+eQur6vKxgBxLBvCDYHfG053FORV4QjwdeUguDsbkTA5/ORlZWFrKwsuFwuWgyZzWaQJAmj0Qij0YipqSkUFhbSwuIo2BmgxioIdm5jtVrpQNFkMtHlaRRsNhtVVVVISUlBcXEx7HY7DAYDVlZWsL6+TjurLS8vgyAISCQS+P1+rKys4NZbbwWfz8eLL75IZzGAv9tdU+LH4XAgKSkJjY2NEcWP3+/H2NhY1AGXO5FKpaisrAwqLds+eDQuLo4WQX6/Hw6HA319fQe2Nd4raWlpGB0djeqSFk4AAVtlfadOnUJXVxc6OztRXV0dtg/F6XSira0NdrsdCoUClZWVEYfVOp3OiD0z28sio2UEtpe/UahUKoyPj2N+fj5k6O5eGR0djWh6EBcXh+rq6iNznItEfn4+1tbW0NPTQzsghsPtdkOn04HH4x34eThqqPI3kUh0KPOOGBgYGBhCOd5fK4Y3HVxpBnhZsdfgAwBPXQxu6t4tbAUCATQaDU6dOoWbb74ZxcXFdAbGZrOho6MDV69epctHDpudK+iR7H+jYTAY6BIsYKsnYScJCQlBK/3x8fHIycnBqVOncMstt6CyshIKhQJcLhckSWJpaQl/+9vfYLVaMTAwgMnJSVgsFuj1egBbgx5lMhncbjdaW1vhcDiQmJgYNfOzsbGBS5cuxSx+WCwWSkpK0NDQENJXs10AAVvCYntJll6v35PIOgxEIhFtRx6JnaV524Uqh8NBXV0d+Hw+rl69GvJesNvtuHr1Kux2O7KyslBVVRVRHLhcLrDZ7IivBXWO0dzz/H4/9Ho9bR5CwePxoFQqMTs7G3YGVqysrq5GfI2o5+KgGab9wGKxUFVVBavViomJiYiPm52dhd/vR05Ozok5EMYK0//DwMDAcPRc378EDG8IeDINWHwhPPOjCDhtAAgEzwja+jchjAc/sxCcZPmBjykUCqHVaqHVaqHX6zE6OgqHwwGz2YwrV65AJpOhsLDwUGyLKbhcLlgsFj30cXt/SKwYDAakp6eDIAi4XC4YDIaQx2RlZUXcnsfjISMjAxkZGQgEAjAajXjllVcgl8uRlpYGg8GA119/HV6vF2traygpKUF2djbcbjeuXbtG9y01NjaGDVhJksTU1BTGx8djDpiTkpJQVVUV8bn2er0hwb1SqcT6+jpmZmYAACMjIxCLxft2WNsPaWlpWF1djTgIc2d5o8vlCpofxGKxUF5ejsnJSVy5cgX19fWIj4+HxWJBe3s7PB4P8vLydh0EGqsDXLTnxmAwwO/3h7VN12g0WFhYwMrKyr6c99xuN/r6+iLeX15efux9XNuJi4tDWVkZent7kZaWFpIlCwQCmJubA4fD2ffsoONku2EJAwMDAzMI9WhgBBDDocCRyMAWpyNgX4d3ZRaBTStInxdgc8AWJYGbrgYrPvoE+/0il8uRnp6OhYUFjI+Pw+120yVjmZmZKCoqOrRSEh6PR5e+7VUAeb1emEwmutwr3Ko8h8OhXeN2g8ViYWVlBSqVCmfPnsXGxgb+8Ic/0D0acXFxGBwcBEmSMJlM4PF4dNlbOPHjcDjQ29sbcwaNIAjk5OQgLy8vaulTJLe1oqIiWCwWrK+vgyRJdHV14dy5c8fWn5Geno7BwcGIfSvhgnqbzRbSh5ObmwuhUIhr165Bq9ViYmICfr8fpaWlUcUsRbT+H7fbTc9Ritb/Q5W/hXvvJCUlITk5GTMzM/sSQP39/RGznZmZmUc2Z2gvKJVKrKysoKenB+fOnQvK8iwtLcHtdkOj0bwhSsooExRm/g8DAwPD0cEIIIZDgyAIsBOSwU44vlV8ChaLBbVaDaVSiZmZGUxNTcHn82F+fh5msxl1dXWHYnu7XQDttQRuZWUFLBYLqampCAQCmJ+fD3lMZmZmzCU6y8vLWFhYwKlTp8DhcDA1NYX09HSkpKTA5XJBLBbj2rVruHz5MrxeLxISEnD+/PmgLAbF/Pw8hoaGog413Y5IJEJlZWVMLlUulyvsc89isVBdXY1Lly7B4/HA7Xaju7sbjY2NR25oAYB+niIJEDabDZFIBIfDQd9mtVrDCpGMjAw4nU4899xzyMzMxM033xzzENtoGSCq/weInAHyeDxYXV1FUlJSxCxcVlYWenp6YLPZ9pStmZ2dxcrKStj7RCIRSkpKYt7XUVNaWoqWlhYMDQ2hoqKCvp0q3dNoNCd0ZnuDEkC7mTowMDC8NWAyQEcD0wPE8KaCw+EgNzcXN910E736brfbcfny5ZgGd+7GduGw1wyQwWBAWloa2Gw29Hp9WAEVS8YA2Moa9Pf3o7CwEGKxGIODg/T1iUQivOc978FNN90EuVwOu92OuLg45OTkYHFxERcuXEBrayuWl5fh8XjQ09OD/v7+mMWPWq3G2bNnY7bojTZvRygU0nOJgK1yr9HR0Zj2e1BYLBakUilWV1cjPiac81841tfXMTU1hby8PPB4vD3120TLAFECKCEhIWKPzfLyMkiSjJo5lMvlEAgEdMlhLNhsNgwPD4e9jyAIVFZWXlf9NFwuF5WVlVhYWKD739bW1mC1WpGenn5dz/2hCAQC9AILkwFiYGBgODoYAcTwpoTH46G0tJR23vJ6vWhvbw9rOrAXtpdn7UUA+f1+rK6u0iVI4c4jNTU1pp4lyo44JSUFWq0WOp0uxO6aw+GgtbUVMpkMycnJuPfee1FRUUEHgSaTCZcvX8aTTz6J/v7+mAJ2ao5QWVnZngJft9sdUQABW85x2/tkpqen6QD2qKH6gCIRzQiBwmKxoK2tDT6fD6dOncLtt9+O0dFRLC4uxnQO0TJAVP9PLOVv0UrRqAzp4uJiTENsqfcY1e+2k/z8/OtyRk1KSgpycnLQ398Pl8tFZ3+0Wu0Jn1lsUNkfFot1IqYSDAwMDG8VGAH0FuMgTlBvRDIyMtDU1AQ+nw+SJDE4OIjBwcGIgd1ubA9K/H5/zFkTo9GIQCCA9PR0bGxsBJU2UcSa/RkdHYXL5UJFRQUMBkPQKn1VVRVEIhFaW1thtVohFovxtre9DSsrK9BqtbjxxhvR1NQEFouFkZERbGxsQKfTYWhoKOw5UchkMjQ3N+/ZZtzn88Hn80UVQACQk5MTtO++vr6g0rOjIi0tDSaTKeLrGC4DtP0ztLGxQYufiooKKJVKxMfHo7GxMWYRFCkD5PV66YxTpPK3zc1NmM1mSKXSXZ9jtVoNkiSxsLCw6zlFs7xOTk6+rq2k8/PzERcXh9bWVuj1eiQkJNCDga93tpe/HUcZKAMDw/VPgCSui783G9eVALr77rtBEETEv+0/YuEey2KxkJCQgIqKCjz55JP0Y5ubm6PulyAINDc373m/s7OzUfd5zz33BF3f7OwsVCrVnkqxRkZGoNFoaGvUg/Df//3f+OhHP3rg/bzRkEgkOHPmDB3Mzs7Oor29PaaV8J3s1wrbYDBAKpWCy+WGzf4IhcKYxMXKygpmZmZQVVWFzc1N9PT8fQZTUVERUlJS0Nraio2NDYhEIjQ1NaGoqAjLy8twuVzw+XyYm5tDIBBAaWkppFIpCIKA0+nE1NQUhoaGsLGxQe+Tw+GgoqICtbW1+1qRpsp5dgvOqZIqKhNCDUmNVWDul7i4OMTFxUW0w94pgPx+Pz2k0mq1orW1FV6vF+Xl5cjMzKQfF6sI8nq98Pv9YZ8fyhwCiJwBCjf7JxJ8Ph9yuXxXS2yj0RjR8prL5aKqquq6Ds4pa+yxsTFa+L9RYAwQGBgYGI6H66eA+/8hk8nw+9//Pux9Ox18dj6WJEkYDAb86Ec/wgMPPAA+n4/7778fTz/9dNBq5ic/+UkAwNNPP03ftj3QiXW/crkcra2tIef51FNP4fnnn8fHPvaxoH3ce++9ePDBByPa7oajqKgIt99+Ox544AH853/+Z8zbheN73/vegbZ/IyMUCnH69Gn09vZCr9fDZDKhp6cHdXV1ewrmdpZ+xRKgkySJlZUV5Ofnw+v1hg2Is7Kydj0Pl8uF3t5e5OXlIS4uDpcvX6aPr1aroVKp0NbWho2NDcTFxaGxsZEOrBUKBUZHR2GxWGhXMT6fD61WC7lcjqWlJZjNZmxubmJ8fBzx8fEoLy/H2bNnDxSMxSqAgK3Pd01NDa5cuYJAIACbzYaBgQFUVlbu+/ixkJaWhpWVFaSlpYXcFxcXBzabHfQ622w2+P1+WvyUlZWFtVemRBD1HRGuR2dzczPiaj+VkYuLi4v4/C0tLYHFYkEuj81aXqPR4MqVK1hdXQ0ruD0eD3p7eyNuX1ZW9oZozhcIBBAKhZifnz9Ri+69QonrN8JzzMDAwPBG5roTQHw+Hw0NDQd67Dvf+U5kZ2fjpz/9Ke6//34UFRUF3U+JnUjHiXW/4R7X1dWF559/Ht/85jdx+vRp+vbf//736OvrwyuvvBL2mARB4Nlnn8Xdd98dct8Xv/hFZGZm4oEHHkBVVVXY7Rl2h81mo7q6GiMjI9DpdFhdXcXk5CTy8vKO9LhmsxkejwcymQzz8/Mh5XcsFmvX+SQkSaK7uxtJSUnQaDRBwzdTU1NRUFCA9vZ2WCwWxMXFoampKSiIYrFYeOmll1BaWhoSbAuFQuTk5MDhcGBxcZEunfN4PBgcHERBQQGSkpL2de1utxsEQcScPUpKSkJpaSn6+/sBAIuLi5BIJDGXB+6H9PR0+ng7IQgCCQkJQRnY5eVlGI1GeDwelJaWQq1WR9z3biLoIP0/VqsVNpsNcrk8ZntniUQCsViMubm5sAKor68vYlYzIyPjurC8joX5+XmkpKQgLi4OAwMDOHPmTFSr9usFxgGOgYFhJ4wL3NFw/f8i7AMul3skJQS77ZckSXzyk59EYWEhPvOZzwTd9+ijj+J973tfTCvhO5HL5bjxxhvx2GOPRX3c888/j/LycgiFQqSmpuIf/uEf6Gby5uZmtLS0oKWlBQRB4OLFi7h48SIIgsCPfvQjqNVqpKen469//SsA4NVXX8WZM2eQlJSElJQUfOhDHwrqHfj5z38OgUCAq1evora2FgKBAPn5+XjppZcwPj6Om266iXYee+6554LO89KlS7j11lshkUjA4/Gg0Wjw1a9+dd99OXuBIAgUFRXRWbjx8fGoTfCx7G839Ho9xGIx+Hx+2PI3hUKxq0AYHx+H3W5HRUUFbWcMbDXpl5eXo7OzE+vr6xAKhUHix+fzobe3FzMzM2CxWGGb+ClEIhHKy8vx0Y9+lBZKq6uruHTpErq6uqJuGwmXywU+n7+nLJtKpQoShMPDw4dSAhqJ5ORkeDweOjO2k+3ZYafTiWvXrsHj8aC4uDgmYRatHC5S/4/f76ev+TDK37ajVquxurpKB9sU0Syv4+LiUFpauqfjnBQkSdLv91tvvRUul+vYnAUPyv/P3pmHN1Wm7/8+WZo0SZs2bdN9b2lL94WlFCioyCIqKiq4jLiNX51hQFQcRhEYRcd1xhlBx2XEjUEHZZBFRcGyLy0tbWnpTvd9S9s0e87vj/7OmaRJ2nSjpX0/13Uu2rPlPSdJee/zPM/9kBQ4AoFAuDZMSAHEFE73X6zlrZtu12g0qK6uxsaNG1FcXIzf/OY3ozIGe8/773//G5mZmXj33XfB5XLZ9cXFxcjKysLdd9/NrqNp2uw1gD7nJeb3/mLgnnvuwX//+1+bk7TTp0/j/vvvx1133YUffvgBf/3rX3H06FGsXr0aQF+6X2JiIhITE3H27FmzSNKf/vQnvP3223j77beRmpqKL7/8EjfffDN8fX3x73//G3/9619x9uxZpKammokFnU6HVatW4YknnsD+/fshFApx//33Y/ny5bjlllvwn//8B97e3njooYfYiV9ubi5uvPFGuLm54euvv8aBAweQlpaGbdu2WQilsYKiKCQlJbEiITs7m009GYzhmEg0NjbC29sbLS0tVl9nsP4kra2tKCsrQ2JiIkpLS9n3QCAQIDk5GdnZ2Whvb7cQP93d3Th58iR77z08PAasP5PL5UhPT0doaCjmzJmD2bNnw8XFBUCfiDt+/DiKioqGJFQHssAeiNjYWDbqZDQakZWVxX5PRpvB7LCZFCq1Wo2ioiJ0dnZi+vTpQ6otsSWCbEWAFAoFe5+tGSDQNI26ujrw+fwhG1P4+PiAy+WaPdDo6ekZ0PI6KSlpQlleD0RTUxN6e3vh4+MDqVSKhIQEVFRUjIoN/lhDUuAIBALh2jDh/kerqqqymc7x8ssv48UXXxx03/DwcOzcuRP/93//N6pjGOy8b731FtLS0lhDBYZjx44BAGbOnMmuO378OBYuXGi236OPPsrWDT300EPYtWsXu23GjBnQ6XQ4efIkli5davHaJ0+ehKOjIzZu3MhOON3c3HDhwgXQNI3p06fbTP178sknsXLlSgB9k83nnnsON910k5kgSUtLw/Tp0/H222/j9ddfZ/d94YUX8NhjjwHoK9pevXo11q9fjw0bNgDoq6dKSUlBVlYW/Pz8kJeXh0WLFuHLL79kU1IWLVqEgwcP4vjx47jvvvus3tvRxsHBASkpKTh9+jR0Oh2ysrIwd+7cIafJDBbZUCgUUKlU8PLysjrBdHFxYUWGNTQaDbKzsxEaGoqenh4zu+vk5GTk5+ejvb0dQqEQc+bMYSfT1hqburm5sTbIpp9viqIQGRmJ0NBQs+vx8PCAh4cHGhsbUVRUhO7ubpSWlqKhoQHx8fE2nclMGa4A4nA4SElJwYkTJ6DT6aBSqXDlypUxi0LI5XI0NDRYFTXOzs5sFEGn08Hf339YKXnW0uGUSqXV2qOOjg4AfVFnaxGi9vZ2qFQqBAQEDPkzy+Px4Ovri6qqKoSHh7Ppldeb5bUt+ltfe3p6IjAwEJcuXUJ6evqEtZemaZqtmSMCiEAgMJAUuLFhwgkgb29vfP/991a39U/1MN23tbUVr776KsrLy/Hpp58iLS1tVMZg73lPnz6NnJwc/Pe//7XYVlFRYTHRTU5ORmZmJvv7jBkzsGXLFixfvhwALGxbmQmXrUaG6enpeOGFFxAbG4t77rkHy5Ytw80332xVLPXHdFJZXFyMxsZGvPbaa2b7hIaGIjU1Fb/++qvZ+jlz5rA/Mz1uTAUWk77DpPM8+OCDePDBB6FWq1FeXo7S0lJkZ2dDr9cPubHoSHFxcUFMTAzy8vKgUCiQn5+P+Pj4AY8ZagSooaEBEomETSfrz0ATaZqmkZOTA5FIBKlUiosXL7Lb4uPjUVxcjLa2NjPxo9frkZ+fb9VogcfjwcXFBW1tbex7JRQKkZycPKCY8fLyglwuR3l5OUpKStDT04PTp08jODgYUVFRZtHO/qjVagsnNXth0q4Yp7vKykr4+vraJbyGilwux+XLl6HX6y0iHVwuF0VFRdDpdPDz84O3tzeUSuWwrqu/CLIVAWK+L7aEB/P+DjX9jSEwMBBVVVVobm5Ga2vrdWt53R+FQoG2tjbIZDKzurXo6Gi0tbUhLy8PKSkp4zhC22g0GhiNRlAUNayHBgQCgUCwnwmXAsc8mbe29Hc6Mt13yZIl+PHHHyGTybBs2TIUFxePyhjsPe/evXvh6uqKZcuWWWxjLIlNcXJyMrs2oG8yzPzef2LMHG9qUWxKamoqDh8+jJCQELz11luYO3cu/Pz88O677w56vaYpNIzzFDNBNsXLy8uiFsPaJHCg/HWVSoXHHnuMLXZ/5plncPXqVfD5/HHpURQYGMgWpldXV9u0Q7bFYBEgJv2trKzMYpuDg8OAE9iSkhJ0dnYiNDQUly5dYtdHRESwY2XEj1gstkh5s4ZcLmdTgZiUN3sEBYfDQXh4ONLT09lJ+dWrV5GRkYHW1labxw03AsTg6+tr0R9oLKyxHR0dIZFILK5FpVIhOzsbBoMBPj4+rAnASHoUMSKooKAANTU1Vr8vTATImgAyGo1oaGiAUCgcsEHqQEilUkilUuTm5l7Xltf9YR4Q9Y/kcblcJCUlobGx0a4+SOMBU/8jEAiuC8MGAoFAuJ6ZVH9lRSIRPv30U/T09OCRRx4ZtQm1Pec9ePAgVqxYYTV1zt3dfcRF3MyEaKCGfosXL8ZPP/2Ejo4OHDhwADExMVi/fj3Onz9v9+swk+HGxkaLbQ0NDSNuKLhu3Trs3bsXX3/9Nbq7u1FeXo4vvvjCbhersSAuLo6dpJeWlg6471A+U0qlEt3d3XB2drY66RoofYlxqIuKikJ+fj476ffz80N7eztaW1shEAiQmpoKsViMmpoanDx50maNGANTz+Lj44OZM2cOOR1IIpEgLS0N0dHR4HK56O3txdmzZ5Gbm2u1r9JIBRDQ9/4wURmlUomSkpIRnc8WcrncLEqnVqtx5swZ9Pb2IjQ01MzBzd6aMVtIJBIkJCSgoaHB4rumVqvZybA1AdTc3AydTgcfH58RiRM/Pz9kZmbajLzGxsZeV6lYGo0GdXV1cHR0tPoARyqVIiIiApcvX74mTXaHCvP9magpegQCYXygacA4zstkTIGbVAIIAFJSUvDb3/4WZ86cGXHfHHvP297ejrKyMpvpcYGBgVAqlayIGQ7MBNqW5e6zzz6LmTNngqZpiEQiLF++HG+99ZbZsQOlKjFERETAy8sLX331ldn6iooKnD171szaezicOnUKCxcuxIoVK9io1sWLF9HS0nJNXOCsweVy2TSflpaWIYnVgSagjY2NEAqFaGlpsRBOHA7HZhE90+A0JCQElZWVrC2xm5sbVCoVWlpaIBAIWMODnJwcuyMjQqEQixcvBo/HG/bkmaIohISEYMGCBawgrq6uRkZGhpmLmE6ng9FoHLEAEgqFiI6OZn8vLy8fE1c4ph8QYC5+wsLCLKz0R2MCzeFwkJycbGGMYHpt1urD6uvrAQw//Y2ht7cXWq3WqjmAn5/fiM9/ramvr4fRaERgYKDNz3ZYWBicnZ2Rk5MzLhHngWC+v9eL2QSBQCBcz0w4AaTRaHDu3Dmbiz0Tj1deeQWurq744x//aDNlbDjYOm9+fj4AWEySGG6++WYAfXVCtqBp2moPIIZTp05BJBJh3rx5VrffdNNNyMrKwpo1a/Dzzz/j0KFD+MMf/gCZTIYbbrgBQN9kqqSkBMeOHbMpxjgcDl577TX88ssvWLVqFX744Qd88cUXWLRoEWQyGWtuMFxmzpyJn376CR988AGOHz+Ov//971i6dCkoihrXp7IBAQHsk9fBokD2UldXB5lMZjUlLTAwEAKBwGI943jm4uKCrq4utjZDLBaDpmm0tbXBwcEBqampoGkaJ06cGDDlzRQPDw+kp6cjJiYGDQ0NI3ZVY5qtxsfHg8fjQa1W48KFC8jOzoZWq2ULuq1d51AJCAhgxRZN08jNzR11wezq6gq9Xo/m5macOXMGSqUSISEhiIqKskhhHY3Pam9vL9zd3S3c4ZjvpkQisYiMGo1GNDc3w9HRcUDzjMHo7u5GZWUl3NzcLAT69WR5bQpjC26t4SwD42jHGHpMJBgBZM+DKgKBMHWgaWpCLMPBYDBgwYIFA85vx4sJJ4AaGxuRmppqc7Gnn4ObmxtefvllNDU1YcuWLaM2NlvnZZ4a2ypYDg4ORlJSks0mqPbwww8/YPny5TZTUpYsWYKvvvoKly9fxp133onVq1dDLBYjIyODTWv7/e9/Dz6fj6VLl+KHH36w+Vpr1qzB3r17UVZWhhUrVmDDhg2YM2cOMjMzraaWDIV33nkHd9xxB1588UUsX74cH3/8MV588UU8/vjjOHv27JjUd9gDl8tlIzKNjY02e970T/Oy9bRWoVBAoVBAq9VabXxqq7A8Pz8fWq0WDg4O7JN5Pp8PLpeL9vZ2ODg4YM6cOejs7LQr5Q34n8vbrFmz4ODgAIFAAHd3d3bCOFICAgKwcOFCtlanrq4OGRkZbA+q0Srojo+PZyeHXV1dVuuqRgKHw4FUKsWRI0egVCoRHBzMRp761+mMhgBiegD1t8geqP6nvb0dOp1uxN/DvLw80DQNDw8PaLVaswc6jKC9nujt7UVHRwdkMtmgaXuOjo6Ii4tDSUnJiKLyow0RQAQCYbKxbds2nDx5cryHYRWKnmh5AJOUb7/9Fo888gjq6+ut2toORGVlJcLCwpCZmYnExMQxGiFBp9Phl19+gV6vh5+fn9V7nZOTwz6ppyiKde3rT35+PpqamlhnJ1OCgoKsPmGvqalBXl4efH192bRFiqLg6OiI3t5eODg4YObMmaiqqrK7kFsoFCIpKcmiWL6lpQVFRUU2I4rDpa6uDvn5+dDpdKyhwMMPPzxq56+oqGDtxDkcDubPn8/WNY0UnU6Hffv2obKyEkuXLjV7j9ra2nDmzBn2d4qisGzZshEVq2dlZcHT0xP+/v4AwLrrtbe3QyKRIDY21sIM5fLly7h69SpSU1OHXY9XU1NjZqpx+fJlCAQChIeH2/zcT3RKS0tRVFSEmJiYQftqMWRnZ6OzsxPz58+fEIKP+Wz7+vqa9WkjEAhTk66uLkilUvzzsAKO4uG5qY4WKmUXnlgmhUKhsNsB9dixY1i7di2io6MhEonMWrtMBCZcBGiycueddyI6Oho7d+4c8rFvvPEG7r777utyYnI9wefz2clTXV2d1UJ3ph4HsJ3aZTAYUFdXB6PRaCF+KIqyGv3p6upCXl4e5HI5K26MRiNrNMDn85GQkID8/Hy7xY+Hhwfmz59v1SnM3d0darV61NMOfX19kZ6eDqlUCq1Wi7q6ulFNVwsODmYjI0ajEbm5uaNSy2E0GnHhwgVwuVw4OjoiKirKbHv/hxY0TbNGBcOFiQAxSCQSREREoKSkBL29vVYjQA0NDeDz+cO2AtdqtSgsLDRb5+Hhgc7OTrZf2PVIfX09KIpiXfrsITY2Fkaj0WYD2GsNiQARCARrMH2AxnsBwKbmM4vpnMiU5uZmPProo9i9e/eAzsDjCRFA1wiKovDFF1/g3XffHVJH8sLCQhw8eBDvvffeGI6OwBAcHAwOhwOaplFZWWmx3dQxy5ZbU2NjI9RqNVsDY4q/v79Fio5Op0NmZiacnZ3ZzwYjnvR6Pfh8PiIjI5Gbm2tXTZtpypstkUZRlFnR/2ji6OiItLQ0uLi4gM/no7q6GmfOnLF6P4YKRVGIj49nIy8dHR02e2PZC9Nvqb29HQEBAYiKirK4z9asiUcqHq31AKIoCoGBgSgrK7P4fCkUCqjVanh6eg478nTlyhUL1zc3NzdQFAWpVDoq9VrXmu7ubnR1dcHd3X1I4+fz+UhMTER1dbVV18trDSOAiAU2gUCYqPj7+7NtFKRSqUXPSKBv/vLAAw9gw4YNg/ZWHE/IX9prSGhoKGpra+Hh4WH3MdOnT0d1dfWw+30QhoZAIGD7TVnrb2NPBKiqqgoGg8HCiYqiKISHh5utYybfBoMBPT09MBgMMBqNUCqV4PF44PP58PX1RUFBgc0nLaYIhUKkpqYiPDx8UJc3T09Pq81ZRwOmpioiIgIURaGjowMnT54clZoLJycnTJs2jf29qKhoRGKksLAQ9fX1cHV1ZdMFmX5YDBRFjaoRAlMb1v8z1NHRATc3N4SHh+PChQtmNWdMTdVw63/a29tRXV1tsZ7H4yE4OBg6nW7COaPZA1PLNhzXOjc3N4SFhSE3N3dUBPpIIBEgAoEw0ampqWFrnBUKBTZt2mSxz2uvvQahUIi1a9eOwwjthwggAqEfjNhUKBQWpgeDCSClUonGxkarDmu+vr4WT/zLyspYC3C9Xg+aptHR0QGxWAwulwuJRILKykq7UsgGSnmzhru7Ozo6OkbsBmcLjUaDsLAwzJo1C3w+n7WWtjYJHyqhoaFsHrLBYBh2KlxFRQUqKiogFosxc+ZMcLlcyGQyCwEEWKbBjaQXkEqlgqOjo4VIZQRiTEwMZDIZLl68yL73jY2N4HA4kMvlQ349o9GIvLw8q9soisLChQuhUqkGbGo7UamrqwOHwxm2MIyIiIBQKMSlS5fGVQBOVQFUWtGD7X8twpo/ZOFP2y8jM8fyu0cgTGXGuwcQswCAs7Oz2WJtHvTFF18gIyMDLi4ucHFxwe7du7F79+4ROZeOBUQADQOapvHhhx8iLi4OEokEISEhWL9+PWtZbItDhw5h5syZcHR0hJ+fH9atWzfgU+Snn37a6lP8zZs3Qy6XIzAw0KKojKZppKSkYPfu3cO6NoJ5s9m2tjb25/5PyK198WtqatDV1WU1tal/9Ke1tRVFRUWgKIo9d2NjI6RSKSiKYiMng2FPyps1eDweXF1dx2zSyzRBZYSZs7MzW7eTn58/orogDoeDhIQE9vvR1tY2ZGFVX1+PgoICCAQCzJ49m005YwRQ/8nwaDrBMQLIFJ1Ox7r6ubq6IiYmBlwuF3l5eWxTXQ8Pj2FNkCsqKmw6G4aGhiIwMBDOzs6oqqoa+sWMI52dnejt7YVcLh92M2WmH1NbW5vVtNdrxVQUQGez2vDY09k4crwZZVeVOH2hDU+/lI+v/2uftT+BQJh4FBUVoaurC52dnejs7MR9992H++67b0z6940EIoCGwZtvvomnnnoKt9xyC/773/9i48aN+Oqrr3DnnXfafIJ44MAB3HbbbYiOjsahQ4fwxz/+EZ9++ikef/xxq/ufOHECf//73y3WHzp0CG+++Sb++te/4tlnn8Xjjz9uVsS7Z88e6PV6rF69enQudgoiFotZ62ZTAdQ/Ba1/jQZN07h69arViIqPjw8kEgn7u1qtZp/uGwwG0DSNmpoayGQyGAwGGAwGuyIzfD4fs2fPtivlzRqenp5jUgdE0zQrgIA+8TB37ly2SL2yshJnz561K63PFlKpFKGhoezvhYWFdhsTtLW1IScnB1wuFzNnzjQTNxKJBBRFWQiG0UyBsyaATP9zcHV1NetZc/bsWQDDS3/r7e1FSUmJ1W2Ojo5sOmFAQAAaGxtH9J5ca0aS/maKRCJBdHQ0CgsLbQrFsWaqCSCDgcabO0phpGkYDH3/bxr+/zORnbsq0KHQDnA0gUAgjAwigIaI0WjEa6+9hieeeAKvvfYabrrpJvzf//0fdu7ciaNHj+LixYsWx9A0jfXr1+Ouu+7Cp59+ihtuuAG///3v8fLLL+P8+fMWqTRKpRIPP/ywVUejX375BYsWLcL999+PtWvXYvr06cjIyADQV1fwwgsv4C9/+cuwJsOE/8GkkZlGR/pPDPtHW5qbm1FdXW3Vvcs0+sM0O1UoFKAoCjRNo6qqCjKZDL29vdDr9XbZ8jo7O2P+/PnDtkMGALlcPiZ1QL29vaBp2kw0cLlcJCcnsw5r7e3tOHHihF29jGwRERHBCku9Xm/hcGaN7u5uZGZmstHS/mF5iqKspsFZS4EbbsqUSqWyiCgxAkgoFLLCkRFoBQUFaG1tHZYAys/Pt9lfKzY2lp1w+/n5gaIou10GxxuaplFfXw8ej8f2oBoJQUFBcHd3R3Z29qg32bWHqSaAKqqUaG7VwNpXyGCgce4iSYUjEIDxd38zdYEbDrt27ZpwFtgAEUBDpqurCw888ADuu+8+s/XMU9Ty8nKLYy5duoSKigqLgrB169ahvLzcYiL07LPPwsvLy2r/FKYvDIODgwP7H+fOnTsRGBiIJUuWDO/iCCyMqOjq6mJds/q7Z/UXQBUVFVCr1RaRIW9vb7NeNYWFhaipqQGPxwNFUaisrISzszMUCgV4PJ5dfaK8vb2RlpY2YntJsVgMHo9nl7vcUGBEjWnUi8FaXdBwn7pzOBwzl5n6+voBw+xqtRrnzp2DTqdDXFyczXoaawKo/702Go3DLpzv7e21iAAN1ADV29sbnZ2dQ36fGhoabApcLy8vM+HAGG5UVVVdF2YI7e3trCveaImGhIQEqNVqFBUVjcr5hsJUE0CDfsYm/keQQCBcxxABNERcXFzwj3/8A2lpaWbrv/vuOwB9xcv9YZoOOjo6Yvny5XB0dISrqyvWrl1rMYH6+eef8fnnn+PTTz+1aoeampqKjIwMlJSU4Pz588jPz0daWhq6urqwfft2vP7666N0pVMbUyMBJg2uf8oT85Qe6IsO5efnW528mjqW1dXVIS8vDxwOh7WIdnBwQFtbG5ycnOxq6hkZGYmUlJRRa944FnbYSqUSAoHAZl2GXC5HWloaBAIBNBoNzpw5M2gNnS1kMhnr3AfAZhRIp9Ph/PnzUKvVmDZtGgICAgY8Z38BZM20YLhpcNZS4GwJoKamJjg6OiI9PR3Z2dl23ye9Xo/Lly9b3cblcq3+rQoICEBvb+91YYYwWulvpggEAsTHx6O8vPya3wMm6jRVBFBokATuMuutBLgcCrOShtfrikCYbIx35GekEaCJChFAo8CZM2fw+uuvY8WKFYiOjrbYzvR2ueOOOxAdHY3Dhw9j06ZN+Pjjj/HQQw+x+ykUCjz66KP485//bDZpNmXlypVsU9WFCxfi5ZdfRnJyMl577TWkp6cjOTkZzzzzDCIjI7Fq1arrYiIzERGLxewElZkI90/VMo3UVFZWorW1FVKp1GwfLy8v1q2MqeXQarUQiUSoqamBRqNBe3s7PDw8Bu2uzOPxMGPGDAszhZEyFnbY3d3dg0aynJycMGfOHAiFQmi1Wpw5c2bYkaioqCgzQ4T+18OkHXZ1dSEgIAAREREDns/FxQUajcaspojD4ViIluE6wfUXQEqlko0w9hdATI+aiIgIxMbG4sKFC3ZFnoqLi23uFxkZaXEtQJ/wc3JyGhWnvrHEaDSivr4efD5/SG0F7MHLywuBgYHIycmxcIEcSxgBNFXSl7lcCs8+FQ4Op0/wAADzzO/xB4Mgc7UujggEAmE0IAJohJw8eRLLli1DaGgoPvnkE6v7MBObO+64A6+//joWLlyIjRs3YsuWLfjmm29QXFwMAFi/fj38/Pzw9NNP23w9iqLwwQcfoKenB93d3XjuuedQV1eHHTt2YPv27dixYweOHDmCb7/9FlwuF08++eToX/QUgYnGMJNg0zQtkUhk9qQ2MzMTLi4uFlE7Rsjq9XqcPn0aLS0tcHNzQ11dHVpaWqBQKODn5zeoPaRYLMa8efOGbfU7EDKZDD09PaNa/K5UKq2mv/VHIpGwIkin0+Hs2bPD6hUkFosRGBjI/l5YWMim2NA0jUuXLqG1tRVyuRyxsbGDno/D4cDFxWXQOqDhRICMRiO0Wq2ZAGHS9piGpAx6vR4tLS1wdnaGWCyGj48PQkJCcP78+QEn5wqFwmaDWGdnZwQHB9s8NjAwEA0NDRPaDKGlpQU6nQ7e3t5j0jg0OjqadeC7VjB/T8aj/mi8mDvLHf98MxEL57ojwM8RMxJleOOlGDyw0nZ0lkAgEEYDIoBGwJ49e7Bo0SIEBgbi6NGjkMmsh+yZifTy5cvN1jO1OpcuXcLBgwexZ88efPTRR2xPGOY/QtOfGQQCAfsf5ksvvYTVq1cjIiICe/fuxYMPPojo6GisW7cO+/bts1kATRgYppaHEbCmESDTVLXm5mZUVFRYPImWy+XsZDYrKwtFRUXw9vZGfX09ysvLodfrERwcbDVtrv955s2bZ5egGA4cDgfu7u6jGgXq7u6GUCiERqNBb28vuru70dnZyUZnGhoaUFtbi6qqKnR0dCA0NBRarRadnZ3IyMhAQ0PDkD+306ZNY9MCu7u72WL+oqIi1NXVQSqVIjk52e4Jsz1GCMMRQCqVCg4ODmbjYESfs7OzmbBmekSZ1uqEhITAzc3NrEeQKTRNIy8vz2aNRVxc3IBRhuvBDGEs0t9M4XK5SEpKYj+n1wLm8zDV/l5HTXPG1uemY/f7M/H21ljMmUGafhMIpox3/x/TPkCTidEpIpiCvPnmm3j++ecxf/587N+/3yL1yRQmZan/E1XmCa6joyP27t0LtVptNS+fz+fjoYcesuqiUVBQYBZFam5uZoWYq6srDAYDWltbR8UlaaphKoDUarWZLbWpGLlw4QIEAoFZTRDwv+hPaWkpzp49C19fXzQ1NSE3NxcuLi7sRHYgwsLCEBkZOeZpMUwanL+//4D7GQwG9Pb2Wl20Wi0MBgM0Gg2ysrLQ3Nxs037ZGjRNo6ysDBqNBpcuXcK0adMglUrB4/EsFkdHR0gkEkgkEojFYohEIggEAoSGhrLfheLiYmi1WpSVlUEkEmHWrFlDqpuSyWQWxfCj0QtooPqf/pFAJv3NtMYJ6ItQZGVlIS8vDwkJCWbbqqqqbBpBBAYGDiq4+Xw+fHx8UF1djbCwsEGu5tpjMBjQ1NQEoVBod9Pf4eDi4oKIiAjk5+dDJpON2HBkMBjhO9UEEIFAIIwHRAANg3/+85/YuHEj7rnnHnzxxRcWrl/9mT9/PsRiMf7973/j1ltvZdd///334PF4SE1NRVxcHH7/+9+bHffhhx/io48+QmZmpk2r4+effx5r165lLbPlcjk7aWpoaACXyx3TScJkxlQA9XcpYwSQRqNBbm6uhWW5h4cHXF1d0dbWhh9//BEymQxtbW3IzMyEXC5HWFjYgPbVTKPPsXrC3R+5XI6CggIYjUaoVKoBRU5/KIpirZt5PB56e3shk8kQFhYGiUQCLpc74ML0PNLpdIiMjERmZiZ6enrY2ignJyfo9Xro9XqoVCrodDqLSSJFURCJRHB0dERjYyM4HA40Gg2Ki4sRHh6O2bNnD6lJLND3AKG7uxs6nY41c7BmhT1U+ltgG41G1tjAVJwYjUZ2ot//AQvTI+jMmTMoLi5ma5p0Op1NBzOBQMBakA9GYGAgamtr0draOiKb9bGgvb0der2ejVSNJWFhYWhubkZOTg7mzJkzpq9HBBCBQCBcO4gAGiKNjY14+umnERgYiLVr1yI7O9tse2hoKAQCAQoLCxEaGgoPDw9IJBL8+c9/xjPPPANXV1fceeedrHHCunXr4OHhAQ8PDwQFBZmd6+DBgwCAlJQUq2M5fvw4zp49iy+//JJdd8stt2Dnzp1ITEzE3//+dyxbtmzU3MKmGgMJICYF7sKFC9DpdBZP1adNmwa1Wo39+/eDw+FAoVDg/Pnz8PHxYT8XtnB0dMSMGTMGjCqOFiqVCp2dnejo6EBpaSmUSqVVQS8QCCAWi+Hh4QGRSGS2CIVCs3Su2tpaqNVqzJo1a1j1GWFhYTh79ix6enqg0+kQGhpqYVet0WigVCrR09ODnp4e9ue2tjZwuVwUFhaitrYWXC4XMpkM2dnZcHV1hbu7O2Qy2aAPLYC+918ikaCzs5N9v/oLIL1eD41GMyRx1d8CW6FQsKlspp+j9vZ26HQ6+Pn5WT0P0yPo9OnTEIlE8Pf3R1lZmc3aoOjoaJuufP2RyWSQSCSorq6ecAKIMZUZbfMDa1AUhcTERBw/fhxlZWWjbkBiChFABALBGhPBhW28X38sIDPjIXL48GGoVCpUVVVh3rx5Fts//fRTBAUFYeHChfj000+xZs0aAMCGDRvg6uqKt99+Gx9//DF8fHywbds2PP/888Mey8aNG7Fp0yaztJl169ahoKAA9913H5KTk/Gvf/1r2Oef6jCTZJqmLQrzJRIJa6ssk8nM6jbc3Nzg4uKC//73v+xkLScnB97e3ggLCxvQyEAmkyElJWXI0Qp70Ov1rNjp7OxEZ2enmUsYTdPgcrkICQmxEDlDsebt6emBSCQadnG6UCjEnDlzcPbsWbZp6YwZM8xEkEAggEAgsKi7o2kaTU1NbE2Wp6cnjEYjent70dnZyRoDODs7w93dHW5ubnBzc7MpDJgoHjPZtpYG1dvbO6T3S6VSmYlb5rPF5/PNBBYTyR3o8yIQCFgR5ODggIqKCqv7ubu7DzmaGBAQgKKiIrMI2ESgtbUVFEVds8i2SCRCbGwsLl26BA8Pj0ENS4YLEUAEAoFw7SACaIg88sgjeOSRRwbdz1oB8sMPP2y1uakttm7diq1bt9rcfv78eYt1QqEQn3/+ud2vQbCNaZTAtKZCKBSCz+fj3LlzUCgUFnVbEREROHnyJC5fvgy9Xo+SkhJ4eHggIiLCIlXOlKCgIERHR4+KqxVN0+jq6jITPKZRLIqi4OTkBLlcDldXV7i4uGD69OlQqVRWrdyHQk9Pz4gNGwQCASuCurq6kJWVhbS0tEGjYlqtFgUFBZg2bRq0Wi08PT3B4XAwd+5c0DSN1tZWtLW1obW1FRUVFaioqABFURaCiImaurm5mVlCc7lcCIVCM+GoVCoHrasxRaVSmYka0/of0xSrxsZG8Pl8m+YqDBKJBHFxcfj+++/h7u5uNeJrrbZwMHx9fXHlyhXU19ebOeyNJ1qtFgqFAq6urtdUlPn5+aGpqQnZ2dlIT08fk149RAARCATCtYMIIALBBv0FEPO7RCKBWq3GuXPn4OzsbBYVYGqwjh49CpVKhZqaGri6uiIqKsrmE3gOh4PY2NgBG3Pag1arRUtLC5qamtDc3GyWCuXo6Ahvb29W7Li4uFhM4vR6PRoaGkY0BqBPAI2G6YaDgwNSU1Nx6tQpKJVKXLhwAfPmzbMwm2DQ6/U4f/48ent7MXPmTLS1taG9vR1GoxFFRUVITk6GRCJhU027u7vNBFF5eTnKy8tZK2qmjquzsxNGo5EVpiKRyEIADYX+NUCMuDYVUQqFAiqVCn5+fnYJYicnJ2i1WlRUVCA8PNxMSPn7+9vVYLc/QqEQHh4eqK2tnTACiOlrdi3S3/oTFxeHjIwMFBQUIC4ubtTPTwQQgUCwhtHYt4z3GCYbRAARCDZgBI9OpzOrjXFycsKlS5fQ1tZmURPg6uqKL7/8Em1tbWhra4NEIkFMTIxNdzWBQICUlJRBn/LboqurixU8HR0dbOTRdALv4uJiUzSYIpVK0dXVZTbZHyo0TUOpVA7aBNVeHBwcMGvWLJw8eRJqtRoXLlxAWlqa1Sfwly5dYvsqRUZGoqOjA6dOnQIA1NfXIzQ01Cx9ycnJCU5OTggODgZN02aCqK2tjRUmJSUl8PHxQVRUFFsLZWqPPRQjBJqmzVzgdDode7zp2OxJfzOluLgYfn5+KCoqQkNDAxtp5HA4gzZ9HQh/f39cvHhxVN/TkcCklI5HXRKfz0diYiLOnj0LuVw+6j25iAAiEAiEawcRQASCDRgRoFQqzVIauVwuLl68CKFQaDZpdXNzw549e1BXVwelUgmhUIiYmBibkR0XFxfMmDHDLnHCwNiaM6KHadLK5XLh6ekJT09PyOXyIZ3T9LpEIhG6u7uHbcCgUqlgNBpHtWeRWCzGjBkz2JTD7OxspKSkmEU5ysrK0NDQAFdXV8THxwPoE6Pe3t5sVKuwsBBz5syx+hpMGpyzszNCQkJA0zTa2tpQV1eHiooKZGZmora2Fu7u7qwLHTNhHYoA0mq1oCiKTd9SKBTsNtN7zjjZ2RPp6OzsRH19PTgcDsLCwlBQUACJRAJnZ2cEBQVZWG4PBS8vL/D5fNTU1CAyMnLY5xktWlpawOVyh5RyOJq4u7sjNDQUubm5cHV1HdVaPSKACASCNYgJwthABBCBYIJR1Qtd7VUYOtugU6sha6iAqksJvdv/nvbW1dWhpaUF/v7+7CScpmkcO3YMRUVFMBqN4PP5iIuLQ0hIiNXX8fPzQ1xcnF21BCqVihU8TGNMoC8VKzg4GJ6ennBzcxuV2iEXFxcoFIphCyCmWexoN211c3NDXFwcLl26hMbGRly5cgXTp08H0Nf76sqVK2w0zfQ+REVFobGxkRU0TU1NdqXnURQFd3d3uLu7QyQSobS0lG0W29zcjKqqKtZVbij9YfqnvzECyMHBgRWtSqUSXV1d8PT0tMvB0dT22sHBAaGhoSgvL0d8fPyIXcs4HA58fHxQW1uLiIiIMbedHgilUgmVSgW5XD4qn/XhEhkZiZaWFly6dAmzZs0atfMSAUQgEAjXDiKACFMefVszlKd/gSrnLAztzWbbgv7/gppcaIRitMh8USzqc58ydaE6c+YM68DF5/MRGxuLsLAwiwkjRVGYPn26TWHEoFarUVtbi7q6OrZHDON8JZfL4enpOeoiA+gTQB0dHcOuR+rp6QGfz7fLZnqo+Pv7Q6lUorS0FOXl5ZBIJHBzc0N2djY4HA5SUlIsIl9isRhBQUGs+9uVK1cgl8uHNJGXy+W4evUqZs6cCa1Wi7y8PLS0tLCpcpWVlfDy8oK/vz+cnZ0HPJc1C2zAPPrT3Nz3GbQnxaqlpYVNC2NwdnaGp6cnent7R8UC38/PD1VVVWhraxtXS+zxrP8xhcPhICkpCSdOnEBlZaVF+4LhQgQQgUAgXDuIACJMWfRtzVB8+ynUBdkAxQHogav8BGolfOpL4AsgWixDq6YXaqEYR48eRU1NDbhcLvh8PqKjo60+LefxeEhKSrIZgTAYDGhsbERtbS1aWlpA0zT4fD78/Pzg6ekJDw8PM+crpgeNRqOBVqtlf2Z+twcej8daSguFQtA0jYaGBsTExAzL6UqpVI6JMGOIiIhAT08PGhoakJOTA6BvQhoXF2ezjio8PBw1NTXQ6/Xo7u5GY2MjvL297X5NZ2dn6PV6tg5m2rRpaGhogFqtZmuGSkpKUFFRATc3N4SHh9ucpJvW/wDWBdBQ+txcuXLF6vqgoCA4OTmhqKiIjZQNF5lMBrFYzKYAjhfjWf/THycnJ0yfPh0FBQVwc3MblslEf4gAIhAI1iApcGMDEUCEKQdtNEJ5+mco9n8BMJONQcQPA5N4I+/tgPzsARyjJSgtqYHQ0RE8Hg8RERFWrayFQiFmzZplNULQ3t6O2tpa1NfXQ6fTgaIoyOVy+Pv7QyqVQqlUoru7GwUFBejp6WFFzlhMlIxGI7Kzs6FWq1lhJBaLIZVK4eLiAqlUOmBNyWhYYA8E05hSpVIhMzMTXV1dWLx48YAuZQKBAMHBwSgtLQXQVy80FAFEURRcXV3R3t4OsVjMRpmEQiH8/Pzg5+eH+Ph4tmbo3LlzkEqlCA8Ph5eXl5kQNhVABoOBTRlkBJDRaERrayskEsmgtTv19fVmNUSmTJs2DX5+fjhx4gRbCzUS/P39UVpaipiYmHFprMxYmAsEgkGjbNeK4OBg1hp73rx5I07LYwSQcTLaLREIBMIEgwggwpSCNujR8cV7UOWcHdF5ODQNGjRuQhekPiJ8o+QjKCQECQkJFhMhqVSKmTNnmqVnqVQq1NbWoqamBkqlEjqdDjweD1KpFGKxGBqNBrm5uWZW1tcCDocDoVAIlUoFLpfLRj6YtCygr86EEUP9RVFPT8+YpyhxuVzIZDIolUo4Ojqip6cHWq12wLS74OBglJeXw2g0orOzE+3t7UNy3mNqo/z9/eHg4AAOh2M2URWJRAgICEBERATKy8tRXV2NrKwsSCQShIWFwdfXFxwOByqVii3gt2aA0NHRAYPBMOg9ZKy9rSESiRAYGMimBTJ27SNxcTN1mLPlaDiWKBQK6HS6ITdzHWsSEhJw/PhxFBcXIyoqakTnYoTltf7OEwgEwlSECCDClIE2GNC+629Q52eNyvmY5/rJEh5cnR3RkZJikTbm6emJpKQk8Hg8GAwGNDQ0oKamBnV1deju7oZKpYJAIIBEIgGfz0dXVxdb8zNeiMXiAVPZtFotawZgeoy7uztaWlqG1XRzKDQ3N6OiogIxMTHgcDhQq9XIzMxEamqqzafwAoEAfn5+bFPT8vLyIQkgZ2dnVFVVmZ2PceADwPYFEolEiI2NxbRp01BRUYHKykpcunQJxcXFCA0NRU9PDysWmfeZx+Oxxgj2pr8xwtkakZGR7H2QSqWIjIxEVlYW5s6dO+wGno6OjnB3d0dtbe24CKCJUv/TH6FQiPj4eGRmZkIul5vVBQ4VxlFOo9GApulxNZwgEAgTByMA4zinoE3GuPT4WekQCNeYrsNfQ52XOerJrByKQiitgn9lvtn6kJAQzJgxA11dXTh79iy++uorfPvttzh27Biqq6vB5XLh6+sLuVw+JCexsUYikbCpWfaiVCpRWFiIK1eu4MKFC8jNzUVzc/Oop/MolUrW9CA9PR2pqamgKArt7e0oLCwc8NjQ0FD258bGxiFdo7Ozs5kw7W+2YNoYFeibzEZFReGmm25CZGQkDAYDLl++jDNnzqCurg46nc6s/oeZ7La0tLBmF7YwGAwoKSmxOU6mBxBDYGAgnJ2dkZ+fb/UYe/H390dra6uZ8LtWTKT6n/54eXkhICAA2dnZI4reMJ8po9Fodw0fgUAgEIYHiQARpgTaylL0HP1+zM5PAfCsKkSn3B8qFzlCQkKgUCjwySefoKGhAVqtFiKRCO7u7vD39zczMxjVcVAUBAIBHBwcrD5BNl1H0zRrnmAqVMRiMduIcyio1Wr2/NXV1aiurgaPx4NcLoePjw88PT1HVCeh1+uRmZkJnU5nZnoQFRWFwsJCXL16FXK5HHK53OrxEokEnp6eaGpqAgBUVFQgLi7OrteWSCQwGAxsDU9/AaTRaKwex+fzER4ejpCQEFRUVCA3NxdXr15ljS6cnJzY9DedTofOzk7IZLIB62yuXr1qIbgYoqKirL7vcXFxOHnyJKqrq4ft8Ofl5QUul4va2toR22sPBYPBgPb2drvqosaL6OhotLW14fLly0hMTBzWOTgcDgQCATQaDVuDRyAQCISxgQggwqSHNhjQ/uV7AEWNsZUJBb9Lx3E0KAVZWVlss0zGunqkUR4HBwc4OTlBLBazBgWM2GF+5vP5w0qd0el07MRLpVKhp6cHISEhUKvVUCgUNtOtTFGpVGx9DINer0d9fT3q6+shFAoRHByMwMDAYQnAS5cuobu7GwEBAWamByEhIawd9KVLl5Cenm5z8hgaGsoKoJqaGkRERNg10aQoCk5OTujq6rIqgGwJEgYulwtvb2/MnDkTUVFRKCkpQVlZGbhcLnx8fNgifwA2BRzQ9z6VlZVZ3cZ8zmy9/owZM3Dq1ClIpdJh9Xni8Xjw8fFBTU3NNRVA7e3tMBqNEzL6w8Dj8ZCQkIAzZ87Ay8tr2KYTQqEQGo0GKpVq2L24pgpr1qxBRkYGKisrx3so4w5FUdiyZQu2bt2KjIwMLFy4EL/++isWLFgw3kMjjAI0TZs1Yx+vMUw2iAAiTHrUl7NgaBl6RGOoUKAh0akhrC0HT+IOX19fuLu7D9k1i8fjwcnJCU5OTnB2dmZ/Hssnwnw+H3w+n637CQgIQGhoKDvRZ1K2FAoFOjs7rYoitVo94BN6tVqNK1euoKSkBP7+/ggODrbbMa60tBQNDQ1wdXVFbGys2TaKopCQkICMjAzWPGLmzJlWz+Pm5gYXFxd0dnbCaDSisrISERERdo2BSYPz9PS0eC8GE0BAXw8gsVjM9guqqqpCTU0NKisrodPp2P9gBprol5WV2UyzGqwIXywWIy4uDllZWZg/f/6wRKifnx9qamqGbCIxEiZq/U9/ZDIZQkNDkZeXB5lMNqzvq6OjIxQKhV2fJwKBQCAMHyKACJOenhM/AhwOcA3sZY0AZnI1qIiLsysSw+Fw4OLiAjc3N7i6usLZ2XlCpPmIRCL09vayAojP58Pd3d1scs6IoqamJjQ2NqK3t5d1OBsIg8GAyspKVFZWQi7vSxccaHLb3NyMoqIiCAQCpKSkWE2jEwqFSEhIQGZmJpqamlBVVWXTGjs0NBQXL14EAFRWViIsLMwucwBnZ2d0dHSwr2eKPRNWUwtshUIBDw8PuLm5ITg4GNXV1cjJyYG7u7vNSKFarWab7fbHy8vLrnvv7e2N9vZ25OTkYMaMGUOOFrq5ucHR0RE1NTXXTADZUxc1UYiIiEBzc/OAInwgmM8VEUAEAoGB9AEaG4gJAmFSo29vhbas8JqIH6DvC+Xa0w6B2nrKGIfDgZubG6ZNm4bU1FQsWbIEaWlpiIyMhKen54QQP0Dfk+je3t4B92FEUXR0NNLT0xEWFoa4uLghpe40Nzfj3LlzOH78OPuk3xRT04OUlBQL4WEKU4wOgO2ZZA1vb29WZGi1WtTU1Ng1VlMjhOEKIOZ1mfPIZDLExcUhOTmZdZb79ddfUVVVZZFyUFxcbNVUgqIoREZG2nUNQF+kSKfToby83O5jTF/Lz88P9fX116Rhp9FoRFdXF5ycnMasbm404XA4SExMREtLC+s4OBSYz9V4GE1MJIKCgvDiiy9iw4YNkMlkkMlkePDBB9HW1mbzGJVKhU2bNiE8PJztF7Vo0SJcunSJ3ae1tRUPPPAAvLy82IcmX3zxBbt9165dEAqFOH36NGbMmAGhUIiIiAgcOHAAxcXFuPHGGyESiRAWFoY9e/aYvf6JEyewePFiuLq6wsHBAcHBwdi6deugRjAXL17E0qVLIZVK4eHhgVWrVpn9TWpvb8cTTzwBT09PCIVCzJ49G0ePHrX7XqrVavzud7+Dn58fBAIBIiMj8fbbb9t9PIEwWSECiDCp0VWVjsvrthfmIicnBxcvXkRxcTEaGhrQ3d3NFnSXlJTg7NmzOHz4MA4dOoSMjAxcvHgRJSUl7L7j2RCRiQDZi0KhgEgkQnJyMubPn48bb7wR0dHRdkcJGKe8zMxMNrXO1PQgJibGrnNFR0dDLBbDYDAgOzvbpmAICQlhf6+oqLArv9nZ2RlKpRIGg8FCABmNxkEdwPpHgID/9f/RaDSIiopCWloauFwu8vLycPLkSbS3twPoE4K2hJqfnx+cnJwGHT8Dh8NBcnIyKioq0NnZafdxDP7+/tDr9cMyyhgq3d3doGn6uqqHcXZ2RkREBAoKCob0HQLAfj5IBAjYsWMHTp06hU8//RSvv/46Dh8+jCVLltj8u/ib3/wGn3zyCTZt2oQjR47g7bffRn5+PlatWsV+v++//34UFBTggw8+wOHDh5GYmIjf/OY3yMjIYM+j0+mwatUqPPHEE9i/fz+EQiHuv/9+LF++HLfccgv+85//wNvbGw899BBqa2sBALm5ubjxxhvh5uaGr7/+GgcOHEBaWhq2bdtmIZRMycvLQ1paGpRKJXbt2oV//vOfyMnJwc033wydTge1Wo0bbrgB+/fvx/bt2/Hdd9/Bz88PS5YswbFjx+y6j+vWrcPhw4fx1ltv4aeffsLtt9+OZ599Frt27bLvjSAQJikkBY4wqdHWXAU4XMA49k+rGYwA/Hg0XJJnQC6Xm9UAMSlHpqlHBoMBPT09aG5uRn19vdm+EokETk5O8PLyYl24rgUikYidfNtDZ2cnHBwc2AmcSCRCSEgIQkJC0NXVhYqKCtTV1Q0q6hobG9Hc3My66FkzPRgIHo+HpKQknDp1CgqFwmaDSn9/fxQXF0On00GpVKKpqQleXl4Dnpsxm+ju7rbaVFStVg8Ypejt7YWvry9omrYQQIzNc2xsLBwcHFBaWory8nKcPn0a/v7+MBgMVkUah8Oxu4bJFKFQiJiYGOTk5CA9PX1I7nxisRgymQy1tbVj3pi0/326XmDMNnJycjBnzhy7Uw1JBOh/UBSFn3/+mX3vPTw8cMcdd+CHH37ALbfcYravVqtFd3c3/vGPf+Dee+8FAKSnp6O7uxvPPPMMGhsb4e3tjePHj2Pz5s1YsWIFAGDBggVwc3Mz+xttNBrxwgsv4LHHHgPQ15x49erVWL9+PTZs2ACgL9qcktJnduPn54e8vDwsWrQIX375JftdWrRoEQ4ePIjjx4/jvvvus3qNL7/8MmQyGY4cOcK+9/7+/rjnnnuQl5eH7Oxs5Obm4ty5c5g1axYAYOnSpViwYAGef/55ZGZmDnofjx8/jptuugmrVq1ir1kikUxoUxGCObTxmiWxDDiGyQYRQIRJja6x5pqKH6AvrBrl4Qr3pUuHfKxarUZ3dze7mAojPp8PHx8f+Pv721XvMRJEIhH7dNMeFAoFXFxcrG5zdnZGQkICoqKiUFlZiaqqKpu20UDfBOTEiRNoampCdHT0kBururi4ICIiAkVFRSgrK7PaoJLH4yEoKAilpX0RwvLy8kEFEADWCc7FxQUcDsdM0KnV6gEjMUwEiIkiAX33xmg0orW1FWKxmE2Ri4qKgr+/Py5fvoyKigrk5+fDx8fHYoxBQUHDTpv08fFBQ0MDioqKMH369CEd6+/vj7y8PKjV6gHTEkfK9SqAGGOO48ePo6KiwqwH1UCQCND/uPXWW83e99tuuw18Ph8nT560EEAODg748ccfAQANDQ0oLS1FUVERDh48CABsX6WFCxdiy5YtyM3NxbJly7B06VK89dZbFq89Z84c9mfmOzd79mx2HfP3hImgPvjgg3jwwQehVqtRXl6O0tJSZGdnQ6/XD9jTibkW0+/QjBkzcPXqVQDAm2++CS8vLyQnJ0Ov15vdm+eeew4dHR2D/l+wcOFCfPDBB6irq8Ott96KZcuWYfPmzQMeQyBMBUgKHGFSQw8w0R7b1x3eBEYoFMLDwwMhISGIj49HWloaFi9ejOTkZLi4uKCqqgqnTp3Cr7/+ivLy8gGFxEgQiURDegrd2dk56CRVIBAgIiICN910ExISEuDs7GzzXKbi6/Tp00NO1QoLC2NT5nJycqympwUFBbFPa9vb2+2KeEmlUnR3dwOwrAMa6L2gaZp1yWMm9RRFwdnZGZ2dndDr9RZGEBKJBLNnz4ZcLgeHw0F1dTUbtQL6oj9hYWGDjnkgYmNjUVdXN6RoH9BXR0VRFOrq6kb0+oPB3Ctbn5WJjFgsRnR0NIqKitjPzGAwnymDwTCipqqTgf4NfZn6ScaIpD8//fQToqKi4OPjg+XLl+Pzzz9nnfiY6OmePXvwzDPP4MKFC3j44Yfh4+ODJUuWsIKDwdrnbaA2BiqVCo899hikUiliY2PxzDPP4OrVq+Dz+QOm17a1tQ1oe9/W1obGxkbWpZNZnnvuOQB9Ym8w/va3v+GVV17B1atX8dRTTyEoKAhz5sxBTk7OoMcSCJMZIoAIkxqKM/SeOKPCCBp+Wp6KAx8fH8yePRuLFi1CZGQkaJpGYWEhfv75Z+Tk5Ix653ihUAi1Wm1XbQyTRmYrAtQfDocDf39/pKenY8aMGWYTC+YJKkVRCAsLg4ODAxQKBU6dOoXy8nK7exFQFIXExETweDyoVCrk5eVZvUbTFC5bDmumDNcIQa1Wg8fjgcfjsZN6iUQCLpfLpr9Zc8IzGAxQKpWIjY2Fu7s7FAoFLl++jM7OTvj7+4/YGt3BwQGxsbG4dOnSkEwN+Hw+vL297TaQGA40TaOrqwtisXjIVvIThcDAQLi7uyMnJ8eumj4ul8umUU71NLj+hgcGgwGtra1WBUN5eTlWrFiB+Ph4lJWVoaurC6dOncKtt95qtp9UKsXrr7+OyspKFBUV4bXXXsOpU6fw1FNPjWis69atw969e/H111+ju7sb5eXl+OKLLwY17nBxcWG//6b88MMPqK+vh4uLC8LDw5GZmWl1CQ4OHnRsAoEAL7zwAq5cuYKqqiq89957qKiosJmWR5h4MC5w471MNogAIkxqOCJJXwPUawlFgSOyrBEZDYRCIcLDw3HDDTcgLS0NPj4+qK2tRUZGhl1PA+2F6UpvzySMmdDbK4BM8fLywsKFCxEVFQUOh4OysjIYDAYEBgaapZMxgu/8+fN2R71EIhHbM6i+vt5qtMI0NamhoWHQhq9OTk7s9Q6lF5CpAQIjoEzrf2zZPNfU1ECr1YLL5SIkJAShoaEwGo0oKSmBRqMZFaMMxkL7ypUrQzrOz88P3d3d7P0YbXp6emAwGK679Lf+xMfHo7e3FyUlJXbtT9Lg+vjxxx/NHuzs378fer0eN954o8W+Fy9ehFqtxqZNm8y+0z/88AOAvrTaqqoq+Pv7Y+/evQD6LMs3btyIRYsWjVjInzp1CgsXLsSKFSvY+sCLFy+ipaVlwO/ovHnz8OOPP5r9TcvPz8eyZctw4cIFpKeno6amBnK5HCkpKezyyy+/4I033hj0wYBKpcK0adNY17eAgAD87ne/w+rVq8f04QWBcD1ABBBhUsP3DQJw7QWQg9/gT+ZGikwmQ1JSElJTU8HlcpGVlYWsrKxRS4uz1wmus7MTAoFg2LUgTCoXY0/t5uZmMy2kpaUFx48ft/rU1Bp+fn5sKk1hYaFZHj3QJ2hMX2uwKJBEIoHBYLBa+zKYAGIiXUw6n1QqhU6nQ2dnJ1xdXS2eFtM0bWFV7ebmhpiYGAQEBKCxsREnT560afc9FGJiYtDQ0GDVitwWHh4eEAqFYzaRul7rf/ojFAoRFxeHsrIym+lb/fcHiACqra3FbbfdhsOHD+Of//wnHnvsMSxevBgLFiyw2DcpKQk8Hg/PP/88fv75Zxw8eBB33XUXDh06BKDPRTEwMBB+fn74wx/+gH/96184fvw43n77bRw+fBgrV64c0VhnzpyJn376CR988AGOHz+Ov//971i6dCkoihrwocrmzZvR2tqKZcuW4cCBA9i7dy/uueceJCcnY+nSpXj44YcRGBiIRYsW4bPPPsOvv/6KP/3pT3jhhRfg4+MzaITJ0dERycnJ2LZtG/7xj3/g+PHj+PDDD7Fr164RXzOBcL1DBBBhUsMPCLn29iVGI/j+IYPvN0q4u7tjwYIFCAkJQUNDA3799dchGRjYYigCaDjRH1OamppQV1eH2NhYPPDAAwNaXms0Gpw7dw6FhYV2RUCio6PB4/GgVqutPoU3fWJcW1s7YCoYh8OBRCJBV1fXkGqAmAiQSqViazukUina2tpA07TV9LeGhgar918gEOCuu+7CtGnT0N3djRMnTqCqqsrma9sDn89HfHw8cnNzLUSiLSiKgq+vr13ufsNhsgggoK+excfHBzk5OYOmGhInuD5WrVqF0NBQ3HvvvdiyZQvWrFmDffv2Wd03LCwM//73v1nR9MQTTwAAMjIyQFEUTp48CQDYt28fFi9ejM2bN+Pmm2/G+++/jy1btuCll14a0Vjfeecd3HHHHXjxxRexfPlyfPzxx3jxxRfx+OOP4+zZszbf88TERGRkZMBoNOLee+/F7373O8yePRuHDx+GQCCAWCzGiRMnMHfuXGzcuBFLly7Fd999h7/85S9455137Brbhx9+iIcffhhvvfUWbr75Zrz88st47LHH8P7774/omgnXDiM9MZbJBkXbm1RPIFyHGFW9aHjhccBg36RuVODy4P3Kh2OWBjcQHR0duHTpEnp6eiCXy5GcnDzs+omSkhIYjcZBm2wePXp5wIC9AACKVUlEQVQU/v7+mDZt2rBeR61W4/jx49DpdJg7dy4rpqqrq3H58uUBJ4wuLi5ISkqyakttSnl5OQoLC0FRFGsDa8qxY8fYJ7VJSUkD2jvn5OTAyckJAoHArMmiSCSymp4D9PX7EIvFEIvFrHXtkiVL2Lz8uXPnWrg5nTx50qr5g0wmQ1paGoA+84bs7GyoVCp4e3sjPj5+RA1Dc3NzQVEU4uLi7Nq/u7sbGRkZmDFjhl0uekPhzJkzaGtrw+LFi+Hg4DCq5x4PdDodMjIy4OXlxaZmWoNxMPP19UVSUtI1HOHEISgoCAsWLCC9aghTmq6uLkilUmzf3QmhaHyNYNS9XXjhPhcoFIrr0pTGGiQCRJjUcBxFcEyeO6qmBAO/IAeOyWnjIn4AwNXVFenp6QgPD0dzczPOnz9v9xP9/tgTAdJqtejt7R32U3qapnHp0iVotVpERUWZRZICAgIwf/78Af/YdnZ2mjUMtUVwcDAkEglomsbly5cttvv7+7M/D5bSxRghDDUFztQBTiQSgc/no7W1FXw+3yKC1tbWZtP5zjRiJZPJkJ6ezlpaZ2RkWBSPD4Xo6Gg0NzfbnWLo5OQEZ2fnMXGD6+rqgqOj46QQP0BflC0hIQGVlZUD3l9GnI9GaiOBQCAQrEMEEGHSI5l387XrImY0QjL35mvzWjbgcDiIjIxETEwM2tvbceHChSE5fDHYY4U9EgMEoK/mpqWlhbX+7o9EIsG8efMGdDvS6XQ4e/YsGhsbbe7D4XDYfkItLS0W+/r5+bE/t7S0DChmbAkgo9Fo07q4vwCSSqXo7e2FUqmEm5ubRaPM/rU/DBKJBJ6enmbr+Hw+kpOTER8fD51OhzNnzqCoqMhuxzxTeDweEhISkJuba7cNs6+vL5qamob1GbNFb28vdDrdpEh/M8XDwwNBQUG4dOmSzftrKoBIggaBQBhv9zfiAkcgXKc4BIRCGDdj7KNAHA6EMSlwCBxZb5bRIjg4GNOnT0dbW9uwRBCfzx90EtzZ2QmhUDgsO+bOzk5cuXIFDg4OSEhIsBABDIx4mTlzps1ogNFoRFZW1oC1MB4eHvD29gYAFBQUmN0PR0dHs87oA9VQOTs7o6enx+pYbAknawLIlv11d3c3mpqarJ4nNDTU5n1iImZSqRSlpaXIzMwcVvTP3d0dnp6eKCgosGt/Hx8fGAyGAQXoUJlM9T/9mT59OrhcLvLz861uF4vFoCiKNduYilRWVpL0NwKBMKYQAUSYErjc/Rgowdh1rAcAykEAl3sfH9PXGCqhoaGIiopCa2srMjMzh1Ssbq8AGk70R6/XIzs7GzRNIzEx0S4HOU9PT6Snp1u1iwb60uny8vIGtBuePn06OBwOent7LaIs9qbBCQQCODg4QK1Ws41UGaxNWHU6HYxGIyiKYrcPJIBsRX8EAoFZpMoaEokEc+fOhZ+fH5qamnD69OlhTaKnT5+O9vZ2u0SNSCSCq6sr6uvrh/w6tpjMAojL5SIhIQH19fVW7xmHw2EdA0kaHIFAoI30hFgmG0QAEaYEXGcXuK7+vzF9DdfV/weus8uYvsZwCAsLQ0REBFpaWpCVlWW3COLxeINGEIYrgPLz86FUKhESEjJgJ/T+CIVCpKamWk2XYyguLkZeXp7V9CGRSITw8HAAfcXmpjVO3t7erGFET0+PzRocwHYanDUnOCb6093dza5zcnJCa2srRCKRmYGDWq22WU8THBxsIbisweFwkJiYiIiICHR1deHkyZND7tXDTNLz8/PtarLr6+uL5uZmu9PmBmMyCyCgr3YrLCwMeXl5VgUq0wPL9DNDGD1+/PFHpKSkQCQSITAwEK+99prd6YZ6vR4zZsywasfN0NXVhaCgIKtRrM2bN0MulyMwMNBiO03TSElJwe7du4dwNQQCYTgQAUSYMjjGz4L07kfH5NzSlY/AMWH2mJx7NJg2bRqmTZuGpqYmm6k3/eHxeDAYDDYnBhqNBmq1esiT1Lq6OtTW1sLZ2RlRUVFDOhbos1+Ojo7G9OnTbe5TVVWFrKwsq2l/oaGhEIlEMBqNKCwsZNdzuVw2RQ4YOArECKD+aXDWxEJ/AcTn86FWq6HT6SyiP1evXrUqULlcLoKCgmyOxxrTpk1DUlIStFotTp8+PeQUNZlMBh8fH7s+L97e3qBpetSa8SoUCjg4OAy7t9T1wLRp0+Do6Ijc3FyLbcQIYew4c+YMbrvtNkRFReG7777Dgw8+iBdeeAGvvvqqXcf/5S9/QVZWls3t7e3tWLZsmdV03EOHDuHNN9/EX//6Vzz77LN4/PHHzVJN9+zZA71ej9WrVw/9wggEwpAgAogwpZDMvRku9z0JcLkjrwnicAAOFy6r/w+SeYtHZ4BjSEREBPz8/FBdXW13w8uBokBMhGQoEaDe3l7k5eWBy+UiOTnZroiGLUJDQ5GUlGSzJqaxsREXLlywEBRcLhfR0dEA+nrtmDpymabBDdTfhhFA/S2nrd2r/gLIycmJda0zTefT6/WorKy0+nqBgYHDsrf29fVlG+VmZmYO2ui1P5GRkejq6ho0vU0oFMLNzW1U0uDUajU0Gs2kjf4wMJG61tZWVFdXm20jAmjs2LZtGxISEvDFF19gyZIleOWVV/Dcc8/hL3/5y6CmL7m5uXj11VdtWr7v378fiYmJuHLlitXtv/zyCxYtWoT7778fa9euxfTp05GRkQGg7+HJCy+8gL/85S82/6YRpibj3f9nsvYBIgKIMOUQz1oA+cY3wPcJHNF5+D6BkD//BsSzF47SyMae6OhoCAQC5Obm2mWKMJAAUigUQ7IpNhqNuHjxIvR6PWJiYix68QwHX19fzJo1y2avo9bWVrbWyBQvLy82+nL58mVW6MhkMrb+QqfT2TQjcHJyQk9Pj8XrWksB6+3ttUsAVVVVWb3XFEUNmPI3GDKZDPPmzYNEIkFBQQHy8vLsToNkUuEuX748YKNXoO+9aG1tHXS/wejq6gIwedPfTHF2dkZERAQuX75slo7p5uYGDoczLHMRgm00Gg0yMjJw5513mq1fuXIlenp62Iap1tDpdHjooYfwhz/8ARERERbbOzs7ceedd2LBggX46aefrJ6Doig4Ojqyvzs4OLB/h3fu3InAwEAsWbJkOJdGIBCGCBFAhCkJ38sPHhu2w+Wex8CT+/St5HAHPuj/b+fJfeBy92Pw2LAdfK+Bi9InGg4ODoiNjUVvby+KiooG3X8gI4Sh1v8UFxejs7MT3t7eCAgIsPu4wfDw8MCcOXNsThYbGhqQl5dnsT4mJgYcDgc9PT24evUqgL4JiqnRgK00OJFIZNUEwdq9shUBcnR0ZFO8jEajzeiMj4+P2aRpOIhEIsydOxfu7u6oqqrChQsX7K7XcXV1RUBAgNV7aAqTPjjSKNBUEkBAXyRTKpWa3V+RSISbb755yjZCHSsqKiqg1WotmjaHhfU5dw5koLJt2zZotVps27bN6naRSITCwkJ89tlnZo6SpqSmpiIjIwMlJSU4f/488vPzkZaWhq6uLmzfvh2vv/76MK+MQCAMFSKACFMWisuFOG0R5H96B+5rt0A872bwg8KB/qlGPD74geEQz70Z7mu3QP6ndyCeuwgUdxDBNEHx9vaGt7c3KioqBm0gOlgEyF4B1NrairKyMjg6OiI+Pn6oQx4UqVSKtLQ0M0MBU6qrqy0En0QiYfsLlZaWsoLANA2uubnZakSDz+eDz+dbRNFsCSCKothtFEVBq9VCJpOx+9TX19t0azNtfDoS+Hw+Zs2ahYCAALS0tOD06dODNrplmDZtGnp7ewdseMrn8yGXy0csgJRKJQDYfC8nGxRFISkpycIMhM/nk1SoUYZJ2+3fXJkxnWDEd38yMzPx1ltvYdeuXTYftDg4OFiNDJmycuVK3HnnnYiOjsbChQvx8ssvIzk5Ga+99hrS09ORnJyMZ555BpGRkVi1apXdqcqEyc149/+ZrH2ArOeNEAhTCIqiIAibDkFYX1E9bTTCqFICeh3A44PjKAY11j2ErjGxsbFobW1Fbm4u0tPTbdbi2BJAarXabgMErVaLnJwcdqI3nFoWexCLxZgzZw5OnTplNZe/tLQUDg4OZulk4eHhqK6uhk6nQ2VlJcLDwyESiSCTydDe3g6aplFXV2c1BU0kEtktgEz3Y/YxFUC2rK89PDxGNRLC4XAQHx8PiUSCwsJCnDp1CjNmzICrq+ugx8XFxSErKwuenp42Uw59fX2RnZ3NRr2GA/PeMamIUwFHR8cRpTkS7INJ/Ryo51h/1Go1HnroIaxfvx4zZ84c0etTFIUPPvgA7777Lng8HrhcLurq6rBjxw5kZmZix44dOHLkCL799lu8+uqrePLJJ/Gf//xnRK9JIBCsM7lmdQTCKEBxOOCKncCVysAVO0068QP09ZSJjo5GT0/PgGkftlLghmKAcOnSJajVakybNs1s0j8WMDbZtuqSCgoKzJqc8vl8NgpUXl7Oij17egKJRCKLe9P/d6PRCI1Gw653cHBgIxzMvWhubrb55Hm0oj/WzpuSkgK9Xo8zZ86YGUHYwtXVFR4eHgN+Xjw9PcHhcEYUBert7QWPxxszoUyYujB/r/p/35j0VGsPG1588UUYjUZs3rwZer0eer0eNE2Dpmn256EiEAjA/f8ZBC+99BJWr16NiIgI7N27Fw8++CCio6Oxbt067Nu3b8gNrAkEgn1MvpkdgUCwC39/f3h4eKCsrIydlPfHVgRIoVBALBYPOkm9evUqmpqaIJPJ2P47Y41YLMbs2bNtRikuXbpkZm4QEhICHo/HRoGAvrobZoLS1dVlVaDYI4DUajUcHBzYVDOm/ofP57NpN9bscoG+NJ3+Ntmjibe3N+bMmQMul4sLFy7YJYKioqJQU1Nj052Mx+PBy8trwFS5gaBpGiqVakpFf2zRpjDiwGk1PtyvxPv7lPjmmAo1TWQyPBJCQ0PB5XJRVlZmtp753Zq1/t69e1FcXAyJRMKmvp44cQInTpwAn8/HZ599NuzxFBQU4JtvvsGWLVsA9D0MYR6MuLq6wmAwkDQ4AoxGekIskw0igAiEKUx0dDRomrZpv2wrAtTR0TFoalZXVxcKCwvB5/MHtKseC6RSKWbOnGk1pYWmaWRlZbGipn8UyGAwsBN5BmtRILFYbHFv+ovF/gYIAoEASqUSrq6uoCgKarXaptPcWEV/THFxcWFtsi9cuIDm5uYB9xcIBJg2bRouX75scx8fHx8oFIphWThrNBoYjcYpLYBUGhofH1Biyyfd+PmCBnnlehRc1eNUrhavf9WDN3f3oLXTPhc/gjlCoRDz58/Hd999Zxa52bt3L1xcXKymuB04cACZmZlmS1JSEpKSkpCZmYlbb7112ON5/vnnsXbtWvj49BnxyOVytl9XQ0MDuFyumVMkgUAYPYgAIhCmME5OTvDw8EB1dbXVSI+1CBBN0+jo6Bgwnc1gMCA7OxtGoxHx8fEjdjEbDm5ubkhOTrYqvIxGI7KyslgBExISAi6XC61Wy4pB0zS42tpaC+toWxEg04lVfwtsU7tt5rzWUmgEAgE7KRprpFKpWa+gwURQUFAQNBqNzaanTI3QcNLgmEjZeHxeJgIaLY13v+lBblnfd870oSvzc02TAW/u7kFLJ4kGDYcXX3wR58+fxz333IMffvgBmzdvxptvvok//elPcHR0RFdXF86dO8dGRGNjY5GSkmK2ODk5wcnJCSkpKcMWKMePH8fZs2exceNGdt0tt9yCjz76CIcOHcL27duxbNkym5FswtRhvM0PJqsJAhFABMIUJzg4GHq93mqUw5oA6urqgl6vH/A//oKCAnR3dyMwMJC1Rx4PvLy8EBcXZ3WbUqnEpUuXAPTV5vSPArm7u7M21Vqt1kIYiEQiaLVai/Oa3i/GAY5Z198AoX8DTAZ/f/8RNYkdKkMRQRRFISYmBgUFBVbrEzgczrDT4BgBNFUjQPtOqFDXahxwsmGk+6JE/zrYO6z6k6nODTfcgG+//RbFxcVYsWIFvvrqK7z55pt47rnnAADZ2dlITU3FoUOHxnQcGzduxKZNm8zqKNetW4f09HTcd9990Ol0eP/998d0DATCVIY8WiAQpjhyuRxisRhXr15FUFCQWcTEWgpcW1ubWQ1LfxobG1FVVQWJRILo6OgxHbs9BAQEQKvVWu3O3tjYiPLycoSGhiIkJARXr16FRqNBVVUVQkJC4Ofnx9YHNDY2mqXFOTo6gqZp6HQ6s1oo09/7O8BpNBpQFAUXFxe0tbXZrL0yjT5dK6RSKebMmYMzZ84gMzMTKSkp8PT0tLqvm5sbZDIZSktLERkZabHd19cXtbW16OrqsrAcHoipLIB61TTOFejsetJqpIGaZiOqGg0I8ib/jQ+VO+64A3fccYfVbQsWLBhUWGZkZAy4PSgoaNBznD9/3mKdUCjE559/PuBxBAJhdCARIAJhikNRFIKDg6FUKi2e/FuLALW3t7M1LP3RarXIy8sDh8NBcnIyayQw3oSFhdlMKbty5Qra29shEAgQFBQEoK8o2mAwmEWvmpqazCY1HA4HEonEok+QqWA0FUA8Hg9KpRJSqRRcLtdm9Ecmk0EikQzrOkeKs7Mz5syZAx6Ph6ysLJv1SUBfwXhVVZVVEefu7g4HB4chR4GmogU2Q3aJFvohZLVxKODsZfua2RIIhOuX8U59IylwBAJh0uLv7w8ej4erV6+arbcmctra2mymv12+fBkajQbTpk0b0pP/awHT/6Y/NE3j4sWL0Gg0CA0NBYfDgUajQXV1NaRSKdv4UKvVsvbfDE5OTgM6wanVarMGqDRNQyaTQafT2ayRCQwMHMlljhhnZ2ekpqayIogpyu6PUChEWFgYCgoKLLZxOBx4e3sPWQBN5RqgNgUN7hD+RzbSIHVABAKBMEyIACIQCODxeAgICEBLSwtbsM9gGvXo6emBVqu1aoDQ0NCAuro6SKXSa+JgNlR4PB5SUlKsRqXUajUuXrwIBwcHsygQTdNmaWD9IyLWmqGaRszUajVbJ8TsJ5PJUFdXZ2GqwIxxPGumGExF0MWLF22KICZyaC1S5OvrC5VKhY6ODrtft7e3l7UanmoMxyRxErYoIxAIhGsC+fNJIBAAgJ34m0aBmKgFQ3t7OzgcjkUDVNPUt8TExGtawD8UnJycbJoitLW1obi4mI0CqdVq1NTUDFkAMREfg8EAnU7HpsiZGiDYSn/z9fWdMGmD/dPhrIkgDoeDmJgYXL582ULQyWQyCIVCu6NATA+gqRj9AQAvGQeGIbhbcyjASzYxPisEAmHsMNL0hFgmGxNzlkIgEK45YrEYHh4eqK+vZ0VPfwHU1tYGV1dXC4GTn58PrVaLadOm2TRHmCj4+fnZTDMrLS2FUqlEQEAA+7tMJmOvt6uri61TAfoEUP8aKUboqNVqAH3W14xZglgshlqthkKhsPr6453+1h8nJyfMmTMHfD7fpgjy8PCAVCq1aC5JURR8fHzMPk8DoVarQdP0lKz/AYCEcD6EDvbvb6SBtLghHEAgEAgEFiKACAQCi7e3N3Q6Hdra2qxut1b/U19fj/r6eri4uCAsLOxaDHPExMTE2Gzkmpubi+DgYHA4HKhUKjQ2NsLd3Z3dbhoFstULCOgr6GeiIiqVCjweb8Doj7Oz86DNZccDRgQ5ODjg4sWLaG9vt9gnOjoaV69eZWt4GHx9faHRaGx+nkyZyg5wAODAp5CeKIA9mXAcCogM4MLbjUSACAQCYTgQAXSdsGbNGlAUZXP58ssvrR739NNPWy1kB4B9+/Zh2rRp7O8fffQRoqOjIRaLERUVhR07dlg8uS0uLsYtt9wCqVQKNzc3PProoxaF4QCgUCgQEhJi1XrYFi0tLfD397coxL/WLFiwAAsWLBjXMYwXTLoX86TfNAKkUqmgUqnM6n80Gg3y8/PB4XCQkJBg87M20eBwOEhJSbFaa6JUKlFTUwM/Pz8AQGVlpc00OCYFzvR7YhoBYtLjtFoteDwepFKpzZQwJuo0EXFycsKsWbNAURQuXLiAnp4es+2Ojo4ICQmxMERwcXGBWCy2Kw1uqgsgAFg2W4CoIN6AIohDAW5SDh5aNnXvE4EwlaCNE2OZbJAGAtcRXl5e2Ldvn9Vt1p68nzhxAn//+99tnu/w4cNYunQpAODjjz/Gb3/7W6xduxa33347jh8/jrVr10KlUuHZZ58FAHR2duLGG2+Ej48PvvjiCzQ1NWHjxo2oqanBkSNHzM69bt06LF++HFFRUXZfn4eHB55++mk88sgjOHbs2HUzmZ5MCIVCuLq6orGxETExMWbvQXt7OyiKgqurK7suLy8PWq0W06dPH5XUN41Gg+7ubnZhLJY5HA64XK7ZvxwOB3w+H66urpDJZEOunRGJRIiPj0dWVpbFtvLycsTFxaG6uhoKhQIODv9LNWptbYVerwePx4NQKASPx4NWq2Xd4voLID6fz0aCtFqtRcSIuT5GcE1UpFIpUlJScOHCBZw/fx5z585lrxkAQkNDkZGRgZaWFnh4eLDrfXx8UFlZidjY2AFrw4gAArhcCk/cLsLBMxocv6SBVgfWGc5IAxSApAg+Vi4UQuJInl8SCATCcCEC6DpCIBBg9uzZdu2rVCrx8MMPw8fHB7W1tVb3+fHHH/HRRx8BAP71r38hLS2NFUw33ngjSkpKsGPHDlYAvf/+++jo6EBOTg47wfHz88OyZctw6tQpzJ07F0BfJ+0vv/zSZqpPUFAQ1qxZg61bt1pse+qpp7B9+3b897//tdmojjC2eHl54cqVK1AqleDz+aywaG9vh1QqBY/X92ejrq4OjY2NcHV1RUhIyJBfp7e3F83NzWaCh3FM43K5cHJygkQiAUVRMBqNrKmAWq1mf9dqtSguLmaNGdzc3ODu7g5XV1e7BJG3tze8vb3R0NBgtp6maVy9ehVSqRQKhQLNzc1wdnZGV1cXjEYjWltb2aaoTk5O0Gg0VgWQTqeDUCiETqeDg4ODzVQwb2/v68L5TC6XIy4uDrm5ubhw4QLmzJnD3mfGECE/Px8LFixgxY6vry9KS0vR0tJis7Eq8L8eQFPVBIGBy6Vw+zwhlswW4GKRDg1tBhiNgEzKwYxIPpzFRPgQCFMJGrRddZRjPYbJBhFAk5Rnn30WXl5euPHGG/Hyyy9bbM/Ly0NbWxub6qXRaMy63AN9zQxNJ2w//fQT5s2bZ/Z0d/HixXBycsLhw4dZAfTaa69h4cKFNhtPDoRQKMRdd92F1157bUABRFEU3n//fZw7dw779u0Dl8vFAw88gNdffx0vvfQSdu3aBaPRiDvuuAPvvfcehEIhe9w//vEPZGZm4ttvv4VYLMa9996L119/3WziRdM03njjDbz33ntoaWlBQkIC/vGPfyAlJQVA3+T2mWeewf79+9HS0oLg4GA8/vjjeOaZZ4Z8zRONwMBA0DQNR0dHcDgczJw5E0CfMGI+I2q1elipbxqNBvX19airq0NHRwe4XC4kEgmcnJwgl8vh5OQEJycnODo62n3O3t5etLa2oq2tDTU1NSgtLQWHw4Grqyv8/Pzg5+c3YOQhNjYWra2tFpGZrq4utianrq4OAQEB6OrqAtCXBsfcC4lEYmZqwJynt7cXOp0OWq0WHA4Hjo6ONgXQRE5/609AQAB6e3tRWlqKixcvYsaMGex7xbyHFRUVbFSaEbINDQ0DCiASATJHwKcwJ5aYHBAIBMJYQATQdUZ/xymg72m56WTx559/xueff46cnBzs3r3b6nkOHz6MhQsXssLg6aefxsMPP4wvv/wSt956K86dO4fPPvsMv/nNb9hjrly5gnvvvdfsPBwOB8HBwSgpKQHQ1ydm//79eO+99wYct9FoZNdRFGX2tP6ee+7BRx99hJKSErMapf48//zzWL16Nfbt24fvv/8e7777Lo4cOYL4+Hh8+eWXOHHiBF599VVERETgueeeY4/bvHkzZs+ejW+++QZXrlzBiy++iLq6Onz77bfsPqdOnYJGo8F7770HjUaDZ555BsuXL0dtbS14PB7WrVuHI0eO4K233oKXlxd++OEHPPvss3Bzc8OaNWtsjvl6gM/nIzw83GK9qfBtbm6GTqdDdHS01eaipuh0OjQ2NqKurg6tra2gKAqenp5ISUmBp6fniC2zRSIRAgICWBGhVCrR2tqKlpYW5OXlobS0FOHh4TaFkEAgQHR0NC5dumSxrbOzEwaDATwez+wz3NTUBJqmQVEUnJyc0NzcbHa9zLE8Hg/d3d1wdHQ0c48zRSwW22wsO1GJjIxEb28v6urqcPnyZcTGxrLboqOjcfLkSfj5+bF/X3x8fHD16lUYjUab7zfTA4iJMBIIBAKBMFaQ/2muI6qqqqymybz88st48cUXAfSZDzz66KP485//PKB4OHz4MO655x7297vvvhvHjh3Dgw8+yK5bvHgx/va3v7G/d3Z2wtnZ2eJcTk5O7JPxkydPQqfTsVEDoK+IPDg42GLMTGQqPT0dGRkZ7LYZM2YAAI4ePTrgNURFReGDDz4AAMyfPx8ff/wxtFotvvrqK/B4PCxevBjff/89Tp8+bSaAPDw8cODAAfB4PCxbtgxcLhdPP/00CgoKEB0dDaBvUnz48GG24F+hUODxxx9HYWEh4uLicPz4cdx0001YtWoVgD7jBIlEYuYWNpnx9fUdcOJO0zQaGxtRW1uL5uZm0DQNDw8PJCQkwMvLa0wnuWKxGGKxGIGBgVAqlSgtLR1UCPn7+6Ourg4tLS1m6ymKQk9PD6RSKdrb2yEQCKDRaKDRaNDZ2QlXV1c2BY6BEUAdHR1wcHBAR0cHnJ2d0d3dbVYzY/ra12O9W0JCAtRqNSorKyESidjmtyKRCEFBQSgsLERSUhKAvhS/kpIStLW1mQlpU9Rq9YS3UCcQCIRrDW0ErPTNvuZjmGwQAXQd4e3tje+//95iva+vL/vz+vXr4efnh6efftrmeRQKBc6ePYtdu3ax626//XacPn0ab7zxBmbOnIm8vDxs3boVd999N/bt28e6gVmbqNE0zU4oKyoqAMBM8Pj4+CAzM5P9/bbbbsPy5cvx29/+FgAsJj1SqRQuLi6DusHNmTOH/ZnH48Hd3R0pKSlmk2s3NzcLl7rVq1eb7XPXXXfh6aefxsmTJ1kBFB0dbeZ2xtS4MOdauHAhPvjgA9TV1eHWW2/FsmXLsHnz5gHHO5ngcrlWxY/RaERtbS3KysqgVCohk8kQHR0NHx8fMyOBa4VYLEZCQgLCw8NRUlIyoBCKi4tDRkaGRWNToVDIprxJJBJW7DQ1NbECiOn5A/RFO2mahkKhgFwuh1arRW9vr9XJPUVR8Pf3H6OrH1s4HA5mzJiB06dPo7CwEI6Ojmzaa1hYGH799Ve0t7dDJpPB2dkZYrEY9fX1VgWQTqcDTdNWBSKBQCAQCKMNEUDXEQ4ODmwNijUOHjyIPXv2ICsrC0ajkV2AvkkZ45x15MgRhISEsJP6M2fO4KeffsJHH32Exx57DEBfVCYkJATLly/HoUOHsHz5ckilUjbSY0pPTw/rYMXUQojFYpvjdnBwgI+Pz4DXIhaLbTaLZLAWjbKnfqB/bZJcLgfQ98Te9PVNYSbKzP3829/+Bj8/P3z55Zd46qmnAACpqanYsWMHEhMTBx3DZMNoNOLq1auoqKiARqNh319r79F4IBaLkZiYiGnTprFCqLq6GikpKWyalkgkQmRkpIWVs1AoRE9PD/R6PWvSAPQJoMjISDg7O5tFgPR6PdRqNbsvTdNQqVRWe/zI5XL29a8FOp0OOp0OAoFgyK551uDz+Zg1axZOnjyJnJwcCIVC1pEvMjISV65cQVpaGoC+BzjV1dWIi4uzeJDC3KvxEMkEAoFAmHoQATSJ2Lt3L9RqNWJiYiy28fl8PPTQQ9i1a5eZ/TXQl1oHgJ2oMKSnpwMACgoKsHz5ckRERFh0e2cmvnfeeScAsClgnZ2dI0oH6+joGLN0sv6F6ExfF0YI2YNAIMALL7yAF154AdXV1Thw4ABefvll3HfffUPqfTRZaG1tRVFREQICAhAaGjphC9kZIRQaGorMzEwcP34cycnJ7GctODgY9fX1ZmIYAGQyGerr6+Hn5wej0Qgej4euri6oVCo4OztDr9fDYDCwoqK7uxt6vR49PT3gcrlWa/eA0Tc/UKvVrLOeRqOBVqtl/9VqtayAB/o+w2KxGCKRiP1XJBJBIpEMSYg4Ojpi1qxZOH36NC5cuIC5c+dCIpHA19cX5eXlaGxshJeXF7y9vVFWVoa2tjaL7zYjIIkAIhAIBHNoegK4wI3z648FxE9zErF161ZkZmaaLY8//jgAIDMzE1u3bgVN0/jxxx+xbNky9rjIyEgAffU7ppw+fRrA/9LZbr75Zhw/ftysTuKnn35Cd3c3br75ZgB9DmIAUFNTM+zraG9vR29vL3uu0aZ/GuHevXtBURQWLlxo1/EqlQrTpk3D22+/DaBvEvu73/0Oq1evHtF1TyRomoai14iaVgNq2wxQqgdOAJbL5Vi2bBliY2MnrPgxxdnZGfPnz4erqyvOnTvHCnuKohAfH28RoXBxcUFHRwd0Op2FGQITTTGNAvX09MBoNEKpVEKlUllEFIE+ATIU0W2L7u5ulJaW4tSpU/j555+Rm5uLpqYmqFQqcLlcuLi4wN/fH1FRUUhKSsKsWbMQHx+PgIAAODo6oqenB1evXkVOTg5Onz6Nn376CadPn0ZlZaVZxGsgmB5Ber0e58+fh0ajAUVRiIqKQlFREWiahouLCxwdHS0sxwESASIQCATCtYVEgCYRQUFBCAoKMlt38OBBAGDTzbKzs9HV1YX58+ez+yQmJuKuu+7Chg0b0NHRgVmzZqGgoABbt25FUlISa0f91FNP4R//+AcWLVqELVu2oK2tDRs3bsTSpUuRmpoKAJg3bx4cHR1x+vRpm6lglZWVA17HqVOnAPSZMIwFFy5cwAMPPIAHH3wQeXl5eOmll/Db3/7W7l42jo6OSE5OxrZt2+Dg4IC4uDgUFxdj165dWLly5ZiM+VrSozbicrUePWrzJz4yCYVofz4EfOsF+9dbIT+fz8eMGTNQVlaGK1euoKOjA4mJiXByckJgYKDZ55TD4cDNzQ21tbVwc3ODQCAARVFoampi65tMhVFHRwd4PB6USiW6u7utCiB/f/9hO+C1t7ejsbERjY2NUCqV4HA4kMvliI+Ph6en57BqaXQ6HVQqFTo7O1FfX4/Lly/j8uXLcHd3h6+vL7y8vAbsVSSXyxEbG4u8vDy2R5BcLkd5eTlqamoQEBAAb29v1NXVWTTZZQQQqQEiEAgEwrWACKApxg8//GBmf82we/duvPLKK/jggw/w0ksvISAgAA8//DBeeukldtLj7u6OX3/9FevXr8f9998PJycn3H333XjrrbfY84hEIixduhSHDx/G73//+2GPcebMmWMWAVq/fj3q6upwxx13wN3dHS+88AI2bdo0pHN8+OGHePHFF/HWW2+hsbERcrkcjz32GP785z+PyZivFb0aGlnlOugNlts6emhklWsxK9wBPO71JXZsQVEUwsPD4eLigosXL+LEiROYMWMGpk2bhtraWjNR4+Hhgby8PLi6urIOcK2trQD6xJRpH6HW1lbw+Xw0NTWBx+NZjWwMJ/2to6MDV65cQVtbGxwcHODp6Ynp06fDw8NjxDU9fD4ffD4fzs7OCAgIgEajQUNDA+rq6nDp0iVWZPn5+cHLy8uq4A0MDERvby/KysqQl5eHxMREREVFITMzE76+vvDx8UFFRQU6OjrMTEZIBIhAIBCsY6T7lvEew2SDoidjYh9hXMnKysLs2bNRXl4+ZBHT09MDHx8ffP7551ixYsWoj42iKGzZsgVbt24d9XNPBgpqdGjsMA7Y8zncm4tAj8n37KS3txdZWVno6elBamoqW9dkSmlpKfR6PSQSCeveNmvWLOzevRsikQje3t4A+noRKRQK5OXlISQkxMLOXSaTWdTcDYRSqcSVK1fQ0NAAiUSCqKgoeHp6XrOom0qlYhvYKhQKSKVSTJ8+3WqdHk3TyMzMRFNTE2JiYhAcHIyLFy9CKpUiNDQUv/zyC3x8fFjHRQAoLCxEeXk55syZc931RCIQCISxgGnG/ezOFggcx9dQSKPqwltPeUChUEwYc6ORQmqACKNOSkoK7r77brzxxhtDPnbnzp2IiYnB7bffPgYjIwyEwUijsXNg8QMAdW2TsCEA+qKXc+fOhUwmw/nz5+Hh4WERKfXw8EB3dzc6OzvZmh+mP5BpBKijo4N1g7OW/mZqXT8QGo0G+fn5+PXXX9HR0YH4+HgsWLDAZgRmrHB0dERoaCjmz5+POXPmgKIonD17FufPn7dwhqQoComJiRCLxSgoKEB7ezsiIyNRXl4OnU4Hb29v1NfXmxXVkggQgUAgEK4lRAARxoQdO3bg0KFDKCwstPuYlpYWvPvuu/j888+vu3qSyYBOD9gTD1brJm/QmMPhICUlBWKxGJmZmRYRTKlUCoFAgO7ubjQ3NwPoS3frL4A6OzuhUCjA4XAsBBBFUWykyBYGgwHFxcU4evQoamtrERERgRtuuAEBAQHj/t1wc3PD3LlzkZycjJ6eHhw/fhyXLl0y64XE1FdxOBxkZWWBy+XCx8cHZWVl8Pb2hlqtNuvPRVzgCAQCwTq0kZ4Qy2Rj8uWxECYEMplsULOD/nh4eKCurm5sBvT/IRmftuHZWULCH3n7mAkNj8fDrFmzcOrUKdTW1kIoFLKTe4qi4O7uDqVSiYqKCvj7+6OzsxMODg5mAkihUECj0cDBwcFCADEmCrbo6elBZmYment7ERQUhPDw8AknDCiKgo+PD7y8vFBZWYmSkhLU1dUhNDQUoaGh4PP5cHJyQkJCAi5evIisrCwkJyfjxIkTCAoKgkAgYBvJAmDrpCbadRIIBAJhckIEEIFAAADwuBTcnSi0ddMDpsF5u05yBYS+SMTs2bNx+vRpqNVqsx4/bm5uqKurQ1NTE7q6uuDs7Mw2GAX60rnUajXa29vh6elp4Zw2UPpbY2MjcnJyIBAIMH/+fDg5OY3dRY4CHA4HISEh8Pf3R1lZGcrLy1FVVYX4+Hh4eXnBx8cHnZ2dKC8vR2lpKYKDg1FbW4ukpCQzsZOYmAi9Xj/u0S0CgUCYaNC0fdkZYz2GyQZJgSPYxUcffYTo6GiIxWJERUVhx44dNqMpu3btAkVRNpfPPvvMbN+YmBgIhUIEBwdjy5YtZk/SAWDz5s2Qy+UIDAzErl27zLbRNI2UlBTs3r171K95KhLsOfAzER4H8HOb/AII6KsJmj17Nvh8PlpaWtgmokKhEGKxGHw+H6WlpQDANhsF+vryqNVqaDQaNsLBYCv9jaZpXLlyBZmZmXB3d8e8efMmvPgxhc/nIyoqCjfccANcXV2RmZmJ3Nxc6PV6REVFwd3dHVVVVfDx8UF4eDjc3d3NCmk5HA6J/hAIBALhmkEiQIRB+fjjj/Hb3/4Wa9euxe23347jx49j7dq1UKlUePbZZy32v+WWW3D27FmzdTRN4/HHH0dXVxfbhPXdd9/F+vXrsXLlSrz55ptobW3Fli1bkJeXh3379gEADh06hDfffBOffPIJ2tvb8fjjj2PGjBmsg9SePXug1+uxevXqMb4LUwOpiIO4IB4uV+thMALM83gagAMPSAjiQ+gwdZ7SOzk5YebMmejq6sLVq1cREhICiqLg5uaGpqYmXL16FQkJCdBqtTAYDDAajaxJAgALAeTh4WEREdJqtcjOzkZLSwsiIyMRFhZ23UZCHB0dMXPmTFRVVaGgoACtra1ITExESkoKmpqaIBaLr9trIxAIBMLkgdhgEwZlzpw54HA4bINSAFi1ahXOnz+Pq1ev2nWOd999Fxs2bMCZM2cwa9YsGAwGeHh4ICUlBUeOHGH3KywsRHR0NI4cOYJFixbh6aefRllZGQ4cOAAAiI+Px29/+1v87ne/g1arRWRkJHbu3IklS5aM7kVPcfSGPke4rl4jKApwlXAgd+aAw5mak9empibW6trHxwc6nQ5ZWVkoLy9HamoqdDodFAoFEhISUFxcjNOnT8PV1RVLly6FVCplz5OYmAg/Pz/2987OTmRlZUGv1yM5ORkeHh7jcXljglKpRE5ODnp6erB48WIifAgEAmEIMDbY699tmhA22H9b50lssAlTC41GYzaJA/qaora1tdl1fGNjI1588UU8+eSTmDVrFoC+CWVHRwduvfVWs32Z3iIHDx4E0Jcy5OjoyG53cHCAwdDXpXPnzp0IDAwk4mcM4HEp+LlxMd2fjyg/PrxcuFNW/ACAp6cn0tPTUVdXh+7ubvD5fLi6ukIgEKCkpAQ0TUOv10On06GlpQVardbCAIHD4cDLy4v9vba2FqdPn4aDgwPmz58/qcQPAIjFYqSlpWHBggVE/BAIBAJhQkEEEGFQnn76aRw5cgRffvklFAoFfvrpJ3z22Wd48MEH7Tr+pZdeApfLxSuvvMKuc3FxAY/Hs3CK6+joQEdHBxtZSk1NRUZGBkpKSnD+/Hnk5+cjLS0NXV1d2L59O15//fVRu04CYSASExMRGBiI8vJy6PV6uLm5wdHRER0dHeju7mYFUFtbGwwGAyQSCXi8/2UZy+Vy9vfKykrk5OTAx8cHaWlpEIlE43VZYwpFURa9lEyhaRodSiOaFQa09xhhnIRWqwQCgUCYeJAaIMKg3H333Th27JiZ4Fm8eDH+9re/DXpsc3MzPv/8czz77LNwcXFh14tEItx777147733EB0djTvuuAPNzc1Yt24d+Hw+lEolAGDlypU4evQooqOjwefz8fLLLyM5ORmbNm1Ceno6kpOT8cwzz+DQoUNISEjAe++9Z7U7PYEwUiiKwrJly/Dhhx/i6tWrCA4Ohp9UAnddJ6b31sOL0kOQdxQzZQY0SjxhkPFBdTZDKfUAKIp1f6uoqEBBQQGCgoIQExMzJaMjNE2jps2AymYDtPr/redzAX93LoLkXHCm4H0hEAiE/tA0Pe4tPMb79ccCUgNEGJQlS5bg9OnTeOmllzBz5kzk5eVh69atmDdvHvbt2zfgBG779u3Ytm0b6urqLFJ8enp6sG7dOnz66aegaRoikQgbN27E0aNH4eLigu+//57dV6PRgMfjgcvloq6uDlFRUcjMzMRPP/2Ejz76CHv27MGrr74KrVaL//znP2N2LwiEQ4cOoejsKdzsoIFrG9O3igJlYh5OAwBFgaJpqMRStE2fiZTVD6OyshKFhYUICQlhjTymGjRN40qtHvUdRpv7eDhTiAvkT0lxSCAQCMD/aoDW/a1xQtQAvbvea1LVABEBRBiQM2fOIC0tDR999BEee+wxdv2hQ4ewfPlyHDhwAMuXL7d5fGJiInx9fdmaHmv09PSgqqoKQUFBEIvFCAwMxMKFCy0srxkeffRR8Hg8/POf/8T8+fOxfPlybNy4ERcuXMCcOXOg0WjYni0EwmhC0zQ6jx1Ez8HdoGgalB1/Pmn0uenxY2Ygyy0YwVHTERUVNeZjnag0dRqQX60fdL8IHx783cn3mEAgTE2IABpbSA0QYUCqqqoAAGlpaWbr09PTAQAFBQU2j62trcWlS5dwzz33WN1+8OBBnD59GhKJhO0x1NzcjJqaGiQlJVk9pqCgAN988w22bNkCoC/FTiaTAeizHDYYDGhtbR3aRRIIdkDTNLr2f4ne778Ex2i0S/wA/7MS1xVeROKVU5gW4Dfg/pOd6laDnfvpJ2XaBYFAIAwF2jgxlskGEUCEAYmMjAQAnDx50mz96dOnAQDBwcE2j71w4QIAS/HE8MEHH1j0Efrb3/4GLpdrM6r0/PPPY+3atfDx8QHQV1je2NgIAGhoaACXy4Wbm9tgl0UgDJmeXw+i51fbkcxBMRphbG1E2wevgTbYJwImG3oDDUWvfaJGpe1bCAQCgUAYbYgJAmFAEhMTcdddd2HDhg3o6OjArFmzUFBQgK1btyIpKQl33HEHurq6UFhYiNDQULM6n/z8fAgEAoSGhlo99x/+8AcsXrwY69evx2233YZjx47htddewx//+EeEhIRY7H/8+HGcPXsWX375Jbvulltuwc6dO5GYmIi///3vWLZsmZnzFoEwGugaatB14N8jP5HRCF11OXqOHYDTohUjP991hmGITxENRiaBkEAgEKYmRpqGcZyj4eP9+mMBiQARBmX37t3YsGEDPvjgA9b97eGHH8bx48fB5/ORnZ2N1NRUHDp0yOy4pqYmM+e3/tx8883YvXs3fv75Zyxfvhzffvst/v73v+O1116zuv/GjRuxadMms3OuW7cO6enpuO+++6DT6fD++++PxiUTCGZ07v0XgNH7D6Dr8DcwKNpH7XzXC3wuMBRfAwGfiB8CgUAgjD7EBIFAIBAGQNdYi+bXnhndk1IUnJashPOSlaN73uuAghodGjuMg8pJdycKCcEO12RMBAKBMNFgTBB+/3bDhDBBeO8Zb2KCQCAQCFOF3gsnAM4o/6mkafSePTa657xOCPTg2pXVFiSfuqmsCxYswIIFC0b9vFu3biXW4gNQWVkJiqJsOpASCOMB0wdovJfJxtT9H4ZAIBDsQHu1GDCOvgWOobMNhp4ucCWT42mavUiEHMQH8pBbpUf//1Mp9CUaRvvz4CKeus/ndu7cOd5DIBAIhEkNEUAEAoEwALq6qrE7d20luJFxY3b+iYq7MxdzIjiobTOgocMAnQHgcQAvFy783DgQC6eu+AGA6dOnj/cQCAQCYVIztf+XIRAIhAGgaRq0RjV251cpx+zcEx1HBwrh3jzMny7AjbECpEcLEOHLu6biJygoCNu2bcOGDRvg7u4OJycn3H///ejp6cHrr78OPz8/SKVS3HXXXWhra2OPU6lU2LRpE8LDwyEQCODs7IxFixbh0qVL7D5r1qzBjTfeiCeffBIuLi5ISkqCXq9Hd3c3nnjiCcjlckgkEqxatQp/+9vfzFLT+qfAURSFnTt34rHHHoNMJoNEIsHKlSvR1NTE7mMwGPD6668jJiYGjo6OEIvFmDNnDo4dsz/Vcs2aNaAoyuqydetWdr+vv/4aKSkpkEgk8PLywv/93/+ho6OD3b5161aEhYXh0KFDiIuLg0AgwLRp0/DZZ5+ZvV57ezueeOIJeHp6QigUYvbs2Th69OiAY9y1axeEQiFOnz6NGTNmQCgUIiIiAgcOHEBxcTFuvPFGiEQihIWFYc+ePWbHURSF8+fPIykpCY6OjoiNjcU333xj8RoNDQ24++674eTkBJlMht/+9rdQKv/3Xc3OzsaNN94IqVQKJycn3HTTTTh//rzd95lAGApGIz0hlskGEUAEAoFgA4qiRr/+xxQOd+zOTbCLd955B1VVVdizZw/+9Kc/Yffu3UhJScGRI0fw4YcfYuvWrdi/fz9eeukl9pjf/OY3+OSTT7Bp0yYcOXIEb7/9NvLz87Fq1SqzXPkTJ06gtLQU3333HV566SXweDysWLEC33zzDbZt24avv/4a3d3d+OMf/zjoOP/0pz/BYDBgz549eOutt3Do0CGsX7+e3f7HP/4R27ZtwxNPPIEff/wRH374IVpbW7Fy5UqzyftAbN68GWfPnjVbZs6cCWdnZ9x7770AgFdeeQWrVq3CrFmz8O2332LLli3Yu3cvFixYAJXqfw8LGhoa8Pvf/x7r1q3DoUOHEBwcjDVr1qCoqAgAoFarccMNN2D//v3Yvn07vvvuO/j5+WHJkiWDijadTodVq1bhiSeewP79+yEUCnH//fdj+fLluOWWW/Cf//wH3t7eeOihh1BbW2t27PLly7FixQrs27cPkZGRWLVqFb7//nuL++Dv74/9+/dj3bp1+Oijj9jm211dXViyZAnc3d2xd+9e7NmzB0qlEosXL4ZCobDrPhMIhPGHpMARCATCAHClMhg6Wsfm3G4eg+9EGFOcnJzw9ddfg8fj4aabbsJnn32G+vp6nD9/HlKpFMuWLcOxY8fY5s9arRbd3d34xz/+wYqC9PR0dHd345lnnkFjYyO8vb0BAHq9Hh988AHCwsIAAMeOHcOxY8fw7bff4s477wQALF26FLGxsSgsLBxwnLGxsfj000/Z3y9cuID//Oc/7O/19fV49dVXsXbtWnado6Mj7rrrLuTl5SE1NXXQexEaGmrWt+2NN95AVlYW9u/fj6ioKHR0dOCVV17BY489hh07drD7xcTEYP78+di1axeefPJJAEBvby8+/vhj3HjjjQCAadOmITAwEIcOHUJkZCS++OIL5Obm4ty5c5g1axZ7LxYsWIDnn38emZmZNsdpNBrxwgsv4LHHHgMAdHR0YPXq1Vi/fj02bNgAAPDy8kJKSgqysrLg5+fHHrt27VpWzC5evBhJSUl4+eWXcdttt7H7rFy5Eu+88w4A4IYbbsDPP//MirLCwkK0tLTgD3/4A9vkOzIyEv/85z9Z1y4CgTDxIREgAoFAGAB+UPjYRIE4XPC9/Ef/vIQhMXPmTLPmyV5eXoiMjDSbyLq5uaGzsxMA4ODggB9//BH33nsvGhoacOLECXz44Yc4ePAggD6BxODo6GgmKI4dOwY+n48VK1aw6zgcDu65555Bx9lfwPj5+ZlFdr766iusX78era2tOHv2LHbt2sU2jTYdk70cOnQImzZtwvbt27F8+XIAwLlz56DRaHD//feb7Ttv3jwEBgbi119/tTlmRoQwYz569Ci8vLyQnJwMvV4PvV4Pg8GAW2+9FVlZWWYpddaYM2cO+7OXlxcAYPbs2ew6Nzc3AGDfN4YHH3yQ/ZmiKNx55524ePEient7za7HlJCQEPY8MTEx8PDwwK233oonn3wSBw4cgLe3N9544w34+5PvM2H0oemJsUw2iAAiEAiEARBGxo++CxyHA0HYdFA8EoQfb6z1tBCJRAMe89NPPyEqKgo+Pj5Yvnw5Pv/8cwgEAgAwS4GTy+VmtT0tLS1wc3MDp5+gZibwA9F/TBwOx+y1srKyMHPmTHh4eODGG2/Ejh072NcZqoVtYWEh7rvvPtxzzz1m6Xnt7e02x+vl5WUhNkzHzIzF+P+/S21tbWhsbASfzzdbnnvuOQB9KXQDMZz3DQB8fHzMfpfL5aBp2ix9TSwWm+3D4XDYcUskEpw8eRK33HIL9uzZg9tuuw0eHh544oknoFarB319AoEwMSACiEAgEAbAMWkOKIFwdE9qNEI8f/HonpNwTSgvL8eKFSsQHx+PsrIydHV14dSpU7j11lsHPdbPzw+tra3sZJqhubl5RGNi6lIkEgkuX76Mnp4eZGZm4pFHHhnyudrb23HbbbchLCwM//rXv8y2yWQyAEBjY6PFcQ0NDXB3d7f7dVxcXBAeHo7MzEyrS3Bw8JDHbg+mZhYA0NTUBC6Xy16bPUREROCLL75Aa2srzpw5g4ceeggffvgh3n333dEeLoHQZ8ZjHOdlEoaAiAAiEAiEAeA4CCBZuBx2de+064Qc8Lz8IJyeNDrnI1xTLl68CLVajU2bNpmlt/3www8AYCFuTElPT4der8eBAwfM1u/bt29EYyoqKkJbWxvWrVuH6OhoNtpiz5hM0ev1uPvuu9HT04P//ve/cHR0NNs+a9YsCAQCfPXVV2brT506herqasydO9fuMaenp6OmpgZyuRwpKSns8ssvv+CNN94wS0scTUwND2iaxrfffou5c+eyEbzB2Lt3Lzw8PNDY2Agul4vU1FTs3LkTLi4uqKmpGZMxEwiE0YfkXxAIBMIgOC26A6pL56Bvrh95OhwNuD74e1Bc4gB3PZKUlAQej4fnn38ezzzzDDQaDT799FMcOnQIAAZ0XJs/fz4WLVqERx55BK+++ioCAwPxySefIDc31yxVbqhERETA2dkZ27dvB4/HA5/Px969e/HJJ58MOiZTNmzYgIyMDHz88cdobGxEXV0du83Z2RnTp09n3eYcHBxw++234+rVq9i8eTOmT5+ONWvW2D3mhx9+GO+99x4WLVqEP/3pTwgICMDPP/+M119/HWvXrgWfzx/SPbCXjRs3QqPRICIiAh999BEKCwuHZBWelpYGg8GAFStW4I9//COcnZ3x9ddfQ6FQ4K677hqTMRMIhNGHRIAIBAJhECgeD7KHn+5LhRuhIYL0rjVw8Bub9B7C2BMWFoZ///vfqK2txW233YYnnngCAJCRkQGKonDy5MkBj//6669x22234Y9//CNWrlwJgUCAJ598EhKJZNhjkkql2L9/P2iaxt13340HH3wQ1dXVOHHiBJycnAYdE8P3338Po9GIRx55BDNnzkRqaiq7PPXUUwD6evy8//77yMjIwK233opt27bh7rvvxqlTp+yqwWEQi8U4ceIE5s6di40bN2Lp0qX47rvv8Je//IV1YBsL3n//fXz44Ye444470NDQgJ9//tnC9GAgvL298dNPP0EqleLRRx/FLbfcguzsbHz77bdYuHDhmI2bMHWhaRrGcV4mYwocRU/GqyIQCIQxQFdXhdadr8DY2zO0SBDFAUBDeudDkMxfOmbjI0xsqqqqcPbsWdx+++1m6WV33303ysvLkZ2dPY6jm9zs2rULDz/8MK5evYqgoKDxHg6BMCiMrfpvX6uBg9DS9ONaolV34cNN/lAoFFYNSPqTm5uLZ599FhcvXoSDgwNuvvlmvPPOO0OqExxrSASIQCAQ7ITvGwj5prfhGN/Xt2TQaND/T2viunnAfd2fifiZ4nA4HKxZswZr1qzBkSNHcOzYMTz77LP49ttvsW7duvEeHoFAIIwYlUqFpUuXYs6cOWhsbERBQQHa2trw8MMPj/fQzCA1QAQCgTAEuBJnyNash2b+EihPHoHq0jnAaOjbSHH+f8OEvsA63zcI4vSlECWmguI7jN+gCRMCf39//PDDD/jzn/+Me+65BzqdDtOnT8dXX32F1atXj/fwCATCBIRxYhvvMdhLdXU14uPj8dJLL4HL5cLNzQ1PPPGEWQ+uiQBJgSMQCIQRQOu00NVXQ1dfBVqtBrhc8Dy8wPcPAVcyvmkLBAKBQLg+YVLgHt9ePSFS4D56IQA1NTVmKXACgcAuB8Xf/OY3qK2tHZLhyFhDIkAEAoEwAii+AxwCw+AQGDbeQyEQCAQCYczw9/c3+33Lli3YunWrzf1pmsbmzZtx4MABnDhxYoxHNzRIDRCBQCAQCJOQmpoauLi4ICMjw+5j9Ho9ZsyYgQULFrDrKisrQVGUzcU0t3/z5s2Qy+UIDAzErl27zM5N0zRSUlKwe/fuEV4ZgTB1GPcmqCYpeDU1NVAoFOyyadMmm+Pu6urCypUr8eWXX+LEiROIjY29VrfMLkgEiEAgEAiESUZVVRUWL14MhUIxpOP+8pe/ICsrC+np6ew6b29vnD171mLfHTt24Ouvv8ajjz4KADh06BDefPNNfPLJJ2hvb8fjjz+OGTNmIDo6GgCwZ88e6PV6Uu9EIFynODs72+UCV15ejmXLliEgIABZWVkTyv2NgQggAoFAIBAmCUajEZ999hmeffbZIR+bm5uLV199FV5eXmbrBQIBZs+ebbYuKysLX3/9NV599VXMnTsXAPDLL79g0aJFuP/++wEAH3/8MTIyMhAdHQ2tVosXXngBO3fuHFHTVwJhqmGk+5bxHoO9dHR04IYbbsANN9yATz75BJwR9s4bKybmqAgEAoFAIAyZvLw8PPnkk3jooYfwxRdf2H2cTqfDQw89hD/84Q+IiIgYcF+apvHUU08hKioKTz/9NLueoiiz/kYODg4wGPocEnfu3InAwEAsWbJkiFdEIBCuJz799FNUV1fjm2++gbOzMyQSCbtMJIgAIhAIBAJhkhAQEICysjK88847EIlEdh+3bds2aLVabNu2bdB9//3vfyMzMxPvvvsuuFwuuz41NRUZGRkoKSnB+fPnkZ+fj7S0NHR1dWH79u14/fXXh3VNBALh+mHDhg2gaRpKpRI9PT1my0SCpMARCAQCgTBJkMlkkMlkQzomMzMTb731Fk6cOGGXpe1bb72FtLQ0M6MEAFi5ciWOHj2K6Oho8Pl8vPzyy0hOTsamTZuQnp6O5ORkPPPMMzh06BASEhLw3nvvTcjaAAJhInG99QG6XiARIAJhFFmwYAF4PB6ysrKsbg8KCsKaNWvM9u8/iQCAnp4ezJs3Dw4ODti7d+8YjbaPNWvWICgoyOYYCQTC5EWtVuOhhx7C+vXrMXPmzEH3P336NHJycvDcc89ZbKMoCh988AF6enrQ3d2N5557DnV1ddixYwe2b9+OHTt24MiRI/j222/B5XLx5JNPjsUlEQgEwqAQAUQgjDIGgwFr1qyBVqsd1vE9PT1YtmwZLly4gL1792LlypWjPEICgUDo48UXX4TRaMTmzZuh1+uh1+tB0zRommZ/NmXv3r1wdXXFsmXLbJ5TIBCwqXEvvfQSVq9ejYiICOzduxcPPvggoqOjsW7dOuzbt4+tESIQCIRrCUmBIxBGGalUioKCAmzbtg3bt28f0rFKpRLLli1DZmYm9u/fTwqGCQTCmLJ3715UVVVZLVDm8/n49NNPzSLCBw8exIoVK8Dn8wc9d0FBAb755hsUFxcDAJqbm9n0PFdXVxgMBrS2tsLT03N0LoZAmIQwDyTGewyTDRIBIhBGmYSEBPzmN7/BG2+8gYsXL9p9HCN+srOzcejQIbvET09PDzZs2AA/Pz+IxWKkpKTgwIEDZvt8/PHHiI6OhkAgQEBAALZu3Qq9Xm/3uL7++mvEx8fD0dERHh4eeOCBB9DQ0GD38QQCYeJy4MABZGZmmi1JSUlISkpCZmYmbr31Vnbf9vZ2lJWVIS0tza5zP//881i7di18fHwAAHK5HI2NjQCAhoYGcLlcuLm5jf5F/b/27js+p/v///gjIkMiRGILsT5W2qJUqarEFhErNk3saqv23qtqlJpFa9QoHw2lX5sStVo60NoUtUOMxIzkOr8/8sv5uCRI2sYVyfN+u123m5zzPue8zjvD9bre7/N+iYg8h0aARFLA1KlT2bp1K+3atePnn3/G0dHxme0fH/nZvHmzWVfjWSwWC3Xq1OHIkSOMGjWKkiVLsnjxYho1asTWrVvx9fVl3LhxDB48mG7dujFlyhQOHDjA8OHDOX/+PPPmzXvuNXbv3k3r1q0ZNmwY77zzDhcuXKBv3760bNkyWdXlRSR1iIyM5MiRIxQpUoQcOXIkWp3dzc0NgPLly1tt//333wEoVarUc6+zY8cO9u7dy5IlS8xt9erVY9asWZQtW5Zp06bh7+9Pxox6GyIiL57+8oikAHd3d2bPnk1gYCCjRo1izJgxT20bn/zs3LkTgKioqCRdY8OGDezevZs1a9YQGBgIQLVq1Th16hTbtm2jbNmyjBkzhi5dujB16lQAatWqhaenJx07dqRXr15mhfan2blzJ5kyZaJfv344OzsD4Onpyb59+zAMQwUNRV4yv/76K35+fgmmtiXF1atXgbjpa8/Tr18/Bg4ciLu7u7mte/fuHD58mFatWlGuXDnmz5+frOuLpEcWC1hsvAqbxWLTy6cIJUAiKaR+/fq0adOG8ePH07hxY15//fVE2/388894enryww8/0L59e4KDgzl48CB58uR55vl37tyJg4MDAQEB5jY7Ozt27doFwMaNG7l37x6BgYFWU97ip7Rs2bLluQlQ1apVGTx4MK+++irNmjXD39+fWrVqUbdu3ST1gYjYjq+vb4K5+4lte9LTRnebNWtGs2bNknTtn376KcE2Z2dnFi1alKTjRURSkp4BEklB06ZNI3v27M9cFS5btmxs27aNt99+myVLlnDz5k3atm2L5TkfuURERODp6UmGDIn/GkdERADg7++Pg4OD+Yp/4PjSpUvPjb9SpUqsX7+ewoULM2nSJN5++228vLzMESURERGRl41GgERSULZs2Zg9ezYNGzZ86jS41157jddeew2AChUqMGTIEEaMGGE+v/M07u7uREREYLFYrJKgAwcOEBMTY049Wbp0KcWKFUtwfFJXXqpduza1a9fm3r17bNu2jalTp9KjRw8qVqzIm2++maRziIiISPJpFbiUoREgkRTWoEEDWrVqxbhx47h27dpz2w8ZMoQ333yTESNGsGfPnqe2q1KlCo8ePWL9+vXmNsMw6NixI2PGjKFixYo4Ojpy8eJFypcvb74cHR0ZMGAAZ86ceW4sffr0oUKFChiGgYuLCwEBAUyaNAmA8+fPJ+HuRURERFIXjQCJvADTp0/n+++/Nx8ifhZ7e3uWLFlCmTJlaNWqFb/99luiDx3Xq1ePSpUq0a5dO0aPHk3RokVZunQphw4dYvr06Xh6etKvXz+GDh1KZGQkvr6+XLx4kaFDh2JnZ0fp0qWfG0uNGjWYPHkyISEhtGnThujoaCZMmICHhwfVqlX7W30hIiIiSWNYDAwbL4Jg6+unBI0AibwAHh4efP7550luX7RoUSZPnsy5c+fo2LFjom3s7e3ZsGEDTZs2Zfjw4TRo0IDjx4+zadMmKlWqBMDo0aOZPHkyq1atwt/fn379+lGlShV++OEHsmbN+tw46tSpw9KlS/njjz9o3LgxLVu2xNXVlbCwMLOgoYiIiMjLxM5IixP7REREREReUpGRkWTNmpU2g07j6Oxm01iiH0Sx5OMi3L59myxZstg0ln+LpsCJiIiIiKRCmgKXMjQFTkRERERE0g0lQCIiIkmgGeMiImmDEiAREXkpnD17Fjs7OxYuXPhCr3vhwgUCAgI4d+7cC72uiIgFA4th4xdp78MfJUAiIiLPsHXrVtatW2frMERE5F+iBEjkBdq4cSPly5fHxcUFb29vxo0b99RpNQsXLsTOzu6pr6+++spsu3r1asqVK0fmzJkpWrQoI0eOJDo62up8Q4cOJWfOnHh7eyf4BN0wDMqXL8/XX3/9r9+ziIiISGqiBEjkBdmzZw+BgYGULFmSVatW0bZtWwYPHszHH3+caPt69eqxd+9eq9eePXvw8fEhf/78+Pv7A7BlyxYaN25MsWLF+Pbbb3n//fcZN24cvXr1Ms+1bt06Jk6cyJQpU+jTpw+dOnXi8OHD5v7ly5cTExNDy5YtU7YTJNV69OgRAwYMwMvLi0yZMlGnTh0WL16MnZ0dZ8+eJSQkhOrVq9O1a1fc3d15/fXXiYmJ4fr163zwwQd4e3vj6OiIh4cHjRo14uzZs+a5fX196dixI+PHj6dAgQI4Ozvz1ltv8dNPP5ltRowYgZ2dXYK47OzsGDFixFPjPnnyJEFBQeTOnRtXV1f8/PzYvXu3VZs7d+7Qq1cvvLy8cHV1pXz58vzf//0fAH379iVTpkzcvn3b6phPPvkENzc3Zs6cSbt27QAoVKgQISEhZpsvv/wSHx8fnJycKFCgACNGjCAmJsbcf/36ddq0aUPu3LlxdnamTJkyLF68+LnfCxGRePGrwNn6ldZoGWyRF2TkyJFWb4Dq1KnDo0eP+OSTT+jVqxeZMmWyap8jRw5y5MhhtW3q1KkcPXqUPXv2mPsWLFhAgQIFWLJkCfb29tSsWZPw8HCmTJnClClTcHBwYOvWrdSsWZPWrVsDcW/cwsLC8PHxITo6msGDBzNr1qxE34BK+tClSxe+/vpr8+f066+/plOnTlZtfvjhB+zs7Fi1ahWRkZHY29tTr149bty4wSeffEKePHk4cOAAQ4cOpXPnzmzevNk8NjQ0lJIlSzJt2jQMw6BPnz4EBQVx9uxZ7O3t/1bMR44coWLFihQtWpTp06fj6OjI1KlT8fPzY8uWLVStWhWLxUKdOnU4cuQIo0aNomTJkixevJhGjRqxdetWOnTowKRJkwgNDaVDhw7muRctWkTTpk1p1qwZV65cYcyYMaxatYrXXnsNgHHjxjF48GC6devGlClTOHDgAMOHD+f8+fPMmzcPgNatWxMeHs7s2bPJkiULixcv5t133yV//vz4+vr+rXsWEZF/TgmQyAvw8OFDwsLCGDlypNX2oKAgJkyYwM6dO6lVq9Yzz3HlyhWGDBlC165defPNN63O7erqavUmMnv27ERHRxMVFYWHhwd2dnZWCZajoyOxsbEAzJo1C29vb+rUqfNv3Kq8hE6fPs3ChQuZNGmSOXJYu3Ztrl69yqZNm8x2MTExzJ49m6JFiwJw6dIlXF1dmTRpElWqVAHiRnv+/PNP5syZY3WNR48esWnTJrOIXlRUFMHBwRw4cIBy5cr9rbhHjhyJo6Mj27dvJ2vWrEDcyOkrr7xCv379+Omnn9iwYQO7d+9mzZo1BAYGAlCtWjVOnTrFtm3bGDVqFJUqVWLRokVmArRv3z6OHj3KnDlzyJEjB0WKFAGgbNmyFCxYkNu3bzNmzBi6dOnC1KlTAahVqxaenp507NiRXr164ePjw44dOxg6dCgNGzY0+8bT05OMGfVfr4gkjWEYNl+B0tbXTwmaAifyAvz5559ER0dTrFgxq+3xbyRPnDjx3HMMGzYMe3t7xowZY7X9ww8/5OTJk0ycOJFbt27x448/8tlnn+Hv74+HhwcAlSpVIiwsjBMnTvDTTz/x+++/U7lyZSIjIxk7dizjx4//l+5UXkbbt2/HMAyaNm1qtf3JKZGZMmUykwGAvHnzsm3bNqpUqcJff/3Ftm3bmDFjBrt3707wDJqPj49VBXEvLy8A7t69+7fjDgsLIyAgwEx+ADJmzEiLFi3Yv38/d+7cYefOnTg4OBAQEGC2sbOzY9euXYwaNQqADh06sHPnTnPa3sKFCylSpIiZ1D1p79693Lt3j8DAQGJiYsxX/fr1gbhpqQB+fn4MHz6cZs2asXDhQq5du8akSZN4++23//Y9i4jIP6cESOQFuHXrFoDVG0AANzc3ACIjI595fHh4OIsWLeLDDz/E3d3dap+vry/9+vWjX79+ZMuWjUqVKpEzZ06rBQ2CgoJo3LgxPj4++Pn5MXr0aMqVK8e4ceOoWrUq5cqVo3fv3pQoUYIWLVpw/fr1f37TqURa/OTqWf7O/V67dg2AnDlzWm3PnTu31dc5c+ZMME1y6dKlFChQAG9vb5o2bcq3336Li4tLgms8uS1Dhrj/fiwWS7LjjXfjxo0EMcbHbRgGkZGRRERE4OnpaV4vMc2bN8fV1ZUlS5YQHR3Nf//7X6tnfZ4UEREBgL+/Pw4ODuYrV65cQNzIGMQ9W9e7d2/27dtHu3btyJs3L3Xq1OHMmTN/+55FROSfUwIk8gLEv8l72jM2z3pzBvDFF19gsVjo3r17gn3vvfceEyZMYMiQIWzfvp358+dz/fp16tSpw71798zrzp49mzt37hAVFUXfvn25ePEiM2fOZOzYscycOZPNmzezcuVK7O3t6dq16z+849ThyJEjVK5c2Wrb8x6q/6cKFiz4zDfPACEhIRQsWPBfve6tW7cIDg5m586dyT42fjQmPDzcavuTXz9p165dvPvuuzRu3Jjz588TERHB999/T6VKlZIdQ/zvRvzUTIhbvOBZPDw8uHLlSoLtly9fBsDT0xN3d3ciIiISJFoHDhzg559/BiBz5sw0bdqUFStWsHnzZm7dusW777771OvGfwixdOlS9u/fn+DVrVs3ALJmzcr48eM5e/Ysx44dY9y4cezatYv333//Ob0hIhLHsBhYbPxKi4sgKAESeQHi3zA9OdITFRUFYDWFJzGhoaHUqlUrwaIIFy9e5IsvvqBfv36MHj0aX19f2rVrx/r16/nxxx+ZP3++VXsnJyfzWaFhw4bRsmVLihcvTmhoKG3btsXHx4fu3bvz7bffWr0RfVmtWLGCvXv32jqMF+LAgQMsWrTob42oVK5cGXt7e1atWmW1feXKlc88bs+ePVgsFkaOHGkmUbGxseYUsOTEEj86ev78eXPbk6u5Palq1aqsXbvWagW32NhYli9fzhtvvIGTkxNVqlTh0aNHrF+/3mxjGAYdO3a0mk7aoUMHfv/9dyZNmkS1atUoUKCAue/JRRoqVqyIo6MjFy9epHz58ubL0dGRAQMGcObMGc6dO0f+/PkJDQ0FoHjx4vTr14+aNWta3aOIiLx4ehJT5AUoUqQI9vb2nDp1ymp7/NelSpV66rEXLlzgwIED9OzZM8G+v/76C8MwEoxyvPLKK3h6elotdf24w4cPs2LFCo4fPw7EfdIf/7xQtmzZiI2N5fr16+aUHknbChcuTPv27Rk4cCDR0dGULl2ab7/91lwq+mkjlBUqVADinkNr3749N2/eZMaMGRw8eBCIe74nfprn89SrV49evXrRqVMn+vfvz4ULFxg5cuQzjx8+fDjr16/Hz8+PgQMH4uTkxPTp0zl9+jQbN240z1upUiXatWvH6NGjKVq0KEuXLuXQoUNMnz7dPFflypUpUaIEO3bsYOnSpVbXif8AY9WqVfj7+1OiRAn69evH0KFDiYyMxNfXl4sXLzJ06FDs7OwoXbo0WbNmxcvLi48++ojIyEiKFCnCzz//zPr16xk4cGCS+kRERFKGRoBEXgBnZ2feeecdVq1aZfWMRmhoKO7u7uYbycTs27cPIEGSA3GLKNjb2yeY9nT8+HEiIiIoVKhQoufs378/3bp1I2/evEDcsx3xU4kuX76Mvb09np6eybvJf+hZNVUSq0HTqFEj8ufPn2CU4b333qNw4cIMHz7cXHXvyWlvkZGRdOzYEQ8PD9zc3GjatKnVdC9fX1/atGlDUFAQWbJkoV69egDcvn2bXr16UaRIEZydnXnllVcSjLJB3IpnH330EdmyZSNbtmwEBwebz9kk5v79+wwcOJD//Oc/ODk5kSVLFmrWrMmBAwfMNs+qKRMWFoafnx8Q9+B9/BLLf/75Jw0aNMDT0xMXFxcqVarEhg0bEo1h+vTpvPfee0yaNIkGDRpw/vx5hgwZAsRNEUuMr68vM2fOZM+ePdStW5eePXtSoEABcyQpOdPxihUrxqJFi/jrr7+oV68en332GXPnzjV/RhPj4+PDrl27yJ07N+3bt6dNmzYYhkFYWBg1atQA4kZvNmzYQNOmTRk+fDgNGjTg+PHjbNq0KcFUvXr16pE1a1YaNWpktd3Pz48aNWowcOBAevfuDcDo0aOZPHmymRT169ePKlWq8MMPP5gjut9++y21a9dm6NCh1KpVi88//5zhw4czbNiwJPeLiKRvtq7/k1brANkZ6e0JYREb2bZtGzVq1KBJkya0b9+ePXv2mCuw9e3bl8jISI4cOUKRIkWsprqNHDmScePG8eDBg0TP26dPH6ZOnUrfvn2pWbMm586dY+TIkVgsFg4cOEC2bNms2u/YsYPGjRtz+vRp85Pt8ePHM2vWLGbNmsW0adNwcnLiu+++S7G+eNLjNVXq1atn1lRp1aoV8+bNIyQkhKVLl1K1alUGDRpEZGQkzs7O1K1bl61bt1K9enUgbknw3Llz07NnT9q3b8+IESOYN28ee/fuxcvLCy8vL+zs7MiQIQOtW7cmODiYw4cP07dvX+rXr29OV/L19WX37t00bdqUjh07EhMTQ5UqVahQoQJXr15l5MiRFC5cmNWrVzN79mzGjh3LoEGDgLhngC5cuECFChUYMGAA4eHhDBgwgOLFi5tTukJCQggLCzNXHWvatCk7duzgk08+oUiRIpw4cYKhQ4fi7u7O0aNHsbOzo3bt2oSHhzN8+HCzpszChQvZvn07r7/+OkuWLOGDDz5g5syZ+Pr6UqJECV555RXy5MlD7969cXBwYOrUqWzatImjR4+aKxBC3GICGzZsoE6dOlaJb9++fZk/f7750H9aZhgGr776Kn5+flYjQyIithAZGUnWrFlp2vMoDk5JG0lPKY8eRvHNlJLcvn07wWJOLytNgRN5QapVq8bKlSsZPnw4DRs2JF++fEycONH8RPnXX3/Fz8+PBQsWWD1Ef/Xq1QQrvz1u4sSJeHl5MXv2bD799FPy5MlDrVq1GDt2bILkB6Bfv34MHDjQ6pzdu3fn8OHDtGrVinLlyiU6qpFSklJTBRLWoLFYLHh5ebFo0SIzAVqzZg23b98mODjYTHgg7pmNx73xxhssWrQIgOrVq7Nv3z6rZ0QgbuTgiy++wNXVFYDPP/+cP/74g127dpmjcbVr1+bRo0eMHj2a9957z2oa4aZNm8zpWzly5KBhw4Zs3rw5Qb2n+HpN06dPp3nz5kDcsy1RUVH07t2bK1eukCdPnmfWlMmSJYs5jbJUqVKUKlWKK1eucPToUQYPHoy/vz8QN2Vt5MiRCZJpFxcXPvroI8qWLUuPHj3InDkzu3fvZtq0aWZil1ZFRUUxefJk9u/fz8mTJ1mzZo2tQxIRkRSmBEjkBWrUqFGC6TXxfH19E13COH5k5mns7Ozo0aMHPXr0SFIMP/30U4Jtzs7OZkLwoj1ZUyXekzVVnqxBkyFDBkJCQvjss8/4/PPPcXFxYeHChfj5+eHt7f3Maz5Z36Vw4cLmUuXxChUqZCY/EDfNzNvbO8FUxDZt2jBv3jx+/PFHM9Hw9/e3enalfv36ODg4sHXr1gQJkKOjo/m8yuXLlzl58iTHjh1j7dq1AGY9nfiaMgcPHsTf35+6desyadKkp95jrly5KFWqFJ06dWLLli3UrVuX2rVrM3ny5ARtnZ2d+f777xkyZAghISHcvXuXIkWK8Omnn/LBBx889RppQaZMmZgzZw6xsbHMmzfP6mdMRMTWVAg1ZegZIBGxqaTWVEmsBk379u25e/cuq1at4sqVK2zevJl27do995qPJzYQl0w9+Qf+yQUgnlVzBrBKoJ5slyFDBjw9Pbl582ai8WzatImSJUuSN29eAgICWLRoEU5OTsD//uNJbk0ZOzs7tmzZQkhICBs3bqRFixbkzJmT5s2bc+PGjQTty5Qpw9q1a7l+/Tr379/njz/+4MMPP3zq0u1pRcaMGbl06RJXr16lTZs2tg5HREReACVAImJTSa2pkphChQrh6+vLihUrCA0NxdXVlcaNG6dInM+rOZM9e3Zz25OJTvyqek8WGgU4ffo0DRs2pHTp0pw6dYrIyEh27dpljoDF+zs1ZfLmzcusWbO4fPkyv/32G/369WPlypUMHjw4WfcuIiK2YVgsqeKV1igBEhGbSkpNlWfp0KEDW7ZsYcmSJTRr1gwXFxdz35P1W/6JqlWrcu7cuQS1aZYsWYKDg4PVSn5bt261ms4XGhpKTEyMuVLb43755RcePHjAwIEDraZfxa/WZrFYklRT5sl73bt3L7ly5WL//v3Y2dlRpkwZxowZw6uvvqo6NCIikq4pARIRm/L09DRrqgwdOpTvv/+eRYsWUb9+fU6dOkXp0qWfeXyTJk1wdnbmp59+SjD9LX50admyZc9NpJ4nJCSEUqVK0ahRI2bPns3mzZv58MMPmT9/PoMGDbJaVOLKlSs0adKErVu38vnnn9OlSxdq1qxpLtbwuNdff52MGTPSv39/tmzZwtq1a2nSpAnr1q0D4mrpeHt7mzVl5s+fz44dO/j0009Zv349QUFBVve6bt06Dh48SNmyZXFxcaFt27YsX76csLAwhgwZwoEDB8xjbOX8+fO4u7sTFhb23LZLlizBx8eHTJkyUbx4cb788ssEbVauXEmFChXIkiUL+fPnJyQkhKtXr1q1GTp0KDlz5sTb25uFCxda7TMMg/Lly/P111//k9sSEZGXhBIgEbG5pNRUeRpnZ2eqV69OsWLFeOutt6z2NWnShDfeeIPg4GAmTpz4j2J0cXFhx44dBAYGMmzYMAIDA9m1axfz5s2zqjEE0LlzZ3LlykWjRo0YMmQIrVu35ttvv030eZqiRYuybNkyLly4QGBgIF26dAHiFl2ws7Mza+k8r6aMj48PLVu2ZMaMGbRu3RpnZ2c2b96Mj48P3bt3p3bt2qxevZo5c+ZYrTL4op07d46aNWty+/bt57b95ptvePfdd6lVqxarV6+mWrVqdOrUyapQ6TfffENQUBCvv/46oaGhfPzxx+zYsYNq1aqZq92tW7eOiRMnMmXKFPr06UOnTp2sigQvX76cmJgYWrZs+e/fsIjIP2CxGKnildaoDpCIvNTu379P/vz5rYpUSupjsVj46quv6NOnDxC3qMT27dvNoq2JKV68OKVLl2bFihXmtubNm/PLL79w6tQpAF577TXy589vjpgB7N+/nwoVKpjJUc+ePTl16hT/93//B0Dp0qXp3LkzH3zwAdHR0ZQoUYJZs2ZRp06dFLhzEZHki68D1OjD31NFHaBvZ7yapuoAaQRIRF5K586dY9SoUdSqVQvDMOjYsaOtQ5JnOHToEF27diU4OJjFixc/t/3Zs2c5ceJEgkUtgoKCOH36NCdOnMBisVCzZk06d+5s1aZYsWJA3AITELciXqZMmcz9jo6OxMbGAnHLzHt7eyv5ERFJR1QHSEReShkyZGDq1KlkzpyZ5cuXP3eqnNhWgQIFOHXqFF5eXkl69ufo0aPA/5KZePGFcE+cOEGxYsX49NNPExy7atUqAF555RUAKlWqxAcffMCJEye4efMmv//+O5UrVyYyMpKxY8dajR6JiKQmqgOUMpQAichLKX/+/GYNIUn9PDw88PDwSHL7+LpKT063iC8wGxkZmehxJ0+epG/fvrz++uvUrVsXiBs1+v777/Hx8cHBwYHRo0dTrlw5Bg4cSNWqVSlXrhy9e/dm3bp1lClThhkzZlgtay4iImmLpsCJiEiqY/n/dSeeXDgi/pPIDBkS/vd19OhR/Pz8cHJyIjQ01GxjZ2fH7NmzuXPnDlFRUfTt25eLFy8yc+ZMxo4dy8yZM9m8eTMrV67E3t6erl27pvDdiYiILWkESEREUp34Zb2fHOm5c+cOQIIpj9u3b6dx48a4ubmxZcsWChUqlOCcTk5O5r+HDRtGy5YtKV68OJ06daJt27bminlvvfUWsbGx/2odKRGRv8OwGBg2XoXN1tdPCRoBEpE07969e9jb22NnZ2f1cnZ2fuZxSalBs2/fPqpWrUrmzJnJnTs3ffr04eHDh1ZtVIMm+YoXLw5grvYWL/7rUqVKmdu+/vprateuTb58+dizZ4957NMcPnyYFStWMHz4cADCw8PN6XnZsmUjNjaW69ev/2v3IiIiqYtGgEQkzTt06BAWi4Vly5ZRsGBBc3ti06jixdeg6d69O3Xq1GH16tV06tSJTJky0bp1ayBulbGaNWvy1ltvsWLFCo4ePcrgwYO5ffs2X3zxBfC/GjTz5s3jxo0bdOrUiTfeeAMfHx9ANWiepmjRohQuXJjQ0FCaNm1qbg8NDaVYsWJ4e3sDsH79et59913efvtt1qxZk6TFMPr370+3bt3ImzcvADlz5uTKlSsAXL58GXt7ezw9PVPgrkREJDVQAiQiad6BAwdwdHSkSZMmODg4JOmYIUOGEBQUxJQpUwCoXbs2N27cYPjw4WYCNGHCBNzc3FizZg2Ojo74+/vj4uLChx9+yJAhQ/D29mbr1q3UrFnTPObLL78kLCwMHx8foqOjGTx4MLNmzUq0SGp6EhkZyZEjRyhSpAg5cuQA4kbO2rVrh6enJ4GBgXz33XesWLGC//73vwA8ePCAjh074ubmxuDBg82V4+J5eXnh5eVltW3Hjh3s3buXJUuWmNvq1avHrFmzKFu2LNOmTcPf35+MGfXfo4jYnqbApQxNgRORNO/AgQOUKlUqyclPUmrQAGzatImAgAAcHR2t2lgsFjZt2gSoBk1S/frrr1SqVMlqSeqQkBBmz57Nli1baNiwIWFhYSxatIhmzZoBsGfPHi5fvsytW7eoVasWlSpVsnolNmWxX79+DBw40HzGCKB79+5UrVqVVq1a8ejRIz7//PMUv18REbEdfcQlImnegQMHyJAhAzVr1mTPnj04OTnRtGlTJk2aZC6r/Lik1KDJnz8/586dS9AmR44cZMmSxUySVIMmIV9f3wR1JRLbBtClSxe6dOmS6HmqVauW7PoUP/30U4Jtzs7OLFq0KFnnERF5ESxYsBgWm8eQ1mgESETSNIvFwu+//87Jkydp3LgxGzZsYPDgwSxbtgx/f39zueXHJaUGzdPaxLeLX70sKCiIxo0b4+Pjg5+fn1mDZty4cVY1aEqUKEGLFi308L2IiEgK0wiQiKRphmGwbt06cufOTYkSJQB45513yJ07N23atGHTpk1mwcx4SalB87Q28e2erEEzdepUMmbMiL29vVmDZv/+/VY1aD7++GO6du3KN9988+92goiIiJiUAIlImmZvb4+vr2+C7fXq1QPg4MGDCRKgpNSgeVqb+HZPrkamGjQiIpJchsX2ixDYeAZeitAUOBFJ0y5evMgXX3zBhQsXrLbfv38fgOzZsyc4Jik1aFxdXcmXL1+CNteuXSMyMtKqTs3jVINGRETEtpQAiUia9vDhQzp37szcuXOttv/3v/8lQ4YMVKlSJcExj9egedyTNWhq1arF2rVrrQqfhoaGYm9vT7Vq1RKNRzVoREREbEtT4EQkTStcuDBt27Zl/PjxODk5UbFiRXbt2sXHH3/M+++/T/Hixf9WDRqIW1J52bJl1K1bl169enHixAkGDRpEly5dyJ8/f4JYVINGRESSQ3WAUoadkdw1REVEXjIPHjxg4sSJLF68mL/++ot8+fLRqVMn+vbti729PWFhYfj5+bFgwQJCQkLM4+bMmcOkSZM4f/48hQsXZuDAgbRt29bq3Dt37qRv374cOHCA7Nmz07ZtW0aPHp1oEvPmm2/StGlT+vTpYxVb586dWbNmDeXKlWPx4sXky5cvxfpCRERSv8jISLJmzYp/h19wcMxs01geRd9h/bxy3L59O9GVT19GSoBERERERFIRJUApS/MsRERERERSIcMwkl3wOSViSGu0CIKIiIiIiKQbGgESEREREUmFLBaLWXjbljGkNRoBEhERERGRdEMJkIiIiIiIpBuaAiciIiIikgqpDlDK0AiQiIiIiIikG0qAREREREQk3dAUOBERERGRVMgwLBiGbVdhs/X1U4JGgEREREREJN1QAiQiIiIiIumGpsCJiIiIiKRCWgUuZWgESERERERE0g2NAImIiIiIpEapYAQIW18/BWgESERERERE0g0lQCIiIiIikm5oCpyIiIiISCpkMSxYbFyHx9bXTwkaARIRERERkXRDCZCIiIiIiKQbmgInIiIiIpIKqQ5QytAIkIiIiIiIpBtKgEREREREJN3QFDgRERERkVTIMCwYFtuuwmZoFTgREREREZGXlxIgERERERFJNzQFTkREREQkFdIqcClDI0AiIiIiIpJuaARIRERERCQVMgyLzRchsPX1U4JGgEREREREJN1QAiQiIiIiIumGpsCJiIiIiKRCFgtYbLwIgY3LEKUIjQCJiIiIiEi6oQRIRERERETSDU2BExERERFJhQyLBcPGc9Bsff2UoBEgERERERFJN5QAiYiIiIhIuqEpcCIiIiIiqZBhMTBsvAqcra+fEjQCJCIiIiIi6YZGgEREREREUiHDsGAYNl4EwcbXTwkaARIRERERkXRDCZCIiIiIiKQbmgInIiIiIpIKaRGElKERIBERERERSTeUAImIiIiIyL8iPDychg0b4u7uTvbs2enRowcxMTG2DsuKEiARERERkVTIsFhSxSs5mjdvTubMmbl06RL79u1j69atTJkyJYV66O9RAiQiIiIiIv/YqVOnCAsLY8KECbi4uFC4cGGGDh3KjBkzbB2aFS2CICIiIiKSCsXG3LV1CGYMkZGRVtudnJxwcnKy2nb48GE8PDzImzevua1UqVL89ddf3Lp1C3d39xSPNymUAImIiIiIpCKOjo7kzp2bn79vZutQAMicOTP58+e32jZ8+HBGjBhhtS0qKgpXV1erbS4uLgDcuXNHCZCIiIiIiCTk7OzMmTNniI6OtnUoABiGgZ2dndW2J0d/AFxdXbl3757Vtviv3dzcUi7AZFICJCIiIiKSyjg7O+Ps7GzrMJLllVdeISIigqtXr5IrVy4Ajhw5gpeXF1mzZrVxdP+jRRBEREREROQf+89//sPbb79Njx49iIqK4syZM4wePZoOHTrYOjQrSoBERERERORfERoaSkxMDIUKFeLNN9+kTp06DB061NZhWbEzDMOwdRAiIiIiIiIvgkaAREREREQk3VACJCIiIiIi6YYSIBERERERSTeUAImIiIiISLqhBEhERERERNINJUAiIiIiIpJuKAESEREREZF0QwmQiIiIiIikG0qAREREREQk3VACJCIiIiIi6YYSIBERERERSTeUAImIiIiISLqR0dYBiKQki8VCdHS0rcMQEUnXHBwcsLe3t3UYIiKAEiBJw6Kjozlz5gwWi8XWoYiIpHvu7u7kzp0bOzs7W4ciIumcEiBJkwzD4PLly9jb25M/f34yZNBsTxERWzAMg3v37hEeHg5Anjx5bByRiKR3SoAkTYqJieHevXvkzZsXFxcXW4cjIpKuZcqUCYDw8HBy5syp6XAiYlP6WFzSpNjYWAAcHR1tHImIiADmh1GPHj2ycSQikt4pAZI0TXPNRURSB/09FpHUQgmQiNjMqVOnbB2CiIiIpDNKgERSoYIFC+Ls7EzmzJkTvHbu3JnoMWFhYTb/hLVu3bp8/PHHT91vZ2dHWFgYAH379mXMmDGJ7nuehQsXUrBgwX8Q6d93+fJlPvjgAwoVKoSbmxsFChSga9euXL169R+d1zAM5s6dyxtvvEHmzJnJli0blStXZtGiRf9S5GmHr68vjo6OCX43ihcvbuvQRETkJaAESCSVmj17Nnfu3EnwqlKliq1De6oNGzYwaNCgJLW9du1aCkfz7zt16hSvvvoqFouFH374gaioKPbs2UNERASVK1cmMjLyb5+7devWjBs3jsGDB3P16lXCw8Pp378/gwcPpkOHDv/iXaQNgwYNSvC7cfz4cVuHJSIiLwElQCIvqcuXLxMYGEiWLFkoXLgwmzdvttr/22+/8fbbb+Pm5kaZMmUYO3as1ajJ1q1bqVChAu7u7vj4+LB06dJErzNjxgzKlCljfr1w4ULs7Ow4evQoALdu3cLR0ZE///wTX19fRowYAcQ96NyrVy+yZ89Ojhw5mDhxonmO0aNHs3TpUpYuXUrp0qXN7Zs3b6ZMmTJkzpyZChUq8Mcffzy3Hx4+fIi/vz/vvPOOmYAsX76c1157jaxZs1KuXDmzb3788Ufs7e25cOGCefzPP/+Mq6srUVFRLF26lMyZMz/1Wt27d6dChQp8/vnn5M+fHwAvLy8WLVpEmTJlOHz4MAARERF07tyZPHnykD17dgICAjh58uRTz7tmzRpWrlzJ999/T8OGDXF1dcXBwYHAwEA2bdrEV199xYYNGwC4e/cuH374ITlz5sTd3R1/f3/OnTsHxCWVbdq0IVu2bHh6etKiRQtu3rwJJBxhe3wULSwsjPz589OqVSvc3d0ZP348ISEhNG3alJIlS5IjRw5Onz7N1atXadOmDblz5yZv3ry89957REVFmecoWLAgY8eOJV++fHh4eNCkSROrpHDq1KkULVoUNzc3ypUrx7Zt24C40a9p06ZRvHhx3N3dqVKlCr/88stzvvNPl9zYAb777jt8fHxwdXWlVq1adO3alZCQEABGjBiBr6+v1TUKFizIwoULgbiaY8OGDaNw4cJ4eHjg7+9vNb3Tzs6O6dOnU7x4cdzc3KhcuTK///67uX/Lli1UqFCBzJkzU6hQIWbMmAFAyZIlE4yovvrqq8yfP/9v942IiCgBEnlpNW/enIwZM3Lx4kV27NhhvkEGiIyMpE6dOlSrVo3r16+zePFi5s6da+4/ePAggYGBDBgwgIiICL744gt69OjBpk2bElynYcOGHDp0iEuXLgGwadMmMmXKxJYtWwBYv349pUqVonDhwlbHjR49mrVr17Jv3z7Onj1r9YZv6NChtG7dmtatW3Pw4EFz+44dO9i0aRPXrl0je/bs9O7d+5l9cP/+fQIDAzEMg02bNpElSxbWr1/Pe++9x4wZM7hx4wYjR46kSZMmHD58mIoVK1KiRAmrZO+rr74iKCgINzc3WrduzZ07dxK9VnR0NBs3bqRly5YJ9jk7OxMaGkqlSpUAaNKkCadPn+a3337j/PnzlChRgurVqz91hOjbb7+lcuXKCfoQoFSpUrz11lt88803AHzwwQfs37+fX375hatXr5I7d25atGgBQNOmTbl9+zanTp3izJkz3Lp1i/fff/+ZfRjvwoULlCxZkmvXrpnHbNy4kW+++YaTJ09SqFAhGjRoQIYMGTh58iS///47Fy9epHPnzuY5zp07x8WLFzl16hT79u1j7969zJo1C4hLuEaNGsXixYu5ffs2Xbt2pX79+ty4cYNZs2bx6aef8s0333Dt2jXatWtHjRo1/tG0wuTEfuzYMYKCghg0aBC3b9+mc+fOfPnll0m+1uDBg1m7di3ff/89ly5domLFitSqVYsHDx6YbZYtW8aOHTu4cOECLi4u9O3bF4ATJ05Qv3593nvvPW7dukVoaCiDBg1i06ZNtGvXjsWLF5vn+OWXXzhz5gzNmjX72/0iIiKAIZIG3b9/3zhy5Ihx//59W4fyt3h7exuZMmUysmbNavV69dVXDcMwjLNnzxqAceLECfOY1atXG/G/0kuWLDHy5s1rxMbGmvtnzpxpeHt7G4ZhGF27djVatGhhdc2BAwcaAQEBicZTvnx5Y968eUZsbKyRPXt2o2fPnkb9+vUNwzCM5s2bGyNHjjQMwzCqVq1qDB8+3DAMwyhYsKAxd+5c8xw3b9407OzsjO3btxuGYRjBwcFGcHCwuR8wQkNDza/nzJljFClSJNF4FixYYOTJk8eoXr26Ubp0aePhw4fmvrp16xoDBgywat+yZUvjww8/NAzDMCZOnGj4+PgYhmEY0dHRhqenpxEWFpbodR53+fJlAzA2b978zHanT582AOPw4cPmtpiYGCN37tzGsmXLEj2mZs2aRsuWLZ96zubNmxu1a9c2Hj58aDg5ORmbNm0y9928edPYv3+/+TNx/Phxq5j/+OMPwzDi+je+7w0jrg/jfx62b99uAMaFCxfM/cHBwUaNGjXMr3/66ScjY8aMRlRUlLnt+PHjBmBcv37dPMfly5fN/a1atTLatWtnGIZh+Pr6GgMHDrS6r927dxv37t0zSpYsacyePdtqX6VKlYxJkyYl2h9Vq1Y1nJycEvx+HDly5G/FPmzYMOOtt96yukbDhg3Nn8/hw4cbVatWtdrv7e1tLFiwwLBYLIarq6uxceNGc5/FYjHy5ctn/jwDVt/7uXPnGoUKFTIMwzBGjBhhVKpUyercBw8eNMLDw43Lly8bGTNmNPbv328YhmF069bNCAkJSbRPXgYv+99lEUk7VAhVJJWaNWuWOQXnSRcvXgSgQIEC5rYiRYqY/z5//jwFChQgQ4b/DfI+Prpw9uxZtm3bhru7u7ktNjbW6hyPa9SoERs2bOCVV17B09OT4OBg3nnnHe7fv8+GDRsYOnRoojE+Hp+7uzseHh7PvGdPT0/z346OjsTExDy17eXLlyldujRHjhzh559/5q233jLvLSwsjM8//9xsGxMTQ/Xq1QFo27YtAwcO5LfffuPMmTNkzZqVd95555lxxcfm4ODA5cuXE90fHh5Ojhw5zFGLx/vb3t6eAgUKcPbsWT7++GOraU0bNmwgT548z1wR78yZM5QqVYobN27w8OFDvL29zX3u7u6UL1+eH3/8EcBqX+7cucmdO/dz7y1e3rx5n/r12bNniY2NxcvLy6qNk5MTf/75p9U14zk4OGCxWIC479fjsQFW37PevXvTv39/c9+jR48oX778U2MdMGCAOd3yeffyvNjDw8OtflYBihcvzpUrV556/njXrl3j7t27NG3a1Or3LTo6mrNnz5pfJ6dfXnvtNfPfderUYfHixZQuXZply5axcuXK58YkIiLPpilwIi+h+Ddyj7/xfPy5Fm9vb/766y8MwzC3xT8nEn98SEgIt27dMl8nTpxg/fr1iV6vYcOGbNmyhY0bN1KrVi1Kly6Ni4sLEyZMIHfu3Pj4+CQ4Jn/+/Fbx3b17l1u3bv3te35S3rx5Wb9+PR999BHBwcHcvXvXvLdhw4ZZ3duRI0fMKU25cuXC39+f5cuXs3z5ctq1a5ek1fMcHByoU6cO//3vfxPse/jwIaVLl+aTTz4xn6s5ffq0uT82NpZz586RJ0+eBA/vV6lShaZNm7J//36raYLxfvvtN3799VeaNGlCzpw5cXJy4q+//jL3h4eH07t3b/OZpMf3HTlyxExOM2TIQHR0tLnv+vXrCa71ZD88/rWXlxeZMmUiIiLC7NerV69y4MABypYt+8y+g7ifh8djAxgyZAhHjx7Fy8uLL7/80up7dujQIUaNGvXc8z5NcmIvXLiw1c8qWP8+2dvbW/WdxWLhxo0bAGTPnh1nZ2c2b95sFf9vv/1Gly5dnhtnYv2yYMEC1q1bB0D79u1ZsWIFmzZtSnKyLiIiz6YESOQlVKBAAWrVqkWvXr24efMmV65csfo0PDAwEIvFwscff0x0dDTHjx+3WoSgQ4cOfP3112zevBmLxcLJkyd55513mDRpUqLXK1WqFLly5WL69OnUqlULgJo1azJhwgQaN26c6DEdO3ZkwoQJHD16lAcPHtC7d29iY2PN/c7Ozty+fftv94GDgwN2dnaMGTMGe3t7+vTpA0Dnzp2ZNm0a+/fvB+IWOShXrhzLli0zj23fvj2rVq1iy5YtBAcHJ/maEydOZNeuXXTr1s0chTt58iSNGzfGzc2NLl26kCdPHvz9/fnoo4+4cuUK9+/fp3///sTGxlK/fv1EzxsQEEDr1q2pX78+3333HXfv3uXu3busWbOGBg0a0LJlSwICAsiQIQPvvvsuw4cP59KlSzx48IAhQ4awd+9e8uXLR82aNenbty+3bt0iMjKSfv36mYlYyZIlCQ0NJSYmhtOnTzNv3rxk9XeFChX4z3/+Q+/evblz5w7379+nZ8+eVK9e/ZkjdfHatWvH3Llz2b9/PxaLhQULFjBjxgyyZ89O586dGTNmDMeOHQPinjPz8fHhhx9+SFaMfzf2Nm3acOzYMebOnUtMTAxbt24lNDTUPL5kyZIcOnSIw4cPExMTw4QJE8xnxTJkyECHDh0YMGAAFy5cwGKx8NVXX+Hj4/PMhS/itWjRgl9//ZVFixYRGxvLL7/8Qq9evXBwcADifjZiY2MZNmwY7dq1+1f6Q0QkvVMCJJJKvffee4nWAZowYQIQ91B11qxZ8fb2pnz58tSsWdM81tXVle+++441a9aQLVs2WrRoQa1atXB0dATgzTffZNmyZQwaNIhs2bJRtWpVAgMD+eSTT54aT6NGjbh9+7a5Glbt2rW5d+/eUxOg/v3706ZNG6pWrUqePHnImjWr1RS35s2bs3v37gRTj5LL2dmZBQsW8MUXX7Bx40aCgoL4+OOPadeuHVmyZCEoKIiePXvSrVs385h69eoRFRVFhQoVzJET4LmrwBUvXpz9+/dz8+ZNc9WuGjVq4O3tzc6dO80pfosXL6Zw4cK8/vrr5MqVi0OHDrFt27ZnTgFcsGABw4YNY9y4ceTLl498+fIxfvx4Ro4cyVdffWW2mzx5Mm+88QYVKlQgb968XL9+3XyzvnTpUrJkyUKJEiUoXLgwOXLkYPbs2UDclMpff/0VDw8PmjdvnuyltTNmzMjatWu5cuUKRYsWNaftbdmyBWdn5+ce36pVK0aMGEGbNm1wd3dnzpw5bNiwgRw5ctCzZ0+Cg4MJDAzEzc2N7t27M2PGDAIDA5MV49+NPU+ePGzdupWFCxeSPXt2xo8fbzXS0rBhQ9q0aUP16tXNPn/77bfN/ZMmTaJixYpUqVIFd3d3pkyZwsqVK5M0MlakSBHWr1/PzJkz8fDwoEWLFkyePNn8oMHBwYE2bdpw8ODBZCXrIiLydHbG43NkRNKIBw8ecObMGQoVKpSkN2dpTUREBMeOHaNy5crmtunTp7N8+XJ2795tw8hSj9dff53+/fvTvHlzW4ciqVD883fxS13b0rRp09iwYYPVSo8vo/T+d1lEUg+NAImkQTExMVSrVs18w3T27FlmzZpFQECAjSOzvRMnTjBnzhwuX75Mw4YNbR2OyFNduXKFffv28dlnn9G1a1dbhyMikmYoARJJg3LlysWKFSvo378/bm5uVKlShaCgILP2SHrWqVMnhg4dyrx583BycrJ1OCJPtXbtWnx9falZs+a/Nh1QREQ0BU7SKE21EBFJXfR3WURSC40AiYiIiIhIuqEESERERERE0g0lQCIiIiIikm4oARIRERERkXRDCZCIiIiIiKQbSoBERERERCTdyGjrAERERF5Wjx49IioqytZhmNzc3HBwcLB1GCIiqZoSIJFUJjw8nM6dOxMWFkbGjBlp06YNkyZNImPGhL+u69evp3///vz5558UKFCAiRMnEhAQAIDFYiFLliwYhoGdnZ15zNWrV3F1dX1h9/OySE6/z549mylTpnDp0iXy5MlDjx49eP/99xO0+/LLL+nUqRMqt5a45PR5vD/++IMKFSqwfv16fH19gbj6MgMGDCA0NJSoqChKlCjBJ598gp+fX4rfQ1RUFLt3707x6yRV5cqV8fDweGab5PT7jh076NevH4cPHyZbtmy8//77DBw4MEG77t27c/v2bRYuXPhv3YqISIpRAiSSyjRv3px8+fJx6dIlrly5QmBgIFOmTKFv375W7U6ePEmTJk1YtmwZAQEBrFq1imbNmnHy5Eny5cvHkSNHzE+nHR0dbXQ3L4+k9vvq1asZOHAgGzZs4M033+THH3/E39+fXLly0aRJE7Pd4cOH6dmz54u+DbZs2UJMTMwLv+7jMmbMSM2aNZ/bLql9Hu/evXu0bNmS+/fvW20fMGAAu3fvZu/eveTNm5f58+cTEBDA0aNHKVCgwL9yT2lJUvv92LFj+Pv7M2vWLN59911+//13qlWrxn/+8x+CgoIAiIiIoHv37ixdupTg4GBb3I6ISLLpGSCRVOTUqVOEhYUxYcIEXFxcKFy4MEOHDmXGjBkJ2n711VdUqVKFhg0bkjFjRpo1a0bVqlWZO3cuAPv37+e1116zafJjsVi4c+eOzV4WiyVJcSan3y9dusSAAQOoWLEidnZ2VKpUCT8/P3744Qezzb1792jRogXdu3f/1/oyqWJiYlLF63mS0+fx3n//fRo1apRg+/379xk1ahT58+fH3t6eTp064eTkxC+//PKP+jItSk6/z5w5k4YNGxIcHIydnR2vvfYae/bs4e233wbgzp07FC9eHHd3d6vkX0QktdMIkEgqcvjwYTw8PMibN6+5rVSpUvz111/cunULd3d3q7avvvqq1fGlSpXi4MGDQFwCdP/+fd544w3Onj1LyZIl+eSTT3jrrbdeyL1AXCKwffv2F3a9J/n5+ZE5c+bntktOvz851S08PJwffviByZMnm9s++OADAgICqFGjBmPHjv3nN5IGJafPARYtWsSpU6eYN28eo0ePtto3Z84cq6+3bdvG7du3KVOmTEqF/9JKTr/v27ePGjVq0LJlS7Zs2UKOHDno2bMnnTt3BsDZ2ZnDhw+TK1cuQkJCXvCdiIj8fUqAJF357bffePjw4Qu7npOTE2XLlk1y+6ioqATP57i4uABxn7Y+/ubkaW3v3LkDQKZMmXjzzTcZNWoUHh4ezJw5k9q1a3Po0CEKFSr0N+8obUpOvz/uypUr1KtXj3LlytGqVSsAlixZwtGjR/niiy/YtWtXisb9MktOnx87dozBgweze/du7O3tn3neH3/8kaZNmzJixAj9nCciOf1+48YNpk2bxvLly1m8eDF79uwhICAADw8PgoKCyJgxI7ly5XqR4YuI/CuUAEm6kpxkxBZcXV25d++e1bb4r93c3JLUNr7dp59+arWvT58+LFiwgHXr1vHhhx/+26G/1JLT7/Hi32hXqVKFBQsWkDFjRo4fP86AAQPYuXPnMx/kl6T3+YMHD2jevDmfffbZc5/n+fLLL+nRowejRo2iV69e/37QaUByftadnJxo0KAB9erVA+Cdd96hbdu2rFixwnwGSETkZaT/oUVSkVdeeYWIiAiuXr1qfrJ65MgRvLy8yJo1a4K2v/76q9W2I0eOUL58eQAGDx5MUFCQVdL38OFDMmXKlMJ38T8uLi4vZCWuZ10/KZLT7wDz58+nW7dujBo1it69e5vbQ0NDuXnzptnn8c/CuLu7M2vWLHOUKCWlhsQrKTEktc/379/PiRMn6NChAx06dDC3BwQE8O677zJr1ixiY2N5//33WbVqFatXr6ZGjRr//k2lEcn5WS9VqlSCEfPY2FitaigiLz07Q3/JJA168OABZ86coVChQjg7O9s6nGSpUqUKXl5ezJ07l+vXr1O/fn2CgoIYMWKEVbtjx45RtmxZvvrqKxo3bsyqVasIDg7m4MGDFCtWjAYNGnDz5k1WrFhBtmzZGD9+PDNmzODYsWPPXSY3PUpqv69cuZJWrVrx3XffUbt27WeeMywsDD8/P71hfIqk9vmT7Ozs2L59u7kM9kcffcTq1avZuXMn3t7eKR/4Y27cuPHSLYOd1H7ftm0btWvXZsGCBbRu3ZqdO3dSr149li5dSmBgoFXb+GeAnrUM9sv8d1lE0hhDJA26f/++ceTIEeP+/fu2DiXZrly5YgQFBRmenp5Gjhw5jN69exsxMTGGYRiGq6ursWTJErPtxo0bjdKlSxuZM2c2fHx8jHXr1pn7IiIijJCQECNnzpyGq6ur4efnZxw8ePCF38/LIqn9/uqrrxoZMmQwXF1drV5dunRJcM7t27cb+jP7dMn5WX8cYGzfvt0wDMO4du2akSFDBsPBwSHB9+Rpx/+boqOjjYiIiFTzio6Ofm7Myen39evXG+XLlzfc3NyMwoULG7Nnz070nMHBwUZwcPAzr/sy/10WkbRFI0CSJumTRhGR1EV/l0UktVAdIBERERERSTeUAImIiIiISLqhBEhERERERNINJUAiIiIiIpJuKAGSNE1rfIiIpA76eywiqYUSIEmT7O3tAYiOjrZxJCIiAnDv3j0AHBwcbByJiKR3ti8ZLpICMmbMiIuLC9euXcPBwYEMGZTri4jYgmEY3Lt3j/DwcNzd3c0PqEREbEV1gCTNio6O5syZM1gsFluHIiKS7rm7u5M7d27s7OxsHYqIpHNKgCRNs1gsmgYnImJjDg4OGvkRkVRDCZCIiIiIiKQbejBCRERERETSDSVAIiIiIiKSbigBEhERERGRdEMJkIiIiIiIpBtKgEREREREJN1QAiQiIiIiIumGEiAREREREUk3/h8X8VDLnTZj6gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patient_group = 'BALBc'\n",
    "eco.create_circos_plot(circoplot_df1.loc[[patient_group]], \n",
    "                       cell_type_colors_hex=None,\n",
    "                       cell_abundance=circoplot_df2.loc[[patient_group]],\n",
    "                       threshold=0.05, \n",
    "                       edge_weights_scaler=10,\n",
    "                       highlighted_edges=None,\n",
    "                       node_weights_scaler=5000,\n",
    "                       figure_size=(8,8),\n",
    "                       save_path='/Users/Emrys/Downloads/'+patient_group+'_wholetissue_circoplot.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "a90f30a2-7eda-460e-9ad8-8cd14d508b56",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"10\" halign=\"left\">B cells</th>\n",
       "      <th>...</th>\n",
       "      <th colspan=\"2\" halign=\"left\">ERTR7(+) stroma</th>\n",
       "      <th colspan=\"4\" halign=\"left\">F4/80(+) mphs</th>\n",
       "      <th colspan=\"2\" halign=\"left\">NK cells</th>\n",
       "      <th colspan=\"2\" halign=\"left\">erythroblasts</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>B220(+) DN T cells</th>\n",
       "      <th>CD106(+)CD16/32(+)CD31(+) stroma</th>\n",
       "      <th>CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma</th>\n",
       "      <th>CD106(+)CD16/32(-)Ly6C(+)CD31(+)</th>\n",
       "      <th>CD106(-)CD16/32(+)Ly6C(+)CD31(-)</th>\n",
       "      <th>CD3(+) other markers (-)</th>\n",
       "      <th>CD4(+) T cells</th>\n",
       "      <th>CD4(+)CD8(-)cDC</th>\n",
       "      <th>CD4(-)CD8(+)cDC</th>\n",
       "      <th>CD8(+) T cells</th>\n",
       "      <th>...</th>\n",
       "      <th>granulocytes</th>\n",
       "      <th>plasma cells</th>\n",
       "      <th>NK cells</th>\n",
       "      <th>erythroblasts</th>\n",
       "      <th>granulocytes</th>\n",
       "      <th>plasma cells</th>\n",
       "      <th>erythroblasts</th>\n",
       "      <th>granulocytes</th>\n",
       "      <th>granulocytes</th>\n",
       "      <th>plasma cells</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BALBc</th>\n",
       "      <td>0.057617</td>\n",
       "      <td>0.267754</td>\n",
       "      <td>0.416566</td>\n",
       "      <td>0.190961</td>\n",
       "      <td>0.060190</td>\n",
       "      <td>0.061251</td>\n",
       "      <td>0.734347</td>\n",
       "      <td>0.224730</td>\n",
       "      <td>0.043511</td>\n",
       "      <td>0.565753</td>\n",
       "      <td>...</td>\n",
       "      <td>0.079555</td>\n",
       "      <td>0.043365</td>\n",
       "      <td>0.244668</td>\n",
       "      <td>0.770760</td>\n",
       "      <td>0.266262</td>\n",
       "      <td>0.113863</td>\n",
       "      <td>0.208335</td>\n",
       "      <td>0.087958</td>\n",
       "      <td>0.226096</td>\n",
       "      <td>0.099391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL</th>\n",
       "      <td>0.138697</td>\n",
       "      <td>0.076683</td>\n",
       "      <td>0.332347</td>\n",
       "      <td>0.103709</td>\n",
       "      <td>0.120283</td>\n",
       "      <td>0.084381</td>\n",
       "      <td>0.430770</td>\n",
       "      <td>0.261946</td>\n",
       "      <td>0.143579</td>\n",
       "      <td>0.348793</td>\n",
       "      <td>...</td>\n",
       "      <td>0.264536</td>\n",
       "      <td>0.067245</td>\n",
       "      <td>0.106753</td>\n",
       "      <td>0.438014</td>\n",
       "      <td>0.298846</td>\n",
       "      <td>0.057091</td>\n",
       "      <td>0.162662</td>\n",
       "      <td>0.123358</td>\n",
       "      <td>0.465931</td>\n",
       "      <td>0.111451</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 109 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     B cells                                   \\\n",
       "          B220(+) DN T cells CD106(+)CD16/32(+)CD31(+) stroma   \n",
       "Condition                                                       \n",
       "BALBc               0.057617                         0.267754   \n",
       "MRL                 0.138697                         0.076683   \n",
       "\n",
       "                                                   \\\n",
       "          CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma   \n",
       "Condition                                           \n",
       "BALBc                                    0.416566   \n",
       "MRL                                      0.332347   \n",
       "\n",
       "                                                                             \\\n",
       "          CD106(+)CD16/32(-)Ly6C(+)CD31(+) CD106(-)CD16/32(+)Ly6C(+)CD31(-)   \n",
       "Condition                                                                     \n",
       "BALBc                             0.190961                         0.060190   \n",
       "MRL                               0.103709                         0.120283   \n",
       "\n",
       "                                                                   \\\n",
       "          CD3(+) other markers (-) CD4(+) T cells CD4(+)CD8(-)cDC   \n",
       "Condition                                                           \n",
       "BALBc                     0.061251       0.734347        0.224730   \n",
       "MRL                       0.084381       0.430770        0.261946   \n",
       "\n",
       "                                          ... ERTR7(+) stroma               \\\n",
       "          CD4(-)CD8(+)cDC CD8(+) T cells  ...    granulocytes plasma cells   \n",
       "Condition                                 ...                                \n",
       "BALBc            0.043511       0.565753  ...        0.079555     0.043365   \n",
       "MRL              0.143579       0.348793  ...        0.264536     0.067245   \n",
       "\n",
       "          F4/80(+) mphs                                              NK cells  \\\n",
       "               NK cells erythroblasts granulocytes plasma cells erythroblasts   \n",
       "Condition                                                                       \n",
       "BALBc          0.244668      0.770760     0.266262     0.113863      0.208335   \n",
       "MRL            0.106753      0.438014     0.298846     0.057091      0.162662   \n",
       "\n",
       "                       erythroblasts               \n",
       "          granulocytes  granulocytes plasma cells  \n",
       "Condition                                          \n",
       "BALBc         0.087958      0.226096     0.099391  \n",
       "MRL           0.123358      0.465931     0.111451  \n",
       "\n",
       "[2 rows x 109 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "circoplot_df1 = spot_co_occurrence_df.sort_index(axis=1, level=[0,1]).drop(columns=['Mouse'])\n",
    "circoplot_df1 = circoplot_df1[[col for col in circoplot_df1.columns if 'noid' not in col]]\n",
    "# Group by 'Condition' and calculate the mean of the other columns\n",
    "circoplot_df1 = circoplot_df1.groupby('Condition').mean().reset_index()\n",
    "circoplot_df1 = circoplot_df1.set_index('Condition')\n",
    "circoplot_df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "b118fb81-b6bd-4f55-a562-61f40b5399eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>B cells</th>\n",
       "      <th>B220(+) DN T cells</th>\n",
       "      <th>CD106(+)CD16/32(+)CD31(+) stroma</th>\n",
       "      <th>CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma</th>\n",
       "      <th>CD106(+)CD16/32(-)Ly6C(+)CD31(+)</th>\n",
       "      <th>CD106(-)CD16/32(+)Ly6C(+)CD31(-)</th>\n",
       "      <th>CD106(-)CD16/32(-)Ly6C(+)CD31(+) stroma</th>\n",
       "      <th>CD11c(+) B cells</th>\n",
       "      <th>CD3(+) other markers (-)</th>\n",
       "      <th>CD31(hi) vascular</th>\n",
       "      <th>...</th>\n",
       "      <th>ERTR7(+) stroma</th>\n",
       "      <th>F4/80(+) mphs</th>\n",
       "      <th>FDCs</th>\n",
       "      <th>NK cells</th>\n",
       "      <th>capsule</th>\n",
       "      <th>erythroblasts</th>\n",
       "      <th>granulocytes</th>\n",
       "      <th>marginal zone mphs</th>\n",
       "      <th>megakaryocytes</th>\n",
       "      <th>plasma cells</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Condition</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BALBc</th>\n",
       "      <td>0.286122</td>\n",
       "      <td>0.003563</td>\n",
       "      <td>0.024994</td>\n",
       "      <td>0.035697</td>\n",
       "      <td>0.015001</td>\n",
       "      <td>0.003794</td>\n",
       "      <td>0.000047</td>\n",
       "      <td>0.003634</td>\n",
       "      <td>0.003974</td>\n",
       "      <td>0.002357</td>\n",
       "      <td>...</td>\n",
       "      <td>0.046011</td>\n",
       "      <td>0.19085</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.017559</td>\n",
       "      <td>0.001526</td>\n",
       "      <td>0.108952</td>\n",
       "      <td>0.026025</td>\n",
       "      <td>0.004240</td>\n",
       "      <td>0.001321</td>\n",
       "      <td>0.011325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MRL</th>\n",
       "      <td>0.090528</td>\n",
       "      <td>0.026797</td>\n",
       "      <td>0.012673</td>\n",
       "      <td>0.102604</td>\n",
       "      <td>0.014580</td>\n",
       "      <td>0.026811</td>\n",
       "      <td>0.003775</td>\n",
       "      <td>0.001113</td>\n",
       "      <td>0.009032</td>\n",
       "      <td>0.004166</td>\n",
       "      <td>...</td>\n",
       "      <td>0.063478</td>\n",
       "      <td>0.04965</td>\n",
       "      <td>0.000058</td>\n",
       "      <td>0.013987</td>\n",
       "      <td>0.000819</td>\n",
       "      <td>0.150498</td>\n",
       "      <td>0.074897</td>\n",
       "      <td>0.001001</td>\n",
       "      <td>0.005919</td>\n",
       "      <td>0.017193</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            B cells  B220(+) DN T cells  CD106(+)CD16/32(+)CD31(+) stroma  \\\n",
       "Condition                                                                   \n",
       "BALBc      0.286122            0.003563                          0.024994   \n",
       "MRL        0.090528            0.026797                          0.012673   \n",
       "\n",
       "           CD106(+)CD16/32(+)CD31(-)Ly6C(-) stroma  \\\n",
       "Condition                                            \n",
       "BALBc                                     0.035697   \n",
       "MRL                                       0.102604   \n",
       "\n",
       "           CD106(+)CD16/32(-)Ly6C(+)CD31(+)  CD106(-)CD16/32(+)Ly6C(+)CD31(-)  \\\n",
       "Condition                                                                       \n",
       "BALBc                              0.015001                          0.003794   \n",
       "MRL                                0.014580                          0.026811   \n",
       "\n",
       "           CD106(-)CD16/32(-)Ly6C(+)CD31(+) stroma  CD11c(+) B cells  \\\n",
       "Condition                                                              \n",
       "BALBc                                     0.000047          0.003634   \n",
       "MRL                                       0.003775          0.001113   \n",
       "\n",
       "           CD3(+) other markers (-)  CD31(hi) vascular  ...  ERTR7(+) stroma  \\\n",
       "Condition                                               ...                    \n",
       "BALBc                      0.003974           0.002357  ...         0.046011   \n",
       "MRL                        0.009032           0.004166  ...         0.063478   \n",
       "\n",
       "           F4/80(+) mphs      FDCs  NK cells   capsule  erythroblasts  \\\n",
       "Condition                                                               \n",
       "BALBc            0.19085  0.000028  0.017559  0.001526       0.108952   \n",
       "MRL              0.04965  0.000058  0.013987  0.000819       0.150498   \n",
       "\n",
       "           granulocytes  marginal zone mphs  megakaryocytes  plasma cells  \n",
       "Condition                                                                  \n",
       "BALBc          0.026025            0.004240        0.001321      0.011325  \n",
       "MRL            0.074897            0.001001        0.005919      0.017193  \n",
       "\n",
       "[2 rows x 26 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "circoplot_df2 = spot_cellfreq_df.drop(columns=['noid', 'Mouse'])\n",
    "# Group by 'Condition' and calculate the mean of the other columns\n",
    "circoplot_df2 = circoplot_df2.groupby('Condition').mean().reset_index()\n",
    "circoplot_df2 = circoplot_df2.set_index('Condition')\n",
    "circoplot_df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "07e99249-1d91-4acf-a785-656d905dc18a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WrOFdKwAQCoVYtmwZxo8fzxvyt3TpUvTu3RtqamqVPtcaNWqgQ4cOWLZsGbds3bp1yMvLw7p163htBQCpVIqVK1fC29u7zKFzJbVo0QKenp7YuXMncnJyABT32OzYsYO3naqqKoqKini9plOmTEFERATOnj2Lpk2bKj3+1q1bkZOTo/ReVGbQoEFYuXJlucPtCCGkogRCwWfx+tpQAERIORhjCA4ORseOHRUeFuX69OmDn3/+uUIP/W5uboiNjeWGuqmrq+Phw4fYsWMHDA0Nle4THh7OPYCXZGtriydPngAoDgrq1q2LixcvwtHREWKxGFZWVti0aRNvn927d6Nly5awsLB4a1sBoEePHigqKsLBgwcBgBuWVNbDoKqqKtavX88LMsrTqVMnCIVCXL58mVv2ww8/4OnTp+jVq5fSfW7fvg2g+EG5a9eukEql0NPTw8SJExWGHsmHvwGAhoYGWrVqBRUVFRQWFuLJkycYOnQoGGMYPnw4AEBXVxfr1q1D69atecc5cOAAAMDe3h5A8TDCuLg49O3bl9uGMYbCwkIUFhaiqKgIQHF6T/myknOjAKBfv37YvXt3ha6TiooKhg4dikOHDvEC7WvXruHRo0cYPnw47t69C8YYjI2NMWjQIGhpaUFTUxODBw9Gamoqt8+JEydgbGwMZ2dnpZ/VsGFDrFy5EnZ2dgCAx48f48aNG2Wea2FhIQBAJpOVe66HDh1CVlYW1wYHBweYmZkpbYOrqyv8/PxQo0aNCl0fNzc35Ofnc/O5bGxsuPanp6cjMDAQK1aswKBBg6Crq8vtt3jxYty9exdt27Yt89i7d+/m7rOK6NevH+Li4nD+/PkKbU8IIeTTowCIkHIkJycjNzeX+/b8fZmamgIA4uPjARQHDPIHtbKkpaXxCo/JaWlpcd/SJyUlIS4uDoMGDYK3tzeCg4Ph5uaGcePG8YKgs2fPlvngq4yGhgbq16+PM2fOAABiY2MB4INdDxUVFRgYGHDXAyjOEiMWi8vcR94b5enpiYYNGyIoKAhz5szB77//Di8vL267nJwcXLhwgQuASho7dizs7Ozw559/YsaMGVxgo8yVK1ewfPly9OzZk+uFO3v2LHR1dXmB6Y4dOyAWiyEWi2FrawsA+Pbbb7llixYt4h23efPmePXqFcLDw8u7RJwRI0bgzZs32L9/P+8zbWxs0KZNG+66jBgxAlKpFIcOHcKKFStw7NgxeHh4cEFJbGxspX5+Z8+eBQDefXPhwgXuvOQ/K29vb+596bkyzZs3R0FBAS5duvRObXib0r9XcnFxcdDV1UWfPn2gq6uLBQsW8Nbb29uXO/k2MzMTYWFhlfqdsbW1hZ6eHvc7Qwgh5POjUtUNIORzJvz/zCfyb/Q/lMpkPJHJZEq3Z4xx7cvPz8fr168RGBjI9Zx06NAB0dHR8PX1xdixY5GTk4PExESFB0/5N/hyIpGI93m1atXC8+fPAXwe10M+tMjT0xPLly8HALRv3x4ymQxz5szBokWLYGdnh3PnzsHIyEhpcDN69GgMHjwYZ8+exdKlS/Hq1SuFZBEAcOnSJXTr1g02NjbYunUrtzwyMlIhO123bt24HohXr16he/fu+PXXX+Ho6AgACr0d8v2fP3+O+vXrv/W869ati2+++Qa7du3C8OHDkZeXh3379mHKlCkQCATcdXF0dOSylXXs2BG6uroYMGAATp06BTc3NwiFwkr9/CIjI6Grq8vrOXF0dORlz2vevDl8fHzQtWtXAFDozSx5rgAq3YaKKn0faWho4MyZM0hPT4efnx+cnJwQEhKCBg0aVOh40dHRKCoq4v3OMMYU2l76d8bKyoo7V0IIeR9CkQDCD1SH553bwGgIHCHVir6+PrS0tJRmZ5PLzs5GSkpKhY4nT11tbm5e4Tbo6uoqTcGclZUFHR0dAMW9QQKBAB4eHrxtunTpglevXiEhIYGbT6GhocGtj4qK4n2TLxaLFeZOaGhoID09HcD/HmTLux5xcXEKQ6DK8ubNG6SkpFTqesiHGsoftuW6dOkC4H9D5EoOfyutefPmaNeuHRYuXIjZs2fj999/53q35Pbt24dOnTrBysoKZ86cgb6+PrcuPT2ddx0BwMDAAE5OTnByckKjRo0AAHZ2dtyy0gGQfH/5ta0Ib29vnD9/HtHR0Thy5AjS0tK4Xq+KXpdatWohOjq63M+JiYkp91y1tLS483JycuKOK39fOjgsfa61atUq9x4qLCzEq1evym1jSWX9Xunq6qJDhw7w9PTEyZMnwRir8Lyrku0tef6le7/EYjEuXLjA26/k7wwhhJDPDwVAhLyFm5sbzp07V2Zq223btsHIyOitNW0A4PTp07C1tS1z7oMydnZ2iIiIUFgeERHBfZNdp04dMMYUJl7LJ3xLpVIYGBgAAG9iuZmZGcLCwniv0vN7UlNTuW/03dzcAIBLvlBaUVERHB0dFQKxspw/fx5FRUVo165dmdvk5+fz6i8tXboUAD8IGzZsGJo1awYA+P777yEUCrFp0yYcP36cq7/04MEDbNu2TeH4DRs2BGMMmzdv5pYFBARg4MCBcHBwgK2tLezt7Xn1lwwNDbnryJTUX9q5c6fScylZf0k+L6esuV9ygwYNQkBAAACgb9++0NTUxP79+/HXX3+hQ4cOOHXqFNq2bcsFQr6+vvjll1+4xA7ye2D27NkQCAT4999/kZiYCJFIBAMDA3Tq1In383zw4AEsLS25pAWGhoZITk4us5dOXvdmzJgxZdYdkp/rrl27ABT3Tt64cQPm5uZQV1eHi4sLL+31iRMnYGZmhilTpsDZ2Zn7mQ8bNgwJCQkKbTh8+DAEAgEsLCxQWFiIv/76C7du3eJtc+PGDeTn5ysEf+XVX5L/bEr+zsh7v0q+HB0defWXQkND8fTpU6q/9AnqLylTXg0zQggBKAAi5K2mTZuG5ORkzJs3T2FdYmIi/P39UadOHbRs2bLc4xw7dgzXr1/H2LFjK/X5nTt3Rnh4OB4+fMgte/jwIcLDw9G5c2cA4AKOffv28fY9cuQIGjduDG1tbUgkEpiamvK+3VdVVeV9k+/k5MQFSnIxMTGwsrICUBwsuLu7Y9myZbwCsHL+/v5ISEjA0KFD33pehYWF8PX1hYmJCTw9PZVu8+jRI64HS15/SV40bfz48bz6SxoaGhCJRAgKCsKePXsgEonQp08frv7S5cuXMWLECFy5coXbJyUlBZMnTwYAbsL95s2bMXPmTPTp0wdZWVm4c+eOQv0lc3NzxMbGgjGmtP6Sj4+PwrmUrr8k/znIr21Z/P39sXTpUoSHh0NDQwP9+/fHn3/+iRMnTuDVq1f48ccf4ezsjF27dsHExASMMcyaNQvdu3dHXl4ejhw5wh3L29sbp06dgoGBARo2bIg1a9ZAIBDgu+++w/r16yGTyTBz5kyIxWIuU+CbN2/KDP7ldYeA4uCurLpD8nOVJxuIiIgAYwwmJiY4ePAgbG1t0bVrV1y6dAk5OTn4+eefoaGhgTVr1sDBwQH9+vUDUNz70qFDB157bt26haCgILRu3RoWFhZQUVHBzJkzMWvWLF4b5AVr5YkYKqJmzZoQiUS835nSvV9OTk548uQJF/wcOHAAqqqqSExMpPpLn6D+kjJl1TAj5EtU1dnfvtYscFQHiJAKWLx4MQPA3N3d2b59+9iZM2fY2rVrmYWFBdPV1WX37t1jjBXXATI1NWVXr15lV69eZVeuXGFBQUFs9uzZTCqVsvbt27P8/Hyln1FWzZzc3FxmZ2fHLC0t2d69e9nevXuZpaUla9y4MSsoKOC269atG5NKpWzVqlXs5MmTbPDgwUwgELAjR45w2wwdOpQ5OjpW+LzT0tKYUChkO3bs4Ja9ePGC2djYMENDQ+br68tOnTrFDhw4wAYNGsQEAgGvHov8nObPn89dkwsXLrDt27ezli1bMlVVVXbs2DGln3358mUmEAiYlpaWwrpFixYxAMzAwICdPn2aNW3alAFg06ZNY4wV1+jp0KEDY+x/9Zd+/vlnVr9+fWZpacm2b9/OfHx8mKamJgPAXfdXr14xqVTKrKys2M8//8wAsD179nBtv3TpEhMIBGzOnDkMADt+/Pg711+aMmUKs7a2ZowV16iRSCTMxsaGrV69WuHVtWtX1r17d8YYY1evXmUAmKqqKlNVVWVXr17ljvnPP/8wgUDAXFxcGADWs2dPpqmpyXr37s0AMB8fH8YYY8HBwUxdXZ01bNiQbdq0ibVu3ZqJRCLm4ODABAIB27lzJ8vIyGCzZ89mQqGQu0alVaTuEGP/qw9169YtFhERwQCwoUOHMpFIxFxcXNi2bduYqakpa968OWvQoAFTVVVl1tbWzMPDg7s+ANjWrVu5WlrBwcFs8eLFTFNTkwmFQhYfH8993h9//MEAsJEjR7JTp06xHTt2MBsbG2ZsbMxUVVWV1l8qqw5T27ZtWe/evRWWl3Ud7ty5wwCwRYsWUf0l9vHqL3l5eZVbN0tZDTNCviTyOkCXO7qw225tqvR1uaPLV1cHiAIgQiooKCiIeXh4MDMzM+5hdfTo0ezFixfcNl5eXtzDIgAmEAiYkZERa9GiBduwYQPLzc0t8/jlFQ2Njo5mnp6eTFNTk+np6bH+/fvzHpQYK35gmD17NjM3N2cSiYQ1a9aMHTx4kLfNkSNHmEgkUti3LPv27WNqamosOTmZtzwpKYnNnTuXNWjQgGtTq1at2J49e1hRUZHCOZV8qampMRsbGzZs2DB2586dMj+7R48eTCKRMEtLS6Xrx40bxz3QampqMl1dXe6zv/32WxYQEMBt6+zszMzNzdmrV6/YiBEjmJmZGQPA9PT02IIFC7jrLn/ALuu1bds21qBBA9a/f39mbGzMunbtyqRSabk/V8YYO3r0KBMIBCw6OppbVr9+fTZz5kzG2P8CoLI+193dnQkEAi7QNjAwYAKBgI0dO1bhs/7991/WvHlzJhKJmJ6eHps+fTrLzc3lBUCMMXb//n02fPhwZm1tzX12nTp12JUrVxhjjK1evZoZGRmxX3/9ldWoUUPhQfj169dcsPQ2Dg4OTENDgzFWHNCHhYWx9PR0FhISwvr27cssLCyYQCBg6urqbMCAAezevXts6tSp7NChQ9z1KX1N9PX1WbNmzVjNmjXZ0KFDFT7z77//Zo6OjkxdXZ0ZGhqyIUOGsNjYWFanTh02Y8YMbrvyAqCCggKmra3NVFVVFYKQevXqsWHDhilch2XLlrEaNWooBBirV69mANi1a9eUXqP79++zqVOnskePHnHLnJyceAFGaeUFQIwx1qlTJ17B4EmTJjEVFRUWFxendPtz586xOXPmcH8fyguAGCsO9FVVVbmALiIigtd+xhhbsmQJEwgELDU1lVvWo0cPZm9vzy5cuFBm4Ll+/XqmpaXFBWOlvS0A2rNnD1NXV2eJiYllbkPI50weAIV825rdcW9Xpa+Qb1tTAEQI+XLJZDLWuHFjtmjRogpt7+rqyiZNmvRxG6WETCZjampqrF+/fhXa3svLi1lZWZW5/qeffmIAWFRUFGOMsby8PO5BrazA09nZmXXr1k3hWN27d2eOjo5sxYoVTEtLizVu3JidPHmSOTg4MBUVFWZpack2btzI2+f7779nLi4u3Pvz588zNTU1Fh0dzQoKCthPP/3ErKysWEFBAfcqfT3Mzc3ZnDlz2LVr17ggICgoqELXhzGmEACVZmFhwVxdXbn3ERER3INt3759GQDet/hnz55lANiJEyfYwIEDmaamJtPQ0GCDBg1iKSkp3HbPnz9nAoGA9yAuV1RUxF68eMEmTZrEhEIhCw4OLvcc5D07R48eZYwx9ujRIwbgrfuVNG/ePFajRg3ufVkP4HJTp05lANjmzZu5ZaGhoQwAu3DhAu86DBgwgAkEAqaqqqpwHdzc3JixsXGF26ns3GQyGe8ekfeKyd+X/PKBMca2bNnCxGIxy8zMZIwxZmdnx5ydnSvchrcFQPIvDM6fP6+wLi0tje3fv5/p6emxwYMH89bdu3ePyWQyxljZ179ly5ZswIABvGWFhYXcuQ4dOpS1bdu2zN+ZrKwsJpFIeD83Qr4kFAB9XDQHiJBqRCAQYPny5di4cSOvoKYy165dw507dzB79uxP1Lr/+RLqL40bNw6FhYV4/vx5pesvLV++HEZGRrC0tIRYLIavry9evHjByywWFRXFbS8QCGBlZYUdO3agX79+XJ2hD11Lp2QdHRsbG674rzxN98aNG7n1Fa075O/vD6lUqnRe2NKlS2FlZYW1a9di+PDh5U6Gf/r0KWbMmAEHBwcuu5+yGkVvU9n6S2PGjAFQnFxCnv66rPpL8fHxMDExQUBAANVf+gj1l2xsbLhz3blzJy5evKhwPeRK1zAjhJCSqA4QIdVMly5d0LNnT/j5+XHZtZSZMmUKNmzYwD3kfEqfQ72ht9VfkkqlaNCgAf777z9s2bIF/fv3B/D2+kvBwcGIjY3FsWPHuExtv/32G44ePcpLWFA6U6Curi5evnwJZ2dndO7cGYsXL/5k10e+fO3atRg2bBiMjIwqVHfIwsICBw8eRGFhITp06KBw3O7du6NNmza4ceMGFixYgJiYGAQHBytsFx4ejk6dOkEikWD//v3c/aGsRpFMJuOlYRcIBBCJRNz7d62/9PDhQ/z+++8YNmyY0vpLTZs2xePHj/HPP//gm2++gbGxMdVf+oD1lwDg33//5X5nFi5ciJcvX/KyN5ZWsoYZIV+qzyEJQVV//sdAARAh1VDJ3omylMyW9qlVtP5SXl4erz5PWT5W/SULCwvcvHkTPXr04G3TpUsXBAcHIyEhgXvglNeScXNz49KJyx09epTLyFeWpk2b4tSpU7h27RoOHDgAoDgVeMOGDZVuHx8fD0NDQ6ioVOzPfFxcXJnHkitZK6kidYfc3NwwdepUnD59mutNKkleL6lt27bQ1dWFt7c3QkJC0Lp1a26bc+fOoVevXtDS0sKpU6d4D8XKahSNGDGCV8vKysqK15v2rvWXRowYAXd39zLrL/Xo0QOjR48u8zrUqlUL165dK/dzYmJiYGFhUea5yTPQlSSvv6TMu9RfSkpK4jIivs3b6i8BxWnGra2tsXr1amzZsqVCx1VWfwn43/0CFNfdyszMLPd3huoxEULKQkPgCCGfpa+5/tK7KFmPqUOHDhCLxWXWYwKKA5OSD4zlCQ8Px8uXL8utx1RanTp1AID7Rl6u5LkDigVpnz9/jq1btyr8XJs3bw6AX4R17969cHNzQ82aNXHlyhWFYYsl6zHJLViwgFej599//+Wtr2j9pZJK11/q2LEjLC0tK3Ud3NzckJiYiBs3bij9DGX1lz7EPSM/lrwNN2/eVBiyJievv1Q6nX5ZTp8+DU1NTTg4OJRZf0lPTw82Nja8n+vbKKu/9C5K/s4QQkhJFAARQj5LX3P9pXdRsh6Trq4uRo4ciS1btvCGRMn9+eef+O+//zBkyJAKHdvHxwdSqZTr1aiI+vXro1atWkrPHQDatGmDzMxMhISE8ArjPn/+HCNHjuR6seTk9WeaNGkCoDhwGjp0KFq1aoWQkBClvXdWVlbIzs7mHvSB//WIyF+lg8CK1l8qqXT9pWHDhlXqOgDA4MGDYWpqismTJyMnJ4e3rbL6S8rOrbJKn+v48eOhqqqKH3/8UWEonLz+kp6enkIxZGVu376NgwcPYvjw4VBTUyuz/lJ0dDTCw8O5n2tFKKu/9C5K/s4Q8qUSigSfxetrQ0PgCCGfpZYtW8LX1xfz589HeHg4vLy8YGRkhPv372PFihXIzMxEUFAQN/8gLy8PoaGhAIrn6aSlpeHixYtYu3YtXF1dIZVK0bhxY0RGRsLY2Bjdu3fHokWLyvz8/v37Y+7cuWjWrBkYY9DS0kJ+fj4aNmyIvn37Aige3uPk5IQffvgBEydOhKGhIQwNDXH37l3efB4jIyNs3LgRhw4dwsKFC3kP0IwxHD16FH5+fmW2hTGGK1eu4Mcff+SW+fn5ISwsDO3bt8eECRPQvn17FBQU4MSJE/jtt9/g7u6OmTNn8o4TGxvLXaPCwkLExsZix44dCA4OxubNmys1RFAgECAgIAD9+vVD//79MXLkSDx69Ahz585F79690axZMxw4cAAWFhaoW7cut1+7du24NqelpcHOzg7nzp2Dv78/Ro8ejfr16yM3NxcjR46ElpYW5s2bp5CwwNzcHObm5lwgGhISojAUryyXL1+GtbU1r02xsbFYs2aNwrYNGjTgPsPb2xsuLi7Q1tZGr169KnUdAEBHRwc7duyAp6cnnJ2dMXHiRNjZ2SE2NhYbN25EaGgoduzYwT2wV+TcGGNvPVd1dXUuCKtVqxY2bdoEb29vtGnTBj/88AMsLS0RERGB1atXIyIiAsePH1cYelby90qeoGDVqlWoW7cufH19ue0WLFiAESNGYNSoUejfvz9evnyJRYsWwcDAANOmTSu3rSVpaGigdevWCAkJwZQpU5Rus3379nKPkZ6ejgcPHmD69OkV/lxCSDVSdQnoCCHk7T5E/aUlS5YwkUjEZs+ezU6dOsU2bdrEDA0NWceOHVlkZKTSNNhHjhxhQqGQWVpaMjU1NSaVSpmKigrr2bMnt83JkyeZQCBg9evXZ4aGhkwkEjGBQMDc3d25bY4ePcrEYjETCATM19eXqaiosPv373Pr9+7dy5o0acKlBVZGnnb5wYMHvOVZWVls6dKlrGnTpkxHR4dpa2szR0dHtmHDBpaXl8fbtuT1wf8XUrWysmJ9+vRhly5dKvdnUF46ZHndIYlEwmrUqMHVHWKMsZEjR7Lx48cr7JOens6mTZvGatWqxVRVVZmdnR1btWoVl8b5zJkz5dZjKpnO28HBQWk9pLKUrL/EWHEa5rI+x8vLi7evoaEhGz16dKWvQ0kl6y+pqakxMzMz1q1bN67+UkmVPbfSunTpojSVfMn6SxKJhFlZWbEBAwYo3F/l1V9atmyZ0pS4ZdVfKktZabB/+eWXcovAvk1ZNcwI+VLI02CHurdh97u3r9JXqHubry4NtoCxt3yFRAghXzCZTAYDAwMMHDgQGzZs4Jb/888/6NevH8LCwhQmUjPGYGtrC0dHR/z999/c8rVr1+KXX37BvXv3oK6ujoEDB+LKlSt49uwZl2ls9uzZWL16NbKysiAWizFlyhREREQgOjoaffr0wf79+zF69GiMHz8e+fn5qFevHjZu3MhNmldm+PDhSE1NxaFDhz7sxfkKBAYGYsSIEXj58qVCz0VpFy5cQJcuXRAZGVnhif5y169fR4sWLXDjxg04Ojq+T5MrrDLnVlpUVBRsbW0RFhbG9UJ9SXJyclC7dm0EBARUeChnSe3bt0eTJk2U9uwR8iXIyMiAjo4Orn3XFpriqh2wlVVQiBbHLiI9PV1peYgvEc0BIoR81TIyMjB48GAMHDiQt1w+BOrZs2cK+9y+fRuRkZGYOHEib/mkSZPw7NkzLqNZXl4eNDQ0eGmWDQ0NkZ+fz9VZEggEkEqlXP0lkUjEzb/YuHEjrKysyg1+oqOjceDAAd5QI/I/vXr1QsOGDXk1isqyfPlyTJ48uVLBz/nz5+Hj44N+/fqhQ4cOnyz4ASp3bqX5+/ujb9++X2TwAwDq6upYuHAhAgICKp26uyprmBFCvgwUABFCvmq6urpYt24dL7UyAG4Svr29vcI+t2/fBlCcwatr166QSqXQ09PDxIkTednLJkyYgKdPnyIgIABpaWkIDQ3FmjVr4OHhwaXndnFxwfnz51G7dm24uLjg7t27aN26NTIyMrBkyRIsX7683PbPmjULs2fPrnBGt+pGIBBg165dWLt2LVeUVBl5/aXSRTnf5vXr11i5ciVMTEywbdu292xt5VT03Ep7+PAhjh49ivXr13/E1n18Y8aMgbm5OVdnqqKqsoYZIR+aQCj8LF5fGxoCR8gnxhirVEFO8uFduXIFHTp0gLu7Ow4ePKiw3t/fH7NmzYK5uTkGDhyILl26ICwsDD4+PujevTv++usvAMU/y59++glLlizh9m3WrBnOnTvH1QpijGHs2LHYunUrxGIxFi5ciBkzZmDOnDl4+vQp/vrrL8ycORPHjh1D06ZNsX79ekrdSwgh1Zx8CNz1bq6fxRA453/P0xA4Qirrxo0bGDJkCCwtLSGVSlG7dm2MGjUKkZGRvO2GDRsGgUDAvYRCITQ0NGBvbw9fX1+lNWG2bNmChg0bQiqVws7ODmvXrlWaHSkqKgqWlpaV/ibV2tr6vetRyB05coSXavj8+fMQCAQ4f/78Bzn+52rYsGFcVfqqdunSJXh4eMDGxgY+Pj5K7wl5XR9PT098++23mDp1KqZMmQIfHx/8/fffePz4MQDghx9+gL+/P+bPn49z587hjz/+wOvXr9GlSxcu1bFAIMCvv/6KrKwsZGZmYsaMGYiLi8OGDRuwZMkSbNiwASdPnkRgYCBEIlGl03UTQgghpHIoACIf3YYNG+Di4oKEhAQsW7YMx48fx9y5c3Hx4kU4OTnh5s2bvO1NTU1x9epVXL16FZcvX8b+/fvRtWtXLF68GJ06deIFQZs2bcLo0aPRrVs3HD16FF5eXpg2bRqWLl3KOyZjDCNGjMDkyZNhZGRU4bY3aNAA3bp1w6RJk97vIvy/VatWITo6+oMci1Tevn370KlTJ1hZWeH06dOYOnWq0ntCS0sLQHEx0U6dOsHCwgKLFy/m5urcvn0bcXFx2LJlC2bOnAlfX1+4urpi+PDhCAoKQmhoKP744w/eMSUSCTdX6Oeff8aAAQNgZ2eH/fv3Y8iQIWjYsCEmTZqEgwcPVnrOw5ckJiYGurq6lQr6CwsL0bx5c7i6uiqse/ToEbp37w5tbW0YGBjA09NT4YuVn376CcbGxrCyslJIn8wYg5OTE/bu3fsOZ0MIIR+XQCj4LF5fG6oDRD6qkJAQTJo0CRMmTOBl43F1dUXPnj3h4OCA4cOH486dO9w6iUSiUNzS3d0dLVq0QK9evbBy5UrMmzcPjDEsW7YM/fr146qnd+zYEU+ePMG6deswd+5cbv+DBw/i9u3bCAoKUtpOgUCAbdu28eqzyM2ZMwcWFhaYNGkSHBwc3uNqkKoUEBCAWbNmoW3btjh8+DDOnDlT5j1Rp04dAMVJDgBg/vz5aNu2LXdfSqVSREdHgzGmMLfI3t4eBgYGePDggdJ2PHjwgNeLlJiYyM0X0tPTQ1FREV6/fg0TE5MPc+KfkRcvXsDNzQ3p6emV2m/ZsmW4ceMG2rVrx1seExOD1q1bw87ODnv37sWbN28wf/58dO7cGffu3YNUKsWxY8cQEBCArVu3IiUlBaNGjULz5s3RsGFDAMVBcWFhIVeAlBBCyNePeoDIRxUQEABdXV2lRR4NDQ2xatUq9O7dm8uYVR55AcFff/2VW3bixAn4+/vztlNVVeUeXOWWLl2K3r17Q01NrdLnUKNGDXTo0IELssqSnp6OqVOnwsbGBmpqarC3t+f1Ari6uuLChQu4cOGCwrC3R48ewc3NDerq6jA1NcXs2bNRWFjIrZfJZFi2bBlsbW0hkUhQt25drFu3jvf5rq6uGDx4MPr06QNtbW189913Stu5YMEC1KtXD4cOHYK9vT3U1NTQtGlTXL16FaGhoWjRogWkUins7e1x5swZ3r6HDh1CmzZtoKWlBYlEgnr16vEmWsuH9G3evBlWVlYwMTHByZMnFdpw69Yt6Orqws3NjftZpaSkYMyYMTAxMYGamhpatmyp8PkCgQALFy5E8+bNoaOjg8WLF0Mmk+Hnn3+GtbU1JBIJrK2tMXfuXBQUFHD7bd68GTNnzkTfvn1x8uRJ6OjolHtPtG3bFhoaGvjzzz8BAM7OzrC0tISvry9UVFTg4uICW1tbiEQiXLp0ibfv48ePkZycDGtra6XXf9asWZg4cSLMzMwAAMbGxoiPjwcAvHr1CiKRCAYGBkr3/VLJZDJs27YNDg4OlRqCCgB37tyBn5+f0gntPj4+0NLSwunTp9G1a1f07dsXe/bsQU5ODm7cuAEAOH36NDp16oRBgwZh4sSJaNCgAfe7l5+fj3nz5mHZsmU0L48QQqoR6gEiHw1jDMHBwejevTuXNri0Pn36VOqYbm5u8PX1xYsXL2BlZYX69etzn5WamooDBw5g586dmDFjBrfP48ePcePGDd5EdcaYwjAjmUzGBR1CoRDCEllP+vXrh3HjxiErKwuampoK7Xrz5g2++eYbJCQkYOHChahduzYOHToEb29vxMfHY+7cudi4cSMGDx4MoDj9cYMGDbjhf1OmTMG8efMwa9YsBAYGYvny5TA3N8eECRMAAGPHjsW2bdswd+5ctGrVChcuXMDkyZORlpaGn376iWvHX3/9hb59++LQoUO8AKq0mJgYTJ06FUuWLIGGhgYmTJiAPn36QFVVFfPmzYORkRHmzJmD77//HtHR0dw36Z6enpg0aRIWLlyInJwcrF+/HhMnToSDgwNatWrFHX/u3LnYvHkzcnNz4eLiwhteFB4eDjc3Nzg7O+Pw4cOQSCTIzc1Fhw4dEB8fjyVLlsDMzAx//PEHunTpguDgYHTo0IHbf/HixVi8eDEaNWoECwsLLF++HOvXr8fKlStRu3ZtXLt2DXPnzoWqqioWLFiA+Ph4TJkyBVZWVpg4cSJu3ryJFy9e4MaNGxg8eDCSkpIgkUjw8OFD2NjYwMjICJqamli0aBGmTZsGPT099OrVCzVq1MDFixcxbdo0bsjc5MmTERAQAADo1KkTXrx4gYULF8LS0hKjRo1SuO4XLlzA1atXsXv3bm7Zd999h40bN6JZs2b45Zdf4OHhARWVr+tP8927dzF27FiMGzcO3377bZnBeWkFBQXw8vLCjz/+iNDQUN46xhgOHDiAadOm8f6+ODk54eXLl9x7eRpyOVVV1UqlISeEkKr0OQxBq+rP/yg+eelVUm0kJSUxAGzWrFkV3sfLy4tZWVmVuX7Dhg3FlZFDQ3nLL1++zFUqd3R0ZAkJCdy6jRs3MgAsNTWVW3bu3LlyK82XrgB/+/ZtBoAFBQUpbZf8My5fvsxb7u3tzatGXrrqubwdJa+RTCZjFhYWzNPTkzHG2OPHj5lAIGDLli3jHXv+/PlMTU2NvX79mju2RCJhWVlZZV4/xv5X3f348ePcsqVLlzIAbOvWrdyy/fv3MwDs1q1bjDHG/P392dChQ3nHSk5OZgCYn58f73zmzZvH207+c3327BkzMzNjHTt2ZDk5Odz63377TeHnKpPJWNu2bZmTkxO3DABr3bo179hubm7s22+/5S1bt24d27lzJ2OMsa1bt5b7s962bRvX7m3btvGO88cff7CGDRsyVVVVZmxszACw+/fv89q4evVqZmdnx1RVVZmVlRUbNWoUS0xMVHrtnZ2dWUBAAG/Zmzdv2JAhQ5i2tjZr3749i42NVbrvlyw5OZnFxMQwxv53j5w7d+6t+82bN4/Vr1+f5ebmKvzuREZGMgBs586dbNy4cUxfX59JJBLWtWtX9uLFC267v//+mxkZGbHHjx+z0NBQJpFI2I0bN1h6ejozNDRk165d+9CnSwgh7y09PZ0BYDc8O7BH/TpX6euGZwcGgKWnp1f1Zflgvq6vGclnRd6D8jEmdJcermJtbY3z588jLi4OPj4+cHJyQlhYGExMTBAZGQldXV3o6upy2zs6OiIsLIx737x5c/j4+KBr164AoJCGWJ7B7Pnz50rbc/78eVhZWSnMBxk8eDC2bt2K0NBQeHh4lHk+bdq04Z1brVq1uMxzZ8+eBWMM3bp14/XqdO/eHYsXL8alS5fQs2dP7jpUtGJ8yR4b+fCiknOv5MOw5O2Q96plZ2cjIiICT5484a6hPGuanLKaNZmZmfj222/x6tUrXLx4kfet/JkzZ2BqagpHR0feOXbr1g0zZsxAamoq9PT0lB67ffv2mD17Ntq0aQNPT094eHhwPWcAMGLECIwYMYK3z4wZM/D7778jNTWVW1ZUVMTrBRQIBBg+fDiGDx8OoHgoVtOmTfHixQtu/ohAIMDkyZMxefJkhfNV5tq1awrL1NTUsHPnzgrt/6XS19fn5jlVVFhYGFasWIGLFy9CIpEorJcPpZs1axacnZ3x559/IjExEXPmzEH79u1x9+5daGhooE+fPjhz5gwaNmwIsVgMX19fODo6Ys6cOWjXrh0cHR0xbdo0SkNOCCHVCAVA5KPR19eHlpYWXrx4UeY22dnZyMvLq/DDUVxcHADA3Nyct9zMzIybU9GiRQvUqVMHv//+O+bNm4f09HSFoEBLSwtOTk68ZbVq1VJYJiffv6zJ2ykpKUrnKMiXvS2Ndun2CYVCyGQyAEBycjIAcA/dpZUc7lOZifPKcvmXNVQRKC4IOWbMGBw6dAgCgQB16tTBN998AwAKaceVtSMlJQX16tVDeno6ZsyYwRUiBYrPMT4+HmKxWOlnv3r1iguASh97xowZ0NTUxB9//IHp06dj2rRpsLe3x5o1a9CxY0elx1N2T4wYMQI7duzg3ltZWSEqKop7/7Z7gHw4ubm58PLywuTJk+Hs7Kx0G3nQbWJiggMHDnBfuNja2sLFxQW7d+/GmDFjuDTka9euhYqKCkQiEZeGPCwsjJeG3M/PD2PHjsU///zzyc6VEELKQ0PgPg4KgMhH5ebmhnPnziE3N1fpZPNt27Zh0qRJuHz5MlxcXN56vNOnT8PW1hZmZmbIzMzEkSNH0KJFC9ja2nLb2NjYQE9PDzExMQCKe3Pet46PvKegrG+G9fX18fTpU4Xlr169Kne/ipD3XJ09e5ZLz1ySpaXlOx+7MgYOHIjw8HCcPn0arVq1gkQiQU5OToWrtBsYGCA4OBh//vknRo8ejQMHDqBXr14Ais+xTp06ZaYiLiuhAFAcLI4fPx7jx49HYmIigoKCsGTJEvTu3RuJiYlQVVVV2EfZPbFgwQJez1HpXoe33QPkw5k/fz5kMhl++uknrkdOHmQXFhZCJBJxvwvu7u68+XotW7aErq4ubt++zTtmyZ9nyTTko0aN4qUhb9WqFYqKiriU5YQQQr4+lAWOfFTTpk1DcnIy5s2bp7AuMTER/v7+qFOnjkLaa2WOHTuG69evc4UiRSIRvL29FbLAhYWFISUlBU2aNAFQ/E1+dnY2b7hTZcmDKSsrK6Xr27VrhxcvXiAkJIS3fPfu3RCLxdy32O/yUCVP/fv69Ws4OTlxr+TkZMyfP5/rIfrYLl++jD59+qB9+/bcw+Tx48cBgOutKo+mpiY0NTUxcuRItGrVChMmTOCCkHbt2iEmJgbGxsa8czx9+jT8/f3LTQrQqlUrrk6TsbExhg0bhgkTJiA9PR0ZGRlK91F2T8h7AOWv0kPt3nYPkA9n//79ePz4MTQ1NSEWiyEWi3Hx4kVcvHgRYrEYO3bsgI2NDYRCoULGR6A4eULJIZYlydOQ+/j4ACg7DTkhhHwOinuAhFX8oh4gQiqlZcuW8PX1xfz58xEeHg4vLy8YGRnh/v37WLFiBTIzMxEUFMSb05OXl8dlfGKMIS0tDRcvXsTatWvRvn17TJw4EUDxcK1Zs2bB19cXBgYG+Pbbb/HkyRMsWLAATZo04eZudO7cGUBxTSL5HJ/SSg/hKu3y5ctQV1fnzdUpadiwYdiwYQM8PT2xaNEi1K5dG0eOHMEff/wBHx8frhdHV1cXV69exdmzZ9GsWbMKXUN7e3sMHjwYo0aNQlRUFJycnPD48WPMnTsX1tbWqFu3boWO876cnZ2xZ88eODo6wtzcHFeuXIGfnx8EAgGys7MrfBz5kCQHBwdMnz4dv//+O4YPH47169ejU6dOmDt3LiwtLXHq1CksX74cEydOLHNoHFAcPK1YsQImJiZo1aoV4uLisHLlSrRr167M3pqK3BOlXb58+ZNe7+rs33//VQhsxowZA6A4pbm1tTU0NTXRpk0bHDhwAH5+flxQfubMGWRnZ5f5u1od05ATQgjhowCIfHTz5s2Dg4MD1q9fj6lTpyI5ORnm5uZwd3fHvHnzFIZwxcfHc8PhBAIBDA0NUbt2baxYsQLe3t68h2EfHx+Ymppi48aNWLNmDfT19dGvXz8sXryYG3JnbW0NBwcHBAUFVfhht7Tjx4+ja9euZX6rrK6ujgsXLmD27Nn4+eefkZGRgXr16mHr1q28CfgTJkzAjRs34O7ujm3btnEPYW+zbds2LF26FL/++itiYmJgYmKC77//HosXL/5kQ3V27NiBCRMmcMPE6tati82bN2P37t0KtXDeplGjRpg8eTJWrFiBgQMHokOHDrh48SLmzJmDmTNnIj09HbVq1cKyZcswbdq0co/l6+sLiUSCP/74A4sWLYKOjg66d+9ebt2md7knTpw4gb59+1bqPEnFZGRk8NKQK0uiIR/yVnKe3tKlS+Hq6goPDw9Mnz4dCQkJmDVrFlq0aIHu3bsrHKO6piEnhBDCJ2Bv++qbkK9AYGAgRowYgZcvX1Y4S5pcVFQUbG1tERYWVuFeG/L5q8w9ceHCBXTp0gWRkZGoUaPGJ2rh1+n8+fNo3749zp07B1dXV96ybdu2YdiwYUr3K7ltSVeuXMG8efNw7do1qKuro2fPnlixYgUv66NcixYt0LdvX0yfPp1blpubi9GjR+Pw4cNwdHTErl27ULNmzQ9wpoQQ8u4yMjKgo6ODW/07QUu17FEQn0JmfgGa/XUK6enpShMofYkoACLVAmMMrVu3hqenJ69IakWMGzcOqamp+PPPPz9S60hVqMw94eHhgSZNmmDp0qWfqHWEEEKqMwqAPi7q5yfVgkAgwK5du9CuXTsMGzYMRkZGFdrv4cOHOHr0KG7duvWRW0g+tYreE8HBwYiNjcXBgwc/cQsJIYQQ8jFQDxAhhBBCCCGfEXkP0O0BnT+LHqCmf578qnqAKA02IYQQQgghpNqgAIiQKnDixAk4OTlBXV0dVlZWWLp0abmpuPPy8jBnzhxYWFhAKpWiWbNm2LNnj8J2169fR7t27aCpqQlTU1NMnz5dIZ3wTz/9BGNjY1hZWWH79u28dYwxODk5lVmQlBBCCCHkS0dzgAj5xK5cuYLu3bujf//+WLx4MS5fvox58+ZBJpMpLRgLAN9//z2OHj2K6dOno2PHjrh16xbGjBmD169fc0VAnz17hk6dOqFVq1b4+++/ER4ejnnz5iE9PR1btmwBUFxMNiAgAFu3bkVKSgpGjRqF5s2bo2HDhgCAffv2obCwEAMGDPg0F4MQQgghZZIXI63qNnxtaA4QIZ+Ym5sbUlNTcf36dW7ZrFmzsHHjRiQmJirUGrp16xYcHBywZMkSzJ07l1u+ceNGzJw5E7GxsdDV1cWYMWNw7NgxREZGQlVVFQCwadMmTJgwAZGRkbCyssKUKVMQERGBf//9FwDQpEkTjB49GuPHj0d+fj7q1auHjRs3okuXLp/gShBCCCFEGfkcoDuDunwWc4Ca7DlBc4AIIe8mLy8P58+fR69evXjL+/Tpg6ysLKUFRcPDwwEA3bp14y1v164dsrOzce7cOQDF2cq6du3KBT/y48pkMgQHBwMoznxWMsBSVVVFUVERgOKAysrKioIfQgghhHzVKAAi5BOKjIxEfn4+6taty1tua2sLAHjy5InCPvL0zFFRUbzlz549AwA8f/4cb968wYsXLxSOa2RkBG1tbe64Li4uOH/+PJ48eYJr167h3r17aN26NTIyMrBkyRIsX778g5wnIYQQQt6fQCj4LF5fG5oDRMgnlJaWBgAKXchaWloAiru8S2vXrh1q166NH3/8Eerq6mjevDnu3LmDWbNmQSgUIjs7u8zjyo8tP26fPn1w5swZNGzYEGKxGL6+vnB0dMScOXPQrl07ODo6Ytq0aTh27BiaNm2K9evXw9DQ8ANeAUIIIZ8jxhgEgq/vQZcQZagHiJBPSCaTAUCZ/8gIlUw0VFVVRXBwMCwsLPDtt99CR0cH/fv3h6+vLwBAQ0Oj3OMyxrjjCgQC/Prrr8jKykJmZiZmzJiBuLg4bNiwAUuWLMGGDRtw8uRJBAYGQiQSYezYsR/kvEnl3bhxA0OGDIGlpSWkUilq166NUaNGITIykrfdsGHDIBAIuJdQKISGhgbs7e3h6+uL3NzcMj8jIyMDtWrVUsgGCACvXr3CgAEDYGhoCG1tbfTp0wdxcXG8bRhjWLFiBerUqQM1NTXY2dlhw4YNSj9r4sSJmD9/fqWuwaBBgxAQEKB0nUwmw9atW9G2bVsYGBhAW1sbDg4O+OWXXxQyH5a8PgKBACoqKjAwMECnTp0QFBRUbhuOHDlS5u9raGgo2rdvDw0NDZiYmMDLywuJiYkK261evRqdO3cGAOTk5GDmzJmwsrKCuro6XFxccOLECYV9AgMD4ezsDG1tbVhYWGDYsGFISEhQ2C4qKgqWlpZISkoq9zxKevjwIaytrbkvTkp78uQJxo0bBxsbG0ilUlhaWuL777/HnTt3eNstWLBA4dpKpVLUqVMH06dPV3r8Q4cOwdHRERoaGrCysoKPjw/y8/PLbOvUqVPh6upa5vru3bvj999/L3N9Xl4e6tati9DQUN7y7du3QyAQKPSsV1ZaWhrGjRsHU1NTaGpqwsXFBWfPnlXYrjL36/ue27t4+PAhWrdu/d7HIR9eVff8fK09QBQAEfIJ6erqAlDs6cnMzAQA6OjoKN3P1tYWFy9eREJCAh4+fIjo6Gg4OjpCJpNBX1+/zOMCQFZWlsJxJRIJRCIRAODnn3/GgAEDYGdnh/3792PIkCFo2LAhJk2ahIMHD3JzhMins2HDBri4uCAhIQHLli3D8ePHMXfuXFy8eBFOTk64efMmb3tTU1NcvXoVV69exeXLl7F//3507doVixcvRqdOnZQGQSkpKfDw8MCLFy8U1hUWFsLd3R1hYWHYtGkTfv31V1y/fh2dO3dGQUEBt93MmTMxd+5ceHt7IygoCN26dcOECRPw22+/8Y537tw5HDhwAHPmzKnUdfD398fSpUu5eXByOTk56NSpE3788Uc4Oztjx44d2L9/P9zc3DBr1ix0795d4aHS29ubu0Znz57Fpk2bIBAI8N1332H9+vVKP//MmTMYOHCg0nX//fcfF/wcPHgQy5cvx8mTJ9GzZ0+FbYOCguDu7g4AGD58ODZv3ozZs2fjyJEjsLW1RdeuXXnz//755x/06dMHDg4O2L9/P/z8/HDhwgV06NCB97NkjGHEiBGYPHkyN1S2Iho0aIBu3bpxGSRLOnjwIJo1a4b//vsP8+fPx/Hjx+Hn54fIyEi0aNFCabAmv65XrlzBkSNHMHz4cGzZsgUtW7ZEcnIy7zr06tULTZs2xeHDhzFjxgysWrUKEyZMUNrO5cuXY/Xq1WWex/bt2xEdHY0RI0aUuY1EIsGyZcswbNiwcr8MeBdFRUVwd3fH4cOH4e/vj8DAQOjp6cHDwwN3797ltnuX+/VTn9vff/+Nq1evvtcxCPmiMELIJ/PmzRsmEomYv78/b/n169cZAHb+/HmFfXJyctiuXbtYZGQkb/k///zDALA7d+4wxhirWbMmGzduHG+bxMREBoBt375daXvu37/PNDU1WVxcHGOMMTs7O7ZlyxbGGGNPnjxhAFh8fPy7nSx5J5cvX2YikYhNmjRJYV1SUhKzsLBgjRs35pZ5eXkxKysrpcc6cOAAA8AWL17MW37o0CFmaWnJ9PX1GQC2bds23vq9e/cyAOz+/fvcsgcPHjCBQMB27drFGGMsMjKSCYVCtmHDBt6+/fr1Y7169eIta9KkCVu+fLnSNvr4+JTZfsYYGzt2LOvevTtv2ZgxY5hEImFXr15V2P7vv/9mANjKlSu5ZQCYj4+PwrYymYz16NGDicVi9vz5c255RkYGmz17NhOJRNw1Kq19+/asZcuWrLCwkFsWGBjIzM3Neb+rWVlZTCKRsPDwcBYREcEAsI0bN3Lri4qKmLW1Nfv++++5ZY0aNWIeHh68z5P/jfjnn394n6enp8fevHmj0D75eZf+2cq9fPmSiUQi9t9//3HLIiIimIaGBuvVqxfvvBgr/jvk4ODAjI2NWU5ODmOs+GdX1mNEaGgoE4vFbOTIkdyyb775hrVo0YK3nY+PD1NRUWFZWVncssjISNazZ08mEomYjo4Oa9euncLx37x5w0xMTNhff/2l9PNLa9CgAVu1ahX3ftu2bQwA7+deWTt27GAikYj7GyxvV506dVhAQAC3rLL36/ue27so72dJqkZ6ejoDwO55ebCoUT2q9HXPy4MBYOnp6VV9WT4Y6gEi5BNSU1ND27ZtceDAAV7h0/3790NXVxfOzs4K+6iqqip8q15UVIR169bB1tYW9vb2AIDOnTvj6NGjvG8S9+/fD5FIhA4dOihtz6xZszBx4kSYmZkBAIyNjREfHw+geAiUSCSCgYHB+584qbCAgADo6urCz89PYZ2hoSFWrVqF3r17c72G5fH09ISzszN+/fVXbllaWhp69eoFV1dXLjtgacHBwbCzs+PqQwHFvQb169fnhowdOnQIEokE3t7evH3/+usvBAYGcu+PHTuGu3fvvnNtqcGDB+Pff//F/fv3AQBJSUnYunUrRowYgZYtWyps37dvX8yYMQMWFhZvPbZAIMCyZctQUFCArVu3csu3bt2KrVu3YsOGDZg4caLCfsnJyTh//jzGjRvH9aQCQK9evRATEwNra2tu2ZkzZ2BmZoZ69erB3NwcYWFhGDRoELdeKBRCRUWF+72VyWTo1KkTRo8ezftMeYITefITAFi6dCl69+4NNTW1t55raTVq1ECHDh2wbNkybtm6deuQl5eHdevW8c4LAKRSKVauXAlvb+8yh86V1KJFC3h6emLnzp3IyckBUNyrsWPHDt528kyUJXsW5en6z549i6ZNmyo9/tatW5GTk6OQHbMsgwYNwsqVK8sdblfSjBkzIJVKkZ6ezlu+bNkyaGlpITs7G4GBgWjXrh0aN27MrVdTU8OTJ08wffp0AO92v36Mc7t58yY6duwIHR0daGlp4dtvv8W1a9cAFA9lXLhwIYDi34kFCxZw/79w4UI0b94cOjo6WLx4MQDg6dOn6NOnD0xNTaGhoYH27dsjJCSE+6yoqCgIBAIEBgaiZ8+e3BDRxYsXIyMjA97e3tDR0YGJiQlmzZrF+7cwKioKQ4cOhZmZGcRiMYyNjTF06FBeT2J1I68DVNWvr83Xd0aEfObmz5+Pa9euoV+/fjh+/Dh++uknBAQEYO7cuZBKpcjIyEBoaCg3pl8kEmHcuHFYu3Yt1q9fjzNnzqBPnz4ICQnBmjVruPk9M2fORGJiItzd3XH06FGsWrUKU6ZMwZgxY5Q+DF64cAFXr17FzJkzuWXfffcdtmzZgmPHjmHJkiXw8PCAigrlSvlUGGMIDg5Gx44doa6urnSbPn364Oeff+YSZ7yNm5sbYmNjuaFu6urqePjwIXbs2FFmgovw8HCFjIJA8VBMeUbB27dvo27durh48SIcHR0hFothZWWFTZs28fbZvXs3WrZsybsHi4qKUFhYiMLCQm7+mvx9YWEhb38XFxfUrFkTe/fuBVAcUBQWFpb7cOjv74++ffu+7dIAAOrVqwcLCwtcvnyZW9atWzdERUVhzJgxSve5e/cuGGMwNjbGoEGDoKWlBU1NTQwePBipqam8bUsOf5NIJHBycoK2tjZkMhmio6MxefJkPHv2DD/88AOA4oBo5cqV6NGjB+84Bw4cAADuC4/Hjx/jxo0bvPNkjClcR5lMpnCt5fr164dDhw4hKysLAHDixAk4ODhwX4iU5urqCj8/P9SoUaOcK/o/bm5uyM/PR1hYGADAxsYGdnZ2AID09HQEBgZixYoVGDRoEDeMFwAWL16Mu3fvom3btmUee/fu3ejatatC3bSy9OvXD3FxcTh//nyFtvf29kZubi7279/PW75z50707dsXGhoauH37Nuzt7bFmzRpYW1tDRUUFDg4OuHDhArf9u9yvH/rcMjIy0KVLFxgaGmL//v3Yt28fsrOz4ebmhvT0dIwcOZL7IuPq1asYOXIkt+/ixYvRp08f/Pnnn+jRowcePnwIR0dHREZGYt26ddi7dy8EAgHat2/PO2/5NWzUqBH+/fdfdOjQAT/99BOcnZ0hlUrxzz//oHv37vD39+eucU5ODlxdXREeHs7NR504cSL27t1b6eGzhLwNBUCEfGIdOnRAYGAgHj9+jJ49e2LPnj0ICAjAjBkzABR/U+fi4oJjx45x+yxcuBBTp06Fv78/evTogaSkJAQFBeG7777jtqlXrx5OnjyJnJwc9OnThwuA1q5dq7QdM2fOxJw5c3gPHpMmTUK7du0wcOBAFBQUKDzMko8rOTkZubm5vB6E92VqagoAXM+eqqoq9xBalrS0tLdmFExKSkJcXBwGDRoEb29vBAcHw83NDePGjePdN2fPnlXo2ezYsSPEYjGXifDFixfce7FYzJuYLhAI4OTkhDNnzgAAYmNjAeCDXyP59QGKH9TLCkABcF9OjBgxAlKpFIcOHcKKFStw7NgxeHh48AKN48ePcwFQSUuXLoWVlRXWrl2L4cOHlzvR/+nTp5gxYwYcHBy4Y8kn2pe8thcuXOBdR6D4IVT+vvR8kubNm6OgoICbfxQbG/tR7z25uLg46Orqok+fPtDV1eV6HOTs7e3LzUaWmZmJsLAwpT3mZbG1tYWenh53H71NvXr14OLigp07d3LLrl+/jvDwcAwfPhxA8X3wzz//YMuWLQgICMCRI0egqakJNzc33L59G0Dl79ePcW4PHz5EUlISfvzxR3Tq1Anfffcddu/ejdGjRyMjIwPm5uYwNzcHALRs2ZL7f6C4J2/WrFnw8PBAo0aNsHDhQqiqquLcuXPo27cvevTogZMnT6J27dq8L9MAoEuXLvD19UWHDh24uVzGxsZYv349OnfujN9++w3a2tpc79GTJ09gYWGBffv2wdPTE+3bt8dPP/0EDw8PheCKkPdFX+0SUgU8PT3h6empdJ2rqytvSAAAiMViLF68mBuCUJY2bdpUOCOQfPhDSWpqarx/8MmnJe/N+xiJJyqT3lYmk701o2B+fj5ev36NwMBArrBvhw4dEB0dDV9fX4wdOxY5OTlITExUePjbvHkzN4Tvt99+w9GjR3HkyBFufekeiFq1anEPSR/rGlXm+siHGjk6OnJZujp27AhdXV0MGDAAp06dgpubGx48eICEhASlQ1C7d++ONm3a4MaNG1iwYAFiYmKUDkkMDw9Hp06dIJFIsH//fu78IyMjoaury/sCw9HRkettAYoDHB8fH3Tt2hUAFHr8atWqBaC4lhhQfG0/xb2noaGBM2fOID09HX5+fnByckJISAgaNGhQoeNFR0ejqKiId18xxhTaLhKJeJ9tZWXFnWtFeHt7Y9SoUYiKiuKyJdrY2KBNmzYAiu+DtLQ0XL9+nQsa2rRpAxsbGyxfvhx//vlnpe/Xj3Fu9vb2MDIyQrdu3dC/f394eHigY8eO8Pf3f2t7GjVqxHt//vx5dO3alZdYR0VFBd9//z0WLVrE9SYCQKtWrbj/lwfDJYcBCgQC6OnpcUMqmzZtikuXLkEmkyEyMhJPnz7F/fv3ER4ertAzXJ18DlnYqvrzPwbqASKEkM+Evr4+tLS0lGZmk8vOzkZKSkqFjylPXV3yW9230dXVfWtGQS0tLQgEAnh4ePC26dKlC169eoWEhATuwUZDQ4O3jZ2dHZycnODk5AQzMzOoqqpy752cnKCqqsrbXkNDg5uLIX9oL+8axcfHV+qBKS4urlLXRz78UB5YyHXp0gUAuG//g4KC0K5dO6W9SY0aNULbtm0xdepUrFmzBidPnuTNowCKs+e1atUKQqEQZ8+e5T0Up6enK1xXLS0t3nUEiq+X/L382snJ9y95bcu7roWFhXj16lWZ60sr697T1dVFhw4d4OnpiZMnT4IxVm62t9Lk7S15/qV7v8RisUKvQcn7qCL69+8PDQ0N7N69G/n5+fjrr78wbNgwbr2WlhaaNm3KOz8tLS20atWKuwcqe79+jHPT1NTEpUuX8N1332Hfvn3o3r07jIyMMGbMmLdmjzMxMeG9T0lJ4YKZkkxNTcEY4/3dUNaLXF7PKgCsWrUKJiYmsLGxgZeXF86ePQsNDQ2FLwUJeV8UABFCyGfEzc0N586dK/PBZNu2bTAyMqpwytrTp0/D1ta2zHkdytjZ2SEiIkJheUREBPctfZ06dcAYU5h4LZ/MLpVKuQQaFZk0X57U1FSu96JDhw4Qi8Xl1u/p2rWrwjfXZQkPD8fLly/Rrl27CrenTp06AKCQurjkuQP8+T9AcU/L1q1bFX62zZs3BwDExMRwy/bu3Qs3NzfUrFkTV65cURi2aGho+EGuq/xYQPG9d/PmTYUha3InTpyAmZkZ9u3bV6Hjnz59GpqamnBwcEBhYSH++usv3Lp1i7eNnp4ebGxseOf+NvL2ljx/ee9XyZejoyNvv5L3UUVoamqib9+++Pvvv3Hy5EmkpaVh6NCh3Po6deooreFTUFDA3QOVvV8/1rnZ2dlh165deP36Na5cuQIvLy/89ttvZQ6RLou+vr7S+0MeGL9P0py9e/di2rRpmD59OhITExEfH49jx44pnY9IyPuiAIgQQj4j06ZNQ3JyMubNm6ewLjExEf7+/qhTp47SjFKlHTt2DNevX690QdvOnTsjPDwcDx8+5JY9fPgQ4eHhXEFPec9P6YfhI0eOoHHjxtDW1oZEIoGpqWmlHm6ViYmJgZWVFYDi3oORI0diy5YtvOFecn/++Sf+++8/DBkypELH9vHxgVQqhZeXV4XbU79+fdSqVUvpuQPFw6AyMzMREhLC6yF7/vw5Ro4cySU0kJPX1mnSpAmA4sBp6NChaNWqFUJCQpT2TllZWSE7O1sh6UJlyH8u8ms7fvx4qKqq4scff1QYcpWTk4Off/4Zenp6FcpOdvv2bRw8eBDDhw+HmpoaVFRUMHPmTMyaNYu3XXR0NMLDw7lzr4iaNWtCJBLx7qvSvV9OTk68RCGMMcTFxXHnWlHe3t64d+8eVqxYgQ4dOsDS0pJb5+Hhgdu3b/PqVCUnJyMkJIQbJlfZ+/VjnNv+/fthZGSE+Ph4iEQiuLi4YOPGjdDV1eU+p3TWv7K0a9cOR48e5fU2FRUVYd++fWjevDkkEkmFjqPM5cuXoaOjg1mzZnF1rbKysnD58mWFBB7VSVVnf/tas8DRHCBCCPmMtGzZEr6+vpg/fz7Cw8Ph5eUFIyMj3L9/HytWrEBmZiaCgoJ44//z8vK4uV+MMaSlpeHixYtYu3Yt2rdvrzSVc3n69+8PPz8/uLu7c2mSZ8+ejUaNGnHZqlxdXdGtWzdMnjwZ2dnZsLe3x86dOxESEoLDhw9zx+rcubPC0K6SFixYoDAJviTGGK5cuYIff/yRW+bn54ewsDC0b98eEyZMQPv27VFQUIATJ07gt99+g7u7u8KE7NjYWO4aFRYWIjY2Fjt27EBwcDA2b95cqSFwAoEAAQEB6NevH/r374+RI0fi0aNHmDt3Lnr37o1mzZrhwIEDsLCw4H173a5dO67NaWlpsLOzw7lz5+Dv74/Ro0ejfv36yM3NxciRI6GlpYV58+YpFIGVT1iXB6IhISEKQ/FKXrvyXL58Gerq6tzDeq1atbBp0yZ4e3ujTZs2+OGHH2BpaYmIiAisXr0aEREROH78uMLQu5L3nnwS/6pVq1C3bl34+vpy2y1YsAAjRozAqFGj0L9/f7x8+RKLFi2CgYEBpk2bVsGrXzzcq3Xr1ggJCcGUKVMqtM+9e/eQnp7ODVOU++OPP6Cvr6+w/eTJkwEArVu3Rr169XDhwgXs2bOHt82kSZOwbds2fPfdd1iyZAk0NTXh6+sLgUDAJbUBKne/fshzk2vdujWKiorQs2dPzJ49G9ra2vjrr7+Qnp6O3r17A/hfke4///wTLVu2LDNpg4+PD4KCgtC+fXvMmTMHEokE69atw7Nnz5QWya0MZ2dnbNq0CdOmTUO3bt3w8uVLBAQEID4+Hnp6eu91bEIUfOK6Q4QQQiogKCiIeXh4MDMzMyaRSJiNjQ0bPXo0e/HiBW87Ly8vBoB7CQQCZmRkxFq0aME2bNjAcnNzy/yM58+fl1ksMzo6mnl6ejJNTU2mp6fH+vfvz16+fMnb5s2bN2z27NnM3NycSSQS1qxZM3bw4EHeNkeOHGEikUhh34oKDQ1lANiDBw94y7OystjSpUtZ06ZNmY6ODtPW1maOjo5sw4YNLC8vj7dtyesDgKmqqjIrKyvWp08fdunSpXI/v7wCkf/++y9r3rw5k0gkrEaNGmz69Onc9R45ciQbP368wj7p6els2rRprFatWkxVVZXZ2dmxVatWsaKiIsYYY2fOnFFob8lXyYKuDg4ObOzYsW+9hmXp0qUL69evn8LykJAQ1rdvX2ZhYcEkEgmzsrJiAwYMUPgZyK9NyZe+vj5r1qwZW7ZsmdKiiX///TdzdHRk6urqzNDQkA0ZMoTFxsaW2cZ27dopLYT6yy+/lFsEtrRly5axGjVqcAVe5YVQy3qVNG3aNKajo8MVgC0pJiaGDRw4kOnp6TENDQ3m5ubGKyAsV5n79X3PTZnr16+zzp07M319faampsacnJzYgQMHuPVxcXGsefPmTCwWc/dU6ftN7tatW8zd3Z1pamoyLS0t1rFjR97vUVl/V5Qdz8rKinl5eTHGigsT//zzz8zc3JypqakxGxsb9uOPP7LffvtN6d+Ar528EOrD0T1ZzIS+Vfp6OLrnV1cIVcAYzSwjhBDycTDG0LRpU/Tp0wc//fRTpfcfPnw4UlNTcejQoQ/fuC9cYGAgRowYgZcvXyr0yrxNVFQUbG1tERYWhmbNmn2kFn48OTk5qF27NgICAt463JExhjp16mDChAlcz05FMcbQqFEjtG/fHuvWrXuPFlfcpzo38nnLyMiAjo4OHo7uCS1VcZW2JTO/AA1+O4T09HSlyS2+RF/foD5CCCGfDYFAgOXLl2Pjxo1c6uuKio6OxoEDB3jDqMj/9OrVCw0bNsTGjRsrva+8+OaXGPwAxdnEFi5ciICAgLemmP7nn38gk8nKLGyrTGZmJhYuXIhu3brh6dOnnzS4+NjnRggBqAeIEELIRzd27Fjo6upi6dKlFd5nwIABaNy4MVWBL8ezZ8/Qrl073Lp1i5s4/jYPHz5Ely5dcOvWrffK2vU58PDwQI8ePcoMAPLy8tCwYUNs374d33zzTYWPW1hYCEtLSxQVFWHlypUYPHjwh2pyhX2scyNfBnkPUPgYT2hJqrgHKK8A9Tcf/Kp6gCgAIoQQQggh5DNCAdDHRUPgCCGEEEIIIdUGBUCEEELIFyomJga6uro4f/48b/njx4/x3XffQUdHBwYGBvD29q5Q4dTAwEA4OztDW1sbFhYWGDZsGBISEnjbpKWlYdy4cTA1NYWmpiZcXFxw9uxZ3jYHDx5E7dq1YWBggClTpijMZZk6dSpGjx79TudMSHVS1fV/vtY6QF/fGRFCyCfEGEP+mxykv45HakIcUhPikPE6AQV5b6q6aeQr9+LFC3Tq1IlXlBIoDlA6duyIpKQk7Nq1C8uWLcOBAwfQr1+/co/3zz//oE+fPnBwcMD+/fvh5+eHCxcuoEOHDsjNzQVQXPTS3d0dhw8fhr+/PwIDA6GnpwcPDw/cvXsXAJCUlITBgwdj4MCB2Lp1K/bs2YPff/+d+5yoqChs27YNPj4+H/iKEEJIxVAhVEIIeQeMMeRkpCIr9TUK8/MU1memJEKsJoWmriGkWjq8wqWEvA+ZTIYdO3Zg+vTpStdv2rQJqampvMQI5ubm8PDwwOXLl8ucMO/r6wsPDw/8+uuv3LJ69erB2dkZR48eRZ8+fbBnzx6EhYXh5s2baNy4MYDiAq+NGzfGyZMn0bhxY1y5cgUqKipcUdBz587h9OnT3GT+efPmYcyYMahZs+aHvCyEEFJhFAARQkglyWQypL6KRm52+WmdC3LfIDU+BrnZmdAzNacgiHwQd+/exdixYzFu3Dh8++23+O6773jrg4OD0aZNG15WODc3N2hpaSEoKEhpACSTydCpUye0bduWt7xu3boAirPNAcVD5OQBj5yamhqePHnCvRcIBJBIJNz9rqqqyg2Bu3XrFoKDgxEREfE+l4CQakMgFEAgrNp/O6r68z8GGgJHCCGVwBhDyssXbw1+SnqTmYbU+FhQ0k3yIVhaWiIiIgKrVq2Curq6wvrw8HAucJETCoWwtrbmBSql169cuRI9evTgLT9w4AAAwN7eHgBw+/Zt2NvbY82aNbC2toaKigocHBxw4cIFbh9HR0ekp6fj8OHDiIuLw9GjR7mga+bMmZg1axZ0dXXf+fwJIeR9UQBECCGVkJX6Gnk5WZXe701mGnIyUj9Ci0h1o6+vD3Nz8zLXp6WlKU1Vq6WlhYyMjAp/ztOnTzFjxgw4ODjA3d0dQPH8nn/++QdbtmxBQEAAjhw5Ak1NTbi5ueH27dsAgJo1a2Ljxo0YMmQIrKys0KRJE4wfPx7BwcF49OgRJk6ciG3btqFx48ZwdXXFrVu3KncBCKlGqjr5wdeaBIGGwBFCSAUxxpCV+vqd989KfQ11bT0aCkc+KsaY0nuMMQZhBR9kwsPD0alTJ0gkEuzfv5/bLz8/H2lpabh+/ToXhLVp0wY2NjZYvnw5/vzzTwCAt7c3hg8fjvz8fKipqYExhtmzZ2PhwoV4/PgxJk6ciKCgINy6dQvdu3dHREQEJBLJB7oChBBSvq8vpCOEkI8kNzsTsqLCd96/MD8PBbmUHY58XDo6Okp7erKysqCjo/PW/c+dO4dWrVpBKBTi7NmzsLa25tZpaWmhadOmvB4oLS0ttGrViusBkhMKhVBTUwMA7N69G3l5efDy8kJgYCDatm2Ltm3bYuLEiUhNTUVoaOg7ni0hhFQeBUCEEFJBbzLT3vsYOR/gGISUx87OTiHJgEwmw/Pnz9GgQYNy9927dy/c3NxQs2ZNXLlyBXZ2drz1derUQV6eYtbDgoICSKVSpcfMy8vDTz/9BD8/P4hEIiQmJkJfXx9AcZCko6OD+Pj4ypwiIdWGQPi/RAhV96rqq/DhfYWnRAghH0dR4bv3/si9Tw/S10YmK0JhQT6KCgsoQcQH1LlzZ1y4cAFJSUncsuDgYGRmZqJz585l7hcUFIShQ4eiVatWCAkJUTrPyMPDA7dv30Z4eDi3LDk5GSEhIWjTpo3S465btw5mZmbo2bMnAMDY2JgLePLz85GcnAxjY+N3OVVCCHknFAARQkhFfYCH9Or+oM8YQ15OFpLjXuBVxEMkPH+M+MhHiI98hIzkxA8SZFZ348aNg1QqRadOnXDw4EH8/vvvGDRoENzd3eHi4sJtFxoayqW3zs3NxciRI6GlpYV58+YhPDwcoaGh3Cs2NhYAMGnSJJibm+O7777Dn3/+iX///Rfu7u4QCASYMWOGQlvS0tLg5+eH5cuXc8u6du2KCxcuYMeOHZg3bx50dXXRsmXLj3xVCCGfWlJSEmxtbXH+/HmFda9evYKJiQm2b9/+ydsFUBIEQgipMKHo/f9kfohjfKkYY0hPfIns9BSFdbKiQmQmJyAr9TUMzWtBVU0xvTOpGENDQ5w7dw6TJ0/GoEGDoKWlhb59+2LFihW87VxcXODl5YXt27fjypUrePXqFQAo7SXy8fHBggULoKenh5CQEMyaNQvjx49Hfn4+vvnmG1y+fFlpj5Gfnx9atWrF6x1ydnbG0qVLMWPGDOjr6+Pvv/8uc/gcIdXdl1oHKCQkBF5eXtyXLCXJZDIMGjQIr1+/e1Kh90U9QF+4GzduYMiQIbC0tIRUKkXt2rUxatQoREZG8rYbNmwYBAIB9xIKhdDQ0IC9vT18fX2Rm5tb7udMmTKlzMxVUVFRsLS05A23eJuHDx/C2toaaWlpZW4TFRXFa3NZr4/57cH58+chEAi4by8WLFhAGbyqMTUNrQ9wDM0P0JIvU8brBKXBT0lMVoTXsc9RmK84z4QocnV1BWMMrq6uvOX29vY4ffo0cnJykJCQgM2bN0NLi3//Msa4v58dOnQAY6zM14IFC7j9zM3NsWfPHqSkpCArKwsnTpxAw4YNlbbP398fR48eVVg+ffp0JCYm4tGjRwrFVwkhX7YdO3Zg4MCBWLJkidL1ixYtgrm5OSwsLD5xy/6n+n4V+RXYsGEDJk+ejPbt22PZsmUwMzNDREQEAgICEBgYiNOnT8PBwYHb3tTUFAcPHgRQHH2np6fjwoULWLx4MU6ePIlTp05xGXtKunjxIn755RelbWCMYcSIEZg8eTKv6vjbNGjQAN26dcOkSZOwY8cOpdvUqFEDV69e5d6/evUKvXr1wvz583mVz21sbCr8uYS8D6m2DtKTXr7zMDahSAVqGor1WaqDooICZKVW7EsSJpMhIzkR+jWq7h9HQgghfKWzS0okEqXp693c3DBo0CCoqKjg+++/5607d+4c9u3bhxs3bnAFlqsCBUBfqJCQEEyaNAkTJkzAmjVruOWurq7o2bMnHBwcMHz4cNy5c4dbJ5FIFMZZu7u7o0WLFujVqxdWrlyJefPm8dZnZ2dj+PDhMDMz48aAl3Tw4EHcvn0bQUFBStspEAiwbds2DBs2TGHdnDlzYGFhgUmTJvECtbLaGxUVBaA44KHx4qQqCIUiqOvoIzst+Z3219A1qLY9iG/r+SntTWY6ioxrQFSNhwwSQgiEwuJXVbcBUOixkQ+NLc3U1FTpYRITEzF8+HAEBgZCU7NqR0PQELgvVEBAAHR1deHn56ewztDQEKtWrULv3r2RmZn51mN5enrC2dkZv/76q8K66dOnw9TUFMOHD1e679KlS9G7d2+lPUdvU6NGDXTo0AHLli2r9L4VtW/fPjg5OUFdXR2WlpaYNWsWL4Xr/fv30bVrV2hra0NbWxuenp4KwwfLExkZiR49esDAwADq6upwcXHB8ePHP8apkM+EtoExRGLVSu8nlqhBU8/wI7Toy5CbrViXpnwM+TnZH6UthBBCKi8mJgbp6enca86cORXelzGGIUOG4Mcff4Sjo+NHbGXFUAD0BWKMITg4GB07doS6uvKJwn369MHPP/+sMOa7LG5uboiNjcWLFy+4ZadOncLOnTuxbds2pdXDHz9+jBs3bqBv3768thUWFnIvoHi4nfy9TCbjHaNfv344dOgQsrKyKtTOyti8eTMGDBiApk2b4uDBg5g7dy42btyIcePGAQCePHmCVq1aITExEdu3b8fWrVsRGRmJ1q1bIzEx8a3Hl8lk6Nq1K7KysrBr1y4cPnwYBgYGXFVz8nUSilRgaG5dqSBIRVUNBjWtlf4eVRelf/crtk/RR2gJIYSQdyH/slj+Ujb8rSwxMTG4cOECFi1aBF1dXejq6iI6Ohrjxo1D165dP2KrlaOxBV+g5ORk5Obm8qpzvy95d2V8fDysrKyQnp4Ob29vLFq0CHXr1lW6z9mzZwEUZ/SRu3DhAtq3b8/bztvbG97e3gDAZRySa968OQoKCnDp0iW4u7t/sPORyWTw8fGBp6cnfv/9d255bm4utm/fjry8PCxcuBBSqRSnT5+GtnbxvIyOHTuidu3aCAgIQEBAQLmfkZiYiPDwcMybNw8eHh4Aiq/FwoUL35pUgnzZVMSqMLK0QUZSfHFh0zLmBAkEAqjr6EPb0ARCoejTNvIzIxQKUdlwprpfM0IIkSd8quo2vC9LS0uFZ6NatWphwYIFSqdJfGwUAH2B5N8iFxV9+G9H5Tf55MmTYW5ujilTppS5bWRkJBfFyzk6OiIsLIx737x5c/j4+HDRvaEhfwhQrVq1AADPnz//QGdQ7MmTJ0hISICnpydv+eTJkzF58mQAwJkzZ9C+fXuoq6tzvVXa2tpo06YNTp069dbPMDExQYMGDTBq1CicOnUK7u7ucHNzw6pVqz7ouZDPk0ikAj1Tc+gY1UBORireZGVwRU6FIhWoa+lAqq3LPcQzxqr8H7GqJNXUQUFeJb4YEAggUa++GfMIIYR8PBQAfYH09fWhpaXFG65WWnZ2NvLy8qCvr1+hY8bFxQEoTm969OhRLkOHTCbjXgBQWFgIoVAIoVCI9PR0aGho8I6jpaUFJycn3rJatWopLJOT75+enl6hdlZUcnLxJPXyqosnJyfjr7/+wl9//aWwriIZ7QQCAU6dOoXFixfjwIED2LFjB8RiMTw9PbFp06YKX3vyZROKRNDUMyx3fs/Tp0/x5MkT2NnZwdbW9hO27vOhrqOHjOSEim+vpQuhiHqACCHVm0AohKCKh0+/z+eXlzVVntyqKlTfAelfODc3N5w7d67MoVbbtm2DkZERL410eU6fPg1bW1uYmZlh//79yM3Nhb29PcRiMcRiMXx9fQEAYrEYI0aMAFDcm1NeHZ+KSE1N5Y71Icl7pUrXJkpJScGpU6eQlZUFXV1dfP/99wgLC1N4nTx5skKfY2Zmho0bN+LVq1e4desWZs6cicDAQIVseuTrwhjDtWvXcOLECV6iEZlMhujoaK64W3Z28ST+lJQUyGQyhIeHV2nht6okUhFDy6DsLyRKEgpFFd6WEEIIqSwKgL5Q06ZNQ3JystIH7cTERPj7+6NOnToVShd97NgxXL9+HWPHjgVQXOyzdEAwatQoAEBYWBiX8tDKygrZ2dlcEPMuYmJiuGN9SPXq1YOhoSEOHTrEW75nzx64u7sjNzcX7dq1w8OHD9G0aVM4OTnByckJjo6OWL16NVcvqTxXr16FiYkJwsLCIBAI0LRpUyxevBiNGjXizot8neLj45GYmIjU1FScOnUK8fHx2Lt3LxYtWoRffvkFv/zyCx49eoSzZ88iJiaG1+tz69Yt5OfnV2Hrq46WvjE09cvvXRWKVGBoURsq75BpjxBCCKkIGgL3hWrZsiV8fX0xf/58hIeHw8vLC0ZGRrh//z5WrFiBzMxMBAUF8eYc5OXlITQ0FEDxN9hpaWm4ePEi1q5di/bt22PixIkAioesyefmyMkreZccyta5c2cAxTWJysrg8baCkZcvX4a6ujratGlTuQvwFiKRCAsXLsT48eMxbtw4eHp64unTp5g/fz7Gjh0LQ0ND/Pzzz3BxcUHXrl0xduxYqKmpYfPmzTh06BD279//1s9o1qwZ1NXVMWTIECxYsACmpqY4ffo0bt++jUmTJn3Q8yGflydPngAA0tLS0KRJE8TGxuLmzZuIjY2FRCKBpaUlXr16BaFQiNjYWLi4uMDW1hYRERHIzc3F3bt3yxwW+jUTCATQMTSFVFMbWanJeJOZDqD4b4RIrApNXQOoa+vR0DdCCPl/AqEAAmEVJ0Go4s//GCgA+oLNmzcPDg4OWL9+PaZOnYrk5GSYm5vD3d0d8+bNg6WlJW/7+Ph4uLi4ACh+EDE0NETt2rWxYsUKeHt7QywWV+rzra2t4eDggKCgoHdOYXj8+HF07doVUqn0nfYvz7hx46ChoYGAgABs3boVNWvWxPTp0zF79mwAQOPGjXHp0iXMmzcPQ4YMAWMM9vb2OHToELp37/7W46upqeHkyZOYPXs2Jk2ahLS0NNSpUwebN2+ukowmH0ORjCEjpwgyGSBVFUBdjR5MExISkJGRAZlMxgU7T548QVFRETQ0NLj5crm5uTA2NkZ8fDxyc3NhZ2eH169fIy0tDa9evUJ0dLTC72h1oaqmDv0a6mCm5pDJiv4/y5GwWieJIIQQ8ukI2Nu+oiekHIGBgRgxYgRevnypkBDhbaKiomBra4uwsDA0a9bsI7WQvIsiGUN0Yj7iUwsgK/EXQlNNiFomEuhoVN9A6NKlS0hLS0NmZia0tLTg5uaGY8eOITQ0FFlZWSgqKoKRkRGaNGmCVq1a4b///oO9vT2sra2RnZ2NCxcuoKioCCKRCN988w2Xgp0QQgiRy8jIgI6ODp7PHgItSdUOCc7My4f1sl1IT0//av7NojlA5L306tULDRs2xMaNGyu9r7+/P/r27UvBz2dGJmN4GP0GL1P4wQ8AZOXKcP/FG6RmFlZN46pYUlISl/hDTU0NNWvWRG5uLvLz8yEWiyGRSKCqWvwPVU5ODkxMTCASibgsixoaGrC3twdQnMY+LCwMBQUFVXIun4pMJkNkZCTy8vKquimEEPLlEQgBYRW/BF9fuPD1nRH5pAQCAXbt2oW1a9cqZFwrz8OHD3H06FGsX7/+I7aOvItXqQXIyJGVu82Tl7mQVbPOY8YYHj58CKD4vldRUUHNmjWRmZmJ/Px8qKqqQlVVlauMnZ2dDZFIBFNTU6SmpuLNmzcAiovByYe+5eTk4ObNm2+dK/cle/DgAe7fv48HDx5UdVMIIYQQABQAkQ/AxsYGsbGxFaqdI9egQQNER0fDwMDgI7aMVBZjDK9S3t4jUVgEJGdUr16g2NhYZGRkAAB0dHQgkUhgZGSErKwsFBQUQCKRQCKRcHPpCgoKUFBQADMzMwDAy5cvuWM1atSIS9WemJjIJVX42sTExCAqKooLDB88eIB9+/bh6tWruH37NoDie65kOv+UlBQu0CSEEEI+BgqACCGcgiKGvIK390YIAGS+pZfoa1JUVIRHjx4BANTV1SEUClGjRg0IhUJkZmaioKAAqqqqUFNT44bAFRYWcokQxGIxNwwOAIRCIZycnLhtnzx5goSEihcJ/RKkpaXh7t27UFdXh0QigbW1Ne7du4fnz5/j8uXLOH78OPLy8pCUlIQzZ85wQwE1NDTw4sULXn0lQgiptv4/C1xVvvAVZoGjAIgQ8k6+3kFbip4/f871UlhZWSElJQXm5uYAgMzMTC6pgbwXCCgOmnJzcyEUCmFqaor09HSuMCoASKVSODo6cpnPbt68yVv/JcvLy8ONGzegqqoKFRUVrjZWZmYm1NTUIBaLoaWlxV0rmUzGzRGSSCSwsrL6anvFCCGEVD0KgEiFxcTEQFdXF+fPny9zm7Vr10IgECAqKuqtxzt06BAcHR2hqakJW1tbLFy4sNwCkb169VKaXvrgwYOoXbs2DAwMMGXKFBQVFfHWT506FaNHj35rewggFgmgqvL2b3oYAC1p9fjzkZ+fj6dPnwIAdHV1kZ+fD21tbejr60MmkyE7OxtisRiMMaipqSkEQACUDoMDAENDQ9SvXx9AcY9RWFgYCgu/7KGFjDH8999/yMvLg6mpKXR1daGnp4eIiAjk5eXxetAAcL1gJZMk2NraIjExkRtySAgh1VVxiYCqf31tqA4QqZAXL17Azc0N6enpZW7z9OlTzJkzp0LHO3XqFHr16oX+/ftj2bJluHfvHubOnYukpCSFxAhFRUWYPHkyDh48CC8vL966pKQkDB48GFOmTIGTkxNGjx6NevXqYcyYMQCKU21v27YN9+/fr+QZV08CgQCmemJEJ5UdiAKASAgYaFePPx9PnjzhgpJ69erh5s2bsLOzAwBkZWWBMQYVFRWuLpC8DlBhYSGX+MDQ0BCqqqqIi4tDnTp1eMe3sbFBWloaXr58iczMTNy5cweOjo6f8Aw/rIcPHyI5ORl2dnZ4+fIlWrdujZiYGKSnp0NNTQ06OjqIjIxEzZo1AfwvACr55Yeqqiqsra3x+PFjNG/evErO41NiMhkyb91E5t07yA5/iOxH4SjKzAQrKoJARQWqRsbQtG8Edbt60GnRAlKrWlXdZEII+aJVjycY8s5kMhl27NiB6dOnl7tdUVERvLy8YGBggNjY2Lced9u2bbC0tMTu3bshEonQqVMnJCYmYvXq1Vi9ejU3kfzu3buYMGECbty4obRY6pUrV6CiogJfX18IBAKcO3cOp0+f5gKgefPmYcyYMdzDFnk7MwMxkjMLkZ1b9hwfWzM1iL7CMcGlZWdnc72ZJiYmyM/Ph0wm4w1/A8AFQGpqalxGN5lMxvUAyXs8Xrx4gfT0dOjo6PA+p0mTJsjMzERmZiZevnwJLS0t1K1b9xOd5YcTHR2NyMhIWFlZIS0tDfXr14eKigoiIyMhFAqhoqICkUjE9Q4B4HrMSvf+2tjY4Ny5c0hISICJicknP5dPoTAjHUlHjyLxwD/Ij48HRCJAJgNKZAVk+fnIi4tFXvwrJJ88gZhfGDSbNoNJ777Qa9MWAhX6Z5wQQirr6+vTIh/U3bt3MXbsWHh5eWHXrl1lbrdixQokJCRg9uzZFTpuXl4eNDQ0IBL9r6CmoaEh8vPzeZOfhw4dCplMhtDQUBgbGyscRyAQQCKRcPMoVFVVuSFwt27dQnBwcIXbRIqJhALYW0lhrKOC0iGOmqoA9S3UYFhNen/Cw8PBGINAIED9+vURFRWFmjVrQuX/Hzrl96pQKOQ94KuoqHBJEOQsLCwAFAcJpamoqKB58+Zc4P/48WO8ePHiY5/eB5WYmIi7d+/CyMgIenp6UFFRgYmJCeLj45Geno6CggJoa2ujoKAA6urqXBAoEokgFAoVAiCxWAx7e3vcvXv3ix8WWBpjDMmnT+Fuv96I3bS+OPgBgKIiXvDDU2Jd1t07ePbTXDwYORw5kc8+UasJIVVCnoSgql9fGQqASLksLS0RERGBVatWQV1dXek2Dx48wIIFC/DHH39AQ0OjQsedMGECnj59ioCAAKSlpSE0NBRr1qyBh4cH9PX1ue127tyJy5cvo3HjxkqP4+joiPT0dBw+fBhxcXE4evQovvnmGwDAzJkzMWvWLC7dMKk4FZEAdWqqoXldDdStKUEdMwka1ZLCwUYd+lrVI/hJSUnBq1evAICr25OSkoJatWpx26SlpaGoqAhSqRQqKipQUVGBUCiEqqoqGGO8pAZ6enrQ0tJCXFycwjw1oDj7WfPmzSEUFv9Zvnv3Lvf5n7v09HT8999/0NLSQqNGjRAREcEVfH327BlUVFQgFouho6OD3NxcaGlp8aqJSyQSpfP/zMzMoKur+1WlxS7MSEfEvNmIXPATirKzyw54yvP/wyzfPI/Eg+FD8WrXzq+6lhQhhHxoFACRcunr63PDfZQpLCyEl5cXRo4ciXbt2lX4uK6urpg5cyZmzpwJPT09uLi4wNjYGHv37uVtV1bgI1ezZk1s3LgRQ4YMgZWVFZo0aYLx48cjODgYjx49wsSJE7Ft2zY0btwYrq6uuHXrVoXbSACxigBGOmIY64qhrS7ietq+djKZDPfu3QNQ3ENRt25dREVFQU9Pj3twZ4whLS0NAoEAYrGY6/2RB0AAFLK6WVpaoqCgAPHyb/xLMTAwUMgM9/r16491mh/EmzdvcP36daioqKBFixZ4+PAh7OzsoKqqipSUFKSmpgIAd11ycnJgbGzM6/1VVVXlJUEoqVGjRnj58iWSk5M/yfl8TAXJyQgfOxpply8VL3jfoKWoCCgqQuzmjYha5gemJLAmhBCiiAIg8l6WLFmC1NRULFu2rFL7/fDDD/D398f8+fNx7tw5/PHHH3j9+jW6dOmCnJycSh3L29sbaWlpyMrKwr59+6CqqorZs2dj4cKFePz4MSZOnIj169fD09MT3bt3L/NBixC5iIgILgOZnZ0dVFRUEBsby+v9ycnJ4QqgAuACILFYzA1le/PmDZcUAQDMzc0hFArLHd5mamrKBf4ymQxhYWHlJh+pSgUFBbh27RoKCwvRokULJCQkQEVFhct69+zZM0ilUhQUFEBTUxMCgQBv3rzh1supqqqWmQFSTU0NDRo0wJ07d5T2nH0pCtPT8WjiOOTGxnI9OB/S62P/ImqlP/UEEfKVEQiFn8Xra/P1nRH5ZG7dugU/Pz/89ttvkEgkKCws5B72ioqKynxYiYuLw5YtWzBz5kz4+vrC1dUVw4cPR1BQEEJDQ/HHH39Uui1CoRBqamoAgN27dyMvLw9eXl4IDAxE27Zt0bZtW0ycOBGpqakIDQ1995MmSj179gy3bt3iPex/qTIzM3lpr2vXro2XL19CIBDwHtzlPRslAyD5e3kPUMlU2EDxg76pqSmSk5PLrfljaWnJS48dGhr62dUIkslkuHHjBrKysuDk5AShUIioqCg0atQIQHHvV0JCAhcUGhsbc4FcyWGuQPkBEFB8PaRSKR4/fvzxTugjYowh0ncBcuNii3ttPpLXRw4j6fDBj3Z8Qgj5WlAARN7Z4cOHkZ+fj2+//Zb71tvb2xtAcR2Pjh07Kt0vOjoajDG0bt2at9ze3h4GBgZ48ODBO7cpLy8PP/30E/z8/CASiZCYmMg9bAmFQujo6JQ5/IhUXkpKCgoKCmBtbQ0AuH79+hc9YZ0xhjt37kAmk0EgEKBJkyZcXStLS0tufg5QPP8HAFcDSD6kS01NrcwACPjffKKYmJhy22Jra4vatWsDKM6QFhoaqnCsqnTnzh28fv0aTZo0gYGBAW7duoUmTZpwgeCzZ8+gpaXFBW5aWlrIz8+HqqoqtLS0eMeSSCRv7Zlt0qQJXrx4wV33L0nyiSCkh179qMGPXMy6tch79fLtGxJCSDVGARB5Z6NHj0ZYWBjv5ePjAwA4cuQINm/erHQ/W1tbiEQiXLp0ibf88ePHSE5O5h6m38W6detgZmaGnj17AgCMjY25gCc/Px/JyclKs8mRiissLER4eDjevHmDZ8+e4e7duxAKhWjatCm0tbVx9erVcr/N/5w9f/6c69mpU6cOtLW1kZqaivT0dFhZWfG2lT+ICwQCFBUVcT1BpQMgeS0gOUNDQ0ilUu6LgPI0aNCAm4OXk5OD0NDQz+LaPnr0CLGxsahbty4sLCwQHh7OFT0FgNzcXMTExEAqlUIsFnNzo968eQNNTU2FNOBSqRS5ubnl9iCqq6vDzs4ON2/e/CyuQUUVpCTjxaoVwCeaPycrLMTzZX6f5LMIIR+fQCj4LF5fGwqAyDszMzODk5MT7yWfI9GoUSOuWCQAhIaG4tmz4nStRkZGmDx5MgICAjB37lycO3cO27dvR5cuXWBpaYlRo0a9U3vS0tLg5+eH5cuXc8u6du2KCxcuYMeOHZg3bx50dXXRsmXLdz/pauTJkyfIysri3ickJCArKwsXL17EmTNncOHCBTRs2BAJCQncELEGDRqgZs2aCAkJqfRcrqqWk5ODR48eAQA0NTW5gqUvXryAkZERL8OhTCZDeno616shD4CEQiEkEgk3B6h0KmygOGCytLREXl4eEhISym2TvBdKHrRnZmYiJCREIaj6lKKjo/H06VNYWFjAzs4OSUlJyMjIgK2tLbfN06dPoaOjg6ysLIjFYpiYmCAjIwPZ2dnQ09NTqOklzzD5tvOqXbs29PX1uXlHX4LEgwcgy8t7/4QHFVVUhMz/biD7Ufin+TxCCPkCUQBEPgkXFxf4+vpy7wMCAhAQEIADBw6gS5cuWLBgATp16oQbN25AT0/vnT7Dz88PrVq1Qps2bbhlzs7OWLp0KWbMmIF///0Xf//9t9KCqoSvoKAAT5484WV9e/z4MVenycDAAA8fPoSKigoaNGiAe/fucUOYateujbp16+LKlStcIoEvwd27d7l5a02bNoVQKERBQQHi4uIUen8yMzMhk8mgo6ODnJwcCIVCbq6LiopKuUPggPJrApUmFArh5OQEQ0NDAEBWVhZCQkJ4wemnUrLWT+PGjZGXl4f79++jadOm3L2Sm5uL6OhoGBgYoKCgAAUFBTAzM0NKSgpkMhl3HiXJA6CKBM1NmjSBmpoawsLCPvs5Z7LCQiQeDPwoSQ/KJRIVfy4h5MsnEAACYRW/qAeIVGOurq5gjMHV1bXMbYYNGwbGGC9bFlA8t2L79u3ce4FAgMmTJ+PRo0fIy8tDVFQUfvvtNxgZGZV57KioKN4xSvP398fRo0cVlk+fPh2JiYl49OgR2rZtW+b+5H8SExOhoaHB6/WQSCRgjEFXVxdGRkYoKChAREQErKysoK2tzaWNBorTkzdp0gTXrl1DUlJSVZxCpcTExHDtrF27NheEx8TEcIkLSpIPf1NXV4dMJuN6fORz4eT1gMoKgKRSKYyNjZGYmFiheT0ikQgtWrTg2vHmzRuEhIR80uxwJWv9ODo6QigU4s6dO6hXrx7vS4WIiAjo6uoiMzMTOjo6kMlk0NLSQm5uLlRUVHj1f+Tk+1ckABIIBHB0dARjDDdv3vyss56lh1xGYVXMWSoqQnJwcHGdIUIIIQooACKEKHj16hVq1KjBWyav1aKvrw81NTUYGRnh5s2bAIp7TJKSkhAXF8dtb2RkBGdnZ9y9exfPnz//pO2vjOzsbC7xhrq6OurVqwegOGiXJz8oXf9IHgDJe3rk/5UHP/L/VzYHSM7S0hKMsbcmQ5CT9wTJ5wTl5+fjypUrn6Q+Tk5ODq/Wj1gsxvPnzyGRSHj3SW5uLl68eAFzc3MkJSVBJBLB1NSUC9REIhE0NTUVji8PHCs6tE8oFMLZ2Rk5OTm8wPtzk3n7FiCqmsLBrLAA2eFfTwFZQgj5kCgAIoTwyGQyJCYmKvR6SCQS5Ofnw8DAADKZDGZmZoiPj0dSUhKkUikaNmzIGwoHADo6Ovjmm2/w8uVLLrva56SoqAg3btxAQUEBgOLhVfJsbnFxccjNzVWalCMtLY0b9gZAoQcIKL5eZfUAAYCJiQkkEgliYmIq3IshEAjQtGlTrk3yFNlvm0v0PnJycnDlyhUUFRWhRYsWUFNTQ0ZGBqKjo2Fvb8/bVt77k5OTAyMjI6SkpKBmzZpISUlBfn4+1NTUFDLAyamrq1dq3pg8GHv9+jU3d+tzk/XwAVBURXOVhEJkP/48rwshpOKqOvkBJUEghFQL8fHxUFVVVcjUJU9VrK+vj4yMDNSsWRNSqRQPHxZ/y2xpaQldXV3cvXtXYT8XFxcwxnD16tXPqhDt/fv3uXlKdevW5eanMMbw5MkT1KpVi+vdkSsqKkJmZia0tbW54KasHiB5EgRlAY5QKIS5uTmys7Mr1YsjEAhgb2/PJRmRF0st2fv2ociDn8LCQrRs2RLa2tooKirC7du30bRpUy4ABP7X+2Nra4vo6GhoaWmBMQZDQ0OkpqYiPz8fUqn0gwVAwP/urZiYGNy/f/+zCrCZTIac/68nVVUoACKEEOUoACKE8Dx//hxWVlYKw77kQ+DU1NSgrq4ODQ0NGBsbcymxgeIelNevXyM2Npa3rzxNdo0aNXD58uVPOnelLNHR0VwSAiMjI9StW5db9/LlS+Tm5sLGxkZhv/T0dDDGoKenx9W4KRn0yHuAVFVVUVRUBMZYmWmb5TWBKpIMobS6detyPTDy+TCPHz/+YHNisrOzERISgsLCQri4uHAprsPDw1GzZk2FAPnZs2fQ0dFBQUEBxGIxcnNzYWZmBplMhoyMDIjFYkgkEi5deGlSqfSdMgdKpVK0adMGGRkZuHTpUpUkh1BGlpcHll+Fwb5MhoJPMDySEEK+RBQAEUI46enpSEtLU8h6BvxvCBwA6Ovro6CgAMbGxigsLMSLFy8AFD+M2tvb4/79+0qHftWuXRuNGzfG9evX8fJl1RVrzMjI4OaOSKVSODg4cAGfvPfHyspK6cO6vE6QfKgXAN5QOHkwJA+AAJQ5DE5TUxP6+vp49eoVNwyvMqytrdGsWTOu7U+ePMG1a9feu05OdnY2N+zNxcWFC3bkqdDlBVrlcnNzERUVBTs7O27eVHx8PGrWrIm0tDQwxiAWi8vs/QGKe4Dy8vK4a1YZampqcHFxQY0aNXDp0qV3Cig/NPYOP88P3oYvqF4SIe/qc06E8kEIhZ/H6yvz9Z0RIeSdRUZGwtzcXGHYF/C/HiCgOABKTk6Gubk5tLW18eDBA274kYWFBfT09BSGwskZGRmhVatWePz4MR49evTJ//EqKCjgUigLhUI4OjryzvfVq1fIyclR2vsD/C8BgjwAEggEXACkoqLC6wGS16opb3K/paUlZDKZQq9ZRZmbm6Nly5bcOSQlJeHixYtcOyurrOAnNzcXDx8+5KW8lpP3/qiqqiIjIwMSiQQqKirQ19dHSkoKgOJr87YACHh7LaCyCAQC1K1bFy1atMCTJ0/w33//vVNQKXfjxg0MGTIElpaWkEqlqF27NkaN+j/2zju8rfp8+x/taXnvPWM7ezg7JGFDA5TZ8qOUVVpWWWW1UKDQsqGD1b4tLVBKyx4lYSQhhOw4ie0kjvfeW7Ika+u8f6g6WJa8QgKU6nNduuJIR2fp6Oh7f5/nuZ+raWxsDFju8ssvRyKRiA+pVIpOp2PesmW80NaBY4K0PIvbzTn7yvigJ9gpsd/p5J6aek7Zs5+1u0u5q7qWXkegoBEEgVc6ujh/fzkrd+7lgv0VvNHV/cU5GSXgf/rTn3LPPfdM6xxccsklPP744yFf83q9vPDCC5xwwgnExsZiMBhYsGABf/jDH4LSXEefH4lEglwuJzY2llNOOYUNGzZMuA/vv/9+0PXmZ/fu3axduxadTkdiYiKXXXYZvb29Qcv99re/5dRTTwV8aZ133HEHmZmZaLVali1bxkcffRT0nrfeeovFixdjMBhIT0/n8ssvD1lr5xf803G7PHLkCNnZ2eN+R2tra7nuuuvIzc1Fo9GQkZHB97//fSoqKgKWu//++4POrUajIT8/n9tuuy3k+t99910WLlyITqcjMzOT++67b8IJk1tvvXVC59ezzz6bv/zlL1M5bJGVK1fyxhtvTOs9oWhvb2fdunXiBFyYMNMhLIDChAkD+Aa4nZ2dQbP7fkZHgGJjYxkaGiI5OZno6Gj6+/vp7v5i4DV37lwGBwfHnYnX6XSsXLmS4eFh9u3b95U2tSwvLxcjN8XFxQF9p0ZHf9Rqdcj3G41G5HI5Go0Gu92ORqMR9390CpxCoRBF4URW1ykpKcjl8i8VtYiLi2P16tXisfhtsqe7ztHiZ/ny5aL4EQSB8vJyioqKgs6L38a+oKCA5uZmUlNT6e3tJSUlBYlEIgogIKQDnJ/p9AKaiJiYGFavXo0gCHz++edHZcP+7LPPsmzZMnp6enjkkUf48MMP+cUvfsHnn3/OokWLRPdDP0lJSezatYtdu3axfft23nzzTb6zbh1/bevghsrqkCLI5HJzy5EauhzBg0+3IHDTkRqOWCzcmZvFnbnZVJqt/LSyGveodT3d3MZzLW2cnZjAb4tnsComiscbW3inuxdkMlSJiQBs2bKFt99+m5///OfTOg+PPfYYDz/8MFVVgU1VR0ZGOOWUU7jxxhtZvHgxL730Em+++SannXYad955J2effXaQCLrqqqvEc/Tpp5/y/PPPI5FI+M53vsMzzzwTcvubN2/m//7v/0K+tn//flH8vPPOOzz66KN88sknfPe73w1adsOGDZxxxhkAXHHFFfzpT3/irrvu4v333ycvL49169axbds2cfk33niDCy64gAULFvDmm2/y0EMPsXXrVk488cSA77IgCFx55ZXcfPPNE7ZwGEtxcTFnnXUWN910U9Br77zzDvPnz2f//v3cc889fPjhhzz00EM0NjayZMmSkGLNf1537tzJ+++/zxVXXMGf//xnli5dGlBfuGHDBs477zzmzZvHe++9x+23385TTz3FDTfcEHI/H330UX7729+Oexwvvvgira2tXHnllVM+doDf//733HDDDSHF6nTYtGkT69ev/1LrCPO/y9fjzxkmTJhvHC0tLcTExIw7Sz86AqTT6cQ6j/j4eHp7e2lsbCQlJQXwpSTNmTOH8vJyYmJixrU+Likpobq6mu3bt7N48WJxEHy8qK+vF4VaampqkMNbd3c3VquVpUuXhny/0+lkZGSEuLg4MVKh1WrFSMPoFDi/CxxMHNWQyWSkpqbS0tKC0WgUa22mi1qtZvny5Rw5coSmpia8Xi8VFRUMDQ0xa9asAMOCUFgsFnbt2oXX62X58uUB/XqamprQ6XRBzoDgO6eRkZFER0ezb98+lixZwp49e0Tji6GhIdFAY6II0HR6AU2GQqFg0aJFtLa2Ul5ejkKhICcnh9TU1EnPw44dO7jpppu44YYb+N3vfic+v2bNGr773e+yYMECrrjiioDZeJVKFXTNnHHGGaQdquDGDz/mHx1dXJmeKr62dWCQJ5taGPGEjg5t7h+gzjrCP+fPJvc/34kCnZaLyw6xsX+QMxLi6LDbebWzi9tysrgg2Sd0SqIi6XE42W00cm5yItoZPkv3W265hZtuuimgr5ef+++/nxdffJHm5uag11JTU/n+97/PXXfdxXvvvSc+f+utt7Jjxw4+++yzgOM+9dRTWbBgARdddBHPPvsst956q/iaP1I5mgsvvJBzzz2XW2+9lXXr1on948xmMw899BCPP/44kZGRYq3daG6//XZxIO//TA0GAzfddBNNTU3id9tqtbJt2zaefvppGhoaeP3113nuuee49tprATjxxBPZsWMHzz33nNhE+8EHH+TMM8/kj3/8o7i9wsJCFi9ezAcffMAFF1wA+MRKeXn5uFEsiUTC3/72Ny6//PKg137+85+Tnp7OTTfdxIIFCwBfJPXSSy/l9NNP5/XXXw+4Vs8//3xWrlzJZZddRnNzc0DvrbHn9ZRTTuGkk05i1apV3HXXXfz5z38G4OGHH2bx4sW88MILAJx88sn09/fzm9/8ht/+9rfi9dHU1MStt97Kv//976BaPz92u5277rqLP/zhD0hDpEddfvnlNDc389lnnwW9tnDhQhYuXMhvfvMbfv/734dcf5gv8Ef3vu59+LYRjgCFCRMCe3cfvR9upf3v79L659do+9ubdL62nuGD1Xi/wmjFV4XX66WlpWXc6A/4BuqjXbZiY2MZHBwkLS2N6OhompqaAgrQU1JSSE1NZf/+/eO6c0kkEoqKisjPz2fHjh309/cfu4MaQ3t7uziTrdfrmTNnTsDr/uhPRkbGhNEfCKz/GSuARtcDCYKAIAiTpnV9GTOE0UilUmbNmsWCBQvE/WhtbWXHjh0TmgNYLBZ27tyJ1+tl2bJlAeKnv7+fjo4OiouLg97ncDhoaWmhoKCAtrY20RlPpVIRHR2NxWLB7XaLtVQTCSC5XI5SqTwmAshPRkYGJ510EgUFBbS2trJp0yaqq6snjMg9/vjjREVF8dBDDwW9FhcXx1NPPcX555+P2WyedPvfXfcdZkboebv7i5lus9vNndV1LDAY+EPxjJDv2200kalRi+IHIEerJUujYceQEYCtA0MopFLOTgyMPDxUmM+jhQUgCOhmFLJ+/XoOHjzIxRdfPOn+huIHP/gB//73vzl8+DDgS7F84YUXuPLKK0NOFFx44YXcfvvtpKenT7puiUTCI488gsvlEgflAC+88AIvvPACzz77LD/96U+D3jcwMMBnn33GddddFyASzjvvPNra2gImNjZv3kxKSgqFhYWkpaVRWlrKJZdcIr4ulUqRy+Xi5I7X6+WUU07hxz/+ccA2/SYpDQ0N4nMPP/ww559//rj3i4lITk7mxBNP5JFHHhGfe/rpp3E4HDz99NNBQl2j0fDkk09y1VVXTSm9dcmSJZx77rm8/PLL4nfqxRdf5KWXXgpYzl+rODpd9JZbbqG+vp5PP/2UefPmhVz/Cy+8wMjICGedddYUjziQH/zgB/zlL3+ZMELb2NjIOeecQ2xsrJiu+OGHH4rHcsUVVwC+Wki/yMzKyuKWW27hpJNOwmAwcM011wC+1OYrr7yS9PR0NBoNixcv5v333w/YnkQi4Y9//COXX345kZGRxMTEcOONNx7V8YX55hMWQGHCAJ4RG21/e5PSc69hY8oyNqevpPTsH1Nx5Z0cuu5eDv74bsp+cCvbFp7DR5Hz2L70fI7c8SiWmsbJV/5fQEdHB3K5nISEhAmXk0qlopjx13ckJyejVqvxer1Bs8izZs3C6/UGpdCMJTU1lZKSEsrLy6mvrz/mdUE9PT2Ul5cDvh/8kpISMVIzehmLxUJeXt6465mKABq9XqVSidfrnVQARUVFYTAY6OjoOCoTgLGkpqaycuVKcUbXZDKxdetWamtrg8SoX/wIghAU+bFarRw6dIhFixaFjJw0NDQQERFBfHw8zc3NZGVl0dHRQWqqL9rhT3/zpwZONlDUarVHXQM0HlKplJSUFFauXMnixYuxWq18+umnlJWV0d3dHZTS9PHHH3PSSSeNG4284IILuPfeeycUcw6Hg/7+fqwpaSyNjKTX6aTL7htgq6VSXps/h/sLcon6T7rkWJpHbGSEOFfpGhWtNt/+1lpHyNCoKRs288PyQyzbuZez95XxZpevTkWq0aCdUcgrr7zC0qVLAwSJx+PB7XbjdrvF68H//7HpqMuWLSM1NZVXX30V8AkKt9s94cD3scce48ILLxz39dEUFhaSnp7O9u3bxefOOussmpub+clPfhLyPQcPHkQQBBISErjkkkuIiIhAr9fzgx/8QDQp8TM6/U2lUrFo0SIMBgNer5fW1lZuvvlmGhoaxIGyVCrlySef5JxzzglYz9tvvw0gOi/W1NSwb9++gOMUBCHoPHq93qBz7eeiiy7i3XffFScnPvroIxYsWCBG0seyZs0aHnrooaAm1eNx2mmn4XQ6KS0tBSA3N1e0zzeZTLz11ls88cQTXHLJJQGR51//+tccPHiQE044Ydx1v/LKK6xbty4gEjX6uvJP/ox3XZ1zzjl4PB7eeeedkOv3er2sW7cOi8XC3//+d9577z1iY2M5++yzqa+v5zvf+Y5Y0/b222/zy1/+UnzvM888w5w5c3jrrbe49NJL6enpoaSkhM8++4zf/OY3vPXWW2RlZfHd736Xf/zjHwHbvfPOO1Gr1bzzzjv88Ic/5Omnn57CmQ7z30g4BS7M/zTWhlZanv8HrS+8gcdi9TmdTNJLRHC6MO0/zHBFFU2//SsxqxeTdf2lJJ19EpJJ0mu+iXi9XhoaGsjOzp40zC2TyfB4PEilUmJiYqitrUUul5OUlITJZKKlpYWioiJxsCyTyViwYAHbt28nLi6OxP/UJIQiKiqKVatWUVFRQW9vL/Pnzw/4cT1aBgcH2bdvH4IgIJPJWLJkSciUvNraWnF2cDxGCyB/MbxOpxtXAKlUKrxe75SiGhkZGRw+fJj29vaQLnzTxWAwiOezq6sLr9dLTU0NnZ2dzJkzh5iYGMxmM7t27RLFz+hBvdvtZv/+/cydOzfkOfHX/ixatIj+/n5cLhfx8fFUVFRQWOhLvfILIJlMNmH9j5+j6QU0HaKjo1m4cCE2m42Wlhbq6upEi+7IyEgEQcBut08pegE+Qw2Hw4Hb7ebQoUOYzWbMZjMulwu9Xo8+NY3YmCho72DA5SJZrUIhlZKpnfi6Nrs9pGuCBZBWJsPq8Qkgo9tFn8PJvbX1XJ2eRqZGzcb+AR5rbAaplOtvuAGZWs2nn34aFP056aST2Lp1a8BzilFirKmpSUxHk0gkLFq0iM2bNwOIZh2hGgQfLUlJSQE1hOMZkPjxRw2uvPJKzjjjDN59913q6ur4+c9/TkNDAzt27BDTsj788EOeffbZoHU8/PDD4gD6qquumrDQv66ujttvv50FCxaIYurTTz8FYPHixeJyW7duZe3atQHvveqqq7jqqqsAuOyyy3jxxRfF10pKSnC5XGzbto0zzjiD9vb2cSMuR4M/ZXX0uQXfhFdaWhrg+xzvv//+gNfHNjgei9lsprS0lO9973sBz+fm5gYZEoy+rkZPbOl0OoqKiti8eXNQtA2gt7eXqqoq7r77bs4880zAd65/9atfYbfbycvLE6+T+fPni9cr+LIPnnzySfEauPPOO+nr66O6ulq8bs8880xOPvlkbrvtNi6++GJx2aKiIjH18YQTTpi2wcNxQfINcGGTfPviJWEBFOZ/Eq/bTcPjf6bugadBAME/6z6NRoqC2/eewe37Gdy6l6il85j310fR5Wcdhz0+fjQ0NCAIwpQG3X4B5Lc0drvd2Gw2UlNT6ejowGKx0NHRIaZ0AURGRlJUVER5eTmrV6+eMAqgUqlYvHgxzc3NbN++nZkzZ447GzoVhoeH2bNnj+j4VlJSErLGpqenh+HhYRYtWjTh+vz1LKN71qjVajFqo1AokEqlSCQSBEEQ64Dsdru4D+ORnp5OTU0NDQ0NZGRkHJOca38tTFdXF4cOHcLhcGA2m9mxYwfR0dGYTCYUCkWQ+PH3FcrOziYmJibkuv3Rn4SEBEpLS8nIyKCnpwedTidGkYaGhsQo2EQREz9arfa4pkH60Wg0FBYWUlhYiNfrxWKxYDQaxcFbU1MTH3300YSfl39mf3BwEK/Xi0KhICsri4iICHQ6HVarlcbGRizJyXCwkul8mgJCyOUFAfwN2V1eAaPbzaOF+ayN9X1GJVGRdDuc/LWljfvPPY+RkRF6e3uDxMqf/vQnMYXv//2//8cHH3wQkA409juXlZXFjh07AMRzciwilaOZzvXuN2NZuHChOEA96aSTiIqK4uKLL2bjxo2cdtppVFZW0tPTw4knnhi0jrPPPptVq1axb98+7r//ftra2vj444+DlquqquKUU05BpVLx5ptvisff2NhIVFRUwP1k4cKFYrQFfALnvvvuY926dQBio2U//kF7U1MT4Du3x/q8QvC51el0bN68GZPJxEMPPcSiRYvYsWNHyDTXULS2tuLxeIKuq3//+99iKuGvfvUrOjs7+dOf/jTuerKyssRjH0tiYiLFxcVcffXVbNy4kTPOOIPTTjuNp556atL9Ky4uDvjufvbZZyxbtixof3/wgx9wxRVXUF1dLR778uXLxdflcnnQZxbm20NYAIX5n8N8uJayy2/HfLAajkWm1X9+sEz7DvH5/LMo/M3PyLrh0v+KaJDZbKa2tpbly5dPONjz4xdA4PuxNhgMGI1GEhMTUSgUeDwe0RZ2NDk5OfT19VFeXs6SJUsmHexkZWURFxfHgQMH6OnpYfbs2UEpa5NhtVrZvXs3brcbiUTCggULxnVq8kd/JjJhsFqtOJ1OcVbVL4BGW2j791Eul+NyucTBP/iKhidav1wuJzMzk/r6enp6ekIaDhwtycnJxMXFUVVVRUtLC/39/ZSWlqLX67nggguCxElNTQ06nW7cSIg/+uOPpvT29jJz5kwqKirE9Den04nVaiUxMVG8RiZDo9HgdDpxu93T/ryPFv91bDAYyMjIICIiAqlUyqpVq0KmYlqtVhwOBzExMWg0Gt58801qamooLCxEEAR6e3uprKykr6+PVlsrH7trAYhThk53C4VeLscaYiBs83rQ/+e+opXJkADLo6MCllkWE81uo4lhlRrPfyKWY80P/GlQAB988AFKpXJC8a/T6cTmxf5Be0tLCzNnzgy5fHd3N3FxcVP+DDs6OsZdVyj816tfWPg5/fTTAZ/T42mnncaGDRtYvXp1yO/d7NmzAd8sf1RUFFdddRU7duxgxYoV4jJbtmzhvPPOIyIigo0bNwYMoE0mU9B5jYiICDqPWVlZ457b0Smq/mUnsnR2u9309fVNOQWuo6MDQIz2+ImKihJF4Zo1a8jOzua3v/2taJYwGf79HXv8/nMKvhpRs9k85etqLBKJhI0bN/LrX/+at99+m5deegmFQsG5557L888/P+7EDBB0rxkcHGThwoVBy/nvsaNrqkanAH9TkEglSKRfswnC17z948G3L6YVJswE9H64lW1LzsNSWXdsxM8oBLcHr8PJkdse5sD/3YL3G96EUBAEKioqyMrKCrCCnojRAgh80R2TyYRUKiUpKQmpVMrQ0FDIIt158+YxPDwc1EdlPPR6PStXrkStVvP5558H2ClPht1uZ/fu3eJs5Jw5c8YdNPT09GAymcjPz59wnf60G/+M4MjICHK5XBRzMplMFJH+FMDRzVCnUtuSnZ2NVCqlvr5+0mWni0KhYM6cOSQkJNDZ2YlOpyMvL4/Kykr27NkjDkQ6OjowGo0TzgY3Njai1+tJTEykpaWF+Ph4ZDIZAwMDYvTAX4uh0+lwOBxTToGDo+8FdCw47bTT+Oyzz8S0vbGPN954g+zsbA4dOhRQF9XY2MiWLVvYu3cvvb297Dbu5uXOl+muGyAiSkViiKa645GpUdNmcwQ932ZzkP2f9Ll0jRoBcI2OWkskeP+TcqTRaIiNjQU46p5QfoaGhsTr/sQTT0ShUEzYv2fdunUBg+GJqKqqorOzk9WrV095f/zf1bFW2/5UVH/K5uj6H/BFWl544YUgE4ySkhIA2traxOdeffVVTjvtNFJTU9m5c2eAaATffeBYnFf/usB37R04cCAoZc3PRx99REpKCv/617+mtP5Nmzah1+tZsGABbreb1157jbKysoBloqOjyc3NDTj2yfDv77G8rkKRkpLCc889R1dXF2VlZdxxxx289dZb3H333dPaTkxMTMhz2tXVBQRH5sL8bxAWQGH+Z+h+bxOl516D4HKL6WvHbVvvfsK+867/RougpqYmHA6HWK8xFWQyWUAxa1RUlPgjmJKSglQqRalUhrTUValUzJ8/n+rq6in/cEqlUoqKipg7dy5lZWXU1NRMapDgFz/+CE1hYWFQRMqP1+ulsrJSbIo4EX4BFB8fL0Ypxhog+JmuFbYftVpNWloaQ0ND0xJ8U8Hr9XLgwAF6e3s5/fTTOfvss0V3tt7eXj7//HO2bNlCeXk5CxcuHDdK53Q6aWpqYsaMGWIheVZWFp2dnURGRoqzwv7Bnf+8TDUFDghpe/xV8bOf/YyBgYGQg6ze3l4ee+wx8vPzWbp0KRaLhaGhIWw2G5WVlb4oodfJO73v8Lnlcyy1FqytVmKWJ7ErXsA7xVmXJVGRNNtsNI6qh2ocGaHZZmNJlM+WeMV/Ij8b+0ddJ4LAHqXPgt5gMKBSqUhKSprW4DYUbW1tYopsVFQUP/rRj/jzn/8ckO7l55///Cf79+/n0ksvndK677vvPjQaDZdddtmU96eoqIisrKwgIeBP41u1apWY6umvHwHfPe9HP/qRaGjgx99bZ+7cuYBPOP3whz9k+fLl7NixIyiCApCZmYnVag0yXZgO/s/Ff26vv/56lEolN954Y1Aq3MjICPfeey/R0dFTcl4rLy/nnXfe4YorrkCtViOXy7njjju48847A5ZrbW2lqqpKPPap4LeTP5bX1Vh27dpFYmIipaWlSCQS5s2bx69//Wtmz54tbncyS3s/q1evZteuXUHpdq+88gpJSUkTGt+E+fYSToEL8z9B/2e7OfD9m8Ar+BLpjzdegb6N2yi/7A7mv/rbb5yHvtVqpbq6msWLF0/5RwSCI0BRUVEcOXIE8AkDfw2MP6VFMcblKj4+nuzsbA4cOMAJJ5ww5RSZ2NhYTjjhBA4ePMiOHTuYP39+yJ4mFouF3bt3i2IjJydnwshOY2MjLpdrUhEoCAL9/f2o1Wr0er0o4CYTQKNtnaca1cjNzaW1tZWGhoYJ0zymg98JanBwkBkzZoiWvmlpaWK6lsvlYteuXeTl5VFeXk5BQUHIHiANDQ1i9MfvHhgfH09tbW1A7Yj/HPlthqdiaKHVapFKpZjN5mOaAjgdli5dyoMPPsg999xDVVUVl112GfHx8Rw+fJgnnngCs9nMyy+/LEZ6LBYLLpeL6upqzIKZXdZd9A/301vZS/dn3UTmRBJXEMffJQ70di/FZg2ySSqCTomL5cX2Tm4+UsP1mb40xGdb2sjVajkpzhfVWRhpYFV0FE81tWDzeMjVadliiGbP4cMBPXtOPfVUsX4nFPfff39QEfxoBEFg586dAXbADz30EKWlpaxdu5YbbriBtWvX4nK5+Oijj/h//+//ccYZZ3DHHXcErKe9vZ3du3cDvlSu9vZ2XnrpJT7++GP+9Kc/hRQZ4yGRSHj88ce56KKL+N73vsePfvQjqqur+cUvfsH555/P/Pnzefvtt0lPTxevdfANhP37bDQamTFjBlu2bOGxxx7jxz/+MUVFRdjtdn70ox8RERHB3XffHeRgmZaWRlpaGqeeeirg6xs1NhVv9LmbiO3bt6PVasX+Q1lZWTz//PNcddVVrFq1imuuuYaMjAzq6+v57W9/S319PR9++GHQvc9/XgVBEA0KnnrqKQoKCnjwwQfF5e6//36uvPJKrr76ar73ve/R2dnJAw88QGxsLD/72c+mePZ9Ud0VK1awY8cObrnllpDLjDZ7CIXJZKKyspLbbrst5Ovz589Hq9Vy6aWXcv/995OUlMSmTZsoLy8XG8j666/efvttzjzzzHHv47feeit///vfOfnkk7n//vuJi4vjpZde4tNPP+Wvf/3rlNK/v1Yk0q/fhODr3v5xICyAwnzrcQ4aKbv4ZgSv56sRP368Al1vfkjs2qVk/vj7X912J8Gf+paWljbt0P9YAaTX6/F4PIyMjKDVaklOTqatrQ2NRkNbW1vIvkKFhYX09/dz6NAh5s+fP+VtKxQKFi5cSHt7Ozt37hTtc/0MDQ2xZ88eUZDk5uZSVFQ07vrsdju1tbUhhdpYjEYjbrdbTKPz29aOdYDzMzoFzl9sPlV3M7+46O7uxmKxTCl1bCIsFgt79uzBbrezYMECsUYHfFEZf7f4N998U3TB6+7upru7m6SkpAAh5I/++Bs3Njc3k5mZic1mY2hoSMz3FwQBo9FIREQEdrt9ysfgr8cZry7gq+Luu+9mwYIFPPPMM9x6660MDAyQnJzM4sWLOfvss0W3Nz9DQ0NfDPglINfJ0SZoyT4jm6jsKASZQCOt3J7k5CFTBvMkEUgnmBRRSqU8M7OQJxtbeLi+CblUwpKoSG7JzkQ+6n0PFebzl7YOXu3sxuT1Ujx7Nm+//XZAhOCCCy7gH//4B11dXVOuHRnN3r17GRgYEJt/gm/g+dlnn/H000/z2muv8cc//hFBEMjPz+d3v/sdP/rRj4ImN/y9fcD3vUhOTqakpITPP/+clStXTnu/LrjgAt5//30eeOABzjrrLGJiYrjmmmv49a9/Dfjc30anv4Hve/nuu+/ywAMP8Pjjj9PZ2Ul2djaPPvqoOKjeuXOnmBrlFzmjue+++7j//vvJzs5mwYIFbNiwYVwBNBkffvhhkJX0ZZddJp7He+65h97eXpKSkli+fDlvvPFGyNTUZcuWiX/HxMSQmZnJHXfcwbXXXhtQ03LFFVeg1+t59NFHefXVV9FqtZxxxhk8/PDDk7ZAGMsFF1zAfffdh91uP6o+SB999BFKpXLcc6dWq/nkk0+46667uOmmmzAajeTn5/OnP/1J7Pmzdu1aTj75ZH7+85+zefNm1q9fH3JdSUlJ7Ny5k7vuuosbb7wRp9PJ3Llzee+99zj77LOnve9hvh1IhGPdcCNMmG8Y5ZfdTsdrH8A4XdePN1KNmtUH16PNmvoM5/GkurqatrY21qxZM+nAfyzl5eXEx8cHDKK3b99OTk4OKSkp9PX1sXv3bmJjY7Hb7SHdl8AXgdq6dStz5syZ1syvn5GREcrKylCpVMyZM4fBwUEOHDggirOZM2dO2NQV4MCBA1gsFlatWjVphK62tpaamhpRQBw5coSGhgbmz5+Px+Ph4MGDJCYmipa4e/fupafH149laGiI6Oho4uPjQzaODMXg4CA7duwgIyNjWqkpY+nr62P//v1IJBJKSkrGjSiVl5cTERFBTEwMNTU1Qc0JY2JiSE9PZ3h4mIGBAVavXs3w8DDbtm3j1FNPpaWlhZ6eHrGA3GKxsGXLFtLT08UB0lTtfSsqKujv7+ekk0466uM+VgwNDdHZ2UlnZ2fI5qlJSUnEpMTwUs1LbGvYhs1mQ6fVoVarMTWZcJqcCAi0CC1YbVZc9S4UrXBDZBbny6PxArIvEx2WSpFpNGTefhexJ58SchFBEJg3bx4XXHBBQK+UqXLFFVcwNDTEu+++e/T7+S3lrbfe4sorrxRr6qZDc3MzeXl5lJaWTmsi6JvCyMgIOTk5PP7441NOdxzN2rVrmTt3Lr/73e+O/c59SxgeHiYyMpKOJ27GoJl6DeFx2Rebg9TbfofJZPpGGkUcDd++mFaYMKPo+eBTOl59/2sTPwCCy8XBH/3imDf3PBpqa2tpaWlhyZIl0xY/4EvtGpub7jdCAF8xqb/w398MMhQ6nY7Zs2dz6NCho6r30Gq1YtPON954gw8//BC3241UKmXBggWTip+BgQE6OjqYPXv2lNITxxogDA8PAz7HoIlS4EY/P53C/piYGKKjo2lvbw8q9J4qra2t7NmzB5VKxapVq8YVP42NjQiCQG5uLtHR0SxdupSVK1cGOOYNDg5SWlrKW2+9hcPhoK+vj6amJlJTU1EoFAHNT+GL+p/o6GjMZvOU6n/8+JvMju5M/1UyPDxMdXU1mzdvZvv27TQ2NgaIH4PBQFFRESeffDJCssDtW25n4+GNeL1eYmNjUavUGOuNovjp9HRidVvx9HiQ9ErQRkTyF9MAP+1uZOA/94Rp353+E2GMWr6C2a++Pq74AV+62KOPPspzzz0XELWaCq2trbz99tsBaVRhvuC8885j5syZPPfcc9N+r79Z7H+j+AHfPfhXv/oVjz/++LStu/fs2UNFRQV33XXXcdq7bxlSyTfj8S0jLIDCfGsRBIGqOx+Dr7n+RnB7GNi6h4FPd32t+1FXV0djYyPLli076hmcsSlwEGiEIJFISE5Oxmg0kpCQENIMwU96ejqJiYkcOHAgqEP6VPALF6VSycDAgGhFPHogHgpBEDh8+DDp6elTcr9zu90MDQ2JReXgGyRLpVL0er0oUFSjXL5G11X5bbKn62yWm5uL1+sdt0/GeAiCwJEjR6ioqCA2NpaVK1eOa/DQ29tLV1dXUJRptBBKTU1FKpXS3t6ORqPB4XCwfft2PvjgA5xOJ93d3ZjN5oD6H78A0uv100qBgy9saL+qNDibzUZbWxtlZWVs3LiRrVu3UldXF5CyqNPpKCgoYO3ataxevZr0rHSe2/sct7x7C73DvURFR2EwGBBcAoM1g7gsPvHW7+zHJDHh7fOiHFQSpYhCjhynxUmvQs/bBcXsnFFMu/KLa0eQShHGmiVIJKLokSgUxJ1+JsV/eZH8Rx5H8R+nt4k4/fTT+e53v8tDDz00rXNz5513ctddd03Z0e1/DYlEwt///nd+//vfB0VNJ+LIkSN88MEHPPPMM8dx744/P/nJT0hLS5t2s9BbbrmFZ5999mur8wsTBsI1QGG+xQxu34e1dnqDx+OFRC6j+fl/EHfS8skXPg7U19fT0NDwpcQPjC+AKisrEQQBiURCamoqLS0tKJVKWlpaJswRnzNnDlu3bqWmpmbCep2xuN1uDh48SEdHB2q1z/UqKyuL5uZmrFYrRUVF40a4WlpaGBkZmXI6Wn9/P4IgiBERh8OBw+HAYDAglUrF6MDoYxwdAfL/7fF4cDqdAX2DJiIpKQmdTiemykzFMMLpdFJWVkZvby8ZGRnMnj173AJfi8XCkSNHWLp06bjLREdHEx0dzcDAAL29vaSkpOB0Ounv70cmk9HT08P+/ftxu90cOXKEuLg40R5YJpOJInU6ESCDwYBEIsFkMh0Xe1r//vsf40Ug1Wo1qamppKamBphBVHVXce9H99JubiciIkIUvk6LE2ODEcHtEy8mh4k+RR+CSUBn0yG3yZHKpNgGbeiVemYXzCYxJYXqoSH2JqexvKCAAqUCd2cjppZDGFwQrYgEZETn5RMxcxbaGTOImDMP+VF8h59//vlpv+ef//zntN/zv0Zubi7t7e3Tek9xcTGtra3HaY++WiayQx+PnTt3Hoc9CRNmeoQFUJhvLS3P/wOJXHbcLa+nguD20PPvT7G1d6NJ+2pnvRobG6mrq2PZsmUhXb2mw1gbbPDN8nu9XkZGRtDpdMTExKBSqRgeHiYmJobW1tYAJ6bRyOVyFixYwM6dO4mPj5/SgNdoNLJ//35xhl6n07F06VK0Wi25ubnU19fz2WefMWPGDNLT0wNS3JxOJ9XV1cyYMSMgYjMR/jQ+vwAanf4GiAJovAiQv0Es+KINUxVAEomE3NxcDh48SGtr66RpfX19fZSVleFyuSatgXK5XOzfv5958+ZNqYC5traWefPmMX/+fCwWC2+++aZoLe7v/dPW1kZbWxsej4fKykrS0tKor6/H4/FMyQHOj7//zrGIANlsNsxmMxaLBbPZjNFoFD+/UERGRhIXF0dSUhLR0dEB147b7eZPW//Eq0deRaVRERsbK75uG7Qx3DIs5rJZ7VY6FZ3IXDJ0IzpkVhkePHicHmROGTlpOeTl5SGTyTCbzSQnJ5NQXIxdraYzL5YX2g+i1Wl48MR7MFYZyVm8eEqNZMOECfPtQyKRIvmaXdi+7u0fD759RxQmDOAaMtH99sffCPEjIoH2v7/zlW1OEATq6+upqalh6dKlomXolyFUBEgikRAZGRmQBpeSksLg4CAJCQm0tLRMWP8UHR1NQUEBZWVlOCfom+Q/nu3bt4viJykpiVWrVokpXjKZjBkzZrB8+XK6urrYvn17QM+hqqoq1Gq12M1+KvT19SGVSsWmkmMFkD8FbrwI0GgxNN00uLS0NJRKJY2NjeOmCXq9Xo4cOcLu3buRy+WsXLlyQvHj9XrZv38/eXl5U7omenp6GBoaEiN0FouF1NRUvve97zFz5kzRdcrPyMgIdrsdi8VCaWkpVVVVfPzxx2zbto0DBw5QU1NDe3s7g4OD49Y3ja4rmwiPx4PdbsdsNtPX10djYyMVFRVs376dDz/8kE2bNrFnzx4qKytpbW0NEj96vZ7s7GxKSko4/fTTOeGEEyguLiYmJiZA/BxuOMxlL1/G6/WvExUdhU6nE1+3dFoYbvpC/NhsNtql7egUOqKt0eg8OrwW34tei5fUyFSKCovQ6XTY7XYEQWDhwoXi9eP9z4rkcjlarRa1Ws3AwMCk5yLM5LS1tYkOdhPhdDp5+OGHKSwsRKfTMWPGDB544AHx/tTc3IxEIhn3ccUVV4jr+uUvf0lCQgKZmZlB1tCCILBo0SJeffXVY32oYcKEmYRwBCjMtxLTgUqEr9H4ICRegaGdB76STVmtVsrLy7HZbCxZsmRKtS5TIZQAAkQB5K+/SUlJoampCUEQ8Hq99Pb2TjiDnZeXR39/P+Xl5aKT2mgcDgdlZWVinr1UKmXmzJnjChmdTseSJUvo7u5m//79xMfHk5ycTGtrK8uWLZty3webzYbFYiE+Pl58z3gRoPEEkEKhEAdOU7XC9iOTycjOzqampoaurq6g+iaLxcKBAwcwmUxkZGQwa9asCfs6+cVPQkLCpLVS/uWPHDlCTk6OeHz19fXk5OQgk8mw2+2UlJRQUlKC0+lkYGCAsrIyNBoNer2evr4+NBoNLpcLo9EYsgGuXC5HqVQik8mQSqXIZDK6urpoaWlBq9WKvaVcLhculwun0yn+O93aMZ1OR2xsLHFxcT7DggmiX4Ig0NXVxbv73uXdrneRaWQYNF+knglegeGWYeyDXxgkOEYcdMu7iTJEoTQqkUvkjAyMIHgFBJtArDyWrKws8btgNpvJy8sjKSlJtFaX/KdHkFzmu4bi4uLCAugY0NLSwmmnnTYlYX3zzTfz0ksv8ctf/pKSkhIOHDjA/fffT0tLCy+88ALJycns2hVc0/nss8/y2muvcdVVVwGwfv16Hn/8cV544QUGBwe5+uqrKSkpYebMmQD861//wu12c/HFFx/bgw3z7eKbYELwdW//OBAWQGG+lZgOHAaZ9Gt1fwtCEDCWHjrOmxBoaGigtraW9PR0lixZMuVmo1NhPAEUFRUVkNMeHR0t9pNJT0+npaVlQgEkkUiYP38+W7dupampiezsbPG13t7egOhQREQECxYsmFItU1JSEvHx8dTV1fHKK69QUFAgRnKmgl9wjXZEG+sA5z8f46XAjT7/040Aga85Yn19PfX19QGipbW1lcOHDyOVSlm0aNGkPV4EQaC8vJzIyMhJ0+lGb8Plcomd0gcHBzGbzSxZsgRBEGhvbxcL5P29XfzueieccAIffvghkZGRxMbGYrVaGRkZCRItbrc7KK3S4XBgNBppbGw8qj5IWq2WiIiIgIder59S019BEOjo6KCyppJPBj6h0laJyhCYLulxeTA1mHBZv3Cqc1qdWNQWogxRKGwKpB4pjgEHrhEXeCFa8Fmh5+fnI5VKEQQBh8PB7NmziYiICBJAMpkMr+AlPjaejo4OXC7XUTk3/q/j9Xp56aWXxm24OZbBwUH++Mc/8uijj3L77bcDiJbsd9xxB4888khIS/t9+/bx2muv8dBDD4l9jTZt2sQpp5zCJZdcAsBf/vIXPvvsM2bOnInT6eTuu+/mueee+8Y1yg4T5n+BsAAK863EuL/y696FkLgGhrB39qBOOfb5/MPDw5SXl+N2u1myZMm0BvpTZSIBdOjQIdEIwZ8G19DQwIwZM0Qr4Ylm3P29Yvbt20dsbCwqlYqqqira2trEZTIzM5k5c+aUBrKj91mn05GZmYler+fzzz9nxowZJCYmTjrwGCuAvF4vFosFlUqFSqUSB61yuTyk8cHo/7vd7qMSQEqlkoyMDJqamujr6yMqKoqKigq6urqIjY1l/vz5U6qxOXToECqVatx6rLG4XC7RnMJ/PA0NDWRmZqJQKOjt7cXr9QYJW6PRiFqtRqfTodPpmD9/vuj2JAgCdrsdq9Ua8HC73Xg8HrxeLx6PB6VSKUbO/GLBHylSKBQoFArxb/+/KpUKvV4/ZaEzFq/XS1tbG/X19RhlRv5t/DcDngEUykDR4ba5GaofwuscJeQcoIpQYdPZUAkqhBEBr8WLw+gAAeKl8ShVSvLz88XPym63k5ubG1q4SkAq87nBxcbGIggCg4OD4Tqgo+DgwYNce+21XHfddZx88sl85zvfmXB5k8nENddcE9Qg0/+9aWxsDJgQAd91fd1111FUVMQtt9wiPi+RSAK+m/4WAQDPPfccmZmZnH766V/q+MKECXN0hAVQmG8llsq6b1b0ZxSW2qZjKoAcDgdNTU00NDSQnZ3NjBkzjmoAOBXGE0D+JoBWq1WcsfcLIJPJNKkZgp/ExETS09N5//33iYqKEmuHFAoFc+fOPapO9jabjcOHDzNnzhzy8vIYGBgQG5sWFBSQlJQUUggJgkB/fz8qlUp0MbNYLHi93gnT3yBQALndbjQaDWaz+agEEEBOTg7Nzc0cOHBATD0rLCwkLy9vSrPHR44cQRAEMfVmKtTX16NWq0lPTwd8x97b2yvOhre1tYkW2X7sdjs2m43k5GQx3W90BMc/INRoNJMaXigUCmJjY79UI9ip4PF4aG1tpaGhAUOUgTZDG+82vItHCL7OHSYHpiYTgueLmrYEaQKCQaBR3YhOocPT5UHqljIyOILb7iZRlYjGpSE+MT5AwLjdboqLi0lJSaGjo0N8XiqRIpP6vr+CIKDT6cQ6oLAAmj4ZGRnU19eTlpY2ae0PQHZ2dsi+Pm+//TYKhSLkPeyf//wnpaWlbNmyJeDeu2zZMq6//npqa2sZGhri0KFDrFixguHhYX7zm9+wfv36L3VsYf43kEilSKaYtn089+HbxrfviMKEATwjRzfQ/Crw2o6usWXAOrxeuru7KS0tZePGjQwMDLBixQqKi4uPm/gBX+1NqLqLsUYI4IsKabVaOjs7yczMpLW1ddJmsN3d3fT09NDe3k5tbS2CIJCSksLq1auPSvwIgsCBAweIjIwkNzcXgNjYWJYtW8bs2bNpaWlh69atdHZ2Bu3b8PAwTqeTuLg4UWT4G0lOJoBGfwajXdCOVgCp1WocDgc7duxgZGSEFStWkJ+fPyXxU1dXh81mY86cOVPe3sjICI2NjRQXF4vbaGhoIDU1FbVajcvlEtMbR+P//KOiokR76fF6EE2GwWA4rr2A3G43DQ0NfPrpp5hMJqLyo3ip5yXeqn8rpPgZ6Rvx2Vz/R/xIJVIWxyzGoDbQrG1Gp9XBACgkCmz9NpxmJwm6BKKkUahUKjH1zU92djYKhYLk5OSg68J//fj7AYXrgI6emJgY0tLSvtQ63nrrLf7+979z/fXXh6ynfOKJJ1ixYgVr1qwJeP6CCy4Qm6WuXbuWBx98kIULF/Lwww+zevVqFi5cyM9+9jMKCwv5/ve/P27j6DBhwhx7whGgMN9KhGl2pv4q+TL7Njw8TFtbG+3t7UilUtLT0ykuLhYjMMcbr9c77qDb79w1erCRmppKXV0dERERuN1u+vr6SEhICHrv8PAwlZWV4gAgPz+f5uZmkpKSWLhw4VHvb319PWazmdWrVwftd0xMDEuXLmVoaCggIpSSkoJEIglZ/+MfkE9kgQ2hI0Dgi9Z5PJ5piVSj0cihQ4dwuVzExMSIFs1ToampiaGhIRYtWjStOoPq6mri4uLEY7fb7bS3t3PCCScA0NnZiVarDXKR8zdAjY6OZmhoCI1GM2XDibFERkbS09OD1+s96nWEwuVy0dTUJNalzSmZw2s1r7Fx58aQywuCgLndjK33C5ESo41hbeJa6nrqqNRUolPrwAhSQYqlz4LL6sIgM5CkSEIQBFJTU4NSoTIyMoiMjESlUgW44UmQIJX5jtcr+CYbYmNjw3VAXxNvvvkml1xyCatXr+aRRx4Jen3Hjh2UlZXx7rvvBr0mkUj44x//yO9//3vkcjkymYyOjg6effZZSktLefbZZ/nkk0946623eOihh7j22mt54403voKjChMmTFgAhflWIlVPrcfL18FU983lcmE2m8WHvwA9KSmJ+fPnEx8f/5UXz040GI2KiqK5uTnguZSUFOrq6gLMEEYLoOHhYRobG2lvbxcjMCqVirlz57JmzRp2795NT0/PUaX+GI1GampqJq2RiY6OZsmSJRiNRlEI5efn09vbC4xvgAChLbBh/AgQ+MTEVASr0+mkqqqK1tZWVCoVq1atorW1ld7eXmw226R1P21tbXR3d7N48eJpCYihoSE6OztZvXq1+FxTUxPx8fFiKmB7e3tQ9Mf/Xn80sL29/UsJ86ioKLxeL2az+Uv3rwJfemZLSwvt7e2kpqaycuVKdnbt5JHNj2B2mkO+x+vxYmoy4TR9Yc++IHkBC6IWcLD1IOX6clQKFXKnHLfVjWPYgcvqQulQkheZh9fj+76kpKQErLewsBC5XE5iYiIOhyMg+ihBIn5e/ufj4uLCdUBfA0899RS33347a9as4b333gvZO+zNN98kOjqaM888c9z1jH7fvffey8UXX8yMGTO4+uqrufTSS5k5cyY33XQTy5cvn/YESZj/ASQS3+Pr3odvGWEBFOZbiTo1iZGGb2an7SHBjb2tLUi8eDyeAMHjcDhQKpWii1VWVhbJyclf6wyw1+sd98c5KioKk8kkGiGATyjo9Xo6OjpYtGgRW7duxWazicJndMqHVColOzubgoICMYIyc+ZMDhw4wKpVq6blBuZ2uzlw4ACpqalTsnv27//ixYsxmUxUVVXx2WefkZubG9C4dHh4GIlEIu7LVGqABEEIGAD5G8aOhyAINDc3U1NTg9vtJicnh4KCArHgv7+/n7q6uglT2jo7O2ltbWXJkiXTHkxVVlaSkZEhih23201zczNLliwBfEJiaGgoKDInCAImk4mIiAjkcnlAPdjR4BeZJpPpqAWQx+Ohq6uL1tZWbDYbGRkZrF69ml57Lw/seIDDfYfHf6/Tw1D9EB6bL2KrUWg4q+AsYonlSOsRyiPLkUqkqGVq7AN2PC4PtgEbCreCgugCBLeATCYLqtOKiooiPj4es9lMYmJiUPqbRCIJSoHTarUYDAZaW1vDAugrQBAEbrzxRp555hkuuugiXn755XEbJ3/wwQd897vfndJ9ubKyktdff52amhrA53AZExMD+CZiPB4P/f394c84TJivgLAACvOtJGrRLIZ2HUBwuSdf+KtEIadXKUHSGijOBME3WNLr9SQnJ1NQUEBERETA4PubwEQpcFqtFolEgsViEQfP4IsC1dbW4nK5sNlsvPHGGwEpXH7HuBkzZgQJg6ysLEwmE6WlpaxatWrKlt6VlZUIgsCsWbOmfYx+m+iWlhYAtmzZQnp6OgkJCTgcDgwGgzhDPxUBBAR8jhPVAQ0ODnLo0CGGh4eJjY1l1qxZAXbf8fHxoqFEbm5uSCHV29tLfX09y5Ytm7YFemdnJ2azmZKSEvG5lpYWIiIixIFaW1sbcXFxQcdsNptxu93iZ2u1Wr/UQE6lUqFWq4+qDmh4eJjW1lY6OzuJjY0lPz+fuLg4nB4nr1W+xttVb4es8/HjtDgxNZrwunwpaDnROZw942zsw3YaOxspjyrH6XWi0+qwtdgQPAIjvSMoUDBDOwOJR4JUKRXt4EdTUlLC8PAwKpWKyMhIuru7A14PFQECX81QRUUFVqv1K0t5/V/lF7/4Bc888wy33HILTz755Lj3vMHBQerr67nrrrumtN4777yTn/70p2JEMCEhQfz8u7q6kMlkx8W9M0yYMMGEBVCYbyWRC2Z988QPYJhTyMrVJ3zdu3HUCIIwbjqVRCIhKioKo9EYIID0ej2tra10d3cjl8vp6OggKioKpVJJVlYWWVlZE9pjz549m507d1JWVjalWpbu7m7a2tpYvnz5UUfL+vr60Gq1LFmyBJ1OR1tbG5s2baK5uZnZs2eLqYBTMUEAAvYjlACy2+0cOXKEjo4O1Go1CxcuDEqb8lNUVMSOHTuorq4OisIMDAxQVVXF0qVLp33sXq+Xqqoq8vLyxNlur9dLY2OjKCT9vX+KioqC3j/aAMHj8Uw51W8i/HVlU8HtdtPZ2UlLSwtut5uMjAzWrFkjis99nft4vvR5ekd6J1yPfciOqdkEXl8z0rVZa1mSuoT+/n56+ns4GH0Qk9OEPkKPs9OJ1+nFYXIgOAXmRc3DbXEjyHzubWPr3WJjY0lKSsJkMok27P5ryI8EiegC5/Z+cQ9LTU2lqqqK5ubmabn5hZmY4eFhjhw5Qm5uLvHx8ZSXl/Poo4+yaNEiLrroIvbs2ROwfHFxsTgpcejQIfG5ydi6dSu7du3ilVdeEZ/7zne+w3PPPcf8+fP5wx/+wJlnnnlM+7aF+ZYglcDX7cIWboQaJsx/B5ELpz/zf7wRZFKGE6PYtWsXsbGxxMbGEh0dfUwLvI83k+WnR0ZGMjQ0hFarpbu7m+7ubkZGRhgeHsbj8TBr1ix6e3tJS0tj7ty5U0rP8jf6/Pzzz6mtrWXGjBnjLmu32ykvLyc/P1+MWBwNvb29SKVSYmJikMvlFBYWolAosNlsjIyMsHnzZlJSUhgcHEStVodMj/H3/vH/LZFIEAQhQAB5vV6ampqora3F6/WSl5dHfn7+hIOgmJgYEhMT6ezsJC8vT0wP85slLFmyZNx0nYloampCEISAJqkdHR3IZDKxj8/AwAAul0v8/2hGGyD4HeC+rACKioqirq5uwuvOaDTS0tJCT08P8fHxzJw5M+Cz7x/p58/7/8zO9p0TbksQBKxdVqxdvn0viC3g9LzTiVRH0tfXx7B5mMORh+ka6cJgMOAZ8uAcduJxerAP2lmWsgzXoM+kQBCEIOcxiURCSUmJ6CToj46NFcQamUY8VovTIj4vk8nIzMykqalJTIkM8+U5cOAAa9eu5W9/+xuXX345b7/9NoIgsG/fPpYtWxa0/JYtW0S3t56eHoApmZLccccd/PznPw8wDrnpppuorKzk//7v/1i4cCF//etfj8kxhQkTZnLCAijMtxJtbgb6mflYjtTDJNbLXxUSj5fu2Yl4+/vF2hep1JcmM1oQfZMLYMdLgfN4PPT19dHe3s7hw4fJz88PeD0mJgaz2czs2bPJy8vD4XBM6zjVajWLFi1i165dREZGhhyAC4JAeXk5Op0uaPvTwWw2Y7FYSEhICBAiZrOZqKgoli5dSkREBE1NTdTU1KBQKJg1axbp6elBzVD9Asjr9aJWq7HZbOKAt6+vj8OHD4vbmjVr1pQFQ2FhIT09PWK0x2w2U1ZWxuLFi6fUFHUsTqeTuro6Zs2aFfC5NDQ0kJubK37mbW1tpKSkhPzshoaGkMvl6PV6cWB4tBbYfuLi4qipqWFoaCigb5DNZqOrq0tskpuZmUlxcXGAKPB4PXxQ+wGvHHoFu9setO7ReFwehpuGcZqdGFQGTs87nRlxPqHd29uLx+OhJqKGOlMdhkgDEocEa7cVQfClvi1IWoDWo8WpcWKxWEJefwkJCRQXF7Nnzx6kUql4PGMjQH4BJCAw7BgOeC0rK4uGhgba2toChGqYqbFmzZogu/uxzz3wwAM88MADU1rfRRddxEUXXTSlZcdGksB3X3v55Zen9P4w/8OETRCOC2EBFOZbiUQiIfuGH3Lo2l9+3bsCgAAMxkj5m2orhU29rEhcQZw2Dq/Xy8DAgNjjQyqVotfrReMDg8FAREQEGo3mK3d8C4U/9ctisWA0GjGZTOK/Ho8Hq9UqznD7B3lJSUksX76cnTt34nA4yMjIYNu2bTgcjmlFKmJiYpg1axZlZWUhTRGampoYHBxk9erVXyqq1tnZCRBknuBPxYqIiECtVotRLJvNhtFopK6ujsTERDIyMoKErN8K2z9w37lzJwMDA2i1WkpKSkIKuokwGAykpaXR3t4uWjovXLjwqCMutbW16HS6gGPu7e3F6XSKkQy3201XVxdLly4Ner/b7cZsNos9k6xWK2q1+kuL+aioKORyOb29vchkMnp6eujp6cHtdpOYmMjcuXODrLgBagdqeXbvszQaGyfdhnPYianZhOAWWJa2jBOyTkAp86XN9ff3o1AoqFXUsn9gP4ZIAwqJgsHmQQDsg3byI/LJjsymv78fh8NBTEwMBoNB/B6AL3ozZ84cPB4PLpeL+Ph4USwHCSC1hghXBMOO4SABpFarSUlJoampiezs7G/EPSFMmDBh/hsJC6Aw31pSLl7HkdsewmP9ZjRF3TNXidPkospTRaO3kWWZy1ibvBaVSyW6p3m9XoaHh0W7ZT8ymUwURf6HP/VKqVQel4GQ1+vF6XRit9uxWCyYTCYOHz7M8PDwuAN2vV6PwWBg9uzZpKamBszIGwwGuru7KS4uFm2S/c1Jp0pmZiZGo5G9e/eyatUqcf3Dw8NUVVUxe/bsL5121dnZiVQqDSjg93q9WCwWlEqlWO/jH7jGx8czf/58XC4XnZ2dHD58GIfDQWtrK3K5HIPBgNvtxmKxcPjwYWw2m9i0Nisr66hFwowZM6itreX999/n8ssvDzBLmA5Wq5Xm5maWLVsWcB3V19eTnZ0t7l9XVxdqtTpkaqG//me0AcKX/Rz8UcWBgQGOHDnCkiVLSExMZMGCBQE1ZqMZGBngn4f/yScNn4gOauMhCALWbl/KW1pEGmfmn0mi/ovP3N/HqMHbwJaeLWLPnoHqAQSPgNvuJokk5iTOwWQyiSmOs2bNCjI2SEpKoqioSIyMjb62glLgNBoMDgPDjmFMjuD6p5ycHNrb2+nu7j6q5sBhwoQJEyYsgMJ8i5HrtGRdfykNT/wZvF9fGpwgAYdWSvt5yehGHNgH7VjaLWzs3Mi2qG2snLWSHy75ITGSGLHXz/DwMCMjI+I6PB4PRqNRHGiORiKRoFQqRTGkUqnEh7/2ZCI8Hg8OhwO73Y7D4RD/djqdQcv6+7z4kclkREZGita+cXFxbN68mcjIyKAaheTkZGpqahgeHiYjI4P6+vppCyAINEUoKSnB5XJRWlpKUlISGRkZ017faIaHh7FYLCQmJgbsv9Vqxev1BoiMsT2AFAoFmZmZZGZmYrfbWb9+Pc3NzZSXl3Pw4EEEQcDlcpGdnc2qVau+dHqYxWLBZrORkpKC1Wo9aqvoI0eOkJiYGOA+5b/WRrvBtbW1BdW1+PHX//ijMUcrgOx2Oz09PXR3d2M0GomNjSU7OxutVsvixYvHdUUcdgzz5pE3WV+3Hqcn+Lodi8flYbh5GKlNyrr8dcxLmhdwXTscDvR6PW2uNv7d+28iIyNRa9SYmkx4bB4Er0CENYLFKYvxer0oFAr6+vooKirCM6bRsUKhoKCggPj4eLFofrQAGhsBUqvVRKojaTe3B0WAwFdnFxsbS01NDYmJif9VNYRhwoSZPhKpFMnX/D3/urd/PAgLoDDfavLvuZ6uNz9kpKUDPN6vZR8kAnz8f1F4IxXoIxXok/U4LU7sg3bsg3Y2fb6JT3d/yqIZi7hi9RWUFPoGnWP7AvkfY2eMBUEQhcvxRCaTYTAYxFS0qKgodDpdkMDS6/VYLJagwuCkpCRqamro7u4mNzeXyspKBgYGpm37OtoUobq6msHBQRQKBfPmzfuyhzhu+tvYBqgwvgU2+Aa9/lQwrVZLcnIyBoOBxsZGOjo62L9/P3l5ecTFxR1VMXtHRweNjY2cd955oiNcUlLStAfDAwMD9Pb2ikXdfurr68nMzBT3bWRkhMHBwXHPcagI0OgGsuPhdDoxGo0MDQ3R09OD0+kkMTGR7Oxs4uLikEqlmM1mPvvsMwYGBoIiHjaXjXer3+Wd6newuacW6XWafSlvs6JncfLMk9EpA4WaRqNBEAR6nD280fMGEYYI1Bo1I70j2Af/85lb1SxNWopUKkUul9PZ2Ul0dDT5+flUV1cHrM9v8W61WrFarURERIji1+l04vUG3pfUajUGle86CyWAwDcJ8Pnnn1NVVRV2hAsTJkyYoyAsgMJ8q5Fp1Mz966PsWnvJ17J9j0Rgzwwb70QPkt3rIT42HqlMilKvRKlXEpEWgd3oE0J7D+9l76G9FKUVcfGKizlx7olERUUF1Ti4XC6sVqsYpfGLn7EPl8s15f2UyWRiSp3/39F/a7VadDodVVVVaLXacSMB4HP+8ruAjcZgMKDT6eju7qagoIDU1FRaWlqOqu+F3xTh73//O0lJSZxzzjnHxDwiVPobTF0AuVwumpqaxLoclUpFdnY2y5Ytw2AwoNVqcTqdqNVqOjs7OXToEDqdjvj4eCIjI32RhgkswQEaGxvp7u4Wra5zc3Opqamhra2NzMzMKR+r1+vl8OHDZGVlBURrrFYrPT09nHjiieJz7e3txMTEjBu18qeLqVQqvF4vNpstKALkdrvFmjH/w+v1EhUVRXR0NPPmzQuZxudP9+zr6xMFkNPjZEPdBt448sa4ImEs/pQ3jVHDJUWXkBWVFfC6SqUiIiKC/v5+ht3D/KvrX2giNKjVapwWJ+Z2X02PyqVicfRilHIlUVFRtLa24vF4mD17NkajMaCgXqVSkZGRIdbtwMTRHwgUQKFS4PznpKioiMrKShITEwMMIsKECRMmzOSEBVCYbz0xKxaSe9uPaHj8z1/pdj0SsGgFXjrLgkPuobanFsuIhdTEVNQa3yBXIpWgidGgidH47HSH7NQO1HLva/fywicvcM6Cczhp3kkBqS4KhSJk4fdYvF5vUDpOKKRS6ZTFw0R9gPzo9XoGBwdDvpaUlERDQwMjIyNkZmayfft2nE7nUTV87e/vJzIyEplMJrqtfRlMJhNWq5WkpKQgG2p/hGN0mpl/8KpSqTCbzbS2ttLa2orb7RbrgvyF8B6PR3RnUyqVxMTEkJubiyAIDA0NMTAwQFtbG5WVlbhcLgwGQ8AjIiICqVRKdXU1ZrOZJUuWiJ9ZTk6OaKWdlpY25c+ysbERp9MZZCve2NhIcnJygJtce3v7uM56NpsNh8Mh9i3ypwu6XC6am5tFseNwOMR0ydTUVGbOnDmp2PMTFxdHX18fbq+bzY2b+efhfzJgG5jSewG8bi8jLSMsjl7MsoXLxD47fmJiYlAoFPT09GDz2Hi1+1WkeilqtRqP04Op0QQCKFCwSLMIrUKLwWDA4XDQ399PTk4OiYmJYoqbn7S0NPLz85FIJCHrf0J9PxUKBZEq33U27BhGEISQaazZ2dn09PRQVlbGmjVrwrbYYcJ8W5FIfY+vex++ZYQFUJj/CWb8+lZsbV10vrb+K7HF9kgEHHL44PwMomJUuFx92OV22q3t2NptpMSmYDAYAgbaMqUMXaIOXaIO14iL3oFent76NG/ufZMT805kVfEqkpKSAhykJkIqlR7z+gCPxzMlAdTa2hryNb8A6u7uJicnh4iICNrb26dt6dvR0UFtbS2nn346PT09QaYIR4M//W1sA1Kv18vQ0BAKhSKg+H54eJiuri5RwEkkEpKSksjPzycyMpLDhw+LAsjvAufHn8YokUiIiYkJMBbwO6oNDw9jNBppbW1leHiYjo4O9Ho9CxcuZGBgAJ1Oh1KpFGtMDh8+TFNTE3l5eZMe68jICLW1tcyfPz/gWvKbN6xatUp8bnBwELvdHpB+JggCdrsdm81Gc3MzXV1dKBQK9u3bR1tbGxUVFWJdWEJCAgUFBV+q5ikuLo6Pqj7iH+/9gz5737Te67Q4STAl8L2C7xGtCe7XkpOTg9lspqenB5fXxZu9b+LRelCr1AheAVOTCa/LZ/++VLsUrVeLUqkkNjaWPXv2EBUVRUFBAf39/QGCRqfTiXVpLpeLgYEBlEplQGpoKAEkk8nECJBX8DLiGglK0wPftTN//nw+++wzDh48GNQUN0yYMGHCjE9YAIX5n0AilTL3b48ikUrpePX947otjxRsCnh8pQWTpZWTHSdToatgyDXEoGyQQecgtl4bqY5UIvQR6HS6IFGh0CpQaBVEpEZgHbbyRvMbbGrYxIq0FRTHFxMXF0diYiIJCQlBdtDHk/H6AI1Gr9djtVpDzlxHR0ejUqlEAZSZmUljY+O0BNDg4CDl5eUUFxeTlJREQkJCgCnC0TriTZT+5vF4iI2NxePx0N3dTXt7O7t27cJut5OSkkJxcTEpKSkBEY3RwsLj8SCXy1EoFLhcrqA6rtHI5XKio6PFgbLH42H//v0kJSWRnJyMyWSipaVFjLy43W6kUil1dXXU19ezYsUKURyNNsfwizRBENi7dy8ajQaNRsPQ0BCCICAIAnV1dUilUrHhq9frpaysDJvNRkVFhdjHyOPxoFKp0Gg0dHR04PF4SElJISkpSUyZXL169VF9DqMRBIF9nfv4a/lf2d/js6Geap8jQRDQmrWsVK6kqKAo6LpQqVQUFxfT1NSE0WjEI3h4b+A9htXDKBW+iKSl04LL4kslXR27GpVVhUQiITc3l+rqalwuFzNmzMBgMIgpbn7S09NFF72enh4EQSAhISFgPyYTQACDtsGQAgh86XJz5swRr4+xtWthwoQJEyY0YQEU5n8GqVzO3L89iiY7jfqH/+hr7DWFFLHpICDQkyjl1e8p6Rmw4bZa2FO+h/NXnc8O7Q70Dj1WhZUB5wDNw80kuZKw2+1E6H11DowZu0ukEtRRatRRarxeL59aPqWsrYwlliVk92Yjk8rQ6XSiGIqNjT2urlBer3fSFCv/ANVmswXN+vujJK2trTidTlJTU6msrGRwcDCkvfJYRkZGKC0tJT09XRRNo00Ramtrg1K6poLRaGRkZITk5OSg6NrAwIBvgOzx8Mknn4jpbLGxscTExHDiiSeGjG6M7QMEvnPjcrkCHP4mYrTDnf94Q1mQu91usrOz2b9/P3a7naSkJJxOX1POwcFBHA6H6OrX399PQ0MDCxcu5MiRI0ilUiQSCV6vl9LSUoqLi+no6BDFUkdHByUlJaSkpIiiaXSkbceOHahUKmbOnCkO9o+FKD/ce5iXK16mqr8K8AlDp8M5JQFkkBlYKF1ITlJOULobQGxsLDNmzKCiosKXsid42TC0gT5lHwqZ79hsgzZGenyf0wkpJ6A2qhEQyMrKwm63097eTnJyMhkZGQwMDATU3BkMBqKjo8nOzgYImf4G4wuglIgvopAd5g7SI9PHPdaUlBR6eno4ePAgOp1uSumxYcKE+S9CIgFpuBHqsSYsgML8TyGRSplx/00krjuR8stvx1rbfExS4rz47K7fW+Lg81VyouMNxMXJ6a/pp3ukm093fcq5q8+lPLKcg8MH0cl0jKhGGHAMYLfa8Xg8KG1KDBEG5IrQX0uJVILSoMSKlU/5lDhnHMtjlpOnyKO5uZnGxkbkcnlAdGiqNRZTPs7/NEKdCIlEgk6nw2KxhBQGSUlJtLS00N3dTUZGhmiGMJkAcrlc7Nmzh8jISGbNmhXwmt8UYdeuXURGRk67sejY9DdBEDCZTHR0dLBlyxZ6enqYNWsW2dnZpKWlodfrxSjOeM1cx0aAALRaLcPDwxNGgPzY7XZKS0vJycmZdGZfLpeTn59PV1cXZrN53M/e5XKxZcsWzj///KCoW1NTE/PmzeOEE04Qn+vo6CAnJ4d58+aFjKx5vV6MRiMGg0EUfF+2B1BNfw3/OPQPyrrLAp5XqpS+8yYQNFHgR6/Uc1ryacQPx+N1hXZ9zM/PJzExkb179+J0OhEEgc2WzXTIO0Sx5La5GW7xmSssTllMjD0Gm2AjPj6e2NhYtm3bhsFgICMjA6VSSVdXV8A20tPTxdcEQaCnpweJRBLkjDeeAEqL+MJkpNXUytK04Oazo5k9ezYjIyPs2rWLkpKSsClCmDBhwkxCWACF+Z8katFsVu1/n8Yn/0LTH17CNWAEmXTaVtmCBBCgIUrJnoI4DmX1MeIcQmO3o1arSShMoK+6j5qRGrbu2cqJi08kPymf9X3rkXgkaDVabIINq8eKx+nBNehCo9Gg1+snFRr97n7e730fpUzJipQVLI1Zis6lo7e3V2zE6O8ZEh0dTVRU1JfuPTNeQfZY/FbYCQkJQa/FxcUhl8tFAZSZmcmOHTuYNWvWuDU8Xq+X/fv3I5FIWLhwYchz47fnLisrY8WKFdNqDNrR0YHD4cBqtVJaWirO6PujIPn5+Zx33nni/vlNEVQq1bgRsfEiQOATIm63e9xaLqvVyr59+ygqKgp5DkMhkUgoKipiz5491NTUMHfu3KBlqqqqUKvVYmTCj9frpb6+PshS2d/7Z7zP3Gw24/V6A+parFbrtJ393F43O1p38H7N+9QO1oZcRqlUMmIdweV2BV0narmaswvOZq5iLq2NrXiF4O+xUqlkwYIFAOzatQuPx4MgCOxy7qKRRvGa8rq9GBuN4IXi+GIKlYX0DPWg1WrJzMyks7MTq9VKWloaSUlJGI3GADe32NhY9Hq9KDCHhoZwuVwhLc/HWmCD77rRKXXEaGIYtA3SPtw+6fmTy+UsXbqUffv2sWfPHhYsWBBukhomzLcEiUSK5Gs2Ifi6t388+EYf0b59+7j00kvJyMhAo9GQk5PD1VdfTWNjo7jM5ZdfjkQiER9SqRSdTsesWbN48MEHQ9qMjuaWW24Z98e9ubmZjIwM+vqmXnR75MgRsrOzQzasBKitreW6664jNzcXjUZDRkYG3//+96moqAhY7v777w84LolEgkajIT8/n9tuuy3k+rdt28aqVavEmcmbbrpJLMIejclkIicnh6qqqqM+jvF48cUXg/ZbrVaTlZXFj3/8Yzo6OkK+z2g08sADDzBnzhwiIiJISEjgxBNP5P33j1+9jkylJP8X13Fy6zbm/+O3RC8eNWCUSX2PUQiAMGrg7VQp6FhayPvr5vDvOQn0qCRkDGZgsBkwmowICMgUMuIL45FpZRywHaD8cDmaPg0/Tvsx2dpsJBIJWqkWvUyPQqEgXhePzWZjoH/gi9nuSXB6nGxp28LDFQ/zYteLCDkCi5cvZsaMGUilUpqbm9m/fz+bN2/mk08+Ye/evdTW1tLX1zctq2xgwkH7aPwCKBT+Opu+vj7cbjdRUVHo9Xra28cf6B0+fBiTycTixYsnNDrIzMwkIyODPXv2TBplMZvNNDU18emnn7Jz507a2tqorq7GZDKRlJTEvHnzWLFiBVlZWeTk5AQ1RgUmjHSMPk9jBRAw7v6ZTCb27t3LnDlzpix+/CQkJBATE0NbW1vQ+R8cHKS1tZW5c+cG3fNaWlpQKBQBg2a73U5/fz/p6eOnX/kboPoF0HgW2ONhspt47fBrXPX+VTyx64lxxQ/gq8uRENCgVy6Vc3bB2Txz6jPMcMygpaElwIbaT0xMDKtXr8bhcLBnzx4x8lJBBYech8TzIQg+0wOP3UN+bD5rk9fS09ODTCYjPz8fr9dLdXU1MTExZGZmIpVKA6I/EomEtLQ0UlJSxMmG8dLfYPwIEEC6wXfe20xtE5/EUe8rKSkhOTmZffv20dLSMqX3hQkTJsz/It/YCNCzzz7LzTffzNq1a3nkkUdISUmhvr6exx9/nLfeeotNmzaJs3lJSUm88847gO8H2GQysXXrVn7961/zySefsHHjxpDpIJ9//jl/+MMfQm5fEASuvPJKbr755ik19PNTXFzMWWedxU033cRLL70U8No777zDD37wA2bNmsU999xDdnY27e3t/OEPf2DJkiW8++67nH766QHv2bVrl7g/FouF0tJSHn30UT744AN27NghzrQePnyYU045hZUrV/L666/T3t7OHXfcQWNjI//+978D1nnTTTexbt06ioqKjuo4psLbb78tDqasViuVlZU89NBDvP/+++zcuTMg/aa6upozzjgDj8fDTTfdxNy5c7Farfzzn//knHPO4d577+VXv/rVtPdhqkiVSlIuOpOUi87EOWhkuOwIpgOHMR04Qn9DE06zFWQy0CixxUVSYRlAM7sAW7QeiVSKzmIhuk2gt7cXrUZLTmcOVZlVWCwWIvQRyBQy4oriGKgeYK9xLxGtEbjdbi7OuZhScymfDnyKR/AguASGGGJu6lzcNjeVA5XYRmxEGCKm7G5WP1TP03ufRqvQcmLWiZwx+wzSItIYHh5maGgooOmkH51OJ0aIoqOjMRgM40af7P+JbE2GTqcTB8ehSEpKoqOjQ+ztkpmZSXNzc1BkAnxRi7a2NpYvXz6lCFZxcTF2u53du3ezcuVKFAqFrweM1Up/fz8DAwP09/eLA+nu7m4iIyNZsWIFM2fODNhGW5tv8Dk2PW+6Asg/0B0rgEa7yoFvsFxVVcWiRYuCXpsqxcXFbN++nerqahYtWgT47osHDx4kOzs7wMrbv2/19fXMmjUrQBi1t7cTHR094TGOFUA2mw1BECYVQE1DTbxf8z5bW7bi8k5NhEukEhQKBU6nE71Oz8k5J3PxrItxDDko21U2rpjPy8ujsLCQhoaGgEmfelU9ewf2BhyzpcOCc9hJVlQWZ+edTU1VjbgOlUpFXV0dCoWCuLg4IiMjMZvNAUIzISEBlUpFbm6u+Nx0BZD/u5duSKeip4J2c/uUI69SqZT58+ejVCo5ePAgTqdzXPvyMGHChPlf5hspgHbs2MFNN93EDTfcwO9+9zvx+TVr1vDd736XBQsWcMUVV4hRE5VKxdKlgTnSZ5xxBkuWLOG8887jySef5O677w543Wq1csUVV5CSkhJy5vmdd96hvLycDRs2hNxHiUTC3/72Ny6//PKg137+85+Tnp7OTTfdJIq0hoYGLr30Uk4//XRef/31gPSY888/n5UrV3LZZZfR3NwcMEgae1ynnHIKJ510EqtWreKuu+7iz3/29bZ59dVXkUgkvPvuu2IBstvt5tprr6WlpUVskHjgwAFeeeWVcW2KJzuOqTJ//nyysrLE/5900kmsW7eOhQsX8pOf/ISNGzcCvlSgiy66CIVCwZ49ewJmvM855xxiY2N54IEHOOecc6a9D0eDMiaKuJOWE3fScsB3LTpG9bTxjoxg3LYNSbQBqUQiDpb1ej1OpxOn04lOraO4v5hDikPotD6HN5lcRtyMOIbqhqg0VaJUKvF4PJTkl5Ctyead3nfoc/Thdrk51HWI9IR0rlt8HTvqd3Bw8CBqjXpKaXF+RlwjfFD3AR/UfcDM+JmckXcGyzOWiwLD5XKJYshoNNLb2yt+D6RSKQaDAb1ej1arDXjY7fZxa15GM1EECHwDRf/seXJyMqmpqRw5coShoaGAdKrKykpaWlpYvHhxwPPj4W8SGx8fT21tLS+//DI5OTmicxn47hf+Wo7Y2Fh2796N0+lkwYIFQels/n5GYwWQ38RgIkE2nQiQIAjU1tYyMDDA0qVLv1TtVnR0NElJSXR1dWE0GomKiqKhoQG32x3SIKKlpQWlUhlUN9Xe3h5SkI7GaDSiUChEweMXhqHOi1fwsrdjL+/XvM+h3kNBr08FlVJFpiST+0+/n0RNIgcPHgwQ86NRKpXMnz+f+Ph4KisrA1zauiO7+bTj04DlbQM+04M0Qxrfm/U9WhpbcLlcpKWlERkZicPhoLOzE51OR0ZGhm89/0k1hf+YF6SkiE1twWcrbjab0el0IUXhhBGg/xgf2N12+kb6SNBNPRVy1qxZKJVKqqursVqtFBUVTel7GyZMmG8g0m+ACcLXvf3jwDdSAD3++ONERUXx0EMPBb0WFxfHU089xZEjR0Kmd43m3HPPZfHixfzxj38MEkC33XYbSUlJnHTSSTz44INB73344Yc5//zzj2ogkpyczIknnsgjjzzC66+/DsDTTz+Nw+Hg6aefDhpkaTQannzyST755BOMRuOkLkdLlizh3HPP5eWXX+b3v/89Wq0Wh8OBQqEIGHj4C2EHBgZEAfTwww+zdu3aoF4nUz0OgH/961888cQTHDlyhLi4OC6++GIeeOCBSX9gc3Jy+PGPf8xjjz1GQ0MDubm5rF+/nkOHDvHaa6+FTPe57777kEgkU2roeTwYnW4DvmJ7/+BGEAQiIyOxWq3ExcVhs9nEupEYaQy5fbm069qJiowCQKqQEpUXRUNjA6nOVBQWBVVVVcyYMYOrUq9iy+AW9hj34PV4aelu4RXrK5xTfA4Xyi/k9YOvU9lfiU6v810f07gXVfZVUtlXieGAgVNyTuH0vNNJ0vv6CY2Obo6MjASIov7+/oAUUo/HQ0VFBUqlMkgY+R/+a0Cv12O328dNmfObNfT29uL1elEoFKSkpNDS0kJ0dDSCIHD48GHa2tpYsmSJGOl0u9243W5R6FitViwWCxaLBavVisPhCPisOjs7aW5uZtGiRRgMBrE+w8/g4CA2m43U1NSQtTzjCaCpRIBC1QCN/n76BZDT6aSsrAy9Xs/SpUuPiYtfYWEhPT09HDp0iPnz51NbW8vChQuDPgt/9GfOnDkBEYahoSGsVuuE9wmXy4XFYgm4hiwWi9ibyI/VaWVj40Y+qP2AHmtosTIVFiYv5KzMs+g83Imx1UhVV9W4UZ+YmBgWLlyIUqlk//79YpqaVCrFnGDm/frA1Fqnxclw6zBJ+iQunnUxpkETQ0NDxMbGiuegpaUFlUpFamoqSqXPkGF0lDMpKQmFQhEQ/Rnv+vEzlRQ48KXBTVUA+SkoKECj0VBZWUl3dzcFBQVkZWUdV5fIMGHChPlv4RsngARB4OOPP+bss88ed3b1ggsumPL6TjvtNB588MGAKMjGjRt5+eWXKSsr49VXXw16T01NDfv27eM3v/lNwH6N/bHyer3iwGZs08mLLrqI6667DovFgl6v56OPPmLBggXjDijWrFnDmjVrpnVcr7/+OqWlpaxevZqrrrqKv/zlL9x666388pe/pLu7m1/96lfMnj1bLIa2WCy89957PPPMM1Peztjj+NOf/sQ111zDVVddxW9+8xuampq4/fbb6e/v54UXXpjSfj/22GNs376d3NxcPvroI2QyGWeeeWbI5RMSEqa1v8easQJIKpWSlJREX18fgiCgUqmQy+VoNBoxQiKXy5HL5STZk7D12nDoHOLAU6aUEZEdwYGOA6REpuDxeDhy5AiFhYWcGncqedo83ut9D4vbwvDwMG8efJMZKTO48dQb6Wju4N3adzkydASdXodCOb2mn8OOYd6qeou3qt5iQdICzsw/k0Upi0TnK7+IGX2NejwesSfMwMAAQ0NDREZGYrPZ6O7uDjo/EokEuVyOTCYTLZYjIyORyWRBD38NTmlpqSgkDxw4gM1mo76+np6eHgoKCjhw4IAofEKhUCjQ6/UkJCSg0+nQ6/Xo9Xp0Oh0Oh4Pt27cjlUrF7/9o/APjUN9Lv420Xq9HqVQGvHa0KXBKpRKpVIrX62VkZASTyURZWRkFBQVTmpSYKhEREWRnZ9PY2MjGjRtJT08P6YzX0tKCWq0Oeq2lpYXU1NQJUy/99YGjI3MjIyPiOekY7uDftf9mc9Nm7O6JazEnoiiuiB/O/SGzEmZhtVr5vP5zWltbxSjMaCQSCfn5+eTn5+PxeNi9ezcDAwOA7zpxp7p59XDgPd/j9GBqNBGvjueSOZeAB1pbW9HpdGIU2y92/JbzEBj9USgUJCUlERkZGSAI/dsezxRiKhEggPbhdhamTL/RaXp6OomJidTU1HDkyBFaWlqYNWvWtNK6jwderxeb2YTbaUcQBORKFdqIKKSTWOyHCRMmzLHiGyeABgYGsNvtk6ZeTBX/D3t3dzeZmZmYTCauuuoqHnjgAQoKCkK+59NPfakRixcvFp/bunUra9euDVjuqquu4qqrrgLgsssu48UXXxRfKykpweVysW3bNs444wza29uZN2/eMTmmsccFvrz/Rx55hBtuuIHf//73gK8gfNu2beIP6rZt23C5XAHHNRmjj+O0007jvvvu49xzz+Uvf/mLuIzdbufFF18MmH2f6n63t7cTFxf3lTbznCqCIAQN8ME3mzsyMoLFYsHpdBIXF0d3dzexsbG0tbURHR1Nb28vsbGxuPpdtMW04Y39wu1JppLhSfFQai7llPhTcLvcHDlyhBkzZpCjzeEn6T9hQ98GqixV2EZsVLZWco/5Hi6Zcwn3f+d+9h3cx87undQ6arHL7Uhl05/RPdB9gAPdB4jTxrEmcw0rMlaQG50bVGcgk8lEQaFQKCgsLBTrSsAX2RgZGREfDocDj8eD2+0mLi4OQRCQyWR4PB6cTicej0d82O12Ojs7cblcYsNIu93Oli1bUCqVzJ49m5iYGFFQ+h8KhQK5XI5Wqw0pTkaj0WhYsmQJO3bsQK1WB8zOC4JAZ2cncrk8ZPRxvNl7t9stXusTpcCNjgB5vV7RQlyj0WC1WmlqasJsNrNw4cKjrveZCH+fm4aGBk488cSg10dHf0bjcrno7OwMSr8dy9j6HwCT2USTtYlNn21if9f+o953CRJKUko4e8bZzEn0RadaW1uprKwUtz1WABkMBubPn4/BYBBrwPxZAhqNBmmGlOcPPI8wyllE8AoYG4xEyiO5ZM4laOQaquqqkEql5Ofni59hf38/EolEND5wu92iuAGfgJbJZAHXF0w/AuQ38gGIVEUSoYzA7DTTapo8ZXk8/N+lzMxMDh8+zO7du0lKSgqqd/sqEAQBy1A/5sFehDEOeKa+LvRRsRjiko66mXGYMN9KJFLf4+veh6Ogr6+PZcuW8Ze//EWc5H/rrbd48MEHaWxsJCYmhiuuuIJf/vKXX3l0+hsngPwn4FinPPlvqDfffDNpaWnccsst4y7b2NhIVFRUQEO5hQsXUlpaKv6/pKSE++67j3Xr1gEE9V3wzxz6886lUulxSePyH9fDDz/ML37xC66//nrOO+88+vr6ePDBBznppJPYtm0biYmJonveaHHpH5iNZvTM9ejjqK2tpaenh3PPPTdg+Ztvvpmbb775qPb7eJ2XY8F46TWRkZFi2pXNZiMlJYXu7m4xCuTxeMQBj1atJb01nXZDOx7FF8cpU8volfRS561jYcxCzGYzNTU15OXlERERwfmJ53NQd5CP+j7C6XTS29/L3w78jf3J+7l56c0U9hRSW1tLk72JRlkj9bb6gIHdVOkf6efNqjd5s+pNErQJrMhYwYr0FRTEFgQNQhwOR1Cao1wux2AwhLSc9jsATtSYNC4uDovFwqmnniqmOlZVVXH11VcHFesfLQaDgZKSEvbs2YNarRZ76gwNDWG320lLSwt5452s/kehUEwovkKlm0mlUlQqFYcPH0Ymk3HOOedMyVXvaPB6vWLj2YaGhqAauubm5pDRn46ODrRa7aR9mfwCKMIQQXl3OZ+3fM47H70DkaBPProJDY1cwyk5p7CuYB3JET4TFZvNRkVFhejGGRsby+DgoBidk0qlFBQUkJub60txM5sDXAAjIiJQZ6t5dPejQfbYpmYTWo+WS+ddSoQqgo6ODrFmxv/ZSiQScYLDf5339/eL901/TZlarQ5w0XO73QwPD6NSqcaNFI69940WzRKJhOyobA72HhSbwX4ZDAYDy5cvp7OzkyNHjrBlyxYSExNJTU0lISFh0gbHXxZBEDD1dmI1DY63AJahftwuJzHJGWERFCbMfzk7duzgsssuo6GhQXxu//79XHrppbz++uuceeaZ1NTUcOaZZ6LX6/nZz372le7fN04AxcTEEBERMaGFpz/Xfyqd4/22y2lpaXzwwQf861//Yt++feLA3/8j5na7xTQ2k8kU9IMVERERMPMNPnEw9jk//vebTCZx2YmOye12i45YU2H0cbndbn79619zySWXBKSLrVmzhtzcXB5//HGeeOIJcV9GH9sDDzwQ5LA22kZ29HH4Zzyna8073n6D77ysX79eHMyEoq2tbUIr3uPFeBbqfgHU3t6O3W4XIxEWi4WYmBgGBgZIS0ujp6eH+Ph42traKOgroColcBAjU8nY59xHjjyHlIQUNBoNdXV15OTkEBUVxdyIuWSoM3i3513a7e0MDg5S5i7jZuPN/GThT1i7di3J1clkdmSyzLCMDnUHB4YPMGQf331tInpHenmn+h3eqX6HOG0cK9J9YqgwrhCJRDJlAwQ/er1+Uhv1lJQUKisrGRoaoqmpCalUSnZ2dkgr4y9DXFwc8+bNo7y8HLVaTWxsrHgtjpd69mUMEICgAaU/ja+2tha1Wi1GDY4XVVVVpKWloVQq6ejoID09XUx9crvd1NfXh4xKj04XHg9BEKhoruDI4BFe2/AaJofJ57Rns2KIn3r/JT/J+mTOKjiLk3JOQqvQittoaWmhqqoqIP3Rn1Lp/57NnTtXFCaDg4Ps3btXnLyIjY1Fm6Xlwe0P4vYGplBauizIrXJ+MO8HRKp93+nOzk6ys7PFe5FSqaS5uRmpVBpwD+rt7RX/Tk1NFVMsRwvpoaEhBEGY8HdqIgEEMDtxNgd7D9I23IbRbiRKHTXpuZyMlJQUEhMTaWlpoaOjg3379iGXy0UxFB8ff1xmYu1W8/jiZ/RylmGspkH0UdPrJRUmTJhvDi+99BL33nsvjz32GN///vfF55ubm7nmmmvE4EFRURHnnnsun3/++VcugL6R1ZCnnXYaW7ZsGXcA+re//Y34+HjRInoiNm3aRF5eHikpKbz55pvY7Xax4aJCoRANEBQKBVdeeSXgGyxNt//NWPyzo/7I0GmnncaBAwcC8sZH89FHH5GSksK//vWvKa1/06ZN6PV6FixYQF9fHyMjI6xYsSJgmcTERAoLC8W0Ef++jD62H//4x5SWlgY8xjsOf0RsbF+kwcFBNm7cOKHr1+j9lkgkrFq1CvCdF6/Xy0cffRRy+cHBQfLy8rjmmmsmXfexZnSKy2hiY2PRarXI5XLR9tc/sNRqtWLzzOjoaKRSKREREXi7vczxzglal0Qp4UPTh3hUHuLj48nOzqapqUncdrQimh+m/pC1sWuR4hPnvUO9/G737/jDgT+QPzOf1atXk5WQRe5ILpfoL+HK/CuZlzjvSx17/0g/79W8xx2b7uCK967g/+3/fxzuPIxSNX7EYyyTOcGBLyXS6/WyadMmBgcHOeGEE8jLyzsuPUxSU1OZMWMGpaWlDA0N0dHRgVKpDFkP4fF4MJlMIWfvp1L/A74Z/NED2u7ubnbv3k1RURHJyckIgjBpn7KjZWBggLa2NubOncucOXOQyWQcOnRInPBpbm5Gq9UGWTMbjUYsFos4QTEaQRCoH6znr2V/5dLXL+UvpX/hwNABTA7fxIrX7QUvyBRTF3XzEudx7wn38qd1f+KsGWeJ4mdkZITdu3dz6NChoNovqVRKbGwsOp0uoOFtd3c3u3btEsVPcnIysfmxPLTjIZyewFRWu9GOt8/LD2b/gFhNLB6Ph4aGBhITEwOi+Vqtlo6ODtH4AGB4eFj83FQqFbGxsUgkkqCUvMnS3yC4EerYqMfshNni34d6js45LxQymYycnBxWrVrFiSeeSF5eHsPDw+zdu5dPPvmEiooKent7j+n1aTWGvp+GXHao/5hPgoQJ81+LRPLNeOC7/41+jFf6cNppp9HQ0MD3vve9gOfPP/98nnrqKfH/NpuN9evXs3Dh9GscvyzfSAH0s5/9jIGBgSDnNvDNvD322GPk5+dPmqO+fv169u7dy7XXXgv4mouOHexfffXVAJSWlnL//fcDvtoZq9U6YR+TyfD3D/HPpF5//fUolUpuvPHGoFm/kZER7r33XqKjoznrrLMmXXd5eTnvvPMOV1xxBWq1Wmx+uG3btoDl+vv7qa2tFVPe/Pvi3zfwzQYuWrQo4DHecRQWFhIXF8e7774bsMw//vEPzjjjjEl/LNvb2/nzn//MunXrxNnU0047jdmzZ3P33XfT398f9J5f/OIXOJ1OfvjDH056Xo414wmg9PR0JBIJkZGRYp1QTEyMOGsaHR3NyMgIKpUKtVpNfHw8brcbfbueXFVu0PosXgsfmT/yucRFRTF37lxaW1tFsSyTyFgZvZIrUq8gVhnLiHWEIeMQ21q2ccOHN9A40khJSQkrV67EoDcg75KzlrX8atGvOLfwXCKUX66+ZMA2wL9r/83jnz/OXVvu4vnS5znUcygonWgser0eq9U64UDG79TW0tLC8uXLiYiIICMjg87OznFND74MeXl5pKWlsWHDBqxWKxkZGSFnu41GI16vN+TgdaoCCHxpcIIg0NHRQU1NDcuWLQuIOE3WrPVo8Pf8ycnJwWAwoNFoKCgowGq1UldXJ0Z/xrPETklJCTA/aDW18srBV/jJBz/hlo9v4Z3qd+ju912bCt0Xy3mdvutBqpz4Z0UpU3Ja7mk8c8YzPHjig5SklgQ0Im1qauKzzz4LeT8A3/dr3bp1xMXFiSKjoaFBjOyDL803NjeW+z+/H5s78By7bW4c7Q7+b/b/kaD3RbNbW1tRq9UBUZ7U1FQqKirQaDQBQnG07XZaWhoSiYTk5OQgx9DJDBAgOOIzVhAVxBaglPmE18Geg+Ou58ug0+nIz88XjXiysrIYGBhgz549bNy4kY8++ojt27dTUVFBY2Mjvb29075uvR43jpHJJ8j8uF1O3M7jMzkQJkyYoyc9PZ3IyEjx8fDDD4dcLikpadL0brPZzHe/+100Gs2EZSnHi29cChz4et88+OCD3HPPPVRVVXHZZZcRHx/P4cOHeeKJJzCbzWzYsEH80XQ4HOzevRvw/YAajUY+//xzfv/737N27Vp++tOfAr50q9G9aQA++OADgICB/6mnngr48hf9YbqxTDY7tX37drRarRjpyMrK4vnnn+eqq65i1apVXHPNNWRkZFBfX89vf/tb6uvr+fDDD4MGVaOPy2w2U1paylNPPUVBQYEYvZLJZPzqV7/ipz/9KQaDgQsvvJD+/n4efvhhZDKZGFZctWoVGo2GHTt2MH/+/An3P9Rx+Ldz/fXXc91113HuuedSV1fHPffcw7XXXhswc1pWViYO4EdGRqioqOC3v/0tGo0mIE1PLpfz8ssvc+qpp7Jw4UJuvvlm5s6dS39/Py+99BIbNmzg17/+NcuXL5/S/h4rBEEIOQDTarVERPgak0ZGRjIwMIDL5UKlUhETE0N/fz86nY7h4WHAN6NrMBiIiYlhcGCQmUkzMeqNDDgDxVWTuYmyuDIWSxYjkUhYvXo127Ztw+12i7PxKeoUfpT2IzYNbGK/aT+Dg4N4vV5+ueWXfCf/O/xw7g9ZtmwZ/f39VFdX01HdQa4hl1OWnUKDs4ENdRu+VC2Bx+XB4rWwoX4DG+o3EKmKZFnaMlZkrGBWwizk0sDbiUajwev1YrfbQ1q72+129u/fj0qlEg0TwDdg9AujUE5fX5aZM2eyY8cOWlpaOPnkk0MuM9Hs/US9bsYiCAJ1dXWoVCoWLFiAWq0OaYV9LKmvr8fj8QQInJycHNrb26mvr8dms4mueaNxu910dHSwdOlSusxdbGvdxuctn9NiCo7Guay+KMtoAeRx+iZ2ZMrQEaA4bRzfyf8Op+WeRoQqWJRbrVYqKirGnXiQSqUUFhaKTZTr6upobW2ltbVVTGcEX0qFJkHDnZvuxOIMHHR73V6sTVa+X/R9UiJ8QnRoaAiz2UxxcbH4mxIREYHVaqWnp4eioqKA3xp/BF2j0YjXx1jTHq/Xi9FoFGvkxmOsABo7OaaQKSiOK6a8p/yoeydNh4iICAoLCyksLBQt5s1mM2azmeHhYTo6OsR99BuRjDYmkcvlpKSkBNXEHk2dp8ftQRFuXRQmzDeKtra2gHva0fYXq6mp4fzzzycxMZEtW7YcFyOgyfhGCiCAu+++mwULFvDMM89w6623ivneZ5xxBnfffXfAwKi7u5tly5YBvgFnXFwcOTk5PPHEE1x11VUTWrmGIjs7mwULFrBhw4ZxBdBkfPjhh6xbty5g4HfZZZeRn5/P7373O+655x56e3tJSkpi+fLlvPHGGxQXFwetx39c4BuMZWZmcscdd3DttdcGXIQ33HADUVFRPPnkk/ztb38jLi6OVatW8e6774qiT6vVcsYZZ7BhwwZuuOGGozqO6667Dp1Ox+OPP84LL7xAamoqt912G3fddVfA+8477zzxb4PBQHp6Opdeeik33nhjUNrNvHnzKC0t5cknn+T555+no6MDvV7P7NmzWb9+/bgW2ccTs9kc0gTB/8OuUqnEIn3/cvHx8aJo8p8vr9dLVFSUaHk80D3ASTNP4h33O7i8X6zf4/GwtWMrBbMLiBqKwmq1ctZZZ/Hxxx/T1NREVlYWEokEpVTJDdM/UwABAABJREFUmfFnkqfN49+9/2ZwcJBIQyTr69azu3031y66liVpS1i5ciU9PT1UV1dTvr+c6Oho7ph/Bxa5hQ/rPmRL85agmfHJ8Lq8SBVfzO6bHCY+aviIjxo+Qi1XUxRXxOyE2cxOnE1eTB5yqRydTofFYgkSQENDQ+zbtw+NRsO6devYs2cP3d3d4k0wMzOTlpaW4yKATCYTiYmJSCQSKisrQ/bemUgA+WuAJosADQ8PU11dLTZc9c/ujz4X/nUdKywWC3V1dZSUlAQMrqVSKXPmzGHr1q1s2bKFH/zgBwHvG3GNsOnAJra1beNjycc0Ghsn3I7L6gIpyDWjrL6dHqQKKZIxDfOK4oo4e8bZLE1bGiSS4YuoT3V19bgD5ZiYGObNmxdwzmNiYti8eTMFBQW+ZsMyGXPnzkURpeDOTXeKqXnidrwClmYLF+RfIFpMO51OWltbmTFjhjhbKZVKycrK4p133iEuLi7gh9lvfw++6PnoCY7RmEwmPB5fWutExfyTCSDw1QGV95TTYe5g0DZIjGby2tdjgb956+j7tT9t02w2Y7FYGBkZweVyic6IFouFiIiIIAEkPQoHqbHXUZgw/7NIpb7H170PMK7p0XTYsGEDF198MVdffTWPPPLIcTMCmgyJEE60Dclbb73FlVdeKXb+ng7Nzc3k5eVRWlo65UjLV8W+fftYunQpDQ0NkxY6f5OP43jT2Ngo1k6NZsGCBaSmprJjxw4GBwc5fPgwiYmJYh3JwYMHxVRAv/2zXq8nLi6OyspK+vv7yc/PR5It4f2+94PWHxcTxy8W/QJjkxGZTMaMGTNYv349LpdLdLnyY3Fb+KDvA+qsdej0OvQ6PUhgedpyfrLoJ8RoYhAEga6uLmpqarBYLMTFxVFYWIg2Qsv+rv3saN3B3s69U+rT0neoj9iiWKTyyW/EKpmKorgi1D1qlsxYwpp5a8TBb2trK4cOHSItLY3Zs2cjlUrZvHkzCoWCE044AfANTDdu3MjKlSuPmRucn/LycrE+pqGhgcjISObPnx+QhvXxxx/j9Xo5/fTTA8651+tlw4YNCILAKaecErJRstfrpaGhgc7OThwOh5gj7b92vF4v69evB3xCb6wN9Zdh586dqFSqcfOp33//faqqqrjg+xdgVpmp6K7gUO8h6gbr6DvShzpGjS5x4vud4BXorehFoVEQU/jFYNzcbsZpcRJbGEuMJoZVGatYk7WGvJi8cddlNBo5fPjwuOnGMpmMwsJCsrOzA4TEwMAAW7ZsoaKigvz8fFJSUigpKcGj9HDnxjvptgbXWlrbrayLX0d+bL7vOASB2tpasX+Pn6KiImpra9m7dy9z5swRJ9C8Xi8VFRW4XC60Wi0zZ85EIpEwZ86coHtpQ0ODaG0/XrsF8N0vxta7fec73wm45qr6qrhj0x0A3LbsNlZnrR53fd9UBEGgt7kWtyu4rUAoJFIpyTlFSL7uQV+YMF8jw8PDREZG0vPyQxi0wb81X+m+jNhJ/OEvMJlM0xZAEomELVu2sGbNGnbv3s3q1at5/vnnxbr7r4vw3WUczjvvPGbOnMlzzz037fc+9thjXHjhhd9I0bBo0SIuvPBCHnvssUmX/SYfx/FmIgME+CLsGxUVFRApGl1Q73eS8s+KJicnI5fLfR3mzbGURJYErX/QNMifa/5M/kxfI8eamhouvPBCoqOjqa2tDZgh1sv1fC/pe5ybeC6CTWDIOITX62Vn+06uXX8tH9Z9CPhmqtesWcO8efOwWq2+fP4DFcyKnMXtK27nH+f9g7tX3c2azDVo5MGpauAbwHjd3imJHwCHx0F5TzmftHzCb7b8hu+/+X3u2XQPT7zzBOu3rWdG0Qzmzp0rDvSSkpIwmUxiSphSqSQ5OZnW1qPvfxIKf48bjUZDeno6S5Ysob+/n6qqL1ID/dE/v4nFaPymFzKZLGTof3h4mB07duDxeFi1alXAD8Xopsn+9x7LFLjW1laGh4eZOXNm0Gsuj4uyjjK2tm5ll2IXP3zvh9y9+W7erHqTmoEaHFYHbrsbTWzozz9gXSMu8IJCHxhZV3lVrMxZyUMnPsTfzvkbP1rwo3HFj91up6ysjG3bto0rfmJjY1m9ejU5OTkB4qe5uZldu3ahUqlQqVR4PB6fcFbBPZ/eE1L82PptnBZ7mih+wFfL489j9xMXF4dEIqG6upq0tLSA7IGhoSHxu56amio2/fXbqo9mKgYIEBwBguAoUH5sPmq5b/BzvOqAjjcSiQRddNzkC/4HXWRsWPyECePH3wfo634cAx566CFcLhc33nij2GNQr9dzxhlnHJP1T4dvbArc141EIuHvf/87q1ev5vLLL59y5+wjR47wwQcfUFZWdpz38Oh59tlnWbBgAddff33ItDv47ziO44UgCCEFkE6nE2f8/QPYyMhIcbADvgFUe3s7giAgCAJarZaRkRH6+/vJycnBaDTS0dFBV1cXJ8w+gU5HJx32L+oXvB4vTb1NvNL0Cj+Z/xPKy8opKyvjnHPOYevWrVRVVTFjxgxxYCaRSJgVMYscbQ6bBzZzcOAgUZFRjDDCc/ueY0vzFm5YfAMZkRmkp6eTmppKa2srtbW1bN26lZSUFGbMmMHStKUsTVuKy+OivLuc7a3b2dOxB6vLV+8ieIQpi5/RSBVSvC4vI/YRtuzYgtvmJionik37NlHU/EXKXFxCHI2NjXR3d4v1FBkZGZSWllJcXHzM7KLb2trweDxkZmYikUjQarUsWbKEnTt3otFoyM7OFj/P0Q0+/Yyu/xk9KPd6vdTV1dHT08PcuXPFQfXo0P7oga1Go8HhcBwzAWS1Wjl8+DCzZ89GrVbj9rqpH6znYM9BDvb4+sgMtg3itDjRpmtxmVxYLBZRoNn6baij1FP6jN0jPiEn18rRKrQsS1vGqoxVmOvMxMfFMzMxWID58Xg8NDY2UldXN266m0wmo6ioSEz79OP1ejl06FCAKJ4zZw5SqZQR9wj3bb2PtuG2oPU5LU7WatdSHP/FvW5kZAS73R5QE+pv9Lt582YcDkdQjZTf/ECr1YrXRnp6elD6hiAIDA4OIpFIQl5DY491LB6PJ0B4yaVyiuOKOdB9gPLucgRB+K/skaMzRDNiGsLlmPial8kV6GOmLpbChAnzzWZ0otn77wdnvnxdhAXQBOTm5tLe3j6t9xQXFx/zWetjTUxMDM3NzRMu899wHMeL7u7uCet/ANESV6fTBYglhUJBVFQUQ0NDWCwWsrKyaGxspL+/n9TUVPLy8sQmjh1tHVyQfQF/bvszI54vakHsNju7W3ZTEFvAifNPpKysjL1797J27VpiYmLYsWMHBQUFAREIrUzLWQlnMds2mw19G7CqrOi0Oqr6q7jpo5u4oOgCLpx5IUqZkqysLNLT02lubqauro6uri7S0tIoKChAq9VSklpCSWoJbq+biu4KtrduZ1vdtoD6n6kiVUixDdpwVDuQyqXEFsUiU8pwepxU9FRQ0VMBh0AhVSBtkJLWlcbqVavJiMwgIzIDpVJJZ2fnMesD1dLSgkQiCVhfZGQkixYtYu/evajValEAhXLvCuUAZzQaOXjwIElJSaxcuTIgajR6gDva1U6j0WA0Go9JDZDNZeP9z95nyDVEd383zfXNVPVXBaQ1et1eRnpHiMqNQqlRYrPZsI3Y0Kg1yGQy7IN2onKjprQ9wSZQHF/M5adezvKc5aJL2SeHPwlpduHH34BzItEXFxfH3Llzgwwm/IYZ/s9GKpUye/ZsoqKi+PDTD/nZhp/R6+oNWp/H6WGFdAVzEr5IM/R6vfT29gbVl82ZM4empiZaWlqCxNfIyIho6T7aInysqQ74rhGn00l0dPSkwn0qESCABckLONB9gN6RXuoG6yiIHT+t7utCEAT6+vpobGxEqVQGNd6VSKXEpWUz0NmM0xb6upcrVcSmZiGThYcmYcKEOb6E7zJhwoyhrq4u5POjo4B+8SGVSoMGa3FxcQwN+dLRNBoNarUau92OyWQSDTpqamoYGhoiISGBcxPP5dWuVwNmSYaHh/nXoX9RuLaQ+fPnU1ZWxu7du1m2bBlRUVF89NFHZGVlBW07S5PF1WlXs31oO/tN+9Eb9Lhx86/Kf7GtdRs3LL6BWQmzkMlk5ObmkpmZSWNjIw0NDWKzzJycHPR6PXKpnIUpC1mYspCLsi9ic9xmjLFGdrXvYtgxPKVz6bQ4MTWaiJ8TjyHDMG5hs8vrwiQx0VrXSp2mToxEePo9GCoMLF+xnMzITFEYxWhipj0L3t/fj8ViCWlZHB8fz5w5czhw4AAOhwOlUhly9n50E1R/iuLg4CDz5s0LmRc9XgTI/7l5PB4cDseUnHScHidtpjZaTa20mlppMbXQamqlob4BW7/NV59VHVqkjvSMoNAqUEb4xEqEIYKBgQGGzcNovBqkCqn4WijkUjkLkxdyQuYJWGOtSAUpa/LXBBybw+EI6YxnMpk4fPhwQKR0LGq1msLCQtFWejRGo5HS0lKxtk6tVrNo0SKio6Mx2o38s++fDLgGiIqOCnif4BVYylLmJwSm8Pb29pKSkhIgVNPS0lCpVNTU1KBQKIKaMvujPzqdTuyHFh8fH7J581TT32DqAmhV5ipeKHsBAYHPmj/7Rgkgj8dDW1sbTU1NGI1GjEYj0dHRQQIIQCqTEZeWg9M+gtU4gMtuQwAUShW6qFhUWv1/ZXQrTJjjilTie3zd+/AtIyyAjhG7d+/m5z//OXv37kWv13P66afz+OOPB6VR+HE6nTz55JO89NJLtLW1kZaWxiWXXMJdd90lRhfAZ8bw6KOPUl1dTWRkJCeddBKPPvpogDPPL3/5S/70pz+h0Wj41a9+xeWXXy6+JggCJSUl3Hrrrfzf//3fcTv+bwu9vb2YTKag51UqVcBnOXrAOnYwHRUVhUKhwOVyMTIyQmpqKg0NDfT19REdHU1ubi7d3d2MjIzQ0tLCrFmzWBOzhi0DW8R1CF6B4eFhntz1JL87/XfMmzePsrIydu3axbJly7jwwgt57733SExMDLKPVEgVrI1dy0zHTD4e+phh5TAKpYIOcwc/3/xzTs05lSvmX4FeqUcul1NQUEBWVhYNDQ00NzfT0tJCYmIiubm5YhTE7XQzJ3UOc+bM4dpF13K49zA72nZQ2llK/0iwXbggCFg6LFi7ragiVURmTW5koIpUYR+w4zQ7UUf/55xGQuOhRoyHjSi0X6QF6RQ6UQyNfkSro8cdQPmLzUPN2oMvnWloaIi3336bkpKSkM40/giQy+Vi+/btpKamsmLFinG3OdZAQdz/UREkf88oPy6Piw5zBy3GlgCh023pRiDQs8ZldWHtthKVGzVu+prX7WWkb4SovCjxObnc59BntVgZ6hoiKiUq6H1SiZS5iXM5IfMElqYtRa/8/+ydd3ykdbn2v1MzLb333jebbHaz2V6ApUhVEF/E3o+9oQJSBEURhIOioqKiqAelCdJkKdt7erLZ9N4mk0mm95n3j/F5yGQm2SxFPZ65Pp/Z8vQ2z9zX777v69Lhdrv5e/vfw5QcBXKyOAPkcrno7u4O8R2LdH2Ki4spKSmJeL3HxsZob28Xr11iYiIbNmwIZuocRm5+9WbMmHG5Xfj9/pDr3ShtpC6pLmR7FosFnU4X8o5Vq9VUVVVx9OhRZmZmwjJDXq9XzPKeLfsDb/QPvp0EKEmdRG16La0zrRwYOcDH1n0soqLePxMOh0N8XzidTtzuoMBBbW0ts7OzPPbYY7zvfe8L+25IJBJi1Fpi1OcmLhRFFFFE8XYiSoDeBjQ1NbF7927OP/98nn76aSYnJ7nxxhvp6+vjyJEjEdf58pe/zO9+9ztuueUWGhoaaG5u5vbbb2dkZIRf//rXADz++ONce+21fPrTn+a73/0uMzMz3HrrrZx33nk0NTWhUql4/vnnRUlqo9HIJz/5SRoaGsRG6Mceewyv18t11133T7se/5uxXPanuLg4JFhZHEAtHb2XSCSkpqYyOTkplsGNj49jMplwu90olUrWrl3LiRMncDqd6PV6tqZvZdw5Tp/tjf27XC4MZgPfP/h97rnwHuoCdbS2tnL06FG2bNnC+9//fv72t7/h9XojZivSYtL4QPoHaLY0c8J5AlmMDCTw8uDLnJg8wafqP8W2vG1BeW2lksrKSkpLSxkdHWVwcJAjR44QHx9PUVERNptNDG5lUhm1GbXUZtQSCASYsc3QMdNBhz74mZ6bxjRiwufykVyWjGnYRMAfOKusrTJWCRJwmVwiAZIpZMQkxOCYc4QQIJvHRrehO8zXSIKEeFU88THBT4IqgXhVPBqJhsGmQVISUiilFI/FQ7wqHrVcHRKgxcXFkZqaysTEBGazOSyrYzabxTK6Xbt2RcwALIZMJsMf8OPwOJhYmCCgD2BymhidHqV5pBmb28ZR71EkcRJMLlPw4zSFEZ1ICPgDmIZNqFPUxMQtn0Gyz9hRaBUodaEZHq1Wi3Xeim3eRlpVkNwXxBdQm1FLTVoNa9LWoFWGBqmCYMHS503IjAneT0Kfz0pmtllZWVRWVkbMGgUCAU6fPs3g4Bty3Lm5uWLPj8Fu4KZXb2LKOoVKpcJqteJyucRndLN6M2uka0K26fV6kUgkIfdMIpFQX1/P+Pg4U1NTosfXYhgMBvx+PzqdTuztWmqOuhjvRAYIYHfhblpnWjG5TLRNt7E+65/vnA7BZ2BoaIjJyUkCgYBIOisrK4mJieHIkSMMDQ1hSbNw6NlD3HXRXcSp3ppsbhRRRBHF240oAXobcMMNN1BXV8czzzwj/qDFxcXxpS99iaGhoTCTPKPRyEMPPcTdd9/NDTfcAMD5558PwDe+8Q1+8IMfkJqayp133sm73vUuHnroIXHdiooKNm7cyHPPPcc111zDK6+8wp49e7j++usBePjhh9m3bx/V1dW43W5uvvlmfvazn0XLClYBo9EYsUxHoVCEydwuJj2RfKYEAmSz2ZBIJGRlZTE0NITBYCArK4ukpCRyc3OZm5tjYmKC5ORkrky7kl+P/5p5zxuqWBaLhT5lHw+deogvNn6RQCBAW1ubmAm65ppr2Lt3L0ajMWLAJZFIWB+3nlJvKYedhxnxjyCVSllwLvDDIz/k9eHX+cyGz5CmDQbAcrmcoqIiCgsLmZqaYnBwkJaWFkZHR6mvr6egoCDkfCUSCRm6DDJ0GZxfeD59fX2c7DjJQt0C9kQ73QvdmEZM+L3+ZQ0yBUjlUhQ6BW6zO6TRW52ixjRkIjY79qwkKkCABecCC86FkOnWKSu2SRu6HB0v7n3xjXsnVRCviichJkiUjH1GbHYbmnQNp546RWFBITExMUiQYJm3cOK5E2jiNVirrPR39gevARLxWkDQU8fkDJKZ8aFxpoeDqmSqZBXxo8EA2ufyYRgOZs60aNFlrkykIsEybgEJxGYvbyAXKfsjQCKRkCnLJD8rn4szL+baXdcSF7NyoCqYgAplYAIcDgcymYy5uTlOnz69Ym9TfHw81dXVEXusIJgdb2pqEj21JBIJ1dXV4nt0xjrDTa/ehN4e7PmRyWUoFAqcjqDh7oVpF5Jvyw9753m93jDCWlJSgkaj4fjx45hMJrKyskLmBwIBsfxtcfZHENFYCqfTid1uD8syLYdzIUCbczbzU9lPcfvc7Bve908lQH6/n+npaQYHB5mfn0epVKLT6XA4HGRkZJCfn093dzfNzc3Y7XYCJQE6nZ0EmgMY1hmIy4sSoCiieNOQSN42Fba3dAz/YYgSoLeIubk59u3bx+9+97uQH7P3vOc9IWagi2EymfjMZz7DFVdcETJd8IsYHBwkOTmZPXv2iL4oS5cZGBgAgsHB4rITpVIp/oD+7Gc/Iz8/n4svvvgtnuX/DSyX/SksLAwrz1lcaiOVStHpdGKTNAQJUlxcHBaLBb/fT3JyMpOTk8zPz4tBVnl5OcePH8fn8zE+Pk5hYSHXZFzDbyd+i9cfHDkP+AOYTWb2DuylIqWCC4svBBBJ0JYtW7j00ks5ePAger2e+Pj4iIFZnDyOS3SXMOQZ4qjnKFZ/8FhPTp6k44UOPlDzAS4vv1w0LBRIW1ZWFkajkcnJSSYmJpifnxf7hBaXcZlMJlpbW3E6nezevDtEGvhx2eMoc5UMOYdon2ln1j677D2IiY/BarHidXjFjI8yVolUJsU571yVTPNSBAIBHAYHSAlb3+P3YLAbMNgNQX+bPj0SqYTUrFSsDivt7e3Ex8bj1AdL89wKNzKvDPuUfVVGjYKKHgTvpQCpQgoSIBAkQ+cKl8mFY85BUnnSisdhm7GFZH8ytBmsTV/L2vS1VCZX0nSoCaVSid1uxz5vJy5j5UBVyAAtJUCzs7MMDAwsG7xD8DtRUVFBbm7usgMyZrOZkydPigRKqVSyfv16UYBkyjLFTa/dFFZ2qVKpsFgsXJp1KXm2PHyS8ONYmqlNSEigrKyMlpaWoKFwhO+O2WzG5XIRGxsrZgOlUumyBr3nkv2BcyNAaoWaTdmbODB6gKPjR3F6naI89jsFq9XK6OgoY2NjuN1uYmNjycjIwGw2o9VqWb9+PSaTiddee43p6emgIW2ljJPGk0gmJXz1vK9SmFt49h1FEUUUUfyTESVAbxHt7e0EAgHS0tK4/vrrefbZZwkEAlx11VX85Cc/iViaVFhYGNFf6KmnnkKhUIjO5j/60Y8iLgOwZk2wvGPz5s187nOfo7e3l/n5eTo6Oti6dStms5nvfe97ouFiFCvDYDCg14erSMlksrAMHhAWKMXHx4cQIAiqiJnNZnFEODMzk+HhYbEMTi6XU15eTk9PD7Ozs6SmppKhy+CSlEv4m/5v4nbcbjd2h52HTj1EUWIRJXklBAIB2tvbxUzQeeedx/Hjx5menkYuly+rPlWoKCRLlsVp5WlOLZwiQACn18nDLQ+zf2Q/n9/4eYoSi0LWSUhIIC8vjx07djA8PMzo6CjDw8NkZGRQUFCAwWBgYGCAzMxMNm3aFBZoZiRkUJpRypUZVwKgt+nfKJmb6RBH8gFi4mKwYsVlcokESCKRoEpW4TA43hQBcplc+N1+VMkryzy7LW7wgzJeiUQqQRerwznvZLRvlPSidGJzY1noW0AWI1u1S33IcoHQ6TKlDJ/Ld84EyOfxYR4xo8vUhZQFRlpOYVJwwbYL2Fy6mZr0GjHTB0HfoJiYGLZs2cK+fftoa2sjMTFxRUEGk8mEVqsVs4Aul4szZ85w6NAhsQdkKaRSKUVFRZSWlq7o+D05OUlra6tIAOLi4mhoaBBL5MbN49z82s0YHeFZWpVKxTrJOlRDKnzJoddTLpeHkQqZTEZ9fT1zc3NMTk7i9/sjilgI2Z/FhD4zM3PZayT0/yyX3VqKcyFAALsKdnFg9AAun4tj48fYVbBrVfs5F/h8PiYnJxkdHcVoNCKTycjKykKtVjMzM4PP52P9+vWo1Wra29vp7u7G4XAEM0J5Dl6feB3G4XNbPseF2y8U35VTU1NYLJYVjWGjiCKKKP5ZiBKgt4jZ2eBo9sc+9jEuueQS/vrXv9LX18eNN97IwMAAhw8fDjNTjIQnn3ySRx99lC996UvLekf09fVxww03UF9fL5pGXXPNNbz66qtUV1ejUCi48847Wb9+PTfeeCM7d+5k/fr1fO1rX+P555+nrq6OBx98METOOYo3JHYjoaCgYFWlLPHx8UxMTIRMS0hIQCKRYLPZ0Ol0pKSkiFkgoX8gJSUFq9WKXq9nZGSEqqoq6uLqGHeO02J+w4PJarESExPD9w9+nx9f8mPy8/MJBAJ0dHSImaAtW7bQ0tLC1NQUEKq9vxgx0hjWeddRnl7OPts+xq1Bqfc+Yx9f+ftXeHfFu7luzXXEyINBns1mQ6vVotVqqa6upqysjNHRUdra2nj55ZdRqVScd955IcamiyGo4AlI06ZxftH5nF8ULPs02A0MLwyL6mYHZw4yZw31YVInq7FN2fA6vchV5/bachiCssua1PBek8VwmV3B6xMfg8vkwjppJUYTQ0pZCs6AE4k9GMidrZQvBIv5jz/0fshi/kGA3OdGgMwjZmQqGZr0N85HgoR0bXqIIERAH0BbrqWxsTHidkZGRsjPz0elUrF27VqamppoaWmhsbExYobG4XDgdrtJSUnB5/MxNDQk9vm43e6IpCAjI4OqqqqQbOFSBAIBenp6QjKwWVlZ1NXViQRhZGGEm1+7GZMrXKAE4ON1H2f28Cxjk2MkJb2hECiXy1EoFGG9SNXV1ajVak6cOCEG70vhcrlYWFggLi4uhBxFGhAR8HZkgFbqm1qXuY5YZSwWt4XXh15/WwnQwsICo6OjTExM4PV6SUhIoKamBplMxvDwMFarlaqqKvE9dujQIRYWFggEAiQnJ2PNsfL8wPNIJiR8av2nuGTXJSHvg4GBgWWFI6KIIooVIJH860vQ/tX7fwcQJUBvEcKo5/r163n44YeBYD9PQkIC1113HXv37uWiiy5acRtPPPEE119/PTt37uQHP/hBxGW6u7vZs2cPMTExPPHEE+IPi0Qi4aGHHuKBBx4QR/4nJib46U9/ysmTJ/npT3/Kyy+/zJNPPsldd93Ff/3Xf/H444+/jVfgfzf8fj+nTp2KOHotjFxHwtIAcWlJECDK6QrKYVKplMzMzBACBEHDT4fDgcViwWAwkJqaykUpFzHlmmLaFewfCQSCqnAymYyfnPgJ39z6TQoKCggEAnR2dnLkyBG2bNlCfX09Z86cYWRkBLlcvqLnisam4SrVVUykTfDc8HN4/B78AT9Pdj/JodFDfGzdx9icsxmLxRKiNCeRSMSej4aGBhQKBePj4xgMBgoLC8nPzw/pE1pKgJYiRZNCiiaFDVkbADhfez5DQ0Os27aOace0qIJ2YuEEc8Y55Fmrf235XD7cJjdyjRyFdvlsCYDb5Mbr8mKfsSNTyYgvjA+SrUCwFMo4akTulwfFJFaJxRmgpYRU2I7f7V+VSASAfdaOxqNh49aNFKcVkxefR35CPjlxOSHlUDabjX2n99GwoyHidsxmM2azWSRHWVlZ6PV6Uc440nNvMpnw+XwsLCzwyiuvhHxnhDIxAXFxcVRXV591sMXj8dDS0iJmWiDYTF9SUiL+f3B+kG+/9m0sbkvEbXxm/WdImU/BGetkfHwco9FIcnIyUqmUpKSksMxueno6+fn59Pf3Y7VakcvlETNTwnqLsz/x8fHLDlD5fD7MZjMqlSqisEMkRCKNK31n5VI5O/N38lzfczRPNzNqGiUvPnI53mrg8XgYHx9ndHQUs9mMQqEgNzeX3NxcrFYrfX19xMTEUFlZSUpKitifNTw8jMfjQSaTkZqaylzqHE+ceQLZtIwPVH+AS3ZfEvIOsFgsogR9FFFEEcW/A6IE6C1C+NG/7LLLQqYLfTetra0rEqD77ruPG264gV27dvHMM89E/EF8/fXXec973kNsbCx79+6NOAK5eL1bb72V6667jvLycj75yU/ywQ9+kOrqar70pS+xZcsWfD7fWQ36/q+gq6tL7GtYiuLi4jCJ6+UQFxeHRCIJC3ITExPFLCEEMz7CCKsQdEmlUurq6jh48KAoiKCQKrgm4xoeHn8Ypy9IHtwuN06nk8Njh3mp/yUuKb2EwsJCAoEAXV1dYiaosrIStVpNT08PqampIftfCrfTTZorja9VfY3n9c/Toe8AYMY2w/cPfZ81qWvYpdtFcUoxEMx4CmWfW7ZsEb2RjEYjAwMDdHd309vbS15eHoWFhWi1WlQqlUgCV4O0tDSGh4eR2CU05ARNWQH0xXqam5up2VzDhHXiDT+chRHGLeO4feEk1m74h2/PKrI/5lEzErmE1LWpoYppkuD9NfvN2Kw2YnOWFx1YihBS4w+dtziT5HP5kKtDX8fJ6uQQ76MUeQrDbcM0vKchpCE/Ek6fPk1ubm6YRLqAkZERMjIyQrKba9aswWg00t3dTUpKSkjWQyAqra2tlJaWhpWLCWWdSqWSiooK8vLyziq8YjKZaGpqEp8NhUJBfX19iNx831wft+67FavbGra+BAmf3/h5Mu2ZDOuHiY2NRaPRMDMzQ3JyMvn5+WGGzzExMdTW1uJwOOjt7QWISH78fj+zs7PEx8eHXMOVMhgWS5CgRSqlWw4qlSrsvbESAQK4vPxynu97ngABnjj9BF/d/NVV70/A3NwcIyMjTE1NiT2KwrWfmpqiqakJnU5HbW2tSPimpqZob28XBzPkcjnZ2dmM6cb4n87/IcYQw7XF13LxrovD3pujo6NkZ2dHf3eiiOLNQCoNfv7Vx/AfhigBeosoLS0FgiOgi+HxeACWdUYPBAJ88Ytf5MEHH+Taa6/l97//fUTy86c//YmPfOQjlJWV8dJLL5018Onq6uIvf/kLPT09QHAUUyjHSExMxOfzYTAYlpVw/b+E8fHxsABJQEpKCuXl5avellQqJS4uLsxDKDExkbGxMZF0ymQyUlJSWFhYCBkdl0gkVFZW0t3djV6vJyMjg0RFIlelXcVjU4+Jy1ksFpRKJb9q/hWVqZUUJBSIo/VdXV1iJqigoAC1Wk1rayuFhYVMTEws26MRCAQwDhu5Mu1Ktudu59GOR8XR9s7ZTg4fO8yOih3snNqJc8FJQUEBlZWVIYFjUlISSUlJ2Gw2hoaGGB0dZWhoiNTUVKRSqfh9WA1SUlKQSqXo9fqQ5z01NTW4TytszN7IxuyN4jx/wI/FZcHkMrHgXMDkNGG0Gzm8cBhbro3MmkzMHrOoziaIE/i9fmzTNsyjZhQ6BYnFiWFy0cEbBCqpCrfcjdVpRePTrC6YW1wCFwgQFxMnSnRL1BLmA/No5BrqKuooyC4QJbxTNCkhEtR+v5/Dhw+Tl5131neA0WjEYDBw3nnnRZwviG40NIRmh+RyOevWrePw4cM0Nzezfft2fD4fg4ODDA0N0dXVhc/nC8tuCPe2vLycjRs3RlRFXIxAIMDQ0BDd3d2iv49Op2Pjxo0hpXJnDGe4bd9t2D3hinISJHx505cpCBTQNdwlTs/IyGBwcJCUlBT0en3YgERdXR0xMTGcOnUKv9+PUqmM+L0wGo14vd6Q7I9CoQj5/1KYzUFz4HMhQIKIzWLVvLMRoKzYLLbnbefA6AH2j+zn/TXvJ0OXcdZ9OZ1OMdtjs9mIiYmhqKiIvLw8VCoVo6Oj7N+/X/RaEs7D5XLR0dHB9HQwGy2VSkW1yG5JN492PIrGrOHKnCvZs2NPGOn2+/2MjY2xZcuWVV+XKKKIIop3GlEC9BZRWVlJQUEBjz32GF/4whfE6c8++ywA27dvj7jeTTfdxIMPPshXvvIVfvSjH0UcLX3hhRf40Ic+xLZt23jmmWdED4qV8M1vfpMvfOELotJYWlqa+MM1NTWFTCZbdYPufzLMZjPt7e0R56lUKurr61ccwV46LxAIkJCQEEaAYmJixABHCAzS0tIYGxsLIUBOp5N169aJ/hqpqanIZDJKtaU0JjRyfOE4AH6fH6vVijROyt2H7ub+i+9HJVdRVFQkeqccOXKErVu3kp6eTmNjIydPniQ/P5+5ubmIMt8C9Ho9aouaH2z7AS9PvMxzvc/hcrhYGFrgpdmXOJx6mOt3X8+eyj3LNrNrtVrWrFlDeXk5Y2Nj4mdiYgKtVktubm5Ij0YkCCRRCGCFZSUSCXl5eeJo8mJIJdIgeVDFiyVBExMTSHOkFBYWiqIh4vV2O2k700b/cD8JFQkMjQ4xOTNJYW0hujid6MMjBNA+r4+22TYCGQFis2JxeVyUlZaFBPvCOoK0dlxMHD6Lj4HEATQKDSkJKVxw/gXi8iaTiQOyAwBUZ1RTlB+53BKC/X9Op5NNmzYtu4xwvF1dXRQXFy/bqD85OUlMTEzE90BiYiLl5eV0dHTw3HPPoVQqxZ4UIWheeu+FXpG6urqzkh+Xy0Vra2tIWVpWVhZr164NWbdT38l39n8Hpze8dFIqkfK1zV+jLKaMkydPhsxLSkoSDYaX9h0VFBSQlpaGXq8XPX+ErM1SzMzMkJCQENIblJubuyLpFba1XNZtOSwlQCtJiAt4b/V7OTB6IFiyevpJPrfxcxGXCwQC6PV6RkdHxTLDtLQ0qqqqSEtLw+/3Mzw8LA5WbN68OeS6jY+P09nZiVKpFImPx+Nh7dq1HLce59H2R4lzxHFpyqWct+W8iL1PU1NTaDSacyKGUUQRRRTvNKIE6C1CIpFwzz33cO211/K+972PT3ziE5w5c4abbrqJq6++mnXr1mE2mzl9+jTFxcWkpqbS2trK3XffzYYNG7j22ms5fvx4yDarqqpQKpV84hOfIDY2lptvvpnu7lDDx5ycnLCR4P3793P06FH+8Ic/iNMuvfRSfvazn7Fu3Tp+/OMf8653vWtFJab/C9Dr9TQ1NUVUW5JKpWzYsGFFJazlkJCQwMjISNh0ITMiBEZCecjSUsT5+Xk2bdrEvn37mJmZEUns+cnnM+YcY9I5CYDD7kCtUjNuGeehUw/x5U1fBoIle4FAgO7ubjETlJCQwNatWzl+/DgpKSkkJiaKEuqR4HA4aD/ZzpaiLeTn5vPI/kcYcY2Q2ZiJMlbJM6PPcGj2EB+u/TC7CnYtS2QUCgVFRUUUFRUxNjbGCy+8wMzMDGNjY2g0GvH5Xa45XghU5+fnQ4Kq3Nxcent7RWGGlSCc52IPp0AgwNjYGAMDA+Tk5PD/Lv1/ALykf4mSohIu2nJRxHOan58ncSKokHbBBRfQ3NyM2Wxmy5YtK5ZJzs3NYR40/2PnofMWZ1JWCnrn5+fp6+tj06ZNZyUYk5OTOJ1OiouLl11mZGRk2RI1p9OJy+VicHAQk8lEWVkZCQkJuFwuvF5vSBCbmZlJWVkZNpuNU6dOLZvtFjA7O0tLS4uYLZfJZKxZsyZMUrptuo07D9yJy+cK24ZMIuMbW79BVWxVRJPplJQUkpKS2Lt3L7W1tWKJn06no6qqCr/fT2dnJzExMWL2aSmsVis2m000kxZwtgb+t0KAFsPlcuH3+1cUzylIKKAhq4GTkyd5ZegVrqu5jiT1G98Tu90uylc7nU40Gg3l5eXk5uaiUqlwu9309fUxOjpKRkYG27ZtCzkOh8NBe3u7aAa8sLCAWq3G4/GwefNmXpl6hUfbHyXRm8gl8ZewZcMWMjIiZ6EmJyfPmrWMIoooVkBUBOEdwX9eUd+/ANdccw3PPvssQ0NDXH755Xz/+9/nM5/5DH/84x8BaG5uZvPmzaIk9VNPPUUgEODUqVNs3rw57NPc3MyRI0eYmppiYWGBCy+8MGwZQXBhMb7xjW9w4403hjTkf+lLX2Lnzp28//3vx+Px8POf//yfck3+XTE4OMiJEyeWVVqqrq5etsl5MZbLAEVCQkJCWA9MamqqWDIjYG5uThyZnZqaEo9RJpHxnvT3ECN9g5SZzWYCgQCvDr3K60Ovi9NLSkqoqKjA4XBw5MgRHA4HGo2Gbdu2iZLcGzZsWFbZzuPxMDIywmOPPcZg5yA3X3Uz33jvNyjLeUO6ds4xx33H7uNrL3+N07Onz3qt0tPTycrK4vzzz6ehoYH4+Hj6+/t57bXXOHz4MKOjo2ElckKJ5tIGdrVaTVpaGqOjoyvuc2ZmBpPJREZGhhiQTk9Pc+DAAcxmM1u3bqW0tBSZTIbBYMDv95OWlraiPw0Ey5ukUin19fXExsZy9OjRsPLXxVhMcJcG3AqFQrwPyxEgr9dLS0sLhYWFZxUU8Pv9dHd3U1FRsWymwmw2YzKZyM3NDZnucDjo6Ojg1VdfZWhoiIKCAmQyGYODg3g8HvH4dDod2dnZ7Nq1SyyTcjgcxMTELBuwC8d17Ngx8VrFxcWxY8eOMPLTPNXMHQfuiEh+5FI5N22/iXUp6zhx4kTYAIZWq6WmpkbMwgrPjnC/ZDIZ/f392Gw20tLSlu1Lm52dJTExMYRgp6WlnZVwWywWJBJJREW5lRBJMOFsZXAA76t+HwBev5enu5/GZrPR19fHgQMHePXVVxkYGCA5OVmUyRfKtU+fPs2+ffvw+Xzs2LGDmpoakfwEAgGGh4fZt28fMpkMpVKJw+FAq9UilUrZvn07+2f282j7o6RKUrlUdyn1a+rDjKIFeL1e9Hp9mMFsFFFEEcW/Gv+3UwFvIy677LIwIQQBu3btCqlFv+OOO7jjjjvOus3lZIyXw9JMEgSzDb///e/PaTv/ifD7/XR0dKwYOGdnZ69apnVpMCsEPlKpNGyeRqMJC9bi4+PF0sTFMBgMbNq0iRdffJHp6Wlx5DRRkchlaZfx5PSTQDCwsNvsaHVafnbqZ5Qll5EdFywLKy0tFaWFhUyQWq1m8+bNtLS0MDg4yKZNm+js7BRL4rxeL9PT00xPT6NUKikuLiYpKYmWlhbys/L50K4P8ergq/y+/fcsOBeAoGz2N1/5Jltzt/KRuo8s24cglM+43W4yMjLIyMjA7XYzOTnJ2NgYbW1tdHR0kJmZSW5uLikpKWg0GnQ6HTMzM1RUVIRsLzc3l87OTioqKpYlLIKkcmlpKdPT0wwMDKBSqdiwYUNYILu4NGg5LB3dl0qlrF+/nlOnTonXOFLWcDEpiJRx1Gg0uN3uZYPxrq4upFIplZWVyx6bgKGhIRQKxYqj7UNDQyE+Nna7nb6+PsbHx0Oe25iYGAoKChgYGGBwcBCtVktKSgoXXnhhWLDrcDiWzf7YbDaam5tZWFgQpxUVFVFZWRlGmE5MnOD7h74vmgAvhlKm5KZtN7E2dS2HDx8OI50KhYLGxkY6OjoIBAJiCWVmZiaVlZXEx8eL5ypkZCPB5/NhNBrDrvfZ3gtud1CgRKfTnXOjf6RrZ7fbz0q4ylPKKdeV09TXxO97fk/s2lg0Sg3JycnU1NSQlZUlEmyHw0F/fz/T09Pk5eWxe/fusGyi1Wqlra0Nt9tNQUEBIyMjJCQk4PV60el01NXV8ffBv/Ob1t+Qqkzl0phLKcouWrFXcnp6moSEhFWLyUQRRRRR/LMQJUBRvO0IeD3Ymo/h7OnCOdCDZ3YafD4kCiXKnHxiisrQ1KxHVV59VqWotwNut5tTp06JJoWREB8fT21t7TltU4BQGy9sJ5KqnEqlCilrkUgkKBSKkB4XgLGxMbZt28bp06cZHBwkPT1dDFSqdFUMxQ/RbGoGwGqzBiWmcfLDwz/kngvvQSkLBjxlZWUEAgF6e3vFniCht+nMmTM0NTXR0NDA8PCwmG2Uy+UUFBSQnJwsHpPJZMJut5OcnMzuqt1sy9vGE6ef4OkzT+PxB7M2h8cOc3ziOFeWX8l7q94b0ry/+PyFUhwIkqKCggIKCgqwWCyMj48zPj7OxMQEKpVKLI+bmZnB6XSGBFDp6em0t7czOzsbkbTMzs4yOztLIBCgtbWVpKQk1q5du2xpkpApWIkARWpwF8olT5w4ISrwLc2srZQBgmDWYmFhAbvdHvYsTE9PMz4+zvbt28/qJSaUNK1fv37Z75Tb7WZ8fJwtW7aI2YLx8fFlB1qSk5OxWCxidlOn00UcyV+OAE1MTNDe3i5mMpVKJXV1dREFWI6MHeGHh3+ILxBOEpUyJbfuuJWatBpOnDgR1rcjlUppaGhAr9eLiofp6enMzs7i9/vFcsDOzk4CgQDZ2dl0dHREPOeFhQXi4+NDsjIqlWrFZwPefPkbRCZAK2WATCYTU1NTTE1NkTufy4HpAyhjlYyrx/n8+Z8PeQatViv9/f3Mzs5SWFjI7t27w0qgA4EAAwMD9PX1kZ+fj8/nY2RkhJycHCYmJkQT21cHX+Xnp35OUkwSV2qvJEWXctZ35uTkZDT7E0UUbxUSafDzrz6G/zBECVAUbxv8TgcLzz+B6ZXn8dssIJNByKi3DYdpHkd3Bwt/+wuKjGwSLr2a2O17kLxDEovT09N0dXWt2GORnp4ulsisFotHoBeP/MfFxUUkQImJibjd7pBAPiEhIWyk1+fzMTc3x/r169Hr9UxOToaMuF+YfCFjzjFmXbOiP01iUiKDC4P8tuW3fHrDp8Vly8vLCQQC9PX1iVkKlUpFZWUlXq+XP/3pTyQmJpKUlIRKpSIhISEs0Lbb7WRkZDAyMoLBYGDdunV8sPaDXFRyEb9r/R0HRoNN/F6/lye7n+SVwVe4vuZ6Liy+EJn0jeu5khdQbGwslZWVVFRUYDAYGBsbY3BwkIWFBcbGxkhMTGTjxo1iYCeVSoPyu2NjYYGpzWbjpZdeYnR0lIsuuoi1a9euaGRrsVhwOBwkJiauuNxyCl9C8H3y5EmOHj3K5s2bQ7az+Hr6/f4wkiME2n6/H5fLJT4fLpeLtrY2KioqVtU83tfXR0JCgihLHgmjo6NIpVJRaGOlDLNUKiUvL49du3Zx4sQJjhw5sqzIgcPhCOnT8nq9dHR0MD4+Lk5LSUlh3bp1ETMBB0YO8KOjP8IfCCeIKrmK23bexpq0NbS1tUWUdBd6fU6ffqMcU6PRkJSUhFarRSKRMDMzw8zMDEVFRREzrwJmZ2fDyvJycnLOOlDzVghQpBK4xe+rQCDAwsKCSHrsdjtSqZS0tDTes/s9DKcM02/q56D5IO91vJdcZS5ms5m+vj4WFhYoKioSDU2Xwmw209raSiAQoLa2lv7+fiCYZR0bG6Ouro6MjAwOjR7igeMPkBCTwHXJ1yH3yNmwYcOKxNzj8TA7O8vatWvP+ZpEEUUUUbzTiBKgKN4WOLrbmfnFffjmDSAEVhFKfgDwB6d7pieY/fWPsRx6jbRPfQVF6tmlXFcLwc9kJdUzeKNn5lwzUYszQIsD3uVKgXQ6XRgBkMvlEbMCw8PDbNmyhd7eXtrb28nIyBBJlkKq4Or0q3l4/GG8fi9ut1scgX+u7znWpq9lc+5mcVtC+VhfXx8HDx6koKCAmZkZ5ufnycrKwmw2s3v3bhITE2lubg67XkIPEQTJxeHDhykpKaGsrIwbtt7A5eWX83Dzw/TMBWXXTS4TPzv1M57rfY5P1H+CdZnrgLOboUIwK5aamkpqaiper5fx8XGeeOIJTpw4gclkIi0tjYyMDNLS0sjLy+PgwYN4PB4UCgVzc3MMDg6i1+vx+Xxij8rZsJrsj9PpxOPxLNvfIRjCnjhxgmPHjrF582aRKCwNOv1+f8i0xcGvzWZDpVKJmau4uLhljXgXw2azMTw8vKzipM/nY2Jigr/97W9iSdNykMlk5Ofnh3hgVVVVsX//fiYnJyN6iC3OAC319pFIJFRUVFBcXBzxO/bq4Ks8cPwBUUFvMTQKDd/Z9R0qUioYGBiIWL5aXl5OVlYWBw8eDPsu7d69m7GxMXEQRKVSkZ6ezuDgYMRzd7vdSKXSMEKytF8qEt6MBLaA5Urg5ubmRNLjdDqRyWSkp6dTWVlJWlqamMn5nPZzfPXvX8Xr9/KjV3/EddnXYbPZKCkpYd26dRFJit/vp7e3l6GhIUpKSlCr1bS1tZGTkyOWw27dupXY2FhOTJzg3iP3olPq+Fjex3DOOtm4deNZhWJmZmZITEyMlr9FEUUU/5aIEqAo3jLMr7/E7G9/EkyRnmPfEoCz7zRj3/4CWd+4E1VxxdlXWAFWq5Xu7u4VR3khOMK9du3aVQU3kbAcAVrOAV4ikRAXFxfW7B9Jkc9qtWKxWKiqqmJ2dlYsQxGQqkzl4pSLeU7/XHB5i1VsQn/g+AMUJxWTpn0joM/Ozqa3t1f0d7nggguora0lNjaWhYUFTp48SUlJCZs3b6a3t5f+/n4CgQA+nw+/3x8q9fyPjJJer6e+vp6KlAru2XMPB0cP8kjrI8zagyP0o+ZRbt13K+sz1/PxdR9HpVKtKBawFEI53s6dOxkfHxdH7ltbW4FgRs1oNPL666+jVqtRq9UUFxfj9Xrx+/1hfUPL4VzK37Ra7bJZQplMxsaNGzl+/DjHjh0TFduWBp9LCdDi7J9Qatjf38/8/Dw7d+5cFTHv7u4mJycnLPi2Wq2MjIwwNjaGXq/HYrEsS6hkMhmFhYUUFRWFBbYSiUSUHe/u7g6RFF+cuRocHAzx9tFoNNTX10cUFQkEAjx95ml+2/rbiMejVWi5c/edlCaXMjU1FZLdEZCTk0NZWRmnT58OExTJzs6mtrYWo9HIgQMHUKvV1NfXMzQ0FHF/EOy/W1qulZiYuCpRg7eSAZJKpcTExOBwOLBYLBiNRvr7+ykpKUEul5ORkUFmZqYojb8UhfGFbI7dzN9O/A2jxMiWzC28d/d7l312jEYjbW1tKJVKtmzZwsjICAMDA1RXVzM2NiaKHSiVSlqnW/n+oe+jkqv4fMXnMQ4ZaWhoWBXRi5a/RRHF2wTJv4ERarQELoooQmE59GqQ/ABEKGFZFfx+Ak4nkz+4mexb7iEm7+yj3kvhdDrp6elhbGzsrOIRSqWShoaGiJ4Vq8VyJXDLESAIZoGWlsdJpdKIZoxDQ0PU1dUxODhIW1tbWJ9FXWwdw45hOi2d+P1+LBYL8fHx2Dw27jl8D98773vMzswyPDyM0WgkKSmJ7du3Y7FYMJvNImlbLJNtt9tFFbqWlpagL9AyGS2TycT+/fupqqqioKCAHfk72JSzib+e+SuPn35c9G9pmmqiZbqF9THr2Z21e5VX9w2kp6czPT1NamoqlZWV2Gw2RkdH6ejoEPtLzj//fOLj49Hr9czMzJCamroqryuv18vc3BwxMTEremytdnR/MQk6evQojY2NYSVjPp8vZNrSDNDs7Cw9PT00NjaeVVYagsGsXq8XTU/9fj/T09MMDw+H9LwJ12UpIZPL5SLxWa4E0GQykZmZiUwmY2hoiLS0NJEwulwuPB4PXV1dIRm+7OxsampqIpbMBQIBft3ya57peSbi/mKVsXz3vO9SlFjE/Pw8zc3NYcskJydTW1uLwWAIk3VXq9XU1NQgkUhIT09n37597Ny5k7i4uIjbEuB2u8PIzmoHSCwWC1Kp9KzCBUvh9XoxGAxMTEwwMjIiZtgyMzNpbGwUTYEjQcj8TUxMsCt9F+3l7VilVp6depZL3JcQGxMbtq8zZ84wNjZGRUWFKHKiUCioq6ujs7OTjIwMqqqqkEqlnJ49zXcPfBe5VM5X132V2TOzVFZWrspEWyh/O5e+yiiiiCKKfyaiBCiKNw331Dj63/z47dlYwE/A42b6J3eR+72fIV2hH0OAx+NhZmaGiYkJUcr4bIiLi2Pjxo2rCi5XwrlmgADRRHJpCZJarQ4jQDMzM3i9XkpLSzGZTExMTFBSUiLOl0gkvCv1XUy6JjG6jTgdTtRqNVKplJPDJ7npsZs4P/l8MRAVgveuri4GBwfFfpWYmBhRJvvEiRM0NTWxbt06du7cyd69ezEYDMuej+CpMj09LfZ3XFt9LXuK9vBo+6O8MvgKAQL4A34OTBxg/+n9fEz9Ma4ovyIsOFsOQqA9MzODUqlkaGiI+fl5GhoauPjii3nmmWdISEhgamqKjo4OLBaLOKqdnp6+YvmNIJSwkvw1nNvovlwup7GxkVOnTnH48GE2bdqERCIRSfnSZ1SlUonKgUajkZGREcrLy1fs5VkMwV/M7/dz5swZRkdHwzJtdrs9LPujVCopLCyksLDwrN5CCwsLSCQStm/fzpEjR2htbWXnzp3ExMQwMTFBZ2cnVVVVxMTEIJPJqKmpWZY4eP1e7j96v9g7thTxMfF897zvUpBQgN1u5+TJk2HXTKvV0tDQIEqEL8W6devEc1pYWEAqlaLT6URlwEiwWq1hAyJSqXRVGQyhRDIuLu6sGTufz8f8/DwGgwGDwcDCwgKBQAC73U5SUhJJSUnExsYik8lITU2NKLc/OzvL0NAQVquV/Px8du3ahVKpxJfu4+7Dd2Nymfh92+9DzFFnZ2dpb29Hq9Wyc+dO9Ho9hw8fpri4GJ1OR2trK1VVVWL/U99cH7fvu50AAb618VsYe4xkZ2ev6C+1GNPT0yQmJr4pP7UooohiCaI+QO8IogQoijeFgN+H/hc/glWQjlXD78ern2b+qT+Q/P8+FnERn8/H9PQ0k5OT6PX6VZEeCMrklpaWUlhYeFZFrdVgcZC5mAAJQWAkyWOn00l6ejoTExMh071eLzExMSHbDAQCjIyMUFJSwtDQEAaDIcz8M0Yaw7tT382vRn+Fy+3COmZFq9WiUCholbVy7ZprWZsb2oBcXV1NIBBgaGgoRLlMoVCIMtlHjx6loaFBlKzW6/VhBG0xDAYD+/bto6amhuzsbBLViXyx8YtcXhbsD2rXtyOVS7G6rDzW9RjP9DzDFeVXcGX5lWclQn6/H7PZzCuvvEJjYyOFhYWsXbtWDAwrKytRq9VUV1djNBrx+/2oVCra29uBoCpfeno66enpxMfHhwSUqyl/g3Pv75DL5WzcuJHW1lYOHz6M0+kUA8FI8ukajQaz2UxLSwsbN24MIborYWJigvHxcSQSCb29vcsuJ/RiKJVKkpKSKCgoIDMzc9XfA5PJhEajIS4ujrVr19LU1ERzczPx8fGcOnUKj8eDXC4nLi6O9evXL1sy5vA4uOvgXbTOtEacn6JJ4Y5dd5Abn4vH4+H48eNhZE6pVIqZtZMnT4b1lZWWlorZv+npaYxGI/X19UxMTCCVSpctYXS5XGFZw4yMjLOSQ1j5+fD7/ZhMJpHwCM+oTCYjKSmJiooKUlJSmJycDMlkBQIBrFarSLo9Hg9jY2MMDw+jVqspLCwkPT095HnemruVdRnraJlu4aWBlzi/6HyK44s5ffo0U1NTVFdXk56eTltbGyaTiU2bNmEwGOjs7GTjxo0iARxeGObWfbfi8Xu4ccuN2IeCQi3nImYQLX+LIooo/t0RJUBRvCnY207hGlw+6HrTCARYeOlp4t/1HuRxCUAw2zI3N8fk5CQzMzMRycVykEqlFBUVUVJSsqpgZrVYTAiWjnJqNJowqV4IjsQXFxeHESCbzUZOTk6IahbAyMgIZWVllJaWis7uhYWFeDweFhYWWFhYwGw2U+IvoV3RjkKhQK1Wi+VcPz75Y36c8uMQh3hA7OEQSJCgXCZ42/T29nLw4EGsVisXX3wxVVVVtLe3r9hX5fF4aG5uZnp6mrVr16JQKChMLOS7532XExMn+MWhX9A91g2Aw+vgz11/5tmeZyMSIafTyeTkJJOTk0gkEjIyMlCr1axduzZig3praytWqxWdTkdjYyNpaWk4HA5R+au/v5/e3l5iYmJEMiT4xAjCC8vB7/djtVqBc2twl0qlrFu3jq6uLo4fP05RURGxsbHLegF1dHTgcDioq6s7axbB6XQyPDzMs88+S0pKyopCH16vl4WFBc477zzWrl17zk36TqcTl8slBrNZWVkMDw+zf/9+kpOTRVJRWloa0dtHwIJzge/s+w798/0R5+fG5XLH7jtI0aTg9/s5deqUeN0FCIp7Wq2W4eHhsOcxPj6esrKgYa/P56OzsxOVSkVjYyO/+93vkMvlET2SfD5fxPK/cyl/g2CGMBAIYLFYMBgMzM7OYjQa8Xq9SCQSEhMTKSkpISUlhcTExJBrFUmlcn5+XjQmnZ6eJjMzk4aGhmUzkRKJhP/a8F987oXP4fF7+OFLP+Tq5KtJT01n9+7dWCwW9u/fT2Jioii1bzab2b59u/i9GjeP8+3Xvo3dY+ebW76JdEaKx+Nh06ZNqybMfr+fubm5qPpbFFFE8W+NKAGK4k3BtPdvwaa8tzMDJCAQYOyZv2Cq2cj8/HxYILQaSCQScnNzKSsre8vlbpGw2KdjtQTI7XaTlJQU0SxVkOtd3L8kmIXm5+fT0dGB0+mkqakJn8+HXC4nPj6egoIC1satRWFQ0GPrwel0otVqkcvlmFwmfnTkR9x53p1IlzQwrlmzRgyuhEyQQBDLysqQSqU8+eSTbNq0iYyMDBoaGhgdHaWrq2tFFbHJyUmMRiN1dXViCU9jTiPll5TzsPthBuMGGTOPBa/hIiJ0SeElNMQ2YDKYCAQCZGVlsX79etRqNUajkcOHDzMzM0NhYWHI/tLS0rDb7czMzFBQUCBmc9Rqtegz5PP5mJ2dZWZmBr1ez+joqEgicnJymJ+fJzExMSJBttls4oj9uT5HEomENWvWcOrUKXp6eigpKYmYsTSbzczNzVFdvbwvViAQwGAwMDIywvT0NFNTU3i9XlJSUpbdf3x8PFKplG3btrFt27ZzOnYBgoFpfHy8+LzMzc3h9XpFifKamhqqq6uX3caUZYrb9t3GlHUq4vzKlEpu2XGLSII7Ojoill7W1dWRlJSE2Wymq6srZJ5MJmP9+vVikN7X14fD4WDDhg0olUokEgnT09MhvloCvF5vGKlQqVSrLkMUiHZMTAwDAwPi4Eh8fDz5+fmkpqaSlJS0osx+QkKC+G+/38/8/Dz79u0jNzeXgoICqqqqIgqmLEVmbCbvLn03v3zxl8xaZyncVsjN9TfT09PD0NAQa9asIS0tjZMnT6JUKtm2bZu43RnrDN9+7duYXWa+tvlrJNmTGJodYtu2bStKxC/FwsICMTEx78h7N4oo/k8i6gP0jiBKgKI4Z/gsZhyd4bX3bxcCgQCOY/sYS8h8U+sLUrFvRpFpNfB4PCEEaGnJz0o//B6Ph8TExDBTVsFvZ2oqGCS6XC5sNhuvvfYa2dnZGAwGvF4vUqmUsrIydDpdSLB8WdplTI1PYfaYMZvNJCUmgQTa9e083vU471vzvrBjEUjQyMiImAkSgkOlUsnWrVvFvprS0lLy8vJISUmhpaVlxayD0+nk2LFjFBYWUllZiUwmQ6lQUplcyVff9VUOjR7isc7HGDGO4FpwMW+c51cdv+Lx1Me5euPVXFt3bUhGSCAner0+jABJJBKx4frCCy+MeDwymUws5wsEApjNZo4fPy6WGR0/fhwIjuAnJiaK3kharTakvOnNmvbm5ubi8/no6+sTSYOAhYUFMbOnVqux2+0hWRqz2czU1BQTExOitLTX62ViYiKitLTgkVRQUEB8fDyvv/76qkvqIsFkMgHBa3jkyBHxvpeVlTExMYFMJgsJ3pdiwDjAbftuw+QyRZzfmN3IN7Z+QzTw7e/vjyh3XVFRQXZ2Nj6fj6ampjAiuXbtWrE81GazMTAwQGpqKpmZmXR1dZGZmSkqKhYUFISsG6lPZSXvH4fDIZa0GQwGTp06hd1uJzc3l+zsbFJSUkhOTj6njLOQgZmYmGB2dhatVktJSQm7d5+bcMjY2BhJ00kUJxczmzfLEf0R/vsv/836zPXs2LEDn8/HwYMHycrKoqqqSjxHg93ATa/exJxjji9s/AIlihJaOoMlmef6HjUYDCsS8yiiiCKKfwdECVAU5wzXcOQylrcLEkBpMSHxegjIVxdEqNVqsrKyyM7OXlHR6+3A4uyOTCYLK8taSQhBaHZeTIA8Hg/9/f3k5OTQ09ODzWbD6/Uik8nQarXU1tayadMmjh8/jtFoxO12hwVnGpmG96S9h99N/g6PO0jQ1JogEftjxx9Zk7aG6rTQUXqJREJNTQ2BQIDR0dEQEmQwGCgsLCQ5OZkTJ05gsVioq6tDo9GwZcsWBgYG6OnpWbEHa2hoiNnZWdatW4dGo8Hv9+P1eCmUFvLB5A9y0nqSYzHHmM+bR64Kvor+OvhX/j76dy4vu5yrKq4iNiYWiURCWloaU1NTYT40wr1wu90rBuKLzzk+Pl40hBW8c+bn55mfn2d2dlYMwBUKBSaTiYWFBWJjY/F6vasahV8KmUwm+rZ0dHSg0+koKirC7XZz6tQpSkpKRKIlkByhBFD4/2JMTk6i1WpDzlen05Gfn09ubq4YeM/MzOB2u0UJ6zeD+fl5Jicn8fv9YnZFJpOxYcMGdu7cyR//+Ef6+/vZsWNHWMDfOt3K9w5+T1QEXIoLiy7ksw2fFQ1zJycn6e7uDlsuNzeX0tJSADo7O8Mywjk5OSGlbV1dXQQCAdasWYPL5WJkZASlUikOMGRkZIjiGEqlEpfLFfZ9EsrfHA4HJpMJk8mE2WzGZDKJgx8ajYbU1FTxnXPRRRet7qIuwfz8PENDQwwPDyOTyaisrCQmJgaJRBLRdykSrFYr7e3tOBwONjZsZPPuzXzyD59kvH+cF1Jf4LILLsNqtdLa2kplZWWIufKCc4Fvv/Zt9HY9n6r/FA1JDRw5ckRUhDxXGAyGkO1HEUUUUfw7IkqAojhnuIb737nyt39AAqhMcziSlzdHValUZGVlkZWVRUJCwpseoT9XLPYciZQZWIkAmUzBEi8huLVaraLJZmJiIsnJySQnJ6PValGpVGJZnFarpaKigqampmVL0HLVuexK2sXrc69jsVqC3kAyKQEC3Hv0Xn588Y/DRAckEglr164lEAgwNjYmetjMzc1RVVWFSqVi69attLS0cOTIERoaGoiJiaGkpIS0tDSam5sjlvsJsFgsvPzyyyQmJtLT04NarSYnJ4fqqmo2b9rM5wOf5/DoYf6n839CSuP+cvov/K33byIRSktLE9X+Fsvw9vX1oVarqaysFLMiZ4PNZsNkMqHT6UQSkZCQIGaXnE4n8/PzGI1GRkdHxQZ6oSldUOtKTExc8V4LEIhDUlISRUVF9PQESxXNZjNqtZo1a9bw4osvYjQaMZlMKxJ4l8vFzMwM1dXVSKVSMjIyKCgoiCj7PTQ0RH5+/qoC6EgwmUwcOnQIp9Mp9gClpKRQW1srnreQnWxubmbjxo3id+HAyAHuP3Y/Xn/kZ/X/Vf8/3l/z/jcyEAZDREW35ORksZdkcnIyLDuk1WqpqakR/y9IoQvqZmfOnBH7rjIzM9Hr9YyPj4tZMUGBMRAI4HQ6sdvtyOVyOjs7MZlMYjmbVColLi6OtLQ0EhISSElJQaPRYLPZwrJ6q4HP52NyclL0JSosLOSCCy6gv/+NwaVAIIDJZFpRrl/ILA4ODlJUVERpaSmBQID29nYuiruIp4qeQhGn4OYnbub9Oe9n+6btIdkZi8vCLa/dwoRlgg+t/RAX5F3AwYMHycnJWZUJb6TjmZ+fp76+/pzXjSKKKJZBVAXuHUGUAEVxzvBZLf+oB33nCBCALIJxplKpFElPUlLSP430LMZSArQUCoUCu92O2+3G5XKJH0HIQOg70Wg05OTkoNVqxSC+uLiYjo6OkO1NTExQXV1NZmYmcXFxBAKBZbMRWxO2MuwYZsg+FPQGSggG0wa7gfuP3c8tO24Ju2YSiYTa2loCgQDj4+Ps27cPiUQijpIL/RWCOMLGjRuJi4sjLi6OHTt2cObMmRAFK0F22Ww2Y7fbUavVmEwmbDYbdXV1IQGYVCJle/52tuZtXZEIXVxwMTqPLoQA2Ww2Jicn0el0FBYWMjw8vCoCJIhQLJcZUalUZGZmkpmZydTUFOnp6WJ/jtFoZGpqiuHhYSBYPiWUzMXHx6PT6cKktxcTkISEBHJycnj88ccxmUzs3r2b48ePiz0tXq93RQI0NjZGVlYW9fX15OXlLSszbLVaMRgMb6oR3efz0dvbS3d3NyaTSSxBXCyTLCAlJQW1Wo1er6e7u5uqqiqeOfMMD7c8HHHbEiR8ZsNneFfpu8RpZrM5oty1TqejoaEBqVSK3W4Xlf0ESKVS6uvrxe+BIMseExNDaWkpHo8nxPhUJpOJIg5CFlBQirPb7eL+BVnxnJwc4uPjiYuLQ6fTRRQBOFcDVKPRyPj4ONPT06SkpFBTUyOSp9nZ2RACBMESyeUIkF6vp6OjA7VazY4dO0SfsebmZrRaLR++6sOkDKTw38/8NwabgZP5J7ky+UpxfZvbxm37bmPYNMy1Vdfy7vJ3c/jwYXQ6XQipPBcYjUY0Gs2K8vNRRBFFFP8OiBKgKN4EVjYafbvgdDgIBAKkpqaSlpYm9mf8K0jPYhiNRqxWK263m7i4ODo7O3E4HNjtdhwOBw6Hg87OTtHkVKlUEhMTQ0ZGBoWFhezevZukpCSxwVzA3NwclZWVdHd3h2R5BHPL3NxcKisrOX78+LKlWBKJhKvSruKX47/E5rShcqnEIPnk5Eme7XmWKyuujLheXV0dAM3NzchkshCSJZFIKC8vR6fTcfToUWpra8nIyEAqlZKbm4vL5eLIkSPMz8+jVquJi4sjKysLjUYj3q+JiQn27dtHfX09hYWFIffxbETo6f6nsfRa2GLcwo0lNxIbE0tfXx+BQIDS0lLS09Pp6upiYWHhrKVwZyNAAoReL6lUSn5+PgqFQiRYdrtdzBIZjUZmZmZEAQu5XI5Op0Or1RIbG8vc3BwOh4OYmBiMRiP9/f2MjY3hdrvZt28fRUVFKBQKPB5PmOyzAJlMhkqlIj09nXe/+91nbTAfHh4mPT19VRmqxTAajbS2torZSYCCggJ27doVMah1Op3U1tYyNjZGf38/L02/xOszr0fctkKq4Otbvs6W3C3iNLvdzrFjx8Kymkqlko0bN6JQKPD7/TQ3N+PxeEKWqaioCLnXQ0ND2Gw2amtrUSgU9PX1iQMPwsdqtTI6Osrk5CR1dXWixLegNBgbG8vll1++6qb/1Uik22w2UbJcqVSSk5NDRUVF2D4iPbdL3xEQvOZdXV0YDAaqqqrIzc0lEAjQ19dHX18f5eXlYollmjGNmqQahnOG6Vjo4LHOx3h/zftxep18Z/936DP2cWX5lVxfc72YXd68efObtgqYm5uL9v9EEUUU/ysQJUBRnDNkujgIvLPZH4CxOSMS7YzYdCyQCcG3RiqVhn0kEgkymQyJRBJxvvDx+/34fD68Xi8+ny/k3yv97fV6OXXqlFibn5SUhEajQa1Wk5ycjFqtRq1WL0tQhOOORICMRiNyuZysrKywUp+JiQlyc3NJS0sjKSkJo9GIWq0OEWMQoJPreHfau/nj1B+xmC0oU5Qi2Xik7RFq0msoSgwvbxFI0OnTp0UflsbGxpBzERrR9+7dS2xsrDg6npyczPve9z6xZCwSZDIZHo+Hrq4uJiYmqK2tDQscBSK0LW8bh8cO86eOP4lECA28cuYVzjx5hncVvYu4qThS4lPIzs5GIpGQmZnJ6OjoigTIbDZjtVqJj48P8VSKBGF0X6VShfW3aDQaNBqNSKK8Xi8Wi0UkDlarFbPZzOTkJK2trUxMTGC1WklOTsZms5GXl0deXh7j4+M4HA7kcnkYAZLJZKSnp5OZmUlaWhrHjh2jvr7+rORHUGhraGhYcbml63R3d4uZLQgSwOLiYrZv3x6R/Hg8Hvx+P2q1mrr6Or7++NdpHmwmKTEJhXLJ9VJouGXHLaxJWyNOc7vdHDt2LIz0yWQyNm3aJN6f3t5e5ufnQ5ZJTU2lqKgIv9+Pw+Fgfn6egwcPIpfLRaPQI0eOhMhLC6a/1dXVzM3NUV5eHkaqsrKyzknxTCCJSzNAHo+HyclJxsfHcTqd5OTk0NjYuOIzp1Ao0Gq1IX1fi89bUOHr6ekhMzOT3bt3o1QqcTqdtLS04HA42Lp1K/Hx8VgsFk6cOEFaWho//MgP+frerzNuGed/Ov+HhJgEjo4fpdvQzcXFF/PxdR/nzJkzGAyGc1Z8WwqDwbBqs9R/Bnbt2sX+/ftDpsXHx1NfX89tt93Gzp07Q+Y9+eST3H333Zw5c4b4+HjOP/987r777pCy29bWVm666SYxa7l+/Xp+8IMfhJT9eb1ebr31Vh599FEMBgN1dXXce++9bN26NewYv/CFLxAfH893v/vdVZ/X9ddfT11dHTfccMOKy91+++185zvfCZmmUqnIycnhyiuv5Nvf/nbI+1JY/v777+fLX/5y2PY+8pGPsG/fvpD3xGKsZnDytttu4/bbbz/rcm8Gw8PDFBYW8tvf/paPfOQjPPLII3z0ox9laGgoTPzkfxWk0uDnX30M/2GIEqAozhkx+cXvaP8PBHNMRoUK6fw8NpsNlUpFWlqaSDCEH2mfzyeWhPn9/lV/BP8SuVwe9rfgpxNpvtvtxmaziYanF198cUS1p6WBjAChHyE5OZnBwcGQeWazGY/HQ3Z2dhgBMhgMuFwuYmJiqKio4MiRI6Lp51IzSIBCTSFbE7ZyaP4QdpsdrS4YeHn9Xu49ci//ffF/i8pbiyGRSEhJSSEuLg6DwcCBAweorKwUg0yhd6a+vp7h4WESEhKoq6sTR4xTUlLIzMykvb09zDx1sUHswsICBw4coKSkhNLS0rA+FYlEwra8bWzN3SoSof7YfuwzdszzZh7d9yjeeS9X77qaOmcdSeokcnNzaWpqorq6etm+l9Vmf4T7Aavz/5HL5WKG0uPxYDQa0ev1uFwulEqlKE2+sLAgZjEnJycJBAL09vZiNBpFUlZVVUVRURG5ubloNBqUSiUTExM4HI5VKbqNj4+jVqtXPRKv1+vFBnoBOTk5ItFeriRPJC5yuPfEvQxLhgFYMC2QnJSMVPaP3id1Et/Z9R0KEgrEdb1eL8ePHw/7jkgkEhoaGsR9CscmlJO63W78fj9arZZXXnlFfPYHBwcxGAzU1NRgtVqZn58nNjZW7NXRaDQikReUANvb26moqAgJ2lbr/SNgsSCC3+8Xe4yMRiMZGRlUVlau2MOzFAkJCSHXRCilFUoA/X5/iGnp9PQ0bW1tpKen09DQgFwuZ2ZmhpaWFioqKsSg76btN/H1vV/H6rby1Ze/SpI6iWuqruGzDZ9lYmKCgYGBN6X4thherxeTyRSxH+1fiXXr1vGzn/0MQJTEf+ihh7jooovE9wXA448/zrXXXsunP/1pvvvd7zIzM8Ott97KeeedR1NTEyqVioGBAXbs2EF9fT2//vWvkUql/OhHP2Lbtm20tLRQXl4OwJe+9CUeeeQR7r77bvLz87nvvvu46KKLaG5uFr2qAF5//XWeeuqpFY2MI+GHP/whNTU1XHbZZVRWVp51+aNHjwJvGOyePHmSu+++m+eee47Dhw+H3bObbrqJyy677JwVJIX9CNi8eTMf//jH+cQnPiFOi+TFFUUU/wpECVAU54yYwjcvq7saBAC7SkN5zVqcTqdYVjY4OEh3d7fYkJyVlUVOTg5ZWVmkpqa+pZHL1WJ6elosK1Kr1ctK3S4XgAulPssFRUajkbS0tDBiIwgnCMpsKSkpGAwGcnNzGRsbi7itHUk7GHGOMG4LBsRCQDpmHuOR1kf41PpPics6HA4sFgvT09OMjY1RXl7OxMQEFouFyclJtmzZQnFxMfHx8WLAWFFRQXNzM0ePHmXDhg1iqV1mZiaJiYm0tbWh1+tDrsniPg+hbGdycpLa2tqIgdNiIrR/aD/3TN/DvH4er82LTCXjNeNrHHjmANvztnN52eXI5XKmp6eXJTgCAVqNS/1qCZDX68VoNDI3N4fBYBCFLgSoVCpRUjslJYUdO3aIJYZOp5OysjI6OzvR6/Wkp6eLghTCffV6vXR2dlJeXs7Ro0fFksrFfy/+d39//6oCF7fbTVdXV4gBr2A4m5aWxt69e0UCFgkulwu7x873Dn+PQesgCoWC+Lh4UTkvMSmRnLgc7th9B2naoJqYz+fD7XZz/PhxpqamQjKxfr+fkpISxsbG6OnpwWQy0dTUFJKlkclkrFu3jtjYWDHz6vF4sNvtbN68mY0bN+L3+3n11VeXVSJTKpVUVlbS09OD0WgUn7tz8f4R4HA4sFqt9PX1MTMzQ2JiIjk5OdTX17+pMrLExMSQDKrX6+Xo0aPY7XZKS0spKipCKpXi8/k4ffo0ExMT1NTUiM/74OAgvb29rF+/PuRccuNzuW3nbbzvifcx75xHIpGwPnM98/PztLW1UV1d/aYU3xZjfn4enU73T3kPnwvi4uLYtGlTyLQ9e/aQmprKI488wj333APAnXfeybve9S4eeughcbmKigo2btzIc889xzXXXMMDDzyAWq3m+eefF7N55513Hvn5+fzkJz/hwQcfZGxsjF/+8pc88MADfPaznwXgwgsvpKysjB/+8Ic8/PAb/XFf+cpX+NKXvhQxM3j77bfzyCOPRMy2ZGdn8//+3//jW9/6Fs8888xZr0Gk8z///PPZvn073/rWt/jVr34VMj8mJoaPfvSj7N+//5ye46X7gSDhiTQ9iij+1YgSoCjOGbLYeNTVdTi629+RTFAgAHv1Zg488gjV1dVUVVWRkpIiBt5C4Dg/P8/U1BQulwufz4dKpSIuLk7sGUpISBCDpJUCuXPBYoPGlZrVlyuBEzIgSqWS2NjYMAW1ubk50tPTycrKCssQCQQIgo3aBoMBs9lMVlYWk5OTYfuSSWS8O+3d/HL8l1isFuLj48Vg87GWx4i1xJIjy8Hj8Yj9D2azWfzR37p1K83NzUxNTTEzM0N+fn7IaLkgh9zT0xMijgDBYLKxsZGRkRG6urrw+Xxi4LYUNpuNI0eOkJeXR1VVVURSKZFI2FW0C8UeBX9++c/0a/rxZnmRSCX4Aj72jexj38g+0uxpbLRu5BOZnxDllQXMz8/jcDhISkpalUnjcg3uPp8vhPAsLCyEEJ6lkEqlzP8jk1lTU4NMJkOhUJCbm0tmZiapqamMj4/z1FNPYTabqaurIyMjA4fDgdvtprW1lbKyMiorK8UsyPz8PG63OyzLZjKZ6O/vx+Fw0N/fH0KMFAoFEokEiUSCwWCgt7cXj8cjBjg5OTnk5eVhtVpFBbz09HRGR0fF8lLhXkilUk4Pn+ahYw8hKZNAIEho/QE//oCf+YV5Yt2xXJF+BR3HOsTyUb/fz8DAQJgPFgSzL06nE4lEgkajwWw2k5mZSUxMjHgOFRUVISPegUCAw4cPExsbKwo+jI2NRcyKCigqKsJoNBIbG8v4+DiJiYlIpdIVvX+Wwm63MzY2xvHjx1GpVGzevJnKysq3/I5ZXI40NzfH6OgolZWVXHrppeLAi8VioampCblczo4dO8TsU0dHB3Nzc2zbti3MmywQCLB/eD/J6mS8fi9FiUXce+BeLpBewO61u8P8td4MzGbzO25B8HZBEGoQ7rff72fPnj3s2LEjZDkhWyOIvFRWVvL1r389hLAIYjbCMq+++iper5f3vOc94jIxMTFcdtllPP300+K0559/nvb2dv72t7+9qXP4wAc+wLZt2+js7GTNmjVnX2EJGhsbefe7383vf/97HnjggZB+wfvuu4+Pfexj/OQnP+FLX/rSmzq+N4O9e/dy55130tzcTGxsLFdccQU/+MEPRKGQ0dFRvvnNb/L3v/8dp9PJ5s2buffee1m3bt2qtm8wGPjyl7/MK6+8wsLCAhUVFXzta1/jgx/84Dt5Wm8ZAYmEwL+49/lfvf93AlECFMWbQvyey3F0tb4j2w4A/XGpKB0u2traaGtrIy0tjZqaGtLT04mNjUWn04X9yEPwh8xqtTI3N4dEIhFHx+VyuRgECmV0AjkS/i14b6yExRmNlUaLl8sALSYASUlJYQRIMJrMzs4OI0CCWpVGoyEtLY24uDhMJhOFhYVMTU3hdDrxeDx4vV48Ho/477XutbxqelVsxJfL5chlcv46/Vd+dtnPSNa9kXlpamoK6YOor6+nqamJ6elpTp48SUNDQ8i5SSQSKioqiI2N5ejRo9TV1YXUy+fn55OSkkJ7e3tICVwkjI6OMjMzQ01NDZmZkU1wA4EA8f54vrbra6jL1Dxz5hlOG06L86dkU/z68K855D7ElWuu5KLii0Tp73Mpf4M3MkBarVY0vZybm2NhYWFF/6OlsNvtGAwGkWBs2rSJ5OTkkJHV2NhYioqKGBsb4+DBg1x++eWkpKSIfWKXXXZZxFHiQCAgEiGhp2bLli3k5+eL01wuFyaTSewxGhwcFJ+zQCBATEwMhYWF+P1+enp6gCBZHB4exuv1RiR3065pftPxG4xmI/GWeJD8gxhJpCgVSrI0WWzxb8Fj9ZBTmINCoUAul4sKbElJSchkMvFTVlZGTU2NeE0GBweZnp4O+Y4nJCSIJUYCJiYmmJ+fp6KiApVKhd/vD1NSWwy5XE5mZiY9PT3k5uZy+vRpZmdnSU9PP2tpztK+ntTUVFGA4+3qL4iPj8ftdjM4OIjD4aCgoEAshYRgj8Pp06cpLi6mrKwMiUQi+kkBy/bwPNn9JC/0v8CGrA1cW30t3z/wffSDep6UPMmWXVvCln8zMJvNqyoX/WdDKJEW/j03N8cDDzyAy+XiYx/7GIBYyrYUTz31FIBIMP7rv/4rbJne3l46Ozu54IILAOju7kan05GREWrhUFJSwtTUFFarFZ1Oxx/+8Ac2bdoUUnYplHQD4jtmsUDI4oG1zZs3k52dzZ/+9Cfuuuuuc7wqQVx00UX85S9/4eTJkyH9UB/96Ed5/PHHuemmm7j00kvfkpnyavHiiy9y2WWXccUVV/DnP/+Z+fl5brjhBvr7+3n11VcxGAxs2bIFjUbDgw8+iFar5b//+7/ZsWMHJ06cWFUp4PXXX49er+ehhx4iLi6ORx99lA996EPk5uaya9eud/wco/j3QpQARfGmoKlrQFlQgnt08G3NAvkD8IrFzYzUzvr168V6fovFwr59+4iPjyc9PZ38/HySkpKIjY0NVROTSlGpVGFN236/H6fTKWYhvF4vDocDr9fL7OwsDocDl8sl/vhIpVKxH0j42+1209fXJwZtwo+psIzwEdaNBGHfUqmUhIQEcdRQ2K9er8dqtaJUKkXvmcWE5uDBg2RkZOByuZibm6O7u5vR0VGSkpKYmJhAoVCIxyP0nmxL3obFbKHf3U9iQmLQZAmwB+z8suWXfGvbt8RrODc3FyKBK5VKWb9+/YokCIKkQqPRcOrUKYqKikIaobVaLZs3b2Z+fp7p6ekV77/L5eLUqVNkZGRQU1MTch99Ph96vR6JREJ6ejprctewJXcL/cZ+nu15loOjByEGFDoF4+Pj/M73O/6n8384r+A8Li+7nMnJSSQSyVnL3/x+PxMTEwwPD4eZbr4Z2O126uvrKS8vp7i4OCJxFtTy8vLyUCgUouBBX18fxcXFyzbPSyQSMUNit9sJBAJs3bo14vKjo6OcPn2awsJCUYVPCKSF+xkIBAgEAvT09BAXF8fGjRtJSUkRpwcCATr0HTxy9BEUagWJyYmkpKeEfAfPLzyfz9R/hmNHjmGxWEhPTyc9PZ3BwUGcTmdYb1J2djZr164Vt2EymcIMUeVyOevXrw8hjYJwg1arFZ+3ycnJEOGDpSgoKBCfQZ1OJ5aclZSUROx/WdrXk56eTkVFBUlJSZhMJkZGRlaVTVwNhOzY4OAgGo1G7I0zGo2isuTCwgKNjY1i2Z7VauXEiRMkJyeHEMjFeH3odX7X9juydFncuvNW4mLieH/m+7m/43505Tq+f/j73LrzVuoy6t7S8VsslrdkuvtO4cCBAxGzynfddRcVFRXLrtfX18cNN9xAfX09l1xyScRl7HY7H/7wh1Gr1Xzxi18Egv2NkTJhwvNlNpvR6XS89tprXHfddSHLnH/++WGiDYuPfXEzv0QiYcOGDbz66qvLnsPZIJC0SO/lX/7yl6xZs4aPfexj7N+//x1XX7311lupra0NyZKp1WpuvPFGJicn+elPf8rc3ByHDx8Wy1svueQSKisrufXWW3n88cfPuo/9+/dzyy23cNVVVwFBkYzk5OQ3ZXD9T4VE8g/rkX/xMfyH4d/8rkfx7wqJVEb6p7/G2Lc//7Zt0xcAm1zBUGEpktExXn/9dTZt2sSmTZtYWFhgdnYWu92OyWSivb0dnU4njiYnJiYSGxt7VtNHQQ5XgNBPJPizJCQkoNPpxFFDIYvi9XoZGBhAqVTi8/mQy+U4nU4sFkvYcn6/n76+PmZnZ8Ovm0QiNsR7PJ6Q5lehPOnQoUMkJiZit9tDSI1CocBms5Gbm0tMTIyoouZwOMQm3EjCCwCXqS7jF2O/wOF0hARsR8aP8OrQq1xQdAEWi0UsNVoMgQSdOnWKmZkZTpw4wcaNG8OudWJiItu2bePEiRNYLBbWrl0bEpDl5uaSk5MjjqSvhOnpaQwGg+haL5FIGBwcRCaTkZmZGdKwX5JUwlc3f5WP1n2UF/pe4AnLE0yPTqPL1OH2uXlp4CWebXmWhNkELq4NFa0IBAI4HA7MZjMmk0mUtZ6dnWVycvKsSnFLoVAoSEpKIiUlhaSkJDo7O6mqqhIJznKZI0FUw+fzkZKSQlpaGi+++CIKhSKiclQkDA8Pk5qaGnbMNpuN9vb2kPLNuLg46urqwgI14Rm0WCzIZDJSUlJCnoe9A3v56cmf4gv4IABylTwkMLqm8ho+VPshJBIJGzdu5ODBgzQ3N1NcXCxmlxYjNTWVurq6kPLWpqamsOu0du3aMEnvvr4+nE6n6BUk9JQtB6lUSlFREYcPHxan5eTk0NnZGZKZ9Pl8GAwGpqenmZmZEd8NS/t6hDK7t8PzZm5ujvb2dhQKBbt27QoJSOfn53n22WcpLi5m165d4vM7OztLU1MTZWVly5qWtk638sDxB4iPiec7u79DXEwcMzMzqK1qbrn2Fn5x5hd4/B7u2H8HX2r8EjsLdkbcztkQCASwWCz/lhmg+vp6fvGLXwDB45yfn+fFF1/k5ptvxmazRVRf6+7uZs+ePcTExPDEE09EJJZms5krr7ySU6dO8fTTT4uZHL/fH5EsLB5cs9vt6PX6sNLDX/ziF2JVwC9/+Uuee+45nn32WXH+0sGbgoKCkOf5zSLS8ebk5PCjH/2IT3ziE/zkJz8RCd47AYfDQVNTU5hi3dVXX83VV18NBEsL6+rqyM7OFrNiUqmUSy65hD/84Q+r2s/u3bu57bbbaGtr413veheXXHIJ995779t7MlH8r0GUAEXxpqHMziP1I59n9tcPvOVt+QIBvMBDcx7iU5VUVVVhs9k4ffo0Y2NjNDY2sm7dOubn5zEYDNjtdrGh2ul0Mjc3x/DwMGq1moSEBBISEpY1iVwMv9/PwsJCiCS1XC4nISGB+Ph4YmNjRT8Xv98vjl4XFxevmHJPTk5mZGQk4rytW7eGBE1LpawLCwspLy+nurqa118P91QR5HIh2M/Q1dXF0NAQVVVVnDx5MuI+VTIVV6ZfyZ+m/4QqRoVE+sYP3i+afkF1ajVOg3NZBSepVMqGDRvETNDx48fZuHFj2MiZWq1m69attLS0cPToURoaGsQAWi6X4/f7Wbt2LTk5ObS3t6/Yq+H1euno6GBiYoLy8nL6+vpE4jc3N0cgEAj54U5UJ3L92uu5uuJq7v/D/QzLhpn0BYmWc97JgHGAR04/wiv6V9icupnKuErcDneYBw28IW8cqcxyMeRyuUh4BPU84ZiE81uzZo1oyLlSCaAglGC320lPT0er1eL3+2lvb6e2tnbFZmSfz8fo6GiYFG9fXx+Dg4MioZBKpZSVlVFcXLzi9kwmU4jaoj/g5zctv+GZnjcarv0eP1JFcBsSJHyy/pNcXn65OF+j0bBhwwZeeuklmpubqaysDCGf8fHxbNiwIeQ4Ojs7w0h8bm5uWGbBZrMxODhIampqyCj2Shm7/Px87HZ7yPbVajVpaWksLCzQ398vejslJSWRnp6+Yl+P8Oy+lQyQIEQxMzNDZWUleXl5LCwsMD09jd/vZ3JykunpaRobG9mwYYO43tDQED09Paxbty6k5HQxBucH+d7B76GQKbh91+1k6IJ9ZS0tLZSUlARLV5NiuefIPXj8Hu49ei+jplE+sPYD5zzab7fbRa+qfzfExsaGXDsIihJYrVbuvvtuvvjFL4YIQLz++uu85z3vITY2lr1790bsjxobG+PSSy+lt7eXv/zlL1x22WXivISEhBCzbAHCsxkfHy/Kmy8drFhc4vncc8+hVCrDjn0xtFotJpNppdNfEUJZ8HLlnx//+Md5/PHHufHGG7n00kvf9H7OBqPRSCAQWFGIY25ujv7+/mWFh1bK/Ap47LHHuOuuu/jzn//M448/jlQqZc+ePfz85z9/W/rgovjfhSgBiuItIW7nhQS8Hgy/+1kwRfsm/IF8BHDh5ybbOAF1AYaBAYqKitBqtVRXV2OxWGhpaSErK4vCwkLWrFmD1WpldnaWubk5LBYLKpWK/Px80tPT8Xg8TE1NYbPZUCgUYlZntWo2Xq9X7PkQj9Hno729XSw3SktLY2pqCq1Wi1arDcuGrJRSXxxwJycnh6hwwRt9QDqdjri4uLAf04mJCbF0Iy8vj97eXiYnJ6moqCA1NTVi5gmgQF1AY1wjbbY2dLFvBPZOr5P7jt7H1QlXU5BXsOxxC5kgQRghkk+QcO4bNmzgzJkzojhCbGwscrlc/JFKT09n9+7dYd4zkWA0GvnTn/6EUqlkz549SKVS5ubmMJlMET1/YhQx7KrchcViwal18lLHS7ze+jo+dzBr0TfbR193HzHyGOoy6tiYtZEEdeh2hCB5aYAieD+lpKSQnJxMQkJCxGCxv7+fiYkJtm7dGnI/VuodEhr/bTYb3d3dFBUViaT28OHDNDQ0LBtgCiabqampoorcmTNnQjx2kpKSqK2tPSupc7lcOJ1OsQ/L7rFzz+F7ODV1KmQ5v9ePXCNHLpXz1U1fZXv+9rBtCQavTqeTgYEBysrKkEqlaLXasGdnYmIiTNFQp9OFlGQKOH36NIFAIKT5e6XeH6Hcb/EygpCKXC7nzJkzeDwedu/eTX19/VkzycL68OYyQMI9On36NGlpaezevVscsBGe6TNnzuD3+6mqqhJLbgOBAF1dXej1erZu3bqsbLXepuf2fbfj9rm5dcetlCSV4Pf7OXXqFHFxcWKgvS1vG3ExcXz/0Pexuq385fRfGDOP8dXNX0UlX/15mc3mtySh/a9AXV0dXq+XoaEhMfD+05/+xEc+8hHKysp46aWXIhKD9vZ2Lr74YhwOBy+99FJY70h5eTlms5nZ2dmQctf+/n4KCgqCipz/+C2KZHR7Lpifn39LxrOvvPKKaGuwHH71q1+xZs0aPv7xjy+rrPhWIaiLLv3tcrlcvPbaa2zcuJGEhAR27ty5bMZmNQOe8fHx3H333dx999309PTwzDPPcMcdd/DZz36WF1988W05l3cEEum/QQlc1AcoiijCEH/+pSgystH/8j58C/OrJkEBgu0o/Vov96n1jCrcKG3D1MXXMTU1RV5eHjKZTBQ9cLvd6PV6FhYWSE9Pp7CwkLy8PFGNSxjtTktLo6ysjMzMTKRSKWNjY0xNTYm9O4IwwrlA8OjxeDw4HA6mp6dDBBHUarUozCCMygkeMEsD5MVZgEgEaH5+XvQqys7OXpEAyeVyCgoKxHOvrq5m//79y6qS7UzayeDEIF6vF5n8jSDv9Oxp5LNyvrt+ZTM+qVRKfX09LS0tTE5OcuzYMRobG8NG5SQSCZWVlcTGxnLkyBFqa2tF6WcBcrlclPBta2tbdvReILtqtZrR0VGx3Gd2dhaNRoPFYsFsNosfi8XCwsKCOEK+SbMJVb6KCc8Ek8pJXN4gKXB5XRwfP87x8eOUp5TTmN1IXnwegUBAJEBxcXFidkcgPGcj0hMTE/T09NDY2EhcXFyI4tlKGSChxEtQeLvwwgtRq9Vs27aN5uZmDh48SENDQxjpCwQCDA4OUlhYyPz8PJ2dnSGjwjExMVRWVq5a5UwIyuLj45m2TnPn/jsZNY+GLef3+NGoNNy+83ZqM2rD5tvtdo4dO0ZycrIYEI6MjFBRUUFjY2NIwCKU6S2GQLiXkpHZ2Vmmp6cpKioSyZwgTrEchLLR3t5eZmZmxBH4xMRELrjgAuRyOV1dXcDyAiZLIWRuz5UAmc1mOjo6cLlcbNiwISyAnZycZGxsDK1WS25uLlKpFLfbzczMDMPDw/h8PrZt27ZswGdxWbjt9duYd87z5cYvsz5rPRAs63I4HOzYsSPkOVibvpb7LryPO/bfwbhlnKPjR/nG3m9wy45bSNWuThbcYrH8ryNAR48eRSaTie+TF154gQ996ENs27aNZ555JmIfz9jYGHv27EEul3P48GGqqqrCltmzZw8ATzzxhCia4HK5eO6557j44ouB4HcyIyNjWQuD1WJsbOxNk5LW1laefvppPvOZz6z4DOfm5nLvvffyqU99ivj4+BWNpt8sdDoddXV1PPPMM3z7298Wp7/88stcccUVtLS0sHPnTv74xz9SVlYWUmr55S9/GafTGSJfHgkjIyNs27aN+++/n2uuuYby8nK+8Y1vcPTo0RVLZ6P4z0WUAEXxtkBTXUfeDx5i/m9/wfzaC/jtNpDJIFLA94/pjhgN7bGpnF6bgMm4F4VEgUwtY8g5xBrdGmZmZigsLMTlciGRSJDL5dhsNlJSUnA6ndjtdhISEkhLSyMtLU0shRMMPBMTE8nMzKS4uFgcRRV6OwRTUblcLpbSrYTFAWVcXFxYECx4FQkjWFNTU4yNjSGRSERRBrVaTUxMDHq9HplMRkxMTEQ/IJ/Ph8lkIjExkezs7LCGcLvdzvz8vCgNWlhYyMDAAKOjo5SVlVFQUCCWXC2FXCLnqrSr+MPsH9DGv5HdcLvcHHUfpX++n/KU8ojrChBIkEQiYWJigmPHjrFp06aIpQk5OTlotVpOnTqFXC6PWC6UlJTEzp076e/vp6+vT8ySCPelu7tblNjt7OwUM1C9vb0hpoKLERsbi0KhwGg0Yjab0Sq1XFJ5CbEJsbRNt3Fi8gRGu1FcvsfQQ4+hh4zYDLbkbSEtI42MtAze/e53n5MPxtzcHK2traxdu1YMbBcH1CtlgLRaLYFAgJGREZH8QJAoNjQ00NPTw+HDh8U6eAGzs7OYzWb0ej2dnZ3idKHnpbS09JyafIVnfdozze0v347ZFV7OEwgEiJfH850LvhOR/AiKdEIGKj8/H5fLhdFoJC4uLiSz5vf7aW5uDitFrKqqCusp8fv9dHZ2olQqQ+69ICayFD6fD4vFQmpqKk899RQDAwMkJiZSVlaGSqVCqVRSWloKBL+z7e3tIX02K+FcS+A8Hg89PT2Mjo5SUlJCSUlJmKhDR0cHer2eHTt2hHyHnU4nL774InV1dSuWQ7p9bu48cCfjlnE+UPMBzi86Xzy3oaEhNm3aFDHYzYzN5N4L7+WHh39I83QzQwtDfOXvX+HbO75NRcryQgECLBbLv50BqgCz2cyxY8fE/7vdbp555hn++Mc/8qlPfYrU1FScTief+MQniI2N5eabbw575+bk5JCTk8MXv/hFUUVs6Xbj4uKoqqoiPz+fD3/4w3zlK1/B4XBQVlbGfffdx8LCAjfccIO4/IUXXrhi/87tt9/O7bffvuz8QCDAkSNHVtWbIxyn0Kt18uRJ7rvvPsrKyrjzzjvPuv4nP/lJHn/8cfbu3fuOECCAO+64gyuuuIL3ve99fPSjH0Wv13PjjTdy2WWXUVdXR1paGo8++igXXHABX//610lOTubPf/4zv/rVr7j//vvPuv38/HzxHprNZoqLizl16hQvvPACN9544ztyTlH8eyNKgKJ42yBVa0i+9iMkXvV+bE1HcPZ04RzowTs7TcDnQ6JQoszJR1VUhrqmnhP6eQYOHqQkkMtE7CRdWV04Jh24YlwYZUYynMERssrKShYWFvD5fPj9foaHh8nNzaWgoEDsBZHL5ahUKrKzs8nOzsZisWAwGDhz5gzDw8NkZGSQlpZGTk4OGzduRKFQMDMzI6quCc3eQpnWwsKCGJD5/X6xLA1W9v8Rr8U/AhShyd7hcIijzkJZnrCcELQuVpxraWmhrKxMLLmzWCyijwsEswwCAYqJiSE3N5eRkRGGh4cpLy9nfHw8xEByMVKVqWzVbuWE6wTKmGAmzOF0oFFr+NHRH/HjS3581vIXiUTCunXrxAzb0aNH2bRpU8TMWmJiIjt27OCll16iv7+f9evXI5FIRJPbxX+r1WpOnz6NwWDA5/NhNptFOeTFJNRkMjE9PS2KDUQ8z9RU9Ho9DocDmUxGQkICMpmMhuwGNmRtYMw+RrOxmQH7AHK1HIVagT/Gz8uzL+OZ9rBJtYkaYw1lyWWrypwIDuulpaUh0raLg9WzZYBmZmbw+XxhtfCL5cZbW1tFvybB9NNkMoXsJyMjg6qqqnMWcYBgBqhlqoUmcxN+aWTCVplQyYZ1GyhKDW++93q9HD9+PKTXRiqVUl5ejlQqZXZ2NoS8njlzJix7I2R4l0JQ5qutrRVJitVqZWZmRlzG4/GIfX0Wi4WCggKys7NFT6TFyMjIEO9tbW0t+/fvp7u7W/QUWgmrzQAFAgFGR0c5c+YMycnJ7Nq1K0zQYWFhgebmZjQaDTt37kSpVDI2NobX68VsNtPf309hYeGKfif+gJ97j9xLt6Gbi4sv5trqa4Fgdk3wklqpXEqr1HLrzlv5TctveLb3WUwuEze+eiOfrP8kl5RcsuJ3wGw2v21S4G83Wlpa2Lx5s/h/lUpFcXEx3/ve90RCcuTIEaampoAgMVmK2267jZtuuonnnnsOgM985jNhy+zcuZN9+/YBQTGDxMRE7r77bqxWK+vXr2fv3r0hctLXXHMNf/zjH5mamlpW9n8lnDhxgrm5Oa655pqzLrv4/JOSksjPz+cb3/gG//Vf/7Vq4YqHH374TfkNrRaXXXYZzz33HLfffjtXXXUVKSkpXHvttSJBy8rK4siRI9x444185jOfEU2kf/3rX4ty5mfD008/zY033sgtt9wiGonfdtttfOtb33rHzuvtQNQH6J2BJLCSg18UUbyDGBkZ4fXXX2d2dpbCskJ+Pf5rDE4D3hkvCr+CXem78EwGvUtqamowm80hZVKpqamsX78ej8eD1WpFo9HgcrlCRpIFkYO5uTnsdjupqamkpqYSHx8vjuoplUpmZ2fR6/ViqZWwjFQqZXBwkFOnTuF0OnG5XFRVVZ11RN1gMIT5+AgoLi4OGS3t6+sTyZGAlJQUsTRjZmZGFFQQCJJGo2Hbtm2oVCpiYmJEx/iYmBh27tzJ1NQUPT09oqqXYF4p/A3wjOkZjCojBMAwZyA1NRWJRMJFxRfx+Y2h6n5+vx+v14vP5wv5eDweOjo6GBsbQ6PRiKPTS5fz+XxMT09z8OBBEhMTKSoqCgsCBQQCAfR6PaOjowwMDODz+cjPzw8hVyaTiZmZGbKzs8nNzSU/Pz9s1N7lcnHo0CFUKhUlJSU0NDQQGxtLXFwccXFx4vbGTGM82/Msrw2/htvnxjRkwml0os3SosvUkR2bzXmF53Fe4XmkaCIHkMK+kpOTqaurC5k3OTlJU1MTEOzv2L49vFcGgtmjn/zkJ5SUlNDY2ChmJpZiYWGBkydPir06gkiCUqkkLi6O6urqN90X4A/4ueGhGzg8dpjUmsjlT3uK9vCB8g9w+OBhdu/eHdJT5Pf7OXnyZEh5qID6+nrS0tI4evQoJpOJ6upqYmNjQ0bRIRigCiRgMYR+AK1Wy/bt20PEJs6cOcP8/DwLCwu4XC4SEhJITEwkLi6OHTt2kJCQwN69e0N6oiDoXL+4T6Ovr48zZ86wZcuWs2Y0XnjhBSQSybISyRDsXxNU5tasWRMmgR4IBBgYGKC3t5fy8nKKiorE82pqaqKtrU0s+0xMTGTnzp0RA9ZAIMAvmn7B833PszFrIzdtvwmZVIbf7+fQoUMolUoaGxtXLW7w9/6/8/NTPw+q/QF16XV8ofELpGkjN6m/8MIL7N69+22TBP+/gEAgQF1dHddccw233HLLOa//0Y9+lPn5ef7617++/QcXxb8FhMqHqed/TZw28u/lP+1YbHYyL/04JpPp31Lt8c0gmgGK4l+GrKwssWlf4pVwdfrV/GbiNwTSA0iMEg4ZDvH+mvcz0TdBd3c3VVVVJCQkMDExQSAQYHZ2liNHjtDQ0EBpaSnDw8NoNBri4+NFwiOVSklKSiIpKQmPx4PRaKS/vx+VSsXc3By9vb0kJSWRk5NDdXU1crkck8mEXq+nv78fh8PBxMQEGo2G9PR0SkpKqK2txWazYbPZsFqtWK1W8d9CKd1KZVNLy6DUanUYAVqsjpaUlMTo6KgozS14GJ05cyYkG7WwsMD8/DwOh4O0tDRGR0fDFOYWI510emN7cQVcouGlBAmP6h/FP+anIrZCJC8rjZMIZRWDg4MMDAxQUVERsYRIkMlNT0/nzJkzFBQURMzeCD4/drtdbO5fGgwLmQ2Hw4HRaMRkMpGdnU1+fj4JCQkiyREC8csvv3xZtazc+Fw+t/FzfKj2Q/x94O/8pv83OHGi0AbPYcIywaPtj/KH9j9Qm17L+UXnszlnMzHyYDbB5/Nx/PhxtFptxMzBakvghoaGRPXBsykaSaVSurq6GB0dpaCgAJ1OR0VFBXl5eW/ar8PusfODfT/g4MBBYhLC+0skSPj4uo9zRfkVYqnn0oxKW1tbRPJTXV0tlu1t2rSJI0eO0Nrait1uD8uorlu3LmIm8cyZM3i9XtasWYPb7WZubo7JyUlefvllIJhpzMvLQ6vVitdAkMifm5sLIz8KhSKM5BQXFzM5OUlbWxs7d+5cth/I4/Hg8/mWFZRwOp2cPn0avV4vlqUufSc4nU5aWlpwOBxs2bIlpLQoEAhgMpkYHx+nsrJSHCyYnp6OGHw82f0kz/c9T3lyOd/Y+g1k0uBxd3V14XK5zon8AFxUchHZcdncd/Q+Zu2ztM608vkXPs/H132cC4svDNmW8I5YTRN6FG9AIpFw991389GPfpQvf/nL59RDNTo6ylNPPcWhQ4fewSOMIor/bEQJUBT/MigUCjIyMrDZbMzPz5Oens67Ut7Fs/pnUWQo8M34eGnkJT68/sOc6T5DX18fJSUlVFZWMjAwgMvlwmw2c/jwYdasWcOGDRswmUwMDQ2JvT+Tk5NiE7pCoRBNGZ1OJwaDAa/XK2aIOjs7RUf4kpISysrKMBgMTExMYLVamZ6eRiqV4vf7SUpKIjk5mfT09JBgQMhGDQ8PY7fbRYNVh8MhkoilZCLSqOli4qJQKIiLiwuTOzUajSHBY2Zmpmg2mpaWRn5+PmfOnFn2+qtRs8a+hiOyI8EyngAEgn/w1MRTfDr30+jkKyuGQfCHvLCwEKlUyszMDN3d3VRUVIQFsYLPTWpqKmq1mv7+fmw2W8TmfJfLhcFgEMuXJiYmxJI+mUyGRqMhMTERhUJBfn4+Go1GlG0uKioiJSUFj8eDVqtlcnJyVRmR2JhYLi++HGWtkjHzGO5CN0cnj+LwBu9FgACtM620zrSilqvZlreN8wrOwzZsIxAIhEk6C1hNCZzBYGB2dpaysjJ8Pl9EPyen00l3d7comiH0fimVStauXfumymgE6G167th/B72jQV8quWaJvLlczTe2foMNWUFJXpfLhUwmCyG6i49tMYqLi0N8aoRsxMMPP4xerw/JiJaWlka8V3q9npaWFtRqNW1tbaJfktVqFUtFI2GxQepSCCIpiyGVSqmrq+PgwYP09PREbHKH5ft//H4/g4OD9PX1kZWVFaLuthgzMzO0traSnp5OQ0NDSEZZ8EKSSqWsXbs2hIRNT0+H9b0tNToViPnExAQjIyNs3rz5TZGTNWlrePBdD/Lblt/y0sBLOLwOHjz5IEfGjvCFxi+I2VCXyyUaQEdxbrj44ou56qqruOuuu/j+97+/6vW++c1v8q1vfSuiQmIU/4GIqsC9I4gSoCj+pUhLS2NyclIcGa+Nq2XUOUqruZWE/AQMQwYOTxzmvNrzGBwcFEvBBG8Vo9GI0+mkra0Nu91OXV0dO3bs4MyZM5w+fZrS0lIqKysZGRlhYmJC3I9KpSInJ0fMXszMzIjmpFNTUyiVSrKysjCbzSQnJ5OcnExcXBybN28WzTKFfSYkJJCcnExSUpJYeuNwOEIkVAOBgOhZVF5eTlJSEi6XC5fLhVarZWpqSjRTDQQCogCAQCKSk5MjEqD8/Hwx8NDpdMTGxmKxWDAajSQnJ5OYmBiWXQq5/q40UjwpOHWhfjx2n51n9c9yXeZ1qx45FgxLp6en6e7uDvNQEcijcKzV1dX09/fT09NDSUkJcrmcmJgYVCqVaOq5du1aiouLkclkjIyMMD09LQaEsbGxzMzMkJSUJAbiFouFo0ePkpmZSWxsLAkJCdhsNoxGY1j5USQsLCwgkUioyq5i99bdfNb7WY6OH+XVwVdpm2kLEkTA4XWwd3AvT+57Eo1Lw3WXXkelq5I0eXiJ0NkyQH6/n46ODsrKytDr9aLP1eL5AwMD9PX1hRl2XnfddeTl5dHc3ExVVdWb8rI4PXua7x38HmaXGY89SDIVmjeITbo2nVt33kpefJ44TRARETA4OBhRhjo7OzuiX9bk5KRI2AWD26KiIlGe2eVyiYImc3NztLW1IZPJ2Lp1K9nZ2Wg0Gnw+H6+88sqywb1WqyU9PZ1AICD2dyzGUlNJAfHx8ZSUlNDf309WVlbEpu9I/T8zMzN0dXWhVCrZvHlzxPV8Ph/d3d2MjY2xdu3aMH8ju93OiRMniIuLY8OGDZw8eTJEGthkMuFwvGFmHMnoFIJ9Ue3t7VRUVLwlcQKNQsPnNn6Ozbmb+cmJn2CwG2iebuZzL3yOT9Z/kvMLzw95T0Vx7vj5z39+zuv8z//8zztwJFFE8X8LUQIUxb8UwmivRqMRA+SLUi5ixDGC3WMnoTiBoz1HKU0upbi4mLi4ONE3pqSkBL1ez8jICB6Ph+7ubtxuN0ajkfr6eqxWK11dXYyMjFBVVSUSoeHhYbEcRiKRiOVSPp8Pq9WKXC7H7XYzMDBAa2srcrmc1NRUiouLUSqVZGRkiOaLPp+P+fl55ubm6OnpEf0wXC4XJpMJnU6HTCZDIpGIggY5OTkho/VLR/y9Xi8ej4c1a9aI2xJK7AQpbuEjqMUJyMzMxGKxMDU1RXJyMrm5uSwsLCxbwma1Wil1lTKSM4IlYAmZN2AfoMncxIb45Y34lkIowZqamhJJkEajQSaTif4vGRkZqNVqVCoVDQ0NjI6OsrCwwNatW0lISBA9fgoKCkJ6PTIzMzEYDLS3t2Oz2YiLC7raCyR1Maampti/fz8ajYaqqirGxsZWRYAWyyMDxMhj2FWwi10FuzDYDbw+9DqvDr3KhGUC24wNp9GJukzN472P83jv46xJXcMFRRewNW+rKCRxtgzQ4OCgmEUTetwcDgd+v5+ZmRlOnz4dQoh0Oh1lZWW0tbVRU1NDSkoKsbGxNDU1YTabqampWfVo/KuDr/LgyQfx+oN9c1578G+h/K86tZobt91IvCq0TG0xAZqYmBAlpBcjNTWVurq6MAK9sLBAd3c3MTExVFRU0N3dTV9fH5WVlXR0dDA3NydmeJKTk9FoNFitVioqKkL6osbHx1dUbxT6aVZb/rYYZWVlTE1N0drayo4dOyKWr0GQANlsNlF6vKqqiuzs7IiDBhaLhaamJuRyOTt37gzrgTMajZw8eZLCwkIxy5ORkRHmjTI9PU1hYSGD84PcdfCuEKNTCD5jTU1NJCUliRmwt4r6zHoevORBft3ya/YO7sXusfPA8QfYP7yfK/OujJa/RRHFOwmJJPj5Vx/DfxiiBCiKfynUajUajQa73U5aWhrT09MopUquTLuS303+Dq1WS1xhHM+ceYZPrQ9Klup0Onp6eoCgPKlOp6Ovrw+Xy0V/fz8ulwuLxcK6devYuXMnIyMjdHR0oNPpWLNmDSUlJUxOTjI4OBiSVZHJZGJJmcfjYXZ2Vqxvn5ycpLe3F71eT2ZmJpmZmcTFxSGTyUSfGAiO1ptMJtrb29Hr9QwODoolbEKGZmlfgVDSJQS5crlcFDtYPErtcrnCSnnS09NZs2YNHo8Hv99PIBAQzVOFxumUlBSGhobE+UIWwu/343A4yM7OpiKughc9LwabnoVSOOCQ7RBbireQHZuNXC4XvZQWfyJN7+/vZ3BwEJ1Ox+bNm0POr6GhIeQccnNzGR8f5/jx41RXV4uSxmvWrAkLJFNSUti5cye9vb2iyEMkAiSQQ5vNRkZGBqOjo9TU1JxV3ngpAQrZtyaF91a/l2uqruFg10Eem36MybJJfJo3SE3nbCeds538/NTP2Zq7lfOLzidf9YZPx9IMkMPhoLe3l8bGRqRSqRgU2+12XnvttbBSSKGfRLi2wnOXlpbG9u3bOXHiBEePHmXDhg0rBqX+gJ/ftf6Op848FXrd7B6kSilSuZQLCi/gcxs/h1wa/jPhdrtFJcWWlpaw+fHx8RFLAoXyLrfbLfo2CX1tR48eZdeuXTQ2NorXwefz8dprr6HRaEKCeUE8YDkolUpRiW+15W+LIZVKqa2t5fDhw/T19YmZKQFOpxOfz8f4+DiDg4MUFBSwfv36ZcVRRkZG6OrqoqioSDSDXYyxsTG6urpYu3ZtyHc+IyODjo6OsGW1aVpu33c7Lp9LNDoV0NnZicfjYfPmzW+6HywStEotX2z8Iltyt/CTEz/B6DDSOtPKseFjVGurKbOVLSuSEMW5IxAI8Ktf/YoHH3xQ9Le74ooruOOOO1ZsQn/++ef5zne+Q0dHB8nJyVx99dXcddddIYqQf/3rX7nzzjvp6ekhIyODD37wg9x4440hmbxbbrmFX/ziF6jVar7zne/wkY98JOTYGhoa+OpXv8r73//+d+T8o4jinUaUAEXxL0dKSgqjo6OiaaTH4yFXncvmhM2ctJ4kKSkJm8vGywMvc3n55ajVajZs2EB7ezvj4+Pk5OSwZs0ahoeHmZubY2xsTFRsKy0tpaKiguzsbHp7ezl06JBYlpOTk4PRaGRwcJDp6emQLIlCocBgMABBgpKTkyOWl1ksFnp7e9FqtSIZWixrLfj3mM1mAoEATqcTi8XC/Pw8o6OjSKVSCgsLxT4ijUZDbGxsWOP7UmPQ7OzssGBudnYWpVIZMpq8fv16WlpasFgsVFdXk5aWhsfjCRsFd7vdzM7OUlVVhUQiQZeg48XxcDfsF00vcm/jvRED4eVQU1NDTEwMPT09HDly5KzBmHB9n3/+eebn52lsbFxW3lomk1FZWUl2djZTU1MhRqMCDAYDgUCA5ORk5HI54+Pj/O1vf+OCCy5YNngIBAKiHHMkAiRgfn4ey4iFb139LTKyMzgxcYJXBl+heapZJI4un4vXhl/jteHXSJAmkDqTSm1GLSna0P6Wrq4uMjMzRQInlUoZGhoS+4ESEhKQSCTk5+dTXl6OUqnE7/czNDQU1p+i0+nYvn07TU1NHDx4kI0bN0Y8V4fHwb1H7uXE5ImQ6T6PD7/bjypBxcfqPsZVFVcte888Hg82m41Tp06FZRe1Wi2NjY0hZMDpdGI0Gjl48CD9/f34/X5RkU9QvDt27BgTExMhxo59fX04nU4aGhpCSMPMzEzEPikBBQUFyGSycy5/W4ykpCQKCwvp7+8XBzwg+JwMDw/T3t7Ohg0b2LFjx7JiCG63m7a2NhYWFmhsbAwj6oFAgDNnzjA+Ps6mTZvCyuZUKlVYGeuUcYpH/v4I865Qo1MIkqOxsTG2bt36jpWlbcjawE/f9VN+3/Z7/j7wd3x+Hy3zLXz6uU9zednlvLfqvcTG/O8yRf13xD333MNNN93EDTfcwPnnn09/fz+33HILnZ2d7N27N+J3829/+xtXXXUVH/rQh/jBD37A6dOnuemmm5idneVPf/oTAHv37uU973kP73vf+/jBD35AR0eHuMyDDz4IBEnUPffcw69//WuMRiOf/OQnaWhooLq6GoDHHnsMr9fLdddd98+7IFFE8TYjSoCi+JdDIEAmk4nS0lJOnz4NwK6kXQzYg2IH2nQtPSM9VMxVUJpcitfrZceOHRw7doyxsTFyc3NDSuRmZ2dxuVyih8/69euprq4mPz+frq4uXnvtNcrLyykoKGDDhg04HA6GhoYYHR0V1eIEQiKoPXm9XjIzM1EoFCwsLIj+HP39/ajVapEMJSYmiqVOEokEtVqNWq0WvV0aGhrwer2iIp3H42Fubo75+Xk0Gg0ajQaVSoXFElqSlpaWhkKhCPH38fv9zM3NhSicZWVlcebMGdEgMy4ujsrKSlpbW0O2J5ipCj+kpe5SBpIG6DX2hiw3MD/AH9v/yIfrPnxO97WsLOifc+bMGY4cOUJtbe2KJEilUhEXF8fk5KSoqLdSEBcXF8fu3bs5duwYEokkRGRCUCITMiQpKSn09vaiVCopKCigvLw8LBtktVrxer3IZLJlFZmsVisnTpygpKSEvLxgT8y2vG1sy9uG0WFk3/A+Xh18lVHzqLjOnHOOntEeDo0eIl2XjinXxObczWjcGgwGA7t37xYzQd3d3WLJk9PpJCUlherq6hAiMzExgUQiiSh6oFAoaGxs5PTp0xw6dIh169aFLKe36blz/50Mm4bD1vXavShkCr6080u8u/Ldy153CEp2Dw8Ph/S5QVAVrqamRlTmEz4ymQy3243NZqO8vFzMTsXGxrJhw4agP1NDAydOnODYsWNs3boViUTCwMAAKSkpYsmpgJWyP1KpVPSkMRqN51z+thgVFRVMT0/T1tbGtm3bMJvNdHR00NvbS2FhIVu3bl2W/MzNzdHc3ExCQkJEWW+v1yuqwG3fvn1ZP6H8/HyRAHn8Hv489WcMEgOf2/Y50egUgiV2HR0dVFVVrUjg3w7olDo+2/BZriy/kntfuZdWQytev5enzzzNywMvc03VNVxRfgVKWbQ36M3A7/fz/e9/n09/+tOiOMIFF1xAcnIy1157LU1NTWzYEFqaHAgE+PKXv8zVV1/Nb3/7WwDOO+88fD4fP/7xj7Hb7Wg0Gn7729+Sl5fHH/7wB2QyGXv27EGv13P//fdz//33o1AoeOWVV9izZw/XX389EPQA2rdvH9XV1bjdbm6++WZ+9rOfva0ZxihWgFQa/Pyrj+E/DFECFMW/HEIwMjc3R319PYODgzidTmQSWbAUbuZ3xChjiM2N5eXRl8mKzUKr1GIwGNizZw8HDhwQSVBqaiparZa+vj7MZjPd3d34fD7279/PunXrSE9Pp7GxkZmZGTo7OxkdHWXNmjWkpKRQVVVFWVkZo6OjPP300+LxJSQkoNVqcbvd4mhyamoq1dXVor/NwsICg4ODDA4OEhMTg91ux2azERsbG/YjodPp0Ol0YvDo9Xrp7u7m+PHjovGn0+kkNjYWnU5HfHy82KeUlpbG/2fvv8Pjusv0f/w1fTSjGfXee7dsy5Zsy3ac6sQkpBASdoGlbYBdYBMWCBvgSxaysJBslrLAhhrYpUMKkB7sxFXNltV7721G03v5/TGcE41mJMshbT8/3dc1l0Znzsyc92nz3O/nfu5ndnY27POWlpbCCJBUKqWwsJDe3l5GRkbYvXs32dnZTExMhDWcNBgMYQGsy+Hitrzb+Kblm7h84aYIj/U/Rl1mHdWpl9cIr6SkBKlUSl9fHy0tLZvWbHR3dxMMBrn55pvxer2cPn2aPXv2bNp4NiUlhaSkJPGHeWRkhNXVVdxuN7GxsWJmLDk5mZmZGex2O+Pj48zOzkbYRgtBppB1WQ+3201LSwtpaWkRkiiAxJhEbqu4jVvLb2XEOMKJ8ROcnDyJ2feKzHLRtsgvu3/JL7t/iX/Mz/6K/djP2VHYFEiQiMRApVJRWloa1sBQwOjoKIWFhRtKuCQSiUia2tvbRUfDgZUBvnL6K5jd5qjv0wf03LHzDg6VRe9TJMBisdDV1YVer8fpdIrnusfjEScY4uLiRDMBvV6P2+3m1KlTYXVYUqmUuro6URIq9PU6f/682NMqGAxGNF9cXV0Na0y8HtnZ2eJ+jJb9uZT8bS3kcjm1tbWcPn2ap59+GplMRnFxMVVVVdhstqikJRAIMDQ0xNjYmDjpsh5Op5PW1la0Wi2NjY0b2m1DaEKjr68Pl9vFk0tPMuOaoS6+jpuLbxbX8fl8nD9/npSUlDDHvdcbWfos3lf4Po7lH+OE8QQ9yz3YvXZ+1vkznhp6indVv4urCq7aJkKXCYvFwnve8x7e9a53hS0XasNGR0cjCFBHRwdjY2P89Kc/DVt+9913c/fdd4v/C8Y7a8+55ORkPB4PVquVxMREceJOgFKpFCf1vve975GXl8f111//mox1G9t4s7BNgLbxpkOtVhMbG4vNZsNqtVJWVkZnZycAaao0DuoOct51HnWMGlm2jD9P/5m3F74diUTCxMQEx44d48SJEyIJ0mg0YZI4wQ2utbWVwsJCKioqSEtLIyUlhdHRUVpbW0lNTaWyslIs2C8pKcFsNrOwsBAxyw0h6dny8jJqtZq8vDyqq6sxmUyiJGtqaorl5WXkcjkJCQliU0apVBpRJyCXy8nJyRHNHQBROqfX63E4HCwsLGCxWFhdXRX7EgmP9UXSEDIjGBoaYm5ujvLycnGfCH0jBAe69ZkOy6yF99W8j+9f/H7Y8iBB/rPpP/mvG/4LrVLL5aCoqAiJRMKFCxcYHBzEarVGfO/s7Czz8/PEx8dTXFyMRCIhLi6O5uZmqqqqoh4DCEnVZDKZmOXLycnh97//PUAYKVQoFMTHx7OyskJubi4ej4euri4mJyeprq4mMTFx0/ofv99Pa2ur2Ox1M0gkEkqSSihJKuGDuz5I01QTP5j5ASOrIelXMBDENmfDNGPiT5Y/8VTwKWIUMZQklrAzdycFxQUkJyRHbRS7vLyMy+USs0+bIScnB61Wy4ULF3hh+AVetLxIUBLdDKMiuYIbcm7AtmqLSjgDgYBornHy5EmGhoaIjY0lPT09VKen13Ps2DFyc3MjgvlAIMCFCxciDCAEk4+1SE9PZ+fOnbz88svitb1+nY0aDAsQaoU2kr9djl14IBDAZrMxPz+Pz+fjPe95D0lJSaJxxfqsjsPhoL29Hb/fz6FDh6JmEldXV2lrayM3N5eysrJLzqLLZDJycnL4bvN3GbANUKIt4WjSUaanp0VTiO7ubgKBQEQT3jcCPp+P0pRSrtl1DefnzvOzzp8xaZ7E4DTw3baQVO5o0VHeVvq2DRsJbyMc8fHx/Nd//VfE8scfD9XsrZ8UAMQMf0xMDDfeeCPHjx9HrVbznve8h4ceekgk6x//+Mc5evQoDz30EHfddRcDAwN885vf5NixY6LseP/+/XzsYx9jaGiI1dVVuru7aWxsxGKx8JWvfIWnn376dRr5NrbxxmGbAG3jLQGhp4fBYKCoqIjR0VGxBmZf/D4mliewBW1I5VJm42bpN/ZTmVQpauiPHTvG8ePHmZ2dJSsrC5lMFiaJGxgYoKioiLGxMTFY1mg0lJSUkJ2dTV9fHy+//DL5+flMTk4ikUiIj4+npqaGoqIiJiYmmJmZwefzhW23y+VicHCQoaEh0tPTKSkpYffu3Rw/flw0YxDIkkwmIz4+np07d5KZmRkWKK6X0QgzcHq9Psza2Gw288c//hGHwyHWOwnW2enp6ej1euLi4oiNjSU/P5/h4WHGxsaorq4mISGB7OxsZmZmRJvs9cGXz+cj25lNQ1YDLbMtYa8tO5b5wYUf8Mn9n7zs41tYWIjL5aKnp0esCRJkXW63m+7ubqRSKbt27RK3KSsrC51OR1tbG2azmYqKiqh9WxITE8WaH+F/Iau3tq4qOTmZiYkJcnJyxO8wm82cPXuWrKwsseZrfR1GMBgUg9p9+/ZdVr8ThUzBofxDmKvNuH1uBhYHmLPNcfLCSVSpKiTB0HZ4pB4mYiZY8C9gHbeSM5fDLtsuynaUidbGEJr5zcvL27DYfj308XpG40b57fnf4vV60cfpI8wRri64mo/t/Rgvn3gZtVqNXC5ndXU1TMLmcDhQKpWMjo6KErLy8nJSUlKQSqXs27dvQ1lZf38/FoslbFl6enrUzAiEMh5yuRy/34/RaMTr9YpyRYfDEZXUCEhLSxOvpdXV1bCGwhAiwlvpCQWhOrKenh4kEgm33347XV1d9PX10djYiM/nQy6Xh10/MzMzdHd3k5OTQ2VlZdTzZHZ2lu7ubmpqaiIssDdDj7eHNnMbWeos3pH2DmSSkC18cXEx09PTzM3N0djYeEmTj9cDUqk01ERZImFv1l7qMut4afwlftH9C5Ydy1g9Vn7f/3seH3icA9kHeHvZ2ylPLt+WT10mzp07x9e//nVuueUWsRZnLYSJsFtvvZW//du/5VOf+hRtbW3cf//9LC0t8Zvf/AaAI0eOcO+994oPCDUfFmqEAG6//XaOHz9OVVUVCoWCBx54gLq6Ou677z6uuOIK6urq+NSnPsXTTz/Nzp07+c53vrPl62obl4+gRELwTb5e3uzvfz2wTYC28ZaAEHTabDYkEgnl5eWcP38eAKlEyg0JN/A7++9ADnK1nCZnEzmeHHRKHV6vl76+Pm644QZOnDjBwsKCWDMgSOJGRkYYHh4WnaFOnTrFzp07RUvmuro6DAYDzz77LOPj4+Tm5pKcnExZWRkxMTHU1NRQUVHB7OwsExMTEQGdMNs8Pz+PVqvF6/VSXBxyZlpdXRUDSqEuoLu7m9TUVDIyMkhLS0Mul6NWqyMCNqvVGhZYxsXFkZeXF+ZeJ1gGx8bGYjKZmJycxGazIZPJGB8fZ2FhQSw4LyoqYn5+XuwhFA0zMzO8f//7GTQMYnKZwl47MXGCxtxG6rPqL/MIh2oZCgoK8Hg8IgmKi4ujq6sLr9dLZWVlBBHU6/UcPnyYCxcu0NzcTF1dXUQAn5KSwvLyMlarVTSz2LFjB2VlZUxMTDA0NITX6yUuLk40Olif5ZmamuLixYtkZmZGZEB6e3sxmUwcPHjwVQWYEokEn8/H4twinkUPGYoMPnzwwwTjgozbxplRzuDWuJFIQz8wAUWAIcMQQ6tDnJScpCqlin3Z+6jUVWIwGLY8y29wGPj62a/Tv9JPfEI8DrsDk8mERqMJ7ecgvLPknRxJO0J/bz89PT3ExMQQCAREIp2cnExRURFyuZxz586Rnp6O3+9HpVKhUCiQSCTs2bNnQ/KzuLgYkbGJiYnZdAyTk5NotVqOHDmCxWKhubmZ/fv3I5fLGRsb29DSHQhziovm/paenn5JAmu32+nv72dlZYWKigpRJrl7926amprEbIuQ/fF6vXR1dYkS3rWZRwHBYJDBwUGmpqZoaGi4rBqdC3MX+Hnfz8nQZ3Bn0p0opKFzUKhbHBgYoLKyMmrfoTcKa4+JVCLl6sKrOZJ/hKaZJv40+Cf6VvoIBAOcmT7DmekzFCcUc1PZTRzKPYRC9saTtv9rOH36NDfddBNFRUX8+Mc/jrqOIC++9dZb+frXvw7AlVdeSSAQ4L777uPLX/4yZWVlfPSjH+XRRx/lC1/4AldffTXj4+Pcf//9XH/99Rw/fhyNRoNEIuGRRx7hW9/6lujyOTs7y3e/+13a2tr47ne/ywsvvMBjjz3GV7/6Vf7hH/6B3/3ud2/Y/tjGNl4LbBOgbbwlIAQTQsGy0MhSMAJIUCRwVfxVnLCdAMAf4+ec+xzXKa5DIpFgt9sZHBzk2muv5eWXX2ZlZSWsx1BVVRUTExOiQ1x+fj5tbW2iJE4qlaLT6UhMTMTlcjE+Po5CoQjL+MjlcvLy8sSi5PXNVQXY7XaGh4dFPbUgt/P7/ZjNZrKyslhaWhIJk1QqJSUlBYfDgd/vDwuy1zvBQcgMYb19t9vtDiM0wWAQh8NBMBhkfHycvr4+4uPjcTgcjI+Pi4YAQm8ioQGpUqlEKpUyPz7PPQ338K8n/zXi+7/b9l0qkiteldNTWloaVVVVdHZ20tTURE5ODgsLCyQkJGxYuyAU9g8ODop1QWuDPeE4Ly8vi41yhQaxhYWFZGVlMTAwwNTUFMnJyaysrEQEoHa7nUAgwNLSkii7S0tLY2xsjOnpaQ4cOBCmid8q3G43o6OjdHV14fP5ROOJ8rJy0YlQIpEwbBymZaaFppkmrKq/mF8EwOfxidba5nEzWfoszMNm9mXvoyC+YMNZ9M6FTh48+yCrjlX8fj8+vw9/wI9MJmN5aZnVpVXeV/o+KqjAarXidrtJTk5mx44dERI/r9fLuXPnRNc14ZqQy+UbBvwQyo6uN94QiMRGRNLj8TA4OCgS38HBQYaHh2lqamL37t1MTU1FfR8gNiSGjeVvm7m/eb1ehoaGmJycJDc3l6uuuipM4paUlCT2KjIajeTn57O8vExHR4dodBDNetzv93Px4kXsdjuHDh26rPNoxjLDg+ceRCVX8bkrP8dM74z4WjAY5MUXX6S2tlY0fXgzsNaAZC1kUploEDJiHOGpoac4OXkSX8DHyOoI32j+Bj+5+BOuLriaQ3mHKEoo2s4KRcGvf/1r3v/+91NWVsbzzz+/oTumILe88cYbw5Zff/313HfffXR0dBAbG8sPf/hDPve5z/HAAw8AoYzQ3r17qamp4Sc/+Qkf//jHxfeuPZ+/+MUv8jd/8zeUlZVx11138d73vpeqqiruvvtuDhw4gN/v37SWbRvbeKthmwBt4y0B4Ua7tki+sLBQrAUCKAoWsZy4TLcx1BdjUjLJtGya3ECoHmJlZYWJiQmuuuoqTp06hdlsFn8U1kriJicnRYvstZK4sbEx/H4/aWlppKWlkZmZyalTp8jPz6e0tDQsaBPqeqqqqpienmZiYiLMllfouWMwGDAYDGg0GlJTU0lPT2fPnj34/X6RBC0uLrK4uMjMzAwLCwtoNBri4+OJi4sLIzoCUlJSGB4eDlu2srJCIBAQZ7clEglarZY9e/bgdrvRaDRiQX1CQgIKhQKNRiPWAlksFvG5TCZDpVKxf/9+6vR1nF08G+rvIw81MzU6jfyw/Yf88/5/vqxjLARJubm5SKVSWltbefzxxyktLeWqq67aNPgRsoJxcXG0tLRQWVkpZvP0ej1yuZzh4WG8Xi8pKSlh9TMqlYra2lry8vJoaWnh7NmzYbIqeIVoarVa7HY7ra2tIeLg83HFFVdsasQQDUIj3fHxcbH2xePxYDabufPOO2lsbAzLRJQmlVKaVMp7a99La34rT5x8gsGVQRweBzKlDL/Hj2vVxWraKr/q+RW/6vkVqZpU9mbsZUfiDnI1ubidbmw2G38a/xPPTD8jEh6ZTIZcFuotpVKpKM4o5o60O5Db5GRlZZGVlcXw8DDx8fER9TE+n08051i7DEKymY0IRTAY5OLFixGmF6WlpRsGcAADAwN4vV7q6+vFYw4hO+zHH3+cmJiYDfsbrSXQlyN/CwQCYqYwKSmJK664IqxnyloUFRWxuLjI+fPnxeulqqpqw5osl8tFa2srMTExNDY2blm6CGDz2Hjg5AM4vU6+cPgL7MzcyerEqnifWVhYYH5+nttuu+1NJQ4bEaC1KE4s5p599/D+ne/nuZHneGb4GVZdq5jdZh4feJzHBx4nIzaDQ7mHOJR3iLy4vDd8TEG/D7/TRtDvQyKRIFGqkakvr97xtcZDDz3EZz/7WQ4fPswf/vCHTe9DQj3YetdDwTU0JiaGqakpgsEgjY2NYetUV1eTlJQUtaExhLLgv/3tb8X+e0tLS+J1LLierqysbDgZso2/EhJp6PFmb8P/Y9gmQNt4S0CYaV0bMGVlZdHf3y8uk0gkHI0/yoRtAqsnNEt+3HacD6Z+kKAt9AM8NTVFbGwshw8f5syZM2LtgoC1krj+/n5KSkowmUw8/fTTOJ1OMTNQWVlJUVERZrOZnp4eXnrpJcrLy8PqRyAUVBUWFlJYWCgSsIWFhYiskMPhEF/Lzc0lLy9PtM0OBAIsLy+jUChE+22Hw8Hc3BwTExOoVCpSU1NJTU0V+4LI5fKw7JRQL7E+wEtMTCQ2NhaLxYLJZEKr1bK8vMzRo0fp6uqKeix8Ph9utxuj0cjtZbfTudTJsi3UFDYQDCCTyXjC9ASZvkzqs+pRqVQolUrxoVKpLikzys7OpqOjQ+wnIzgTXQoZGRnExsbS1tbG6uoq1dXVYu+llpYWCgsLN5wNj4+P57rrrhN7Oa0NxIWgUpDgLS8vMzExQUlJCfPz8+h0ug1titfC4/EwNjbG+Ph42PFRKpViP5uqqqpN909hWiH7s/ezN30vGfkZTPumeebsM6z4V3Cb3DiWHPjdfpY9y/QGe5EpZcRoYihILWCBBVb9q8QnxEedjd2RuoN7G+8lTh3H9PQ0nZ2drKysiA1X1wZYgUBA3M9r4fP5yM3N3dRtbGRkRKypEpCUlCQGadFgsViYnJwkMzMz7NiUl5cjl8v55S9/iUQiEWWpaxETExNGxrYqf5ufn6evrw+lUsnevXu3ZI+dm5srmpL8zd/8zYbSM7PZTGtrK9nZ2ZSXX17Niz/g5+tnvs6cbY731b5PlJzm5+fT29uLw+FgZmaG/Px8FhYWwtz13mhshQAJiFfH867qd3F75e2cmTrDs8PP0rcSanswb5vnt32/5bd9vyVbl82hvEMcyj1ETlzO67n5+J02PMszeAxzEAy/b8s0OpQpuSgSUpFI39jsxve//33uvfde7rjjDv73f//3kn2dDh8+jFar5Ve/+hU33XSTuPyPf/wjcrlcnACTyWScPn2aG264QVxncHAQg8EQVm+6Fp/97Gf5xCc+IV5jQtNyCF1DMplsy9by29jGWwXbBGgbbwmsl8BB6Eadn5/P0NArfWmsy1buqr2L/2z7TyDUF6M10MpVuqtEuVxfXx9arZaDBw9y7tw5AoFAWDAqSOImJyfp6+ujqKiI8fFx3G63aHEsBNFxcXE0NjYyMzNDf38/k5OT1NTURA16kpOTSU5OxuVyYTAYmJycDOvZA680UZyYmCAxMZH8/HyxDqi+vh6v14vT6cRsNmMymbBarUxPT4tyHp1OR2pqKnK5HI/HExbQLS0tRZ3hFqyJJycniY2NJSMjg7y8PKampsJssQXI5XJxpjotKY0vHfsSnz/xeXH7A4EAfp+f303+jpL4EhQ2BR6PJ+whSPnWkiOfz8fc3JzokGexWKisrESlUtHU1LRpIf1a6HQ6Dh06RGdnpyiJ02hCPXUKCgo2nYUUalbGxsZIT09nfHxcdPqCEAESiGxhYSHx8fFMTk4yMzNDYWEhRUVFUeVbXq9XzPisPddUKhUlJSViRiI5OZnl5WWcTicejwe32y3uM+G5zWajvb0duVyOy+WioKCAvcq9/N3Nf8eKbIVuQze9pl7cMjdSWej42z12njc+j9sfun5kEhk6pQ6dSodepUej0HBn1Z28e8e7kf5lJi8nJ4eEhAQuXLhAW1sbxcXFYnZFcG5bT2IgRADMZvOGMjaj0SjOFAtQKBTs3r17UxLQ3d2NTCaLaPAq7MecnBzGx8fp7++ntLQ0rF6ssLBQ/OytyN9WV1fp7e3F5XJRUVFBZmbmJQlKMBhkdHSUjo4Oqqur8fv9DA4OitmqtVhYWKCjo4OqqioxU3k5+PHFH9Ox2MGRvCO8o+Id4vKcnBz6+voYGxsjLi6OlJQUZmZmqKiouKzs0muJyyFAAuRSOUfyj3Ak/wgrjhXOTp3l9NRpBg2h82bGOiNmOvPj8mnMbWRX+i6KE4uRvUZEJBgM4poZxLM8A0iAyDH4HVack7245obRFu9GFhO959NrjYWFBT75yU+Sl5fHJz7xCdrb28NeLyoqQqVSib9fKSkpxMbG8uUvf5lPfepTJCQkcNttt4nGCXfffbdIku+55x4eeughAK699lomJyf50pe+RG5uLnfddVfEtpw8eZKmpiZ+/vOfi8ve9ra38b3vfY9du3bx7W9/m2PHjr1p59//PyAokRJ8kzMwb/b3vx7YPmO38ZaAXC5HKpXi9/vDtMT5+fli53gI/Whl+DI4nHuYU1OnALi4dJGr91yNalwlEqj29nYOHjzIgQMHOHfuHLGxsTgcDvFzZDIZhYWFLC8vc/bsWVQqFbGxsSwtLVFYWIjX6w2bQc/OziY9PZ2hoSHRNayioiKqHEepVJKUlERCQgImk4mlpSVRyrY2aDQajRiNRpRKJbm5uaJxg9A4VSg4r6iowOPxsLS0JGYvlpaWmJqaEvutxMXFRbXDhlDQ1N/fz8zMDHK5nAMHDgBQUVFBU1PTpselv7+fQ4cOcaz4GM+MPINEIhFlVR48vGR9iU8f+HTE+4LBoJhJEgJ8IZOwsrJCU1MTXq+XqqoqzGYz3d3dtLe3U1NTQ2pqKkqlEoVCgUwWkt1Fe6SmpjIzM8Mf/vAHfD4fdrudYDDI6uoqMplM3FapVBr2PDMzk97eXjIzM8nOzqatrU3MgJjNZiYmJsjLy0OpVGKxWEQ549LSEm1tbeTl5YkOXi6Xi6mpKbGBrrCuVColLS0NtVpNZ2cnL730Eunp6UxPT4uNPQViqNPpxMzZ2nH7/X6xsW51dTVXXHEFAHdwB76Aj56lHs5NneOPQ3+kf6WfwJrZa3/Qj8ltwuQ2IZfKqUypZNw0zh8G/sCOtB0UJBQglUiJjY2loaGB7u5uxsfHxbF3dHSIM7xrUVhYSGxsLP39/VEJg9frpb29PSIg3rlz56YZtLm5OYxGY9TsDiA2RBWkjoODg5SUlKDX61EoFGEStM3kb3a7XWwSXFxcvGk/pbVwOBxcvHgRt9vN3r17UalUyGQylpaWGB4eFvuzQMime3h4eMsZpfV4YfQF/jT0J0oSS/hEwyciMs6BQAC32y32ovL5fExPT284e/9649UQoLVI1iRzc/nN3Fx+M0v2JU5Pnub01GlGV0PNbifME0x0T/CL7l+gUWioTqmmNr2WHWk7XrVULhgM4pjowbe6KCzZfH2vB9tgG7Gldcg0+k3XfS3wzDPP4HQ6mZyc5NChyL5cjz76KPn5+Vx55ZU8+uijvP/97wfgn//5n0lISODhhx/mRz/6EZmZmXzpS1/is5/9rPjehx56iOzsbB555BEefvhhMjIyuO666/jKV74S1Zzj3nvv5b777gub9Lv77rvp7e3lb//2b6mrq+MnP/nJa74PtrGN1xuS4F9z59rGNl5D/PnPf8bpdHLNNdeEBUEdHR1MT0+L/ysUCnY37uZjz31MbNiZpk3jq41fpa25TSQ5Wq2Ww4cP43Q6OXfuHHq9HrPZHJaVMZlMdHd3s7CwQGJiIqWlpeTk5KBWq9mzZ0/UHwSbzUZvb68YsOXn54cFUXa7nRMnToS9x+12s7S0BLDpjPDo6Cjx8fEkJCSIn7l7924x4Lbb7SL5OX78eFjgoVarueGGG8jJySEpKSlsmy5evCg2r7z11lvF5U1NTVFn+deirq6OxNREPv7Mx1m0L0a8/vlDn2df9r5NPwNCjnZnz54lPj6e5eVlqqurxaBtcXGRlpYWfD4ftbW16PV6PB4PgUDgkg+j0chvf/tbFhcXuf7666murn4lU+X3R32PYAJRWFiI0Wiks7NTlC4KEiyJRCKSJ+H52v/VarVY3yMsV6lUoiQyJiYGpVJJe3s7fX19YmaqoaGB1NTUTffVyZMnsVgsaLVakQSv74Xk9rn57/P/zfHx47h9bqxuKxaPBavbKmaCtAotxYnFqOThRF2r0FKdWs2OtB1kSjOZ658jKSkJq9XK6uqqaIe9Frm5udTW1jI8PMzU1BRXX311xHafP38+IvtSUFAQtW+JAL/fz4kTJ5BIJFx55ZUR0r2lpSVaWl6xZLdarQwNDREIBCgqKqK+vp6Kigrx9d7e3gjnufT0dDQajWhwUFpaeklJkYDp6Wl6enrIzs6msrKS1dVVmpqayMrKQqVSMTY2RkNDAykpKfT29rK4uEhDQ0OEo+FW0LvUyxde+gJ6lZ5vHP0GiTHh9VJms5nnn38eh8MRRq5UKhVXXXXVmzIL39vbi1wuj9oc+K/BvHWe01OnOT15mgnzRNR14lRx1KaFyFBtei3pselb+mzX/Bju+c37SUWDRK4gtnI/Uvl2Y9dtvP6wWCzExcUx++dfoddG9oV7Q7fF7iDrmr/BbDaLLSz+r2M7A7SNtwyUSiVOpxO32x1GgAoLC8MIkNfrxWFwcGfVnfys82cALNoXOTF/gsO7QpbJECILXV1d7N69W8wEpaWlsboaKiT2er2Mj4+L8hqLxSIGRS6Xi3PnzlFTUxNR4CzMmi8uLtLT0yM20xQkBmt7zwgQvkOQ7kxMTETtZu90OjEYDMhkMlFSt1YWqNVqKSgooKCgAK/Xy8LCgiiXE1y3ZmdnRU22UDuUl5fHCy+8EFFEW1FRwenTpzc9LoODgxzJOMLdDXfzuROfi3j9O63foTKlMqxfzUZYWlrC6/WSlJQUVquTlpbGvn37aGtrY2BggL179265T8rs7CzXXHMN58+fx2azUVtbe0mnrd27d9Pe3s4111xDX18fXq+XzMxMduzYgd1uj2jaKUBojitk9GJiYsjOziYtLY2ioiIKCgrCAvipqSnsdjsFBQXiebG+PiwahLqt6elpMjIyIswG5q3z/PuZf2fcNA6ASq5CJVeRrE2GILj9bkqTSsnR59C30ofRGX6u2b12WmZbaJltwTZvI7AcoHFfI6nBVBZHF4kJxFBcXCyaiAj7BkLXXzTyMDk5GUF+9Hp9VEnbWoyMjOByudizZ0/UuqXR0dGw/3U6HRUVFQwODjI6OirWNkBoZn9t/Y/g7Gez2SguLt7U4GA9hGa5gkmKQFqFc0Mul1NRUYHJZKKtrQ2dTodEIuHgwYMbGjVshiX7El8981WkEilfOPSFCPITCAS4ePEixcXFuN3usIkLt9vN2NhYWCbqjYJcLo+Q+r4WyNBlcEfVHdxRdQcrjhW6FrvoWuyic7GTFUdo7Ga3mVNTp0Q1QKomlfLk8lAj4sQSihKLUMvDM49Bvx/34uSr2qagz4vXMIcqLf+vGts2tnFZkEhCjzd7G/4fwzYB2sZbBkLGYn2AqNfrRftiAePj49x8+Gb+PPZnZq2zAPyu73dc9barKCwsFGeAZ2dnSU5OJjc3l/3793P27FmKi4vFWWXhh1smk3Ho0CHMZjOLi4ukpaURCATo7OzEbDZHLVwX7K1HR0dpa2sjNTWVysrKMDe49YiNjRWdt6xWK5OTk2IzU0CcwfX7/aI7nMfjQSKRkJWVFRZ4ZmRk4HQ6iYuLIzc3F7fbjVqtJi0tjeXlZZaWlsSsUzAYZGVlhYyMDJaXl0WyFh8fT3p6elS5kwCbzcb09DQ1uTXcWHIjTw0/Ffa62W3m++e/z2caP7PhZwCipCMlJYWdO3dGSFdSU1Opr6+ntbWVtrY26urqRFngZpicnEQul3Ps2DF6enr485//TH19/aa1QCkpKchkMhYXF8UeUW9729toaGjA5XIxNDQkOib5/X4MBgMLCwsR0ipBjqRWq0lMTAwL4J1OJ729vdTV1TEwMCAu30rSXcgezM3NUVdXF3buNc80843mb+DwRhJtAKVcyT377uHqwqvF75u3zdO12EX3YjddS11h/Z18Th9ur5szA2dwLf9lfD7QN+kpSy/j0O5DVNRUiMfL4/FE1P9YrVZ6enrClslksohtXw+Hw8HIyAjJyckRDnQQmgGNlqHUaDRUVFRgMBgYHBxEKpVSXFwcJn8zGo1MT0+jVqu55ZZbLssoYK299ZEjR8KuO4EACZLKqqoqfvzjH6PT6fjABz7wqnpFuXwuHjj5ABa3hU/v/zQlSZFmEYODg3g8Hqqrq7Hb7Zw5cybsdaFJ7qshX38NYmJiIvqivdZI1iRzVcFVXFVwVYjkWudEMtS12CWa4iw5lliaWhIJkQQJuXG53FB8A28rfRsA3tUFCESf4NgK3EvTKFPfeJe6bWxjG68ttgnQNt4yEOowos3eCy5rAmw2G3arnbt23yX2qvH4Pfy4/cd8tvGzGAwGcZa+p6eHhIQE9Ho9e/fupaWlJSI4zs7OFmtvLBZLGEmYmJjAarWyZ8+eiJlvqVRKSUkJ2dnZ9PX18dJLL4lBc7TZ7LWzzzqdjurqasrLy0XHt2jBk8lkoqenh76+PtLT08nJySElJYWUlJQwqY9KpUIul7Nnzx6CwSBGo1EkQR0dHSQmJjI8PIzJZKK2tpakpCSSkpIoKChgcXFx08B8cHCQ7Oxs3rfzfZyfO8+CPZwwnZo6RWNuIwdyDmz4GV1dXfj9fiorK8NsqtciJSWFhoYGWltbOX/+PHV1dVEDYwFWqxWDwYBWq6WkpASj0UhBQQFdXV2bum9JJBKys7M5f/487e3t5OTksGvXLiAkJdyxYwdZWVm8/PLLdHd3R2SE9Ho9aWlpxMfHI5FIsFgsnD17lrS0NMrLy9Hr9XR1dZGRkUFqamqYkcdWCZDZbMbtdouOaP6An//t+l8e639sw/dlxGZw38H7KEh4pR5EIpGQqcskU5fJ9cXXEwwGmbHM0L3UTfdiNy8OvYjVZg3/IDkYMPDyyst0jHTwc+PPyYnLoTixmMBsgNz4XGo8NWiVIYnehQsXIiYuqqurLykD6+vrIxgMRu1sD5HZn7VQq9Xcdttt9Pf309/fj9vtJhgMYrPZmJqawuPxkJOTw44dO7ZMfvx+P/39/UxPT1NdXR1VrrqWAFksFs6fP8/+/fsxGAz09fVF9FG6FILBIA+fe5gJ8wTvrHwnV+RfEbGO0WhkdHSUvXv3irVjGRkZYRk3n8/H8PDwpnLD1wMxMTHivfuNgEQiIUufRZY+ixtKbgj1OjON07nQSe9yL0OGIVZdoXrDIEEmzZN8/8L3ua7oOhQyBe7lmUt8w+YIet34rEYU+m3Xs21s4/8ytgnQNt4SCAaDuN1usY5iPVJTUyN+aGdnZ6mrqqMhq4GW2VCNwLmZc3QtdVFXV8epU6fw+XxigHbo0CGSk5PJy8vj97//PSUlJUilUjweT1imQa/X43a7xaaVAAaDgVOnTrF3796ovRhiYmKoq6vDYDDw+9//nqWlJXJzcyN6nkST38jlcnJzc8nNzUWlUnH+/HlWVlbErJDwNxAIMDc3x9zcHGq1mszMTDweTxgp83q9mEwmEhISRAldYWEhNpuN0tJSnn32WbHOw2KxMD4eklAtLCzgdDrR6/XExsZGHAOXyyU6o929727uO35fxDi+1/Y9qlKqiFNH7p/JyUkMBgPx8fFhDVujITk5mYaGBlpaWrhw4QK7d+/esN/M2sanQt1OIBDg8OHDXLx4UWygGa0APzY2lpdeeonCwsKwmhCTycTY2Bhzc3MolUrKysqYmZnBarWSlJQk1pNEg5C1E2zKr7/+eoAwErYVAqTVapmfnyclJSV0LjpXefDsg/Qs92z4nn1Z+7hn3z1olZtLvCQSCTlxOeTE5XC08Cipw6kMM4wsVcaEeYIp8xROr5OYuBjSi9Kx2qysGFbwer3MWGcwDhqRx8j5+crPyYjNQGvUorKpyNBlkB6bjkahITMzc8PeOAJWVlaYn58nPz8/qqbc7XZHtbMWkJKSQmpqKgkJCbS2ttLf38/FixdRKBRkZGSIttdblVKazWba29tRKpVcccUVGx5jgQAJhhnl5eXk5+czNjZGb28vCQkJlxz7Wvyi+xc0zzZTn1nPe3e8N+r3dXR0kJOTEzZxU15ezsLCQtj5NDExQUFBwZZlfq8F3mgCtB4SiYTChEIKEwq5teLWUP81p4FhwzDDxmEmTBNUp1ajkIUmlwLu6JnTy0HoM7YJ0DbeGAR5C7jAse0Ct41tvC5wuVwEg0HUanVUyYxEIiEzMzNsRnhubo7Kykr+fvff0z7fjjcQkrP94MIP+PYN32bHjh2ifagg0SkuLmZmZobMzExGRkaoqakhKytLlIoJELIpdrsdjUaDRCLB6XRy5swZdu7cuWFQlZSURGlpKTKZjPHxcZEIaTQaFArFJeUxiYmJ5Obmkp2djclkYmVlJaq+3uVyMTY2xtjYGMFgkJSUFBISEpDJZCwvL4eZN0xOTlJUVERpaSl2u52ZmRlKSkrQarVio9aEhASmp6dFJznBFU+v14s9cIaHh8nNzaU6tZqbSm/iT0N/Ctsms9vMI+cf4bMHPxu23OFwiIXSm/WOWb8f9+3bR0tLi+gqtn6f+/1+ZmZmkEql5OTkIJfL0ev1GAwGVCoVDQ0NDA8Pc+rUKXbv3h1mEb66ukpPTw+pqakoFAqSkpKYn58XG+Ou35a6ujo0Gg1jY2NRm9Ouhcfj4cKFCxQXFzM0NERJScllEyCv14vVag01A57q5PGOx8VZ7fWQSqS8r/Z93Fp+62XLcoaHhxkfHycrLYvc7Fzqs+sJBoPYJXaU+UombZOMGEcYWhhi1bSKRqMh4AsglYeu0fGZccyj4fsjUZ/IAe0BhnuGKUooojixmISYcDORYDBIT08PCoVCbHa6HpOTk5vWSxUVFYnPdTodp0+fZmVlhaKiItLS0pBKpchksktmf4LBoCiDLCkpobi4eNP96PP5WF5eZmVlhWPHjomkpLCwkNXVVbq7u0Vnxkvh9ORpftP7G3L1uXz6wKejfm9fXx+BQCAiSxYbG0tubq44CSCMZWBggLq6ukt+92uFmJgY0fo+Wtb7jYZEIiFZk0yyJpn9OfsjV/gr5G8iNqgR3MY2tvF/B9sEaBtvCWwmfxOQnZ0dRoCEfjvpyem8o+Id/Lr31wBMW6Z5augpbim/hZWVFaampoCQnGZwcJCYmBgyMjLwer1IJBJ27tzJ6OhohNxGJpOh1WrFIEzILrS3t2M2m6moqIgasDidTtLS0khMTGRmZobe3l7S0tLCnKo2gpB5kUqlJCYmkpiYiEKhoLi4WCyoX4v4+HimpqawWq3IZDISExORy+ViMXQgEGBqaoqDBw8CoUzJzMwMi4uLXHHFFaLEx+VykZCQQG9vLzabTTSjMBgMQMh5T6fTIZfLqa8PzVSfnzvPvC286P3M9BkOTh2kMTfUaTwYDNLR0YHf76e8vJyZma3LTxITE0USdPHiRYLBYJgT2uzsLF6vN6w2KikpibGxMTEzVlpaSkJCAu3t7eTn51NSUoLZbKa5uZmCggJWVlZEeeD6LJFer6ewsJCsrCyRlGdlZTE/P8/AwMCGtV4TExPEx8cTFxfH2NgYU1NTWCwW0Tp5KyYIExMTZGRkcGHxAqf7ThNfHB91vXh1PJ9t/CzVqZcve1paWqKpqYlgMBh23cXGxnLdgevC9ofb56ZruovjF4/TNNpEjCYGu9eOZXJd7YcEghlB2hbbaFtsExcnxiRSlFAUeiQWobAosFgs7NixI+qkQCAQCAvs10On04nHemhoiKSkJI4dO8aJEycwGAwi8YzW/HQtBHtrj8dDY2PjJUlLMBhkeHiYmZkZbrvttggpbW1tLRaLhdbWVg4ePLjp/WzEOMI3W76JTqnj/7vi/yNGEbmu0JB3//79UR3eSktLmZmZCZNozs3NUVRUtGGD1tcaMpkMhUKBy+V6QzNP6+Hxe5izzjFjmWHWMhv6a51lwbZAYUIhX7ziiyhlSpDK/noSJNsOnbaxjf/r2L6Kt/GWwFYIkCDPEppWwismB7dX3s7x8eMsO0IZjF92/5Ir8q6guroao9GIxWJheHgYp9NJdXU1KpWKm2++WbRfPnDgAAqFIqxYXYBUKkWpVIo9iiBEpiwWC3V1dWEBnMvlEtdRKBQUFBSQmprK5OQk/f39FBcXk5OTs+EMczR3rWAwSHFxMcXFxWJh9+zsLH6/P0w65Pf7xZlpIdsSCARITEwU92tiYqLoMGYymcQgSa1Wc/DgQdxuN36/H6/Xi81mw2q1YrFYcDgcGI1GTp8+jdlsRqPRcJX2Kn609CPkCjkKuSLUSxD43vnvUZ1aTZw6jpGREQwGA6mpqeTk5FwWAQJISEhg3759NDc3c/HiRQKBgCgvEgLktW5yQlBsNBpFWWNKSgqHD4fcAaenp3E4HKSnp4t2ynNzc3g8HjHgT09Pp7CwMGoPFyETmZ6eztTUFENDQ2EufQaDAbvdHlaH4fP5mJqawul0kpmZuaHDnACLxcLkzCTn3efpnulGqowewFelVHFv470RbmFbwcrKiuiaB69IM9VqNfv27Ysggyq5ir0Fe6nLq+NHKz96pR9NlZslxxILtgXmbfM4450oYyPPYaPTiNFppG2ujYAvwErvCmq1mhpZDZnTmWTEZpChyyBTF3ruMXkiDCcEBINBNBoNL730EkqlUuy309zcTGFhIQqFgoWFBQYGBjathxHsrXNycqioqLhk9kJwYVtaWqKysjKqRb4wQXD27Fmam5tpbGyMek0bnUb+7dS/4Q/4ue+K+6LaN3u9Xjo7OykoKIja4BhCx6uwsJDh4eGw5f39/WHueK83YmJicDgcrzsBCgaDGJ1GZq2zYURnxjLDsmOZ4F/6+QR8Abx2L16HF6/dy3zMPJ1lnezN2otMo8dvi55N3SpkGt1rMZxtbGNr2HaBe12wTYC28ZbAVggQhGbg13aZn5+fp6amBpVcxd/v/nv+/cy/hz7P5+SnHT/lk/s/SV1dHY8++qgY7I2MjHDrrbeSnZ1NZmYmzc3NnD9/nvr6emQyGb29vRHf6/F4iI2Nxe/3i9u6vLzMqVOnqK+vF+2Co1lga7VaKisr0el0DA4OirbZ0QKoaPVPPp+PQCAQlhWqqqpifn5eDMI9Ho+4fjAYZHZ2FpfLRU9PD3v37mVhYYHU1FSkUil5eXn09vYyOTkZNkusUqkoKipiaGgIhUJBQkKCuI0+n08kRHa7HaVSidarpUJaQYuhBYlUgkKhQKlQ4vF4+G7rd7mr4i4GBgZQq9Xs3LlTrPG6XMTHx7N//36am5vp7OwkGAwSHx+PyWRCp9OF1VkJzw0GQ1hdl1qtpqamhh/96EesrKxQXV0tBtgpKSlYLBZqa2u3XD8hlUrJz88nJyeHsbExRkZGcDqdYg3G+qyGVCrF6/UyOTnJuXPnUCqVZGZmRt0fL7e/zC8nf4nBFcq+BTwBgoEgEukr695afit/V/t3yKWXfws3GAy0trbi9/txOBxiTyOlUsn+/fs3rH2BvzQizshAoVDQ0dGBx+OhqKCIusw6kpOT2VO/h1nrLKPGUUZXRxkxjjC2Oib2JQKwzdkI+oKoM9VMWiaZtERmeizDFjQ+DYkxiSTGJJKgTiAxJhGZR4Zj1YFaraaqqkrchz6fD4PBgEQiITc3F7lczszMDKOjo2RmZoYdU4/HQ2dnJyaTiT179mzJIMHj8dDW1oZMJmPHjh3MzMxsSJi0Wi379u3j3LlzNDc3c+DAgbDsjcfv4aunv4rBaeAf9/wjNWk1UT+nt7cXqVR6ycxxcXExk5OTYfeAlZUVlpaWLtlv6rVCTEzMhoT1cuD2uVlxrLDsWGbZvsySfUl8vuwIPXwBX9h7goEgPqdPJDteuxev04vb58YcMGP1W4lRxqBThu7RqpRsHH8FAZKqY9+QZqjb2MY2Xl9sE6BtvCUgEIfLJUBer5fl5WXS0tLYn72f2rRaOhc7ATgxcYLri69HYpAQGxsrusjFxMSIxgJSqZS9e/dy9uxZOjs72bVrF3K5nM7Ozojvttls6PV6tFqt+FkOh4PTp0+za9cuMjIyNrXALiwsJDMzk+HhYc6dO0dWVhYVFRVhpGej5oxrMxQQmmnOyckhJycHmUzGxYsXWV5eFuuFLBYLCoVCrF1qa2tDpVKRnZ0tyoJmZ2epqqoKC84KCwsZHx+PqDuSy+XEx8cTHx+PVCrliiuuwOVykb+Uz/S5aeZsc3jcHjzuUBD2+MrjTJ+dplxTzuHDh7Hb7X+VbWxcXBz79++nqamJrq4uMfhcm/0R9l9sbKwo3YNQVm5gYIAXXngBtVpNeXk5IyMjeDweVCoVBw8eFEnqZnKpaJDJZJSUlJCXl8cTTzxBfHx8hPEFhJsgOBwO2tvbRZlWVlYWEomEYDDIr9t/zbef+TbxFfHIeCXA9rl8KDQKNAoN9zTcE722YQswGo20tLSIWSin04larUalUrF///5LurYJJhsymYzKykoWFhYYHh4mNTWVK664AoVMQX58Pvnx+VxNyIY7EAwwa5lldHWUnqkeTo6dxJxiRqmLfq57HV6cFidOnBgcoePodXlxGVwEvAGSSpMYcY5wdugsGfMZZMRmoHQqWbItEa+KRy6Tk5mZSXx8PD6fj9OnT7N7925SU1PDHBGvuOKKLTVDtdvttLS0kJycTHV1NV1dXQCbZoz0ej319fU0NzfT1tZGQ0MDUqmUYDDId1q/w6BhkGPFx7ih5Iao719cXGRmZoYDBw5cMjMlSF7X25D39/eTkpLyhtg1azSaTe99ECLPZrc5RGoEQrPm75JjCYv70nbafrcfj92Dz+HDawuRHQLg9/mRIsUlc2GVWfF6vch9crQqLX65n7beNsqPlCOPT0EiVxD0vbreRarUjTP429jG6wKJBN5kE4TtDNA2tvE6IBgMiiYEl9Kta7VacfZfwOzsLGlpaUgkEj5S9xE+8ewn8AdDAd6Dxx/kVs2tpKamYrFY8Pl8omNTcnIyaWlpKBQKGhoaOHPmDAMDA5SXlyOXy8Xi+7WwWCzo9Xry8/OZmJgAQtKz8+fPU1IS2btj/bYLzRNzcnLo7e3lxIkTlJWVkZ+fj1Qq3bCHh9BrJhry8vJYXl4mKysLs9nM8vIyVmsoAFibBXG73WKt0+LiIoFAgNHR0bAO7gqFgpKSEvr6+jYch/C+2tpakpOT+feUf+feF+/F6/Xi8XjweD2sGlc57T1NeWKo7mdmZkY0YEhNTRVrZPR6/ZYLp/V6PQcOHOD06dO0tLSIZhHrkZSUxPj4uNiYc3p6mv7+fuLi4sjPzxd7Kp0+fZqYmBgOHDhAb2+vSKRfDVZWVoiPj+fo0aNMTEwwMzNzSbMDm83GxYsXGRwcJDknmd9M/Yaz588ij5MjV8vxu1+RyvndfkoySrjv0H1k6qI74l0KRqOR5uZmkfwIckedTkdDQ8OWunubzWZGR0eprKxEIpGQkZFBQkICMTExNDc3U11dHeHYJ5VIRdc55ZySgp0FXHnllfhlfuasc6J8bs46x7x1nr75V849n9uHy+jC5/ahjlejilMRVxLHgmOBBccC/MWN3TJlwbkcyszqVXp0Kh05+TlkJGdgnDNy6tlT6CV6dDIdu2p3UVxcjEx+6fPOaDTS1tZGUVERxcXFoW36y+TJpc7bxMRE9uzZQ2trKxcuXGDPnj08MfAEL028xI7UHdxVd1fU9wkZqqKioqhkOhry8vIYGxsLy0BbLBZmZmaiWnm/1tDqtQxPDqPN0GJwGqJmb1YcK6JRzVYQDATxuXz4nH95OHx4nV5UEhWJ6kQSVYmoVWpsShur0lUWg4t4vV4ULgWxnlisWitOqROlRUm6Lx3/QqifV1JSEuqsEpyTG9/jokOCVK1BkXjp3mTb2MY23vrYJkDbeNOxurqK0+kkJiYmqixsPbKyssII0MLCguhAlBOXw02lN/Hk4JNYrVYW7YvUZNRQoi2hurqaQCAgSkU6Ojq44oorUKvVxMTE0NDQwLlz51Cr1eTn5yOTyTh//nxE0brFYiEYDFJTU0N/f78YEA0PD4uBcLSC5bXSotjYWBoaGlhcXKSnp0eUxaWkpCCVSiO+c628ZT2E+gCJRCJmaUwmE36/n7y8vLCaqbXb0t/fz+OPP86RI0fIysoSpU0CQdxM0jI9PU1RURGxsbFUpFRwS/ktPDn4JAqlAr/Fj1arRalUspS7xNGCo1gsFiYmJvB4PExPTzM9PS1us06nE7dbIEUbZWJ0Oh2ZmZnIZDIcDgcTExNiYAqhc2lxcZGLFy9itVpRq9X09/ej1+vFbEteXh5yuRybzcbMzAx9fX3odDqRSF8uPB4P3d3dVFdXEx8fz86dOykqKmJgYEBsMLt2xnj9sb2wdIGnep/C7XHjmneRXhMKsGSqVwLsvcl7uf+6+1HJX12Ty/WZHwhloqRSKQcOHNjSdRcIBDh//jx+vz/s/N6xYwelpaVMTk7S2dnJ7OwsNTU1EYR9bm4Og8FAaWmpeC2UqcooS36FgHs8Hl70vogxw8jA6ADzK/NIC6UQCyaPCafKiVQdeW64za9I7CxuCxa3BYfbwfjSOC67i7m+OQIESChK4NnOZ5F0S5AgQafSEaeKI14d/8pfdeive9XNwtgCe3buISM3g2AwiEQiEfdhtGt8PVJTU9m1axft7e388uQv+c38b8iIzeBfDv7LhvLF7u5u0X59q5BKpZSXl4uulwJ6e3tJSUnZcPJkLYLBIA6vA5vHhs1jw+qxvvLcbY343+axYfOG/re77BiMBlKnU8VawMtBwBfA5/QRcAXQ+rVog1piAjHolXr0Kj1xsXHolDoUAQWBYIBRxygjrhFGpaP4fD6C9iBYwYULb4yXoDaI3qVnt2w39TvrmZPO8dOln7LfsZ+kpCSUSZkE3E7cC+Nb3EIJEoUSbfEuJNI33+luG9vYxl+PbQK0jTcdQq+PrfbryMzMDKvT8fv9GI1GUct/R9Ud/Lb9tzjsodnQU6unqE2p5cCBA7jdbs6cOUMwGMTj8dDe3s7+/fuRSCRhjVLVajXp6eliU871hetWq5XR0VF2795Nb28vdrudYDDI5OQkc3NzlJSUhMn5FApF1CAkLS2NlJQURkdHaWtrIzU1NapL2NpC+/VQKBRotdowCcr8/DzXX389O3bswGw2MzU1JbqmAaK1tUAiVlZW6O7uJi0tjezsbEpKSuju7t7wOwW73T179gDw3tr30jbXxsjSCE6HU5TMdZm6WIpZ4nD5YXJyckhKSqKqqgqTyYTZbMZkMmGxWLBYLKJbn1QqjSBFOp0OqVSK3+9ncXGRyspKVCoV/f39uFwuVCoV09PT2O12MbOxsrKC1WolOzuba6+9ViROEHJZk0ql7Nq1i/z8fJqamjCbzezYsWNLge1a9PT0kJiYGHb+6nQ69u7di9FopL+/P6pkxhPw8PzK83RYOgBwLDkISAKYHWa0aFGr1cikMo4WHeXtxW9/1eRndXWVlpYWkagLcLvdlJWVbblnTX9/vyj9FPZjcnIypaWlSCQS8vPzSUtLo7Ozk5dffpmqqiox++D3++nr6yMmJiaMsK7H8PAwo6OjGAwGMlMzqasMNxlpaGhAn6hnwbYQyhxZ5xmdH6V1tJVVySpmd8iSWyKXINfIsc3bsC/YSc1Pxaf24Xa7MRqNxMfHI5PLRLI0bZkO2w7bvA3HkoP4oniean8K2kEulROnisMyYsFv83MieILY2FiUMmXUh0KmEJ8Pxwzz6IVH0cZouWv3XYyujobWkSpQyVXi35WFFUYmR2g40MCKcwV/wI8/6McX8InP/YG//L/uudfvZTQwitVmxR/0EyCAP+in64UuCooKxHXsXnsEkRHIjWAicLmQyWVICNViyRUbXz+xylgSZAnEBmLRBrWofWqUfiUqiYq4xDhilbFI/yL1kclk4mSQxWWh39LPhH+CGd8MAQIEfUE8Jg9upxuFXoEr0UWsOha9X0+VvIrdJbuxSWz8aelPmANmjpYepST7lSy9OrMIiUKJa2YYghs5M0qAIDKtHk3hDqSKV3cNbmMbfw2CEgnBN1mC9mZ//+uBbQK0jTcVwWBQJEAbNbtcD7VaHSGDW1lZISUlhUAgwHDvMFXyKs5wBoAl3xLaYi0xMTHExMRQUVEhSrwEy1xhtjUpKYmdO3fS3t7Ovn37SE5OZv/+/bS0tETUxTgcDrq6utizZw+Dg4NMTU2JTnF9fX0UFhaKM+sJCQkb6salUiklJSVkZ2fT399PX18fer2ejIwMMdDcLAMEIemgQICE7I8gp4uLi6OmpkY0TpidnRULpKemplheXiY2NpZAIMD8/Dzz8/PI5XIWFhbQaDTodLqo2z4/Py86ySllSj5U9SE+PvJxJFIJcfFxYtH+I+cfoSa1Bq/XS2xsLOnp6WHSPKfTGUaIhOdms1l0epNKpej1emw2G/Pz8xQUFJCZmcnzzz9Pa2srmZmZohxOpVKhUChYWlrixhtvZN++fREZJSGQT05OJjMzk+uvv54f/OAHPP/881x33XWX7NckYGFhgaWlJY4cORL19cTERBobG3G5XLS0tOB0OkMmFa5Znlh8glVvqBg74AvgWfUQmx9LwB/AarUS64vlncXvpDC1MKq5xlZgMplobm6OID8ymYyCggKx+e1Wxjk2NiZmWgW55u7du8POjZiYGPbt28f09DS9vb3Mzc2xY8cOpqencTqd1NXVRZWOeTwehoaG+OMf/0hsbGzI2GSdHFSr1Yo1LUKdEcCIYoQye+j69fl9mN1mpDFS7F475hQzqftT8Sg8mF1mxufHmVqewml2oohVRHxHMBDEOm3FY/OQWJaIXP3KT6Qv4MPgNGC0GUO1J0YvMvulswG+gI++5T7sXjupwVS+cfobUY02/F4/hj4DmlQNP3f//JKfGw1erzfUx2otj1kB/Yr+kvWVfw2kEinxmngSFYnkpOSQqk0lSZ1ELLGofWpUfhVSjxSPwxO6jwq77S8lWBqNhtjYWNEsxOv1Mm+eZ9g5zIRvgin3FDKZDJ/Lh9vgxmfzkRSXhDJBSTA5SIwmhlJlKTXyGoq0RQQlQY4bjtNuaScrMYsvX/llGnIaIrZblZKDMjEDj2Eez/IUAfeahq4SCYqEdJQp2ci1l+7ptI1tbOP/FrYJ0DbeVBgMBtxuN1qtdkuNAwUkJSVFEKBAIMCFCxdYWFigIb6BFnMLyCA+IZ7HBh+jIbch1DW8sFB0SQLEPiKClCwzMxOXy0VrayuNjY0kJCRw4MABmpubIzIxwnr79u0Lk5r5/X6Gh4dFp7lolsrrERMTw+7du1leXqa9vZ2VlRVyc3NJTEzcEgGanZ0lGAwyPT1NXl5eRMNOqVRKVlYWWVlZeDweJicnefLJJzEYDOTm5oYFpj6fT7QFVyqVJCUlkZSUFOEQNjAwwL59+/B6vVjGLDTENdBPf1gWxeqx8r227/GurHdFza4IxDQjI0Nc5nA4wkiR2WwWZVwrKysMDw8jl8uRSCQsLy+zvLyM2WymsbGRlJQUJicnkUqlYvH5WgSDQdEkQTjmWq2W66+/ngsXLnDy5El27959yfoLj8dDV1cX1dXVl5QYCQX0K4YVLpgvcH72fFiNkHvFjVwjR64J7Z+G+AauTLyS8ZFxOuY6yM7OpqGhYcvEDDYnP/X19XR1daFSqTasOxPgcDjo6OgAQueFTCZDIpGwe/fuDd+bk5NDSkoK3d3dvPDCCxiNRkpLSyMmOXw+H6Ojo4yNjSGRSCguLt4wUBfqt9ZjcXFRfC6XyQnYA8g8Mg7tOhTV3np5eZkLFy7g8rjILsomKTMJs9uMwWrgwoULWNItJBYn4gg4MLlMmF1mTG4TLl9IEipsw1Ya2gaDQSZME7h8LvIS89AFddisNqRSacQ4bTM2ZEoZ2rRXbyUtZoNt4YYEVqsVpVJ5yboltVyNTqkjVhkr/o1VxqJTrXkuvL5mmdQvpauri6WlJbKSsrBYLNiMNgKBAAECOAkRC6lUKjaJjY2NRSKR4Ha7MZvNGAwGTH4T00wz4h5hxjmDXC7HY/fgMXoIWALk6/NRJamYT57HKrWijdFyffr1lARK0HlDEzUjjhGeXnoar8LLuxvezV177grrseT0Ovlh+w/Zl72P+qx6JDI5qtQclCnZBP1egn4fEokUiVyJ5DJNUbaxjW3838E2AdrGm4rZ2Vlg6/I3AcnJyWGNS41GI2fPnhVJkUam4cqsK+lwdyCRShgwDNC12EVtei0SiYRdu3Zx8uRJsc6lo6ODI0eOiAF6YWGhOGt/8OBBsQC/qakpojbG4/HQ1NSEWq2mqKiI8fFxUcY2MzODw+Fg3759Wx5bamoqVVVVLC0tMT4+ztLS0iUJlGAesbKygkKhQK/XhxHE9VAqlZSUlHDNNdcwOjpKfHw8wWAwjMQlJiYyPz+Pw+EQM0MxMTEiGVKpVCL5EAqwP7j3gzwy8Qiz1tmw72uebSZPmkeNLrrl73poNBo0Go1IRmdmZjh79iwOh4O4uDgSExNxOp14vV5yc3MxmUxYrVbOnDkjZjWCwSDNzc1kZ2cTGxuLTqdDqVRitVrxeDzIZLIw0428vDxGR0cpLi7m/PnzYuPUjTJ3nZ2dJCQkRDViWA+JRILZbeaZmWcwxBiIS4rDZrfh8/oI+AK4V91oc7TEymN5e+rbKdIUAaFsp8lkYnJykmeffZaSkhIKCwsvSVqEZq/rs5ZSqZT6+noxY3gpC2hhUkH4HCEDVFpaumFvGgFqtZq9e/fywgsvMDU1RVZWFna7Ha1Wi9/vZ2JigpGREeLj4zlw4AD9/f0R2ytAJpNFLeb3er2srq6KzycmJrDZbHzwgx/c8LgIfaHa2tqYH5sn6AhSXl6OacDENaXXsHPnzqg1aG6fG7PbzNmmsywtLlG7rxaVRoXH79nw0TLbwpR5irqMOq4uuBqP38Pk7CSr5lWSEpJQxijx+D1YVi2h41GagkqtQi6VI5PKkEtCf2US2SvLpHJkElnEc2EdqUTKxNgEHrcHqUSKDBlSiZQETQJlpWVoFdoIYqNT6tAqtZvaqvt8Pux2OzabDbvFjslmYtY+i91uD02AWCyMj4+LxFCpVKLX68W6Pp1Oh8/nY3V1FYPBwNzcHFKpFIfawbhvnH5PPwvOUM2c3+3HZXAhs8oojC0kLzWPlbQV+rx9BOQBUuJSuD3vdgr9hViXraH6pYCDF1deZMA9QHFmMZ8+9OmoDYJ/2/tbXhx7EblUTn1WvbhcIpEgkStBfmlnwG1s4w2FRPoWcIF7dd+/vLzM/v37+dGPfiQqJVpaWvinf/onsUbxC1/4Ah/60Idew43dGrYJ0DbeNPh8Pubn54Gty98EJCYmitbBLpeLkZERsrKyRMlZWloa/1z1z3z46Q+LPUh+3fNratNrgdCP8+7duzl37hwQkmGtb5xYUVEhkqADBw4QGxvLwYMHaWpqirB89Xq9XLhwgYKCAioqKhgeHhazNqurqwwMDBAXF7cl212lUolEIiEtLY3ExERmZmZoaWkhLi6O0tLSqFmAuLg4sf9PaWkpEKrxEMwlNkJeXp7Y0+TQoUOYzWZmZ2fFPkLZ2dkMDQ2J6zudTtHVLTY2luTkZJ577jni4+NJSkqitqqWT6Z/ks+8+JmIeoJfD/2a0rrSS44fQoH2wsIC09PTLC8vEwwGmZmZQafTUVlZSVpaGjk5OaSlpYn1Pn/84x/p6+sTm8329PTQ09MTkgSt2bdms5mFhQWysrIwGAxiPZRGoyEhIQG/38/hw4dFa/Hdu3dH7MOJiQlMJhNXXHHFlsZzYf4CP7nwE9w+Nxq1BpVahUqtwu12szK2gkwloyqtiptSb0IjeyXLtjazZLPZGBkZYXx8nLy8PIqKiqJmniwWC01NTRuSn+TkZHGfXEr+1tfXF0akhca6l3I8FGAymXC73Rw7dgyZTMaJEyeIi4vD5XKh1WrZs2cPSUlJ2Gw2lpeXN/ycnJycqOe9cG6YTCbGx8fR6XQcOnTokqRUo9Fw8OBBOjo6GB4e5uWXX+aaa65h165dG75HJVeRKk8lOy4buVNOeVL5pq6VgyuD/K7vd+zJ3MO3rv8WOlWoD00gEKCtrY2VlRXq6+pJSkri5MmTJNYkUltbu+l2bxWWKgunTp2KyFLt0O0gLy9vw/cFAgEcDscrRGfN341MUYSavdTUVOx2Ozt37iQlJQWVSoXZbGZlZYXZ2VmMRiNSqZT4xHgMCgMj+hE6VjpYNoaOe8AXwG1yo7arKVIXUZ5ajiJXQaerk5c9L6NQKihLL+PtpW8nJ5DD2MgYFl/INrvf1s+LpheRxkj5UN2HePeOd6OURd5r563zPDn4JHKpnFvKb3mVe3cb29jGVnD27Fne9773hU1Wr66ucuzYMb785S/zkY98hFOnTnHLLbdQU1NDfX39Jp/22mObAG3jTcPQ0BBer5fExESxkehWIRTZj4+PMzo6it/vx2q1kpCQQGZmJrt27UIqlXKs5BhPDDwBQM9yDz1LPeKsYFJSEgUFBYyPh5yAxsfHw0iURCJh586dtLS0cP78eRoaGkTb5ObmZqxWq7g9brcbl8sl1hNVVVUxMjKC1WpFq9ViMpk4c+YMDQ0Nl2y0uXZ2X6FQUFBQgFKpxGQyceLECSorKyNmw2UyGXa7HZ1OFyZTM5lMmxKgxMREYmJiMJlMYnYlLi6OiooKDAYDMzMzLC0tRc0m2Ww2FhcXmZubo7a2lne9610EAgHKksu4reI2Hut/LGx9q8fKE5NPUF8b/Sbn8/lYWlpiYWGBxcXFMOnW6uoqXq+X4uJijh49GiFPMxqNFBUVkZ+fj1KpJCMjA7lcLtp6r23iOj09jclkQqVS0dzcDITOp9jYWKxWKxMTE1xzzTXU1NQwOzvLqVOn2LFjhyjRs1qt9PX1UV9ff0lCa/fY+f6F7/PHrj/i9kUaWSjkCmJ8MXzkpo9Qra0OI2sQToBcLhc6nQ6/38/Y2BgTExPk5uaGycY2Iz979+4VMz7CubsZAZqfnxevDQFyuZzy8vIt90Hp6+tDJpNRXR0a2/j4OG1tbRQXF7N//37xul//Peuxvt+TgLm5OcbHxzEajeTl5ZGcnLzlbLJMJiM7O5vOzk6Sk5PF8+5SToBCdiiaWYkAq9vK185+DYlEwmcbPyuSH+H9e/bsEXsEpaen43a7L9nw9HKg1+spLS0N65kGr7jCSaXSCIJjs9lwOBwbSvs0Gg1arZbY2FhiY2PF52q1WpyMMhgMzM7OMjc3JxKepKQkYhNjMeqMdK520j7Zjt0bmkAKBoN4rB4S3AnkSHMoSy4jNTeVCe8Enb5OphxTKJVKDuce5ubym8mSZ9HT08OQJTQp4/A7eMH4ApPBScryyrin4R5KkjYm5z+5+BN8AR+3lt/6qu3kt7GNbVwaP/vZz/jiF7/Igw8+yLve9S5x+WOPPUZSUhIf+9jHALjqqqt497vfzXe/+923LgESNPpXX3019913H4WFhQC8//3v52c/+5m4nkQiISYmhoKCAu68804+85nPbKqP/+QnP8k3v/nNqDfdiYkJDh8+zIULFzaUarz44ovce++9tLa2Rp0hPH/+PN/61rc4efIky8vLUcfwasfx5JNP8sADDzA4OEh6ejrvfe97ue+++yKCoq2MYz36+vp429vexsWLFy/ZG2ctfvrTn/KBD3wgbJlKpSI9PZ3rrruO+++/P2qAYDKZ+Pa3v83vf/97xsfHiYmJobq6mnvuuYe3v/3tW/7+rcJqtYq6/7VZl60iGAxiNpvDshMWi4WCggKqqqrEAO22itt4evhpPP5QNuZX3b/iK1d/RXxPeXk5CwsLOJ0hjXpXVxeHDh0SgxwhcDx9+jT9/f1UVVWhVqs5cOAALS0tIjEQpGN+v5/BwUEqKiooKytjfHxcJDR2u50zZ86wd+/eTetLoslvtFotjY2Nom3z1NQUO3bsEANIr9eL2WyOmPleXV0Nq62JhszMTEZHR5mbmxMduiQSCcnJyWJA+cwzz4Q0+iaTeK16vV4xg+d2u+np6WFgYICMjAyuTb+W5pnmMClcMBikdamVjoUOdqbvFN+3uLjIwsICy8vLUYPK5ORkPB4PO3fupLGxMWLf9ff3Mz4+TmNjI/Hx8bS0tDA/P4/dbicpKYmysjLxfPD5fHg8HqxWK9XV1UgkEqxWKzabDZPJhM/nY3BwELlcLhJJr9fLb37zG9LT06msrKS/v5+srCzUarUoCYuG/uV+/uPcf7DkWApbvvZel+JJ4f0H3887r3snECJyQ0NDYjZkLXldPwMfCASYmJhgcnJSzIZ1dnZG1IsJ53Bqaqq4TKgP24gA2e12se5HgEQioaSkJKIObCMsLCxgMBhITEwUnRT37dvHTTfdRH9/P6dOnSI/P5/CwkJmZmY2/Jzk5OSoEySrq6scP35cvIcI19nacW6G8fFxBgcHefvb304wGOTChQu0trZSVla2qfTxUgQoGAzycNPDrDhW+PDuD4fZfAsQ6rBeeuklnnrqKW677bYtZYe3ikAgQGZmJoODg6ysrOByucRHX1+f6Ny3HiqVSiQ2a/9qtdqI+5Lf78dkMjEzM4PRaMRoNDI/P8/q6mroOs1NpM/cxxOzT9Az0kNgjdOa3+UnI5BBNtkUJhSSGJOIN+hlUjrJKfspVv2rqOVqbqm6hbeXvZ0kZRL9/f2cmz4nfsaEc4LjjuME1AE+WPNB7qi6Y1MJX+dCJ82zzcSp4riz6s7XYC9vYxtvDIJICL4af/nXeBsgFGetxUZ1pEePHuXd7343crk8jAD19vZSUxMuha+srOTHP/7x67DVm2PLBOjZZ59lZGSEhx56iMcee4w///nP7N69G4D09HSeeCI0yx4IBDCbzZw8eZJ/+7d/44UXXuDFF1+MSoJOnTrFt7/97ajfFwwG+eAHP8g999yzKWm49tprycnJ4d/+7d/40pe+FPbad7/7Xe655x6uvPJKvva1r5GZmbnhGC53HC+++CK33XYbd955J1/72tfo7u7mc5/7HMvLy3znO9+57HGsR2VlJTfddBN33313GDHbKh5//HEx8LXb7fT29vLVr36VP/7xj5w7dy6M/A0MDHDDDTfg9/u5++67qa2txW6386tf/Yqbb76ZL37xixH79q9Fd3c3wWCQgoKCyzI/AET7akH7D6GgJDMzMyzYBYhXx3ND8Q38YfAPAHQtddG33EdlSiUQmtGuqamhtbUVCF3co6OjYRIfuVwukqD4+HiysrJQKpWiO5zRaAy7KawlQUVFRSQlJYlF90K90O7duy9JTKIhOzubtLQ0BgYGOHXqFAUFBZSWljIyMkJxcbFI5ARsVgckICsrK4IArUVKSgoVFRViVmZ1dZXl5WV6e3sJBAKkpKSIGTidTif2+anz19Fv6UetVqNUKAkEA0ikEr7V9C3urb4X45IxIuMhQHDBy8nJwWazsbKyQlxcXNg1FAwG6erqYn5+nv3794uZu3379tHa2srCwgJ9fX3s379fJE1WqxWFQkFaWlqYg1kwGMTpdIqZEUHqJbivCY1vm5qaSEhIQK1W89JLLwEhWZ1GoyEmJgaNRoNSpeSFuRd4auIpJFJJKHBc+9sVBAkSbi29lbSlNHbW7hRfSkxMZN++fZhMJoaHh1lYWEAmk+H3+zeUIAmW5H/4wx/Q6/VkZmaKxEnINqwnBRaLBalUSmxsbMTnCXU/680TysrKMJlMW2pcGwgEaGpqYmJigoqKCiorK8nOzhaD6NraWnJzc+np6eH8+fP4fD7R4W09CgoKIsY7PDxMR0cHCQkJpKeni+9TKpWXvJ8Eg0H6+vqYn5+nsbFRJFdCXdDg4CBms5ldu3ZFNe24FAH6Xd/vuDB/gYM5B7mx9MYNt0OhUBAbG0tCQgJTU1NkZGRsySwlEAjgdDpFQuN0OsX/hb+CWYvT6QyryxG23+FwUFJSEpbN0Wq1m5psOJ1OjEYjq6ur4j1P6N2WmppKeUU5I6sj/PLkLznTc4YZazipVUqUFMuLyQxkkqZPQ6sMZcID6gADDNC22obT7yRZk8wHSj7A0eKjaBVaJicneWngpVfq0IJ+2jxtXHRfJCsxi08f+HRUkrkev+j+BQDv3fFe8bu3sY1tXB7Wq0/uv/9+/vVf/zVivbVOr2shqGLWQqPRRO1X+HpjywToyJEjHDlyhFtuuYXdu3fzgQ98gM7OTiDEANcXed9www00NDRw22238fDDD/P5z38+7HW73c4HPvABMjMzo87+PfHEE3R0dPDMM89cctu+8IUvcPjwYT760Y+KQeXZs2e5++67+fjHP843v/nNsHFEG8PljuPRRx8lNzeXn//858hkMq699lqWlpb4xje+wTe+8Q3xh+RS45BIJDz66KO8//3vj3jtvvvuIycnh7vvvjuMqG0FQn8TAVdffTU33ngjdXV1fOQjH+HFF18EQrPbd9xxBwqFgpaWlrBA6eabbyYpKYkvf/nL3HzzzZe9DRthZmYGg8GASqW6rGZ/EAroz58/j9PpFF2ElEolpaWlxMTEYDAYIi682ypu45nhZ8Qu5L/u+TVfvvLL4utpaWlkZmaKdtxDQ0NkZmaGXaSxsbFiQ0OdToder0cul9PQ0EBzc3NEzxyv10t/fz+VlZXs3buX+fl5urq6CAaDYkPJyspKioqKtjTutQGMQqGgpqaGnJwcuru7ee6557BarVx77bU0NTWFvc9sNosNHDdCXFwcWq0Ws9ksFqmvR3l5OYuLi8jlclJSUrDZbGJfndjYWBwOB3Nzc2HHM12WToWignZjO4FgALvNLtYFPGJ+hGuSrgn7jsTERNEie+02CJmIteRMCNJNJlNYEAuIx8XpdPLyyy9z/Phxbr31VuRyuWh/nZSUFLZPJBKJaLywb98+enp6OHDgABKJhEAggMvlYnJykueffx6FQoFMJhONGAQbb5PJhNFr5MnFJ5l1vZL5kkgloX4ldnfIztun554d95DkS2JRthj1hyI+Pp69e/disVhYWFhgamoqgtwKcDgcDA4O4vV6MRgMGAwG4uLixGz3eklXMBjEYrGItsPr0dvbG+EgmJqaSnFxMc3NzZc0YDAajbz00kv09PRw9dVXc+DAgajfk5CQQGNjI7Ozs0xOTrK0tERubm5YViomJiZs++12OxcvXsTn81FcXCyaqKzdzs3Odb/fT3t7Oy6Xi0OHDoWNRagLEpq5nj59mr1790aQxM0IUNdiFz/v+jmZsZl8ouETm27L0tISRqORd73rXQwODtLc3MyuXbvEGqn1pEY41y7lCCmoF2JiYlCr1eh0Oubm5lCr1aHJiL+4wZWXl28oxw0EAlgsljDC4/F4iIuLIyEhgZKSktCEgxw6Fjr40+yfaL3YGnLTsxiI9ceiUqtIikmiOraarGAWWrcWSTC0PxQKBf44P+3Odi4sXcAf9FOaWMrN5TdzIOcAcqkck8nE6a7TYeeiFSsnPCdY9C5yXcl1fKTuI2EObxth2DBM/0o/yZpkri68+pLrb2Mb24iO6enpsHv0pX4P1kMoCVgLh8Nx2WUQrwUuuwYoOTmZ//zP/6Svry+sBiIabr31Vurr63nkkUciCNCnP/1p0tPTufrqq3nggQci3vvv//7vvOMd79hSB+v6+npyc3P5xje+wYMPPgjAQw89RHx8PF/96lcvOYZL7fho4xCsm9fOhgpSHavVKs44X8441iMjI4OrrrqKr33ta/z2t78Vl//617/mP/7jP+jr6yM5OZm/+Zu/4ctf/vIlT8TCwkI+/OEP8+CDDzI6OkpRURFPP/003d3d/OY3v4kqHbn//vvDup//tfB6vWIPnsrKyi3b+gaDQSYmJujr6xMDD5lMRm5uLklJSeJMrcViiQgoE2MSOVp0lKeGnwLg4sJFBlcGw2YNq6urWV5exuv1EggE6OrqYv/+/WGfk56eTmFhIW1tbRw+fBiFQoFcLmfXrl2cPn066liF3kC5ubnExMSIs90Qkjk6HA5RinW5iI+P5+DBgzz77LM4nU5GRkbwer1h+9Tn82Gz2S55jmdmZjI8PCw2cV0PvV5PWloai4uLovObXq+nsrISmUyGw+HAYDAQCASQSqUEg0GsViuljlJaLC3YA3YcTgdujxuFXMEJ5wnyyWdf2T6ysrJIS0uLev6aTCZWVlbQarXi5IbP56OtrQ2n00ljY2NUSZZMJuPIkSP09PQwPT1NU1MT+/btC+v/sxEEKZnBYCA5ORmpVIpMJmN6epp3vOMdJCYm0t7ejkwm4+DBgyiVSpxOJ88PP8/vOn6HQ+4gJiYm1LjyL32hfH4fPq+PHHUO12muwzpi5UznGbKzs3nmmWdQKpUolUpUKlXE89zcXCQSCUajEa/XK9p/Q2hWXiA/a2GxWEhNTaW/vx+32012drZ4r3I4HPj9/qiZkrm5OSYmJsKWqdVqdu3ahUQiEW2wo0HoqSVIJQ8dOkRjY+Om57bBYECr1bJjxw7m5uYYHBwkPj6e3NxcVCpVmPX11NQUvb295ObmUlFRwdmzZ6Meu43gdrtpbW0VJazRxiGTydi9ezdxcXH09/dz+vRpampqwqSlGxEgo9PIg2cfRCFTcN+h+9AoQuel3+/H4wn1v/F4PHg8HlwuF6dPn0an0zExMYHX62V4eJiWlhby8/M3VAusJzfR/qpUqrB9HgwGOXv2bFjG3O/3c/78eRobG0NW0x5PGNkxmUzI5XISExNJTEykoKCA+Ph4pFIpRqeR1tlWWodCclZhYklAaXIpBYoCDuYdRGKRhBnGJCUnsaxe5vjycQYmBpAg4UDOAW4uu5ny5FBtmcfjoWugS+wBJmBeM8/zK8+jkCm498C9HMo7tOGxXo8nB54E4MaSGzeVyW1jG29FBCVSgm+yC5zw/Xq9fku94zZCdXU1L7zwQtiyvr6+V1UK8dfiVd0Jbr/99i2ve/ToUR544AEmJydF95kXX3yR//mf/+HixYv88pe/jHjP4OAg58+f5ytf+UrEaxvhjjvu4Cc/+QkPPvggwWCQ559/nre//e0b6tUvZwzRxvHxj3+co0eP8tBDD3HXXXcxMDDAN7/5TY4dOyaSn2jjCAaDEWQiEAiIQbFUKg2bLb3jjjv4x3/8R2w2G7GxsXz/+9/nox/9KB/60If4yle+wvj4OJ/5zGdYWVnZkoby6NGjPPjgg5w5c4aioiKee+45ZDIZx44di7p+ampqmKTvr8XAwABut5ukpKQt2QdDqL6ms7MzTC4lkUgoLy8nLy8v7IdyozTqOyrfwXOjz+ELhPbzr3p+xb8e+VfxdZVKRWVlpZgRXFlZYXp6OiLdK8iA2tvbqa+vRyKRYLPZKCsro7+/P0KmpFQqaWpq4sCBA6SkpNDY2EhLS4u43sTExKYNIreyb5RKJe9617sYGhpidHQUnU5HRkaGeB6ZTKYtE6DZ2dkNHb5KSkrE4nuZTEZxcbG4zRqNRtQCq9VqBgYGWFpawuv1Ukst56TnCAaDSKVS5Ao5MrmME/YTlJpKxaBNKM5ei+HhYSCU/RGCI8G4oLGxcVPSL5PJ2Lt3L11dXaHZ5NOnsVgsyGSyTQmQVColIyODmZkZkpOTCQaDdHR0kJSUJJ4PjY2NDA4OcurUKYori/nt+G85M30GiVISKa8JgifoYU/GHkr0oZnzmJgYMbAUAmO32x11Uklw5YNQBsRkMrG6ukogEGBmZoZgMIhMJkMmkyGXy8Vjo1KpWF1dpbOzk/7+fvLz88nPzxflmut/xOx2e1hGHELXWV1dnVif4vf7I2RhKysrDA0NYbVaKSoqQqPREAwG2bFjxyWJvWB+INhcp6SkMD09TVdXF5mZmVxzzTW43W7xGO7du5fk5GTcbnfELKJEItmQOFitVlpaWsjIyKCysvKS21VUVIRer+fixYtcvHiRhYUFcaLC6XSKmTmfz4fX68XpcvKNzm8waZ7k9uzbmeycZNgTcoKMlimamZlheXmZmpoaFhZC1s+Cvfny8jKJiYmUlpaKpEYgOOvJzVYgmLmcPHmSQCAgyj2XlpaYmZkhPT0dp9OJTqcjISGBvLw8du7cKWaHhF5GL/S9QOtsK8PG4bDPl0vl1KbVsidjDwWKAoyzRo4fP45VZkUmk6HRaEjJTGHAO8CPx3/MkmMJjULDLWW3cFPZTaRqU8XvmZqaor+/PyzLpdarOe09zcWli1SlVPGp/Z8iRbt1OfmKY4Uz02dQyVQcLT56WftuG9vYxmuL2267jXvvvZdvfvObfOxjH+PMmTP84he/4A9/+MMbvi2v+1SIMBu/sLAgNmf80Ic+xJe//GXRrnc9Tpw4AXBZjhB79+7lK1/5Cv39/aSkpOByuSK0438N1o/jyJEj3HvvveIDQrKztYQu2jhOnjzJlVdeGfbZH/rQh0QP9Pe973389Kc/DRuX1+vl9OnTHD16lPvvv59bb72VH/3oR+I6LpeLn/70pxFNOi81DkAM8qLVArzWmJmZYWJiAolEElEEFw2BQIDR0VGGhobCggilUkldXR3JycmMjY2FvWcjApSsSea6wut4ZiQkRbwwf4Hx1XEKEl45R3Jzc0V5HoSkQKmpqWFBttAA8tSpU6Lj29LSEgqFgvLycnHGXUBsbCw2m43m5mYOHDiAXq/n0KFDtLS0iIHo4uIiZ8+epaGh4bLTyf39/ZSWlqLRaNi5cycOh4OXX36ZlZUV8vPziYuLw2QyRe2hshZ6vV50QdsoK6pWq1lcXBRrt2JiYvD5fGJAbjabCQQC1NTUkJWVRWZmJlarlRx7DqvWVXoCPcTp40TStOhZ5NzKOfb59jE9PS3W5mRkZIiWugsLC6jVarKzs3E6nWK/pfr6+qj1GeshuAJmZGQwODjI+Pg4tbW1lySEOTk5tLS0UFNTw+TkJFarNczyWiqVUlFRwax/lo/88CN4tB5iM2ORSCOD07LkMm6rvA3DdOi8yszMxGQycdNNN4mTQsFgMCxD4Ha7xb9arRaXy4XX60Wn05GWlsby8jLnzp3DZrOFySMlEgnp6eksLi6GNQiVyWS0trYik8kIBAL4/X4UCgUGgwGZTIZUKqWjowOn0ylmvKRSKWVlZaK0TiaTYbVaSUlJwePxiHVKNpuN4uJi6uvrcbvdvPTSS6Snp1+yT5DD4QjbRgidYyUlJZjNZlwuF3/605/wer1UVFRw5MgRMbsZzTI7ISEBmUyG1+vF7/eL4xQanxYUFJCcnMz8/HzY62ufC38FYiOTyZiamuLChQs888wzFBQUYLPZmJubw+12i4TruOE43avd1OprKaRQvLYVCgUxMTEoFAqUSiUKhUK0/7/22mvJz88PIzcQuu8IdTsFBQWvKju8Fj6fD6fTiVqtpr29XczIaLVadDodhYWFYkZbfE/Ax8X5i7TOttIy28KyI3x/65Q66rPqqc+qpyS2hOX5ZWYmZxhzh+7HQk1cTkUOZ5fP8v2e7+P0OUnTpnHX7ru4pvAaMUMGoYxlV1dXWJZKqVRCGvx8/OeY3Cbeu+O93F55O9LLnAl/augpAsEA1xReQ6zy9f+d28Y2XnP8H+4DtB5JSUm8+OKL3H333Xzxi18kJSWFb3/72xFx8RuBNywXLNzE77nnHrKzs/nkJz+54bpjY2PEx8eHuZ8FAoGwIFgikYTNmAv1LuPj46IM4rWSba2FMI6PfvSjPProo3zhC1/g6quvZnx8nPvvv5/rr7+e48ePo9Fooo6jrq6OtrY28f+9e/dy//33c+ONoWLZ9UHD2nENDQ2xuLjIrbfeGrbOPffcwz333POqxiGVSl+X/bQei4uLYi1HVVXVJQNQk8lEZ2dnhONIeno6NTU1oqRwPXFb359nLW6vvJ3nRp8T3YieH32ej+75aNg6tbW1vPzyywQCAbxeL729vRG1T0qlkr1793L27Fni4uJEJzSlUimSIGEGUxinxWKhubmZ/fv3o1araWxs5MKFCywthRzCzGYzp0+fpqGhYdP9shYGgwGHwxFGbvLz86mqqmJxcZHh4WHi4uJQq9VbIpyZmZkMDQ1F1PIAYuYlISEBr9eLw+FgYWEBu90e4eA4Nzcn2kanp6cTHx/PrfZbuen7N6HUKkOz4v7QMXjZ+DJl2jISFKHPFXoMyeVyVldX8fl87N+/H7vdTnNzM/Hx8dTV1UWtKYmGhIQEJBIJ2dnZLC0tMTAwwMzMzIa1Tmvfp1AoGB4eZmxsjH379oUFiFa3lR+2/5CXJl5CUaTAMeHAOGgkriAOuTp0W5Ug4c6qO7mz+k4mxycxECJAS0tLyOXysOMm1LJFcwJLS0sTz+uqqirS0tI4d+4c11xzDQ6Hg9nZWTEbkZWVRWxsLF6vF6/XKwbywvns9XqZm5vDZrOhUCjIysoiMTGRiYmJCFIRFxeHwWAIy7xeuHCBkZERnnrqKdxuNxkZGWRkZIiZwYGBAUwmEzt37hQngLCTkcUAAQAASURBVIR7zfqaq4mJCbHubu1yCN27ExIS6OzsRCaTYTabWVpaQqfTEQgE6OvrE10DhaxGZmZmhKnG8vIyU1NTFBYWis18LxdCXdL09DQzMzMoFAri4uLIzMwkPz+fAcsAvcu91OTW8MDhB9BpdCgUChQKRVTy0tLSQnV1dYTEVoDgaDcwMIDH46G2tnbL53sgEMBqtWI2m8WJCavVikajITExkcrKSmw2GzExMeK2rayssLy8jC5Jx/m587TOtnJh/gJOX3jNWbYum4bsBuqz6imOL2ZhfoGpySmaV5vFdeLj48nJyUGaJuWPo39k+uw0QYJUpVRxc9nNNGQ3hBEYr9fL4OAgExMTYfeR7NxsLngv8Mf+P5Iem85Dhx+iNGlrPcTWwuVz8dzIc0iQ8Pay197NdBvb2MalsT5G2LNnT1QJ8xuNV0WA7HY7brd7UytfAYJ0Izs7m6eeeopf//rXnD9/XvzhEkiNz+cT5V9mszkiOPngBz8Y5oaWl5cXplUX1jebzWJfmfUa4lc7hvXjmJ2d5Yc//CGf+9znxPqlI0eOsHfvXmpqavjJT37Cxz/+8ajj0Ol07NmzJ2xZfn5+xLJo4xIyE1u1eb3UOITvfvrpp0WJXTREk4JdDgwGA+fPnycYDFJaWrppZk5wUBsbGwu7aFQqFTU1NRHOaeu32efz4XK5otZcpWhTqM+sp3k29IP98sTLfGDnB1DJX8m6aLVaSktLGRgYAEL7Kzs7O2Kfx8XFUVNTw8mTJ5FKpeL3qVQqkQQJs74CTCYTra2tNDQ0IJfLqa+vp7u7WzxPnU4nZ8+ejSrjWX8DEZys1vdkEXT6GRkZJCYmMjU1xdmzZykoKKCwsHDTQCorKyuCAAUCAQwGAy+++CIzMzNotVr8fn9E4Crsu4SEBBISEti3b1+Y/DReFc/RtKNckF5AggSv14vL7cLtcvPs8rP8TcbfhI3DbrczMDAQkszJ5RgMBioqKsT+TluFMPmwurpKXFwc2dnZKBQKzp49G9aHZj0kEgkZGRmcOHGCq6++Ouw+cXbqLP99/r8xu0PF2VK5lITiBBxLIRKky9aRl5PHpw98moqUCvHzIHTcJicnue6667Y8jrX3kOXlZcbGxnC5XMjlclGPXVJSQlJS0iWL5AXbbr/fT3FxMYFAgIWFBTwej1hvEwgEUCgU7Nq1C5lMhs/nE5vNrqysEAgEqKioEB3LBIc6QRaWlpZGIBDYdDLC7/czPj4edfLF6XRiNptRKpXiNszOznLu3DmSkpLIysoSszjCvpVKpaSmpqLRaMTs1ezsLDabjcOHDxMXFycuF+SCazNd65cJPaSErI1UKsXpdHLx4kV6enpYWloiLS2NhOwEfv3cr0nQJfDla79Muj6685GA+fl5lpeXL9lAt6SkBKVSSVdXF16vN6pEVqizM5lMIuERJJ7CxFtZWRkJCQlidmnHjh2cO3dOlA8aPAaGHEP8z5/+B1uMDbnilZBAgoSqlCox05Olz8JoNDI1NcWf2/4s7n+lUkl2djaZWZl0m7v59sC3GVwexGgwcsvuW3hH1TsoTox0lxQs/ddmzOPj40nMT+QHPT9gzDTGNQXX8OG6D2/J6CAajo8dx+6105DVsN33Zxvb2EYYXhUBevTRR7n77rs5c+bMJdf985//THFxMZmZmXzuc5/D5XJFLXZSKBSi/Cs5OTlC3/2v//qvfPzjHxf/Xy8VElLnQgbl6NGjvPTSSxsGw2vHsNFM3EbjaGpqIhgM0tjYGLZOdXU1SUlJ9Pb2ituyFRvizbB2XEIwt36m1mg0cuHChS2PQyKRcOhQqID06NGj/Nd//RfPPfdc1Looo9FIcXExH/jAB3jkkUcue/stFgutra0EAgHy8/M3dX1bXl6mq6tLtB4WkJubu6FhQkxMDFKpNCw7aLPZNjSduK7oOpEA2b12zk6f5aqCq8LWKSoqYnZ2VqzH6Orq4siRIxGSq5ycHGQyGcPDw1RUVIgBilqtpqysLGoAaDAYaGtro76+HqlUyo4dO9BoNPT39wOhGdGOjg6kUummEiKhv9B6wweNRoNSGcqyqFQqSkpKMJlM9PT0MDs7S01NzYakPzY2Fp1Ox/z8PBcvXsTtdmMwGBgcHGR1dZWEhARycnJE6ZPQAV4IttZekyMjI+zYsUP83+fzsSduD061k/6VfhRKBQqlAp1Ox6p3FaPeSI4/Rzz2CwsLBINBtFotg4ODpKWl4XQ6eeGFF0hNTSUzM5PU1NRLyuCEGorl5WUsFguZmZkUFhYyNjbG2bNn2bdv34Z9toTmqYJMbdW5yiPnH+HczLmo62tSNShiFRS6Cnl3+rspjn8l6BMI0OrqKh6PR/zMrUAul6NWqzGZTLS0tESdQNi7dy/Z2dliXdD4+HhE9hReqUGMi4tDo9HgdDqZm5sTbcxTUlJEcxrBVnxpaYmhoSGCwSC1tbUcO3YsopdYMBjk5MmTJCQkcNVVV4VdqwJ5X0vip6amImpjhG1fXl7mPe95D3v37g0jjkID2tnZWVJTU8nIyEAmkyGRSFCr1Vx77bXi53R0dJCRkcEtt9yyaSPgy0FMTAz79+8XM5XNrc20DLRgC9r4l4P/QpZ+8wasPp+Pnp4eioqKtuR4lJeXh1KppL29naamJiorK7Hb7SLZMZvNyGQy4uLiiI+Pp6ioiPj4+E37NEmkEmILYvnjyT/SY+rB4DGIr0ndUrJSs6jPDhGePZl70Kl0uFwupqenOXH+hHhPk0gkpKamkpubS0JyAi9NvMQ3T32TBfsCOqWOO2vuJNOeSU5STgT5sVqtdHd3ixN6wCsSYm8/32z6Jgqpgs82fpaDuQcvuZ82QjAYFNsf3Fx286v+nG1s481GUCIh+FdKYV+Lbfh/DZdNgJaWlnjwwQcpKSlh3759fP/7399w3aeffprW1lYefvhhIJLEAPzgBz/ghz/8IW1tbWLAl5eXh91uF4MuQCzg3QjT09PiewE+9alP8dhjj/H5z39e/P6NxnAprB+HUPx9+vRpbrjhBnG9wcFBDAaDGKBEG8flYu24ysvLSU5O5sknn+Q973mPuM4vfvELPvnJT4p1PRthZmaGH/7wh9x4441iRufo0aPU1NTw+c9/niNHjkQE3Z/73OfweDz83d/93WVvuyBb8vl8ZGZmbujyYTab6e/vjyB2Go2GHTt2bNo/SSKRoNVqw4rHbTbbhuShLrOOZE0yK46QG9gLoy9EECCpVEptba1I8AWnraqqqrD1AoEAGo0GqVTKxMREmKW1RqPh8OHDdHR0RPRTEWoSBClXcXExMTExdHR0iHKesbEx3G531Ka1drudkZERDh8+HHWM8fHxorRO+L+iogK/309TUxNZWVlUVlaiVCrFwFKY3R8ZGWFychKTyUR2djbj4+Osrq6i0+koKSkhOTmZiooKEhMT8fv9G2YxpqenxSJuCAV/CoWCT9R/gn967p9EMwoIBT8vGl/kv9/23wRdIbe/7u5ubDYbgUCAvLw8MfPn9/tFKZMw65+enk5aWtqGjSQTEhLo7e0lPj4evV4vSjA7OztpamqioaEhghQuLCxgNBrZtWsXc3NzjDPOjy7+CJtn414FOqWOjx74KI3ZjfT19XHq1Cl27dpFYmKiuJ8El73LNbyQSqUiSV6PnTt3ihldqVRKbm4uubm5rKysMDY2FlZnI1hpazQa/H4/o6Oj4kx+IBBgcXERpVLJ8PAwsbGxGAwGXC4XxcXFZGRk8OKLL0bdz8KEgdAo+FIQpGQCbDYbY2NjooX52mbEAjQaDWlpaZw6dYpTp05hNBpDAXhCgih79nq9tLW1IZVKaWxs3LLL5FYhkUjIz8+nurqaZ6efpc/Rx+GMw9Qm1F7yvcPDw2Iz2c0QDAZFswvBAvrEiROcPXuW+vp60tLSRFe2zWScAlw+F+3z7bTOttI214bFbcHr92L0huSCeoWeMk0ZJdoSatNrObz/MBKJhMXFRfqn+1laWhLJq1arJScnh5ycHPxSP8+OPMsfmv+AyWUiWZPMh3d/mGuLrkUtDxH25uZmioqKkMvl+Hw+hoaGIrL7ubm5ZBVm8cjFR2iZbaE6pZpPHfgUyZrNa8guhe6lbuZt8xTGF1Kd+sY7TG1jG9t4a2PLBOjEiRP09PTwH//xH1itVp555hlxds7tdovOTMFgEJPJxKlTp/jWt77FlVdeySc+8QkgOol56qmQNfFaCdh1110HhHr5CLUxl8KZM2fEppAQaob4wAMP8IUvfIH+/n7e9773kZKSsuEYLmccKSkp3HPPPTz00ENAqBnr5OQkX/rSl8jNzeWuu+7a8jjWS5uijUuj0XDo0CFkMhlf+tKX+NjHPsY//uM/cuuttzI8PMwXvvAF/uEf/iEs6BeciyBUbNzZ2ck3vvENYmJiwlzd5HI5//M//8N1111HXV0d99xzD7W1taysrPCzn/2MZ555hn/7t3/jwIEDWzoOAlwuF83NzWKhsGCjuxaCzClaHUBBQQHl5eVbChSF4n0BmzXUkkqkXFNwDb/u/TUAvcu9zFhmyNaHO9IlJCRQUFAgulSNj4+TlZUVli1YXl4WpUS9vb0sLCyIGZmEhAQyMjJQqVQ0NzdHSH0WFhbo6OgQ90tWVhYxMTFiQ1YIBZXrswXBYJDOzk7Ky8s3DDTXEyAIzbru2rWL7OxsWlpa+NWvfkViYiIKhSLMQlmwRjYYDKLjVUlJCddddx2pqaliUKrRaGhvb99wPwsGFgJpFOy5c+JyuL3idnH/C7C4Lfzk4k+4Z989qFQqkpKSUKvV7Ny5E4he2yXItxYWFpBIJGJTzLS0tDBpZHx8vNh3Sgg+c3NzkcvltLe309zczN69e0Wi7XK56OzsDFkzr87xwFMPsJKysuFYAQ7mHOQjez5CvDoeQHT3On/+PPn5+ahUKkwmE263e8MGcRvBYrGIFufwiowNQjVrG8lTk5OTSU5Oxm63Mz4+ztTUlLgfNRoNU1NTEdlWocnriRMn8Hg8lJaWsm/fPnJzc0Wp0vqsm9/vp7+/H61Wu+kklYC1jYMDgQBzc3MsLCyQlZVFeno65eXlm8oDg8GguH/HxsbQarVUVFRgt9tpbW0lMTGRmpqay5JKXg6kUimj1lHGg+NUZ1RzSHuIU6dOUVFRsaFpgdVqZXR0lLq6urD9FwwGcTgcYTI2oXeXkNnZuXMntbW19PT04Pf7ycvLuyTxWXGshKyqZ1vpXOwMm3AAqEyrpDi/GMWSgjRlmrjNSwtLPP744+j1elFKKZPJyMzMJCcnh6SkJFadq/xm4Dc8M/IMDq+DHH0OH9j5AQ7nHQ6zmI6PjycuLo6pqSnUajW9vb1hLpl6vZ6amhqmPFN86vinMLvM/N2Ov+Mdle+4bKODaOhcCDkaHso79FcbSWxjG9v4fw9bJkDHjh0jOzubG264gc9//vPk5uaKry0sLIjyK4lEQnJyMoWFhfzHf/wHH/rQhy57Fq6goIDdu3fzzDPPbJkAPffcc7zzne8MW/b5z3+e3bt3853vfId//ud/xmAwbDiGyx3HQw89RHZ2No888ggPP/wwGRkZXHfddXzlK18Rsz2vZhzr8eyzz3LjjTeKMo5//Md/RKvV8tBDD/HjH/+YrKwsPv3pT/Mv//IvYe+77bbbxOd6vZ6cnBze+9738k//9E8RvTJ27txJW1sbDz/8MP/93//N7OwssbGx1NTU8PTTT29okb0RBEmey+UiISGBPXv2hAUjbreboaEhJicnIwhgYmIiVVVVG8qSomF9HdClOgpfW3Qtv+n9DUFC3/3C6At8cNcHI9YrLy9nfn4el8slEo+1M9MCcVMqlRQVFTE4OIhGo0Gv15OZmSmOp76+npaWlgjJz+zsLDKZTLQLTkxM5ODBgzz55JPiOsvLy7jdburq6gCYnJwUZ/k3wvpso8vlYnBwkGAwyMrKCm63m2AwyMWLF1EqleTn56PVakUHMZfLhcFgQKfTUVRUxKFDhyLIVmZmJoODg5vWeUxOToq1DD6fTwz87qi6gzNTkZ3ij48f50DmAVr/3IrRaOSDH/ygmNmwWCzMz8+LBfzrEQwGMRqNGI1G+vr60Gq1IhnS6/WYzWbi4uLCzn2hkev58+dpbW2lrq6OtLQ0Ll68SEpKCp2OTn7U9SNmpmdI0iWJ5gZrEa+O5x/2/AMHciInCAQDiPb2dhYWFkSDlsvJ/pjNZpqamsKuH5fLhVarpba2dtPzQIBWq6W6upqysjKef/55FhYWcDgcERlXj8eDw+FgcnKSjIwM0Za8u7ubwcFBUlJSRGe0tRgdHcXlckVc5xtBqHkTiJlEIqGqqkqUs24mD/R6vVgsFqRSKZmZmSQnJzM3N0draytWq5XGxsbXvZ/Egn2Bp4aeIj4jnq/f9HXkHjkXL16kt7eXxcVFdu7cGSG76+7uJjk5WWxKupbsBAIB9Hq92P8oLi5ObPK8FgkJCTQ1NXHmzBn27dsX1scpGAwytjomuraNro6GvVchVbAzfadYz5MYE8p4DgwM0N/fj9FoZHl5Wbyes7OzqaqqIjc3l8zMTORyOfPWeb7X9j3+PPZnvAEvZUllvLPyndRn1W9IMHJycnjyySdDxgh/OTfkcjnl5eVk5WTx8+6f88TAE2TEZvDQtQ9RkrR5duxy0LXYBUBN6qUNYLaxjbcy3kp9gP5fgiR4qRTEm4THHnuMD37wg8zNzV1ytuvkyZNcf/31jI2NRRTJv9m4nHGsx8TEBMXFxbS1tbFr167XaQtfW4yNjdHX10cwGCQpKYk9e/aIkhmfz8fo6GiY7EaATqejoqJi00aGG2FycpKuri7x/7i4uA3lYQL+9eV/5cL8BQD0Kj0/vfmnKGSRRH1xcTEsK1NZWUlRURF+v58XXnghTN62sLDA/Pw8VVVVvO1tbwsjDYuLi7S1tUXN+BUUFIQFbYODgzzxxBNh5CI5OZm/+7u/o62tjYMHD26o83c4HCwtLfHMM89gt9ux2+3ivl5fSO33+zGZTDgcDiorK6mvr0ej0dDU1MSzzz5LVlYWf/u3f7thvcLU1FRE35j1KCkpoby8nNnZWSYnJ8VMYt9yH5/982fD1g34AziWHRyxH+HoNUc3lKdarVaRDF2qGTOECPGJEycoLCzk05/+dMSEzMrKilinlpCQwKxxlgvKC/QZQw17V0dWUcQoiM0KJ9pX5V/F3+/+e3Sqzes5gsEgf/rTn/jtb3/L4cOHqaqqiqgfjIbV1VVaWlrwer2YTCaGhoaAkAT36quv3nIfrbU4ffo0CwsLuFwucf/ZbDZWV1fJysqiqKhIbP66Hjabjf7+fq677jrKysrEfjwnTpwgLi5uS2Pyer0899xzzM7OMj8/T2ZmJunp6eL3ZWVlRbgursXCwkKYiyYgOtwJjYnz8/PFPkivNVw+Fx/91Ufp6+zjU8c+xZ1X3QmE7m19fX1MTk4il8spKytDr9djsVgYHh6mo6NDlLrq9XoxuxMXF4dOp9tyhkLIrDscDiqqKzDK/9KUdK5VlPUKiFPFUZ9VT0NWA7Xptajlr9yPhAmDyclJTp06JdbjKBQKkpKSSE5O5oorriA9PZ2x1TEe63uM01OnCRKkLqOO2ytvpyqlatPtnpubo7u7m4sXL5KamkpKSooov131rvK1M19jzDTGtYXX8uG6D4dt318Ll8/Fu37/LhQyBb96x6+2m59u4/8kLBYLcXFxjJ99Fn3s5cWPr/m22OwUNN6A2Wz+qxqhvpXwlr0r3HbbbTz88MN873vf4zOf+cym637961/nnnvuecuRH7i8cazHgw8+yDvf+c7/E+TH5/PR0dEh2swWFxeLDmVer5fJyUlGR0cjHKpiYmIoKysjOzv7VcsU1kty1tfcRMN1RdeJBMjittAy2xK14FboSyOMa3h4WKyvWP896enp2O12lpaWIuok0tLS2L17N+3t7REkaHx8XJwVhVec5MbGxkQTDIfDwf/+7/9y5ZVXiuTH4XCEzSSbTCZRJrWyshImbYNQ8JSWliZKo5KSklAqlVgsFrq7uzlz5gyZmZliZislJWXTYu3s7GyGhobEupJoEGqj1maAACpTKrm+6HqeG30OAK/Hy6ppFbvTzkrGyqa23TqdDp1OR2lpqWjHvbi4iMFgiEowjUYjbreb2dlZXnjhBZKSkv5/7L13fGR3fe7/nt7URppRG/Xe6zZtt7GxTQsGg0033BA6XLgXklATE0JuyA9CCCR0QglgYwy2Me7bd7VaSavee5dG0kjTNH1+fwzni0YaabXGBEL0vF7zkjSaOXPanPN5PuV5RHVIp9NhMpk4cuQIzz3/HN//0fdZzV9Fl/XbDL42WYtrziUIkElv4v0H309jZuOO67gZ0nfg4MGDrKys0NPTQ2Nj466zMisrK7S0tIhzTHqtTCajoKDgBZEfqa13bm6O/Px8odTm8/moqKi4YeuZNJ+2tLSEzWZDp9Phdrvx+/17bpHt7++np6cHiCQTthL5G7XQbR6ch0iQrVAoeM1rXkNycjLLy8sMDg7y3HPPkZ+fT2Fh4Y6zYTeLcDjM1659jTnXHMdzjlNuKhey03a7XZjQdnR0cPnyZTH3ODs7y7Fjx6ivr0ev1/9O7Vg+mQ9vppdftf2Kzz3yOZRaZRSByknIiZCerMOUpJRsayXb2NhgZmYmqv0xPz8fjUaDwWAgMTERuVxOOBzm4YsPM6mfpH+9HxkyTuSc4LUVr6XAWLD7Ovp8dHd3i+tIRkYGVquVV7ziFaSmptI+384/XvpHAP7q2F9xLOfGxPlm0bvUSzAcpM5ct09+9rGPfcTEH+2VQSaT8YMf/IBTp05x//337zgI/9RTTzEzM8MjjzzyX7yGe8Net2Mr+vr6ePzxx7l+/frveQ1/dzgcDlpbW3E6nSiVSurr6wUZkGYPtlZ8VCoVJSUl5OXl/c69+i+EAB2yHCJRkyikjJ8aeWpHxaGqqioWFxdFpnlkZGTH1q+8vDy8Xi+9vb3bgvjMzEyCwaDwQ9qM4eFhFAqFmFFRKBQUFRUxPT3NwsICy8vLOJ1OLl++LKTMtxKczdBqtQQCAQwGAwaDgbi4OA4fPhxTQSwhIYGjR48yODjIww8/jFqtFqp7uwl4yOVyCgsLRUAbC36/n4mJCSFnvRn3191Py1wLc6tzrNvXkclk6HV6uv3dLPoWKTDsHmhBZJaloKCAgoIC/H4/S0tLLC4usrS0JPaPFKwrlUr8fj9WqxWr1Up3dzcJCQmkp6ezod7gh70/ZCIwgWZRQ0gVwpAWybhpk7TYJ+34nD5eXfdq3lb3tigTxxthfn4er9dLbm4uMpkMh8PB+fPnqaqqEq2Sm2G1Wrl27VrUd0aj0aBQKCgoKLjpSrIEl8vF6Ogo6+vr9PT0CGXGl7/85dTW1jIxMcHExMSO55W0PlIVUSJzJpOJoaEhcnJyoubENiMcDjM6OsoTTzxBUlISmZmZ214XFxd3Q1sCiQCFwxGxDLvdzpvf/GbxPoncW61W4S8jEaHfVRDhsf7HeHLwSTJUGVjcFq5evcrU1BRKpVJUcqqqqjhw4ADj4+MsLS3R399PSkoKTU1NNy18IW3n1PqU8OfpX+4Xrbsagwa3002uJpdXNLyCE/knyIjfngSUZuWmp6ejZgPj4uLIzs4W6oEXLlzA6/Uy6Brkku0Ss55ZlHIld9fezZsb3xxz2VuxsLBAV1dXlLS1NFMaCAT4ef/P+V7H98hKyOITJz5xQ+W8F4qepcg1ab/9bR9/EpDJIo8/9Dr8ieGPlgBBRI54ZmZm19fccccd3HHHHf9Fa/TCsJft2IqKigqmpqZ+T2sUQci7QcjvJRwKIlMoUWj0yJQ3FyTMzs7S2dlJMBgkISGBAwcO4PV6uXbtWkxVOimIezECEgkvhAAp5UpuK7iNh/sfBqBjsYMF5wLpcdsH1LVaLQUFBYyMjAARshIMBmNKMCuVSk6dOsXVq1eFKeBmZGdnEwwG6e7u3vbegYEBlEolXq8Xm82Gy+XC7XZjs9kYGBigsbGRmZkZZmdnKSoqiiImcrmcxMRE0VqTnJwshAwk7GZ46/V6mZmZoby8HL1ez+zsrPD82E3BMCcnh+Hh4aiAZyvGxsawWCzbjrdepeeOlDv454l/Jj4uHqfLCTLQx+n5ytWv8P/d8f/d1DC0ZOxpsVgIhUKsrq4yPj5OZ2cnWq0Wg8GAy+WKKt/b1m08PvE4T/U8RdAfJLEiEe+sF8eMg3AoTFxGHDK5jKzMLN5U9CZee/C1e14fiASwg4OD5Ofns7y8LPZZdXW1ECqprq4W+2ZxcVH4pG2GQqGgrq4OhUJxwxm3WAgGgzz77LNcu3aNjIwMKisrSU5OJi4ujoaGBiFDXFxczMzMDGNjY9s+JxQKCc8diLRASgIei4uLLC4uotFoyMnJITs7WxA1p9NJR0cHKysr5Obm7ug3diNpcL/fz/r6OsFgkJGREYLBIFVVVTFFIMxmM2azmaWlJQYHBxkfHxdE+UbXHb/fL6o60s8h6xDfnPwm8Zp47im4h/ngPPn5+Rw/fjxmJS81NZW+vj7a29vR6XS0t7dTWVm5q0S1hA3/Bp2LnbTNtdE637qttU2v0nMg4wCHsw6Tq85lsHuQ8HwYZYYSNhVs7XY7U1NTzMzMCFKrUCiwWCxkZ2dHkc1AKIA73c23Ln0Lq9eKRq7hqPEohxMPk+hOROVVRS071j7r7u4WyRmIXDdra2tJTU1lZGKEB557gBnFDEeyjvCRpo/cVBLhZiHN/9Sk1dzglfvYxz7+p+KPmgDt48VHOBwisGbFuzRN0LUW/U+ZDJUxHbU5C4U+YddWDZ/PR39/vyBpFosFk8lEe3t7TO8jlUolVAD3IpN7M4ilShUOh2/YavLSwpcKAgTwzOgzvKX2LTFfW1RUxOTkJH6/X6hYxaqmmEwmjEYj9fX1tLW1kZiYuK1fNi8vj2AwSFdXFx6PRzxcLhft7e0YDAYhfwuRVrfi4mI0Go1o8ZqfnycjI4PS0lKSkpKIi4vbJjSxuroa9bk7Va38fj/Nzc1sbGxQWVlJaWkp8/PzfO973+PJJ58UniuxIBHanSSaIXKujI+PU15eLp4LBAK0t7eT4k7h9vLbuTR5iXAojN4QMbIcsY3w2OBj/FnZC/PvkHyU1tfXqa2tRSaTMTs7G7WP5jxzPGZ9jBnrDN51L/GF8QTCATCBY9KBa9iFx+3h/pfez8tPv5yezkjV5GYqlnNzc0JNTSJA4XAYo9HIqVOn6O/v5+zZs9TV1REIBGhra9vWxqdQKDh06BDj4+MsLCzsKjyxFdK+7+3tpbm5mbS0NOrr60lISEAul9PY2BhFCBQKBbm5ueTm5grTValqsHnbbTab8FXaPGvj9XoZHh5meHhYGKWurq5SUFAgiHUsyOXyG7b1rays4PP5GBoaQqvVCln23SorqamppKamsri4yMDAQBQRCofDOJ1O8ZDIzsbGBjqdjvj4+IigSXYm37V+lxRzCn//kr8n35DPGe8Z9Hr9rteytbU1XvKSl6DVapmfn2dpaYni4mKKioqizqFwOMyMfYbWuVZa51rpW+7bptqWEZfBgcwDHLYcpjK1MqqtK82YRltbm5Cc1ul0TE9PR11DkpOTycnJISMjI+p66Ql4eGb0GX4+8HOW3cvoEnW8JPQSGuIb0Coi2xYMBmlpaeHQoUMx7QUWFxfp7OyMSoJkZ2dTWVmJSqViybXEv/T/C93r3byu7HV86MSHfq+qbG6/mxHbCHqV/obtevvYx38L/BGIIPCH/nwisdM73vEO3va2t92Ul95O+JMhQMFgkC984Qt861vfYnZ2lpKSEj760Y9G+eXEwg9/+EM+//nPMzY2Rk5ODh/96Ef58z//86jXtLS08NGPfpS2tjbi4uJ485vfzOc+97moG/+nPvUpvv71r6PT6fjbv/1b7r//fvG/cDjMwYMH+chHPsIb3/jGF3W7bwYB1zru0U7CgR2c4sNh/KsL+FfnUcQZ0RfUII9REZqenqavrw+fz0cwGCQ5OZnV1dWYwY3BYKCgoECYhv4+EKsSs1OFZjMy4zOpTq2meylSjXl2/FneWP1GFPLt66lSqSgqKqK/v5/FxUVcLhfp6enb1J4k3x7Jq6O1tZWGhgY2NjZwOp1CmMDpdLK4uBhzn42Pj6PT6dDpdDgcDlQqFU1NTdTW1jIyMoJSqUQul+PxeISC1FbEapPaSUr62rVrOBwOcnJyhFFtRkYGJ06coL+/n/PnzwuhhlgZ7Ly8vCiZ5lgYHR2ltjbileJ2u2lpaUEul3Py5Ekq3BWcHzyPTC6LWu8fdP2ApuwmUg2pOy73RpCqkBUVFSiVSlJSUiirLOObV77JL2d+icvhYmN2A12mDrk6coFXqBXE5cWhmFVQ56jD2+xlzDPG/Pw8Q0NDlJaW7imAC4fDDA0NUVRUFHUuStUdhUJBVVUVaWlpPPfccywvL5OVlRX1PZF8cZKTk4VqWyAQ2NHgWcLGxgajo6OigqdQKEhLS2NtbU0cw4qKil3VFqUqitPpZHx8HKvVKkyHp6amUKlUOxJjr9fLxYsX8fl8lJaW4vP5GBsb21GYICMj44azOtJ1Jzk5mezsbGQymSBZO0GSmYZIUD4+Ps4zzzzD2toaJpOJ3NxcobqWmppKYWEhCQkJUaTwG23fYHFjkddXvp7qtGpxnu9W9VxaWmJ1dZXTp08TFxeH1Wqlp6eHwcFBpqenKSorYiG8QNt8G61zrVjd0Yp8KrmK6tRqDmQeoDGzkcz47a2SEiR597Nnz/KTn/yExMRE0SopefZsrbo5vA5+NfwrHh18FIfPQbohnfcdfB+35t/KytLKNiIeiwT5/X56e3uFV520LrW1tULMpmuxi3+4+A/4Q34euO0BfOM+PB7Pi2ZOGwsjqyOEwiHKTeUxr+X72Mc+/nvin/7pn/j+97/P5z73OU6cOME73vEOXvOa17zgpPqfDAH6+Mc/zpe+9CU++9nPcuDAAZ544gne8pa3IJfLdyQdDz30EG9961v50Ic+xJ133skvfvEL3vnOd6LT6XjTm94ERAK322+/naNHj/Lggw/S39/PJz7xCdbX1/nmN78JRIxSJVnq1dVV3vnOd3Lw4EHhgfKTn/yEQCDAG97whv+anREDAccqrpHrcEPRv8j/g841XIMtGEoOIldFAhOXy0VnZyfLy8vY7Xb8fr+QGN6K5ORkCgsLSUtL+71m+yA2Ado6dL8T7ii8QxCg1Y1VOhc7aciIrUKVn59PZ2enaA2amZmhuLiYUCiEz+fD6/XidruFiafD4aCtrY2BgYGYbToWi4VgMCiCdJlMhl6vJxAI4PV6ycvLY2ZmhqNHj1JQUEBtbS25ubk0NzeLIKy7uxu/37/NXHEvBCgcDtPe3s7KygppaWnU1ES3i2RlZWGz2cjIyEAul3P27FmKi4spLCyMymArlUry8/OFSlksSEpjer2e1tZWzGazaOmy9lu5NflWLmxciK5iBb187drX+Mypz7ygc8jn8wkRifT0dJaWlugc7+Tbi99m1jFLfEI8vjkfKTkpqEwqvD4voWAIuUzOibQTHC48zOjQKFarlfb2dpRKJU888QQTExOCHKSmpu548Z2dnSUQCJCbmxtVjdta4dnY2ECj0RAIBOjp6aGwsJC4uDhUKhVHjhwRJGXzMXW5XDE/1+FwMDIyIhTWTpw4wcjICHK5HJfLhVqtRqlUkpGREbOCGQuSJL5SqaSrq0uc6/n5+TGTGouLi8zMzGAymSgpKRFS45OTk8TFxWE2m0lOTo56742yeaurq5w7d4709PQoHyWJAPn9fpFY2PyQzvm4uDji4uKwWCyUlpbicDiYm5sjEAiQmppKXl5ezG1pn2/nsaHHKDIW8YbqyPVbpVIhl8t3JEDhcJj+/n5ycnIE8TCZTBTWF/JExxOcGz7HRPcESnVEwEChjHxumiEtQngyGqlJq0Gj3F3FbmNjg+npaaampkTVqrCwEJvNRjAY5PDhw1FS2RDxB/rFwC94avQpPAEPBUkFQsZdIgsZGRkxBVskEnT48GFCoRAdHR1Rvj4Wi0W0c4bDYR4beoxvX/826YZ0Pnnyk2QnZtMT6KG3tzfK9+/FhsMbUYZM0e1Ojvexj33898I999zDPffcw9LSEj/84Q/58pe/zPvf/37uu+8+3vGOd9z0deVPggA5nU6+8pWv8OEPf5i//MuItO5LXvIS2tra+MpXvrIjAfrkJz/JPffcw5e+9CUgMk+0urrKZz7zGUGA/vEf/5H4+Hh++ctfolarednLXoZer+f9738/n/zkJ8nNzeXZZ5/l9ttvF+/51re+xdmzZ6msrMTn8/GJT3yCr33ta38wM7bghgvXaOceyM9mhAl5N3CPXsdQchCZXE5nZyddXV2sra2Rnp6+rR1CJpORmZlJQUHBTfn4/K7YiQDtBU3ZTWivafEEIjfy1rnWmAQoHA7j9/vxeDxCbW12dpaVlRUUCoVoa9pKAgoKCujt7SUpKUkoqqnVauLi4oSBo6T2ptVqIyaLo6OsrESysFVVVeh0OpEdT0pK4tixYzQ3N4vgY2BggEAgENViFqtS4/F4okw0e3t7mZ+fx2g00tjYuO38zMjIoKenh5WVFV760peysrJCd3c3MzMzVFdXRx3//Pz8mPLmEnw+H21tbUxPT1NaWioI2/r6ekQlK/UYzrCTodXo/dc238b5yfOcyjsVc7m7QXKwj4+PJ6AI8PjU4zzd8jSmahMKtQL7lB25Qo4x34hMLoMwZBmyeK3ltahcKux2O2VlZQwNDbGysoJOp2NjY4ONjQ3m5uaEylV8fLyQ+U1JSRFVksHBQYqLi1EoFNtaniRMTEzQ3d2NUqmksLCQ1dVVhoeHyczM5J577on6Hm3O4judzqjqx+rqKiMjI6ysrJCTk8Mtt9yCTqcTMyCBQAC/309SUpLwEHohkLyAjh07RlZWljDrhUhFZHx8HI/HQ3FxcVRlUqpeScRkamqK5ORkzGYzaWlpu1ZyJENZs9mMwWBgbW1NtI0mJiZy/fp1vF6vmPOSxBQkAqLT6WJee8vKypibm2NwcJDR0VGKiorIzc0V3w+7184/N/8zaoWa/3P0/0S1nWm1Wtxud9T3ScLs7Cwul4vaxlquzV4TrW1L7t+0EupCqIIq/B4/CRsJnCg8wSsbXkl2UvYN7xGhUIj5+Xmmp6ejfJzi4uLIyckhKysLn8/HtWvXuHjxIjU1NWRnZ7PkWuKh3od4dvxZAqEA1anV3FNxD/Xp2w2qASHOsZUE+Xw+fvzjH2M0GsXxVavV1NTUiGqgL+jjqy1f5fmJ52nMaOSjRz+KQR0h76WlpZw5c4alpSVSU194ZXc3bAQiqpQ61e+vyrSPffxXIoyMMH9YEYI/9OdvRmpqKm9961vR6/V84xvf4Dvf+Q4PP/ww2dnZfOtb3xIG6jfCnwQB0mq1XLlyZZvDuiTxGwsTExMMDQ3xt3/7t1HP33PPPTz44IMMDQ1RUlLCU089xSte8Yqo9ox77rmH9773vTz11FP8xV/8BTKZLKqkr1arRSD4ta99jdzcXO68884Xa3NvGp75UQjtPAC/G4JuB37bIuqUDLxeLzKZjNLS0ijSoVaryc7OJj8///fa2rATYmVudxv43wyVXEW1qZrL05cJhUI8P/g8p+JO4fV6xcPj8YjqTn9/P2trayLom52dFdWdze1ASqUSg8GAxWLBaDRis9loamoiMTFx2xB2QUEBzc3NQuFKGsKWqkihUCjq/IuPj+fYsWNcuXJFtPdILWjV1dXIZDKUSiUajWZbltrtdhMfH09vby/j4+PExcVx6NChmPtQo9GQkpLC8vIyKysrwhtkdHSUlpYW0tPTqaioQKvVCkPV0dHRbcvx+XyiylVXVxdVrZJmh0pLSylLKuNDT35o2/zDN9u/SUNGww39drZicXGRUDjE4MYgX3/866ys/mb/uvx417347D6Sy5KRyWWo5CreWP1G7i67W2TC3W43i4uLmM1mmpubWV9fx2q1sry8HHWtcTgcOBwORkdHUSgUpKSk4Pf7cbvdwqh0c5ApBZSjo6P09fVFrXNycjImkwmDwUBnZ6eY14HtBEiSpB4ZGcHpdJKfn09dXZ04VyR5c2lbIFJF2jr3s1cEAgHm5+dJSEjgyJEjmM1mKioqWFhYoKWlhZ6eHpKTkwXp27yu0udLCAaDQo1PUnSzWCwolUo8Hg9utxu3283Q0BC9vb0kJiaKc0ur1aLVaklLS6OgoEAkE252myQBh8zMTGZnZxkaGmJkZITi4mJycnL4astXsXlsvOfAe8hKiJ5P0mg0uN1uvF6vSDaEw2Fm1mf47tPfZUGxwLd+9S38oei20FR9qmhrsygtDPcP43A4GGobQlW5c0uhw+FgamqK6elpUf1VKpVkZmaSk5MTJVSi0Wg4efIkHR0dnLl2hr7WPvo9/YQIcSjzEK+vfD2lptIb7p+tJMhutzM2NobP58NqtVJSUkJZWRnV1dXinFt2L/P3F/6e4dVhXl/xet5U86YoIROVSkVlZSXd3d2cPn3699IWveH/DQFS7hOgfezjTwk+n49f/vKX/OAHP+Cpp56isrKS+++/nze96U0YjUb+9m//lte85jWMjY3taXl/EgRIqVSKjGY4HGZxcZHvfve7PPvss6JNbSukwKukpCTq+aKiIgCGhobIzs5mcnJy22vMZjMJCQki29/U1MT73vc+hoaGsNlsdHd3c+zYMex2O5/73Of41a9+9aJu780g5PcSWFu68Qt3gc86hTolg/j4eHFTlMlkmM1mcnJySEtL+52lrH8X7ER23G63IC87/fR6vWCH1ZVIi9Iaa1zquYRZvV2ufH5+XswdSL9Ls0ZFRUUcO3ZMZKA3zzqEw2EhXx1riFgul3Pw4EEuXryI0+lkY2MDq9VKZmYmTqeTiYmJbe1per1eVIIkM9DJyUkCgQB1dXXI5XIMBsM2AiQtb2JiAoPBwJEjR3advUhPT2d5eZmlpSVhkFlcXIzFYqGnp4czZ85QVlZGXl4eBQUFjI+PRymY+f1++vr68Hg8VFZWYrfbhUCFFABL2WuZTMY95ffwk96fRK3DunedH3T9gPcefO+O67kVoVCI9uF2Hht4DK/FizpOjcoQCZDdVjd+lx9jkRGFWkG5qZwPHv7gtiBXr9eTn59Pfn4+hw4d4rnnnqO5uZm+vj7MZvOOxFuSArZYLDz//POkpqaiUqlEW2Y4HGZ4eJiBgYFt79fpdDQ1NWEwGJiamuLKlSsUFhYKPxuVSoXX62VsbAyr1UogEKCwsJCcnJyo9QkEAlFqchIBqa+v39YWtVc4HA4WFxcpKioScv4+n4/p6WkMBgNvf/vbRVvW5taozZUKaR/5fD4CgQCBQICFhQUeeugh/H4/BoOB5ORkcd7Z7XZOnTqF3W7HYDCgVqsFmSwqKnpBfkhbIZPJyMrKwmKxMDMzw9DQEA+2Psiz9mc5UXCCu4ru2vYeqf3Q7rLTt9YXUWyba2V0bBTXggtTpQl5SI5SrqTSXEljRiMHMg+QlRDtd5ZhzmBiYoLBwUFR5aqqqiIuLo5QKMTc3ByTk5NRLZQpKSlC0GAnArHsWeZy8DKP2R5j3bFOTXIN//u2/01VZlXM1++EzMxMAoEAjz76KIuLi+J5qcqZl5cnrh+9S718/uLn8QQ8/OWxv9zRVsBisTA5OcnIyIiYOXwxIVWAfp8qc/vYxz7+65GamopSqeQNb3gDV65c2Waafe+99/L9739/z8v7kyBAm/Gf//mfQvjgZS97Gffee2/M10lKZVsHyKU2JbvdvuNrpNdJ1aV77rmH5557TqjefPazn6WxsZG//uu/5tSpUzQ2NvJ//s//4Ve/+hV1dXX867/+a8xA+PcB33Js1aWbQdDtIOi2i3YsjUZDVlbWi67mJiEUChEIBAgGgyJI2vr35t/dbreogEgPn8+3ZwPEIn1R1N/DrmHMajNyuRyNRoNGo0EulzM9PU1ubi5arZbx8XFREVOr1dx66607Zm9lMhl1dXVihkEaEN4MlUrF4cOHOX/+PFNTUyQlJYn9u7y8zMzMzLaZDa1Wy9GjR7l69ao4V6W5k8bGRgwGw7bZE2m4OS4ujqamphseQ6lNZWsQq9frOXToEAsLC/T09DA1NUVNTQ05OTlMTEwAkRmFoaEhfD4fxcXF6PV6HA4HVqsVs9kskhDl5eUiKHxd5eu4MHWBWUf0efvkyJPcXnA7xSnRs06xsO5Z56vnvsovWn+BTCnDbIgE63KlHJlKxtroGmkNacQnxfO22rfx8pKX31BuW61Wc8cddxAfH8/TTz8tjGttNts2U1yr1SqI8sbGBpOTkzidTvr7+zEYDAQCAZaXlzEYDFHBsF6vp6mpSVQUcnJyMJlMdHR0sLi4SHV1NXa7ncHBQQwGA69//etj+ukAdHV1Rc18ud1ukpOTqaq6uQB4M4aHh5HL5VRUVACRc627u5v09HROnz4tKjBFRUVMTU0xPDzM5OQkAwMDeL1e8d0MhUIolUqUSiUmk0lcU6SHUqlkaGgIjUbDy172MrKysrh48eI2AYUX+xoqk8nIzs5GniDni7/4IjKvjFpPRHgkLy9PbN+8Y54rc1e43HOZf5v7NxQJERISCoRwLbjIysvi1tJbOZB5gJq0ml1bseRyOQUFBVgsFvr7+5menubJJ59ErVajUCgEgZWq7Lm5ubv6QC04F3iw90GeG3+OUDjE6eLT3Jl1JysjK8x0zWCSm7Z1SuyGlZUVhoeHiYuLEy2lRqNR7I+rV69SX1/Pded1vtH2DUx6E39369+Rl5S363Jramq4cOECmZmZu5otvxCICtB+C9w+/kQQ/iNQgftDfz7A17/+de6+++4dY7uKigrGx8f3vLw/OQJ0+PBhzp07x+DgIJ/+9Kc5evQoLS0t2wI96caytf9Zak+RMlyxXiO9Tgo8ZDIZ//7v/86Xv/xl4QY+OzvLV7/6Va5du8ZXv/pVnn76aR5++GH+/u//nve85z089NBDL/q2x0LAvnLjF+1lOQ4b2rRcysvLWV5exmazEQ6H9/yQSM2NyEwwGNzmgXIjeDyebZLPu7VWKBQKtFotGo1GtNNU+aqYck2hkCvwmrzccdsdqFQqcey3ChkUFBSIDH4oFLphy53BYKCyspLOzk5Onz4d8wus1+tJTExEJpNtM4ScnJwUgdJmqNVqmpqaaGlpES10i4uLtLS0RGX6w+EwY2NjyOVyamtrOXLkyI6KXFvXW6/XY7fbYyqPpaenYzabGR4e5vLly5hMJgKBAE6nk9HRUZKTk4WanYTx8XHh6WI0GqMCMrVCzfsPvZ+/fu6voz4nTJh/a/03/uml/7QjWQmFQzw58iTf7/w+C+ORljtNokYcw3A4jNcWqYidqDnBew+9l7S47WR0J8jlco4dO8bo6Cizs7OCRKpUKtbW1oQJ6/Xr18nKyooiJnK5nHA4zPj4uNiXkoFmQkICFouFY8eObdu/er2exsZGLly4wFe+8hXRamg0GnckP5OTk9vUBcPhMEVFRXvyoYmF1dVVrFYrubm5qFQqLly4wOLiomh77enpEW1r0rbp9Xox5+NwOAiHw6hUKiEiAJHWx83n6WaPn8zMTDo6Oujp6WFsbEz4FkHkmrubP9ULRTAU5J+v/jNytZzP3vpZsmXZDAwP8ETHE6yoV5gOTrPsXcY578S16iI+Lp54WTyV5krSPGmYmkzc+4p7b7q1S6VSYTabRULB7XajUqmora3lwIEDQohkJ8w75vlp7085M3GGUDhEU1YT91XdJ2SgPZke2tvbuXbtGpmZmVFtazH3QzDIwMCAaCVJSUlBqVQK1U8J3oCXv3nibxgOD3Os4BgfO/axPbWqxsXFUVxcTGtrKydOnNiTYM1e4fZHqp37LXD72MefFu69916sVis//OEPmZyc5IEHHuD8+fO84hWveEHL+5MjQEVFRRQVFXHy5EkKCwt5yUtewsMPPywECiRIw8VbZ4QkhS/JUDLWa6TXbW0l2RxQfvrTn+YNb3gDpaWlvPOd7+Qtb3kLlZWVfOhDH+Lo0aMxh2d/HwgHd5Ym3jtkhAOR5bS0tGyrBvyhIWXflUqlCLCkSo1Ecjb/jHWzvS10Gz/u+TEAo/ZRfPhQy9Ri+VJVQ0JCQgKJiYmsr6+TkZHB4ODgjgGphNzcXNEeFUutZH5+HpfLRVNT07YshkqloqOjA51Ot40cSVLJra2twrNleXmZ+fl5IEL4xsbGWF1dJTMzk6ampj1XxyBSBZqYmGBpaUnMtGyGQqGgrKyMrKwsurq66OzsxGazUVlZSUZGBjMzM1HzGQsLC+IckqoJm1GVWsXp3NOcnTwb9fzw6jBPjz7NnUXb5+kGlgf4t2v/xthaJGDzrkeIjibxt99J15yLJEMSdx24i3c1vIukuKQ97wMJMpmM06dP8+yzz+JwOLh06RJNTU0kJyeTnJyMWq3m8OHDVFZWitZBr9crWnPX19fFORIIBFhZWcHtdpOUlMTVq1cxm82YTCaSk5Px+/2MjY0xNTVFSkoKb37zm7l06RJzc3Po9Xrcbvc2eeP19XV6enq2rbM0i7aXIXtJYGBjY0P8bG5uZmJiAr/fzz/+4z+SkJBAWVmZEAaJi4sjLS0NvV6PXq8X59f58+c5cOAA4XAYh8PB0tKSSJ5oNJqo6rrf72doaAi1Wk1xcbHYT8vLyywsLLCwsCDm0goLC1/UoFnCQ30PMbAywNGso6xsrPD03NN0WbtwbjhxW914fV40ag1JmiSK04u5pfoW/uz4n6EIKXjuueeobqi+qeu6y+VicnKS6elpMVcoqSO6XC7kcjlTU1MkJCTErJRsJT5Hs45yX9V95Bu3V4ubmpqYnJykr6+P5eVlqqurRUvzZqytrdHe3h5VQUxLS+P2229nZWWF69evR45nwMFDCw8x65nlSNIR7k6+G4Nq5+rUVkiiH11dXdtaWX4X7Isg7GMff5pob2/ntttuo7y8nK6uLj74wQ/yute9jq997Wu8/e1vv+nl/UkQoKWlJX79619z1113RSnLHDx4ECDKp0CC1Hs8MjJCfX29eH5kZASIBGbSELv0nASr1Yrdbo8ZvEFEXevBBx9kcHBQrJ8UtBqNRoLBIMvLyzFboV58vAjKHTLgN4GTx+NhamoKnU5HXFycaNW4WcjlctEGo1AoYv6+l/8rFArW1tai2olUKlXUMd0LDmYeFAQoFA7RPt/OydyTAFGDx5uRnZ2N2+0mJSUFt9vN5OTkDaWFa2trOXv2LDMzM1HzC06nk56eHmpqatjY2MDv9zMzMyP+r1QqCYVCtLS0cOLEiW1tMAqFgoMHD3L9+nWhTub1ehkdHUWlUuF0OoUn082QH4jMvE1MTGC1WmMSIAkqlQqFQkF2djYbGxvYbDYSExPxer1R4hhLS0t4PB7hbxML76h/By1zLSKbK+E/Ov+Do9lHSdBEAud1zzrf6/gez44/K14T8AQIeoIgB3VCZFuD9iAH9Qf5i/f/Bf09ESGLF6pUmJmZKVQQl5aWBAnSarWMjIxQVVWFxWIRx3d9fZ0nn3wSv9+/jYDo9XpKS0tRqSKqc5JwwcLCAj6fj4KCAhoaGsSMj1Kp5NFHH6W3t5fCwsIotRvJSHVrBbWgoIDR0VG0Wi0OhyOK3Gz93efzIZfLRWVUp9Oxvr4uJO81Gg2vf/3rKSgouCGZWl9fFxL5MpmMhIQEEhIS8Pv9rKysoNVqxTI8Hg+Dg4MkJSWJeTAJmxNQXq+Xubk5QaAsFgsWi+V3Fl/xBX08MfQE/3DxH/AFfQRDQS7PXBb/12q0NFgaqEyuxOQzsTyyzLR9mmRfMlqFlt6BXvR6/Z5mkkKhEAsLC0xOTgpzXIgIYOTm5opEymaz6XPnzpGXl0dRURFarZY5xxw/7YkQnzBhjmUf476q+3ZtPZPJZOTl5ZGamkpXVxdtbW3Mzs5SU1Mjknfj4+P09fWJc0ipVFJVVSWq31IF+vHmx/np3E/xhDy8Ou3VVMdXMzs9i8ft4cCBA3u6xshkMurr6zl37hxTU1O7XltuBrLf3PO2iqnsYx//bbEpBvuDrsMfGB/+8If54he/yP3334/RaKSgoIBf/OIXfPjDH/6fS4CcTif3338/n/vc5/j4xz8unn/yyScBYkq+FhUVUVBQwM9+9jNe97rXied/9rOfUVJSInwpXvrSl/L444/zxS9+Udwkfvazn6FQKLj11ltjrs9f/uVf8oEPfEBk11JTU4UK1vz8vFCK+q+ATKUGz96d42MiHEb2G0NUtVrNwsKC6OlXqVTCY0Nq50lKSiIpKUk4pWu1WvG7RFpeTNEEaahewgvJDBclF2HUGrF5Ir4x12avcTL3pGgdiwW9Xk9NTY3YFkk4Y7fP12q11NTU0NXVRUpKCjqdjkAgwLVr16iqqhKBQ2ZmJl6vV1RKpGX6/X6uXr3K8ePHtwUZcrmchoYGlEolU1NTaDQaodpUWloqMvahUOim9r8kfiApdsUKfJeXl7l+/ToGg4E3velNtLa20tHRQW9vL06nUyQLAoGACGAlwZFYMOqMvKn6TXyzPVrExOlz8r2O7/H+Q+/n18O/5gddP8Dljz6/vWuR6o86To1cIacmqYZKTSWnDp+KVOv6BrHZbOTl5e15H2yGSqUiPT0djUZDWVkZAwMDXLp0ibS0NNRqdVRWPRQKMTo6ilwuJysrS1RY0tLSCAaD5OTkCGGEtbU1YbJrNpuxWCyo1Wp6eiLeKUajUVRN4uPj6enpIRgMUllZSTgc5urVq4Ks+3w+fD4fiYmJuN1u+vr6yM7OZnl5OYrcaLVaEhMTo/7efF4Fg0F+/vOfY7fbyc3N5fDhwxQWFu5pP01OTu64/zIyMrj99ttxuVz09vZy7tw5zGZzzIrE5vZJCdIMpt1up7+/n+TkZDIzM8nMzNxTayfAonNRGJFen79O+0I73oCXcnPEQDNZlyzEC2rTaoWUM8By0TIPP/wwQ0NDeL1e5ufnueuuu3YlhbGqPSqViqysLHJzc7dVeNRqtfD+6u7uZnx8nLbhNnrppc/dh0wu43j2ce6tuveGMzebodfrOXLkCFNTU/T29nLmzBlKS0tFpU2C2WymtrZ2G7kcDYzyqPtRlHIl92fcT4bmt7OPKysrXLx4kUOHDm2rTsaCSqWisbGR5uZmkpKSYs7b3iwsCRGSNmOfucEr97GPffx3Qnd3N295y1uA346m3HHHHTEN5feCPwkCVFBQwFvf+lYeeOABkQlvbW3l7/7u77jjjju48847sdvt9PX1UVhYKBSMPvWpT/H2t7+dlJQUXvWqV/Hoo4/y4IMP8tOf/lQs+2Mf+xg//vGPueuuu/jIRz7C0NAQH//4x3nXu94V09zy3LlzXLlyhR/+8IfiuZe//OV87Wtfo76+nn/5l3/hZS972e+lfSMWVElpBB223305iZF9JrWmSP3+UrAVCATw+Xysrq6ytLQkMslyuVxkrvV6PfHx8SQkJAhvG41Gg1qtjnpIz22ewdkNWz1/Xsi+lclkHMg8wDNjzwAR/5lgKMjC/MI2CV8JCoWCkydPcvHiRWGGOjo6ekNlo8zMTBYWFujo6ODIkSN0dHSQlpZGRkZGlNJSbm4uXq9XtMJIcLlcXLt2jaampm1ERiaTUVtbi1wu58knn2RjYwOtViuUtxQKBRsbG7sOUm+FUqkkOTlZzH5trtqEw2GGhoYYHh6muLiYkpISZDIZxcXF2Gw2TCYTzz33HCMjIyiVSjY2NggEApjNZtbW1nasAAG8vPjlPDP6DBPrE1HPP9L/CK2zrdi8sc9rqf0tMz2T/330f+Mb92HOMYvsdWJiohCNeKHIysqio6OD22+/HYVCQVdXF48//jj33HOPOGeDwSBtbW0sLi6K5+RyOXq9noaGBg4dOoTb7aazs5Pu7m7W19cxmUwUFBQQDocJBAJif/n9fqampvD5fHR1dREKhTCbzYyOjvLQQw+RnJyMx+OJ+h6ZTCaOHz/O3Nwccrmc06dPi2vfXuD3+3niiSfo7e3lla98JU6nc8/CJ4FAYNebkkQg19fXcblcvOUtb0GpVDI3N8fS0pKoQASDwW3fP5lMto0srK6usrq6Sm9vLyaTCYvFQnp6elTrpT/op9faKxTbZhy/DZAn1ibwBrwcshziLTVvoTGzkfyk/B2vP3FxcWKAf2Njg2AwSHd3NzabjYKCArF+N6r27KbkJiEpKYmC2gK+eeWbPDP5DIFAgIr4Ct5U+yZO1py86YquhJycHFJTU7l48SI/+tGP0Ol05OXlodFoKC0tpaioaNv2Pzb4GN9o/wYVaRV8+OUfZrBzULSNS3C5XFy8eJHGxsY9nW9Go5GysjJaW1s5efLk73xvzE2MJC8n12IT8H3s478bwsgJ8wcWQfgDfz5EigkDAwNUVlaK5wYHB29K2GUz/iQIEMA3vvENSkpK+M53vsNnPvMZMjIy+NCHPsQnP/lJZDIZ7e3t3HLLLXz3u9/l/vvvB+D+++/H6/XyT//0T3znO9+hoKCA73//+7z+9a8Xyy0rK+Ppp5/mox/9KPfccw8mk4kPf/jDfPazn425Hh/72Mf467/+66j2mg996EP09vbyxje+kcbGRr7zne/8PndFFNTJ6XhmhiB8c8ICm6FMSEGu0Ynhs4SEBBoaGmhoaEClUuFyubY93G73NhdxSbFtfX09al5HIkgKhUJIS0vtQiqVahsx2vr36uoqXq9XDFe/EI8TiLTBSQTI4XMwsDzA8sjyjq/Pzc0lMTGR3NxcMbMzNjZGQUHBDdehurqas2fPcu7cOdRqNY2NjQAiMwwIyelYFajV1VU6Ojqor99uZBgIBHA4HCQkJGA0GkXbZX9/P6WlpbhcrpsiQBDJBi8vL2O1WgVp8Xg8tLW14Xa7aWpqiqpqpqamis9IT08nMzOTkZER5ufnSU1NxWKxMD4+Tn7+zkGmQq7gvQffy8ee/RgQCWCn7dMsu5eZWJ+g0ly57b2hQIiQO8TJ3JN88g2fZHxknLAqHGUSm5SUJIQYXui5IgV2y8vLFBQUMD09LUxszWYz8fHxtLS0sLq6KsjnxsYGoVAInU6HXq/niSeeYGpqCq1WS2ZmJkVFRaytrbG8vCxa1aTvhkqlQqlUotVqxfHU6/WUl5ezurrK5cuXSUpKori4mJSUFBISEjh58iQJCQksLCyI9+0VVquVlpYWxsbGOHHiBI2NjZw9e3bPZs5zc3O7mhHn5OQwPT1Nb29vVKBssVjw+/3Mz88zOzvLyMhI1HUEIhWMnUhDOBwW8upyuRxlohKrysrYxhjd1m5heCwhSZuESWdidWOVW/Nv5Ysv/aLwgdoNUpXJZrOhVCq57777gMj3/9y5c8TFxaFUKnG5XNuqPTk5OXuudMzYZ/hJz084P3kegFfVvYpb027FNevCMe/gOetz5OfnU1hY+ILO5bm5Obxer5CmHhwc5OUvf3mUVxdE9usPu37Ig30PciDjAH91/K/QKDWYj5tpa2vbNhcqVaqrq6tFN8VuyM/PZ2Vlhc7OTnEtfKHISYy00k2tT/1Oy9nHPvbxx4X3vve9vOIVr+DjH/84gUCABx98kL/7u7/jL/7iL17Q8v5kCJBGo+ETn/gEn/jEJ2L+//Tp09tupADvete7eNe73rXrsk+cOEFzc/Oe1uPq1avbntNqtTelTf5iQqZQok7J/I0c9vbt3wvU5kila2Jigvj4eBYWFnjkkUdITk6mqKiIsrKybX344XCYjY2NHcnR1jkFSQUOIvtLmi/aTJIUCgXhcBifz4fL5cLr9eLz+RgaGmJmZoZwOIxCocBsNhMMBkXQKP3cTLo2/y39rDJVoZQrRe/4k11PUrIR7QEl9qtMRkFBRGGpuLiYqakpQfKmp6fF/3aCSqUiOzubhx9+mHe/+90isNzq26NQKKitrRWtU5sxOzuLXq+nrKxMPOf3+0XgXV9fT3p6Oq2trWIfDwwMUFpaetMu7KmpqfT397O0tERpaalQOzMajZw6dWpbFlomk5Gfn8/169eBSNVrY2NDCAGsrKygVCpZXFzcNXtTbi7nlrxb+EnPT5i1zxIIR46N2+9mybW0TcWtTFtGzYEaclNzWVtZw2q1cvLkyahKmdFoZHx8nLW1tRtmqKVKjFSF2fxT8ncqKCigr6+PvLw8+vv76ezsFGqGm3/Oz8+j0Wjw+/2cPXuWrKwsjh49SkpKiiDzm6ufoVCItbU1VlZWWF5eZnV1lVAohMPhwG63o1AoUKlULC8vk5OTw8rKCleuXMFkMtHQ0EBfXx8pKSnMzs6SkJCwp8x6IBCgr6+P2dlZFAoFRUVFYkD9Zlonp6Z2Dj51Oh1ra2tMTEwIc+DNUKlU5OTkkJOTg06nEyqPUqVhN9nkQDjA9MY0I+4RRtwjLPsiCQyZXIZGo0Gn1VGdWc0hyyEaMxoxao184MkPkBmfyV8d+6s9kR+InN8ajYbBwUFOnjxJcnIyoVAIi8WC0+mkt7cXq9WKSqWitLSUAwcOkJ2dved5yen1aX7S8xMuTF0A4ETOCe6ruo/sxMi1OFwUZm5ujsHBQYaHh5mYmKCgoICCgoI9HWe/309HR4doeZMqjyqViqmpKTY2NkT7WzAU5KvXvsozY89wa96tfODwB1DKI5+hUqk4dOgQvb2924RiwuEwXV1dogX2RuS5traWCxcuMDo6uuc2y1hIi0tDrVAz45ghGAru+ZjuYx/7+OPGBz/4QRQKBf/8z/9MMBjk05/+NO985zv5yEc+8oKW9ydDgPaxMzQZBfjXlwn7PTd+8RYok9JQJkQy+5JhZVpaGi6Xi5WVFdrb2+nt7SUtLY3i4mKysrLIzMxEpVIJRaitQeaNyJE0kB0Lm5crzRlJKlqSTGt2djb5+fkiWN0cuLrd7pjBrBTQatY0zHkiIgI/H/s5r1K+SmThJeEGhUKBxWIRQbxSqSQhIYHZ2Vnkcjn9/f1YLBZB2mLd+D0eD9PT05w+fZq+vj6OHTsmBp+3Ij4+ntLSUi5durRNbnt4eBi9Xk9OTg5+v5/m5mbW1tbIyMigoaGB4eFhVldXGR8fJxwOEwwGuXLlChaL5aZIUEJCAlqtVlSeZmdnKS8v37WCk52dTVtbG0qlEq/Xy9raGhaLhby8PGZmZsQg/G4EqN/az+DyILOO35IfCbOOWZJ1yagUKtIMabyr8V3I5mXMzMwgl8tpb2+nsbERr9eL2+0WZMTlcrG0tCTMSreeI1t/QiTg3UqYVSoVw8PD4hhJvkiPPfaYMCg1mUwoFApWVlaw2+2YTCbS0tJ429vedkNJarlcLtTliouLCYVC2Gw2ZDIZfX19OJ1ORkZGhB+VyWQSLVmSwezc3BwdHR2YTCYSEhJISUnBZDIJufXNWFlZoaOjQ7ToXbt2TajHwd4JkN1ux2aL3Z4YDodxu93MzMxw/PjxG+4Dp9NJeno66enpgghtPm/D4TBLviXGN8YZc48x5ZnCH4oWLNEr9BTpiyjUF1KgLyA+EI/ZbUbpUPKl61/C7rXzocMfIiM+to/XTtjY2MBut5ORkcHAwABTU1MigVFQUMDRo0eRy+UsLy8zODiIx+MhLy9v1zbCqfUpftLzEy5OXQTgZO5J7q28VxAfCZKyX2ZmJrOzswwODjI4OMjY2BiFhYXk5+fvSITW1tZobW1lY2NDLKusrIzCwkJkMhmzs7P09PRw9uxZikqL+Mn0T2iZa+E1Za/h/rr7t503crmc6upq4uLi6O3t3ZZoHBsbw+l0io6BnaBSqTh48CCXL18WXnMvBHKZnKz4LMbWxlhwLoiZoH3s478rwjIZ4T+wCMIf8vM3d628733v433ve1/U//v6+nYUJdsN+wTofwDkKjWG4gZcw62E/X72WglSJqSgz4u0GY2NjdHZ2UliYiJZWVnCtT07Oxu73c7Kygrnzp0TAV5mZiZZWVmkpaXFnFO5GXIkzRtJM0eb1aUArl+/LgJVKTDVaDTiMxISEtDr9Wg0ml2zkIFAAN+Aj29d/xZ2ux232k18SjxatMKjSKryxMXFiYHzQCCAy+ViYGBAeB4tLy+LVrHNs1ByuRyZTEZ/fz/p6enodDq6u7tZWlqioKCA4eFhlpaWxHtkMhlyuZz09HQyMjLo6uoS2yD9vHDhArW1tSLQyMjIoKCgALvdLlqlsrKyGBsbE8P2Fy9epLa2FovFErW8zQ/peEgBjUajobm5Gbvdzm233SYG7Hfzf1Kr1fj9fgYGBnA6nVgsFiEIMD8/z5NPPonX66W6uhqZTCaqJbYNGz8f+zlXFq9AGIxyI3Peud+cJJEfPnwMzQ9xr+VemhRNzLfN097eLmSni4qK6OvrE0RU2v8KhQK73c7CwgKpqamCVMciONLvO2Xug8EgCwsL3HnnnWi1WkZHR6murmZoaIjp6WnW19fx+XxkZGRQX18vBCVeyNyGXC4nJSVFiB7Mzc0hk8mIi4vDbrfjcrlISkriyJEjWK1Went7iY+PF8dhaWlJyKQrlUrRHpmYmMjCwgLz8/OUl5eTm5vL1atXRWAsYa8EaKfqTzAYZGxsjNra2pgiHlsRCASiZrW0Wi0Wi4VDpw5xdfIql0Yv0Tbbxrp3Pep9MpmMTE0mRfoiivRFZGgyor730jF7fPBxnrI+Rb25ntxgLg6HY8+mnFJLqdPp5PLly4LIJSUlkZubKxIgEPkOLSwsMDY2xujoKJmZmeTm5kbNv8075vlh1w9FxedU7inurbqXrITdSYBMJhNJp5mZGYaGhoR/T1FREXl5eVHn7tjYGP39/aICr9VqaWxsjFoXi8WCyWTiWsc1/vrpv2YhuMD7j72f++ru23Vd8vPzMRgMtLW1bWt/XFpa4vz58zQ0NOzaiiklEq5evYpKpXrBSqk5iTmMrY0xtT61T4D2sY//5njd617H448/HvP+84tf/IK3ve1tUTHhXrFPgP6HQKHVE1d6GPdkL0HHKhFNwx2IkEyG2pyN1lKE1+ujtbWV/v5+kpKSsNvt+P1+0tLSOHr0KHNzc0xPT5OYmEgwGGRtbY2xsTGmp6dFy5zFYiE3N3dPfe+7kSOIzMhsJkTr6+sMDAyI6onf78fr9UZJSEuQy+Vi/kIy+Nz8UKlU1Fvq4XqkRUSlVOE1eMnWR2df8/LyqK6u3rb81NRUEWAmJSXR1NQU1QIl/d7d3U1ZWRmVlZUEg0ESExNpaWkRCmuSCW8gEBAVi4WFBUFmJCIjERO/38+5c+dIS0sjOzubYDBIe3s74XBY7B+p+jM3N8f8/Dwej4eOjg4KCgr2pEi4srIiBvUNBgPt7e3ieO32WFlZYW5uTszbmEwmEbjL5XKMRiNXr15lYmKC4uJijCYj55fO89z8c3hD3ggJREaqIRV70C48PpBBoiaR7PhsXn3k1VSmVrK6ukogEGB8fJwTJ05w6NChHbcnHA7j9/tjHsebQTAYZGNjA6VSyeXLl8V2SpLYGo2GV73qVbziFa/g17/+ddTnv1DExcXhdDqZnZ0lPz+fjIzfVi6qqqrwer2CgF+7di2mf1MgEMBqtTI2NsbY2Jgw3bTb7XR2djIzM0NlZWVUhWYvBCgYDMb87vn9foaHh0lNTeX06dN7agWT/IJ8QR9Ta1OMrY0x65vl646vi9dojVoUPgUGDGTIMshWZZOny0Ov2L2ytOxb5pmVZ4hTxnFr3K0MDAwwMDCAwWAgLS2N9PR0kpOTtyVMNjY2mJyc5Pr164yNjZGSkkI4HCY3N1fMBG6FTCYjIyODjIwM1tbWGB8f58qVKxErgdQ4Ltsvc2bqDOFwmFO5p7iv6r6bDtrlcjk5OTlkZWUxPT3N0NAQfX19jI6OUlRUhMVioaurK0rlLTU1lfr6+phE1BVy8dOVn+LQOniV4VUkzCUwqBukqKho12OXmprK8ePHaWlp2SZe4Xa7uXTpUpRYSiwYjUYaGxtpbW3dVSp/N+Qm5cIkDK0M0ZTddNPv38c+9vHHg5GREd797nfzjW98I+r5v/3bv+WBBx644RjLTtgnQP+DIFdriCtuIOhx4Vuewbc8B6HftlTJ1Do0qdmokzOE7LXVasVms2E0GlldXRWO5CsrK6yurlJZWUlZWRlTU1OMj48LiW+/38/q6ip2u5319XUmJiZEdjQzM/MFK/1IAgiSyMTq6qrIUktB7cmTJ9nY2IgiSm63WyiquVyumGauKpUKtVbN4vwi/oAfuULO6OooFpkFjUYjBBZ2UnkrKCgQBGhtbQ2n07nNa0aaVbrllltEIJGVlYVarWZubo7k5ORtLTIVFRVRPfE9PT1CdMHn8zEwMEBaWhpZWVm89a1vjXq/x+OJkgV2OByMjo4K/xiZTEZDQwMZGRnbqjcQCXp7e3sBePe7383g4CBqtZrbb799TwPxAwMDTE5OEgwGKSgowGQybXuNTCajqKiIhy8/zOXey4TNYdQGNWqiA7NCdSH91n7UCjW5ibkk6SL79ocDP+Sf8/6Z1ZFVFhcXSUxMvKGxYmJiIhMTEwQCgRd8Lm4WNjh37hxOp5OFhQVcLhcmk4mXvvSlQGSOa+t8xNYZuJuBWq0W4gCbW0Xr6+uj2oYCgQBGo5HLly8LBbL09HRRaZuZmWFpaUlUav1+PxMTE3R3dxMIBDAYDLhcLpKTk4Xwwo2O+fz8/DbPLK/Xy+DgIPHx8dx11103JD+hcIjR1VEeb36cy52XmbZPi/2lT9MTTzwGlYHatFrq0uuoS68jIz5y/i4vLwuSH8u7CyAYDvLI4iMEQgFelf6qKLLkcrmiSGFaWhqpqamEw2FmZ2eFQt3o6CgFBQWkpqZy+PDhG/p/SUhKSqK+vp7c4ly+3fxtfnX+V7h9bupT63lH4zs4WHzwd7IIkMvl5Obmkp2dzeTkJMPDw1y9elWY6ZrNZmFcLLW8bcWcY45PPf8p1rxrfO6ln6PGVMPAwADDw8NMTU1RWlpKdnb2judCfHw8J06c4Nq1a6yurkb9T1KNtFqtNDQ07NgCKUlwt7S0cPTo0ZuWxz6QeYD/6PwPnp94njfXvHl/Dmgf/60RlskJy/7AKnB/wM9/6qmnOHbsGJ/73Of4xCc+gcvl4s1vfjPPPPMM//Ef/8Gb3/zmF7TcfQL0PxAKrQFdVilaSwmEQoRDQWQKJbIYN960tDQRUKempuL1etFoNMLbp7Ozk/n5eWpraykoKGB+fp7x8XFWV1dF+4Lb7RZqSGtra/T29oqqUKyM6c1gs0eITCbDaDTuONguSeru9PD7/SwtLaFyqXASGbjuc/VhnIu0bKhUKsrLy+nt7Y2qHBkMBjQajVD/ktZpbGwsKhCXPEuOHj26LQgsLi5mbm6OkZGRbV4oWxXbKisrcbvdTExMMDg4iM/nE22H169f58iRIyI42ZrdjY+Pp7i4GIVCQTAYJBwOi1mZzZUEaX3b2tqQyWScPn2a+Ph4FhcXsdls2O32PR07qQro8/liVprC4TDDK8P8eO7H2DQ2HB4Hvj4fcZY4dCZdVJCVrEvmrqK7WHIvId90MZ5Yn+DRwUdx97pZXFzk/vvvvyGpkdbdbre/oAwz/NY0WQo0jUYjaWlpFBUVCTPehIQEmpub6evrY25uTkhxv9AKUDgcpq+vT7QYSXMcUvZ/M6T2vYMHD3Ly5Ena29tZWVkhPj6evr4+NjY2qKysjGlSm5eXRyAQYH5+nvn5eQDa2tqEAInRaCQ5OXnb+bXV+8ftdjM4OEhqaiqFhYU7tjQtuZa4Pn+djoUOOhc7cfgcrA6s4ndFSIxcJicrIYvbDt7GLVW3UJRctC2olclkmM1mzGYz1dXVLC0tMTs7y+LiYtTs3PnV8yx4FziUdIhC/c7D9k6nk/HxcaxWK4FAgPj4eEwmE0lJSZSXl1NdXc3g4OC2ubzd4Al4+MXAL3hk4BHcfjdHS4/y2qLXonPpmJmc4enxp8nKyiI7O/t3ujbK5XIxBynNJk1OTrKyssJdd921o5HtyOoIf3P2bwiGg3zu1s9RZookl2pqasjPz6evr4/Ozk7Gx8epqKjY8VqrVqtpamqiu7s7ZkukzWbj3LlzVFdX7zjrk5mZic/no7m5mWPHjt2UcmVeUh5lKWUMrAzQOtfK4azDe37vPvaxjz8u5Ofn88QTT3DLLbegVCr50Y9+hNfrpbm5maqqqhe83H0C9D8YMpkMFApku2Rk1Wo1hw4d4uLFyFCuXC4XQX44HKa0tJTx8XHOnj1LbW2tMCO02WwMDw+zuLgosnybA4XJyUkmJyeFjLTFYnlBmfitHhS79fArFAri4+N3fI3H4+Hpp5+mxFRCp6uTUCiEM+REgwafz4dSqUStVu/aXme324W0sc1mw2KxkJycLNTZamtrY97I5XI5hYWFnDlzRqiC7bRNUt//2bNn8fl8Yt4KIrLMAwMDQvZZmnnZvO8NBgMHDx6kra0Nv99POBymra2NAwcOCEGCyclJenp6yMrKoqqqShC21NRUbDYbS0tLNwzQ/H4//f39pKSkxGwnmrPP8dz4c0ysTSBXyzFVmkgqTMKz5sEx7cCz6iEhJwGlTslhy2He2fBOdCod73783Th80eaY37r6Laomqqgvq9+T7O7vSoBWV1f5+c9/LsiuRqOhtrYWmUyGQqHgwIEDYlj/2LFjXLlyhdnZWWF++kIJ0NDQkDAzdbvdbGxsEB8fH/MmEAqFRBXSYDBw7Ngxzp49y6VLlzh8+DC33HILDocDm80m/LtmZ2fR6XQxA9tgMMj6+rogfhA5lyShBrVazcrKijjOdrud4eFhcnJyMJvN5OTkiP+5fC66FrvoWOjg+sJ15p3zUZ8VDoVJkiWRZ8mj0FhITmIOWpWWO47dsSe5Z2luLj09nUAgwOLiIouLi1ybuMaltUuY1WZuTd5uZC3NyFmtVtbX18Vx0uv1JCcnk5CQQHd3N0VFRaLat5Ngy2b4g35+PfJrHux9kHXvOkXGIt5a+1bq0uvEPikrK8NqtTI1NcWFCxeIj48nJydHGOLeDDarvKWlpWEymQgEAmg0GiYnJ1lYWCAvL4/c3FxxrelY6OBzFz6HQWXg72/5eyEnLSE+Pp7Dhw9jtVrp6+ujubmZ1NRUKioqYl5T5XI5tbW1pKam0tnZua0iFwgEuH79OouLi9TU1MQ8rnl5eVEkaK8+VAB3Ft3JwMoAT448uU+A9rGP/+aoq6vj5z//OS972cs4fPgwjz322J5nNnfCPgHaxw2RmJhIXV0d7e3tyGQy3G43RUVFjIyMMDY2Rl1dHVNTU7S2tpKXl0dlZSVGo5FDhw6xvr7O8PAw8/PzIogOBALo9XpBGLq6uqKqQlvbxnbDVpf43+ULMTMzg0wmo9BYyGBgUDxfnF+MTq6jrq5OtAXt1F4HkeymlKF3uVykpaUxNDREUVERU1NTLC8vi+qRTqdDp9OJbH1ycjJTU1PCh0MyztyM8fFxent7KS4uFgHwZoyMjGA0GgWZUalU27LUOp2OI0eOcOXKFaGA19bWRm1tLYuLiywtLVFXVycqFhJSU1MZHBxkaWlpm1fIVvT39+NyuWhoaCA/P5/Ozk4A1jbWeH78eXqtveK1IV8Iz5oHXbIObZIWdZwa55wTJuFtL3kbrzn+GtEa9Lbat/Gv1/5VvDccDjOzMIPaoOat1W/dU2tefHw8Mpnspgcnl5eXmZyc5JFHHsHtdnPw4EE0Gg0dHR1sbGyQmJjIoUOHokiVXq/n2LFjNDc3s7CwIGa7bhZLS0sMDQ0BkeMnVS0bGxtjtpU5nU5CoRAJCQnY7XauX7+OUqnk3e9+N+Pj41y6dIm6ujoKCwspLCykv79ffLflcjk2m018v6T13dqeJbWUTk9PMz09zdLSEvHx8fj9fmw2G+Xl5aSkpBAMBXHpXPyo60dcX7jO0MoQ4S0ziImaRGrTaqnPqCdPk0d/Qn/U/+Pj41+Q141SqYwkIlKT+dfpf8WUbOIDpR9A5VSJORWfz4fVamVpaUkE6nK5HJPJhNlsJi4uDkCYu+r1eubm5ujt7WVpaYlwOEx6ejopKSlR+ygYCnJm4gz/2f2fWN1WLPEW3nPgPRzNPhpTTS0tLY20tDS8Xi+zs7NMTk7S19cn5vtSU1NveH7bbDba2tqiVN6qqqooLCwkGAwyMTEhqsfDw8NYLBYW1At8vfvrpBvSeeCWBzAbdpaHN5vNnDx5kunpaQYGBjh37hw5OTmUlpZGJW4kZGRkYDQauX79epQZrIS5uTlWV1dpaGiIWSUuKSnB5/Nx5coVjhw5ElWx3A0nck/wzfZv0jbfhtVl3XWb9rGPP2aEkRHmD6wC9wf+fIBbbrmF73//+7z3ve9ldnY2SqTnhWCfAO1jT7BYLDgcDoaHhwkGg+KG1dHRQXt7OwcPHsRkMtHf38/q6iqNjY3ExcWRmJjIgQMHxHulAEIiDklJSSQmJuJwOJiammJqaoqEhARRFdot4JFkgTfjhRIgj8cjJI0zNNGtYAveBY4WHBWD5LFu0pvb6+Li4hgcHBTSz+vr66KqI7UTbYVKpcJqtYoh62AwiMlkIiUlBbfbjU4XaQfr7e1lfHwclUpFU1MTCoWCS5cubQuoOzo6OHHiBAaDAbVavS1L7ff7MRqNHDlyhObmZgKBAHa7nf/4j/+gqqqK2267LWalKjExEbVajc1m29VIdG1tjcnJSUKhEDU1NSQkJNDa2cqZ0TNcm7sWkwBsLG2gS44EN8lxyXzgtR/ggPEAPd0RSd6amprIbE3hS3l69GmGVocgDOtr6/gDfmY0M9jUseWXt0KqZO6FAPn9fmZmZpiYmMDn82Gz2QiFQlHBWFJSEk6nk7vuuivmvIJWq6W8vFxUcNrb24X0+V7gdruF8AQgPnc3vym73U44HGZlZYXp6WmKiooEuTGbzczOztLS0iJarsbGxsjOzqa+vj5q2202G1arlaGhoR2rtNL8jaT0trq6SkJaAk92PclKaAW7zk78cjxKVUQ2XiaToVaoqTBVUJ9RT116HflJv5VUl2bcNuNmEiOx8B+d/4HVbeXtB97OnRV3Eg6HGRsbo6Ojg5GREVFNlgRYUlJSorZXUo/LyspCoVCIaoTkaTQxMSFmIE0mE2P+MR4eeZhZxyxmvZkPHf4Qt+TdsmejVcnXZ21tjenpaa5fv45CoRDHSyJlmzE6Okp/f7+oXG1VeVMqlRQVFVFYWCiU6X7e83OeWn6KgsQCPnz4w5j02+f0tkImk5GTk0NmZiajo6OMjo4yOztLUVERBQUF2wi5VqvlyJEjjI2NMTAwsO377/F4uHz5MkVFRZSWlm77XlRVVdHf38/FixdpamqKue1boVaouTX/Vh4beoynR5/mTTVvuuF79rGPffzx4R3veEfU3zqdjpe+9KXcdttt4rnvfOc7N73cfQK0jz2jtLSU5eVl0TKTmZnJwYMHaW1tpaWlhYaGBo4dO0ZbWxvnz5+nurqa7OyIglp8fDwNDQ2UlJQIIiS1m6ytrWE0GqmqqsLtdjM9PU13dzd9fX1YLBZycnJiSqdurrRI2IuiWSwMDAyIZZnVZuQyOaFw5Ca96F+8ocb85va6xMREvF4vfr+fwcFBDh48yPHjx2POHW1sbLCxsYHf72d5eRm3241SqaSzs5O8vDzW19eRyWQEg0GmpqZwu92CVK6traHT6cjOzmZ4eBiVSiUCSL/fT2trK8ePH49JUiS/IalS98gjjzA1NSVky91ud0wCJM1ZzM7Osry8vG1uCH5rgOj3+8nKykIXp+MXg7/g26PfZnlmewZYgt/lR+6Vc1/jfdxdfjdaZSTAPHnyJKOjo7S0tJCZmUlFRQXvOfgePvLUR3C4HLjd7oiMtULJfw79J0cKjwijxt2QmJjI7OzsjupmknjH7OwsRqORkpIS5ubm6OnpERLmErKzs9FqtbsScJVKRVlZmWgNbW5u5uDBgzesagSDQa5duxbVQqTT6URmfSf5ZqlCUVlZyalTp7a1LEpyxz09PfzoRz8iISGBEydObFvn1NRUjEYjY2NjHD58GI1Gw+rqKqurq9hsNuGHY/fYGZobYnZ9Fp/Rh9f5W1NfvVFP2B4mXZNOgaGAalM1dZY6zMlmkpKSiIuLi6psbJa/lrCbfPKN0Gft44nhJygyFnFX3l0MDQ0Jw0+1Wk11dTUpKSnCeNVqtW4L0q1WqyCPEPnOazQavF6vENMIBAI0TzRzpv0Mc5454tRxvCLvFfxZ5Z+RkZrxgobxk5KSSEpKoqKigoWFBaanpxkZGSE5OZns7GwyMzMJh8OinUxCWloadXV1MdvnZDIZ6enpPG99npZQC/Xp9dxhuIPB7kEmhyfJz88nJyfnhq13SqWS0tJScnNzhZLexMQE5eXlURL70mdK3ljt7e3b2pchUr2WBBK2kpzy8nLUajWXLl3i0KFDezof7ii8I0KAxp7mvqr79sUQ9rGP/4bY2jL+kpe8JObzN4t9ArSPPUMmk1FXV8e5c+cIhUL09/dz+vRpjhw5QktLC21tbdTU1HDy5Em6urro6OhgeXmZ6upqkUmNi4ujvr6ekpISRkZGmJ6eJhwOY7PZsNlsJCUlUVNTQzgcZnJyMqoqJA16SwGjpLgmQTLrvFlIGXIJKrmKVHUqC96IZKxX772pAVzJ3PPs2bPo9fpItnuLet1W+Hw+5HI5q6urbGxs0NfXJ9pqJN8gt9tNQkIC6enpLCwsREnaTk9Ps7q6GlGyU6vRaDSo1WpcLpcgNJK3DSCCabvdTm9vL0ajEZ1OJ6oXLS0tHDp0KOYsSGpqqlDEikWAxsfHWV9fR61Ws6pe5T1PvIdl9zIYgVliqq/LZDIaMhq4t+ReTlefjvqfXC6nuLiYzMxMurq6OHPmDJWVlRwxHeGXS79Eo9EQCATQarVM26d5dPBRXlP+mhsep4SEBKanp3E6nWK7JanwiYkJXC4X2dnZnDx5Eq1WS2trK6Ojo9jtdmpqaqKWc9ttt3Hu3DlWVlZiKt1JUCgUlJSUkJKSwsrKCleuXBGkYid0d3djt9ujnsvOzhbtaVvbQEOhEMPDw1y8eJGkpCTuuOOOHZcvVRp6e3txOBxMTk5SXl6+rdIjkQGFQkFiYiKJiYlYciz0WftomWrhV72/ome4h4A3gMqkEoRSJ9eRYcjgROEJCuMKMSh+8z0Kwdz0HHPTEW8nuVxOYmKiqAjPzc0JWXgJL7QC5Av6+PLVL+P3+TmlO8WZ58+IG2d8fDy5ublR1xWInAdWq5WFhQUWFxfxeDzMz89v8zXT6XR4vV48Hg9ryjWeX3meyY1JNHINp5JPcTjpMJqQhr7uPvroE9Ulk8mEyWS6qdkeyYDZYrGwsbHB9PQ0w8PDXLt2jeXlZeLi4oiPj0cul1NeXr6j0AFElPb+7dq/8eTok7y0+KV88PAHCfqDTE5OMjExQX9/P0NDQ1gsFvLz82+owqbVaqmrqxPnkiQTXllZuS0plZiYyMmTJ+nr69umjgiRxMO5c+coLi4WFUsJhYWFaDQarl69SkNDww3NnHOTcik3ldO/3M/5yfPckn/Lrq/fxz7+GPE/XQXuu9/97u9lufsEaB83hbi4OEpKShgYGCAYDNLZ2UlTUxNHjx6lublZDLs2NjZiNpvp7u7GZrNx4MCBqJuowWCgtrZWEKGpqSlCoRBra2u0tbWRkJBAcXEx1dXVYr6gp6eH/v5+MjMzycnJ2UaAdlIk2g1+vz+qtUhCuiadBe8CcoWcdcXNzYmEw2FcLhcKhYLc3FycTidWq3XX9ZMCTinbazAYGBoaoqysjKWlJSorK0lPT6ewsBCv18vGxgYej0dUkEpLS+no6MDtduPz+UR2VZq9kmaAJBNOj8eDSqVicXGRnJwcmpqa8Pv9dHV1AZGAt6WlhcOHD28L6KXt2Lr/IdLKMjg4yPjaOM2OZqZXp0kqTAJAoVagSdLgtXmj3lOaUsqtBbdi0ptwrjrxeDwxiazBYKCpqYmZmRmam5uRjctINaay6IxkvaX3/Ljnx5zMPXnDVh6pIrK+vi6kqqenpzEYDFFmltIQts1mY3p6mvT0dBG4Jicnc+jQIVQqFRkZGczMzOxKgKRjUF9fL877S5cuceTIkZiSwFNTU1HkXNrOpqYmnn/+eYLBYBQBWltbo6OjA7lcTlFRETqdbldyBdDb24vZbObEiROMjIwIQZPN52soFCIcDjNtn+bc0jmuz1+nb7kPX9BHwBtgsnsSjVpDWl4auUm5ZOoyMSvNqPwq4uPjyUjcTpQ3Q2pntdlsBINB2traxPybFNjLZLJtpOhG8Hq9/Mu5f6FrrIumhCYUdgUyuUzMG+4kgKFQKISIQjgcpru7m4WFBQoKCqLaSXU6HRPWCR6cfJBZzSxKuZIjSUc4ZjwW04vI7XYLARiInIPSnFFycvKe/JGkzy0pKSExMZGzZ8+ysbHB3NycmDfbTaAkEArwhUtf4PLMZV5d+mreUf8OZDIZSo2SkpISioqKmJ+fZ2xsTCSgTCYT+fn5pKWl7br/ExISaGpqYmlpid7eXi5fvkx6ejrl5eVRFR2FQkF1dTWpqal0dHSIirSEUCjE4OCg8KParB4o2Qa0t7dTVVW1o4qchNdVvI4Hzj/At65/i4aMBhK1v5vy6D72sY8/DcjCv2sNaR//4xAOh7lw4YKYn6itrSUnJweXy8WVK1fY2NiguLiYsrIyHA4HbW1tuFwuKisrycvLi7lMj8fD6OgoExMTUa0nkmxzeno6i4uLTE5Osry8jM/nY3BwUCgcyeVympqabhh8bkVbWxtzc3Pbnm9db+XX1l+TkJiATqfjJ6/9CQb13qpAUjY9EAiIGSWz2cyRI0d2fI/T6eTMmTPb1k2n01FRUbHNCygWHA4Hzz77rCBBPp9PmMJqtVrkcjnBYBCPx0MwGMRoNJKfnx8VLNntdkZHR0UlSafTceDAASwWC1qtFp1Oh1ar5eLFi6yvrwt5bAm/PPNLfnz5xyyoFwiHwsgVcuIsvw18fE4ftsHIPrEkWLit4LZtalMlJSU7ei1BJIh8/vnnATg/fJ4nrU+iT9NjTv1twH48+zh/efwvd91fPp+PH//4xyiVSoxGI5mZmeTl5UVVGjweD1euXMHpdLK6usr4+Di1tbUolUrS0tKiBAhWVlZoaWnhjjvuiNlS99hjj4nfX/KSl6DX64W/ijQjsXlfrq2tbZvvksvlHD16FKPRyPnz51lfXycuLo6TJ08yODjIxMQEJSUl5Obm8uSTT97wvJubm6OtrY2ysjIhamG1Wuns7CQ5OZn0/HT6bf1cHb/K088+jbZIi0r/20pJyBdCNijDGDByqOoQ2YnZ29qMjh8/jk6nE/NwUtvr1qBXgt1uZ2BgIOq5uLg4KioqUKlUUZWipKSkmMRxdXWViYkJrk9c55tT38SoMvKR8o9QlF+0rdpzI4TDYc6cOUNGRgbl5eU4nU4WFxfpnezlx20/pm2wDU2KhmOlxzhhPEGC8uY8ayRIxsBShSgpKWlXsjE2NiYqxYCYnVxdjfhhbVbCM5vNyOVyAqEA/3jpH7kyc4W31b6N15a/dtfPsNlsjI+Pi4qcXq8nPz+f7OzsG+7DcDjM1NQUAwMD+P1+MjMzKSoq2lZN8nq9dHR0xEyoSEhPT99mzGuz2WhpaaG4uHjXWTiAL1z6AuenznMy5yQfPfbRXV+7j338sUCym+hvu0z8Hubefp9wOJ2UNx5lfX39pn25/lixXwHax01DaoU7f/484XBYZJANBgPHjx/nypUrQiyhsrKSEydO0NPTQ3d3N8vLy9TW1m67eWq1WiorKykqKmJsbIzx8XGR3W5vb8dgMFBcXMyRI0dwu91cvXpVGDfOzs6SkZGxp8HYzZieno5JfiBSAVKpVOi0kTmPMdsY1WnVN1zm8PAwNpuNpqYmrFYr165dAyJB5U6zGrC9jWl2dlYEiPn5+TckPxAhi01NTeIzJWg0GpaWlqioqGB+fp7p6WkqKio4deoUfr9fVJE2NjaQy+UUFBQwNDSE2+1mbW2NX/3qV5SWlkat+9LSElarlWAwSHFxMW6Zm4e6H+K55udQapSYq8zYRmzozNGKTeo4NWmmNE6knqDMVBYz+JqYmKC4uDgmiZDkxHNzcyOtlU8quTJ5Bee0E5/ehzouUpm5OH2ROxbuoC69btsyPB6PaK9cXl4mOzub22+/fds5uZnQh0IhpqenhVx7VlYWtbW1UeuYnJyMUqlkaWlJKPDdCGVlZahUKvr6+oQ8tdFoxOfz0draum0ORVJYBISIw/z8PGfOnEGn03Hy5Eni4uLEDM1uM0mhUIi+vj50Op0IID0BDxO+CYbjhzl39RzjD44TlxmHKk6F2+9GJ9OREZdBfXo9xXHFbIxv4FQ7d/zuxcXFifWVgnEJGxsbggxJxMjv98ecDZFaUKVZuc1qYmq1msTEROLi4nC73aysrODz+QjLwjy6+CgarYZP3/ZpmoqabnQ4YmJhYYGNjQ2xj3wKH0+vPs1TS0/hTnJTZ6njSMYRyjPKt80k3gxCoRArKyusrKwAkaqw1CpnMpnEsQyFQtv8dXJycqiurkYul5OXl0coFMJqtTI/P8/169cJh8OYU838YukXdNg6+F/1/4u7y+++4ToZjUaMRiMVFRVMTEwwOTlJb28vAwMDZGdnk5+fv+Oxl8lkopI6Pj7O+Pg4s7OzpKamUlxcLKpvGo2Gw4cPMzExQW9vb0yBlIWFBaE8KbXFGY1G0Xng8XgoLy/fkcz9ReNf0LHYESFBuSf3ZbH3sY997BOgfbwwSC1qQ0NDBAIBurq6OHz4MFqtVviejI2NiSHZ2tpaTCYTXV1dnDt3jsbGxphDrBqNhvLycgoLCwURCgQCuFwuOjo6GB0dpbKyksTERGpra1lZWWF+fh6Hw8Hzzz9PTk4OBQUFOzqMS3C5XPT09Oz4/wxtRqQS8Jv76cjqyA0JkETGjh07hkKhIC0tDb1eL6R2x8fHo2ZHNmOz3PD4+DgrKyukpKRw6623ioHsvSiGpaenC4lyCUqlkvX1dZ555hksFgs1NTViRiAWfD4f09PTXLlyBY/Hg9frxWq1YjQaUalUokXN5XLRP9zP2bWzNK82szayRsgXwpBkYGl5Cceig4S4BLxrXuRyOUnaJF5d9GqqS6sZHR4Vg+Nbgxafz8fs7KwQ0JAgmbZqtVqqqqrw+XwEAgHe3PRmfjTxI2zDNnQmHXGZccgVcv699d/515f9K0q5UqiUTU5Osri4SFpaGvX19RiNRqxW67aZl/X1dZqbmwUJtVqthMNhUlNTKSgooKKiYtt6y2QyMjMzmZ2d3TMBgshcg1qtprOzkytXrnDgwAHGxsaEjLEEi8USVUHV6XRMTEywsrJCdXU1VVVVYp2k82k3AjQ2NobL7cKYb+Rn/T+jY6GDgZUBAqHfBPFJYFQbCcwHyPRnUp9Vzztf/k4K0gpYWVnh2rVrFOVHn2tbsVt7kiQBv3mOzOVyce7cOfGdd7vdBIPBXWfw7Ha7GJ6XWj01Gg1Ws5WV8Ap35t1JUWLRjq2VN8LIyAg5OTkEZAF+0vETHh16FF/Qx4GMA7zxtjcycGUArVbLbbfdxtraGsvLy1itVqEW+EIRCASiZv20Wi2JiYnMzMyImTe5XE5FRcW27/JmSe1QKMTy8jJfuPgFLsxc4LTxNFnOLEFG9lIN02q1lJWVUVJSwuzsLGNjY0L5zmw2k52dTXp6eswWPqVSKao009PTjI6OcunSJZKTkykqKhLS3nl5eaSmptLb2xs13yhhc1tcVVUVqampxMfHc/z4ca5du0ZzczMNDQ0xWz4TtYm8q/FdfOHyF/ha69eoSq3ac0V/H/vYxx8HvvCFL/De9773pmayd8M+AdrHC0ZxcbEgH1JFwGw2o1arOXLkCJcuXWJoaAi1Wk1+fj4Wi4WkpCTa2tq4dOkSlZWV5Ofnx1y2Wq2mrKyMwsJCxsfHGRsbw+/343A4BLnKyMggNTUVs9lMRkYGPp+P8fFxJiYmyMjIoLCwMObgdCgU4vr167tma+uq68jtzWXaHpm/mHXM7rov5ubmGB0d5dixYyKgkMlk5Ofn09sb8buZmZmhoqIippSww+HA7/czPDyM0+kUvfy1tbWcO3eO8fHxPVWBIFJVsNlsrKysEAwGWVxcZGZmhqSkJGHmuNWUcDPUajWFhYXEx8dz7Vq0ZHVjYyNJSUks2ZZoWWjhuYXn0Bq1hBwh5GE5qiQVmiQNAV+AoD9ISBYi6AtyMPEgR5OOolnVMBuaZXBwEL/fH5k9+I3BrCTSoFJF/FlOnz6NRqNBq9Wi0Wjo7e3F7XZz/PhxZDIZ8/PzhMNhytLLeHPRm/l5x89xTDlY6VshPjueWWb5Rd8vaNA3MDExQTAYJDc3l6qqKhEI22w25ufno1TvlpeXuXbtmjg/JGGE7OxsKioqdvU/yszM5MqVKwSDwT3PcwCipaitrY1HHnkEjUYTNTyekJBAbW2t+HtpaYnu7m48Hg9VVVWkpKREEbKdCFA4HGZyfZL26XZ++etfMuOdQefURb1XKVdSbiqnLr2O+vR6CowF9Pb08sgjj2CbsTHjn6Gnp4e6urpt4gxbcaP5jK2QZNslyflwOIzH46G2tha/38/6+jrr6+sEAgHW19dZXFyMkjJPSEggNTWVUFyIJ2aeQK/QU+Yro7m5GYic2wkJCVGPuLi4HY+V1Wpl1bbKYvwin3/s8zh8DirNlby19q1UmCPKkNOGaVwuF4FAQFRMiouLhV2ARIhu1nNqK1ZXV7l69Sper1dsS2NjI4FAQCQoYl1bZDIZD008xIB3gPeeei+vyH4F8/Pz9Pf309HRgclkIiMjI2q2bSfI5XKys7PJzs5mZWWF8fFxFhYWRBIhIyODrKysbecjROZ+JPPVubk5RkZGaGlpIT4+nqKiIjIzM9Hr9Rw8eJDFxUV6enpE8mgzXC4XV69ejWqLO378OD09PZw/f54DBw7ETK6dyDnBuYlztMy18O3r3+aDhz94M7t/H/v4g2HfByiCz3/+83zkIx950Za3T4D28YIhl8upqanh0qVLQKTCIQ1OazQampqauHjxIj09PahUKrKyskSbXE9PDz09PWI2aKfWBZVKRUlJCQUFBQwPDzM2NibaRFZXVzGZTGRlZYkboc1mY3R0lLm5Oebm5khJSaGwsDDKQFBqU9sJqamp5OXlYRo3CQK0urG64+utViu9vb0cPXp0W4Y5JyeH/v5+QqGQICNbzUUBFhcX6evrw+v1YjQaKSgoEKaKVVVVtLa2ijmcG0Emk9HY2Mjjjz9Of38/GxsbETlqnY6FhQUSExP3JCGbmprKgQMHRCtWIBDg7MWz2FJsPDP/DJPrkwTCARQBBbggLj4OU4UJhUaB1+5FYVZwd8PdvDLvlejRC7Usj8dDQUEBo6ORKpDf799GyObm5ggGgyKAl8xZGxsbRRWor68Pl8tFSkoKL8t+GWfHzqIoUeBZ8bA6skpYFebL81/mMwc/Q1VFVcwB7s1CCAaDgbm5Oa5fvx5F+hYWFlCpVNxyyy07zrBJMBqNqNVqFhYWYh7n3ZCenk5BQQHXrl0jGAwSCARIS0tDqVRy4MABFAoFfr+fnp4eFhcXqampEefD1hZK6W+DwcD0+jRdi110L3XTvdSN3WvHMePAveTGWGqMeLok5Ag/nqrUKiFBLiErK4vq6momJiZ4+umnufvuu0lPT6evr2/H7TGZTHs2rZTg8/miKl8ymYz4+HhKSkqQyWT4/X4mJyfp7+/H7/ej0WhISEhAr9djMpnQ6/WEw2G+P/d9AqEAL09/ORq5Jmr5W1voZDIZBoNhGzHSarU8cukRnpp4Cp/LR3ZCNh8+8mEOZB6IOo/i4+NxuVw4HI4oUQWFQoHZbMZsNlNeXo7P52NlZQWr1cry8rIwTt4L1tbWGB0djapwSSRrcPC3ps3x8fEkJycLImYwGPhm+zd5cvRJXl36at5S8xZkMhnJyclUVlaKFsqRkRG6urpISUkRZOhG15qUlBRSUlKEaevs7KwQrNFqtVgsFrKysrbNC8hkMqFmt7i4yMjICNevX2dgYIDCwkJycnJIS0vDbDYzMjLC8PDwrm1xJSUlFBYWUlNTw/T0NM3NzZSVlW1LrslkMt578L30PNHDM2PPcDL3ZMwW2X3sYx9/nLjrrrv4f//v//H2t789pgLtzWKfAO3jd0JycjJJSUmsra2xuLiIy+USmXSdTkdTUxOXLl2io6MDlUolZGRramqIi4ujt7cXl8tFY2PjjiaLEGmjKC8vJzc3l4ceegiIZIetVisej4e5uTkKCgowGo0cOHAAl8vF6Ogo09PTtLS0EBcXR2FhIXq9XhiexoJGo6Guri6ybbrfBjO2jdiEyWaz0dHRwaFDh2KWZaVheckAdW5ubltgvLi4KCoOUgZVCvwAEUT19fXR0NCw47pLCAQCDA0N4fP5SElJISkpKSpQHR0d3bNfkjTof/HKRa7OXuXq7FW8YS/GYiMqg4qAO8Da8BoymYw4SxwKTSSTXplYya0vvZVX3vLKmMutr6/n2WefjSJAfr8fn88nfg8GgyQmJgrvk9LSUnw+H0tLS/h8PrFNSUlJrKysUOYp4+G5h/H7/YQMIVgH74iXRxMepcBSwMLCgqgoSe1DUnBmt9uF/Phm+P1+FhcXee1rX3tD8iPBYrHEPM43gqQQVl5ezuDgIJOTkwQCAV796ldjMBiYn5+nu7ubpKQkUR2TgmKJ8ITDYeYcczw/8DyjtlEe/NWDrHnWoj4n6A2itqupL6/nlbe+krr0uqhzPRYkE9D8/Hzuu+8+xsfHmZmZEXLnsbC1hXEviOX/k5SUhMPhEDMkEgnIz88nLy+P7Oxs5HI5LpcLu93OE0NPsBhapCG5gSJ90Q0/MxwO43Q6cTqdYiZwzjPHr2d/zeDAIDnVObwh5w28vPTlGJOM20i0NAPjdDp3VJWDSMUmIyND3Lg3NjYEGVpeXhaVna2Qzv/N0t1FRUUxW9ccDoeQMw+Hw5xbP0eLo4Xb8m7jVdmvIhgMRl1nJUlzSbBmfn6eyclJuru7MRqNYn13aynebNrqdDqZmZlhZmZGGKQmJCSQlZUVM4Ejtemtrq4yMjJCT08PQ0NDFBQUkJeXR0lJCVlZWbu2xQ0MDIi5xuzsbBITE2ltbcVms1FTUxO1vSn6FP5X/f/iKy1f4YtXvsg/3v6PpMftvV11H/vYxx8OFy5c4Mc//jGf+tSntv1Pui/cDPYJ0D5+ZxQUFAgp6bGxMaqrfzsrExcXx+HDh7ly5Qqtra0cOXJEBN/SrE57e7swt7tRxljKXlZUVDA1NYXT6SQlJYX+/n4mJiaoqKggMzMTg8FATU0NZWVlTExMMD4+TltbG0NDQyQlJZGamhqTcNXV1Yke8s1B4apnewVofX2d1tZWGhoadpWdtVgsggAtLS3h9/tF8DI2NkZbWxvBYJD8/Pwo6eHN7UuVlZWcOXNGzAbtBEnBS6lUctddd7G6urpN5jsQCNDX17ejWtlmuHwuzi6f5cfLP2Z+cl54+NiGbehSdHidXoIbQeJz4tGn6ilOLub+uvthkV3baTQaDRaLhenpaTQaTcy+fUkq1+128+d//ueYzWZRRRoeHhYBVWJiIlNTU8jn5SSQgEPlQGVQITPK8Nv9PN32NLp5HQ0lDVGBnEqlQqvVMjIyQnd3N4mJiVGteGq1msXFRQ4ePEhVVdWu+2kzLBYLFy5ciDrON8Jms1O9Xi9IUCgUYm5uTvg8VVVVRRErg8HAxOIE/QP9nPWdpXupm2XnMtZuK+oENUZPpNJn0puoTq2mJq2G8FwYr8nLqVOndp0RkhAKhejs7GR9fZ3jx48THx9PTk4Ojz/+OD09PWRmZm6rrkky0jeLzZVZSRrbbreLio1k4Jmfn79N8TE+Ph6vwsuzK8+Sm57LF17+BbRybcSk9TcPh8OB3W7f8Wa55l/jzOoZehw9eGY81KfW85qs16BZ1dB8JdJGJ0lzSw+JxG+twt0IOp2OnJwc0e4nbaf0kKpdVqtVvMdsNpObm7unecDztvNcWL1AXUId9YH6iHT8bxIrW6tE0v6Tqm0ul4uFhQXm5+fp6+sTrYWSXPdOnx8XF0dZWRmlpaWsrq4yMzMjltHX14fZbMZisZCRkRF1/ZXk5KV5rsHBQUZGRsjNzaWgoGBPbXHXrl0TZO7EiRN0dHRw4cIFDh48GCXUcHvB7Vyfv87F6Yt86vlP8f9u/383TADshnA4TDgYRKZQ3JRE+z72sVf8T/cBkvCDH/zgRV3evgz2Pn5nhEIhnnvuOTweDwqFIqai1vLyMlevXhUyvpsJw/r6Oi0tLYTDYQ4dOrSr4aEkGyxhbW2N1NTUKEldo9EYpZYFkQDzySef5Pr163i9XuHonp6eLoLv/Pz8qED3scHH+Eb7NwCQy+Q8cu8jyH9zEVhdXaWtrY26urob+g8Fg0GefvppMVNSW1tLRkYGHR0dLCws4HA4CIfDUa0icrmcl73sZVE31OHhYWZnZzl58uS2AMTv99PX18fMzAxFRUVRKmrNzc386le/inq9TCbjnnvu2VGUweVz8ejgo/xy8Je4/JFWHY/Nw/r4uiBBwUCQ9fF1lFolB195kHeeeCcnck4gk8m4dOkSeXl5u1ZB1tbWuHDhwo7/9/v9eDweGhoaKCsri/rf888/z/DwMAaDgbS0NDGXMOma5KNPfzTSchgKRlr3fAFMDhNHFUeFbHogEBBtiWfOnMFqtW6bsQqFQvj9fg4dOkRycrKoHEmETTKb3Ww8KwV1Z86coaioKKoKEksGW0JHR8c2v5/4+HiWlpbo6+ujuLiY1772tWi1WpZcS5GWtsVuzjSfYWF2AWSQWpeKTC7D7/LjHfPSUN7AS5teSk1aDelxEUPd9fV1zp8/T05OTtRM0U4IBAK0traKgPxVr3qV8JV65plnsNvtYr4qLy9PBJrZ2dmiknozuHr1KjMzM2Km0O/3U1RURHp6Orm5ueTm5u6YJAmHw/zd+b+jZa6Fjx39GCdyT+z4OrfbHUWIFm2LPDP7DFfXrhIMBylTlWGaNXGg+sANSaLL5aK3t5fk5GQRbG9+6PX6PRGWzfB4PJw9e5aJiQnW19eFKe9eSeVF20XOrJyhKr6KP0v9M3HdigWNRiPIkNFoJCkpKWomyuPxiDmf5eVlQqEQKSkpQq47ISFh18A/FAqJOcSlpSVCoZAgyFlZWZjN5m3vd7vdjI6OCqW7rKwsioqK0Gq1jI6O7tgWJ8FoNFJSUiIIVXV1ddS1KBAK8MC5B7i+cJ28xDw+f9vniVPfWEU0HA7j6u9j/cplXAP9uPr7CEhVS5kMlclEXEUlhrIKkk6dQpeTe8Nlvtg4ffo0586di3ouMTGRhoYGPvOZz3Dq1Knf+zrcf//94vwFyMvL4/Tp03zve9/7vX/2nxIkGeze9qt/FDLYlQ2H/+Ay2KFQiNbWVjHrfezYsZu+vkrYrwDt43eGJL0qmaNOTU1tCyZNJhONjY20trbS3NzM8ePHReYxMTGREydOcPXqVS5fvkxDQ0PMG70kRbwZNTU1VFdXMzY2xvDwsPDeuXjxIhaLhbKyMvR6PQsLC4RCIWpqarDZbMLhfWlpSQwtl5eXRy17c1YwFA6x7lnHqDOyuLhIV1fXjsO2WyHd7GdmZgCEy/rGxgbJyclkZ2fHDH63BgWFhYVMT08zMTERpfokrY9Go+HEiRPbLk4HDhzg+eefj5qtCIfDjI6OkpycHDWo7vK5+OXgL3l08FFBfCRojVrC4TD2CTuEwbvmhXU4UXaCr7z+K2jVv21v2U3yW0JSUhIJCQkxB+lDoRDDw8MkJycLTyApkBoaGuLs2bMkJSVx5513kpOTI/ZVhaGC0/mnOT91HqV0edOBN9FLdXU16hU1wWCQxsZGtFotly9fxmKxEA6Hhdmi3+9HoVAI5T2NRoPL5drTzIb0+oWFBcbGxmhoaBAESRoUV6lUuFwuQZgmJye3HX9JHCI+Pp7CikIm7BP89Y/+mjXjGsve386vuIisk16p55D5EAfzD2Lym5hPnaeurk5UFyT09/cjl8t39VmS4PF4uHr1KvHx8dTX19Pe3i5uNIuLi/j9fnQ6HeXl5VitVoaHhzEajWRlZd20+AH81kdJUtyDSEXh6NGjFBYW3vAmd3HqIi1zLRy2HOZ4zvEdXyfN/BgMBsxpZp4efZr/nPpP1lXrHCk6wt15d7M0sMSycpnk5ORdBUOAqDksycx16+fp9Xri4+MxGAyCGMXHx+/YxtbS0oLf7xeGrZL31OrqapRhbCw0rzVzZuUM5XHlvCr1VbuSH4j48GxWm5PJZFGzUImJiUKBMBwOs7a2htVqZXFxkf7+flQqlTBzNZvN2wiqXC4XrXQ+n4+5uTlmZmbE3JBUDc7KyhKJMb1eT3V1NSUlJULYRjJkzc3N5dSpU/T19bG4uBhzm2w2G1evXiU5OZmCggL6+vqYn5+nuroajUaDUq7k4yc+zief/ySDK4M8cO4BHrjlgW2zbxLCgQDLT/6axZ89yMbIMCgUEArB5vxxOIzfasV24Ty2C+eZ+frXiK9vIO1195J04uR/aXWovr6er33ta0AkAWe1Wvn3f/937rjjDtra2qisrPwvW5d97OPFwsLCAq985Svp6OggJSWF5eVlSkpKePrpp1/QPWefAO3jRUFubi5DQ0NCxrmgoGDbBT89PZ2amho6OztpaWnhxIkTImMuyWe3t7dz7dq1mMafS0tLUS7s0udKrvfZ2dkMDQ2J/vfZ2Vnm5+cxm83iRim10CUnJ+NwOFhYWMBmswlloaKiIpGR3NoWYfPYcK+66e/v5/DhwzeVBZHavebn55mdnaWuro6KigpKS0u5fPnyttfHWrYkiNDW1obFYkEmk9Hb28vc3JwYBI4VJCqVSioqKrYN9weDQbq6ukhISECulfPLgV/y6NCjuP3bW0wk6JIjwU14IkxpfCmaIg3p6nQW5xfJzY1kO71eL4FAYE++TDk5OTHlyMfHxwmFQpjNZubm5lhbW2NmZgaNRkM4HKaurk5UBbbi/rr7aZ5txheMNtp8aPwhvnLnV5ienOb8+fNCtTA1NRWHwyGMNaXs8bVr1zh9+jRqtVq03m3+udlsVvoZDAbZ2NhApVIxNDQkpMOlbZKgUqnQaDS43W6Gh4dRKBQolUqUSiXL68s45A78Jj/rieus+FZwzDjwOXxo4jQkFSWRqE+kOrWa7NxsfFM+THoTB6oOkJmZSV9fX9QMmQSr1YrVahWZ9N3gdDqF0pbkHwWI7/RWwmY2m0lKSmJmZoahoSEOHTq06/IlBAIBZmdnGR8fZ3l5maWlJWQyGSaTidTUVFJSUnZV3ZPg8Dr4etvX0av0vOfAe24YbIbDYa7NXeM717/DrGMWS7yFDx76IIcsh/B4PDw/+Tx33303aWlpbGxsRLXQORwOnE6n+C4pFAo0Go0477e21obD4R0JtFqtjqoWbWxsiPNBIk6HDh0SxzI1NVUs0263Y7PZBClyu920rrfyzPIzFBuKuTvtbhSyvSsRbl5fSW1vM3Q63TZSpFarhdLd2NgYnZ2dEWL5GzKUkpISRfLUajV5eXnk5eXhcrmYnZ1lZmaGsbExxsbGiIuLIysrS7QxazQaysrKKCoqYnp6mqmpKdra2lCr1WRlZVFRUcHk5OSOyYnV1VVWV1dJSkrC7XZz9uxZqquryczMRKvU8plTn+Gvnv0r+pf7+YeL/8AnT34SpTz6+LnHRhl74G8ixEcik7vNG2y6xjo6O3Bcbyfh8BHy/+rjqM2pN3cwXiASEhK2GSDffvvtmM1mvve97/GFL3zhv2Q99vHiYF8FLoL/+3//LyUlJZw5c4a4uDjW19d5z3vew0c+8hEefPDBm17ePgHax4sCtVodaUGanGRjY4OFhYWYKh05OTm4XC6h/HPw4EHxP6VSycGDB0W/uNPpFOZ+AJOTk1HLkgJWCRqNhurqavLy8ujr6xOE6cknnyQcDm9rt5B63qXM5vT0tMh4FxcXY0yIru50j3QT74jn6NGjN/QZ2or4+HihYKdSqcjJyaGsrIxgMBhTkW6nOZ/U1FSSk5M5c+YMcrkcvV7PyZMnb1htSUxMJD8/n9HRUfFcIBDA6XHy+Z9+npH4ETxhzy5LiCAjLoPXH3o9tnYbXV1d6DP1IrC499570Wq1OByOPbf9ZGVl0dfXF0XMJMKTlpbGwMAACwsLHD16lMOHD5OUlMT58+dRqVRkZmbGXKbZYOY1Za/hJ70/iXp+3jnPEyNPcDr9NAqFArvdzsLCgqj8uN1uysvLqa+vF2arUpVSpVLtidAFg0FBhjQaDenp6ZjNZnw+H2NjYwQCAQKBADqdjmAwyNDQEOsb61h9VuZcc0zNT+E3+EksS0TlVcFSZLmaJA2pgVQSnAkUTBdw+sBpElQJBINBOlY6mF+fZ2BgALlczszMDB6PJ2quKhwOi2x9UdHuwgA2m42Wlhbh3bIVki/UVqhUKjHHNjw8zMzMDNXV1TG/K06nk4mJCaanp0VraCgUEt9RKWjerR12M77Z/k3Wveu87+D7SNHvLvAxujrKd65/h66lLuLV8byr8V3cWXSnCHylQFw6LyS/IulviOzPjY0NIZ7gcDiYmZnZJjJwI/h8PhGkbxY7kMlkpKam0tDQwNTUFAaDAb1eLx5yuVwIGEjiHL8a+FXERyrrAPem34vT7ty1TexmIZklb666SFVK6fqiVqvFNnV3d+P1eklKShIVIqPRKK4LBoOBkpISSkpKsNlszMzMMDc3x8DAAAMDA+IYpKWlkZycTH5+Pvn5+aytrQkjY0l6XAqGtibIJEjiGgqFgubmZrKzs6mpqSFeE89nb/0sH336o7TNt/GlK1/i/x79v+IesfizB5n6ypd/u6DwTe7P3+x/e+s1ut94LwWf+huMJ3//LWixoNfr0Wq1N0wOOJ1OPv3pT/Pggw9is9koLy/nM5/5DK985W8Fbb71rW/xpS99iZGREdLS0njHO97BJz/5yT2f+z/96U/5+7//e4aGhoiLi+OOO+7gC1/4woui7LWPP108//zz4toAkbjm3/7t33a0U7kR9gnQPl405OXlCZKytLS048WsrKyM9fV1FhYWGBkZiQrIZDIZlZWVGAwGenp62NjYoLGxUah/bUas7D9EyMbhw4eZn5/npz/9qWhhmZiYYHFxkZycHNFqYTabhYFkaWmpEExob29Hq9fisXnQGrW4nC5GZkZ4313vu2kzRavVyvXr14XqWGFhoVB8Wl1dJdYY3tYBbwlra2vY7XZaWlp4zWtes6uE+Gao1WpSUlJwOp0sLi7iC/g4O3qWHnsPvqAPjVFDUkHSju/PiMvgvqr7OJV7iumpabq13dTV1eHxeBgYGBAzXkePHt1T+5sElUpFRkYGs7OzhMNhpqam6Orqwmg04nA4SEtLIzU1laqqKqH0tb6+jkwm2/Vm+dqK1/L02NPb5Mu/1/o9/Al+dHIdZWVlrKysMDExwdzcHEVFRTQ2NmK1WllbW9uT4t5WKBQKETBXVlZGzRZJhqFuvxttkZanLj9Ft7+bJc8SnjUPnhUPhkwDmXWZaFVaCgwF5OnzyNXmkixPxueNkKjFxUVaWlooLS1Fo9GIuQqpytDR0UE4HBbBjlqtxm63Mz4+TklJCYODg1FzS5tnmVZWVujs7Nw2M7EZMzMzMc9ZCdXV1eh0OkZHRzl//jyFhYUUFhYik8lYXFxkYmJi22B/fn4+KysrUQQd9kaA2ubaODNxhurUau4ovGPH1y27l/l+5/c5M3EGpVzJa8tfy+sqXhdliOnz+ZicnLzhfJRUndHr9WIGMT4+Xsz3uVyuKHLkdDpxu90xCUkoFNomdmAymYTXzsrKyrb3aLVa8fkGg4HO9U6+0/8d6jLreODWB9CqtIRCIVElkipFW811f1dILcdbkzgGg0GIJfj9fpaWlhgbGwMQ80Nms1lcJ6T5I+k7I7UoS0pyKpWK1NRUcT2ora2lsrKSubk5pqamWFxcRC6Xo1ar8Xg8OyZfgsEgcrmcwcFBpqamOHLkCBaLhb+79e/42LMf4/zU+UgV8eB7mP/ed5n79jdfnB0VDBLa2GDkE39Fwac+Q8pL73xxlrsDwuGwSCyEw2FWVlb48pe/jNfr5R3veMeO7wuFQtx555309fXxwAMPUF5ezg9+8APuvvtunn32WU6fPs3nP/95PvGJT/CBD3yAL33pS3R0dPCZz3yG6elpvv3tb99w3S5dusSb3vQmPv3pT3Py5ElmZmb46Ec/yhve8AbOnj37Yu2CPymE+SMQQeAPL4IgfX83Q7rHvRDsE6B9vGhISEgQGcDdfHZkMhkNDQ2cP3+egYEBEhMTtwkJ5OXlodfraWtr4+LFi9tUwhQKxa4D9lJFp6CggPj4eGZnZ/H7/WxsbDA4OEhCQgLFxcXU1dUJAqHRaCgtLRXmq6Ojo3imPFjHrKhMKtIP3dgbY+s6DA4OMjw8jEwm48iRIywsLCCTyUQwstmPRIJer9/WR+/1eunv72dmZoacnBzuuusufD7fnvvKpcycKd3EheELdM10oUnVoDZELhxem5eNlQ10KdGfmxmXyX1V93Ey9yQKuUIQHplMxu233878/DyDg4M4nU5BzKR5h73CbDbT0tIiWlwqKyspLCwU+zoUCrGwsEBmZiazsxFDWpPJFFM5ToJWqeX+2vv5YvMXxXNutxuH3cHz/ud5ufnlQCQYk3xk5ubmhNBEYWHhrsvfCywWC4ODgyzblxmxj/DkyJNMrk2y5FpCO6DFs+oh6AviXnKjQMGhw4d4zateQ11GHYXJhTFnN0KhEL29vfT29hIOhykuLsbtdmOz2cQshlqtxmAwoFKpxDk/MDAgSMvmVrzNsFqtTE9PCwW68fFxoYgnZehHR0dpb29nY2NDtO1t/rlZVay4uBiLxUJ7ezstLS3odDpR2VGpVGRnZ5OXlydeLwXIm3EjArTh3+Bfr/0raoWaDxz6QMzvw4Z/g5/1/YxfDP4CX9DHyZyTvK3ubaQatrcjTUxMoNFodqwu7gTpfHc4HOTk5JCUlLRt3SXxBYkYOZ3O/5+9946P7K7P/d/Tu6ap9153V9v7em2vO7YpAfKjJJh7MfUGAiSUSyjBlMClhAAmBUIJELCxMe7G611v8fbVaqVV710ajWY0vc/5/TGcY400KlsgCeix57XSaObMmTPlfJ7v5/k8D263m5aWFun7UiaTrcnsQMzTcrlcdPm7eGzmMYo0RewK7+Kl376URo70ej2FhYVUV1cjl8vx+XySbM7j8dzQLpGITJI/hUKBXC7H4XBI3bKsrCzy8vKw2+1SJ0fs+ohSvJmZGWZmZqSZIZlMhtVqJT8/n7y8PEpLS/F6vYyOjkpzlqFQiEgkgtFoXNKVUCgUmM1mPB4PTzzxBPX19ezbt4/P3/x5PvnSJ3l+4Hmyjl6i/qml0tzrhiAw+NDnURhNWPbuu/Hb/x3ELvlifOlLX1piKLMQzz33HK+88gq/+c1vuP/++wG49dZb6e/v58iRI2zZsoUvfOELvOc97+Fb30p1xu644w7sdjvvete7+MhHPrLqfNGJEyfQ6XR87GMfk77j7Xa7ZIS07qS3juVwyy238L73vY9//ud/xmAw4Pf7ef/738/NN998TdtbJ0DruKGwWlMmAT6fb0UbYLVazY4dOzh58iQtLS0cOHBgiVQmNzeXffv28fLLL3PixAnq6+slYlBaWrpiu10ckBWlJHa7nampKaamphAEAZ/PRzAYZGxsbMnsjFKppKamhrKyMv7x0j8yNzaHyqni0vlL3FV815oydEKhEC0tLbhcLnQ6HVu3bsVqtXL48GFJpjExMZGRAC3s/ogzVb29vWRlZXHgwAHMZjPBYJCjR4+uudsSjAU5MnSEcxPniMgiJGVLix7fuA+1SY1CraDIVMSfN/25RHxEtLa2EovFqKqqkuYBqqqq6O/vf7Ug6+rirrtWXuEUSc3o6ChOp5NoNEo8Hmf//v0Zi8/R0VEKCwulnJa1FKg3l9/MU71P0TfXh8/vIxhIzTZd8l5ie9Z28jSpTKo9e/ZQW1vL5cuXOX/+PJOTk1dle70YgWiAjtkO2mbaeL7reb7Z/030eXpmJlLSoVgwhiwuI0eegz6up3FrI9sbt3PrLbdmzJJaCLlczsaNGzGZTLS3tzM8PExeXh4Gg0HqYjqdTiorK2lqaiKZTNLT00M4HKa+vp7s7OyM80uDg4NMTU1RV1eHTqdbUsDOzc0xOTnJhQsXMs5sQap4r6mpkT734XCY2dlZqdB2OBwUFhayb98+qqur0el0kqOcXC5fNgNoJfzk8k9wBp28c/M7KTCldwQTyQQvDr7IT9t+iifioSG7gf+95X9Tl53ZACIejzM4OEh9ff1VF2GiJGMlK+yF5gt5eXkEg0HOnDkjHbN4PC7NZ4kEKRgMrtht6w308vjM4xRoCnhLwVtQy9Ukk0np/pmgVqslcmSz2UgkEkQiEUKhEIFAYFXTh2tFIpGQjBvUajXxeByHw8HY2FgquyuZRK/Xk5eXJ5kmiCYodXV1hMNhHA4HMzMzzM7O4nK56OzslO6Tl5dHfX09MzMzjI6O4nA4mJubIxKJYDabl3xPms1mKYuutbWVm2++mS/e8kW++/inqHn690B+JAgMfv5zbPzPR1CtwUTnWrB161b+5V/+JfVogoDb7ea5557jU5/6FIFAgC984QsZ73fixAlUKhX33nuvdJ1MJuPkyZMAPP/88wSDQe6//36pwwRI8rgXX3xxVQJ08OBBPvWpT7Fx40be/OY3c88993DHHXdw9913X9dzXscfP7761a9y2223YbVayc7Oxul00tTUxNNPP31N21snQOu4oRAJEKTkWitZRJvNZjZt2kRraysXLlxg3759afarkOoqiVKK7u5u6uvrMRqNKw5GDw8PL1lNVigU0nzB+Pg4WVlZmEwmuru7mZycZPPmzWnW3GL2SVFpEbJCGSFHCMecg1OnTpGdnU19ff2yDnDT09MSUcjPz2fz5s0SESwsLJT2TZyXWgyRADkcDjo6OojH42zatCmt46XX6ykuLqa3t5dt27YteyxcIRdP9jzJf5z4D3xzqeJMrpSjz9UvKayEuIB6Vs2H/uxDHCw/uKQDIUqXTCZT2iri1q1bcbvd+Hw+tFot4+PjjIyMZHRl8Xg8jI2NMT4+LuWgNDc34/V6EQRhWWIzOzuLw+HA5/NJrlKrQSaT8b83/2/e9/j70mYDBEHgt87f8s6yd7Jr1y5sNptk2hCLxdi6dSvnzp2jtLSUhoaGVXXtoViIjtkO2mfaaXe00+/qR/idV3hAFSDijmAptFBuKadIX4R/2E+BuQCdVidZR+/YvmNV8rMQ5eXlqFQqLl26RH9/v2RlLDp5icWe6MooGpBkKuw7OzspLCzkDW94AzqdLi2YVryMjY0RDofRarVkZ2eTSCSkeaZ4PE4ikUAQBPR6vSQ1FQmUuGK/efNmfD4fhw8fpqurK20eLxKJ0NnZmWYGYTAY6O3tTctlEn9WqVQMeAZ4uvdpqm3VvLbutWmvb8tUCz+49APGvGMUGAt4/473s6d4z4rEZnR0FLlcfk0BrkajEZlMltHRMBN8Ph9nzpyR3pcWi4WdO3cumTMTBIFwOEwwGCQQCBAMBqVL+2w7v5r+FTnqHN5S8Ba0irV1p0Xym4lwio+ZTCal11ZcnBCP/0K79+uBUqlcElUQCAQYHx+XuspyuRyr1Upubi75+fkUFBTQ2NiIRqPB5XJJ3aGhoSGGhoZQKpXk5ORQXFxMXV2dJLkUw1nFeSTx+1ihUFBRUYHX6+X555/HpNfz56czB9LeMAgCiWCAka9/leovfPn38hAmk4nt27enXXfHHXfg9/v5yle+wgc/+EHJUGMhxJy55SSEohzznnvuyfh3cYFqJezZs4dnn32Wb3zjG3zta1/jS1/6Evn5+XziE5/gQx/60Kr3/1PEuglCCqWlpXR2dnL8+HEcDgfl5eXs2LFjSd24VqwToHXcUCw8oa1GgCCVF+J2u6X08cXZIfPz89IgZldXF93d3dxzzz3LypMcDseyK9SQkrndeeed2O122traJIenEydOUFlZSV1dHYIgcO7cOYxGI40VjThGHJiKTdhMNspKyxgdHeXkyZPSiqPo2JZMJunq6mJwcBC5XE5TU9OSIfKioiKJAE1OTqLRaJbI3bRarWQHXFVVRXV1dcaCo6amhqNHj+L1epe4xg3PD/NE9xMcGzlGPBknEk8/qav0KhQaBYlIakXWrrdzU+lNNOY2UiaULSE/fr+fzs5O5HI5W7ZsSTtBigPKYtcvmUzidDrp6uqioaGBcDgsuT2FQiGKiorYs2cPZrMZQRC4cOECBQUFq5oMnD9/HiBtSH4lRKNR5vvnqVJV0RHuSPvbWHQMbbUWmy3l9JeVlcXMzAxGo5FbbrmFQCBAW1sbR48eZePGjWmSpHA8TNdsVyqLx9FOn6uP5KLhaKVcSb29nvqaevzdft5+99s5ojrC8ePH8Tl8bKzeKDkY1tTUXFNoaFFRESqVihdffJGenh7Ky8sl4iP+OzAwQDQaZcuWLUuKf0EQaGtrw+12s2/fPkmOkimYVpzf0Wq1yxojCIKARqPBYDBQWloq2b/n5eVJsyCiPFaU2JWUlKDRaKT3zsLug1wuX1auF0vG+Lfxf8Mdc/M67es48tIRVCoVzriTZ6efpd/fj1Ft5L7y+7it7DZ0Mh0OhwOVSiURLPEil8tJJpMMDAxQUVFxTSdThUKByWTC6/USDAZXNEkRLZrF52qxWNi1a1dGHbtMJpNmyhZ2nofcQ3zr8Ldormrm7/b8Hcq4Mo0ciYTpWuRtMpkMhUIhudsZDAbJ3TAQCOBwOCTHO4VCIc2PLSRI4s9XA4VCIXWVRUQiEfx+vzRDJJJqo9FITk6O1C0Srer9fr/U6YfU+aiyspLq6mpmZ2fp6OjgypUr6PV67HY7FosFpVJJVlYWGzZsIH7yOLLJqd9/qZdM4n75KL7LrZiaN/++H03C5s2bicfjDA0NZSRAFouFubk5KQJARGtrK/F4XOrI/uxnP6O2tnbJ/RcahayEO++8kzvvvJNgMMiRI0f41re+xV//9V+ze/dudu3adW1Pbh1/tBDzwERUV1dLs+OiLH5x5MNasE6A1nFDsVCystIc0EJs2LABr9fL2NgYNpst7Y3c3d0NpCQTDQ0N9PX1SZ2AxZIGr9fLxYsXV5SMFBQUSBKXm2++me7uboaGhqRcnLGxMaLRKDU1NdTX13P6wmnpvjFZjE2bNlFdXU1vby/j4+PMzMxQWFhIcXExPT09eDweDAYDW7duzSjfsVgsGAwGAoEAXq8XuVwudUoSiQTz8/OcOXOG3Nxcbr755hW7Anq9npKSEnp6etixYweCINA63crjXY/TOtO66nE3FBjQe/XsydtDY06jRHq6urrIzc2VCIkgCFy6dIlEIkF9fX1apwyQnJ0KCwsJBoOo1SkZzunTp+no6ECn05Gbm0tNTQ15eXlpBWZbWxt+v599+/Zx6dKlJUYXIsTZl8bGxjWt0AeDQc6ePYvf7+eQ7RA9gR7iyZRkQ6VSYbFY+M/u/2R/5X5UipQl9eTkpBQyazKl3P5GR0c5e+EsfqWfsC1Mj6eH3rleEkK6Da5SrqTWVsumvE1szNtIfXY9akWqoD0VPUV/bz8vvfQSPp+PsrIyCgsLpTDetWTyLAfxfdLX18fQ0BCBQEDqKoXDYQYHByVL6cXH8+LFi0QiEfbt27emYlV8vy6EKG2bn5+X5FtFRUVUVFSQn5+/7Eryrbfeyvj4OF1dXdL+ZWVlSZ2lRCJBRUUFhYWFGTtST489jTvhZp9tH7mqXFwBFy+7XqbF24IcOdvN2zlgPYAuoKO7s3vF5yWXy3G5XIyNjSGTyXA4HGmdqLVexLmSubm5ZQnQ7Ows58+fl6Rg2dnZ7Nix46o6Kq6Qi88fT2XWPHTrQ+QYll9kErtHmcjRco5pmaBQKCSrbnFRSxAEotGotD2Px0MwGJQMXsThZNHyfTE5WkhGl4NIxkXyl0wm0x5vYmKCSCSCUqmU9k+cf4vH45LRjkajISsrS5ovFF3khoaGsFgs2Gw2LGYzBX29az4m1w2FgpnHHv2DEqDTp0+jUCgyLmIAHDhwgK997Ws8++yzkgxOEATe9a53UVxczA9+8APUajUTExO89a1vle7X1tbGRz7yET7zmc+s+v38N3/zNxw/fpyzZ8+i1+u59957peDksbGxdQK0jiUoLy+XFvDE+m7h7zKZbNlctJWwToDWcUMhrqaJ7kNrgVwuZ/v27bz88st0dHSQm5uLVqvF6XSmOSOp1WruvfdeZmdnOX36NHv27JFIUCQS4dy5c2m65MWwWCxpK+FKpZINGzZQVFREa2src3NztLW1kZOTQ2lpKbFYLKNkRq/Xs3nzZqqrq+np6aG9vZ2nnnoKi8XCjh072LVr14on9cLCQvr6+vB6vZL179zcHKOjoxQVFbFz585VO2ciampqePHwi/zm8m84PHGYYc/wmu6Xrc/mwV0PcrD6IKdeOZVGGpPJJC0tLezfvx+5XE5fXx/z8/NYrdaMFsp6vV5axbdYLPj9fi5duoTBYEAQBLZu3ZrxhNvd3Y3D4WD//v2o1WpKS0uXJUAej4dAIEAoFFp1lXF+fp5z585JhZhZZWaPZQ8nXCfQaDSYLWZkMhlT/ime7n2a1ze8XiqEtFot3oiXztlOOmc76XB00OvqZX5snqg3iqnYhC5bh0KmoMZWk0Z4MoUoJhIJ/H4/Tz31FIIgUFJSIr2nxNmw6x36LSwsZMOGDXR2dtLR0YFer0elUtHV1UUikVgS8BuPxzl37hwKhYI9e/asueMxOzuLxWIhkUjgdDqZmZmRimjRgl6cDVsLiouLyc/Pp7e3lyNHjmAymcjLy5M6og0NDRnn7ca943SNdbG5cjNfvOuLvDjwIo9dfgyfysdtDbfx5uo3Y1Pb0ghTNBqV5mwWX5LJJOPj45jNZsnq+VogutiNjY1RW1uLQqFIK/JdLpdkiCJ2xwoKCnA4HMuSqsUEMhKP8IXjX8Ab8fLlQ19ekfxAqpus1b7a6VyIZDIpdXWCwSDhcJhQKCQZLIRCoRWLCplMJhGUhZ3/eDxOMBgkFApJZGU5t0txO2JAsPjvwp8XXycSnYXBxWL3x+v1MjU1RSKRQKfTSUQ0FosRDoeJxWISCTObzfh8PoaHh1OS3XiMIudSe/ffGxIJ3C8fJTY3h2oNc6VXA6/Xy5kzZ6Tfo9Eov/nNb/jZz37Gu9/97mXPL695zWvYs2cP73znO3nooYeorq7mZz/7GW1tbXz729/GbrfzsY99jE9/+tN4vV5uvvlmJiYm+PSnP41MJlvVPRHgtttu4xvf+AYPPPAAb3/724lGo3z1q1/FZrNx66233rBj8McEQSb7r3eB+y80p1hOCXC9WCdA67jhsFgseL1eotEooVBoicQrE7RaLU1NTbS2ttLW1sbOnTul7o+IhaF4p0+f5tSpU1Imz7lz51YsXHQ6HTt37sxY7FmtVrZs2cITTzxBYWEh2dnZ0hCtJ+nJsLVXt6lUKtMCAt1uN52dndTW1i7rGFdUVERXV5dUdLS0tCAIAkVFRdx5551rJj/+qJ/nh57nJ4M/wdXqwlq9+kBttj6bg+UHachuYEfxDmxWGzU1NfT2pq98ejwe+vr6yMvLo7e3F4VCsayMyuVyMTc3R09PD2azmT179qQVbp2dnRiNxrQuhJjuvm/fPun9kZeXJ7kILoZIhOVy+Yr5QjMzM1y8eHFJ4bbXspe+ZB+CRmChvuUXV35BpaGSZ049w6RiksOHDyMbWfRFrwJrpZV8IZ8sTxZNhiZee/NrsWUtLSoXwul0cvnyZYkkiHMikCr6tm3bds32nQshGn0kEgmGh4dxuVycPn0ap9NJYWFhWicyEolw9uxZjEYjmzdvXlNWE6QKyJmZGVQqFXNzc9Lx1Wg05OXlsWPHjiXy1bVAqVRSX19PZ2cnQ0NDzM7OUlZWJmXcLIYgCPzLhX8hISS4vfJ2PvbixxiaH6LIVMQnD3ySLQVbrnofXC4XsViM/fv3o9VqM5KkxRexUyWSqkQiIZEAt9u9pLsyOzubdhLPyclBLpfT3t6+4r7J5XKJDCkUCn4x8QuueK7wzpp3EhoP0THdIREtUbYmXuRy+aq/i6YMy0EkDgvJ0WKStNg0QVwEW0iEF84yLexARaNRBEFYIn9c7ZgsR5ays7PJz8+X8rhEEiaeG5RKJfF4XJLwAdL3tmagnwRwbdME14hkEs/5c2TfdWMNAC5dusSePXuk37VaLVVVVXzxi1/kb//2b5e9n0Kh4LnnnuOTn/wkn/3sZ/H7/TQ3N/PCCy9I23vooYcoKCjgu9/9Ll/96lexWq3cdtttfOlLX8r4mV2Mu+66i5/97Gd87Wtf4w1veAMymYz9+/fz8ssvZyTq61jHwsgTv9/Ps88+y/DwMIWFhdx7771rzotbjHUCtI4bjoVF3dW0JUtKSpiYmJCK2MUdpJqaGqkY2Lt3L6dOnZIsspdLAofUSW/nzp3Lzg1NTk7S0dHB3XffjV6vp7W1lfn5ecLhMMP9w8wH5zGVpMvtxOI2GAySl5fHPffcQzwep6enh5GREcbGxigvL6e6unrJ45pMJqLRKDMzM3i9Xqqqqti2bZuUdbEaZvwz/KbnN7w4+CLheJiEJUF0IkosEENlyCxlKjOX0VzUTH32UoermpoaSca0EN3d3fT09KRlM4kQgx/F/B6LxUJ9fT2CILB9+3bMZjMnT54kFotJcz579uzBarUyMTFBd3c3u3fvTpMxigPoi7NgotGolEovk8mIRqMZiYM4R5Zppbm5qZkPKz7M109/nVA0hC/qwx/144v6eEPXGyhSFiFXywl6g+TEc9BqtNTb62nMaaQpt4k6ex06lY5oNEpHRwdnTp6hvr6eioqKJcczFovR2dnJ5OSkJLex2WwMDQ1JHY2mpqZlTTSuBaLVe35+PtnZ2Zw+fVqSeYoIhUKcPn2a3NzcNedHCYLA9PQ0L774IsPDw9Jxt1gs5ObmYjanumnLSWrWAr/fLy1uuN1uhoeHsdvtRKPRJZ3UM+NnODd5DoVMwY8u/widUsf/2vy/uK/uPinI9GoxNjZGQUHBmj57q8FoNOLz+bjppptQKBTE43F6e3txu91UVlaSSCQkieBaSFUymZRMC47OHaXF3cIt9lvIDecu0cVfLRbO+iwmR4uvW/izaHMvXgcs6bKJ+7zwkmmWaSFRCYfDkhtdJBJZlhAlk0kikYjU4V0NopxRdLtb3BkU56SKk4k/eNKJTKkk2NMNN5AAXW+Wjtls5uGHH+bhhx9e9jbvf//7ef/737/s33/0ox+l/T48PJz2+1ve8hbe8pa3XM9uruNPEP39/Rw6dIhYLEZpaSkjIyN89KMf5ciRI6u6D2bCOgFax38rNDc38+KLL/L888/T0NAgzSbodLq0VQCNRsPu3bv54Q9/yOzsLPX19Rl19+JKeyZZjiAIdHd3Mz09zZ49e6SZl/379zM0NCR1oCLuCFFflOz6bKm4FYuPiooKGhoapEJg9+7dzM3N0d3dzeDgICMjI1RUVFBdXY1KpSKZTDI8PExXVxeRSITi4mKysrJQqVRSjtJy6HH28OvuX3Nq7JTkMgagUCvQ5+jxT/nTukAyZOwp3sPr6l+Hb8iXluC+EKKxwbFjx9KGpsfGxpifn+fWW2+lrKwszcwgGAxSUFBAc3Mz2dnZuN1uTp48ycDAAFlZWRiNRnbt2sXp06cl+9uzZ89SV1dHV1cX27dvz0gASktLlxAgp9OJIAgYjUY0Gg3j4+NpBbf4OopBowuREBKYy81cilziiuMKfa4+5sPz0t+T8ST+mJ/6snoaDY2o9Cru33U/26u3Zyyo1Wo1W7ZsoaioiMuXLzM1NUVzc7P03pmZmaGtrQ2TycTBgwdpa2sjHA5Lpht2ux273X5NA5srwWQySdk8VVVVnDlzBp1Ox5UrV9ixYwehUIgzZ85QVlaWcXh5MSKRCKOjowwPDxMOhxkaGkIul0umBgtJ/eLV/qvFQutoq9UqmWMcP36c8vJyampqUCgU+CN+PnXkU/TO9dKY08gdVXfwl81/iU137avGsViMiYmJa+peZYLdbpe6HAUFBZIdv/heb2hoyCgjXQ6iG9uLAy/S5e7itZtey7s2vGuJC99COZ/4eVv4c6brxLDMlWTDNxLRaFTab3E/ksmk9BwTiYQkqxO7wost28XfxduuBZkWRARBkJ6/SIqyQ8E/uM+VEI/j7+xY/Ybr+JPGugtcCh/5yEd485vfzFe+8hXJvOZjH/sYH/3oR3n++eevenvrBGgd/62g0+mQy+WEw2FGRkakYqGhoSFNrpNIJLh8+TL5+fnMz89LFtmLSdCGDRsyruzGYjEuXryIQqHgwIEDaSvN4op2fn4+xx3HYSJlET3RNcHDDz9MUVERdrud5ubmjC17u93Ovn37cDgcUmE+PDyMzWbD7/eTSCQoLS0lHo8jk8kIBAIkEomM8w5JIcnZ8bP8uvvXdDm7lj1u+jw9zitOov4oJrOJ2ypv47V1r5WyUc4NnVvxuBuNRhobGyUHPTGAUCaTMTc3x+nTp3G5XMuaGVgsFsmxSewUWa1Wtm/fLgXcud1ufv7zn/Pnf/7ny662G41GbDYbLpcLSBUqovxNlAaOjo5KBCiZTNLa2io5wYRjYca8Y4x6RpkITBDMDSIPvPq+KTQVMh+eR6PQYFQbIQiWQgvNxc18bNvHOHHiBPnq/FW7Cbm5udxyyy10dnZy7NgxKioqCIVCzM7O0tTURElJCd3d3dK+W61WYrEYcrmc8vLyFbd9LRAJEKQ6YU1NTVgsFpxOJ7/97W9JJpNs2LBh1cf2eDwMDg4yOTkpkeGFMySZiNu12EYvxOLsHLlcTn19PcXFxXR2dnL06FGi1ihfu/I1OmY72F6wna/f+XXqs5cPdFwrJiYmUCqV1+TClwl2u52xsTGcTicOhyOtS9Pc3HzVxFcul9M338f3277PpoJNfOzmj6FSXJ272nIQycdaCVMymZS6JgvtsRf+LHZWFnayxH8Xkh7RajvTJZFIpG1nIUFa2CUTJXQL92MtZE5AIClPklSmLglFAhRJdML1BR9fK6Kzmece17GOdaTjzJkzPProo1ItKJfLJUnmtWCdAK3jvxVmZmZIJpOYTCYprbyuri4tAyeRSHD+/HlmZ2dRqVTU19fT3d29hARVVlZmLPi8Xi8XLlyguLiYmpqaZVcS9Xo9lRsrOec5h6PPQTKeZE4zh06nY/PmzatKmHJzc8nNzaWvr4/Dhw9z+vRpysvLufnmmwmFQgwPD0srkT6fLy0ANRKP8NLQSzzR/QRT/qlVj5tCpSCvOI9dhl186LUfwqRZPRx1McrLy5menmZqaoq2tjbm5uYwm810dnZy++23c/vtty/boZLL5chkMrRaLcFgUOqI5ObmsmXLFl555RV6e3spLCxkbGyM0tLSZbdVUlIiESCfz0ckEkGhUEhFuM/nY35+Hr1ez+ETh7k8fJkxT4r0OAKpYkKulmOttqLUKZEho8xcJsnZjg4d5cLUBUKhEP6EH5vZRrujnQ5Ph7T9tUCpVLJp0ybkcrlkgvH617+e3Nxcpqen6evrS7utyWTCarVec2bBShAJkDgIvmvXLskm/fjx4zQ2Ni5rHiHK3AYHB6XjLpfLJamW2+1mYmIiY26MTCZbUyjtSsh0vE0mEzqdjoLaAh458ggvHX2JUd8ozRubefzPH0ejvDHF6vDwMKWlpWuehVoNNpuNZDLJqVOnpOMil8vZunXrNZ2kp3xTfPHEF8nWZfOpmz6VkfwszOxZjsxc7e/L3WYlh0141fkt02d7JdIjbnthVyjT7cXvy4V/C8fD+ON+/HE/gXgAX9SHN+rFH/cTTAQJC2EiQoRoIkokGSGRTJCMJyGRWtgS4gLqBMDVS2huBITYH6YDt47/uUiZIPwXd4D+ix8fUudRr9ebNift9XqvKkMvbXs3asfWsY7rRSwWo62tDZlMRkVFBe3t7YyNjfG6171Ous1C8iNiMQlqamqirKyMxsbGJY8hzvts2rRpTZkFLpeLAAG0ZVqMHiNNTU3o9Xq6urqYnp6mubl5iR23CL/fT09PD1NTU+zcuRO9Xs/o6CjHjx+XyJs48O/1erHb7cyH53m692me7XsWX3RthXhJVgmvr389ewv3cuzoMWKBGFxlfSiaGcjlcg4fPozP56O0tJQtW7ag0WiYm5tbVXIik8kwGo24XK60TB+73U4kEiEnJ4f8/Hz8fj/nzp1b1oGssLBQCoAVX2cxDHc2MMuYZ4zf/vK39M/0M+edW3J/jUHDjp07aC5qpjGnkYachlS353dozGnkwScfxO/zYzKZpOf147Yf80bdG9dMgMLhMO3t7bhcLt761rfi9Xo5f/48BQUFUiDpQmzYsGHN275a6HQ6IpEI8/PzCIJAZWUlk5OTRKNRDh06xPz8PCdPnkyTeooBp0NDQwSDQSAl8SsvL6e8vFySua2Uq2W325c1+1grMh0TlU7Fj1t/zBM9T5AUkhRuKMQwbeA+/X30dfdRV1d31Tkzi+FyufD5fOzcufO6trMQGo2G4eFhnE4nubm5aDQaduzYkXbCFqVXy8nYxIsn5OErl76CJ+rhbXVvo/NSZ8bbrUZK/rtg4czRSogLcYKJIIFEIO3fYCKIP+GXfg4kAgQSAeKKOGh+R7CiSZLRJIlogmQk9TNRUCVUqFChl+tJkiSuihPRRoiqokTVUULKOJz9Ax2IRZCp1suwdaxjLbj33nt561vfyne+8x0qKioYGBjggx/8oGTZfrVY/+St478NOjs7JfckrVZLcXExCoWC0dFRNmzYQCKR4Ny5czidziX3FUlQR0cHDoeD++67L61gFwSBrq4uZmZm0orA5RAMBrl8+TJj42MggNlqpq6xjoPbDtLe3k44HMbtdnP8+HHq6uqoqqqSHi8YDNLT08PExAR5eXncdNNN0oxEdXU1Tz75JIODg5Kbls1mwxVw8b2W73F0+KiUV7MamvOaeX3969la8KqVckVFBT09PWkOQCvB7XYzOTnJ1NQUgiCgVCppampibm6OjRs3StLAcDhMW1sb27ZtW3ZbyWQSo9GI2+2WpD6xWIwzZ86wadMmNBqN1BVxu91cuHCBHTt2LFl9VyqVKavwgT76xvtwBBz0yHp4bOoxQrEQsWCM4GyQrJIsZHIZGqWG4qxiSs2lNFc087pDr0OvWT6IMlufzR7zHn7j/E1a8T7ln6KVVpoTq1u5jo2NSZbtt9xyi7TinZeXx09/+lOCwSAVFRXS+6ympoZEIsGlS5fw+/2rbv9qkUgk8Hq9QIqUjI+P09PTw65du7BarfT399PV1cUrr7zChg0bmJ+fZ3R0NM0Jq6KiguLi4rTXIxAIZOz8iFjYmb0WiLkuIgRBoNPZyaNHHsUddrMxdyN7ivfwry3/yqGth3jvnvfS3d3N0aNHqa+vT7MVv1qMjIyQm5u7Ymjpwv1czRkuGAxy6dIlxsfHcbvddHR0sH37drq6umhvb0/r0qyGhJDg55M/ZyQ8wlsL3kpyPsksf0CL5huMuBDHF/fhi/vwxr1pBGYx0Ykklzc3EIRUxyYRSbxKdhb8vBySJFNkRxUloo4QU6TMWYRk6kJShlsZwxq/MfLCq4Gm8Po+Q8shmUzyjW98g3/+539mfHyc8vJy3ve+9/HBD35wxc/MT3/6U7785S8zODhIaWkpf/u3f8u73vWutNvk5+dnnCmdmpqS5KSf/vSn+Zd/+Rd0Oh1///d/zwMPPCDdThAEduzYwUc+8pG0PKF1rGMl/MM//ANveMMbaGhoQCaTIQgCr3nNa/jKV75yTdtbJ0Dr+G+B2dnZJa5GTU1NRCIRRkZGKCsr48qVKxnJjwiVSsX+/fulQmTnzp3I5XKi0SgtLS0Z530WQxAEyQAhkUhgNBqxq+woFApkyMjPz8dut0tGCMlkkq6uLpxOJw0NDVLAXk5ODvv3719iz6hQKDAYDDQ1NdHR2cHJlpPM9M4Qt8epyq9CoVp5dVQhU3BT2U28rv51VFqXOm9VVVXx0ksv4XQ60yR1C5+f3+/H7XYTDAaxWCwUFBSwefNmDAYDx44do7S0lLq6uiW24pOTk+Tn52cseqPRqNQBElf0ReMDg8HApk2bkMlk0nA9gMPhoLW1VbLXDsfDdDu76XB0cHHoIsdeOIbP4UOulpNlSBHI8HwYmVdGkb6Ijdkb2VCxgVxDLnKZnLKyMjZs2LCqnCkQCFATr6EstwxfIr37cMRxhBJbCZFIJKNrYCgU4vLly/h8PrZs2bKkizg2NkZFRQWTk5N0dXWRl5fH5s2bqauro6+vD4vFIsnMbiQ8Hg9erxeTycT8/Dw9PT3s3btX6k5WV1cTCAR46aWXOHXqFDU1NZjNZvLy8qisrMz4XoHUa74cZDLZdc/O+P1+qYMx7Z/m+b7nmYpPUWev4+P7Ps7Owp381XN/hVKu5MGtD6JWq9m0aRNlZWW0t7czPDzMxo0bl5WjLpxLWTgrEgwGuXDhAvX19Vy5cmVVcrNalyUajdLd3Z1mD63X64nFYpKD4VohCALPzT7HcGiYe3LuoVJ/7Q57fwhEk1G8ca9EbnyJ1L8LrwsmgqtvCEAGMrkMISEgRASSsaREbpKxFNlBSBm8pP6XIZfJUyHOmtR7UoYMhUyBUq0kpo4RkAfwy/wgAAJoBS1aQSvJdoWIAEHoV8XZFlci/0MOeyuUGBuWKhVuBD760Y/yj//4j7z3ve/l9a9/PYODg3z6059meHiYb37zmxnv8+ijj/KXf/mXfOhDH+Kuu+7iiSee4MEHH0Sn0/G2t70NSMnUZ2Zm+MY3vrFkoU2cY33mmWf4f//v//GDH/wAl8vFgw8+yI4dOySnrl/84hfE4/F1J7g1QhBkCMJ/sQTuv/jxIaUEefnllxkaGmJmZoby8vLrOgetE6B13HAszMBYS8J5PB6nra0t7TqFQsHmzZvxeDycO3eOxx57LKNJwELk5+ezbds2nE4n586do729nYqKijXN+0BKhnb58mXm5+dRqVRs3LiRKccUnb2dabdTqVQ0NzdTVFTEpUuX8Pl8XLx4kRdffJFt27axd+/eZfMMZmdnmfXNcmnmEi3RFkYTo0QjUdRBNY5WB/YGO2rjUv28QWXgruq7uLf2XrL1mYtVSEmYxC6QWNQKgoDH42F0dJS5uZRkzGq10tTUlGaHfPbsWWKxGJWVldTU1PDyyy8vsZptb2/PKHtyu92SA5bP5yOZTHLhwgVkMlla2OemTZuIRqNMT08TiAY43HqYpwaewpPlYcA9QFJ4dRU3HEq9j/Jy86jNq0Xj16BSqDDkG1JkS2Ek35gv2XRXVFQse1wWorOzk7KiMh60Psg3znwj7W8JWYLj7uPc4b8jjQAJgsDIyAhdXV0UFhZKtuULMTw8zPj4OHK5nOLiYmw2GxMTE/j9fon02Gw2RkZGbrhsqbOzU5q/mJub4/Wvfz0mk4lkMsnExASDg4N4vV6ys7Pxer14vV727NlDVVXVittdiQDl5ORcd46Rz+cjFAtxdPgoFycvopAreM221/C3r/lbNEoNv+r8FRPeCV5f93oMgoG5uTmJzBQUFDA2Nsajjz6K0WikuLgYmUyWZnO83HEWZ93y8vJW7HCtBeFwmO7ubknOajabMRgMa861WYyznrNc8l5il2UX28zLd1x/3xAEgQgRgkIQf9KPN+HFn/DjT/jTCE44GX6VkMhkEgmRyWXINDJUWhVmmTn9bzJZaoYnmiQZ+Z1kLZwkHo2nSE48RW4Uv/sPwKAzYMgyoFfpMagM6NV6jGojeqUeg9qAVqllPjHPcGCY/mA/s5FZ4ok4sqSMLFILKHKFHKVciSwigyAIYQGlQoncJGfapkCY+AMf5EQcfd31m3kshtPp5Nvf/jYPPvgg3/ve96TrS0tLue+++3jPe95Dff3Sx/27v/s73vjGN0oE6c4778TlcvHZz35WIkCXLl0C4A1veEOaM+tCHD58mNtvv126z/e//31efvllmpqaiEajfOpTn+Lhhx++7hDodfzpwO/309HRwa5du6ioqKCiooKvfOUrvPe9711T/lQmrBOgddxwiPk9Ygr5amhtbU2TwQDU19djMBjQaDRMTk4yPT2dluy9GCL5kcvl5ObmsmHDBl5++WVaW1u56667Vpz3SSaT9Pb20t/fjyAIFBQUsHHjxlQBvIJBj7iC3t7eTjQapaKigkQiwezsLFarNe3LPSkkuTB5gR888wMu9V6SrtdatCj1SjRZGiLzEdw9brQ2LcYiIwq1glx9LvfX3c8dVXegU60eKAupLtDg4CB9fX1EIhGmpqbo6upCJpNRVVUlzb3Y7XZpH0dGRnA4HBiNRurr6yUCevZsujA+FovR2trKrl270p6f2+2W5nRE0hqJRNi7dy8KhSI1aO+fpnO2k/ZYOy93vcyk49Xi2lhkxJBvQC6TU2WtokJbwUTTBIJHYNvmbQwPD+NL+mBBve33+6UAy7VmuDidTmZnZ7nlllvQarU83fs0va5XQ2AVSgUtrhb6pvskwu33+6VA0x07dmTsloiSp4UwGo088MADzM3NcebMGYaGhigqKiKZTOJ2u695cHMxxGyiSCRCdnY2jY2NBINBent7GR4elkisTqejsbGR22+/ndbWVjo7O1EqlcsWMT6fT5LVZcLVyN9EZy8xKyYWixGJRviP4//BE+efIBwPU6YvY7t1O1XJKk6dOIUz6ORbA99CK9NimbBwbOpYxm3n5uYyMTFBX18fBQUF5OXlrdoFnJmZITc397oLsEAgQE9PjyQl1Ov11NbW0t7eTiAQIJlMXpXBQk+gh8Nzh6kx1HCb/bZlbydm8IgBoGJQ6tUEocaFOK6IC2fEyVx4jvnIPO6IG1fYlbqEXESTS0OJkQGq1EXzu/9WgiCkJGvxYJxYMEYsFCMeiqMRNOhUOswqc4rULCQ4akOK5KhSJEer1GYMYXYH3HTNd9E628pgZJBQIpSaNZIrUCgVZOmz0Gg0qDVq5FE50fko4fkwJH/3PBZ8pbbZ4L6JP2xBLlOpMO/cdcO329vbSyKR4L777ku7/uDBgySTSZ577rklBGh4eJje3l7+/u//Pu36N77xjTzyyCP09vZSW1tLa2srFotl2e8NSBHhhQHoarVakn4+/PDDlJWVcdddd13v01zHnwgcDgf79+9n8+bNPPLII0BqMflb3/oWP/rRjzh+/PiaA+QXYp0AreOGIhqNSqGka0nnHRgYYGoq3eXMarVKQYHnzp3DZDIxNTXFxMQENTU1S7ZRUFDA1q1bpUJDEASCwSCCIGAwGFZcbXe5XFy+fBm/349Wq2Xjxo1pLdVM943H4wwODjIwMIBer+etb30rgUCArq4uBEGgt7cXp9PJtm3bCCQDvDj4Ii8MvMCsf5bZgXQdv1KnRK6Ro7PpkKlkqI1qwq4w9oSdNx14E2/a/yZUyrXp0kUjA3Gmp6enh9tvv13KQXI4MrO5QCBAR0cHMpmMLVu2SEPKubm5lJWVMTIyknb72dlZhoeH0zoubreboqIiEokEV65cIRKNsGHfBp4ffJ7O2U46nZ24Qq9Kv5IFSZR+JUSg2FRMqbKUO+rv4KaNN6FVamlvb6evpo++vj56e3szhh5qNBrKysrWTH4EQaCjo4Oqqirp5Pzgtgf52xdfTUZXKpUIgsAvun7Bzoad9PX1MTAwQFlZmUQMFyMajXLhwoW0DCVImR7YbDZsNhsFBQVcuXKFzs5OFAoFk5OTFBcXr2m/V0N3dzednZ3k5+dTU1PD2NgYDodDIig2m42KigoKCgqkIlKv13PmzBna2tqIRqMZP1eLuz9iKKfo1CWTyRgfH08jNYtDJsWfFx+b0dAozzufZ6BvAF1Ex+6s3RRoCkgGU1bLfr+fZ2eeJZqIcl/+fajly3eaFAoFpaWl5OTkMDo6isPhoKSkZNkurNfrJRqNXtMJc/F2+vr6pMLOaDRSW1srOf7Nz8/j9/ul+T+FQoFKpZKIy+LLVHiKw1cOU59fz6d2fgqj1pjxdkqlck2kShAEXCEX0/5pxv3jzARmmPZPM+2fZiYwk/Z5vFFIJpLIIjKMSSMGwYA2oUUdV2NUGjFpTWSZszBpTBhUBhTyq3NDFN8XE94J+kJ9jMRGcAgOZIqUuYI2S4tFY0GtVqNSp45zIpogNBciNBlKdZZWwKQBxsxKirxx5H8IXwmFAvsdd6G8jgyt5SC+txcHkIoZa0NDQ0vu09WVillYnBMmRlEsJEBWq5U3vOENvPTSSyQSCe69916++c1vSk6He/bs4QMf+IAUAtze3s6+ffvwer188Ytf5Jlnnrmhz/ePH3KEP3hM79J9+K/C5z73ObZs2cJPfvIT6bqcnByGhob4sz/7Mz7/+c/z7W9/+6q3u06A1nFDsVBOsppNtNPplL50RSiVSjZv3kwkEuHcuXN4PB4sFos0XO/3+9MMDBaTn4XzPm9/+9u5dOkSLS0t7Nu3L61NGo/H6e7ulk4EpaWlNDY2LpE1eSOvroDrVDoGBgbo7+9HrVbT3NycVlTabDZaWloIBAKc7z/P9898n0nDJGpzqniLeCIIifQzq1KnRJScCzGBQ7sPcajwEPHpOH6fnxPHT9DY2LiszlUQBObm5piammJqakqyJb733nu5ePEihYWF2Gy2ZVe6BUHg0qVLJBIJ6urqlpDWxsZGnE6nRGpFdHZ2kpOTg9FoRBAEZpwzkAvPXHyGk+dPotmoQR1bWrRmabJoymmiMaeR6lurmeycJBJOkZvYZIxgWRCVWcXExATBYFAKKlwMo9FITU3NVcmXRkdHiUajaUGU9dn17C3ey6nxU8DvnKqUCk5PnOY/nvsPKkwVS947i4/fxYsX02SfkLLyXrhCajQaaWhoYGZmhu7ubl555RU2b9583RIyj8fD888/nwpyzM6mv7+fZDKJzWajqKiIysrKjAsRer2eLVu2cPLkSU6fPs3IyAilpaVpxOXMmTP4/X7i8bhkliF+zqxWKy0tLVe9v764j8Nzh7niu4JarmazdjMVhorUDMfvoNPpGA4N0+HroFxXToOhYU3b1ul01NXV4fF4GBsbY3p6mtLS0iWGJw6HA4vFsuqxX9hlWXzx+/2MjY1J3abc3Fy2bt2KRqNBqVRSVFREf38/jY2NEnFeqdvkCrn4xgvfIM+Wx9fv+PqKMteFCMaCzPhnJFIjEpxp/zSOgINY8tpkeMtBq9SSo8/BrrNjkpskkqOMKlHEFKgSKnRZuuvurCWTSSKRSEqGF4swEhxhMDLIaGIUb9KLUqNEZVKRq8xNdcBUSukxBUEg6o3ic/qIeCKwApnJNeRSYatge+12dtXuInLiNNHv/8t17fuakUiQ+2dv/L1suqamhn379vG5z32O4uJibr31VgYHB3n3u9+NRqNZ8n0Or567F4cai3OEYje4tbWV8fFxHnzwQT784Q/T1dXFZz7zGQ4ePMilS5cwGAy88Y1v5KWXXqKpqQmVSsVDDz3Etm3b+OQnP8nBgwfZtm0bH/3oR3nmmWfYvHkz3/nOd5adQ1zHOp599llOnTq1ZC5Xo9HwzW9+kzvuuGOdAK3jvx6i/A1YdgUWUsPkFy9eXNJh2bJlC8lkkhMnTqQVlSUlJXR1dTE+Pi617heTn5mZGdra2igvL6e6ulqaP3nllVc4d+4c+/fvR6fTMT09zZUrV6RB5ebm5mW/fN1hN4IgEAqFcIVdDCuGaWxslOYNFkKuk+PMdvKfrf/J5NSrq+f6PD3GQiNhV3jx5lGb1ejlejbnbGZLwRZua7yNgoIChPrUzEl3dzfnz58nJyeHDRs2SIRjbm5OkgbK5XIKCgrYsWMHFotF2q+SkhIpgHU59Pf343a7sVgsGbsASqVSyvERXytBEJjxzfBvz/wbynIlV8aucPnCZQzDBlzdLmQmGaaYCTVq8g35Uv5OY04jRaaitONWYangxIkTUpfg/PnzVFVVMT4+LhWwC/N0ALKzsykvL0culxMMBpmfn1+12xiLxSSL9MVdnL9s/kvOTJwhKaRyRSLhCMFgkDOhM/zF3X+x4mp7T0/PEmOOrKwsNm7cuOS2ommA2WxmcHCQJ554ggMHDlxziJvf7+fhhx9mdHQUnU5HIBBAoVCg0+mw2WyYTCbGx8cZHBwkGo0SiUSk4EixIyMIAuPj4/T1pSR/FRUVyOVyAoFAmtX84s/pSu+pTEgKSS56L3J07iiRZIRNWZu4xXILPXM9aduWyWQo1Uqen3geuUzOXTl3XXUxbTabsdlszM/PMzk5id1up7q6GpPJhCAITE5OsmXLFvLz85ftsKzUZXG5XJw5c0YKgC0qKmLz5s1pt1coFNL812pzkNFElIeOPYQv6uMfDv1DGvlJJBM4g860zs1CkrNWq/y1wKQ2ka3PJlufjV1nx663k63Pxqa1oYlrUMVVxEIxyXBjyYyTnKteJJbL5RgMhlS3ZoFM0hv1MhQfoj/Qz2B4kKQ8iUqrQqVKkR65YukDJSIJQs4QIVdoWUe4bH025ZZyKm2VbK/ZTm1FLXl5eczOznLlyhXsm5oxNG8mcKUd1uDWd82Qy8m577UYaut+bw/x2GOP8Z73vIc3vOENQEqR8dWvfpWHHnooo/xW/E7IJDVM7XLqmP/whz9Eq9WyZcsWAA4cOEBTUxP79+/nJz/5Ce973/uQyWT88z//M9/61rckeebExATf/e53OX/+PN/97nf57W9/y2OPPcaXvvQl3ve+9/Hoo4/+3o7FOv5nw+12L5s3V1NTI802Xy3WCdA6bihEAiSTyZZdNRcH5MWhYRGiScHJkyeXWMWaTCbMZrN08q2vr2fLli3I5XLi8TidnZ3Mzc1JJECEUqlk165dnDhxgiNHjmAymfB4PNI8TF1d3bK5FIIgMDo7ypxzDgGB6vpqbrnllrRCRxAEOmY7eK7vOU6Nn0pZWBeCSWXCN+6DJARngkQ8EaKBaNpjVVgqeN2+11GmK2NuNvUBdjqdUlepvLycwsJCenp6GB4e5je/+Q06nQ6NRoNGo6GwsJAdO3Ys22krLy/n+PHjS7oTIjweD/39/SgUijSjgsVQGVREsiKcvnyace84E74JIvFUV8Y0bQJZ6jgExgNs3rEZvUtPU1kTf373n2PXr2xcYTAY2L59O2fOnEmt9kYi/PCHPwSguLgYi8WCSqWSiq2SkpIlhGFiYmJVAtTX14der884t1KUVcSdVXfy6yu/xufzIZOn3OxGw6NcnLrIjqIdGbe5OOwUUgYZO3bsWDHrRKfTcfPNNzM/P09raysTExOvzpyROpZiIbiQuIj/ejweenp6pDyp7Oxs/H5/Wqd0YGAAi8WyqlRKrVZTX19PX1+fZMteVVW1olOdXC5fk7xVOk6RaZ6ZfYbJ8CTZ6mz+v5z/j1JdqSRTXXxsWrwtzEZm2WvfS6m5FJVKJV3UanXa78tdJ76X4/E4AwMDDA0NYbfbEQSB6upqduzYcU1divn5ec6ePSt9PxUXF7N58+Yl2zKbzSgUCtzu1ALKSo/1bxf/jS5nF2/d+FYG3AMcGzmW+px5J3AEHWnGINcDtSK1IJFvTF3yjHnSz7mGXLRKLbFYjPn5eckowzvmZdI3eUNMOwwGA1lZWWRlZaFWq4nFYvh8PpxOJ5FIBF/cR0egg4HoANOxaZQqZcpAwWBmOWM2ISkQ8UQIOUNEvUvnleRyORWWCmpsNdTYa6goqKC0tJTCwkKUSiXRaJTW1la8Xi9bt27FZrMRKfgM7W97C8LviwDJ5ajsdko+8H9+P9v/HfLy8njiiSekhYCqqioUCgXve9/7Mi5giJ/pxXN/om2/eD7PFLEgdskvX76cdv3CFfvPfOYzvOUtb6Guro4HH3yQv/iLv6CpqYkPfehD7N27l0Qi8XsJif5jgIAM4Q/pTrjMPvxXwW63MzExkfH8PTk5uaRruVasE6B13DAIgpDWRl/uy6y9vX2JdCknJweVSsX58+eXPdkWFxfj8XiIxWJSwe5yuWhtbSU3N5ebbrpp2cfUaDScPHkSk8nEvn372LBhw7IBpuIqcU9PD6Ozo+j1enR6HTVFNVJB6Y/6OTJ0hOf6nmPcN75kG/ocPSqDCs+Qh0Q4QXA2SMgZwlZgY2f1TrYWbsWus3PLjltwOBxpBEhEMplkfn6eZDI1F+F0OlEqlZJJw2oZKCaTCZvNxujo6JJjGo/HuXz5Mnq9nsbGRmlFMCkkGfWM0u3spsfZQ7ezm3HfOEJSwDXrIh58NaPIoDZQHCmmxFqCIlfBA29+gPLicp599lnkcvmq5EdEdnY2mzZt4uLFi3R2dtLf34/BYJAKS6vVytzcHFVVVRkL78nJSRobG5c9FoFAgKGhIfbu3ZvxNsFgkOpwNWF/OPWeEFLkMJ6I8+PLP2Zb4bY0iZa4TdENaSG2bNmyxKhDJDShUIhYLEY8HpeyejZt2kRHRwcnTpyguLgYs9lMNBrN+Bnw+XxMT08zPT0tzd7k5eXR2NjI/Pw8xcXFxGIxqegOh8NryrhRqVSSTbdoob3YlGQhrFbrmgqVSDLCifkTnPOcQ61Qc3/5/RwqPIROo0OlUklBpOIKsVKpxJpn5QfOH1BbVsuX7vsSetXq+78SlEoldXV1lJWV0dXVxW9/+1t27ty5KinJBI/Hw5kzZyTDg8LCwozkB1KFt9Vqxel0SjLeeDLOtH+aCe8EY94xxr3jnB0/y/GR49j1dh7tvL4VcBky7Hr7siTHrDEvyUYLBAK4XC56hntwu903JKhXoVBgMpnIysrCbDaTlZWFXq/H4/HgdDqZnJyUHidOnEn5JF3RLvr9/SiVSmQ6GSZd5u9mEfFwPNXtmQshxNM/Kwa1gRpbDbX2WiqsFRi0BoqLiyktLU0rlCYnJ7ly5QolJSXSYhqApqCQik/9HYOf/fR1H4slkMmQKRRUff6LKPQ3xgRlOfziF7+gsbGRTZs2Sd+bFy5cIJFIsHXr1iW3r6tLdaP6+/ul7o74OyB9zzz++OPs3r07LWhcEASi0eiySoqOjg4eeeQRenp6gJQMVSRhVquVRCKB0+lcUzj5Ov70cM899/DlL3+Z73znO0v+9pWvfIVbb731mra7ToDWccMwPz8vrdQv15UYHR1dkvej1WpRq9V0dnZmvI8Ig8FAZWUlNpuNQCDA2NgYExMTNDc3ZxxoFld/BwYGSCQSNDc3EwgEyMrKykh+RMvg/v5+IpEIxeXFZE2lwjYBrForPc4enut/jhOjJ4gmMjgkLYBKr8JWb8M35sPgNVBcWExxVjEF8gIsagtZWVkYjca0bpe4eu92u5mdnUWj0VBQUMChQ4cwm81MTk7S0dHB5cuXGRkZYdOmTStaQFZUVNDW1pbmxicIAgMDAxQUFJCVncWsapYTl0/Q7eym19VLOL60Y6RSqti2ZRuMQKGpkOKsYswaM6FQiJMnT/LOd76TipKUKYLRaMTr9RIOh9fkAgipFZ75+XnGx8elfZyZmaGsrIyioqIVAyvFUNrlZFmdnZ0UFBQseU8KgsDg4CC9vb0UFRXxrv3v4lfdv5Lew/F4nBHPCEeHjnKo8pB0v3g8zqlTp/D5fNKQfzwep6ioCIfDwfj4eFrXRrRjbm9vl7ah1+uZnJxErVZjs9lSAaCdnRgMBsrLy6WVU9Exbnp6mkAgQDAYZHp6WjJQEOeMPB4POp0uTW4lSjzXAoVCQW1tLUNDQ4yPjzMzM0NRUREqlQq5XI5SqUStVmM0Gqmrq6OgoGDZLoxSqaRltoUftv2QOfUcd266k/dufy/5xvQ5tu7u7iULISfnThJOhHnfjvddN/lZCK1WS1FRkSTxe/nll1ecrVsMr9fLmTNnpPdGfn6+lF+1GP6on3HvON2Bbi4PXuZo4ChBY5Bp/zQJ4dXPeiQeoWO2A7VSTYm5ZE37YVAZyDO8SmoWkpwcfQ4qxfKGKeIs18LLtVp1i9BqtWlEJysrS1pMmZ+fZ3Z2lq6uLomUA5jMJqL2KJ3BTlrnWiWnOZV6ZbMXISkQdocJOUPE/On7XWAsoMae6vIUGFMd9OzsbEpLSykoKEjrhEYiEdrb2/H7/ezcuTPjoor90O0kg0GGv/Ll6zk86ZDLkSkU1Hz1a5g2brpx210GX/jCF9i4cSP/+Z//KV33zW9+E4vFws0337zk9tXV1VRWVvKrX/2KN73pTdL1v/rVr6itraWsrIxgMMj73/9+3vzmN6cNpP/mN78hFApl3C7Axz/+cf7qr/5KkjHl5uYyPT0NpMJTFQrFqjEX6/jTxd/93d+xceNGhoeHectb3kJ+fj5TU1P88pe/5OTJk5w/f/6atrtOgNZxw7DQWSbTSo7T6UwrAiFVhMrlciYmVg9gqKqqYsuWLZw6dYrHH3+cDRs2cPDgwSXGBYIgMDY2Rk9PD+FwGLVaTVNTE6WlpQwMDNDV1UVOTo7kHhaLxRgZGWFoaAhBEKioqKC8vBxn2InskoxEMsFccI4fXPoB/ph/zcdDr9Jza82t3HrHrbzy7CsMDQ2RTCaZnZ0lEAhwzz33AKniU7Rn9vv9yOVyNmzYQH19/ZIB7sLCQvLy8ujv76e/v58TJ05QXV1NbW1tRrmTOKQ9NTWFRqvBEXBwue8yvcO9yD1ylIIS+fDS+2Xrs6m311OXXUd9dj2V1krUCjVdXV3SimA4HKazs5NkMpkmSzOZTHi9Xnw+35oIkNPp5MKFC9hsNokMms1mZmZmyMvL47777lsyE7YYExMTGQnQQtvrhfB4PFy+fJlEIsGuXbuw2WxURip5vv95XFEXsXjKcSqZTPJPx/4JzYyGZCxJOByWgm8XIisri9zc3CWuS8tBJpNhs9lwuVxYrVbsdjtZWVmMjIxw5coVqTB3OBxSkRoOh4nFYtxyyy3Mzs4SiUQoLCyUnJ10Ol3aZ2FxkC2kOhMajQa1Wo1arZZ+Fv/duXMnL730Eu3t7Wg0Guk9ODc3h06no7m5mTvuuGNZaZ0j4OA7F77Duclz2HQ2Pr7v4+wr2ZeRKCzuNox7xznrPcuW6i3cUn7LkttfL0ZGRqiqqmLbtm04HA46OzsZHByksbFxRUmf3+/nzJkzkmQ3NzeXLVu34Ag6GPeOSxexs+OJpIJPo94o7jE3aq8aa3U6+U4KSQbcAylJnq06rcOYpcmi2PS7xRJTQRrZMarTvw9WgtjdEcmOz+e7ZimbTCaTujoLCc9CIwlxbqyrq0vKa4IU2S8pKSGoCXLZe5lTE6dwh93LPdQSJCIJAjMBwq6wZCKjVCiptFRSa6+l2laNSZNa0NJoNJSUlFBaWppxzkXs+pSWlqbNj2ZCzn2vRZGVxdAXv0AyHIbkdUji5HJUNhtVD33pD0J+AD74wQ/y3ve+l6amJvbt28cvfvELfv7zn/O9732PrKwsvF4vnZ2dVFVVSQuIn/70p3nnO9+J3W7n/vvv58knn+SRRx7hl7/8JZB6LT/2sY/x0EMPkZeXx1133UVbWxuf+9zneM1rXsNtty21bj927BinT5/mpz/9qXTda17zGh5++GG2bNnCP/3TP3HPPfesKTPwTxV/6hK4/Px8Tp8+zYc+9CHe8Y53kEwmUalU3HXXXZw9ezbN2OhqsP6OW8cNQTgclmxzjUbjko7M/Pw858+fT7PDjUQikp3uSpDJZGzcuJHS0lL6+/sZGBigvLx8yeAxpArejo4OvF4vcrmc6upqqqurpcKwqqqK2dlZWltb2blzJxMTE4yOjqLVaqmrq6O4uDg1V5SM8/Lwy/S7+pkPzZMkiVFjXNOqdI2thrur7+ZA2QG0Si3Dw8PY7Xb0ej0DAwMEAgHm5uY4duwY3d3dmEwm5HI52dnZ0ircSh9ohUJBXV0dRUVFtLa20tfXx/T0NJs3b04r5FwhFz3OHi4GL/LC0RcIm8OE/CECkwGQQ3lROXKFHLVCTZW1ivrseuqz66mz1y0rX6utrWViYgK3201XVxdarZbi4mK6uroksiV213w+36pWw6Ojo7S1tUlhrTk5OUSjUQwGA3a7HY1Gg8/no6ioSCr0M2FycpINGzYskfh0dHRQUVEhWYQHAgE6OzsZHh4mPz+fnJwc2tvbCYfDKYe4cDUvuF4gFAwRCUcQkgIBAjzT9wx7rXuZmZlZQn7UajVVVVVXLamy2WxSXodokVxYWEggEODEiROoVCry8vKwWq2oVCq8Xi+bN28mFosRDAYpLi5Go9GQTCaxWq1SV8bpdEpugDt37kwjOKsVGYIgkJubS3V1NaOjo/T09KSZY+Tn52csGuPJOE/2PMnP239ONBHl3pp7efumt2NQLy/zWUiAkkKS5/ueR1Wm4r3b33vDAxLD4TAzMzPs3r0bSJEY0Tb73Llz5OTkUF9fn5ZdAiny89zR5xidG8URcOBX+kEGX/nVV1Z1WFMZVcgUMqK+KMlEMm1wf9I3STwZ586qO7mp7CaKs4qli1jMXw0SiQTz8/NphGfxjOVaoVQqsVgsaWTHaDQued2j0SgTExPSIoNIuFUqFdnZ2eTk5CDoBS7MXuCxoccY845d1X7EgjGCM0HC7jAIKWJYm1dLja2GMkuZ1O2SyWTk5uZSWlpKbm5uxvdnJBKhra2NYDDIrl271hycaDt4C8amjQx/5Ut4Tp8CheLqzBF+d/uc++6n5AN/9XuXvS3Eu9/9bkKhEN/+9rf58pe/TF1dHT//+c95y1veAkBLSwu33HILP/zhD3nggQcAeOCBB4hEInzta1/j3//936msrOQnP/kJb37zm6Xtfu5znyMvL4/vfe97fOc738Fut/Oe97xnSX6QiI997GN88pOfTDs3fehDH6Kjo4O3vvWtbNu2jX//93//vR2HdfxxoLq6mmeeeYZYLIbL5cJut183aZYJNzqSfB1/kuju7pYGwjdt2pRmAez3+3nllVfSTsh+vx+v17uss4cIpVLJ9u3bMRgMtLa2olAoUKvVjI+Ps337dqnz4Pf76ezsZGZmBkh1ShoaGjJKgGZmZnj00UeJRCLs2bOHqqoqqRvUO9fL0eGjHB85zvD8MAPuV4vuLflblpWYaBQabi6/mbuq76Lalk5eTp06hcPhwOv14nK5pIDSTZs2YbVaaWhoICsrS9JHWywWDhw4sOJxESEIAkNDQ1zpuJIqqrLi+LP89Ln7cARTuT+JWIL+J/rR5+kJzgYxyA3U1tTylre+hab8JiqsFSjla/8iGRwc5Kc//akUpBqPx6moqKC2tpa6ujqmp6c5f/48paWlNDc3L7vf4gq8iL6+PtxuN1arFavVKunJlUolGzduXDJzI7pGiYYBTU1NGI1GwuEw4XCYkZERaYVfHEgfGRlBo9FQXl6+pNgFSAgJvjf6Pcbnx4kn4pizUoWSVqHlHbZ3MNI7ssS1rKGhYUmnLhPOnTsn/dzc3Ixaraa1tZXS0lIUCgXT09P4/X5JdhaPx9FoNOTl5SEIAjt37sRms3Hu3Dnkcjl33nkncrmc5557jtzcXHbtSgUqnjhxgvn5eQwGw1Vro51OJ6dPnwZgbm5Oen1sNhtzc3P81V/91ZLcpW5nN989912GPcNUWav4wI4PUGNf6ii4EMlkkmeffVY6li2TLTwz8AzveOM7+MDOD1zVPq8FPT09TExMZDwe8Xic/v5+evp7UNlVCFaBUd8ofdN9tJxvkeahVCYV1mqrJIldCyJjEQxhA82bm2mqaqI4qxhXyMX3LnyP2ypv4693//U1PZ9gMIjb7ZYIj9frvebujtFolD5zNpsNo9GYkYAmEglcLhezs7PMzs5Kw/LivFNOTg45OTkodUpOj5/m6PBR2h3tS7azGqL+KIHpAFFPlOKsYmrsNdTaaskx5KTtl06no7S0lJKSkoyfZRHT09O0tbVRVlZGTU3NqsYgmSAIAt4L53E89ijzr5wEQViWDMmUSoR4HJlShe32O8j7szdiqF+blfs61rEQXq8Xs9nM+UudGJeZWf5Dwe/zsWNLIx6P55pNB/67Yb0DtI7rRiKRkKQ/KpUqLeAxFApx+vTpNPLjcrlwuVxUVlauuF29Xs/OnTsltyxRhxwIBBgfH2dkZAS73S4l3guCgNVqpampKeMMksPhYGBggLm5OWpqanC5XBQWFiIYBH7Z8UuODh1l0v+qffXCFV4Zsowkodxczt01d3Ow7OCS1e5IJMLIyAinT5+WZjQsFgv79++noqICt9tNPB6XQl7j8ThqtVpy3VkOgiAwF5qj29ktXXpcPbiGXcR8MRRaBVllWaiNajQKDVW2KixVFhJzCUpqSqgorqCsrIx7m+5d8XEyIRgMMjg4SE1NDUajka6uLomo9Pf3U1xcnNYByoR4PM7FixfTgllF9ym5XM5dd91FVlYWx48fl5zQJicnCYVCBINBifQsdgr0er1SOGs8Hqenp4eysjKSySRDQ0N4PB5KS0vJzs5etsOgkCm42XYzP/f9HCEmkBSSyGVygvEgTw88zQZhQ9rty8rKViQ/4uyMWq3GYrGgVCpRqVSStCwSiTA2NkZpaSk1NTVotVpKS0upqKhAp9Nx6tQpTp48yebNmyktLcXpdCKXy6UMIdF1ceE+iCGcwWCQZDJ5VQXfwvBTu92OSqWir6+PkZERqdMkwh/18+PWH/PCwAtolBoe3Pogr6l5zZoCLv1+v1Swh2IhjgwfIcuYxV82/+Wa93WtEASB0dFRqqqqgFS3aco3xfD8MMPzwwzNDzE8P8ykexJ/u5+oN4rWriXsCkt2yiqDCkuVJSP5kSEjR59DibmE4qxiikxFUjcn6ArS0tJCUVERW5u24gq5+OBzH6Q4q5j3bn/vmvdfdEubm5vD7XZnzMZaCxQKhUR2xMtKeUjhcJipqSlmZmaYm5uTOvhZWVlUVlaSk5OTcteTCbRMtfD4lcc5O3H2qvOHxOyewHSAAkUBe3P3Ut9Uv6TjLpfLycvLo6ysbMXPsbjN7u5uJicnl531WStkMhnmHTsx79hJZGYG7/mzBLq7CXR2EHPOkozHkatUaAoKMTQ2oa+rw7J7L8o1dprWsY51/OGxToDWcd0YHx+X9N5lZWWSQ1QkEuH06dPS7Iborub1epedWRFhtVrZtGkT3d3dRCIR9u7dK2m6DQYDNpuN9vZ2pqenpeyThoaGJTaJorHBwMAAwWCQ0tJSNm3ahKAS+MkLP+GjP/0owcJgKpB0EWKJV0/iKsWr1roquYoDpQe4q/ou6rPr007ColPXzMwMHo+HUCiE2WymrKxMGmyXyWRs2bKFRCLBxYsXmZ+fJx6P09HRQW1tLQaDgVAoJK1qRhNR+l39kitb91z30hR3NVhrrJhDZgweA4XJQnaV7uLQzkPEY3G+c/k7tIy1YDVaKS4uXjI3tRaIZDYvL499+/Zx5MgRAoGARDqSySTt7e3s2rULuVy+hACJrevTp09LEp14PE40GmVqagqHw0FlZaUkdYtGo2myt1AohFarXbbocblclJWVIZfLmZycRKPREI/HaWtrw2KxsGnTpjU97yZjE4WaQobCQ6lke6WMQCBAV7KLSlklVnVKklZUVMTGjRuXnadRq9VpbmniwL9I6rq7u4nH48zPz7Nx40ZqamooLi5GqVQiCAKXL18mEonw/ve/n6GhIY4ePYrT6aS8vFxaZBDJ8kJTD5EMCYKA3+9f82pdMplkamoq7bqsrCwaGhpoaWnB7XbT0dHBpk2bOD56nO+3fB9PxMPe4r08uO3BNYd3Qjo5Pjp8lFAsxJt2v+ma5F8rPk7Ex8W+i5wYPEG7rp3xvnFGPCMZDUwUagXmcjPh+TBTZ6eIB+Po7Dp0uTos1RZUShXFWcWUmcsoMZdIRKfQVIhGqcnw6GDKS8lbHQ4H8UScr5/6OsFYkC/c+gW0yuXn40KhELOzszidTskm+lpgMBjSujsmk2lVeWEgEGB6epqpqSmJYGs0GoqKisjJySE7OxuNRoMgCPTO9fL4pcc5PnL8mjKJRGMDvU/PlqwtbGjagEVrWXI7lUolzWYuDkPMhEgkwsWLF1EoFNx0003X9H23HDR5eeTcez85995/w7a5jnWs4w+PdQK0juuGKJORyWRSMRyLxTh79qyUOB2NRhkcHCQej9PQ0LCijW5hYSH5+fmcPXs2LdRUhNgxGR0dJZlMcujQISoqKtK2GYvFGB0dZXBwUDI2KCopos3Zxj+1/BPnJs8RjUVxhV3IhmXY6mxLVncXrmKqFWrKzGXcVnkbhyoOSYVaMplkbm6OmZkZpqenJWviiooKcnNzOXPmzJITtjjbAqn8BDELJplM0tnZSXZxNi90vMAMM/TM9TDoHkxzjxKhV+mptdWm5nay66iz12HSmAgGg7S1tTE7O8uJ4yfQarX4fD4MBgNmsxm5XL7iqm8mhMNhTp06JQWyijMm4rZE1zMxS8bhcOB2u6XHCYfDzM/P09/fL9kIixDncwoKCtIIrN1uJxwOSwYZcrmcmZmZZZ27EomE1GkbGxtDo9EwPT29rH32QigUCrRaLRqNBq1Wy1/o/oKvXvwqer2eRDKBXq9HLpPjMXu4OfdmLBYL+/btu6ruit/vZ2ZmBpfLhSAIkhRPrVbT0NAgkZpkMklLSwvhcJh9+/ahVqvZuHEjgUCAtrY2rFarJI0QicRCArTwZ5/Pt2YC5HQ6M86N6PV66uvr6e/v50LHBb5z5jtMm6bJM+bxmZs+s2xO0koQ99sZdNIy1UKeMY/bG26/6u2IiCfjTHgnlnR15kJzeIY9CAkBy5hl1e0k40n8k35yCnMwC2a0MS17Gvdwy+5baChuWNFlLROUSiXZ2dk4HA5++MoPaXO08b7t76PcUp52u2g0KpEdp9MpfW9eDRQKBRaLJa27sxayAKnXY2pqiqmpKUnaptfrqaqqoqCgIC1gOZqI8tLgSzzZ8ySD84MrbXZZCEkBpU9JFVXU2mopKC3ISMy0Wi1VVVWUlpauWe/vcrm4ePFixnPHOtbxPxH/E00QWlpa+Ou//mva2trQ6XS8+c1v5qtf/eqav5P+EFgnQOu4LszMzEir0IWFhWi1WhKJBOfOncPjSbkheTweBgcHkcvl0jzGcigrKyORSNDX18euXbvSirf5+Xk6OjpwuVxotVoKCwspLi5OMwwIhUIMDQ1Jsx61tbUEdAEOjxzmRNuJtFVKuUKOudyMq8eFf9KPqTh99TmaiKJWqLHr7ByqOMTX7/x66vrfDf/OzMzgcDhQKpXk5+fT3NyMzWaTimKfz7fE5hdIK/KjySjKIiWDk4Ocmj7FpHOSaHsU24iNnA2vGgjIkFGSVUJddh0N2Q3UZddRnFW8JJ8GUoXL7t27GR0d5fz585w+fRqfz8fGjRtxu92UlpZe1Yqox+Ph2LFjGAwGDAYDXV1dhEIhKTzz4sWLafMHo6OjGAwG5ufnmZqawmw2Mz09zdjYWMY5BXHYX6VSLbFCLSoqIhwOMzc3h0ajIRwO43K5lrW8djqdzMzM4Ha7aW5upqysDIPBkEZuFv4s/ru4uNqc2MwzQ88wGBpESAqSrKvd185NOTdx+47b10R+BEFgamqKwcFByeZdJpNRXFxMY2MjWVlZkkynuLiYeDzO+fPnkclk7N69W9qvSCSCy+Xi4MGD2O12Tp48SVVVlfQZW4kArRUL5W+LYTAaCOYE+VH3j4iH4xxqOsQn7vjEqnkty0HcryNDRxAEgdsrb5fmrVZDPBln1DNKv6ufvrk++l39DHuGUyHEiyAkBSLzEUylmfdTJVdRZi6j3FJOsaEYT78H/WY9BrUBk8nE7t27mZ6eprenl6Q7SX19/Zqt3UUUFBRwofcCj3Y+yp177+Tu6rvT5mnErKCrhV6vTyM7WVlZV0XIPR6PRHrE73Cj0UhNTQ0FBQVLjAJcIRfP9j3L8/3PS053VwuloKRWUUuJUEJxQfGyckmj0Uh1dTVFRUVX9ZwGBwelHJvVDFjWsY51/H6QTCa59957+cQnPsHLL7/M5OQkt912G9nZ2Xz609eXrzU7O8tPf/pTRkZG+PznP8/x48e5996rl/PDOgFax3UgHo9z5coV6feKigoSiQQXLlzA5XJJ8rOpqSlp7mG5wlu0BZ6ZmaGkpITm5mbpxOf1eunr65MKtJycHJqamujv72d8fFyydx0YGGBiYgKr1UphTSFXglf4RdsvmPJPZXxMSGn7DQUGApMB1FlqNFkaNAoNe0v2opariSQiyJCRr8mnp6cHh8MhBRuKblnLrbAvHPAHUnba4Tk6gh08de4peuZ6GJ4fRiBFCrxWL1FHagU+NhWjuKKYAzsP0JjbSI2tZkVHrUwoKCjAYDCg1+sJhUJ4PB4CgQDz8/NSFyUWixEOhwmFQksu4XAYj8dDR0cHJpOJioqKtKym6elpysrKlpC8WCwmFXR+v1+aXciEoqIivF4v8Xic3NzcjOS4oqKCSCSC3+/HZDLhdDrRarXSjIqYQxOJRBgeHsZsNvOJT3wiTY55tVAoFBw0H+Sy4zJGw6vzNQICnarOVYtgsQM5NDSU5o6Vm5tLbm4umzZtkgw6RIe7QCBAS0sLer0+LZgRkNziNmzYkHp/FxbS2trKhQsXqKysTCNwOp0OhUJBIpFYMwHKJH8TMTQ/xJHpI0zOTLJn/x4OmQ8h88u4ePYiu3fvvmpCACkCNOYZo8fZQ6W1kgprReZsLiHJuHdcIjp9rj6G5odWzeASEfFEEAQBrUVLrj6Xcks55ZZyKqwVlFvKKTAWoJAriMVinD59GrUy1bE0GAzs2bNH6tIVFRXR39/Pyy+/TGlpKdXV1Wvuouoten7d/WsUcgV32++WJKALHTHXApPJRE5ODjabDavVetXHXRAE3G63RHrE96XZbKa+vp6CgoKM82w9zh6e7HmSV8ZeydiJXg0yZDRZm6iR12CL2FCw/GfSYrFQXV1Nfn7+VXVu4vE4ra2thMNhDhw4sKIpwjrWsY7fL8TvmWQyKS16yuXyNefSLYeWlhZuu+02GhoaaGtr44Mf/CBvetObePjhh3nnO9951dtbJ0DruGZ0d3dLDklFRUWYTCbOnj3L3NwckUiEgYEB/H4/SqWS+vr6ZVufYmCmQqFIm/XxeDz09vZKgWkmk4nGxkbJhSo3N5eOjg5eeOEFtFotJpuJQH6AY65jdJ/vXvPzMOQbiHlj5HhyeMfN7+CmqpsIhUI81/UckUiESDRCSBEiZAlJmQmrdVDCkTCXei4x7h1nyjvFpH+SmcAMiiwFlqQl7bYyZFRYKtixawfhvDARR4RsUzYb8jZg99tpami6Jg17S0sLPp+P2tpapqenGR0dlf4VrbgXy9EWIhaL0dXVhdFopKKiYklB4vf7qaioQKlULrGGFofcOzs7M1rOyuVyadB/YmJCsrJVq9VLujRarZbm5mZaW1vx+/10dXWhVCqprKzEYDAQj8cZGxvD7XajUCi46667VjXYWA2hUIjIdITSRCkuXp23yjJl0THfQftMOxvzNi65XyAQYHBwkLGxMcmkISsri6qqqmUNCUwmE0qlkqeeeorGxkY2btyYdqwDgQAjIyNpYa4Wi4W9e/fS1dXF8PAwHR0d1NfXo1AopMyW+fn5NRMgh8Ox5L0QiAZ4cfBF2mfayavK4zVZr+Ejhz6C0Wiko6ODoaEhTpw4we7duzOSl+WQTCYJBAK8NPgSAIcqDyGXy1PvBe+ERHT6Xf0MuAcyBvOuBK1SS4UlRXBi4zEKawu556Z7ll1AiMfjnD17ViLter2evXv3pn1fqVQqGhoaqKiooKenh6NHj1JZWSm9/zPB7/fjcDj46tmvMu2f5oD2AF2Xu9bkGAgpIivaSYtzN1cLUaI7NTXF9PS0NEtks9moqKigoKAgY1EST8Z5ZfQVnux5kl5X71U/LkCFpYJ9BfsoiBTgc/pIxpYnfDk5OVRXV0uGKleDQCAgWZmvlu2zjnX8T4QgyBCE/2IJ3O8eX5TIitBoNBll/h/+8If56Ec/yt/8zd+QSCR47Wtfy4c//OHr2ocPf/jDfOMb3+CBBx7AarVSWVnJE088wYc//OF1ArSOPxxcLpcUfCpKzU6dOoXH48HtdjM4OCjlm9TW1mZckROH4vPz89m+fbvUlXC73fT29kouYWazmZqaGmlVMB6PMzExQV9fH109Xciz5cjr5bSNtWWUwayECksFt5TfwvY7tvPK4Vdwt7o5M3WGTmcnoVAItUaNwWDgTbe+iYaczFamgiAw5Z+ib65PKtxaO1txjbqW3NaUayJbny3l7tTZ66ix16BVapmdneWM4gyR4og0/D83N8eJEyfYtWtXWrCfIAhEIhGCwWDGDs7g4CADAwNoNBqsVisej0fqBg0MDNDa2ioNSGdCLBaju7sbg8FAZWXlEvIj5uYYDAZ0Oh1utzvNlU0kT4WFhWnuZ2q1GpPJxLZt28jOzqa/v5/GxkZKS0vZs2fPisWLKP0yGo0Eg0F6e3spKChgamoKg8FAdnZ2Rjnb1SKRSHD+/HkUCgWN8UZOcYokSXR6HTp96n38o9Yf8bU7viYdl7m5OQYGBiQbdkhl5lRWVkqyvsU23iL8fj9TU1PodDo2bVoaktjV1QVAQ0P6+y8QCFBcXExeXh4ul4uXX36Z5uZmsrOzr9oJbmEQsSAItE63cnjoMOFYmK2lW/n0mz5Ny+kWBEFAJpOxYcMGtFotXV1dvPLKK+zYsWPNSe5+v5/u2W4G5wcpNBXS4ejg2NQx/iP0HwRiVzf7YtaYpTDMKmsV5ZZycg250vfEb2d/y9YNW5clP4lEgrNnz0rD/jqdjr179y7bXRHJeHV1Nd3d3Rw5coSamhrKysqkOR5R1hYOhzk3f44WZwv7iveR7c3G7XYvS4AW5udkZ2dnDPJcC8SwZZH0xGIxZDIZdrud2tpa8vPzl31+nrCH5/qf47n+55YarawBNp2Nm8tu5qbSm0jMJejv78eTWF4uV1BQQHV19TU7tHk8Hs6dO0d9fT0lJSXXtI11rGMda8fiz9lnP/tZPve5z6Vdl0wm0el0fOc73+F//a//RX9/P69//ev57Gc/y0MPPXTNj93e3s5f/MVfAEjn3jvvvDPt/HU1WCdA67hqJBIJWltbpd9ramo4f/48Xq+XsbExqQhUKBSSXfJCCIIgJdzfdNNN0sr13NwcfX19zM7OAqlV7traWvLy8oAUMRodHaV/uJ9B7yCTikkucIHIRITc7Nw153OIJ+ldebvQRXTMzs7SPtSOTCbD4XCkyFZOPtZYihzIkFFhrXh13wMOiej0zfUx4B5IK9yEpMD89DyQMiooyiqiwFhAbVEtb7r7TVh1mUmHuIqu0WioqKhnTRmuAAEAAElEQVRALpdLBgt9fX3U1NSg0WgkedpyuR9er1eauaqpqZG6M0qlkpKSEiKRCD6fj76+Pux2+5KZIJH86HS6jOQHkLIAlEolOp2OjRs3MjY2hlqtxuPxSO5jJpOJ7du3S9sQV2nVajXRaJQrV65gNBppaGhYtUgXidP4+DgDAwOMj48zPDzMgQMHMJlMtLW1UVdXx+zsLPF4/JqJ0OXLl/F4PGg0GgwYaNY3cyV+Ja3L0evq5ZXRV6hUpVzrRBmgUqmktLSU8vLyNRWw8/PznD17lh07djA0NEQkEklbTROlBOIs00KI3Z38/HxKSkoYHBzk3LlzFBUVSdtYixNcIpGQPrOukItnep9heH4Ym87GGxveyO07bseis0jbE1FdXY1Wq6W1tZUzZ86wdetWKZdrIUTbdvHzcrHnIo+ceYRQPCXBmg3MorVpMcdWngEyqU1U26qpsdVQY6+h2laNXWdfVio1MzMjdRaXe97nzp3D5UoV+lqtlj179qxJPmUwGNi6dSujo6OcOXOGxx9/XMquEvdnKjLF4bnDVOmrOGQ9RHt7O263Wyog5HI5drtdIj1ZWVnXPLCfTCaZmZmRLKvj8bgUrlxQUEB+fv6Kkr1B9yBP9jzJsZFjV72IpJQrOVB6gEMVh9iQu4HJiUm6W7ol98/FkMvlFBcXU1VVteZuWCbMzs5y6dIlmpubpXPEOtaxjt8vxsbG0s4nmTrTv/71r3nsscfo7k4pcZqamvjsZz/LBz/4wesiQLm5uXR3d9PU1CRd19PTs6wx0mpYJ0DruGr09PRILkUWi4WBgQHcbjf9/f2SJE6hUFBXV7fkBOfz+RgbG6OxsZFbb70Vg8HA7OysNFAPKXlGbW0tOTk5xGIxhoeHudJ7hYvDFxlNjDKpmERhTEl9lBYlkakIUV8UjXl5iYhWqWVX4S42mzeTk8zBOetkeGqY7OxscnNzaWpqwmAwcOHCBZxOJwO6ARBSJgVGlZFHOx6VpDnL2b2a1CZqbDXYYjaiNVEKTYWY1K/azm7duhWrzkoymZQybRZ3bjo6OgiFQiSTSWpqavB4PFInbGJigvLy8hWHe0XraNH5Tq/XL5E2FRUVEQqFsFgszM3N4fF4KCsrw263E4vF6OnpkdyXtFotOp0u7aLVauns7KSoqIj6+pQNuCAIHD9+nEuXLhEMBjEajRiNRtxuN4FAAKPRSFVVFQ0NDdLxELNlzGbzsqYGi5GTk0NpaSkvvfQSWVlZZGenVtXn5uaw2WxkZWWRTCaZnp5Oy6NaKwYHB6XVJHGVfLdpN3OKOSLJlHxIEARCoRD/8Pw/8K6Cd6GQpRzkKisrr8pgYnZ2losXL7Jx40aKiookqVJ5ebl0m66uLumztBgLLbBlMhlVVVXk5+dLroLhcBir1bqqE9zMzAyxeIxzE+c4OnyURDLB/tL97C/dj0qhShtEXzy3UlxcjEaj4cKFC1y4cIENGzaQX5xP71wvXc4ueud66Xf14w67pfuMDY0RjAexaq2o5KljpdCmz4XoVXqqrdUpwmOvocZWI3V21orJyUkKCgoyEutkMil91iF1Et+zZ8+qpFXsrszMzDAzM0M4HEav11NQUMDY2BhTU1MUFxdjsBh4bPoxdAodr817LTqFDr1eL7knlpWVpRmmXCs8Hg+jo6NMTEwQi8VQKBTk5uZSUFBAbm7uiu/FRDLBmfEzPNnzJJ3OzmVvtxxsOhv3VN/DXdV3YdaamZ2d5eSJk0skMiIUCgVlZWXS98r1YHJykitXrrB9+/Y1f3esYx3/U/HfyQUuKytrVWfR0dHRJdb9ogLkevD+97+fe++9l//7f/8v8XicRx55hC984Qu8+93vvqbtrROgdVwVRHkbvDrs7nQ6GR4eliRQKpWKurq6NG15LBaT5iLe9KY3UVlZicPh4NKlS5L8JDs7m9raWux2O263myOnj3C07Sh9nj5mVbNo7BoUKgXKBW9bdZaawFSAiDeyhADJkNFka2KDcQNFQhGB+QCquApVjmqJYxvAfHiekCXEi2df5Hnn87hNbmLJGNn6bB7pfCRt22KBJq5ELyzQjh07hjMrld0x50vNQwmCgMViobOzc9mVUUi1dcUiMxwOU15ejlarlRzUhoaGCIfDFBcXLykGk8kk/f39xGIxSUYDLAkM1el0KJVK7HY7FRUVjI+P4/V6U5bPiQTbt29nz549KevnZYrH1tZWSkpKpH0IhUIEAgFpNR1IMyZ4xzveQWFhYdo2xPBc0Tp9NczPz3P58mU0Gg033XSTNLQ/NjZGNBrl1ltvlW4ruqpdDWZnZ9NMHsTMoU11mzBqjfyo9Ucp0hpMEVQfPnriPbxt59skS/C1Ympqir6+PrZu3Sp1KIqKiiSSC0jhk7W1tRlX2TJZYBsMBmk26Je//CVWq5WysrIl+VgLcanvEj9q/RET3gnyjHncX3c/+cbUiprRaCQrK0s6mS0mQIIgIOgFhGKBF4+9yL9e/Ff8Rj+GQkNGspJIJphyTyFHjk2XKlyVCiUN+Q1srdtKjS31eSo0FV6XfXEsFsPhcLBjR2aL7suXL0sLC2q1mj179izbjYhGo5LN/ezs7JLPE7w6n+h2uxkfH+dkx0lms2Z5f/P72VCxgezsbCoqKhgaGpKI+7UiGo0yPj7O2NiYRDZycnIoKSkhPz9/VeMPX8THCwMv8EzfMziDzhVvmwl19jrur7ufvSV7UcqV+Hw+zl4+mxZsvBByuZzy8nJqamquuwACGBoaYmBggD179lzV7Nk61rGOPwzuvPNOPvnJT/KlL32Jj3/844yMjPCFL3yBt7/97de13Q9+8IMoFAr+8R//kUQiwac//Wne/e53X/Ns0ToB+hNEeGwUf2cHwZ4eoo4ZhHgcuUaLtrQUQ109hg0bUWXQZCeTSS5fviwlk8diMebn59MG4DUaTZrhgSh3m5ycZMuWLdx55524XC6OHz8uDR3n5uZSU1ODyWTiQtcFXnjyBVrHWplTzKHP1qMqVqGXZXYPURlUyJQyot6otI8FmgKaDE2UUYZe0JOjzSE3N5ecnBxp5dEX8dE60/qqla67XyoGPEEP4yPjKKuUyDVyLFoLTTlNEtGptlWTo82RujjBYBDHkIPh4DBTU1O0tLQskacVFxdntMReDJ1OJ63siy5NomZ/YGCARCLB1NQU4XCYysrKtGJnfHwcv9+PwWCgoqJCms+Zm5tDp9OlBXRWVFTg9/u55ZZbiMVitLa2cvjwYbKysrj99ttXlKa4XC7UarV0G7GTkUgkyMvLk0wrRNtqg8GwpPARn4MYsLgS4vE4PT09jIyMUFNTI+WCPPbYY8zPz+NwOKRsHLGwnJ2dJRaLrbkbEwwGl9h5i1LEWCxGhbyCiDsiSR3VajV6g5522snOz74q8uNwOEgkEtx0001pq9eFhYV0dnZKga9dXV2o1Wqqqqoybsfn80lkdiFkMhkNDQ00NzczMDDAsWPHyM3NXSITiCfj/KrjV/zTc/9EMpnklopb2FO8J82aWCSt4vOLxqP0zfXR5eyia7aLLmcXc6FU5zZhTOCedpOYTpCIJsgqy1oiS50LzqFMKNlctJkDpQcoNBVi19vZv2//mmeI1oLp6Wkpg2cxenp6GB8fB1KLNZlMHMTMpunp6TRSvxoKCgqIFkTxtfk4pD9EU3YTRUVFWK1WdDodQ0NDTE9PU1NTc1XPR/weFSXGyWRSymcqLi5ek2zPEXDwaMejHBk+smYXPREKmYL9pfu5v+5+au21QMqavbOnk9HR0WXluAUFBTQ0NFzzPNNi9PT0MDk5yb59+9ad3tbxJ4P/Th2gtaCxsZGnn36av/u7v+OrX/0qZrOZt7/97Xz2s5+97v34wAc+wAc+8IHr3g6sE6A/GSRjMdxHX2LmV48S6OwAQKZQIiQTIAggl4NMBokEKBTYbr6V3D97I6ZNzdI22tvbpWybkZERBEFIC07U6/XU1tZKxa7P52NkZAS9Xs/b3vY2dDodp0+fllYt8/Pzqa6uZsg9xPde/B6nuk7hirvQZevQVeiwKC2rPi9BEEADCq+CungdjYZGanNT8rnc3FwsFgvBWJAB9wDnBs9JMraZwEzG7akVaiqqKhgbG0Pn15Gdl80nN3+SMm1ZiuyMBmnvbicWi2W8vxi8uhByuXzZOYTFWHhSFwkQpKSGDQ0N9Pb2EovFCAQCTExMsHXrVikQ0+12k5+fz2233ZbmvCbO/CxEeXk558+fx+PxoNfrCYfDkvvYmTNnqKurWzZE0OFwSM+nv7+f7u5u6TmLUq5YLIbVasVsNqNQKGhvb+fgwYNSIS0aaJSVla1IHmZmZmhvb0ev13Pw4EGpkCosLKS6uppjx45JAZBDQ0Po9Xr0er1k61xaWrrqMRdNDxa/pna7nYmJCY4fP05DQwMHbQd50fsier1eIlaeiIdfd/2at2x8y6qPA6nO1MzMDK95zWuWSHd0Oh02m02yjff5fGzYsCHjLFM8HicUCi37vpLJZJJboc/n49KlS+Tn57NhwwZUKhWD7kG+deZbdI10kafP477a+8gxLJVWGm1Gzk+cp2Omg6dbn+afp/4ZuSnz66XQKLDV2ZjvnyfsCiMkBDZv2Ux9bj019hryjfl88fgXMVvMvGfTe9JCRa/XHnUxJiYmMsrfxsbG6O1NuZrJZDK2b9+O2WyWLKKnp6eZnp6+qiBSs9lMfn5+yqRFI+PHz/yYLY1b+OLtX2RqYooLFy5gsVior69Hp9MxPz8vOV+uBr/fz9jYGOPj44TDYRQKBUVFRZSUlGCz2dbUJXMGnfzyyi95cfDFq7axNmvM3F19N3fX3C117BKJhJS3s5yLpNVqpbGx8YbJ0wRBoL29Ha/XK4UDr2Md6/jvi9tuu43bbrvthmzr85///Kq3+cxnPnPV210nQH8CCPR0M/jQ5wgPD6eIzu8gJBacvBZKWxIJXC8fwfXSi9huu52yD/8NYy4Xo6OjTE5OcvnyZcxmc1phZjQaqa2tRalUShkofr+fjRs30tjYKP0OKeITy4pxpPcIn3vhc8x6Z9FatOgKdWSbVpaGCIJALBojGo1iU9ioUlVRVF6EIqDg4OaDlFeXM+obpdvVzVNdT9E318ekP0PAo5CSyBUZiijWFVOoKSRHkYNJMHF88jiXrZcJTgTx6XwEcgIMyAdWPc6RSESS8y2E3W5f80C+uKIv2kGLVtHi7M2dd95Je3u71E3y+/2UlpYyMjKC1Wpl165dS2ynM5E1vV5PXl4eIyMjeL1e1Go199xzD6FQiIsXL9Ld3c3c3BxbtmxZIr8SjSIuXry4JDxT1PkHAgHMZjPd3d1Eo1H8fj8DAwPU1NTgdrtxu92SNCYTwuEwV65cwel00tTUtMR5RqvVYjab0Wq1FBQUSHNIfX19NDU1oVQqmZycXBMBam1tlUi5IAhp7mmBQCDVAaqo4Obym5k6NsWYdyzt/o93P87dNXdj0VpWfJzR0VHcbrcUgJoJhYWFjIyMEIvFMBgMlJWVZbxdJvnbYmRlZTE/P4/JZGLfvn1cuXKFF196kSHNEL+d+S1KuZJ78u+horACuUyOIAi4Qi5GPaOMe8eZjkwj+FPEVkgKODwOzNlmtGQu3A0qA/UF9dRtqkOYEtCENWSbstm1aRdarZYftPyAQCzAgcIDaeRHLpdf90zIQkQiEZxOJ7t37067fnZ2lsuXL0u/NzU1Sd3PmZmZtMWclSCaC+Tl5S1xVPuns/+EN+Llswc/i1qppqysjOLiYoaHhzl16hRerxeZTMb09PSy7/14PM7k5CRjY2NS98lms1FXV0dhYeGav0tcIRePdjzK8wPPX7WxQaWlkvvr7udA2QHUihTZEASBiYkJurq6lpXx6nQ6GhoaVu3qXi3a2toIhUJp4cDrWMc6/jRw9OhRIKXUOH/+PFu2bKGyspLx8XHOnj3LHXfccU3bXf8m+SPH9C9+ztjD33n1irWG7/1O5+468hLzZ8/guP/1XJlPhWLm5eWlnYSysrKoqamRTuxTU1Pk5OSwYcMGIJUXlBSShHVh+kJ9/Mvxf8Ex40ChVqDL1pFTloNcmXlVWRAEYrEU4YlGo+Qp8thh38GBxgNUFVbhlXu5NHSJ46eOc/rMaXxXfFKwaDKZJJFIkEgkEJICuepc8tX55ChysMvs5KhyUMqUEAEiqZBLL15G/aOoLWoirggqpwoVa5NRLbRAXoiF0iOZTIZOp5M6FYsNBgCOHDki3b6qqmqJ1GPv3r20trYyOTmJ3+/nJz/5CaWlpezYsSNjRyBTYadSqcjLy+NXv/oVu3btYseOHcjlcgwGA/v376erq4vBwUGOHTuWlqoeDoeZm5sjkUhIhhcLoVAouP322xkbG2N0dDTt8Xt7eykuLpa6P4WFhUvIlSAIjI6O0tXVRW5uLrfccsuy+Scej4eCggJsNpu0qh+JRBgcHJTc7xa7qi1Gf38/k5OTaXkpYuCoWMxFIhEaGhpQKBS8o/kdfOHEF9K2EY6H+VXnr3jX1ndlfAxBEGhra8Pj8dDY2IhKpVp25b6wsJDDhw9jsVjYt2/fst2xtRCghUQ4Ho9jrbHy3d98l77ePjZVb+ITr/8ER44c4bTzNGPeMca944Rir3Yd9Xl6TKS2L0nZFjQ3C4wFNGQ30JDTQEN2A6XmUul5CZtSK/YjIyO88sorVG6o5Om+pynUFbLRkJ6fpNPprmveZzGmpqZQq9Vpkjqv18uFCxeIRCLMz8+TlZVFZ2fnmsNIxc9Lfn4+OTk5GYvwtpk2Xhx8kdfWvZYa+6sSN4VCIck2L168yPPPP084HE4jT4Ig4PrdIpP4HtRqtVRXV1NSUnJVbmnz4Xl+1fkrnut/7qqkbnKZnD3Fe7i/7n4ashvSXpO5uTk6Ojok2fJiKJVKampqqKysvOE5PF1dXfj9fnbv3n3NwcbrWMf/ZPxPk8DdaIgE6IEHHuCd73wn733ve6W//fjHP+bxxx+/pu2uE6A/Ykz8+/eZ/PfvX99GkkkSfj/Wn/8HTnsu1pLSNLmKGEbldruZmJhAp9ORm5uLzWbD4/cwPD/MpDBJ13wX7jk3iWgCrUWLtdqK2rRUxiAIAvFYXCI8sViMKlMV24u2U5NXQ1KTZCQwwhNzTzA8MEw8HicSjOAcdaLyqtAV6kgmklgVVgpUBRRoCig0FpKnzpMcp1bDVCQ1XK8r0JE1lYXD4VjVZjGRSEj23SqVSgoHKygoYPfu3WmEZ7ViT6VSSV0bcc5jIRQKBVu3bkWv1/PUU0+lZpAcjoyBo4lEImORJ5PJGBoaIplMUl1dnVa0yOVympqayM7O5tKlS5w5c4aamhpqa2vp6upiZGQkowTFYDCwY8cOTCYTFotFGooWCZA4QybOjC02P/D5fLS1tREOh9m2bduKbndTU1OS5bRSqaSwsFDqRs3PzzM5OUlRUdESV7WFcDgctLe343A4Uk5ov8tL2b59O83NzZSUlDAyMsKVK1cIBAJkZWWxs2gnDdkNdDm70rb1XP9zvKHhDZJMSIRoGOH3+6mvr5ekc8u9B+RyuTTHlclSWoTYTV2pMBa7TNFElH899a+c8Jwgoo6wc+9OZgdmeeuX3kosEkOlz/y50FheJY5KuZISSwl7K/eyb8M+GrIbMGuXt62WyWRs2rQJrVZLT08PX/75lwkag7xx9xuJDKe7A93oWY7JyUkKC181UZibm+Opp56SpG2i8+Nq5MdgMJCfn09eXt6qcrNoIsp3z32XHH0Ob9+UedBXpVKxa9cuaZbn8OHDFBUVoVarmZ6eJhgMIpfLycvLo7S0lJycnKsiht6Il8e7Hufp3qeJJCKr3+F3MKlN3Fl1J/fU3LNEBhkOh2lvb5fm+hZDJpNRXl6eJn2+kejv78fhcLB379518rOOdfyJ4/HHH+ff//3f0657+9vfzv/5P//nmra3ToD+SOF87pnrJz+/g0xIcf8/m3NwrLoacd2/oKAAo9FIV1cXiUQilQET9uBUOTnWd4zxyDhJeZJYMCZ1e3R2XXq3R4BY/NUOTywaQyFXUGoqpTSnFKPByHRwmt86fstTE09JHZ1EIkEykSpgrCorufJc8oV8dtl3ka/JRyO/+tR0gFgyxmw0RWSUOiVleWVMTExgt9ul4lWhUEiERjQacDqdRKNR1Gp12ol69+7dKxbymSDaR0Oq0M3U1ZHJZITDYex2O8lkkoqKCi5cuMC2bdvSyFqm7o9cLpeCPm+66SZmZmYy7mNeXh4HDx6kpaWFvr4+Ll++zPDwcMbQwtzcXLZu3SodI3FAu6WlhVgsJgVoXrp0CZvNRnFxsbSdZDJJb28vg4ODVFRUUFtbu2Kxk0gk6OjoYOPGjczMzOBwOCgqKiIQCEgr1BMTExiNRiYnJzMSIKfTya9//Wup+yMe99tvv50tW7ZIhac4cyQSIJlMxgObH+Djhz+etr1oIsojHY/w3u2vrkwlk0kuXrxINBpl9+7dvPDCC9Lflits+/v7ycrKwmDI7KImYi0ESKVTcWz4GM/1P4dH68FQYqDcUs5IaAShQEA2KyMwEkBtUqOz69IMC0x6EwdqD9CU20R9dj3VtmoO//YwTY1NlBavLisUUVtbiyPi4PLxyxSbi8mOZTNBemjdjZz/ETuUFRUVDA4OMjIywpkzZ6RuZVZW1rKEGFJSM7HTczVdl19e+SWT/kk+e/CzaJXLy/lkMhlFRUW4XC5CoRAnTpzA7XZTXV3Nzp07KSsru2oi4Y/6+XXXr3my90nC8eUdJhejNKuU++vu5+bym9Eol35fjo6O0tHRseycT35+Pg0NDdeV5bMSRkdHGRkZYd++fWs2M1nHOtbxx4ucnByOHz/OzTffLF33wgsvpDnMXg3WCdAfISIzM4x8/Ws3dJsiZdnS1cGprTvIzcvD7/czPjGOO+pmfH4cj9ZDQBFA4VEgCAJyuRyNRYOxyIja+LuTukBahycUCRGJR0iSxKw2o1fpiclijPpHGfIMLTEUMKvMFGoKU52d3/2rVWi54rtCOBymVFt6XXIaR9SBgIBCoUChUHBo4yGCw0Ep0FOv12eUbQ0NDS1ZyTaZTFdNfoC0mYLl5hJ6e3sZHx+nrKyMgwcPpmSGv8s22bZtm9Q9WCxTE+3IRdnb3Nwcra2tNDU1ZTxuOp2OnTt38pvf/Ib29nYpeHQhampqqKurW3L/qqoqTCYTbrebWCyGUqnE4XAQCASkbTidTtra2lCpVOzfv3/VfAHxuavVqfkKcZtiDk5HR4dk2dzf349Op0tzg/N6vXR3d/PSSy9Jx8ZqtZKfn09zc3NawBqkEyARjTmNbMnfwqXpS2m3fWHgBf6s4c/IMeRIxgqQIsGZjDEWIxKJMDQ0RE1NDV6vl0AgsKx7lt/vR6PRpBWG4XiYztlO2mfaaZlq4ejwUcaujCGPy8nX5VNhq5BeI5lMhkwuw1RsIugIInfKaahpoLqgmpKsEjbXbaa5uTntMRdatF8NXnS+iLnKzO3m27lw4YKUVSPiRhGgWCzG+fPnJZt+QRDo7e2VXmedTrek26lQKMjJySEvL4+8vLwV5ZLLYXh+mMe6HuOm0pvYXrh92duFQiGGhobo6elhYGCAnJwcbr31VqxWK1NTUwwPD6NUKlc1BhERiAZ4sudJnuh5gmBsqRx1OVRZq3jbxrexvXB7xs98KBTi8uXLUkd7McxmM01NTTfUtW8xpqen6enpYe/evTd0Pmwd6/ifCAEZgvCnK4ET8clPfpK7776bN77xjZSWljI4OMgTTzzBT37yk2va3joB+iPEyDf+H8nY1dmcrgVyQcDumadocpTDU904Qg4cIQdJRRKNVYNKpkKulKPJ0qC1adGYNchkMmLxGH6fH1/Qhy/oIxwPEyNGggQquQqTxoRBYSCejBOPvrramKXKIl+dT6GmkEJtiuzoFZmLJZ1ORzAYJBqNrqmI0Wg0Uhdn4eW3Y78lL5aH+Fm//6b7mamYobOzM0XoMmx7ZmYm4zxMZWXlGo/s0n0TsThMDFJ21z09PSiVSnbt2oXJZEKn03Hp0iUEQeDixYts2bJF6oqIiEaj9PT0UFhYyM6dO6VhbnH+JZNlcCAQ4Pz582g0GkpKShgdHWV8fJxYLEZ5eXka2VoMuVxOTU0N586dIxqN4vF4iMfjksFAa2srU1NT1NfXU15evibi6vf7GRwcZO/evchkMvLy8pDL5SSTSZRKJdXV1XR2diIIAolEgr6+PqanpyUbcTF0NxQKkZOTQ35+PjqdjuzsbBobG5c8nhheudgV7O2b3r6EAMWTcR7peIR3b3k3586dQ61Ws23bNuRy+RIjikzPta+vj0QiwcaNG+nu7mZqaorq6uolt0smkwSDQUz/P3vvHd5YfaZ/f9QlS5Zly71b7m3cxtOZAgOEGiAkBFIg7d0kmwQ2m02WTSVlk18IScgmWVIhhBQIBFJIg4Hx9PHYM+69SO5FtiRbvb5/eHXGGskeDwwhy/q+Ll+2j04/R+c89/d5nvtOiKd9pp2O2Q465zoZWBggEApgdVsxWo14A94Vk1l/EtLgKu8siZx8RT4l6SVka7PJis/CYl4pYU30JJIgT4g5ohY+z5eC9pl2zs6cZV/FPt6+5e386le/Enybwj5Nr4YA+f1+ZmdnmZycZH5+ns7OToFEG41GISMok8kEkRaFQiFkeZKTk19VaVUwFOS7zd9FJVPxgYYPxJwn7J02PT1NKBQiNzdXMAAOl45lZWVhs9no6+tjaGiIoqKiNYmQ2+/m9/2/59m+Z7F77Rve1/yEfN6x5R1sz9oe8/4LhUKYTCZ6e3tjZn2USqUgcHA5e7YuxMLCAh0dHezYseOyyWdvYhOb+N+P97///RgMBp544glaWlrIycnh0KFD7Nq16xWt7zUhQC0tLTz88MM0NTUxPz9PRkYGV111Fffff39EUHjPPffws5/9TPg/3CBeUFDAHXfcwb/9279Fjf4899xzfOlLX6K/v5/09HTe9a53cf/990eVDRiNRvbu3Utra+uGR+F7enq44YYbOHfuXMwyn/B6N2Lc+Oijj3LPPfdsaLuXisOHD3PgwAFefvll9u/fzxe+8AUeeOABQqEQ7rExbMePvSbbBQgSInOgm7M6C0FfEEWCgjh9HHEpccgT5Ug0Enx+HwuuBZZNyzjcDjwBD36xn5A4hFQqRSPXkChNRCVWIRaJEYlE6GV60hXpKz/ydNIUaWuSnVgIZ1+cTicKhQKJRIJarY5JcuLi4tYMejrbOgXyU5xUjEauIa4gTugF2b17d9Qyw8PRCnHhoOaVYPW9fGEGaGFhgfb2dqFXJdwEn5WVhVgs5uzZswSDQeF3mJh5PB76+vrQaDRs3bpVCKzEYjEZGRlMTU1FEaC5uTmhhA1WAu+amhqCwSBWqxWJRHLRjE1eXh5dXV2CmSSsELwnn3ySvXv3sn///kvqAens7CQ7O5vExERgJbBNTk4W+o3UajX5+flCf9PMzAw/+tGPBEPMubk5VCoV+fn5QvZEpVLR0NAQM6gTiUTExcVFEaASfQmNmY2cmToTMf2vQ38l05ZJfnI+tbW150UBLsgAXbgtl8uFyWQiPT2dxMREMjIyGB8fjyBA3oCXfnM/zaPN/Pncn1lULKKeOB8g+gI+xmxjLLgWkIllFCUVIRfJcc+6ydZmc0PRDTTmN1KiL2F4cJhB8aCwrCpThU6nY2RkBLvdHpXlg5V7ZS2/l1gIhUI81vYYIkTcXXs3Oq2O0tJSFhYWmJqawufzkZeXd8k9QMFgkLm5OSYnJ5mdnRWMST0eDw6Hg/z8fKampoQMhlgspqamhuLiYjIyMtDpdJctgP/T4J/oX+jnY9s+FqECGAqFmJ6eZmRkRFA8zM7OxmAwoNVqSUhIwGg0MjExIbwTExIS2L59O1arlYGBAYEI5ebmIpFI8Pg9PD/4PM/0PsOSZ2nD+5ijzeGu6rvYnbN7zeN2Op0R/XkXIj8/n/Ly8tdcgc1ms9Ha2srWrVs3lA3exCY28X8LV155JVVVVRiNRjIyMqIUYi8Fl/1p9r3vfY/77ruPAwcO8LWvfY3MzEyGhoZ48MEHeeaZZ3jxxRepr68X5k9PT+fZZ58FVl5sNpuNpqYmvvzlL/O3v/2NF154QSBBL7zwArfddht33HEHX/va1+js7OQ//uM/mJ+f57vfPa90FgqFeO9738t99913SSVIFRUV3HTTTdx7770RxGw1MjIyOHnypPD/9PQ0t912G5/5zGe44YYbhOlrmRe+1pj73W9BLIHgpfk9bBRiRKSHpJQ6RZhK4lCkKvAqvEwHp3FZXHjmPPhZITsiiQiRVIRcKSdRkohGokEj0ZCuTCdNniYQnksRKAjjQjW15ORkFAoFVVVVVFVVvaKG3GXPMj3mHuH/xsyVoFksFlNeXk5LSwtmszmCKJjN5phGiXl5ea94ZHktAmS32zlz5oxARC68tzMyMti6dSstLS1ChkUkEuFyuejr6yMpKYnc3Nyomv2srCxaWlqoqqoSgtyBgQFBWS0Mm81Geno6ZWVl6HQ6hoaGaGpqYsuWLcJo/oWIi4sjOzsbs9mMzWZjbm6OnJwcDAYDWVlZlxT8Tk1NYbPZaGhoiJielpYW4UKflJSE0WjEaDQKGYKSkhJKSkoIBAIR10UikbBt27Z17xe1Wi3IZK/GO6rfEUGAgoEgFouFk8qT3HLwlohg82IEaGBggGAwSGlpKbDyXGxrb6PF2MKQfYjO2U56zb34gj7cVjc2mw1NtkZYt8VtwWQ14Qv6SFWncrDgIFszt5JOOrYRGzKJjK05W8lIXcnWxWpqj4uLo6KigkAgwKlTpygsLKSkpCSCLF9KBujY2DGGLENcW3gt2dpsYV8rKioYGBhgfn4er9e7Ia+IUCjEwsICk5OTTE9Px5R2X1hYEMx3JyYmkEql6PV6rr76akpKSi571sLsNPOz9p9RnVrNQcPKMYQtAEZHR3G5XMjlckpKSsjPz4/I7Obm5mI0GhkbG4vKFOt0OrZt2yYQod7+XsYl4xyxHWHJt3Hik6nJ5K7qu7gi7wrEorVVNo1Go9DHeSHUajU1NTWvablbGD6fj5aWFrZs2XLZ/IM2sYk3AoKICL7OJWiv9/ZhpYT97rvv5ve//70w7aqrruKpp55aM2mxHi4rATp+/Dj33nsvH/nIR/j2t78tTN+/fz+33HIL9fX1vOc974nwYlAoFFF+Dddddx3bt2/ntttu46GHHuLTn/40sJJVyc3N5YknnhDkdufm5vjWt77Ft771LWFE99lnn6WtrY0//elPMfdTJBKtmaG5//77ycnJ4d57740gamvtr9FoBFYIz4XH8XrAcvjl14z8hOEnREOSjFP6abweL/hAJBEhlogRqURIxBJUYhU6mY58VT4GlYF05UpmJ1mejES0MWIgk8lQq9UxMzkXqqnZbDbMZjNKpfIVqxGdmzlHMHQ+wGvMahT+DjdFDw8PRxCg3t5INTBgXX+bjWD1/odL4LxeL6dPn8bn8wmjwrGQlpbGtm3baG5uJhgMcubMGaxWq+AYD0SVlej1esRiMWazmYSEBM6ePRs1Euzz+XA6ndTX1wuGqWlpaZw9e5Zz585hNptjmnYqlUq0Wi0tLS3Mzs6Sn7+SGZFKpfT19ZGenr6hfge/3093dzfl5eVR1zctLY3Ozk4hyzQ3N0cwGBT6uJKSkvB6vYyNjUWVMNbU1Fx0pFmtVjM3NxdFngqTCtmZvZOTEycJBAJYLBYUCgV9nj6mlqfI0p7PAK5HgMJml2kZaUx5p/hL91/onO3kaPtRxKNi1GmR1yvgWfl+SxQSvAEv47ZxPAEPhkQDH9z6Qd5S/hahqd3hcPCSaUVWPSwb7nA4ooxxwxCLxWzbtg2VSiX449TW1pKQkHBJBMgf9PN4++PIJXLuqr5LOAculwuZTEZZWRlDQ0MsLS3R2trK9u3bY5aXWiwWpqammJycjFkOuhqLi4toNBqWl5cpLS1Fq9VSU1OzppfSq0EoFOK/z/w3gWCAj2z7iNDfMzY2ht/vJz4+npqaGrKzs2Pe3wkJCSQkJGCz2bBYLEJG88J5vOlefjH0C0zDJvwuP3GpK9n21YIVFyJdnc7bq97O/vz9SMRrP2sdDgdtbW0xB3BgpYS3rKzs76K+FgqFOHfuHJmZmRdV3NzEJjbxfxP3338/y8vLdHV1UVBQwNDQEPfddx+f/OQn+eEPf3jJ67usBOjBBx9Ep9Pxn//5n1GfJScn881vfpOenh6Wl5fX9a8AuPXWW9m2bRuPPPKIQIA8Hg9qtTrigZycnIzX62V5eVkYNfrqV7/KW97yllfUPJmRkcGVV17J1772NZ566qlLXn4j+PWvf803vvENenp6SE5O5s477+SLX/yiEAB0dXXx7//+7xw5cgRYYbgPPfTQRXtK/EtLeGdnmXS7+daoibYlO55gkGJ1HO/PyWJXou6y7L8EKHLICMgCSBVSEINSrCRTmUmxqpjq+GpyVbnopNGlJuHeDFjJ+Mlksgg/nLi4OJRKpVCmFgqFCAaDwm+fz4fFYmFxcTFiusPhYGpqilAoJPisiMXiiN8X/n3hPE29TXjtXkRiEYmqRFKlqTgcDmHe7OxsOjs7WVxcJCEhgdnZWcGQdDWys7NfVePu6kDQ6/USCARobm7G6XSSmZlJWVnZusunpKSwfft2XnzxRYaGhtDpdBFB2IUESCQSkZmZKSg+xTI5dDgcNDQ0sGXLFmFaYmIie/fupb29nfHxcSwWCw0NDRGEwuFwcPbsWVwuF9nZ2dTV1QkkyeFwMDY2tiGyODAwgFKpjEn8AoEAc3NzmEwmgWjodDoMBgNjY2OC2WVqaqpgkgorgxYbKVO8UAluNe6qvovjpuMsLi4Sp4pDrVETIsSvun7FJ3Z9QpjvQuIQ/l5ML0/z1ItPcabvDA6LA//g+d4LsVaMx+qJIkBBT5AMTQaFWYV027op0BVwY8mN3F17N3GyyLLRuLg4pFIpfr9fyGJNT0+veaxisZjU1FRBIbC/v59jx45RXFwc8zjWwp8H/8yMY4a3VbxNkAZ3u93C9ZFIJBQXFzM3N4fNZuP48eNs374dtVrN8vIyk5OTTE5Oxuyti7XP8fHxJCUlodfrhe9PuI/mtcCJ8RM0TzVzq+FWJvsmOTt7llAoRGpqKgaDYUOVB7m5uXR2djI2NhZFgMZt4zzS8ggdcx0ggsSiRHxOH45pB+ZZM3Fp0UQoJS6Ft1e9nSsLrkQqXvvVHgqFGBkZEYRTLoRGo6GmpubvmoUZHh7G5/Nd9Nm2iU38X8T/dR+gMP7whz/Q0tIiiOhUVVXxxBNPsGXLlteXAIVCIf76179y8803r9nUevvtt1/SOq+99lq+9KUvYTKZyMvL4yMf+QjXXnstDz74IB/4wAfo6+vj29/+Ntdff73wsO7v76elpYWvfOUrEft2YXo/GAwKjZ5isTgiQHzb297Ghz/8Yex2+2WX+PzBD37ABz/4Qd73vvfxla98hdHRUf7t3/4Ns9nMT37yEwYGBti1axdlZWU89thjBAIBvvzlL7N7927a29tjSiKH4RweIhgK8fGefvRyOQ8UFyIVi/j11Az/2jvAU3VbyFG9ekUdESIKl5WkTadh0Bmo0FaQo8xBJBIRcAQILgeZCkwxHhgnGAwiFouRyWTI5XKUSiVKpRKFQiGQBKfTGRHoXEhcNvLb7/djt9uxWq1YrdYI4nQhiQpPW/2/z+/j0PFDuHyulUbltFyampoijjsYDNLV1cX4+DgFBQV0dHTg9/sRi8VCtkEmk5GUlERbWxtSqRSpVIpMJov5d/h/iUQScf9dWAJ37tw5YZR4dV/Jegjf36mpqWg0GiYmJgiFQmRnZ0eVnYVCIdxut2B6euGItUajITExMWZQJ5PJ2Lp1q9AjdfToUSorK0lPT6e7u5vx8XEkEgkGg4G0tLSoZ0N/fz/Z2dnr9hYsLy8zOjrK7t2RPQyLi4sMDQ0xOzsrlArq9XoyMjKE7UilUpqamvB4PCQkJDA8PExJSQmpqamUl5df9DzC+gQoSZxEhi8Dd5ybOPX5YztiOsLbKt9GbsIKYQsH/t6AF9OSiUdaHuHs9FnG5sZY7F1ElaxCK41ctzJRiX3CTtAbpCSthOq0arakbWGqZ4pnWp9hYHmAPF0eH9v+MapSq2Luu0gkQqvVsri4KBCgtTxdAIH8wPnSz7S0NNra2ujp6dmQYIHT5+TX3b8mXh7PbeW3nZ9+AZkRi8VUV1ej0+no6uriySefJDU1dUN9RiKRiJSUFLKyskhPT6e3txeHwyGIN2xkoOCVYtm9zLeOfguZS0bSbBJzkjlyc3MxGAyX9L7Iysqiu7ubyclJgZg7fU5+1fkr/jDwBwKhyHeWLE6GrlAXRYSyc7J5+5a3c7XhamSS9UuJl5eXaWtrizlwE1ZSvJgM/eXG4uIio6OjXHHFFa+puMImNrGJ/91wOBxRpW46ne4VqZPCZSRACwsLuN3uDQkEbBThVPjMzAx5eXns37+fT37yk8IPQF1dHb/85S+FZV56aaXcY9u2bcK0pqYmDhw4ELHu973vfbzvfe8D4O677+axxx4TPmtsbMTn83H06FGuu+66y3Y8wWCQz3/+89x66638+MfnPXrcbjePPfYYHo+HBx54AJVKxYsvvigEW1dddRUGg4EHH3yQBx98cM31B5aXWfT5GHW5eU92FruTdABUatT8aHwS7yu8SWJBERKTP5hDQBygV9qLKc6EVqslKSlJ8NLQ6/UkJiai0+kiStnkcvm6hOaVINyYn5qaKjS8Xwp65nuIt8YTz0pm8r1XvJcd2TuiCFNRURH9/f3k5ubidrsjfIkCgQDZ2dmkpKTg9/vx+Xx4PB78fr/w4/P5hL9XB3oSiUQgRcFgkL6+PiQSCfPz88K5rKysZHFxUTBZDZ/HCzE1NUVbWxt1dXVIJBL6+/sJBAJMTk6iVCojlvH5fJw7d46ZmRkkEgk2my1iNDorK4vq6mpeeumlKIno1cjLyyMxMZGWlhZeeOEFXC4Xu3bt4qqrrqKtrQ2fz8e+ffsEhbYwvF4vw8PDQu9LLHR2dpKTk4NOpyMUCjEzM8Pw8LDglSSVSqmtrSUlJSWqjMrhcKBQKLDb7YISncVi4brrrtvwvRZLChtWDFdPnz7N+7e/n/9s/09CnD+uECF+1fkrPrn7k4xaRzk+dJzft/+e8aVxggRJk6UBYJ+ygxjUGeezPCJEFOgKqE6rJqAJsKdqD5WlK+f+9MRpHj7yMM6gk3eXvJv31L1nXd8ZQCBALpeL5eVl4bzFQqzyo6SkJPbt28fk5CQtLS0kJSVRWFi45vl7tvdZljxLvL/u/ajl54/rQgIUDAZZXl4mFAphtVoF35eioqI167mTkpLIysoiMzNTGCgIBAIcPnxYIGdJSUkRXk6XCz6fD5PJxMMnHmZ8cZx/MvwTleWVr8i7B1YGDzIzM5mYmGBycpKR4AiPtj2Kxb329YHzRCguGMd2xXZK40opFZciZu1S0mAwyPDwsNBrdiHi4+Opra19RXX0rwYej4fW1lZqa2s35a43sYlNrIsdO3bw2c9+lq997WuIRCJCoRCf+9znXlHMB5eRAIVHjWM1Ur5ahF9kH/zgB3n00Uf5zGc+w1VXXcXo6Cif//znedOb3sShQ4eIi4tjZGQEnU4X8SBvaGgQPDlgheB8/vOf58YbbwSIUr8Kl+SMjo5e1uMYGBhgdnaWW2+9NWL6fffdx3333QfAoUOHOHDgAHFxcUKGSqvVcsUVV/DCCy+svwGRCL1MRoFKxVeGRzlts7FLp2NHYgL/UnD5S0Eqq6qQ/E9mZ/WIodvtxmQyMTk5SVxcHBqNBo1Gg1qtFjJBqwUMwn+Hf78SpaFwFm8t076L4czk+ftDKpZSm14rrHc1SkpKGBkZoaWlhbS0tIjPZDIZBw4c2LBpXyAQiEmMvF4vo6OjmM1mrFYrycnJZGdnMzExgcfjwePxCMaicrlcyKYpFAoWFhYwGo00NDQIfTBFRUUMDQ0RCAQwm8309PRQUVGB1WqlpaUFl8uFSCQiKSmJhYUFEhMTEYvFVFVVkZeXh81mIxQKXTQ4Cp/7UCiEXq/H6XQyNTUlkNv8/HwcDofQNxfG8PBwVJN4GBMTEywvL1NfX4/RaGRkZEQgIkqlkoKCAsEP6IUXXojoEwn3jyQlJeF2u7Hb7SQnJ6NUKrFYLOtmU1cjlhT2wsICZ86cobq6mqysLPbb9vOy8WVgRY1tybPE4+2Pc2ry1Iq8u8vPgnUBWOmXA/DavXhtXlSpKjITM6nPqKc2vZbq1GriFStEfEg7xNzcHE6fkx+f/TF/HfgroUCID+3+EO9ufPeG9n911mpoaGjN+cJ9XbEQvo/CJGBmZoba2tqojMeSZ4nn+p8jNS6V64uvj/jM5XIJv+fn5zGbzaSnp5OZmUlaWhpyuZyhoSEGBwfJz88XMo4JCQkC6YmVvTx16hRzc3NUVlaiVqtpbGzcUF/ZRuFwOBgZGWF8fJxR+yitS63cVnUb91x5z6veTm5uLq19rXz62U9jS7NtaBmtQsvt5bdzffH1KKQKlpaWGBgYYHh4mMLCQvLz8yOexy6Xi5aWljWzPkVFRRFiF38vhPt+8vLyXpFf2iY28X8FodA/gA/Q67x9gP/3//4f+/fv54knniAvLw+TyYRIJLp4bLwGLhsBSkpKIj4+HpPJtOY8DocDj8ez4driyckVx/Ds7GwmJyf50Y9+xH/8x3/wpS99CVgRV2hsbKS6upqf/vSnfOQjH8Fms0X1OIRNLFcjPz8/aloY4eXDHhKXCwsLKwHQeoHXwsICTz75JE8++WTUZxd7SUjj4xGJRHy3soyfTkzy8oKF5+fMSEUi9icl8qnCAhJkl+eS+8ViNBdpHg/3HaxW0JLL5QIZCv9cWG6xui8oFklai2BIpdKY6lAbwWo1r+rU6jVH1WUyGWKxmImJCfR6fQRZKy4uviTH8nDZXKzAX6vVMj4+TkpKCjfffLPQgwErgYPP58PtdguEyOPxMDQ0xMDAAMXFxVitVoaGhoTvo9frZXp6mqSkJP7yl79w+PBhxGKxUIYnl8vRarUMDQ2hUCjYvn07CQkJwIp0dEpKypoj6l6vl97eXiYnJykpKWH//v2MjIzQ09PDqVOnCAQCZGZm4vV6KSkpYWJiIoKoBgIBBgYGqK6ujlivz+ejvb0dtVpNU1OTUOYWHx8v9O+sDtrS0tIYGxsDVoK+sCGmSCQiPT0ds9mMwWAgLi6Os2fPsnfv3g2VdF0ohR2WB6+trSU9PR1/0E99ej1PdDyB1W3F6XMK2aDAfIBifXFkWZcIFBIF6b50dpTs4J7b7iFfH9sHKSMjg7+e+is/nPohC74FdqTuoFRdSmXe2tm4C7GaAI2MjKyZrdDr9etmMsRiMVqtlqqqKnp6ejhy5AhlZWUUFJw3WH2u7zncfjf/1PBPEeVYgUBAuCfs9vPeNavv/cTERMrKyhgYGGBqaoqsrCx27969bllZT08P/f39yGQydDod27dvf8UiKBdidYklQHJqMr9x/YbSnFI+tu9jr5owOLwOnjE+w2Pdj+F3+0mKT0IWt/bzQylV8taKt3Jz6c0RzyetVsvWrVsjiJDBYCA/Px+LxUJra2vM56JWqxUELl4PDA6uyLCvfrZtYhOb2MRaqKqqYmBggOeee465uTny8/O5/vrrX7Fk/mUVQbj22mt5+eWXcbvdMdPZjz76KPfeey/Hjh1j586dF13fiy++SFFREZmZmZw8eZJQKBTlw1JVVYVer6e7uxtYyebEGum6FIRLRGIZQ74ahEfQL3TYXlxcpLW1lZ07d6LT6Th48CD/+q//GrX8xTIjqqKVF0mKQs6nCgv4pCGfQYeTQwuLPD4xhVYm5d8LX32JYgiYFkuYnJxEp9OhUqk2HAx4vV4WFxcF5aGwnLVarRaIkUqlwufzrUlAZTKZQIi0Wq3wE272vlTMOeYw2c4T97D8dSz4fD58Ph/BYFDwuIKVbMSrUX5bjeXlZUZGRgiFQhgMhpiiBXK5PCLQ6+/vJxQK8a53vUu4z7RabUQ5XmFhIUtLS5jNZhYWFtBqtSQnJ0cc08LCAouLi/T39wvXoq+vj6KioigVtFAoxPj4OD09Pej1eg4cOCCM0BcVFWG32zl79iwzMzPk5ubicrlITEyksLCQ/v7+iGMymUwRx+p0OvnLX/4ilMeJRCL0ej2FhYWkpqbGJAthAuT3+xkYGIjIRkskEkG+G85L7u7Zs2dD925YCnt6epr29nZyy3Jps7fReqSVjrkOnD4n3oAXhy+yTM7itmD32lGEFKSqUylMLKQsrYxb9t1CS3MLxcXFFCTH/k56A15+3f9rfjHwC1IyU/jU9Z8iX5zPuXPnLqnXJCw44/f7mZqaWvM+vZj6lkQiIRAIIJVK2bJlCxkZGYKZbW1tLUFpkD8O/JHUuFT25+8HVgaRwtngzs7OCPIDkQRIqVRiMBjYt28fvb29grJaVVVVzOttMpkYGRnBarUK5OdyGGcuLi4KMt0SiYSCggIKCgr43cjvMHvNfHbHZ1HJLs27aDVCoRCHRg/xWNtj2Dw2lHol9kk77kX3mgToitwreG/de0mOW/uddCER+tnPfobf7yctLS3iexs2KC4qKvq7Z33CWFpawmg0sm/fvs2+n01sYhMbRlJSEu9973svy7ouKwH613/9V5555hk+/elP89BDD0V8Njc3x9e//nWKi4s3JBf9/PPP09zcLKynqKgIiUQS1ZfT39/PwsKC0HuUl5eHw+FYU1p0IxgfHxfWdTlRVlZGcnIyzz33HO985zuF6b/4xS/4l3/5F2ZmZoQ+ibBUMKy8MN/5zndSVFREbW3tmuuXajT0yhX8y7ETfLO8lIp4DSUaNSUaNcctVmY93jWXvRQEgQW1BqfTicfjQaPRkJaWhlarRaVSoVAohPKucB+Mx+OJOQoZCoUEEYTVxoXh0rkwMVodKIUD9qWlpYiG7t7eXiQSibAv4Z+LNfS2TLVE/L9a/vpCDA4OCtLKMzMzpKWlIRaLKS0tvSyNw263m9OnTyMWi8nKyhJUDtdCKBSiu7ub6elpdu/eHaGu6HQ6EYvFAlkKZzJcLpeQhQy7u4vFYoqKigQ58cTERJxOJ5OTk7S3t+Pz+YTsUFxcHMFgkImJCUQiEbW1teTn50cMeoT7OsLmiSaTiY6ODvbu3YvBYMBoNEaUq4VCIfr6+igsLGR4eJjBwUF6enqoqqoiKyuLwsLCi5bgJScnIxKJGB4ejpJMTkhIoKioiPT0dGFE32az0dnZSU1NzUWvi1Qh5WjnUX7X8zvsqXYWTi5EzZMZn4nZaRayP1KxlARFAjnaHL6w/Qt0t3YL53x4cBiZTLamX9jQ4hDfPPlNxpfG2VqylRtybmBP7h6BOF4KAZJKpajVakwmU1Qf02qEyfx661l9XlNSUti/fz/d3d00NTUxIBrA6XPy7up3MzE2gclkisj+xpKxViqVpKWlkZubS1pamhAM6/V6Tp8+jdFoxO12U19fH/H9slgsdHV1EQwGWVpa4uabb37Fz/swrFYr/f39zM3NIZVKKS4uprCwEJlMxvTyNL/p+Q27c3azLWvbxVe2BoYWh3ik5RH6F84PACj1SuxTdlwLLjSZmghltxxtDh/c+kG2pG2JtbqYUKlUBAIBNBoNU1NTtLe3k56eTlpaGomJidTV1b2uJqOhUIjOzk7KyspiZr83sYlNRCLE66/CtnEL7MuP1VUGsRB+718qLisB2rFjB1/60pf4zGc+Q29vL3fffTcpKSl0dXXxjW98g+XlZf70pz9FHIjH4+HUqVPA+aDpyJEjPPzwwxw4cICPfvSjwMrL9r777hNEAK6++mpMJhMPPPAAubm5fOADHwDgmmuuAVY8icI9PhfiYipDx44dIy4uLqYb+quBRCLhgQce4J//+Z/58Ic/zK233srg4CCf+cxn+NCHPkRycjKf+9zn2LlzJzfeeCMf+tCHUCqV/OAHP+C5557j6aefvug2dr75zShOnObzg8N8ICcbvVxGs9XGgMPJ2zMuj7+CBGhN8JGZnUnIt0JgRkdHkcvlJCYmotFo0Ol0JCYmkpCQIAQuYRnr1WVbHo8Hr9crEKSwMpvdbo8YLZbJZMTHxwv+GbHKXEKhEDabLarHRK1Wk5CQEEGKVvcSNE82C3/naHNI18Q+T+ERaVgZLV9YWBDI96txIw4jLHftcrnIzMwUAv61CFAoFKK9vZ2FhQV2794dVc61Otidn5/HaDRSVVVFeXk5fX19eDwezGYzGo2GW2+9laSkJJaXlzly5Aj5+fnIZDImJycJhULs2bMHl8vF0tISXV1dgh+SXq/HZDIxNDSEWCwWMnMul4vBwUHUajX79+/n2LFjDAwMoFKpqK+vp6SkhM7OTuE4bDYbvb29DAwMEBcXh8lkoqGhgauvvnpDZWqwEqA7HI6ozKFCoRCa9iUSCbm5uUKpXFiCOJa89qx9lubJZponmzl85DCzXbPk7stFRezRf5VMRXVqNYuuRRKUCcTJVnqHLG4Lc87zRq0WiwW3201ZWVlUyaQ/6Ofpnqf5ddevkUlkfKTxI+xK2yWUAIa/E5ea6dBqtVgsFpxOp9A/tho6ne6iTegSiSQqwyqTyaitrUWr1/KV730FkViES+GiU94ZMV/4ux+GQqEgLS2N6667LuZ2lUolu3btoqWlhZmZGU6dOkVjYyNyuRyv1yuY/TocDjIyMqiqiq2CtxHYbDb6+/uZnZ0Vep0KCwsjnjGPtz+OWCTm/fXvf0XbWPYs8/OOn/OXob9EiGUASGQSFAkKPFYPbqsbVZIKlVTFO6rfwQ0lN6wraR3rWFpaWnA6ncTFxVFUVCT04k1OTlJWVnZJ5sOvBSYmJgAuyzNzE5vYxBsfX/jCF2JOP3XqFD/4wQ+oq6t7Reu9rAQI4NOf/jT19fV897vf5eMf/zgLCwtkZ2dz3XXX8elPfzoq0JiZmRHK4UQiEcnJyRgMBr7xjW/wvve9LyJAePDBB8nOzuaRRx7hoYceIiMjg2uuuYavfOUrwuhfQUEB9fX1/OlPf1qTAF0Mf/7zn7nxxhtfkxfFhz/8YdRqNQ8++CA/+clPyMrK4hOf+AT//u//DsCWLVs4evQon/70p3nXu95FKBSiqqqK5557jptvvvmi68+5/W381+OP8z3TGN8cNbLsD5CjUnJ/YQE3pr36RtMgMKcMcTZjCXmomV3Zu9iq3Yrb7WZpaYnFxUUWFhaEUiuxWExCQoKgBhdWMIu57hgEKUyOvF6v4P8DCOVvOp0OjUYjmDTGysI4HA7BJygMmUyGVqtFEafgVPcpUIJUKV23/K2/v19QUFKr1Wi1WmZmZrj++utfdRlHKBTi7Nmz2Gw29Hq9IHoAsQlQMBjk7Nmz2O12du/eHRVE+nw+wUPIZDIJxqYKhQKxWExZWRk9PT2oVCoSExOxWq1CH59arWZmZoacnBympqbIzMxELBZjtVrp6ekhPj6ed77znRFZiLBRavjn6NGj2Gw2ZDIZw8PDLC8v43A4WFxcpKOjg+3bt+Pz+VhYWGB+fl5okJ+ZmaGqqoqamhquvvrqS8qqTU1NRRl8SiQSSkpKhGzq/Pw8Bw8exGazCUSps7NTIMgDCwMC6THajAA4Zh04F53EZ8YLAgZhpMSlUJ9RT31GPTVpNbj8Lj7whw/gD0YShaf7n2Yf+wiFQkxMTFBZWRmlmDm5NMlDJx9icHGQiuQK/mXnvwhkXKPRMDs7i91uRyqVXrJillqtFuTh3W531LNtI+aTUqk0SuTG6/UyPj7OYy2P4dF7qPfU093ZTW5ubkTPYpj8JCUlkZKSIgxErHccMpmM7du309bWxuTkpOAV1N7eLnhVSaVSKioqXlHfz9LSEv39/czMzCAWiyksLKSwsDDq+TS4MMix8WPcXn77uiVosRAMBfnb8N94vP1xlr2xzWcBVMmqFQJkdnN9/fW8p/Y9JKouLaM1NjZGZ2dnlMqbRqPhtttuIykpicHBQQ4dOkReXh4Gg+HvnoHx+Xz09vayY8eOzdK3TWxiExvC3XffHTXtoYce4qc//Skf+tCH+OY3v/mK1isKbcR04X8ZnnnmGd773vcyNTV1ySOlRqORoqIizpw584pZ5euNwU//O9ZjR+E1UOQDeGa3ihO6AG6LG4KQm5DLbeW3CcpVPp9PGIkPBALY7XbcbjcikUjwlElMTLzkl28oFBIIkcfjwe12C2V4SqVSuN6XIol4duoszw8+v/KPCD6060PUFdSh1+vR6/VC9mF5eZmmpqaI7KHNZmNycpL3vve9r1rFqLu7m5GRETQaDXv27GFoaEhQ7MrMzKShoUGYNxAIcObMGXw+35pN31arlb/97W8MDw8L8sNyuTyihDIrK4vZ2VlhVL+hoYHMzEz6+vpwOBxs2bKFv/3tbzQ2NjI8PIzdbqeyslLwWlkL8/PznDp1CrFYzMGDB1leXubw4cPCNW9tbWV+fp6lpSVh1F2j0ZCdnY1er0cmk3HTTTddtCRrNZaWljh27BhOp5P29nZhenFxcVRp1M6dO4mLi+PIkSM43U5GraOM2kexpFlY8i9FzBsuTYrPjcc2ZCMxN5GdW3ZSl15HfUY92drsqEDuh60/5A8Df4iY5vV4uSnuJjTOFU+mu+66SzA2DoVC/HHgjzzW/hjBUJB3bXkXt5Tdglh0vj+jv78fq9XKwsICGo2GvXv3bvjcALS3twsZ5MLCQvR6fcTnBw4cuGhZ3eDgIOPj4xw4cACz2YzJZGJ2dhaX38V3TN9BKpLykdyPsGxdxmg0olarKSgoEIj12NhYxIBWWlpahF3BWgiFQvT29jI8PMzc3BwajUYQRwkbFJeUlGz4XCwvL9Pf38/09LSgTlhYWBiTjIVCIT790qcxWo386KYfRch6XwwDCwP895n/ZsiytvLe6u1IRiVck3cN77ntPRvOesLKYEjYUPVCqFQqtm7dGlE+6nQ6GR4eZnJykszMTAoLCy9L79RG0NHRgUQiWVdSfxOb2MQKlpaWSEhI4OUWIxrN61e2CmC3L3Fgaz42m+11LaG1Wq3cfffdHDlyhB/+8Ie89a1vfcXruuwZoH8E3HbbbTz00EN8//vf59/+7d8uadmvf/3rvPWtb/1fS34A8v7lEyydOUPQ5YTLyW/FYmZyNXTXyEkQiYjPicdj8TA1P8WPzv6It5S/hTxdnqDIFH7pSiQSVCoVXq+XqakpzGYzk5OTKBQKEhMTSUpK2lC2TSQSrZlB8vl8zM7OCuUecrkcmUyGRqNZN4twduas8LdOoUMv0TM+Pi70galUKvR6PRMTE1HiHgkJCajVaiYmJl4VARocHBTUubZt2yaosoWxOgPk8/lobm5GJBKxc+fONYUxwopbq0fsw/uuUCior68nOTmZxcVFTp48STAY5Ny5c8jlclJSUjCZTExMTGCxWGhpaSEvL4/GxsYNSZSH1Z3y8vKEfjCFQoFEIiE9PZ2srCwsFgs6nQ6tVitIILvdbrq7u5HJZKSnpwtZvvj4eOLj49FqtUK2bzV8Ph9nzpwRthMXF4fT6SQzMzNmX8iAaQC7zs5hz2GOnDyCP7BCABU2BTqDTphveWIZj81DRX0FO/J34Ipzsad6Dw11DVHrXI3bK27nr8N/xRs4f91ChDi8eJia+ZoIwQyz08y3T32b9tl2CnQFfHznx8nX5UetMyMjg+7ubkHR7lKx2oMnnG0LIyxTfzH4/X5MJhOHDh2KWMcZ2xncATfXJl+LTLxiBKzT6bDb7QSDQYqLiwkGg0xPT0esb6NBvkgkoqKiguXlZZqbm4Ws3o4dOzh16tSG5cztdjsDAwNMTk4KxKe4uHjdLNTZ6bN0znXyvrr3bZj8+IN+ftX5K37T85uocrdYUMvUvGvLu8ivzWdkeISxsbENm7g6nU5aWlpiCsakpKRQX18fNUASFxdHdXU1JSUljI6OcvToUVJSUigqKnpNFeGsViuzs7NRnnyb2MQmNrERnDp1ijvuuIOUlBRaW1uFQcRXijckARKJRPz85z9n37593HPPPRsOTnt6evjjH//IuXPnXuM9fG0hT04m/5P/zsgXPnv5VioWI1aquPobjyFeOsfjHY/jxIkqWYUqWYV32ctTpqfYs7yHHdmR5Q3hLJBIJKKmpoaMjAyWlpYYHR1lZmaGubk5AoEAcrmcpKSkSxr9DEMmk6FUKlGr1UKGIhgM4vV6EYvFyGQyZDIZgUBAIBSz9lmml88HZXUZ0eaJLpeL3t5eent7he2Eg3KDwUB6ejpGo5FgMPiKFJVGRkbo6+tDKpVGqFitHikPlw+F++WUSiVbt26NSeyCwSDd3d0CIVgNhUJBUlISDQ0NQtAX/j/cU3HmzBl27tyJ2Wymo6ODvLw89uzZs+ERn3AJZNhVHhBkw61WK1VVVSgUCvbu3cvS0hIOh4OFhQWhpyotLY2qqipKS0tJSEhgeXmZ5eVl5ubmsNvthEKhCGKk0Wjo7+/H4XAI1y5capmVlQWsjK7POeYYXBxkYGGAmdMzJFeulDIpUhX4p1cIkMfiwbXgQpWkQr+kZ2vKVt55zzsxJBsQiUS8aH0Rv/fiKoNJqiRuKL6BZ/uejZg+ZBsi0ZvI1aVXIxKJeHn0ZR5pfQSXz8XbKt7GndV3rtnvodVqEYlE2Gy2SxJAgJV7wmazCSpuFwohXCzTZjabGR0dFbIMq9UxvUEvp62nUUvV1GnrSEhIIDc3l6ysLKGHLKz+Fv4ehnEp3/Nw+WRhYSEjIyN4PB5h0OBiQbvD4RCID6wQ8+Li4osOugRDQR5re4yUuJQoT6O1MG4b5xsnvsGIdWRD819tuJq7a+4mQZmA0+lkZHjFbyisfLgewnLsscRliouLL7oOhUJBWVkZRUVFmEwmmpubiY+Pp7i4OCpD+GoRCoXo6OigsrLyFfm8bWIT/5cRQvQPIILw+m7/wQcf5LOf/Sz/9E//xIMPPnhZ7A7esE+iwsJCoYdio6ioqIhZRvC/EfqDV+OdnWHiv7/36lcmFiOWyyn95sMo0zO5IT2TnTk7+W7zdwX/HHm8HHm8nHPuc9gX7exP3I9MHNngHQqFmJycZGpqiry8PA4cOIDf72dmZoaZmRnMZjNOpxOXy0V8fDwymSxqtHotBINBQqFQBAkRi8VCoB82GVUqlWRkZBAfH8+5nnMok5T4nD6C3iA1abHVwMLZIEDoWwmXIlmtVoxGI8nJyZSVlUWosF0MY2NjdHd3I5FI2LZt25oqZ2ETztOnT5OQkEBdXV1MsuV0OmltbcVqtQo9EqtRWlrKrl27ooKi9PR0qqur6ejowOFw8POf/5zl5WXEYjE33njjJQWq4exPTk4OIpGI7u5uTCaTQHJTU1MpLi4mKSkJv9/P2bNnmZ6epru7G5fLJTSfj4+PU1xcHJHtCDe9h0nR0tISx48fZ3R0VJBTD4swJOmTGFkcYdAyyIB5AJsncoTc7/YjVUpRZ6jxLnvBBYWJhZQqS2lIb0Cdo44qL1SpVBu+H99S/hb+PPRn3P6V6xAKhXC5XfTKenlzwpv56rGvcnLiJBmaDB7Y/wBlyRcf8Y+Pj2d0dPSSy5UWFhbw+XyoVCrsdntENghi9/8Eg0EmJycZGRkRlNzEYnEUqW5dasUVcnFnyZ1ctfOqKDKSlZWFXq/n6aefZnh4mLy8PCG43mgfUyAQoKWlBb/fj16vx2Aw4HQ6OXHiBHl5eWsG+U6nk4GBgYim++Li4g3fz4eNhzHajHx8x8eRS9Z/2YZCIX7f/3t+1v4zfMGLe5EVJRbxwa0fpDS5VJgWFxdHcnIyZrOZubm5NU1pQ6EQAwMDDAwMRH0mk8moq6tbc9lYkEqlFBYWUlBQwMTEBO3t7cjlcoqKiiKU+V4NxsfHkclkFy2f3cQmNrGJC3HTTTfxpz/9iY9+9KPcdtttgnDaalxqWTi8gQnQJiDjHe9CEhfH2Le/uVKI8Up6gsRiZLpEir/+DdRl5cLkJFUSn937WX7T8xue6HjivPSvUsooozgDTt6Z/U68C94o+dtQKITRaGR8fByDwSCoLrndbsbHxzGZTEKgmZGRgU6nw+v1Mjc3F9XkHka48fdiTfNut5vp6WnGJsZ4ue1lJPES1Blqdubv5Pq667HZbALBcbvdLC4uRnmXABH9QU6nk2PHjjEzM4NcLhf6h/R6PfH/Y057IcLy0mKxmMbGxnVHXMP9LTk5OZSXl8dc3+zsLOfOnRNGg1cTIIlEQmFhITU1NWsGMzk5OfT19dHS0oJer0ehUKBUKi+J/NhsNubm5vB4PLhcLg4dOiRcl7S0NHQ6HQ0NDcIIsFQqpbGxEZFIxA9+8APEYrGg5uVyuRgbG4vwrBGLxUI5XPgczszMkJSUhNvtxrJsYWhuiCWWOPXyKTxuD2K5GKlSikQhQaqQIpaLEYlEeGwe0hLT2J61nS3bt7DYt0jQH2R4eJiRvhHe//73R40wqVSqCFnn9ZCgTOCmkpv4Tc9vhOMJBUPMyeb4UvOXSC1K5fqi63lP3XvWNN29EGEhg0sVQAhLxavVaux2uyAjH/bTWk28PR4PRqMRk8kU9b0Nk+6wH5RGp6HP1kdhViEfPPjBNY9DqVRSWlqK1+vFaDRisViE8siNoKOjQzjvOp2O3bt343A4OHfuHDabTTClDe+fy+ViYGBAGLjIzs6muLj4koijN+DliY4nyE/IZ1/+vnXnnXfM8+1T36ZjruOi642Xx/PumndzTeE1ET1eYeTm5mI2mxkbG4tJYnw+H2fPnmVubi7qM61WS2Nj4yvKoMPK9c3NzSUnJ4fp6WkGBgbo7e2lqKgoynT4UhAKhRgaGlrXwmETm9jEJtbC88+v9Gl/5zvf4Tvf+U7U5yKRKGpwbiN4QxGgU6dOcf/999Pc3IxGo+FNb3oTDz744Jo14h6Phy984Qs88cQTmM1mysrK+MQnPsE73vGOiPkee+wxvvGNbzA0NERGRgbvfve7+cxnPhNRzvHZz36WH/zgB6hUKh544AHuuece4bNQKERjYyMf//jHueuuu16TY18Lqbe+hfiaOka+9AWcgwMgFsMFKkExIZFAIEDy9TeQ85F7kcYouxGJRLyt8m2U6Et48MSDLHnOB4eznlm+O/xdPtL4Ecql5YIS2GoEAgEGBwcxmUwUFxcLNflFRUVCk/XMzAzT09NotVry8/PR6/VYLBbm5uYwm81CwB+++TeqGtZr7l0pBXKAY8ZBmjaNxcVFMjMzBf8nq9XK888/j16vZ3l5WSidCzdehxH2BAqX101PTwv9DuGyvtTUVNLS0lAqlczMzHDu3DlEIhENDQ3rlmguLCwwNzfH2972tpgGlsFgkN7eXkZGIktuwsGrWq2mqKhI6I2JBbPZTGdnJ0qlkoMHD2K1Wmlra2N+fh6v17vhVPO5c+cELX6FQoFIJCI3N5fCwkLOnTuH1WrF7/dHlMCIRCLy8vLIy8vD6XTS29uLwWAgMTFRyBjEIm1LS0u0t7ez6FpkYGGAwYVBTDYTCYUJKBIUJG5JxDHtwO/2E/AE8C55cXlcJMYlYkg1sE21jTu23UFiYiIqlYox2RhPPvkksCI6MTw8THl5ecQ2VSqV4G11oXx1LNxadit/HPgjTp8Tu92OzWvDE/TglXv5/r7v05C5fi/RhQiXkDkcjksqUQoHy6uvv8vlEnqtYOV8joyMMDk5GaUiFoZEIkEqlQolZIcmDuGb8HFXxV0XJXEej0dQfxsdHaWrq4uampqLHofRaBQyOHK5nK1btyIWi/H7/ZSWlqLT6ZicnMTtdlNVVSUMrASDQbKysigtLX1FDf7PDzzPvHOef973zzGJCqw81182vswPWn+A0+eMOU8YIkS8qehNvGvLuwSxmFjIyMhAJpMxOzsb1XPocrk4depUzAGZnJwcqqurL4sXmUgkIjMzk8zMTObn5xkaGqK/vx+DwUBeXt4lb2N6eloov93EJjZx6QiFRIRCr3MJ3Ou4/bXeSa8WbxgC1NrayoEDB7jqqqt49tlnmZqa4v7772dwcJATJ07EXObtb387f/zjH/nEJz7BVVddxblz5/inf/onzGYz9957LwAPP/ww9913H7fffjsPPvggZrOZz3/+83R0dPDssys1/s8//7wga724uMgHPvABGhsbBaWbX//61/j9fu68886/z8m4ACqDgYof/RTr8WPMPvMbls+2rnwgkfyPu1UIRKIVwYRgEJFMhv6aN5H6lttRl5Sut2oAatNrefhND/O1Y1+LMPjzBDw8dOohPr7j4+zft5+pqSmhX2M1vF4v3d3djI6OUlpaSlZWFikpKaSkpODxeJiYWDFV7OzsRCwWk5mZicFgoKGhQSBDJpPpfw5pYy/nc9Pn+7y0Ci3psnS6u7vp6ekhOTmZ7Oxs5ufnBbleWAniwqosOp1OKCXS6/VMTU1htVqjAjqv1yuU+IUxOztLQkICu3btWrehfXp6mqmpKerq6mKSH4fDQWtra1QDtNfrxefzkZaWRk5ODmLxStbjwkDQ4/HQ3d3N7OwspaWlgizz8ePH8fl8yOVyDh8+zNVXX71uGYzFYqG9vZ1Dhw4BUFNTQ0FBAYWFhUKfRZj0XOgj4/f76ejo4LbbbqOzs5OBgQEGBwfJzs4mMzOTycnJCLIZCoUYNg/z0+d+SvtEO/OOeeEzdaYaRcJKVkGhU+BecCNTyijQFVCiL6FIV4QkIBFk0Ts7O/F6vUgkEqamphCLxaSkpAgj1ikpKRH9LuFjCZOHiyFeEc+bS9/Mw8ceZsw2RoAACfIE0nXpUTLZG4Hdbic9PZ35+fmYvkWxsLy8LNynq3tenE6nkJ08ceIECwvRxq6rodVqKSgoQKPRUFpailQh5ZneZ4iXx3ND8Q0X3Y8wIQ/3nczNzdHV1cXS0hJVVVUxz6fFYqG7u1v4v76+XjiGubk5kpOT2b17N2fOnKG1tZWmpiaKioowGAyUlJRcUjnqati9dp7qeYotqVuoz6iPOc+SZ4nvNX+PExOx3y2rka5O5+M7P055SvlF5xWLxeTk5DAyMoLRaBTEEOx2OydPnowqbQ1nTS+3aXcY4eew1WplaGiIwcFBCgoKyM/P3/DAyNDQ0IZFHTaxiU1s4u+FNwwB+rd/+zdqa2v53e9+JwTBWq2We++9l9HR0SjPjXPnzvHcc8/xla98hf/4j/8A4ODBg6jVaj75yU9y9913Ex8fzwMPPMDVV1/Nb37zG2HZhoYGKisreeGFF7j66qt58cUXufrqq4XM0Y9//GMOHz5MZWUlXq+XT3/603z/+99/XX0PRFIpifv2k7hvP965ORy9PTj6+/DOzhLy+xErFCjz81GXlqEuK0dyiaOmyXHJfO3g1/jx2R+fl5X+H3z79LfRyDU0ZjWSkZHB2NgYAwMDUSU2TqeTc+fOMTIyQk1NDQkJCYKJZWFhIQsLC5hMJqamppiYmECj0ZCbmytkDBwOB6mpqajVaubm5tY0EDU7zYzZzvd61aTVCKO8oVCI+fl5RkZG6O/vF1TqwvuSnZ3NgQMHhP6kcLncxMQEi4uLFy1l6+/vJxQKUVBQwODgIMvLy2RkZET0ToRlf2dmZigtLY25zvHxcTo7O2Omfd1ud5TU8Wo1vHAJYn9/P6mpqRw4cCBipDkjI4OMjAw8Hg9DQ0OkpaVRUxPdHxUeHTabzQwPDyORSKioqOCmm26KKm8KE6ALG7b7+/uRy+VUVFTg9XqRyWQMDg4yMTGBy+UiLi6OzMxMxpbGOD52nKOmo3Sd7Vrp21kFRaICTcZKljJeHs/+6v2EVCHyE/JRSCP3JRwYV1VVkZCQwKFDh9Dr9ZSXl3Ps2DEGBwdRKpVMTExw1VVXkZqailarjSh53IgohD/oZ9m5zPD0MIghU5tJvDweqVjKr7t+zbasbRt+JgSDQZxOJ7m5uczOzgplaBfD6lIplUollAqMj49jNpuj+uYuRHp6OgaDAb1ej91uZ3R0FL/fz0sTL2FxW3jXlnehkl1cwfHC73paWhoHDhygvb2dw4cPU1tbG5EJ9Xg8gjAHQFlZWcTnc3NzpKSkMDk5ic1mQyQSIZfLkUgkGAyGV0x+AJ7ueRq71849tffEvD5nJs/wnebvYHVbL7quawuv5X1179vQOQrDYDAwOjoqWDIsLy9z+vTpqO9OLInr1wo6nY6tW7dit9sZHh7mpZdeIicnB4PBsK6YxPz8PKFQaMNKfZvYxCY28ffCG4IALSwscPjwYX72s59FBAW33XYbt912W8xlwqpeN910U8T0ffv24XA4ePnll9m+fTsWiyVqnoqKCpKTk/njH/8ojI6vfgnI5XIhMP3+979PXl4eb3rTmy7LsV4OyFNTkaemkrhv/2Vdr1Qs5YNbP0h5cjkPn35YaAYOhoJ87fjX+NKBL1GRUkF+fj7Z2dmMjIwwPDwclRWw2WwcPXqUwsJCSkpKhGsa7qvx+XxCVqinp4e+vr6V7QSDFBUVkZ6eTigUYmlpibm5Oebm5rBYLIKHz+rsD0BtRm3E/8FgkNHRUYLBoEBwpFIpSUlJXHXVVcJotUqlIjs7m+zsbNRqNZ2dnVRXVwt9RKszXWEJ3lAoRF5eHikpKUIz/+DgICqVioyMDJKTkzEajSwuLlJRURFFJHw+H52dnYKi1YXQarVkZmZGmL4Cghy01Wqlo6MDv9+/Zvnd7OwsBw8epLW1ldHRUcbGxoQ+jlAoxOzsLIODg1itVuF8xcXFkZeXx/79+2P2doTP2eprHRaQ2LNnDyKRiKKiIiYmJigrK2N0dJShiSFOGk/yU9NPWVKtlFcuTyxHkR+JSkJFVQU7cnewPXs7ZclliEViTstOx+yVCMNkMuH1eikoKKC6uhqRSERlZSUvvvgidrsdh8PBkSNHBJU0mUyGyWRCr9eTkJCwbuA3a5/lwRMP0trRSomsBJFedF5BTgRDliHOTp/dcBlc+F5KT09nbm6O+fn5Dclhz87OCn/7/X6hT0smk0X0zayGVColJyeHgoKCiKxhmMS6PC6e6X0GtUy9oexPIBCIqUioVqvZuXMno6OjnDlzhqysLCorK5FIJJw9e1bIdqSlpVFUVCQsGzZftdlshEIh4uPjeetb34rT6aSzs5MTJ05QV1f3ihruzU4zv+//PXty9lCsL474zO1385OzP+Evw3+56Hp0Sh0f2/YxGrM27kkWhkqlIisri4mJCc6ePYvZbI46fwkJCWzfvv3vbmSq0WioqamhtLSU4eFhmpqaSE9Pp6ioKKY64eDgYMS128QmNnHpCLFiQv9678MbDW8IAtTR0SGMMr3jHe/g97//PaFQiFtuuYX/+q//iukFEg78jEYj1dXVwvRwD8Po6CjXXnstUqkUo9EYsazFYsFisTA6OgqsGCv+8z//MwMDA1gsFjo7O9m9ezdLS0t85StfERq4/q9gX/4+lFIl/3nsPwmGVr623oCXLzZ9ka8d/Br5unykUiklJSXk5eUJfUCr6zzDZUjT09NRvQIymYyCggIKCgqE63D8+HHm5+fJzMwkPj4etVpNQkICCQkJFBcX4/P5mJ+fxzRmouPU+WZlQ6IBnVIXsf/T09NRpSZ+vx+v18vw8DDT09NkZ2eTl5cnZE4yMzPp7e1FIpEI2RK3283CwgIjIyO0t7cTDAbJzs6O2dzscrno6+tjYGAApVJJUVERFoslojTIYrFw9uzZKBWvMPLz86moqKC5uTnqM7VaTUdHBxMTExQXF1NYWBgz+HW73VgsFrZu3UpSUhLf+9738Pl89Pf3s7i4iMfjEXq5wvtptVoRi8UkJyfH/K5BdAYoGAzS3t5OQUGBkP3SaDR4lV6O9hyld7GXqcUpPBYPcouc3Kty8S55cc6eP/bM+EyqM6p5903vpjijOGqbaWlpaxIgj8fDkSNHuPHGGwXhBVgZ6a6pqaGvr0+45yoqKkhKSsJsNtPb20t/fz8LCwuCaldycjJ6vV64F46YjvC9M9/D6XKyU7OTg9sO8m3jt5lZmInYh6e6n7pkAhQfH49EImF6evqiBMjn87G4uMjy8jIzMzNYrVYcDocgD39hFisuLo6CggJycnJilqSFByJeHnkZs9PMnVV3bsgb58LsDyCUT4lEIgwGA2lpaZw7d47Dhw8TFxcnlOTFxcVRV3dent7lctHU1MTAwADbt2+nrKyM/Px84XOVSkVrayutra04nc5LDr5/0fELgqEg7655d8T03vlevnXqW0zbp9dY8jx2Ze/iw40fJkH5yj11ioqKaG9vp729nerq6ojvanJy8oY9uV4rKJVKKisrBS+h48ePk5SURFFRkfAMsFgsuFyuTeW3TWxiE/+QeEMQoPn5lT6A9773vVx33XU899xzDA4Ocv/99zM8PMzx48ejgr19+/ZhMBj42Mc+RlxcHI2NjbS3t/OpT30KsViMw+EgLi6OO+64g+9+97tUVlZy6623Mjc3x7333is0IwPcfvvtHDp0iMrKSmQyGV/60pdoaGjg/vvvZ9++fTQ0NPCv//qvPP/889TW1vLd7343orfgjYjt2dv52LaP8e3T3xamOXwOPvfy5/j61V8nXbMSvCkUCqqqqjAYDPT29kZlLhwOhyB3W15eHhWYJSYmkpiYyOLiIrDS0P/yyy+TmZlJcXGxUAoTlmAd8Y+gLlMjsUhwL7qjavxdLlfUPsBK8Beusw/L6w4NDZGVlYXBYECr1ZKYmMjk5CQ5OTnASpCg1WpxOp1UV1eTmpqKRqNhZmYmimC5XC76+/uJj4+noKCAubk5jEYjEomE7OxsQqEQCwsLMcuewqP54czXhT1B8/Pz+Hw+srOz2b9//7oqUVNTU+j1ekHNrra2lpGREex2Ox6Ph+LiYrKzsykqKiI7Oxuv10tPTw+w4j2yFi7sARoZGcHv91NSUkK/uZ/j48c5PnacibkJLOMWAFRJKsQSMS6zi+nT04jlYvIS8yhPKacsuYxEVSLbt29fU0QiLS2Nzs7OqOlut5ve3l5SU1MFr6DVKCoqYn5+XgjCe3t72bt3L4WFhZSWlpKSkkJVVRULCwuYzWahr02qkPLy3MuctZ0lLyOPdxveTXAxSG1VLVf6ruSXC78EVhriAXrMPXTNdVGVWhW1Dxci3Piu0WhISEjgzJkz63pPBYNBOjo66OzsjCDMCoWC5eVlQqFQhBdU2NNqvZI8iURCIBjguZ7nUGlU3Fx680X3G2IToAszF2q1mt27d3Pq1Cn+/Oc/k5qaSm5uLo2NjYJ/1/DwsNCHUl5ezlVXXRXVh5Kamsru3bs5ffo0vb29wndvI6WGJquJQ6OHuL74ejLiV7J+/qCfX3b+kqd7nr6oqWmcLI5/avgnDuQfeNXlzmazmYWFBTweDwsLC8I9npGRQX19/StWZLvckMlklJSUUFhYyNjYGK2trcTFxWEwGBgbG6OoqOh1Lf3exCY2sYm18IYgQOFej4aGBn784x8DcNVVV6HT6bjzzjt54YUXuPbaayOWkcvl/PWvf+W9730vBw8eBFZeLt/5zne44447hNKPRx55BIVCwfvf/37e9773ERcXxyc/+UmcTqcwj0gk4pFHHuHhhx9GKpUikUiYnJzke9/7HmfOnOF73/sef/vb33jmmWf4z//8Tz70oQ9F9BS9UXGV4SqWvcv85NxPhGkWt4XPvvRZvn7110lUnc8WxMXF0dDQQHZ2Nh0dHVEEwWQyMTs7y5YtW2JmUILBIJWVlezcuZOhoSHGxsaYnJwkPT2dkpISIcvw16G/IpaKiUuJIyM7gw9e80Fmp2eZmJhgeXmZ0dFRoVRuNbKzs6OCtmAwyPj4OOPj4yQnJyOXy5mdnRWU0xwOB6dOncLr9VJUVCSIYlRXV2O1WgWFu6mpKQYHB0lLS4to+IeV4LG1tRWTyYRIJCI+Pp6kpCQSExORyWTo9Xrq6+uFYNbhcAhZFqfTidFoxO/386Y3vWlDI7FTU1Pk5ubi9/sxmUxMT0/jdDrxer0CcVqdkRseHiYYDJKYmLguqV9dAme32zl05hDOVCdPPP8EZqdZmE+ukSOLl+FbXjkGRYKCdHU6TEFdaR11pXXCflzYF3IhVCoVWq02Qrra6XTS399PRkYG6enpmM3mqKyVSCSivr6ew4cP4/P5CAQCtLa2csUVVwheQAqFQlDKAuia7OKrL3yViZkJKtQV7PXvpeNIB7m5uXg8Hq5IvYLfiH+zUha6Kh58sutJqq7cOAFSq9XExcUhEokwm81RvRVerxeTyYTRaKSnpycqWxgmDEqlkpSUFHbs2HFRI9EwxGIxXfNdmN1m7q6/G418Y4assXrxYpVuOZ1OrFYrlZWVjIyM4HQ6CQaDTE1N0dPTg8vlQq/Xk5OTQ2Nj45pN+FqtliuuuILTp08Lkvqr5dfXws/af4ZCquDOqhWxGpPVxDdPfnNDpqbVqdXct+M+UtWvvtelv7+fgYEBMjIysFqtTE1NkZycTH5+/obJ3N8bEomEgoIC8vLymJ6epquri9bWVm6//fYo5cdNbGITl4b/6ypwrxXeEE+l8Cj/jTfeGDE93HfT1tYWRYBgZaT3yJEjzM3NsbCwQHFxsSChGpbs1Gg0/OQnP+Hhhx/GZDKRn5+PWq3mpz/9KQaDIWJ9q1/qn/vc57jzzjspLS3lAx/4AO9617uorKzk3nvvZdeuXRtuYv7fjlvKbsHmtvF079PCtBnHDF8//nX+86r/jHqZh5uje3t7o0oP3W43zc3NZGVlsWXLloiyKo/HI0gaV1dXU1xczPDwsCClnZqaSlx6HG2zbcL6DhoOotVo0RZrKS4uprOzk/HxcTweT0TDsUajuWgTr9lsxuv10tvbS2JiIrW1tZw6dQq3201ubq5AfsLQ6XTodDo0Gg2Li4scOHAAsVgs9NXAStAb9hYChL6mpaUlTCYTtbW1FBYWRtx3VquVQCDA5OSkYKZYWVm5IfLjcrkwm83odDp6enoE80y1Ws2NN94oKO2dOXOGPXv2IJfLhWnrZX9gJUAas41x7tw5Tg2ewh6yk0DswFuTriFeHE9FSgWl+lImRiaYFc8S8q6IQ5SUlFBaWrqh8qbU1FSBAIX7sLKzs4XraTabY+67UqmkpqaGlpYWYEXAore3F5VKFXGNQqEQz/Y9y+PtjyNXy3ng7Q+wP38/zc3NuB0r176np4fh4WEypjPoC/YhThIT1AQRS8W0zbYxuDAY1W9yIRwOB2KxWCA/GRkZTE9PC8fhcDgYHh4Wnl+xMoGwQqCSkpIoLy8nNzd3w+QHVrIhxyaOIU+Rc0vZLRtebr0SuDACgQBnzpzB7/cTFxfHddddh8/n40c/+hHx8fEUFRXR2NiIUqmMyIisBaVSye7du2ltbWVubo7jx4+zffv2NT2Uuua6ODN1hruq7kKr0PKH/j/waNujFzU1lYll3F1zNzeX3vyqiUkoFKKrq0t47sXHx6PRaLDb7SQmJrJly5ZXtf6/B8RiMVlZWXg8HuRyORaLhcHBQXJzcykoKFi3b24Tm9jEJv6eeEMQoHAAc+GLNhzExnroulwunnnmGXbv3k1BQYEQSLS2rkhE19evlEb98Y9/JDExkd27dwtB7NzcHOPj48I8F6K7u5unnnqK/v5+Yf4woUpMTCQQCGA2my/Jrft/M95d826WPEv8beRvwrSu+S5eGn2JqwxXRc0vlUqprq4mKyuLtra2KNnssPLT1q1biY+PjxgdDyNco15cXMzIyAijo6P8oOkHWFwW1OlqFFoF1xReI8zvdruZnJwUjACXlpZYWFjAYrFE9Bish7AK1cmTJzl27BgJCQnU1tauGbgMDAwwPDzM3r17hYDO7XYzMTEh9D/FykaFlfFkMhnNzc0olUphvwcHB+no6BCOX6VSbcgzxu1209TUxOjoqEDMU1JS2LZtG2fOnBGanLu7u/H5fJw5c4aUlBQCgQBarTZ2Vi4UpGe+h2NjxzjUfghTrwmxQkwoECK5MjJbJEJEdWo1u3N3szN7J51nOrHZbEL5nVqtRqFQ4Pf7GR8f58CBAxc9JljplxgaGmJpaYnBwUHBSyqMxcXFNUvJMjIyyM3NZWxsRTFwZGQErVaLx+MhGAxi9Vj51slv0TbbRklSCZ/Y9Qky4jNwOBzMzc2xZcsWGhoahHPpFXkZHBjEMe0gaA4ijZMij5fz4yM/5ss3fnldaW273S6Qn/C+tba2UlBQwPDwMJOTkxH3yupMIKw8A9PT00lKSqKtrY2UlJSYBGk9NBmbsHqt3JZz27peNhdiIyVw7e3tQm9ZXFwcoVCImZkZIYMml8uJj49ncnISrVa7ITNYqVTKtm3bBFJx9OhRtm/fHtX7FAqFeKztMRIUCVxffD0PnXyIJlPTRddv0Bn4113/Sm7CxiTJ10MwGOTcuXNR5beZmZl4PJ6Yz4F/ZExNTVFeXk5KSgpOp5PR0VGamppISUkRVDs3sYlNbOL1xBuCAJWXl5Ofn8+vf/1rPvrRjwrTf//73wNwxRVXRC0jl8v5yEc+woc+9CG++tWvAiujkP/1X/9FUVGR0Bj9yCOPsLCwwMmTJ4Vlv/3tbyORSKIyTmF86lOf4qMf/agw6p6amir4wExPTyORSC7JyPB/O0QiEf+87Z9ZdC3SMt0iTH+07VG2Z29fs5QmKSmJ/fv3C/02q4MAu93O0aNHqa2tFRSSYqkQyeVyysrKUKYoMfYa8bl8WAYtbC3cijp4njB1dXUJAaNIJBIEFMIv64mJCebm5i4aiKhUKjo6OsjKykIul7OwsEBbWxsGg0EYbQ/3Z8zPz7N79+6IgCyscBcfH4/BYMDhcBAIBBCLxQSDQfR6PXl5eRElJW63m46ODv7whz8wPj5Ofn4+BoNBCOrXCzacTidDQ0OMj4/T0dFBeno6GRkZFBcXC/ur0+mYn5/HYDAIwYzVaqWzs5OCgoKIDEooFKJ7vpujpqOcmDghSAV7fB4CgQCuaRdp9WmIpWLEIjFbUrcIpGd103hxcTF/+MMfMJvPl8d5PB7Ky8vRaDS0trZSV1cXs4dnNZKSkrDZbAwNDcUMvILBIIuLi2uW71VVVbG4uCiQ7NHRUbRaLceGj/GDzh+w7FnmrRVv5a7qu5CKV65JeOCjtPS8h5ZSqSQvPY890j10ejpRK9T47D68y16azjTxuOdxijOLBUEFvV4vXGOv14vX640wkgzLhZvN5phZnDC5SUhIID09PWKehIQE1Gp1RGngxRAMBXmq+ynkMjlX5l+54eXC+38hVhMgo9EoGLAuLi6SmJiI0+kkOzub8vJypFIp3d3dNDU14XK5qKio2PC2RSIR1dXVxMXF0dPTw/Hjx2loaIjI6J6cOEn/Qj93Vt3J517+3EVL3kSIeGvFW7mz+k7hmr8a+P1+WlpahF7W1ft+5ZVXMjQ0hM1mY35+/qKZr38EOJ1OnE6n8J2Ki4ujsrKS0tJSxsbGOHv2LAqFAoPBQEZGxj9kSd8mNvGPhBAiQrzOJXCv8/ZfC7whCJBIJOLBBx/kbW97G3fccQfvf//76evr4z/+4z94y1veQl1dHUtLS/T09FBYWEhKSgoSiYQPf/jDfPvb3yYrK4vy8nK++93vcvz4cX73u98JwePHPvYxrr32Wu677z5uvvlmXnrpJb761a/y7//+71ElcABNTU2cPHmSJ554Qph2ww038P3vf5+6ujq+853vcP311/+fq4kWi8T887Z/5kPPfwi3f6W/x+ax8fP2n/Ohxg+tvZxYTFlZGZmZmZw7dy4iaAv3ZoRCIUKhUEwCFMazA8+izlCjSlXhmnexPWU7R44cIS8vD51Ox/R0tLqTWq2mrKwMiURCZmYmXq+XiYkJRkdHYyqx+f1+ZmdnBQGNwsJCQqEQExMTTExMCP0L4+Pj+Hw+rrjiioiRbJPJRFdXl6CGJ5FI0Gq1aDQaKioqyMzMRCwWMzMzI4gJhHskZmZm0Ov1Qknd0tKSoFAWyyckLL89NTVFKBTC4/Gg0Wi49dZbo+ZPSUlhfn6evLw8KioqsNlsdHV1MT8/T1JSEhkZGRitRg4bD9Nkaoro6QlDJBHhNruRq+XsqdrD7pzd7MjesWYmQSQSRSm4iUQisrKyaGxs5OTJk5w9e1aQsV4Lc3NzzM7OUlRUtGa5l9lsXpMASSQS6uvrOXbsGMFgcKUp/sgvWZ5fJj0tnS9f+WW2pJ3P8C0vLwtCGKvvxzBx3qXbRe9cL1KlFKlSiip5JTs9rZ/mYN5BzGYz7e3t+Hw+kpKSSEtLE8rFNBoNVquVwcFBZmZmBMJw4XFJJBKUSiXV1dUxs985OTmIRCI8Hg8ej2dDUspHTUeZsk+xK3cXKsmllTGtlwFaXl6mu7sbq9UqlBgnJydTWVkZQVZrampISkri0UcfRavVYjAYLkkCurCwkLi4OM6ePUtzczNVVVXk5+cTCoV4ouMJ5GI5v+//PQ6fY931ZGgy+Jcd/7IhU9ONwOv1cvr06YiySli5hlu3bhWI2tmzZwVz3n90TE1NxSQ2UqkUg8FAQUEBMzMzjIyM0NPTQ0FBAbm5uRsyF97EJjaxicuFN0wUfvvtt/P73/+eL37xi9x0000kJSXxwQ9+kC9/+cvAygvkwIEDPProo9xzzz0APPDAA4jFYr7+9a+zuLhIbW0tf/rTn7jmmvOlUddccw2//OUv+fKXv8wPf/hD8vLy+M53vhORaVqNT37yk9x///0RQeS9995Ld3c3d911Fw0NDfz0pz99zc7DPzKS45K5s+pOHm17VJj256E/c9Bw8KI9EOHG5s7OTqEkKYyenh4kEokgZnEhppenOWw6DIBYIuaaxmu4c9ud9Pb2Ci/h1NRUUlNTI17aW7ZsiejTksvlwgt8dnaW4eFhQX0uEAgwMDAArGSBUlNTo8qqpqamOHz4MAkJCVxzzTXCC9/n89HW1iZkCS+ERqPhyiuvFEr8/H4/U1NTtLe309nZiVQqpbx8JSALjyL7/X5mZmaYn58nKyuL3NxcMjMzsdvtQgANKwQzLy9P8CeKRZaSk5MFcQixWExtbS1NTU04vA5Omk5y+MnDzIZmo5YLQyqWUqgpJFWXyp033cn1+69fc15YCYrPnTtHZmamIDUPKzLfdrsdsVjMnj17OHXqFF1dXXi93ohsSxgTExN0dXWxZ8+edf2AwmpvayEhIYGysjKazjTxVN9TGE1G9hXv46HrHkKriCyn6uvrQywWU1JSEjE9TIC0Ui2NKY30eHoiPm82N/Oe7e+hIW+lZG5paYnZ2VmmpqaEUsnR0VGB5IrFYhITEzEajYRCIUQiETKZDIPBQGZmJi+//PKax5OXlydc/6WlpYsG1cFQkCe7n0QukXOg6ECUb9fFsBYBCgaDHD9+nN7eXmw2GwUFBezfv5+srKyYWQGlUsmWLVuIj4+nqamJmpqaSyojzsjIYNeuXTQ3NwvqeHatnTOTZ5CKpSSr11fmfFPhm3hf/ftQSi9efrcRuN1uTp48KWQXw5DJZGzfvl0ggJmZmfT19WE2m7FarX8X49NXg6mpqQhp+QsR7mELizyMjIxw6NAhsrOzo7ynNrGJTWyKILxWeMMQIFgRQVirLG3//v1R5UsymYwvf/nLAklaC3feeSd33nnnhvbh9OnTUdOUSiWPP/74hpZ/o+Pm0pt5ceRFxpfGAQgR4r9b/ptvXPMNxKL1pV3FYjE1NTUkJibS2dlJMBgkEAgIinzh8pYLywt/0/MbwY8I4I7KO5DL5dTU1GC325FIJJhMJiHLER8fT05OzppZAZFIRHp6Ounp6VitVoaGhjh8+DB2ux2dTodKpYrqW3I4HAwMDKDT6cjJyaGvrw+j0Uhqaiqzs7NRQWL4Xk1PT2fLli0RQYHP5xPMLG+99VZCoRCTk5OMj49H7atarcZisWAymZibm0MikZCSkoJOpxNK5RQKBU1NTWuKCiQmJhIMBllaWkKsFPP06ac5uXySgZEBtLlaJHYJSWVJSOTnyaJULKU+vZ49uXtoSG/g2MvHmKieQBunjbmNMLxeL83Nzfj9fvR6PRMTE/h8PtLT00lJSSEYDDI8PExlZaUQzA4MDOD1eqmqqhICZ6PRSH9/Pzt27CAQCKxLgCwWy7pKVaFQiIHgAD8f+jkuv4v6zHq2SreCB1iVhAgr++Xn50dJja9+9lybfS29w70RssohQjzd8zT37rgXWCH8YWn10dFRoQcoTLjDn3u9XjweD3V1deTnr/hrxboPwhCJRMIIPGyMADVPNjO+NM5NJTeRFEyKMuW8GGIRIJFIxPPPP8+ZM2eAlXLBt73tbWsquwFCqeKOHTswmUy0traSnZ1NRUXFhjPqiYmJgkJc30AfX237KlOaKWoza9dcJl4ez7/s+JdXZGq6Fnw+H6dPn44iP0qlkh07dgjCPrByrgoLC+ns7GRoaIitW7detv243HA4HIIgzUag0+mor6/H7XYzOjrKsWPHBFn2/0tl4pvYxCb+/nhDEaBN/ONDKpby4cYPc/+h+4Vpg4uD/GXoL1xfvH5mIIywetWZM2cEoYBwc/rJkyepqakRvHhm7bO8NPqSsOyOrB0UJK6UTFksFhYXFykvL8dsNjMxMUFvby9paWns379/Q/sSHx+P3+8nPz8fp9NJUlISw8PDQkM3rATGw8PDZGRkCH1hYaPXo0ePolQqyc7OjggaFAoFJSUl6HQ6IQsVDAYZHR0VJHIPHDgglAFVVFTw4osvYrFYhDLBUChEIBCgp6dHCLSkUikKhYKUlBQUCgUikQi73Y7D4VhzNN0f8jPuG+cLz3+BUdEoM50zBH1BksqTCDgDBH1BbKM2EosTqU6rZn/+fnbn7hZ6u7q7u1EqlaSnp0c05l+IYDBIS0uLUF4oFouFUeLw9YSVUsHi4mLkcjk7duygtbUVo9GI1+ulrq6O0dFRhoeH2bVrF/Hx8YLIwWqj3dUIhUIsLi7GVPpb9izz3ebvcmLiBCWVJewK7GK4Yxi3283Zs2e54oorhOvT19eHRCKJqSq3etupcanszdsb1Wj/svFl7qy+k1R1KnNzc4Kx8vz8PFqtlvLyciQSCXa7HavVisWy4pfkcDgIhUI4HA4SEhLWJXuJiYkkJSUhEokEVcGL4Xd9v0OEiDeXvpmpwal1r2EsXEiArFYrf/vb3+jo6BCI+DXXXLMu+YGV72v4O5KXl0dycjJnz57lyJEj1NXVbTjojouLo7i2mPc/8n4GxwZJS04jlBqCGBVY+Qn5fGbvZ0jTXD7BmkAgQHNzc9S512g07NixY82yxf7+fqanp3E4HP+wWZLJyck1M3jrQalUUl5eTklJCePj47S3tyORSDAYDGRlZf3D+B5tYhObeONgkwBt4u+OqtQqDuQf4GXj+TKdJ7uf5E1Fb7poFiiMhIQE9u7dy29/+1sAQUggFArR1taG3++noKCAp3ueJhA6P2L99qq3AytBSHt7O7AywpqSkkJiYiJTU1NoNBqOHTtGSUkJBQUFa758/X4/zc3NLCwskJyczK5duxCLxZw6dUrwkLFYLIyNjVFQUCCMaHo8HoaHhwVS4nK5GBwcRKPRkJOTg8FgoLCwkOHhYWH/5ufn6erqQiwWs3379oiGeFghC2HBB7fbLRhGJiQkoNFokMlkZGRkCP1vLpeL7u5uent7hQb71aPowVCQjtkODhsPc2L8BOZJM94lL/J4OUFvELFcjL5Uj81oI8GbQFVKFdcXX8/ebXsj9stqtWI0Gtm9ezdHjx5dt3yqs7MzqhytoKBAUF0LIxAIMDo6SmlpqdAr0d7eLqjn6XQ69uzZIwSJYrEYvV4f1WS+GrE8dbrmunjo5EOYnWauL7qe99W/D4vZwo/6foTX62V5eZne3l7BFHV+fp7CwsKYCmWrM0AikYi3Vb4tigAFggEePfUoO2U7IxTa3G43EolEKJlMS0tj9+7d5ObmYjQaOXbsGGazmYGBAaRSKSMjI6jVarRabZTUflpaGmKxGI1Gw/Ly8kUJ0ODCIF3zXezO2U2aJo1ZySwul2vdZS487rAIgs/nY2xsjMXFReLj4wV/rurq6nX798LrsVgsghkxnDdPHRwc5MSJExQVFVFcXHzRYLltpo2vH/86Jo0JqU6KJqDB0m9BV6RDqjz/Hdibu5ePbv/oZSt5g/MkP5zJC0Or1bJz5841SWCYDPT19TE0NERNTc1l26fLibm5OaEc95VAIpGQn59PXl4ec3NzjIyM0NvbS35+Pvn5+RclyZvYxBsRmyIIrw02CdAmXhe8p/Y9nJo4hcu/Ekwtuhbpme+hKvXippBhyOVyMjIysNlsUQFUV1cXc0tzvDj6ojCtMbORwqRCYCUrsTpLAyvZka1bt1JRUUFXVxc9PT2MjY1RVVUVVSa0unlZp9Oxfft24eVcV1eH2WwmGAxis9koKSkRCNrCwgJGozFmGZHD4RD8XsJZEI/Hw+DgIDabjdLS0jUluf1+PzabDbPZzPT0NB6Ph8zMTKqqqtBoNASDwZjLBYNBuru7ycnJWZHxTpbQsdzB0bGjLLrOB2kytQz7pB2fc2X0P9eQyw2VN7D72t2Md45jt9uxzdqEEeDwusMKeDqdDqlUumb2YHR0NKq3SyaTsXPnTiYnJwVltdXzFxYWIpVKhb6ksbExBgcH2blzZ1RD9UYIUBiBYIBfd/2aJ7ufRCPX8JkrPsP27O3ACoHIy8sT/I9GR0dJSUlhaGgIqVS6ZhnhhQQoNyGXndk7OTlxEkIrJMfhcPDc3HPk5OUQL40XlnO73ajVatRqNcXFxREj4nl5efT19VFWVkZ8fDwDAwP09/cLBrharVbwnFIoFALJ02q1LC8vY7fb15QBB/hd/+8AeHPpm4GV78illMCFyc/CwgImkwm/3y9kycLlmPn5+Rddz/LyMn6/PyrLIxaLKS0tJTU1lXPnzjE3N0d9fX3MDEkoFOK5vud4tO1R3H43Fo+FzOJMtE4tjmkHi/2L6Aw6FPEK3lP7Hm4pu+WyKpSFB2cuzNDFxcVFPD/WQn5+PkNDQ0xMTFBaWrohKfC/J4LBIMvLy5elR0kkEpGWlkZaWhpLS0uMjIzw0ksvkZGRgcFgiCgR3MQmNrGJV4JNArSJ1wWJqkR25+yOIChHTEcuiQD5fD6Wl5fZsmULBQUFtLa2RmQKHjv0GJaAhfjslZdlOPszPT0tBLCrIZFI2LJlCyqVip07dzI1NUV3dzenTp0iIyODLVu2IJfLcbvdnDp1iuXlZfR6Pdu2bYvInshkMkZHR0lMTOSDH/wgPp+P/v5+Tp06tWYQrlAoKCoqQq1WCwIL4Xnr6+u58sor1wyQ/H4/7e3tgnoYrARV+fn53HHHHYLi18TEBGNjYxF9B0tLS9hcNqw2K7/6869YdC4iVUtXvJISFEIAKFVJCVgD1BXWsatkF/fcco8QNKdtTePo0aNCVk2r1RIfHx8lBy2VSnG73ULTfhjz8/N0d3dHHJNIJGLr1q2o1WrB62Z19sjn82EymQSlva6uLhISErj11lsZGRnhxIkT7NixQwgS1+rnCsNms+H1erH6rDx4/EH6FvrYkrqFj+/8OPq4yF6EiooKJiYmhOM4fPgwMpmMqqqqNa/RagIUPm+3l9/OS4MvrUid+8+TilPWU1ydfDWwQiCUSiW1tbUcOHAgKiCXSCSkpaUxPT0tkIOCggKhJM5qtWI2mzGZTOh0OoqKivD7/UIAGQwGsdvtUd44AGanmWNjxyjVl1KWXAasXMNLEUGw2WwMDg5isVgEAra0tCRktGpraze0HovFgkqlWjPoT0xMZO/evfT09NDU1ERlZWVEtsjj9/Cd09/hyNgRAGYdK6IdaZo0lDolEoWEpbEl3EY3H7/941xbHm2c/WrR1dXF5ORkxDSFQsHOnTs3RGZkMhl5eXkMDw8zMjJySXLgfw+EB6Iut8G3VqultrYWj8eD0Wjk5MmTaLVa8vPzSUtL25TR3sQmNvGKsEmANvG6YW/e3ggCdHz8OP9fw/+3YW+NhYUFQqEQer2e9PR0wbQzEAiw5Fni3Mw5gsEgoWCI/dv2U6Ivwel0CqVvF6K8vDyi/j4zM5O0tDRBhctisVBWVsbg4CAOh4PU1FS2bt0a8cK32WycOXMGvV5Pbm4ucXFxmM1mlpaWyMrKQiKRMDs7GxEQJycnk5eXJ6xnYWGB3t5e3G436enpEQaYq+Hz+RgdHWV0dBSTyYTP50Oj0ZCZmYlOpyM9PV1YLmyeWlhYyOLiIt2D3RzqOERTaxPz3nniPOeb9v0OP7ZhGxKlhISMBPZW72VP1h6OGI+Qm5nL1TuvjsgYxMfHU1tbS2trK4FAgDNnzrBlyxZGRkbYvXu3MK9MJsPtduP3+4UMjd1uF6TMV6OqqkogLasDv9UYGRkhPz+f7u5uLBYLu3btQi6Xo9Fo6Ojo4NixY+zcuRO1Wi1koNYL3v/U/id+ZfoVbr+bd295N2+peEvMkkyNRoPBYBAyJyMjI8THx3PzzTevue7VxxcKhTCZTIwPjZPiS2HJH1mG1rrUyu7E3aQnpqPX6wX1wbUCvYyMDHp6eqioqBCyCyKRCI1Gg0ajITs7G6/Xi0ajwW63Mzo6yvLyMrOzsyQlJWG1WmMSoOcHnicQCkRkQiQSyYYJ0NjYGCdOnMBqtZKRkUFqaio9PT1CtnbLli0bzmIsLi5GlX1eCKlUypYtW0hLS6OtrY3Z2Vlqamqw+qx85ehXGLWuKAr6g37mHfMkqhKF8jaVXkVBSgFXyq/EO+llQDMQpeT3ahDOyq2GTCZjx44dUYIZ68FgMAjf9+Li4n8o6eiNXKNXA4VCQWlpKcXFxUxNTTE4OEhXVxf5+fnk5uZulsdt4g2LYGjl5/XehzcaNgnQJl43bEnbglahZcmzEgAueZbomO2gPqN+Q8uH+0XCgXJKSgo7duygubmZE0MnhGyQa97FluAW/H4/Z8+ejVmGlZ6eHtNPRiKRUF5eTlpaGidOnODRRx8lOTmZrVu3snXr1ggiMDk5SXt7O8XFxRgMBjo7O+no6BCyTXK5nNzcXNLS0piYmMBqtZKfny/0BrlcLkwmEy6XK6InZ2pqikOHDlFSUkJ+fj5+v5/h4WGhzAlWgqmysrKIQPbCciFvwMupiVO8PPoyZ2fO4pV6WQguoEqKbrrO1+VTnVZNmb6MRG8ijgEHKpUKiURCRkZG1PyZmZlYLBZGRkZYXl7m6aefZv/+/RHlMOHjCRMgn89Hc3Nz1PUI1/uvRjjwW53hc7lcvPDCC0LGLhwA5eXlIZfLOXv2LMeOHWPHjh0kJCSg1+uZnY2W6/YH/Lw48iJdPV0Ulxfzxf1fpDQ5WlY7DJVKRVxcHNnZ2XR0dOB0OtHr9ZjNZtLT02MuEwwGCQaDzM/PR/gO7Uncw7AzktghgQX9AndccQejo6MCmVkL4fKvmZmZqLLOMORyObW1taSlpREMBpmcnOTZZ59laGgIp9PJjh07yMzMRK/XIxKJcPvd/Hnoz6TEpbAze6ewnvB1Ww9Op1Mw+g1LtGs0GgYHB/H5fEilUrKzswVBkI3AYrGs6/e0GmERk/b2dn7y25/wguMF/OrzpG3OMUcgFCBdc/5a7c3dy8e2fwyfe0Wdrb+/H4fDQU1NzatuwA8Ll6yGRCJh27ZtMYnneggLpoyNjWE0GmMKbrxesFgsl3RNXynEYjHZ2dlkZ2djtVoZHR3lpZdeEp7ha/l9bWITm9jEamwSoE28bpCIJezJ2cOfhv4kTDtiOrJhAhSWdV4dZCclJVFWW8aXjnxJmFagK0DulPPb3/4WpVIZNZKuVCov2lQc7jXRarX4fD5cLhculwu1Wk0oFKK3t5exsTEaGhpIS0tjbGyMrq6umOVFCoWCrVu3UlRUhMlkYmpqisnJSebn50lNTaW4uJiuri5BPSvcO9PW1sbLL7+MTCZDp9MJctzFxcW0tLRENafrdLoVtbnFIV4ceZEmU1OE0aPH5kGbrUVXqMO96CbBkUBZQhmVKZURBqVWq5WOjg6h38nn88UceS4vL8dqtdLe3o7Vao0qhQkTIJ/Ph0KhoKWlJUouPGyCeSFWB36wkkUZGRkB4MMf/nDU6G9GRoaQETx58iS7du0iOTk5igBZ3Vae7nma6eVptuRs4eE3PYxavr7CVjhLmJqaitVqRSaTkZqaSkdHB0lJSVH7EgqFmJmZobOzE4/HQ3Z2tvBZriqXXFUuY64xZHIZGrUGuULOkdkj3O29WyhXXE/1SyqVkpqaGlVGuBpisVggXWKxmJycHEpLS3G73chkMiFzFya4nc5O7F47d1TegUQc6YUVCARi9g2FM1s9PT2EQiFKS0sRi8X09vYyPz8vqNZpNJp1fWIuhNfrxeFwbFjlLbyfE/ET/Nb8W5bGl1AlqdBka0C8QoDi5fFo5BpEiHhv3Xt5c+mbEYlEKDQK9uzZQ3NzMxMTE7hcLhobG19xpiXsRbUa4fLOV5otKSoqYmxsjJGREQwGw2UvOXulWFxcvKTrejmg0+moq6vD4/EwNjbGmTNnUCqVFBQUkJGRsaket4lNbGJNbBKgTbyuuCLviggCdGriFL6AD5lk/YBjaWkJu91OZmZm1Evud8bfoS3WYhm0EPQG2Zu/F6vVysDAAOnp6eTm5grzikQiGhoa1i2fsFgsnD59mkAgwMGDB0lISKCrq4umpiZKS0uZn5/H5XIJymPhRnSPxxNFgEQiEaWlpUKzvNfrxWQyIZVKqaysFILrC0fZx8bGmJubEzIgeXl5XHfddWRlZeHxeKLIj8ProGm6icPNhzHajDGPy2V2UVBUwPXV17Mvbx/Z2mxmZmYE0YUwwv0uiYmJTE5O8sILL5CXlxeleCYWizEYDLz00ksUFxfT399PUlKSkOEKB5F+v5/u7u4I4QFYCfIvzKqtRlFREePj4wSDQUZGRvB4PJSUlLC4uBgz85KSksL27ds5ffo0J0+ejArO+s39/K7/d/gCPq4uvJrtWduRBC8eTIav0cjICOnp6cTHxyORSPB4PHR3d1NXVyfMOzc3R29vL319fTH9cABuNtzML6Z/EXEPOnwO/jT4J3IcOcK5WQ8ZGRmcOXMmQi58NZKTk6MC5YSEBLxeLxKJhLq6OoLBIHNzc0xMTvDzP/8cR8BBVnkWi4uLJCYmCmarcJ7ECvvrcNDW1sbi4iI6nY7a2lri4+Pp7e0VgtMwamtrL4lQLC4uIpFINpwt8Qf9fOf0d3jZ+DKqZBUyjYwl4xKLfYv4U/14A17yEvKIl8fzqd2foiY9cvBDoVCwa9cuzp07x/T0NMeOHWP79u2XVKoGMDs7S1tbW9T0urq6mJLrG4VarSYzM5OpqSlGRkb+IbJATqcTkUj0ugkzKBQKiouLKSoqYnZ2ltHRUbq7u8nNzSU/P/8fTjBiE5u4FGyqwL022CRAm3hdUZlSSZIqSVAcc/gcdMx20JDZsO5y4WbisOJYGP3mfl4cfRGpUkpSSRJJ5iTSVenCKOzMzAxyuVwImEtLS9cdiTWbzTQ3NxMIBCguLqasbKUZPCkpiWPHjvGrX/2KnJwc3vrWtxIKhTh27BhWqxVYyVqsDnrj4+Opq6sjISEBi8VCZ2cnPp+Pffv2kZqayvT0NH19fSwtLREMBvH7/VEmnXq9nszMTFQqFefOnWN5eVkIjgPBACOWEdpm2hhxjpDojT1iHi+Pp05bR+KWRN7zlvdEBMZhh/b5+XmGhoYYGxsTSg2LiooYGBjA7XYzMjKC0WgkOztbEG8IBAL09fVx8OBBoT+rtbWVvXv3olQqhWMYHh4WjDjDkMlkbNu2bd3AWK1Wk5a2Irjg8/kEGWyTybRm6Zler6exsZHm5ma6urpWesII8fLoy5ycOIlWoeWu6rvI1q5kZRYWFqLuqQuhUqkIBoP09/dTUFBAbW2tUOI0MTFBZmYmcrmc3t5e4dzFEkFIS0ujuLgYnU5H29/aGFwcjNjO7/p/x12au4TSw/WQnJzM3Nwcer0+ZqAeK+DWarXMz8/j9Xpxu92CV5PJb0JSLOGm5JuQBCWcOnUKmUxGZmamIJ7g9XpRKBSEQiGGh4cFwYuKioqIfqWw5HtYOS49PT1mCeV6sFgs6HS6DY3mu/1uvnbsa7ROtwrTpEopiaWJ2KftDHcOI0uWUVdWx2cPfJZUdWwiIpFIaGhooLe3l+HhYY4dO0ZjY+OGs1ALCwu0tLRE9bZVV1df9P7aCEpLS5menmZoaEgo+Xw9YbFYXtP+n41itUn18vIyRqORw4cPk5KSQl1d3UXvoWAwhN0ZQC4Xo5RvZo82sYk3MjYJ0CZeV4hEIrZnbefPQ38Wpk0sTWyIAIVLj8IIhUL8oPUHwv8ypYzPvvOz/OXJv0Q0bo+Pj0eMGK6F2dlZWlpaCAaDlJeXR8wbluWtr6/H7/fz29/+FqlUGjFSr1AoBAJkMBgoLy8XStmmpqYoLi6msLBQeClnZmaSnp5OZ2cnL774ImazWRB5WE18Vh/v4OAgvSO9jDhHGLAPYPeslEypUiL7ekSI2Jq5lYOGg2zL2kZHWweq7LUD65SUFFJSUnC5XELQp9PpkMvlOBwOdDodwWCQsbExxsbGyMjIIBAICD5FRqOR7u5uPB4PLS0t7Nq1C5FIxNLSklBKJ+zb/2ThLuYFEwwGWVpawu/3C+QHVrIsTqdzzRH6lJQUGhsbOXPmDP2j/Rw3H2faPU1hUiG3lN1CnOz8cmaz+aIBqkQiwWq1srS0RElJCVlZWczOzmKz2XC5XPzmN78hKysrQhlwNfR6PXv37o3oVbij8g6+fPTLEfNZ3VZOOE5wY/GN6+4PrGRENRoNi4uLMc9DLJPb1RmVpaUlYZT8ub7nEIvFvGv3u0jXpBMIBJidnWVqaoqBgQG6urrQ6/Xk5ORgNBqxWq0kJSVRW1sblakaGRkRyvhUKhXZ2dkRmaONYHFxUcgirodlzzJfbPoifQt9UZ+JRCICSQFCuSFqRbXcormFuND6GR2RSERFRQVxcXF0dXVx4sQJ6uvrL0rglpaWaG5ujjLeDcvYXw5oNBry8vIwGo0MDAz83UvPLoTNZrss8teXE/Hx8VRXVwtG1+uRH58/xLN/W+APLy9iXQogEkFjtYa7bkqhMHcze7SJ1xehkIhQ6HXOAL3O238tsEmANvG6I0MTGVCYneY15lzB4uIiLpeL3NzciJfaCyMvRIyi31RyE6KllRFBi8UijEKHexWuvfbaNZW1pqamOHv2LKFQiOrqaiFwCYVCDAwMMDIyQn19PYmJiTQ1NTEyMoLf7ycjI0Moy1MqlTgcDnbt2kViYqLQDJ2amsqBAweiHN/DBqZ9fX0kJCQQCoXw+/3U1NREzevxe+iZ76Ftpo2uji4IgCJBgTJJiUgsQq5dGRHO1GRydeHVXFlwJUmqlRFar9fL9PQ0+/fvX/c8WywWHA4HJSUlNDQ0MDs7y+DgIE6nMyrYGRgYoK+vj3379uFwODAYDCwuLjI9PY3FYqGnp0cwfDUYDBHLVlZWRvksXYiwgWRcXBxbt26N6h0ymUzrGjCmpqYiz5bz2z/9FsuchRt23cD+wv1R1//CsrxYCAQCmM1moZk/XNb41FNPMT8/TygUIhAIRBxnMBhErVaTk5NDfX19VKP2tqxt5CfkR5QrBvwBTthO8Ja4t1x0n8KKbjMzMxE9RrASLMciRRcSoNTUVIYWh+ia72JX9i5BJEAikZCZmUlmZibV1dVYLBa6u7v529/+hkKhYNu2bVRVVUWRn6WlpQgzX4PBgFgsvqTyt2AwiNVqXXegAmDBucDnXv4cY0tja84zY5+hIqeC39z5G4YHhjly5AgVFRUXJSX5+fmoVCpaW1tpaWmhoqKCwsLCmPM6HA5OnToVpZRXUFBwWVXlAEpKSpiYmMBoNFJQUHDRMsnXEk6n85J6tP6ekEqla2aIAQLBEF99ZIKWLjvhhF0oBC1dds71OPjKx3MpL7y08sdNbGIT//jYJECbeN2Roo4MfuedaxtWQuzyN7vXzs/afyb8n6BI4JrMa+ho6SAuLo7CwkIGBweFkpSCggI6OjrYs2dPFLkYGxujo6MDWOlXCPdVhFXklpeX2b17N8vLyxw+fBifz0d1dTWjo6NMTU2xvLxMcXEx+fn5+Hw+/H4/TU1NiMVitm3bFjWa7Xa7GRwcZGxsjGAwiM/nIyUlhdraWlQqlWC8GQwGGV8ap226jR5zD76AD7/HD/9jIeOxefA5fGgztFy/5XquLbmW8uTyqCB/fHwcvV5/0YCpt7cXgOzsbKE0LtzULpFIBEIZCAQYGRkhIyMDp9NJU1MTubm5lJeXC2abg4ODmEymKBPN3Nzci6p7BYNBzpw5QygUYtu2bUxMTAjXZ/U1CzfdRy0fCvKrzl/xZM+TpFemU6OoIcmRhM/niyodcjqd62aTAIxGI6FQiPT0dPx+P4ODg4yOjiKTyYT7y2w2k5SUhE6nQ6PRUFZWJnwWi3SLRCLeWvlWHjzxoDDNH/Bj99tpX2qnjrqoZVZjbm4OnU6H0WjE5XJF3NNr9ZtoNBrEYrGQWQP4Xd+K8ektZbfEXMblcjE/P09KSgoHDx4kLS0Ni8XCsWPHUKlUZGVlkZmZiVqt5ty5cwIRyMrKEu63SyFA4XLQ9YLrqeUpPvvSZ5lzzq05DyHIjM/kw1s/TJwijurq6gi57Nra2nUzU2lpaezevZvm5mZ6enpwOp1UVVVFXEu/38/p06ejer2ysrJiCnu8WoSl7fv7++nt7WXr1q2XfRsbhdvtjnqO/m/BqXPLnOm0R00PBlcGvL73xAz/9bmCTb+hTWziDYbNItdNvO5IibuAADnWJkChUIipqSkUCkUEkfhFxy8EOW2Ad1S+g/7OfiHo1Ol0gjFiRkYGCQkJuN1umpubI0ZrR0ZGaG9vF8qywuTH4XBw9OhRgsEgO3fuZHBwMEJSWyqVUlxcTF5eHm63m2AwiMFgEEw58/Pz2bt3b8Q+u1wuOjs7OXTokBBU5+Tk0NjYKAgMxMfHk1WUhTXdyqODj/Kztp/RPtuOL7CyXZ/zvFhCclwyDWkNvDnjzVypuZJiXXHMl7bJZIowiYyF+fl5FhYWEIvFgpEprASCycnJHDx4kJKSEmQyGZOTk0KWIHyNTCYTR44cEUrlhoaGGBoaiigL0uv1VFdXr7sfgUCA5uZmALZt24ZEIolZXhbOal0Iq9vK517+HL/u/jXVqdU8+p5H2d+4H4/HQ29vL16vN2qZ9bJAYcKTkJCAzWbj0KFDDA8PEwwGycjIiCBOk5OTVFZWsn///ojrvlYpzp7cPWRqzssIh81RX5x6kUAwEHMZWPFScjqdyGQy4uPjBbW1MGKVv4X3I1x2uLS0xIJzgaNjRylJKhGMT8MIBoP09vZy7NgxAoEAJSUl7Nmzh+LiYrZt28Y111xDUVERFouFpqYmHn/8cfr6+nC73Wg0moiysUtRLVtcXEStVq/Z4zJiGeGTL3xyXfKTGpdKXUYdKXEpXF98/fnpqans378fsVjM4cOHo/rSLkRCQgJ79uxBq9ViNBqjnh1tbW1Rmcm0tDRqa2tfs+A5/JwIZ1pfL7hcrv+1QgMvHLciXuPyhEJgmvJgnIgtYLKJTfw9EAr9Y/y80bBJgDbxuuPCDJDZtXYAajab8Xq9ZGVlCUGF0Wrk+cHnhXlK9aUkWZNwu90Ry6ampgo9G2EsLS0JxqiDg4N0d3cjFotpbGwUgra5uTmOHj1KWloaBQUFHD9+nKmpqZj7V1NTw7vf/W4WFxf55S9/idfrpbGxkYKC8yOILpeLjo4OXnrpJYH45ObmcuWVV1JbW4tUKiUQDNA738vPu37OPc/dw5ODT+LP9JNgSEAkPf+2lvvllKeUc33x9VxluApDooHkpGTGxsZiBnULCwv4/f41g2JAkPWGFbW51SO7CQkJguJTaWkp9fX1KJVKysvLowJ7v9/PxMQE3d3dTExM4PF4hBKxcCnbenX5YfIjkUhobGwU5g2Xnl2IsN9SGF1zXdz7l3vpmO3g7ZVv50tXfolEVSJlZWUUFBTg8Xjo7++PUtxbjwANDQ0xOTmJ3W5nfHwcp9MpfCYWiykoKBD2r6ysDLvdjkgkimiGXysYFovEvLXyrefPX2AluF70LnJs7Nia+7R6f5OSklhcXBT+l0ql6zanh8vg7HY7v+/7fZTxKaxkxY4fP87Q0BBpaWk0NjYKktphyGQycnNz2bFjBw0NDQQCAaxWq0AOLRaLQH7X6o2KhfWa67vmurj/0P3YPLaYnwPkJeTxqT2fon22nasNV0fIu8OKXHZjYyPl5eWcO3eOtra2dY1eVSoVu3fvJiUlhbm5OY4fP47b7WZ4eDiKgCcmJtLQ0PCaSjFLJBJhgKKnp+c12856CAaDgijG/0aYLf6Lmjwu2DZm/ruJTWzifw82S+A28bojUZmIVCzFH1x5yVhcFvxBP1Jx9O0ZLn9bnW14pOURQvxPeREirku9jrnx6BFhmUzGW97yFnp6eiKClampKUFWWyqVRpSpDQ4OMjg4SGVlJTabTchGXAipVEpVVRUSiYSenh7y8vLQ6/W0t7czNTVFdnY2TqeTwcFBJiYmCAaDiEQicnNzKS4uFjIHRquRX5z7BYdaD+HyuVAmKUlIOt8vokxUEpcQR44rhzxxHtYRK2JRZIAV7s9xu92cOXOGzMxMqqqqUCgUmEwmcnJy1g3KpqensdlsSCSSKIldpVKJQqFgaWkJnU5HV1cXV1xxBYWFhYyMjDA0NBQRQM7Pz+N0OrFarVgsFsRiMQ6Hg23btq2rXBUuJ1IoFNTX10ftb7gBfDUWFhZYXl5Go9HwTO8zPN7+OBq5hs/v+3yEqEZycjIpKSmEQiGMRiP9/f2UlpYKpVlrESCj0cizzz6LWCwWiMZqTySxWExNTQ2VlZXCvplMJjIzMzdEgAD25+/nl52/ZN45v5IBEq34ZT3b9yx78/bGXHZ+/nzGNDExEZPJhMfjQaFQkJycvO61DhMgj9/DHzr/QIouhV05u4TPp6amaG9vJxgMsmXLFvLy8jhx4sSaZqhhifPU1FRSU1OJj48XMoJGo5GUlBTsdrugJncxLC4uxuydOT1xmv93/P/hC65tylqeXM7n9n2OJ7ueJBQKcXPpzWvOm5ubi16vp62tjaamJurq6tYkXuFnRFdXFyaTieeff55AIBAxUBD2+vr/2Xvv8MjO8vz/M71Jo1EZ9d7rqmzvu7bX3QbblCTEYJz4G/gFsIOBQBxCjE011ZQQIJgWYooxxXZs1rve1VatymrVe+/SqEzv5/fHMGc1mpFWa3uxIXNf11y7mjntPXPmnOd+n+e+nz9Fj56srCyGhoZYXFxkZmZmQ73LtUDQQfDPtUQsJUnB+IyLNZ4VITAmvLo+UFFEEcWbF1ECFMUbDolEQoI6QSxjERAw2U2kxIRmKbxeL9PT02i1WlETcGrsFJ3zlxtA7kvbh3MyNPMTRHV1NVqtltraWux2OysrK2IQvLi4SG1tLbt378ZgMODz+WhtbWVpaYmKigoGBwfDyluCSExMFAmA1WqlrKyMzMxMnE4nw8PDnD59Wsx8CIKAVColJyeHoqIiNBoNTq+TlwZe4qXBl+hf7GdlZAWnJzCG1dme3Lhcbsi/gUO5h4hTx9He3s6zE8+GBKMKhSJMvzI1NcX8/DzFxcVXND8QBEG0NM7Pz484qxss/5qZmUEmk1FYWIhUKqWoqIjs7Gx6e3sZGxtjZWWFkZER0Zp2dnYWm83G+Ph4mBZoNYLkR61Wr2tdq9friY+PDyv76erv4kXzizRNN1GWVMbH9n6MJG1otiKYvUhOThaD897eXkpLS5HL5WL/pmB52MLCAt3d3bS1tWG32yktLRXPudfrRSKRiI1F1Wo1fr9fJGMAly5dChnDRoGiXCrn7rK7+c/m/8Tr+6P9uQQGlwZpn2tnS8qWkOUFQRCttiHw/Qfd4NLS0sIyNZHOI8ClmUuYvWbu3XEvMmlA39XR0cHY2BgxMTFs3bpVXFahUEQsHQTo6OgQe1Kt1h5lZmaysrLC8vIyJ0+eJC4ujqysLDIyMtbVBDkcDpxOZxgROTZ0jCcvPIlfWD9i3Zq2lY/v+zg+v48XB19kT9Ye0mI3dm/T6XTs2bOHgYEBzp07R0FBAcXFxRGvP6lUypYtW5DJZDzzzDP4/X4KCwuJi4sTG53+qUrCJBIJZWVloj4pOTn5T9oAdK3m7M8NN+0zcKEtXAMEIJVCQZaanPQ/z+xWFH8Z8CPB/wb34Xmj938tECVAUbwpkKhNDKnjX3QshhGgsbExvF6vOCPs9Dr5r4v/JX6ukWkocZWE2c9CwMkpWNImk8moq6vjxIkTDA4OYjKZUCgU6HQ6scSrsbERmUxGcnIy7e3tYf08IBAEFRQU4PF4aG5uJjc3l+3bt4slPj6fj/j4eC5dusTS0hKpqans379fJD5jK2O80PkCr4y8gt1zuZTK7718/DGaGG4tvJUjBUcoiC8ICZ4FQWDLli2MjY2JWYD1mkV6PB5efvllZDLZhiVI4+PjWK1WFArFuk5XcXFxjI6OYrfb2b9/f0iwpVKp2LJlCykpKTz99NPieVMqlRgMBmQyGQ6Hgx//+Mdcd911FBcXh2SCPB4P58+fR6fTUVtbuyFZyM3NDSFAE+YJvtH0DZTFSu4uv5t3V787YhZRo9Gg0+mw2WykpKQgCAJjY2MiCZLJZCwsLODz+eju7mZ+fh6Px8Pc3Bx6vR69Xi+SG4PBwMGDB0MsvKVSKTU1NZw+fRpBELDb7ZhMJjGreKXg9Ib8G/jJpZ8g+AVkyssZhF93/zqMAC0vL4dlY+Lj4zGZTKSlpV3RXS/oNtgw2YA0XsqNBTdisVhobm7GYrGQnZ0tZjaDUCqVYY13IUAUx8fHxWUqKiqYm5sTxxwfH09GRgb79u1jYmJCbFaZlpYmZmBWf99LS0vI5fKQc/ts97P8oPUHG47pYM5BHtr1EHKpnJcGXsLpdXJH8R0brhOERCKhqKgIo9HIxYsXmZubo66uLqJFe9ChLjs7m6GhIfr6+sjJyeHw4cN/8p44KSkpJCYmYjKZGBsbe93stjeDP3cCtH1LDAd36Dl5wRzyvlQKSoWED9x7dX2roogiij8PRDVAUbwp4PaFziir5KEzboIgMDw8jEwmIzs7G4Cfd/xcbKAqCALbVduRuiNnC9a6MKnVatxuNyaTCaVSSVlZGQ6Hg+bmZurr61GpVHg8HkZHRyOSn9jYWPLy8kQicODAAcrLy5HL5dhsNi5evMgrr7yC1WolOTmZ6upqUlJSsNqsnJs6x8df/jj/+MI/8nz/8yHkB0DwCuQZ8rir7C6+dtvXeP/291OYUBhGBubm5pDJZOTl5VFaWopKpdqwF8fc3BxyuZz6+voQnUgQweaeAEVFRevOzMfExHDx4kWKiooiEi6v10t3dzf5+fmUlJSIGamcnBwxIzE/P8/Fixc5fvy4qBPxeDycO3eOmJiYK5IfCJRBBp3XGiYa+NGlH+FwOXig8AHur70/IvkJWlTr9Xp8Ph9+v5/U1FQyMzOx2Wz09vaKmpf6+nqRWE5PT+P3+0XtUUpKCuXl5ZSWlkYMjg0GQwiBnJ6eFp3WrjQutVzN4YzDQKhepnm6mdHlUJ1TpHK9hIQEbDYbEonkir2VlEolI9YRlhxL1BnqWJheoL6+HofDQV1dHdXV1WFlXJEyQH6/P8SZr6qqKiLRlsvlonvZ4cOH2bNnDzKZjMbGRo4dOyaefwgQoPj4eFFD9aPWH12R/NxRfAcP735Y/O6PDR8jLSaNcmP5huuthcFg4MCBA8THx1NfX8/w8HDYMl1dXWKPoiBxNpvNuFyuiPeMa43y8sAY+/r6NtQxvd74cyJATU1N3HvvvWRnZ6PRaMjPz+f//b//x1sOOnnfX6eQkRKYjGmr/xd+951yfvWNMgqyNUilUnQ6HZWVlTz22GNh+tK1+Kd/+qd1f+cjIyNkZ2eHlK6uxdGjR6mtrV231DTSOB544AGGhoZClrvvvvuQSCTiazPj+M1vfiP2ZSssLOTRRx+NmPF9PcZxNcjNzQ0Zi0wmw2AwsG/fPn7605+uu96xY8e4++67ycjIQKvVUlJSwsMPP8zs7OxrPqYo/rwRzQBF8abAWiFznCq0T8rMzAx2u528vLyA85h5kt/0/kb8PNYbS5EkVK8Clzu6r551dzgcXLhwQewPkZKSglKpZGpqiubmZnbv3o3JZIqYSZJIJGKD0OnpaWpqakRDgaDd8+TkpFjqVlhYiMvlYtcNu/jx8R/zzd99E7fCjaHQgEwRGlgmahK5seBGFDEK1ATKZ2K1kbUSVqs1ZBZer9dTWVlJXl4e4+PjYQFY0E7YYDDgdDo5e/YsFRUVIRbUIyMjYj3/RjPI09PTuN3uiPbVgiCIVuEQyDDo9Xo8Ho8YrAcfpsPDw8TExNDV1UV3dzcrKytkZ2eTlpbG+Pg4Ho9HJCnrvWYXZnn67NOMLI2QqElkf/Z+RhtGOW47HrLcashkMkwmE319fWJZIgT0JkFSlpaWRnFxsRh8DwwMEBMTg9lsJikpCb1eT2dnJ+3t7bhcLqRSachLoVCIvX5cLhc+n4/h4eEw6+T1sNe4lx9JfoRcFnqL/k3Pb3hw14Pi35GCD6VSeUXisxrNi80ICOgWdVy6dEkU769nBa5UKsMCmoGBAbFENDk5mfT0dLEB6mqsJUXx8fHEx8dTWVnJ9PQ0Y2Nj9Pf3k5iYyPT0NGVlZfgFP9+68C3+MPSHDcfxrqp38c6Kd4rnd8oyRfdCN++qeter0qfIZLKIdtlqtZrJyckQUhQbG8v27dtRKBQMDAxgt9upqan5k2iAgjAYDGRkZDA5Ocng4GCIe+O1hNfrvSpr8zcK3/rWt3jooYc4fPgwn//850lPT2dgYIAnnniCZ555hpdffpnvfLoOn1/g7+6P46XlVJ599lkgQPBXVlY4efIkjz/+OH/4wx84evRoxDLH+vp6nnzyyYjHIAgC999/Pw899NCG2dkjR46QlZXF448/zqOPPnrV46irqxOXT03d/DiOHj3K3XffzTvf+U4+//nP097ezr/8y78wPz/PN7/5zdd1HK8Gt956K5/85CeBwHU3Pz/Pz3/+c+69914uXbrEE088EbL8Jz7xCb7whS/w9re/na9//eskJibS3t7OF77wBZ555hlOnjx5RUfUNwOijVCvDaIEKIo3HIIghFhYA+hVoZmF4MxWXl4egiAENBJ/NE2w2WzcpL8JmSQ82NiyZUtIMLi8vMyFCxdwuVxiQ9ITJ07Q29vL8vIyMpmMlpYWysvLw0qVFAoFGo0Gk8lEUVERBQUFSKVSrFYrfX19TE1NicQnLy+P3LxcTnSf4Bcv/YLvm7+PVClFninHPmpnsWeR+KJ45Go5dal13FJ0C9vTt+P3+Xlx5EVxn+v16gmWFq1GYmIi1dXV5OTkcOnSJTHjAIFAebUgXhAEOjo6WFpaYsuWQFlVf3+giWxxcfG6gZvJZGJubo7i4mKsVmtYf5bu7m6mp6fxer3iSyaTUVNTQ29vL+Pj47jdbiYmJvB6vUxNTWE0GpmamiImJgar1YrP58NoNKJUKpHL5eJsn1QqDfn/6MooL3leYlY6y56qPVyfdz1KhRKJREJlZSUJCQniOmsDYLvdzrFjx0LGFextFCS/OTk5KJVKxsbGSE9P59Zbb6W4uFgkVb29vahUKmJiYkKImsfjwW6343a7USqVdHR0MDAwgNvtZnZ2FqlUKpJulUoV8m/w/4JDYEvsFkZloRmfE6MnuLf6XhI0Cfh8vnWtj+Pj4zeVBRhcHGTIOoTBa8C94iYtLe2KzmVrM0A2m028dqRSqWhtHmn/611XMpmMzMxM0SxkZGSEY8eOYXfa+Y+G/6DP24dCFznIliDhfdveF2JxDXB8+DgA1+Vdt8EZuDKCdtltbW2cOHFC7Cm2GnK5nP3796NUKmlsbGRqagqHw3FFs4/XG6WlpUxPTzM4OEhOTs6fRIckCMKb3gDhzJkzPPjgg3zgAx/ga1/7mvj+oUOHeOtb30pdXR3vfe97uXTpErI/emKrVCp27doVsp1bbrmFnTt3cvfdd/PlL3+ZRx55JORzm83Ge9/7XtLT05mYmAg7jmeffZbW1lZeeOGFKx7zv/7rv3LgwAHe9773ieXbVzOOIK5mHE899RTZ2dn89Kc/RSaTceTIEebm5vjqV7/KV7/6VZHovtZxvFoYjcawsdx1112kpKTwpS99ibe+9a3s3bsXgJ///Od8/vOf56tf/SoPPfSQuPzhw4e57bbbqK2t5YMf/CC/+93vXtMxRfHniygBiuINh9PrDCmB0yq0KGSXg53l5WUWFxdJTU1Fp9Px4sCLXJy5CIDL6SKHHHI04bM4BQUFIXbJMzMztLS04PP5yMnJobKykuXlZcxmMwsLC8hkMvx+P3a7nZmZGdFpzu/3I5fL8Xq9xMTEsGPHDjQaDRaLRcz4QCCIy8nJIT49nvrJer509EtMz0+zuLhIvDEepVKJJkGDTCnDNeqiwlnB+299PwUpl0ulzCuXSYtEIlmXAEWa+Q+Kzg0GA/v372dgYID+/n5cLheLi4sRe+5MTk5iNpvR6/W43W50Op3Y+2gtguYERqORyclJWlpaSExMxO1243K5mJiYoLe3F4lEglwuR6FQoFKp2L59OxB4EBcWFlJeXk5TUxNjY2MIgoDX66W2tlacibNYLMTFxYl9htZCEAReGnyJ77Z8F1mMjL+/7u/JUoQe8/T09LoNQAG0Wi1KpZLl5WVGR0fFjFVwNnNpaYn+/n5qa2sxGAzs2bOH3bt3h2wjPT0djUYjlmSuh8zMTJ599lkxE5STk0NWVhZut1s8d8HSqeDf7e3taGe0LPmWkClkSOVSpAopUrmUHxz/AX+79W+x2+14PJ6IpCIhIQG/3y+6wUWCIAj815n/wuqxUq2rpri4mPT09CtqlJRKJV6vF7/fj1Qqpb29XcyyFRcXi5mjSARoMxbYWq2WtLQ0SspLOOU5xcXJi7hWXMhUMjSJGtQJajF7KpfK+fCuD7M/Z3/Y2I4PH2dL8haSdetfB5uFUqlk27ZtDA8P8/TTT6PVasnJyRHPfXV1tTjRsnv3blpbW5mcnOTUqVPs2LFj0653rxVarZbc3FyGhobo7e2lurr6mu/zz4EAPfHEExgMBj772c+GfZaUlMRXvvIVurq6sFgsV/yu7rrrLnbs2MF3vvOdMAL0kY98hNTUVK6//noee+yxsHU/97nPcc8992yKmO7YsYPs7Gy++tWv8sUvfvFPMg6Xy4VOpwu5pyQlJeF2u7FYLKK27bWOIxLm5ub4xCc+wXPPPYfdbqe2tpbPfe5zIqHZCI8++ij/+Z//yXe+8x1x+c997nOUl5fz4IMPhi1fUFDAE088wcrKingfezPjzdCH543e/7VAlABF8YbjSuVvwexPfn4+05Zp0fjA6/Hisrq4IfOGsG2mpqZSVlYWso3OzoBbXHl5Ofn5+QwODnLx4kVkMhkpKSkhuphgAB3MYBgMBiorK0lMTBRF4sFeQEHiY4+x87ux39HQ3oBPCLicSYId9v5YhVWWVMatu2+lPLac5gvNjHSMkBGXIT5IVpcN6XS6iDfmYJZiLVaXIkilUoqLi0lLS+O5554jNjZ23YfV4uIi9fX15OTkUF1dLTbWtNvt2Gw28d++vj5cLheJiYlIpVJcLhepqakolUqsVismk4m6urqQYGj79u2iLa/P58Pj8ZCRkUFFRQW//e1vOXnyJHK5XCRJQUxMTDA/P09VVVXIrKHb5+Y7Td/h6NBRcuNy+fi+jyO1SWlqagpZf3JykvLy8nVLczweDyaTiZ6enrBywdXn0Wq1kpSUFHItBaFSqa6oBYDArLxSqcTlciGTyRgdHQ0zFlgLv98f0FjJ9VwYu4Df68fv9SN4BY4PHGevcS8DvQMMDQ0hkUhQq9WiRblKpcJoNKJSqZidnY1I0FwuFycaTnB88DhFqUUcij+ESqVieXk5pE9WJATPqdfrZWFhQSTjMTExIbqnV0uAAOYX5/lF3y9w5jgx5Bvwe/04l5w4FhxYJ62o4lQYUg188rZPUpdWF7Z++1w78/Z5/nbL325qf5tFMPs7ODhIR0cH+fn5VFdXi5MlEPjt1dXVodPp6Ovr4/Tp02zdunVDQv56ori4mPHxccbHx8nPz7/m5OvNToAEQeCll17izjvvXLes821ve9tVbfOmm27iscceC2kqffToUX784x9z8eJFfvazn4Wt09vbS1NTE5/5zGc2vZ93vOMd/OAHP+CLX/zin2QcH/jAB7jpppt44okneOCBB+jp6eFrX/sat956q0h+Xus4IsFms7Fnzx7cbjef//znyczM5Gtf+xo33XQTTU1NlJaWRlwvCIPBwI4dOzh9OtAvbWZmhkuXLvGxj31s3WvzH/7hHzZ9/FH8ZSJKgKJ4w7HiDCVAq8vfHA4HU1NTxMXFEZ8Qz8df/jhOrxO/z8/S8hJ3Jt2JXh5aLqfX60URfbDUa2RkBJlMRm1tLYmJiZw/f56enh7RESwnJ4eVlRXRntnpdNLX10d5eTlVVVXk5ORgsVhoamoSewjJZDKM6UZGpCN8Y/gbTFomw8YmkUlQypQczj7MX+3+K3INueJnO3bs4Pz585w7d449e/agUqnETASwro5jcXExzEZaoVCElaNBQJtgNBpF3ZIgCGKWIfgaHR1lenqakZERXC4XZWVlxMTEoNPpROcuu92Ow+HgwIEDxMbGMjIywvT0NKmpqTgcDtE1bzVKS0vX7UkilUoRBEGcOZ+fnw8JIiEQpDc1NZGWlkZVVRUWn4XPnvos/Yv9HMw5yAd3fBCVXIU/xo9KpcLlutyt3efzMTExEaZTCjq+9fT0YLFYIorV4+Pj2bJlCxaLhd7eXgoKCkQ9z2qo1eqQ72s9yGQycnNzaW9vBwLld319fRFJVfAY7XY7cXFxvL347bTMtYQtsxC3QHZ2NgaDAa/Xi8vlwul0itmkoJ13V1cXtbW16HQ6dDodWq0Wh8NBX18fx03H0eq0/OORf8TVF7gWVlbWbyoaRLCky2az0dHRIb6/ZcuWEMIeyep8MwTI7XPzpRNfYtozTTyBa1oql6I1atEatXjsHiQrEu6MuZOVnhVGXCNkZmaGbPvloZdRy9UhPY1eK4LNTlUqFWVlZUxPTzM5OUl1dXXEWeSSkhJiYmJobW3lwoUL4sTLtYZCoaCoqEjU1u3YseOa7u/NToBMJhNOpzOiZvHVInhfm5mZEZ8df/d3f8enP/3piH2rAI4fD5RkXs33sX37dj7zmc/Q3d2N0Wi85uM4dOgQH/vYx8QXQG1tbQihe63jiHTf++EPf8jQ0BAXL14Us5b79++ntraWkydPXpEABccSnAgLlh++nucqir88RAlQFG841up/DGqD+P/h4WEEQSA/P59fd/+a7oVuBEFgeXmZUk0plTGVIeuqVCp27Nghlqw1NzczNzcnvu/z+XjuueeYm5sjJSVFDJoUCgVpaWmMjY1hsVhEW+wDBwLNJ5ubm0XiI5VKkcRL6PJ1ca7vXJiDXRD5hnxuyLkBl97F7i27yTCEzqwnJiayfft2GhsbOX/+PHv27AkJqNebuY2k/0lKSgoJQjweDysrK4yOjjI4OMiWLVswmUz09vaKTlxqtVokRCkpKVRUVIi6mbKyMjFj5PV6uXjxIsXFxeIxBQNpr9fLhQsXwlyCMjIywpqoBuFwODh79ix1dXUsLS1hMpkwGAxiFm6twH56epqmgSb+YPkDvlgff1/799xZcqc4XqlUSnZ2dpguY3R0NOQBuLi4SHt7u6iNWksw1Wq1SCogEDjFxwdKF3t6esIe3EGnwM2UUMTExJCcnMzc3BxSqZTBwUHS0tIiuva5XC78fj9arZYKYwVFCUX0L4aO7ZmuZ3ir7K3IJAFbc7lcHlIuuXPnTpRKJadOnWLLli04nU4sFgsXL16kr68Pn99H81IzKp0K5ayS6cVpbDYbDocjpLlrJAQ/6+rqEklnZmamaPMdxNVogMR1/F4+f/rzdE12IddEfjylJKbw2NseI12Xzvj4OENDQ/T09JCVlUVubi5SpZSz42fZl70Ptfz10cCYTCa6u7vFvyUSiZj96ezsZGFhgbq6urDfbNB5qrGxkc7OTqxWK5WVlde85CYvL4/h4WFmZ2dDLNivBd7sBCh4rjfqPfZqERz3Qw89RGZmJv/0T/+07rJDQ0MYDIaQ3/xak5agxjGIoBnN8PCwaLZzLcfxvve9j6eeeop//dd/5frrr2d4eJhPfepT3HzzzRw7dgytVvuaxxGJAJ06dYq8vLyQkk21Wh3ym7saXMvv/I2AgAThDe7D80bv/1ogSoCieMNhcoSWcwUzQB6Ph7GxMdRqNS6Ni/8+898gwMrKCipBxS3GW0IevFKpVNTnOJ1OGhoaMJvNxMbGsmPHDsbGxjhx4gRyuTximY9CocBqtZKWliYGzs8995xo9eyX+JlTzHHJdYnR0dGw9QEUUgX7s/dza9GtFCcGBPMvDL6w7o04OTmZuro6mpubaWhoEC2AYX0CtFr/IwiCaLvb09OD2WwWA3y9Xs/Y2BjFxcWUlJRQW1uL2+2msbFR3E9fX5/Y/yhY4hAsidu6dSuJiYl0dnaiVCopLCwU96vRaLDb7bS0tISYLUCgHKGmpibsuCUSiZjVqauro7i4GLvdzokTJ0RB/549e+jr6xPJpiAINE42cnToKCq5igcOPMCNOTeGBVw5OTkMDAyEZHQsFguLi4totVq6urpErVYQQcIgk8lIT08nJSVFfHC63W6mpqY4ePAgWq2WgYEBUfcRRFBb43K5rmgD7Pf7ycrKYmVlRcx+tba2cuDAgbBgOOimptPpkEgk3FV6F188G1o6Mrk0Sa+ml/KYcHtniURCQkICMpkMtVqNw+FAr9fT39+PRCLh4MGDuIwuTp09xZ15d1KYX4jD5qC7u5ulpSX+93//l5iYGOLi4kJewcxPsOQxaFOtUChEC+bVuNoSOL/g5yvnvkLjVCNepxd1Qjh5SY9J57HrHhN1PXl5eeTm5jI/P8/w8DCvvPIKw+5hzEtmrj94/br7uhq43W6am5tDri2JRMLWrVtJSEggMTGR7u5uTp06RVlZWdisc3x8PPv37+fChQuMjo5is9nYtm3bNXVOk0qllJaWcvHiRbq6uti3b981IylvdgKUkJBAbGzsuvdsCPzmXC7Xpvs3Be8lmZmZPPfcczz99NM0NTWFOU96vV7RGXJlZSVM03n//ffzox/9SPw7JyeHkZER8e/g8isrK9d8HJOTk3zve9/jX/7lX0T90qFDh9i+fTtVVVX84Ac/4AMf+MBrHkckmEym11wiOjk5KWp+s7OzkUgkG56r5eXlsD5jUfzfQpQARfGGo2u+K+Tv9NhAKdTg4CAej4e8gjy+1vA1vH4vVpsVl9PF3el3o5WF1kEHBesrKytcuHABp9OJ0WiksrKSU6dO0d7eTmZmZtjN2+FwMDs7S2pqKu9617sYGhpicnKS5eVlADKLMpnSTNHp7cSFi0hIj0nnlqJbuD7vemJVl4lLcBZsI0eutLQ0ampqaGpqor+/n6KiImQyWdiN2efzMTc3x9DQkKjNcTgcqFQqMjMzUSqV5OfnExcXh0KhwGazMT8/z+7du8Vsjlqt5sCBA1y8eFF0vpNIJGE6EZfLxblz50hKSmJxcZGDBw+GBDlarZbx8XFcLleIy5VarWb79u0RZ7jtdjtdXV0cPnxYLBPRarVUVFTQ1taG2+2mr6+Pbdu2MT09TUtrC892PEvbbBtpMWm8veLtxHnjOHHiBOXl5eJDDgKELDk5OaS3g9/vp76+HqVSGZGABrVbCQkJYcHozMwMgiCQkpJCSUkJZ86cob29XdxPcKwQKJfciAD5/X4EQRB7NgWP2WKxMDQ0FEIsg+cpeG4A9mTtIVmbHNIo2O12c851jjJdWVjwGR8fLxKNlJQU2tvb8fl8+Hw+qqqqyM3N5d9P/DsSiYQ7Ku/AGGukvLxcJF51dXUkJiaysrLCysoKIyMjYuAStDXv7OwUr5ny8vKIRgtXUwInCALfuvAtTo2dCuid3P6wDFBuXC6PX/c4cerQckSJREJycjLJycnYbDZ+8z+/gUmY65hj2D5MVlbWprVHkdDR0RFSXgmBMQeDTJlMRmVlJSkpKWLz1JqampBzotFo2Lt3LxcvXmRmZkY0R7iWwVdGRgZDQ0MsLy8zNTV1RW3Xq8WbnQBBQOvyyiuviDb/a/HUU0/x4IMPcvr06TCzk0h4+eWXKSwsJD09nX/5l3/B6XRSWVkZtpxCoeA973kPP/zhD0lKShKfKUH8+7//Ox/4wAfEv9f+joIuj8H+addyHOfOnUMQhDDTgaD2NaihfT3GsRYGgyFir61z585F7OO3FktLSzQ3N3PvvfeK+9m6dSv/+7//yxe+8IWI1+fjjz/Ok08+yeDg4LrGP1H8ZePNbX0RxV88BEHg0uylkPe2pARKdoaGhtBoNJyxnGFkZQSnw4nNaqMuro5CbWjQWFpaSnp6OrOzs5w5cwan00l2djY5OTn87Gc/o6uri4KCghDy4/V6GR0dZWFhgYMHD3L48GEEQWBoaIilpSVmbDM0W5r58dCPafG2hJEfqUTKnsw9PH74cb5z+3d4a+lbQ8hPEHK5/Iqp+MzMTPLz8zGbzQwODuJyuXA4HAwMDNDS0sIrr7zCyy+/zPnz53E4HOh0OnJzc6mtrWX37t3s3r2b/Px8kpKSxGB+cHCQzMzMsAelQqFg69atQCB4TElJiRjAu1wuXnrpJXw+X9gDbWZmhrm5uZDAUCaTsWPHjogPZqvVSmtrK6mpqWEz5Dk5OaLxwPT0NFNTU8j0Ml70vkift48tKVt4T817xMDX6/XS1tbGuXPnxKAdCOldtLy8THt7Oy0tLRGNCoIN9IK9W1YjaFdtMBjw+/0oFAqxpKypqUkkA6szQBthdWmIXq8PySL19fWF9HOC0AwQgEwq4y2lbwk7xinnFGPOsbD9Bc+lIAgsLS1x9uxZlEol+/fvJzc3lznbHC3TLdSk1JAWmyaejyBWVlZQq9WkpKRQXFzM9u3bueGGGzhw4AC5ublMTU2xsLBAb2+v6ILY09PD9PR0yPex2RI4QRD4r4v/Jfb58ToD68nVl0lLRmwGj133WBj5WQurYGVWN8u9d91LQUEBIyMjHD16lI6OjpBj2yxmZ2fDMofp6ekRtTxGo5FDhw4hkUg4efJkmFOjXC5n27ZtFBYWYrPZOH369IZNJF8rJBKJmJnr7Ox8XZpRbrSvNzMefvhhTCZTmGsbBEqKv/jFL1JUVBRmsRwJzz//PBcuXOD9738/EAj+GxsbQ14PPPAAAI2Njfz7v/87ELjP2Wy2EOv63Nxctm3bJr7WOnWOj4+L617rcRQWFiKTyTh16lTIcr29vZhMJvG+/XqMYy3279/P0NCQqJOEwH31nnvu4Xvf+94Vx/LZz34Wt9sdYmzw0Y9+lI6ODr7xjW+ELd/b28v3v/99Dh069GdBfvzCm+P1l4ZoBiiKNxRTlikWHZfd17QKLQXxBXR2dAZIQ2Kg+aPH7WHFvEK8Ip4jiUdCtpGZmUlRURHDw8OiKLusrIyFhQV+8IMfkJKSEjLLLgiC6F5VW1tLWVkZU1NTnDsX0PMsq5c5N3EOh9qBVC4FK7gtbpSxgUxHkjaJmwpu4saCG0nQXLnUINhfJhIEQcBms7GyssLi4qJYbjM+Pk5OTg5xcXFkZGRQVlaGRqOhqakpbDY7UiO6oC31gQMHIu53dHQUg8FARUUFMTExEZu+Dg8Pi2V4Z86cYdeuXahUKpaWlmhtbUWlUoVof2prayOaBVgsFs6dO0d2dva6ZKG6upoTJ07g9Xr57cnfclJ6Eqfg5J/v+We2xW2jra0tjMiYTCZRIJuXl4fRaEQikdDT0xNSarHaYCEoYM/MzEQikWCxWBgbCyUR09PTCIJAenq6+JDXaDTs3LmTM2fO0NDQwP79+0WidzUECKCiooKFhQWx0WtnZyfbtm0TP1+bAQI4kn+En7X/DJvHhs/rE6+nc8vnwizgjUYjHo+H5uZmlpeXSUhIoKqqSizlPDp4FAGBmwtvFtcJOsi5XK6w2d0glEolsbGx4uRCQkIC73jHO4AAaZqdnaWvrw+n00lsbCwzMzOsrKyg1WrRaDSiPfpaPN3xNL/t/a34t9fhRaaSiQ6KRq2Rx697PEQbuB6CvX+OFB0hNSY1rDwuKSmJvLw8kpOTrxi0B4n2aqhUqoh28qvP0Y4dOxgeHubChQvk5eVRWloqZkQlEgllZWXExsZy6dIlGhoaRJOVa4GkpCQyMzOZmJigq6vrmthiB/WWb2bs2rWLxx57jH/913+lu7ub97znPRiNRjo6OvjSl76ExWLhhRdeCLkmXC4X58+fBxB1p/X19Xz961/n8OHDfPCDHwQCwf/axtHPPfccQMjv+sYbbwQC99Lbb799U8d9+vRp8vLyxIz5tRyH0WjkoYceEpuJHjlyhNHRUR599FGys7NFUvd6jGMt3vve9/Lkk09y55138thjj2E0GvnmN7+J3W4Xjw8C9/LgWHw+H7OzszzzzDP87Gc/45FHHgk53+94xzs4evQoDz74IA0NDbztbW8jNjaWxsZGvvzlL2MwGHjqqac2dfxR/GUiSoCieEPRNhsaYFQYK3A6nIyNjaHUKPmfsf/B6/MGSrWQ8Jbkt6CUXi65SkhIYMuWLXR0dDA8PIxUKqWkpISzZ88yNjZGYWFhSNbHarUyNjaG0WjkjjvuwGw209rayrJzmZbZFvr8fWAEv8WP1HI5QWqbtbGzaCe3Fd3GtvRtyKSb7/C+mgD5/X6Wl5cxmUwsLi6yvLyMRqMhLi4On89HdXU1WVlZuFwu0c0p+DDzer0RDRAi1U4PDw9jNBojltgES80g8EBNTk6mubk5ZEZvdnYWu90ulnWYzWbOnDkjlur5/X7R2hkCjleRmtyZzWbOnz9PUVERTqeTgYGBiOdIo9FQXl7Od1/4LkcHj2JMN/LFv/0iFcmB0ofDhw/T1dUVVtMdJBBjY2PodDqmpqbC6syDBCg/Pz+st9BaEwK3283c3BwGg4GYmBgsFgs+nw+ZTEZcXBzbtm3jwoULNDQ0iA/bK1lhryW/arWasrIyMbienp5mbm5O/B7tdjtSqTS0hEqh4ZbCW/hV969wuS8Trn5bP/PueYzKAAmWy+XiLK7NZqOyspLMzEzm5+cxGo34/D7+MPQH4lRx7MzcGXJccXFxzM3NsbKysm5ZU2dnp2gNn5aWJpaBrdYc+Hw+LBYLS0tLWCwWZmdncTqd6HQ6kpKSUKlUxMfHI5VK+U3Pb/hZR6hlsNfhFcvf4tXxfOa6z5CkjVw6sxqCIHBs+BiVxkpSYy67DwZdEO12O8PDw1y8eBGlUklubi5ZWVnranG6urrCvtuqqqpNNTbNy8sjMTGR5uZmFhYW2Lp1a8h9KDMzUzRHaGtrw2KxUFFRcU0yKRUVFczNzTE2NkZWVtam9SGbxer7wJsZjzzyCHV1dXzzm9/kwx/+MCaTiczMTG655RYeeeSRsDLgmZkZsYxMIpGQlJREfn4+X/rSl/i7v/u7q9Zw5eXlUVdXxwsvvLBp4vDiiy/y9re//U82jieeeILMzEy+853v8OUvf5m0tDRuvPFGPvOZz4guo6/XOFYjNjaW+vp6PvrRj/KhD30Ir9fLzp07xcbDQbzwwgti81W5XE5qaipVVVX8/ve/j3gs3/ve9zh8+DDf+973eN/73ofZbCY3N5f777+fj33sY+uW5EXxfwMSIZIPbBRR/InwhdNf4PT4afHvv6/9e7LsWUxOTtIma+Ps0lmWFpfwer3sid/D9YmXhc1arZZdu3bR2dnJ7OwsKpWK2NhYTpw4gVqtJi8vTyy5CWZEXC4X27ZtQ6PRsLCwwLh5nKaZJkalo2iSNUhlfxTBW90s9S4hl8mpTqlmZ+ZO3nnHO68odl8Lr9crzgYajUasVqtoOJCQkEB8fLx4jI2NjczMzACX6+pLSkrEWbNg89HVkMvl3HTTTSGaG6/Xy8svv8yOHTsiBjttbW2Mjo6i1+tFlzu/309XVxfDw8M4HA46OzspLCwMIQg+n08sq9NqtYyNjeHz+di7d69YUrcaZrOZc+fOUVpaSk5ODt3d3QwMDFBbWxvSoBbA5XXxZMOT/ObobzBKjLy94u3cceMdYtYiCJPJxKVLl8RyJkEQMJlMjI+P4/V6w3RAECg7e+c73xmxH44gCLz44oviDPbo6Cizs7OUl5eL5HHPnj0hLlqjo6O0tbWRkJCAyWQiNzeXLVu2hG07CJvNJlrHSqVSbrvtNgRB4PTp02K2RafTcejQIaRSKS+99BJKpZLDhw+HbGfRscjf/e7vWFhcwOW8HHDW6mu5PTnw8FcoFKJYP9h7ZnJykt7eXq677joaJhp4/NTjvK3sbbyn5j0h2+/t7RWJ8XXXXRemlVs9+zo2Nsb27ds3tMJdfT0HGwwXFhbi8/lYWVmhy9zF78Z/hzJGiUKnEDM+i32LKHVK0vLS+Nz1nyPHsLnsSMdcB5849gk+tONDHCk4su5yQYv04eFh7Ha76B632nTEZDJx9uzZkPVSU1PD+lVdCUGCPjExQVVVVVi5jd1u58KFC1gsFoxGI1u3br0m5gjj4+O0trYSExPDwYMHX1cXutHRUcxm84aZsSgCeOaZZ7j//vuZmppat8l1ECdPnuTmm29maGgo4uTSG4m/lHG82WE2m4mLi+NX9QtoY/RXXuEawm4187YDSaysrIQ9l/9cEdUARfGGQRAE2ufaQ97L1eYyOTnJtHea88vnWVlZwev1kqJK4VDCIXE5uVzOli1baGpqYnZ2FqVSyeLiIi+++CLJycliPbPP52NycpKOjg4SExPZsWMHFquFV7pe4an2p/jV3K+YS51Dl6YTyQ9ARnIGd1TfwUM7H+LWoltJ1CRu6CgThMvlYnp6ms7OTurr6zl+/Djz8/NIpVIqKio4cuQIu3btori4mKSkpBBNxOomqLW1taSmptLb2ytmfdZqESBgoLA2mBkbGyM2NjYi+TGbzeI4KisrQ6ykKysrqampYWRkhKSkpBDyE9RGLS8v093djcViQaVSoVAoIjq+rayscO7cOcrKysLKe9bOucxaZ/no0Y9SP1bPnfvu5D3V70Gv0of0mAkiMTGRgwcPkp+fj91up7u7m6GhITweD4IgMDs7y+LiIk6nE5VKRVFREaWlpWFOdUFIJBJxnGuzP0GszoxBoI69sLCQxcVF0QhiI6zOAK0uhVodMNpsNgYGBvB6vbjd7ohBRYImgQPZB8Isx9ssbVi9VqamphgfH0elUrF//34xo5ScnIzdbsdisfDS4EsA3FhwY9j2V5cvri2D8/l8IfX5JSUlEXsorcbqsiipVEpMTAwlJSWBUspiFS8tB47FNmNjvn2epb4lrNNWnItOtDotjx56dNPkB+DY0DFUMhX7svdtuFzQ/OLQoUPs2LEDp9PJyZMnOXfuHDMzM3i9Xi5dCtUlKhSKVxXgy2QytmzZQm1tLZ2dnbS0tIRocbRaLfv27SMlJYX5+XlOnz79qrRKV0JWVhZJSUlYrdZ1s7CvFn8uGaA3A+6++24qKir49re/fcVlv/CFL/DQQw+9KUnDX8o4ovi/jWgJXBRvGEZXRllxXS5XilXGYp+0Y3PbOGo9itlpxu1yI5PIeEvyW5BJAmRBIpFQXFxMa2srTqcTj8cjisnLy8tF7YTJZGJsbAyNRkNtbS0Or4MXOl/g4txF/PF+NDkaYmShJWLlSeXcWXInuzJ3MTkxGRIIBS2lVxMOu90ulrOZTCYEQRCzOzk5OcTExHD+/HmkUmnEni9B+P3+kMAnJiaGmpoaTp06RUtLC7t27YpY/rbW2cnv9zM0NBTRkQgQSUVaWlrE3iBWq5WKigqUSmVI+c/k5KRIBHw+H729vWRkZIRk2YJYXl6moaGBioqKkExPpPKei9MXeeLsEzi8Dv5x+z9yc+HNtLa2Mj4+jslkYnp6OuKDM2glHUlbpVKpsNvt5OXlied8ampq3RKj+Ph4FhYWRO3P2nMaSRNTWlqKw+Ggo6OD3t7eDTMDqzVAq8+VwWAgNzdXtIvt7+8XZ9bW6/R+fcb1/I//f0Le8wpenu9/njxLHocPH2b//v0hWQSFQkFiYiJdQ100TTVRnVItmh+sxlojhNXnYWBgQLw+U1JS0Ol0LC4urt1E6HGtY4LQONnI1xq+hiJGgSImcJyCX8Bj9+BccuJedHNEfYSFvgWEREEk4xtlLZxeJ6fHT7Mnaw8axeaztElJSSQlJWG32xkdHaW1tZWpqSl8Ph9Go1H8vioqKiKae2wWaWlpxMfH09LSQn19PXV1dWJJkVwuZ/v27XR1dTE0NMSpU6fYvn376967Z8uWLZw4cYL+/n7S09NfNwe6tVrAKNaHRCLhJz/5CQcPHuS+++6LqN8EeOmll5iYmODZZ5/9Ex/h5vCXMo4o/m8jSoCieMPQPhua/cmPyWd+fp7jc8dZkC/gsAfcsQ4lHCJFlSIul5ycTG9vL06nk7m5OWZmZjAYDFRWViKTyUSdj9VqDZSc6OC5vufoWuxCaVSiLdaGZHvkUjn7s/dzR/EdFCVebt6Znp4uah4AUcOiVCpF0qNQKEhISCApKYni4uKIJXIymeyKImGbzRYyox4bGyu6Rp0+fZo//OEPqFSqkCBQpVKF1TBPTU0hk8nEpnmrMT09jclkQiqVRuzbYjKZGBoaYt++fajVahoaGlhZWcFkMjE1NRWyrCAIKBQKZmdnQ/Qii4uLXLhwgaqqqojkDAIPT0EQeKb7GX586cfEa+L5t4P/RmlSoNt3aWkp09PTeL1eurq6QvrzLCwscOnSJex2OzqdjoqKCqampkTyEtSEdXZ2iq5kwRryhYWFiA9qg8EQkv1Zm31ZmwEKjqGmpobm5maGh4cZGxuLWGIHkTNAQZSWljI1NYXb7cbv94sljuuVlWhcGgq0BQzaBwPnVAgQ51ZvK3uy9nD48OGIJC81NZUf1v8QQRlqfrAaq40QVuuoVmcNZDIZVVVVTE5OXnHWP9I1323q5nPnPodPCCWuEqkEZYwSGTLuuuEuPvCuD2CxWFhYWKCvr08su0hMTIxIiM6Nn8PpdXJ93qvr/aPVaikrKyM5OZnf/va3zM3NMTk5SUpKCpWVla+LU5RarWb37t0MDAxw9uxZioqKRI2fRCKhoqKC2NhY2traOH/+PFVVVeteU68GOp2O4uJienp6aGtrY/fu3a+L5kipVEYJ0FWgoKCAiYmJDZe56aabuOmmm/5ER/Tq8Jcyjj8HCELg9UYfw18aogQoijcMZ8dX1dgLoLfrOTd1jl5/Lw5ngPxka7LZZbhs6SmVSpmbmxOJj8vlEm2U3W43IyMjzM7OotVqUaYqOTp3lDHLGNpkLYZyQ8DV7Y/Qq/TcWngrtxTdEtHNTS6XYzAYaGtrw2q1YrVamZyc5ODBg2RkZGxaEC2Tya4YIFgsFvH/arVadMvS6/VUV1fz3//936KuKYj09PSwAGZwcJCCgoKw930+H11dgX5LBQUFYRkGj8fDxYsXKS4uFkuh9uzZw/HjxyP2Z8jPz8dgMNDc3Exvby+lpaUi+dmyZYvourYawYDYi5cvnvkip8dPU5ZUxsf3fTzk/KvVagoLC+np6cFutzM4OEhubi6dnZ2inWoQUqmUzMxMcnJyQohGMKtjNpvp6OigsLCQqampiAQoPj5+3ewPBIhvpL4bUqmUmpoaXn75Zdra2lCr1RENKVZngNYSoGAT0dbWVgAmJiZQq9XrZoAWFhbYbdjNoH0Qr88rEmeVVoUv27duQGtMNnKm7wzGKiO7Mte3yF1thBBEe3u7OIYgyVer1VdNgCbME/zo3I/w+CPbMUuQcF/ZfRg9RuRyOfHx8cTHx1NUVITf72dlZWVdQvTy0MskaZPYkrK+FutK8Pv9tLe3YzQaxV4nMzMzzM/P09nZSUFBwWvKAkGAOBcVFZGUlERLSwsLCwvU1taKEyfZ2dnodDoaGxu5dOkSVquVsrLwXk+vFgUFBUxOToq6udeDYEVL4KKIIoo/R0Q1QFG8IZixztAxf1nj4XA68K34eGX+FRzeAPlRy9S8JfktSCVSfD4fJpMJm81Ge3s7g4OD+P1+sSHh5OQkTU1NjI6PsqhYpN5Zz+9Hf8+CeoGkyiRi0mNE8pMbl8uDOx/kqbc8xbu2vCsk+PZ6vczMzHDp0iVefvllVlZW8Pv9pKamUl1dLQbbqampmyI/ECAfVxIdr9b/rBZjQ0D3otVqmZ+fD+kbspZkBPvyrDUYABgaGsJut6NWqykqKgr7PNjkc7VduNfrRRCEMGvr9PR0EhMTkclkyOVyWlpaOH/+PBcuXKC6ujoi+Qlub9GxyKfrP83p8dPcWngrn73+sxHJ52qSdu7cOV566aUw8gMBcllRUcEtt9zC7bffTmlpKRKJJKR8yOPx0NPTQ3Nzc0S7b0EQWFlZIT4+ft3MS6QsEAS+q6KiIqRSKc3NzRG1RquJWaQ+OKuduZxOJ6OjoxEDbZ/Px+LiIrmaXOL8ceI1ExMTg1Kp5NzSOfxC+PgAupe7scvs1MXWIZeuP+8V/K49Hg82m43JyUkWFhbEsQb736hUKvx+/4a9ZVaPe9Y6y8/af4bLv36g/MEdH6RUXxp2/UOAOAbJ0K5duzhy5Ij4XZ9vPc+xl4+R78wXNTyvBgMDA+JEhEQiIT4+nre//e0cOHAAs9nMsWPHQgw4Xgvi4+M5cOAAarWakydPimYREPi979+/n5iYGAYHB2lsbHzdbKalUqlo2NHV1fW6EBeFQiHeK6J4ffHiiy+ybds2tFotOTk5fO5zn7vieX7++efZsWMHGo2GzMxMHnzwwbBr9plnnmHHjh3o9XqysrK47777wsxjPvnJT5KcnExOTg4//OEPQz4TBIFt27bxs5+FOjhGcW3gR/KmeP2lIUqAorim8DsduCfHcI0N456ZRPjjgzzYrwMCM69xnjhe6H4Br+7yg/4tyW/BoDDgcrkYGxvDbreLQWawNMXhcNDS0kLTpSY6Fjs47z/PRedFPAYPxiojMRkB4iNBws6MnXzmus/w5C1PckP+DShlAQJjs9kYGhri/PnzHD9+nMnJSRISEti/fz8333wzW7ZsQa/Xi8HrZswQVsPn812xE/3qDNDaAHBycpKsrCxiYmIYGRnBZrOh1WrDTA4GBwfJz88PI1tOp5P+/n4g0MF+bRA+OTnJ7OwstbW14kyzz+ejsbERt9tNYWGhWGoXHx8fkiVRqVQsLCzw4osvolQqSU1NZT20z7Tz/ZbvM+uc5UM7PsT7t79/3WBcKpWSl5dHX18f/f39EYXbwcaT+fn5YhlRUVERe/fuJSUlJeScC4LA8PAwL730UljQ3t/fj1arXZe4wfoESKVSib1hBEGgoaEhrLHpRhmgIKqqqpBIJLhcLtxud8TSksXFRdHBLHUlFZlURmxMLHJZYJwrvhXOT5yPuP0XB15EFaeiVFO67hghVAe0sLAgdn+HgIYkePxBi+6NLMCDQbvJbuKnbT/FLayfBX2g7gGOFBzBYrFEJEBrsZoQeTO8JJYncvOWm5menub48eM0NDQwOjp6RYvyICwWi/gbCSIhIYHc3FySkpLYvXs3e/fuxe1288orr4Q0xH21UCgU1NXVUVFRQUtLC21tbSJp1Ol07Nu3D6PRyOzsLKdPnxb7Q71WBPWJHo8n5Pt9tZBIJCgUimvaaPX/Is6ePcudd95JWVkZv/71r7n33nt55JFH+OxnP7vuOr///e+58847qaio4Pnnn+fjH/84Tz31lNjDB+CXv/wlb3vb26irq+NXv/oVn/3sZzl58iTXXXed+Ht5/vnneeKJJ/jqV7/KRz7yER544IGQa+Xpp5/G6/Xy13/919fuBEQRxTVGtAQuitcdzqF+LCdfxNHVhmduOrR4VCZHmZmDRzODIVVgWSPBarWyNLmEVWFFLQ/MfO+J30OxrpiVlRUx+F1eXhZn3BUKBe3t7XQOdTJuG8eit6CKV6E1atGl6pApAkG+Rq7hxoIbua3oNlH47ff7WVhYYHZ2lrm5OaRSKSkpKRQVFYn9SVYjNzc3RPA9NTUVUUOzHrxe7xWzRau3H4kASaVSCgsL6ezsZGBgIGz/y8vLLC8vhzSCC6K7uxufzxdGXgAcDgft7e1UVVWFlF1dunRJFP9LJBKx5C0uLi6kHMftdjM5OcmOHTuw2Wy0tLRQW1sbcg4FQeCXXb/ke43fQyVT8fj1j1ObU7vuuRAEgZGREXp7e0XyYDKZSElJEbMdaw0WViM+Pp6DBw8yNzdHT09PyGe9vb0oFAq2bduGwWDA6Qz0nIpk5rAaGxEgCPQx2rp1K42NjTQ0NLB3717RiGA9E4TV0Ov15OXl0draikKhYGRkRDTRCGJqakos/9pi2MKUYgqLL0Cc5XI5UpmUX3f/mt2ZodqOBfsCjVON1BXWIXVI8Xq96xLy1dm+1U1Ag41Pg1jdBHY9wiIIAnaPnf9u+2/sHjsSeeQZxL+t+lvuLLkTCBCR1WWem0HjZCMZhgy2lW4TLd1NJhOzs7P09/ejUqlITU0lJSUlon2rIAi0traGEdXq6uqQ82gwGNi+fbuoiTp16hRJSUkUFRW9JsOCYAawubmZ+vp6tm7dil6vR6FQsHPnTjo7OxkeHhbNEV6PPj5lZWXMzs4yOTlJZmZmxNLNq4FWq8Vms206Kx7FlfHoo49SU1PDT37yEwBuvvlmPB4Pn//85/nwhz8cpjcVBIGHHnqIe+65R2zwed111+Hz+XjyySex2+1otVoee+wxbr31Vr7zne+I65aWlrJjxw6ee+453va2t/Hyyy9z5MgR3vWudwHw/e9/nxMnTlBRUYHb7eaRRx7h29/+9jXpWxVFFH8qRAlQFK8bnEN9zP/wW7hHBkAqA3+4Qxc+L+7RQfYAe3qgNdnPEzEzrCyCPi8QnGRrsjmUcIiJiQm6u7tF0XxWVhaZmZmMj49ztv0sw8vDuGPcaDO0xKfGB4iPMhBgpsWkcUfxHVyffz1ahRaHw8HIyAhzc3MsLS0RHx9PSkoKBQUFV+ztk5qaGtLM1OFwbHqmGhAbaa4Hu90eMlO9OpiyWq3iTLNSqaSgoIDe3l4WFhZCzAcGBwfJyckJ6yGytLQkZhPWOsMJgsDFixcxGo0hZKK3tzfMclulUvGOd7yDyclJuru7gQDpmp2dJT09PcRtzePxsG3bNuRyOQ6Pg6+e/yrnJs6Rq8/ltuzbKEspW/dcWCwWLl26JBKO7OxsOjs7EQSBsbExbrzxRtGlbiMolUpuvvlmUbcVLBtZWlrCarVy5swZysvLsVqt+P1+amtrQwL+tVheXsbv94eR4+BxuN1u0tPTqayspL29naamJnbu3IlUKt3QBGE1iouLA3qeP5aXdXR0sGtXQK9js9l45ZVXRHe29PR0llaWeHnh5cBxqALH0WvqpXuhm3LjZYL88tDLCAi8peYtuPvdzM/Pr2tJq9FoUCqVWK1WhoeHKSkpQS6XU1oamjlSKBRixioSBEHA5/fxy85fhjg9rsXdpXfzjop3AIiOjpv9XQHYPXY65ju4rei2EEv3YPPTyspKzGYzMzMztLa24vF4RDKUkJCAVCoV7d1Xo7i4eF2XtKBDY0lJCYODgzQ0NKDX6yksLCQlJeVVBYXBjE9PTw+nTp2ivLycvLw8JBIJlZWVxMTE0NHRwblz58RS3NcChUJBZWUlTU1NtLe3c+jQoQ3vUVdCbGwsFotFdLaL4rXB5XJx4sQJHn300ZD33/a2t/HFL36RU6dOceONoVb2ra2tDA0NhZWrPfjggzz44INAYDLmyJEjHDhwIGSZYK+5wcGAuYpEIgl5LiqVSvE+9u1vf5ucnBxuvjmymUoUrz+iJgjXBlECFMVrhuDzsfjMT1h+/lcQfPhHIj+rEAwDq+fg+3N5fC/FTIPUi06u4y1Jb+HSxUsMDAygVquJjY2lpKQEu9POT373EwZNgwhaAW2GluTcZHRpl4nPluQt3FlyJ1vTtrKyvMJIf4D0+P1+UlJSyMvLY9u2bVfVCFAmk5GYmBhiQz03N7fpQG2jGXcIzf6oVKoQHcpaIqLX6ykpKcFms9HX1yf+f2ZmhuuvD3XAEgRBtL3OysoKs+EeGhrCZrOFWDhPTEyIzTCDkEqlbN++XdQIKZVKTp48yeDgIEVFRWGlL8GGmflV+XzuzOcYWRnhjuI7yE/Ox2F3RAy0/H6/WOq2eiZeq9WSlJQkBv7JycmbnmVOSEggPz9f1FJ4PB78fj/Ly8skJibS3NwsZq+ysrLo6OiIqBEKHp/FYgnTQwWPJXgOcnNzReOGS5cuUVtbu6kMUHAbWVlZIuGdn59namoKhULB+fPnWVpaorCwUMwA1OnrOLV4CpffFXJOft/7e5EA+QU/Lw2+RKwylt2Zu+kx9zAzM7NhTw6DwUBPT4+oMSooKBAzXUFIJBLRMW49vDT4EmMrYyHrrMYthbdwX8194vsWiwWpVHrFxoqr0TrTitfvZXv6+jbker0evV5PcXExDoeD2dlZBgYGMJvN6HQ6hoaGiI2NFb+buLi4kO7z60Gj0VBZWUlxcTFDQ0O0traKBh4ZGRlXTYSC7oxGo5GLFy8yPz9PTU0NSqWS3NxcdDodzc3NXLx4EavVSklJyWuagU9LSyMlJYXZ2Vl6e3uvKqu9FrGxsev22ori6jE0NITb7RaJSRBBjWZfX19EAgSB6/L222/n2LFjqNVq/vZv/5YnnngCtVqNVCrly1/+ctj+fv3rXwOXJ8l2797NP/7jP9LX18fS0hLt7e3s3bsXs9nMZz7zGZ5//vnXe8hR/IVhcXGRhx56iOeffx6/38/Bgwf5j//4jzdVP6goAYriNUHwepj5xuewt154VdMUMiRokPLQbDz/I7MhK76R86+cZ25uDrVaHehXYYjhmZPP0D/dj1QrRZOmwVBkIDYjFrlajlwq51DOIW7OuxmtW8vc7BzHu46j1+tJTk5m+/btVxVURUJKSkoIAZqenSY5Mxm7x47NY8PusQf+77bh8Dpw+wL9i6QSKa0LraTKUpkemkYqkSKVSMXPpBIpg4ODzNnmkEqkJOuSaZ9tFz9rGmhC4pGglWlRSAPZnR07drC8vExfXx9Go5HJyUkyMjLChPMTExMsLy9HnME3m8309PSwc+dOMWtkMpnCGkACVFdXh8zsKhQKZDIZJSUleL3eiJqotpE2Hjv1GOocNR/a+SGOFBzh6NGjAGFkcHFxUXS8WguJRMKBAweYnJzE7/fT1dUlZuSuBIlEQkZGBk6nk8rKSgYHBzGbzSwuLpKYmMj09DQLCwvMz89jtVrR6/URe/4EsbS0tC4BWu3yV1ZWhsPhYGJiAq1WG3KsGxFvu91OYmJiyMzryy+/TFxcHC6XK6THFYBKqqJWX8v5lfMoFZcJ0NmJsyzYF0jSJtEy3cKCfYG7Su9CIVOQmppKc3NzSPZwLWQymdjTShCEdcmASqVaV2PzfN/zNE81h765aneHcg7x/m3vDzkGi8WCTqe7qsmJC5MX0Cq0VCRXbGp5jUZDbm4uubm5eDwejh8/jslkYnh4GI1GQ0JCAjt27LiqY1AqlZSWllJYWMjo6ChdXV309vZSUFBAVlbWVWdWjEYjBw8epLW1lZMnT1JTUyNmtPbt28eFCxfo7+/HYrFQV1f3mjI3VVVVLCwsMDQ0RGZm5qvu8K7X68NE9FG8egTvQ2u/j+CkWySyGTTIueuuu/ibv/kbHn74YRobG/nUpz7F3NwcP//5zyPuq7+/n49+9KPU1dVxyy23AIFM07Fjx6ioqEChUPDYY4+xdetWPvGJT3Dw4EG2bt3Kww8/zPPPP09NTQ3f/OY3w1oyRPF/G/fccw/x8fEMDg4ik8m47777eOCBB3juuefe6EMTESVAUbxqCILA3He/epn8vEpI/xgZ/fWUjt9NNDO24iIuLo70vHRO9Z+if7wfuU6OMklJQkkChgIDcrUcnULH4bTD1MTU4FpxMd4+TnJyMhkZGVRXV1/ReADA5XUxZ5tjzjbHomMxjMwE/7/iWKF/rB+X34XL78Iz6CF5OBmJ9MozsHOzc+gsOnTTkUnYwsICPm8gYxZrjUU7GwhyPR4Pi6bL2SGlVIlOpqNcVk68Np65pTlO/+9pVIKKfdv20T7bjkFtwKA2oJaqxVK1oqKiEHLk8/loaWkhLy9PfGhZrVYaGxvDMiDFxcUh5TaTk5O0t7dz88034/f7OXnyJG63OySgbptt4/d9v0clU3F/0v3ckH8DEMiEyWQycTmPx0N3d/e6phJBC3CDwYBer6ezs1PsxVRSUnLF8w6BRrGDg4MoFApKSkqYnJxkenoau93O/Pw88fHxSCQSTp06dcXM0tLSErm5uSHvBcnjagIkkUiora3F6XTS19cXQh43CqyDTk21tbX09vYyPDzM/Pw8JSUlVFZWRnTB2x63nRZ7S8h16Bf8/G///3Jv9b28OPAiADcVBHpxJCYmIgiCSAIjYW5uTiwZ3IhsrpcBaptt47vN3113nNUp1Ty468EwAmY2m68qAPcLfpqmmqhL3djZbj3Y7XbcbjcFBQX4/X6sViuxsbFic9vU1FTS0tI2nemVy+UUFBSQl5fH+Pg4AwMD9PX1kZ+fH7E8dSOoVCp27tzJ0NAQFy5cIC8vj9LSUmJiYti/fz9NTU3MzMxw+vRp0fHr1UCj0VBaWkpnZyeXLl1i3759ryqrFM0Avb5Y3TMtEiLdR4L3oLvuuosvfOELABw+fBi/388nPvEJPv3pT4fdN7u7uzly5AgqlYpf/epX4nYlEgnf+c53+PrXv45cLkcmkzE5Ocm3vvUtGhsb+da3vsUf/vAHnnnmGT772c/y/ve/n1/+8pev2/ijCIUgSBCEN1ZvdTX7b25u5vz588zOzor39O9973tMT09fq8N7VYgSoCheNaxnX8F6/uTrus1bJXY6tDK6nIOcOHYCmUaGOlGNPlePsdKIQqcgjjh2x+0mX56P1qslQZtASl5kgbPNbRMJzurXvH2eWdssZtfmH9rL/mWRqEDggaNSqzZYAxDYcLbd7/OHbHP1TP7a2XW3340gFxhYGYAVcPqczEzOoFKquHjxYsiyNqsNnBCniqNCW0GyKZksfRbZcdnYZwJuUsGskNvt5sKFC2GlbJmZmSEPzCD52blzpxjUHzp0iI6ODjweDwqFguPDxzk7fpYkbRLvrHwnWpeWtrY2qqur8fl8IsmYmZmhvb09YgZBKpVSXFxMQUGB+EDOzc1ldHRUFKBnZ2dvKuiLi4tDp9Nhs9mQSCRkZmYSGxvL4OAggiCIzm9+v5/JyUmWl5fJzc2NGPRHMkKQyWRIpdKwcyeVStm2bRv19fV0dXVhMBjQaDRX1IJBwMTBarUyPz+P0WjccHbdoDCwNXUrQ+6hkPdfGnyJG/JvoHGqkUpjJRn6DPG4UlJSmJmZiUiAFhYWxONQq9Xr6mCCn691vJuxzvD505/Ht04JbFpMGv+8958jEhaLxbKhi+Ba9Jv6WXGtsD1j/fK3jRCcIIDAeUlKSuL6669HLpeLuqHm5mYkEglZWVlkZGSElQJGglQqJScnh+zsbKamphgYGKC/v5/c3Fzy8/M3tY0g8vPzSUpKorm5GZPJRF1dHTqdjp07d9Le3s7Y2BinTp1ix44dYSWum0VeXp6YLR4ZGblqEwq4bAbicrmuanxRREbwu1xLKoNuoWsz0XA5O3T77beHvH/zzTfziU98gtbW1pD7+SuvvMLdd99NbGwsR48ejfi9r/4u/+3f/o2//uu/pqSkhAceeIB7772XiooKHnzwQfbs2XNFrWsUfxlYe00GnVBX48KFC5SXl/O9732P//iP/8Bms3HzzTdHLL98IxElQFG8KnjNy8z/6D9e9+1KgLcKFo6aJlEnqNGl6jDWGJGr5Bh9RuqEOmozasnMyCQ1NRW/ws+sdZaOlQ7mpi4TnFnrLPP2eWye196zIwiVSoXde9mK1uVyXZEACQRm0tcjQG7PqsyBVHI5ayVEthhenclRKVUI/kCZ0mqdkc/rw2qzggDyGDmX5i7BH6v33C43S8tLpCen8/ujvydLn4V9xo7GrSFJkUScPODylpCQQHV1tbivIPnZtWtXSKCVmJjIli1b8Apeftn5S3pNveTH53NP2T2oFYFjHRsbQy6XIwgCfr+fpqamdWeCEhMTqa6uDitZlEqlVFRU0NDQIJbCbd26NeI21iIjIyNE1xSshc/JyQnZj06nY3BwEJvNRmFhYVgzUpvNFvEhr1QqIza6ValUbNu2jf7+fvr7+6moqNgwQLDZbHg8Htra2tBoNKIroc/no62tLayMMYi3lL6Fr7Z9NeS9FdcK3278Nn7Bz82FoWLllJQUenp6qKgILRsTBIHu7m5UKhVyuTxEjxQJKpUqpGTQ4XHw2MnHsLgtECEhrJKr+OSBTxKrCs+oCIKAxWKJ2KNqPVyYvIAECVvTNncdrEaw9HE1iouLQxoQB3VDZrOZ8fFx6uvriY2NJSsra1NlmMESzIyMDFF3NDQ0RHZ2dlhWdiPo9XoOHDhAZ2cn9fX1VFZWkpWVRXV1NbGxsXR1dXHmzBlqa2s3tHLf6Dirq6s5deoUPT09pKamvqqMkl6vx2KxRAnQ64CCggJkMlmY/X/w70h6reBvZ21WNjg5s/o7/dnPfsZ9991HcXExL7744hVNNTo7O/nFL35Bb28vEMgSB7WIwXvUwsICKSkpVzPMKP4MkZWVFfL3pz71Kf793/895L3FxUXa2trYvn07Fy9exG63c++99/Lud787WgIXxZ8/zMdeQHBtrsfG1UAmkVCu1rE708h4vgqFTkGaI42dyTvJzszGqXbS7m7n+aHnGWsdw+65yt4YQoCUSJCw2b5earkarUJLkiKJZd8yKqkKlVSFTqVja8lWtAqt+NIpdWgVWpQyJX7Bj9Pl5PTZ05SWlpKYlIhP8OEX/OJrYHCAKeUUfvzEGeIoKi7C5/exbF6m29eNx+/B7rdj89qw++3EG+Oxeq1YXBbsTjuxsbEBgb75jw5MErBYAwGoUqkMIWh+v58V8wqxMbH4JD76FvtoHG7E6bj8PSqkCtJ0aeyK38Vs7yzZcdkoHUom+ybDyE8QXrmX5xefp9/cz46MHdyQfwMyaWhw2NvbS39/PxKJhLKycBc4hUJBeXn5hp3pk5OTSU5OZm5ujqmpKfLy8jZlCbyWAE1NTWG327nzzjsxmUxiUKFWq5HJZDidTrq6usjLywvLklgslrBzsFEPlPj4ePLz8zlz5ozoqrYeFhcX6e3tpaqqSnTRa2xsxGq1YjabWVhYiFhnv69oH78a+RVjy2P4vX78Xj8+t49fDP2CorgiDFYDly5dwuPxIAgCHo9HFExrtVqx3GZ+fl60DbdYLExNTTE3N7duE86pqSkmJiaQSqVIJBJ+0vETukxdSGVSBASci06QBoi9RCrhbaVvI1aIxWq1olAoxNIaCJB9n8+3YcZpLS5MXqAksYQ4dfhs+JWwOvsTPA85OTkRl9Xr9VRUVFBeXs78/DwTExN0dnaSnJxMZmYmiYmJVywbS0lJISUlhcXFRfr6+jh27Bi5ubkUFhZuijDIZDK2bNmC0Wjk0qVLzM/PU1VVJZp8NDc309zcjMVi2XR56GrExcWRn5/P4OAgHR0dIcYom0XQCS6qBXntUKvVHDhwgF//+td85CMfEa+vX/3qVxgMBnbs2BG2zoEDB9DpdPzP//wPd9xxh/j+7373O+RyObt37wbghRde4N3vfjf79u3jt7/9bcRs0lr88z//Mx/84AdFgp2cnCw2752enhaNgqK4NvALgdcbfQwA4+PjIdU2ke5fwfe+9rWviUZWn/nMZ9i5cydWq/Wq7vPXElECFMVVQ/B6MR97DtbpOv9a4UXgFoWO7/v9GHVGVrQr/MbyG/ydfjGLEBRoBwlN8N/NvAeglWmJV8aToEwgXhVPojqRBFUCMaoYdApd4F+lDp1Kh1KuFEudTp06hVQqFdO+R0qObGiwYLfbmdZOU5dWF7HXhjAiYNQbASgrKRNdftra2sICbaPRKNoie7wenn/5eTIKMphdmaW9rx1jlhGXxMUl+yVsMhsJ6QnYfXaWXcu4fW7MZjNyuVzMbFit1hDyEzj3XuwqOyfHT3Jy/CROpxOz2UxqUirHG49TmVxJVUoV5cZy1HI1vQu9fLf1u8iMMj76jo+indGGBcwul4uenh7a29sjCurT0tKorKzc1Ix4RUUF8/PzosPd/v37rxh8xsTEoNfrMZvNuFwuFhYWMBgM2Gw2ysrKSEhI4OLFi3g8HrRaLRaLBb/fz+DgIC6XK2RW3Ww2h30vSqVyQze01NRUEhMTMZlMTE5ORiSAFouFpqYm0XEvJSUFn8+HXq+nr68Pm81GR0cHhYWF+P1+vF6v2F/q/Pnz5K7kcqn/ElK5FKlCis1nw2Q18ZbSt5Ceko5KpRKtqyUSCT6fj8TERIqLi0Wb+WCfD0AkmgBbt24Ny4ZBgAA1Nzezd+9efnLpJ0zoJohRxSD4BXwuHzKVLJCh9AvsTNlJsjyZsbEx8dg9Ho9orWs2m+no6CAhIYHY2Fi0Wi0ajQatVotWqw17yM7b5hlZGeHeLfdu+N1HwtTUVJjZRWlp6RWNDyQSiUjCvV4v09PT9Pf309raSkZGhlheuRESEhLYtWsXJpOJnp4ejh07Rn5+PgUFBZvSCKWlpWEwGGhpaaG+vp66usB9JWiO0NfXh9Vqpaam5qrLkUpKSpiammJmZoaJiYmrttqOjY3d0EQkiqvDv/7rv3LDDTfwjne8g/vvv5+zZ8/yxBNP8IUvfAGNRoPZbKarq4uCggKMRiMxMTF8+tOf5uGHHyY+Pp67776bs2fP8oUvfIEHH3wQo9GI0+nk7//+74mNjeWRRx4JmwjIzMwM+95PnjzJuXPn+OlPfyq+d9ttt/Htb3+b2tpannzySW699dZNaW6j+PNHMDu+EcrLy/H7/bjdbvG5HrzXC28iP+3oFRvFVcM51IfP/Nq6oG8EORJ2e2P4z/gFxtxjsH4D+YiQSCTEyGKIU8RhUBiIk8cRJw/83yA3oJfrRUe1EAiAM/ByWBw4cLDAQsgi8/PzITWwNpuNrKwsMVjTaDQh/w+SgUjBiMfjCdlWcAbN7/czNTUVtvzqJqZzs3PolXq2FQYan+rteqwWKzKZjOzkbHJzc6mqqgoMSxBoG2jjVNspUopTmLZP0zXZRefcmi7wkkDtuUweOFaX04XZbCbeEI9f6qfH1EOPqYdfdf8KqUSKWqZmYGkAGTI+te1T3FZ7GyaTifPnz4dkFcbGxkSB/8zMjNiHSa1WU1VVdVW6j5iYGPLy8hgaGmJlZYWJiYmwlHwkZGRkYDabmZqaQhAEMjIyxCxSSkoKBw8epKmpCY1GI9bZQ8BJz+VykZOTg1QqDfksCIVCEdHBLgi/309ubi4Oh4OhoSFMJlPIdz0xMcHJkyeZmZmhoqKCgYEBent7RdI9OTmJ0+lEKpViMpnIy8tDLpejUCgoLCxky5Yt7PDuoOU3LWLJ56xpFplShipehdFoDDumrKwsxsfHxaBleHhY1POkpaWRkZEhEqDl5eWIBCj4YDvWf4xf9fwqQL7kARIhVUhR6AK/scrkSm4rvY3Y2Fi2bNkS8RxNTk6iUCjYvn07drsdu92Ow+FgcXERu90uEkylUolWq6VhtgHHooMSXQlOpxOVSrUp8b7f7w9rjqvX66+6dCxYIpiVlYXD4WBycpLm5makUimZmZlX1AslJiayd+9eMes2MjIiGihcKZDUaDTs2bOH/v5+zp49S3FxMYWFhezfv5/GxkYxw7l9+/ZNl9lB4B5VU1PDuXPnaG9vJyEhIeL3vh70ev26hiZRXD2uu+46nnnmGT71qU/x1re+lYyMDJ544gkefvhhAFpaWjh8+DBPPfUU9913HwAf/vCHiY+P58tf/jLf//73SU9P59FHH+Wf//mfATh79qxYfrzWRhsilzN97GMf4xOf+ETIxM+DDz5IZ2cnf/M3f8PWrVv5wQ9+8PqfgChE/Ln1ATpy5Aj5+fncf//9/PCHP8ThcPDII4/w1re+9ar6vF1rRAlQFFcN13B/oN/PNfxFypGQ6ZAxqo0splZIFRiVxoBuRRGHQW4QSY5erkcmuTZiTK1WG0JazGYzKysr62olHA4HAwMDaLVaUlNTiYuLw2AwoNPpQkT1MplMLEWYn5+PKKoPEgVBEOjr66OwsFAM+qqrq3n66adxOByUl5eH6EXsdjtTA1Pcs+ce0tLSAiRl4Ty35t2KxWdh3j3PvHsedbIas8TMuHmcRcsiK+YVDAYDCuUasijA2MoYU9Yp1HI1KYYUvt72dU4snqAqpYq0nDQWexeZHJ0Uxxic9ZFKA7bfR44cCbHgvhoUFxczPj6Ox+Ohv7+fzMzMKwa/GRkZtLa2srCwQHx8PFqtlsXFRRwOh0ha9+7di8PhCLE7D34fLpeLoqKiiE5X62mAgvD5fPj9flJTUzGZTDz77LOUlpbi9/tZWlpidHQUqVRKWVkZNTU1bNu2TSTMfr+f7u5u0QHO7XaHZPGC5EYtV3ND/g38tve3eH1elp3LxCpj6ZjvYMmxRLwmtEFlSkqKaEIhk8nEEsFgieLqbMjKykpEgqBSqZgyT/H8uedhbaz/x1tDWmwatxffLmae1kPwe1AqlSiVynUF/W63G7vdzo/7f4xBZkBiltA21ybq5YIEaXX2SK/Xi+dzfHxcJONBlJeXv6Z+OsH+WIWFhSIpr6+vR6/Xk5mZuaFeKGhvPTMzQ09PD0NDQxQVFZGTk7NhBkcikVBcXExSUhItLS3Mz89TV1fH7t27aWtrY3x8XDRH2EyJUxBJSUkUFBQwODhIS0sLe/fu3fS5iYuLw263i4YoUbx23HXXXdx1110RPzt06FDE2fT3vve9vPe97424znXXXXfVM/ANDQ1h76nVan784x9f1Xai+L8DhULByZMn+fCHP0xRURFOp5M777yTr3/962/0oYUgSoCiuGq4x4ZBIgVh42anrxU5DjmTMRKSFEkYlUaSlckYlUaMSqMo1v9TY+2M6FoXrLVwuVw4HA6WlpZEdy0IzCAvLy+ztLSETqcTMwwQ3vwUAiVJwaBiYmICQRBCMh8ymQy/34/JZCIlJUVcNmg6kJGRQVpaWojdtUQiQS/Xo5fruaXmFlE7MDMzQ31jPcm7k1lhhXHzOCPLIwwuDeL2uhlaGmLRuUicKo7ChEKsZiten1fMELmcLkwLJpRWJcmS7nR5igABAABJREFUZJKFZDT+gABXo9FQUlKC1WrF4XC8qkBJoVCQn59Pb28vNpuNqampkOxYJGg0Gmw2m5j9CWJyclIsOwyWn42PjzM6OhoSKJjNZrq7uyMGpUqlEkEQcLvduN1urFYrVqsVm82G1Wqlvb0di8WCRqMRRfUul4vCwkLMZjOVlZXk5OTQ1dVFSkpKyD6Wl5fFHlQulwtBEBgbGxMJ7moN1G1Ft/G73t+x6FhEQCBRm4jX7+WlwZf4q8q/CjsfcXFxzMzM4HQ6RQK32hgiSOzWI/c2v41fdP0CWZYsYrYjRhXDOyveiUIW+I43Q4CuBKVSiV/qZ8g7xJGtR8IySkGC5HA4sNvtmEwmLBYLPp8PtVpNV1cXCoUCrVaLXC4nKSkpYobs1SIuLo64uLir1gulpqaSkpLC1NQUvb29DA4OUlxcTFZW1oaleQkJCRw8eJC2tjZOnDhBTU0NNTU1YeYIV9N8sLS0lIWFBZaWlsRmy5uBVColPj4ek8l0VVndKKKI4i8P6enpPP3002/0YWyIKAGK4qrhd9jAf230P+I+gFpXGcnuQhR+BVKPFKlDilwuxyl34lP4UCgUophaLpf/SQjRWgK0mtREgsvlQiKRhAX6Xq+XsbExsXQqWOaj0+no7OxEo9EQExMjrhcM2v1+v9i1ffV429raSEtLw+PxBPoK/dGtrKurC0EQqKioWNfuOiMjQwxy5ubmaG1t5brd14WJmSfNk3z06EdRK9TUxNWgUWjwCT4kUgl+wY/gDzh5ORwOZHIZNo2Nbkc33ZJufBofsdmx6FJ1eNUB/UdDQwN79+69qjKbIPLy8hgcHMTr9dLX10d6evoVA2yv1ytmf8QxrSJAENAxJCcno1QqGRgYCOmLZLfbuXjxIrt27cJoNGKz2VhaWmJoaIjOzk7UajWJiYnExMSg0+lITk4WG3suLARKKWtqanA4HJw8eZKuri6qq6vZuXMnY2NjAGF6MpPJhFQqJTs7m/7+fiBAxpaXl8nMzAwhHmmxaWxN28pP2n6CBAkJ6gA5+t+B/+Vt5W8Ls55OTU1ldHRUzIjI5fKQzvNxcXHMz89H1HW4fW6+eO6LWDwW9J7wenCFVMGd5XeGOL5d6fvZ7HVwaeYSHr+HHRnhQvD1MkiCIIjGD8vLy0xNTeH1etm5cyd9fX0icbmakrGNEEkv1NfXh91uF3UWa4XAQde4tLQ0JiYm6OvrE3teZWRkrHv+FAoFW7duZXx8nJaWFjIzM6moqECn09HS0kJTUxOlpaWbdtiTSqXU1dVRX19Pf38/RqNxU2YjEMggLSwsRAlQFFG8jhCQIGzWtekaHsNfGqIEKIqrh+SPDmrXuCbVZXGzJF8iJiaG2NhYdDpdSGmQ3W7H6/UikUiQSqWo1WqUSiVqtVrsYRIbG0tsbCwxMTGipkIqleL3+/H5fHi9Xnw+X8j/N/pXo9GI60OA4Ky2oA4bg8uFQqEIm8X1+XwhpTh6vR63283IyAgTExPi+wqFgoSEBGpra/F6vUxMTKBQKEJmdMfGxjCZTCiVSu68807a29vp7e0lPj6esbEx0SigsbExrPwnISGBmpoaIEB+Wlpa2Lp1axj56TP18Xj949g8Nj5z3We4tehWXF4XPQs9vHjxRS7NXGJscQy393IpmFqlRvALuD1uNFoNdrmdRncjHaMdpKvTKY8px3rKyq2Hbr1q61yFQkFeXh79/f1YrVamp6c31HH09/cTHx8fVn9sNptDXGlWl5eVlZXR19eHx+PB7/fjcrlYXFzku9/9LpWVlWRkZBAfH09WVhZer3fdcqOg+BMCwaXX62VlZQVBEMjOzg7Yq/+RSK8lASaTCUA89qAGaXx8XNR4rcburN18u+nbxKvjkcsC1+SiY5Gz42c5kHMgZNnU1FReeuklsrKykMlkFBQUhHwPBoNBLMe02+3isQmCwLcufIteUy8ypQyfJzwT/L6t78M7GGqGcSUCtFkXqcapRlQyFVUp4eNfDx6PR+x9FNxPeno6ZWVlIqEcHR3F4XCgUqlEQhQXF4dWq31Nkytr9UITExM0NjaiVCrJy8sjNTU15P4QJLyZmZmMjo7S1dVFf38/JSUlpKWlrXssWVlZJCQk0NzczKlTp6irqxPNEXp6erBarVRXV1/R7AECWrvKykouXbpES0sLBw8e3FS2NikpKawnWRRRRBHFmxFRAhTFVUOmN4BUCr5rVwInBXLLK0nMKRIf2FKpFKPRSHp6OqmpqWJvGY/Hg8vlCnk5nU6sVisLCwuMjY0hlUrDCFHQbWozAcFqyGQylpaWxH1lZ2ejVCrFsptgtgHWbwwYLMeCQGCo0+kQBCFMfxLM1ly8eBFBEBgeHmb37t04nU40Gg0ul4uuri4goI3Jzc1lcXFRLNfaunUrsbGxtLS0sLi4GLJtnU7H9u3bkUqlzM/Pi+RnbUlQ/Wg9X2/4OgqpgkcPPUpNag0Q6OtSlVzFFFMol5Xck38PE84JRh2jjDhGmHZNE58QjyAImFfM4lgBppxTTDmneHnhZX4x+Qv+avdfcSD3QJhWZSPk5+czPDyM1+ulv79/3eDQ4XAwNjZGdnY2Xq83rP/L5ORkSJmPXq9neXkZp9NJbGwsPT09OJ1OkVjHxcUhk8lISUkhKyuL6elpRkdH19UBBcmyIAj09PRgt9vZt28fFouFrq4uEhISxEatq8vABEEI+c6ysrLE79rhcER0nltyLKGWq0nUhpKJ5/qeCyNAEolEDP7T09PJz88P+Xw1mVtthPCbnt9wfOQ4AFK5FL83NBt8T9k9HMg5wPHB4xHPRyRstgROEAQapxqpSa1BKVNecfkg+vv7Q9wJJRIJpaWlok5odcbC5XKJ52V6ehqbzYZcLkev1xMXF0d8fPyrtnEN9ncqKipiYWGB4eFhurq6yM7OJicnJ+ReIZVKycvLIzs7m+HhYdra2sSM0Hr9VnQ6Hfv27aOnp4fTp09TVlYmmiNMTExgs9nYvn37piYcsrOzmZ2dFZsW19XVXXEdvV6P0+mMNkSNIooo3vSIEqAorhqq3MJrSn6CcBtDZ0b9fj+zs7PMzs4ilUpJTk4mIyODlJQUkdhEQjDbYrFYsFgsLC8vi8GARCIhPj5enBmOj4+/on1sXFyc2MskJiaGxMREcnNzQ5bxeDw4HA48Hg9KpZLc3FzRLMHn84W4hgUzW8vLyxGD6KB99vT0NE6nUzwHsbGxmEwm3G43aWlpYgBbXFzM0aNHxVnn3t7eMF2RQqFg586dKJVK5ufnaW5upq6uLoT8CILAz9p/xtOdT5MRm8EnD3ySDP1l/YzFYqGlpYWJiQl8Ph9KqZJ8bT752nwUCgXF5cWYlWbaZtt45tQzdDu6IxKUwZVBnnjlCf4r/r+oSq5if85+9mTtQa/a2GozeF4HBgYwm83Mzs5GLL3p7+9HEASKi4tZXl4OI0BTU1OkpKSwtLQkksf5+XliYmJITk4mKyuL4eFh0QDB5/OJJVV2u13Mlq3XCyhogjA4OIjRaKS6upqqqiosFgunTp2isbERj8cjZheDCF4rQQSvtWBWKNijJ5h9FASBk6MnydRnYlAbQo6he6GbwcVBChIu25B3d3djMBhYXl7m8OHDYVnM1QQoaITQPNXMU61Pie9LFVL8nssEaHv6dt5d/W4c9nBt3HqZi6Al9mYI0ODSIIuOxYjlb+vBbrczMjIS8t7aJriroVKpRHOC1ccYJEW9vb1YrVZiY2NJSkoiKSnpVZVxBtd1OByMjo5SX19PYmIieXl5gZ5ef4RMJqOwsJCcnByGhoZoaWlBr9dTUlISseeOVCqlvLwco9HIxYsXmZ+fZ9u2bXR1dTE5OSmaI1zJyhYC5irLy8tMTk6KOqaNIJFIxGv01TRljSKKKMLh503QB+iN3f01QZQARXHVUBUUX3mh1wiJRsvOm29jeXmZxcVFFhcXRacnCJChmZkZZmZmxNn4jIwMkpOTwzI6Mpksone93+/HYrFgMpkwmUwMDw/j8/kwGAwiIUpISAgjRHq9PoRQRHIGC+qTtFoteXl5YoYh2PH++PHjuFwubDabSNyCjeXW7itopz09PR1Sxz8xMSF25lYoFLS1tZGSksLCwgIJCQnodDr6+vpCmoDCZbG/TqdjYWFBJD+r+xS5vC6+ev6rnBk/Q3VKNR/f93FilDHiGIaHh+nu7sbv9yOXy0MCdaPRSE1NjainqEmtoVZay69f+DXLscuMS8cZd46HmAy4XQHzgDbaaJtr4z+a/oPa1Fr2Z+9nV+YudMrIwWowC+Tz+ejr6wsjQHa7nbGxMdLS0sRz2draitlsFsvf/H4/Op2OtLQ0SkpKSE1NpaWlJWQ7xcXFDA8PYzKZQnRffX19zM/Piz0PIsHtdtPb24vFYmH37t2icF+v11NdXU1zczP9/f3s2bMnZL0g0VmNzMxMFhcXxXKkwcFB8doaXh5m3DzOncV30jTdhNMb2uPp932/56FdD4nbnp2dxWAwrNvzRavVik1eV1ZWWLAv8KVzXwr00/ojpHIpXkcgs5Klz+Ijez6CVCKN6DS1HgEK/q43Q4AaJxsB2Ja+7YrLBtHb2xui5ZLJZCFap81ALpeTkJAgamGCv+OFhQU6OjpwOp3ExcWJpOZqsh8ajYbS0lKKi4uZnJykvb0dCOjc0tPTxfuPQqGgpKSEvLw8BgYGaGhoICEhgdLS0hDCFITRaOTgwYO0trZy6tQpamtrxYzmmTNnqKurWzeTFIRSqaS2tvaqrLGDOqAoAYoiiijezIgSoCiuGsqMHJSZObgnx66NFbZUin7/EeLj44mPjycvLw9AnImcmpoKIUM+n4+pqSmmpqZEl7HNWCNLpVKxzj8/P18MaoKEaHR0FK/Xi8FgEAmWRqMJI1JrdTVBeDwesblmEMFyt2D9P8C2bdvw+XzMzs6iVCqx2Wyiu1wwQJmZmUGn04n79vl84qx2cnIyKpWK8fFxOjo6GBgYYPfu3YyMjDA6OiruJ4jq6mpxlrapqYna2toQ8mOym3i8/nEGlga4tfBWHtj6gCigdzgcXLx4MSQ4l8lkoulCeXl5WDYMAgHjluItCIKAQqHA7DXTZe2iy9rFpDNAJoNZNaVKiV/w0zzdTPN0M/JGOVvTtopkSCW/HFyqVCpxZnxlZYW5ubmQsQSzPzk5OYyPjzM7Oyu66On1etLS0pDL5aSmpm7YT0gqlYoamenpaQRBEK+v2dlZ0b54LVwuFx0dHVgsFrKzs0PsySFAaCYnJ2lqahKNEoJYW7IYHG9KSoqYbRocHCQnJwe1Ws2JkRMA3FhwI3HqOJ7vfz5k3frRet5b817i1HFiKV1sbCxZWVksLS1FzCYEdUCLS4t8+eyXsbpD+x1JFVL8Fj8xyhg+eeCTaBWXdUJrsd7v0eFwiM2Fr4TGqUYK4wtJ0GxOlG82m0M0dRAgza+1PEsikYiTKsF7x/LyMgsLC2JT3fj4eJKSkkhMTNyUfkYqlYpZ26WlJUZGRujp6SEzM5OcnBzxPqJUKikvLyc/P1/sBWQ0GiktLQ27N6lUKnbs2MHw8DANDQ3k5+dTV1fHpUuXuHDhAuXl5RGbE69GUlIShYWFDAwM0NLSwp49ezYsG05KSmJ4eHgTZzGKKKKI4o1DlABFcdWQSCTEHbmT+ae+cW124Pejv+6WsLcNBgMGg4Hy8nKWlpZE0rNaC+FwOGhtbWVoaIiysrKQYPhKWB3UBElDcJZ3enqanp4eDAaDaFigVAY0CJG0GMC6wvb5+XkxYyKVSklKSqKvry9kNjZozFBWViYG7qt1KtPT06LBQjBwd7vdDA4OkpmZidlsprW1VSzzy8jICJSlFReTmZmJyWSisbGRmpqakP32m/p5/NTjLDuXed/W93Fb8W3iZxMTE7S3t4doKSBAgNRqNQcPHly3rChYqlVXVxfIWtlgl2EXuwy7WPYs02XtotPaydzKHAmJoVk3r99Lw2QDDZMNxCpjubnwZm4ruk3UuRQUFDAyMoLf76evr0/8zmdmZmhoaEAmkzEwMEBycjKlpaUYDIawDuizs7NkZ2cDiM5t/ghOh0HnNZfLJWa4ZDIZZrOZhoYG8vLyxEyG3W7n/PnzWK1WCgoKSExMjFhemZOTQ0xMDNPT0yKBEwQhYgYIAuL9oBmCz+ejt7eXqi1V1I/WY1Ab2JKyBaPOGEaAPH4PR4eOssewR3R2S0xMJCsri5mZmYgEKOgEVz9UT5uuDZkq9PhlChmCV+Djez9OWuxlY46rJUBqtfqKExZLjiX6F/v5m8q/2XC51RgaGgr5W6lUhrj+vV4IltLGx8dTVFQk9nian59ncHAQQRBITEwkKSkpYlZ5LYLbcrlcjI2NcfbsWeLi4sjNzb3c++mPjYQLCgro6+ujvr6etLQ0SktLQ36HEomE/Px8EhMTaWlpYWFhgZqaGjo7O+nq6sJqtVJVVbUhqSkpKWF+fp6lpSXRkGE9xMbG4vV6N63riiKKKDbGn1sj1D8XRAlQFK8KMXuvY/mFZ/DMz7y+lthSKTF7DqNMX382XiKRiOUoFRUVLC4uMjk5KWpRADEgTUxMpLy8fN3GildCUFuUl5eH0+lkamqKoaEhLl26RGxsLAkJCesGDsEszloCtLrULSkpCalUKja6DEImk1FRUUFRURGCIHD99deTkZHB7Ows4+PjYjfvYMNEQRAYGhoSj6mrq4u4uDiWlpa4dOkS8/PzlJaWYjQaWVxcFMnP6pKxhokGvnj2i2FmB263m7a2NnGfqxEUk8fHx69LfuCyE5pOp2Pnzp3U19eLRMqgMLAnfg974vdgcpsYEUaY18wzZh4L247FbeGXXb/k192/Zl/2Pt5S8haKEovIzs5mcHBQLIeDAElUKpXccccdIQ5jycnJYQRoYWEBv9+PVCpFIpEQGxu7bv8bo9FIbm4uExMTeL1eZDKZaChw+vRpdu7cCcD58+fxer0UFRWJZY6RrhWn00lhYSFut5uWlhYOHDiAz+dbV1MUJJLBWfaxsTHsOjsmh4k7i+9EJpWRqc+kJqWG1tnWkHWf63uOuNjL2p6ysjJcLhednZ1UVlaG7ctgMDBlnuLEyAli82LDCJBUIeVIzhEqkipC3r+aZoubDZQ75zsBxOvySnC5XGHat8LCwnUdG19PSKXSEMc5r9fL4uIi8/Pz9Pb2ihMfSUlJGAyGde8hKpWKoqIiCgsLmZmZob+/n46ODnJzc8nKyhJdC2tqaigsLKS3t5cTJ06Ql5dHUVFRSOYpLi6OAwcO0NHRwaVLlygqKmJqaoqxsTFsNhvbtm0TJ3UijedqrLGNRiNzc3Pk5OS8hrMYRRRRRHHtECVAUbwqSJVKkt/3ESY//fDrt1GJBFmMnqR3/b+rWEUiBholJSX09fWFNLE0mUycOnWK9PT0sJnRq4VarSY/P5/c3FyWl5cxmUzMzc0xOjpKYmIiBQUFIcJpu90u2nMHIQgCs7Oz4t+pqalMTEyEBbtSqZScnBxRIL1//36RiLlcLvLz85HL5RiNRtxut2iQUFFRQX9/v5gd0uv1rKysIJfL0el0vPjii0xMTHDw4MEQUvBc33N8t/m7GLVGHj38KJn6gCYk2BcoUpYrJiaG2tpalEolU1NTIWVhaxFcX6lUigFbU1NT2HKJykQSSSQ3O5e47DhOjZ6ifrSeKetUyHI+wcfJ0ZMc7z9OliyLanU1K4MrxMXG4XA42L9/P6+88gpFRUVh9sp6vR61Wh1SRhkMUINZkOB5Ww8KhYK9e/fS0NCA0+lELpfj9XpxOp28+OKL+P1+DAYDu3fv5vTp0yHf61rYbDaUSiV1dXV0dnbS2Ni4odhcpVJRXl7O3NycWH75y5O/BC0czD0oLnd78e1hBGjCNMFFx0XKYspITU0lISEBr9crOp+FlVDpVDzb8yx+wY/H7kEdH9onZ2f2TrZ7t+Nyua5ILDbKAG2GAPUs9CCXykOMHDZCMCsYhFwuf8MCcrlcLvYFgsCkgslkYnJyko6ODjQaDenp6SENj1dDIpGQlpZGWloaFouF4eFhjh8/TlpaGnl5ecTExBATE8PWrVtZXFyks7OT8fFxSkpKyMnJEc+9TCajurqa5ORkLl26RGJiIiqVirm5Oerr6zc0R7gaa+z09HSGhoaiBCiKKF4HRDNA1wZX5/8bRRSroC4oIfGv//712ZhEAjI5KR/8F2S6V2cxq1KpqKqq4vDhw2Gdz6empjh58iRTU1PrrL15BC2109PTqayspLKyEo1GQ1NTEydPnmRiYkLsU6TRaEICv8XFxRCxfGpqaphDFQQCCKVSSV9fH2lpaWIGYXR0FIvFQkpKCvfccw833ngj5eXlCIJAdXV1SHNVCJQ4BUmH3W4XS8Tm5uY4evQoFy9e5Bsnv8F/Nv8nhQmFfPmmL5Opz8Tn89HW1kZDQ0NE8pOXl8eBAwcwGAxi4Lu2NG41gmQjSAbT0tI21B6MjIwgtUh515Z38Z3bv8NXb/oqR/KPIJfI8dg8WKesLPYsYh41M2Aa4PeW39OQ3MBE7AQWp4WmpibR+S0SIom/V1uQr+coGITFYkGv17Nv3z70ej0KhUJ0Cuvs7KS/v5/8/PywvkCRSp+CpZKZmZliX5rz58+vu+9g1rGsrAwAr89LY38jBp+BooTLOqTtGdtJ1l4uARUEAZvNRuNKIxKJRFxfLpeTlJQU0YTjp90/ZcmzFNiPPfT7TdAk8KG9H0IikYRdI1dbArcZAtQ130VhfOGm7K/9fj+jo6Mh72VnZ/9Jsj+bgVKpJC0tjaqqKg4cOEBZWRl2u52GhgYuXLjA+Pj4uqYasbGxbNmyhcOHD6PT6bhw4QLnzp1jZmYGQRBISEhg37594mTIyZMnw+z109LSOHjwIG53wHwkLS0Nh8PB6dOnI2Z6g8jOziY1NRWHwyGaNUSC0WhkZWVl3fLgKKKIIoo3GlECFMVrguHmt5L4V/cH/ni1zQKlUiRyBWkfeRRNScWVl78CdDod27ZtY9++fSGz/z6fj+bm5jBXtFeD1aUiGo2GgoICjhw5QlZWFj09PRw7doy+vr6wGdLVQWaw/0skF7nc3FxsNltIjxqn0ymWbpWUlKDRaPB4PAwNDXH99deLjRJTUlLEQFulUlFTU8PMzAxtbW3k5uaK58TpdvK1P3yNn/z+J6SYUni45mEMagNLS0ucPHkyLICEAIHZtWsXlZWV4j6CQeV6JVuCIERsCFtWVrZh88u2tjbx3Bj8Bg6qD/L3iX/PIcMhEgwJGIoMxBfFo03WIlfLcSvcvGx6ma8Mf4Unzz6JIkGxLpGJpA1bnZm7kkVw8Lg0Gg179uwhMTERs9lMX18fMpmM0tJS+vr6wgT462WAgq6BBQUFpKenMzg4GGbXHUTwnKWlpZGQkMDA4gAur4tcT27oviRSbi++Xfzb5XTh8/kYdYwixAkhvWxSU1PDCNDZ8bMcHTqKQhu4hj320O/3n3b9E4mxf7yWnKGOc683AXJ5XQwtDVFmLNtwuSAmJyfDgu9I5hxvFsTExFBUVMS+ffuorKzE7XbT2NjI+fPnGR0djUgkFAoF+fn5HD58mIKCAsbGxjh+/DiDg4P4fD4yMzO57rrrSE9Pp6mpiYaGBlE7Bpev3czMTGZnZ8XfRFNTE729veuWMVZXV6NWq8Wy40iQSqWkpqZuSKaiiCKKKN5IRAlQFK8ZhlvvIfXhR5HFxgUapF4lVDkFZD72JNry6tf1uOLj49mzZw87duwIcX3q7e2lubk5xLr5arHWRSpYApSfn891111HeXk5Y2NjtLW10dXVJeqBVgcEqampEd2Sgs0We3t7ycrKEjVEHR0doitd0KShtbWV2NhY1Go1fX19aLVacnJyqKmpIT8/n23btmE0GpmenkalUonBs8Pj4KdtP6V7vput6Vu5I/sOmhua+eUvf8lLL70U0dkuPT2dQ4cOhTVKlUqlyGSydTNAHo8Hv98fUgoIgYB469at6zpyWa1Wfv3rX3P8+HGmp6fJysri1htu5eNv+zhP3/c0D+99mHzD5eadMpkMjVqDxWGh3dnOl3u/zKdPfpq22bawYC6ovVq7v2A25koEyG63i+MNBqLLy8vIZDLKyspQq9UIgkBzc3OYY16kba0uzSwsLEQqlTI6OhpGLIAQ0lheXk7HfAcABbqCMC3ZDfk3BDImAlhtlzODfULoJEBKSgorKyvidbpgX+AbFwImJ3LtH/sMeQV8rsBv5q7Su6hJrRFLPIPrBfF6a4D6F/vxCT5Kk0o3XC6IteYHqampr6n89U8JrVZLQUEBe/fupbq6Wpy4OXfuHMPDw2HXhEQiITk5mR07drBr1y7sdjuvvPIKfX19+P1+iouLue6661CpVNTX19Pe3i5mlyQSCSUlJezcuZOVlRU0Go2YeW5qaor4mw5aYwO0t7eH2MKvRnp6+uuScY8iiv/r8AuSN8XrLw1RAvR/HFcTqGwEXfU2sr7wnxhuvguJ5o+i//WcjoKZg6Rkkt79fjI+9eUNTQ9eK1JSUjhw4EBIOdLU1BRnzpyJGGBuBmvFwqvLVaRSKRkZGRQXF7Nt2zax709DQ0NIeZrBYIg4Q5qXl4fZbGZmZka0Vp6dnWV6ehqJRMKWLVuQSCQMDQ2xvLxMdnY2bW1tIduQyWQcOXKE/fv3ExMTw8GDAW2I3W5n0bHIDy7+gAnzBNfnX88thbfg8wbcxNra2sQSrmBgo1AoqKurY+vWrevW/Ac1MJGwtvxtNVQqFdu2bROzA16vl9nZWbq6uhgfH0cikRATE0NVVRUJCQnicgqZguvyruNrN3+Nz13/OXZl7EKCBLVajdvtRqFU4HA6aJxq5JHjj/Ch//0Qx4aO4Rf84vFGyj4FS4VUKtW6gvAggrPpweaYKSkp3HrrrSHj9Pl8DA0NiSRoLelyuQJZmdVGGWazmYKCAtHYYvVvVKEIzWopdUrG/GOkxaaRqEmkt7c3hNjHqmI5nHsYp8uJz+sTx3Zu5lyIpbVarcZgMDAzM4Nf8POVc18RPw9mgCCQBco35PPu6neL72k0mk0RoEgZIJfLhd/vvyIB6lnoAdgUATKZTGFZ1WCT4D83aDQa8vPz2bNnD3V1dUgkElpbWzlz5gyDg4Nh5EOn01FVVcX+/fvxer2cOHGC7u5AA+Kamhr27duH2WwWM0VBjVRSUhIHDx5Eo9Hg9/tRKpXMzMxw5syZiAQnaI3t9XppaWmJ6JiYlJSExWJ51ffYKKKIIopriTc1AbrvvvuQSCTrvlbbtkZaViqVEhsbS01NDU8++aS47KFDhzbcrkQi4dChQ1e93ZGRkQ23+d73vjdkfCMjI2RnZ69b6hIJXV1d5OXliTa2rwW/+93veM973vOatxOETBdD4l/dT+43fkry+z6C/uBNKHPykWp1SFRqpDF61KVVxN34FtI+9jjZX/ov4m64HYl0Y0vY1wNqtZq9e/eGaINWVlY4derUqzqXGxEgCAT9Pp+PrKwsdu7cyZ49exgYGKCtrY35+XliYmIwmUxhgaJCoSA9PZ2enh7y8vJQq9V4vV6x3j6oK1leXqa7u5vi4mLa2trCApDi4mJiY2M5f/4827dv593vfjd1dXUsehf5ae9PWXYtc3fZ3ezJ2oPFYqGjoyMkaFxaWqKjowOTycT27dvJyMjY8HwEG2ZGwkYECAKZuuTkZPr7++nr60MQBIqKiiguLiYhIYG5uTkGBwcjriuRSKhMruSRA4/w3Tu+y674XWiV2gARcrnFYxpZGeFrDV/jgy98kMbJRgRBiFgGt1orsZkyuJWVFc6fP49KpaK0tJSampoQbZMgCCKRWVpaCttGMNO2OjthMpmIiYkhLS0Nq9UaMou+mgQCnJs4hyZNw5aUQHNVp9MZdq5uL749JKOn0+lw+VwcHTwaslxqaiqzs7P8uvvXtM9d1nesJkASl4SP7v2o2BcKIhOgzSK43nrXRhDd892k6FI21f9nbfZHr9dvWGr55wKVSkVubi67du1i+/btKBQK2tvbOX36NP39/SGTK2q1mvLycg4ePIhUKqW+vp6Ojg6USqWYWRoZGeHEiRNi6aNKpWLnzp0UFRXhdruRSCTiPXJtjyoIlOEGnSb7+/vDPo+WwUURRRRvZrw5FKEbIDU1lWeffTbiZ2tno9cuKwgCMzMz/Od//icPPvggKpWKf/iHf+Db3/52SLD3//1//x8A3/72t8X3Vgc/m91uWloa586dCzvOb33rW/z85z/n7/7u70K2cf/99/PQQw+FlRRthPLycu644w4efPBBfvSjH216vUj4yle+8prWXw9SpYrYPYeJ3XP4mmz/1UImk7F161b6+vpEHZDT6eTs2bOiy9pmcSUCFCRVwaxTfHw8GRkZuFwuJiYmUCgULC8vh4mys7OzWVlZwWQyUVNTAwRK9oJlQiUlJXg8Hpqbm8nKymJoaCiMeGRkZIjXYllZmdgnyKKx8JMzPyGzJpNPb/s0aquaxsZGsTHoakgkErKyskhISODcuXNkZ2dTXFy8bqD6ajJAZrOZ8fFxFhYWSEpKoq6uLkSjsBrd3d0YDIYNA1m9VM922Xb27t7LyYmTNK40YrPZQizQx8xjfLr+01QaK3l78dvDtrHaDluv10cM/IKYnp4WZ9e3bdsmCtfLy8sBQmbYBUFgeHiYqakp0tPTxW1E6hUVzBalp6djNpuZmpoiLi6OmJiYMOvhEyMnkKvk3FJ1C6apwHoDAwPk5OSIpYU6j450eTpjnjGUSiUKZeC++Xz/87y19K0ioUpNTeWVxld4zv8crJqTkKlkSOQSBK/ALZm3iA6BQWg0mrDzFEnrFClL4HA4kMvlGzYKFQSB7oVutqZtXXeZIGw2W5iW6c81+7MRlEol2dnZZGdn4/F4mJ2dpbu7G6fTSXJyMunp6cTGxqJUKikpKRF7ZZ0+fZrk5GQKCws5fPgww8PDXLx4kbi4OCoqKoiLi6OwsJCEhARaWlqwWq04HA7Onz9PZWVliI5qrTV2sOnraqSnp9PX1xfWjDmKKKLYPKIucNcGb3oCpFKp2LVr12ta9vbbb6egoID/+q//4h/+4R/EACWIINlZbz+b3W6k5Zqamvj5z3/OZz/7Wfbt2ye+/+yzz9La2soLL7wQcZ8SiYSnnnqK++67L+yzT3ziE2RlZfHggw9SV1cXcf0oIiNY8x4bG8vFixfx+/34fD4aGxs5cODApl2irtS0cXl5GYVCIc7s22w2LBaL2D9DLpdz4cIFsRFlMADMzc2ltbWVgoIClEolKysrok5oy5YtyGQyWltbUSqVmM3mMK3O/8/eecdHVpf7/32ml2Qyk957Nm2z2Wxjd7MVWDpKu0i9ohcvKnrxp4IFELzoRQS8lgtix4agKCq9be9szab33jNJZjK9/f4Yz9lMZpJdYBFkz/v1mtduTptzzpxMvp/v8zyfJzExkcLCQkn8iM09X2h9gd/1/g6jysjnyz7PstxlHD16lMTERNxuN+Pj45II0mq1FBcXS+ceCoXo6emhr6+P/Px8SkpKogSgUqmct6ZqtgASe7MMDg6i0+nIycmhvLwchUKB3+9n165dETPZImI9zYYNG+YVYW1tbYRCIdasWENifCKrBlfR6mxlyDRE23TkDHX9WD31Y/WkedJYF7+OJE144BYIBJiYmCAlJWVBQex0OqV7vGbNGqampujr65PEqPgdc/z4cWkfQRA4cuQIgCSC5kaA3G63JIoUCgWFhYXU19fT0dHB4sWLIwaYVpeVupE6qtOqWblkJW+OvYnP55Oaoy5ZskS6L6sSVtHr6sUYdzLSNOIY4djwMWoywvUcar2av3f+HbfFjT4xMiVNrVeTr8mnPD7ahCBWBOjtCKBTpb8N2gexe+2nZYAw11FRq9WeMnr5r45arSY7O5vs7Gz8fj+jo6O0tLTgdrvJzs6WmiAXFxdTUFBAb28v+/fvx2KxUFxcTHZ2Ni0tLezevZusrCzKyspITExk48aNHDt2jN7eXrxeLydOnMBms7F48WLp8xXTU48dOxbz9zMpKYmZmRncbvcpo3wyMjIy/0w+0ClwZwq1Wh3VjPKfcdxQKMRnP/tZysvL+X//7/9FrHvwwQe5+uqr39EfhYyMDM4991y+853vLLjdM888Q3V1NXq9npSUFG666SYpHWHTpk3s2LGDHTt2IAgC27dvZ/v27QiCwE9+8hPy8vJIS0vjtddeA+D1119n/fr1JCQkkJSUxA033BBRcP3kk0+i0+nYs2cPK1euRKfTUVpayvPPP09LSwvnnXceBoOB4uJinn766Yjz3LlzJxdeeCEWiwWNRkNBQQH3339/zAHTmSIzM5PVq1dLQsbhcHDs2LEzdvypqamIyMPsWWlxJn/x4sX4fD7q6uoYHR0lLS1NEkqFhYWEQiGOHz9OKBSSeoT09vYyNjaGSqWKSqkyGo2UlZVx8OBBysrKyM3NJRQK8cujv+Qnh39CeXY5Xzz3i4x3j7Njxw7GxsbQarUUFBRQVVVFUlISFouFysrKmAXjwWCQzs5O3nzzTbq7uyOiRgv1AHI6nVitVpqamjh06BAKhYJzzjmHFStWkJaWJg2mVCoVK1asiGkUAOF6kcOHD8esL3E4HPT19Ukz34sWLUIhKCgzlnFzxs18+9xvU2wpjtqvzdPGE31P8PLYyzgCYTEiusHNlwLncrlobm7G4XCwZs0aTCZTTCvwioqKiD4ogiAQCoU4cuSIlNY2NwI02zABwqIxLy9PihzOrmPb1bOLECE25W9CrVZHWH739vZit9uxWq1MTEywyLiIZENylHB9pf0V6f8/O/wzZrQzeKaiHceSEpO4vPRyfD5flNjR6/V4vd4IAXwmBVDTeNj5sDx5YQHk9/vp7Y1snpuXlzdvk9EPIyqViszMTFasWMGqVasIBoPs37+fo0ePYrVaUSqVFBQUsHnzZpKTkzl06BB1dXXk5uayYcMG3G43W7dupa2tDYVCwcqVK6mpqUGlUjE1NUV3dzf79u2LcKXLyckhNzcXj8fDoUOHIj5nMQ1ONkOQkZH5oPEv8ZfB7/fHfMUaCM1e7/F46O3t5a677qKlpYV///d/j3H0t38Op3vcP/zhD7z11lv84Ac/iBjUtbS0cOjQIf7t306m4IRCoYj3gPCAQfx57uDh2muv5a9//WvM2XKAPXv2cOONN3L11Vfz8ssv87//+7+8+eabXH/99UA43a+mpoaamhr27dsXEUn6+te/zqOPPsqjjz7KmjVr+N3vfscFF1xAVlYWf/jDH/jf//1f9u3bx5o1ayJqJnw+H9dddx233XYbf/vb39DpdNx4441cdtllXHrppfzpT38iIyODj3/845J96vHjxznvvPNISkrimWee4fnnn6e2tpZvfvObUULpTJOUlBQRDRwaGpq31uTtcioBNDExIaW0FRYW0t/fz/T0NPX19ZSUlKBSqejq6mJ6ehq1Wk1lZaVUqxMfHx+VcqRWq6moqODw4cMsWrSIvLw8vAEv393zXZ5rfo6VmSv59rnfxqAycPTo0ai+IAaDgY9+9KPceuutCzbhBKSapH379sV0i5t9D06cOMGBAwdwOp0sXryY2tpa8vPz5015io+Pp7p6fjdAq9UaVeMBJ6M/oggwmUxSaung4CDlieV878LvcefaO0kznuwBpNVqCYaCHJo+xI96fsRO6076h/ulc5mLKH5CoRDFxcVSmtl8vZBKSkpIT08HToqC2SJobrPcWHVCKSkpWCwWXC5XxOe2vXs7GqWGNTlrgHD0UBRSoVCIxsZGqTZDKSi5vPLyqGMfGDjApGuSvX17ea3zNbQJWrw2L6Fg5Hfr7etvx6AOH3tuzZwoYGYLozMqgMaa0Kl05JkXbqrZ29sbcf8VCsUH2vr6vUaj0VBYWMj69evJz8+nr6+PnTt30t7ejs/nIzc3l82bN5OZmcmxY8doaGigpKSEFStW0N/fz7Zt2xgYGJCcLdPT0xkbG2N4eJhdu3ZFpJFXVVVJ9UCNjY0R55GVlTWvXbaMjMypEVPg3u/Xh40PfApcT0/PvIOlBx54gHvuueeU25aUlPD444/z6U9/+oyew6mO+8gjj1BbWysZKohs3boVgFWrVknLduzYwebNkTUz//Ef/yHVDX384x/nySeflNatXLkSn8/Hrl27uPjii6Pee9euXej1eu666y5pcJWUlMTBgwcJhUJUVFTMm/r3mc98hmuuuQYID1ruvPNOzj///AhBUltbS0VFBY8++igPPfSQtO3dd9/NrbeGm6NOTk5y/fXX84UvfIEvfvGLQLjOYMWKFRw6dIjs7Gzq6urYsmULv/vd76RB05YtW3jhhRfYsWMHN9xwQ8x7e6YoLCxkcnJSmqFsamoiISEhwmAjFrFqZkScTic+n08SQB6PB6vVKq2f29NDNAEQB9dLliyR/g/hfjlqtVoqtp99LEBqillXV0dJSQn5+fnYPXYe2PkATeNNXFJ8CR9f/HGOHz7O5OQkCoWCsbExKZpgMBhYvny5dL4rV65kcnKSlpaWBQ06JiYm2L59O2VlZQSDQSnCMTw8TFdXF1qtltzcXMrLy5menj7lPRXJyspicnIypkU4QHNzc4Stscvlor+/X4r+iOTn5zM2NkYwGKSvr4/CwkI25G1gTfYaXm5/mafrnw5/jgIQAl/Qxw7rDg7ZDuFKc3F55eUYjUZJ5ImfSTAYpLS0FKPRiM1mQ6fTSRMccwVQIBCQ0hBnDxhFESQ2tRWfn/kMOfLz85mcnOT48eNYLBbGPeO0T7azLmedJEzE5+Dw4cMAdHV14ff7SUhIID4+nmtqruHlvpcJcfLZDYQCPNf8HK93hg0R1HFqEMA740VrCou7K8uupLaklq194e+t6enpCDOR2QJI7C0UK4o3nwCa2yx2Lk3jTZQllaEQ5p+vE2usZpOVlTWvxfrZhsViwWKx4Pf7GRwc5NChQ2g0GvLy8sjMzCQzM1NyXxSfI7HZaVdXF5WVlWzevJnjx49z/PhxHA4Hu3fvZunSpWRmZqJQKFixYgU7d+6kq6tLqnmE8N8dn8/H9PT0KT9rGRkZmX8WH3gBlJGRwd///veY6+bmds/ednx8nP/5n/+ho6ODX/3qV9TW1p6Rczjd4+7Zs4ejR4/y17/+NWpdZ2cnZrM5IkKwfPly3nrrLennlStXct9993HZZeFGhnMHj+LM5nyDxI0bN3L33XdTVVXFtddeyyWXXMIFF1wQUyzNpaqqSvp/S0sLw8PDPPjggxHbFBUVsWbNGrZt2xaxfO3atdL/xZnv2QJLrGEQB3o333wzN998s+Re1dbWxpEjR/D7/fN2Qj/TVFdXY7PZmJmZkQamC9WanIq5BgizG2wqFIqYUbuSkhJ6e3tZuXIl+/fvx+l0Sn17RJtr8fxi7dva2irl+A/Zh/jmjm8yYB/gE0s/wYaUDezZHbb8ViqVJCYmMj4+Ls0CV1dXRwl8i8XC6tWrGR8fp7m5OWZkAsKD2sbGRqk/SUdHBykpKdTU1EgDYzG18O0MRisqKpiamor5vsFgkGPHjrF27VoEQaC9vV1yjptNWloaOp0Ot9tNd3c3BQUFCIKAWqnmI6Uf4byC8/hL01/4pe2XOFwnI1kOv4P/O/B/vNrzKqu0q0gOJePxeCLEjzjQt9vtpKamShGguXVQ4qA/Nzc3Stz4/X6ampok0RYMBpmeno55P9RqNeeccw5dXV0cP36cNl04srMpf1PEdpmZmZLj3ODgIB6PB5PJRElJCSnGFFZkruCtwZPfM6FQiB8d+BFZpizJrVKboMUz5UFr0lJoLuTmJTejVqolp7+516HRaFAqlaeMAMWqEfN6vQs+FzPeGfpsfdTmLPz9PTIyEmXX/GE0P3i3qFQqyTxBNCFpamoiPT2dnJwc1q9fz9jYGG1tbfj9fioqKrDZbOzdu5eMjAwqKytJSUlh165dUs1baWkppaWl0kTK/v37OX78OCaTifj4eARBIDc3l97e3oi/LTIyMjLvJx/4FDiNRsOKFStivmbPQs7d9qKLLuKVV14hMTGRSy65hJaWljNyDqd73GeffRaLxcIll1wStW56ejqqxiI+Pj7i2iAscsSf56ZyiPvPN2Bas2YNL730EoWFhTzyyCOsW7eO7OxsfvCDH5zyetPSTqYIidEGUczMJj09PWowFKtuYqE6KZfLxa233kpCQgJVVVV86UtfoqurC7VafcZ6FJ0KlUrFypUrpUGsx+OJKF6PxUIRoKmpKbRarSQAZtvAxkpnFA0EBEFg48aNZGVl0dTURFtbG6WlpfT399PZ2RnTZS07O5uenh6KioooLCykdaKVO1+/kxHHCHeuuZMqVRX79++P6MUhpoYlJiayYsWKBR24kpOTWbduHatWrZIG/bMR00Hr6+s5fvw4KSkplJWVSdceCoXweDxotdq3VYuhUChYvnz5vKYUVqtVahTa29tLWlpa1LMnCIJUg+NwOKLSBo0aIzdX38yjGx+lxlQT8Rl6vB4G7AP8tvu3/KL3F+xq3EUgEGDRokUR90EcdM+XAjd70F9UVBRhke31egmFQnR3dzM4OMj09PSCdW9iauPw8DDPH3yeOE0cyzOjndEqKipwuVxMTk7idDpxOp2S6cJFxRdFbDs8M8zgzCA2z8nolNasxTPtQaPUcGftnaiV4edDFPSxvnPmGiGcbgqcz+db8PlrGQ9/v57KAGFuWmRSUtIpbczPdkwmE5WVlVKvsLq6Ovbv34/P52P16tUsXryYoaEhxsbGJGvsrVu34vP5uPTSS8nOzqarq4v6+nqpaWpKSgqlpaWSsYxoCpKTk8Pg4OC7aj4tI3O2EgpB8H1+fRhT4D7wAujdYDAY+NWvfsXMzAyf/OQnz9iA+nSO+8ILL3DFFVfE/OOenJz8rvv4iDPjC6UVXXjhhbz66qtMTk7y/PPPs3jxYr7whS9w4MCB034f0XZ3rrUshAf2p5vWNB933HEHzz77LM888wx2u52Ojg5++9vfLjgoei+Ii4uTbKch3A9mPnF5KmbX//j9fmngHQgEYjYVTE1NpbOzk8WLF+NyuRgcHGTx4sUUFBSwa9cudu7cSSAQiEorEiM5hYWFFBYWcqD/AF9782sEQgHuW3cfmmGNVK8y9/3OOeect/X7kJaWxsaNGykpKUEQBGZmZujo6KCzs5O4uDgKCgpITk6mo6MjoreSx+MhFAq9o2iaXq+nsrJy3vVNTU00NjYSDAajoj8iubm5krDp6emJuU1pbimXpV7GbTm3UWIMH0cUJwICzRPNvBp6lYG0AbTGyGiFmB43Xwrc7EG/UqmkoqJCEkGiKNVqtRw5ckRKeYyF0WhEo9FQWVnJZGCSztZOViStiOjHI5KYmBhhjR4MBqXPennGcpL04Sis2+em3xauzRhznkx11Jq0BP1Bbii5IcLyWhRAXq83phHC2xVAYt3jQr/rTeNNCAiUJpXOu43NZosyj/hXif6EQiECgcA/bbInFmLj5tWrV7NkyRJsNhu7du1iaGiIiooKli1bhs1mw+l0kpGRIVlnr1ixgtraWvr6+mhsbGT37t04nU5KSkokQxcx+qvT6bBYLHJPIBkZmQ8MH/gUuHfLihUr+M///E+eeOIJfv3rX8e0lT7Tx7VarbS3t/PVr3415r55eXk4HA4mJyexWCzv6P1FB7bZLlOz+fKXv8zOnTs5cOAABoOByy67jJycHJYuXUpfXx/nnHPOgtbFIqWlpaSnp/P73/8+4ho7OzvZt28fX/jCF97R+Yvs3r2bzZs3c8UVV0jLDh8+LNVu/DPJyMggOTlZEixtbW1SNG4u80WAQqEQ09PT0iB3dHRUuo6JiYmYfWx8Pp/UQ2Pv3r0EAgHS0tJYsWIFf/jDH6ivr2fp0qURqUIGgwGHw0FhYSFFRUW80PoCPz38U1IMKXxh6RcYbhyO2YE9IyOD6upq+vv7qa+vx2q1RvWWmQ9BEDCbzWg0Gql2RYyGzHZ5stls7N69m6KiIima+E7TCXNzcxkYGIjZj8flcrF9+3bWrl077++RTqcjLS2N4eFhhoeHY9rxGo1GKaJ6XcZ19Lp6eWPiDWwuG3a7nVAoRJwxjjpPHX19fVyacikFhnBfE1EAnU4ESBQFovHGnj17gLAACoVCHDhwYN5eR+L1KZVKphOnIQTJtmSpZ9FsxPRJQRBQqVQYjUb6+vrIy8tDqVCypXALT9c/TddUl1QPNOmaxBfwoVaqERQCy4qWUamPFJ+zU3anp6cjzAv0en2EuD8dASQa2SwogMaayEvIw6iJdiUUme1GCeHfjdlR7PeKUCgk2ZY7nU5cLpdkQx7rJVruz10molQqUSqVqFSqqP/P/Vf8v1arxWAwoNfrz0i9k8FgoKysjNLSUkZHR2lubsbr9ZKTk0NhYSEdHR3hNFK1mkOHDpGRkcFll13GG2+8wYkTJ3A6naxatYqamhp27tzJ8PAw7e3tFBcXU1xcPK9pj4yMzPyEQgKh0MKtN/4Z5/Bh4wMvgDweD/v37593fVVVVUzL3tl861vf4plnnuGrX/0qV1555RkrxJzvuCdOhLuoz+03JHLBBRcA4QGQWOMzl1PNCO7evRuDwcD69etjrj///PP53ve+xy233MJNN92E1+vlu9/9LomJiZx77rlAeECzb98+tm7dSk1NTczjKBQKHnzwQT7xiU9w3XXX8fGPf5zx8XHuv/9+EhMTJXODd8qqVav44x//yBNPPEF5eTnHjx/nW9/6FoIgLOgw9l5RUlIiDbaHhoaYmZmJmfo1HzMzM/j9fmmwODAwAJyM/qSmpkZsbzKZmJycZPPmzXR2dkpWtUuXLpXS8MrKymhtbaWwsJCkpCSUSiVer5fi4mKKior45dFf8lzzcxRbirkp5yZ6TvREPT8KhYKKigqpIWF2djaNjY309vaeUgD5/X76+vro6+sjKSmJdevWcf7559PR0UFra2tMoRoKhWhvb6exsZFAIPCuBmfV1dVs3749SqyPjIwwOTl5yt///Px8hoeHCYVC9Pb2RthFi6SlpUlpVLn6XG5MuZFDI4c4qj6K3+iXBM6kb5LfDf6O5QnLOS/pPASXQDAYPO0IkEhFRQWtra309vZKgmxmZkZKOZ0rgsTnKRQKcXzqOOl56Zgx09raSllZWcS2HR0dUv2YwWBAoVDQ2tpKTk4OCoWCC4ou4LG3HsPuPdl0NkSIcec4GfEZJOoT+fyKzzMyOBJx7Nnfm1NTUxFpsQaDISoKo1AoIq4/lgCC6IbWIoFggFZrK5vyNsVcL96PuRbLeXl5p+zTdTqI6ZuzBY74f/HnWN/TokCZ+1Kr1TGXC4IgOX6Kwkj8v2gvPnvZfH8bFAoFer1eEkTiv+L/dTrdad8XQRBIS0sjLS0Nt9tNf38/J06cICkpiYyMDPr6+lCr1YyOjjIyMsL69eupr6+nrq4Oh8PBihUrWLlyJbt27aK5uZm0tDQSExNPe7JFRkZG5r3mAy+AhoeHWbNmzbzr33rrrXln6UWSkpJ44IEH+NznPsd9993H97///TNybvMdVyx6n29WuqCggGXLlvHSSy/NK4BOxcsvv8xll102r4XsRRddxO9//3seeeQRrrrqKgRBYN26dWzfvl36I/S5z32OQ4cOcfHFF/OrX/0qokP9bG655Rbi4+N58MEHueKKKzCZTFx00UX8z//8T8zaoLfD9773PXw+H/fccw8ej4eCggLuueceGhoaeP7552Omfr2XJCcnY7FYpBTDtra2mOJw7mBcnPEWU7/MZjMej0d6FsbHx2PaKrvdboqLi/H7/VIKVGVlJUNDQzQ0NJCQkIBarUalUtHZ2YnP5yM9PZ3S0lLyCvP47p7vsrtvN8vSlnGu9lwGO6P7bcx1eYPwoDMjI4PBwUEqKytjDkLdbjddXV2Mjo6Sk5PD2rVrI2pyRIvnheqlxAah8z1bp4M4K93Q0CAt8/v9jIyMEBcXx8DAAIsWLZpXZCUnJ0tubj09PVIa32zENEQIp3g1NzcTL8Tzi0/+gu+/8X12TeyKGHgenj5Mm6ONy1Ivw+VyYTQaUalU85ogQHRUJCMjg/T0dDQaDT6fT3IH7OzsRK1WR9SwiN8l3VPdjDpH2bJiC0n+JNrb20lNTZV+p8WaLCCiblCslcrPz0en0kWIH5Ex5xjpcen816r/ojipmM7mTpxOp1TDZzQaJSOEueYUYgrc7H5QpxJAYprefAKoe6obt9+9YP2P1WqNinS+k2ctFAphs9mYnJxkcnKSqakpnE5n1DmrVCoMBgPx8fGkpaVhMBikl16v/6ek7s5uj+B2uyVh5nK5pP9brdaoZ1EQBHQ6nSSITCYTCQkJ0nfMfOh0OmmyZXR0lK6uLlQqFfn5+YyMjDA9PU1bWxupqalSg+mZmRmWLVtGdXU1HR0dZ1UvJhkZmX8NPtAC6Mknn4ywfj7Vtgtx++23c/vtt8dct3379jN63GuvvZZrr712wf2+/vWv88lPfpKHH374lDPYc+nu7ub111+PcI2LxfXXXy/1/YnF5s2bo+oi5ptdvPrqq7n66qvnPdYtt9wSlV64adOmqOPl5+dHLEtMTOT3v/99zGP+5Cc/mff93ktKSko4ePAgEI7giA5Hs5lrZS0OvsXUII1GI7mTBYNBxsbGoiKCCoVCaky4b98+gsEgKSkpGI1GXnrpJbRarTQwSUpKkqIqubm5ZOVncd+2+6gfq2dj5kYWexZjc9iYi5jyFmuAk5eXx8DAAAMDAxGD5ampKTo7O3G5XBQUFFBWVjbvzHF8fLxUBzCfy1cgEKClpYXU1NSY4uN0KCgoYHBwUBp4j46OEggEyMzMxOfzceLEiXknQkQzhMbGRtxuNyMjI1HCXYysud1uKe2npKSEhLgELs+9nBJdCc+PPc+o52QfHpvfxlODT+HY5+CODXegVCpPKwVOxOFwUFJSQnZ2tmRdDeHfwba2NsrLy6UIjiiG9veHo+FrctZQYa5g586dHD16lI0bN6JSqejo6JAG7RUVFTidTkkQtbW1kZuby5PHniRBm8CoI7IXlNvvZlHiIslYwWKxMDIyIkUNxWWjo6NMTU1FiB29Xk8wGIxwdZt7P0KhUMQ+ogCaz+jidBqgihHW2ed3Ok2vvV4vVqs1QvCIn5VKpcJsNpOcnBwhbgwGQ1Qj2fcDhUKBRqNBo9EseK1irdZcceRyuRgeHo7ozWMwGCQxlJCQgMlkikoVnR0VstlsdHZ2IggCGRkZUsNdCEds6+vr2blzJ5dccgkbN258b26EjMxZwgehD8/7/f7vBR9oAfRh5qqrruLRRx/l8ccf584773xb+373u9/l3/7t3+ZNW5N5d6SmpmIymbDZbIRCITo6OqLsW+dadIsDo9kGCOLAc2xsDJPJFDEAFtNali1bFtHwtKysjDfeeAOfzxcRQfR6vej1ej760Y/SO9zLbb+8jan4KbakbaHQVoiPk0XvEJ3yFoukpCSMRiP9/f3k5+czOjpKR0cHarWaoqKi065PEwSBzMxMsrOzGR0djajXEQe5Go2GlpYWpqenpc7ybwdBEKiurmbnzp34fD6Gh4cxGAzSvR4aGmJoaCjKGVIkJydHsrHu7u6OEkAKhQKLxcL27dvxeDwUFxdjNpuZmJjAaDSSqcvk1uxb2TO5h92TuwmETgqbrT1baX2plVWsYln8sojjzpcCFwqFcLlcmM1mKioqohrwBgIBWltbqaioID09XXp29vfvR6fSUZ1ejUapYfHixVITy4qKCmlCQ5yh9/l89Pf3EwwGcbvdvHnkTV7rfI0EXQIapQZv4ORzrBJUJOhOprmlpqYyOjoaUwD5/X5mZmakqObsXkCiAJqvDki8Dz6fD5VKNa8gbhprIkGbQHpc7ChzMBiMKqqf2xoBwvfabrdHCJ7Z6bVxcXFkZmaSmJiIxWIhLi7ujKTQvd+IImm+lG+n08n09LT0slqtEfdTq9VGiKKEhARJcJlMJpYuXYrH46Gnp0eqCbRarVitVnJzc4mLi4uZIRAKhbA73ExOO/H6/pEGqVJiNhkwxelRKP71772MjMwHH1kAvU8IgsBvf/tbNm7cyC233CJZE5+KxsZGXnjhBY4ePfoen+HZiyAIFBcXc+TIESAsZMrKyiKiKLEiQGIfl/T0dKxWKw6HQxqkza078Xg85ObmYjAYpNn/iooK3nrrLYaHhyPMLbxeL3a7ndWrV2PONvPj7h/T3tPOppxNFJqi3a5ipbzNR3p6OkePHiUQCGA2m6murj6tGfS5hEIhjEYjq1evpqenh4aGBikiACfTnMQu8qtWrXrbkc/4+HgWLVrE9u3b8fv9UdbwJ06cIDk5OWa0S6PRkJmZSX9/P2NjYzgcjoj3DwaDDA8P43Q6KSgokMSf1WqVtlMKSjYkbqDUWMrzY88z5A4PFgOBAFaXld9P/J4GRwOVyyoxaU3SOpHZgsDtdhMMBqV7nZSURFJSUkQdjdfrlfo7AYw6Rumc6qQ2pxaNMiy4c3JyGB4epre3F7vdLkVcCgoKUKvDvXtycnLo6ekhEAzwo1d+RKgghEKhINmQzKD9ZMpktimbYyPHmHZPk6BLIC0tjba2tog01NnP1OTkpCSAxGiBKOrmXu/s+zxbAC2UetVmbaM0qXReMTI+Ph4xESEKcfF9xsbGGBoaYnh4OCLaJDbpFJuD/rMdJz8oiNGt2ZMGbrcbm80WIYxGR09GCsXUzMTERJKSkrBYLCxatIji4mIpGqfRaPB6vVx44YVRUSSH00P/yCSBwJx0SH8Ap9vL8Pg0malmTHGxU7tlZGRkzhSyAHofKSoqikhDOB0qKiqkyILMe0dmZiZNTU24XC6CwSATExMRs5lzI0BarZbJyUmCwSCJiYnSZzQxMRGVquJ2uxEEgYqKCo4ePUooFCI9PZ2JiQnq6uqiesWMjY2xceNGdOk67nr9LiZ9k1yz5BpmWmYYUkVGPdLT01m6dOlpDeqmpqYkQbBy5cqY5gBvF0EQyM/PJyEhgUOHDkVEgERmZmbYtWsXy5YtizKFOBUFBQX8/e9/R6/XR0WoPB4P9fX180ZG8/Pzpd+3np6eiJTEuro6PB4P2dnZEZMRVqs1usGqNo1PZH2C/VP72WHdIYkcQRA4Zj3GZ1/8LJ9e8Wlqc2ojBNDsCJDomGYwGCTnwIKCAknszt5ObCAppr+tzj7ZWBjCKUfj4+Ps2LFD6sE0O2pTUlJCX18fe3v3Mjw1TNxYHMY0IymGFIbsQ4QIEaeOI8WYgj/oZ2vXVq4svxKTyYRarWZ8fFxyVZt9z6empsjNzQXCYken051WM1Tx2VxIAHkDXoZnhlmXuy7meoid/iZGMUZGRvD7/SgUClJTU0lNTcVisUiNOWVio9Pp0Ol0Eb+XPp8vQhRNTU3R1tZGW1sbgiCQkJBAUlISiYmJrFmzBpvNJtUbzWbG6aZ30Lrg+weDIfqHJ8lMDWE2vf2JGBmZDyNiL573+xw+bMgCSEYmBoIgkJKSIgmZ8fFxSQAFg8GIPiui3fDo6ChqtZq4uDgGBwclh6q5Rdk2m43Vq1czODiI3W5Ho9FgsVj461//Sk5OTsQM+eDgIJs3byaYFOSrb3wVp9vJJYZLyFZnY19kp7m5GY1GQ0pKyilT3kTsdrtkuLBq1SqCwWDEoPudMLfWy2KxsH79ek6cOIHL5YpKefP5fBw4cICysrJ5e/jEYmBggKysLDweT8yBbH9/P1lZWTGFlcVikVIb+/r6KCsrQ6FQ0NLSQl9fH+Xl5QwODkbUrbhcrpgDeaWgpNZSS6mxlFenXsWBI+zmFQoy7ZnmoT0PsTZ7LauUq6R9Zt8DUSjo9XrJOVChUFBSUiLVKol4PB5OnDjB/vH9KAUlKzIja500Gg1JSUmSacVFF10UYQih1+sxJhvZsXMHAM4RJ4YUA1qVFpPWhM1jI9+cL93PVzte5YqyK6Saj9HRUUkAqdVqyVBiPiMEkVNZYS8kgAZsA4QIkWPKibk+EAgwPDxMIBBgampKsnMXXRTT0tLIyMggNTX1badbykSiVqulCKWIWEM1MTHBxMQEnZ2dUhqnxWLhnHPOiThGIBCkbyjyeVmIwdEpDDoNGo382cnIyLw3yN8uMjLzkJycHBHJEYkV/REEgdHRUVJSUhgaGiIQCDAxMYHP54uwfp2amiIhIYHk5GTJaKGoqIiXX35ZKrqG8OCwq6uL8847D6fFyUPbH8Lv8nOZ8TIy1OGIT3x8PIWFhfT397Nhw4ZTih+Hw0FLSwter5fS0lJpNj8lJUXqu/Ru3JrmChKNRkNRURFDQ0Pzzro3NzczPT3N0qVLTzlQFU0gUlJSyMjIiKqbEamrq2PTpk0xj5efn09dXR1er5fBwUGCwSCtra2kpaWxZMkSXC4XY2NjEfvMTXecTbImmRvTbiRQHOCHO36Iw3eytmRv/1622bZxifkSigxFMQWQwWCIEBIqlYrS0lIaGxslgaDVamnpaGF/935ql9YSp4m0ZRdrXFJTUxkbG4tywwuFQrw5/Sb+UFjYBX1BnGPOcBTImIJercegOTnbPmAfoGGsgcWpi0lNTaWhoSGiBs5iseBwOLDb7RHpcW+3F9BCAqjPFu7tM7sR6+z9jh8/TlNTk2TGoFKpWLduHbm5uaSkpPxTnSPPRjQaDenp6dKkkOgMODExgcvlivp9n7I733azV6vNQXrymWlZISMjIzMX2ZvyDLF//342b96M0WgkLS2Nj3/84xG503NxOp3cdddd5OXlYTAYWLNmDa+88krUdunp6QiCEPUaHh6Wtrn33ntJTU0lLy8vyrUuFAqxYsUKnnrqqTN2rWcLs2c8bTabJHzmDog1Go2UOy9GjUKhEAMDAyQmJkqDsWAwyNTUFMuXL5csndPT09mzZw+CIEjv5/P5aG9vZ8OGDUyYJvjWzm8RmAlwZdyVZGgji/yLi4u56qqraG1tnbfJoMvl4vjx4xw7dozc3FxWr14dkcqUlpYW09r47RBrcOPxeFAoFFRWVrJkyZJ5RdDQ0BB79uyJ2bh1NgMDA1Kn+bKysnn7M7lcLlpaWmKuy8rKkoTI0aNHqaurw2KxsHz5cgRBiNmnxOl0LiwMQ3BR/kV8fenXydNFNiZ2+B38YegP7LTujDiGKBT0en3UfddqtSxatAiFQiFdY+tEKzODMxQpi5jL6OgoTqeTnJwc0tPT6ezsjBDp+/r3cWziGPrkk3UVjmEHoWCI4sRiKlMqo475Snv4uyglJQWPxxMRIRSfnVAoJNm+i9dypiJAfdNhAZSTcDICZLPZOH78OK+99ho7d+7EZrORnJzMokWLuOiii1i1ahXp6emy+HkfUKvVpKamUl5ezrJly6ImH6xTb7+n29S0k+CHMe9GRuZtIrrAvd+vDxuyADoDHD58WBI/zz33HA899BCvvfYaV1xxxbz7fOITn+AnP/kJX/3qV/n73/9OcXExl112Gbt27ZK2GRkZYWRkhO9973vs27cv4iUOll988UUefvhh/vd//5cvf/nLfOpTn4rol/L000/j9/sXtMOWiY1Op4solBejQLEMEMSogU6nk1JyPB5PRD3J8PAwBQUF2O12HA4HOp2OgYEBhoeHyckJD/R8Ph8tLS2sXbuW/rh+Ht37KCqHimst15KkiWyOmZuby9q1a6moqCArK4sDBw5EnJvH46GhoYHDhw+Tnp5ObW0tycnJUdcppouJPYveKXMFjijIjEYjeXl5rF27dt5ePTabjb1790YMoGcjWkPrdDqys7NRKBRUV1fPey5dXV0xG+mqVCqys7OZmZnh0KFDhEIhVq1aJQ2aYwmgycnJUxpDOBwOMuIyuCnjJj69/NPoVDrpvEOhEDusO/jh8R8y4w3fk9kpcLNFhIjRaKS4uFgSQC3jYUGnGddEuOxB2BYfwjVGmzdvxuv10tjYGH4fn4ufHv5p+JhpRukbP+QP4Rx18unln+ai4oui3n9P3x7sHjsqlYrExMSIZ2OuEYLIGRVAtj5SDClolVpGRkbYt28fO3bsoK+vj5SUFNLT06mpqaGgoACz2Sz9/sh88AgGQ/j80Rb5p9wvFML/DvaTkZGROR1kAXQGuPPOO1m6dCl/+9vfuOCCC7jlllt47LHH6Ovro6urK2r7jo4O/vjHP/Kd73yHz3zmM5x//vn8+te/Jjc3l8cff1zaTnR6u+qqq1i9enXESxw4vPHGG2zZsoUbb7yRz3/+81RUVEh9jbxeL3fffTff+c535MLfd8hswSAOPGNZYItW16Ojo1Ltj06nk1yyxOL20tJSyao4GAxSV1dHcXExCoUCv99PS0sLy5cvpz2unZ8c/AlxrjiuS76OeNXJJqqCILB48WKqq6ulQebixYuJj4/nrbfewuPx0NzczIEDB7BYLNTW1ko1HLEQa5DerQCaiyhARBGZmJjIhg0b5nWnczgc7N27NyKNSmR4eJiZmRnpXonHmy/tLxQKSXVOc0lOTqa1tRWlUklqamqEQYPZbI76XbHZbKfs/+JwOFAqlQiCwAUFF/B/F/8fheZCQrNmsI+PH+f/vfL/6JzslOyiF6q/MpvNrFy5El/AR8dUBxlxGcRrwp+xzWaT3leMNJtMJsrLy0lPT6evr4+JiQl+f+L3TLjCwl2pUWJIOSnksv3ZrEhfwQVFF0S9t2iGACftsEVmW7rPjQCJfZ+AmJGY0xVAPdYe4p3xbNu2jYMHDzI9PU1JSQnnn38+GRkZxMfHS+cg1vzIfDB5u6lvswl+GKedZWTeJu935EeOAMnEZGJigu3bt/PZz3424g/+VVddRV9fX8wBWnZ2Nm+99RY33nijtEyhUKBSqSJm8I8dO4bZbI6wRJ6LIAhSDw4ID2bFAcjjjz9OXl4eF10UPcMrc3rEEkBzB+hiBCgpKYn+/n4mJydxuVwR0Z++vj6qqqoi+rTs27ePoqIi6TNraWmhtKyUxvhGfnf4dyR5krgu9Tr0ysjPd82aNVHPldgnp6uri2eeeQaj0cj69evJzMw8LfGblpbGzMxMTPFxOsxucCkiRoBmp6rpdDpqa2vnnbF3Op3s3bs3KnrT2tqKRqORXMdERNezWMxunCri9XppamrCaDRSUlKC1WqNMD1QqVQx+6bMbXAa67zFtB+/309aXBoPX/AwS01LpW0EQWDYMcydr9/J/pH9UvRnvgGiIAhUVVXhM/vwB/yUJpdKxz9w4AButzuikbFoC7548WJUKhWv7HmFvzX9LeKYhjQDKEClVLElf0u4J1JcOkvTljKXV9pfIRQKSf1dROMPhUIh3aO5ESBASmWczwVOJJYAcrlcnKg/wfF9xwmOBBEEgSVLlrBlyxbKysqkqOls5LS3Dzbvpq+PSikPUWRkZN4b5G+Xd0ldXR2hUIjU1FRuvPFG4uPjiYuL46abbpq3pkKr1bJixQpMJhPBYJDe3l6+8IUv0NHRwac//Wlpu2PHjmGxWLjqqqtISEggLi6O6667LqJZ3Zo1a9i+fTutra0cOHCAEydOUFtbi81m49vf/jYPPfTQe34PPszMrgOamZmJqocAIvrdiM5tgiBI4knsz2I2myVb7cOHD5ORkYHJZJLET3ZONvWWep6re468UB7/lv5vqBUnB4gmk4n169dHnJP4/p2dnezfv58lS5ZgsVgwGo1vK+onzqCfyShQLAEE4YHx0qVLI2yoZ+Nyudi7d6+0/8jICDabjaKioqiBrkqloqysbN5zaGpqkv4fCAQ4cOAATqeTLVu2EBcXh9/vjxpQx0qDm+36FwuHwxEhgAA0Sg2XpVzGpamXohSU0ufh9rl5bug5Xhh5gTHr2LzHjI+PR6VSMaQbQpeoozSpVFrndrvZu3evFGFWqVRSE1C9Xs+i0kX88egfmRmOrAtTqsNRoI25GzHrzHR0dOD3+2OmwfXb+2kcayQuLg69Xh9hDiHWAbndbknwiAJIFNFvJwVucnKSw4cP8+abb3K44TAKg4J1a9axefNm8vLypM/d4/FEpQDGan4q88FBEARMcbpTbzgHvU6NSiULWxkZmfcGWQC9S8RBwSc/+Un0ej1//etfeeSRR3jxxRe55JJLIv7gx+LBBx8kLy+PH/zgB3ziE59g06ZN0rpjx47R39/PypUreeGFF/je977H9u3b2bhxozRDfs0113DVVVdRWVnJ5s2beeCBB1i+fDkPPvggGzduZPny5XzpS1+irKyM6667LmrwILMwWq02op+Fy+WKMhtwuVwolUpsNhtTU1M4nU7MZjNqtZpQKCT1nBkdHcXn89HU1ITBYCAzM5NAIEBbWxsmi4mj5qO82vAqSzRL+GjqR1EKJ//4Z2Zmsm7duohalFAoRG9vL7t27SIYDLJu3Tqqq6spKyvjyJEjpxy0z8ZkMqHT6d6xAJodAQqFQvj9fqkOSjR/mJiYYHR0lKGhIfr7+1GpVJhMJgYHBxkeHmZsbIyJiQmmpqYYGxvjjTfeYHR0lKamJlQqVVTjU5GsrCxMJlPMdRMTE4yMjBAKhTh8+DBTU1MsWbKEqqoqafB9OgJoISc4OJkCBycFUCgUIhgMssy0jFuybiHVGK61EqMgB6wH+Nb+b2Hz22Ie02w2EwgGODhwkNLKUsrzyiPWd3d309jYSDAYJCcnJ6LwvNnfzFhwDMeIA787MnpVvqictXlrgZNug+dkn0OCNjry9WrHqwCSHbbIbBMNcaJHo9GgVCqlOqDTEUBOp5M9e/awe/duRkZGyM3NJXdpLpZiC1WFVVH7Dw0NRUTM1Gr1aTeRlnn/SEx4e02Pw/vENjmRkTnbEPsAvd+vDxuyDfa7RJz5X758OT//+c8BOO+88zCbzVx//fW8/vrrXHjhhfPu/5GPfIT169dz6NAh7r//fvr6+nj11fCg41e/+hU6nU5q7Lh+/XoqKytZt24dv/nNb/jMZz6DIAg88cQT/OAHP0ClUqFUKhkYGOCxxx7jrbfe4rHHHuO1117jz3/+M//zP//DZz7zGf70pz+9x3flw4VWq5VmuT0eT5QAcjqdxMXFMTExIQ2mxejP2NgYarUahUIhubv5/X5KS0sJBoO0t7ej0Co4bDlMfUc9G80bqTXXRkRvYvXKmZycpKGhgaSkJNauXRuRSlRcXMzo6OiCTUFjkZqaSn9/P36/f15L6lAohMfjwel0RryOHz8uRUGCwSCBQIDDhw9LNs4LoVKppEL+uezbt49QKERBQQGvvfYaKpVKeun1euLi4oiLiyMjI4OJiYmYNSWNjY0MDw8zMjLCokWLpDS6jIwMent7mZiYwO12S0J3boNVCItc8XOMxdwUuNn/AmTqMvne5u/x/YPf50DPASBcu9Ix1cHPpn7GVWlXUWCITGu0WCw0jTdh99o5v/B8Vi5eyZ49e6QI5MjICE6nk+7ubs477zxpv0nXJL+p+w2mXBPWZiu2XhuJi06Kuv9a+18wDu3t7UC4JjE/P58thVt4tunZiHPY3bubTy37FKmpqRw7dkwSunONEMRmvLONEBYSQA6Hg9bWVqampkhMTKSsrIy8vDw0Gg1/agh/P8XqATRXrGZkZLwr63aZfw56nYZ4ow67Y2GnRxGdVv2OokYyMjIyp4ssgN4lYpH7ZZddFrFcrLs5duzYggJI7K8hFof/x3/8B3v27KG2tpY1a9ZEbV9bW0tCQgLHjx+PWD57kPmNb3yD66+/ntLSUj71qU9x8803U1lZyR133MHatWsjenfInJrZBfDT09MRs9hKpZKZmRmpnsPhcKBWqzGbzfj9fvr7+yktLcXr9dLS0sLMzAyVlZUoFAo6OjrwhDzUmeroHujm0pRLqTGdFCwqlYply5ZFFHh7PB6amprweDzU1NREuNSJCIJATU0NO3bsiNmIdT7S0tLo7e1lZGQEo9EYJXKcTqeUwjcb0Q7Z5/NJg1ExYjJffc5sUlNTEQQhpmHI6OgoXq+XJUuWEAgECAQC0rGnp6cjtu3o6MDpdErd7MVXZ2cnRqORlStXUlp6Mo0sMzNT6vM0NDQk1VWJ7n+z65DUajUulyvm/YZwNEO8L2KEZ3a9C4DFYOGbm7/J/775vzwz9QwAwUAQJ05+P/R7NiVuihC/FouF19peA2B1dtj45JxzzmH37t2Mj49LqWZiT6NFixYB8PMjP8fpc6I2qDGkGnCOOHFNuNAn6bmw6ELKU8rxJnjp6uoiEAhIUaALii6IEkC+oI9t3du4tPhS/H4/09PTmM1mDAYDWq0Wj8cTYYQw+77FEiZer5fm5maam5uxWq2sWbOGmpqaiN+xPlsfCdoE4rXxEfu63W6sVmvEMjn97V8DQRDISjPTNzSJw7VwNFWnVZObmSQb98jIyLynyALoXSLOzM9NkRHTj2INALu6uti6dSs33nhjRHrVypUrgXDB/NTUFH/5y19YvXp1RK1EKBTC6/XGtDMGaGho4I9//KPUB2V0dFRK6bFYLAQCAcbHx2XXpLfB7MHZXMtin8+HIAg4nU4GBweBcO8UQRAYGBhAo9FgMBjo7OzEarVSWlqKXq+ns7OTccc4xxKPMTk1ydVpV1MedzLFKS4ujpUrV0r1M6FQiO7ubnp7eyktLZUaEM6HwWBg8eLF1NXVkZiYGPGczSYUCjEzM8PU1BTj4+M0NjbS3d09b7pZLMRIx2xRLUYB5nvfuYj3rKurS0pxcrlcOJ1OLBYL7e3tlJaWztv7B8K24PX19czMzEhRuunpaUZGRkhISCA3N5ejR4+SnJwsdbbXaDSSgJhtLCE2+xRRKBR4vd55BRCcjAbHigApFApJEFyUcRGMw5vON7ETjuaEQiG2TWxjwD3AR1M/Spw2DqPRyL6+fSRoEyhLDtc56fV6Vq1axW9/+1vp2KmpqbS0tKDX67Hr7Ozs3SmtM2YYcU+6sffbSU5J5uPVHwfCz3RhYSFtbW1AWDyeX3A+1WnVHB+JnFx5pf0VLl90OcnJyYyMjEjRH7PZzMjIiGTkIAgCRqNREimzn4dQKMTY2Bi7du3CYrGQmJgoORnOddjrt/XHjP7MbVCr1Wqj6uFkPrgoFApyMxOZtDmxTjnw+iJTM1UqBYkJcSQmGOSonozMLD4ILmzv9/u/F8gC6F1SXl5Ofn4+Tz/9NJ///Oel5X//+9+BcNraXLq6urj11lvR6/XccMMN0nKxEao4KPjsZz/Ltddey29+8xtpm7/97W+4XK6IWqHZfOUrX+Hzn/+8NOufmpoqNU0dGhpCqVTKg4a3yezo2lwB5PV6EQQhojYoJSUFp9PJ0NAQRUVFDA8P09PTQ0FBAUlJSXR1ddE93s0R0xGC/iDXZ1wfkf6UlpZGTU2NlM5ltVppbGwkJSWFdevWnXb0Licnh+HhYY4dO8bq1auB8Cz61NQUk5OTTE1NMTU1FeVwNl9D1fmIZXssTgjodDoEQUCpVM77UigUBINBEhMTiY+Pp7m5Gb/fz+TkJIIgSMK9paVlQRFkMBhISkqS+jWJFtFarZaUlBS6urrweDz09/dL24s1Wx6PJyINTnT0m82paqrEaxbv5+wI0OyUQpfLxSLjIpbkL+EHR37AqOdkbU2ro5Wf9/+c2ypuo2e6h1HnKFsKt6AQTg4I9Xo9FouF0dFRVCqVlLJ3/PhxXve/HnFOCqUCU66JqfYpNhs3R0RVCgsL6erqwu/34/f76ezs5KLii6IEUJ+tjzZrmxQhFKNoonV6IBDAbrdjMpkwGo309YWbmIrP7/T0NL29vbhcLkpLS1mzZg0qlYrp6emolMVQKESfrY/N+Zuj7u9cASRGDmX+dRAEgcQEIxaTAZfHh+8fIkilUmLQaeTPU0ZG5p+GLIDeJYIg8PDDD3PttdfysY99jFtvvZXm5ma+/vWvc/XVV1NTU4PNZqOxsZGioiJSUlLYuHEjmzdv5nOf+xxTU1OUlpaybds2vvvd7/Kf//mflJeHIwF33XUXDzzwAGlpaVx00UXU1dVx//33c+mll3L++edHncuOHTvYt28fv/vd76Rll156KY8//jg1NTX88Ic/5JJLLpm3vkMmNrNnqOc2xXS5XKhUKmmwbDKZ0Gg0NDY2IggCKpWKo0ePkpGRQV5eHt3d3ZzoPcFx03GMOiM3Zd5EhjZDOl5JSQmlpaUIgoDb7aapqQmfzzdvuttCBINBsrOzefnll5mamkKpVEq1TPNhNBoZHR0lGAwuOAurUqkwGAwYDAZ8Ph8zMzOsWrUKvV6PSqXixIkTpKamsmbNmlNGq+YyNDTErl27CAQCpKSkkJ2dLaW/KRQKKisrUalUOJ1OKdrjcDik67VarbhcLgYHByV3NIVCwdDQECkpKdKg2+l0SgN/CIvDqqoqkpOTYzY+ndv/aS6iABKFz2xhOTc6plQqMQQMfDLrk7w49iIn7Cek9ZO+SX7W/TM2a8IiYE12ZCpsb28vJpOJ/Px8SYBDuFnqwbaDJJYlolCd/Oy0CVoqCyvJCGYwNjYmmQZoNBoKCgqkKFBnZyebzt2ESWvC5ok0Zniz801uWXwLdXV1eDwetFptlBGCKIB8Ph8+nw+Px0NLS4skdAoKCli6dCnJycmMjY1Jwng2485x3H53VAQoFApFGbjI5gf/ugiCgEGnAd3C/bVkZGRk3ivkkfAZ4JprruHvf/87//3f/83ll19OYmIin/70p/nWt74FwJEjR9i8eTO/+tWvuOWWW1Aqlfz1r3/lv//7v3n44Yel9JuHHnqIO+64Qzru/fffT1paGj/+8Y/5v//7P5KSkrjtttv45je/GfM87rrrLr72ta9FFCjfcccdNDQ0cMMNN7B8+XJ++ctfvqf34sPIbAFks9mkwbHT6cTn82G1WqV6jJSUFEZHRxkdHaWgoIDDhw8THx/PokWL6O/vZ1/LPhpNjaQmpXJjxo0kacLROKVSydKlS8nMzCQYDNLV1SXVD72ddEW3283o6CgjIyOMjY0RCATw+/0cOnSIqqqqU6aWGI1GQqEQLpeL1NRUSeTMfc2+J2NjY7hcrgih4/P5JJe3t0tGRgZmsxmFQkFmZiZqtToiUtDT08O6desilonn7HA40Gg0vPrqq5I5gkggEGBgYCAivU+0mhbtsBMSEqS6oMbGsAV0YmIicXFxKBQKXC7XvHVNcyNAc/sLiYhNUKemplAr1Hw09aNk67J5bfw1AqF/1A8pAvz0yE/JTcilOr064jrF3j9paWlkZ2fT29tLMBRka9dWAp4A093TmItONnQVEPjqVV+l82gnJ06cYOPGjZLwKCoqiogC9XT1sDFvI8+3Ph9xbTt7d3LrsluJj49ndHSUnJycKCOEvLw8jEYjgUCAgwcP0tnZid1uJzMzk4yMDJRKpXRP5muC2mcLR49yEiIFkN1uj0ozni8NWEZGRubDRDAYfr3f5/BhQxZAZ4jLLrssyghBZNOmTVHNDk0mE4888giPPPLIvMdUKBTcfvvt3H777ad1DgcOHIhaptPpIlLoZN4+cwWQONC3Wq243W5stvBsuVqtxmg0cujQIbRarZQKVFlZyejoKK8efpV2czsFOQXcmHEj8apwOpJY12EymZiYmKCxsZG0tDTWrVt3SsEiGhCIomeuMQCctDAeGxubV0wZDAbMZjP5+flSn6ri4uLTuj9erzdqMDszM4NCoTgtE4S5iP2WNm3ahNPpjDJdmJmZ4fDhw6xatUq6P4IgYDAYUKvV6PV60tLSKCkpIS4uTjJOmJmZwW63R1h2iyl2Y2Nj0vuKKY8qlYrh4WGGh4fR6XSSw112dnbM8xbrnuaaIYjHEpd5PB70er20nSAIrEhYQbo2nT8N/4kZ/wxBIYjda2doZogd3TvYUrQFCNf0iWI7IyODJUuW4HQ6ebPhTcYc4RQx77QXx7CDuIxwquC5BedSml6KtlzLiRMnaGtrk3onqdVqCgsLaW1tBcLpuRuWbYgSQDPeGQ4OHCQtLY2RkRHJdjs+Ph673S6lhrpcLhoaGsjKyiI3NzdKLItphMFgMGYqZ9/0PwTQnAjQ3OhPfHz8Kd0FZWRkZGRk5kMWQDIyp0AcaHm93ogUssnJSWnQC2Gh0d3djc1mw2g0YrPZWLlyJdPT0zy39zn6Lf2UFZdxfeb16JVhYZCcnMzy5csJBoMcOXKEYDDI8uXLY6Zgifh8PsbGxqRI06l61CgUCrKzs+np6SEpKQm9Xo/ZbMZisWA2mzGbzdI1hkIh+vv7o5q9LsTc2XyPx4Pf7yc+Pv4d5fS3tbUhCAKrVq3C4XBw8ODBqAmEsbEx6uvrWbJkibRM7PXjdru58MILpb41SqVSilylpqaSkZFBWVkZ4+PjjI+P43a7pfqSyclJSeDGxcVJA3u3243H46G9vR2bzUZycjKJiYlRkR04KYBipcCJz89chziAbF02t2TdwjOjzzDmDZ+PWWfmhwd/yJR7imsqromwC8/Pz0cQBKqqq/jma5FRYceQA41Rg8Fs4IaqcJ1hXl4e/f39tLe3k5WVJTlYirVAPp8Pv99PyBoiPyGf7unuiGO+2fUmty++nYMHD0opkmazGbvdzvT0NPX19XR3d6NWqyktLaWyspIdO3ZEHGO2AIr1bPTZ+tCr9CTqI3sxza3/kdPfZGRkzhZkE4T3BlkAycicAnGg5nA4IhzKrFYroVAIgyHsWqRSqejo6CAUCmG1Wlm8eDFer5dndjzDSOIISyqWcF3mdWgU4RnxgoICysrK6O7uZnBwkPLy8nkHdjMzM4yMjDA6OsrExESUIFjo3BMSEigoKMBkMpGTk8OKFSsW3N5sNkeZPSzEXAEkmigs5Ng2H06nk4GBATIzMzEajRiNRhYvXsyJEyeitu3p6SEuLo7CwkIAmpqaGBsbo7y8nMLCQrZt2yZFS2YjmlPk5+eTn5/PsmXLUKvV0iBbrVbj8/kkgSAiWmGLdUc9PT2YzWaSkpIwm82SFXYsASQKJfF85jNUsKgtfLn6y9x14i4EBMw6MwC/qfsNo7ZRcsZyEAQBk8kkuTtu7dtKKDMErYD4WIRgqmuKKz56hdSAVRAElixZws6dO6mrq2Pt2rUIgiBFgUTnyJ6eHjbmbIwSQIeHDqNYpUAQBCYnJ0lKSsJisdDS0kJnZyczMzOUlpZiNpvR6XQxU9xmX3dMATTdR44pJ2JdMBiUjC1EZAEkIyMjI/NukAWQjMwpEAe0YloXwMTEBMPDw+Tl5QH/aFrZ1CQVfOfl5aFUKfnt1t8yYZlgedVyrs28FrUi3EyzqqoKvV7P3r17yczMjJnu5na76e/vf9sRGbVaTWpqKmlpaaSkpEgpSFlZWezduxen07lghMlsNksNW0/HMONMCqD29nZCoVBE49f8/HwcDodkVjCbhoYGDAYDgUCAjo4OMjMzpdS9srIyjhw5EvN9Ghsbqa2tBcIRsqKiIilKs379egKBAIODg3R3d0c09hRrqlQqFaFQiMnJSSYnJ1EqlSQmJmI2m2OmwInHFo8VK21QxGwyk2JMQaPSoFKcvP9/OvEnChWFfCT1I1Idk9Pn5JmGZ9DEaYjLimOm/6SDnzqkptBVGGFoYTKZKCoqor29nd7eXun5zc/Pp729XeoLVKwqRiEoCIZOph8GQ0F29uwkOyWbkZEREhMTmZqaoqGhIWxxnJvLihUrqK+vZ2pqKuazs1AESHSAW5W1KmL55ORkxL0UBEESfzIyMjIyMu8EWQDJyJyC2d3rxUFbe3t7xMDS6XTS3d2NQqEgJSWFOFMcv976a2wWG6uXruaanGtQCkrUajWLFy9meHgYQRBYuXJlRJ1MIBBgeHiYvr4+xsfHTzvSEx8fT1paGmlpaVgslpiz6xaLhfT0dJqamli+fPm8xxKL26enp0/LMt3n80XUebxTAeR2u+nr6yM9PT0q+lJRUYHD4WBkZCRqv927dxMKhUhNTaW6+qRhQGZmJh0dHTHroqxWa4QjWmZmppReNjw8TFFRESaTiY0bN9Lb28vExAQTExOoVCpcLlfU+QUCAcbGxhgYGCAQCJCenh4zAuRyuaReXvMJoF53L0qFki+t/hItEy3s7d8rmTzUB+vxhDycnxZ2gXyu6TnJsc2YZsTn8OGZDKdErslZg9fhpampicrKSun4ixYtYnBwkKamJtLT09FqtWg0GnJzc6VmtOMD49Sk1XB4+HDEub3R+QZfWfIVGhsbmZ6eZmxsTHKkE9MojUYjAwMDqFQqBEGIeIZFATS7DkvE5rFh99qj6n/mpr9ZLBbZyVJGRuasQU6Be2+Q/4rIyJyCYDBIKBTC4XCg1+txuVy0traSm5sLhCMuR44cwePxkJCQgDnRzFO7nsJhcVC7tJarcq9CISikGpSuri7Ky8sjXKysVit9fX0MDg5G9eWJdT5+vx+TyURCQgImkwlBEPB4PHR2duLxeKTX3FoTj8dDXV0dbW1tkkARBAGtVotWq0Wn00l1QA0NDSxatAidTie9YuHz+SIsut+pAOro6CAYDEZEf0QEQWDZsmXs2bNHMp0Q37u5uRmFQsG5554bMTAWBIGKigr27ds37/uJAkhsFut2uxkcHKSoqEhabrVaiYuLIycnh0AgIFlPxxKngUCAqakpDh48yPj4uBStmC2A3G73ggP4NkfYlvqc7HO4ovwKfvzWj3mu/jlCwfD7DQQHuH/n/XzhnC/w15a/RuxryjVhdVnRBrSszg73furs7CQxMVFyxFMqlVRVVXHgwAEaGhpYtmwZEK4F6u7ulsRWdVo1h4kUQN3T3bSPt7N3716WLFlCdXU1SUlJWK1WKW3SaDTi9XqlSNnstDe/308oFIopgAbsAwBkmyJNJmT7axkZGRmZM40sgGRkTkEoFJLEhCAItLW1YbfbpXSntrY2ZmZmUCqVWJIt/Pnwn3Gb3Wyo3sCVBVciCAI6nQ6lUolGo6G2thaFQoHT6ZRS3BwOR8z3dbvduFwuXC4XwWBQqq2Ij4/H7XbjdrtjRkXmQ6PRkJSUJEU5xPcR30NkdHQUt9sdET3RaDRhgfcP44SEhAT0en1UCpx4LW+nb5HX66Wnp4eUlJQIe+XZqFQqVq1axa5du/B4PIRCITo6OvB6vSxatIiGhgbWrl0bIS6Sk5NJTU2VDBFmMzY2hs1mkwRkRkYGXV1dUnNUg8EQkWqlUChITEzE4/FQWlqK1WplYmIiQpAFAgFJGNlsNsbHx+nv7ycuLo6ysjLpPs93jRqNhnprPSmGFDLjMxEEgc+u/CzD3cO8Ov0qAHqDnpaJFm567ia0Ki0a5cnom0KlIKEggdXB1RHLjx07JvXpgXAT0aysLAYGBsjOzpYszzMzMxkYCAuR+Jl4jGojDl/48wz6g9j77Px55M8sSlpESUkJRUVFeDwerFYrHo8Hp9MpvYfT6USj0UTVO/l8vpgCaMIZrvNJMaZEbDu3Hk0WQDIyMjIy7xZZAMnIzMEzNMjE66/haKjH0dJCwOkgNxgkQa3Bn5nFQfsMif/oUzMwMCA1QU3NSOWNtjfwWrxsWrKJjxZ/lFAoJAmX6upqDAYDAwMD9PX1RRR2BwIBHA4HMzMz0iDZ5XJJg+7k5OSotKt3Snp6OvX19eTk5ESkrs3GaDRGiTKv18vY2FhESpJGo6GjowOfz4derycxMRGn04lWq503xSsWnZ2dBAIBFi1atOB2omX43r176erqwmazkZ2dTUJCAtPT0xw9epQVK1ZEDK4XLVoUUwBBOApUU1MDhNPgxBSwwcFBiouLI5p9itc7OTkppTqmpKTg9XqZmJhgdHQUm80WVQMkuseJ6Y1ut3tee3OPysOEa4IthVuka5iammKVfhVCisA22zZUKhUev4fm8WbUSjWlSaXo1SfTKLNTsvl49cepr6uXlvn9ft566y3Wr18v1SOJ9uz19fVs2rRJqoUSBZDL4aLGVMPuid343X6mOqYIuAN0G7u57bzbcNjDz8fsezQ1NUV6ejqCIOBwOOatA4olgKwua/h4upPHm2v4oVKp5hWPMjIyMh9GgkDwfU5B+xC2AZIFkIyMiLu/j94ffp/pvXtAoYhIvFUAFrebUNsMlwaDbNZoaOrvY1tbG0qlipAixNGpowQSA2yu2MxHyz6Kw+EgGAyyatUqEhMT6ejoYGhoiEAgQCAQkPrS2Gy2CIc50eVLbAgaq1/Ku0Gv10sNLefraWM0Gpmenp63YaWIOPjv7e1lenoaj8dDb28vRUVFp9xXxOfz0dXVRWJi4mkVt5vNZtLT09m3bx+JiYlkZmZK64aHh2lvb49Io7NYLFIq21wGBgYoKytDr9djsVgi0uCKi4vRaDTSMggLoGAwiMfjkVICNRoNGRkZUn2VWNM1u3+RUqnE5XLR1tbG1NQUwWCQtLS0qPvT5wn3wVmWsUxaJtYmrUxYSU1FDb9p+w2dtk5ChPAGvDSNN7EoaRFxmnDK4U1LbqIgrwDblE1q6grhZqJ1dXWS4NNqtVLkrLu7m8LCQhISEkhOTpbSzvKD+bxpe5PprnAk0FxiBhOMKEZwj7sJBAIRAmhycpLMzEz0er3UlHYuCwkghaAgQZcgLZtb/5OcnPyOrNVlZGRkZGRms3CXRRmZs4BQKMToX56l/uYbmD6wP7wwGIxZ9Sf8Y1Cr93pZ3tbMHRoVgsNOn6qPQGKAcxedy2UVlzEwMIBGo2H58uUMDQ2xY8cO6uvr6erqoqGhgSNHjtDS0sLg4CAzMzOEQiH0ej05OTlUV1dTWlpKUlLSGRc/Iunp6YyMjMTsRwMn63dipebNJRAISOfpdDqZnJykp6eHV199lf3799Pd3R3RP2ku3d3d+P3+U0Z/RGw2G8PDw5SVlVFQUBC1vqWlJSptSkz3m0soFJKiPoIgSGJqenpaunaTySRtP7uWZy6CIBAfH091dTUrV66McNpTKBTSwN/j8TA4OMjx48fp6+uL+Ay6XF0ICFSnhc0c/H4/g4ODQLip8RU1V3Brza1MuielffxBP83jzUy7pykwF7AxbyMAVVVVJCScFBMA/f399PT0SD/n5+djNBppbW2VUtVmN8C199sJdgRRqBQkliaiNYWNDg6MHUCtVjMxMRFRHzY5GT4vMYI4nxV2LAE06Z7ErDOjEE7+WYolgGRkZGRkZN4tsgCSOasJhUIM/PQJer73CCGfD+YRBHMRh265Pi/3xBtISdZwbtG5bCjYQFNTE2lpaQBs3bqVPXv2cPToUVpbWxkeHo6I9qhUKtLS0qisrKSqqoqMjIx509LOJAkJCahUqqj+KiKz6zgWIhQKEQgEooSBaKYwNjbGiRMneP3119m9ezf9/f0RkRG/309nZydms/m0aju8Xi8HDx5EoVBw5ZVXxhRAoVCII0eORJhJpKWlzVuT1NPTIw3+Z0eTROExWwCJn818wlAc3Kenp1NZWUlZWRkmkwmlUonX68Xn80npb8FgkKGhIerq6hgfH8cf8NPubKc4sZh4bTjdcWhoSLpfOTnh/jiHBg9RmlwaYZEdDAVps7axNnutJCwUCgUrVqyIEiH19fVSbZdCoaC8vByfz0draysQrrGJj4+nt7eXnp4eiuOLSSxNRKU7+X5vDb6F0WKU6s/EKND09DTBYPAdCaAJ5wRJ+pOugy6XK+o+y/U/MjIyZxuiccz7/fqwIafAyZzVjP31Lwz99tfveH9FKES8P8DD03kcNpawf/9+srOzOXHixLzNLsVmo8nJySQkJMxbD7IQorGC6N4mvjQaTcTPC6WglZaW0t3dTW1tLV6vF4/Hg9vtlv7t6emRjBu8Xm/MY4giQxRAYqRntrW3iNgzp7GxUWpC2t/fj9frjbCvno9QKMThw4dxu92cc845GAwGqqqqsNlsUREfh8NBQ0ODdFxBECgsLIzZUNXv90tpexaLRXL6GxwcpKSkJKYAihUBEo81uwbIZDJhMpkoLy+nra0Nj8cTVRfj8/no7OzEpXThznFTk14jrRPrcSDcx6l+tJ5DQ4eI08RRnlxO60QrnkDY9tqoNvLnpj9Tk1FDaXIpAAaDgZqaGg4ePCgdJxgMcujQITZs2IBarSYjI4PExES6u7slO+uZmRmGh4dJTk6mNLOUpxxPRfy18Af9dAY7yRjJoKqqCrPZLIk1m82G0WhkaGgoZkqjKIDmPveT7kky4jKkn+dGf3Q63TvqLSXz4eCWW25h+/btUkro2YwgCNx3333cf//9bN++nc2bN7Nt2zY2bdr0fp+ajMy/DLIAkjlrcQ/00/ujH7zr4yhCIfR2O4kH9zO+qGzeqIlWqyUtLY2kpKTTNggQBAGDwUB8fDzx8fGYTCbi4+MxGo3vSDjNpqioiK6uLpxOJ6mpqVHrp6en0Wg0rFmzBo/Hw/T0NFNTU9K/brdbSt8SU+BEATSfZTaETQFaWlpoaWmhv7+f3NxcKWK2EI2NjYyPj1NeXi5FAhQKBcuWLWPHjh1R6Xy9vb2kpaWRnp4OhCMoLS0tMcVcZ2cnBQUFKBQKqX+QzWZjZmYmQgCJn9t8n7HYKBWIiEAlJSUhCALNzc04HA68Xm/UjFrfVB9WhxVDkQGfz0cgEJBqcRISEoiLi+PX+06Kdb1aT3lKOc3jzbj9bnIScnAH3Ny3/T4ePO9BCizh6FhaWholJSW0tbVJ+zqdTo4ePcrKlSsRBIHKykp27drF0aNH8fv9BAIBiouLJQGTY8thkMGI8z1sPcz5gfOx2+1RRghGoxGPxxOzXmehGqDKlJP9imT7axkZGRm5D9B7hSyAZM5a+v7vh4ROM+XtVAihEBXDgwzlF+KcE/0wmUykpaVhNpsXLOBWKBSYzWYSExMlwRMXF/ee1QGpVCpyc3Pp7OyMKYAMBoNk8azVaklNTY3YTjQ8mJ6elkwGnE4nCoVCaoq5ECMjIwwODqLX6zlw4ACFhYUxzwPCkZDOzk4yMzMjalQgnK63ePFijh8/HrXfsWPH2LRpk2RDnp+fL6V6zUY0PsjOzpYEkHiOhYWFKBQKqfGtUqmUbNHnfjaCIEgicG4jVNHKvKSkBKVSSW9vr1QzAzDqG0WtVaOYUrB161aMRiPBYBBBEMjOzubgwEGaJ5oj3k+j1FCaVMq4c1wyQXD4HNy77V4eOv8hskxZQDjaNzk5GSEqRkZGJMMIs9lMfHw8W7dupbS0lA0bNuByuWhoaAAgX8in39+PQnVSdHdMdbApfROjo6Pk5eVJvZEmJyelWp1YPa18Pp90XSLegBeHz0Gi/mTEaG56piyAZGRkZGTOFHINkMxZiWdkhKndu0675ud0CAF5g2FLbIVCQWpqKlVVVVIdSDAYlBzgxH4xCQkJFBQUsGLFCrZs2UJtbS3l5eWStfN7JX5E8vPzGR8fj2lSYDAYcLlc8+b+arVazGYzBQUFrFu3jjVr1pCbm0tWVtYpz1usf9FqtSQmJjI2NsaBAwfYt29fRF8dCEeixD42S5cujXm83NxcqdHnbHw+H8eOHZOuIT8/f97ImSh6EhISpFS3sbExydxAZKE0OIVCgdvtlmqjRJRKJU6nE4fDIaUnlpSUsGjRIrRaLR6/h0n/JHkJeaiUKrxeL7t27aKhoYGZmRnSM9L59fHYqZo6lY6fXPYTzDrzyXvmmeaebfcw6gjbf4uNZOdG5kTDiIGBAaxWKwqFApPJRHp6Orm5uVLEa1HiIgKT0b8rbb42RkZGUKlU0j2anJyUDCBipYGKy2YLIMkCWx+OJIlpmLM5HYdAmX9N8vPzueeee/jiF78ouUHefPPN89YoQvj372tf+xolJSVotVpMJhNbtmzh2LFj0jbj4+PcdNNNpKeno9PpWLp0Kb/97W+l9U8++SQ6nY49e/awcuVKdDodpaWlPP/887S0tHDeeedhMBgoLi7m6aefjnj/nTt3cuGFF2KxWNBoNBQUFHD//fdH1DjG4vDhw1x88cUkJCSQkpLCddddR19fn7TearVy2223kZaWhk6nY/Xq1bz55punfS/dbje333472dnZaLVaysrKePTRR097fxmZswVZAMmclVjfeA3OsJ2uAsgfGUKn1ZKQkIDb7aa1tZVDhw5x+PBhjh49SltbeMDodDoJhUJMT0/T1dXFoUOHePXVV3njjTc4cOAAjY2N9PX1MTU1FXMW/UxhMBgwm81Swf/cdWKT1Pnwer2SIHC73aSmplJbW8uFF17I8uXLycrKitkLZmJiAq/XS2ZmZsRAeHx8nJ07d1JXV4fX68Xr9fLWW2+hVCpZuXLlgsJqyZIlMVPvxsbGJKc3rVZLTk5OzP1tNpskeMQIxsTEBMFg8LTT4ARBkKJDs1GpVJJBwOxrMJvNVFVVEYwPotKrKLQUAuHBndPplJrl/mHbH+ie6I553ucVnMfKrJU8sPkBjOqTRg/jznHu2XoPk65J6dqXL18ecb9DoRDPP/88hw4dIjk5mcsvv1xynlOpVOTn5wPhSFN+MJ/QnGYUR6ePMj4xjs/nk9LgHA4HgUAAvV4fM90wVgRIFECiCcLsBrwQFp2x6spkPjw89thj7N69m1/96lc89NBDvPTSS1x00UXzCop///d/5xe/+AVf+9rXeO2113j00Uc5ceIE1113nTThceONN9LQ0MATTzzBSy+9RE1NDf/+7//O9u3bpeP4fD6uu+46brvtNv72t7+h0+m48cYbueyyy7j00kv505/+REZGBh//+Melnm/Hjx/nvPPOIykpiWeeeYbnn3+e2tpavvnNb0YJpdnU1dVRW1uLw+HgySef5Cc/+QlHjx7lggsuwOfz4Xa7Offcc/nb3/7Gt7/9bf7yl7+QnZ3NRRddxNatW0/rPt5xxx289NJLPPLII7z66qt89KMf5ctf/jJPPvnk6X0QMh84QsGwMe37+Qp9CBsBySlwMmcljsaG9+S4ao8HtdOBk/BAOTk5mczMTDIyMrBYLBHRh7npcH6/X+oNNDExETGINhgMmEwmsrKySE9Pf9f1P7PJzMxkaGiIwsLCiOXiLL7T6YywdJ6N0+mUBqaiEYHZbEalUpGZmUlmZiaBQID+/n46Ozsly+/BwUE0Gg1JSUlRxwyFQvT09DAwMCD1klmzZs285yCi0Wioqalh3759UeuamppITk7GZDJRWFgYYQU9m46ODqnB6eDgIMFgkImJidMWQAqFYl4BNDExETM1UKFQYNfbSVmawtqCtQRsgYiZ76SkJJ47+BwTrgnic+LRJ50UAmqFmhuX3AhAvjmfb276Jvdsuwe3Pxw9GZoZ4t5t9/LgeQ8Sr40nMTGRsrIympqagLAt9uDgIIsXL6a2tpZQKMTIyAhNTU2kp6dTUFBAR0cHwWCQxUmLaZtow5By8nOw++0MBgcZGxvDbDZL93VychKj0TivAFKr1QtGgOYKoLl23jIfPgRB4PXXX5c+65SUFK688kpefvllLr300ohtvV4vdrudH/3oR3zsYx8DYOPGjdjtdr70pS8xPDxMRkYGO3bs4N577+WKK64AYNOmTSQlJUVMygSDQe6++25uvfVWIPzsXn/99XzhC1/gi1/8IhBuG7BixQoOHTpEdnY2dXV1bNmyhd/97nfSd/GWLVt44YUX2LFjBzfccEPMa3zggQdITEzktddekyZrcnJyuPbaa6mrq+PIkSMcP36c/fv3c8455wBw8cUXs2nTJr7yla/w1ltvnfI+7tixg/PPP5/rrrtOuua4uDjZQl5GZg6yAJI5K3E0N4enNd4Dzisvw7x2HWlpae/YtUqMvNjtdulltVoZHh5GrVaTlZVFTk4OZrP5XZ9vRkYGDQ0NuFyuiFl28f8LWWHPFkfioHXuOSmVSvLy8sjNzZVS3TweD3l5eQsKuc7OToaHhyktLT1tC87k5GSKioqkdDaRYDDIkSNHWL9+PXFxcaSnpzM8PBy1/9jYGDabLaLeZHx8POJnMeK1UARodtROEASCwaBkKjGXUChEn7uPNHMaF2+4mImJCX7963C6m0KhYFqYZmQmbDdt67bhmfZgyjWhUCm4tORSkg0nBzalyaXcu+Fe7t9+P75gONWsZ7qH+7bfx7fP/TZ6tZ6ioiKGh4c5ceIEg4ODUgNYsZartLSUuro6Ojs7KSkpIScnh56eHnITctH2aAklRxoYtPpbGR0djei1JBohzHVyg9gmCGKUSqwBkgXQ2cfll18e8Tl/5CMfQa1Ws2vXrigBpNFoeOWVV4CwVXxbWxvNzc288MILAJLw3rx5M/fddx/Hjx/nkksu4eKLL+aRRx6Jeu+1a9dK/xdNU1avXi0tEydqxEmem2++mZtvvhm3201HRwdtbW2S9f58jpmAdC2zI9UrV66UItQPP/ww6enpLF++POI75PLLL+fOO+9kcnIywnAkFps3b+aJJ55gYGCAyy+/nEsuuYR77713wX1kZM5G5BQ4mbOSwCn627wb8tMzKCoqeleWvaL7W1paGsXFxdTU1HDuueeydu1a0tPT6evrY9euXWzfvp3Ozk48Hs87fi+9Xk9iYiJDQ0MRy2dHgOZDFE3iAF+lUs0bqREEgdTUVEwmE8uXL2f58uXzCqDx8XGGh4dJSkoiISGBAwcOcOjQoXmtxWcj1lzNxW63S5GP+RqjQjgKpNfrpc9vbGzstK2wY6XAiQYIYjRrLlaXFYfCQU16DYIgIAgCJSUl5ObmkpyczIHBAxHbeyY9TDRNEHQGuar8qqjjLUlbwtfWfQ2lcDLVrs3axn/v+G+8AS+CIEg21RaLhaKiIhQKBceOHSMQCJCbm0t8fDzt7e14PB7pXgmCQEVCBZ6pyGet1dFK71AvRqNRmlkXI0CxnstYAsjqsiIgSHVMc+vAYn2eMh8uZvfggrD4T0pKijAKmc2rr75KeXk5mZmZXHbZZfzmN7+RIqzihMnTTz/Nl770JQ4ePMgnPvEJMjMzueiiiyTBIRLr+Voo4uxyubj11ltJSEigqqqKL33pS3R1daFWqxecrJmYmJjX6EVcL05yzX7deeedAFHf0bH4/ve/z7e+9S26urr47Gc/S35+PmvXruXo0aOn3Ffmg4noAvd+vz5syAJI5qxEUL135gJCjJqXM3JcQSApKYmlS5dywQUXUF1djVqtpqGhgddff53m5uZTFuDOR0ZGRlQdkEqlQqPRnFYEaGZmhmAwSEJCwoJOdyMjI9hsNqqqqqipqWHLli0UFhZG7ONwOOjq6sJgMEg1KBD+479jxw6sVuuC1yJaY8cSV11dXYyPj5OYmDjvTOrAwABut1uK+kxPTxMKhaRZWzEFLhAIRA3wFQqF1PBURKlUSjU9sVLgOqwdqA1qajLC/X/6+/sRBIH09HRqNtUwqIiuzwp6g2RPZTPaOxpzwLUyayVfWvMlBE7e1/qxeh7c9SCNzY309/ezbNkySfxA+L43NTWFhU5FBX6/n5aWFoxGo2QwsSRtCY6ROU1gVVA3VYfNZpOif6IAEi21ZzOfADLrzCgEBT6fL6oB6pmIdMp8sJlreCDawMcSDB0dHVxxxRVUV1fT3t6OzWZj9+7dXH755RHbJSQk8NBDD9Hd3U1zczMPPvggu3fv5rOf/ey7Otc77riDZ599lmeeeQa73U5HRwe//e1vT9newGw2x4yKvvzyywwODmI2mykpKeGtt96K+YrV+HkuWq2Wu+++m6amJnp6evi///s/Ojs7503Lk5E5W5EFkMxZiS47diH8mUCblfWeHVtEtLCura3l3HPPJScnh7a2Nnbs2DHvjOlCZGZmMjU1FSV2RCe4WIhpegaDIaL+ZyHa2tpQq9Xk5eUB4WhKZWUlmzZtIjU1lUAgQHt7OwqFQrKLno3L5WLv3r20trYuONMaHx9PRUVFzHUnTpwgGAzOGwUKhUJ0dnZGpcGJs8SzBzlz75cgCPh8vog0GJVKhc1mw+PxxIwAdU51otKrqE6rltzxxHuz37afhPwEEooSEFSRwnJ19mpaW1vZu3dvTJG6Pm89n1v1uYhl249s56G/PURqWiqXX355lLW0KBBTU1NJSUmht7cXu90u3SuL3kKmKhOv/eT1CYJAqy+cBieKytki53QFkJj+Njf6s1BUUebDwyuvvBLxe/O3v/0Nv9/PeeedF7Wt2BD5a1/7WsTv8csvvwyEU157enrIycnh2WefBcJW8HfddRdbtmyJcF17J+zevZvNmzdzxRVXYDQapXMaGxtbcBJq/fr1vPLKKxETJydOnOCSSy7h4MGDbNy4kb6+PlJTU1mxYoX0euONN/jud78b01BmNi6Xi0WLFkmub7m5udx+++1cf/317/qaZWQ+bMgCSOasxFhRAe+BxbSgVKIvKDz1hmcQo9FIdXU1a9asIRgMsnv3bhoaGqIGnguh0+mwWCwx0+DmiwB5PB6CwSB6vf60BNDY2BiTk5MUFhZG/SGPi4vjnHPOwWQyIQgChYWF8/YSCoVCtLS0sG/fvpj23SIFBQUxZ49nZmbo7u4mPT193oF1X18fFotFGqTPToObLWLm3ptYESCVSiXN+s69pkAwQPd0N4syFpGgS2B0dFTaV2/Rs6tvFwA6s46k8iQ08eH3XpS0SKr9sVqt7Nixg4GBgajruKDoAm6tCRd3zwzN4Bh00OnrZF9gHwqFgqVLl0aJzOPHj+P3+6moqCAUCtHY2IjFYpFsqGNFgQZ8AzT0NkR8/uJgdq6LYSgUwufzzSuA5tb/iM+EzIeb/v5+PvKRj/DSSy/xk5/8hFtvvZULL7yQTZs2RW27bNkyVCoVX/nKV3j99dd54YUXuPrqq3nxxReBcDQzLy+P7Oxs/uu//otf/vKX7Nixg0cffZSXXnqJa6655l2d66pVq3j11Vd54okn2LFjBz/84Q+5+OKLEQQhKno5m3vvvZfx8XEuueQSnn/+eZ599lmuvfZali9fzsUXX8wnPvEJ8vLy2LJlC7/+9a/Ztm0bX//617n77rvJzMw8ZYRJr9ezfPlyvvnNb/KjH/2IHTt28NOf/pQnn3zyXV+zzPtHMPTBeH3YkAWQzFlJwuq1Z7QHEABKJaaVq1Cc4o/Ue0VycjKbNm2isLCQzs5Otm/fHtH48lRkZmZGpcEZDAbcbndMMeV0OtFoNJLFMyxcrN7W1oZKpZo3jUN0fbv00ktZt27dKf/YT0xMsH379phmBiJLly6NOWva0tISUd8yF6/Xi9VqlSIaswXQqSJAgUAgQpgplUpJAM2NAPXb+glpQizPWh7++R82uwBHnUcJzvIeVWqUmEvMxGXHUZtbG3Ecv9/PkSNHOHbsWJTg+GjZRznXdC6OQQeaBA0JBQm82f0mPz/yc/R6PZWVlRHbO51OGhsbMZlM5ObmMjo6ytjYmNSAtiKlguBMEL/r5PtotVr2DOyJEJR2ux2DwRDTxt3r9UaaILgnZQOEs5zrrruOoqIiPvaxj3Hfffdxyy238Nxzz8Xctri4mD/84Q+SaLrtttsA2L59O4IgsGtXeOLgueee48ILL+Tee+/lggsu4Mc//jH33Xcf3/jGN97VuX7ve9/jyiuv5J577uGyyy7j5z//Offccw+f+tSn2Ldv37yTTzU1NWzfvp1gMMjHPvYxbr/9dlavXs1LL72EVqvFaDSyc+dO1q1bx1133cXFF1/MX/7yF77zne/wve9977TO7ac//Smf+MQneOSRR7jgggt44IEHuPXWW/nxj3/8rq5ZRubDhuwCJ3NWYlq+Ak1mJt4Y/W/eMYEAqVf/25k73jtAqVRSWVlJZmYmx44dY9++fZSUlFBWVnbKfTMyMqivr8fj8UiRCnFA63K5okwdxPS3YDCIzWZDrVZL6SBzsVqtTExMUFxcHFPYOJ1O6urqiI+Pp6qqCqVSKdnNLlT46/P5eOuttygsLKSioiIqUqDVaiktLaWhIdL23O/309TUxJIlS2hqaoo5SO/r6yMlJQWr1Yrb7ZZqZRQKBUqlkkAgEFMAQTjKJCJaYAuCEHXtnZPh9LeajBp8Ph8jI2G3N4VGwe6x3VHnJAgCyyuWc/2q6zly5EjUbHNfXx9Wq5Vly5ZJ0Zj29naKAkVsWbKF48rjCIrwOf699e9Y9BauqbiGoaGhiNqEnp4eMjIyKC0tZWBggMbGRtavXx9udmqHsqQy2kfaScgPixOlUkmrs5WpqSn0ej0ul4vJyUni4+MjRJ2Ix+OR7qc34MXutWPRyRbYZzMajYbHHnuMxx57LOb6uX1srrnmmphRjdkpaOnp6fzqV7+a9z1vueUWbrnllohlmzZtikqvzc/Pj1iWmJjI73//+5jH/MlPfjLv+0HYXW7btm3zrk9NTeUXv/jFgseYfS5zzzc+Pp4f/OAH/OAHP1jwGDIyZztyBEjmrERQKMi+9T/P3AGVSgylZSScs/rU2/4TsFgsbNy4kfz8fMki9lTodDqMRmNEMfJCTnBiDyC73U4wGFww/a2trQ2lUhnVawhOWlQHg0GWLVsmpWRpNBpWrFjBkiVLTtn3qLOzk8OHD8fMv8/Pzw8P3OfQ39/P9PR0lPuUyOjoaMTg2+l0SuchRnLmOr7NNhQQUalUWK1WNBpNlEDrnOzEEG+gPLmcoaEh6fzbfe1SL5+5XFV+FWazmQ0bNpCbmxu13uFwsHv3bjo7O+no6JB6+vz3jf/NhcUXRmz7m+O/4a2Bt6iuro6KlB07dgylUklxcTE2m43+/n4pYlaVWoV70k3Ae/La7dg52n1UiprZbDbJCGEuXq9XGrRNuacASDIkEQgEIsQjyAJIRkbm7Ob9dn+TXeBkZD5kJG65kIS1tWekFkgQBArvvQ/hDDYofbcoFAqqqqooKCigra2NlpaWU+6TnJwcIYDEXkCxam1EBzix/me+garNZmN0dJTc3NyYdT2tra1MTk5SWVkZ0442Ly+PDRs2xBQxsxkaGmL//v1RVtkKhYLFixfH3OfEiRNkZ2fHXBcMBnE4HFLUZmJiQoqCzY7kzDaJEAXObME4Xw8gl8/FoH2Q6txq1Eq1FCnxB/zst++PeU6ZcZmckx1ukKhSqaiurmb58uVRkaVQKMTWrVt58cUXSU5OZsWKFSiVSm5fdTvrctad3I4QD+99mHHveNQ9crvd1NfXU1RUhE6no7m5mbS0NHQ6HQWWAvRKPa6xk9eu0WrY0bNDeg6CwSDBYBC/3x81oz7bHU5qgqqzYLPZIrZVKBTvyk5eRkZGRkYmFh+c0ZqMzD8ZQRAo+Pq9aDMy37UIyv/a3ejzT21R+n6wePFi8vLyaG1tpbW1dcFtk5KSIuqGxKhArP47p+sA197ejiAIMettxsfHaWtrIz09PcLyei7x8fGsX79+wW0gLFL27t0bJdiSk5MlK+fZ2Gw2ZmZm5jVD6O/vl5ogzhZAs8XMbAEUKwI0MzNDKBSKEn9dU+FeJKsKV+FyuSTh2e3pZobIKIjIleVXohAiv7YzMzPZuHGjZFIA4YaNvb29eDweQqGQJDYUgoIvrP4CxZbik+fvd/HAzgcwp5pJS0uLuv6xsTHKysrweDx0dXWRn5+PUqGkIqUC14SL0D+qY9VqNfX2+ggBEwgEUKlUUXbhPp9PinaJAihRnxiz/8+pon8y//p0d3dHpbjJyMiECQVDH4jXhw35L4vMWY3abKb88SfCzm1v12lKqURQqSj8xv0kX3jxe3OCZ4iqqipyc3NpaWmhvb193u2SkpKYmZmRBqxiZCFWGpOYArdQBMjpdDI4OEhWVpYUTRLxer0cPXoUnU5HdXX1Ka9BqVRSVVXFypUrFzRIEHuCzE2lqqysjHI8A2hqaooa+ItMT09L4mj2PZgtgGK5Ps1eJta0zI0AdU52otQpWZG9Qor+hEIhDtkPxTyXBG0C5xacG3OdXq9n7dq1lJaW4nQ66ejoQKPRUFxczMTEBHv27JGiUlqVlrs33C01HQUYmhniu3u+S+Xiyqh7W1dXR2pqKgkJCXR0dJCamopCoaAypZKgL4h7Kiw2BUHALbhpHG2UImFerxeNRhNlpT47AiSmwJl1ZulZEpEboMrIyMjIvBfIAkjmrEedmETFz35J5i2fBIUi/FqIfwyiDcUlVD75W5IuuOifcJbvDkEQWLJkCTk5OTQ1NdHR0RFzu7l1QEqlUuptMxuxB5BOp8Nut6PRaGJGUTo6OgiFQpKD2GyOHTuG2+2mpqYmZn+c+UhPT2fDhg0Lpka5XC52794d0TRVr9dTUlIStW2sxptzj+X3+3E4HAwODjIxMYHdbmd6eprJyUn6+voYHBykv79fWj8wMIDVasVmszE8PEwgEIi4xlAoRKe1k0RzIrkJuZIAarO2MaWdinkely+6HI1y/vskCAJ5eXkoFAoUCgWlpaVSBM9ut7Nr1y6pR1SyIZm719+NSnGy7ufYyDGeanqKqqqqiON6PB7q6+upqKggEAjQ3d1NRkYGuQm5xGvjY6bBicLFbrdjMpliCiAxAuTxh8W2TqWLigDJDVBlziR9fX2YzWa2b98+7zZPPvkkgiDM+/r1r38tbfvnP/+ZVatWYTKZyMnJ4ZZbbpGMTETuvfdeUlNTycvLi4pyhUIhVqxYwVNPPXUmL1NGRuY0kF3gZGQAhVpN1n98iuTLPsL4839j7IW/44thIS2o1ZhWnkPa1ddgWrnqA1XzcyoEQaC6Otxsc25vl9kkJSUxMTEhmQOoVKqoCJDYA0hsahkr+uPxeOjt7SUtLS2qfqe7u5uRkRFKSkpITk5+29diMBiora3l4MGD8zZ+9fl87Nu3j5UrV0r9gIqKiujt7Y0ydRgdHUUQBKanp/F4PHg8HtxuNx6Ph7q6OoLBIF6vF51Oh9vtxmaznXRsUyik9Lbp6WkmJiak+iE42f/I4/HQ39+PRqMhoAwwOjrKpoJNWK1WKVp13H4cRXL0M6VVarmk5JIF70kwGOTQoUPo9Xpuvvlm2tvbI1IBvV4ve/fupaamhszMTMqSy/jcys/x/QPfl7b5e+vfyTfnk5GREeG+Nzg4SEZGBqmpqfT19bF06VIGBgaoSKngQP8BfE4faoMarUbLkfEjXFt8LUyHI4BxcXFRAsjn80kRINHsQaPQxEyBk5E5E/T09HDhhRdGuQzO5dJLL2Xfvn0Ry0KhEJ/61Kew2Wxcckn49/BPf/oT1157Lbfddhvf+ta3GBkZ4Rvf+Abnnnsuhw8fRqfT8eKLL/Lwww/zi1/8AqvVyqc+9SlWrlwpWc8//fTT+P1+rr/++vfmomU+FHwQ+vC83+//XiALIBmZWWjT0si69T/JuvU/8VkncLa3E5iZQVCp0GZloc/LRzhFN+4PMqIImpqa4tixY2zcuDEqLSw5OZm2tjbpZ7VaHRUBEnsAiQP3WDP1XV1dBIPBqOiPzWajoaEBi8XCokWL3vG1aDQa1qxZw5EjR+btBRQMBnnrrbdYs2YNiYmJkiHCwYMH8Xg8Ug2QzWbD4XBIES8RpVKJVqslKSnsUKbT6VCpVExNTUXMChcVFaHVapmYmECj0RAfH09OTg4+nw+73U58fLz0/h6Ph46JDlzjLtRWNU8//TSTk5M4cNDubydeE486Ti3ZVUO4oWm8dmETiOPHj2O1WqmuriY3N5eMjAwOHDgQISqCwSCHDx/G4XBQUlLCeYXn0T3VzV9b/ipt8/ihx7l//f1oJjRSM1MIG0ZUV1czOjrKxMQEJpOJxSmLOdB/IHwtuWoUSgU+hY+WyRYSCYtrlUoVVZM1WwB5Ah4EBNxOd4SLnyAIsgCSedcEg0F+/etf8+Uvf/m0tk9JSSElJSVi2Q9+8AOamprYu3evtO6BBx7gkksu4YknnpC2KysrY9WqVbzwwgtcc801vPHGG2zZsoUbb7wRgJ///Ods376dyspKvF4vd999N48//rjc6FfmQ0sgEOC8884jPz//A1fn9687kpOReY9RJyaRsCrp/T6NM45SqaS6upq9e/fS2tpKeXl5xPqkpCSOHDki9QOKFQE6lQGC3++nu7ubxMTEiChTIBDgyJEjKBQKli1b9q4L3JVKJStWrKCuro7e3t6Y2wSDQQ4ePEhVVRU+nw+r1UpXV1dE3xuVSkVSUhLBYJDU1FS0Wi1arVaqh9FoIsWAWq2OMItQq9VSpEOv16PT6UhJScHv9zMwMEB8fHxEDVJ/Qz9Gv5HNqzbTeaKTYDDIga4D+BJ9TM5MggK0Ji1asxa9Wc8VZVcseB/a2tokm2rRGlun01FbW8uRI0ei0nKam5uZmZmhurqaW5beQu90L0eGjwDgD/p5eP/DfLXmq3TVd0n7eL1eqTdSX18fxcXFTE9PY9FbmJyYJC4rDoUyHA07PH6YLaYtQPgzF53gZg/0xDozt98dM/0tLi4uZs2WjMzboa6ujs985jN89rOf5fzzz+fSSy99W/sPDw9zzz338JnPfIZzzgk7MAaDQbZs2cKGDRsithUndMQUY0EQImofNRqNJPwff/xx8vLyuOiiD34KtYzMO+Wb3/wmu3btOqWB0fuBLIBkZM5CkpKSyM/Pp6Ojg4yMjAgBM7sOKDMzc94IkF6vl9JJ5gqgnp4efD5fVPSnoaEBu93OsmXL5nVee7uIUS29Xh9l9e10OqUmrAcPHqSiogKtViv1I4qLiyMuLk4apAwMDGCxWKKEmdvtJhQKoVQqcbvdUT1z5rqciT+L9UNarTZiMD/kHMJkMbGqchVBe5D41Hh8gg9LigWfw4dn2oNnKvzKSc2h7Vgb9nQ76enpUc1mh4aGJIvquWJWpVKxcuVKGhsb6ezsjFjX39+Py+VixYoV3FV7F1967UsM2AcAmPZM87Pmn3F9xvWMDZ0UisPDwxQWFjI2NiZZhFemVLK7dzfuCTeGVAMarYbj1uOcZzoPBQr8fr/kBKfT6aTPTLxHHr8HrUobVYclR39kzgS5ubm0t7eTnZ29YO3PfHzjG99AqVTyrW99S1qmUCh49NFHo7b9y1/+AiBZyq9Zs4bbb79dsvo/ceIEtbW12Gw2vv3tb/Piiy++s4uSOav4IPTheSfvv3XrVv785z9z9dVXn/kTOgP86xQwyMjInFHKy8vR6XQcO3YsqoGoxWKRxE2sCJDT6USr1WK329FqtdLAFsKzo52dncTHx0u1NxAeqPf09JCTk0NWVtYZv55FixaxZMkS3G43AwMD1NXVUV9fz+DgIH6/H7PZTCAQYP369Vx22WVccMEFpKSkRMzQxsfHR/RBElEoFJIIdDqdUZGJWDbPECmARFw+F2POMYpSi6Qo0v7+/eiSdWgTtMRlxpFUnkRyVTLxufFcWn0pU1NTNDY2snXrVrZt20ZbWxsej4epqSmOHj2KyWRi2bJlMVNpBEGgsrKSqqqqqPUTExPs3r0bfHDvhnsxqk+Kq86pTrY6t0bZdw8ODpKYmMjQ0BDJycksTg0P9pxj4boqtUqNJ+Shw9Uh3Ru1Wh1lFy7+7Pa70Sl1UXVZZ0ogy5zdJCYmztvr61SMjo7ym9/8hs997nOnNORoa2vjzjvvZNmyZVx8cdgV9JprruGqq66isrKSzZs388ADD7B8+XIefPBBNm7cyPLly/nSl75EWVkZ1113XURUWUbmg4jNZot4zf3bJzI6Osp//Md/8NRTT31gv8tlASQjc5YiNtK02+0RNT8QFgJiSpJarY6ZAhcIBGIaIPT39+N2uykuLpYG3C6Xi+PHj2M0GudtSvpucDqdtLe3093djd1uZ2BgAJ/PR1JSEosWLaKmpoaCggIMBgPHjx+XolNzB/fx8fGMj49HNe4EpBS4UCgU0xQi1rZ2ux2ItMDut4Ud38qzyxkeHmbGO0PdaB1aU+S5KDVK1ixewzUXXsMFF1zA8uXLycrKwuPx0NzczEsvvcRTTz2Fy+Vi1apVUVGpueTn58fczuFwsHfvXhIUCdxVexcCJ0XSvoF9dBm7IrZ3u90olUqpv1CKMYUUYwoBdwCvzQsCaDVa6qbrpH0WEkCeQDgCJAsgmQ8aP/vZzwgGg9xxxx0LbtfU1MTmzZvRarU8++yzUgRZEASeeOIJZmZmsNvt3HnnnQwMDPDYY4/x7W9/m8cee4zXXnuNP//5zyiVSj7zmc/8My5LRuYdk5OTQ0JCgvR68MEHo7YJBoPcdNNNfPGLXzytFhfvF7IAkpE5i0lJSSEnJ4e2traIGgyTySQN3lUqVcwUOHGQP3tmNBQK0dHRgV6vl1zkQqEQR48eJRAIsHz58lMO1N8OYmrbm2++SVNTEw6Hg+rqai6++GJqamooKirCbDZHpLTZbDYOHjwYszmrIAiSCJpLMBjE5XKh1Wpxu90x61nEZcFgkEAggM1mQxCECKHVOx2uVSpOKWZmZoYjQ0dQxCkiTA9Eriq/CggLiMzMTJYtW8aWLVuoqqqiv7+f4eFhvF4vhw4dor+/PyqSN5fU1FRqa2ujejK53W727t3LovhFfLLmkxHrXuh9gVHNaMQysSns+Pg48fHxJ6NA42ERo9FqaJlpwRv0Suc/VwDNToHTqeQIkMwHj2effVaKFM/Htm3bWLt2LQqFgq1bt1JQEN0Qe3YK7De+8Q2uv/56SktLefbZZ7n55puprKzkjjvu4LnnnpNqhGRkRILB0AfiBWEr+enpaen1ta99Lep8H3zwQXQ6HZ///Of/2bfqbSELIBmZs5zKynDzy9bWVmlZfHw8LpcLn8+HWq0mGAxKg2uxB1AsATQ8PMzMzAxFRUWS6Ghra2NiYoKysrKYdtlvl2AwyMDAADt37mTv3r2MjIyQnJzMsmXLpEjJ2rVrY/YeErFarRw5coTc3NyoHkTJyckMDg5GRYHEuiitVis5xonMjgAFg0EpSmS321EoFFERIKVCSbI6mVAoxLGhY2gTIqM/APkJ+dSk10QtVyqVTExMkJ+fz8c+9jFKS0uZnp7m6NGjvP766zQ3N0e5rs3GZDKxfv36qJQej8fD3r17OTfzXM4rOC9i3QvWFxjznawFmm2BHggEqEipCB9jykPAG+555MdP/WQ98I8mqbPOSaFQSD97Ah7UCnVUFE0WQDLvJ/39/Rw7doxrr7123m2eeuopLrzwQrKysti7dy+lpaULHrOhoYE//vGP3HfffUA4TUg0ibFYLAQCATkNTuYDjclkinjNzaIA+O1vf8v27dsxm82YzWaeeuopnnrqqQ9cXzdZAMnInOWo1Wry8vIYHh6WZun1ej1qtRq73S5FbMQokNgDSNx29pdae3s7Go1GciKzWq20traSkpIiGQ+8U3w+H+3t7bz55pscOXIEu91OdnY2GzduZM2aNWRlZUVElyoqKhbM/R8eHqa7uzvqvHQ6HWq1OqKJKhBxP1wuV4QAmm3rLApFt9uNy+WK6BPkD/gZsA+QEZeBx+mha6qLac90TAF0ZfmVMWt6ent7GRwcpLi4mMrKSpYtW8b5559PaWkpCoWCtrY23nzzTRobG6MidyJarVayBp+Nx+Nh//793Fx2M6VJJwdzfvy8OPMizoAzYltBEHC5XCQZksiMz4QQuMZdkuhrmGkAkLYTRaUYAQqFQrj9bpShyJoqQRAi6spkZP7ZHDx4EIDa2tqY61966SX+/d//nbVr17Jnz57TqjP6yle+wuc//3kpOp6amipZ+A8NDaFUKklK+vA5j8q8O0QThPf7dbo0Nzdjs9mYmppiamqKG264gRtuuEFyjf2gIAsgGRkZyaKyq+tkvUd8fDx2u12yghbrXsSohtvtxmg0SoP78fFxpqamKCgoQKlU4vP5OHLkCBqNhpqamnfc68LhcFBfX8/rr79OU1MTgUAg3MPmvPOoqamZ1y1MdIdLS0ub99jNzc3ExcVJ1yiSnJzMwMBAVBRIrVZjs9kIBALzGiGI+8zMzOD3+xEEQYoADTuGCQQD5JhycLlcHBk6gsqoQqmJPFacJo51ueuizndmZob6+nrMZnPEbLNOp2PRokWcd955LFu2DL1eT0dHB2+++SYdHR0x02pUKhXnnHNOTBF06MAhPr/08yTpTw7GPCoPL0++HHFPfD6fZHFdmRpu7uiacBEKhtBqtHS6O3EH3FIapRg1FARBEo0evwchGPls6HS6d22RLiNzOthsNvbv3x9hiw/hvldarTYqTRbCkxu33nor8fHx3H333TQ1NbF//37p1d/fH7XPjh072LdvH3fddZe07NJLL+VnP/sZL774It/+9re55JJLzmiKsIyMzPzIf2FkZGTQ6XRkZmbS29srDZZFAST+QRYF0MzMjBTlmD1b2d7ejlKplMRUXV0dLpeLpUuXxgyTnwqPx8OJEyfYtm0bXV1d6HQ6qqqq2LJlC2VlZacVIVAoFCxfvjxqkD+burq6qNnbxMREPB5PVBTIaDQyOTmJSqWKEhWiABLvjcPhIBAIRAggsf4nPS4dp89Jy0RLzOjP5vzNaJSRqXnBYJAjR8K9eubroaRQKMjKymLTpk1UVVWhUChobGxk27Zt9PX1RQm6+USQ1+ul+Wgzdyy9QzoPQRAYYIDDtsMR+7vdbvx+PyUJJeHz9AbxTHvCPU+CAZpmmkhISMDlcklRQ6VSidfrJRAI4A64EQKRAkhOf5P5Z3HkyBHWrFkTZUk9MjIyb8rO3r17GRoaYmpqigsuuIA1a9ZEvH7+859H7XPXXXfxta99LeKYd9xxBxs3buSGG27A5/Px4x//+ExemozMB4Inn3zyA9cEFeQ+QDIyMv+gsLCQgYEB+vv7ycvLw2QyMTg4KBUAi+lUdrtd6u0iDpynp6cZGxujsLAQjUbDwMAAg4ODFBYWRlhhnw5+v5/Ozk46Ojrw+/2YTCZKS0tJS0t7R1EkpVLJqlWr2L17NzMzM1HrvV4v4+PjKJVKSdSoVCosFotk+Sy+r9FoZGRkhMTExKhwvmj3PFsAic0/xQhT33QfACnqFOpG6ggGgzEF0AVFF0Qta25uZnp6mqVLl0b1ApqLQqEgPz+f7OxsOjs7aW9v59ixY3R0dFBeXh4RFRNF0MGDByMswL1eL6Mto9xYciO/av4VEBbKO6d2kqfPI0UTfi7EOiC9Uk9uQi690704x5wkmhNRqVUcsR6hpqCGQCCAy+WSTCkiIkAqWQDNxjbj4/9+0UF3n5NNa1O4/srsdxxBlTnJpk2boiYBYi2DcKPSxx9/POZxzj333Jj7LMSBAweilul0On7zm9+8rePInH38q/YB+qAjR4BkZGSAcC2PxWKhs7OTUCgkRYDESIM4sLfb7ZIYEiNA7e3tCIJAYWEhbrebEydOEBcXF9WYcyFCoRA9PT1s3bqVlpYW1Go1NTU1bNiwgfT09Hc1AFSr1axYsSIqbU3EbrdHDWgsFgsul4vJyUlpmdFoxOfzEQwGpXQuEfFn8T7NzMwQCASk6E8oFKLP1keSIYmQN8TRoaMotUrUhsj0u5LEEvLN+RHLxsbG6OjoICsri5ycnNO+bpVKJaXG5efnMzMzw8GDB9m3b1+E65oogubWH3i9XgwjBpZZlknLdHE6nht9Dl8w/AzExcUxPT1NMBikzFIGgM/uw+/2o9fp6XZ14wiETSPECJAgCJKZhtvvhjkZeme7APrOD1t5ZesIjS12Hv9VJ69sG3m/T0lGRkbmQ4UsgGRkZCQKCwuZmZmR7I29Xm+UO9fk5CSBQACdTofBYMDhcDA0NER2djZ6vZ66ujr8fj81NTWnXccxPDzM9u3bqasLR0XKy8vZvHkz2dlnbuY7Pj5+wZ4EXq9Xav4KkJCQgCAIEY5wSqUSvV6P2+2OEkBzU+DEon9RAE24JnD5XKRoUrD6rIw7x9EkRKa5QXT0x+v1cuzYMQwGA1VVVe/gysOmB1VVVWzevJmMjAzGx8fZvn07XV1dEdcWSwT5fD6W+pcSH4oHwmJpRjnDVutWaRudToff7ydDnYFCCH/mzjEnGq2GYChI40wjCoVCEl3ic2GfsRMiBHO8GubadJ9tNLbaEB3NlQqB5jb7+3tCMjIyMh8yZAEkIyMjkZ6ejk6no7OzE41Gg1Z7skFlKBTC7XYzOTmJXq+XBsodHR2EQiGKi4vp7+9nZGSE4uLi07K8nJqaYs+ePbz11ls4nU4KCws599xzKS4unjda827IysqSapTmolKpcDqdUpRCpVIRHx+P0+mMSHczGo2SDfjsqJEogAKBAH6/H5fLFVH/I6a/JZBAy1QLwP9v777Do6i+Bo5/dzeb3kghlYQeICC9iUCQHnoTEJBQBFGR3qSLgCI/FSkioiCCIlJE6TU0FUNHeq8JKYT0ttl5/8ibkTUBEiQkJOfzPPNIpp4Zljhn773nYulgOo7JQmdBI99GJutOnDhBSkoK1atXz1KsIbdsbGyoVasWtWvXxszMjL///pvff/+dhIQE4J8kyMXFxfTZKGY01DTEkGhQz3Mk7giXEy8DGaVRHzx4gIXOAh/bjAqAyfeT0esy4j0Vcwpra2v1OWYmQPfjMsZYGQ2m8xcV9Rag2tWKodGARgPpRoUaVRzzOyQhRD4xKkqBWAobSYCEEKrMsSPh4eEkJSVhbW2tzteiKApxcXGkpKSg0+lwcnIiOTmZW7du4e7urr5Q29nZUb58+cdex2AwcObMGQ4cOMD9+/fx8vKiSZMm+Pv7Z5mX51nz9/d/ZHLm4uLC9evX1VaczP3u3Lmj7mNjY6OWAn+4dSzzOWWuT01NRafTZSmAYJFiwfkH59GYadDbmiY0r/i8grX+n5f/69evc+/ePcqXL//YQg655e7urraw3b9/n3379qldHzPHTP07CfK29cY/xR9DkgGNVoOdrR0b720k3pAxrsrJyYnU1FQ8tB4AKOkKqTGpWFpYcj3+OthkjItKTU1VE6CYuBgUo4I23fR/RUU9ARo9pBy9u/rQuL4Lk0dWoPHLj56IUwghRO5JAiSEMOHl5QVkdEuztrZWW0QgY6xMZqEAZ2dnrl27htFopGzZspw8eTJHXd8iIiIIDg7m6tWr6qScNWrUeG4vvVqtllq1amWbaOn1euzs7AgNDQX+SYAebgWysbFBq9VmVDB7aHLPzMlBM/+blpaGVqtVW21ux97GQmfB/aT7GIwGLOwt0GhNu/c93P0tLi6OM2fO4OTkRLly5Z7lI1DvtXr16tSpUwe9Xs+ZM2c4dOgQ8fHxahKUWQAj0yter2B9z5r01HQsrSwx6Az8Gv4riqJgb29PYmIinpaeaJV/usFZW1tjMBi4Z3HPpBKcVqslNj6WdGM6es0/iaDMAQQWFjoGv1GKDyf407LJo8u4CyGEeDqSAL2AgoKC0Gg0j1xWrlyZ7XEjRox45HiKDRs2mHxr//XXX+Pv74+NjQ0VK1Zk4cKFWQaJX7hwgTZt2uDg4ICzszMDBgzIdqKrmJgYSpcuzblz53J8jxEREZQoUcJkXpr8EBAQQEBAQL7G8LxZW1tjb29PWFiYOt4FMlqAHjx4gMFgQK/XY2FhwfXr13F2diYuLo7w8HDKlSuHg4NDtudNTU3l+PHj/Pnnn6SkpFChQgUaNmyYL7NDW1lZUaNGjWy3ubm5ERYWRmJiIpaWlurLeOY8IVZWVmg0miwJEKCWdk5NTVVbOszNzYlPjed+0n2cdc5cS8j4TP97/I+XnRcVXTKKRqSnp3P06FF0Oh01atTI0wpgbm5uBAQEUKJECaKjo9XWIJ1OR+3atU2SIJ1WR/sy7Um8nogx3YidvR1Xkq4QEhMCgIeHB0aDEdf0jGPSk9LRpGUUPLimXCM1NdWkEEJcQkZCrdf+kwBlPl8hhBCgGAvGUthIGewXlLu7Oxs2bMh2W9myZbOs279/P1988cUjz7dlyxZat24NwNKlSxk0aBBDhw6lQ4cO7Nu3j6FDh5KUlMTo0aOBjLEbTZs2xdPTk++//5579+4xduxYbt26xY4dO0zOPWzYMNq2bZurimCurq6MGDGC/v37s2fPHnkhes7c3d25dOkSzs7OJglQaGioOv7n5s2bGAwGvLy8OHPmDPb29o9sqbhz5w5///03qampODk5UbVqVWxtbbPsl1kZLC4uTl0yxyDpdDp0Oh1arRatVqv+rNfrcXJywsnJKVeTZ7q6ulK+fHkuXrxosl6v1+Pq6sr169epWLEijo6OhIWF8eDBA1JSUrCwsMDGxgaDwaDOjZQpNTVVrRBnMBjUBChz/I82WUtUWhSWGkss7E3LX7cs01L9nJ87d464uDhq1qz5XAoC6PV6qlWrhqenJydPnuTMmTPcv3+fatWqUbt2bf788091TiQnKyeaeTZj27VtOJZxxNraml1Ru/C18sXN3g2tVosrroQaQtGaaTHEGNDpdNxLvYejuSMxMTG4u7v/0wKUbtoCVNS7vwkhhMh7kgC9oCwsLKhXr16O9k1ISKBfv354enpmO0M1wLZt2/j6668B+Pbbb2nQoIGaMDVt2pSLFy+ycOFCNQH68ssviY6O5vjx4+o3xN7e3gQGBnLw4EFeeSVjFvtjx46xcuVKbt68me11S5YsSVBQENOmTcuy7e2332bmzJn88ssvdOrUKUf3Kp4NDw8PLl68SGJiIikpKeqLeWhoKDY2Njg6Oqpd2EJDQ0lPT8+261tSUhKnT5/m3r17mJmZUaVKFXx9fdXzxcbGEhERQWxsLHFxcWrp6Keh1WopVqwYLi4uODs7U6xYsScmROXLl+fevXsm1d8AihcvTlhYmDoZYlhYGIqiEBERgbe3NzY2NpiZmREdHY3RaFSvkzk26N8tQLfu3SLdmE70g2h0ljrMbc3Rmv0Tm06j49VSrwIZLU3Xrl3Dx8cHT0/Pp3oWT6t48eIEBARw7NgxQkNDiYuLo3bt2tSuXZuDBw+qxRJecnuJy/cvc+3mNWxL2JKcnMz6e+sZ6D0QLy8vIqIiMEQaMHcyJ+VBChbFLUhKTeK+7X01kdJqtcQmxJKuMW0BkgRICCH+oaDket6pvIihsJEucEXA6NGjcXd3p1+/ftluP3XqFFFRUWpXr5SUlCzdmFxcXEwmSdy+fTsNGzY06R7TsmVL7Ozs2LJli7pu9uzZNGnS5Kle5CwtLenSpQuzZ89+7H4ajYbFixcTFBSEg4MDTk5OvPfeeyQlJTFmzBhcXV1xdnZm4MCBJl2WNBoNCxYsoG/fvtja2uLm5qYe9zBFUZgzZw4+Pj5YWVlRv359jhw5om5PTk7mnXfewdvbGwsLCypUqMD//ve/XN9vQWJvb4+Pjw9eXl7Uq1ePihUrUrx4cUqWLImNjQ2KopCSkoKlpSURERGUL18ee3t7k3PcvHmT4OBg7t27h5ubG02aNKFkyZIkJiZy6dIlgoOD2bdvH2fPnuX27dvExMSoyY9Wq8XOzg5PT0/KlStH+fLlKVu2LKVKlcLHxwdvb288PDxwc3PDzi6jPLPRaCQqKooLFy7w+++/s23bNv7880+TMtb/ptFoqFatWpYWRktLS+zt7bl9+zbm5uZqRbqIiAiMRiO2trZYWFiQnJxs8pnKTHwyxwFltlDdirmFkq4QHhuOTq/DwtG09aeuV10cLB1IT0/n1KlTWFlZ4e/v/9/+Ep+SXq+nTp06lC9fnvj4eA4cOEBkZCT16tVTx01pNBralGuDPk5P4r1E7GztiEyNZGfUThwcHHBxcsEh0SGjupsC2hQt6cZ0Iq0iuX//vlpsITY2owXITPPPd3GSAAkhhMhr0gL0Avt39xvI6Cb08Mvczp07WbFiBcePH+eHH37I9jxbtmyhSZMm6liHESNG0K9fP1auXEm7du34888/+e6773jjjTfUY86dO0f37t1NzqPVailVqpTapSg+Pp6NGzeyYMGCx8ZtNBrVdRqNxqT88WuvvcbXX3/NxYsXH1tZbNy4cfTs2ZMNGzbw66+/Mm/ePHbs2EHVqlVZuXIl+/fvZ9asWfj5+TFmzBj1uMmTJ1OvXj3WrFnDuXPnmDRpEnfu3GHdunXqPgcPHiQlJYUFCxaQkpLCqFGjaNu2Lbdv38bMzIxhw4axY8cO5s6di7u7O1u3bmX06NE4OzsTFBT0yJgLuofnzClevDiQ0RqYlpZGcnIyBoOBmzdv4uDgYNLtMjU1lZMnTxIWFoa5uTk1a9bEycmJu3fvcufOnSzjxKysrChWrBh2dnbY2dlha2urFhrIqZSUFKKiooiKiiIyMlJtSYqIiCAiIkKtTOfh4ZEl2bG3t6ds2bJcunTJZL2bmxuxsbFcv34dR0dHoqKiSEtLIzo6GhsbGywsLEhJSSE5OVl9ac9MgAB1rJTBaCAsPgxNqoY0JQ0bvQ0WDqYJUGbxg0uXLpGYmEidOnUwM8u/X88ajQY/Pz8cHR05fvw4R48epUyZMtSpU4c//vgjYx4ovSWdKnTiu5PfYW9uj95cz9GYo5SxLoO3tzfFzxfnbNRZbNxsUOIVjFZGEvQJRKZEkpKSgpmZGakpqaSZp6HT/PNvXhIgIYQQeU0SoBfUjRs3sp0TZMaMGUyaNAnIKD4wYMAAPvjgg8cmD1u2bOG1115Tf+7WrRt79uyhT58+6rqWLVvy+eefqz8/ePAgyzf+kDHZZGxsLAAHDhwgLS2NOnXqqNuvX79OqVKlssQ8Y8YMABo3bkxwcLC6rXbt2gDs3r37sfdQsWJFFi9eDECjRo1YunQpqamprFq1CjMzM1q2bMmvv/7KoUOHTBIgV1dXfvvtN8zMzAgMDESn0zFixAjOnDmjfgNvYWHBli1b1DLEMTExvPnmm5w9e5aXXnqJffv20axZM3r06AFkFE6wtbXNUka4MMic18bc3JxKlSpRrFgxk65mkZGRHD9+nOTkZFxcXNSy0kePHjU5j4WFBZ6ennh5eVGsWLH/HFfm+TJbGpOTk4mKiuLOnTvcu3ePuLg4jh49+shEqHz58oSGhhIfH6+uc3R0RK/XExsba1KoISIiAicnJ6ytrUlPTyc2Nlb9bKSkpKhdBtPT0zE3N+dO3B3SjenEx8Wj0+swszZDZ/HPC7+LtQvVPaoTFxfHlStXcHd3x83t2VX+ergsd2YXvcxJbJ9UctzNzY2GDRty5MgRrly5woMHD/D39+f06dMoioKPow8NfRpy4OYB7HztSNOk8Vv4bwwuMZhKpSpxZP8RrFys0KJFZ9CRrkkn1Cyja52ZmRmGRAOGJNMvRIr6JKhCCPEwxYg6MXJ+xlDYSAL0gvLw8ODXX3/Nsj6zhDHA8OHD8fb2ZsSIEY88T0xMDH/88QfLly9X13Xo0IFDhw4xZ84c6tSpw6lTp5g2bRrdunVjw4YNaDQZVZ2yK0ygKIr6Mnz16lUAk4TH09OTkJAQ9ef27dvTtm1bBg0aBKB2Z8rk4OCAo6PjE6vBvfzyy+qfzczMcHFxoVatWibfojs7O2dpfejZs6fJPl26dGHEiBEcOHBATYD8/f1N5mApXbo0gHquJk2asHjxYu7cuUO7du0IDAxk8uTJj423sPDw8FD/fP78eS5duoSiKNjZ2REXF0dkZKS6Xa/X4+HhgZeXF87Oznla2MLS0hIvLy+8vLyIiYnhwoUL2SZCmQmTVqulatWqHDp0SD2HRqPB1dWVu3fv8uDBA9LT09VuW8nJyTg4OKDT6Uw+U5mtYxYWFuo934q5RVJKEkmJSdjb2mcpftCsVDO0Gi2nT59Go9FQuXLlp7rnhIQEwsLCuH//vpqIZRZjeBQzMzOsra2xsbHB2toaa2trbG1tTQpK2NjY8Morr3Dq1Clu375NQkICJUqUUMf1NfRtyLUH17hz6w56Dz1J6UlsDN9IK59WOFs6kxSZhI2bDdpkLYqlwn2b+0RGRmJpaZkxaWyyaXyZz04IIYTIK5IAvaDMzc2pVavWI7dv2rSJ1atXc+TIEYxGo7oAanUqrVbLjh07KF26tPpS//vvv7N9+3a+/vprBg4cCGS0ypQuXZq2bduyefNm2rZti4ODg9rS87D4+Hi8vb0B1IHlNjY2j4zb3NwcT0/Px96LjY1NlkHq/5Zda1ROutL8e2xSZlev6Ohok+s/LPPFMPN5fv7553h7e7Ny5UrefvttAOrXr8/ChQupXr36E2MoDFJSUrhw4QIxMTHY2NioLSkajQYPDw+8vb1xdXXNVbe2Z8XBwYE6depkmwjduXOHatWqqZXkSpUqZZJsFy9enNDQULU6XWbluoiICGxtbdHr9SQkJGAwGNREOjk5Wf2zubk5F2Mv8iDxARaKBVpzrcn4Hw0ampdpzq1bt4iKiqJSpUo5bgHJLEseFhZGWFiYSetVThkMBmJjY7P8WzYzM8Pd3R0vLy9cXFzQ6XRUr16dYsWK8ffff3P79m0cHByIiYlBp9XRqUInvjr6FWlhaSjOCtcSr3HR6iJ+Jfw4cOEA1sWt0aXqSNelk2CZwO3o21T0qYghzYBRY/rVYl5PhCuEEEJIEYRCau3atSQnJ1O5cmX0ej16vV7tZqbX6+nfvz9gWv4aMrrWATRo0MDkfI0bNwbgzJkzAPj5+XH58mWTfYxGI9euXaNSpUoAahew7OYGyo3o6Og86072cGEHgHv37gH/JEI5YWFhwcSJEzl37hw3btxgwYIFXL16lddff/2Zxvq8GY1GEmLuE33vDvfDbhETEUZaSnK2+1pYWFCmTBkcHBzUogGlSpWiadOm1KxZEzc3t3xJfh6WmQg1atRI/fsNCwvjwIEDagJQoUIFkwTE3Nxc7f6WlpZGSkoKkJEAWVlZYW5uTlpampp8ZHY3y0yOdWY6bsXcIiUpBR069DZ6zKz/+d6pmns1HPWOnD17Fnt7e/WLiEdRFIXw8HBOnjzJzp07OXjwIJcvX36q5OdxDAYDt2/f5vDhw+zYsYOTJ08SGRmJr68v9evXR6vVEhMTo/6dOlo5ElguECVNIT08HSVdIfh+MJUqV0JJVUgMT0Sv15OekFHk4kLiBXQ6XcazSvsnAdJoNNl27RVCiKJKUZQCsRQ2kgAVUtOmTSMkJMRkefPNNwEICQlh2rRpKIrCtm3bCAwMVI+rUKECkDF+52GZXYMyu7O1aNGCffv2qZNDQkZluLi4OFq0yBjQ7evrC8CtW7ee+j7u379PYmKieq5n7d/dCNeuXYtGo6FJkyY5Oj4pKYny5curVd98fHx455136Nmz53+67/ykKApx9yMIu3qOB/fukBhzn6TYB8RHRxB+4xIRt65g+P+B/g/z8fHBzc2NcuXK0axZMypXrlwgx3M4ODhQt25dXnrpJbRaLQkJCRw8eJA7d+5gZmZmUvwB/kmGbWxs1M97enq6OpAf/knyMydCzUyAEtMTiYyPRJOW0d3P2sXapOtfizItOHfuHKmpqbz00kuP7RYYERHB/v37OXz4MDdv3lSTsbyWlpbGzZs3+eOPP9i5cyehoaFUq1YNCwsLDAaDOk9TFbcqVC5eGZ1RR9LdJAxGA0e1R/Fw9SDuThwaNOiSdaDATeUmiqJktACl/pMASeuPEEKI50G6wBVSJUuWpGTJkibrNm3aBKB2Nzt27BixsbE0atRI3ad69ep06dKFkSNHEh0dTd26dTlz5gzTpk2jRo0a6nw8b7/9NvPnz6d58+ZMnTqVqKgoxo4dS+vWralfvz4ADRs2xMrKikOHDj2yK9j169cfex8HDx4EMoow5IW//vqL3r1706dPH06dOsWUKVMYNGjQE7+Jz2RlZUXNmjWZPn065ubmvPTSS1y4cIHly5fTtWvXPIk5LymKQkxEKAkPoh65T2pSIuE3L1Pcpwxm5v9057K3t8/x3FQFga+vLw4ODhw5coSkpCSOHTvG/fv38ff3x8PDg9DQUCDjvjLHpRgMBhISErCxsSE6OlqtnJiZAKWkpKAoCkajEY1Gw4O0BzxIfIBe0YMGLJz/eV525naUsyrHXyf/wtfX95HFIB48eMC5c+dMxlPll5SUFK5du8b169dxdXVVu9ZGRETg4uJCq7KtuPbgGmnxaSSFJXHb4zauVVy5vfM2iRGJmJubE58ST4x5DPfi7mWUDNf9kwDJ+B8hhBDPg7QAFWFbt241KX+d6YcffmDkyJEsXrxYrf7Wr18/9u3bp3ZPcXFxYe/evbi4uNCrVy8mTpxIt27d+Omnn9TzWFtb07p1a5N5gZ4mxjp16uRZC9Dw4cNJS0ujU6dOzJ8/n4kTJ7Jw4cJcnWPJkiX069ePuXPn0qJFC2bMmMHAgQP58ssv8yTmvJScEPfY5CeTYkwnKvTmC98s7ujoSKNGjdT5rK5fv87vv/9OqVKl1NYYjUZj0goUGRmJoigkJCSoLRZxcXHq3EhGo5H09HQ0Gg33Eu+RkJKAuWKeMf7noQIIAb4BnDtzDgsLCypWrJgltoSEBI4eParOw1OQZHbFS0lJURPCW7duYaGzoHXZ1pibm2OIMZD6IJXIYpFobbTE347HwtICQ0xG0YOzsWcxGAykp6SrnyNpARJCCFNGpWAshY1GedHfYESBduTIEerVq8eVK1dyncTEx8fj6enJihUr6Nix4zOPTaPRMHXqVKZNm/bMz/2iirh1ldSkhBzv71KiNBZWNk/esYBTFIULFy6ocwFZWlpSrFgxtRUoLS2NEydOkJCQwO3bt3Fzc8PBwYHLly9z+/ZtIKNk+40bN7hy5QqOjo5oNBpiy8VyIeYCHqkeWLta49PER73mKL9RxN2Jo0aNGibVG1NTU7l48SLXr19/qgRTq9Xi5OSEpaUlFhYWmJubq/81NzdHq9WSlJREQkICiYmJ6n+TkpLUrnu5kZ6ezvXr19FqtaSmplK2bFk2XNjAqdBTJCQkYFvKlvvh90n5M4Vi5YsRkRyBWQkzvPRe+IT5cEpzihHNR+Bj54Onpyc1a9bMdQxCCFHYxMbG4uDgwOhFEVhYZS309DylJMUy921XYmJisi069SKSLnAiT9WqVYtu3boxZ86cXLesLFq0iMqVK9OhQ4c8ik48zJCWmqvkByAxNrpQJEAajYYKFSpQrFgxjh07ps4jlFnuPbNKnNFoRKvVEhUVhZ2dnTreR6vVEhsbS2pqKoqiZMwBZGHOrQe30KNHgwbLYv+0tHpaeJIYloiLi4tJ8hMZGcnRo0fVyVRzSq/X4+bmhru7O66urk+cRNXBwSHLOkVRiIuLUyeszRzb8ySZBS+uXr1KeHg40dHRNKvcjGsPrpGSnELCrQTM3M2Ic44j4U4Czs4WVIqxprI5vGRMphte+IT8hYX9VazL+JHsaItFqbJotLonX1wIIYR4CpIAiTy3cOFCatSowTvvvKNWiHuSiIgI5s2bx759+/J0vhjxj/S0tKc4Jncv6gWdm5sbtWvX5vDhw6SmphIfH4+1tTU6nY7ixYsTFRWFlZUVCfHx6O7eoVZqMvWNaZTRaCl24Qw6RUGxtcRgTON+ShpHIx24YWnkrk6Hwemf7m++qb4oFgpVqlRR112+fJnz58/nuNXH0tIST09P3N3dcXJy+s//TjQaDfb29tjb21OhQgUePHjAnTt3uHv3LsnJ2Vf/y6TVailTpgx6vZ6///6bQ/sO0bBiQ7Ymb82YADZSh38JC3qHexJgUQxdqgZDqoIW0GILUZEo96Pg2nnu7NqIrpgLDs3bYt+4BTq7rMmaEEIUFYpRQcnnPmj5ff28IF3ghBBARnGDiFtXcnWMhbUdLt4l8yagfBQaGsrRo0cxGAzcuHGDkiVLotVqOX/8GNZ/n6b8vTAc0w0ogFFR0D0i+UjDiBkaNGi456AlpJo1R9zgNfc+1KtaDz8/PwwGA8ePHycsLCxHsen1esqVK0fJkiXR6fK+lURRFO7fv8+tW7e4ffv2ExO0mzdvEhISgqIoRLlEEZ1wg8FJTjRQbDEoRsw0ORx6qtGgsbDEpc9b2L3SVL4IEUIUKZld4EYtCC8QXeD+925x6QInhCh8Miq6aYCcfydi/q8CGoWFh4cHL730EidPnsTOzo5rF85T9c5tGh0/iuahcTIaeGTyA6B/qM6Ma4yRNvviaaHToDQ4R5n23YmLiyMkJISEhCd3PdRqtZQqVYpy5co917lyNBoNzs7OODs7U6ZMGc6dO6fOl5UdHx8f0tPTOXz4MFVDzXlN54XV/yc9OU5+ABQFJTmJiK8/IyHkEG5vj0VrWfDKqgshRF5SlIwlv2MobCQBEkIAoNXpsLJzICnuQY6PsXZwyruA8pmPjw8pKSnob1yn3I5tWCQn8V/aIDJf/c3TFTiwj9Nv9CKiZWtSirs98dgSJUrg5+eX7/Mq2dnZUadOHaKiojh37hzR0dHZ7leqVClcIu9S+9ppQIv2Pz05SDx1hLuzJ+A5fhZaK+v/dC4hhBBCymCL/6Rz585Z5hv6t5SUFCZMmECJEiWwsrKievXqrFq1Kst+58+fp3379tjb2+Ps7EynTp24evWqyT6TJ0+mePHi+Pr6snz5cpNtiqJQq1Ytfvjhh/96W0WWnZNrjve1snPETF94yxYrRiMW27fgvHoVFinJ//EV/t8nV0gLvYvj8m+w+f3gI79es7e3p3HjxlSrVi3fk5+HOTs788orr1CrVi1sbLIWwbCKDKPOjb/RaED7LLquGY2k3LhC6OczUJ6iUp0QQgjxMGkBEk9t5cqVbNiw4YnlrXv06MGmTZsYPXo0TZs25fjx4wwePJjIyEiGDRsGwK1bt2jQoAF+fn788MMPJCUlMWnSJFq0aMHp06exsrJi8+bNfPLJJ3zzzTfcv3+fN998k9q1a+Pv7w/A6tWrMRgM9OzZM8/vvbDSW1ji5OnL/bs3HrufuZUNxdy8HrvPi8xoMHBtxjTu794FgCYP2v8zz2l3YB/a+HjimreEh5KFEiVKUKVKlecyzudpeXh44Obmxs2bNzl//jxpaWloDGl4Hd4NCs82aTQaST53iphdm3Bs0f5ZnlkIIQoso1HBmM9FCPL7+nlBEiDxVO7evct7772Ht7f3Y/c7fvw4v/zyCzNnzuT9998HoFmzZtjY2DB27Fj69u2Lo6MjU6dOxc7Ojl27dmFtndHFpVSpUrRv354jR47QsGFDdu3aRfPmzenVqxcAS5cuJTg4GH9/f1JTU5k4cSKLFi2SwdL/kZWtPa4+ZYiLiiA5IdZkm9ZMj62jM7bFnNHkZjzHC0QxGrk28wPu79n93K5pffwoaLXENW2OVqejcuXKeTb577Om1WopWbIkbm5unDhxAt3uX9Enxj3b5OchUau/xaZabfTFPfLoCkIIIQq7wvkGI/LcwIEDadGiBU2bNn3sfufOnQOgXbt2JusbN25MQkICe/fuRVEU1q9fz4ABA9TkBzLmELp79y4NGzYEMgZjP9wNyNzcnPT0dCBjziBfX19atWr1TO6vqDO3tMbZyxf3UhVw8vShmEcJXLxL417KDzsn10Kb/ADc/XYp93fueK6jPjWAzdEQ7E+f5OWXX35hkp+HWVlZUbtyJZyvnMmz5AcAYzox2zfm5RWEEEIUcoX3LUbkmaVLl3L06FEWLFjwxH1dXTPGlFy/ft1k/ZUrGeWWr127xvXr14mJiaFkyZK88847ODs7Y2lpSbt27bh586Z6TP369QkODubixYscPnyY06dP06BBA2JjY5k5cyYff/zxs7tJAYBOr8fK1gFrO0csrG0Kfetawvlz3P1ueb5cWwFsdu3AKiE+X67/LMQf3A15PUbHaCR2/06MyUl5ex0hhCgAFEUpEEthIwmQyJUbN24wcuRIFi1ahIuLyxP3b9y4MaVLl+a9995j9+7dxMbGcuDAAcaNG4dWqyUhIYGIiAgAxo0bx507d/jxxx9ZunQpJ06coEmTJmqJ4K5du9K5c2f8/f1p0qQJM2bMoGbNmsyePZvGjRtTs2ZNRo0aRYUKFejRoweRkZF5+ixE4WJMTeXqjGnPeOBKzmnI7H734g70j92/67m0nCkpySQcP5zn1xFCCFE4SQIkckxRFPr3709gYCBdunTJ0THm5uZs376dEiVK0KxZMxwcHOjevTszZswAwMbGhtTUVADc3NxYv349LVq0oHfv3vz8889cvXqVlStXAhld4BYvXkx8fDxxcXGMGTOGO3fusHDhQmbOnMnChQvZsWMH69atQ6fTMWTIkLx5EKJQCvtxFck3b+Z9C8bjpKcTf/oUkZt+zb8YnpIxNYW0uzefvOOzoNORcvXS87mWEEKIQkeKIIgcW7hwIadOneL06dMYDAYAtVnUYDCg1WrRarPm1GXLlmX//v2Eh4cTFRVFuXLluHXrFkajEScnJ+zs7ABo3bq1yfH16tXD0dGREydOmJzPwsJC/fOUKVPo2bMnfn5+vPnmm/Tp0wd/f3+GDRvGyy+/THp6eoGuoiUKBmNaGvfW/FRgZnsL/WEVLu06vFBdDlNvXnt+zy89nZSrF57PtYQQIh8pxowlv2MobCQBEjm2du1aIiMj8fDIWn1Jr9czdepUpk2bZrI+KSmJdevW0aBBA0qVKkXx4sUBOHr0KAA1atSgdOnSaLVaUlJSspw3LS3tkfOfnDlzhjVr1nDhQsaLUHh4OE5OGRNzFitWjPT0dCIjI3Fze/JEk6Joe7B/H4aYB/kdhirl9i3ijh/DvkbN/A4lxwxREc/1emkR957r9YQQQhQe0gVO5NhXX31FSEiIydK2bVs8PDwICQlh0KBBWY4xNzfn3XffZcmSJeq69PR05s+fT9myZalcuTK2trY0bNiQ9evXmyRBu3fvJiEhQa0C92/jxo1j6NCheHp6AlC8eHHCwsIACA0NRafT4ezs/CwfgSik7q37GbJpvcw3Oh3h637O7yhyRTGkPd/r/X8FSCGEKMyMilIglsJGWoBEjvn5+WVZ5+zsjLm5ObVq1QIgNjaWs2fPUqZMGVxdXdHpdLz99tt8/vnneHl5UbFiRRYsWMChQ4fYuHGj2uVt9uzZBAQEEBgYyOjRo7l37x7jxo2jbt26tG+fddLDffv28ccff6jjgwDatGnDokWLqF69Ol988QWBgYGYmclHXDyeITaW+FMn8zsMU+npPPj9EIrBgOYF+Qxr9ObP93ovyHMRQghR8BSgrzxFYXDs2DHq16/P5s2b1XXTp09n5MiRzJkzhw4dOhAREcGWLVto06aNuk/9+vXZu3cvRqORLl26MHr0aNq1a8e2bduyHcMzduxYJkyYgKOjo7pu2LBhNG7cmNdff520tDS+/PLLPL1XUTgkXiyYY0mUtDSSblzP7zByTO/u+RyvpsHc0+c5Xk8IIURholEKY3FvIYTIodBV33P7qy/zt/rbI5R6fxIugW3zO4wcUQwGrr7ZBdINeX8xnQ7HwC44d+ub99d6jgICAgAIDg5+puedNm0a06dPL5RzeTwL169fp1SpUixbtoygoKD8DkcIIKNHjYODA+/MvYuFlX2+xpKSFMvC0Z7ExMRgb5+/sTwr0odACFGkJVw4n98hZEtjZkbChfMvTAKkMTPDolRZUq5cyPtqcOnpWJatmLfXyAeLFi3K7xCEEKJIkARICFGkpUVFFcjWHyU9nbTo6PwOI1fsm7Qi4nLeJ5Q6ewesq9TI8+s8b5UqVcrvEIQQokiQMUBCiCLNmJyc3yFkT1FQsikNX5DZ1m2ExtI6by+i0WLftO1/KoJQsmRJdWyii4sLdnZ29OrVi/j4eD7++GO8vb1xcHCgS5cuREVFqcclJSUxYcIEypUrh4WFBfb29jRv3txkrrKgoCCaNm3KkCFDcHR0pEaNGhgMBuLi4hg8eDDFixfH1taWHj168Pnnn5vM9RQQEKB2g4OMyZ8XLVrEwIEDcXJywtbWlq5du3Lv3j8lwNPT0/n444+pXLkyVlZW2NjY8PLLL7Nnz54cP4+goCA0Gk22y8NTG/z000/UqlULW1tb3N3deeutt4h+KEmfNm0aZcuWZfPmzbz00ktYWFhQvnx5vvvuO5Pr3b9/n8GDB+Pm5oalpSX16tVj9+7dj41x+fLlWFpacujQIWrXro2lpSV+fn789ttvXLhwgaZNm2JtbU3ZsmVZvXq1yXEajYbDhw9To0YNrKysqFKlCmvWrMlyjdDQULp164adnR1OTk4MGjSIhIQEdfuxY8do2rQpDg4O2NnZ0axZMw4fPpzj5yzE0zAalQKxFDaSAAkhijRNQZ4otyDHlg2tuQVOnV/PuwtoNGhtbHFo9t+7BX766afcuHGD1atX8/777/PDDz9Qq1YtduzYwZIlS5g2bRobN25kypQp6jFvvPEG33zzDRMmTGDHjh3873//4/Tp0/To0cNkfM3+/fu5dOkS69evZ8qUKZiZmdGxY0fWrFnD9OnT+emnn4iLi2P8+PFPjPP9998nPT2d1atXM3fuXDZv3szw4cPV7ePHj2f69OkMHjyYbdu2sWTJEiIjI+natavJy/vjTJ48mT/++MNkqVOnDvb29nTv3h2ADz/8kB49elC3bl3WrVvH1KlTWbt2LQEBASQlJannCg0N5d1332XYsGFs3ryZUqVKERQUxPnzGS2DycnJvPrqq2zcuJGZM2eyfv16vL29adWq1ROTtrS0NHr06MHgwYPZuHEjlpaW9OrVi7Zt29KmTRt+/vlnPDw86Nu3L7dv3zY5tm3btnTs2JENGzZQoUIFevTowa+//prlOZQoUYKNGzcybNgwvv76a6ZOnQpkjMdo1aoVLi4urF27ltWrV5OQkEDLli2JiYnJ0XMWQhQc0gVOCFGkaR8x0W6+02rRWlrmdxS55tCiPfGHD5By7dKz71qoKBQf8B46u/8+CNfOzo6ffvoJMzMzmjVrxnfffcfdu3c5fPgwDg4OBAYGsmfPHg4dOgRAamoqcXFxzJ8/X00KGjduTFxcHKNGjSIsLEydJNpgMLB48WLKli0LwJ49e9izZw/r1q2jc+fOALRu3ZoqVapw9uzZx8ZZpUoVli1bpv78119/8fPP/8wRdffuXWbNmsXQoUPVdVZWVnTp0oVTp05Rv379Jz6LMmXKUKZMGfXnOXPmcOTIETZu3EjFihWJjo7mww8/ZODAgSxcuFDdr3LlyjRq1Ijly5czZMgQABITE1m6dClNmzYFoHz58vj6+rJ582YqVKjA999/z8mTJ/nzzz+pW7eu+iwCAgIYN24cISEhj4zTaDQyceJEBg4cCEB0dDQ9e/Zk+PDhjBw5EgB3d3dq1arFkSNH8Pb2Vo8dOnSomsy2bNmSGjVqMGPGDJNpFrp27cqnn34KwKuvvsrOnTvVpOzs2bNERETw3nvv0aBBAwAqVKjAV199pQ5WF0K8OKQFSAhRpFmVLFkw55TRaLDy8c3vKHJNo9Xh9tZotJbWz3xyWbuAVtjUfPILfU7UqVPHZJ4wd3d3KlSoYPIi6+zszIMHD4CMSZ23bdtG9+7dCQ0NZf/+/SxZsoRNmzYBGQlSJisrK5OEYs+ePej1ejp27Kiu02q1vPbaa0+M898JjLe3t0nLzqpVqxg+fDiRkZH88ccfLF++XJ0f7eGYcmrz5s1MmDCBmTNn0rZtRkvbn3/+SUpKCr169TLZt2HDhvj6+rJ3795HxpyZhGTGvHv3btzd3alZsyYGgwGDwUB6ejrt2rXjyJEjJl3qsvPyyy+rf3Z3dwegXr166rrMya8z/94y9enTR/2zRqOhc+fOHD16lMTERJP7eVjp0qXV81SuXBlXV1fatWvHkCFD+O233/Dw8GDOnDmUKFHisTEL8V8oSsFYChtJgIQQRZqNXwUUw3Mo3Zxb6elY+1XI7yieit7NE8/xs9BaWj2zJMi2fmNcg95+JucCsi3lam39+PFL27dvp2LFinh6etK2bVtWrFiBhYUFgEkXuOLFi5uM7YmIiMDZ2Vmd+DlT5gv84/w7Jq1Wa3KtI0eOUKdOHVxdXWnatCkLFy5Ur5Pbstdnz57l9ddf57XXXjPpnnf//v1Hxuvu7p4l2Xg45sxYjP/fGhgVFUVYWBh6vd5kGTNmDJDRhe5xnubvDcDT03SequLFi6Moikn3NRsbG5N9tFqtGretrS0HDhygTZs2rF69mvbt2+Pq6srgwYNJLqjjCIUQjyQJkBCiSLOuUHDLKdtUeDETIACLkmXwmjwXvUcJeCgZyBWtFjQaHNt3p/jg0Wi0+Tcm6sqVK3Ts2JGqVaty+fJlYmNjOXjwIO3atXvisd7e3kRGRqov05nCw8P/U0yZ41JsbW35+++/iY+PJyQkhP79++f6XPfv36d9+/aULVuWb7/91mSbk5MTAGFhYVmOCw0NxcXFJcfXcXR0pFy5coSEhGS7lCpVKtex58TDxSwA7t27h06nU+8tJ/z8/Pj++++JjIzk999/p2/fvixZsoR58+Y963CFUCmKgmLM56UQNgFJAiSEKNKsfHzR5uAb5OfN3M0NfbGcv5wVROZePpSYMY9iHXqoyUyO/H+rgb64B15T/odz1zfQPOPudLl19OhRkpOTmTBhgkn3tq1btwJkSW4e1rhxYwwGA7/99pvJ+g0bNvynmM6fP09UVBTDhg3D399fbW3JSUwPMxgMdOvWjfj4eH755Res/jUurm7dulhYWLBq1SqT9QcPHuTmzZu88sorOY65cePG3Lp1i+LFi1OrVi112bVrF3PmzDHplvgsPVzwQFEU1q1bxyuvvKK24D3J2rVrcXV1JSwsDJ1OR/369Vm0aBGOjo7cunUrT2IWQuSdAtjxXQghnh+NmRmubdpxb/1aSE/P73AyaLW4duiU31E8ExozPU6de2P/aiBx+3cQs2sT6Q/+f5yHVvdPUmRMz+hortFgVbk6Ds3bYV2lRr62+jysRo0amJmZMW7cOEaNGkVKSgrLli1j8+bNAI+tuNaoUSOaN29O//79mTVrFr6+vnzzzTecPHnSpKtcbvn5+WFvb8/MmTMxMzNDr9ezdu1avvnmmyfG9LCRI0cSHBzM0qVLCQsL486dO+o2e3t7KlWqpFabMzc3p0OHDly7do3JkydTqVIlgoKCchxzv379WLBgAc2bN+f999/Hx8eHnTt38vHHHzN06FD0en2unkFOjR07lpSUFPz8/Pj66685e/ZsrkqFN2jQgPT0dDp27Mj48eOxt7fnp59+IiYmhi5duuRJzEKIvCMJkBCiyHPt1Jl7P/+U32H8Q6PBte2Tu1a9SMwcnSjWvgeO7bpjiLxHyrXLpN69iZKSDFodOntHLEqWxcK3dMbYoQKmbNmy/Pjjj0ybNo327dvj5OREvXr1CA4OJiAggAMHDlClSpVHHv/TTz8xcuRIxo8fT1paGh07dmTIkCGsWLHiqWNycHBg48aNjBkzRp2/pnr16uzfv5/WrVtz4MCBHHXR+/XXXzEajdl2nWvcuDHBwcFMmzYNd3d35s+fz9KlS3F2dqZbt258+OGHORqDk8nGxob9+/czYcIExo4dS0xMDCVLluSjjz5i1KhRubr/3Pjyyy+ZNWsWV69epXr16uzcuTNL0YPH8fDwYPv27UyaNIkBAwaQmJhI5cqVWbduHU2aNMmzuIVQFAVjPndBK4xd4DRKYbwrIYTIpfND3ybu5IlnX7o5t3Q6nAJepcz0Gfkbh3hmbty4wR9//EGHDh1Mupd169aNK1eucOzYsXyMrnBbvnw5/fr149q1a5QsWTK/wxEixzLLqw+afQtzy/9e+v+/SE2OZcmEEsTExGRbiORFJC1AQggBeL05mPNvD87vMNAAnkG5H8QuCi6tVktQUBAdOnRgwIABmJmZsWXLFtatW2cyx48QQojnQ4ogCCEEYPdSVdy693j6imXPiNebg7HKo0pYIn+UKFGCrVu3Eh4ezmuvvUa7du3Yt28fq1atom/fvvkdnhCiAMv3CnD/vxQ20gVOCCH+X3pyMn/3eZ3Ue2HPvyucTod12XJU+mppwZyYVQghxHOT2QXuzZk3C0QXuK8n+hSqLnDSAiSEEP9PZ2lJ2Rkz0Zjpn29LkFaLzsqKMlM/kORHCCGEyGOSAAkhxENsKlSk/Jy5aHRm6nw0eUqrRWtugd/nC7D08cn764lCa9u2bdSqVQtra2t8fX2ZPXt2jqs3HT16FL1ez/Xr17Ns++uvv2jcuDG2tra4u7szevRoUlJSTPaZPHkyxYsXx9fXl+XLl5tsUxSFWrVq8cMPPzztrQlRZOV317fC2gVOEiAhhPgX+1q1Kf/ZPLTm5qDLw3lodDp0NjZUWPglNhUq5N11RKH3+++/0759eypWrMj69evp06cPEydOZNasWU889uTJk7Rp0waDwZBl25UrV2jevDnW1tasWbOGMWPGsGDBAt599111n82bN/PJJ5/w2WefMXr0aN58803OnDmjbl+9ejUGg4GePXs+m5sVQoj/SPpaCCFENuyr16DS0mVcnTGdxAvn8+Qadi9VpdT7k7Dw8MyT84uiY/r06VSrVo3vv/8egFatWpGWlsZHH33EyJEjTcpvZ0pNTWX+/PlMnjw52+0Ac+bMwc7Ojo0bN2Jubk5gYCDW1ta8++67TJo0CV9fX3bt2kXz5s3p1asXAEuXLiU4OBh/f39SU1OZOHEiixYt+k+TvgpRVBmVjCW/YyhspAVICCEewapkKSp9tRTvIe9kjM15Fq1BWi1aCwt8R4/F74uFkvyI/ywlJYXg4GA6d+5ssr5r167Ex8dz4MCBbI/bsmUL06dPZ+LEiXz88cfZ7rN9+3batm2Lubm5yXmNRiPbt28HQKPRmCRQ5ubmpKenA7Bo0SJ8fX1p1arVf7pHIYR4lqQFSAghHkNjZoZHrz4Ua9SYez+vIXLLJozJyRlFEnJaRPP/99XZ2ODaviPFu76GhZtb3gYuioyrV6+SmppK+fLlTdaXLVsWgIsXL9KiRYssx9WuXZvr16/j5OSUZdwOQFJSEjdu3MhyXldXV+zt7bl48SIA9evX55133uHixYtER0dz+vRpGjRoQGxsLDNnzmTz5s3P6E6FEOLZkARICCFywLKED74jR+P91hCidmwnattWEi5eREn9/8HgOp3axUdRFPj/b8C1VlbYVKiIS2AbnF5titbCMr9uQRRSDx48AMhSntbOzg7IKKebHS8vr6c6b+a5M8/btWtXdu/ejb+/P3q9nhkzZlCzZk0mTJhA48aNqVmzJqNGjWLz5s1Uq1aNBQsW4OLikptbFKLIKghFCPL7+nlBEiAhnrGAgAAOHjzIn3/+Sa1atbJsL1myJAEBAeo3rgEBAQAEBweb7BcfH0/r1q05fPgwP/zwA127ds2zmIOCgggODlYrQP07RvEPnbUNxTt2pnjHzijp6STfuknChfOkhoejpKSARoPW3AJzDw9sKlTAwtMLzfOoJieKLOP/z1n1qDE22qf8/D3uvIqiqOfVaDQsXryYefPmYWZmhk6n486dOyxcuJCQkBAWLlzIjh07WLduHbNmzWLIkCH8/PPPTxWTEEI8C5IACZEH0tPTCQoK4tixYyZ953MqPj6ewMBA/vrrL9auXUv79u3zIErxX2l0OqxKlsKqZKn8DkUUYY6OjkDWlp64uDgAHBwcnul5IeN31L/Pa2Fhof55ypQp9OzZEz8/P95880369OmDv78/w4YN4+WXXyY9PR1dXlZYFEKIx5CvJYXIAw4ODpw5c4bp06fn+tiEhAQCAwMJCQlh48aNkvwIIR6rTJky6HQ6Ll++bLI+8+dKlSo91XltbGzw8vLKct6IiAhiY2Mfed4zZ86wZs0apk6dCkB4eDhOTk4AFCtWjPT0dCIjI58qJiGKGkVRCsRS2EgCJEQeqFatGm+88QZz5szh6NGjOT4uM/k5duwYmzdvzlHlpPj4eEaOHIm3tzc2NjbUqlWL3377zWSfpUuX4u/vj4WFBT4+PkybNi3bOT8e5aeffqJq1apYWVnh6upK7969CQ0NzfHxQoi8Y2lpSaNGjVi/fr3Ji8ratWtxdHSkTp06T33uFi1asGnTJpOJT9euXYtOp+PVV1/N9phx48YxdOhQPD0zKhwWL16csLAwAEJDQ9HpdDg7Oz91TEII8V9JAiREHpk3bx7FixenX79+pKamPnH/h1t+tm3b9siXi4cZjUZatWrF8uXLGT9+PL/++iuVK1emU6dO6pii2bNnM2jQIJo1a8Zvv/3Gu+++y8cff8zgwYNzdB+HDh2iV69edOnSha1bt/LZZ5+xe/dumdRQiAJk0qRJHD58mNdee42tW7cyefJkPvnkE95//32srKyIjY3lzz//JCIiIlfnHTt2LOHh4bRu3ZpNmzbx6aefMmLECAYPHkyJEiWy7L9v3z7++OMPxo4dq65r06YNX3/9NZs3b2bmzJkEBgZiZiY98IUQ+Ud+AwmRRxwdHVm8eDHt27fngw8+4MMPP3zkvpnJT+Z8HZl9959k69atHDp0yKSr3Kuvvsrly5fZs2cP1atX58MPP2Tw4MHMmzcPyPhG19nZmYEDBzJy5Ej8/f0fe40DBw5gZWXF2LFjsbTMqGDm7OzMX3/9haIoMrmhEAXAq6++yrp165g6dSodO3bEy8uLTz75hFGjRgFw7NgxmjRpwrJlywgKCsrxeStUqMCOHTsYM2YMXbt2xcXFhREjRjBjxoxs9x87diwTJkxQxw8BDBs2jDNnzvD6669Ts2ZNvv322/9yq0IUKUYjGPO5Ctv/10MpVCQBEiIPtWvXjt69e/Pxxx/TuXNnatSoke1+R44cwdnZmf3799O/f3/69u3LyZMn8fDweOz5Dxw4gF6vp23btuo6jUbDwYMHAdi2bRuJiYm0b9/epMtbu3btANi5c+cTE6DGjRszceJEqlSpwmuvvUZgYCAtWrSgdevWOXoGQojno1OnTnTq1CnbbQEBAY/txx8UFPTIxKhhw4b8+eefOYrh8OHDWdZZWlqyYsWKHB0vhBDPg3SBEyKPffHFF7i4uBAUFPTIrnDFihVjz549vPLKK6xcuZLo6Gj69OmjlqF9lKioKJydnR9Z5jYqKgqAwMBA9Hq9urj9/yScd+/efWL89evXZ8uWLZQuXZq5c+fyyiuv4O3trbYoCSGEEEK8SKQFSIg8VqxYMRYvXkzHjh0f2Q3upZde4qWXXgKgTp06TJo0iWnTpjF79mwmTpz4yHM7OjoSFRWF0Wg0SYJOnDiBwWBQu6GsWrUqy2zugJoIPUnLli1p2bIliYmJ7Nmzh3nz5jF8+HDq1atH3bp1c3QOIYQQQuROQajClt/XzwvSAiTEc9ChQwdef/11Zs+enaNByJMmTaJu3bpMmzaN33///ZH7NWzYkLS0NLZs2aKuUxSFgQMH8uGHH1KvXj3Mzc25c+cOtWrVUhdzc3PGjx/PtWvXnhjL6NGjqVOnDoqiYG1tTdu2bZk7dy4At27dysHdCyGEEEIUHNICJMRzMn/+fHbv3s29e/eeuK9Op2PlypVUq1aN119/nePHj1OsWLEs+7Vp04b69evTr18/ZsyYQdmyZVm1ahWnTp1i/vz5ODs7M3bsWCZPnkxsbCwBAQHcuXOHyZMno9FoqFq16hNjadasGZ9++ilBQUH07t2b1NRU5syZg5OTU44q1QkhhBDi6ShGBSWfiyDk9/XzgrQACfGcODk58eWXX+Z4/7Jly/Lpp59y48YNBg4cmO0+Op2OrVu30q1bN6ZOnUqHDh24cOEC27dvp379+gDMmDGDTz/9lPXr1xMYGMjYsWNp2LAh+/fvz9EM8a1atWLVqlX8/fffdO7cmZ49e2JjY0NwcLA6uaEQQgghxItCoxTGjn1CCCGEEEK8oGJjY3FwcKD3+1cwt7TL11hSk+NYOasMMTEx2Nvb52ssz4p0gRNCCCGEEKIAki5weUO6wAkhhBBCCCGeiZMnT9K8eXOcnJxwd3fnjTfeIDIyMr/DMiEJkBBCCPEE0ltcCCGeLCkpidatW/Pyyy8TFhbGmTNniIqKol+/fvkdmglJgIQQQhR4169fR6PRsHz58ud63du3b9O2bVtu3LjxXK8rhBAARhSMSj4v5PwLoJs3b1K1alWmTJmCubk5zs7ODB48mP379+fhU8o9SYCEyEe3bt3C0dGR4ODgHB9jMBioXbs2AQEBWbb99ddfNG7cGFtbW9zd3Rk9ejQpKSkm+0yePJnixYvj6+ub5WVSURRq1arFDz/88BR3I0Ths2vXLjZv3pzfYQghRL6LjY01Wf79fgHg5+fH1q1b0el06rq1a9dSs2bN5xnqE0kCJEQ+uXHjBs2bNycmJiZXx3300UccOXIky/orV67QvHlzrK2tWbNmDWPGjGHBggW8++676j6bN2/mk08+4bPPPmP06NG8+eabnDlzRt2+evVqDAYDPXv2fPobE0IIIUShU6JECRwcHNRl9uzZj91fURQmTZrEb7/9xrx5855TlDkjCZAQz5nRaGTZsmXUqFGDiIiIXB178uRJZs2ahbu7e5Ztc+bMwc7Ojo0bNxIYGMioUaP47LPP+Pbbb9XuO7t27aJ58+b06tWLoUOHUqlSJbX1KTU1lYkTJ/LRRx+h0Wj+832KF0daWhrjx4/H29sbKysrWrVqxffff49Go+H69esEBQXRtGlThgwZgqOjIzVq1MBgMBAZGck777yDr68v5ubmODk50alTJ65fv66eOyAggIEDB/Lxxx/j4+ODpaUlL7/8MocPH1b3mTZtWrafOY1Gw7Rp0x4Z96VLl+jatSvu7u7Y2NjQpEkTDh06ZLJPfHw8I0eOxNvbGxsbG2rVqsVvv/0GwJgxY7CyssryJcRHH32EnZ0dCxcuVPutlypViqCgIHWfpUuX4u/vj4WFBT4+PkybNg2DwaBuj4yMpHfv3ri7u2NpaUm1atX4/vvvn/h3IYQQD8usApffC2T0WomJiVGXCRMmPDLu2NhYunbtysqVK9m/fz9VqlR5Xo8sRyQBEuI5O3XqFEOGDKFv3765eiFKS0ujb9++vPfee/j5+WXZvn37dtq2bYu5ubm6rmvXrhiNRrZv3w5kvFBaWVmp283NzUlPTwdg0aJF+Pr60qpVq6e9NfGCGjx4MJ9//jlDhw7ll19+wc3NjTfffNNkn/3793Pp0iXWr1/PlClT0Ol0tGnThh07dvDRRx+xY8cOpkyZwq5duxg0aJDJsWvXruWXX37hiy++4Mcff+TevXt07dpV/ew9jbNnz1KzZk2uXr3K/Pnz+eGHH9BoNDRp0oR9+/YBGV82tGrViuXLlzN+/Hh+/fVXKleuTKdOnQgODmbAgAEkJyezdu1ak3OvWLGCbt268dprrzFp0iQA1q9fz+TJkwGYPXs2gwYNolmzZvz222+8++67fPzxxwwePFg9R69evThz5gyLFy9my5YtVK9enTfeeCNX3V2FEKIgsbe3N1ksLCyy3e/KlSvUrl2b2NhYjhw5UuCSH5B5gIR47nx8fLh8+TLe3t65ehmaPn06qampTJ8+nZYtW5psS0pK4saNG5QvX95kvaurK/b29ly8eBGA+vXr884773Dx4kWio6M5ffo0DRo0IDY2lpkzZ8pYhyLoypUrLF++nLlz5zJy5EgAWrZsyb1799TEGTLGni1evJiyZcsCcPfuXWxsbJg7dy4NGzYEMlp7rl69yldffWVyjbS0NLZv365OoBcXF0ffvn05ceLEU/cLnz59Oubm5uzduxcHBwcA2rRpQ+XKlRk7diyHDx9m69atHDp0iI0bN9K+fXsAXn31VS5fvsyePXv44IMPqF+/PitWrGDAgAFAxji6c+fO8dVXX+Hq6kqZMmUAqF69OiVLliQmJoYPP/yQwYMHq106WrRogbOzMwMHDmTkyJH4+/uzb98+Jk+eTMeOHdVn4+zsjJmZ/G9XCJFziqLkexXK3Fw/OjqaV199lVdffZVvvvkGrbZgtrXIb2IhnjMnJyecnJxydUxISAhz585l//792X7j8uDBA4BsZ2i2s7MjNjYWyGgR2r17N/7+/uj1embMmEHNmjWZMGECjRs3pmbNmowaNYrNmzdTrVo1FixYgIuLS+5vUrww9u7di6IodOvWzWR9z549TRIgKysrNRkA8PT0ZM+ePUBG1Z/Lly9z9uxZDh06RGpqqsm5/P39TT6b3t7eACQkJDx13MHBwbRt21ZNfgDMzMzo0aMHH3zwAfHx8Rw4cAC9Xk/btm3VfTQaDQcPHlR/HjBgAG+++SbXr1+nZMmSLF++nDJlyqhJ3b/98ccfJCYm0r59e5Mub+3atQNg586d+Pv706RJE6ZOncrJkycJDAykdevWzJ0796nvVwghXgTLli3j5s2brFmzhp9//tlkW3x8fD5FlVXBTMuEEKrk5GT69u3L8OHDqVOnTrb7GI1GgGzHUSiKon4Do9FoWLx4MfHx8cTFxTFmzBju3LnDwoULmTlzJgsXLmTHjh2sW7cOnU7HkCFD8u7GnpP8/ubsecvt/WaOQytevLjJ+n+PMytevHiWz9eqVavw8fHB19eXbt26sWHDBqytrbNc49/rMj+PmZ/bp3H//v1sx8K5u7ujKAqxsbFERUXh7Oz82G8gu3fvjo2NDStXriQ1NZWffvrJZKzPv0VFRQEQGBiIXq9XFzc3NyCjZQwyCoqMGjWKv/76i379+uHp6UmrVq24du3aU9+zEEIUdCNHjkRRFBISEoiPjzdZChJJgIQo4CZNmoTRaGTy5MkYDAYMBoPaJJ75Z0dHRwC1pedh8fHxJt+SA1hYWKglKqdMmULPnj3x8/Nj7dq19OnTB39/f4YNG8aGDRv+0ziN/Hb27FkaNGhgsu5JA+v/q5IlSz72BRogKCiIkiVLPtPrPnjwgL59+3LgwIFcHZfZGhMeHm6y/t8//9vBgwd544036Ny5M7du3SIqKordu3dTv3793AXOP4n7w5+1J/3P0snJibCwsCzrQ0NDAXB2dsbR0ZGoqKgsidaJEyfUSoq2trZ069aNNWvWsGPHDh48eMAbb7zxyOtm/ltbtWoVISEhWZahQ4cC4ODgwMcff8z169c5f/48s2fP5uDBg7z99ttPeBpCCPEPxahgzOclswhCYSIJkBAF3Nq1a7lw4QK2trbqt8379+9n//796PV6vvvuO2xsbPDy8uLy5csmx0ZERBAbG0ulSpWyPfeZM2dYs2YNU6dOBTJeejO75xUrVoz09HQiIyPz9gbz0Jo1a/jjjz/yO4zn4sSJE6xYsSLXrSoNGjRAp9Oxfv16k/Xr1q177HG///47RqOR6dOnq0lUeno6O3fuBHLXupPZPe7WrVvqun9Xc/u3xo0bs2nTJpMKbunp6axevZratWtjYWFBw4YNSUtLY8uWLeo+iqIwcOBAPvzwQ3XdgAEDOH36NHPnzuXVV1/Fx8dH3fbwXBYA9erVw9zcnDt37lCrVi11MTc3Z/z48Vy7do0bN25QokQJtbiCn58fY8eOpXnz5ib3KIQQIn/IGCAhCrjffvsty2RjmdWmvvrqK0qVKgVkDMTetGkTn376qTpOaO3ateh0Ol599dVszz1u3DiGDh2Kp6cnkNHNKfNb9dDQUHQ6Hc7OznlyX6JgKF26NP3792fChAmkpqZStWpVNmzYoJaKflT3sczumO+++y79+/cnOjqaBQsWcPLkSSBjfI+dnV2OYmjTpg0jR47kzTffZNy4cdy+fZvp06c/9vipU6eyZcsWmjRpwoQJE7CwsGD+/PlcuXKFbdu2qeetX78+/fr1Y8aMGZQtW5ZVq1Zx6tQp5s+fr56rQYMGVKhQgX379rFq1SqT62S2+Kxfv57AwEAqVKjA2LFjmTx5MrGxsQQEBHDnzh0mT56MRqOhatWqODg44O3tzXvvvUdsbCxlypThyJEjbNmy5bFlY4UQQjwf0gIkRAETGxvLn3/+qY7NqFKlisk3zbVq1cLOzg47Oztq1aqlJihjx44lPDyc1q1bq4nQiBEjGDx4MCVKlMhynX379vHHH38wduxYdV2bNm34+uuv2bx5MzNnziQwMPC5Va163Lwq2c1D06lTJ0qUKJGlpeGtt96idOnSTJ06lenTpwNZu73FxsYycOBAnJycsLOzo1u3biZdvgICAujduzddu3bF3t6eNm3aABATE8PIkSMpU6YMlpaWVK5cmW+//TbLvaSlpfHee+9RrFgxihUrRt++fR8751NSUhITJkygXLlyWFhYYG9vT/PmzTlx4oS6z+PmlQkODqZJkyYANGnShICAAACuXr1Khw4dcHZ2xtramvr167N169Ys158/fz5vvfUWc+fOpUOHDty6dUst/2xra5ttzAEBASxcuJDff/+d1q1bM2LECHx8fNSWpNx0xStfvjwrVqzg5s2btGnThs8//5wlS5aoiXl2/P39OXjwIO7u7vTv35/evXujKArBwcE0a9YMyGi92bp1K926dWPq1Kl06NCBCxcusH379ixd9dq0aYODgwOdOnUyWd+kSROaNWvGhAkTGDVqFAAzZszg008/VZOisWPH0rBhQ/bv3692N92wYQMtW7Zk8uTJtGjRgi+//JKpU6cyZcqUHD8XIYTI7/l/Hp4HqDDRKEVthLAQBUjmi+vevXvVl9bMdcuWLXvkWJKH933YgQMHGDNmDCdOnMDFxYU+ffowY8aMbJOYunXr0q1bN0aPHq2uS05OZtCgQWzcuJGaNWvy/fff4+Xl9Sxu9bFmz57NxIkTGTp0KG3atOHEiRNMnTqV119/nW+++YagoCBWrVpF48aNef/994mNjcXS0pLWrVuza9cumjZtCkBKSgru7u6MGDGC/v37M23aNL755hv++OMPvL298fb2RqPRoNVq6dWrF3379uXMmTOMGTOGdu3aqV2WAgICOHToEN26dWPgwIEYDAYaNmxInTp1uHfvHtOnT6d06dL88ssvLF68mJkzZ/L+++8DGWOAbt++TZ06dRg/fjzh4eGMHz8ePz8/tVtXUFAQwcHB6oSh3bp1Y9++fXz00UeUKVOGixcvMnnyZBwdHTl37hwajYaWLVsSHh7O1KlTsbe35/vvv2f58uXs3buXGjVqsHLlSt555x0WLlxIQEAAFSpUoHLlynh4eDBq1Cj0ej3z5s1j+/btnDt3Ti1nff/+fbZu3UqrVq1MWvvGjBnDt99+qw76L8wURaFKlSo0adLEpGVICCHyS2xsLA4ODnQbcQ69Rc5a0/NKWkocP39WkZiYmGyrzb6IpAucEPkoICAgS9Wu7Nb926PmD2rYsCF//vlnjq59+PDhLOssLS1ZsWJFjo5/VnIyrwpknYfGaDTi7e3NihUr1ARo48aNxMTE0LdvXzXhgYxxGw+rXbu2ep9Nmzblr7/+MhknAhmtB19//TU2NjYAfPnll/z9998cPHhQLazQsmVL0tLSmDFjBm+99ZbJ+Knt27erXbhcXV3p2LEjO3bsoEWLFibXSU1NJS4ujvnz59O9e3cgY3xLXFwco0aNIiwsDA8Pj8fOK2Nvb6+O86pUqRKVKlUiLCyMc+fOMXHiRAIDA4GMbmvTp08nOTlZvb61tTXvvfce1atXZ/jw4dja2nLo0CG++OILNakrrOLi4vj0008JCQnh0qVLbNy4Mb9DEkII8RxIFzghRL7697wqmcvD86pA1nlotFotQUFBrF+/nsTERACWL19OkyZN8PX1few1/z3HS+nSpdW5lDKVKlVKTX4gI+n09fXNUlWud+/eJCcnmySegYGBJuNX2rVrh16vZ9euXVliMTc3Z9u2bXTv3p3Q0FD279/PkiVL2LRpE4A6p07mvDKvvfYay5cvJyIigrlz5/LKK69ke49ubm5UqlSJN998k6CgIH766ScUReHTTz+lcuXK6n6Wlpbs3r0bS0tLgoKCaN26NT/++CP/+9//Cn13LSsrK7766itCQkL45ptvTD5fQghREGRWfc3vpbCRBO/mCyoAAC5zSURBVEgIka9yOq9KdvPQ9O/fn4SEBNavX09YWBg7duygX79+T7zmw4kNZCRT//4Fn3n9TI+bdwYwSaD+vZ9Wq8XZ2Zno6Ohs49m+fTsVK1bE09OTtm3bsmLFCrWQRWZcuZ1XRqPRsHPnToKCgti2bRs9evSgePHidO/enfv375vsW61aNTZt2kRkZCRJSUn8/fffvPvuu9nOK1WYmJmZcffuXe7du0fv3r3zOxwhhBDPiSRAQoh8ldN5VbJTqlQpAgICWLNmDWvXrsXGxobOnTvnSZxPmnfGxcVFXffvRCeznPi/JxsFuHLlCh07dqRq1apcvnyZ2NhYDh48qLaAZXqaeWU8PT1ZtGgRoaGhHD9+nLFjx7Ju3TomTpyYq3sXQgiRPxSjsUAshY0kQEKIfJWTeVUeZ8CAAezcuZOVK1fy2muvYW1trW779xwu/0Xjxo25ceNGlvlpVq5ciV6vV8tCA+zatUutYAcZ5cgNBoNaqe1hR48eJTk5mQkTJph0wcqs1mY0GnM0r8y/7/WPP/7Azc2NkJAQNBoN1apV48MPP6RKlSrPdS6a4OBgNBrNI5fMSn2PYzAYqF27tlr842HLly+ncuXKWFpaUqpUKaZOnUpaWprJPpMnT6Z48eL4+vqyfPlyk22KolCrVi1++OGH/3KbQgghXiBSBEEIka+cnZ2fOK/K43Tp0oV3332Xw4cP8+mnn5psy2xd+vHHH6lXr546Z9LTCAoKYuHChXTq1IkPPviA0qVL8+uvv/Ltt98ydepU9VoAYWFhdOnShaFDh3Lp0iUmTJhA8+bN1WIND6tRowZmZmaMGzeOUaNGkZKSwrJly9i8eTOQMZ9OlSpVnjivTOb1N2/eTLFixahevTrW1tb06dOHadOm4e7uzq5duzhx4gTDhg176ueQWzVq1Mh2MtpJkyYREhJCz549n3iOjz76iCNHjtC4cWOT9fPmzWP48OF07dqVTz75hMjISKZOncqpU6fYsGEDkPE8PvnkE7755hvu37/Pm2++Se3atfH39wcyuhYaDIYcxSGEEKJwkARICJHvZsyYgYeHBwsXLmTOnDkUK1aMZs2aMWvWLHVelUextLSkadOmnD59mpdfftlkW5cuXfj+++/p27cvAwcOZNGiRU8do7W1Nfv27WP8+PFMmTKF2NhYKlSowDfffEP//v1N9h00aBCJiYl06tQJc3NzevXqxZw5c7IdU1O2bFl+/PFHpk2bRvv27XFycqJevXoEBwcTEBDAgQMHqFKlChs2bGDChAlMnjyZyMhISpQowdSpUxk/fjyQMS9Oz549WbBgAVu3buXvv/9mx44djB8/nmHDhvHgwQPKlSvHV1999cjy6nnB3t4+SxW+jRs3snv3bn7++WfKly//2ONPnjzJrFmzsoyrSk9PZ/r06TRv3pyff/5ZXV+zZk38/f3ZuXMnzZs3Z9euXTRv3pxevXoBGfNNBQcH4+/vT2pqKhMnTmTRokWFfryTEOLFZDQqGPN5Hp78vn5ekHmAhBAvtKSkJEqUKGEyUaUouJKSkvDz8+Oll15SK909SlpaGrVr16ZVq1Zqlb3MEvB3797Fy8uLL774Iss4MVdXV15//XXmzZvHyJEjuX37NmvWrAEySqD36dOH9957j88//5yNGzeyd+/eZ3+jQgjxH2TOA9Tp3dMFYh6gDQuqyDxAQgiR327cuMF3333Hzp07URSFgQMH5ndIIgc+++wz7t69y549e5647/Tp00lNTWX69Om0bNnSZJujoyNmZmbqZLKZoqOjiY6OVseO1a9fn3feeYeLFy8SHR3N6dOnadCgAbGxscycOVPtaiiEEKLokARICPFC0mq1zJs3D1tbW1avXv3ErnIi/6WmpvLFF1/Qo0cPdULbRwkJCWHu3Lns379fLQn+MGtra7p3786CBQvw9/enU6dOhIeHM2zYMPR6PQkJCQB07dqV3bt34+/vj16vZ8aMGdSsWZMJEybQuHFjatasyahRo9i8eTPVqlVjwYIFJhX9hBAiPxWEeXjy+/p5QRIgIcQLqUSJEuocQuLF8PPPP3Pv3j3GjBnz2P2Sk5Pp27cvw4cPN6mu92+LFy/GwsKCgQMHMmDAAKytrRk7diyJiYnqXE8ajYbFixczb948zMzM0Ol03Llzh4ULFxISEsLChQvZsWMH69atY9asWQwZMsRkTJEQQojCR8pgCyGEeC7Wrl2Lv7//Eyv7TZo0CaPRyOTJkzEYDBgMBvVb0Mw/A9ja2vLNN98QGxvL33//TXh4OFOnTuXGjRs4OTmZnNPCwkItFT5lyhR69uyJn58fa9eupU+fPvj7+zNs2DA2bNhAenp63jwAIYQQBYIkQEKIQu3WrVs4Ojqqg+cz1atXL9t5aTIH2z/KX3/9RePGjbG1tcXd3Z3Ro0eTkpJisk+PHj2yPffq1avVfTZs2EDp0qVxdnZmxIgRWV66R44cyaBBg/7bzRcgaWlp7Nixg9dee+2J+65du5YLFy5ga2uLXq9Hr9ezf/9+9u/fj16v57vvvgNg06ZNHDp0CFtbW/z9/bGxsSE8PJxbt25Ro0aNbM995swZ1qxZw9SpUwEIDw9Xk6VixYqpk9YKIURBoBiVArEUNtIFTghRaN24cYOWLVsSExNjst5oNHL69GnGjBlD586dTbZVrlz5kee7cuUKzZs35+WXX2bNmjWcO3eOiRMnEhMTw9dff63ud+LECXr37s0777xjcny5cuUAiIiIoHfv3owYMYJatWoxaNAgKlSowODBgwG4fv06y5Yt4++///5P91+QnD59msTERBo0aPDEfX/77bcsSWXms/nqq6/U+ZwWL15MVFSUyTxDn3/+OTqdjrZt22Z77nHjxjF06FA8PT0BKF68OGFhYQCEhoai0+lwdnbO/Q0KIYR4YUgCJIQodIxGI9999x2jR4/OdvvFixdJTEykTZs2WeaoeZw5c+ZgZ2fHxo0bMTc3JzAwEGtra959910mTZqEr68viYmJ6uSnjzr377//jpmZGTNmzECj0bB371527dqlvuRPnDiRwYMH4+XllfubL6BOnz4NQKVKlbJsi42N5ezZs5QpUwZXV1eqVKmSZR87u4wysLVq1VLXvffee7Rs2ZLhw4fTvn179uzZw+zZsxk/fjylS5fOco59+/bxxx9/sHLlSnVdmzZtWLRoEdWrV+eLL74gMDAQMzP5X6MQQhRm0gVOCFHonDp1iiFDhtC3b1++//77LNtPnDgB8MSxKP+2fft22rZti7m5ubqua9euGI1Gtm/frl7baDRSrVq1R55Ho9FgYWGhTr5pbm6udoE7fvw427dvVyc4LSzu3bsHZHQz+7djx45Rv379XJekbtGiBT/88AM7d+6kbdu2rFu3ji+++ILZs2dnu//YsWOZMGECjo6O6rphw4bRuHFjXn/9ddLS0vjyyy9zFYMQQuSl/O76Jl3ghBDiBeHj48Ply5fx9vbOMvYHMhIgBwcHhg8fzm+//UZCQgKvvvoqn332GX5+ftmeMykpiRs3blC+fHmT9a6urtjb23Px4kX13JDRPWvDhg3cv3+funXrMnfuXOrWrQtAzZo1iYmJYePGjdSqVYtNmzbx5ptvAhkv6ePGjTN5SS8Mxo4dy9ixY7PdFhAQ8MQyq9n9PQL07NmTnj175iiGw4cPZ1lnaWnJihUrcnS8EEKIwkFagIQQhY6TkxPe3t6P3H7ixAliYmJwdXXll19+YenSpVy6dImGDRty9+7dbI958OABQLazYNvZ2REbG6ueGzISptWrV/Pjjz+SnJxMkyZNOHXqFABeXl4sWrSIPn364OvrS9WqVXnnnXfYvn0758+fZ+jQoSxbtoyXXnqJgIAAjh8//h+ehhBCiBeVESNGJZ8XjPn9GJ45aQESQhQ5H330EZMnT1YH5Dds2JCXX36ZihUrMm/ePD7++OMsxxiNGf8DyOy29jBFUdBqM75PGjFiBN26daNp06bq9qZNm1KuXDlmzpzJTz/9BMCAAQPo168fqampWFpaoigK48ePZ/r06Vy4cIGhQ4eyZcsWjh8/Tvv27bl8+XK2E4IKIYQQInekBUgIUeRUq1YtSzWy0qVLU7FiRU6ePJntMZld0jJbeh4WHx+Pg4MDAH5+fibJT+axDRo0yHJurVaLpaUlACtXriQlJYW+ffuybt06GjVqRKNGjRg6dCjR0dFPLM8thBBCiJyRBEgIUaSkpaWxfPnybBOKpKQkXFxcsj3OxsYGLy8vLl++bLI+IiKC2NhYtbrZ6tWr2blzZ67OnZKSwuTJk5k1axY6nc5kbhqtVouDg4NaqlkIIUTRoRgLQiGE/H4Kz54kQEKIIkWv1zN16tQsA/KPHTvG5cuXCQgIeOSxLVq0YNOmTSZz1KxduxadTserr74KwKJFixgyZAipqanqPnfu3OHQoUOPPPf8+fPx9PSkY8eOgOncNKmpqURFRVG8ePGnuFshhBBC/JskQEKIImfq1KkcOHCAoKAgdu7cyddff02bNm146aWXCAoKUvf7888/uXLlivrz2LFjCQ8Pp3Xr1mzatIlPP/2UESNGMHjwYEqUKAHAlClTuHbtGp07d2bbtm388MMPNGnShGLFimU7L9GDBw+YNWuWybijtm3bsm/fPr777jsmTpyIo6NjruYrEkIIIcSjSQIkhChy+vfvz48//sjp06fp2LEjEydOpH379uzevdtkEsz69eszY8YM9ecKFSqwY8cOEhMT6dq1q5oAzZs3T92nWbNmbNu2jZiYGLp3784777xDjRo1OHToULalrWfNmsXLL79Mw4YN1XV16tRh9uzZjBkzht9++401a9ZgZWWVNw9DCCFEgZX/3d8K5zxAGuVJky8IIYQQQgghnpvY2FgcHBwIHHAUvbltvsaSlhrPlm8y5q/LbiqIF5G0AAkhhBBCCCGKDJkHSAghhBBCiAJIURTyu7NWfl8/L0gLkBBCCCGEEKLIkBYgIYQQQgghCiCj0YjRmL8T8eT39fOCtAAJIYQQQgghigxJgIQQQgghhBBFhnSBE0IIIYQQogAqCPPw5Pf184K0AAkhhBBCCCGKDEmAhBBCCCGEEEWGdIETQgghhBCiAFIUI4qSv1XY8vv6eUFagIQQQgghhBBFhiRAQgghhBBCiCJDusAJIYQQQghRAEkVuLwhLUBCCCGEEEKIIkNagIQQQgghhCiICkALEPl9/TwgLUBCCCGEEEKIIkMSICGEEEIIIUSRIV3ghBBCCCGEKICMihFjPs/Dk9/XzwvSAiSEEEIIIYQoMiQBEkIIIYQQQhQZ0gVOCCGEEEKIAkjmAcob0gIkhBBCCCGEKDIkARJCCCGEEEIUGdIFTgghhBBCiAJIUYwoxvytwqZIFTghhBBCCCGEeHFJAiSEEEIIIYQoMqQLnBBCCCGEEAWQVIHLG9ICJIQQQgghhCgypAVICCGEEEKIAkhRjPlehCC/r58XpAVICCGEEEIIUWRIAiSEEEIIIYQoMqQLnBBCCCGEEAWQ0QjGfC5CkM/TEOUJaQESQgghhBBCFBmSAAkhhBBCCCGKDOkCJ4QQQgghRAGkGI0o+dwHLb+vnxekBUgIIYQQQghRZEgCJIQQQgghhCgypAucEEIIIYQQBZBiVFDyuQpcfl8/L0gLkBBCCCGEEKLIkBYgIYQQQgghCiBFMaIo+VwEIZ+vnxekBUgIIYQQQghRZEgCJIQQQgghhCgypAucEEIIIYQQBZAUQcgb0gIkhBBCCCGEKDIkARJCCCGEEEI8E+Hh4XTs2BFHR0dcXFwYPnw4BoMhv8MyIQmQEEIIIYQQBZBiNBaIJTe6d++Ora0td+/e5a+//mLXrl189tlnefSEno4kQEIIIYQQQoj/7PLlywQHBzNnzhysra0pXbo0kydPZsGCBfkdmgkpgiCEEEIIIUQBlG5IyO8Q1BhiY2NN1ltYWGBhYWGy7syZMzg5OeHp6amuq1SpEjdv3uTBgwc4Ojrmebw5IQmQEEIIIYQQBYi5uTnu7u4c2f1afocCgK2tLSVKlDBZN3XqVKZNm2ayLi4uDhsbG5N11tbWAMTHx0sCJIQQQgghhMjK0tKSa9eukZqamt+hAKAoChqNxmTdv1t/AGxsbEhMTDRZl/mznZ1d3gWYS5IACSGEEEIIUcBYWlpiaWmZ32HkSuXKlYmKiuLevXu4ubkBcPbsWby9vXFwcMjn6P4hRRCEEEIIIYQQ/1m5cuV45ZVXGD58OHFxcVy7do0ZM2YwYMCA/A7NhCRAQgghhBBCiGdi7dq1GAwGSpUqRd26dWnVqhWTJ0/O77BMaBRFUfI7CCGEEEIIIYR4HqQFSAghhBBCCFFkSAIkhBBCCCGEKDIkARJCCCGEEEIUGZIACSGEEEIIIYoMSYCEEEIIIYQQRYYkQEIIIYQQQogiQxIgIYQQQgghRJEhCZAQQgghhBCiyJAESAghhBBCCFFkSAIkhBBCCCGEKDIkARJCCCGEEEIUGZIACSGEEEIIIYoMs/wOQIi8ZDQaSU1Nze8whBCiSNPr9eh0uvwOQwghAEmARCGWmprKtWvXMBqN+R2KEEIUeY6Ojri7u6PRaPI7FCFEEScJkCiUFEUhNDQUnU5HiRIl0Gqlt6cQQuQHRVFITEwkPDwcAA8Pj3yOSAhR1EkCJAolg8FAYmIinp6eWFtb53c4QghRpFlZWQEQHh5O8eLFpTucECJfydfiolBKT08HwNzcPJ8jEUIIAahfRqWlpeVzJEKIok4SIFGoSV9zIYQoGOT3sRCioJAESAiRby5fvpzfIQghhBCiiJEESIgCqGTJklhaWmJra5tlOXDgQLbHBAcH5/s3rK1bt2bWrFmP3K7RaAgODgZgzJgxfPjhh9lue5Lly5dTsmTJ/xDp0wsNDeWdd96hVKlS2NnZ4ePjw5AhQ7h3795/Oq+iKCxZsoTatWtja2tLsWLFaNCgAStWrHhGkRceAQEBmJubZ/m34efnl9+hCSGEeAFIAiREAbV48WLi4+OzLA0bNszv0B5p69atvP/++znaNyIiIo+jefYuX75MlSpVMBqN7N+/n7i4OH7//XeioqJo0KABsbGxT33uXr16MXv2bCZOnMi9e/cIDw9n3LhxTJw4kQEDBjzDuygc3n///Sz/Ni5cuJDfYQkhhHgBSAIkxAsqNDSU9u3bY29vT+nSpdmxY4fJ9uPHj/PKK69gZ2dHtWrVmDlzpkmrya5du6hTpw6Ojo74+/uzatWqbK+zYMECqlWrpv68fPlyNBoN586dA+DBgweYm5tz9epVAgICmDZtGpAx0HnkyJG4uLjg6urKJ598op5jxowZrFq1ilWrVlG1alV1/Y4dO6hWrRq2trbUqVOHv//++4nPISUlhcDAQBo1aqQmIKtXr+all17CwcGBmjVrqs/mzz//RKfTcfv2bfX4I0eOYGNjQ1xcHKtWrcLW1vaR1xo2bBh16tThyy+/pESJEgB4e3uzYsUKqlWrxpkzZwCIiopi0KBBeHh44OLiQtu2bbl06dIjz7tx40bWrVvH7t276dixIzY2Nuj1etq3b8/27dv57rvv2Lp1KwAJCQm8++67FC9eHEdHRwIDA7lx4waQkVT27t2bYsWK4ezsTI8ePYiOjgaytrA93IoWHBxMiRIleP3113F0dOTjjz8mKCiIbt26UbFiRVxdXbly5Qr37t2jd+/euLu74+npyVtvvUVcXJx6jpIlSzJz5ky8vLxwcnKiS5cuJknhvHnzKFu2LHZ2dtSsWZM9e/YAGa1fX3zxBX5+fjg6OtKwYUOOHj36hL/5R8tt7AC//vor/v7+2NjY0KJFC4YMGUJQUBAA06ZNIyAgwOQaJUuWZPny5UDGnGNTpkyhdOnSODk5ERgYaNK9U6PRMH/+fPz8/LCzs6NBgwacPn1a3b5z507q1KmDra0tpUqVYsGCBQBUrFgxS4tqlSpV+Pbbb5/62QghhJAESIgXVvfu3TEzM+POnTvs27dPfUEGiI2NpVWrVrz66qtERkby/fffs2TJEnX7yZMnad++PePHjycqKoqvv/6a4cOHs3379izX6dixI6dOneLu3bsAbN++HSsrK3bu3AnAli1bqFSpEqVLlzY5bsaMGWzatIm//vqL69evm7zwTZ48mV69etGrVy9Onjyprt+3bx/bt28nIiICFxcXRo0a9dhnkJSURPv27VEUhe3bt2Nvb8+WLVt46623WLBgAffv32f69Ol06dKFM2fOUK9ePSpUqGCS7H333Xd07doVOzs7evXqRXx8fLbXSk1NZdu2bfTs2TPLNktLS9auXUv9+vUB6NKlC1euXOH48ePcunWLChUq0LRp00e2EG3YsIEGDRpkeYYAlSpV4uWXX+bnn38G4J133iEkJISjR49y79493N3d6dGjBwDdunUjJiaGy5cvc+3aNR48eMDbb7/92GeY6fbt21SsWJGIiAj1mG3btvHzzz9z6dIlSpUqRYcOHdBqtVy6dInTp09z584dBg0apJ7jxo0b3Llzh8uXL/PXX3/xxx9/sGjRIiAj4frggw/4/vvviYmJYciQIbRr14779++zaNEi/ve///Hzzz8TERFBv379aNas2X/qVpib2M+fP0/Xrl15//33iYmJYdCgQSxdujTH15o4cSKbNm1i9+7d3L17l3r16tGiRQuSk5PVfX788Uf27dvH7du3sba2ZsyYMQBcvHiRdu3a8dZbb/HgwQPWrl3L+++/z/bt2+nXrx/ff/+9eo6jR49y7do1Xnvttad+LkIIIQBFiEIoKSlJOXv2rJKUlJTfoTwVX19fxcrKSnFwcDBZqlSpoiiKoly/fl0BlIsXL6rH/PLLL0rmP+mVK1cqnp6eSnp6urp94cKFiq+vr6IoijJkyBClR48eJtecMGGC0rZt22zjqVWrlvLNN98o6enpiouLizJixAilXbt2iqIoSvfu3ZXp06criqIojRs3VqZOnaooiqKULFlSWbJkiXqO6OhoRaPRKHv37lUURVH69u2r9O3bV90OKGvXrlV//uqrr5QyZcpkG8+yZcsUDw8PpWnTpkrVqlWVlJQUdVvr1q2V8ePHm+zfs2dP5d1331UURVE++eQTxd/fX1EURUlNTVWcnZ2V4ODgbK/zsNDQUAVQduzY8dj9rly5ogDKmTNn1HUGg0Fxd3dXfvzxx2yPad68udKzZ89HnrN79+5Ky5YtlZSUFMXCwkLZvn27ui06OloJCQlRPxMXLlwwifnvv/9WFCXj+WY+e0XJeIaZn4e9e/cqgHL79m11e9++fZVmzZqpPx8+fFgxMzNT4uLi1HUXLlxQACUyMlI9R2hoqLr99ddfV/r166coiqIEBAQoEyZMMLmvQ4cOKYmJiUrFihWVxYsXm2yrX7++Mnfu3GyfR+PGjRULC4ss/z7Onj37VLFPmTJFefnll02u0bFjR/XzOXXqVKVx48Ym2319fZVly5YpRqNRsbGxUbZt26ZuMxqNipeXl/p5Bkz+7pcsWaKUKlVKURRFmTZtmlK/fn2Tc588eVIJDw9XQkNDFTMzMyUkJERRFEUZOnSoEhQUlO0zeRG86L+XhRCFh0yEKkQBtWjRIrULzr/duXMHAB8fH3VdmTJl1D/funULHx8ftNp/Gnkfbl24fv06e/bswdHRUV2Xnp5uco6HderUia1bt1K5cmWcnZ3p27cvjRo1Iikpia1btzJ58uRsY3w4PkdHR5ycnB57z87Ozuqfzc3NMRgMj9w3NDSUqlWrcvbsWY4cOcLLL7+s3ltwcDBffvmluq/BYKBp06YA9OnThwkTJnD8+HGuXbuGg4MDjRo1emxcmbHp9XpCQ0Oz3R4eHo6rq6vaavHw89bpdPj4+HD9+nVmzZpl0q1p69ateHh4PLYi3rVr16hUqRL3798nJSUFX19fdZujoyO1atXizz//BDDZ5u7ujru7+xPvLZOnp+cjf75+/Trp6el4e3ub7GNhYcHVq1dNrplJr9djNBqBjL+vh2MDTP7ORo0axbhx49RtaWlp1KpV65Gxjh8/Xu1u+aR7eVLs4eHhJp9VAD8/P8LCwh55/kwREREkJCTQrVs3k39vqampXL9+Xf05N8/lpZdeUv/cqlUrvv/+e6pWrcqPP/7IunXrnhiTEEKIx5MucEK8gDJf5B5+8Xx4XIuvry83b95EURR1XeY4kczjg4KCePDggbpcvHiRLVu2ZHu9jh07snPnTrZt20aLFi2oWrUq1tbWzJkzB3d3d/z9/bMcU6JECZP4EhISePDgwVPf8795enqyZcsW3nvvPfr27UtCQoJ6b1OmTDG5t7Nnz6pdmtzc3AgMDGT16tWsXr2afv365ah6nl6vp1WrVvz0009ZtqWkpFC1alU++ugjdVzNlStX1O3p6encuHEDDw+PLIP3GzZsSLdu3QgJCTHpJpjp+PHjHDt2jC5dulC8eHEsLCy4efOmuj08PJxRo0apY5Ie3nb27Fk1OdVqtaSmpqrbIiMjs1zr38/h4Z+9vb2xsrIiKipKfa737t3jxIkTVK9e/bHPDjI+Dw/HBjBp0iTOnTuHt7c3S5cuNfk7O3XqFB988METz/souYm9dOnSJp9VMP33pNPpTJ6d0Wjk/v37ALi4uGBpacmOHTtM4j9+/DiDBw9+YpzZPZdly5axefNmAPr378+aNWvYvn17jpN1IYQQjycJkBAvIB8fH1q0aMHIkSOJjo4mLCzM5Nvw9u3bYzQamTVrFqmpqVy4cMGkCMGAAQP44Ycf2LFjB0ajkUuXLtGoUSPmzp2b7fUqVaqEm5sb8+fPp0WLFgA0b96cOXPm0Llz52yPGThwIHPmzOHcuXMkJyczatQo0tPT1e2WlpbExMQ89TPQ6/VoNBo+/PBDdDodo0ePBmDQoEF88cUXhISEABlFDmrWrMmPP/6oHtu/f3/Wr1/Pzp076du3b46v+cknn3Dw4EGGDh2qtsJdunSJzp07Y2dnx+DBg/Hw8CAwMJD33nuPsLAwkpKSGDduHOnp6bRr1y7b87Zt25ZevXrRrl07fv31VxISEkhISGDjxo106NCBnj170rZtW7RaLW+88QZTp07l7t27JCcnM2nSJP744w+8vLxo3rw5Y8aM4cGDB8TGxjJ27Fg1EatYsSJr167FYDBw5coVvvnmm1w97zp16lCuXDlGjRpFfHw8SUlJjBgxgqZNmz62pS5Tv379WLJkCSEhIRiNRpYtW8aCBQtwcXFh0KBBfPjhh5w/fx7IGGfm7+/P/v37cxXj08beu3dvzp8/z5IlSzAYDOzatYu1a9eqx1esWJFTp05x5swZDAYDc+bMUceKabVaBgwYwPjx47l9+zZGo5HvvvsOf3//xxa+yNSjRw+OHTvGihUrSE9P5+jRo4wcORK9Xg9kfDbS09OZMmUK/fr1eybPQwghijpJgIQooN56661s5wGaM2cOkDGo2sHBAV9fX2rVqkXz5s3VY21sbPj111/ZuHEjxYoVo0ePHrRo0QJzc3MA6taty48//sj7779PsWLFaNy4Me3bt+ejjz56ZDydOnUiJiZGrYbVsmVLEhMTH5kAjRs3jt69e9O4cWM8PDxwcHAw6eLWvXt3Dh06lKXrUW5ZWlqybNkyvv76a7Zt20bXrl2ZNWsW/fr1w97enq5duzJixAiGDh2qHtOmTRvi4uKoU6eO2nICPLEKnJ+fHyEhIURHR6tVu5o1a4avry8HDhxQu/h9//33lC5dmho1auDm5sapU6fYs2fPY7sALlu2jClTpjB79my8vLzw8vLi448/Zvr06Xz33Xfqfp9++im1a9emTp06eHp6EhkZqb6sr1q1Cnt7eypUqEDp0qVxdXVl8eLFQEaXymPHjuHk5ET37t1zXVrbzMyMTZs2ERYWRtmyZdVuezt37sTS0vKJx7/++utMmzaN3r174+joyFdffcXWrVtxdXVlxIgR9O3bl/bt22NnZ8ewYcNYsGAB7du3z1WMTxu7h4cHu3btYvny5bi4uPDxxx+btLR07NiR3r1707RpU/WZv/LKK+r2uXPnUq9ePRo2bIijoyOfffYZ69aty1HLWJkyZdiyZQsLFy7EycmJHj168Omnn6pfNOj1enr37s3JkydzlawLIYR4NI3ycB8ZIQqJ5ORkrl27RqlSpXL0clbYREVFcf78eRo0aKCumz9/PqtXr+bQoUP5GFnBUaNGDcaNG0f37t3zOxRRAGWOv8ssdZ2fvvjiC7Zu3WpS6fFFVNR/LwshCg5pARKiEDIYDLz66qvqC9P169dZtGgRbdu2zefI8t/Fixf56quvCA0NpWPHjvkdjhCPFBYWxl9//cXnn3/OkCFD8jscIYQoNCQBEqIQcnNzY82aNYwbNw47OzsaNmxI165d1blHirI333yTyZMn880332BhYZHf4QjxSJs2bSIgIIDmzZs/s+6AQgghpAucKKSkq4UQQhQs8ntZCFFQSAuQEEIIIYQQosiQBEgIIYQQQghRZEgCJIQQQgghhCgyJAESQgghhBBCFBmSAAkhhBBCCCGKDEmAhBBCCCGEEEWGWX4HIIQQQrzICtJsEhqNJr9DEEKIAk8SICEKmPDwcAYNGkRwcDBmZmb07t2buXPnYmaW9Z/rli1bGDduHFevXsXHx4dPPvmEtm3bqtu//PJL/ve//xEWFkapUqWYPXu2yXbxj9w898WLF/PZZ59x9+5dPDw8GD58OG+//TYA0dHRDB06lG3btpGamkrt2rX53//+R7Vq1Z7zHRV8uXnmmf7++2/q1KnDli1bCAgIUNfPmTOHL774gujoaGrXrs1XX32Fn59fnt+Doihs2rQpz6+TU23btn1iEpSb5966dWv27t1rsm3t2rW0atWKpKQkRowYwS+//EJKSgo1atTgs88+46WXXnrm9yWEEM+SJEBCFDDdu3fHy8uLu3fvEhYWRvv27fnss88YM2aMyX6XLl2iS5cu/Pjjj7Rt25b169fz2muvcenSJby8vPjuu++YPn06v/76K7Vr12b16tV06dKFa9eu4enpmU93V3Dl9Ln/8ssvTJgwga1bt1K3bl3+/PNPAgMDcXNzo0uXLgwcOJC0tDQuX76MjY0NU6ZMoUOHDty4ceO53MexY8eIj49/Ltd6FFtbW2rUqPHE/XL6zDMlJibSs2dPkpKSTNZ/9913fPHFF2zfvp0yZcowceJEunTpwunTp6VFJBu5ee5Hjhxh+/btNG7cOMu2adOmcfHiRc6ePYutrS3jx4+nU6dOXLly5XnchhBCPDWNUpDa7oV4Rl7UGccvX75MuXLluHPnjpqk/PTTT4wdOzbLC/SkSZP466+/2LFjh7qudevW1KlTh+nTp1OlShXee+893nzzTXX7sWPHKF++PLa2ts/lfhRFISUl5blcKzsWFhY5egHOzXNftGgRcXFxjBs3Tl3XuXNnSpQowbx580hLSyM9PR1LS0uio6N5//33CQkJ4ciRI8/25h5h//79xMTEPJdrPYqDgwONGjV67D65eeaZgoKC8PHxYcaMGezdu1dtAXrllVcIDAzk/fffByAtLQ1nZ2c2btxIkyZNnt2NZeNFawHKzXO/du0aZcuW5cGDB9jZ2WU5V/v27YmNjWXdunXY2toyadIktm3bxunTp7O99ov6e1kIUfhIC5AQBciZM2dwcnIyaaGpVKkSN2/e5MGDBzg6OprsW6VKFZPjK1WqxMmTJ0lMTOTMmTPodDoaNWrEmTNn8PPz4+OPP35uyQ9ASkoKO3fufG7X+7fmzZvn6EUrN889s6tbpvDwcPbv38+nn34KgF6vR6/XM3HiRGbPno2dnR2bN29+NjdUiOTmmQOsWLGCy5cv88033zBjxows53o4IdXr9ZQrV46TJ0/meQL0osnNcw8JCcHOzo7u3bsTEhKCm5sbI0eOpH///gCMGjWKLl264OLigk6nw8XFhb179z7vWxJCiFyTBEgUKYcPHyY1NfW5Xc/c3Jy6devmeP+4uDhsbGxM1llbWwMQHx9v8nLyqH3j4+OJjo5GURTmzp3Lzz//TLly5ViyZAmtW7fm77//pmTJkk99T4VRbp77w8LCwmjTpg01a9bk9ddfN9k2adIkpkyZwsKFC2nVqhWnTp2idOnSeRL/iyg3z/z8+fNMnDiRQ4cOodPpcnyu/O4KWBDl5rmnpKRQv359Zs6cSeXKldm7dy9dunTBzs6Obt26YTAY6NKlC1OmTMHe3p4xY8bQoUMHTp06JS08QogCTRIgUaTkJhnJDzY2NiQmJpqsy/z5311QHrWvnZ0dFhYWAIwcORJ/f38A3n33Xb788ku2bNmSpRWjqMvNc8/0559/0q1bNxo2bMiyZcuyDCC3srICMv4Oli5dysaNGxkxYkQeRP9iyukzT05Opnv37nz++ef4+Pjk6lyP+rsrynLzWe/Tpw99+vRRf27RogVvvPEGP/30Ex07dqRbt25s2bIFLy8vAObPn4+joyM7d+6kXbt2eXwnQgjx9CQBEqIAqVy5MlFRUdy7dw83NzcAzp49i7e3Nw4ODln2PXbsmMm6s2fPUqtWLVxcXChevHiW8Tfp6enPtWSvhYUFzZs3f27Xy+76OZGb5w7w7bffMnToUD744ANGjRplsu3ll19m5MiRdO3aVV2XkpKCk5PTf7iTnHueXRz/Sww5feYhISFcvHiRAQMGMGDAAHV927ZteeONN1i0aBGVK1fmzJkzaoXDtLQ0Ll26ROXKlZ/xnb34cvNZ//bbb9XWnkwpKSlYWVmpLc0P/47R6XRotVrMzc2fz80IIcRTkgRIiAKkXLlyvPLKKwwfPpwlS5YQGRnJjBkzTF78MvXp04dPP/2UNWvW0LlzZ9avX09wcDDz5s0D4K233uKDDz6gQYMGVK5cmUWLFnHnzh06duz43O5Ho9G8EF1hcvPc161bx5AhQ/j1119p2bJllu1169Zl6tSp1K5dG3d3d2bNmkVKSgrt27d/HreSo+prBUFOn3nDhg2zVH3TaDRs2rRJLYLQv39/pk6dSqtWrfDz82PixIm4ubk9sRBDUZSbz3pMTAwTJkygbNmyVK1ala1bt/LDDz+wfft2ihUrxiuvvMK4ceP49ddfsbe3Z/Lkybi4uPDKK6/kw50JIUQuKEIUQklJScrZs2eVpKSk/A4l18LCwpSuXbsqzs7OiqurqzJq1CjFYDAoiqIoNjY2ysqVK9V9t23bplStWlWxtbVV/P39lc2bN6vb0tPTlblz5yrly5dXbGxslFq1ain79+9/7vfzosjpc69SpYqi1WoVGxsbk2Xw4MGKoihKcnKyMmrUKMXDw0NxdnZW2rRpo1y4cCHf7qsgy81n/WGAsnfvXvVno9GozJ07VylVqpRia2urNGnS5Lk+c6PRWGCWnMjpczcajcqMGTMUX19fxcrKSvH391d+/vlnk/P06dNHcXNzU5ycnJTAwMDHPvcX+feyEKJwkTLYolCScqtCCFGwyO9lIURBoc3vAIQQQgghhBDieZEESAghhBBCCFFkSAIkhBBCCCGEKDIkARJCCCGEEEIUGZIAiUJNanwIIUTBIL+PhRAFhSRAolDS6XQApKam5nMkQgghABITEwHQ6/X5HIkQoqiTiVBFoWRmZoa1tTURERHo9Xq0Wsn1hRAiPyiKQmJiIuHh4Tg6OqpfUAkhRH6ReYBEoZWamsq1a9cwGo35HYoQQhR5jo6OuLu7o9Fo8jsUIUQRJwmQKNSMRqN0gxNCiHym1+ul5UcIUWBIAiSEEEIIIYQoMmRghBBCCCGEEKLIkARICCGEEEIIUWRIAiSEEEIIIYQoMiQBEkIIIYQQQhQZkgAJIYQQQgghigxJgIQQQgghhBBFhiRAQgghhBBCiCLj/wDFr3yTR+XccwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patient_group = 'MRL'\n",
    "eco.create_circos_plot(circoplot_df1.loc[[patient_group]], \n",
    "                       cell_type_colors_hex=None,\n",
    "                       cell_abundance=circoplot_df2.loc[[patient_group]],\n",
    "                       threshold=0.05, \n",
    "                       edge_weights_scaler=10,\n",
    "                       highlighted_edges=highlighted_comb,\n",
    "                       node_weights_scaler=5000,\n",
    "                       figure_size=(8,8),\n",
    "                       save_path=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "750257ab-4b3e-4768-aee5-c25442235ac9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python3.11 (mesa)",
   "language": "python",
   "name": "python311_mesa"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}