csiborgtools/notebooks/fits.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5a38ed25",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-04-12T14:25:46.519408Z",
     "start_time": "2023-04-12T14:25:03.003304Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "import numpy as np\n",
    "import h5py\n",
    "import matplotlib.pyplot as plt\n",
    "from numba import jit\n",
    "import numpy\n",
    "\n",
    "sys.path.append(\"../\")\n",
    "import csiborgtools\n",
    "\n",
    "%matplotlib widget\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "312c96c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "paths = csiborgtools.read.CSiBORGPaths(**csiborgtools.paths_glamdring)\n",
    "nsim0 = 7468\n",
    "nsimx = 7588 \n",
    "nsnap0 = max(paths.get_snapshots(nsim0))\n",
    "nsnapx = max(paths.get_snapshots(nsimx))\n",
    "overlapper  = csiborgtools.match.ParticleOverlap()\n",
    "partreader = csiborgtools.read.ParticleReader(paths)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "174206f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "clumpmap0 = csiborgtools.read.read_h5(paths.particles_path(nsim0))[\"clumpmap\"]\n",
    "parts0 = csiborgtools.read.read_h5(paths.initmatch_path(nsim0, \"particles\"))[\"particles\"]\n",
    "clid2map0 = {clid: i for i, clid in enumerate(clumpmap0[:, 0])}\n",
    "\n",
    "# clumpmapx = csiborgtools.read.read_h5(paths.particles_path(nsimx))[\"clumpmap\"]\n",
    "# partsx = csiborgtools.read.read_h5(paths.initmatch_path(nsimx, \"particles\"))[\"particles\"]\n",
    "# clid2mapx = {clid: i for i, clid in enumerate(clumpmapx[:, 0])}\n",
    "\n",
    "cat0 = csiborgtools.read.HaloCatalogue(nsim0, paths, load_initial=True, minmass=None, with_lagpatch=True)\n",
    "catx = csiborgtools.read.HaloCatalogue(nsimx, paths, load_initial=True, minmass=None, with_lagpatch=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "de571afb",
   "metadata": {},
   "outputs": [],
   "source": [
    "parts = csiborgtools.read.read_h5(paths.particles_path(nsim0))[\"particles\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "a1128e15",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = parts[:100000, :]\n",
    "pos = X[:, :3]\n",
    "vel = X[:, 3:6]\n",
    "origin = [0.5, 0.5, 0.5]\n",
    "box = csiborgtools.read.BoxUnits(nsnap0, nsim0, paths)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "1b64c2b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.04632865, 0.00390616, 0.07068912],\n",
       "       [0.678856  , 0.5636776 , 0.39254144],\n",
       "       [0.67959476, 0.5646367 , 0.39651725],\n",
       "       ...,\n",
       "       [0.6699929 , 0.5782057 , 0.39238685],\n",
       "       [0.64754474, 0.58878136, 0.38821003],\n",
       "       [0.6480443 , 0.5889117 , 0.38808307]], dtype=float32)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "csiborgtools.read.real2redshift(pos, vel, origin, box)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "b79fddeb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0018435717"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.abs(x - 1).max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fb4398be",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "81ce3e39",
   "metadata": {},
   "outputs": [],
   "source": [
    "k0 = clumpmap0[clid2map0[0], 2] + 1\n",
    "# parts.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "5384bc24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "182510395"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "parts.shape[0] - k0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "32f9ca63",
   "metadata": {},
   "outputs": [],
   "source": [
    "clumps_cat = csiborgtools.read.ClumpsCatalogue(nsim0, paths, load_fitted=True, minmass=None, maxdist=155 / 0.705)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "6a1bf230",
   "metadata": {},
   "outputs": [],
   "source": [
    "cat = csiborgtools.read.HaloCatalogue(nsim0, paths, minmass=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "85eb7844",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([       1,        3,        5, ..., 21809643, 21810694, 21818034],\n",
       "      dtype=int32)"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat['ID']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "b3fea4ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "153575"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "146b4c6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1355"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numpy.isnan(cat[\"lagpatch\"]).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "08e2b141",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "b8c91301",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-42.401093 , -32.8627   , -45.08371  , ...,   9.587616 ,\n",
       "         5.0563965,  12.45813  ], dtype=float32)"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat['x0']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9cf882e0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "49a14648",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "265246"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(clumps_cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "ba45cf01",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0119bb1def8d463ba494175ee5416a8c",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = numpy.isfinite(clumps_cat[\"lambda200c\"])\n",
    "\n",
    "plt.figure()\n",
    "plt.hist(np.log10(clumps_cat[\"lambda200c\"][m]), bins=\"auto\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "38aa3685",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "86f807ab",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "629f3c3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1,  2,  3,  5,  6,  7,  9, 11, 12, 13], dtype=int32)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "\n",
    "clumps_cat[\"index\"][:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0b1b12e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = csiborgtools.read.load_parent_particles(3, parts, clumpmap0, clid2map0, clumps_cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "b9ae282b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clump = csiborgtools.fits.Clump(X, clumps_cat[2], box)\n",
    "clumps_cat[2][\"index\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "b75f9eb6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0008713664483347365, 1.8111896e-06)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clump.spherical_overdensity_mass(200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b5f4b080",
   "metadata": {},
   "outputs": [],
   "source": [
    "def f(mass):\n",
    "    return numpy.cumsum(mass)\n",
    "\n",
    "@jit(nopython=True)\n",
    "def g(mass):\n",
    "    return numpy.cumsum(mass)\n",
    "\n",
    "x  = clump['M']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "0163c51a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "73.4 µs ± 401 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit f(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "51ff9cf3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "31.8 µs ± 385 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit g(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8886e9e8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "13f72d14",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.79 ms ± 47.2 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit clump.spherical_overdensity_mass(200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9baf6db9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ea062d858e094536ac06bd22ee092002",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(rs, y)\n",
    "plt.yscale(\"log\")\n",
    "plt.xscale(\"log\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "bd137d39",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "224 µs ± 4.17 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit clump.r()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "0e0f4a71",
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y, z = clump['x'], clump['y'], clump['z']\n",
    "x0, y0, z0 = clumps_cat[3]['x'], clumps_cat[3]['y'], clumps_cat[3]['z']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "80a18b34",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "145 µs ± 539 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit ((x - x0)**2 + (y - y0)**2 + (z - z0)**2)**0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "f929a601",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "242 µs ± 6.44 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit clump.r()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "id": "cfd1af49",
   "metadata": {},
   "outputs": [],
   "source": [
    "delta_bckg *= 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "id": "28ac7a6d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.23 ms ± 6.98 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit delta1, delta2, cellmins, nonzero = overlapper.make_deltas(pos, pos2, mass, mass)\n",
    "# __ = overlapper.make_deltas(pos, pos2, mass, mass)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "id": "9d157f6e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.75 ms ± 11.8 µs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit overlapper(pos, pos2, mass, mass, delta_bckg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "id": "32f13411",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "3072a8519f3e4da4a108df78ed44e6a9",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(ncols=2, figsize=(10, 5))\n",
    "axs[0].imshow(np.sum(delta1, axis=0))\n",
    "axs[1].imshow(np.sum(delta2, axis=0))\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "6df1d619",
   "metadata": {},
   "outputs": [],
   "source": [
    "delta = overlapper.make_bckg_delta(pos, mass / mass)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "id": "0d5525e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from functools import cache \n",
    "from functools import lru_cache"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "id": "f2918a51",
   "metadata": {},
   "outputs": [],
   "source": [
    "from time import sleep\n",
    "\n",
    "@lru_cache(maxsize=1024)\n",
    "def f(x):\n",
    "    sleep(0.5)\n",
    "    return x * x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "id": "4d37bc4f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "79 ns ± 0.372 ns per loop (mean ± std. dev. of 7 runs, 10,000,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit f(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "a46d6f48",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[        0,         0, 277961071],\n",
       "       [        1, 277961072, 277980356],\n",
       "       [        2, 277980357, 277985437],\n",
       "       ...,\n",
       "       [ 21836472, 460470781, 460470782],\n",
       "       [ 21836487, 460470783, 460471462],\n",
       "       [ 21836785, 460471463, 460471466]], dtype=int32)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clumpmap0[:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "4a900d77",
   "metadata": {},
   "outputs": [],
   "source": [
    "dens = overlapper.make_delta(pos, mass, subbox=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "81b5381f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7c3c84eac2ab4bc99d8af24f3aeb5b04",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8aa1881c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3a0e02f7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "7b83c9ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((134842, 7), (134842, 4))"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x.shape, x0.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "fad76b87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a102651d5dfa4a76970dbb8c3493c534",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "# plt.scatter(x[:, 0], x[:, 1], s=0.1)\n",
    "plt.scatter(x0[:, 0], x0[:, 1], s=0.1)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d0423f44",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6276d479",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "50a4a6d6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7883167e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "179d520e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "209c181f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b3253603",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c6430d5c",
   "metadata": {},
   "outputs": [],
   "source": [
    "unique_clump_ids = numpy.unique(clump_ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ec9e90ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  0,   1,   2,   3,   5,   6,   7,   9,  11,  12,  13,  14,  15,\n",
       "        17,  19,  21,  22,  23,  29,  32,  34,  39,  43, 134, 137, 138,\n",
       "       139, 149, 151, 156, 157, 158, 159, 161, 163, 165, 167, 168, 169,\n",
       "       172, 173, 175, 178, 179, 181, 183, 186, 187, 188, 189, 191, 193,\n",
       "       194, 196, 197, 198, 204, 207, 209, 211, 212, 213, 214, 215, 216,\n",
       "       217, 218, 221, 223, 225, 227, 228, 231, 232, 237, 238, 240, 243,\n",
       "       245, 247, 248, 249, 252, 257, 258, 259, 260, 262, 263, 264, 267,\n",
       "       268, 269, 270, 272, 273, 274, 275, 276, 278], dtype=int32)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unique_clump_ids[:100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "273df2d6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "131 ns ± 0.529 ns per loop (mean ± std. dev. of 7 runs, 10,000,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit numpy.nan == numpy.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "6da0af29",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "791 ns ± 5.14 ns per loop (mean ± std. dev. of 7 runs, 1,000,000 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit numpy.isnan(numpy.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "bd84b541",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "Object dtype dtype('O') has no native HDF5 equivalent",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[29], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m test \u001b[39m=\u001b[39m {\u001b[39m\"\u001b[39m\u001b[39masd\u001b[39m\u001b[39m\"\u001b[39m: \u001b[39m1\u001b[39m}\n\u001b[1;32m      2\u001b[0m \u001b[39mwith\u001b[39;00m h5py\u001b[39m.\u001b[39mFile(\u001b[39m\"\u001b[39m\u001b[39mtest.hp\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m'\u001b[39m\u001b[39mw\u001b[39m\u001b[39m'\u001b[39m) \u001b[39mas\u001b[39;00m f:\n\u001b[0;32m----> 3\u001b[0m     f\u001b[39m.\u001b[39;49mcreate_dataset(\u001b[39m\"\u001b[39;49m\u001b[39mtest\u001b[39;49m\u001b[39m\"\u001b[39;49m, data\u001b[39m=\u001b[39;49mtest)\n",
      "File \u001b[0;32m~/csiborgtools/venv_csiborg/lib/python3.9/site-packages/h5py/_hl/group.py:183\u001b[0m, in \u001b[0;36mGroup.create_dataset\u001b[0;34m(self, name, shape, dtype, data, **kwds)\u001b[0m\n\u001b[1;32m    180\u001b[0m         parent_path, name \u001b[39m=\u001b[39m name\u001b[39m.\u001b[39mrsplit(\u001b[39mb\u001b[39m\u001b[39m'\u001b[39m\u001b[39m/\u001b[39m\u001b[39m'\u001b[39m, \u001b[39m1\u001b[39m)\n\u001b[1;32m    181\u001b[0m         group \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mrequire_group(parent_path)\n\u001b[0;32m--> 183\u001b[0m dsid \u001b[39m=\u001b[39m dataset\u001b[39m.\u001b[39;49mmake_new_dset(group, shape, dtype, data, name, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwds)\n\u001b[1;32m    184\u001b[0m dset \u001b[39m=\u001b[39m dataset\u001b[39m.\u001b[39mDataset(dsid)\n\u001b[1;32m    185\u001b[0m \u001b[39mreturn\u001b[39;00m dset\n",
      "File \u001b[0;32m~/csiborgtools/venv_csiborg/lib/python3.9/site-packages/h5py/_hl/dataset.py:88\u001b[0m, in \u001b[0;36mmake_new_dset\u001b[0;34m(parent, shape, dtype, data, name, chunks, compression, shuffle, fletcher32, maxshape, compression_opts, fillvalue, scaleoffset, track_times, external, track_order, dcpl, dapl, efile_prefix, virtual_prefix, allow_unknown_filter, rdcc_nslots, rdcc_nbytes, rdcc_w0)\u001b[0m\n\u001b[1;32m     86\u001b[0m     \u001b[39melse\u001b[39;00m:\n\u001b[1;32m     87\u001b[0m         dtype \u001b[39m=\u001b[39m numpy\u001b[39m.\u001b[39mdtype(dtype)\n\u001b[0;32m---> 88\u001b[0m     tid \u001b[39m=\u001b[39m h5t\u001b[39m.\u001b[39;49mpy_create(dtype, logical\u001b[39m=\u001b[39;49m\u001b[39m1\u001b[39;49m)\n\u001b[1;32m     90\u001b[0m \u001b[39m# Legacy\u001b[39;00m\n\u001b[1;32m     91\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39many\u001b[39m((compression, shuffle, fletcher32, maxshape, scaleoffset)) \u001b[39mand\u001b[39;00m chunks \u001b[39mis\u001b[39;00m \u001b[39mFalse\u001b[39;00m:\n",
      "File \u001b[0;32mh5py/h5t.pyx:1664\u001b[0m, in \u001b[0;36mh5py.h5t.py_create\u001b[0;34m()\u001b[0m\n",
      "File \u001b[0;32mh5py/h5t.pyx:1688\u001b[0m, in \u001b[0;36mh5py.h5t.py_create\u001b[0;34m()\u001b[0m\n",
      "File \u001b[0;32mh5py/h5t.pyx:1748\u001b[0m, in \u001b[0;36mh5py.h5t.py_create\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: Object dtype dtype('O') has no native HDF5 equivalent"
     ]
    }
   ],
   "source": [
    "test = {\"asd\": 1}\n",
    "with h5py.File(\"test.hp\", 'w') as f:\n",
    "    f.create_dataset(\"test\", data=test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "29e5a4ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "317aef53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2360"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "k0, kf = minmax_clump(259, clump_ids)\n",
    "\n",
    "kf - k0 + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "8fe50188",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([259, 259, 259, ..., 259, 259, 259], dtype=int32)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clump_ids[k0:kf+1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d0508ab0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "011a9fea",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy\n",
    "\n",
    "nsim = nsim0\n",
    "nsnap = nsnap0\n",
    "\n",
    "\n",
    "part0 = h5py.File(paths.initmatch_path(nsim, \"particles\"), 'r')['particles']\n",
    "cmap = h5py.File(paths.particles_path(nsim, \"clumpmap\"), 'r')\n",
    "partf = h5py.File(paths.particles_path(nsim), 'r')[\"particles\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8f8c9116",
   "metadata": {},
   "outputs": [],
   "source": [
    "part0[cmap[str(558655)], :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1d74f0e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "cat = csiborgtools.read.ClumpsCatalogue(nsim, paths, rawdata=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "b595aa4b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "10000it [00:51, 193.86it/s]\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "y = np.zeros((10000, 2), dtype=np.int32)\n",
    "\n",
    "for i, hid in tqdm(enumerate(cat[\"index\"][cat.ismain][:10000])):\n",
    "    n = np.sum(cat[\"parent\"] == hid)\n",
    "    y[i, :] = hid, n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2bf99732",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([558655, 558659, 558673, 558675, 558677, 558692, 558705, 558717,\n",
       "       558724, 558726, 558739, 558746, 558857, 559232, 559256, 559292,\n",
       "       559325, 559343, 559349, 559384, 559388, 559406, 559415, 559453,\n",
       "       559467, 559473, 559492, 559496, 559541, 559544, 559548, 559570,\n",
       "       559571, 559604, 559612, 559637, 559643, 559648, 559655, 559724,\n",
       "       559735, 559779, 559780, 559792, 559802, 559804, 559817, 559910,\n",
       "       559918, 559926, 559960, 559977, 559982, 559997, 560012, 560031,\n",
       "       560122, 560213, 560325, 560375, 560426, 560517, 560798, 562156,\n",
       "       563235, 563254, 563586, 563651, 563671, 563892, 564050, 564068,\n",
       "       564138, 564153, 564358, 564525, 564734, 564745, 564779, 564831,\n",
       "       565008, 565180, 565272, 565276, 565521, 565620, 565701, 565891,\n",
       "       566046, 566604, 566705, 567047, 567336, 567720, 568897, 569232,\n",
       "       569376, 569773, 573130, 575459, 575880, 576414, 579319, 579445,\n",
       "       579722, 579770, 580117, 580388, 580441, 580507, 580518, 581594,\n",
       "       581767, 582047, 582713, 583256, 586403, 587027, 587239, 588764,\n",
       "       593803, 595742, 596219, 599285, 600189, 603135, 605484],\n",
       "      dtype=int32)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat[\"index\"][cat[\"parent\"] == 558655]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "64aa63a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([558655,    127], dtype=int32)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y[np.argmax(y[:, 1]), :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4a5c0091",
   "metadata": {},
   "outputs": [],
   "source": [
    "keys = list(cmap.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d6befe8b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[558655 558659 558673 558675 558677 558692 558705 558717 558724 558726\n",
      " 558739 558746 558857 559232 559256 559292 559325 559343 559349 559384\n",
      " 559388 559406 559415 559453 559467 559473 559492 559496 559541 559544\n",
      " 559548 559570 559571 559604 559612 559637 559643 559648 559655 559724\n",
      " 559735 559779 559780 559792 559802 559804 559817 559910 559918 559926\n",
      " 559960 559977 559982 559997 560012 560031 560122 560213 560325 560375\n",
      " 560426 560517 560798 562156 563235 563254 563586 563651 563671 563892\n",
      " 564050 564068 564138 564153 564358 564525 564734 564745 564779 564831\n",
      " 565008 565180 565272 565276 565521 565620 565701 565891 566046 566604\n",
      " 566705 567047 567336 567720 568897 569232 569376 569773 573130 575459\n",
      " 575880 576414 579319 579445 579722 579770 580117 580388 580441 580507\n",
      " 580518 581594 581767 582047 582713 583256 586403 587027 587239 588764\n",
      " 593803 595742 596219 599285 600189 603135 605484]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/127 [00:00<?, ?it/s]"
     ]
    }
   ],
   "source": [
    "\n",
    "csiborgtools.fits.load_parent_particles(558655, part0, cmap, cat)\n",
    "# Xf = csiborgtools.fits.load_parent_particles(378, partf, cmap, cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ee1a8686",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f9cee980a8fb4354aa78f811a8915e85",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "\n",
    "plt.scatter(X[:, 0], X[:, 1], s=0.1)\n",
    "# plt.scatter(Xf[:, 0], Xf[:, 1], s=0.1)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1bbda411",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6e9d36ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "pid_final = np.load(\"pid_final.npy\")\n",
    "pid_init = np.load(\"pid_initial.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ac9c5c58",
   "metadata": {},
   "outputs": [],
   "source": [
    "pid_order = np.argsort(pid_final).astype(np.int32)\n",
    "\n",
    "pid_order_2 = np.argsort(pid_order).astype(np.int32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bcf3be0a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Sort them\n",
    "\n",
    "pid_init = pid_init[np.argsort(pid_init)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1218ba7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.alltrue(pid_init[pid_order_2] == pid_final)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0a12563b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([        6,         7,         8, ..., 429538984, 456581538,\n",
       "       456482476], dtype=int32)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "95d9f0f7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c7998177",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1b1ef66c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "5b9362d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([        6,         7,         8, ..., 429538984, 456581538,\n",
       "       456482476], dtype=int32)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "pid_final[pid_order][pid_order_2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a333cacf",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cf7a4005",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "884cfa0f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ebcc11ae",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3f155db8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([        1,         2,         3, ..., 460357796, 460357797,\n",
       "       460357798], dtype=int32)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "part0['ID']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "88feaaff",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "20d1a6a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "indx1 = numpy.argsort(part0['ID'])\n",
    "\n",
    "indx2 = numpy.argsort(pid)\n",
    "\n",
    "indx1_inv = numpy.argsort(indx1)\n",
    "part0 = part0[indx2][indx1_inv]\n",
    "# pid = pid[indx2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([(0.6463347 , 0.5915494 , 0.3729033 , 1.1641532e-10, 285313656),\n",
       "       (0.22073722, 0.49019635, 0.9627326 , 5.9604645e-08,  58672855),\n",
       "       (0.7210556 , 0.18949312, 0.37298316, 5.9604645e-08, 459417395),\n",
       "       ...,\n",
       "       (0.46851808, 0.2966002 , 0.44987014, 1.1641532e-10,   2684309),\n",
       "       (0.7481397 , 0.02954267, 0.8927611 , 5.9604645e-08, 402473389),\n",
       "       (0.9159686 , 0.8301242 , 0.67392564, 5.9604645e-08, 287235917)],\n",
       "      dtype=[('x', '<f4'), ('y', '<f4'), ('z', '<f4'), ('M', '<f4'), ('ID', '<i4')])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "part0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "53d0f130",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "78041a0a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b6059fb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aafbd8d9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4d989091",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([        6,         7,         8, ..., 429538984, 456581538,\n",
       "       456482476], dtype=int32)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c97c3f51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([        1,         2,         3, ..., 460471465, 460471466,\n",
       "       460471467], dtype=int32)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  1,   2,   3,   5,   6,   7,   9,  11,  12,  13,  15,  17,  19,\n",
       "        21,  22,  23,  29,  32,  34,  39, 134, 137, 138, 139, 149, 151,\n",
       "       156, 157, 158, 159, 161, 163, 167, 168, 169, 172, 173, 175, 178,\n",
       "       181, 186, 188, 189, 191, 196, 197, 198, 204, 209, 211], dtype=int32)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat = csiborgtools.read.ClumpsCatalogue(nsim, paths, load_fitted=False, rawdata=True)\n",
    "parent_ids = cat[\"index\"][cat.ismain]\n",
    "\n",
    "parent_ids[:50]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "af4fa7e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11031538"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "i = cat[\"index\"][np.argsort(cat[\"mass_cl\"])[::-3][213]]\n",
    "i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "c57a56ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[11031538 11032027 11033906 11034471 11034477 11034692 11035306 11049411\n",
      " 11057461 11058959]\n",
      "[24440, 256, 133, 0, 0, 0, 113, 0, 0, 0]\n"
     ]
    }
   ],
   "source": [
    "# clid = 10170336\n",
    "# clid = 10170336 + 12\n",
    "clid = i\n",
    "\n",
    "\n",
    "mmain_indxs = cat[\"index\"][cat[\"parent\"] == clid]\n",
    "# mask = clump_ids == clid\n",
    "# print(mask.sum())\n",
    "print(mmain_indxs)\n",
    "\n",
    "print([numpy.sum(clump_ids == j) for j in mmain_indxs])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "4ad427f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "24942"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mask = numpy.isin(clump_ids, mmain_indxs)\n",
    "mask.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "410c3b97efc14cd8b1b34d7a3666483f",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAADEqklEQVR4nOy9e3RUx5mv/esWjdQQg+zYXCQTAQohXAJiyCAw/iYcQ4xtHQvOZK3jISF4fHyZKBgcczyxBAiNuOoE4nhBGHAywc4aJcSxJwbhBoOHhMmYoDghXCzAGLCRHQkRO1giJgIJ9f7+aKpVu7qq9ttSN5Lo91mLlVh6VbVr79273q5d9ZTPcRwHDMMwDMMwTMrg7+oDYBiGYRiGYa4vnAAyDMMwDMOkGJwAMgzDMAzDpBicADIMwzAMw6QYnAAyDMMwDMOkGJwAMgzDMAzDpBicADIMwzAMw6QYnAAyDMMwDMOkGJwAMgzDMAzDpBicADIMwzAMw6QYnAAyDMMwDMOkGJwAMgzDMAzDpBicADIMwzAMw6QYnAAyDMMwDMOkGJwAMgzDMAzDpBicADIMwzAMw6QYnAAyDMMwDMOkGJwAMgzDMAzDpBicADIMwzAMw6QYnAAyDMMwDMOkGJwAMgzDMAzDpBicADIMwzAMw6QYnAAyDMMwDMOkGJwAMgzDMAzDpBicADIMwzAMw6QYnAAyDMMwDMOkGJwAMgzDMAzDpBicADIMwzAMw6QYnAAyDMMwDMOkGJwAMgzDMAzDpBicADIMwzAMw6QYnAAyDMMwDMOkGJwAMgzDMAzDpBicADIMwzAMw6QYnAAyDMMwDMOkGJwAMgzDMAzDpBicADIMwzAMw6QYnAAyDMMwDMOkGJwAMgzDMAzDpBicADIMwzAMw6QYnAAyDMMwDMOkGJwAMgzDMAzDpBicADIMwzAMw6QYnAAyDMMwDMOkGJwAMgzDMAzDpBicADIMwzAMw6QYnAAyDMMwDMOkGJwAMgzDMAzDpBicADIMwzAMw6QYnAAyDMMwDMOkGJwAMgzDMAzDpBicADIMwzAMw6QYnAAyDMMwDMOkGJwAMgzDMAzDpBicADIMwzAMw6QYnAAyDMMwDMOkGL26+gB6MuFwGPX19bjpppvg8/m6+nAYhmEYhiHgOA7+8pe/ICsrC35/ao6FcQLYCerr6zFkyJCuPgyGYRiGYTrABx98gNtvv72rD6NL4ASwE9x0000AIjdQv379uvhoGIZhGIahcPHiRQwZMiTaj6cinAB2AvHat1+/fpwAMgzDMEwPI5Wnb6Xmi2+GYRiGYZgUhhNAhmEYhmGYFIMTQIZhGIZhmBSDE0CGYRiGYZgUgxNAhmEYhmGYFOO6JIAbN27E0KFDkZGRgfz8fLz55pvW+MbGRsyfPx+DBw9Geno6Pve5z2Hnzp3R3//617/G/fffj6ysLPh8Pmzbti2mDMdxsGzZMgwePBjBYBAzZszAqVOnXDEXLlzA1772NfTr1w+ZmZl4+OGH8cknnySkzQzDMAzDMN2VpCeAL774IhYtWoSysjL84Q9/wPjx4zFz5kz86U9/0sa3tLTgy1/+Ms6ePYuXX34ZJ0+exA9/+ENkZ2dHYy5duoTx48dj48aNxnq/853vYP369di8eTN++9vfom/fvpg5cyYuX74cjfna176GY8eO4fXXX8err76KX//613jssccS13iGYRiGYZjuiJNkJk2a5MyfPz/6321tbU5WVpazZs0abfymTZuc4cOHOy0tLaTyATivvPKK62fhcNgZNGiQs3bt2ujPGhsbnfT0dGfr1q2O4zjO8ePHHQDO7373u2jMrl27HJ/P59TV1ZHqbmpqcgA4TU1NpHiGYRiGYboe7r8dJ6kjgC0tLTh48CBmzJgR/Znf78eMGTNw4MAB7d9UVVVhypQpmD9/PgYOHIixY8di9erVaGtrI9f73nvvoaGhwVVv//79kZ+fH633wIEDyMzMxBe/+MVozIwZM+D3+/Hb3/5WW+6VK1dw8eJF1z+GYRiGYZieRlITwI8++ghtbW0YOHCg6+cDBw5EQ0OD9m/effddvPzyy2hra8POnTtRWlqK7373u1i5ciW5XlG2rd6GhgYMGDDA9ftevXrhlltuMR7bmjVr0L9//+g/3geYYRiGYZieSLdbBRwOhzFgwAD84Ac/wMSJE/HAAw9gyZIl2Lx5c1cfGkpKStDU1BT998EHH3T1ITEMwzAMw8RNUvcCvvXWW5GWlobz58+7fn7+/HkMGjRI+zeDBw9GIBBAWlpa9GejRo1CQ0MDWlpa0Lt3b896Rdnnz5/H4MGDXfXm5eVFY9SFKFevXsWFCxeMx5aeno709HTP+hmGYRiGYbozSR0B7N27NyZOnIi9e/dGfxYOh7F3715MmTJF+zdTp07F6dOnEQ6Hoz975513MHjwYFLyBwDDhg3DoEGDXPVevHgRv/3tb6P1TpkyBY2NjTh48GA05pe//CXC4TDy8/PjaifDdBcWbj2E3JIQFm495BlbWV2LqRW/RGV17XU4MoZhGKY7kfRXwIsWLcIPf/hD/PjHP8aJEydQVFSES5cu4aGHHgIAzJs3DyUlJdH4oqIiXLhwAU888QTeeecdhEIhrF69GvPnz4/GfPLJJzh8+DAOHz4MILLo4/Dhw3j//fcBAD6fD9/61rewcuVKVFVV4a233sK8efOQlZWF2bNnA4iMKt5zzz149NFH8eabb2L//v14/PHH8Q//8A/IyspK9mlhGAD0JIwaV3WkHm1O5H+9WBU6jrrGZqwKHY/rmBmGYZieT1JfAQPAAw88gA8//BDLli1DQ0MD8vLy8Nprr0UXaLz//vvw+9vz0CFDhmD37t148sknMW7cOGRnZ+OJJ57A008/HY35/e9/j//xP/5H9L8XLVoEAHjwwQfxwgsvAAC+/e1v49KlS3jsscfQ2NiIO++8E6+99hoyMjKif/eTn/wEjz/+OKZPnw6/34+vfOUrWL9+fTJPB8O42LTvDOoam7Fp3xnMnZzT6bh4uNwadv0vwzAMkzr4HMdxuvogeioXL15E//790dTUhH79+nX14TA9kMrqWmzadwZF03KtiR01buHWQwgdrUfBuCysnzPBWnc8sQzDMDcS3H9zAtgp+AZiGIZhmJ4H99/dUAPDMAzDMAzDJBdOABmGYRiGYVIMTgAZhmEYhmFSDE4AGYZhGIZhUgxOAJkbmnhkx5TYeLx9eeV7kFe+J2HlUeIKN7yBocUhFG54IyFx8cZOrdiLocUhDC22y6grq2sxqnQXhnnEMQzDMMmBVwF3Al5F1DVQ9SULtx6KCpHTfMCZNQXauMrqWqzbfRJNza1wAGRnBrG/+K6YmFWh42i+5sxL8wHls8ZqlSxTK/airvFy9L8zgwEcLrvbenwAsHK2vjwAGLFkJ1rbHM+4ocUhV71PzRypjZXjAGBcdn9ULbjTs0xbnBprO+dTK36JusZmzziGYZhkwP03jwAyPZDQ0chuF6Gj9t0u5N+3Wb7mbNp3Bo3Xkr80H1A0LVcb0ywJk9ucyM90yMkf9fhEHSZapQbY4sZl94/+/8bmVmOsHAcAR+uaSGXa4gAgO7NdtF4wzryjTtG0XAQDfvg84hiGYZjkwAkg0+MoGJeFNJ934iD/Xk5MVIqm5SIzGEBmMGAc1ZMTlnHZ/ZGdGdQminJdmcFeyM4M4qmZIz2PL5DmM5YHtCdhXnFVC+7Eytljo+0xxVYtuBNnKwqi5aoJoRpLiQOA/cXTcbaiAGcrCqyjs3Mn5+DEinvxnkccwzAMkxz4FXAn4CFkhmEYhul5cP/NI4AMwzAMwzApByeADMMwDMMwKQYngAzDMAzDMCkGJ4AMwzAMwzApRq+uPgCGEVRW12LTvjMompZr9NwBEX/ejiP1yAj4saRgtDFWuPsut4Zx/3i7M1CUS/ELMmao11B2JRZ6XBsRa3MvAhFh9dG6JgTSfCi7f4y1foZhmFSHE0Cm27Bp3xnUNTZj074z1s5byJObW8PWWNndt+NIvTbJUGXMQMTPp8bKcZnBXuibHjAmOSMW70Rr2EHA70NZ4RhjQpRXvhuNzVeRGeyFp2Z+3hgn1z0uuz/+fKnFWLdIggBYEyGRqE3MuRkHaz+2JmxClA3AKJYWiGtYtr0GAIyxsitRtM2UBIpY4V40lSna3drmeN5DDMMwqQ6/Ama6DUXTcq1+PdPfUH6XEdDf6qqM2eQXlOMam69GE1UdrWEn+r9yUqvS2Hw1+r+2OLnuo3VN1rplUbNIhHSI+kJH663lidjG5larWFpQNC0XaT67KBuI9TLapN4i1iTpFlBdiQzDMAyPADLdiLmTc0ijNtmZGahrvIzszAxrvPidGFnTUTAuyzW6ZtrmTI6TRwB1BPy+6Ahg0bRcY/2ZwV7REUBbnHqMYgRQx7js/q4RQFOcqE8eATRRNC03OgLolVhRzjkQEUYD7tfuXrFe2LaoYxiGYdywCLoTsEiSYRiGYXoe3H/zK2CGYRiGYZiUgxNAhmEYhmGYFIMTQIZhGIZhmBSDE0CGYRiGYZgUgxNAJulMrdiLocUhTK3Ya40r3PAGhhaHMGLJTlRW15JiCze84Vl/ZXUtplb8Ulum7Xc2Fm49hNySEBZuPdSp+jsCtbxExyXy2BJdLxC5JkOLQxhaHMLwkpCxXHHtCje84Vm/XKbtWi/cegjDikMYVfpawtrDMAyTTHgVcCfgVUQ0hhaHov//bEUBKS47M4j9xXdp44RA2VamvAtIRiANza1t2jLzyvegsbkVAOADsGK2eaeJUaW7omJpQZoPOLOmQBvnA+AgomNpbXNi6hfCaFG3abcS0Zbm1jACfh+uhh04hnMki6AFurjK6lqUbquB/OEPBtJwYsU9MfWrZZoE05XVtVi6rUaqN8OocJF3AgHMu4EITcyg/hloaLps3aVlWHHI1R7TPZRbEkKb4x2nxuqutS7OVh7DMN0D7r95BJC5Dvh97v81QRX5ysmf+BsVsQuIA+DyteTPy2HnwC4vVpM/QC+NFnEixxDJn1q/SP5ErEmGLO9o0not+TNJkdXkD9DHbdp3Buo3v8utbdr61TJNgmn1Z3KCp6L+ztT20NF6tDmR+DbHLozOCKRF/7/fIo2Wr5mXXFqOtbkKC8ZlwYdIEs0SaoZhegIsgmaSzvJZYz3FwABd5CsLlE1/UzQtl7QP8FMzR0ZHwnywJwPBgN+VBI7L7k/aM9gmmJYxJRhF03JdI2s+mPfElUXQ4ph1cUXTcmNGAO8fr69fLdOUoKvHqe72ISNk3gJT2wvGZcWMAJpYUjCKtA/x+jkTMGnYLeRYyjWmxjEMw3QX+BVwJ+AhZEaHvHev6dUmEN8euwu3HsKOI/XICKRhScGohMWK17teSarYO9grYWIYhukJcP/NCWCn4BuIYRiGYXoe3H/zHECGYRiGYZiUgxNAhmEYhmGYFIMTQKZHEo+HryudffHQlXUzDMMwqQUngEyHqKyuxfCSUFyCZy9pczwJkNCD2LQggh1HIrE7jthjF249hKXbalDX2KzVnMjHZ0sq5d9VVtcir3wP8sr3eLZr074zxro7QjKkzImK60qZtYhduPWQ5zGKa2eLFeXlle/2/DzEK6FmuTTDMMmCF4F0glSeRDq14peoa2yO/rdJ8CyviLXFAcCIJTvR2uYgkObDqVX3aWMqq2uxbHsNhELPtHpVrReIKFFOrLg3JlYVSwPASo0QWhUNAxEly3tKm2ShtYwqCBYrcLMzM3DhUguaW8MIalbuym0J+H1oDTtGybJoi4gDgMxgAIfL7nbFqdJm0zHKZXrFAcDwkhAkvaExTj6XAb8Pp1brr7cs6o6Up2+3ej8C+muoKxPQ35e6MnXt0cWZVn+rEmrTPanG2uIYhomfVO6/BTwCyHSIomm5UbGzzfcmj9AFPEzQrdd6u9Y283eSTfvOuBKMP19q8axXsKRgtDZWTW5M7jzdUWUEaB8hnWNQuPXqGi9H/YItV9ti6pZHLkVSZ5Isi7bIkmkdplFGnd9PPT+mOABQqzXFyWFexypjanfRtFykKbdXZ0dSi6blQr1jTf7D7MygK9Y0Ml0wLst1nJc1cnE5lhLHMAzTEa5LArhx40YMHToUGRkZyM/Px5tvvmmNb2xsxPz58zF48GCkp6fjc5/7HHbu3Eku8+zZs/D5fNp/L730UjRO9/uf/exniW38DcrcyTl4d00BzlYUGLf7Atw7JJQVjrGWKXb1MO3uAbgTT9suDqoweFx2f6O/LjPY7kMPpPmMiaIcB+DaaF1srJo0BANp1i3m5L/TiY7lHS4EpqRbl2I/NXNkzM905810jtR2286lnOOTz7nli8FTM0e62mRq99zJOSifNdb1M9O98dTMkQhKiXvQkMTPnZyDFbPHRo/P1J65k3Owv/gurJg9FsGA33gdgYgw+syaAhSOjySCJvm2iKXEMQzDdISkvwJ+8cUXMW/ePGzevBn5+fl49tln8dJLL+HkyZMYMGBATHxLSwumTp2KAQMGYPHixcjOzkZtbS0yMzMxfvx4UpltbW348MMPXeX+4Ac/wNq1a3Hu3Dl86lOfijTe58Pzzz+Pe+5p3/80MzMTGRnmES0ZHkJOPShC5MrqWpRXHUNr2LEKluVXu7Y4eS9gwFsuTY0F6CJohmGYGwnuv69DApifn4+//du/xfe//30AQDgcxpAhQ7BgwQIUFxfHxG/evBlr167F22+/jUAgkJAyAWDChAn4m7/5G/zoRz+K/szn8+GVV17B7NmzO9Q2voEYhmEYpufB/XeSXwG3tLTg4MGDmDFjRnuFfj9mzJiBAwcOaP+mqqoKU6ZMwfz58zFw4ECMHTsWq1evRltbW4fLPHjwIA4fPoyHH3445nfz58/HrbfeikmTJmHLli2w5cNXrlzBxYsXXf8YhmEYhmF6Gr28QzrORx99hLa2NgwcOND184EDB+Ltt9/W/s27776LX/7yl/ja176GnTt34vTp0/jmN7+J1tZWlJWVdajMH/3oRxg1ahTuuOMO18+XL1+Ou+66C3369MGePXvwzW9+E5988gkWLlyoLWfNmjUoLy+nNp9hGIZhGKZb0u1WAYfDYQwYMAA/+MEPMHHiRDzwwANYsmQJNm/e3KHympub8dOf/lQ7+ldaWoqpU6diwoQJePrpp/Htb38ba9euNZZVUlKCpqam6L8PPvigQ8d0o0B1r1FFzPEIm6luwXjL7c7uPIZRScb9yjBMapDUEcBbb70VaWlpOH/+vOvn58+fx6BBg7R/M3jwYAQCAaSlta98HDVqFBoaGtDS0hJ3mS+//DL++te/Yt68eZ7Hm5+fjxUrVuDKlStIT0+P+X16err25zcSUyv2oq7xstG3JqisrkXptho4ANbtPmld4SpLm20LEqhxQLtCRfyvDWq5shtvVehETJvkBSA//90H0bo37TvjipUXVsjHqMYt3HoIoaP10RWjYkGIGiezcOsh7DhSj15+H/qm98JTM0e6YuVjFGXpFqyoi1lsi1viKXPd7pMAgL/73G04WPtxp+LUc+R17bwW56ixE3NuttYtrmMgzYd7xw62tkcs+gGgdTnK7RHXObKi2WcsUyzm8fsAx4msBFbPgYhZuq0meu+aFv6s230Sjc2tWLqtBqtCJ4zHKB8r5dwn4xoxDJN8kjoC2Lt3b0ycOBF797ab8cPhMPbu3YspU6Zo/2bq1Kk4ffo0wuF279U777yDwYMHo3fv3nGX+aMf/QiFhYW47bbbPI/38OHDuPnmm2/4JM+G8KyZfGuCTfvOaL14Kgu3HorKbAf1N6+uluMcwDhKsXDroRjRsi5WxA0tbpfp6tQcldW1GLF4J4YWh1xi5MutbTGxpdd2CVm6rcaVeJr8fkfrmqxxVdd2KKk6Uu+SVqtxldW1GFX6GoYWh1B1pB4OIu68xubWGNfdUukYxf9fFToR05Z1u09G40TbTbuQrAodjylTJHAym/adQWNzKxqbW1F1pN5YHjUOaN/FpepIPYYWm0dxxS4qoj0mGbfcdlF32fZYITbQfh1b25xorKndssuwubVNe84Btx+wrvGy9RyJldxhJ/KZ0O1ko/MDUnbHaW5t8/QkUnfbocYleqcbhmE6R9JfAS9atAg//OEP8eMf/xgnTpxAUVERLl26hIceeggAMG/ePJSUlETji4qKcOHCBTzxxBN45513EAqFsHr1asyfP59cpuD06dP49a9/jUceeSTmuHbs2IF/+7d/Q01NDU6fPo1NmzZh9erVWLBgQZLORM9AeNZscmcgkqRkBgPIDAa0njmB3Ck0NJmTSjku7JglvrpORheri9ONTqidt0DnXdMlvDbXXUfiCsdnxcRFkoHYhDQzGDC67mR0yawJXXlUCbFJktzRnwGxDkR1dxevv6dg8o7bfJRq3arL0HTOdV9CTOdD9RPqpOO6+9TkIJT9h8FAmuc5E9JqU3nxxglhdmeuFcMwiSOpr4AB4IEHHsCHH36IZcuWoaGhAXl5eXjttdeiizjef/99+P3tD7YhQ4Zg9+7dePLJJzFu3DhkZ2fjiSeewNNPP00uU7BlyxbcfvvtuPtu9zZYABAIBLBx40Y8+eSTcBwHn/3sZ/HMM8/g0UcfTdKZ6BnYXvvKzJ2cQ0poCsZlRTttWwchx9k6JzkOiEiEdbFqnKkzL5qW63p9B0QkxbpkMTPYy7UrRnZmhtadNy67v2vkLxjwa+Pk7doi5Qe09RZNy43Zts3L7yejSxKemjnSVabvWpzumt4/3n0ug4E0bdI/d3KOq8zszAyjOFl+hS5+pmNJwSjtlnW6Mt9874IxQZRR2276slO14M7oa2D5b3V1z52cE50+AZjFzevnTIgInqVpAqZzJH6uvoLXlUeB+pmNt2xqXLz1MwyTXHgv4E7AHqHUgzqPSZ4/Vnb/GGOsSBrSfED5LPNuIVS5dDwiaOp8TyDx88HEsVLnhMVTLsMwjBfcf3MC2Cn4BmIYhmGYngf3391QA8MwDMMwDMMkF04AGYZhGIZhUgxOAFMEWYviJUSORxhLlSxTykyWsDmecqn0FGF0omXdyaCrzk9XSpS9yhO/L9zwhvW6yHHDikMYVbrLqEWiXt+u/LywrJphrh88B7AT9KQ5BLkl7T68NB9wZk2BNk4WPGcGAzhcFruCWsQJsaytTFl8CwDZmUHsL75LW568MvNshf741PIA/UIHsRjicmvYpW/RlSsWGAzqnxFdxakutJDrLRyfhV0159Da5iCQ5sOpVfe5yhtVugvNrWEEA34sKRhtPJ9y3JdHD3Ktgj6x4p4O1S0vljj70aXoClb1vMvnJyuzvd0+AO8Zzr0of8eRemRoZMdy3ZOG3UISS8srd033m7qwxXQPtZ/X19Dc2hZzHlVGLNlpPI9q/bbPhCr0Ni1WUYXRgpWzYxf/iHtDRnfv5pXviX4GBbp2y59/gWnxz7DikOszY1skVFldi2XbaxB27HHiXAP69gqo145hOktP6r+TRdI1MEz3gKpjoQqehcxXLl+H6uMz6V1Ul9/CrYe0qz11fr+qI7E7fMgJg43K6troeZHl1+oOI3K9cgLaqpHIiXrFDg0m5Di5TNUhJ//Oq27xezVJVs/7ut0no/XL7VZdc3IH7z72tpgdS4QQWBZb63aJkaXNFNQ43T2kO06Ti0/9EqE7j7o4E3K75Z+p96TJOanb+YXqXtSha7eqRQLMsveMQJrLO2mTwm/adyZ6zm1x8jm27XQjjj0edyXDMB2DXwGnCOvnTMDZigKcrSiwajSogmc5buXsscYy5cRQJzmWy5PFt6ZdBbxkswJqB2oSTqveQFO9VFmwD3qHnA6TQ66jdQNmz57KkoLRrv+WO3gZnauRem10CZzJLahD1xbdcZrOI2WnDFOc7hh17TYJn1VhtPi5inrsqhRaPp7MYMBVrq7d6+dMiLlfTP7DJQWjXPXZpPBF03IhqrbFibpN3k752NN89M8AwzAdh18BdwIeQk48FN8bxXUnyrkpo13erPPn6V7LBQN+nFhxr7FuMSIV8PtwanXsq0PdyJHutZcqGTYdo648kwtQtwWa6RU5RS6ti7N5CIeXhFyJmOl1n9p20yt/ABixeGf0+mQGe+Fw2cyYGN0IIHUagak9sdMXzK84ZQm06b4Q5JXvRmPzVfgArLC8DhXt4v1zGSbxcP/NCWCn4BuIMSHmSAKRURpT500VRssJk03urM4XtI32yrtRmBK6eNoix1OSlmTInTlhYhiGAvffnAB2Cr6BGIZhGKbnwf03zwFkGIZhGIZJOTgBZBiGYRiGSTFYA3MDQJn3JHvf7k/g3LBEzvWKZ65ZPPPH4omltqkr55pR5w0C8V0jk99PF0s5n8m4j7yOUV4gFPRoC3W+pLxQyKstYjGIbcGIV5x8Pn7+uw+s51DEAg7qGi93Og6IXfxiOjeizE/37Y1j9U3W+4FyXuSFNLbji+f+T8Y8U4a5UeA5gJ2gu8whmFrxS9Q1NlsFubIw1iaCpq7OjEcYLa8itXUm6mpTXWehWznr9wHvKu0xSXfV9oikopffhzbHia4iVc+RiAPg8iTqxMlyRxYM+I2rlcVq0MxgL3zmlr6StNmcFHy6b29X+9VrLur2+4B+0gpo3TVSkwJTmbqERHeOBLprJJ93ar0C3SpoU6wqPNbFifrrGpujP9O1RRentkVub7Yk1NbFycmI3B41TnyeVXSfRXmFtC1OXZ0N6O8zk/tQVyZVVg24V6dTYqhxXlJwcT/YnnlMatJd+u+uhF8B3wAUTctFdmbQ6teSsfna5I5b5ywTxCOMljE52HQ+Pp1YVk0sAGg9det2n9RKd1VCR+vhAGgNO65yVDewiFNL1NUgH7fcQaptF8lZY/NVV7vUdovkuK6xOab96jUXfxt22ss3IcpU61PLFHFLt9W46lfvo6kVezG0OKRV28iIpEquN82n9+EVbngjJiHROQgrq2sxYvFO13UzxYn2yOg+E+VVx2LidO5F0V6bCBnQC6N1UD/HAEj3OKD/jOiOl+pIBDonq9YhewRtjsuoUzDN7hQEItc1zUd3VDJMKsEJ4A3A3Mk52F98l/VVyFMzRyI7M2iVNgNuYWtZ4RhjXDzCaFkqa3oQq3GAXiyr6xgseaoLXVjBuCz4EJvsqnWLOLWMzGDsLAqTEFdtu+5vdX9vk1VTXj+n+egSats2XWrd6n2kSyh0r/J0nXb5LH29uoT/xIp7tLuLqMmQKU6H7jOhS65sr39ldPeA7t7XCZ5158H0ZSyQRrv5dcdjOkYf3J8p0/2sypptSZu41033PADsL54eldXbznPVgjtxtqIAp1bd53mvrp8zAWfW2OX3DJOq8CvgTsBDyF0Ddc5jvHP05FeyOtlwPHHuV+TmOPV1qUnGLMqyxQGxr+Vsc6nUV26mMtU4U5nyq2+B6TWeGmuK83qdLNC98jfFUcXWlGsDxCeMlsu0iaDlMm1xFCk6wzCxcP/NCWCn4BuI6Y4keiFLvMk0dfFHvHGAd4JDSc7jWfDCMMyNCfffnAB2Cr6BGIZhGKbnwf03zwFkGIZhGIZJOTgBZJhrVFbXYmrFL1FZXdvVh3JDEM/5TPS5r6yuRV75HuSV77GWSa2XGrdw6yEMKw5hVOlr1ti88t0YWhxCXvlua525JSEMLQ5hasVea9yo0tcwrDiEhVsPWY8vkSzcegi5JbQ6Cze8gaHFIRRueMMaRznP1HrjqbMrzh/DdDX8CrgTdIch5KgU9dqqXdN8JnnSvZf0ljrf60YTQQtXos1rKB9ros9TPOJkynmqrK7Fsu01CDv2hQnyAgqKXJdynPJii0CaD6dW3aeNUxdQeDklvWTm6qIIwOyKk4+R6sa0xcUuBjE76ihePNUHqMaJ++rSlatRx6epPPEZcBBRwgQDfpxYcW9MnLi3mppb4SCyGni5YYX2sOJQdGGS14IoeeGNqb1i/iZgv2fkcycsBLrjU32Bps+ffJ7ZF5g6dIf+u6vhnUB6OKJjag072LTvjLHjlldcho7WGxOhdbtPorG5FaXXHti25EI81Mt3HLMmDKJTrDpSj1+/8ydjRyHqBiLuuVWh4zGdlOjIhO+t6kg9dr11DqdW3xcTp/rWqo7Etlt07j60O/0am1uRV77bdZwmQe7SbTUxbdethhXtk2N1K1wBvfrEVL96zU1xOregSA5lWtti7yPRHllqbTpOXQLWqkoVlXK9EHFpvnY/o+keLt9xLKY+WTsj7p+bJEk2EOt9FG1RRdBqnJyMy0mYWm88iGMck9VfK4QWyJ8XL9R7ork1jMrq2ph7V712Ycf8+ZZPhc05aVLvqMhlmO6Z2L9ptT73BHWNzca4omm5WBU6gcutbewLZFIKTgB7OOOy+0dHABMhghY4iE0uZOSHOvVhDZg7isrqWjQpnZm6ywAAV/IXrV/ja6MKbUUSo5agHmc8glxKUiPXTcEkD1avuSlO5xbUyYF1cl3RHvV6qN43U0Kr88PpdpEIBtJifIVyktjmRHx4V8NOzD0sEk/1XlRdieL+Ua+vznWnS5B151GXhPkQ++XJdH5UdhyJjNTFc390BN3nW/eZi+fzraNoWm6MekdHZrCXp7wccO+ukxkMGJ974tkYuWbm5+PcyTm8EpxJSTgB7OFQxbSF47NIr0GfmjkyOqJhSyiLpuW69kf1qlskJiYRrG5nEZ0kt2BclutVFqCX5KrbbZkQnYQ8Aqg7TlN5umNUtwQDIgmBmtyIulUKx9NGIYIBP6nj0r3+1XXKXq+evWJNbdHdb9QtxNTzeDXsxGy9B0TuH0qZuutoOkZdgkw5j0DE26dCTY4zAmlobm1z/Ux3jz81c6T2GlLRfb6DmrpNZcr3uUkWDUQSLHlPYxOHy2a6pheY0L261kG9lxkmVeE5gJ2A5xAkjnhdcx0RPXdHqPMT5REz224d8iiTaZ6XQJ4jRS0ToEubbfMO1RFAqjDaFKsTPHd2z1l1X2GqANvUbvX86PawFm1RRx9N10eu25bAu+8Ls//wRvlcMYwX3H9zAtgp+AZiejLxLKRJ9IIfgL7oRZ7XSF1sYEt+5fKoi2O8jlEkYrbyRN1UCTUnYwyTPLj/5gSwU/ANxDAMwzA9D+6/2QPIMAxz3Um0fzCRdcbj92MYpufCI4CdgL9BJJZ4XnlRXzVSXzPGW38y6Cn1d6XXMR4HIuX1bfsrWT+WFIz2nAdp823G82pZvKr2AdpFLQKaL5A2D3DEkp3RFb22OZ+UOoHE7+VMjRuxeGd05b+tHSIu4PfFaKJkKPtHA/FNCWC6P9x/8whgtyWeEQKKxb6yuhYjluz0NOPHO+JAiaeWKZxrZdtrPGOrjkR0HlVH6q27KYgO5WhdE7n+pdtqPHcPmFqx13OHhnhjl22vQV1jM5ZttyszxA4HQz2uuRxHac/SbZH6RYJlKlM+9yYWbj2Epdtq0NjcGnW1meKGFYc8y4zc57s8yxTlLd1WE00STF7FodfqdRBZlWw6xqkVe2N8mzrkY7epgOS/T8S3b7kumzpG1rmUedxjglGlu4y/kz9blDjAfs9Q42Ttk60dIq417Fg/J0I909h81fqM2LTvjPWeYpieBmtguikiGfGSnEb0FxFtg03wvGnfmWgHYHt4UUXQgPsbuyo51pW5dFsNyquOab+NV1bX4sKlKwAivjeTCBpAzMNc5w7TCZF10mYxAtTrml9OoFWaaDxuuo5e3XXBFqtb8anTj5jq111zXdvjkUvriCdWd5w65QhVBG3y56llVlbXao9RVoqI6607xTphdMG4rJhjlOPkEUmZWGlLOxNzbrYKnsVI7Kf79raU0h6nCrpVRFtkz55J7ad+SbGV25G4RENVFNqejbICyva8jUd9xTA9AU4AuylF03Kjr+O84igWe9lXpnOKqXiJoIGOfQvWSZsBvcfN1KlQpMxUcbNI1EzHJUNtr05WDUS0Hyo6h5wuTidOBvRSb68kyBaX5ov1FZqSP7VMnYoFiLwOVe8jedsvoL0TVss0JYmq4Fl3jD4gZss4U/JXOD5LK4xWy1TrNYmg+wcDMT+jJrziC5MtSQRid+0wYZJf66BKzLsS2Z9p8w/K/lHbs3HF7LEk9ykLo5kbDU4AuynUh008cQA8k0qqCBqQdiFJ88UkDWqZXsln0bRcrNt9EpeuXI0mYzrJMhAr89V1Ajrhr0kYrUsKdMJqnbiZXPe1PXa9SPMB5bNiJcK6jn5cdn9P1Yooj3KPmNQpajJt2i9YfTVqm9+mJiOmODUhMc3T0iX8ujIzNKNlVGE0ECsXNomgdZ8HXXJFlX7r4i4b7gkVXVu8vwKayxPII4+2dsiJmK28lbPHRrfys8VR596tnzPB8/MBcGLHpC68CKQT8CTS7k+iFzYkevEJdUK7PAJomyAP0Cfxy3G2MtXRNVOZ6gigLQEcVhxyJd2dFUHrRgATLYw2LSagxqltMcWpx2i6NmqbbddQrtsmgpb3XaZ+cWCYngj339cpAdy4cSPWrl2LhoYGjB8/Hhs2bMCkSZOM8Y2NjViyZAl+8Ytf4MKFC8jJycGzzz6L++67j1zmtGnT8F//9V+ucv/pn/4Jmzdvjv73+++/j6KiIvzqV7/Cpz71KTz44INYs2YNevWiDYzyDcR0R6hJbzwrpBO94pMqbVbLtK2ulRMi6q4YtvLkONOop1qvLbkC6AlWPEJthmHih/vv65AAvvjii5g3bx42b96M/Px8PPvss3jppZdw8uRJDBgwICa+paUFU6dOxYABA7B48WJkZ2ejtrYWmZmZGD9+PLnMadOm4XOf+xyWL18eLbtPnz7RC93W1oa8vDwMGjQIa9euxblz5zBv3jw8+uijWL16NaltfAMxDMMwTM+D+28ATpKZNGmSM3/+/Oh/t7W1OVlZWc6aNWu08Zs2bXKGDx/utLS0dKrML33pS84TTzxhLGPnzp2O3+93GhoaXHX369fPuXLlCqVpTlNTkwPAaWpqIsUzDMM4juP8+4Gzzh1r9jr/fuCsNW7BT//gDC9+1Vnw0z9cl7Icx3HuX//fTs7Trzr3r/9vY8wda/7TyXn6VWd48avWev/9wFlnWPGrTs7Trzp3rPnPhByfKJfS5q5AnBuv9jJdC/ffjpNUD2BLSwsOHjyIGTNmRH/m9/sxY8YMHDhwQPs3VVVVmDJlCubPn4+BAwdi7NixWL16Ndra2uIu8yc/+QluvfVWjB07FiUlJfjrX/8a/d2BAwfwhS98AQMHDoz+bObMmbh48SKOHTumPbYrV67g4sWLrn+MN4ne9aCyuhYjFns7DUVsXvke5JXvSchuCvEeazyx8ezA0JVlxhNHPffxHCcltrK6FsNLQlb/onABejkV5Tib7y6eOOFc1C0gkaE4F8urjpH8lZSyZOehbdW7mE/Y5gDlO/TPSyCyMEgssK9rvGy9D6h+yaHXPI9Ck6WjsrqWdC0ARO8TL6+m8HkOLQ5Z3aPi3PSEFdVMapPUBPCjjz5CW1ubK8kCgIEDB6KhoUH7N++++y5efvlltLW1YefOnSgtLcV3v/tdrFy5Mq4yv/rVr6KyshK/+tWvUFJSgn//93/H3Llzo79vaGjQliF+p2PNmjXo379/9N+QIUOIZyJ+qB2ikP1SEiGqMDqvfA9Gle7y7LjlDs9WvyxYtj045TjbQ3bd7pMuIeswZRK+GivEwUu3eQumR5XuInUalA5cnEsRW+oRS5Ehi8SXIm2mlAnQO1Ugcr9R4sQcPy8RdEeOU8Tu0MSKc7R0W40r8dCh1qVbSay6BW3aFWocVVFEpdXDX6nD9DmgJi3y6vfWNsf4WVVNArb7lXJ8sefOrJUSNLeGrcmdbIDS3VMC+dzYlDri3NgUNQzTHeh2GphwOIwBAwbgBz/4AdLS0jBx4kTU1dVh7dq1KCsrI5fz2GOPRf//F77wBQwePBjTp0/HmTNnkJtr15uYKCkpwaJFi6L/ffHixaQlgcLdZROYArE7XZgmlccjjBZes+bWsFXwLD8sbR3Pp/v2jjrNTA9OWQQtMAmeVe+argswCX917RGLJv508XK0M9V14JXVtWT3mm5Vqmmyrcnxp1K+4xjJV9hZwbNO/6NbPWvSBFFE0PK2Wh05RgDICKSRylM7YpOvUOeKUxMWnZpILNiQ0SmHRNxNGb2sCQRVBC1vT2c7j6pzEYjcSzopuq4O3WKaC5daXP9tas/cyTmeo5w6VoWOa587qtLGlLDq9Dxez1IgogkykZ2ZEa1Pp4kSmBYVMUx3I6kJ4K233oq0tDScP3/e9fPz589j0KBB2r8ZPHgwAoEA0tLaH+6jRo1CQ0MDWlpaOlQmAOTn5wMATp8+jdzcXAwaNAhvvvlmTBkAjOWkp6cjPT3dWEciKRiXFV0FaEN203lZ7OMVRnshO9Vsculj9d6jEjoRtK7EeAXPFMTIIyWuo8kfoO80ZA2MQNfuqRV7XVt5CXS+OV3dOk+bLvFURceAPmHSxQGR12lqLqKLXRU6TkrWTLuABNJ8WFIwKvrfuuRPt3JXV55utXJldS1Kt9XE3EO61cq68z2gX+zoj4jzEjKLLxle96S8PZ0NXX26e0nXDtMXO/W+sSVEMjZfqIzOcQhE3H4Hay9EEzHTc2fu5By8+d4FV5tMz72Vkgjadnyc2DE3Gkl9Bdy7d29MnDgRe/e2z8EJh8PYu3cvpkyZov2bqVOn4vTp0wiH2x8A77zzDgYPHozevXt3qEwAOHz4MIBIggkAU6ZMwVtvvYU//elP0ZjXX38d/fr1w+jRozvU3kSyfs4EnFlT4PmNtWrBnVg5eyyyM4OeFvsTK+7BexX2MudOzolKWL0Ez0sKRiMzGEBmMICyQrPkWH7wmgSvRdNykRkMRB/owUAaVsyOFSIXjMuCD5EHfzDgR2YwgJWWOLl/MLWnaFou0pR+RHecuvOre82jS1ILx2dpBcZq521qtzrS4UPs7hUmMoO9tNdc14nrRnt0r29NihU1F1k5e6w2Vlf32YqCmE5Wl4CsnD0Wp1bd52q7LglSY0zl6c7Npn1nOrVPr5dEXaC7f3TJjy4uoN600N+3Jqk5BVOcPBKanZmhvbfV+jODvaz368rZYxEMpEV3cDGxv3h69Jlne+6snzMBZysKov9Mz725k3NwuOxuHC67m72HTEpxXTQwDz74IJ577jlMmjQJzz77LH7+85/j7bffxsCBAzFv3jxkZ2djzZo1AIAPPvgAY8aMwYMPPogFCxbg1KlT+D//5/9g4cKFWLJkCanMM2fO4Kc//Snuu+8+fPrTn8bRo0fx5JNP4vbbb4+6AYUGJisrC9/5znfQ0NCAr3/963jkkUdYA5OCJFIYLY8A2jxzAF0ELYt8vcqkiqDlEUDTDhtA7AhgZjCAw2V3e9Ztq1+NM8XqRuyuR5xu1JMqgjY5CFURdGcFz1RhNOC+1qb7TJwbvw/olxHAUzNHckLE3LBw/32dRNDf//73o9LmvLw8rF+/PvpKdtq0aRg6dCheeOGFaPyBAwfw5JNP4vDhw8jOzsbDDz+Mp59+2vVa2FbmBx98gLlz56KmpgaXLl3CkCFD8L/+1//C0qVLXRe6trYWRUVF2LdvH/r27YsHH3wQFRUVLIJmejTJkAhH55tZhMiA+9WpLalUkxybuJmaUFPl0vGUJ14t29ot5oZebg3H7D2si6V80WAYJrlw/81bwXUKvoEYhklFqIksJ7xMd4X7b04AOwXfQAzDyHRFYkTdpk+8gqaOetrKE3s52/Z7BujTEeRRWdvIMbUdoi2UkVlqedTzHKk3suDOVm9lda1r8QknyNcX7r+TvAiE6XkkWgacjDIjTsNdnk5DERuPCDrRguV46qc6HeOJFXEjluxMWJu6su3xlJlXvttT2iu7LE3tEccm/pnqnVqxl+R8pIqgZZnx8BKz61JWQZnO38Kth0iC4qXbalyOTROO9L8UeTcA63WQpwPYVknL8yht7RDTAZpbw3BA8/t5ORDl82xr87LtNWhubfOsVyi3vDyZDJMsOAHspiS6Q6SKoGUZs63udbtPRuO8OgC5zBGLd5LibG0XOhYHkY7D1inLD1kvEbXoNCgdM0VcLKTJon5bUiAvTrB1vJXVtRhWHCLFymW2tjnGTkYkSqJNJtWO2F3DJmKWWbadJoLOK9/t2R6R9MvnUycVlhM6kUjoEgrx+ZKvn3b1tmbRiKktcgJhe61CVRnJ9RB0iQDM5y/R8mkZ22dA1rR46W8oqEmaaZcX9Ro5MMulZahfwGznU75WNq+gMB9kBgPkVeMMk0i6nQiaiUDp4AG3uNnmAZRF0FVHzEJU2QNI3VVAdACmMmURtMlZphNB6+rXxQGxbZeluzI2ETXFf0iVLC/ceijm+HUtp9YL6JMRnQetsroWy7bXxCQNpk5GPScmX1qZUqYsYgbM8m1d3Ta/HyVOxdRmwK1BsV0/td26awjEtoUqghavfQf1zzCONsmycYtaMy6Rdl75bmi0fzGYkqnO0CvNLqkWyJLleOLiEUGbno+qSNt0vwUl76nNpSqO0e+LqLJMzJ2cw699mS6FRwC7KcK/5eXron6LpH7DpD6QVJ+e7RuxLII2iVt1kmVd200yZrV9YicVNbnROdHEqzsvCje8Qd5hgyqCXhU6QYrTJSM+IMaDJhJKnY9PvbZi5E/GpBIZVbrLlUSk+eASMQNm+bbfF3tf6TpZH4Cy+8d4xgGxTsfyqmMxbQ4G0rBy9ljXfDLTqKXabl2iGEjz4WxFQUxbxIioTFgztbr02uiyLdGR729b3rRp3xltYqX7zFBH3pKxd61J6KxClSzvL57uaqNpu7W5k3NwtqIAheMjPtBgwG98Bp5afZ9LlG565p5Yca+nU1Ac49mKAry7JvZeYZjuBI8AdlNsk4xlqN8i507Owbrdb6Ox+aqntb9wvPcuJHMn5+Dnv/sg2kHbYuVdTWwjj+t2n8SVq21I75VmnBQtxwEwxqpbRol26epXOz6h/FCJGX0zxKnYJo1fvjYqKzBNlFcTbNOEdd3rSdOuHWpikJ2ZYbw+atJ9Zk3scerOeTCQFpMo6vCagC+jO0e6ZOjEintifibvXmMrT/eFRrd7hgnd50H312oCE9mxJ3a7QTUpKZqWqx0B1N1nmUH71nMmbCOQtmOTuX98lmtxh1c5YpGFDeqzEYi8laCokKhxDHMjwQlgCmFbWSdDfRhSH8SU8uJJZClx6+dMwKRht5BWWopXNl5JiLztnk26C7R3uqbdNQRyB2nr+NTkynSc6qsv28pLH9xJCTUBM43iqtt0AfokDIh9ldfQpB99CmoSNh3ytbGxpGC0K8Ey5Ti6ZNZ0fdRXiKZ7Q03EdKOy4v6Wt9TTlSfiZJG46fgOl810vUo3xRWOz8KOI/Xo5fehb3ov6y5AtvtKJp7EKp7EjmGYzsMamE7Ay8iZ6wlVHZJoTQZAF0EDkVfLIvm1femQX7PaEurK6lqU7ziG1ja7moSq32AYhuH+mxPATsE3EMMwPYF4/IQUNx3ViUeNi/cYKXHxePsSLatmAXb3h/tvXgTCMMwNSiL9k/HolhLlkaSooGRX4KjSXca4UklvZKuzvOoYSd1DtRRQ42SHYtl2+4KsUoJrsbK6lqxVEuXptEIyVDVXXvnuaFtsZU6t2Bu9dlSfJ0VRwzBUeA4g0yGS9a2ZMvpAfXUoyoxnn1bKLghA+2tWvw9YPit2LpcaR1nkIOZzBfw+nFp9n2fdgH2BiTzvi1I/dQ/hjrziTcQuFXKbKKM6Yi5k+Y5jntcHMGtCVBUNJW7pthrS/WtTMskJzNSKvZ6Lfppbw1i49ZC2PPk1j61OeS5jot10eeW7jfeLPB/UttZmVOkul4TahG51vY7yHcei5TQ2t6KyulZ73eRV+EfrmiLJmOF5Is/zvHTFvPhGbnOiEmmGiQceAeymUL/xUUYS4tk9gbrLQ/mOY6hrbEb5jmPWOFGm124LQKy02XSs8gpNIYK2lSlLo20iaFmt4fWgFQ/vsGMWA8txdY2XPUd7RN02b5q8o4PXccq/syk+xPWhiKC9BMuCqRV7XYsoTMcp7nOv3RhEnK0jrKyuxYjFOzG0OORaCKOu3hVSableQJ/w6DyEpsQoXm9mPNh8d5SyvVbgArGi5HW73yYdG9UfmAgRtLogyPR5VlfXmz576r1heu7oPhMmpZC8sOiq5bMsrwD3WvlM1YIxTDzwCGA3hfqNT/juqo7UY9KwW7TfXmVZ9NJtNVgVOo4TK+71LK/qSL3xW654cLa2ORhaHLKOyMidkm30QRZGA5HdRtT2VFbXwu/zoY08ddUdp+uEZPmuFzo/nC4h0AmeQ0f1bR9VuotUNxDbwZs6BLXDM/nSxK4mMqrCRIz2NjQ1u36uJhViBLF3r9iVu+pxyiNvMuoCYzHa6IXtHMp128qT7zWToDsz2CvmnhT74soElR0gqAJxqviaWh4QOdeUc6i+UjX9jfqqmeoPpCShXqirwk3HKK+uB8yfPd3qcd0Ir25VuGmXjxWzx7oWI5mgrroHeIU0kxx4BLCbQv3GJ3fWppEoIYsW2JINtfM3jQapx5WIVxOyMNqESYCro7K6NqZzMsmY1XOi04Ooo1oCXdKtSx50brjK6tqYulfOHqupPZJoyBSOz9J2DMOULc4AfWcj5irJ6FyAYts/ebAkGPDHvM7bcW0EUZf8qcepSxrSrr1OlzF18IVKx2q6p9VzRC1P91k6W1GgfYWpuxvVL1imz5GaKBrF10pmTC0PoCdoajtMihz1XJu+XKjYpgvojlvHiRX3uj7DpqRy/ZwJURF0ms/sKa1acCdJGC3KO1tRgJWzxyI7M2jc5WPu5BycWHEP3vMQRjNMV8MjgN2UeBx7su9Oh3CGiVES28N2/ZwJ2PXWuWiSZXtwUtxi4neyP8+EEEaPyeqPP19q0bbHJILWoXbiplFK9XWRaR6ariO1tUdgm9OnHqPODSeQO2jb3Ee1IzddGzUZCvh95FEJ3QhyRiAtut2ggOqLS/Pp5dI6dGXqfIG6OJ0UWRen20qsM+hGkIDYrcJMPkN1xxdqeUCsc9HkcVTPzQrDFxH5XPt99pEs4Ug01Sk4seJe1xxUG1SfKZAcETRv4cbcKLAGphPwMvLuDXWhCnXxg3htmeYDyi0LPwC4km3T63ZxjCLR8IqV5zraEiv5laQtoVRfh5pi1dehpsUfuv14Tcep1m1KaNVXnbZFInK7qYtj/D7gXUviKcr0AXjP0Ba13bbkXLTbh0iCRVmcYiuP6mcU+zRnXNuZxRTH+hImVeD+mxPATsE3EHM9SUbnnAxXGicRPZdEf2lKtNuPYRIF99+cAHYKvoEYhomXRCZZ1ESMmuhTVETqiLBtNJo6Ej6q9DU0t7YhGEgzbh8I0EcyAbpaiBoXT92c0HZ/uP/mRSAMw9ygUJVGFOWSiBmxZKdVpUQpq7zqWFTKbIsTWh7bat8dUoxNBC1bBWx1UlREFPUT4F7g5LXKXcwdbW5ts16vqiP1cK7F2Y5D1iXZFsHkle8mxYmpCKJu04I7oSKiiKDzyndjaHEIw4pDnnqu6P232H7/Ldx6CMOuScG9ymQYXgTCdIhkvNqJZ2REdIoBvw9lhfa9aeORMVMlx8NLQgg73nPI5GO1lSmPqniJoMUoDWCf4wfQR2AA+igRtUyKsFvIv4WmyHaOKOdSp/TRKUB0GhXd4gs1rrXN0WpCZIm4qaxoGVJyRV09bxI8Z0gLMmwiaJnOrtiX3Xm2pR1eO2sI1ITPpooyHYcKVZGjLggyiaDV8j7dt7e2vHW7T7qur00uLep2ELEGlFcdMz7LxDVrDevvP0HoqEhSw9Y4hgF4BLDbkshtrID2b4YjFu+0CqGp0uZVoRPRUYzhJeZvsJv2nYnGeX3TlWNtwmZZgdEadqyrNWUVTF3jZau0duHWQyTJMYDohH+bkUZNHmxlyttfeYmg5d/bJNR55btJIzDimnu5JyurazGsOORZZmV1LYaXhGI8bLp6l26riSZ/gL5DzivfE1OeGifasHRbTcxxyatKRXm6BEG3WloXp1udXr7jGFlPJGNbHSv/xpTQqKt+TXoYymr1jmBrcZN0XW2YhMoUqKNctueJjNdWeYKjdU2kOCDiV9Qdp6qwEcmdDvk+se3QUjDOrrNhGBlOALspIhmydfBynNeDS3wzbA07aGxuNX47V3fZMCGrU8KO+du+/BByYB8VmJhzc/T/25KlMVk0G75O5qt7zSNexVBGDcT+nRTU8kzOsuElIZdjz5QU6DyEpod8ZXWtZxIrvjx4yaVFnLxtlg7xynXptpqYxFhVe+SV79aeb/UclV5LENXy1DNkunaq11BNOOU4ddRTvc5pPv2I69DiUMxolO4cii9WMqreRbzqG6qRS+vi1PtbJ/FWk2cTqmeys1DTYVWo7GGMcWF6nqifIdNnQecw1CXRugRaF/fUzJEIBtJcP3Og/6J2uGwmVs4ei0CaL3rMps9zWeEYZGcGPUf818+ZgPcqCnBixb08+sd4wq+AuylF03Ktbj85TnQCJts9YPaGdTRONe2bmDs5h+xTO1j7MSnuz5daSHG6h67ugU/dokonltb1VWKDebVe9fWzeF0pJzem19TqFnBApFNSH/KmnSR0cunSbTUxnbQuEZJf0ar1y4hdZFTGZfePuS9151z3mliXRGQGA0b3o4Dyuh/wfoUv0xlPoemLnHr9TKOvVPG6ev427TsTkzybvogkejWg6h80saRgtOsZYRtINXkSVU6tvs+l0jG1eX/x9Og0hEtXruJq2NF6CGVPoM1XKDsC5b3NvRytXrB7kEkGnAB2U+J5MLz53gVPger6ORNw9qNLUWeYqQNdP2cCXj/eQBJG//qdP0WdZrYOWTy0A35zvUDkIbkqdByXW8PWLZSEDBrX6jWdJ7U8U3IsC3ADfh/6pvfSHqfaiQuXmy5O7sNMgmWxT7GMKWlRRxt0SRWgTwx0iSKg7/CpImhdkqP78mBaIapKh7Mzg2QR7+Gyuz3La2jSJx6qMLoDb207hE4srfsyoktwdEm5Lk73eS2alutyFPpgFin70H5P2LZtk+NsAvj9xdNdHkUT4lknz9U1Ic6DPF/YVj+FeJMrqjSakzamu8MamE7Ay8hTi3gWvojRNa+FH/KCBduolTyf0Lb4Qh0BtNVPlTGrr9JtxymPungtZpFfh5pebanzKG3tkfcDtsmT1UVEtmOkiKDluimLbRiG6Xq4/+YEsFPwDcQwTE+A+uWFuhKcGpdoYXS8sQxjgvtvfgXMMAyTMCjJCUVLJI/k2uKoI49iBHfpthpr0uS1EhyIJHWUOKB9cY6X2kW8pl623X588ujtut0nrVvaUaZ/AHT1E0WSHW/d8jxB23QWTnqZZMCrgBmG6THEoz2iSKDFCnCbJkRemesVJwTAy7abFz5RxMNyYmWLk5U8NsGzepwUTOeY6tijalKmVuwlaZXiqVvogByPvxlWHCKrnyiSbKE2EnWbtDxApN1iVXpjc6txoZAos66xGatCJ6zHSP18MAzAI4CMQqL3Am3fPsmPJQWjEyaNpr6CiidWHnXxGg2gzg2T5895rTilyqXjEUFTRzco0ma1PV7bhcmLD2znXj7vppEsdS6gaSRLnQNpGnlS40ydPzWusrrWFdfZxSXqIg+T4Fle1HK0rskoHVbjKNhG2AS2xR3UZI2yUhiITSi9VoJTUBdrUTGdZzXhCzvmWLXd55qatbFymc2tbRhaHDJ+nsSK/aXbarB0Ww3p+cikLjwC2MOhipvlOFus7BW0bS0lb0Fl84fJZnovHcy63SejdduEzYD7VZXNyyd34Efrmoxtonb0QOSbu+g4bP28unjClhTkle8my6XjEUFTRjdUv6BRJnxthEtgGgkRIxbyr027bMgCaiBWLi1ivJIJXVm2WDVOt+pVp9TRxel8k7qVrEJCTUHttE3XJL2X+xFuuh+uXLVvxQbQRwZlkjGB3DR6pZ6DVaHj5DIpbWsNO+RzYNrGTzUxODCLoFXCjv766ewO1CS+s7u+MDc2nAD2cOSHos2orz48TR2KrFWw7R4hy1ttnYBOTGviUkt7kuK1LycFXUeva1Ne+W7yg1LeO9SGeL0jYxpgGCq9hrIxqnQXSQQtkiG5TNPYhs5tqF4zU3KljphQd9kQr2d1carKxJT4UePUREwn0x6X3T9mdFQd0QMio626UVT1OheOz9I6H00Sahn5i5qM6Zqo9416P4i9aeVk3KR3UtubiBE2CurnorxKv8eveg5szyf1fjd9vlU/pu05oN7vutj1cybEqHFMImjVo2kSQevKNOl3npo5MiqWtsUxDMCvgHs8sntNNeqb4sR/66CKm1V5q4n1cya46rXtT3lVsgjbXGC2eTVecbrOT5d86ZI1eas4G7qkSvcKVkwWl9G5BXX72wKRc0QVQet8hbI2RaDzC+q+WOgWJpiOUY3TCaOp4mbA7BakxKnXJRjwa1+R6Tps6uR73atarx19BKZ7Wy1TF6e7HzbtOxMzUkvV1HR2sYHfR3sVvnzWWJeU3DSyLLtMAXMiC0Tu97LtNdH7zJQIzZ2cg5//7oNombaESUx3kKeU6JBdhTYRNNUnKJfpBbsHmXjgBLCHs37OBEwadounFFWNsz0kVs4e61keVUAtyvMy4gOR3UUo8woLxmVdm1eYhiUFo4xtKRhHK0+Ibb3m88mdbsDvQ9jR7xqgdvYBv087cqQTQevq18UFA35twmTaBUR3jnTJn66jyVDkyYBesntZMyKji9MJo03JnypuNqGKoE2ou1Ok90rTxunEzSZkMbJppFVXnm57Md250SUaapzpfiialovyqvZ9im1frOR22PYOls+hrTw5sbOJpUXS4pVYAclJhOKdI8fJGHOjwB7ATsAeoRuDRC98iUftQNFFyCOAQY+kV3SiInGyTQKXRwBtI3Cy2BowJ4piwY+Io2pOvBaoyLG29sgSaltcPItoqAtzGIbpWXD/DcC5Dnz/+993cnJynPT0dGfSpEnOb3/7W2v8xx9/7Hzzm990Bg0a5PTu3dsZMWKEEwqFyGX++c9/dh5//HHnc5/7nJORkeEMGTLEWbBggdPY2OgqA5EvvK5/W7duJberqanJAeA0NTWR/4ZhGMaL+9f/t5Pz9KvO/ev/2xp3x5r/dHKeftW5Y81/Xte4BT/9gzO8+FVnwU//YI2jtuPfD5x17liz1/n3A2etcfHGUqCWl+h6ma6F+2/HSfor4BdffBGLFi3C5s2bkZ+fj2effRYzZ87EyZMnMWDAgJj4lpYWfPnLX8aAAQPw8ssvIzs7G7W1tcjMzCSXWV9fj/r6eqxbtw6jR49GbW0tvvGNb6C+vh4vv/yyq77nn38e99xzT/S/5XoYhmEAmkqIKmWmxMkr100aEcDtFKTGmZDnrnotwqIInuWFNF6LrMQIc6mHqFoe5bVpaoSmCbBrjeQ4L+0NVaZNHYkG6G8VGCYZJH0V8DPPPINHH30UDz30EEaPHo3NmzejT58+2LJlizZ+y5YtuHDhArZt24apU6di6NCh+NKXvoTx48eTyxw7diz+4z/+A/fffz9yc3Nx1113YdWqVdixYweuXnXPE8rMzMSgQYOi/zIyzHNaGIahk2gpbWV1LUaVvoZhHsqjyupaDCOIm6dW7CUplFSVkAlZymyDGifwkv8KyizyaRmbAooC1e9XSpxDWbjhDbJWieoMlMuxLRqT4y5d8Z5DSkE+RtP9ErmXI6v62xz7MVJVXyJ2WHEIo0pfS5gsnblxSeoIYEtLCw4ePIiSkpLoz/x+P2bMmIEDBw5o/6aqqgpTpkzB/PnzsX37dtx222346le/iqeffhppaWkdKhNA9D1/r17uJs+fPx+PPPIIhg8fjm984xt46KGH4PPRhaBdSTL2z0z0nqHi27DfF5kU7jXHjrK4I55y5flrXnPN5G/uXqtSqSJoeb6ZbcRHTjK8yhTz0gD76IY8UuM1h43adrlMmwhabs/SbTX4+e8+0N4n6qplU90UwXNlda1rwQOgX+GtW1UdOkorz0SiO1FZBN3c2maMKxzfvhhEXVltwjRq9+m+vVHX2BzXcZrkyZXVtWRHYDxiahmqpmZQf9qX+tawg7zyPdZ5u4KpFb8kb8umG5lVF3a1OREdlO7zLCeHVUfqUXWk3vg5afeutmHpthps2nfa+FmWR3EB/ep1uQ28Fd2NR1JHAD/66CO0tbVh4MCBrp8PHDgQDQ0N2r9599138fLLL6OtrQ07d+5EaWkpvvvd72LlypUdLvOjjz7CihUr8Nhjj7l+vnz5cvz85z/H66+/jq985Sv45je/iQ0bNhjbc+XKFVy8eNH1rysR0mbKN3dZsjy8JGT8drgqdCIaN2LxTmN58oiITQQtkoqwE0kEbN9K5YeXbTRDHgkQ5ZrilkqLFxqbrxoF0wu3HnJ9czeNNIhv45QRi7zy3a7kwTbiI3eCtjIXbj3kUmuYRg4qq2tdIzVeEmpK21WHnk0ErXbquk5e59pT6xYeO68kQcin1WNSV5+Ke0K9FrrV3GXbY8vTrY7VuQV1DNP4/XTozosJSr3U5LQj0mDTPUAdTewM63a/TYqra7xMFjzbtmRzl0l77gL6c2GyIeg+z7p70/QZLRiX5VqJTh0x9VJrxdPXMD2HbieCDofDGDBgAH7wgx9g4sSJeOCBB7BkyRJs3ry5Q+VdvHgRBQUFGD16NP7lX/7F9bvS0lJMnToVEyZMwNNPP41vf/vbWLt2rbGsNWvWoH///tF/Q4YM6dAxJYqiabnIzgxa1So6TMZ5ALgsjTbYRj7kb/62hEXVRNheZ43Jatc/2EYz1JEAE7q6dA9EageuJlU2RpXuihl90nnLKqtrY5IC0/iz7jh1guBhxSGShFrUrR6nes1E0queO3X0R+yZ6yWCFnG6xF2tW5fUqeUB+kSocHxWzIiv7rWkbtRl4dZDMffgytljtaOE6nkxKVSoI2LlO/QiZLVe9QuaaTSOopXpKCa9S7zPJArqiJ9N+6Melym5VeN8MB+7fHbTfOY4+fyayps7Oceo91FZP2dC9HMhLrFJv7N+zgS8V1EQ/b1N0yP/zkvl1dG+huneJPUV8K233oq0tDScP3/e9fPz589j0KBB2r8ZPHgwAoEA0tLa/VyjRo1CQ0MDWlpa4irzL3/5C+655x7cdNNNeOWVVxAIBKzHm5+fjxUrVuDKlStIT0+P+X1JSQkWLVoU/e+LFy92aRIYj2fqqZkjo2JUv+Xhdb/0Ssm2N2ZZ4RiSJ21/8XRXgnPZ8jrrz5daPMvTYTpMXV26B6IuKdSVqUuaTXWrI0ym18+6zl73+lcdoQT00mZdImR6XaSrW6dF0Ymgda/+dZ2sLrmixpmgiqB15emSMF2cOiLig16MrLsnqO0wJYqtSuapSxR0gueywjGedfp9NI+dLXGQ+ctlfRI2d3IONu07TRqBkl9je/kCZWmzLfZw2cyYxRimOKq26b2KAtKrUKonMB7/IFWSHk98PGWy0/DGJKkJYO/evTFx4kTs3bsXs2fPBhAZ4du7dy8ef/xx7d9MnToVP/3pTxEOh+H3R0ZM3nnnHQwePBi9e/cGAFKZFy9exMyZM5Geno6qqirS4o7Dhw/j5ptv1iZ/AJCenm78XXeH+gGm2unjFUHLvjsTRdNySXFPzRxJmo9CFUsLsa3XvL+iabmkjgJwC4xtrjm1szd1vGpCQu3IfTA/6NW6C8dnaY9TFUFnBntp65bnrQl0550aB8TuJmE6P6ow2pQcqMJoU2KgipZN96MqeKYKlG0Jr3x+THGy4NlrHq5os9ccWOrnQE7YbJ/9/cXTXatcTSRjRwxRP4V4khtOhJgbimR7Zn72s5856enpzgsvvOAcP37ceeyxx5zMzEynoaHBcRzH+frXv+4UFxdH499//33npptuch5//HHn5MmTzquvvuoMGDDAWblyJbnMpqYmJz8/3/nCF77gnD592jl37lz039WrVx3HcZyqqirnhz/8ofPWW285p06dcv71X//V6dOnj7Ns2TJy29gjxHQWqieN6l2jxsVTd1c62pIBtd0Mw9y4cP/tONdFBL1hwwbnM5/5jNO7d29n0qRJTnV1dfR3X/rSl5wHH3zQFf+b3/zGyc/Pd9LT053hw4c7q1atiiZulDJ/9atfaSXPAJz33nvPcRzH2bVrl5OXl+d86lOfcvr27euMHz/e2bx5s9PW1kZuF99ADMPEw4Kf/sEZ+vSrzueX7rImyYkUQbfXudMzMY/nC0RXkegvGTeS1Jqhw/234/BWcJ2At5JhmJ4NZU4XVU+UV77b81WrPB82OzOI/cV3ecbZ5jzKcaapBrkloeiCFpsOSKyQ9qpXVgHZlEVUZRDQrkuyxcnlAUBmMIDDZXdrYynnBXCLoAH6ubbFyWV6vZ4fsWQnWtscBNJ8OLXKfH6A+LaiZGWLN9x/J3kOIMMwNx7Ujoi6I4Lcsdvmn4kEyyuO4jRUk51N+85oO0v52Jpb24xxhRveiB6bbXWqG9p374VbD5HmyK0KndAemzyf0aYDoio+5PmothZQlEGA25Vpi6OuwFcxXTOAvjKbiuo/tKl18sp3R+fhqvNxZdTEV+esFMj7e9vaDdBdrsyNCyeAPZh4vulRO21qnHh4BPw+lBWOIUmbvSaXt4+0+LGkYDRRGm2PjUcELT88bcdKHSkB3KMBNhG0nLTYylTrtj285TJtIzXxlCmfI9s2YIUb3vDcEUEnWtatGlU7wM7GAbG7ZphWxavlmeKoDj15gYdthay8YMR2nmVMwuhJw24hJU8UCXThhjdIwml1BxabUYAi2tZBFUFfutJKLrNwwxvae191KQ4rDuF+zQIdXRJtSuDVLwoUETQQUWRNrdirfT7JC6HqGpuN7QHcLldbnPx88NrmkOlZdDsPIEMnHjln6Ghky6GqI/VGGbIaN6p0lzFOPDxaw45VByMnIV5KiKojQgQdtpZZuOENUuzUir0xImiTEHbh1kPKw9Msgqbob8Rxyl2bSQStU7yYUD12psRDlTubutjCDW/EtMdUpnqOTOhE0LrVtqUax5/OQWhS28iIe8IrrrK6FsOlV6JAJDlRv0CIbeLUstQ4nccxM6jXTQ0rDpESxVGlu0j3g+1zLEPdko0CNdFVk5u+6WmGyORDH5E1t09NwhzNzwD9FwSTZFmXEndWBK1iu15yUm6Lk/sX6vaFTM+AE8AeTDxyTvkhYnt4yHG2DztVJkt9UMUDtRPS1W0aiaK+XqIKo4eXxHb2OhG0KcFRyxuxeKdrBxKBfB3kPUPVTk/X2Uyt2Ks9Hzpps07wrKpWRP1qXOH4LNfowqjSXdq2FI7PihnVUMvyITKnS41T2xHw+3C2oiAmrnRbjes1qA/QzjnT3Tu6ERedlNw0MqW216S0UT93prhEC6hldPcqQP/cq/dGPEmYCbV9ti++puP3irNpgWR8mp8BEU2MepwmBc6K2WNjPpdeImiB6Z4oHB/ZCUSUa7teZYVjEEjzecbJ/Qv1vDI9A34F3IOJx0m1fs4EHKy9EH0Va4t7/XgDmlvD1g971YI7o3vSWt7uuF5leSE72myvjFSPnClWdciJv1XRdSQ2yayM7lxu2ncmpl7T62f1G7/uFYtO+gvEviY2jTSYXHLqddEtEDAl25RXVYBeVq37YpGdGSS95nSgFzKrmF4rqj/tbxitU7H5/WQyg71IxxcM+MmeOlOc/NnKDPYynj/5c2X77MsuxSUFo7UxVQvudM3ZM50Xca/Le2abOFtREJ1aYHvmiPaJqR+2L74nVtzrmuNmi6MQj6swHpcq9flNvVfiOU5q/ew+vHHhBDCFoD5EqA9F02pCtU55rqIN2/w8GeqE5eWzxpLmSEYE1CdwubVNO69HhiLLLZqWi2XbIyNNXvMe5Qn6prl3svRXoEtQVXkxEOnUTe2REwi/L3K+VHTSZlOyodbvg/5aqdJmwDy3To01debqFw1ToqOKoE2jdXK7bcnVUzNHkuXg8YiWKfNwqZ9n6ueK+rkvKxxDnnu8YvZY0mc/GYkYL2xgGDusgekEvIycYRiGYXoe3H/zCCDDMEynoSo1qCviExlXWV1LGpGmxgF0W0CiSYbjjtIWecV6oq5xvG1hvx+TaDgBZBjmhoKajFHkwwBcc11N0x5kpUZlda2xg6auiE9k3LrdJ6NzUm1x8mpwW5w4v4BdUSMbAGznjqorkhVES7fVWNVP6v7MpmOUV3DvsLSlfEf7FAyvRWjUa7cqdALNrW1Yuq0G63a/bX1VL7epfMcxa9spUxLiSeC7Ktlnkg8ngAwTJ9Rv4pXVtVgVOo7LrWHPuYXyauBEjTAA9GSIsouF6u2juhJt7jB51AnQt12cR3UuoMnXJidjJhZuPUSSDwPtC4moujovAa/Alih2hESWZ5pDqfoqTahxtnNH0RUBdAWJuqjLJk6WybAsQLGJmm3YJN6yt9G2Slo1BdiOpVTSXtnuwx3XNFq2pFcg6qb4KHmUsmfBa7pThMrqWkyt+CUqq2utcbJKxOTMA9o9aUOLQ1ZfoFyel7dMlDm8JEQ6ztySUIyg1Vb/0GJ7ucOkOFubSrfVoK6xGUu31cQ44GQ27TuD5tYwHEQenqocV0Z+wNsSF1mwXNd42dr+EYt3kpMhyi4W6mpkqivR1HELB6GcHOiOs3zHsZgydHEUpY4gHp2PF+o10C14WLj1EIYp98qq0AltebZ7T0b9fJq0KJeuxK9gMSX26jU3rcBX42yrgDuK6d5Xz/9NGbRxjubWsOfzRDBi8U7PZxQQuc9sz1GZocX655ludb3pWSKnhnWNzcZnrkh2nWv1Up2SXm0p2x55NqqidaZ7wglgikCVRssPG1vSID/gbd/M5fLqGi9bH5qizLADT7l01RFvsXVe+e6Yjt7U/hGLd5Kkzarc2URldS3ONbl3VkiEC029Jib1y7DiEGmHhVGlu6zJkPAARkZ03O1R+37xJcMruRJlejkIRZm6EQ81TieC1q2U1ombV86OXf08qnRXTHKqU57o6tWNfIgRF5nLhp07qCNd6vkzrbTt6E4bOtRrbnt1LuNLQAaoXnPTva+e/3g+dzsM965ad2vYMT5LVBG46TmqG2WliqCpbTJ9SVM1P7ZRXaowGkBUsN7BAVPmOsMJYIpAlUabpKUqNp+YrTzqfqM21IeV6eGle0h2tpOkSqjV5AHQJyS6HSdU5FFMFfn8VlbXGiXLct2V1bXIK9+DYcWhmGRDHdExbVvmQ6w2RnzJUFETJ905LByfhbMVBa7XuupcLiDijFPjTGXqXmWr5fl9+oRNJ2PWvf7SKXJ06F4v3k9wC9ocmyqUV27Uz60JnSpIh3rNbR8v6jGp19z2rNIl9aa4YKB9lxLTa+CqBXe6ksCA32d8ljw1cyTSpOtmUhftL54ec7+YRNBC8Cww3WdqnOncqsJq2zWgCqPlcjp7nzHXB54DmCJQZZ7r50zA2Y8ueQpU9xdPd81Fs5Unj37YElCqCJrqfPPB/UpkXHZ/4zkI+H3RJDAzGCDtM0qZgyegyph1ZZpGOlQRtHjlLKObVL9p3xk0Nsfuj6qrW+cBNE3oL5qWq03YVORzLdCdm858WaCKm6kJjek6q+fHNH9yScFo8v7RQmBuWzgBtJ9Hr0Us4nOVGexlvV+Fc9EmY547OSc6D9T2GRXXU4yO2p4R+4unu+ag2pBdirb5aHMn5+Dnv/vA8zkmnosUVynVKxiPOJnqaKT6D3uKsJrpHrAHsBOwR6h701XKCIC+wlSeLG9KEtW5bcFAGpYUjNLuSysvljAtlBArBZuaW+HAO5GNRw8irxA1xaqLSUwLT9QRQNtiEnmFqG3Bi7zjhE0+LK6LEGTb7h/qohzqghyGYZIP99+cAHYKvoEYhmEYpufB/Te/AmYYhjEiRu0CaT6U3T/GOBJIHfGlxlFHKilx8qgsYPfiUXVEVN8cdRSeOrJOHUWNV8ztNdIrnxevkV7qtYunzMjoPm27SlaxMFQ4AWQYpttDfQ0td6q2OXRynE0+LBKn1jYH5VVmAS/VKUiNE6+zvVYEU+J0K8d1CcQwZfGQacGTEGMLdL45ddqCSdysxtlcc/Lx2RZjydMqqGLusBMRZpvi5GP08iBSrx21TPUc2byGYi4lYPcAUr/YxJN4Mj0PTgAZJk6oowvxyJ3jeSBTFxOI0SYAniNO8gpjU5lq3Z2du6db5btyduwojBondEK6cyR3lLYcS46jzoHprE6F4o0DQHay2bySNnQrTSura2POg27xRF757pjzqls4QfUxmhY46aCefTWZooq5r1yl6XfioXDDG+T5nqZ7Wj1HttXPsvnAtqDF9cXGsrNIZGFZRFdUdaQek4bdYn02CRG1TSjPdB9YA8O4oAqjhcvNSxgtvGvin020KhQmXmJSWYvi1QkOL2mv2yb1VYXRtuOU5co2hYvqVLS1SX4g2xyIpZbfyRRueMOVsNiSF2rCsUyRu5pcZOU7jrn+2zQSomuLbuUvNU5th2mRqnrP6MLE/S1jSoi8ND4iznZdZSg7bQAd90pSVlxnZ2ZoExe1zoDf16nXjGoyE4/2xoS64vhPF2nns7m1jSyCpibzR+uajM9Hta1Lt9Vo61fPkZdUXi7PFCev4G5tc4zHqCaR6mdbZtO+M9EkPRHOUyb5cALIuKAKo+VXMOI1i6k8GdvIgJwo2DpBObGyPWjU0QpTDlRZXRtzXKaRiRGLdxrrk5lasTdGhqprk0h6bcjJqW0URE7K1Vdk8gNf7EohkmOv10/DikMYsXinp9dQOA1VcbOqFRFxuraoHc7wkti4YMAfE5dXvjumHbrXv6NKd8XcM7rXv7pXjJSEyERHO0SbkkXGpmSRMelx1PNpesWuXnPTqDL1eNRkNL2Xub1Ut5x67LYvP1S5tOoVtD0fKd5LQK8g0tW/fs6EmGTRdD+p94sprqxwDOkY507OcZ0j2zZ08j2UjJ1fmMTDCSDjgiqMVh+cpgeiVzkdgSqrVh9+pj5Jd+ymOqivAXVJla4Do+z6YOqU1Ie96SGeGezl6qhDRyNeRl1T1I5OxKrtXjl7bMwrHl2bz1YUxLz+1cVlBgM4W1EQM5qkHmPh+CycWHGv524PpmRBPd9eYlu5Xgqm8tRbjyoqti0ikKHuyGGaw5Vob52aYFC5bPk8xOOYo57fqgV3upJa0+deToRsEmggco7lMk33xNzJOVg5e6xLGm2qf/mssa4dRky+xCUFo6PSZlucKoK2fQ5kCbaXU3Hl7LHIzgxiBfH8M10LzwFkXFCln1UL7nStoDM9EEVZ8gR+E7JU10syu+utc54yWlksbVv5KAuMvVbuyRJj3Xw1gSyrTvMB5YYVhkK+K9DNFSwYlxUzQkmVNuviCsZlabcmKxyfFXOMurozg720bVEF3aZro8YBMIq3hRRZQJmEHvD7SMlCMOAnzc/KDAaM9apSa1N5K2aPjd5jXq9NZRG0DYq4OXL8vUiS5USWJ4uYAXviIN+3XrujFI7Piq4WtiHOr5fcGaAntfG4G6llUp+3iY4D4pNGJ0OCzXQ97AHsBOwRYnoyVF2EEExfbg0nVEFBVX9Q4qgyZmqdVD1IPOeGYZjuA/ffnAB2Cr6BGIZhmO4E9UtOqsP9N78CZhgmBaGOVMrOO9Mrf1lT47V/L0UEHU958hZ4tuMTUzAowuMdR+qREfBjScFoY3mrQifQ3NqGoCVOdtLZtCCU7QPVttrKk+sF7AomeQGWLU4u03aM8Vw7WRPlpWmiqqfkBW02pyJ15Lr9ftBvPymXRxGDM90LXgTCMEyXITQqw4pDVrXGMEnRY9PWjFi8k6QIWrqtBnWNzUb1hkCef7gqdFwbIy8isq0RqqyuJYmgZdWGrTw5IVKPQ2bptppoOUJ4rGNocQhV1+aGNreGteUVbngDS7fVRN1wza1hbXmFG95wJWG2VdDyvFXbinS5rbby1N/ZpNHUOLlM2zFS7wXAbUTwWlwmq6dsUDVR5TuOobk1DAd2F6NYBNbc2oZVoRPGuE37zqCxuRWNza0o2047Bqbr4RFAhoH727htwYga6/WNnLotlLzLAXW0BDBLm9XdA2yjEfLOCbZdMdQyTSNOcnmAeWHNwq2Hoh2rg0iCZRpxkrtHUwesug9NSYKaQOp2VlCTKyB2hao8suaFek5s2FQbMurxdWbFvS751pWXiGTqekNd6U1V7tiQF5QBkesez+rlzrBw6yHX58TWHvkeuynDnAbIi8CaW9swteKX2lFzud1tzvVtN9NxeASQ6TDCO2cTQQPtrrtRpbuscbKI2RYr++5sDj3hm6MIq9XtqEzkle92/d7U0YmRLa9toXROPF3iIuKoHavaBpsDUU5MbKmHWqZpJElNdExtV8szKUDUUQ3dSvLK6tqYc6NbpapLxHQrSnXHrK5Q3bTvTMx5NXW6ap1Up52pPDVhCwb8xuRZjdOtuFZH+0zlqfhgXsGtxlFIhAhaVfa8f+ES6e+aW8PGUWh1RbvpWaKes7rGy8YRa7WtNlG9jOn5qI7kNbeGScLoxuarxvaoX4xMjlhdu5nuDyeATIehvpag7o2p+xtbvV6oDyHT31Gt/kDixb+UB6WapJkQ0uZhHmLpyupa5JXvwYjFOz13p5CTbS9Mu2KoSYwQW6uoCZbYRUbOsUzzr9R2FI7P0o6iqufRa7TXFqcbIVtSMNqzLKqmBjB7ANXk2xSndtY6hyIQ2xZTeWpy9Z7G3QjEjrpRVxraRlOpSbN6nWyfRTXfNL1GV+fn2Z5B6jkyfXaXzxrrcvbF03bd87FgXFZMe0xtp8qqdXWbRprlMqnXiulaOAFkehzUVzrUv/Pa9URGfcCaXHdezjWB7s/Vh6fp+HS7GDiI7WyDAb9LjCvm6+jmHal1mzqGYCAtZuRH19msnD02JpkwzTlSO25duymJk99H8wXq6tSRnRnUxqmJT5qPJlQOX0fxAvW18NzJOdF70TYKt37OhOg9b3NwVi2405X42xICOc722d5fPD0a6/W6Vi7H9lmUv3T4YD9fVHHy+jkTXO01tX3u5BycWnUf6bzvL57u+gzr2r9+zgS8V1GAlbPHRp9TpravnzMBZysKSILn/cXTUTg+C2k+vStULfNsRQG//u0h8BxApsNQBbNCluu1PdTZigKXwsAEVUoqS2NtHX3RtFysCp3A5dY2T5fbitljSatHqSLY5bO8yyualkuqUwiegfYk0DRytW73SVy6cjWaBJpG1lS5tE1qLYu3Rd26OJ1cWrfThjqfijpHy7byUhZv23b3kAXUtqRAbrPtnpXl114SY8rn6qmZI12rLk3MnZyDN9+7QJIn286bDHXXEeouJtS4eGKpz4h4ZMjxxMaTAFHPezJk0Mk4T0zPgT2AnYA9QgzDMAzT8+D+m18BMwzDMMwNQ2V1LaZW/NJzbvPCrYeQWxKyapCo5VHrZLoXPALYCfgbBMN0L6i7IFD1PPGKoKkaHS9JsNACxaPlMSmJ1JXPpnbIKiLb8clxtuOTzx1gVhZRy5MXDsUjgjbVq5Zp29tbbovXPSOXaatbSMETWaZ8rTODARwuu1sbJ5+jNB9wxnCt5XvMXt4eNDa3AqAvrOpquP++TiOAGzduxNChQ5GRkYH8/Hy8+eab1vjGxkbMnz8fgwcPRnp6Oj73uc9h586dcZV5+fJlzJ8/H5/+9KfxqU99Cl/5yldw/vx5V8z777+PgoIC9OnTBwMGDMA///M/4+pV2upNhmH0UEcDxCrfeBVBtnKrjtSjzbGrfAD3ynRTeXnluz1F0Au3HnLNUzR9m1aTNdOKT7HqWvzaVF7hhjdi2qhbsLNw66GYVaimRUVyXbbjk39lGz2g+BHVMqijEfGIoKmYtEaAuy3x2AxsyIuwElFmXvlusn5FPkdjsswLQOQFW1eutpHKtomlBUJrZZO6M8kn6YtAXnzxRSxatAibN29Gfn4+nn32WcycORMnT57EgAEDYuJbWlrw5S9/GQMGDMDLL7+M7Oxs1NbWIjMzM64yn3zySYRCIbz00kvo378/Hn/8cfz93/899u/fDwBoa2tDQUEBBg0ahN/85jc4d+4c5s2bh0AggNWrVyf7tDDXgXj2xJS/EdvkzlQZsqi7jTACIo8g2cpU42xlUkXQapytTHVkxXSc4hiXbqvB0m01xvJkv5+tA1QdZZv2nTFuPeaFPOpiK48igga8E8144zojWtat5NR1xpSVwab1Wmq9CdD2dYhESJtVLrUk/sv/iMU7yYtmFm49RBo5G1oc0o6yqYlvY3MrqcyjdU2RLxSaZ55bBB02lvfUzJEo216DNocmghaJal3jZVRW1/LWcV1E0kcAn3nmGTz66KN46KGHMHr0aGzevBl9+vTBli1btPFbtmzBhQsXsG3bNkydOhVDhw7Fl770JYwfP55cZlNTE370ox/hmWeewV133YWJEyfi+eefx29+8xtUV1cDAPbs2YPjx4+jsrISeXl5uPfee7FixQps3LgRLS0tyT4tNwTUkR7qtz3qKI/wzXn56eTRoKHF5rkuldW1roenrRNWO/Jlhm2PRN1eTK3YG5PUlVcdi4kTW3B5IUaQqCJoSmIirrPawagjSSKOCmW0Z+HWQzHXQ5fADC8JkUZ+dOobXXkUEbQOqv+MqjKillc4Pkvbgau7PJw1ePvUz5vp9a+6kt/0ulbF9tpShprY2b4wqOeW8sUAiOyOYXpGyAoWANZ5c3L9rWFzmepxUr8kmGJ1q8ZNZVJ1T2qyZxrd64wIOh4NF5NYkpoAtrS04ODBg5gxY0Z7hX4/ZsyYgQMHDmj/pqqqClOmTMH8+fMxcOBAjB07FqtXr0ZbWxu5zIMHD6K1tdUV8/nPfx6f+cxnojEHDhzAF77wBQwcODAaM3PmTFy8eBHHjsV2wEwsm/adMZrhZeRve/GUbaKjr3hMD6/OPICor7lM6M6JLklJ9BZcIlH0QiSodY3NMb+TEycxOqmLUzGJoFXkje2jx21Qy6injJJwBPw+Y0IkkxkM4GxFgedISmawF0n/kZ2ZQdJv+GDWiaiJmOnYqJ8V6megrHAMKa6jmHaDAejJcNWCO10jmLZzoKqAqAmO7TWnem1NsVUL7owrwfficNlMrJztlkubEG4/gU3RJR+jTSUk/86rXYXjI9LqYMDfqS0Mmc6R1ATwo48+QltbmyvJAoCBAweioaFB+zfvvvsuXn75ZbS1tWHnzp0oLS3Fd7/7XaxcuZJcZkNDA3r37u16bayL0ZUhfqfjypUruHjxoutfKlM0LRfZmUHPD7B4GMRjh/dyr1FQv2GbHl5F03LJW1CpD0pTm9RjNBWv+3vd6FBnfuZD7AiGKVGk7mKgJmKmBEKXiOk6RN15UMukCp69fJOCRCczidz9BQAyAmnG38lfEmztle8HW5z8ebOdvrmTc0giaPn3XnHytbeNsu4vnk4uc/ksbxkyELmf5HveluBQ44DI5y0Y8MPnEUtt0/o5EyLJ3bUY0wiykEtTBM+izOzMoPWzsL94elTwbPv8xSOCFtJq0840zPWh24mgw+EwBgwYgB/84AdIS0vDxIkTUVdXh7Vr16KsrKxLj23NmjUoLy/v0mPoTlCFo1QpqixuToRkmSo5jUecSp3PQz1G6rmhtoUaJwuebav2ZIGx+DtdHUXTcrFse420UjINSwpGactURdCm+uUyTaJqgZAn+2BP7ER7sjMzrNdcxPl9dtHyytljUbqtBg7siUbh+PY2274IiXrTfDCeP8Ati7bda135GaDGxSNNppYZT3uokuN4ZMjJOJ/JEDzHUyZz45FUDUxLSwv69OmDl19+GbNnz47+/MEHH0RjYyO2b98e8zdf+tKXEAgE8J//+Z/Rn+3atQv33Xcfrly5AgCeZf7yl7/E9OnT8fHHH7tGAXNycvCtb30LTz75JJYtW4aqqiocPnw4+vv33nsPw4cPxx/+8AdMmBD7Qb9y5Ur0GIDIMvIhQ4ak9DJyhmEYhulpsAYmya+Ae/fujYkTJ2Lv3vbJ/+FwGHv37sWUKVO0fzN16lScPn0a4XD7XJB33nkHgwcPRu/evUllTpw4EYFAwBVz8uRJvP/++9GYKVOm4K233sKf/vSnaMzrr7+Ofv36YfRo/Ybu6enp6Nevn+sfwzAMo4cqGxYLu2wLNsS8VduCLjVWXUHekXoF1MVs8ZRJPT/U9lDjqLELtx7CsOIQRpW+Zl2YR20H071I+ivgRYsW4cEHH8QXv/hFTJo0Cc8++ywuXbqEhx56CAAwb948ZGdnY82aNQCAoqIifP/738cTTzyBBQsW4NSpU1i9ejUWLlxILrN///54+OGHsWjRItxyyy3o168fFixYgClTpmDy5MkAgLvvvhujR4/G17/+dXznO99BQ0MDli5divnz5yM9PT3Zp4VhmARTWV1LemUsq28Cfp/xFZys3bGJemX5LrU8gK4F0sXp9D2618FUdZAaZxIyU/VChRvecM0zrTpSr319qtZrm0cpl7fDUB7gvh5H65qsKhRRn9f8TVlWbZvDKRsFvMqUtUqm8wO4V8LbFnlR211ZXYvyqmPReaQU60Fza5tRvwRErodzLf7sR5c8X0GL+8Om3GKST9ITwAceeAAffvghli1bhoaGBuTl5eG1116LLrh4//334fe3D0QOGTIEu3fvxpNPPolx48YhOzsbTzzxBJ5++mlymQDwve99D36/H1/5yldw5coVzJw5E//6r/8a/X1aWhpeffVVFBUVYcqUKejbty8efPBBLF++PNmnhGG6DZXVtdi07wyKpuWS5gJR3IpykmCbX0jdhUF299l2iiivOhadg2jrpOUERrfiWk4kBTrtiC5OV566E4cN1bVoQqf30P3dqtAJUr3qghvTvCB1AY9pFTx1NXpHV+BnWHQx6rkOHTUnVzI2Hx11npROjWQqk7poiKqHUdttSpLX7T7puk+pi+rONTUb25MR8Ec/I0frmjzdfpSElkk+12URyOOPP47HH39c+7t9+/bF/GzKlClRX19HygSAjIwMbNy4ERs3bjTG5OTkxOwwwtw4iI43M9gLfdMD1iRH7nhtSYvamZtGcdQREFMsNQ6IT9qslmsaEVsVOo7m1nBU2mwqU63bNmJBjZMprzpmvDZyZ2XqiPPKd2uTLxndaJiOVaETJL1P+Y5jpLh49EcdVRwB+o68uZW2e4N6Zk3rUdUFPKaFq/IiI8Ds9yualuu6JtTV+GIHF9094/e5E1O/j1bo0m01ePO9C9r71Qf3GTKNrqntWbqthrzIIq98N2nx2PCSkHUbQYEDbyEzELnnTCJo+TqGnUjyqGvPkoLRrnYv205vN4ugu47rshUcw1CgziORJdC2+Tii421svoq6xmbjVk+qCNr2jVvtzE3zYjrj7dOVqUv+dFRW12J4SSimXN1xDy8JeW5BVVldi1Glu0h1U/1+ujhT8ja8hOYLVBMnXTKkG23Srci9rEmadHGtGtO3ztdGVf2o+EAXKJ+tKCAlD6by1PvDNMqqJj2mRERNJkyvz9WO35ZQq8mhafRw+Sy38sjri4GM6T5Xz4cpbu7knJhra3pGqPeKKflXyzNu03fNrSej+/Lx1MyRCCqKIdPzKp7VxHLdXqdc/nyyCLrr4ASQ6TaIrdMoe0kK4hldMRHPA0jtzDv78NIlAroyqedk074z2oev7rgp/aIYIVRRO2OdtNkENa6yujbmGFWfIRB7voIBvzYZUt2SheOztKMjOhedLk537XSjQrq/pXSs1NGwno7sv7O9jlQTO5MrdO7kHFc5tjKpO7J4lSOjXlvTM0J1ENrKO1tREL0fTPeFcOvJbdJ9+Zg7OQcnVtzj+p3tPIg4LyWS/Lnxcr4KaTXFI8skj27nAWRSl4Jx7R5AKrYHjexeA8wPL/W1je1huL94umv0yvTwUl+BmTqPqgV3ul7X+n36MtVXb4C+7aqPz4fIg1lNTOQ4H4D+wQCemjkyZkRGtzOD7hW5rpPz+2I7bRO6jlAt0+Tuk6+fD/bRJuHs88EslV4/ZwJeP94QTXxt105eHEDYgAEAPbGjfg5siUlQmptF8Q8C3rtOiHvbK3laOXtsdH6pjWR48OJ1hcpzW21lUuKAyDnccaQeGYE0a/vXz5mAsx9dIp1PymtfgD5qR/UvUuPi8SQC7CDsDiTVA3ijwx4h5kZn4dZD0Y5sScEo4wO7sroWq0LHcbk1rE041TIpi0TiXaDSFVRW10anFugSaEH7efRjScFoa5zXIpt44hiG0cP9NyeAnYJvIIZhGIbpeXD/za+AGYZhtFBH97oS6igp1bsmlDs2nyEQWZwTdsweQLlOwO5HHFW6K/qa2nZ8ok6vOHmlvk0bBLhVRLYFN3LdVMekV5myecDmmZRXr9vON9WDKWKp9zZV/cQj0j0PTgAZhunWUDsXavIiJya2RGJV6ERUo2LTeXiJm0WS9um+vV3zQtU43UpvUwKjan5Mx6fGmVZ7qnoj08pZNc64IlWp11Re4YY3XIuMbKvn5SJsrjn5+BL1ekuu27bwLJ4FbPKqX9tq/FLp3rIt3CqT5v7ajlG9hjbBs3wdbT5FsYCPIoKOd7oIJ5bJg1cBM0wXU1ldi6kVv7RutQTEt90StUxqHNC+xZWXfmeYpOmxHaus87FRdaS9czFRuOGNaJLRGnaM9Y4q3eWZEIktv7wceuJ8eLkFS7fVoK6x2VMNpEseTP19ZzRDOqir6alxHT2+eFblJlofYtsSTbfqXYe6OISyJZsX6j1gKlO1Eg0rDmmPU72GdY3NJJ1VmwPj50pu99G6Jowq3aWNAyLXrbk1HN05xEZHzBAMHU4AmR5H+/6Uuzz3p6TEiSSocMMbnglWZXVtNMGx7fUpJ0tesUuvJQhLt9VYkyE5EbIlTmJESi5T135dnOnBrbr2bImA3A+ZHvDq8ZjOudrZUb2Lug6jsrrW03sI6NsW0CzdpUqbqaNQupWlVBOM7vh0mITM6l+bVgKr1Zji1ESOGnfi3EVtnI5P9+2t/blal9fevQIxqqhDfe26KnRcG6eOUokt2SiYjlNd5W1KrtVr44DuvjQl0+r1MSViarttn7N4tC8F47KQ5qOviGfigxNApsdRdW3fyebWsHUUQI6zjdKs230yOkLT5kS2UDKxKnQ82qHbEgD1d53Z4SFeyncci/mZbosq3TlRH9xiw3ivUS4hlqaIoHV1mxI2tbPTXW9dx6nrMKidodqRZgZ7aV8p6/Qrujlf1Di1Ew0G/Nb5a4Jx2f1JKpWA32ecZ6YmqabXbeorSONuMMorQGqcTdqsJqnH6vWJkFqX7cuKmjhTRxV1eiSBmoCakiY1znSch8tmknyBy2eNjRE865Kt/cXTY3yapqSsasGdrs+DLRGTk0XTFw0gon8R593ri8v6ORNwZk0Bv/5NEpwAMj2aZEhEM5SHqIztwd9d0O1QoZ4nU0enPrhNow1qh0QVUAPQ7shCTdh011vtOE1qGfVvz1YUaCfKq+5CU/JOdc1R41So9xr1dWvfdNqUb0qyAXj7DMW9ZEsGAHfiYEsIVihJCzUZsfkPywrHRBNLH+zPE7kcnSxcsH7OBFeyajrO9XMmkI9z/ZwJ0d+b4oTgWZQ5Lru/cW7f3Mk5KBwfGV0rHJ9lXQTy7poCnK2I/LMlYkJYfbaiwPhFQ3Bq9X04W1FAdkAyyYEXgTA9jsLx7cJo24NL3r/T1lk9NXOka0RqScEoY+z942OFzKZjlOO8TPsiibFJfdUyba/VjtY1RSXAuo6gaFouyquOoTXsWBdCiLLE6TNN2lYF1Da/n4xttaIseLatkpTPX3ZmhrHeuZNzSHsBz52cg3W7344mfom4drKQ2VaevI+tLckI+H3R0TJbeXKcbReHzGAvNDZfRWawl/W6ifsh4PehrHCMMQ4wC7lV4tlujLoSOxllUoXIgH3lsQz1OOOpn1pmvOJm5saDPYCdgD1CDBM/PUHwzDDMjQ333/wKmGGY68zcyTnYX3wXJ383OPGsML+R6maYngKPAHYC/gbBMN0H6shiPNutUbaso5YpL36xvdKW680M9jLOIZQFyqZX6ZXVtdH9jwGzSFj19pnqVeOo5VHjbFMC5AVGtmkL8v7MQGRPYtP90BERtM0zqbbHVia1PVShtnzfJEoELeoOpPlQdv8Yqwuzp43qc//NcwAZhukiqLtTiA7da1cHkVyJ//USI1cdqcekYbeQBMpVR9wSXNHhAY5rEYoap5M7A3pNhi7WtAAlr3y3qwzTCtJN+864kiHTIlt1IYmpXjWOWh41LhGeQbUqm+iYinz8tpXK6nEt3HqINM/O1h6KUBtwK5fqGi8b61ZF0KUWybmou7XNsX6uNu07E9VJLd1WY/3CJNdv+4Ijx3oltEzH4FfADBMnXSVuTsZrrcrqWoxYvBNDi0Oe0lrZa2iLpQqeRedi868B7R267VXFiMU7Xf+tW2k8tWJvTEe7KnQiJi6vfLfnylqhDvJKWOIR2FIWFwmoWiHVlUfUBZKhlpfoONvCF7UIqikgEZ8r9biqjtSTy6VKo22SZbVuHeo9a/tcUTU56jm23cty/V73sYilfjFg4oMTQKbHEU8iREnCKqtrkVe+B6NKX0Ne+R5juSJOyJNNMlgRK4ubbceaV77bJWQ2UV51zCVtNsmlhbvPKxGbWrEXS7fVREcVjtY1aZ16IkmUMSVI6nk2nXf156aOhSrxtY2MCHSdyGXNbh+6TqmjiZNJAUItz6YGocSp18m0j6wKVQVjKk9NhKhx6b1oXZJNsKyOEm/ad5pU5tJtNcb7TfXmmeJ0I9m6LyO6Mk2fKfXamiTLnb1XdKgrvU3JdDwjrPHU76W+YToHJ4BMj2NV6LhnAgZEEiGRhNnkzut2n0RjcyuaW9vQ2NxqTEY27TuDxubW6H/bbPfqQ7+8KlbOLKCO5qhJDvU1nY7K6lptQqT+bOHWQ64kUaB23CJJVL/560bAdK86dR2L6RhVdJ2xTnmi+uh80KtWVJ1LZjAQ4wZ8auZIrbNOnfOlut4E2vlwmmOhvPYy+QxVTJ2o+uVkXHZ/ssLHBFVFooqGbZ8ptT7q6Go8ImhT7NzJOa6RRVuZ1O3s1KTJ9Hf7i6e77g2TV3F/8XScrSjwlCyLOHGf2/RFcyfnkLyCgPv+td0boj3CQWhDHCu//k0OPAeQ6XEIQa6XKFdOhDI8ZLQypm+5spcuXigjVPFie3B7YUpyKZ2sD7Ed/KZ9Z7Rt1I2AqWWaOhb1GNURE4HaGZsm3rdcdd8vpvmEh8tmukZN+6b3ijk+4Y+T4wJp+g63asGdrjjTdVs/Z4IrMU70qIepE5XPc8DvsyZvwlPo98XnxbOxfNbY6EIV2z29v3g6RizeGb3PbCJo1Q1poqxwDMq210T30bXFrpg9Nuq69Ep+1UUWJmSnqS3pjsfZR5UrUwXlyfAKsoOwe8AJINPjuF96aNqQpbVLCkYb41QRtM2eLwuCbahlUmXCtjeDsgjaNima0qkUTcslrQIsGJeFHUfqkRFIw5KCUcY4qlhalCm3wxRbNC3XlRiY6qZ29nK9XrtTyOJm2xyywvHu82Ni5eyxpFWS1ITAtrrUVK+Jomm55BWc1FfI1LqB+GTM1OSGmpzGU3cyYjkRYroS1sB0Al5GfuNAVYMwDMMwPR/uvzkB7BR8AzEM092hOgopI8LUOIDukMsr3x3dhs72WpKqDYrnGKlf/OLx3FGPUyhO0nxA+Syzq7AnOvZ6Atx/cwLYKfgGYpieRzxuMa/OXJY7A3ZhtOw/M4mRAbfg2ST+Ves1tUVdcGMSUI9YshOtbY5nXG5JCFKYsR2yOFmge20ttxUwC5HjOc/qqvdEyJjlOKrEO566M4MBHC67mxBnTpLl+8t2jHKcl+BcxPp9kbmatiRVTNfwITJfMhFfIpIJ9988B5BhmC5g4dZD1+bO+bGkYLSxE6DsdqHG2YTRYrQJMK/kVCXQQOzK6srqWqwKHY9ZtaqKoE3l6dYEiY5RLtO0eEj1F5raoq62Nq2ylZM/W5wSZhQ8U9c8qfUIJ6R6P6gLgnZoznNnoayeB+wrlePxPso0SXYBG43NVyN2A02iKt8Dza1hjFi8U/vlQRWX7zhSb/y8iNiwE9HkvPneBe15l4XjDiKxps+0/LmxxQEsgk42rIFhmCRBFUEnS/CcSFn18JJ2p6BNRDuqdBdJBF11pB4OIh2VbWU1ZbcLNc6Ue8jJnw1KIqAmap0tDwDKtte4NEM2mjX+QpV47ifVGOK1SMb0d/GWp/u5boU6VeYMmPUnXiRCkq0uTKNKmx2YnZnqOaL6Ak1fHtQ4W66unhNTghvP9fGyN8iwCDq5cALI3LBMrdiLocUhT5mwECePWLyTlDANu5YE2WLFqyAvEbR4tSUEz7YyVcGzKVYVS5sSMdmTWHWk3hhXWV3rGtGxJT7UpKgroPoWOwPVAaeLU0fX/D6z+oZSni6RMpUnX1+/D8bXhyqm19jqz03lnVhxL2nnjrmTc1yKGFvSoo56UXbiAYA0nzkDVF/lmj576uiY7fOglmlKrnTnSMf+4umk+0W49Sio/kuTeWHu5BxX3bYvELJ70ytZZxF0cuEEkLlhoX57jO53GXaMfjygfXcPMXJlkzur4mndlmNAbCdtGw1Tv/mbjpWa6FCF0aUE92FldS15tIPaIVPj1M6YmjSZOkG1s9EJa5+aORLBQFrM3+pezek6L0qcD7QdFrIzg9ry1ESqcHwWqbx4VC+JQJVxm46R6q1Tsb2WlZPKq3G4Om3PCTkZ9xpJleu3aa3kc2STJ8+dnEOWLK+cPRbZmUHr52Xu5BycrSiI/rO9dpdjbV8g1s+ZEI3z0vqwCDq58BxA5oZFltZSsb3KUB/6NrlzRiDN9ZpOt+WYqI8qlxZeQ8qxUgj4fZ6Canluj1ecOtph6vx0ImhKnClhU6+LKYHwwT5yJNhfPN01GnpGkxDpRNCmUQq1PFvcsOJQ9BhtCYHcFtv2XEJc7PfFjk7JiHvBa0RGvme8Egzq5+9g7cfR/+8lNxd+Rq/ESv6s2M7j4bKZrpXANtqdj37rZ48qThb1U0iGZDkeryFzY8KrgDsBryLq3lD1CfGoIFS5s+lhH8+qRXl3A9sCBgDRBMEWJ9ozJqs//nypxdh+yvmJRw8iJncHPaTR8kpJ23mR47zONUVCTV14ImIp9wRV+cGeSTOsOWG6Au6/OQHsFHwDMQzDMEzPg/tvfgXMMAxzwyJGZi+3hnG/h/ONOpoZb5yXCJqq+oi05QQut7Zd97YIzZDNrwe4R629xNbyyP9KD28exbFXWV3r2qvY61xSRl15dPbGhkcAOwF/g2CYGxdq5yd7/kyvtOXX1IBZ8AzANQ+QKng2xY0qfc01F9UUp7oKTYmOulJcl+So0x8AszBaToIAcyKkU/iY5oR2VARtS8KowmhVlE2tOzsziP3Fd2nj5PvBFqtKtU11q9faJiVXBeG2tsvXyDa1Q74/bHXLx+qVoHcE7r95BJBhmC6A+mCnbhNG6cjlHRAEuk5SjdPJak0iaJ2gWJcQmRbfVFbXujp7quDZFKf6Ak1x6opwqs5Ht+Jct0I27EAreFbPw6Z9Z7TX7noofNbtPkka5bKtni8YlxVzbSica2o2/k69U0wLUFS/nkkETZGSC1RBuK3t8jXSCdEF8v3htfBa1Ed1aTLxwRoYhklhqCLoEYt3Rv2DhRveMMbJnsIRi3ca4+QH+zCLMFp0Ko3NV63lyZi0NVSZLCVuVeiENknK0KxOpa7yFv5GGeoK9kRIjDuCrlpTgqJLDNVVx5/u21v7t16rgxPBpSudTzJ1u8BQsCVCattNSaqq0zF9yaC6KnWxtlXi1GsUj71A1B/PMTN0rksCuHHjRgwdOhQZGRnIz8/Hm2++aYx94YUX4PP5XP8yMtzahPPnz+Mf//EfkZWVhT59+uCee+7BqVOnor8/e/ZsTBni30svvRSN0/3+Zz/7WeJPANOtoSZB8cTmle/G0OIQhlmEzaI8itxZLlOUa0LetWNosflYR5XuIomgF2495OpMTN/G1WP3UswIqHNQTOWpou/rMafFpPVZUjCa9Pc6hYo6yhUM+GNEvIBeQqyLo9arEvD7yC7FFZo44YOTyc4Majv+U6vvcyldTPfW4bKZ5CSAKm1WsXkAO5pf20auKNcCiE8VI183U7JWteBOnK0oICVXVQvuxMrZY5EZDCAzGEBZ4RjrcVLEzfG4CsWxJvr1LxMh6V+rXnzxRSxatAibN29Gfn4+nn32WcycORMnT57EgAEDtH/Tr18/nDx5MvrfPsnQ7jgOZs+ejUAggO3bt6Nfv3545plnMGPGDBw/fhx9+/bFkCFDcO7cOVeZP/jBD7B27Vrce697Xsvzzz+Pe+65J/rfmZmZCWg105PYcU3u7LW/qBBBA/ZXHEB7Z+61L6YqjLa9hpITBFuSo/ZjoaP6Y6W+5qPub7oqdJwUR+2QqXHqiB11JMI0R0r1I+ri7h8f+6ovOzOovXY63yJFBXNL33RteepIWmYwQHp1aZvjJuMl55WhLgwwzW8DgJartPuwasGdGF4SIrkFhYMQML9WBty+QHUETUa+3l6JaGawV/SzaosV9wDFQbhy9tjofFQb8bj9qElVPGVShc3xeA2Z5JH0BPCZZ57Bo48+ioceeggAsHnzZoRCIWzZsgXFxcXav/H5fBg0aJD2d6dOnUJ1dTVqamowZkzk28imTZswaNAgbN26FY888gjS0tJi/v6VV17B//7f/xuf+tSnXD/PzMw01sWkBhnX5LK613cyaserm9MUf91ppH1d40Hu/ACzCFdIdb1Q5zWZJLzqHCRTIqaeR9MogBpnGpXKzsyIJoEBv884YiJ3zDaRcFnhGM/XtuvnTMCkYbe44kyd86nV97nmFZqSgkIpyQj4fcbyiqblulaFPjVzpPE4ZXGy7V6lCpapyY1oA0UuLd9fXmUun0VLhJbPGhv1VyZC2hxPwhLPjiUsbWa6kqSuAm5paUGfPn3w8ssvY/bs2dGfP/jgg2hsbMT27dtj/uaFF17AI488guzsbITDYfzN3/wNVq9eHU323nrrLYwbNw6nT59Gbm77B3vIkCGYPn06XnjhhZgyDx48iC9+8YvYv38/7rjjjujPfT4fsrKycOXKFQwfPhzf+MY38NBDD7lGHG3wKqIbg3iUCPLEf9vKPXV1o2m0SV0gYBulkVf52VaRAolfPUc5R/EItSlqElZQMAyTLLj/TnICWF9fj+zsbPzmN7/BlClToj//9re/jf/6r//Cb3/725i/OXDgAE6dOoVx48ahqakJ69atw69//WscO3YMt99+O1pbW/HZz34W+fn5eO6559C3b19873vfQ3FxMe6++27s3r07psxvfvOb2LdvH44fd7+iWrFiBe666y706dMHe/bsQVlZGb7zne9g4cKF2vZcuXIFV65cif73xYsXMWTIkJS+gVIRdmgxDMP0bDgB7IYJoEpraytGjRqFOXPmYMWKFQAiI3oPP/wwjhw5grS0NMyYMQN+vx+O42DXLveG9M3NzRg8eDBKS0vxf//v/7XWtWzZMjz//PP44IMPtL//l3/5F5SXl8f8PJVvIIZhmOsBdVvCZCB0RDYRsxwH2F14AN1BKOY9Ana5tOyG9PLrUcXWNzKcACZ5DuCtt96KtLQ0nD9/3vXz8+fPk+fdBQIBTJgwAadPn47+bOLEiTh8+DCamprQ0tKC2267Dfn5+fjiF78Y8/cvv/wy/vrXv2LevHmedeXn52PFihW4cuUK0tPTY35fUlKCRYsWRf9bjAAyDMPYoO7SoEp6TUmEnGgE/D6UFep32lDlwKby1CkLuqkDOp+hrjxdXFCz/7Iqs6a2FwDKq44ZEyZVnGyafqHWb0vYqIu6qC48FdtCFXk+r82HKC/WCjuR9pnqF/dEc2sYo0p3GZPAePY/l+81aqLqtfc5v0VJLknVwPTu3RsTJ07E3r3tmoZwOIy9e/e6RgRttLW14a233sLgwYNjfte/f3/cdtttOHXqFH7/+99j1qxZMTE/+tGPUFhYiNtuu82zrsOHD+Pmm2/WJn8AkJ6ejn79+rn+MQzT9Uyt2IuhxaEYJYxM4YY3SHocNc6mx6HEARE3oejI6xovG+tWtSE6qfDUir2uRKA17Gjdh4Ub3ohZ5GOSFKurlHX6Ep3HT1eeLq65NRyzSly3urzqSL129bea+NgUQ9RXWmr91NXuNjqqi/nTRZqj0oa62Es1DJiwLQRTr6VNayOXQ01Uva7Vpn1nUNfYrL2nmM6TdA/gokWL8MMf/hA//vGPceLECRQVFeHSpUvRVcHz5s1DSUlJNH758uXYs2cP3n33XfzhD3/A3LlzUVtbi0ceeSQa89JLL2Hfvn149913sX37dnz5y1/G7Nmzcffdd7vqPn36NH7961+7/lawY8cO/Nu//Rtqampw+vRpbNq0CatXr8aCBQuSdCYYpudC8RqqCZEpyVHjTLJcqiOxsro2usK2rvGyMY6SXOniTOj+Xle3OiIF6JMNm9tRRieq1nWkid49gSrwpe5UYVqdruvs4xFBq0mY6X5Q6x+T1XnZsM6LSMGW0NqcejLqaJ/NakB1KqrX0vZ38gpy2/WSz7tXwlw0LdfokGQ6T9I1MA888AA+/PBDLFu2DA0NDcjLy8Nrr72GgQMHAgDef/99+P3tN87HH3+MRx99FA0NDbj55psxceJE/OY3v8Ho0e2C1XPnzmHRokU4f/48Bg8ejHnz5qG0tDSm7i1btuD222+PSQyByKvljRs34sknn4TjOPjsZz8bVdYwjIl4VrpSXl3Ir0PimTNE3WPUFkvdh1V+teMgMpqli1OTGtMrMHVkwpSoqAmW6TWZOvple52WbHR167p2XfKji6MmPro4nX+Q0vGn+fTHN3dyTsyrXV15cyfn4M33Lriun65MnUonMxjQdvaHy2a6EmnbeXmvosAVa7of1s+ZgNePN0Tv7T9fajGWuXL2WNf+tSbmTs5xKXpsyPoim35nf/F0sv+wcHwWdhypR8a1V+4mqhbc6XqWmRDnjfIso84ljEepw/qb5JLURSA3OjyJNPUQHYvX3BU5CbMldh3duN42F4daphpn0troXm3qylTnr5ni1HlpJqWNWq8pQaXGqfPITNdFPT5qvWKkQo1VRwDTfMAZzQT9RCfu6vwt6r1li6POr4unTGoc9csXEN+CkZ6wqp/nwiUe7r95L2CGiQvxWsVLGi2TiLlFKol4vacKek2vWdTRCdPoizqCYnp1pY5MmLaXkv8+OzPD2PH5pP89W1FgjFMnpZuSiBMr7o2OtPh95t0uzlYURM9hwO/D/uK7tLHvVRS42mIacVk5eyzSrtVre+1XVjgGgWuB47L7G49v7uSc6LXyGkkU19hLBC3vlkHZEYNSN3W/1/VzJuDMmgKyOPlw2d04XHa3Z8I0d3KO8dp1JC4ZdGXdzI0LjwB2Av4GkXpQv4lTRwDVlYiJGAGsrK6NvoayrcZLNMkYdaHWSy0rnlEkhmFuXLj/5gSwU/ANxDAMwzA9D+6/r8MiEIZhGObGoKfMg6OO9FK3TBR7OdscjoB7/qhXmR2ZI5mohWJU4jnn1HMEJH6rSqZjcALIMAzTTaAmLtQ4sfDFayqAvLDE1imLRSVLt9Vg3e63tWXqBM+6hSrxiKBFciHq3rTvtDHJkJMgm4xZXhR0tK7JKk6WNUM2cbK8eCjRGh4gPrm0DXnBlu16Cw/f0m01WLqtxpqAyudoasVe4/VZuPVQtO5knCOGDieADMP0eCgJEbXTkxMDahxgXs0MuBMs0zZdldW10YSo6kg9qo7Ua7fqkssScboET45rbL6KocUh4+iMvKr4aF0TCje84Tky09h8VRunW/QkEkc5CTSJoHXXT3Uf6lyI8aLKincQkyubOLmjVFbXJnxE1VamnHjZkrCiabmuleSho7RzZLs+yVgUx3QMXgXMMIwVIYG2yZ3VuFGlu4xxldW1pN0zRizeSRJB55XvRtWRerQ5ZrkzQO/05MTgaF0T8sp3e8YBZpnv0OKQ63cm56/q2AP0yYauHt3OC7o4auJEHZnRxVEFzzb/nApVhhwP6urkjEBap8ukCpYBtydQLJ7SIbfda5W2jG33DOpxqgmk7ZrJ59N2veQy4hF8M4mHE0CG6UIqq2sxteKXxuRGIO+KYUpIBHLSNGLxTlKcLblT9zelxDW3ho1xamdnilMTGFMnadt2KhEkunwvma8MtcOndqTURMqUIKjHrotbP2dCzPyzYMAfoxnSxRWO1ycY6qilrR0ribtxHC6bicLxWfABCAbSsKRglLVM0fTMYMAYV7XgTmRnBq8dY9Ba/3sVBdayBPuLp2Pl7LHIzgxa5c4AXO2x7Z5RteBOsn5H1L1y9ljr6N/hspk4W1GAsxUF1jmA4rqfrSi4boYCRg+n3wyTBMRkcN0rPBl5TtWb710wPmDl1ybxJCS2LaZ0dVBe73Q27tKVq6S47gI1uaImHrrXv0AkuZIvl2kS/7js/q6RN5MIWt69AoiMOHlNzrfVC7iPL+D3kSfw2z4DmcFe0XmKtvtAtNtr4cDcyTn4+e8+iMbaoO5Koe6IYaNoWi4pDojokiix1B0x4tllg3rteDeOGxdOABkmCYhXd/HMF7IlQgXjsqyvN02osmcbptc76pZinY27qiSlpjixVVZmsBf6puu3CJPrtc3BAyIJkewptMWVVx1Da9ixJhtnKwpcqxltwmg5zsS7awpcqy5NVC2407Xi0iaCFokQ4JY4q8hJmA2RhAX8PqPAW431SsKoo0DxrBZNxspSaiIUT8LEyRXTlbAHsBOwR4gxQR0BTIbioatUHfHsf5xIGTNvk8UwTLxw/80JYKfgG4jpLJy8MAzDXH+4/+YEsFPwDcQwDOOmp3ypqayuRfmOY2hts7/qBzomgjbNzRQMKw7BQWRu5nuWEf3hJaHo3EuvtwQsWKbD/TfPAWQYhulxiNfoY7L648+XWrTJluw9tCUOsmTZljjI5dmSlnW7T6KxuZUkD6buby07Db1i5TJtUzCWba+JJlZH65qM3rzK6lqX5NjmSJTn/C7dVmNNAB3lf03IU2a9RNBUwbLssLRdn8rq2uhCIq85tnKi6pUoi+vpVSaTXDgBZBjmukMZJVq49RB2HKlHRsCPJQWjjXHU7bfEiEui4uR6bR2eKozWJSW6XTF0wmg1TnT05VXHYs6PnAQIYbSuPbIb8GhdE4YWh7RJgVyeAxjjVKqO1OPVo/VYPss+ImarW13NTvUUNreGjYmdukB+3e6T2jjVp5eM3SuSIYK2Jaqq2sl0DeW2exkF5F97+SZFWfFYCpjEwx5AhrmBqKyuRV75HuSV7/F0Cwpxs5dXcHiJtysQiCREFP9gXvluLN1WE91iykTVkXo4iHTitjjq9ltyVyNGfChxOiqra1311jVeJgujdSvDdbsjhB3EHKNpFwVqR0pNXnZoVpzrVvPqjke3wjrs2MXEXmXGs5pdxVQv1YmorshOsxxKPEdJFUHHI5eWsV1rqtqIorIRyJfI69yK69mZ68p0Hk4AGaYLWbj1EHJL7IkV4N4Vw5bYiddv4hWcLVYkJo3NVzG8xLwjh/oKynSscmJjS0goHkOv5DURUBMS6t92RhidjN0zdOg6XJ1sOkPzM91oku545k7OiUmE/D59MqETIevKVF8T2pIiWSatE1AL1BFbkxpo7uQcnJWkzTdlmOXNstzZS/JMFUFH5NKRhMorsZLbbjtHh8tmksqcOzkHheOzkOYzS7oF764pIImggcj1PFtRwK9/uxh+BcwwSYA6GVve+9X2Kk1OqEo95hbJbNp3hhQbz5uY6yFu7kxyRsWUGMhCZtP4hLpHKmAeVVHLW6ERRq+fMwFnP7rkGrXJzgxqd88AYre803XOK2ePRdn2GrRdqzuQ5kPZ/bHuvhMr7o2+zg74fRjQL8N4boIBfzTRzwwGjPfB/ePbvZW21+NPzRwZnYvnNW9MeCGzMzOsn6l4ZMiF47OiSiKvzwlV2kyNiyeWIvAG4mt7Mspkeha8CrgT8CoixgTV2deROFusPGkbsK9ElMvUzTcTqHPYTPO+qIsEKO5DtR225ECeF0dZxJDIFZKJXvHaE1bQ9oRjZBgvuP/mBLBT8A3EmKAmGyK5ygz2su6IIK/U9Iql1t3dhdGcaDAMkyy4/+YEsFPwDcQwDMMwPQ/uv3kOIMMwDMNYoY6qizixV7Jt5Jo6+t/VI+FdXT+TPDgBZBiGUbgROj1qG6hJizzHkyqM9hL9yvNBqfNVgx5eSOr+2rLvETDPq5XnwHppdMTvW8MOyrabF2st3HrItQrfhpgLu3RbDd5874J1QQZ1xxL5GnntVy7Xb7uP5GkqXmUy3QNOABmGsULtVOQOwNbxyh2qLUGQd3+wxck7ENjiqImBHKcTLOviTAmR3NEC5sUx6kIbU1vU8mztkTtu8f91xyknLUu31aBsew3KNdJmuV4hbdYlbXJca9jB0OIQMoMBPDVzpDWBEHUXjLPLpWUvpFdyXnWkHpOG3aKNU+c+mWTM6nVZuPUQaVVsm2Vylc6zSMHLFkDdsUS+RjovZUeQ5c+JKpNJLuwBZJgewNSKvRhaHMLUir3WOOELtImYgXYJNEUErXYqXnFArKZERu5Qbb5A+Xe2OPlXVCGy7fhMx2DDNDKk/twBtNdQNwqkq9tUD7U9FBF0m2MXE8vodD06/1xjcytJ7dPmmGXXlLrjiVMVP6Y4Ve/T0eRNJiOQ1ukydMhOP9u17qhcmlq3zi3JdD/4KjFMEqAKnqm7cchJmA15i6VRpbuMcXLC0dh81ZrYySR6GyzqTgA9dcMAXUeru4bUnRmS0XFT0dWt89fpRp0ygwFtrM5fqBNBr1TciQG/z+jOk8+lSUANREZi5fvKFHe4bKar7TpJtsBLlixYUjAKwUAafIS/OVtREK3f6/rvL55Oiq1acCdZ8CzkzjZNlahbxPHr354BvwJmmCQQOlofHc2wvbKhzgOSob6Csr2GyQz2ctWZ6MSOmqhQdwIY3D9IiqOOPNjiZHGzLUEVYmLAnMBVLbgTldW1KN1WE33lqNt5QSwCEK+CTcJokVxVVtdiVeh49BrrOvGzFQXRV8aiFfd7xPl9QL+MgHZXjKoFd5KnA4zL7h+9p2yx4j6O7PmchiUFo7SvYcXPKHMabQsqVJbPGksqU1xHL2mzaI+QS5uYOzknrrml8XgrqbEseGZYA9MJeBk5Y2Lh1kPRTsD2kKWuBJQnrKf5gDMGabMsRQbocmnbpH55Lp6tM6e2JR5PoXgVaZs/tnDrIc8EQsRRrsmNsACEYRg73H9zAtgp+AZirheREZ8TuNzahvstCxgAeqLDMAyTqnD/zQlgp+AbiGEYhmF6Htx/8yIQhmEYhkkYldW1mFrxS1RW13rG5ZXvQV75Hs9YhkkGvAiEYRhGgjqnkDLnMZ55h5T5jvHMT6TGUo8x0T7IyuraqM/P7wPeNcxrBdxzYG1lAnTfI9UfOap0V3SxjcnjqKvb5pCU2w5EFreYYuNpO3UeLtDeLi9pc0f2K7fdI+2fL7vQm0k+PALIMD0AqlYmnrhhxSGMKt1lHX1YuPVQ1BfopYoRcXIn6BVnO045zqa06Uh5NqqO1MMB0NzahlWh48Y4eQW3yc+440hkNXjVkXoMLQ5heIm+7tJtNWhsbkVjcyuWbqsxOh+Xba9BXWNzNMbkfFy49RCWbnPH6lRDYtGQfIymtsgqIkocEClzxOKd2ntM9u6FHRjPDeCWNlcdqSePmNliVX+kKU5eTe8A5LptDknVOWhbWay23YZ8T9o+C5XVtdF2eUmbqaYC+brbdFWho+LzFSa7HJnkwAkgw3QhFMFzZXWtq5O2EU+ceAgv215jjRMcrWsydn5eCacJqvTX1Empx0Mtj3q81B0NTB2eKvwNO/oEQpcq6MrU5RStYScmOdedB53vURfnJfyW47zE5OL4yquOxfxcTXrCDsg+SltirtJZYXRH42yobbeNgnVUgWn7LCQj8ZL1RjrVkaBgXBZ8iKiYbIkvk3w4AWSYLoQieO7ow5ramRI3u7AeCzXxUjG50tQkyeTtU4/H5l6T6ejxxsuSglExP9OdQ6oI2tSxqh5H03noaBxAl1rrnIS60bC5k3NiPIsmH6Xa7suWxFy9V0xJhnycNmH0ytljo8dpE1AD7nNkS4LmTs4hy53fqyggS5vlsmyfhaJpudE2edUv2mFrD+AWQdumCKyfMwHvXZNF8+vfruW6JIAbN27E0KFDkZGRgfz8fLz55pvG2BdeeAE+n8/1LyPDfeOdP38e//iP/4isrCz06dMH99xzD06dOuWKmTZtWkw53/jGN1wx77//PgoKCtCnTx8MGDAA//zP/4yrV+lCXobpLJSHa9G0XPKuATI2ubPXw1yg1mfq/KiJl4ppPpOcJGVnZhjnKBVNy43u5pCdmUHW3tiOV07GbOdJPjemTnTu5BysnD0WmcEAgoE0444Yh8tmRoTMHmWKTlYkBOJY1dj1cybgbEUBVs4ei+zMYLQdpjj1OuvqrlpwZ0ys7vyIMuUyTOfn1Or7XGWY4vYXT8fK2WMRDPjhg15oLTix4t5ou3V7FavHebaiAO+uKTDGzZ2cg1Or78PZigKcWn2fpzCakgTJsRRx8/o5E3BmTYHn/S3Xb4uV2+RVv7jnvNrD9DySroF58cUXMW/ePGzevBn5+fl49tln8dJLL+HkyZMYMGBATPwLL7yAJ554AidPtu9F6fP5MHDgQACA4zi44447EAgE8N3vfhf9+vXDM888g9deew3Hjx9H3759AUQSwM997nNYvnx5tJw+ffpEl3u3tbUhLy8PgwYNwtq1a3Hu3DnMmzcPjz76KFavXk1qGy8jZ7ob8kRsL9FyvJP6veKogmfKooNkyJhZ8MwwjID77+uQAObn5+Nv//Zv8f3vfx8AEA6HMWTIECxYsADFxcUx8S+88AK+9a1vobGxUVveO++8g5EjR6KmpgZjxoyJljlo0CCsXr0ajzzyCIBIApiXl4dnn31WW86uXbvwP//n/0R9fX00udy8eTOefvppfPjhh+jdu7dn2/gGYhiGYZieB/ffSX4F3NLSgoMHD2LGjBntFfr9mDFjBg4cOGD8u08++QQ5OTkYMmQIZs2ahWPH2icQX7lyBQBcr4X9fj/S09PxxhvuOU8/+clPcOutt2Ls2LEoKSnBX//61+jvDhw4gC984QvR5A8AZs6ciYsXL7rqYxiGYRiGudFIqgfwo48+QltbmyvJAoCBAwfi7bff1v7NyJEjsWXLFowbNw5NTU1Yt24d7rjjDhw7dgy33347Pv/5z+Mzn/kMSkpK8Nxzz6Fv37743ve+hz/+8Y84d+5ctJyvfvWryMnJQVZWFo4ePYqnn34aJ0+exC9+8QsAQENDg/a4xO90XLlyJZqAApFvEAzDMAzDMD2NbieCnjJlCqZMmRL97zvuuAOjRo3Cc889hxUrViAQCOAXv/gFHn74Ydxyyy1IS0vDjBkzcO+990J+m/3YY49F//8XvvAFDB48GNOnT8eZM2eQm9uxpedr1qxBeXl5xxvHMExcc/Eo8wqF0JcqE45H5nvWECeLfG3lieMH7LLhEYt3RlfKekl0hZrHS+BLEf3K5XnN3ZTbYosV4mDAW1ws2m07N3KZPgArLAs74ilTFjzbzrl8rRMlTQboc2apknC5TK82xXOsVGF0PAJwanuY5JLUV8C33nor0tLScP78edfPz58/j0GDBpHKCAQCmDBhAk6fPh392cSJE3H48GE0Njbi3LlzeO211/DnP/8Zw4cPN5aTn58PANFyBg0apD0u8TsdJSUlaGpqiv774IMPSG1gmM5AlTsDNK8gEHn4m+TAMoUb3iDJmEeV7iKLlmVBsYnK6loMLQ5FOzPbimZhGPHS2TjK/+pQ1Tkm7+Gq0AlXuaZzIx93a9gxnm9ZkyJEyzqNj6yvaW4NWwXdsujXFLdD8TzaZNpyW47WNRnrlYXBXtJm0W7buZHLdADP+0Yu04bseLRpmESyIv7G9tmiyMHFccr3tu0cLZUk4TZnpyhLYGuTeqw2qMJouT4vB6FoD4ugu5akJoC9e/fGxIkTsXdv+wchHA5j7969rlE+G21tbXjrrbcwePDgmN/1798ft912G06dOoXf//73mDVrlrGcw4cPA0C0nClTpuCtt97Cn/70p2jM66+/jn79+mH06NHaMtLT09GvXz/XP4ZJNmI3iR0ecmeA5hUE6DsGyB2KrQOgCpPpot8T3kHouIDahJpoyp2/THNrm/Lf+varWhNTZ6v68HTHAuj1NbZkTI1TkxJVVA1EkjZqeZS4pdtqSLtnNDZfJe+yYbruakKRjD12vT5blDj1OKmJUDzOTs0t1SGEV9Hk4hTIOh8vB2FmMGBUIjHXj6R7ABctWoQf/vCH+PGPf4wTJ06gqKgIly5dwkMPPQQAmDdvHkpKSqLxy5cvx549e/Duu+/iD3/4A+bOnYva2tro6l4AeOmll7Bv3z68++672L59O7785S9j9uzZuPvuuwEAZ86cwYoVK3Dw4EGcPXsWVVVVmDdvHv7u7/4O48aNAwDcfffdGD16NL7+9a/jyJEj2L17N5YuXYr58+cjPT092aeFYchkXHvwZng8gAH3Q5iaHHntGpJIbCN5MpeVBMvkP0y00NlLiivw6gwFFMcbEOvDM7F+zgTtMerOq648NSnRiapN5elk1dR6E73Lhum6qwmFrTw5QbJd96dmjnT9N9Wh6eX2tP23jHyvedUtfu/3ActnjbXGiuvpJSE/seJenL0mbrYhi6C9HISHy+7G4bK7+fVvF5P0OYAPPPAAPvzwQyxbtgwNDQ3Iy8vDa6+9Fl1w8f7778Pvb7/BP/74Yzz66KNoaGjAzTffjIkTJ+I3v/mNa1Tu3LlzWLRoEc6fP4/Bgwdj3rx5KC0tjf6+d+/e+M///E88++yzuHTpEoYMGYKvfOUrWLp0aTQmLS0Nr776KoqKijBlyhT07dsXDz74oMsbyDDdgSUFo6Nz5rzYXzwduSUhtDmRTtL0IM4M9vJ89aPG2ZKecdn9o8lAZjBAirN1ZvePz4omprb5RAXj3HE2Vs4e63keqxbcGTNHSYe4JoCDusbL1gRi5eyxWBU6jsutYavAWMzXkj2JpmMUyPPITOUBbpejzNzJOdFOWJ0PqCLmialzAU31ynPsTOf8bEVBtDzbLhtnKwpQWV0bPY+mczN3cg5+/rsPPMsD7PNF1TIBkOatyveYLU4+7154JV4y8ciaveYoMjc+SfcA3siwR4jpjlBEy/HEURdtsGiZYZieAvffnAB2Cr6BGIZhGKbnwf33ddoLmGEYhmEYhuk+cALIMAzDMAyTYnQ7ETTDMMmnK+fryQsSbJPWheAZsC8Ekb2DKy2SYIrgWV7gcD3j5AUTgLm9smwXsLdXPn+mcy1Ljm31qsdokxfLbfYSAi/bXoOw4y0t7ogMOZGC5WR8XpL1GaS2P9FxAM8D7mnwCCDD3EBQpdEUGTMAl9zZ5nwbJsWNWLzTenwUV+HCrYdczjOT9kNtp0n7QfUPqloTk0dOjTNJjKnlqR5Bk5pHPWe26yefv7rGy9p7Qj1fVUfqjVJr+RiP1jWR5Nc2p+CmfWeix1jXeNkqgpZlyLY2L9x6iCQPV8u06WIWbj3k+rzYPluyEN0mgo6nzIVbD0XL9Ppcx9P+RMfJbTL5M5nuBSeADHMDETpaH1XAJBpbByCvJLPtwEB1DqpxJu2HKsc2aT+o/kEVqpfOpNRRNSkmKbJOsaNLnHTqHFNyroqAdcmY7nw1t4ZJCXNza5gkWjade7VuipbIi47e9xNzbiaXaauDuruIet/aypRjvdqXjM89la6sm+kYnAAyzA1EwbgspPnsJv6OQpUk63a16AzBgN/4GlGWYwcDfuNrJ/nYA2nm43PFWTxyheMj51m01STTrVpwZ8x50yWVJ1bcG5ME6hKn/cXTsXJ2rOBXF6vz3Klxcyfn4GxFAalunWdR1xbqfRLPK0LqLdXR+/5g7cfkMql1WG6zmB1YbGXKsV51y7/38mKKe9grTnzp8JJQF4zLgg+Rz6HJn8l0L1gD0wl4GTnTU6HO66HO14t3PlEgzYey+8cYk4B45nFR5xx15fwkarvlWErby6uOoTXsGGPFPLeLl1sRduxz9yjlxdMWyr0TzzxA6nmJx29JnQMYj1tzx5F6ZATSsKRglLHMrp5/yHD/DXAC2Cn4BmIYhmGYngf33/wKmGEYhmEYJuXgBJBhGIZhGCbF4ASQYRiGYRgmxWARNMMwCYEyUX7h1kNRxYvXZH4hMvb79CtagViRcWeFzPLxxVMeVVRtKi+vfLdLg2IqjxqnHp/tXMuC52DAjxMr7u1UnHxNbNdOPk6KZJhhmMTCCSDDpCDU1b0jFu+Mev1sSY6860TVkXpjnJxc2dx8eeW7o+VZtIJYFTph/qUE1QNI9RSq5e2wtFmmsrpWu5JTdeCZzqEuDkBMrHp8R+uaULjhDW2SJbvrmlvDmFqxV3tPUONkNUzYgbFe+TiP1jVhxOKdOLX6Pm2cnPgG/D5jnLxTii1JVcu03dvylwKvzwu1TDlJtrUHcCfeXvUPKw7BAeAD8J7hy4aov2x7DdoIq6+pzwqm58GvgBkmBaHsxgG4pc420astSesIVCnw5dY2Ulyi3YRqeb2I5Zt2fdB5BHU7SejidEmrzsUnkkAV1QFY13iZHKcTQavuRGrybROIy/eDLU6+n9XdVWxl2hJ/+b73+rzIZdo+L6tCx6P/39YegC6XBtqF7F4fx037zqBN2oXFBvVZwfQ8OAFkmBSEKneVEx2bhFbOf2xiWTnOJgyWEx3dLhmC+6W6gopcV6ascAwygwFkBgNakbJAPvbMYMCzPEHfdPPLFPV86BKDw2UzY66FrsM9XDbTevyCqgV3koXRVAm1Lk4ngp47OYcsbvaSEAtMom0Vr/tZhvqVQL7vbXJn29+pXJaSuni+nHi1z6f8r4miabnRtniVSX1WMD0P9gB2AvYIMUzXk2hRbjLk0pXVtVgVOoHLrW243/JqEEi8fDueWEocVXacLIl4ouIi1+Q4LreGPa8J9TrHI4ymxMVTNxMf3H9zAtgp+AZiGIZhmJ4H99/8CphhGIZhGCbl4ASQYRiGYRgmxeAEkGEYhmEYJsVgDyDDMEbimaxOia2srsWy7TUIe/jHZPca1ftmkw7L5dkcafH42TriUlw5e6x2Ir8oywegfzCAp2aO1MbJgmdbvWKBg1CI2Jx08vElygkXz+IYXuDAMF0DjwAyDGOk6kg92hxvQfLwklA01uY/K91WE3UG2rxicn1U75tNpyYfk23VWzx+NtmPpvPmAZEERy5HLl9XlgOgsbnVtbuJjKxnqWu8jKHFIa2Lb9O+My5/XNWReuMxysdX13gZI5bs1JZZWV1LajMQ8R3WNTYbvYeC8qpj0bi88t3GuLzy3RhaHMLQ4hBGle4yxhVueCMaN7wkZIwDIvcsJQ6IyJi96gYiCbIoU3cOZUYs3omhxSGMWLyTVKbOC6ki2m+7Ngwj4ASQYZhOI+dKNv9ZopUDspvMplOzHZPMZQ95sAmT7Fj15DW3hrWJge7YdYmTzp2oSypVGbM4RlsyJmhtc7Rlqm05WtfkmeQA9i8PcvJpk3/Lv7MJnuXr4CUnl3ea8WqHqNNLLi0S5LCjdyTKiLbH80XD6/rJO6swjBecADIMY0QkHDZpM9CewPh9sduSychCX5sEWP6dre79xdNxtqIAZysKrHvOrp8zgdSW+4n1AjSpddG03JjkTpcYLJ81FgHFMqwbSa1acGfMedMlrXMn52iPSVfmytljY8TBujJ1SaUpyaHKjb3OsYAqgqaWB7ivn1eyRkV8IfH79OerI8jHaRtdBxC9h9R7iWF0sAewE7BHiGEYKl0lE45HeEwpM9Ei6EQLo5Ml8k70XMVkSMR5TiUd7r85AewUfAMxDMMwTM+D+29+BcwwDMMwDJNycALIMAzDMAyTYnACyDAMwzAMk2KwCJphmE4Tz+Rz6qT/vPLdaGy+isxgLxwum2msVzjzggE/Tqy4t1PlAYldhCELqG0y5srqWqzbfRIAjBLoeOqNtzzKog5RLi8yYJgbA14E0gl4EinDRMgr34PG5lZkBgM4XHa3MW54ScjlZztL2JHDFifvYmGLA4ChxaGkxZlWpsoxgDkJHFX6Gppb2zxj1fPiA7BCs7uIuB4y1GO0rbIdVhyKuhxtCbd8XWxx1J1c5DK9dmgZVbor6usz7bwCuJNzr5XF8eyIw/QMuP/mV8AMw1xH5ORPljirUL1sXhLd6wVVvGvyuF1Wkj9TrHpeHCA60ucF9RhtcfLZtkmR5etii6Pu5CKX6XXN5fps95EsqPY6N6Gj3rvcMExPgxNAhmE6zVMzRyI7M4inZo60xsnCaNvr36JpuVGZsE3uK//OJpYG2hNOW+IJtEuMvWTGspzYdIzqMZl2JLl/fFaMjFkXWzQtF5nBgPW4gPbrIR+jSQ4cjzxZLi8YMHcf8rmzxVF3cpHLpEqmAbqM2escFIzLQpqPvqMMw/QE+BVwJ+AhZIZhuopES4xvlNecqdZepmNw/32dEsCNGzdi7dq1aGhowPjx47FhwwZMmjRJG/vCCy/goYcecv0sPT0dly+3vyo4f/48nn76aezZsweNjY34u7/7O2zYsAEjRowAAFy4cAFlZWXYs2cP3n//fdx2222YPXs2VqxYgf7927/p+Xyx3yS3bt2Kf/iHfyC1i28ghmEYhul5cP99HVYBv/jii1i0aBE2b96M/Px8PPvss5g5cyZOnjyJAQMGaP+mX79+OHmyfV6LnKg5joPZs2cjEAhg+/bt6NevH5555hnMmDEDx48fR9++fVFfX4/6+nqsW7cOo0ePRm1tLb7xjW+gvr4eL7/8squu559/Hvfcc0/0vzMzMxN7AhiGYRiGYboZSR8BzM/Px9/+7d/i+9//PgAgHA5jyJAhWLBgAYqLi2PiX3jhBXzrW99CY2Ojtrx33nkHI0eORE1NDcaMGRMtc9CgQVi9ejUeeeQR7d+99NJLmDt3Li5duoRevSJ5r8/nwyuvvILZs2d3qG38DYJhGIZheh7cfyd5EUhLSwsOHjyIGTNmtFfo92PGjBk4cOCA8e8++eQT5OTkYMiQIZg1axaOHTsW/d2VK1cAABkZ0uRhvx/p6el44403jGWKiyySP8H8+fNx6623YtKkSdiyZQts+fCVK1dw8eJF1z+GYRiGYZieRlJfAX/00Udoa2vDwIEDXT8fOHAg3n77be3fjBw5Elu2bMG4cePQ1NSEdevW4Y477sCxY8dw++234/Of/zw+85nPoKSkBM899xz69u2L733ve/jjH/+Ic+fOGY9jxYoVeOyxx1w/X758Oe666y706dMHe/bswTe/+U188sknWLhwobacNWvWoLy8vANngmGYeKFO5i/c8AaO1jV5utyoImiqqJoSV1ldi2XbaxB2gDQfUD5L76UTbQCAoEXILJeXiOMD6LLqeMpkGKb70+12ApkyZQqmTJkS/e877rgDo0aNwnPPPYcVK1YgEAjgF7/4BR5++GHccsstSEtLw4wZM3DvvfdqR+8uXryIgoICjB49Gv/yL//i+l1paWn0/0+YMAGXLl3C2rVrjQlgSUkJFi1a5Cp7yJAhnWwxw6QO1GRDFgSvCp2wynxF4uTlcmtsvur6XxOiXtlR19G4dbtPRv12bU7ES6dri3zsza1txrhN+85Ey6trvIxhxSHcbziP8vENLQ4Zk7Ydkg+v6kg9fv3On4wJslzmqNJd1p1XqOJmIQf3EkELwbPXji/UuHgSX4a5EUnqK+Bbb70VaWlpOH/+vOvn58+fx6BBg0hlBAIBTJgwAadPn47+bOLEiTh8+DAaGxtx7tw5vPbaa/jzn/+M4cOHu/72L3/5C+655x7cdNNNeOWVVxAI2P1Z+fn5+OMf/xh9zaySnp6Ofv36uf4xDENHFunapLpyUqWTJFPK6I5QvHTBQJoxrmharsuX58B8DlTfoSlRzVA8fbYEWa7bJngG6OJm8WsvEbSoz6teahz1XmSYG5WkJoC9e/fGxIkTsXfv3ujPwuEw9u7d6xrls9HW1oa33noLgwcPjvld//79cdttt+HUqVP4/e9/j1mzZkV/d/HiRdx9993o3bs3qqqqXHMGTRw+fBg333wz0tPTScfGMEx8yCJdm1RXTl7utwie5TISJXgWUmAvOTBFLP3UzJHIDAaQGQxYtyUrHB8RDReOz8KJFfcY4+ZOzsG7awqwcvZYBAN++GA+j/uLp+NsRYHncS4pGO2SS8uyZ5Xls8ZG/79N8AzQz7csB7ch6vOqlxpHvRcZ5kYl6auAX3zxRTz44IN47rnnMGnSJDz77LP4+c9/jrfffhsDBw7EvHnzkJ2djTVr1gCIzMubPHkyPvvZz6KxsRFr167Ftm3bcPDgQYwePRpAZEXvbbfdhs985jN466238MQTT2DixIn4j//4DwDtyd9f//pXvPLKK+jbt2/0eG677TakpaVhx44dOH/+PCZPnoyMjAy8/vrreOqpp/DUU0+R5/nxKiKGYRiG6Xlw/30d5gA+8MAD+PDDD7Fs2TI0NDQgLy8Pr732WnRhyPvvvw+/v/2b2scff4xHH30UDQ0NuPnmmzFx4kT85je/iSZ/AHDu3DksWrQI58+fx+DBgzFv3jzXfL4//OEP+O1vfwsA+OxnP+s6nvfeew9Dhw5FIBDAxo0b8eSTT8JxHHz2s5/FM888g0cffTSZp4NhGIZhGKbL4a3gOgF/g2AYhmGYngf330meA8gwDMMwDMN0PzgBZBiGYRiGSTG6nQeQYRgGoIugqXGJFkFTfHOya85Wnuw9tImg4zk+qiBbHGfoaD0Kxnn78Kjnmwq1bmpcoo+PYW5UeASQYZhuR2V1LZZuq0FdYzNWhY5bY8urjqGusRnlVcescYkWQVN8c7Jfzlae/Dshgu7s8VEF2eI425yICLqyutYYt3DrIfJ1GbF4J4YWhzBi8U5rXNWR9rqpcbZjXBU6ce34TljLY5hUhxNAhmG6HXICdDlBwmEqVC8dBaqnUP6dTQQtx3p5D6k+Q/U4bcmnnNBe7+siYztGIQ63CcQZhuFXwAzDdEOKpuViVeg4LreGrSJoIJLgiFedNgrHZ0VfIdpYPmts9BWijZWzvePWz5lA2mIsnn11qbFer31l1s+ZgEnDbvFsT8G4rOhIndd1Cfh90a3gbGRnZkRfadsoHJ+FHUfqkRHwW4/xfuJ1ZphUhzUwnYCXkTMMwzBMz4P7b34FzDAMwzAMk3JwAsgwDMMwDJNicALIMAzDMAyTYnACyDAMwzAMk2LwKmCGYXo0VOExJa6yuhbLttcg7NjFzZXVta5VyqaVvgu3Hrq2ctUudxaxVBkzwzBMZ+ERQIZhejRU4TElbtO+MxDaOptoedO+M2huDcOB242nEjpaDwfecmcR2+bYy2MYhkkUnAAyDNOjoQqPKXFF03KjAmibl65oWi6CAT98gNU3VzAuCz54y51FbJrPXh7DMEyiYA9gJ2CPEMMwDMP0PLj/5hFAhmEYhmGYlIMTQIZhGIZhmBSDE0CGYRiGYZgUgxNAhmEYhmGYFIMTQIZhGIZhmBSDE0CGYRiGYZgUgxNAhmEYhmGYFIMTQIZhGIZhmBSDE0CGYRiGYZgUgxNAhmEYhmGYFIMTQIZhGIZhmBSDE0CGYRiGYZgUgxNAhmEYhmGYFKNXVx9AT8ZxHADAxYsXu/hIGIZhGIahIvpt0Y+nIpwAdoK//OUvAIAhQ4Z08ZEwDMMwDBMvf/nLX9C/f/+uPowuweekcvrbScLhMOrr63HTTTfB5/NdlzovXryIIUOG4IMPPkC/fv2uS51M/PB16jnwteoZ8HXqGfSU6+Q4Dv7yl78gKysLfn9qzobjEcBO4Pf7cfvtt3dJ3f369evWHy4mAl+nngNfq54BX6eeQU+4Tqk68idIzbSXYRiGYRgmheEEkGEYhmEYJsXgBLCHkZ6ejrKyMqSnp3f1oTAW+Dr1HPha9Qz4OvUM+Dr1HHgRCMMwDMMwTIrBI4AMwzAMwzApBieADMMwDMMwKQYngAzDMAzDMCkGJ4AMwzAMwzApBieA15mNGzdi6NChyMjIQH5+Pt58801j7AsvvACfz+f6l5GR4YpRfy/+rV27Nhpz4cIFfO1rX0O/fv2QmZmJhx9+GJ988knS2nij0BXXaujQoTG/r6ioSFobbwQSfZ0++eQTPP7447j99tsRDAYxevRobN682RVz+fJlzJ8/H5/+9KfxqU99Cl/5yldw/vz5pLTvRqErrtO0adNiyvnGN76RlPbdKCT6Op0/fx7/+I//iKysLPTp0wf33HMPTp065Yrhz1MX4TDXjZ/97GdO7969nS1btjjHjh1zHn30USczM9M5f/68Nv755593+vXr55w7dy76r6GhwRUj/+7cuXPOli1bHJ/P55w5cyYac8899zjjx493qqurnf/+7/92PvvZzzpz5sxJalt7Ol11rXJycpzly5e74j755JOktrUnk4zr9Oijjzq5ubnOr371K+e9995znnvuOSctLc3Zvn17NOYb3/iGM2TIEGfv3r3O73//e2fy5MnOHXfckdS29mS66jp96Utfch599FFXOU1NTUlta08m0dcpHA47kydPdv6//+//c958803n7bffdh577DHnM5/5jOu5xp+nroETwOvIpEmTnPnz50f/u62tzcnKynLWrFmjjX/++eed/v37x1XHrFmznLvuuiv638ePH3cAOL/73e+iP9u1a5fj8/mcurq6+BqQQnTFtXKcSAL4ve99L97DTVmScZ3GjBnjLF++3PWzv/mbv3GWLFniOI7jNDY2OoFAwHnppZeivz9x4oQDwDlw4EAHW3Jj0xXXyXEiCeATTzzR4eNONRJ9nU6ePOkAcGpqalxl3nbbbc4Pf/hDx3H489SV8Cvg60RLSwsOHjyIGTNmRH/m9/sxY8YMHDhwwPh3n3zyCXJycjBkyBDMmjULx44dM8aeP38eoVAIDz/8cPRnBw4cQGZmJr74xS9GfzZjxgz4/X789re/7WSrbky66loJKioq8OlPfxoTJkzA2rVrcfXq1c416AYlWdfpjjvuQFVVFerq6uA4Dn71q1/hnXfewd133w0AOHjwIFpbW131fv7zn8dnPvMZa72pSlddJ8FPfvIT3HrrrRg7dixKSkrw17/+NbENvEFIxnW6cuUKALheC/v9fqSnp+ONN94AwJ+nroQTwOvERx99hLa2NgwcOND184EDB6KhoUH7NyNHjsSWLVuwfft2VFZWIhwO44477sAf//hHbfyPf/xj3HTTTfj7v//76M8aGhowYMAAV1yvXr1wyy23GOtNdbrqWgHAwoUL8bOf/Qy/+tWv8E//9E9YvXo1vv3tbyemYTcYybpOGzZswOjRo3H77bejd+/euOeee7Bx40b83d/9HYDIZ6p3797IzMwk15vKdNV1AoCvfvWrqKysxK9+9SuUlJTg3//93zF37tzkNLSHk4zrJBK5kpISfPzxx2hpacH/+3//D3/84x9x7tw5APx56kp6dfUBMGamTJmCKVOmRP/7jjvuwKhRo/Dcc89hxYoVMfFbtmzB1772tZhJuEzySdS1WrRoUfT/jxs3Dr1798Y//dM/Yc2aNby1UgKgXKcNGzaguroaVVVVyMnJwa9//WvMnz8fWVlZrlEKJnkk6jo99thj0TK+8IUvYPDgwZg+fTrOnDmD3Nzc69uoGxCv6xQIBPCLX/wCDz/8MG655RakpaVhxowZuPfee+HwJmRdDieA14lbb70VaWlpMSubzp8/j0GDBpHKCAQCmDBhAk6fPh3zu//+7//GyZMn8eKLL7p+PmjQIPzpT39y/ezq1au4cOECud5Uo6uulY78/HxcvXoVZ8+exciRI2kNSBGScZ2am5uxePFivPLKKygoKAAQScQPHz6MdevWYcaMGRg0aBBaWlrQ2NjoGrWIp95Uoquuk478/HwAwOnTpzkB/P/buXuQRoIwjONzkSRrEKNCEEUiiCJiIRIwpElasRGttPCrEbGyESxstLATEUGxEC0sxEpLiySNiEIiC6IgGoU0qYQECz+C+15xsJAz3F1hErz5/7rdHXYYXmbyhJ3d35Rq3QsEAso0TZXL5dT7+7vy+XwqGAza25KYT5XDI+AycblcKhAIqGg0ap+zLEtFo9GCf1B/8vHxoa6urlRTU9Onazs7OyoQCKienp6C86FQSGWzWZVMJu1zsVhMWZZlL4YoVKlaFWOapnI4HJ8e46M0dcrn8yqfzyuHo3BprKqqUpZlKaV+/aA5nc6Cfm9vb1U6nf7nfnVSqToVY5qmUkoVnZe6K/W65/V6lc/nU3d3dyqRSKjBwUGlFPOpoir8EopWDg4OxO12y97entzc3Mj09LTU1dXZr82PjY3JwsKC3X5paUlOTk4klUpJMpmUkZERMQxDrq+vC+6by+XE4/HI1tZW0X77+/ult7dXLi4u5PT0VDo6OvgMzF9UolZnZ2eytrYmpmlKKpWS/f198fl8Mj4+XtrBfmOlqFMkEpHu7m6Jx+Py8PAgu7u7YhiGbG5u2m1mZmbE7/dLLBaTRCIhoVBIQqFQ+Qb+zVSiTvf397K8vCyJREIeHx/l+PhY2traJBwOl3fw30gp6nR4eCjxeFxSqZQcHR1Ja2urDA8PF/TLfKoMAmCZbWxsiN/vF5fLJX19fXJ+fm5fi0QiMjExYR/Pzc3ZbRsbG2VgYEAuLy8/3XN7e1uqq6slm80W7fPp6UlGR0elpqZGamtrZWpqSp6fn798bP+bctcqmUxKMBgUr9crhmFIV1eXrKysyOvra0nG97/46jplMhmZnJyU5uZmMQxDOjs7ZXV1VSzLstu8vLzI7Oys1NfXi8fjkaGhIclkMiUf63dW7jql02kJh8PS0NAgbrdb2tvbZX5+nu8A/sVX12l9fV1aWlrE6XSK3++XxcVFeXt7K2jDfKqMHyLsxAQAANAJewABAAA0QwAEAADQDAEQAABAMwRAAAAAzRAAAQAANEMABAAA0AwBEAAAQDMEQAAAAM0QAAEAADRDAAQAANAMARAAAEAzBEAAAADNEAABAAA0QwAEAADQDAEQAABAMwRAAAAAzRAAAQAANEMABAAA0AwBEAAAQDMEQAAAAM0QAAEAADRDAAQAANAMARAAAEAzBEAAAADNEAABAAA0QwAEAADQDAEQAABAMwRAAAAAzRAAAQAANEMABAAA0AwBEAAAQDM/AWxhMJedal+PAAAAAElFTkSuQmCC",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# coords = part0[mask, :]\n",
    "plt.figure()\n",
    "plt.scatter(part0['x'][mask], part0['y'][mask], s=1)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "72a723d2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "33d088f2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e54f3005",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "id": "b097637b",
   "metadata": {},
   "outputs": [],
   "source": [
    "particles0 = h5py.File(paths.initmatch_path(nsim0, \"particles\"), 'r')['particles']\n",
    "particlesx = h5py.File(paths.initmatch_path(nsimx, \"particles\") , 'r')['particles']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c3cf4c91",
   "metadata": {},
   "outputs": [],
   "source": [
    "# delta_bckg = overlapper.make_bckg_delta(particles0, verbose=True)\n",
    "# delta_bckg = overlapper.make_bckg_delta(particlesx, delta=delta_bckg, verbose=True)\n",
    "# np.save(\"./bckg_{}_{}.npy\".format(nsim0, nsimx), delta_bckg)\n",
    "# delta_bckg = np.load(\"./bckg_{}_{}.npy\".format(nsim0, nsimx))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "id": "f7a602a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "map0 = h5py.File(paths.initmatch_path(nsim0, \"halomap\"), 'r')\n",
    "mapx = h5py.File(paths.initmatch_path(nsimx, \"halomap\"), 'r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "id": "79ddf8f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "keys = np.array(sorted([int(x) for x in mapx.keys()]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "326b4ae8",
   "metadata": {},
   "outputs": [],
   "source": [
    "paths = csiborgtools.read.CSiBORGPaths(**csiborgtools.paths_glamdring)\n",
    "\n",
    "halocat = csiborgtools.read.HaloCatalogue(nsimx, paths, rawdata=True)\n",
    "clumpcat = csiborgtools.read.ClumpsCatalogue(nsimx, paths, rawdata=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "6d5a86b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clid = 2\n",
    "\n",
    "\n",
    "np.sum(clumpcat[\"parent\"] == clid)\n",
    "\n",
    "# mmain_indxs = clumpcat[\"index\"][clumpcat[\"parent\"] == clid]\n",
    "\n",
    "# mmain_indxs\n",
    "# mmain_mask = numpy.isin(clump_ids, mmain_indxs, assume_unique=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "099d3357",
   "metadata": {},
   "outputs": [],
   "source": [
    "fs = list(map0.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "id": "21aa49af",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 173643/173643 [01:29<00:00, 1947.49it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "362439022\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "tot = 0\n",
    "for f in tqdm(fs):\n",
    "    tot += map0[f].shape[0]\n",
    "\n",
    "print(tot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "id": "278de818",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<HDF5 dataset \"particles\": shape (182510395, 4), type \"<f4\">"
      ]
     },
     "execution_count": 197,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "particles0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "id": "e55b65c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.9858541317605498"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tot / 182510395"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "id": "373423b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<HDF5 dataset \"particles\": shape (182036133, 4), type \"<f4\">"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "particlesx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "id": "d5b65fcb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "86031"
      ]
     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "i = 10170336\n",
    "\n",
    "\n",
    "k = np.where(cat[\"ID\"] == i)[0][0]\n",
    "k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "709cb935",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10170336\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<HDF5 dataset \"10170336\": shape (2085,), type \"<i8\">"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# i = np.random.choice(keys[keys<100000])\n",
    "\n",
    "# # i = 10040155 #+ 11\n",
    "\n",
    "print(i)\n",
    "# i = 32\n",
    "\n",
    "\n",
    "mask = map0[str(i)]\n",
    "mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "id": "7f4a40a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "halo = particlesx[mask, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "id": "e83806b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2085.000032720428"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum(halo[:, 3]) / 1.1641532e-10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "id": "7fe3494d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "92b87db2ae5440c19f4b4694e9e98aaf",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.scatter(halo[:, 0], halo[:, 1], s=2)\n",
    "# plt.scatter(cat['x'][k], cat['y'][k], s=10, c='r')\n",
    "\n",
    "plt.xlabel(r\"x\")\n",
    "plt.ylabel(r\"y\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c0c2d4fe",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2f2ead3e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d48adc68",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "276b5823",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "13f4cf79",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "11a909af",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "105862df",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a2f25a4e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "93fbe29d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "64608a92",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "35442e33",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_7442/2249068321.py:2: RuntimeWarning: divide by zero encountered in log10\n",
      "  plt.imshow(np.log10(np.sum(delta_bckg, axis=0)))\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bb36c88a57034c6ea702eb545cc6e57b",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": "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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9W6xt2VkdCrev9zHmXGvfytjE9okwwXb5Eh9IUICAFSkPiYUVOQ8IIuUBIRLxhAoUbA4JPiLmGmzKeBc5AkROFAFSQoh4iCKQckFO4jxgRGQU/YQcnJDzn9gS8iXJocquvdecY/T+nYfv0r8+5izblOuyd63epKW11pzj0kcfY87RRmvfhZiZMTAwMDAwMDAwcG2QXuwBDAwMDAwMDAwMvLAYBHBgYGBgYGBg4JphEMCBgYGBgYGBgWuGQQAHBgYGBgYGBq4ZBgEcGBgYGBgYGLhmGARwYGBgYGBgYOCaYRDAgYGBgYGBgYFrhkEABwYGBgYGBgauGQYBHBgYGBgYGBi4ZhgEcGBgYGBgYGDgmmEQwIGBgYGBgYGBa4ZBAAcGBgYGBgYGrhkGARwYGBgYGBgYuGYYBHBgYGBgYGBg4JphEMCBgYGBgYGBgWuGQQAHBgYGBgYGBq4ZBgEcGBgYGBgYGLhmGARwYGBgYGBgYOCaYRDAgYGBgYGBgYFrhkEABwYGBgYGBgauGQYBHBgYGBgYGBi4ZhgEcGBgYGBgYGDgmmEQwIGBgYGBgYGBa4ZBAAcGBgYGBgYGrhkGARwYGBgYGBgYuGYYBHBgYGBgYGBg4JphEMCBgYGBgYGBgWuGQQAHBgYGBgYGBq4ZBgEcGBgYGBgYGLhmGARwYGBgYGBgYOCaYRDAgYGBgYGBgYFrhkEABwYGBgYGBgauGQYBHBgYGBgYGBi4ZhgEcGBgYGBgYGDgmmEQwIGBgYGBgYGBa4ZBAAcGBgYGBgYGrhkGARwYGBgYGBgYuGYYBHBgYGBgYGBg4JphEMCBgYGBgYGBgWuGQQAHBgYGBgYGBq4ZBgEcGBgYGBgYGLhmGARwYGBgYGBgYOCaYRDAgYGBgYGBgYFrhkEABwYGBgYGBgauGQYBHBgYGBgYGBi4ZhgEcGBgYGBgYGDgmmEQwIGBgYGBgYGBa4ZBAAcGBgYGBgYGrhkGARwYGBgYGBgYuGYYBHBgYGBgYGBg4JphEMCBgYGBgYGBgWuGQQAHBgYGBgYGBq4ZBgG85viZn/kZfMVXfAUuLi7w9V//9fit3/qtF3tIAwMDAwMDA88zBgG8xvgn/+Sf4F3vehd+8Ad/EL/927+NP/2n/zTe/va341Of+tSLPbSBgYGBgYGB5xHEzPxiD2LgxcHXf/3X4+u+7uvw0z/90wCAWite85rX4Lu/+7vx/d///S/y6AYGBgYGBgaeLwwF8JrieDziIx/5CN72trf5ayklvO1tb8OHP/zhF3FkAwMDAwMDA883phd7AAMvDv77f//vKKXgVa96Vff6q171Kvze7/3eyfKHwwGHw8H/r7Xif/7P/4lXvOIVIKLnfbwDAwMDA88tmBmf+cxn8Mf/+B9HSkMPum4YBHDgC8J73/te/PAP//CLPYyBgYGBgecYH//4x/FlX/ZlL/YwBl5gDAJ4TfGlX/qlyDnjk5/8ZPf6Jz/5Sbz61a8+Wf7d73433vWud/n/Tz75JL78y78cH//4x3Hnzp3nfbwDAwMDA88tnnrqKbzmNa/B7du3X+yhDLwIGATwmmK32+FrvuZr8MEPfhDf9E3fBEBs3Q9+8IP4ru/6rpPl9/s99vv9yet37twZBHBgYGDgIcYI47meGATwGuNd73oXvv3bvx1f+7Vfiz/7Z/8sfuqnfgpPP/00/vpf/+sv9tAGBgYGBgYGnkcMAniN8Vf/6l/Fpz/9abznPe/BJz7xCXz1V381/sW/+BcniSEDAwMDAwMDLy2MOoADzwpPPfUUHnnkETz55JPDAh4YGBh4CDG+x683Rt73wMDAwMDAwMA1wyCAAwMDAwMDAwPXDIMADgwMDAwMDAxcMwwCODAwMDAwMDBwzTAI4MDAwMDAwMDANcMggAMDAwMDAwMD1wyDAA4MDAwMDAwMXDMMAjgwMDAwMDAwcM0wOoEMDAxcG7z5PU+AJ6DsGVQBKgBnIB0JdWLkK0JagXIBzJ8FjneAumfkewRigAlIi2yrXDLmp6SHap3l9d99/J0v4tENDAwMfOEYBHBgYOChxZt++AmUvTQzSisAJuSDvFd3jeDVzEgLoe4ZdQeUy4q0ENKBwBmgwkIMbzAKgHLBoJJQLhmcGbQHOAF1J2SQZ4AB1JczOMv+iIHXP34X//Vvvqsb4xv+zl3wBIAAWmU7IGD+DKFOwEd/aJDGgYGBFx6jFdzAs8JoITTwYuEt737CSdR6k1F2AIhBRVQ6WgGqquwpwas7Bq1AWgnlgsHUtpeKKHi0yv+cgHyUdZc7+vWoy1MFwLK9tJCMA6IMIsmytMrrnBlpJaCG9VmIIyCENS0EEJCOsm0bw1ASB14IjO/x642hAA4MDDyw+OrH7uLq5QSexGJdbjPwJfIek6py+wpaSRVAJVKVhAgq4UpHeb+qEgeCWr2MdQdQIZRHKqbPJKQCHF69Yv4fE3hi1JlBq5DL9U7F9GQGJ2B5xYr0mQwkgBODqpK9iYFK4B1jvajI9xNQSQZTCJyFAjITysRABZgIy52K+TNCHt/4Y3cBln2mA/B//Z1BCAcGBp5bDAI4MDDwQOLR993F7g5hvcUoe8Z0j7DerPJmBugoshpPEpwnKhxQCEgLA1n+56xk8SgczGxhKqLA1YkBYqQrQs0AEZCfEpJXJyGTPDPoSEhXCXXH4IlBxwSe5W8QgAXABLCqkGzkLgE8VyF0mUU1VMLIiZ2QUlGCy0JIea6ynTvA699/V5kskK+AshMC+1/+93edm7qBgYGBz4tBAAcGBl40vPlvP4FUxAJdbkPIUBVrFxNQLoF8MEtVlDzOAIoQJhBASxLLd1LyVAl11h0ouaqTWMSituk2JxY7Vv1gKkCdWWojCCcUVADJ1EPuFT+C79NsXpDYv/Y6Z1ungo7JVck6s5O6utO/fRtiWYs9rMdMQhbLhSxULhmPvu8uAOD3v38QwYGBgT8aBgEcGBh43vHGH30Cx5dV7P9HAk+M9SZj/z8Syk3GkoWQlUvJzJ0+K2Sqzow6ATzByVq5USXWbyXUCwYtBCRJ4MCBkIqSObWC6xRi8dQyJpbMXk7AeqsAAKbPZqyPFCGJR0K9s4I/MwGJUW8IcYOFS9Pm4DKDIYqgk0PS/U0yRtb4QE4MVuJHK6HeKqCrBFoJ5WUr6OmpbV7JZbldke5JsKHHGjIJgaxCZF//+F3kI7BeAv/39w4yODAw8PkxCODAwMBzjjf90BOoO5bkigLwHshXkoVrFudym70cy5qFLKVF1C5Wq7ROQtbqhRA/QEnUjQpaggXLAHbAelmR7qvKliEEkWUdVImpq1neQ1JVMAmxBAM8qdy3JNRdFWWvEJiaVWsEjKGv7SqwKvnLIh2ykjckyRImFhIYVUpOEBt5YlQm0L0sZFLH5GNcCHVfZV0FMQmxzJKlXPcAZyHDj/7EXVBVm7gAuz8k/KcfHzGEAwMDPQYBHBgYeE7xxh+7698sadGM3CSZtlVLprA6pmkxUqekbxVli5MSxykQvAoQQhJFCgUMSOPsCKiX1V9OnFqCiCqAFjNYJ7RS+Kw/hQCzlldqpCsLgZTlSP43re6QVYWsugz5mKRwIJQsyn6pyHbJjqmILElViSZ0XCTJJ2YTm83MxPKzZ6RDEhKrZBMMrDdY5l2zkdcbjDf90BMyJAZ+74cHGRwYGBgEcGBg4IvAm37kCTABh1etkh2bGeWVFbtPZ9QdsN4u2H86gydgfeUR+X/MYr/eLKBPz5JQsWOkewl8WUUJ06QLAMCif9fNjisBcxXCBgghK9QpdKLoCSkqkxAiuJLHorZdFPn/kEA3V/AhA5WQ7iyo9ybZ5k73Qwysuj8G0s0F9em5pRp3xE/HQdCslFb/JZI8jsdwJFc56+1VFEEltHRUG3nSMYQeThJvSD5HUqqGZBhViHe5XTE/lcCQ2okf/cFBAgcGrjtGHcCBZ4VRP+p6480/+ARIO2aUSxa1TlU8K5lS9mKxpqIC3k6VOyurUsXeFRVMlD3LjOVJEidoURXOCJ4pcl5MT5M2TAVTddCXPYoCCMB/O7mEqohG1AD5vVIjkTl8PRKL1Wv7tdIuCUK+ConVO2mmSdJxr4GYFpL1cjiOmYWA2jEYgTTo8mIvh+PWWEhLnJHtyQJplbkjiOpqCiiVvvuJYRDC64nxPX69MRTAgYGBLwhf/dhdLLcIZQ8nKhyUrbQClVp2LU+i7vGRWkatZdiWsH6Cki14rJ3boUaGqiqDVV+rgSxpazZMQuak1Ao5CbNYQCqaFBKt40ggZ2FRVJPwqF0VYsXkiqEnghhx5GbRQq3ZE1VS30Oltq79ZokxRGYpH2Mqou1Xt+NEFWj71PmkhVpha1U8KwiptmOtsyTT5CtZVrqXSKwiVeAN770rdrxa4bungN+5O0jhwMBLGYMADgwMPCP+1++XrhtlD6Qv0S4aKoItj1TptJEAfsUR6b/vAADlS8S+5MxItxbw/9yDjoT6shX5qew2pyR8JHBi6cVLQhhNCSPtkkFL6okaRDGkRYotW+yfkT8A8lu7gYiCJu3gUPTAJiFn6caKuiagJiE/axLFblcB3b/H8q0E2hWxiU15M0TLd6rAMTXCBzQSaOtZvCHQCCZJrKCRQElkaQQbrCR1EXJLNdjctogefzIVU1XKupN4QQZQL0WBtQ4q+b7sb71kTPdFiT3eiQc3MDDwUsSwgAeeFYZ18NLGG3/srvfSTUfCesleRBkQQugZuEZkIhGxBAZFOkhmrtW+S0dNjjBrFFaahT0BQwgflNxByFMWwkdXWRTHCwbviyhhWRW8xGBTyZjAS2oxfEAjY/Z3URXOYuhWVSPn2kid2b22XUsKiXCFTpePCqEtGq3rSr0qGLZnJNgJYNJ9qkJnySQeV2j71nhAWtUerjrs1M5dHItnVk/NlhfS3aYoXxH+rx8bauBLEeN7/HpjKIADAwMAgDf8+F2vk8c7jR1T8pIKnHxINmoVApi48QkjKCZs7StoTUDRXrwsRIV3DM5JYwCrKF6a8YvMoENy8kNoJIcqIK8omdQaf20ASma4/x9TBXLYjtqtYBKySAwUKcGCXQUfEzAxaKrgonKnE0Y5RjJb1hM/uCWhWFJG0sF0SSDUiJyphSGBA5rowWuIFTQ7uKLZypnB1mNYC00D9r5mCk8ETBV0yDKfO5l/I33QvsZ2Xig3kijZ1ipaXjLe9CMS85kWWWb0Kh4YePiRPv8iAwMD1wF1Fsu07Bl10oLFBKwXVpZFCE6d2S1Y63rBN1fZCAF0UZr6thdGIcWXayOHl0XJpmyHqipats197RI60r0k5ETr4gGQDF4DcfsBpJaevk5k78MzgNNU23K+LJrFnBlcxfZNu6IEjDDfWES5ZGC+aM2GyRQ4Uvs5WrwE0FQb8bN9JQZp3CGYkG4uQvpWsaZdUZzZYxDTvrS4QduOk040JZPVxrbzMwnR7TqWZIB31ZNvjITWmb1VXtWEmbJnrDcYyy3GeusLu54GBgYebAwLeOBZYVgHDz/e+GN3tb2Zkrq1tRyzrNy0EmiB27V112IAQUHBizZnhNq2AJqlCU120JrLKEC+SiiXtRGk3BJMqDayaet4e7XMwL4IyUsMomD/WqzdRhkktW+ZITX8dGxeHsZi7Wx/BhMDs3nFaMdV0qnV2yWJ6M4tntGImx3vEpRGVxCDLRy3V9FedzIX7OdwzN1rcZ8Eb40Xl08rWss924SRbnXBaRU1lgohH4DpaeD/93eHIvgwYnyPX28MC3hg4BrhzT/4BMpOCEi5lNfICICqRVTI4/Gk5Zq8nhZN+FBl0O3XFdItY1897swJ3D5YpyHejYvajLPYs7WocrdTslGUJJJuR+1eKxODBCdSkfyBAEIjgdHCJeNSRaxf1NQs1gSJYSQWMmakSbOWXcWL/X+VbFJiscTXpH8zuCRVAkVJJOseYvsAum1h1m1PVfY/hXmzZRK3OoS2fFWlLyqLFbLcXHX5QGjd/tVyNUWzq5MQ+ZYlra3nVAGkbh4kpjCtYsOXC8Ibf/QJTPcxOo4MDDxEGBbwwMA1wnrJKBfAepOVXIjd63X81G40cseztmEzznKztOSPWcqk0ErgXRXiFhWzuSLdWroiyLIRVeSovVgvxIo0dYsnPun0ASjptFjBffFyLKQZwCmxkBUCWnatkD+uJLYuU3sPthyQdkWJGlppGt23qX7z5eJDynPxY8lT7WzgWPbF921vG2mFkkpuc4I1BSUSfo48ftGVSerfM7Wuhr/jnAfbmMw6n2QuhZSiUwq9+8pKnojjLfpy/3e5YNRZrqs3vPcuBgYGHg4MC3jgWWFYBw8P3OpNSvJSs3E9IQDwAsF111QqaTVm60o5ERjBAjzuzBIJjFjxzF5Xr7MtjVxZTB7QyE8FaJHkEEDIZ5fkAbRtAm6r5p2kuvqQmMAVjezZvkImL+XaE8ISlrNizYm7/Xlsn5E30jhB23YY04kFHWoaciUhheuGiNpc2IHEcdt2YzayzlmX1WzbK2HbMVFl+7eu73aw2cRWPNuygvUBIXS006xwsYqp2P+yzsgcfjgwvsevN4YFPDDwEsbr7n4AuCHEjqpYdmkNC6RWDJhn+M2cZzSbtRLKRW0WJuAJIZbMwIB2+EBTB13BY+2gwb68xayZOuaJCwt6BYogtijQFDVN0DDrF8RIFvsHCBlMwrbi4y3pdsgSRSokGYSAqrGANFUwqwWssYJpX1A1Rm/aFZQ1gRKQUsW6ZJ9HO9Q0V9QlIWmmLlcZMyX27VCu4GWCx/xVEnVPSWmaC7gkKQ491d5GruZBq119jihmbp1HKNjFFivoWcfweE8vwJ1VNS3kyT9s5wQtlpIh1jBPUseRGaDUejW/4b13ARYy+Hs/MsjgwMCDhmEBDwy8xMGq2JUbopRxgqt4kvQhy9UdN4K3Uos3o6YUumLI0PZnsi2+0G1PDLqxenYrWezftlRJbZak7FzVwaCG8b4Cu4p0UWR7aveyFUB2fkkSi2eqZapIqXpRaBsvr6nbh5AytNg2T6SgRlT1GCxxZJqLqn5KklL7AYT88bY+IAEpZglbnULL6gVObPI4ljSJhU2ZkXcitVHetJszbBNMTK7bWMkgCEmfaivfY+3mAIm/1JCAuqvNJtafzjamkByk19R6KWEGddJwg4GBgQcOQwEcGHiJ4XVPfKApNnNQxbQtGSsXIM0AtZgus2dZizWDNROUlBBmljp88X5OEstHx6SZuSxJFqTrH1IjN0Y0jPzloNBpMoLFHcbWZ7wmKddih2Ik0IZA7GJhyhVEjFohSR4KX15tT6K2HTbbmgEsWYitki4Oqh0AXD29EwWyENa1fX1aYkldUrPBLVk4MWpMvmB4skhd+zESAahAuTc5YS6Wqbwmb2Ti9u02Kzhav4YKtNTt8LpZ3TZ5wYq3Rd0a9nMk11WX+V36/bkdfEVuH7/hx+/iv/zv78LAwMCDg0EABwZeAnjjjz6B9QZrvT20/rFTBS3JO2wAKgTVRuTqhSZwWFkVw1SBQ5IsX0Bu+BOL6ueqku5rV5zUmRpGmcFEfdkVaPFl242SQdL6d0YwYNmnWSxagip+milLwbugVIEqGbhNBWTUqiTOMnV1f6auRRvZ6wFq0ea0K758mpTAMZDnilrIt+nWrI9FiJ+Noyu7QgDrmChk9xqh9NqDWaxprgQuCXlfUDVe0OxlSUpJ4BViUZuFPUs2sp8v0j+so4pZ6kfNgJ64b2unPZGZNwrwKlne9hpbce0jwLumVpadZILTURTntBDKBJSbFY/+xF2tLQj81+8bZHBg4MXGIIADAw8pHv2Juyh7lqD7pDdmU82s3MjEYK6NiACAxcdNGsC/BvIXkw1UIaw7tXMXVfn2VbNV1X4kScQox9SRIUAsUZgLma08SgUfpzYeLe1CE1CthdxKwK6P9SOOZI47a9UTMlThtFi5FheIlkChtigr2XMyqWTWYurMqk2pgrVkTC2yXcs4rjqUpGomJX29kmYkV5QlK/lTO9mSNoyUQcdrxNrGEpVJEqIr5LO9h0RKCI2Eoalxti21m1v8H7WOItYzGFD1EHJup9oyoQmAlUtMrVexWP5oNjMxUFU1nS2eEK4k1glSzmdmzxaeP0OjdMzAwIuEQQAHBh5SlEuJ2WKWm20qAIOQK1Ayyc35GG7wxgcss9bIh6luFDbOkDZuGtdF1s5sazdOQhrL0VQntTgJaoO22Lx6zNqGTQmIJUSYAlUIycjFCoAzeJKWc6YAunIGVdQAoKYmdlUhiazHgPgbSuoKoS7ZiZ4Tr0AAnXgCKFpLsMsqZvRKoO+LxH4meR81y/HWNggnqE7Q2rpGpuoxg6Yqx21lc2JZmdDpxOc8xCy6fR+V1piNDHgR7m4Mdq0Ea9rejxnjJ0QVEJK4hhABJccgIF215JB0IO80wpvdDAwMvHAYH7+BgYcEr3viA/73V/zMT6JeSk0+JOnksd4w1Sb8WOD/9jUN+OdJevMiMbAvrQCxkYeKPgFEM4OpUIsDA7REihCM+XIBZUnCsOLM26QKS+gwkNq/0B+qhHRFoCUBK4FXIWQU6u2xxsAxhBDVSqg1iSWsx9DtX4md2bZmGZPX0mPfvsXoEXGfwDFVTx5JanfnXJFU+UupavZvsFV1fsjU0qlgmguIGNNubbb1riBN0qaOJollTFOV/zURxY4979o458sF2ZJJwj53N4+6T0a+uXZjkR2y1AS0cje72tRCO+ZJkm9YQwqYtKXcjbXFdE6WXCSKc91XcALqLa0ZOTPKIyvqRUW9qFi/dEG5YJQLxuEVFW/8sVE7cGDgxcBQAAcGHhLUPeMrfuYnAaiKpzdgJobU45BsTCpQlc6WoXazttZsseAw0Ow+tVHBGuyvxZ3J7EEjXba91FQ1QFSqsuQuzs4Qs2U7hDi5pH1+6yRFhs2GpkkyXykQHCuuPM0VNYd5qkmTMoBqGcNWe28Ts7cdIy+tg4eMWRJLGAmoQNaC0MySEbwsovClXFFLEvVRM5JzrqiqECbi9neyOEAZqxeaVgJNiZCoyvRaeZtkKiiBa0gqIXgSC2WN3SMAYNSiCTgZEkMYiGSrRA3520rIWC3HiUWFjeQ9wTO3+ZjcgnblNLatgyzbZQ+b3KDKb93JNVR2hNc/fhd1z9j9vwkf/aFhCQ8MvBAYBHBg4AHG699/F+WWBt+HdmhIEBKXze5jELSDxgS37Bip3dSBdhO2ThVGGKgCS1hGy7fwroLWBNaYO6oaqwaE2ne9NSjt15QolVanzpIaAIhVuCipup8025j9t2822TblHy5wJc8KOlfL9qWNvWsbsT8BrbOHVsxa7dMWIygkkBlIkNjJVWP4AAiJ020tWgOQmVBKauSShGDZuEjjDpMu24ii7J+UIDEDpBJeNcKq68hrbZq9DZ1mQNt5bG3wCOWoiSEUzgMTqtv19kONwBnZY4SSMkoYK1qMpNnJpibaMZBen5lDfUEW0mfzrseRjiT2v66eDnL9vvHH7uI//8BIEhkYeL4xLOCBgQcY5ULtt1310ih+U41WqiZxsLb2YqvpZjFadrM32Cdf26qBIBZgtICn2qxitZrZlk8M2se+b4DVxQM2ZM8Yk41DyV+6okb+FDxJAgHvGLyvXpfQt8noLFpWQlcLuepHObRls0QHK4SMOB9hx4Ac01RBc/VYRUqMi8sjUqrIuWKaxLpNJHYvQeoOTlNBUjt4mgpyrph3K3b7RdVAlhI1qQbrGbhz+z7yJHVTLi6PajnLugBAqeLi8tiGqIQrz0VqDjJh0vUBYN6vskxiScDRJJLpQrbHMY4vhTqE4bUWDwjkfZFlMiPdXH0/5JYztxqNxMiPLOBZz9utxcl/url4Ikq6s6DuK+qesb5sBU+M9WbFeqdoJxrg0ffdxZv/9hMYGBh4/jAI4MDAA4hHf+Iu/sTPvb9/0Yr+RjJl9fEsbitaurvaXo/lXYyQAW6xdokililrxZtVCfISMbY9jZ2z8ixeUoVFcfKCyRz2qftikiLBVfsK130FT41gsipIvj8lfmlbAsYsUMC7c1gSxIlKZfufrDMGWkYtgiuaq8f3EYB1bYqilXAhs3FJiR21GoS+HZJsYIslnKbq8YS27P3D7MeyHJshUyshZSFZx8OElAvyJFnAlLmpi0mtXj2G5Th5XGNdyS3fogk41g3F5pN5Yw0D3bVSV/J4Rq/FaH8nWdZL3jChfHbyEj5s9Qsziyqr9SXr/cmvBzqmTqWtE7DeqCg3GOttxusfH/GBAwPPF4YFPDDwAIIqkO8lsXOtRh/p307SbOEQZxXsOVfjSuqWo6QB+xo3iIlbcWWN63IrkyHqn5IAyhVpkqxftjhCoCefuq80aUyaxSPGDNN91Qxm81YBhtiHvKtSi65Qi1VMjWhGy5YTSx1BJcFlTY18WqFkI4HW11aTHmJBZlcHodOiridDs4CtJMvSgg3N2q2VwDWpHUseB3g8UiNm+n5lQiL2BJkarNnitQCbddzsXVEdbWxRvaxsmdY6Ro8DDEpsIe/OArIOKAS2awvcWusZGOCr7PtiY7b2UMAAStJsZzuPJJnneq4w1fY39LxpRjlPkPqCVvOxEsqlZH1jAWqW5R59/C5+/28OS3hg4LnGUAAHBh4wPPoTd7HcEYuMCrDNxgUgyRcXmrVLkkHqGayWgevxWapYWQZtCjf7WTJOjRiZwjXtV2S1EFsGayOdnslrGayhBVretTZsQgIbCSWCEBG1nOUYNHt5X8GXckzUqY8mD6kaVakVO1bwKvXwYpu2Z1Q/Aa3/F0i0zZMdT2oWr9m+BLhNS6lit19F+UuMyxsHVCVq01zALAkj0yzWq1m6XAi7fcvI3V8sXjInT5ZgAqRcnPwxI5SAafZ3SlpjsZLXB0ypKkGEZBTPek3si8+LqKb9fFiGtZ1LJ4sRsz5cGDG3eZyFsMsytYUnhOtlvn0IrwVV+JGlbyuHdp1772GSz8Sj7xtq4MDAc4mhAA4MPEB43d0PgCyzksQi7TIojbAwVIFTe7ZI4gKpReyFkc3etAxRBNvWlge6TF4QYzWlK2SYuhKk67mFyGoJsqhuZUlCNqfQGk3tQw7JBo10JHAuPnavHZgrmJNnjdrYvMSKkVBVoJib/QqogkdoFqMSLU+I0ONzMqtKpXUskW1YLKAQnMPV7CSqlOSW77JMotApuXJrVsdcjcBlxvGYxQomxvE4OXErq76exOIlQIo/q3qYcpXkEDsv4Tjt2FpCDCTZhcjPvRWhrks7j5EA2/mvx9xiKC3kANCOIUoC9YGCiyjBNFXpDmLrxDI4BCz3Z1nGFV091/emRtTtPNnfqx7mCuT71J3bgYGBLx6DAA4MPEBICwnpY0jXhaQEK29uyK6YtLIm5CTG4rWC4uOvhwxQqxlovC+3/rUdGG5LyiBbbbxq3ULW/n3L+qXE4AVNDWK1IispqdTtKdHydczGjOQsEDO3FdfUlS9hK1Qd54zth7wLhncXoeok1sihtZ8DNL6Q2xxKZxDZblEC3uoEBtJnp0eJ2rpmURRDvKGfF2q2r5V0aUWbQ4ydbU9VQLGPZb+EljnsCp9tXwkpoMWp3QJu1wllIXMyL9XXA9C6hjDCuODH7DGZ2wzzOBGxK0uEZQbHotQGgpQ4muVYqcoDUr4ipJXw0fe883R7AwMDXzAGARwYeJHxJ37u/cj3kyREvIyRDkni4LS8SyRCaV8koD6od04YrLSIgkhsQOsj24L4uSlfgBMk1mUaOVJFiTU2Le5uczNPqgZZAoUofwgxgIBnFivpMyXP1MfYfQNA689rVq3G8PmYowushIYSvB0emcrkapSqo7m6GgYAqBK7Zxu2MjZMhJwrdruC41ESQXa7VZJCAExzUaVUEjyOx4xpLkip4nCYsd8vqDVpGRklqAD2u+JlY3b7FcdjBqWKG5cr7t/b++tlFUI27xdPENntVxwPohqylZCx64SBNBWUVa6PlLVVXRILejlIgkieK9ZjbvUPtXSPnd+UuSOPMStY5Eq1ZrWPc76xSskZCzGc9BwYia8k6t9itQOD5XtZgIOu63GM+rcVG9d9M4C0khSZnhlv+qEnRs3AgYEvAsQcbxkDA18YnnrqKTzyyCN48skncefOnRd7OA8lXv/4XZTb1W+wPClBqdTstK3iYiVbtCabW7Fqm5rt62RtS6ioqUFG8vxmX0kK/FrMX2K5aRu0ZzBZ3GCAkYmk/XLFsmSUJdTH475lWbSUO0Jqr2mmaUtmoXbsNi/2PoWYRyWCXizZVTZVyLJkElssH9fUF1ZWZY+SxuVR/xWZVKG0RJFpKlLfrxLKmt22zZrpW4MaVkv2/bZ2am37sr78H9e3jGMAbXvRBk5i23MlLxXDlvTiaqZNLprqaQkm+qBwcq5s3ajoqWrnqqF2LfEwhMQeo0nWFcWu16AMA5AkE4vXtMxiI50h5tXjX1n+pgLQSpg/S/i9Hxkk8NlifI9fbwwFcGDgRcDrH78r2Y7aO5UJrbOHJUCIhxjIzhlrjUO/XYISPIm1cvJnJUw0rI9UhfOuFaqMeUuwkGzR2X6alMGMjhgaYaCpitpI8ARjQNRByiw28aJ9e2O2aUDsqQsrxZI3BDdRswstqSCMhSBzkBKhqq3sCQa6vRTscaQK0jRrUdYAK/dsRZVTrk5URfErauuKSlqtRqFuM6XalUcxyzal6rax7QsAuCYkbSlncYcyH73Sauc0Z0axmDw0UmVEUc+4jq9Zw67+Qux+239dyVvV2cUlZFm3v6RAJEntY8ku5po8CcTb/836YKOc3UMQlNgZOfWHGyP3gKuGncJb5XNhWcM8AyhA2trGAwMDXzAGARwYeBFQblSko9zA60VFup8bCTTr0/5WYufQm6YrNRVgTkEJk8U8qSOhs3XlPbm7prkipYr1oO1D4j4siURv5FYvDkaqTKQ0sqKkcNoXj+eTDhfSyzcmBsQEFSNxnRKYNDNZrc2mckJi1DTDw4mkEpxI7KqpoZaAEckfZPl5FjvWDkZ6CUsWdNE2bzduXuHqSur17fYrliVjXTOmqXiChgasIeWKeS44HCbMs5DEyoSMZqlP8+oK4uXFgqvD7Pby1f0dQGIplyIEbp4rVlXUoppopNLPmiu/8nveN7valUQ0ddiInGdDq/LWVDu5tozUStIHgSxrt4qlnfdFFFRdn0HddjpSH65fO29+je6K1A6cJLOY72dRw42YJmkPSJpsRHr9vfHH7oIqgVYMNXBg4I+AYQEPPCsM6+CPjjf8nbtYbzE4AckyHEmsLM6MerMgtsqSKsTkpV76Onvwci5sN9/UiFLMpvQsV1NkYiYtjEhCu2oE8gl4hi2y3JTzJD1quZBn03JJfsM3a1isvmA1An32LdCygbV0jR1XtCxtO0ZQrP2ZJZ2kSWIO45eYcQqpCUiuYJpdngIRTpoha0TK5qBl/7L38rW5it+YOUs5llpbDJ2RtJYskn17Nn4rBG3/+5TEuDwm6RJix0VtmbY9tMzfM5Yy+fK9JWzJPpEcbxHHFpfzFnQ2V9F6j1nDkJCA9WpqyR72MOFxq5ud2rXr82AHAf9seF9qJskO1k2lFUhHGnGBfwSM7/HrjaEADgy8AHjd3Q8AN+Bt2iqS1PgjoF7UZnfF7heJ5RNqpU6sBnFU0mwdgiQzrEneN0vOaq+FjhSU4CqZxwpmLRFSgu3IRp7QAv/tgKhZyYCW97D6glDlLhF4RXtPky+cFKry5Pa1Er5GiMhJpFmZvu+oRGbubF6xmHWejABOWuamkrQqM1tbSaklaViRbAK8PIvssx1bzmbfNoKU1SKuNTnxExVPrF1WtczInx2PLRtjNquXl2FXMSmx1yOU0jEUtqEJQzbvTtpSsJJ17KpamjcrCTjJ7Wu7FqStHnuCzlYldIVXJ9xL+Ni1aKot0Mq/2N8eA8iuWkqXF0axhBC75u1z4WEIQWmcKgoR0kLgDOBAngA0MDDw+TEKQQ8MvADgLLavE7eL0vr23lrF5ppZCiNbUHwsZDwzaNLerabmLQk4CuGjXWnEMBuxgtuq/jtacpBlprmpTMmSHgoFJTIwK8CVmxzKpXhdN/2pah9mjQXzFmpZkkOSdh+JyqMpb13ZEzKrk1zp7OxjJlH6tMyIdb6oiypy1q7M4uNy7WLfIqa5iDIHLdysZOry8ujk7+blwYnojQvp0ZsSYzetXbyeLTPPK7gS8iTWMBFjjvNthZshhLERteqk0wpLl5Lc0rV9MKPbntUCrBpTaOfuxs2DPGxofUGDFZ/2xBHNBDdCbfMK9Cqh92P2OSfNAudG/liLcxct+bNKAe9kRaOZMGkx7W12d1eIWgmf13Ek7WSjiiYngIr85knia9/0I0+cnuCBgYEOwwIeeFYY1sEXhtc/fhd1p7FLBaiXtbe07MYGSIkUwOOrAL0RGuGDkp81NZssqGdQZU8Ur9rsOIo3+EYMu8K6ul4t1GXBenKBFYwOqmEcOxfqlrFtVhurKnvNLjRSio44mUXLuoyPa9X5iLX9Imk4A7cqnSwacWnjSyEbl1VFaxvQfrznrFUTaq3kTJe40R+Tl1cJql88B9vs3m4+qF+nX87s3Lgv8qmx39VrAaJbD0BTWE3VDMk2W1s4Wr9xjvxa2SSsePa1hgh0JX2sTMxmXl21tb99P2jWcaVmA+t7MUs4rYR0HHbwF4LxPX69MSzggYHnCa/9ux8AzaL+gRicqd3EkpIbBBKXg4W6k3p/XgtvS9ZA3sbNb7B217fMYWZX0ERpsj61QLWszlCSxVUdTfZwexJoNiP3JUmcoJEobqw3+WTZoKENW0wGcBJC7Q0KpIAAKZXiCRsSo5ciWXDilPz1qrY110Z6wdyyYS1LWAlbUiuyrLkRGNJlcpHEEo1PLGvqYggtOaLZt5bdS2L9pgrpEpJ9nUbmWGoBsh2t2ch+EtthuvVs8ZVCxCwLmXJFzhWLdm+x4zArOaWmFlJiZC9jI9dVzDy2EIEtifVkETtPrjBLzUfKLJnFTK3uH+w60YeerKTfyCW1BxuP8VRLH4m1DzQDx6SlkRi0Jsn+XaQeIGe9ZlQUJs0W5onAdWgbAwOfC8MCHhh4HlFuqoKXATyyiPJXSMtkCFmivfRS7ZIoMiPNRdtv6TorNaXP4tlCAoaXigF6DsGW3VphvWvzrjphY2vXRhIjlnLoboFmMTIT5t3q5M962m4VvLyxJFOq+mPJJ+xkwvrZkh6mxdxRWCbWu4MlUCgR8569lqyRKvJUmsoHU/2qkz9GU7Ns/Az4sXEhsV01w/ditwhxoVi+hTryZ7arJWiUNTnZBhp58+uiJCeDZpvv5/UkgcTmKPo0UnMwBRLK3Xum0ln/YSLpT2wEu7LULIxxoLEOIrq5tw03mx7Ujscys/09nScum0QRtdOT9p1u6h/afoJS25Ueuixi+U7VY/zYOt4VkmxgywpWVblmefB6w4/fxZt/8AkMDAycYljAA88Kwzp4ZrzuiQ9IOzez3Pa1L16sxM/bulkx43jTVRvYy6cYJl1mpVawGXB1B4TWzcNVOvh2SdU5VrvXreasBFQX9SxTXd27gqCRtMrU3uPWaSSqbLHNWbX3dWxJ16trQsrsGa9iRQbFT+esKVTsYwQ2pVGUjLgSaFMQCGe0X00Z9Czg0mxY6ZpRXPGMCRmm/hmiYuYt4zaZvo3wye9STrdXCiEH1TRm+3b2ezjeljDSSGXR+nwUlFs7l3aJ2fz3iqySRJ0HLxQeizK7EohmzXsyyxn7FnCV2wpGd6ELYVAnajajs4SpElDgxaBjuIScYJaP11GIoWXb56PYwv/pvcMSjhjf49cbQwEcGHgO8dqf+gDqBUux2onBc5U4PlPoJhb1T19PFwV5X0J7so1lSgDtC2gn26CpyrK7qiph1U4M8CK8lGS5NFekqW0vaxkXI2b+W8lfztXtTkCJBRqRkxfZFSgjFoCSxNyPXw5CSRGEMKTESLlIRmvqiY6QHSU1qhqaSpWn6pZwU/76n23ha9+2KoPJtqW1+nKumKbi2bXJyI7GxJHWT5ymIqppZm31xvq/zJVtz1Q7USht222Z3U4Irqt7Fj8XlMUWW1g9M9fen6bi+9ntVjlfqbp1TMQ6Vt2njttU00SsCm918mcE2/Zv5yJZzUegXVsWv6f/24n314FWxiUx0k6u6y7eL5yfPMn1afuLiUHej1kTlm1fnORz1amI+hpPUmIJCVJkXeeYs7SOq7OUYhoYGBAMAjgw8FwiQfr4Am5lWfkR2ldXNTyOjoGUpXCytB4TkkDEmC9Wv/nRFAojm1KjhIlDADyZmmj75nZDN+vUYtzY1R9TvVo8GNw27OMBU6qeXZpycRVuUkKVkma7GnnTYzJ7l4i1jIpYg/NcfD9Vi1O3bhqyrLVE824WCtlW9dezllex2ny2/xRUyO5UJVPn0OaFThZDznWjMrY4QCNq0e61bViMXyz1UiuhFPlp8Y16+liUSHk/OdG2fccxxPdtTAaxh4G9WsAAsN8vvg+3sDfXgCX9MOTaaeVe4FZw3185FBaPiShKAhOFkj9Aqx0JANTbzr6+2r62HGV9eLLtMEQF1FIxZgWD0f3dYgtZRM0MlD2j7oFH3zdI4MAAMCzggWeJYR30ePTxu1hvtfZXbMobMbBrxZH9pq+ZtVXj78gSAPzGhf5vRezzelKEN3AcZiEupSQnm2ZJAlKcuJbW+zXl/n3vpIHekgVUnQrEw4tP2/EqmYjxcn0hYRtkI0EWb2cKpSRSyDrREo0ky+zcUtqBb9fd9sFtlml//swGtoxZGSu6Qsx+vJttxm205U7303XgQG9D2/pGrNoxBlU0xCy2sfTjsfN9zgK2deKcAycubBiwjMXj+9CsXsRj4c06aCSQMrdrO6znBaXDtROLmHupH7OACzXipw83ZERv+5khSK9gOx8aHyhJI0A+yvv/+QfeheuO8T1+vTEUwIGBLxKvf/wulkekrh8SwJdFSF9mpJur2GkEpF0Rmyszpp2qYnPV2nR2g5QbX1ILlxJj2tk2NtZmzBpOzTaMio1ZgIaeCMD7v5qqNbvFKRamjcnsYCNdcSwnxMRJC5+8327sVrcvKFiqqNn/2yLJ8jpa4kdHiprCZrF6cTvTVFUZ7Pvwxp69pIkqSc9P956Srf1u9dd3u9XVR4vry5mx36++X7djNVO3jV+W3YWkGi+InPpjMjSrO44pznNPPJPuD8SS4BIs9XheyI5dreFpKq2lHhrpM8VaFNO2jVgmyAqYu/Vr14Wpd6G/c8pt/J5dnbRGpI0xs4Q/qP3bbGGpBchZSiyZVcyzvjZJ3c2qdjFP+n5mlB1Q9pIgMjBwnTEI4MDAs8Tr7n5AOnxYnBJDAtSthy+UHFjLtGq9VdXCA+CdNgCPnXKFpljmZXL7rIYkBdue/Za4PPj70ndWiYzHivVEzUmDk6qmKuWgCFZNavCYO41zs0LCkxY5Tomx3y/tGKPFDGjLNEnSiBmsRlZKSZ4ha/MnxwMnlTGxIkUbMpI+3V60T3vSim6Mbj9HAhqUK1t+WbN3+2gWb7OobRxGbCbvEEJduzg7lhoLLUfVUEny1va2sYktnRrhRX+sNl9WABx6rVkXEzv/FvNpCSYcMoRtPhKxJulUzzZPWTOtCcj20DCFrGQbdySsQck1WEs6n3t9gElzKwHkCmGNfYF1pQRgYtRdlSmbRYEWEsj+2SqXVbvwoMULZoyC0QPXGqMO4MDAs0RaCHUCwED+bEKdAZ4rcEiS7FEJ5ZA1SUNv7KrIdGUz0FQWU8iqtXTTLFWEm6mRB4nXisV52w3W6vCVtT3jrasmbkBv4mGNllGbnHAY0amV2/22U6CS/k3e8qxWwuEw+7FYprBlAMt6LbuXNZmkwsqKWGu2RuhiaZRahcQYCazYqJpo+4i9eSNpjFm5VnfPrFLonFj/XgpqHMK+1jCvtfYWtFnSRmZtDK1cTlP5tqTQj9mWLdSpllv7OW7TyFunFCsBX46TH7OPOzyE9DF8yRXfGDtp53I77rLmFoJg5xjceKcpvrUpz1Y+ps3bZl/afo5L0nZ+8B/eFgO3XtGZ5e+JQUcCaQklnhik7eLIHP1KqDO3/wcGriGGAjgw8Czw6ON3sbysoNwuKDcrystX8I3i7dxMKaFc/eZIqpwAmqE5mcVb3I7Nqny4BWwWG7WbJwCAIDZl5naDVTWxZQO3TM6+lArC341MiY3ZVECDWXNAb2W25AyxDe11oBGUFIiWtQxzEmL7t367nhXbiM02sSKqbIYtGdqWS+GgkrXEjUbIYoavH6dmKW9J5TS1Y5xDiRjL9jV1LpI1U/GMPMe6ihExo9nsd/s/jh8AJk24sf3Ffeeg6rX+z7U/HlV0ZUFRAnf7Zkf361n2ddVaks1yBvQ6MEvYrhV92GmKoG0PbiN7aRgNX5D9oF3jgFvJrv7FO5Ytt69u73qmcFDlObmYiHqjgncs3XmSWMFv+qEn8JZ3DyVw4PphEMCHDO9973vxdV/3dbh9+zZe+cpX4pu+6Zvw0Y9+tFvm6uoKjz32GF7xilfg1q1b+JZv+RZ88pOf7Jb52Mc+hne84x24ceMGXvnKV+L7vu/7sK4rBj4/Xv/+u6gZXtKFrcSL3ei6pAj5ZS23WpB88r/NuuVCnWJn67Qged1kIGQpF7XmqhPFpDfuWNojxsR1GZzEbt92sXohq7WLDeyIYSMekxIPIx+xH+02ZtCzSzm0GztDhuy3rd9IYT8+e629t7FTlfz2Khx87LGdmx2DW8wed9erey3BphE0mw8bh+0/llcBoF1CYrzj6TEzk2fRrqtZvc1SX4O9vqot7bULN0WnK7eC06JsosVp6jJlzbi6ml3N3GZN03Z7dr0jEm8tJeS2Pp9sgFWtM/te1u+VZysi7dnBFk5hLeDs8DolsJFOAMDE2iUETgJd7i7UPq5FFMLl9qk9PTDwUscggA8ZPvShD+Gxxx7Db/7mb+LXf/3XsSwLvvEbvxFPP/20L/POd74Tv/qrv4pf+ZVfwYc+9CH8wR/8Ab75m7/Z3y+l4B3veAeOxyN+4zd+A7/4i7+IX/iFX8B73vOeF+OQHjpwAuq+yo1pSWo9kd+Q6tXUGtWHArpm8UUSZQWZOZATJ5DUCFst1JG5uiavxSfrwEuZWHHfmAxh+3Lla6O2tf60PUGy9Sze7bhMWNfsGaeAEJhSW+xeLW1c6zL5NohYkwCiWd0SVbZWbivT0ohUJFNGfs6PuS1nCqbNsZG5SFhNwdwqaDHhIsbbRQUxWsz2vxeYro2sbse5zQZupV00oURDB3oSHK6baiS1qYHMvQUv81h1WYBS1XlAy+zmUPqFuEusFes2efwmzNKPDzCF/GGllKTXn7QbjBnEogAnsBLaYn2i9byuS/brviWOkJR7yZr0QSxFoNdGDL1Voj2I2QFUbR/HkC4hgFvEPDHKZUW9YKyXQJ1HeZiB64dRBuYhx6c//Wm88pWvxIc+9CH8+T//5/Hkk0/ij/2xP4Zf+qVfwl/5K38FAPB7v/d7+JN/8k/iwx/+ML7hG74B//yf/3P85b/8l/EHf/AHeNWrXgUA+Lmf+zn8rb/1t/DpT38au93u8+73OpYPePTxuygXjHqzAAu59QQGaK7gVeKV0sWKepS+rPly9XinaV6l1AiHGmwQFa+soV9sIIntRh9ITWK/+crNvWXS2o28y8DVWLtpLihr8vgyArRgcdVt9V8FROxkzxIqYmKIjc8I2romH2cNpVm6Mi2mcrlKVLX8SV/PLk/VVTZDjF/bjnU7bp+PM2pm67kbyCa1ziRFY+Di/uw45rm48sdhnqdcsWjcYEoyb3HccbxNJSVXFW1+G+Hj7rzGHsLbWMbYfziWv+mzidvx7nYrrq5mfUg4rSNo16BdH65ac090/ZzYg01uKrI91HjtSjRSx1Wy3M+BWdrwgRhlyaDMKIcMHPVBa01C/tAs30b8VB00pdA+L6YaElAvw34rQEzAKoogJ/a43v/nu7/37PheariO3+MDDUMBfMjx5JNPAgBe/vKXAwA+8pGPYFkWvO1tb/Nl3vzmN+PLv/zL8eEPfxgA8OEPfxhf9VVf5eQPAN7+9rfjqaeewu/+7u++gKN/OPD699/FV/z0T0pJCYN3QmC3b43c1CW7AmFEEMRSe8/IH4KiZTdYnFEIYTfz2jo7BDR1SXcT3jPyZ9u3/rTmlLnq022vZZG2bFIjm6cZt9u/fd+eKdwUOA/6Z23VZgStpkYczmyrxR1G4tmOOR5v/9O/b+OPqtmkypkTbjTC1eL2WizesuSOpNnrJRxDtIlt3FYk28YelT17z8mvZlvHYzLiurWkPWsX6Egu0M6fz5eqkUb+PGSBtFh3UBFj5rDV7Ds5x8TBwm9E02JRrUuI2/3UrgNfBu1vi5P1fZHu30kemhoYP392XST25aQLD0tZJh0LZ/byTFKuBr4ezwzWuEDaXFcDAy9VDAL4EKPWiu/5nu/Bn/tzfw5f+ZVfCQD4xCc+gd1uh5e97GXdsq961avwiU98wpeJ5M/et/fO4XA44Kmnnup+rguoAvl+0kKyLH14mZoFzCR2E0PbXqHdrFQ9M5vthHiZlcpNkYuJG7HMCex9wMtntKSOYCdzs/BiHcCqYzCiaev3VqKRh5bBGrteWGyfKVS2vi0bCUenoBkBQIsd9GMyIqLHZh1ObFz2Y63bjFhNU/+/wf63Woa2bM4VU66Yc8F+Kpi1k8mUenIpY4oKYsvibRnSwU4Pxx1hWcBRvfU+yrUn7rZts45NZYxj2aLrIBLK5kRlskSLXOeV9bwBLV40kr4455axvj1fHhawKRBtdSjZspEZXfLJdltxrLId2b5lFrN2/PCev/YhAlrMn43dHqbsmreLfZMU4u8Re2KJWcuAxAU++hPDDh546WMQwIcYjz32GP7jf/yP+OVf/uXnfV/vfe978cgjj/jPa17zmud9nw8C3vhjdyVb8LJ6vT+6LHJjsx69iaVVG+CFcL0gLrUYqWkqEhe2pq7+mShkYoda1wtXzKgpaUTwNmtut0VVzJJGurjDRloo/CQlW9ECrkHFsnEBjRAAPXmbpuIEprVha31x57lIoePUaro5qQFgreqgf0PHY4gJGrEUTCR4RIw5F+RUfQymcuawzxSUvqSEKm8UzRpiJF2RrITdVJwwTfr31lqecm3bqaeqHHNL4ogKn4xPxjPPLQvXlMM+WUTb2nF/TuJ2TCG0ffckUubZkn46lY8k5jCqgvaeL6+odtz2Y2pfIKTbsbUagpDPhamYeu2LYizXUyPNwUK2LiB2x5rYC02fwNQ9G09m8D58Pu1DMIli6FayHY9i9A0eeKljEMCHFN/1Xd+FX/u1X8O/+Tf/Bl/2ZV/mr7/61a/G8XjEH/7hH3bLf/KTn8SrX/1qX2abFWz/2zJbvPvd78aTTz7pPx//+Mefw6N5MPH6999F3UFsoZX8BsH3MqgQeJECzdjch6T9lXZHCDcpjwvbLH+iglAo1ktNgQNabT4rxGwKYezMYKqIKILJ6735/Vpv8kY4Y8KEkcCYiHEu5i8qhFFF3JZIsW1kG2+uPnbfvh0PteM1khQtUMtCTqokZmJR8qaCKRdMqWI3rZhSRbbECED+13XsOC3DNhGQlWTldBobyEw4anwmgC7z1y1ZEgu4zU8jnZGoxkQNmysi6Fj5RHG17ViGrAtYBB9/nJst6WrWeyDylrGcpYi39XU20hpjBw3LURJ5vEg2InFrxM/GnKdWzsU6f/h6pgpS6ypjSjdsuxTIqw1lqsDMTd0jFgIHtGW2n0UGOLHE+UGIoJeoyQyaq2x3amVkOAN11jIxo0ruwEscgwA+ZGBmfNd3fRf+6T/9p/jX//pf47WvfW33/td8zddgnmd88IMf9Nc++tGP4mMf+xje+ta3AgDe+ta34nd+53fwqU99ypf59V//ddy5cwdvectbzu53v9/jzp073c9LHuosUQHSGmS0hNbrFxCytWjhZqARxXhDInT9Ub1grtVAC7ZnrPlmr8cb8za2TV5kL8Rr5TfK2jpFSCeRlpGZs7b8CqQHOLUyo3K1Xc4JYLVSJX1B5BRIno07JrXYzb5ZuiWQmTYXlh1rxG3KQvhs+6X2ql0kb5bYYet63BwTalDITBXcTauvuy0tE9XPqCjGKbPYQlMiY/xkzLTu5hIbpZb4ZC4BUd7s9RpIZLTbt4rftpxOJJdxuZhlXEvyjHIAoYagEb+K7SUYybqswx2RjMdsJWg8wcfOR00tQ7lopvuavDg6mbKe5cf/90GgxQpaiUOtH0iFQEySqGVE2bLkbVyaDEJVEkE4y0Pgo48PJXDgpYnxjPOQ4bHHHsMv/dIv4Z/9s3+G27dve8zeI488gsvLSzzyyCP4ju/4DrzrXe/Cy1/+cty5cwff/d3fjbe+9a34hm/4BgDAN37jN+Itb3kLvu3bvg2PP/44PvGJT+AHfuAH8Nhjj2G/37+Yh/dA4A3vvYv1BgP/ywH0yT1AQN0pqZhYFAMmsX/1hkUTCwlkIO8L1qvJ44+sbt9ut+J4nGBdEczeylM9sQzjDTpbpqwnfFBbhlgZgKh8liFs/YClm0KTj2wsts1IlmK2r8Fes/f3uxWLKpmepRsIRUoSY7eU7PF88rqQg5jV2+oU9jFsEU3lOq2x59shoKIvZm3Lyftt2VITmBtRKbVtY84VpSZRAsMY5ql0dfds27tpxVKyjpv9OBrpq06gU7Liz/AsZGZgP69YXT1scz3n4q/H93Kqrja2OSAnbzlXV5pbDCNhN684LhOYgd1u1dqBjXTKuizZ29RIYrSRu+suVUDHkayXtaqsZsHHufdzltp15gQznFezlLkSUAnT5aohFNyuMwJoqhrqQMBcASN2iYXYmc2rZJB3VWJ39fMBtAcyryGY9HOjD1CcgHrByE8nvOG9d/Ff3v0uDAy8lDDKwDxkoLPyD/DzP//z+Gt/7a8BkELQ3/u934t//I//MQ6HA97+9rfjZ3/2Zzt797/9t/+G7/zO78S//bf/Fjdv3sS3f/u3433vex+m6Qt7Jngplw/4ip/+SdBKqJcV6UqLNO9YFUFVICaJ+7MbVReAHm4yNFXp+IFwQw77IkDtT8uIJbftIqkCmooSMyVJ7bt1zfDMTsBJIGVVvhK7FRztVaAlNGzLjNg+IzmNbdjsta0Vaa9bQoMtu7UZt/uyUidbsjhPxZW8tCGDWS3YpbTEBpsX2aaUvTF71/6O+05KrAAhiGso83JYpu5cxCLTth9Cy16O5LnVLqRAdmN5ltNOLPF8G+wc5Fx9Xz1xb+ei2cbNio4JJVGBbYQT3XUVyV/83xCzi+Ox2hhil5ktrEalz53auZYJboXQrWagtVH0z0WC98P2z1zYL4iFDNoUElqdQADYl1ZGifRhSWsKkq1X5XOcjvLZ5szIRwKtQFoIH/3Bd54c18OKl/L3+MDnxyCAA88KL9Uvjtf/pNg9dbZOAuSB42zB5VNtwRNq91q8UyzrggrQXD0OqlM6lDhYXJaTpdpI3DPFdgGt/6zd7KspVPq+x4ilGqzHqOL0CRZGviKZM8Rkh9PSKqI4bUmCvVc35VHsRr4dQyRDMdOWKLQ60+OKVuOWAJ6qVe04XJVEI3xEjDlkEJeaUGqLc4wEMJY5sVZtNteVe6ILNKVvGx95QnjVRrbkh3PnO+5nC7e1g4q6rT3Yspj78yq/N/tJfdHr3sJvNR59e2F+5A06+x6pstes4OrLsq5XN3F8FrPHlbTtYVDufF9NUWRVMLGkZgUTPDyDLkqXqc+L9hrWJBNapYYgz4x0RR1RJM2R+f2/+dJRAl+q3+MDXxhGDODAgOL1j99FuazScSBbHTHpGsCT2UTs8Uex52nalUbc7O8EpLn6zcrJWSAfoN6OzVNLhrBldqHP7rZbhytA1Eq1ZA3sp1RxcbF4IsJut7r6t9utTqRiCZVYVmWvWalWRsXsaLMb53n1G731twWA3dzi6GLf3UbO0PXn3VrbtowRRHPy4tzF46+b+aihzIntu9Z0Qv4MQvostq6/Jp6JjHXKJpNn58byMKedQ/rtEkmCCqMR+j4hh7rtxfHETOQaElC2iq3B4j0BdOd7O5+2HV+G+24mMgjGvFtbL+EtKdVrL08VXCUJyZONiHFxeZTj2JA/Zg1RyK0/djaVneFhDf1YdV2Nb012HcY2dG7z6o/G/rG1XeSwXYJ87sNxUSGQfqR53DEHXkIYCuDAs8JL6cnxjT/6hHT4mFVtyAxktBtDAljj/kAsKgLgygJXkl68mbsgc8otk9MzKINFZ3gGV99LgERVKKpMUcGJ28uZz3btMESiZWqPjIO7m3+0Bc1GjOPoki3U4jxnZZoKGElE0Ti1edf6T9syW3uYiLuSLla+pVTJ4q3cjweAv24WcCJGYS0PEyzg3JVj0WMNpO2odfS2xx3PWbRSY/JG3KYR6a3tu0W0g2OXF3sv/r3dV4wv3CqAMcbTlhWirPOVTlvxxazkeJfoWgxu1GInn2fmgeJ2grLm6zJ51xxR8zaqpT0A1XBtGplT8thZu0uwgvX1dEMeWiRBS1Q/hLJJFOxjz/xPEDsYQLmoSIeE//t7Xxoq4Evpe3zgj46RBDJwrfGmH3oCvJOyD27zMoGpypN/JXmN0GyjNXlyB4B2wylQ9UNLwMCyQnlDtNoN1y0tszRznw3MrGVf0qlVZzd8sVa1PEluKk8kcpEQRIUo3vS3ClJbN8HatVkCydbStCQI+d3ImsxB6QgrAO06AR9rIyjR3u1rAvr4mJGjnWq2NW0IFwFABSnRmwPpsgzgbTygJIE0JbCNrVfwtsqZkbFpKiflXKISepp1TX6cenn5tbAltUb6nBDbNo2whcLcMp7aX2csF/E56/dcbGkfI2oLkl/jto2+RqOSvFTcKq6aoJTqxpoPKq1lqgMSNiF/ANY6zj5PFi8o80W+jCntMdPdt5EYKPJ3XUIpJtLjiecjycMfLdT6By+iAAISAzhahQy8VDAE7YFriT/5A0/gTT/8BNICqfdl96OEVl8MekMAWomXzHLzWJPW+hMiM10sLdYvs8ermXUKmPp3xlbUm6HVlgNOa7G1mzo2r6cTorC1Gs0W3k0rrPtEs2ZPLdvW4aN1/XAiUVvXD6u1l7T+Xvw/a43CFrPXbE8jCpFktLGH2LPNe3VznKbeSRzgydRIcejEvlwJSmci+DpmI0dyaO8R0HUKMSve1nN7OahmpaTO+rXzFP/fgsPvaF9D92/7yqmit5XFQi01dQ8YW3IfwwimUNg69iWWcjvwbRicrHHbvp271pZOfnYaFsCsPX3jMTJ5uzmb72rnm+Ekz9Q5Iilp1GJG4WVhKJuV2yZOLOB2fmJClBV97jqEsC4TawvaenrIlv3vZZv0oXCUhhl4KWBYwAPPCi8V6+AN772LspMm8d4RAJCbwqq1w6IikdizCmlX/KYVA92j5ftMiRxmv7naxn1yhJGzSAptnUgiLQEEgKtzQIvVM+HS1jcl7jTAvyUSmF0ZE022bb+m0JfYxmKk12CKmpHA4zqdqIvTVDrlyaxmy3hF2GZlwpSLJ35UlnIp5Qwx7o4p2LpzsMVjDF8k0ba/pSSsJYcOIU0pi3ZujN+LcxuJ0jniH8/xNrZvew2cW6dlVFdEOzeSdj834fzads6FIfTjCPtUlTomCp2W7InktW23lNSKQOv4rPiz2b4I64qSreMAXHV0ZY8B3iYU6flADcsyaYIH2mc3Xip6DGxJIICUiiEAFUhHsYM5A2mRcfAk5NA48e6phI++5514WPFS+R4feHYYFvDAtcZ6g1EvaisoS2g3C6Br2YYKiQ2c2GP+APhN2O8KQRkRotA20d9omy1bVvF4bT2gV1aaPSrrb5UkZuqkP4kBbEWQCVa8WJSelMxS7NWmRlb6eUqJpV8qRTIRCKQfX09Wtn9HsteSX3pyFQnPVgX044t2ciBuUcmz5cQmDbavkRwjkVpbz7aZU9W4QbTOKVAFSq+HrIqRlZWJtfnErpdjMbVtG0MYVT6Zx3Zskdwb0dzOre3HtpFSbcqsZU0rcY9kVWz6Pks49lyO4+tKuxhZCiqgrWv72sYGGvwBRssQ6eT3PbEDQbbOMLFmZJdoYquEEAxKAKr0/E2ZwZVRj7lZvWEdSxxxFZEg6mDd7AdwwsgJoMqgKqogE0Ar4XjnNIlmYOBhwbCAB643GIAWdPYfUwTMGjIQWrspQsgEbq3MYlFk38UZ2y+WEeli48gs2qbgdFnDaOqMdwjR9moxkB/QtnGBbMy5+I3e9p8SY79bfX8t8YTdGpblmn1o49qr3QdIQWOPZTPSlSp2up9yxj6MxxvngplO1MQSjqupeaUjgtu/o6Vban8OGC17148xKI0234Rz8XFtPFWJTIxRlOPoEyv699oy29hLK9Dc1EXCfl66scduIhYDaEdnGd/McjxG/tKJUmnntV1nMXu6XWvN9jZyHrt+xAcTIkjfYCVm8yy9fbmGLi0A8mRFseM10X4A7UYSz5dlAOv2/BhsnIGHVe0icmr1wkM2KNf2OvQ3Qe6IVnrG+gSrcsgaPkhFagMCaB2CBgYeQgwFcOBa4tH33UW5kPIudJX9C71rOG9lIkxpCCphVJ2YCWXNIdO3kcB1TV0dNXtfukPI8suS5T5VE7gKoVtXcjVw1UzUvpdsfxOPHRvsNYu1snFaKRRTgOyGXrz/bxsfAKylj1tLqXUkAYDDMolFTezFkyOYCWsVC5bCdk/jG9OGkEhpFCNZptgZwUxkhC53JNAJnJ7C9jpAIfniXD29qOJFS9lG2quZ8nsNcX1bcmcWbUot3nI7N/3/jWjafNg83T/sdJtt33I9BJsUdl6b/RuJrB2T9RxuCSptDL3S2VTZ7bXVxWFmDue1KYsWU9iyo/uMcrOAT+Zh85v0b66ENIXrPC4AsYRjfT9/iDP1jwmW1UEhOUpe4F75Y3ICaPvwv7UvOC1iB9cKvPanPoB0JPzXl1B9wIHrgUEAB64lyoXV+dMvd2IJFDeF75zzqAofIDePTEGZCzfPrRJnr+dUlSi1154ps7SRtP7GH23l3q7rlRnfu910lYQxWswYoAQ2qEOuNgIyN2GAUdmz47EsWtlWX0fP4v/aMTWVKYV+sts2b7b/YnGSFJNWCEwtscNUvBrWS8Ti1odzBQihtLnYwghqVrIUz9+cC47r5PNv85tT7bbVOre0kjhmJ9vxG5LuJxLxGlSsrSXf2vYpKd5mDqPN0dZutv3ZOOap+OWdiXFcMyzsYBvDOHtSx/mxbcvNWAmimPBUYUonpNgyGjmf5oKyJu9UY8cBNDILQCxe27/F4Crh40qhNdwGfqDhOrTQDc30qIy2rmX86xJgSCWAqQIzA8fU9wEnAAXQjoADAw8VhgU8cO3wxh+72yweYuklyiRJH/vSrOAgR9Cu+P99EkZSNU/KU0TV5JnSq7Y3VDKhgoBpiiygqS+xeO92W7KNpsRMSjoqk2eQVi12bOP19cO2rI+vkZs5n9rU87y6zbgLCRwxuaJXIhtRsQzZuO+osEWVMI4r2q+GUpv96cvp76gIpjAvRlbt/Y5sBkt1O7+dImgKXBwfmj0akz6iChfHZ4kpMe4uFnw2da/vK8yuytkxetkXtaE9QUV/5lwaCY5ziXbdVm6xfttElXMxov3DBvx3RHuv+ucg5+rdaryANLUYSUnoqBqrKsSM0ErIyDLoGC8XknZxMX4XaAkdBLd08+XqreR8uPY5tAc7e8PDPJoVjKrfD/beTq9r0iLxmfHav/sBDAw8TBgK4MC1w3oJgCTLjycG7qsFnAC+skCfqK2g1f4jjSNKfczZukwAMYhbcsTWXhOrtb3WW7jS8eC4zk4MKksW8rqKsiLLbuwr3367OZtaBQBXx9kVt22Shce4oZGsVaUMy9iNilBK8LZvOVcc1+wEaylJkiY2hOm4Tp/T7jSC0hcMQSCDbV0ndj6fhKXIGLbdPbbY2tNmez9T3KD839un2w4bBXoeqFfOjOBvleASSB8gc2nL2+9ICtu2eiXTlDo5r3A11YiSzSUForklt0buzOY/KfsS9rclhTERKF7ntk2/fmvb9rJkb/226nUDAIer2ZNBiCR73rPalawCaCQv2NGUAa4MKxDdSByDi1ZyJwCVUK4msX7DNm173lPYsoXNESjU28Ml1AQ9JCeYtMgDIyfg9e+/CyrA73//sIMHHnwMAjhwbfC6D9wFVYB3Yv/6l7l98TPky9/6/aoSKOqfWlYXi8RRre2GFhUnUaVabbW+xAe6m2eMA+ROZSK30U56qYab7nb77Ubf28ueLKL7mrbWJXQ/tn+I7bmSWZR9K7KtGhmtWbM9S0296sStZEkskFx13jJxF/NHxEBNbh/auLYmn22DuCVDRLtzm+hhKOGcxeVKJD2qQjXSnU7I3ZYsRYs8Lhvnwed9M67T/xtZ3r4v22TP6DbyF4m+zz+aApiIMaml/UzHYHaw7VNCBswmtuvqtFNJHKOc46okN/Z3VttJH0SKxtlaElPRTjoeQ0mMWnInuTKT9s+uYKJAEkNHEILGBFKL3Q1zwKqapiwPEiAGzdrJh6FBpDoNUxUyaIdaIeEiFmNY5ETxRcV6A0hPDz944OHAsIAHrg140o4fjFbzjwFcFn3qB258yX2/YXhPX1d5dDuu1Mj/0dqLv2PJlthPlbm1abOiwaae+D5Cd5Ba+o/ptt+s7KNvBxf30zp3aHC+WsNAEEA2Kp2TWq35FwtUT6mKzRji/+J6ZkvGOoIxhjGuw2E9m6s19OaN5K3WhLUkrKH4dUtYySg1+bq9knf+2KIF/EzlZvoYRpvbU0IWX9/G0UVr1+MHN0rsVqGLiRf9dsW6LUElI/TnL4V9mMpp79t5sbnLqT2sxAeGOObiyUBhXlIsTxOzibfH39oLMhPAhDy1togp1Hu0Htb2nv1U7e4haus2/EK22XX/UII47YsnfOS9Zb1XL1CdUvXELQCSSGKbsYdCiwsGWhF4oCmFNmcz+//eS3hg4AHHKAQ98KzwsBUQfeOPPoG6ly/oOjM4Q9o7EVAnAFljeYjlS9/UgwrQXKWvKMnfabJs1PNWmakLgJILL9FyOq52c9d4p9pisqL9ZHUG2022rW8E79Tii1084IqjZ49u1J/YK/aZQKTZm2H9uMqWTJ5LSIhK45Z8bZM6YmmZbVZwStUzgnNQQj8fYr3AaB038grvBHLQDGygdWNpCh98bNtYzBi7F8lvVGMjiY/JPEa67CHAzkmrm4huX7HdWyyzk/U4Y6Hrz3XOt8qxjXmLc8Wpt7GM8WFk2yvY6vB5C8WzKmQcI3VzWAt5Aki0f7mSl5zh0NXEO5hY7c5w3mDj2ZQJclvYBx62ZVazfUcYQSQGLaIg0kL4/3/P955O3gOGh+17fOC5xVAAB64F1huMsmOUS5asvlnUwDpz6/RhwedT9fp+EnAmxK+LFwIw79aTmKKTOLLayIPf8EuSn6CSQO07U0H6jGCNpwqEwbZnN9ecq3fV2NZqM8T4wd20+nuW7NFbfG0da/O2PUY/nqAuRZi1O6WKi3nFjd2CKVVMuWDKBXMu2E0FU24t5OQ9STCR2oJatzBXWTdVzFPRhJU2pim39maz/m0Er1fWGtmIMX7bse+nFaW2Psg231Y/0cqcbIsvx3PWrPl2LRgpj0THaivGn91uVZuTu9qLViYn9mNOer1EIgYAF7sF+3nFnAu+9NbTotyG5B4ixsVu8WzumxdHf0DYzyss0/tyt3SKoanAdg3tplYv8s6NKx/vfr/4dXm5l23v9wsuLxakXLHfr5h3q/x9seDi8ujjsutJalyW7qEoZYvF7Qk/EZAmic+lLA9qaa5IcwHpQxuvauMXIWrMkHJPDFkmaR9vqwc4VfnsJ7TQkISWOKZj8lqBlwWcGfVGHUkhAw88BgEceMnjT/yf7xfCd7ug3ixC+i4L+EaRzh776pl+dGN1KyjvJfOXiJGsl6h96buVJv+mLKTRe98CntG4tXC9gDRObcQYi9f66MoyXTu2YIWZlVxKK7Gy7QsL9CTFkj22ZMTUrahkxS4Xk/b4bcuyjzXCMnAjSk3IITHCysZMuXS9ea2UjCh1YWpsHiqp8pecHNoYLf6wsmxHWrm1rGEATgwTQUugcIgFlN7Cx1DXw85zzMw9tfnPk7429lak+dx8RRhpFfLUF+Dett9j3hS9DokoKVwfS4jVi2ppDbGaazm9HTD6jOto+5vFX4KlfO84ezs/52zEXc3EmFRj27Bal6Ygm10c1UJK7PGqsYyQj5Vb5jHQE8Q8VZeeUywJow96NHGTpok7K5qtKDzQlL9KobewbZhb/OBUUfejS8jAg42RBDLwksZrf+oDoFkq99MxtRidQxKrF2iFoCvA9zNoL2pfXRJiSzgjbqxK4LJkv0kVpBZsrzes1N1I+ISURZKQNEbKuyaY9cfhhm9W18a2K11tQfbsUrTVATQiw9wXOy6+7GmmKHAanwcE+xvNUjVr2N6P5DbatFtyVIIqZqSwMgDf1+l5dZKIXvUqNXnXD7GNgyWtpK8quWhzJPZyZSMocT76eYyxh9wRr9NC2DHhp2U+t/3FbXQW58ZCtaQLOyct4zvMh2dqtzHcO+z83H2mZGQ9P1fL5NsyW50Bz6i2v+147W/p25tOyuY0QmiPPYLjMvnDic1PKe3Y7IFFrmFCKVOLZyQGV6AiO5m0I4uXg88BE8BAWbLUDCR5LRaitrksV1k+16uo6kgMLlaGCK2PMABew7VCrMkgkQDq64xWPgYA1gQaXUIGHnAMAjjwksRr/+4HQAWoNzTgfKXW1sm+vLOUX/FAb0IjhRv1gFmyTZtKYPcYBkFvHmdUiW1MFdBiuexvu5GmVFGpWbuiaOgNDFUyXU1RJPaagaUkTFPptmnWpalWZueVmjBZb9Zw85axbsp3AF4ixpUXCnX00GL4zEoFevK3n1cclHBczguu1gk5SY26UhMyTtu2yTaA3bTiuE4tUaE0Qkgk27haJuyyJKUYOZ3ngvvHGQCwmwruHWdJulByudPjlzI28P1ezLK/Ugn7ecXVsc/MjoTNrNtFjy2eUzvnMUN71rI5ca631rScy6bkyXa4W972He18+b+pkKbW7ecVS0lYS8btiwPuH2dkADcuDrjn3UWq1wPcz2vr/qLj2k0r5lzx9GGHO5dXWErGYZlwY7egMuH+ccbN/VHmOwF3Lq/wmas9ak24dXGFz17t1SZesJTWueW4TNjNKyoTDocJu10RFZsZ0yzX8lqzWNJaQ9BVz5pUDdRsfH/wIFf32I6tCCEkVZPzXj5v5ZhAu2YLu0Ws8YWUKqoWqOaS5PtBvzNQqFnAhVpcoL12JGBXwTXhK376JwEC/p/H/jcMDDxoGARw4CWHRx+/C5oBtvu3KQJm2VSS2J7M4CWUbKgEmovcBFSx4WBTibJgUlBQnkhuGFHxIRKiRqm2Th7Bpovxe7a8WLTJb+T2fg32Wa3k9nGtLQHEEMuPuD2bGilgjffaJqpg87fFe227eaRUXZmrYRtAUwKjTXgMte6iDRlt5YRWIy92gF1KhmWxyvbRZW2KYqUdQ6LdqesxEw7L5OdoLZLAEbOETfWTsbavw4OqV3IOajgHTWUz8ifnpbfkuwQZJafRtrduJU1R7ElmPJ/RWt4m3jAkKWYNr8e5t/N+XKfw+uTbzHp8xFa+RwiNbafWhIMeu5FGO3/W/u/pw863d7VMvq6RcLtWzAp2BTBkM29rZuZsnx8rCRPKIVlBb30Qkg2QX7yNFDPAtRXdTvFBKzVVXcM3jPzFDwRlBkjKzRAJQUSCLw89v0imHkKJIOR7J8OvzYGBBw2DAA685EArRJObGOmYUHcauL2oRZUALEnUFSZ5PTEwMfiYWjyQPt3XEuy33JQxtxJdmSBUTh2xsptUsqQS9PF7vl21yux/AF2PXC90G9YRIpk95m9boDd2kgCUMKXqSpkdh6klMaEj2r2xjVxVO9CsQtu61f0jtBZwWzJzXHPXwk12pKql3tQjOWu2bmhpFixfjw9k0hs0B0LR9hvHEi1eU74kCYI7MmhzERM3LBkkJnVs+xrHzNo4n/KezTq8ZmIMDbCaixJbaccp68Ttdi3SNqQznpNGcsmLdlcmrDUu05TE+8f5JCM7Ht0aCPxBif22DmAk0SXOG/pzCsDPlfUn9v0suT3kaMKUzwVx95m0Vm5ESsqCRe8EMV7XtcW/cuxKE8P1GGDIea6L2sTK6aAPgV4vEG3CeUlojajlhxNL95CBgQcQIwlk4CWFN/3wE1hvMtaXFfAkX8CYtOXbrgIXFciMfGuROn+ZQRcFmFhKvGi9MNbaY2D5Yre2U1ysHllTWxIx9vsVearIU8E8S908ChmokSxYTJKVZpHXmgoY48KsfZbh8mLxTNRpssxfYApK4JyL/232qVmmMVMWkHuXtQxLJEkeFP4GWmu5qBpWJYWeEELsMWb7uWWFSjYpe9auHdvFtHqiiPXLtdqCBjuG3VScOErCiOzzUvvUJgJednnf4wwvdf+7qXiWK6klKsde3frdzytWVbNifbyL3eLnxeL3vOacToL1ZAb6Ys+Gtm6vcHnJH25FiWtNmvDBHamKST0xVtD2RZvfLcGGcWN/xJRF8b2xP7pVeqHzkIhxY7e4GjvpNWH2sZ1T2/atiwNuXRz8WrLX9/Pi18Ajl1d+DT1y474Wnq64sV9gWdR2Hi52C25cHBDrCAIScmH2eZ6K1O0jTQLRByHLHpbli38e/XVdRs5NxezbkExhJMZ0sYj1S4zsmf/A7nLxUk/ZagkmYHf76MQ07Ys8KE4V6cYKax1HF9oyMjPo1ioVBzLjtT81MoIHHjwMAjjwksJHf/CdqBcVmCWzly+q9PfNDNpV+cKfJL6H1wRM0oINVRQ8I3kAWnC3+6JygyBiL0xrN6FlyV3pFkDat2UlaI0gtPf78iCyvWXJXSxXLEBtNqZliJq6slWB1mpkpqkwQLPhCE2JiYQrkkXoMnmjygGnGaxR6crEWNbs+1o80L+1JQOAoxZurizt5ywxwjNEwy66hJVAmO+rBVsq4Q/vX/rf99R6XErqLGizg49rFsLH5AkR0WZOJCpRolZ30WzJlFsNwF51RUfwLSPVihnb+e5r9UFt6aYAx3Npr9eaNIO49dglJWdGIO0Y27XF3VzZHBMQ2r8x7i+Tq9kxocMSaex8E6St4GGZhOhvlGV7OLh3nP3hwJJQSk24WiZVpZNa06IIH5bZr9uoAhKdz5SPdrm8wG5ZAy3ZI+dGpOXvvqtLm+d2nVn8oGftJ24Fpomx6mfTEk78nFYS25fg9UIBgA/ZC87zaA4y8ABiWMADLz0wWq/OSuCD+LZ8X7J2oUkdZIVcSdpA2fKwwG+g+aQgt4mcnFC7WUSlrhE4XWxDmORGqAH/duM1C9btrnaD4kpgyFiLEgagL/kR+8yaamTZwEkPxaiexWKZUhNjz2q4mUYSETs/rGrxdrGBZC3DkpMTZlHksOlfbBm+23mxeLWiqp6hsgb+2xh1bNmIGLdzYvuw+DZZ3khN6uITz5FaKwMT37PtWeZtnIs49tMWfLE1Wz8+O3/nlENPzKh9IokppW1eqLO3Kai29v6Johqt/RAKYP/bPCyxDI6Su8LSm1rErqYGN5U74RjOaywrE5dpimqL/3N1k1rSkq1XimQfS81N+dwKGZNr1eaEgPb5CefL17exWKJNyWIlU/ssecypkry6aIY9E+oxa+wfUFcj0QgPjNB4Cp2ZgmYJE+PRx+8iHYH//APvwsDAg4ChAA68ZPAn/s/347X/xwfki3hXgQqkW4vYMpWw/5IrQC3evC9e8Pny9gFpYqSp4vL2lVhNubbCsJP8TQRM+xV5Lp1awgg3MLQbWi3Ja+9ty7YALQYtqj5md9n/AFx1il0hALEvbfuxGK9ZvTF5wGA24BRITLRsd1NxcmeEzBDJFQAv3kxq80Ui6YQki31rhE6swr7Dh8EKEm8R69ZFm3KnVrdt27KDzxPLZrfaD3QerGPGxW7psoLLGVUqqrxxO5YFbDGDZhnb3/Z/e709LNh1Y9b+eXLZOnp0JFIVthbf2NroXYQC3rf2Bz0PjDsXB1//9sXBidxes3JTqrh9cXCLd9IQgYt5laLQup69f6l2OQD/OxHj5sXRlUuz1HOuUuSaGPO8+uv7/YKLi8Xn2ez1E2tYM4KnuejnQotmQz6H1ubNEqRMsXM7OFfsLjR0IBdR/RjY7VdXHC8uFu28o3axXXsXq9YEBPJOM34TY3/zKKruVLG7fQwPjWh32AzUDNSWFzMw8KJjtIIbeFZ4kFoIvf7xu6gXjLqvoELgvdi+/NkJuBDyxvcmpJsSh8SLlH2grMHcSboLWH0/AKIYahxgsiKyDG0lRagrgXKLSUrUagRyTW4Nt3IurHXP4Kqfuct+r0jWMq5lMbYbGZ0oRjGL2NBbkY2wRcIa1TtTyiq35IKYPGC/Y505U7YmTZ6QZeD7jOTTSEcch21z26XD3l9K8u1uj8+Wi4jKYlQORcGkbrk4J2ttOcdxjGa7rrUV1+7i61IrvxPrL8b9RAvXx9KRyT4uMJ4ze4CIr1uMXWfjo6mm4bJ1VXCnhNILYwd1bksibQ4Kk/cQjgqmqae2vXjuLEkojs3b7YV56mIpzxwzIAqe9QqO4Q1lzZ5pzyETvoutDCpfUvInJWNqU9pte6qkM4uyb2WfuJLEFEJqCrqqvyTNCN48UKW2HmVuscP2U9RhWBJoIdBKSCvw+3/rwVABH6Tv8YEXHsMCHnhJgOc+247vTSAm4H4GZyF59ZibLbwmcAGsuGtlCBkE4O2gsPmCJ/bEEHnRbmoJnBgZIYGjiupg/69LPilATMR+owIkVimWb4nFgOW1ntCV0itugMWmtfizuB0nP9nKkrBYeWwkjjbban1qm13XE89ST5VBO86cKlY9Jzn1XSTmYGdGYhrt30h4ErETGa6n9nFO7BnCXWFqinMGlNqTtS3xi8efiLFUIw5C2kTFS36ORUlqsX5RJbTCyI00b0kiziLGFcai38X6EOtyUzq1ojvC6VYvda/F+bFC0E7g0KzeRH1Cio3b5846lth7aPGgqxG6mrCb104ljyQ0XuOtQDSdJYccupZIyZbaCN4GNcQ5xgcueyCz2Nxakl8jiVgqHBlZTNAPOFpplzjXVjLGx2eJY2Ire89g/x/SJu4ZzvvAwAuNYQEPPPTgicGZsX/VPXmhAnRDLB++LJ6ZN98IWX8XBWkuYg9drNr/U76w7YY77eV1yuzFoAH4l7lYUqL8mWoAAEltylIS1jV5fGDMGgWd9ur14+lIYhtPSmKNxZZuVvBZ1mvKkt04rQtDI2myjmUBA/DC0AA8ds+ITFNrNCsyZBubfVeDPSmFpourRZNb4L3yNG/KzkQiZv+7ChXm6I5mofZEDVpgWLYf29UZ6dyF47Ws4qzWtdUGjGTH7FCbV+n926tz7XydnEI/lm2ZmKgkxnUj2d6+nje2c5wvoCWFbK+nGBZwa3/0+b7QIs5rTX6+ORxzVvWwqAK4VwJHxNKHmRi39kcn6jf3Rx/bl9562sfwx263v7P9ThW3Lw8+xzcuZN3dbsV+r5/ZmlDWLOp7agXP81T8c8YArBbnPGubvFxxcXlUcsfeWxjEbg2nJMuDCbvd6q/vdmGubl4puQQubxxV6WfcuC3jpsSY9qtYxImRbduZMV9IRnDa6fVmbI8BTox6q7T6pAMDLzKGBTzwrPAgWQev/bsfkL6blwV0bwLPkgWMqyydPTIDKyFdrm4BI7V4urQrzVLToHAv6opgDxW1fdFsPqDdjFIuolLojTNpXJhZuS0rsTpZy7m6NRit3kiYJA6qVzni/mP5kq0aF5cDegs32p9mifYlSPr92fpONvS9GM8XExMMZgXbvuqGQG0t4qUkj+eLapW9HhFtX/vb1gP6DOJtnb+tJb0dt1nAq2atyhh7BdHOr/1ExS6qcXEO47p9VnivEPYlX3SuNGbx3IODxUPacdl8RHs+KoB23PFcGraZ3p7lbQ8Cwfq37dbNNenbOnPt2vzHOotELFnwpvBS+4xa6ESeqtQJDO8b0e7sfW3zRp5JTf6/bYuS1ArkMMZqKiupda3bK+YO2ETpcSetKODXkqmAgNi/agGjkljAhUAFyAdCWggffc87T87jC4kH6Xt84IXHsIAHHmq8/ifvgi9UufvM1CwZzfwFABwTkBn1oGaVWWK74laelXdBUuJHANnfdmNJ8E4AXAEkJRGeSZj8y78ROdmldZQ4d8M34ifrmR3Z4vmi4hVvpq2cSA3Eg31/ss22LWBjBwfLdptcEG+IMa7QbD9bf9rc3GMpmUjWupjDaAGqwmVjqGoBd3Zy+H1i/VIgK0ocImmM28528wfcmo5WadJewWaZTppJLfGbW7IWz0GzbJ+J/NkcREIau3zIQ0CI00x9Uo2NxwlbR0KDpBSWN5KWqR2z123UsU1h+Ri7GUmavEkbot+UYusmArVoY+ygwZcl9t7TyT5v3MdL2gMVmCQZy1TptC171LYt13kYU2aUomp4N+fsD2ng8NBk1xckFAMAuG7DK8Tur0vSCgL6UBgfYAhC9uYKNoNNv0+gHYE4M2gl1NxfywMDLzSGGD3wUKNcVpDdsF95319PtzQzMbPYwbGX58aimTUrMSoBAJqFBLGfpEyFxg8lvUlDb0AMJ3/SlUAt0Kl0sU7bosCmXpi1a1mTsV4c0ApHW01BZuoKPp8rM0LEuH158H20mnZSDFjGlcTi2xDMekYNZA1pMpJgRM4yT42k3VJLsLL0/y2174iRiLEP2bw27rjMHGzkmHDQWbnh74tpbYRaLWCbA1PDvKcw9wTLxnE5r07+TNWyY4+IWbxG/LbzFGPbnEBAixKH8xbfz4FcZz/vLZbNSK2ts014sW3Ycd7eH3ybF9PqdvflbnHb+DJkgF+EbN4pa3HuYGHHgty3tcg0M+Hll/f882N2MPRvG9flbnGl7/bFAczSe/hyt7jNbWEJKdVQxLldt26nB0sXkN7Pdk7medWwB8I8S5wfiLG/WGAdeXZ7sbStriNXwv5i8TCPGyHM4EseaTb25c2Dt4u7vGn2MjSBjJDngpt3ruS1SesYVoAuizgSgPcaRwLKrdPYxYGBFxLDAh54VngQrINHH7+LsmfwjqXjB0GygKcqX7RLaqSvQn4Dog7ui1i7lZDsyznalmg2XErs9jDlTfFdfR1ohWQBJXahBIzZUFZHzhDVv6i8xBgwoAWv2/a26qAhbitmh8b3tspSVE6iErlNXOiOLdiscX2glW0x4mWvxa4hkTBGNLLG3tnjmY4NQEeKImzbJbTDM1XSSF5siRe3ES3bmAkc4/9aIe5mX8Zxmm1vgrQdabRc7e+YnbudZ4R184a0xnMWCe12zuK2t/MRFa6z5wPojqGyxljGeoNevDt8Juy6JT5Rb3tVDd12rGZfCmES2+srZhHH4trx/Jyz0/0hqfbqZgnlmmpNSLkliPh1XCwxhH0b8cSKshgygBny26a0iAUsk0NIC5AWefPFzAh+EL7HB148DAVw4KHFerOCd6LoUQ1fsAkt9iax/A1T5lheP2TJBK5S0sXULcvis4bzfgOyFnDx5gXosvBAcVsvksmUmrI3TUWVmBbfdO7mD/QJFzaW7d92IzNyFX9sq8x0QnIasdTWb2lrQyMokW09U9dy6hMPYiKCLUPE3nbtmWr8Gcr2plzNsiUn3Nttx+OIRZJjYkmsDWjlbnKS5I9MrKVshNDMem7sfV9PlTNTaNtxt9I9zQpu81ZVGbVj8HPkY5O/s5bUie33AHgbNjuWVUmzn/Nw7ox0W71DWyeqqPIaumXjcVqbvbjenAsmbftmc1+ZMOfW2q9LIlLSa8dyUqwavT0e1T0jlSl8PrJnWDcVO+c2331NxUb+4rmYptLFrjpMVdUEEvtuOFd7MGkimI9By0hJPUL58khz9WSyfFmQLldg0k5EuwqeWX52FZyBOgF1Zrzph594xs/FwMDziUEABx5a0ELYv/KePlUDu1fp34mRb67ypL0v8gUMSO9PU+mspleFZ+4xt4KxtSbs9mKJlZKws+w+Te4wO+/i8oiUpfevWMlaVFZvTrudWa2tHIjdxGMihu0TiIpGizszC9h66xqMHFmx3qjyMRNuhEzdqMwYmcrUrNxIqozgbcuAGEmQvxtB9Xiz1PcTjjYtIHaxdZmIymU8Hvnd1MBdsEzj32b7mh29LS7d287w95zopOrHUGvCjblZoDnUOIyEG+hr88X4ykgwYnyfjSV2WQHkUr3UXsWFW2eNuM42dnJrAUcr2MhujKe083Brd+wyo22dSMrn3Eh0S9rpz63t/+au2bt7PQ9WZNqIolnEDCGzRtTM6p1Sxc390R8ypiz1+iK5tc9OjE8ExPaVeQBuXh79vZuXrcj1xW7xfV5qL+JaCTvNNp7n4p9P798NYL9bYdVfblwc/O+Ly6OfI/use89h/W6Y9yusX7Q5AvN+9QdCuin7pgrUHYMqoe7OPwAODDzfGBbwwLPCi20dvPHH7uL4iJA4qgSezTOF2MGAPN5YEWeNAaTM4Kss3+i7KjbNVOXpPVhnSYvHevFehhd7tVIUMUMxWlVcSS0s6lQjQ7THTNmJdpRZiNEGjsTCWoXJ/709Fu3AvlftqTXmZAI9MTyXCRwLVBsZcfWPWqbpNgsXaEQmErJI/mLfX7N+bTt9T9qm9MVED9tfLEUT58ZUv3MZyGWjHhlpsQzaw5rP1MKDnwuz9mN7vmgB27ZN2YvZtP0cUGez2nmyWn9NGW3t7LbWdpzPmEgT56qVtiE//q39H8cSrfbgeJ7N/I6w5YFmIfcPJ/3nB0BntQMt/q9dy41wb63tbXLV9uEiJvHE/r4IxNwKRtv3QCmSSWzL+bY3x2WET5JCNtdKJQk/CdYwrYR0lIxgVCAVIN8n/N6PvBMvNF7s7/GBFxcjC3jgocRyhyXObyVwljqAZgVDu3WAGDQJSWRK2seT+nhANGs4UbNupShzI1XV4v/UgpL12k1fSIDezHwbZrtxV3R3UsUHwFlS1LbHJwSvv+n1VqipJm05wm5aJd4uzJ3f8Df7PVFZcsFSsquJW2IXY8287y4D8yZu0IhH1np70d61/TZbkjVbshVynnLBqqqhzZ29b2R0ShVLTVhqwm5asZTsJMXWzami6utGXC7mVVXJdHI8gNZFDHO8JX+iVkUiHhJM/ES1Dhs2H555HM9nOB/Rho09lo1IRfINNNKXU9Xi3m1+jDRaCRgrqC2KXyPLu6ngsEyYcnHSO2sS01qSW73HNWPK1Xv97qbif9v+TGGN5+G4Tpiz1Bes1k0EQrSMeCul2mTQVzDHHtgpXOf2AHaazWzjkdda15ZSe1Jny+UsPbonLRJt6GJvq5FFKSFj7fvWZZLXqMX91pWEUE7SP9hjApPYv15I+oqA/dBhBl54DAt44KHCm//2E3jdP/5xya47EtKXHqTswkqYX3aQmzUBdKnZjYklyYPh7d+QIOpfYlEFp+qJHJcXi9u3ndUXPikeq5TYb5Cm+DADu11xCzcluSEWJuyn4jf5/VQkTpxbz1hDvJFZGZaoGtqYdtPa1SR0ooZmAZcQN7btegGgi8my/7fjkL/7/4uSAqApeHWzTA37/1zxf5F4RcJbNzfoSIAsbs7mJFrEO80gtvi7qBD6vG7m51xGrS3X7d/OQ1DA4vlqr+Ek0SWqYmaTpnAMKiJpOZrz5VjsfDW1Dp1KGlXRnVrdzIS99oduxLOvkbhVzLYPGhEcXq+slroqs1NuGdhJ+U4ss2OFpm07OWzbMuajAh4fstp5gWf4xvZyzGL7dvOj18DlfvEHKyFvGdNc5KFQs4C3pNLGJDul1tc7MS72i3x+g5pIGg8qDkDxeECvOACII6HPmfWygif5PlpvDgI48MJjWMADzwovpnXw6PvuolxIQDUS4PIWyQ+bupcYmLV/6EqyrH3J29N3JSGGlrVJpzc8QK09bTsVM2NT6ovOpiRFY6e5+I3bLOBI4rZWpL2/rrm72cl7UW06XxcwEpE45hYQf3pDN7vRcM4mPkcMbP9RpYrHIHFmZlmS269GBD6XXUzU18qL2BZqttf8eDck2crTxH1EK/Tc8cbtViYclqlTSu2Gn3N1ci7baHZwzEylM2MGhPiUzdz6HIRjPWfPxnmIlv1WFfTtUbPSt0Q3EskTshmIcMRWvYz2tCEecfdQYb+3Dy3UikLH0Acroh7HHIs6x/3Hed8eoxFEs3wt1pAhr6UkHYJiuZkaizqHMW//d+IPdK0imakVhjbngdX6LeJWcGKko1jCv//9L3w28LCArzeGBTzw0GG9ycLjCOCpghbpxYuJxWYxAmg3AxJ/LO2svANp5p7YQCkXr8VnN5HYlcNi+da1ZStaM3m7OU0elB5KRbDdlDY3CmrZoK5UQcmQ2l2e4ViEdGatYU1uMZ122zC46pX696ZUJd4QcGIUyRzshmjbhMydEyaILbyW7K+fU8QA6bkbEy8oVUxZLEazG7fWpGeQ5uK9gpdN5wp7ndGIxaQ15O4vc/d3ThW7XHBUGzIT+/YmwK3kGCtnql0rHi02ZrR4G0GJqp/MmF0f0abcxmt60ofu286LYUt04/UTO3E4qbP4wipWqpFuaY8n+5nn4gTN5jwqo3IOqqu10nmlt9Ft+VLZbfZSCTd3C65WuZXs5xVXx7mz/KU1IOOwTK2+oR5n1b/nXFAoYWFSK5ZQ9dkiFiH3Dh3U2hROU8Uau3HAPkvycCbt3yqOxyxtG8Eep2uk0/o5x/qORFLPz+o62mt2vuVale8JixW274SWCU5IcwFPBD5k0G4F358kzGEuwFHCM3jciQdeBAwLeOChA++rhO8QMN1e/Imb9tLzF1OVEgxoN+tYPNaID+n7F2r7AtI/1azXWWOhoiUVSZ0Rw6yxgWYXbWv7rWtSwnja07WzTGvy7Tr5U5LarK62DAFdV42topVS7frBmuJkRM7mwG7sXXwftZIrES1TuScfEaZCmdJ3TkmKf0d1zsa4BpUpJhkUXcaWtdFFJTOSKdte0fhAjusGohfHbuOr3IiyvXdOzYvrxTny64x6+zhugVlqDcZzGku9xO3GLiyl9g8Vtr9YO9Gyho3g+XKb8cZzENVTs4xPVVRZx7KJt0kgtmy7rppNXVVt254/24/BPkNWficqeTIX7JasfSZrJe8b3H+uCMuSXfWbQxFpI5fT1OJn55Bpn3MjmvNcpHWcEjwL30hJPkfzXKQMVGLs9mopE4NLAq/J3QfMWqe0EIjJC9m/7u4HMDDwQmIQwIGHDvmzCVQAMFD+x95jAPHULF+mh4z62VkWLs3GOT69QzmqDVlVRSLg3r29E6yr4yw3l1RxWCa3jo7HSeyjSjges2/DnvyZgXXNJzeqdW0lT0pJn5MI2G8nHMlqkJ1mEgPoiMzWniJiLwuztROBRowS9Rm9FNaPiIrbthbfVnmJxxR/rLOExZ9F4heJmCl80SLdZvjG+L2lJleg1lBmxrZrP7a8kRs7fkN8fYtzcX7xeOP/kfBtCdr29e0yW3q5PQ+RFD7TWCSLmnG1TlhKPiHxkXD2vZLp7DzH+ZHzJgkda8moDBzWyefu6cPuhFivRc6JjeK4TuFBR8cSjk0+Y6IUW1cPoCVHyWetHYP1arbPpi0X/46tEI9HSWyqJaGsMj/LkiWUA8DhMPu4DlczrC3d4TB7DOq6yPXGNWFd5Hora/K2c4erXWddm/3Lh9x6BFcCE7eQFQLe9ENPYGDghcIQngceGrzuA3fBE6PeqKCVJIAaAB3hwdTSd5NB+wpeEvKltHCrhywlYBioa/LuH0Ts9s+2WGyzheWmXWC2aYsPsm12Nl2umOeKZZnUDmwZvbH0isFUmrbvVsrFA89J+tFGq9VUvOM6dQTPLVNiz9xciygQMRHBIG2/LIu04Kik1fabEwPl9FnRlT70SpTZk7auvWeWoBFIzxbVbGNfnxh7zV4+lIx9Llg0kzlTK4i804xSgtSiu1qnLt5sG2tp+7Si1Pa3kZVJs1LJiUvu5tLmPVqFTalrc/K5YDFupnDF643Qx/7Z9s9td0u02zHqfjZE1ubKkjBWPfad2uWVpV3clZI5s3gvphWVCceSO9t3zhVLETK4m1ZcKSG6fXHA1TKBWGpQ3l+E7O1z1exhUd+WkiWj25KESJIoDlW2s22HGD8L1rnDLfSp6sOVqHD2ULabVxz1IU6IpSh9tUov491+FXV+FavblmvKYtIWkPr5jSEZiVHW7C0fjfgRsS7DIJAUI0gVrGETNGvC2THJCWeJBxQSSCiXn/v6GRh4LjEUwIGHBpxZlL/MQIamEerfCUg3F7miQwxgXZJ84RZrLA9/zyyh3a7ZxaZKxFpy9nursFGIGwSa9WexbNb9w2OYwvqx+LIRkBa7VzuLy0gdM3WWrxVVbvFJvRK3tQ9jx4YIqwVnGaVbO896554jN1YwOSpbayCLZv3FjhQd4YXcB633b+wvbFbu4pm67EpR1rg5U48O69QntKBZk7ELic33UYmOlbkBmnq4VVRNJfVthzCAk2vCl9HzcGa+hUB+brVxa03LOM7b0FuSHRNzjFDaHAKirBrxvdKHBwA4KgknYifkSzgPW7XQOquYKgjAiSAz4f4y+WfJHiqsxzTp9qKFv24+cza/9jloXUGizQ4nfNt5iddhTOywuODYTlHqBPak2gilqZJELWkkbtdsZwDe/nGaSrN8AZDVI2WLS9YfrUrAM4MnBo878sALiHG5DTw0oArUGSAt5EyVQIekd3ugPj3L32uSYs+VwIcktgsD9ShWUZpa7BAz4er+zoPBLV4v2rvSo/T0hm0WVVQAreyL32w1WYRUffKYJ27lWkptNpfd4Lawm68QvnZD5rAfG0Prgys194odm90o9SfTtgXcqWUZLdz4mi0vlup5IrNFtB1jJumUKmYlf0Y+Vy2dw0xOymy9aP+apWvkwazjc31tm71J3ZjqMyxv61jcYR/DuMmidRK9sYbDcUfCaJZly3xtsYk2LyW8XpVEReLYLPN2LMc1d0k1z3QO4t/Rerd9nztXNp7tesdVrGAbZzVrvmRXnKOtv+rnwOami7u0hyh9eGImLKriLcsUPpvN2o1Zw8vSlGRR7tp2WuwuAF12XXKn7gLwTPxaCYfDhFoSaklu+wJAWVsYyHKc9G9dhqUuYNKHRO8RDGgfYru49DViyQwmoM6MR3/i7sl5Gxh4PjAI4MBDgT/xc+9HnQEk6aVp4H2rpYVZa/vtKrCXJ/B0Y5XXMyNfFMwXK/JUsbtYtZ2TtHKyjh1zSBSJ3S+iCuEFnhNjv1s9AWQ/r9IOSuuvNVXujFqkvyuLlRs7R9j+o/o4a7s5S+wgkkzMSW9wu6l4h4iLeT2J5SNi7OeWEGL9b3Nqr2etaxjbgfnxb2r12fufj/zNpmKib+MWO2Gcizc0UoiwnmWWbm3dWBPQbFQjQbaNOVVcTO04t+RomwSxfX17lK1IcSvNAx23EfstenJ9fhkK8xHjLGMtxS0JP2cXWwyoKa77cE1ezosrsJfa/i7pNWbzPemcR0Xx5u7of1/OrW7erf0R1oPYVGYGcDGvHjt6MUtyFQG4dXHwY/U6hfOK3SSfw50mUyW9Ru1zkYOCbZ9Ns4ZjosY5lfRyf1S7WD5HICn8PGk9wd2u+DZjjUHJSG4PV6xFpPNU/DvClEFpEymWcVT/+jo4Ek/o1QpYQg74QhNTkvQ4Hxh4ITBiAAceeLzhx++CXkZC7gAhgQzJpJsqUJP8nfR2Q4yksT5ckhRkVdsHkN+1WkxRrKNnt6seMVarxXrJ722h3/g73iA8jin8HS25FnfYt/6ym3pKFUlvoKZ2HdepWz7pvk3pi3Xaak04mCpBfX25JdQdjK3RSnh9m9GbiLGWz58hGztslDAvUXUyzSbO5aI2IfR4o6oZbWRDzHCOWamLqVdxvivBSnJbP93C1PU5rkxSNpLYLb847gg5z81ePve+YauwxhqNzCRXYyh9M4WEG7Fc23xvHyoiTFk1ta2b25J9Hu8vc7sO1PY9mnLHfZKIJJXIObekG3u9VFJrPbtlvpZ2Dg+aIFVqwr3Dzs+VkbirZerO95bkmtVrZZKM+IkimDxmMGbbS1ygzNFak9dulPlrn89SJKlEvg8SliW3z8OahNTpPOZNlxDrIoSQ5UuJ+28RdR3qqt1IEoM1KQSZwVyBg5WyAuj4hSnqAwNfLAYBHHjgwRlI9xN4ZtSd1v3LLE/RS9LkD5LMOsjfVTN1pRcnuRVTtFYbeZkJDlZvs49qzV3cUK3ZY4EiIYwZiggkYEuMCOhjgpSwAY3Q9RZjTzosc9LiC+M+kt7ovcZaIFd1kwVqRXDlnwR4J4pYoLknn+f+Ngs7PwMBMXSFh9EnZphyEhNAbIwW7xePp+gc9/F45HXAbVxGXqKlWWGdOTbHQ+wJMGuoe2dza+embs6H/N3b5NH2fSZi9kyIZMfjLc1S9XNWu2XObcP7QDM5+QX6jOpi86vL2YPDuZjGuO0lqL3xQWEt4STbtiCJEdsHmRjzGvfBtg7H+MoWpuHbjnGImwLRYiETmJNbyPaeZApT10ebWazkto/UEXJL9okPcKzJSLbnUtoDWq1JiJ2uBybvDcy1PTSyZgCLbAiJRWaS4tCbuRwYeD4xLOCBBx5M2jZJlTx65KiZAxX51iLKX2LQrgpBuCjIFwUgIM1FWjGpbWM20jwXv4nK3y3j15QBa+0WbV8gtIcCQqJGH1PV2XG6rNl7W3IQX9sSrXZTk9fN6jWr2azP2F/YavrlJHZaUy+5e0+WbSRNts2fM2EkIpIl205O/fHtptUJ5RRIS7Rso1LlcWFhvsxSTwRcaJ3GWEYmxgQCcCszzu8zkVkjhKJg9aVQahiHbUd+b/8PmeOqvNl+zl0T8t55C/jc/ObN9p5JiYzYtqGb/Xwz7uwOPuabu6MvZxm6U7B9L6ZVbXex803NnXPFrA9Rl7vFX791cfB1H7m8kvkBcHN/9LHf0dcti71W6cl8oaEI0fqOJK7N3fne2BFbi7xtRz6/KTF2GrIR425jLK5vSwnj5eVRvxuqt46b54KLi8W/X1KWB82uYLR2GvIHQCZPQsOSgArwVFtM4I7x+sfvjpIwA887hgI48EDj9Y/fxbbdWz1kIXxTRV2SEMBK8mRNYq9Y716PEYKRNHjphthIPvYhlfdCILzVEnTLKCRcuJrQl5HxbFbu6/ABvYphcBtXlS/Te0wJsRtdtNjMnptU9YnEoymH6aRdW7QPK7devGzKEJ0vNLwlHaY6RtIn22jzF+vQRUXKM0sBlFC3z+YqFnAugMc3WocPmYsJFqcGI20ASng9jjkRA0m6lEQkgiuBprI+U4FoQ9aSMdvC2BUA+Dw5s9Izsj34A0fS47VrKJ7DSCzj/Jhia7+352ar+i5ByfzssvPtXa2Tdv1IKDUjJ8YxnDOzg612Y9t3S6ZZtB4gANw/Sv1NAvCZq70cC4CnDzu/Jj57tfdzbPbtYbUM5KZuxx7ZrPMjGbcpKIV6vJuWcUDI+IUR7vY6gHAumhXfWvvJp5BIEzlYa4FS6zACtAQxMIHB+t1iLXjUDvbvHUZdpRoBl6wnUK4XOiTwXKVawUooNyq8lc/AwPOEQQAHHniw1uCyun9Yk8TO6JcwKgkJLKQxNQReAcryVF3VVqlFVKZE7IVkDUbmir6ecgV7m6jWEN6yeu1GYTFHRv62luiWCpyNIQOAoBR6qZewfCSIZr9ut8lM2gpMXk+pek27z2VJ2vpGuir31hwQ+r+GMSdVQ+Q+trUHg5JiidpBwfJEE2JpLadjZNokaATliklbh4VjitmyBhuPqYSn5Kgtx0xYK7ni+UwWqB1vCa9HRfcLUeWqkphtb+Z2PKfbi7GScUxG/swqjvGBhmiPb2NVowUMtGSdmGySNutB52Cp5OebiLGs2ZezVoNxJFnP2zZusz1EtQcjI21EvdoZu31EktYeqiyco5G+2LPbVMCYkLVt72br275SYpRIMEPRd5/LQDprTairlJ2qDLd/K4v6x0XVPiZ5UtCHSiokJLBCvuNsPuY/WhjBwMAfFeMRY+CBBmt4WL1RnE3NjxyAzKDMbu+mXcF0awFpZt/uUv5Oc5W+v2iEoXqtt6YA2s0nZVV2SrPQTIWoVcpByE2iVwoNlRuZ6EpgcF9upG7+jyVQ7HXJDq6uZpn9ZJborYsDJu332rYr47COG12MVRjn5W7R7TbCtVe7L8bttYzg2v0f7ddtfbqtXSelaFJX40+IG3kJEdumrWtlYexv2/dsWZaA25emVrY6hm3ftp5ZoluS5rGc3Oz1jgRtCKFl+UrGa7OaI7HlsHxEI+p9TNw2LGB7rmwcUf0Tu90s4vMlXy7nxa+ri2DFWzY0EeP2/qDbqL7MHJJsdrl4FvZes85t3awlj1JY/ub+6Pu/c3EQiz9X3L44+LzavCVib1VodSABeLa7hWLYfPXzdj5GNVrG2wxtez/+tPPRyOV+F7Llc1v38vLoNu5ut4rtm6uHhHCwj0njjK3eIFvMH5M8qLL+bwRyYoABWuzi/dwPEwMDzwUGARx4YPHo++62uL9DEr+QGMs9sZmYgap1v+qSsd6fXLUraw62jn6ZBgVCenrKz3Kc3H6zQPFpbuSLcKqEyA2jr8lmFqoRkikXL8Vh6Huk9vF43Y1qo4xZPJrtC2h2m29rY3lWbuMylWxbsNfIGRF32ba2XKwJF0nIuVjGNvbTm7MV+rWYvriPqDIeVU1aauvdG63jpbQMzc8e9j62tbRixBLL14/J5tzeNyLV3outzloLvRTi4c7FHiZq/ZRtW9tQgjiGc3UeCdict1Z6J6qlNs5GWhsZt+UjeffCzjZv+nrM4L2nlrrZwZWl64cd57Fk386q9Ratt6/MOXuiChHj3mHnc/KZq70SQ7GAk15jq55D1nGlJN1sWI9xXbMnbVi2PhF3cbgAThI9fI48ro/DnG8z8u2cwON/k9q1x2XSOMG2XyLg/tXs27J6g8xST9DPn27Xz3/i/nz704Hav6Tfbws1MphYCCGAN//tJzAw8HxhWMADDyzSQigXjDoBHhjHJEQwmSdkT9b6kyUGkEGAERG1YwrgKuKWHJqFFO2lnIFKqj6pfcwsmYBy42uxQrXacOTpPpZgcRLAfZalKSJEzca0e4WXTLFDY+kbatuMv7fFnIUY9HF/FjNYauvgEIPpo10Y0b3vBNfaqZ0SQLMmZ42pbIpkdRVwS6ZNgbP9lJCd7MugVwgBeC9aQyxbE8fexkbdfuK6nY292Y/HGaLZojG+0M6PzXPdvHZuLrt4P8ATkuw45XxY/cWm9EWcizs0ouv7QlBxAwkGTuME7bUYq7iNo7Q5TAS3R225WDJmi/gZ8NeAE7VUyJIS9Zo2r/ef2fhZ7T+7/fwYCRRC2bZp4Rvy2W9jiHU+Lcu3FZsOVnRNWGo7d35QdqyERuo4EDxTAv11/VdVQFh1KgKWO8MGHnj+MBTAgQcWhz+2gvcssTE79rtFurE68ZtuLv7FahYwAOS5iKWS2DPz8lS98Os0lxaTlljKO2hNMdbAbosHstgfSzDpbmLU7CNTQhhC4ExRqhtlicPN1m5K9jU/5dJlwlp3hdjtYKs6WuzfOXtT7EF2EmO/rdiuEaGYSGDEaM49iYwxXHG9bbygkYZm7Z7GEu6CfWrdIyJhMpuyMuHW7uiEOFqZ+5ARHPefqKmzRnrj3FtXlG0Ch82PwTKPDczaEcTGzSFTOKzHYf0IU7RkPsN5Cj9bREt/G2to9mlUkaOVanMIiI1uo7mhhaBruMa2SSemMMawBJt73hDg2a4lwEMSAHSFx23cmRi3tRB0u7bldZsfux5szmx9+39L8OTvSPxO53F7Lmy5+FmyLiMxJMQeZIBmB9sY3C2YtId0Yu8ylCbrIW4nEvrQip4IxuecIv+TvV+Buh8EcOD5w1AABx5YTJ/NKHshfnRoxZ7r05Nnz633JmBXkXYFVfv9Jq3eHzOBaapYl+xfzOsimY6SNartoFjUO7YbbbR4Ifuzu7QUMI7qTj92+9cUmG0sWbyxrWE/x7X1Ul1rX74iIrZSI2pFmYkYFIiUq4QgV2wqtzZ321g0Q2UAQdGJpNWWNzvSiCERe/JFXKdCxhSJQ7Qhu2LWBLcebf0nry58v7Fw8SHYwd6uLFidXhA7VSxqEcflKxNSIH+LzQlRF98XzxsFAmiWuM0pgC5Bx0XrcB6ImqLkapQph9yyfHvCw76/WP/RrhU7dlHmkiuUNse+no7ls8ddO6+wxI7kyrVln0t2cKvReG+Z/ZwclsnPw7K2ZZaS/VgO1jrN5lpft+zguK9VCVckddHCjckbW1IYiV9T+HqyVhG3TR2Ji7CuIt6Gbs1+fUphaSWYNpaasBxl7mqo4cel7UNsXmrqoDkZhmRnIoDldY8JHBh4HjAUwIEHFpxYeFmGtE1C+M36N8mTN3hDZnQbBFUHVAmEqgwc3rcMXLsZn8scBXrLibrX6ezfnw8WFxeVPCNUOdTim3NxtSfG48V9mrJVN9sr3qO27bfUME+dLdlKezC3vrJxvPZTVEWLCpws089LzNC1OnuGbRzedm5irCRtjtfe39qTQCOp1mGlqYEtHjLGX8YYv+0+rI+ywUrwcJiLGF/opXjCsZwjc9HSjLb4NgbT2vFZrGY8vjjncS4NWbcdCWlcP5JX664CwGNPY7awXXPxwcJ+Jkva0H1OuXZzK8sUPZ7qcxi3M6W6afVWvf5mLPVirdy2dvo21s/i+WJsn7dt49CPF5YYUkMd0H57vh/t6ZsSa2xfuCbV9/f5yYw8VU0EAWiqjfzN3L7HEjy0w04Uh8QTnhmv/akPYGDg+cAggAMPLOolgwqQVrRemSsh35b+pWBgvilZh1wJuwt5nZmQgy3VCGLbNkFigEzZM9s1ZwmIL2t2a9aWIZL92Ga4tk4CbhdXkgB2tDiwyrRpRdYX6QU2ZEx/7GbpN9vNckAjZfH/uE15rf8faAWg4/ZiTUCDHUNEHzsGn/OtemMJFPae2c5bGzmubySxaLJAZcLlvIREh0bW5pBNakSD0M+BJbZE8jXlVgR8ys8Uy9gfz7bUTDdH4RxwUAifCefOoW9Lt7G10Q3xmA0x+cXmKJFk7VpdSSOmlcmzqoHedrZY1DjPU7DFY1u6SQtBAy0buW1D+wzvFn/tYl79OC92i5PLi9ifOpBCoIVVNOLWSsXYXMvyPRGM78k22mfzmbqAWJiFbcfs6BY7KKEiPlYNuaBUkZTktfji9hDJlcBr8o5EADQLOCzP1GKZIaSPJ5bORzcKkIDXfeAuBgaeawwLeOCBw5/8gSewXjLyLkldLAbSZyfUvURLl8/MYo9kxvL0TopCE3C8P3sMYFn79mKUlUBpyyav37W5+fp6xM0SVgeHz2RJWJcAcqJzmpQhr53Gifk9I5KBUJw2WqkxhtAIhClRfow2ZvRq6HYZiWVrqpEpY6Y2deuH9WJduHMxVUZWKrd59cD6VFv2pylzQbWN+ywVnZp1f5lP5gSQLGgjXwnolLSo8Fo2b5xjIyBmE/sxBtUnErPt8dp8nHufNq+5/RmWP0cS/Zogdjt6i7548en5sjlGqj5vluEbrfN4fJHA2jJWZPsYLOCDvmbXjPVTPq45nLuWJW09f+PfzISr4+x28NUiLQ6XkjsC145JZuVzxfcZtoki2yLRp0osdetIuEWvclpcIAd7ulby7wmJGQ7Xug65lOSKoRFHBmC1/yScxL5jACr2HgAS9wMVSPcyaEWrgTow8BxiEMCBBw7rTVXsEkCFUHcsfMKewKNsYWUWghUMBOJhHT60xh8ApFS0TIwpDRr/lIvEEEEInTWgB5OTv9joXf7uWz+ZdSTblT+itWUxYqw3gK2q1JWnoPOlPizj0hQfs+wSzicenCNZ2+1ayQux+iBZuDV1PWS3SQGAqBcVfFL6pTsHYcxrSc+YzRpv/jHuLf6/VTWt2LWN3bKdjToYjNitpVdMT61niZc8N5ZGLHoyIcW3A1m03/ogYMqWEXbbzrohq/Ga2CpZhkgA7Xe07RHXe4ZjyNQ6rWSS4tY2ZqljaRnc7RoxO92IbDZlLMxyCvuKx5mVWJkyKH2Xk6u2B60lSICHFUT7tS9vdL4QdApKc3tI2qqE8lm0WD6gzx629XIg10QVKTUV0M9NKkIqZSuqBrL2QNYx5dCdhPQp0grW24St0KcUJX1M/j+sMDTTIIADzwuGBTzwwIEJqDNQHlnlSxEA39Fs30rS/xfyRbu/efQv8Hm3+pfvbr+KjZqrFG1Fq/MXb07dzdYUNx1ERw7CffiUtFF3E2lWkikGjZDYjdUtT7WoTGmwbZj1FklgjLsy9SzGp8UYva3FbO/bdhg4UaFirF4cp1myDHRWdsya3dqajcA15e7m7ujLzUq2t7F0W3K4KFEwS9h+n1M145x7rb6TWYC/X5Xsxv62Nt5dLt02manbr2V2VyYnLTaHNSwT59bei7b0lqBvz0X8/1x9QyNYseezrWsFw4FWAsauLVt3SqfZ4/H/tLne+mOBz1uz12t3nZ7OO7zuYFw31sts5Ddk1wcFbkv0DFv1cGsDA/DkJ5/TGs+DLrs5L/Gz2pJRbCMWPiIPjX1sLjTztynzsIfUSkIEZ+lxXncVyAAmlu88VRON+KXD6TUyMPDFYiiAAw8ciCUBNT2dUWd5ge5N0jCdIBYwAZQrjvd2rvwd76vlVQj37+20Z6cWw/UevgDCTdrUuJQkSLvrgqFP+J69F4lYID8pn/GGcWr5nlPjeiJjZKa9D8Ti0fJ60WK81eyqTf21c/GFZs1RIATnbtJbW9aSJWIWKaPFa9k419KSFLbdRAz3ltmVwmOwJG1cpijZMjYWswm3ythWaYpjJmJkQLtU9LFpsaaf1EXUunbVet0267Or8abvR5LHYb4TmsJm8x7VTeY+PjAFIuaqVVg2/m7H1r/vamLJ3bwRU2cBx5xmyw6uTLiny5iKKPX92lweS+rOTS3pZEzHEG5hlrop09FmlwcJQM6MxGcuh/Z3/9lAmLdoByvZ2lxfsVSSrNf/HdU7IvZs4X4u28NRCQ9n/oBn46NWH5CStnLTUlLdp8k+x13ZF3Lb10vC6PnizK0sTCEpCbMmf/h8w3vv4r+8+10YGHiuMAjgwAOF//VvPQF+OZAKsN7QL/ysT8Sa9euFVFmsXbN/uSQhcXPtyJorInNREsiY1QoCEPqPtpuBlINIXgg6WkWx+4BZS7HvqCUl2E1tq5JFNdCyE209Rgu8jzesLaESoqElPMLrZjnaTc6X3Sg9SQs5b4lGQiNhOZWTwtE5yQ29MGEK+4gJH9HybTZwRYZ2fqCYbNDfhHOqOK65yw62osO2rdWIZji/U65ORLZZwwZpXdZa9W3JmSEqpdnu3dxCCIrWgjRivCXEcdsn5yxcB3FcpiJGu9Os05bc0TKCI9kzBbM9MMjfJR6HxmAColSZHW/1I2Miie1nW+PRroM2Nvj1oUeNKRePCdxNpYuxtALik342sj5I2evyYJCDUt/Pnfw+//mz91of3/b5tuzhWN4lB6XSLGHbh5FDix20JJR1Te4MsH7/gBjJbWW9jm0+mCwzp6mBMple6NmygXmuwJpAhbz7ESiECc4AnX/OHBh41hgW8MADheMjjLJn1Azg5uolEvKt1Z+EpxurWyvThWYRMiHvi5NC5kaynGBtCv02AmClIFrdMUNTCaDbCGQpLN+RCeCE/D2T1dcyGKlLArDx9suKNRlLc2y7L2xvYvE4JVZNbVclAFJepKltl3Ojk7F0R8z4tHGZ7ViZ3MojYlzOSzcuI6XWY5aIcXN37EitjTXGuMVMZXtvW5bGj4eb3VtVEYvbbr1u2z5j3J70Am6ldvJGndtarwC8KHS0sc+d52hZ2pjN/rZ4OCOxcX07N9biTUhVyJo9M8ad9nO297cZuoAWhQ7qcrSWjWBuleB4LKaSRsv23PzEfZ777PlchM9OLLAcP5+9Un6uG8jWOk7+eq0WUgF/39brXz8NyTAiag9rfn6e4Tz3B3++nBTNVeVitIvWHnIpvM7OMQFi1Jnxhr8zsoEHnjsMAviQ433vex+ICN/zPd/jr11dXeGxxx7DK17xCty6dQvf8i3fgk9+8pPdeh/72Mfwjne8Azdu3MArX/lKfN/3fR/WdcWLjXxFWvuPgSdnzWxglHuTWyjr0zOsqv56NckXcyGU+9kD34kAsHyRl1Uu8+NxwrrKF7v07+wVhWdUhNw+ajfALc4RvRibtl0nEr2oCD1T0oNt2/q0nosHi7Xj4g3XiEm04iJsvJVbxi0g1h6RZKSaqnNYJidXTx92kr0Jyci1uLjPXO19fEayKreevswtKzUetyiDsnwkp66OGfGgvrZdYfKCxXrfPDk2m7vKsu02F20Z648c1TKLc4wKWSTr23PUlXTZnHsjTgjrxfZ19vf2WllL8nNtY6zcW6/x/UWXX0rCovNo568y8PRx9uWXTqHTc7WpJ2lkSs6JvLeURsZbfUW5PnhzvQFStNpIn52rWEtyrakrOm2KmswjfFzb7h3nPqdxHfuMW5axfY7ts9xeh7+/JW1uBWsJqFoaaeVK0ikoEkNdtq6pjcVi/qq5FtySQSoBhyzrZrGUyUrFAP3vUz45MPCsMQjgQ4x//+//Pf7e3/t7+FN/6k91r7/zne/Er/7qr+JXfuVX8KEPfQh/8Ad/gG/+5m/290speMc73oHj8Yjf+I3fwC/+4i/iF37hF/Ce97znhT6EEyx3GPWCJSvuogC7CmRGulj1yZlBO1GmiBhpLvIlb0/VQLNgiLHbrchT7Rq+p8SY5+IFYK0IbPvdq3uxibwpf6YW2DiAZj36DV+PqSN6+pp9lzeC0d/0LTnBVDBb327idpOOyg3QWobFdaIKZDZzXKfZtG3dKRfff2xDllTFM0Jmx7SbimcJW/usLQHqkz3qiUJlSqPsv9XnE+sxZKWGYPtovZp4Ysdp69q+fTlqLfLMrk4kCQlzLidzJuv39RQtqYLQEiwSnRK8cyTfxtPUtJ5EAnCburXx69ffrmPnO14vdnxAa+tnx2nnddZ5TgSv07i1p2dVeuepYD+v3fUFyHq2r5iMkoJCaC3q7Fo3lfVCawVmYlc3iVgt2v4BDTglaFbk2T6rTZm3c9DCE+zvy93i43MlNLHvZ5oK5qm4dTxNVQpQT1osOlx/XhDafvy19j1kVQq67h9q/9LEov7tqq/PO0kMQdKX9MuC99oXfWDgOcIggA8pPvvZz+Jbv/Vb8ff//t/Hl3zJl/jrTz75JP7BP/gHuHv3Lv7CX/gL+Jqv+Rr8/M//PH7jN34Dv/mbvwkA+Ff/6l/hP/2n/4R/+A//Ib76q78af+kv/SX86I/+KH7mZ34Gx+PxxTokAMD6spb5S5ctdD1P1eP9pl3xL3ipti9V96eL1ev9deUwgE45aF/0tbtZ2E0gkkIjhLFBfCODvcrDYX85EK3tQ/s5t4zRF8LdWnD2v8V/dXMWVEHAsix7kmBWbexduyUQiRgXaiFmvWnLe+wEYs7NAk7EXhx4Cjf4qNDsJokjjHNjVm5crrIkhmwtbVm+WbLWPzaStEiqt3NrKpvNixEgI5+RtE9aigRohZNtfPF3OyeNBEeCup3b017FrbtJjK+MP9u+xB3pod6yjfNuCqe9bsc8pdaVI27bYu9knpr9vlUy4+8YtxljEbedXlrMYsuYts+FfV7sXBZudmtU8jr1NBDKKRDNSNYjiTVCWDXG0I4hzt3ZEI5wLv2atd7goTi0Y/PA1+KPdfxGYBO3OoD6m7mtjxyXRSsYbVilJNbAwHOFQQAfUjz22GN4xzvegbe97W3d6x/5yEewLEv3+pvf/GZ8+Zd/OT784Q8DAD784Q/jq77qq/CqV73Kl3n729+Op556Cr/7u797dn+HwwFPPfVU9/N8ID85gY4JnBisti9lxnrQR19iLFeTELpK8joDZU0oxywWC+BfwuuSteI/aQKI/F7X3JVeAU5vdM8Uv9fKtbSfuiE0QLN5Te2zLViLrnPFlKNtbP/bTdyC8mNw/lpyd4+QrMt8sl17L/6Ox2g376N23zBLzsiAJW2YBZzCTbvr+4q+1ZxZgkaQ0uYGG23EaPu2/xNW/TES8Ux1/JyMb+bSCPNxnfw4IykxMnos2WM3j2eKJW8VvBSuD5vXqBRHnCM0ZpM2ItLWMXu3leRpx7eWpDGczUrt7Ftd7rhmX+ag5JqVaNs27x/nzsI1yzeWf4nXW4ybbK81u3hRq7nUhGXN7ZzbtdF9jpJasLJPG1c7l/1nL54D+yzXKvu0Ei2HZerKvti6ch3K/4dl3sT52We4fa7PxQKa6m4dhJjN7g0EPyiB/tAZn0yIAbWGUUn+ZpKkEMsQ9k4hDFoJ6UighZAWiDU8MPAcYRDAhxC//Mu/jN/+7d/Ge9/73pP3PvGJT2C32+FlL3tZ9/qrXvUqfOITn/BlIvmz9+29c3jve9+LRx55xH9e85rXPAdHcoryyAq+tYJnRrq1SGePxJgvF7dV9jePovRleR1MSFNF3hXQFHp6ApjU6gViX9DNF7QiqldAI3Axnq4pC9Bt9ApjvJmbkhbJ3jZDtVsmVbfTum1s4tAiTIVrJLGvp7dVraZc3F61bdqP2XQ2Rqsjt8vFLeGL3YLdJK9fzKvba/t59W3a3zlxsAzbHGzJkZGbKbf+x17uxOaJmv3c+stq0gSaYmf72lqv0lu5dNZ4VFlj7cNzKqTNVSR7sl5PSGMdw2bftgQZAG6pniOLUenq5uEMgYzn15ZLepyR2MtYmuq5m5qNG5e73C26fsWs1+FuKq7+Sks+dPut3MIFmAk39kff3xzUOD8/aFnucy7Yz82OtXEZ+ZP9bM5BF44gn0ULObC5lWXbOvFasbH5uNRq3rm9LX/vtOfwbievTVNxZyARt++YxJh3a7N3mWDdgzi0d7PwFflHSSLBk9loUvUvMWC2sL7PE2uhaPl/tIUbeK4wCOBDho9//OP4G3/jb+Af/aN/hIuLixdsv+9+97vx5JNP+s/HP/7x53wfr3//3dYOyb5A44081xBXE0pA2DIa51NLAumXvNXrsri9aCNt44s6YhaIRItHUhJnVtqZRvNGPI2ETWqZbm/y8cbf1LGmiHkpj9C2DNjawnSyLVPPotUFtMSQeNO3v1sLN/Lfc6qYU/UyJ+dUw/h/tAdjjcFIRg2RPG0zce0YTf0zUr3tzWuvWweJeN6MYEVSa/uNpNqKErd4wfb3OXXWjq8/Z72Sa3MfFTUnLGRxnadzEgldTMBoVi27rS/7SV6GxubO1E7bTySNth1JDMnd9WHnaNFagtFWtfCCRH2CULyGYlea4zp18Yqm+Np4rTwQIGqgl6YBzhLvtr/2dwvlsLI8yT+P8np7aLMfRvusy+dGthmVyVULTi9BCbZSMlvLNxLTvtuHfT9pDKD9jkRWCR0Se+tKXkleY7QSMQngrMSv6t8ZoyvIwHOGEVL6kOEjH/kIPvWpT+HP/Jk/46+VUvDv/t2/w0//9E/jX/7Lf4nj8Yg//MM/7FTAT37yk3j1q18NAHj1q1+N3/qt3+q2a1nCtswW+/0e+/3+OT6aHjwx6KiWSgL4KsvTMLEUfNYv+OUwSVA0A+tR/q5rAqdgFSG12DDuy7HEm0nsERpLpwCBEIWSEp9z/IFgMrd6elbHLpK4pqCcEiCg3cDt5rmNUeIzpNDactm+bTveNm2j+Mh6/dxYpq4VC2amLjvTskktgN7KmBydALaesUCzB0/Lt4TYyTAfyxrOAZ9mT1cmQMlECXkapSZXmTzDF0ZIhAwY8YlzFsdlRKIyvLj2ObVS5pK7rig2NisGvT1fgFwDslzq1MQ4HlPDbG6MIFuGcMysjeQvjm9LOpn7sjgd6fbi1t1hYtWMaRubHcc5JTqOvY0zY9EQXopjDeOI2zVruI0nXhvhut2EbLRl+y4f1r7NPxs1FgyPx5+13l8sDN3WbfuTfVSzaX0McAu41WwBuOq8VALHgn4EsNm4rMTP1q3cth0rd+sDsW0iLZ/ni2hg4AvEUAAfMvzFv/gX8Tu/8zv4D//hP/jP137t1+Jbv/Vb/e95nvHBD37Q1/noRz+Kj33sY3jrW98KAHjrW9+K3/md38GnPvUpX+bXf/3XcefOHbzlLW95wY/JwATgzgpcaAbkrQU0afLB5eLf25c3W6KKKYLTrIkhLETN1J5pquFLXdehFkTeisq2cURlxV+LikJ4fUsQuuPhFhxvN3YnRoE8nMsAjnXWtjZl3FYOiqitu71JR6WvkcdeGTL0iR/y94158b8v1N5NBOxDTbr93P62WoKJpN6fjS+qQpHg5tTiCeN4zmX6Rhv5xm7xLF6rWWhzYnOwn1ZXD1tHld5ij3ZoVO9iizeLwexqF6Kdp89lcW+PP29UZ/s/PjzE+THUmnwZ26clcZyLk7NkF1t+e13Umtw+JWpZuKmb7/YwEse9i23mVE1lpu46uLFrNSXnHGxa/XvORVvRybF7BnZu9nFMwJo0Kctet3HbekToinxn3TYg4R/MJNa2KveT2r7MYn+LBQ3c2C/e0m6ei1cIuHFx9A5A8Qxb7J91C9mSaVkofiDN7oVYvZlPlwHAxKgXVRRA5Z1U0azkgYEvEkMBfMhw+/ZtfOVXfmX32s2bN/GKV7zCX/+O7/gOvOtd78LLX/5y3LlzB9/93d+Nt771rfiGb/gGAMA3fuM34i1veQu+7du+DY8//jg+8YlP4Ad+4Afw2GOPPe8q3+cCZ4CPSVQ/AHVpyltZs5O9oyWEMMRC4UaSYCpXUAxiAdhY889s2218FcMful2BiJbcaa23YAGjxRgZxCbrW3fZck6KwrKGXo3ECRlpFldbr9m5SgaC/cnUiOQ2litmMnocoI7hoMqZKXmm9Bw7VSltSI52dgiJCtYDNqqfUjuwHWdUr0pNzU4nRmLSYtYt61oIlJHe2qmdlYGj2Z3oref+/AgBtd82XiuSHJWvqJ4xhMhvU27Mst52X4nzHTtqdMoaNcV2q0wTtc4r2+3Z8lHxja+bTZuTtCyz41tL6qzU7bVr63sIhO5v3SinNk+xi8thmZwkr0peTVHOqUo3mVSdzK36mfQOK+FaIGolhCL5s/WaYto6qpSavJtH/z58XqFhI8c1+/V0WLNedy0jOcdOM7mCrcUkAUgVXJNavdTZvZ7hC7V+GeCS1M2QGMK6JlhdU08YUdJH9h6Tl4ThIdsMPEcYBPAliCeeeAIpJXzLt3wLDocD3v72t+Nnf/Zn/f2cM37t134N3/md34m3vvWtuHnzJr79278dP/IjP/IijlpRCVggX3RuAQPlKF+wlBgFWo4hM+oir59k81pmHskXrW8+VPe3umDtBmtLndqTzHxysz3pP4r+u38b03SuRVlUdfoEBXJSeK7LQiRwW7XP98/wsjEVjVDMWlcPquq4dadWnBEmG7MRGruBGmIG61qSK0TRPjZysMs9GRIyUp08be1z4JRIm4rZxiyE5bjmTj3ZtivzsbBl0wbi2q3XHgRMUYzrr6GotW3Z7M3Yz9jUp3Po5or6a2pbFNqPIcWuGGeSRqgR/kiAYys+IvagiKh8RuXQ+v7GMjM1WJyrWpfWE3g7P2b9RmXSyF88pzFxJnbMcUIXWjRKK7bTsjA2+/FzK8vLZ7LW2AmmWcAeB+ht4SwLXR9sdN/SCrJZwLVm33780HPtVVoAoATU0CtYhyrfaSB3NYwMwr67bLMJShyVTFby0lggIYKPPn4Xv/83R1/ggS8OxHxWsB4Y+Jx46qmn8Mgjj+DJJ5/EnTt3npNtvvb/+ADwioM8EV9lXHzpfVx9dgcUwv7OAcf7Mygxbt2+wmeeugQlxm6/4nB/xrRbkRJjOUyYdsW/mClV5CwE0XoB1ypP9KUkLQq9YvUepOdjs6KVBGgAeVh2UsvKbnonFhHQ3Rgjttag2ZTbJAlToLZFgc/BbEyzSLeIKlgi6faRE+PGvODeMktmby7esUOWydjlgrVKZxDrrQsAdy4OuKdJAhfTivvLDCLG7f0Bf3j/wjOHYy9gV/I2ao/NhZGBm/sj7i8Tak24fXHA1Tr5XFrbtykXV7WmVLs4RIN1+LB9Vm4Fks+pgksguFvlbWtZR+W3t7F71bCNJajB1ObRyJf1B47big8lLRmlWfyRhAOSnWvk/UtvPI3/fu+mE1VTs+ZcvRuIPQhNufrxW129WObHjrGROi0Xow8zNlcXuwX3DjtJKsrFz71dB3OWzNqDXisX84p7h9kJ3bomT8Ba14RJiVOM5yNi3Ngv2omGcLFb8PR9cTGmqfjnepoKliX79pYla2Yv+/cBACzLhFlt7GWZcLk/4uo4e2eSdZHrat6tOB4nf2ipRboQkZ6nqqVc5KG1PWh6drPWFJSVg2rI1OoFVlUACyQmeq6gqwxiIB0J//V/++IJ4PPxPT7w8GAogAMvOt7w43exPCKdPPje5H7o1R9eeDmE5TB5Vt29e3tXAw/3ZySNoZHsX7g60VlXIKxrgmXslrDMqi3P4k3NFIK4HUOMG6wa7G1Wl1GteMt3RS+oMVuFMaVWvNkUuC35A3pVC7bPQEaMXMXabXHfcT0bSwrjW5RE2d/xfQBej0+stKbEPX3c+bab7Uv4zKGFFMQs47ZvqO3Z4tMk/q4R3cM6yXupuqUbrTVri2ZzU84ocOfIIOqpl2bEkMMJj+qTE1Udgy1l4QIxgeOcnR9Jo10v2weCuM9nsodjSAAF4mmkeIv/9+qyKbvcYgyN+DOT992ORDLWGNwmFFVYhi+dfH4AIY2R8BmqztNaE1JQfot+5lxp83mQz18pzUYupZHD+8fZwzAOy+QPckb+7GEvfvaN8Mm8wcmZKH/turh3tevOX7KHjlWzmvXh0skf5DxRig+J6MgfJQZr/T+aqvwNyHedCc/EXWAyZwatCTxXiTPsBeqBgWeFEU0w8ECALLPNi6ACVgwV0CzfQM4AaFV+9i/YWqV3UlSSPH5P7Rxbnt0CIreFYxZhU/p6Uri9WVv3ECueHO3B+NtIYIx/i9vaxvCdU418rgKBkGPs260BrQ3YlsBtu1WYQmSIBZrN7o3vx44jVjMv9vC1HrRt+UZkth0xbPloX8bjjhmwcf9GciyrN9rhNq8Wg3feMuXO0j5XWDpmKcfXDdaTeEusI3GxkjxtnTbOOK9G8KKyG4tpn4sjjKqp7Stu0+aqFdpu3VO2153N/VaJtgxvG0dMIorHE8mukeDuc8OhEPvmuLcdYbbqezzONsetY4gVa47b2PYE7gs+99u3bWyLQLc6hO39VQtbE5otHpcleyAI+7ZyM7WQEz0uShhzlb8ZEqNhGcGhRzAnBs/cCkDbPBPw+sdHPcCBLw6DAA686Ch7tNpWu+pfctOtxb9M9zePzqhu3DzAsn3nvWTuxfg6+dI2+w7+hD7PrUftvFtRSrtZ1DOEy9QI2yaHG1nsRGA3DXuNubU+4zgetJuh/d1++vg9y7Q9hxRITN3cHIFGcrbrnLMo4/sRu1xwOS9uadvPfrIs4L5Idcz4vLlb/HhednnVETIjG0YmzGIEgMt59ULY9huAZ2T2sY6RYMg+7fVI8uYQizafqfm309Z3FrdnRGrKn1tBjOfOYJnd8VrZIvbnjfP+TJa+2b1GJrckMpKx+B4z4WJaPbP35u7oNfji8V5aIWaSDG8jzFMuErupRZGZqXtfsqvh+47FvKNium2RBwC7afXP54390ccbE0ssXs8ydreKKBBjBKt/Fq0GJHMMy4Dbx5GsZS08TiQFzvMmTpUZXggaTNjvQ1bzbm1Z/Jb8AUkQac5DUwBlpyzWb0ktZjXavwC8I4hawJ4UQgBfFCGCBagXFf91xAAOfJEYFvDAi45UgDKprbYmYF+AmrAeslgkhXC8pxYjM+7f2ztJXJeWcADAs0YB+I1ga/0wJ7V9e5LXrN5WZLo1mmcAfY0yAzOpdYTuNfvdx4SF9fQ3wWzfnuR09drCe7GlWhzPMxUvfiYr2GO4iCXMKCiFx5KRjeRo7BZgFnA7Nrv53l/Epp2z2LRmK37msPex2TgzteO1uoJAXz/QrMkcHlGjqmRqlpEXi1W05BnrO7uYwqcZn/HY7dgMqxZCjv10ff5D8eKMJlLbvMRkEgA+L7avXnHFCQncKsIAgg0bFbOeTMW/49zYOTRYTKaFCMh2E670mqiAF4JmJo8RbOehFYqO247KoMxhwpSrvxbjYYlkzg4aK8pMuHfYnbWP5XPZq+5OTif2mLzt/C4hO7eFefTVAIzote8JeMvCNqfyY+EhSBI3CMi5X46T2/+rte3bJIh44T4GUmavDcgVsJqANMn3kSOofwBAleThuAA4JFiBaFqGdjPwxWNcRQMvOurEoKjAVYI3Q4eGwhB79lwkZilVebJGU9xMFTMFcFvrL3btiAqfKXvV7Z0QtM2tIK2pEva6LNuUxN6CCgkO6C06Qk8iLGEglh4BmhrY98tNbpn2hYBPG9kDzQ7cEg2ivqdv7OJh9m53rjYk5VzXCugxTV5TEK4+RVJrxyVkri+5MuderTy3D9uPvR+V0XjcZj/b8Us3jIRVf7akypVe+63rFW59hqegfqZU5f9AtK2DxjYT3I7V9hPPiSmjtlx8kOnmdhPfaMe+RWxrd45gxuV4MwZ/OEg9MdtmD3dENp12vQHQXVMW/9d35OmP0z6fpgBuf2zOLfwizkMs+SJjCvUnbZ2wz46cUovJXdfUfZZ7RbKGa+XslPYgtMLQDGljqTHMRgSthZwngWidQLa2cAzQKuuzZpC/7okPfAE7Hxh4ZgwCOPCio+64WcD74vZHuijgVUjYrUfuy5dgAm7dugIgxZ93e+nDmXNFypL9a0SL0RS+VioiefavPI23ZvBG8ixuaJrKSVN4+x1fLyVhWTLWtRHI9rctm9zNiWqREKUYkH7+jhJvynajbttoilZ7v8XUxS4QQE8Mupu7WnvbsdzeH3ChBZXn3HoV27grU2cBWyFosyHPxdFF5dLI3m4qfpxmV4vtyU50t8WxLbbNsoC3nT1iMogTrZqcoDV1VApeu62Z2rHZedtuJx6Tkxcn8+wt9LZxhVuyZccWu4Ocs5DNDq61b5MX26vF8isXwd6+MS8+P/E8xN7PMu52flriUT+HAPDyy3vYTQWlkhcHB8RGtuPcZqvbuEzxNuJsD0L70NN3+1uuk9BbODcSZvG6cc6YCTcujt02fBz6mu3Tznd7QKzuAOx2q28jJoLNu7X1qc5nQivicW9Iacz4Zbu4MssDry1D+tq+COnLSgiTOiVMrXzMwMCzxCCAAy860pGQ7icJgj78f+z9bcxt2XkViI5nrrX3+55T5SontGLHEiKGBpEgWkoryArJPyw+utWCFiAFuUFCKOkGTDq2k+A0JEjkC0IScsO9JKL7RxuJCPWftAKog1D4AYTg8CFxaRKInTjdgWDn3uu4ylXnvHvvteZzf8w5njnm3Os9dsp2naryeqRz3r3Xx1xzzbX2mmON8XxM8YDMd1XOSY6XXngQD/KXHxVZcblMON0VOWldJqxL2VcnmnVpLJ5W81hqybEkaV2ANonkbDifZ3TZ+Qk6wqm8TU7KRJRjefc5AI9uE0xbz4ppJQtKbDoxj3KZSrLjxAk08Mhxoe8e24t23CKVC9kpAHh0OURuv7EsHEHPY5HQ7mr5NaBIhWN93Z7JtAgaWURi1LJtZ5HYztURf/S/W0SS1PHVBNXlnMhc5ZClyfh+8nSMc2d7lHpjfNHbyKaybaB3Ryj9adttAX1G02rJPgVi5TyvS8EpqNMgmbtljmuoUdoEnIye1jyGZChbIEjPqPIa/n8fPYzrdXeZAzg/Ph+i3xpYwmXEO9FfAdgnicbXcVJGmmBR+8KIfTLz/Pv4dBzaQTwX2Bfew8r2U9IFgNNpjpdEPksoDRdGslYACXBn8ZwwAEwFEwsMxQcQwz7n1LYBgLkoGzhNsZy5AH3OwOTwyfGf/+U9EGS3V267D+BuT81+y7f/VawPHJjqG+74QpsNQK1g4fXteM6xGSWlVuGjBnN4kUgMAERS0tx9nhMysjiHEzix7dYNMoNATTHDySRlAAowZdJOzf9Q29eEzKuXIIU4XQfg1gE/oEnDqZbcitJyMRDtuJ0flbWccjqRR1/cQrYkkFOH/TJG/Vuiso+aJBo5BZimfMp21pxgA2Br41qjcb3vP6t7sB6wnlfbph1vBH5aZu9JjJ0ua+fXgN5U9+e9xF5o3V+1rk3vmR+C/Wm4z/WaquSaHbEt08CsuTGkW+c0+niO1VfUNI/jaPQL1H37cW05CO9rq9XQ9kj4zfuB7cV9ApFjh3FtLG2pHKLXR/MO4p792v3Ts7PX2wFAhhlzP07l2VKTQvN3T9PfvWdECphYjyb7wgsTyMwG7kC8DhJAclsrfYk8geMlSigKyWLI+wy+22dgOwO421Ozn/vW9wAA1gcZfnQgG+x2BQ4lJ+DhuVPcoQ+ffwxG4z14eIKjyDA3NxfAy+f5sMCSY5rXeAsvtYDLg5g1SMNvxy3yg3mWxKy6TbWWMqZIvOsyBWugst59PoGlDSayTeE7x79Am0zpmxa+aFnTvKDbFuh918xaTVdlBjU9SpyT7OcVDN7OS/SH7RynFbf8XKOAR9C1VQs4u+FmWrvzoDRYAgV65nKUR9mPg0jkes4aBX2Uyh2sU6sR0vexniVBNVnjskwv/Zg+R5lHBUcKZjk+Y01dBVK6j47LCNRKMu8cUjFtZICV3dT1ow+ijmf5TTQgqfV9eW5J7idGcvN+pN/mg8MS53Ijn2+rW8CaU1zv8nntxjQAPccF16CcfWGkNeXgdWVUM+JFkL/xuUrK+hsDEPWPeS1y9XUlUOQ5AMDh0O6rliierH5bzrYiv6C358k018wG8nxpJ2eI2r7mIf26l7+Yc7shb3P4RvuxMICp/ex22+3XbPv7w25P1Tw5ppcn+FzyXfkplVQwyXF56Vgi3gx4/NJNeVCa49Gjklz4fKpyU5LPhlKXs04gy5LiYf3o7ljlIcAth3/guiR5A79+08814pATU/z1a/YJ6COLgbaNystkJMnCuZdSY8GwAFAWizZKhGMUqrvhrsqxChoTrGOU8jDpZjdccoqoWY7hmq2XdJdZ8vM1cKGVIl4+H4MdpKyqSZcD3Eq/AXQsUWERySz1dYZ5Hg3k9AzfeYjsBbCZcNndcLrMIXdGzjs06Zd/r9kkRP9tAIFbReBUhj97zwqSTdNqIGzPrFXtUBtZUba/FXQyJpzOAnYJkpnHcsvUl7J8bgA2GfBYrr1G095VORhAdw7LWuruxr2nYzn8ltSCITTHeeE93q6bvtxNU66JoMsLICOCk3n00czjnB2NsbyriaXdS+Rv+A+vpexkqy9ctmF+Q6vbhFrhhdHLkdvU5UQMDkeUfDM0ps8Am+T6zg6crcjEvG/OqbJ/94/Xbrt9KtsB4G5P1fLRyxsv35IPlbGrD0EASIfmuzfNGetaNpiqfLsuCdNcWIC8ls9lAkgh/zLwA6DU4/Emv8bM0tYXCcjKA99q2ghGJaNOtkw5IQXteSwNKikTUDkEa4yaGdwdWSSxLExfF92IAo5SyiHndmM4AAGCHs0xxzq2y2qdlEc2ZqwwAihDBax5Cil6PKZaYayAc51w5ymHr1/4QYos6y6VIAhK0dKoqMxIlmyse8tyd2OC4WQOkwAJs5KCpvleNuYHmJBrvWeVxRfxYWxJtnMXEdwDMeu213yFAc6kHfdSrjChr+TC8yp960vGNfm/1UYmYB7zSRKQ6lgwaISs2thnmlnvNrBVhnBKOQAwcF3CkOPJsdYXD6aLQW7plZaBrQOAw7TivExIqURfcxsNTllzq6mt9xTvMbKBazCCiJexcrzroChUtpEvAnCDuSOlNVwkRjcPd6sRv+1a50sDbkAFd/XZAlSp11DYPqAwfJfUQOH4RuEWYHGXgHf7TGyXgHd7qmbZgGcW2E0GsmGq7B8AHB7UaNJcIn6L9JpwOKxFipM0DSrFRvTu2hd4vz1ehoc+JAcgqr9Z6ZdOBMr4bFq02bMQbFcd2V2OoSyhpqPRlBRlXZKJS5NH9wyhyqbl+zZI0/1U+gQQbCTQfOyO84rD1KQ/jsWD4+XKn0qPP6VeUj7UFBrz1OTYw7TGMQ2NFTpMuZNEyXrO0xqfD1OOFDO38xJpYNSvkn0i2NGIV6CXPcv1akE4ei5lees3+zm2N4K/LmXIcB1Gn7+W3JvXieN4nVpFU8aM58l16hqgkcIMBBrLBXJbjgsjsEu/ENeNywm6nzmeow+U/5OV+4bn+OB4iWPoZ8rRc703+Pvk7+kwrVi9lYhbtKIJapofFCYu5wZktapPioCfNu7tOK1KCO1wWOI3yrQzng2JsnN9Bnnt1/FYMhEUYq/W/q2pWwj00lxKuE03a5V6HccHlwCB6bZqucwDyL7yxczrv9VgpwQ4YCswnbZ/47vt9unY/v6w29O1DOCTc6Q5WF+eiw8ggPNLx2ABz3dzfL57VJYT4AHKtjlOpzke4JdzqSFs5ngsheaBPjlsF8nH7/xbJ9aQAkPKaSxW9KPmMKREzDyEug2jDumbyKc9ZWGa1pX1KitRzg0wKRM7+wIMDvYKUHjuw7pgqeR4lF5Pl7nbLiJLaxJftkcAc14Ka7ashpf9EOdQ6rRmXGrkKYCQ4LSdKeVOMiTzBKC2fX0Op6g/nPByTV6c3QAZ93ZtG9i5W+YAcTquW3KxHlPBJEE5l5e2GtDg9Y62tE3TRMr9+zj9Bpd1ulcaLev7vrZydG2fs8j4Wv6ObbsbLuKj9rhSS3pvLWsbb5WaX6r1ns0cL97dRN95rZa1RG97befl07HeH235KjKyBmUQ8PH71stYCzYpx6LLR+8GYbFMX7x4bVaRkU/VnYTBGgR6ubKMZiU6mMEh53P5fYQMXIGf+voRCK6nqeQBNOD0cnWPMCCfpnL56y5kCZ3l4UKlqI+fpTxn8rx9X+y226djOwDc7anZl/zQ9wI3KEXoJ2/SBn3yqKK4VYnXMB1WpCljXaYou8Rs/SkVqZXRvjDHPOcO6BVQ1crElQmiTt7Ji7wMND8eMUc/OTkacwUBFVaXcyJiVQOu1wlII4dp4+dp6IcCC6D3gUspNxhRJ3obQCogQMX6Nmlkd1KdcSjpHecV56UAg8O8YFmnFhxAFk+A62HKOAtQi34IYDrOK5a19/MrjGNJFUMZmctVig3WN2Uste3bee3Soaw5RZCI+kpSciVg4/W+zxetA39ybC7j+Lcx9CuWbpRcp5TLddrgl9m/co0bENLSa5Q7FdT2+/fJpaMf9T9NlUM/0THCd8v03uO5sm9c7zlFdLdeb5JZAeDr9zllXOrvZjQf7qEWiCHICIhEzw2M9dVIuE3OkN+/Jrf2TiGIFwhj+pj2m9Uk8UADecHeTRm+TmV5fXm15EiT+AhnA5LDZhTAqZHUvJX4bpDL53yTkU4JyIBfu4futtunbbsEvNvTs2eWktvqNgOH8oA8PneCVQbw+EyRlsyK/1JeSsAGGTWtyBGThhcJeKoPXK0HeqzSTkqlLjD9/Dq2r7ZhEuXnXmoHpzqR2TAxxuRS+0nn8K1i9eV82rotC18it5B/x/X8S18ujhPQV9i4rzwcbaw+QSmVMlvrcwMsU2qVV2gBiNDq6I5+hVsAlDIhpcL2L8exppS7yiAq52q7Cqz0uyZlHsdRx6iX1Vs/gZavjttx7LmP1gFuUn0PiJhSZhyP1v/+2ijbquCPf7deGnQs6Len7Y3VUjRRN7dhDWCa3gcqp7f1bQyfvTmBpfSO8dsrLwiG4nPK5MusMwyUBNJ0KYhzkmOSUW/3OjbvgUgTI78RjQZv7bVxG6uJcDkrEEVABxC/7WnKyGtCXlsaqPDpc0OqL6zIVioYeYkKng4ZeS3PnCIHl3OhuwtQfJ6dCNYNuCTYYuXfKZUAkJv6G9sl4N0+A9sZwN2enn2y1tPMNenu5Di/cFPYwMlDAvZsWE4zYMX/pkTtokgvtanlMmGaM1KN/uMD/3RqiWlP5znA47LcXxprZP4Ky9gihccUMQZEdCDQB3NsNm+OEgTSgzn6i5GxVL9A7ZOWTEvoGa3Yfvg7AgT1rVM7VUaPE97oVxgRxmjJms1KVKZuU8BOjYqEgFU5lnuTiy1YxiL3sj0mK6Ycenc+FJZtKGvHbBiXbMJoIYAZcsKKa7/IZZ26XHkEo/SNXCrwG8GTgqDIEyhG5jWjr1/M6G6uZ0k/vbbj57wmkb23ry/bVzm6D3Kpcqe8XAB9gmhtQ2X/iIKX+6iP6m2BKS/e3UTbjAzn/eS4TiROnHN3mUt0rvSFn4M1Fbb8vt/ueWlRu0v3O2oS8H1Gdp7grwOdZOfq7/N0d2gR4nX/zMANB/KZCZwdvtYXygQsJ3FtuCvuKUiOy+NDfYF0+MJI4r5/Rjk4AelRgq0GW7Hbbq/YdgZwt6dm/kwtc3TI8EPNfD97BIEcnz3D5lxy+9VI4ALyygO6lH8rzMI0NxmnMIDFV2ee1y5nFyBsSrp++1dmgBNBqhn/gfY5gkbqtlqjlMfmP/om0litgMcsf1UORvy9ql3q28CVE7CybhoscsUkVXaN56nRqslK2a1U2zzOrfwbGTvmh+N2t4fCHE7WSnYBjUniPsyBSFl7SvlKTtUgiJKjDbVySB+pOTKUlMIVIKjfG/fVoBkd12MtnZZM6xgX6W+uy7mMYJ0BBmNJtfHa6D9uz3VkbGlPusYaNLJVQlAl6J6lyx1brOPM/fmdZdbYL4Jvleg1FUyw1d4il3kcZU67c6l9ivugjrmetXuJII6ay+ZROo5jGNcrroe36yLJ2HWsStstOETHgM8Knus8t5rD82Gtv13H4bjUF79Wi3w6ZNwwsMPqcywhnl8EeKk+09JxRTrklh/Qiu9fOq4FME458gDaYg1t1rw5nhyeSkL93XZ7JbYDwN2enpmXh94xw44tSk4j8FjabT6ssISQWYEC7map5UkANVcAllIBLJwUmdS1MWvXPlOlrTHjvw31RptczL5oeTidKGka2UhJ+LoA/RR9G+XhVRivcRInMGP/Wm1Z71iU0m6fYFpB03FacTP1lMIWc6iTP6syMDKUNtcoXuBaCnZvwR9LBYQahZorKzYCQq38UZJlT12/xvMv+7axGtm2kf2MdDzOxMy5G7v+HBrQJJiOdoco5PFYI4jSNnU7gq9xG1oXxTvUBh7PXZNXK9hjNLC7RVQ1+8ZznKcWzUspPpJPD9dNo75TBWsEcaifZ4kuv62ybxKZXwNmtFJIG5cm/fpwXh2jXgEdI4b5IqbXpwUStXX6+40KQBoB7y3xuedU/1nNJVh/T8kLsHNKuo3RY9qX+bAiV1YvHcvLcL6kmmaqbJcOOVhFy0C6lHRUqUrC6YI9GfRur9h2CXi3p2bTxw8lj9VLcxQ5X184FH/AyfH4k4wuBO5eOhZ5JDP3XknS6lVWPJ8OSFPxnTmd5wBqLz9uEleukY3qaF3KlzXZRx/4QP3uhvOpJrhN1RO7GoNBFIg8Sf5VANn7ITXgoOsAdPVogeZvBzSH/fMydUEHAc4qIFBpU/tJeasEXPRyLU0n+UuVI5tPWok2XnJqfcwJqLntSpBIXayAJNcgmdq+VyBJdof59yjfqiwd/QpprwepbX2K7XRdA3oloppBHyzvpn0dAWZck2H9Vj3m+6xJtQgJn2BO5X31IVxDzuQ5tZQu6vtI2Zfr2Kc1t7ZUvj2Lu8RW1RCg5ZVcs2HxnoUlA87vLzy+jf0y95Nrx+uYzKNuMLdlgmhtf+zXWllBJuCOc6zrlU3mfZvRgNkqkcxa/5emjCa347OBriXuVuqRp/LSymuSl4S8lBQtzj4nL6Auibxbgf/l1KbffJ7Kcjcsd3X5aqW9arZaqwdsBUR6AmwHgLu9QtsZwN2emq3PlpxYfmjFze3hWnwAzTHfrJiOGemQw0naJo8E0Cm1sm8mudIOhzUYu6uADWGWmtN2Wz+CCPoNEaCED6BbpJcZfYtUQqJRRtLAla3jKTPYJbatrIdKt9x/DDowmRRHcJSq5LrFQl1Lk+3zVj+ZasUAPKxMzpQyDkMAAYFHkZJrHsApRwTwzVxk5IfHS/jjzcJE3lR5ubXnsW/pdyvpNqUiR2sgCa1tI/n8urHQCN4+8AG4ZtG4bgv0M4Bly7Q0mR6fjN88lTFSNo7btACb3Mnx7FeL7vbIrWfmeHBYuryOPBb7qBJ16YtvjoH6AvIemZLHfdXJ5NaicSfzAPdp4xhTyrg5FFl1lGaBBvBUMtZ74smQu3/ZGtm9cf1cVYPR75G/XTOvGQgAWHkGEeBF3r7kmI41yfoht2dWdWVBBfyUi23KbV+esKPkB7TybPQK+PKNw2dHnh3rrSM3HL3bbr8m2wHgbk/XyA7wCW5eXtlXC9kGqG/UshntKmVEfWBrChZ+Dt88sgQ1WbTnEs1HmVbLPJEtNE4y5vF231f70OSyrZdk88Zo4DHZc/MbHNJQVNMo0yK3VkZOcuoRBCqDNwnzp+zfNIDQ6IdMzmMVCGW7shtOS2NsTpe56x/7MvoeztMavl9MMEy5+rxM0Y9FggUua/+YIjDW5Uz7EulrBBRpm+yTBkrwfHWyv6+kWruufc5ArVaiY6bgfMuY6karrKzD9ddIXl4HMoThV1jPXQE/k2Ynay8DTR4u/7gNgPDd1CTPCtJGH1MCUwX56mt3e7xgThnztMbyzkdRffumBuyr4lnODc0Pk+BWwTbBOLeZzEOu7QEs5LN1uf84XmRYWR98/H3Gta5ZBMo5ND9irQNsyZFXTfpemMGUcvj6Rbk3N/ia4KsBGcX3z1BehKPTVhhCQ6tI5IBPGGPWdtvt07ZdAt7tqdhv/q7vR3p2KtjvYpHPyh/NVVdyrC8fgKm8HXsukXFrpRSYS4sPe88Jay4P7dPp0EXk0mJbmaRp7lYewNVicud3ICTmNDiUt9xgPUAAIP0oclOWCbwxhe2Y4fDTtd/ADCrQWbKUVEOrSety7FHWVFszU8g0ptHccFpaAmCVk9t+KY5B9tGE6WEfY8xRgwmYp83KMgVPej2ynEO0mXugV9rR5Mrb6W5YkozH4phpXkPdtjTVwKv6342AcHXDWkHqZB71aNVGZnBk0bzez821oNW1XVbr8iqObW79HU2TZl+kPOBYw7kwUoY1z/X6NPlWxzCT+ZZzKsC1la4rSbtLf1kL2N1w2fjNKchnxLAP2/BXxSW8//RsKR3TN5RSLzlkTQo9jlO7hwjwAKBJxfTZLdta3B9nAF1GAAcWryDOaym3euy1RgebeclgUA5Rk0W3v4AB2eDnKXIA5vOhAL+aDYEVQGwtb8MJjnzYEeBur8x2BnC3p2LrA0d+tjpSHzNwLG+96U2XUglkckzPNNn32Tc/LjIJJeDK8s1zhqWMw3HBVOt9zpJb7ubm0kk4yrQ1KWeIspW/jPSNRLb1jX+UcfVfSxTbGANOsv06dG1wWZ/gtpn6ea3e++mpz984garvXQFCY5mstm6eVgkQKB+KNFuAw7O3p1Yrt7aRs4VjP9Ac5AsLo1Gr5brcHpaQL/m3yL45mDhGFLOP4xhkNxzkOuvxtxJn6zUujFHtu6MbMwV/BIlkmPQftx1tvBf0vmqyaR+IwGuvkq2mlmH07pVbgTU26z6/Q15LTWGj8rQGDymDrNdBpWh+vjksOM5LXZ4rk9jkdzPHQaRUSsDNv9FCxna5ruMYjuyffh/9/0bjsfh7VUDeVIJ6/8RzQMYutxJ0ORuOxzVY/qm+DJqVYA6bSnTv4XaBTRlTdV9BcqS5ScNMCA2vLih8KZhzBI2gAm24BQvok8OPwgAakOcSBbwng97tldrOAO729Ky+JSPXB50BviTYIcOrA7RV35lHL9+Erx8ZgMjx5WQC61u25J4r5ZtK5v9uEogqI7UvFaDZMKkEuxUTR2PxNM0E1ynLF75jlIVNt2+TTZloGhsY1RIEmGhEb4AVGcr7AIACB4JEQ5NMI2F0rQLBAAGzllbltMwR5fvodJT1KWTw8zKHA/6j86Hmd2T5gsYUkYEieL3U9C5TyiXVy3BuKs2q/xfZHoICLSmnibO7KFprQRYNGMl1FgC0DuznCMinOLN6DXmdUABrMKN+7SOo7KPeJ0stYbf2h7oCOG37vgSdsqNkZ7cjkl3YsQLqVi/y7bKWqiQTamAKmbMhYMLdcKnytVljma22ORmPQzn2mnUNoMd+1HFkhZcs90IENG28GAFV+gWQoZVExKcxlQpA/I3q78XMgzlUgJjzhLWWlstrwvlU2FJLNTdjfZ6syxTPj+izBJuYlf2RDTat7TnHaxMPNMobXmoCG8pz8ZJguQaATMD60GGLlQCQctK77faKbAeAuz0VSxcDXk7Fh+UulWeYoUgnNYWCr978YPgnt0lhubQIxrymCrDKA5kT67mWZ3IviaP50GYgB/cxQB7I1t7M6wRVEtm2gvJlAvFhQmmyZGOUZLJxK35B4njPv5SegPI8H6VDRqrq8o61FCA6MmbKroyVE7j/6KOmkiaBFk396rTMXRYAQrbJCIJRJkivnVRfRYI8Tca8dY5by9mfOD+0YAhGKKtFkIzbFfhrPnip84Hckpe5XEEKjzSCcQWC43JK4o2BG15AansZACqo3OrX1rIAtfDYF2gJvFmvl9uq7+FFX6Kcx2jXQf0vo39AuBAAiNrCBNQdY40i3S5rzVdZo77bMXv3Cz1PAkId/8Wb7y3/auLo9rtsY7PthoC6r7wcwiJ6uYBhC0mX+xgMnuu1N9RoYINNuUZB1/7zpdeKjyAHwx9PCD8/gj9He0kGSi5AN1iunyff/f92+4xsl4B3eyqWJ2B9WGTf/CDXFAiAHYucggxMD5cAYkcplXQ4LmAU3eFY8o5ZTdDqKJIMk7NmAXuUc7xKO2UyQ4kkBuJYzDUYIMMcuJpYEQxgW9azRWOtULZDELt2PocEiwhAmupxWlDK2H6bYBX8GVq+NSZa1qTPCjzVDlPGM8dLRNVSyr09XsKJ/0aiSTUdDeVAM8fNYeklvsrEljq+/X3AbVc33BxKYmkDolyYu3Uy5cPjJT7P4ph/mNbwa2QAA6OJx4TH7BeN+RC7a4Wmxqm0PoK4LjAEPTi+kp3rtaDc2Npo7YVcXq+jD21rNZWUWgXhJPc7+6C5GLf6PKUckq0GcQRrZi2amSwex+0wlbx9o8zN6G09vyn1QR5M+KwvJ3GvSt8MiO22bKzqAvT5EFtQV4oArPE31L8IoS7rf1NeVYbDcWk+xdYY+eNNzcNiwOFmgaWSwWC+rZ+PC+ZjeSZFXj8DUlU3kBCprxjowfbsdgWSl6TPh/r8SCUKuLzt2C4B7/aKbWcAd3sqltbyNuwG2NngR9Q34bk8CGfHejcDuQR8nF4+gpU1lspauJfkyfr2bvVviy6uzJMwBEAFVfxM+Uf9yKbCbEXOQGELt0wZho5tcKvBI307eU0RjdwYwMbmAakDlZ08BWz2JQBZZUZULmuRuWWSJgMU51uBAplGRqcCzUHfrEXqUnIMplUk4Ds69LtFdDCjfMO3C4UVukg5sEtdT9DGtnl8AHj51PI6ni5zlTtzHLNEKLfghzEKWZepDJyVvUW7Fj1L28uGKq9nyWG3ZQqSVm/LxnrB3KZjuKzI3xxfMpRLZfIiXc9wTEYX81yT5EycBpY4cuZ5D0jH2shTyrisKfJBqmnaoPH+ArZ9OSPR8wbIG4GfgsGx7rOjsHZAjpep0m7t25S7RO3jtdVt23rEyyXccTnPpR0e24o0fj7NUTt8lWcTO71epprEHveWiwOXGwoIDJ/BDLe6LgNIiFyAqI+4dNl+Ju2226eyHQDu9nQsIzLYezLgjPJG63UCntpDTmXTvBQUqL41EalXwZNf5iavwCKvYPgGMppucqzL1OTT3PxyyLqF6WQT/nxkhRi40a8H0ICnsoBocvMWoCQgXNfWt2AGOfFsMFLq8+VAJGceJ03ut2ZE8uiE0ufzMl/lE1R/NpVXvQISDWyhKfiMZMUxHg0MEKiOgSqjxJvGbep2DmAWkBK1d0Xi2xpnBcQjo+k5lRrA0g+tq7vFxI7Sug/7BxBDG9Poy8AU0x9Ox25kfblOx0eXxbUbAN0IqlaRhnvgV76P435ZpwiQyfAIRCkH7cdGwRbdCJrU3YNpTWBNtjHLD9DkOur4cGz4UsQa22N6qPv61Vjx9hvbumcI+IAmyxvI8pbfd2a5No4FZfLk7W1jMHe04A/Uz7xGbsinKajokICBSAWz226fie0S8G6vuv2W7/h+eJWAPQH5mRX+pooGn72UB+BqSIdaK3g13Dy8VJ8axzNvugPAt/M2eadpbeCr7jcfl/JgXw23t5cAf6mmVXCvknG1rrSTpv4gowiUOp7DBKOsQ5Jkzx2zYd4Bxc7P0FwSzTLauGczAEBzBKrUPJaOA9BJiGTWIN+BNi/Rt+wopbxYmuvhzbkk6TXHFzx8HHLwMzfnuA4qAc/CBHHbeSplv8rnHNHBD46XEi1qHscAENHBa92GNWUnkT2P8xKgnhVRGsBoE7gybGtuqUKWYGqvJV7mxNNR3fJBJFjR5Nodkzekj+GyUTp1txgfd7tKpq19u08SBRpjZ1aSPx+mPtG1WSn5R5uFhd6Spc0cDw8lkj7Vfdfc5OU1G27mBTfz0uXkA4CbuY8GZ5JrJvaepzUk/+O8dlHdW0YZfTxXAB37OiZ/V9cHtnHtA9i2V7VgnnOsYzJnADjeXALI0nVjOmTcPiy/CWP6Kgfm41L2zdZFBN88c47Pt1941/p7yGVmlpdgOODH6vO3GvzgsLUsf8LtsNtuT7SdAdztVbc8o4CwU0mOao+nAriSA49nsJB6fjwDNbv+6eVjALvHj26K/AHA16k88IVVcDKGVX6htHL3uMjIMGA9T7Ba6H2tASQxIaBN/GS43HH1pO19htr2sT4m+hoZDMRkMZrLRKKVRbS0FQHheJzSBw//v2izbleVo9iOf1Wma6CpSalrLpLsZZ1CDmapr+yGl09HkWkP0e6Sk0TqVmkxJ7x8mmDog0oukhxbpd47KROmx9EUNjxm6U/PupHB7H37ehaonGeC13FLaBK45s3j+XIfspbRhqMDLllk51E61utFY9Tw6TK3JNdLX+dY21e2jH1UVozbLRJtTYAfZdRqv/g5QfP55TjfNSfc8bP8xhgkNKVyvQn8unKCwtx2DKY1OTv6uqYB3I3AneeKwuZnQKP2g+neiHrmi1D77bDd/rfI6Hx1KWEqmIjupxx8mYqfsFuNdC5Kxd2jIyK3H8rL4nJquU3zarH+9PKxbLca7n71Ntg/Z1k4oC6rDOgZ8LlEAGOPAt7ts2A7ANztVTfjA4uM2QJgSSWhKfNaKdjiBOpM1tw/8fJaowjnVk6p1N2sgKAeyLl8teJYna0Qe/VQfJCXBjxYADNrEa0DSFSwGLVBZcLPawLWJkllkcKmyniUY7iweNcIkcBQJ0llLgI0WsuTRv8xR0sUnQZQwWM3cNPabsfoma8x/6BGILv3OQE7VoxRwim3JMADQ6ZjN6Uc6VZCvr7qO2T7Xjbc8tnTz8lq6hAJHDFc+w2OcuWk5yR/laUbQeLY3+5FYQCIowSpbfHeY5LonvlqAHFK+Sp5tYLerWOTIQxJu95DOh6bsrZfJxsnazlaAdepO8e4VwNIlvsw8lHatTyt+ynA1N/kODbK+NE0kKsto3vGJHJx2x5o93yXRsqshvCj9x0GavoqKwnsl3ruKv06IvsB3Esk8OTlX93e1C3Fiwy8s3+7fSa2S8C7vfrmwOXXLcgPMiwD+cZLRDAAv6lRcoshPShRwO7A81/wcsi7lG+jULoXSZeP9WnK8XCdj0t5g04letirhJrmOtllxBu5ywM25xSlndxLculg4qYC9EwYtzTlEoXs1uTiJzA/o0+X5gTkMi2rxXUxhAP4Y5uG3sHf5J/2YUtm26oNm71IsIy4fe72VPpSP5cJEnhwvIT8e3u8BGjifskQEifQEhAzwnitjJEDLVLUmCC6RgGjSLOjpFk+9wEVY54/BS5b7GkPMHvACDSWTaViytijfBy5DAewsfWdsvd4Pcb8fZ2/2tWVa8miGalLyT/q/9bP7obbKs3q+QPopPsyhmVMbualyrgZx3mJKPECmoGHh0sAzmeO59g3WMeU8fBwiXGka4FGFUct4AFcbl0v7SNHLaKf5buOTc4JyzJFvtDW9vVYloCRFKUi6cPLIA934OamuJZkt+F5s8bzCCjPlem4xg/weHPBdCjn/+C5O0So+cGDJUwP6vXJVgFhfRF4bikVQQwlIhiArUDa/QF3e4Vm7ls/gd12e7K9+OKLeP755/HCCy/gueee+zXv/5//pe8vWeznUszcj3XyYQmm2xXMi2Usg6QsinnN71cfkkBJGk35xRCSik2SdFlTr1R/Ozpvm3mHlCx5J+WkDgBURm5awdqfpX1JSEz/NFb2sOZsTj8/ZVX0swIWoAV4aE1SHkeB37gPJ3Ftc55yRIiOMqPmgtPABwIstrlVKxe49k9ztICQdQA/mi+Q2wJ9AMm4zyiNJysgQmsVl34oI9YHZCj7REm5sb1otWSnloqFNZX1vLWyhoIUsnOdTJuazxz7p30e2cluDN26azAyjeP1BRBpV8r593kcgZ6h27rfngSY2d7WPaRGWViZSW63Di8zHKPSt36ctD29Pykzx/7W5GbtCeXsPNwjW+M+yr9bgV1lgVWVoABFSsB8FjGtlVfZmM+wOM6SBL1WJnCuzB9QcvxVFQNASQbNz4YaEFI3fWz48Pvfi1din+lzfLfXt+0S8G5PxaaT4fKsSIsXa1HABweW4peHhCqvIPxhnFmj51wi7Rylegj3scbqWJ3Bgy0EAjymVKt8TCLnkFXrSjbVCWAq+QGLbGlI01r2Q6vwMc1r5Bik0zijElu0bJNzOylsYH0YHVsm8rVLPwGgm8ym5DVnWw5AtebtGrllYr6eDIt0qLkNyc7U/G21H9x2lDdHa1U/CtAa2S89W8fActWJslSk4MTXwAQrPwDNH4058nTd6DdHlojArgGmBmBt7oEQ2yGr1p2jHCeYQYJhBigJGhnlTbJ2mgyaQK/tS0auRTpHv4X9HS2AjwMQxlLHQ89xBPX0C7z/+vbpZcaXCYI/tlvqBDcQq/3ky1W5rxrznodtAHR+oPoyRn/GvgpL3b9WMrEhQmQL6MVvEu0+6X5H0nfjf1ZKvhHw6bZm5bkRidJRKrH4avGcic+8Weiqwg4ASOfi95dvM2wpCaE9YdfxdnvFtt86uz0VW289HJ39uQsw1bfa1FjA45tPIYHYVN6o6WNTonwTpttaT3itUosXebeAQJSHsreHKsHfXOt6kr2zys5Nh7Xk7HKrD3MEc6fVABJlycwSdO3cKB2bebB2OomOfmA6eVr9N9ekwZoaQz+rlEzwN7JwmpeN4HCU+xQEMCGygg/18xolUdaAZdv8d6h1YdU3a7IejGq6Go1c1XHpAKOMjaEBAg3S4PiphWw/jHFcC7Q5ln1hqbr7fPM4Nlt/R1MwF2BMbBY3AyZcHuXrBzUK1yvbyOUHcREgM8ZrMJ6zslsKYsd8gLSSWLsxffqvANH+vmngNXdtby2n7Kv38ejuoDI0r61+Via+fOc/XT+yxi3aXgOu9MXM6wuCA2D+UKvtlWeCJppOLV1UXa9WXvCq/19OsT5edOjzR9aQCd+zlYpIBIXZYIsh39T792LItyWDAgxYj9sAfbfdPpXtDOBuT8WmO0M+OjwB6YUD8k2G3zhsNXjNln9+4QZAZd8uld1zKyRUBXPr3Vye1qthvRQ5Zj211PiZpeWAeMBa8lpG7tofLq8tOasNcMJQfP3IGExTvpJ5VWoKQCbMi6YxkZf7AGTjBKdsGNAAn+bq68p/oTEWCsC0ba0rrDaCmI7V2shb2EuuLoChlYRjH5aBMdwCeToeKkGyvNunsielR9mSVk37uNHGmGy4HaeOe2W+JmvnofsUcHS9b/YaPbtaRPtyW63cwfO/W+YYDy3R1svR5a8ye7pe76NlbRHGuo3ee2cp6cY+q13E1UGPwQAUbdvMI+jH3SLCW4+9rO2e0bH8TI3nrNH0rMBDuT/yekqVFc3bGWBQG3brXDq4raG9JDKNVClNqZ3i6wzaMw3VhWW1onAYyufVijT82GArShRwNuBU2cFc1JTddnsltgPA3Z6K5YMj33ipAlJpGFtrKhjKvrExmgxsLijBKnVjJVrOrW4r0kkN9kAN0KBkExG1fACb+N+x7Wpln+uUHk2uRLesTDjb2zvQJCq2gevJThMU3we6xmUK7LYATbLmG6WyFqNh2RZ9u3Q50ORA7dckwHXrfJX1oI3ScZy/eeSl25IIt3zVKPkl805SH4+pxulX06eMLwIAInH1fRKojjvlR2Vdy7pr8DSCPGVzR1DN8yfgjDEZILyO/ValEx2P7CWylm3zWOrTyGsdLgcdmEudlKvno+yzltDjvVBk9OKDOldZtAT65K6UX5ynl+3o66cA0SqQ6nP4CbDz/kVM/fsaQ8gdG4OcRxkXbRv6/MZagjkdq+66tHVRaYY+ym4lVyD9nglGUc7Bq++yZyvBceeS/89RUsF4tuJquOO/3V6h7RLwbk/F8gFIp5LGwJ9ZiuzrKEBuLW/R6XaNZKjpZg29zo45QOB0W+UsPnwNYO5AGDDfLO1lu5sMqqxJFkInF5GWtKKHSk66TL/zOKONLN5oITvJX5UhtxizqzFViQzXjBj933zYnscJ8FoZLrI8eg46AV8dc+gbJ2wCXh0HHTv2dRL2kNdqZOG2Ei7HuQ3XYvQn3LJP5cdYGLV+2VYgBgNkxuukibZpXSJmKRN4mDKWtZXg06AJSq3ZtYpJa3+sZaz9YVk9lZfH8VC2uIHAPqUR0EvGOh79sS1S17Ddw9Si6G24nmyX99fIXGog0JhTUGXfsj26fYE2DuM13szHCUTAV9x3enyRgF36EHJxlGlrwU0daK3tlxUtyKw0buXZt9Y2GXiyGOxiJRF0tvKi/HANn8Ad/+32Sm1nAHd7KjadgNUMeXbYo6l6nBvMUyl0DiC/dIgC6fk0xZPOLymk4PUx88nVt/L6Zk1AGElYAZSADin7lK0+hGsiaCAAn9W3ehKJNkwGDseypJhwUipJpSkPM7mvGtm+keXZkiA1unQLpJBZOmwxFRyGYdnoL6f9CrAG9Ztr26gfFic07Y9O/j5M0uxPx7KOYBHFiV9z7LFPMR5POK6ykgr6RrYQMinfBwy7+rmVES3gpC2njKv7RHrLTbDRjnOq5fYAdCXSzlJHds0Yxl8YU+nL2OcYu6HaiNYF9vr7GIM+IjcjgEuA0JLomMdgHzUatxy0HKdJ1BOYbCY7sKyH2I8/SD3eY0n8/STr3Qf6dQRjTwb8uL4H5b6gxW9kY5s4vgaPkHlci4ysI6vPAY02Z5Cb18xXZg5fy3OOL7C+pPoMBOyUIro4fbIkyU8XQ9ol4N1eoe0AcLenYrk+780BLMWp2bzIHgCAiwE3ufj+MSlqRv0rD+WE4hPIVAqTR2Sdyds1U7pEUEcFeJGM1Sx8BaPQu5ecfyoTZW/RuupADiCkXwAd6xV9sJbIGLgOxFAbpUSVFJWp43FHNoxybxCZ7GP9O/oNLjw3c1yG9B7q38f2RyZoBMjcL9d1nAJX9CCtawMthcpsaHV90TNPWxIxGVygJUKep9wxcAFyBQBoP7bkWo3M1nHXiOuQS4fqFoy6VfBGmwxX1S3Gur2tnYy8JkyDL+mYsFrHXcEpz4msIGV+oDGQI2CerPnlUWb32m6GR6qWnJscnHNqUq7396yeH49/nNfCeHpLHs4I32UAp31kbwNRGuVLU5+/VsUjXbH39AHW/JqFocsS7FHBGl8cuA4Yfn+IRPB0C7HV4CapjpQh9D7ALDIQ1LGy5MV/mf6JtZ45O+lw2DkBhwxbdiFvt1dm+52z21Ox6VQpEwfyw1wkYN6NfIXmg3nOTd4FSq3M6iidpI4v/QAteUnBom/tIZEBTkfr+uAusm/9Ln009UWSnHqx3hxrlWtaROA1A9ZJVOil6Cf5l+k/NQUuY6AHABzofwWReb35LWmePU2em2TCVplTwd+TJOiRqdyKpNXz674DAY6D9Rvk4Cs2b+iPlior59baHwFtByBFKlVL1trXsmQ69r5xT2wBc5UUJ4nuVrs9LNFvjj994NiXWRJh9331iMzeGrOIVh5yRao9yXWhgP7RRxFX7avx/tHzUaY2gKlI3TSyvVvybZN2TY7T/65am3272lYB7df3kQ/3rYeDbAvsiHWyjRmTzafoD18aozW5X/RZVP421jHSWzGJtAO4zUUCri+tlktqmOWZ7eu5226fynYGcLenYukE2BFANkyfnJCPDnhl5hJKMMhSWTkCtKoe+TkVSWRy5MvU3ozrAzRfUq/ocN/6lt0Yj7KasvBoZPhybg/tJGk7+OZfJovWxravkUw8wBVoYJsarfgkZirGURgGtnkZ87mN/blnXZN5+2No0EB/XtfgUyd4rYihQPM+MyCupSYK1oTUV/sIyB/HdexjMsAF/G2VMKM82kBCO8598jM/a46/ERApiB5LsZHpvLvM0NQ7XH9a5k4mptxs47kMwHYEr1t9jrrMwz3H9bp9OXYZm2XVl5DWLlnD0f+NfWUZOL5YeD0PRh3z/l82QNt97gPKDN4Hbst2AO9+AsPIASjtbrXgElwWZeBMfPisyL/nKgGbvAz50Gb0n2RgDf5Ic4avsnHy4u7CQzxqbjDpLpVScBk4Prr3lHfb7Ym2M4C7PRVbbwGf0JU1AupnPt8pBzPD/lpnPr61awkkAjy24+hKu0W0sF0DNNqYiJntmBVGkZVHtIoHGQSTdkcQUpJAD2XdNpixNLA3ykABjdVgHrctnz4CgclaTWCryyt+vioNF8cPhqrPLTil7fMq4yPsJvcf2EsjO7XBerIvLn19EqjcPN6QL3FkgZSp6hmsbWZxZLkYET2Ok27PfyVp9tg/32T9mi9b72PY2mKEdV81RM95vOe4L9k2lmvjuUypROFyO7K0OkZaTi5VKZ0R5ozG1fM8zmvZpuauZDsPhpKA2S36wHOY4x7LoNSsYzMa8+6prx+l3g4QCxs/jsvYtuc+eKrsINfKUORaftUo7uH3H++pUZO8Xvf6YqHtdvcyK4VU3z9Kw3bIpZIRk+CbAxnw2eFzKaG5PNwZwN1eme0AcLenYtMdioS7III+ivOXF/aP5taKoicv8m8CWCKO+9lUKzh0+0LklD6CdwsBBYNQ/+mEq2WkWD3A3UICVhl4Wa9z3o2EpOM6cpV9AHrJkQwLJ9ctEAT0gRqsrcvPBF9bU4XWbb3P0jBxkdXjOUT1iycwMIAAPplwuYcyhto3Hms8/lYffaMNfh9ZPLa95tS1Oe5bWL1tdolJo7f269to6+4bI4I1ysrch4mT3S0+jwEcei14jlsl+8bUMAoy1dhGVxsa/c+GfR3zERLQ0VdUy/YRzLZqNdsJt/kbG00l264G9gDmyfCP13Vkdml8Cel+pwN1FyUoh/1KyTfxvSUI7kCkt+3RAGyXoUAS1XMbTQ0DR2RL8JuSCcEuhjGAZbfdPl3bJeDdnoodXgIub0JJBP24RP56AuwuFRaQWfL5IK1AkL4xTPfCUm3x4OSb8iLSSSrtpbqNM+WMmDvgZmCpqJRyqe258ca+NdHnTBZCv0v73C4Yi5Y/L8CZTOB+L1vUSl5xubJAAxF6xWxogIihB10KWrWv+l3X08w8mCFN2UEQc58EvCXZERgz+TO/6/Gj7SEIYksGLcvrPti+fn3FijauCpY6UIrrN+fY3vvo6SfZKPFr2h19OVjWKdpc1gksv8ZgHS3/NwJls5awGuil/LHknKaUWbwFXTCIJSqMpOvgGrYH1HE2j9JvpV+t/2QTNTm43lsEdwrY9X4HGgM/vsmFLN3J7ABwnTKm7dRe0hzA6DdMMOfZYKi/Tf7W9DfitXSdG3LGNVAcjPkACfKsurtE4AnQ1A8AyIDlkis1PZ7i0TTdbTS+226fhu0M4G5Pxf7f/4/3YL115KNjfXaFT16SnM5egj6m+nf2YACNkXCJoFCllrLeJkeaM9Jxhc0Z6bAiHTKSRAcD7eEOQIBP6x8ZlZa8taae4TJOJG6xTkGUlptqUYh9ihICFi09tuSERb6TYWn+Y9cTHtDAH9BLvCNbF6AMZbKb7FqabcfdZicxtK11djUvIPuVWCbuHgluq+0ABGzDmi8VQeGWj+FSg3WUESvMbNoI8rhm4hpDVb/nlpdvDM4Y+65pYjRNSjLHcVprMEcry5cMTWq1sv9BygZyO7Y59lP/UhLW5N5zLcmn90iykpOPkuvtYYngjgeHJdpnaTZNd3OcV9wcluj3cV6RDF1gipYcfNPNWfL7Ie6DlHLco+wvyweW8ZRrRKkbcq8PgRu9hI9YRhZQo4X1N6nbaxL1KwXA5XkxMKEl+OOasctLUQPyynvQ7r33ox+uLitWwJ8Gw3lLmu+H8vzzqWVU2G23X6vtAHC3p2Yf+Yb3AagyhiGigsG0BrXWZUmxUB/mUy/9+ppieUo5HtZR5o1VRTaYPPr23LcdAZ8LABslINQuw5huQmuENmC5xZqxggRBDYDwiRqDHhQ83gdkruFMf6wRrHX9Rz+hctIe/ePGdnl8lfIUWI3yaJJzu/LHG/rTJePlMYdzG2VrgiwFimOVEkrpZh5A575zJlO7dtez+efpOGgwhEr3PCcC1q0E36NPHkEmx0/TugAFKGrAiIJ8jouCDWXaNEDjsk6NaaxJr5ONQTilrcvay93LOmHNJTCF2xeGsrxo3C2zMMDYPA89d4/PfZ85fkzlMvoB6rYq+8Y5C/jSmrxdGTf0L073yaq+WvciYml4eRFmNBqFvFx2QLO+uFL6nXM7d9YIXgqb6nzxnb0EyZnHM3M6b3Z1t90+pe0S8G5P1SwDWAx+cJgXeQPm5e3XUB5+lMaYB40P1yoRm6G8cXvdrsoqNuXyhs58syozoU0YbRlCijGgpYGpklI3QbA984j4G3MC8i9ZCAWCZD9UMmUOPKCPUI3cdT4mJG7VFkYQaOj91rZ82HS/BoBazj+dXJkgWm0sfTVKxWR/OO56fiN7oz3jNrr9yHBqH5Qt1CAYBTrax97HsJdi2bcRWFxJ1cIwjiC5l80BbOSEbMfvx3RkYXsfz7bdJWrnbgcUadujzEqQqe1NVtqMSObhHqA1NrTnDjTnYQL9TxF99LgH6rkBnd+dJoXWfIrcth8j1PPS7/f7f5ZtPPx4nS92sq47zj3jqVG7pURbfYHcSsaubzPaXH1mMP+oL5Kf0K24p9D1xVtf6Ptnl/KMnE5FAk5LXbfbbq/AdgZwt6drBuRn1uIDODlwzH3AB00TQMvbfrzFZwvGTh/Uuj33iclFHKyDgTus7XktAMdkG2MNYX637XxitBEYdoBh+HufdeWkrC9VNTJ6us+v1a7YMmlDy3Vt7TcedxyLkeHbsjFYZSvNTeS8E9Cq/8hyjZGy2qf7pTgPaVQDcVo08PX24zZjhRAb+qu5+u7rx828hIQ7MlpsV/uiY6M2sq1jG1ym5eUA4KbKwTwfnh8ZUz1H/awS9gMZw25MqjvAPK041Ij247x2+SnZr/FFqnxuv31+B7bHs2MT+cI2ROT3DN41IPf6TInfHxm76TpdUPeguO9Gd+uYvyvAaV6ed/SFBgrr93CtCaGBfFvUjnwA8uG+A+2225NtB4C7PVVzloDLViRgZr9HkVuQUBM8Q96KEQ/RePhPuQE2K9/LQ1aOlavkwod2Kv6CZAyTOXLNi8Z8f2VHi0k8JhJ9aFcAONXJb6weobLWlm2BQD7SNUKXk/B9oGFsgywjgA4gjTYyZT1D1iZgyn9PApsKuMaark8ylT3Zd7J4I/hT/7/u3GWbSWRerlMgpes0pYl7Cay41GCLsf3RB3AcM80DeJULUPo8MoU6Btx2ZB/H6h7aPw2i0JQzev2i7Xv8SLUvLPk2+jOuuX9BGIGlVic5yxjqMRXUXapkfF6mCArZGpfxHIDrVC+jKTBsC+2Jv8XRVUTz/I15+9gHRgF3voJAdStpfeCzIaUc6V7S7A0MSpWQ8hfx3PPJYaepBsih1AGeHGkBpsc7A7jbK7NdAt7tqZqtQDqVyF+CQJ9QHaA9Ur4AAKrcwiheX1OUePM1FRAYDaO+tdfvBJV10ohUC1knFKkJDDS5RhlELgeavGmtLjDB3jipRo6/2g6DI1CDFrhMo4LZ/pjKAxAQ5iUqcUtK5XZb+QJ1klUGMZlHTdvGpjUm69MxynljAmntx5TyJiBy9MB1yzrZdwO8AI21WnMDEJpkW03r5PbHAbKMaA+CuL6N2Raw4vEoq/sAXn1rDO655mPftkzBrVatGPu2etuex9Y+0HLXhtw3sp2OsUr+3JbHvnqxcAvZvgX0xGh05xRL6++LTL5e0ye9GJWdy5jkQTLtvnVs4LA7c/TVdWMeUisnE9sES6n35hbjl+TFltvTB7Cyj7aU77bK57rPv/v29zz5vHfb7R7bGcDdnq4ZkJ9fqu8f4A/WWA6ygnwYZhS27bhC8/2ZVOcIG/FDvImjRATrs9vag7pj0O6pEFL2qTKQJILt//YdMLQABbJkBFWzREB27YsVVmt7kjZzHKqsZiil4HQIRl+wrfbHIIKe5WrbjG2MbOAq0bYMJlBwoEEKBplPB5C9CigYffgARDTpeA6tHxbAriWyvh6PJwEH9bdUY6Js9i1S+9gomV4Hu+g53HdMZfGSOW7npdtGI29HCbydf8JxXq7YQ3eL+r96jafkeHi8BGjTusNM4qyAq9y35bOOx0HaflDbA0RSromlyzFrwI63wJzuPtj4rJJu8evbzsGobhlbOf+UxXddvnFtCqhFgDyrN26oC2zfKAtvHA/tuqvPYBf1W19M7ViSP2NypGcuxfe5ZkOIBNBvWuHJ9wjg3T4j2xnA3Z6q2Wqwl6fi2wIAp9ReS5K3aiBusTzXKOESNedX7F97MDeGzoe3/r4wfH2wQyUt1ELy1z57OhmpX1LLTTaco8hkOsmNclpKuS8h5X2QBtByvil7R1aJZ7jUSF+a+sTxu65j+0mWjdIej+v39I82yTmM27pMuCZ/x3HiunEMt9i+ZI3N2hr7MfGx+uDptR2jVLfYT4K8EagwmGfr+OqTyNyGB2E/x/6NkrKZ45JTYUxzCmCWzCNX5JYczQhfHQf277JMVwFH2YHHl1ZybvV2nudlalHMlckkuDbzKP9m5l0uw0enY7R/dz5E35bM+7+x3+taGPSUthM48++6tnFh/6KcG4R1G65vuG6gkm38fde+Kgh0PjfqsyPaQo1UZnlKc5i8IYz3bfRDrk0JHqnnkFowCMGjL8UFpjzPUgmAOziw1kMu9ff4cikFF0n0d9vtFdgOAHd7upaBdJeQb4ovnuWaaJV+f241AMQLAzghZBF3Cyawe6jqWzUAg8XT2b0xez3b17NJ3Vu8AEnopBJych4CPbYnodEauHJk905yHH3Vnuj3N7J5QMe0bdkIEPWzV7C4FTk8Hlf7xUTBW+eoxwlGBAICrSWxHoEhwRMZud73rQeYqebXA/ryafTdG33vtpbpGC2ekNGSKUdE9gC+tK2u3wLUue2lJkPW82DbY5sqF2o/VVLeYo+3fOm0X0APejSp9gjYNXckzxMAFhlf7Vu84PD+lvMaAz3K8a7vmRH8lc/lbxJ2shy/P24L9GrtmaGrLBI1vMeXu65zXlQJt5610+AyeTZQ/nbzkjDae7Zv3JdSNLMceBZ5+zI1dxeg+EkvBmRERDBs9//b7TOzXQLe7alaPL748Kafjfi/YJW3d74xA2A6hZ7Nkwkjl7QKWR6YWykbpnmFOoeP+cF4rDHZM4AIFtmSq9xRZLi6/FDLeJVj9GxWY4Da+rTBVJVtroHKOKkDuAqUGJM0a39VDqRUex9IpI/aKBuT0WntXR3qiRYJfzfOkccdP2tQjEq2BHxbsvcV6zpcg61zHgHfKLtqkmj2L5lj3mBdx+9alo3LGR3LY/FcbualA2bsm94fW1L4Ue49/ewV2KWUcZjXOI7mR+R9270Tyf0515yEZo5njpdyXDc8c3MOVj2lXJm3VgVHawFTrtbAjfE3EvLrcE30nOPey/0/zRm4acPLidYQ1+Nv9YP7cSw1z6D6Q5aFXp9bCGm5JLHvg84AtIpF9KG8Lc8pT8D6sN5XO4Wz22dgOwDc7alaPJLNe+kXaDWAWQEkqoGUbdIhNz89BXfeGrap99MLYKFgh3m32Cdu4j24HOsD67ZsXyciM+C8zOHQzxrBrDAy+piN0uaW711fd5WJoUUqlnHV1DGtv31lkLG9LcZuy0aAdg1wemCmTJWCp0n6zaTY43EU6Gi7o41y7taEP4JCVgnR/Tg+I/DmvlvH5/XiuTIKecnM1+cRndz8+/p+rSLdkyUs/WpM8CI5BRlBq+e/xUyaOU6XOY63rCn8RY3Mq5ca1gRnlxoFHMtru131FbmveV1eqrIvALxcP5c2pgj44H5aR/myTsHQpeQdo97GqI0VUK7dykTwvLfqvioll51kPGSsYqm15OH0xdP9Oh9f3hP1BZRjzLZbNgKPSiapZiVIlI/reaRav7xlJPAqB+f+OWgOu6vX5Jgj998uAe/2mdj+/rDb0zcGgES6F3SRcTZp+pX2tuzZ4iE5zXROr2/SdduUWt4vZ5QvJZuUoc7gK1lHTgx8GAsrF4AR1xJozoZpyuJ83tcl5QRP4DZWRdhizbgdfa3KhDl16VbmKWPFtaw7AjBtcyvZbQEhLcJVtw8wMl66DZZwShlT/X5VTg7oQIxKgtySPnqT1coYbF9AEfvrptKfYalAM/zDNpjR8Tja3rK2uq4q0XMcaOsAGrm/GSX9UnWCPoRbaWu4Lra5p7axHotZKvk3WYm61mvUzqWVxSt99k72pe+iy/mk4diM1iV7pyDUuzFqLgPjS4QP48w+jeB6mjKWZeoA3Qji+dvrS7yV2rsA4reXc+p9eCNH/P2AiS4dBIPM00dfQQJHoD6mUi7tch+OVbyAIKqbML3UWEcoV58+z6k+8yz6Uk6oHszZmBe/6UtJA0OfwN12eyW2M4C7PVVLC7B+wVIcny8Ge6ZGPDpgxwxkg/Mhp+wdH4hVIlmXkt7BV7uShbtybjoRC9MDyNt7nfA4iUeNT0pvwjJcM4LDsYHGAgzbEhwpEFEJs6y7lsLYijJSn4oVo6k0Ov7rGbBrRkzHiuxh9l4G7s57A+RyEtV2Rts6J35idLACCGW+xiCKERQZ+hq7OkajjMh252nt+sPx2Ur7cpzX8IU8zgtuD0uMpY6p1vDlGDGylwxi7+dW7Dj3fRlzAbLPa7Zat7dscJjWGOubee1KD/J4BHHqP+romWGyhbyOOVvIu+uacHtYon8PqhzcHceGMnob1yAPvzVKw/o5JNiN35teJ/4d7xX91+0LXEFEsoKjm0S3TZfzsoFTPkfG/ngAOu5UNh5rFJf8QuVF159dYsb2o8MuhtSGeLfdfs22A8Ddnqp96H96L6ZfnWv1DwCfrHkNJoefU5U/UGQSPhQJKvThqZNxnSC2ZCTIREB2ozOZ6OJwkUID4U9Uvm8DwnLsHBITpa+rrlBWG3K+JesrKozSrAH3giDdRyepccJSuXQEM+oTl4dzHdsYge19k2TXLzQQqBOksqPj9t1xZUw0BQn301q/BDEBKof+qwyv+wVDmTzyGupYtwofPVu6rFOth1tkzbsqvfY1e5tkrLKv1ggmq9ePdUnQzP6Nvn6UkXk/nWpUr1mLCHY3nKq8u7oFm6f7JfMOCI3JwDmuS+3LuqYaxet4+e4IVup4dDrGb2DR/YQB1pcKWvsdeQcGGzDXizjce3n73tMcndduEehtAGw2bmfeKQMaAKJtdiB1OISZR8M2FXeWSArN5x2fffx3mtrnmiTf9xl8t8/A9ttnt6dutlp5oNUotzbz1AdwLQPnlGi5n4IaZeMMIclYPKzrhD55Bzqu/Ppke5djaE7ArQmkl7NQC9e37cZcdgo8RmaogIe2/5VctjGGOvkroBql35KnLgcQ2QJ2zd+wrdsKcGDf7pObCWjYt9gWvZxGwLEOE/2Y3mTLdOwUGGk/eCyWIPNuoraIJC7H6ttnEIWOi47lk2wcv2lgjMdqHso6jpIu27sCS9b3RdnL0cfTh/to7D6vzRVjhf4Fg0Br0tRLhs79YeveJ3DXlyvg+rrpeWj7Kv/yH9e1+68/p5RaZC3Q2shyTb36EuacapWP1i9mG+gAnZo8R9Q3kNkIqEZs3ioOpKmVpPTcto/cp/VZBvr8mcNTqQBS8qJuNbzbbp+e7QBwt6dunrxkuHfA3nwuD77VSl3g+qC3GvARvoFAK8m0AWJGKTCAyJJEQi77E8Dk3C/jfjkb8prag9r7lBJbzIOySKNM2iJo2VfU7fpz0DJc4+TPyVSPOfpejayjAgMed2SS2N59knIDqtesXYyFX59j9GH4O5lvAlUFQFt+fNrPAMr1mD1D53Gczt9QAMcYgU127knSOmXTkVnV9WxHWdQxSrmsLwuPc5NPNQrY3SKAiHkA3a0maO6BZgSfrNOVBMy2ZpGXY/nQfx2rrXGYputzp+xN9p0vGsvAcKuP55OivXPWNEgKQhvDr6BMmXqaMvZAaWOe21jEciBYvS7Bs4DHMWlzrtfEcyouJrUNoAJdCT4jiO7G0dBSwQzPMoLH8kJcGrCLRQoYn4r7zIf/7Huvxm+33T5d2wHg69D+43/8j/jv/rv/Dr/u1/06PHjwAL/9t/92/It/8S9ivbvj277t2/DFX/zFePDgAd75znfiQx/6UNfGxz/+cbzrXe/Cc889hze/+c34E3/iT+Cll156tU8FAJDO9aE3OfyFY3uTPleneIK+1B6q8cCUupw0MgIxQSmY8w2fodU6dgEQ5cUkkGQAEGyTx9TjbwGD6/Qt/WeVCsfv2oZOnAQ5oz+TRp2On+8zZZN6AIv4qyXhFKCNIIGs2li7eJTVtOLHVlubPoL3LE8DIAvW71MANZ677nefad/GoA3NP0gjcG/AuAe6mp/wvLSYvEuU02svFgXYtWOyLU0dVFjgsuB0maPP+pnHyfJZz4MyrY6PMoBFmi2sWRuX8lfbo1w8XhMyyHRjGE2BkrtFkuiybpsxHO1JwH1dU+e/a3J/hAuB9keB5sCOdm1z+7repL/xQhptFvYvzaxZ7kUCnnIFod4lnI6ymCiKia2ISODddnultgPA15n96q/+Kr7qq74Kh8MB/8f/8X/gZ37mZ/B93/d9+IIv+ILY5nu+53vwgz/4g/jhH/5hfPCDH8QzzzyD3/N7MVBRLwAAtnBJREFUfg/u7u5im3e96134t//23+If/IN/gL/7d/8u/tE/+kf4uq/7ulf9fL70z/1VoD7jirMcCgPIO3M1+JLgl1QCPJbUZBGgpXmpcomlOkHQn4uF19H2YfF2dzSJJ1t7ECfdvz783eLBTOZBJ41WzgpRLgtoQExBS6vI0T730l8PwJSlIoPHiYp+ZL4xMY2TIyVBZeboQ6fl0pSZfJLMGRUuFBh4A0mjvMrxYJMxpw4AfcuHkMDXhv0UkCmYm+rY6FgGUEu5W84AiGkAAjouW9HZ2geOG8+XYzFKp+18+rFdc7sm43Ubr/8W6NF+H6broKORHRt96yYdX/PIn0crLHe7z8wc06SBKoh9+HsgU24obJ+j93edZFy6e6aydv21He/tnunjMXmuBHjKErZKIwOjucGUB9lXc4mOdX1N/EW7dsbfn4Lf5MGcxj1Ro+6dqai4v9fgtwxgSbAlAUtNBk1cOIbk77bbr9HM/coFdrfXsL3//e/HT/7kT+If/+N/vLne3fG2t70N73vf+/CN3/iNAIAXXngBb3nLW/C//q//K77ma74GP/uzP4sv+7Ivwz//5/8cX/EVXwEA+PEf/3H8V//Vf4X/8B/+A972trd9yn68+OKLeP755/HCCy/gueee+4zO6Uv++vcinQx5BvxGclxZfeud6ZRTAd+ckc9TSDbM2G/xt04IpRGZZOoYsZwUSzHVttN8D0PGB7PpZNIAQJOl2qTjbsEkqNy5BeqAxq7FIQUwcJ9l7f25mLPtPpC2BRQas9aWbUnBmqJEt1NwqO2P+8ZnCTIA+rHYqi7BfnN9OVYDbu6GMWWJskEKoNmuSrA6bjwPRr9qQm3dV5kmHat5WrsAkWVNV9dtPOZ4TQ9TDn9P9n0s2VfKul0HCk2p7DulXi5PVvL+zVOOMm6Gnk3MAsQKaCyyaEs50/rdWDitr1v+kp3bSsbObVPKuJlXnJfp6veVnfkHPY4T47mkDsBp6peU2vru+kQaGGvPAQGREZ0r++S1pIfy4R4t7iDAmEA+7jt5fmwymd1YtBrJBNi8MM5E9/VFli+jBQCWf6bgby6pYG4/lvCz3/meq+P+Wuyz+Rzf7fVnOwP4OrMf+7Efw1d8xVfgD//hP4wv+qIvwpd/+Zfjf/6f/+dY/5GPfAQf/ehH8c53vjOWPf/883jHO96Bn/qpnwIA/NRP/RTe/OY3B/gDgHe+851IKeGDH/zg5nFPpxNefPHF7t9ny47/vwmR46rmt/JhoqC5A/lUt5e35SgN5+0B7x2TwAau2zSRgwKI8O2d/VDgtuXo/oS0IrNISluS2JgaREEi2+HEMcqp90mXV+czHF8l5vF4I+jTv/w8BpDoeRVAMvQDvQUbKseOfzw/NLl3ZAOVdRwZPh2fMXhlC7Q+KeE1+6bAmZ/vA3+f6rrpsc/L1IE/oE+QrIB3ZDovawqJXYN/aAr+dIy3jG1wzMdtlTlzLxHAOfql53q972Qe4E+XqwSsvno5Wycvt+vb+juuL3/7sR0/63r2OY/MWzcmbfDUPy98UjWBvLJ/3uosay3hrZFnEvs4D/0Nzx5qhx9y1EtPZ8N0Z7jnUu6226dtOwB8ndkv/MIv4Id+6Ifwm3/zb8bf//t/H3/yT/5JfP3Xfz0+8IEPAAA++tGPAgDe8pa3dPu95S1viXUf/ehH8UVf9EXd+nme8YVf+IWxzWjf/d3fjeeffz7+/fpf/+s/a+fkk8MnlDfttcoeemfywcrIOCAAI/P+KQgkoIvM+8HQoUjEiVF6hpCNk/jo1e3JPvDvPOcu1csWmOAkwzf+YFLumXwpVQI9sNqq78p2+f1JUmBpTyZh8f9T8KQ+gs1PsEWsNim0Zxs16nQ0lWIDFJq3ZMJo4G7ld5X7UEEf0AW7KHtGf7+tJM0cwy0mcgTGKlmrlM51ajouan0QRg/25ulap1NQqH2iS4Aus+GaaB+0hFy7Pm2/eVpbyhwZ4/teXKb6ohJycHd/9zLroeY7LG14FwE8RXlEdOeg5866wGkAdty+ybja7zZ+Zbvr310P/poMXUClxTJ4Y+5Z+eNKzgWBX88Almtl3XaRPaB+5tbdqbm1dV58AJsri9TR5nOtPuNQn1NOQMiAs10C3u0ztB0Avs4s54z/8r/8L/Fd3/Vd+PIv/3J83dd9Hb72a78WP/zDP/w5Pe63fMu34IUXXoh/v/RLv/RZa/vmVw3pVBJBIwMm8kiYAVGGguvqgzGcpOVt3esbea6SSpaHvwKJ7sE+MA3j5NLqil6nhUgDi6iAQ4McFEBtMUOjjWzSCBqABhruy8cXvlVdP3rZUJP/bgHLtv763xawuI5obsmD72s7znmjj6O1c7p/+ciOjgzpCBq3ahfrmH+6xx2PoQwfr8OYJsjdcBCwqGxfqycM3MzLlSytqXgUbBWGt5fSCf4JoA81+fRoZGIVpCnDN9Xkz9pfttm269nlKyZXweeQQmarJjDQR99zfcfwo2ckVf4FqtwLtBdAtOXdfSj9tup2HGBs+F3xpQbomW72Tc8zXlatsp4M5Ii3ImESKQ2blxRZDnhy+MHL4hW77fYZ2Q4AX2f2xV/8xfiyL/uybtmXfumX4v/+v/9vAMBb3/pWAMDHPvaxbpuPfexjse6tb30rfuVXfqVbvywLPv7xj8c2o93c3OC5557r/n227P/8K+/Bz3/zeyMQxAnmCO6A8tbLN+Aoj1RWjRNNk4HLNi6sYS8DWf/Elrf+Jh9DmINhMsmNRYg8YjJxqSmA4l+yTmSQxqoO7CdtbHP0w3uSje1tMYiXNUXeu/FfxxrJPKlMmgYyqHXn8Cn6yW3HgIz7ZL37bMsvUifsEayOcvh9464S+lYOQt2ulGmrCZBzitJsur325bxMVywkADy+zHGcx5c5gCZr8Gp/l3WKCGL1GSUTONVciAR254XtSXSztyjgMVKXL0Gn2o+UvAvaaOPcxmHJCcs6RRlArf/rdZvy++l/X8r+tZcvxDY9SByv9uBWQEAqAVzj9WrXzfv7NK65t5fE4VhXt/34AhbtQMAlgtHL56nlADR5zgkDaNnKy3EuKWD2JNC7faa230KvM/uqr/oq/Pt//++7ZT/3cz+H3/AbfgMA4O1vfzve+ta34id+4idi/YsvvogPfvCD+Mqv/EoAwFd+5VfiE5/4BP7lv/yXsc0//If/EDlnvOMd73gVzmLb8gzk21pfM6PkAUyoVULKQ5F1gJEAm3P5Xt/SSzF1tMjggY3RnF66jg/dYGf48PZWuF6Ly+cBEEW04xPYKpUxczja42oCL6Cw/evYNiZ65r8AXY2903YVkLFd3W7sY9a266RNpmorJ2EAhtwDqzG5cXccFB+3ZZkCNOs1UiZzBGHKZPbsjkX/m5zb1yEm2GZbKqduyboK7A5Tjm0YLEGAx/1LCbgWOdzk2fL9MK+Yp9zJtdqXItlS1s6djM1zGiVo/l0zZVV010nzJzpaYMcYvR3XRcZ2XQtgZZWPFt3bKnHwd6BR8XPKJfXO1NhAvQYEQ3m4fmyjMPapMHJD4ufI3SkvctzuOjl0A1nKmo8An353xV0kI03lH9UBsn++MWYB4nH9YtMxkrpCwWMwqyjKRw0CiRQwALBI4NfsxQ8wAfkA/Nu//B7stttnYjsAfJ3Ze97zHvyzf/bP8F3f9V348Ic/jB/5kR/B3/gbfwN/+k//aQCAmeEbvuEb8B3f8R34sR/7Mfybf/Nv8Mf+2B/D2972NvyBP/AHABTG8Pf+3t+Lr/3ar8VP//RP4yd/8ifx7ne/G1/zNV/zaUUAf66MdS3tXN54sViRQdTXxS2KtPM7gMiib3VXX60kdOXT1tqkQTAIIFjA7gE+sGXepVlBTEJA8Qtkm3kAQjTKXzrp+HiMYR/gvgCMaxbwSfvdxxKO0uaYsmQ81n3s2Xgebd927gR1s4CnTakd7To8ieW7qu+r7E0FIHFeQxJiBVx6nskcN/MS4Ow49/oat9lKrj0yaON4cn8dX257e1g222rH7YEegeD9Y9NAovrdzSpD3r979Gs8/xF09sdsoErXz1IOkXWOzRy3hyU+H6Y1Xqw0JVJ5IWtybtLfPFRK7ftzDThbG+Oy2F5+5+syYV2mdg3Mr85L21LXBnnU9BkG0O7t8Mes8m++pPDp85rKytdUIoBr0udAmPWl1lbg579xTwC922du86feZLfXkv2O3/E78KM/+qP4lm/5FvzFv/gX8fa3vx0/8AM/gHe9612xzTd/8zfj5Zdfxtd93dfhE5/4BL76q78aP/7jP47b29vY5m/9rb+Fd7/73fhdv+t3IaWEP/gH/yB+8Ad/8GmcUphlw/QoIR/qw5YP0PpgLA7UFjNYPJJzKk/0ytLBWi4ylVw0DURMwtkKsdDJLRsSj0QLhs+POS6XIreN6THK8exKLhonExsmGAUHY3TwmBbF3ZBxnWx59H/z2K/1L8ukt+XPlmVCVlMWhP3ekofH1CtLTjABkFuO/44+N5yO5xYbuCXhdX5/UvIOuH7bHdtYZXw1X12X8HkDmI5jwH7oMqZx0fOakuOuSqnl+H0QiV5HBer3jUesJ4sn2yysVIEGRPgZds3UlZrDsSSWl3/e/Y5U1uZxvB4TtX0miDbzzaTU7r1kXRZaq5Rh6Ma+sXrolpVj9AxcSsP1qb9xlaoJ1uJlLff3aOcj240KIt2UfmfwiEd/hEGtG3lO7ZkDtOdcls8oz0UAsMepbbfbbp8F2/MA7vaK7HORP+o3ft/3A+bINw4/5iL9Zit/DcBqsOMab/8255oYWiQTN7AusFe20PP2Gzz9Ay15kY0rWIyJsk4G+l0n8C43mOQ8m6aW/4/7jtKR2ghEyva9T6BKmGrHeb0CYyMA1GMqizVuu2yk1hj7GGByyGun+435AtdcAGBImSkHMzeCOIKTEeyOgHQEiPw7yTVpNY+bHDxWMrmPHWV+OrbNXHubFUjM4xjMz7dWYE1Ax7GjXMsx4vhMyeM72btlnYI9Zb4/BbSHmudv7hIyl23U35BnqMCP1vn3+TZL3eR3Xifg5nAJX0NtW2s9TykHIGTlj3GczYr/3zSVe4IvVAC6HHtk2TogxWs/ROj291QBg5STp8kjMCzVcevSuQAI/73hnDXRNEFfO5B3OT+7HILWtuEY5aUyf8nhteIRJgcuCTjk8jd5VUAKGLS1BMrZxfAL7/vsMIB7HsDPb9sl4N1eM5aq6mR86C1NHom0L5R+cpF5W54+hEySCBjrfqXcEtoyRhmTibL2gOek42hsF78DQJJITaaq2Ar8GP2vAJH4RFK+T6Id/ezKti1dC4DwFeOxx9JgtNF/jn1pfb2WLLW/o8w7ftbvI/OY5fJQEtzy+xt90Xi+LBXnaCC4sV2tb+r/x7HRcZvS9Rjfd57aN13PgJ3x2ozyr1qZ8Pv2AERt39JXvW/afqOrgI4njzuCQp57qul9GPTBsR0BrN5PIdenHJKxWR+JTV+/ZZ1anJaOJRoYHK8VUBhe1iI2c9zMazBkTPBc+tAzv7z+rsvi7/W4b67zMZDErtZ7zadoQDxbGtvZzrENiDdlAGglKoGoKRz3OPpnCnjd+WxaUmn8QsfD+qwT8JdOVtLB7LbbZ8F2ALjba8Y+/M3vLdnuM8T3pb4FL3z6WvMJXFL5R8AYcg5aegWUz3lpD2aVemGFZcyLxTGzJH29Ajq5TULLZcJanbTH0lkdC4HriXeUTbdA25b82fa5ZjS30p5sMXkaXKIJoe8DQCNLpG2NDJymhuE2nLgD2DFtDUGGbMfv95mycJozj21upaXpgKKsZ2k8PTcuH8diTHmz9Z1GuTdZ+7zmxijq2PBajPWDO2m4phQaGeHLMm3K9xEoNIAvMlTLsI7sKlm2nFNNUF3u67VGt7tLzWygezkiuOT4BRNo3rmxrW64VGYTAO4ucz1mH1yyLtfR0KM7RVl4HQG89XJyHX3rFazVazKw68Hw6ZjHc4nArA/oiO29B54u/7r+ZetXmreLtFr4P1v8BSwD6fKkX8huu336tgPA3V5T5gcvb7gJJe2LW3tTBkrU71SXSyJVzdTfRQJzkTJA+ubPicHke7fdNfjpHr98+4+IxeuHM4MfgG1gFyBGgOB9iZZHGY37Pwkk9gzONXAM1mkjCTEZIJVNU8pdndyxzVYh4hrUmbUUJFymGIbzH9k/Q2ON9Lys61Pbv4Ez6/o8btf7zV1HUvN6bF2rLXDI9qeUI58f2wAKyzdP14BV+8M2NHin5XjsXxTmKW8mmdZrl8j8yrjGONVz1WWjz6dW+mAksEbAc6wONeG0A8HuxTHrNbypQSVWt+dyXtepRkgzyKq7DlpJJ+XNOrzji0gr99bWa0k5+t9NcwtMgrbZvejwIPzXGD2eJ1B/P6o0cKC5aOu3O1X3k9mbqwtQsx6UZZ48qoDYsgeA7PbZsx0A7vaaM2P021rBX5VB4Aa/VMbPvGwzlYekTbkHihvowgj0RsnVGkDUyL2yrgeO2laacscUZgGBnPymmNj7wAn6lX3KsZDjXyVMrsDgvvx7NDJIW1Jz6Rui3/ynUu3Yh5G95DZbrGOXcgQEaBZjMpaC454Euh04tBbly/6WY6D7TlM2autcPx3TMRklcIJN/Xwf83q13yBZjwzwGPjT7pncjbkCTLa/dc9wrEdsMsqqZAGnAKsifbqFNMs2U71P1FfThmU8H2XAAvBeAXtEP9q2DaCNfnc6rtr26PtHudes1Px1NL/dCAip10THyAi8BgQ9Xl1DBcwbz5Y4R4JyNiD91GpGVy+jDpgb8sEjIGS33T4btkcB7/aasumRYb0FbBFfF30o0tzQSblAS6cANGZwmBD7xND1qS6v8lZD9xx86FupS6zHqe3CxVE+5U6K4pbZrUQpV1NgteY6sQ2Tl5oyUGTFCKi89kmDLgIIugG1vF1mf6txe8qKm4mdq0zIngdzBQIrv2pvS7KbhDEjs6frFXDGchk/jmEaxoL7j1HHXO/ePAVGifa+NCrX4AlRH9dQ3pbXEdjkVgMYaBHDPCZZuzGZNvfJbmVyR/0OrQncxiaWyb3SnbdbB26LT6jUEx7GdQSzWn1RX1QKiEr13uZyViZp9+ToqwegBYlY8xnUc9Bt3A2LjH93/RmMU9vS3/4YAFJuS94fdZmAppwR8m6ufpibYL2231Xq4ADyXDf202MpsPO6zlPbH27IFysvtFuWrb0MZ2B6nPbyb7t9Vm1nAHd7zRmTnYYkkhyYM2KWYsoWIB7I6nyN+tnrG7XL5NsYhdruxrP3ih2SB3YwJvx+zzm0BMoWoG2VKghkSkZZEmjyH8FDJ7eOx3HcC24iKnNjkhslRQ1UYN8m8dW7j9HqhknGeGQTgSL3adABxyIN4E9tBIN6nPH8lXlTVlAl2nGfLdZQ/5K5ZB81l6HmE5wl8TG3PUzXSZ/NPCK39dyTATeHZZPRO87rZrDPpzIN7gCux3E0ZWDJxvVVdmTb+je7dQEjs9wr4etpjpua79CBSKY9T2uXBzFeatDwVpI+tYNfn0lfOxitms8YTMW/HcgdACwoX9f7wPpjXgWOoL10NskZwaLmnDoXkQCGqljwZTdb5xvotys8FeZvfTZ/6ou4226/BtsB4G6vKfvQn3uvvPVaDQixEhkHxNswZwiVaCJBtEmKFp20EmS5RwH45vfD7Tj5ogSU8KHbMYkW1QMsZYkIrsBBS5mhj+Alc7LFnG1Jk+MyndjH2sIEJvexXFu1apVZu68vBDspFd+zMXAlGa7SkYzHUBCpkqEeL4YavRLWMaEiAT9Jyr3PV29rOwWKKu3GtWI93txKu2l7BGUE0F1S48Eukl5GAeuyTgJWmw9iCciwK6CrLwlAXz5PTUdhkvvwSaB+lhrB05Rrrd6WZJugx1GCStSnM/pXPy851YAV6yLAl3W6zv2H8vtLG5VEStsAo3XvA2VbuQHjM8+/Vv1oWQT6saB0zKocic8LPoaGZ0IcRdrLbrBJgp0ESJqhZTgwRBLo/mQBnFIExs0vpkiWv9tunw3bJeDdXnNmK2CURqL8UZV+3Bv4SwR7Zb+yqjxF82I9CHR5aJNNS15TyZRJbgzyIBMQYEaAoRmiDiqNy0tEIysOGHKwKW3SXXKKIAe1ZI5l7XPujb5/sV9O8NqmJgDmMdal5VSbkoDNYOD6vG/zMOlS6iNYSDKzjnIsmUYNTFCZmHnuFHSMSZ/vk+P0WAF6ZbsR2I2+lSPQfhLwGZlBDeDhRF4AV38+V+MBXIFKbjdKweHHKfSOJp92twDg/MwXiQBpplG4rb8mLBdfDkYGVY0BGu4WTB37PwaNXJ+Hdyl8gPb7WeX8z8sc/b6sUzdm5SWjvnyRfRTQqFU9GMwV9415Y+mdPn/tdwmgAEcCwdR8eAEUN466jSWJTNYXE+NTAZFDNPomKatUCl5je9QOtWdRKf9Wz68rX2kF+DERdv0pry2X/267fca2A8DdXnPmE+AJJRm0o4C8Y4ZfEmx2HB+ecX50BJJjPqy43M1Ih4x5XrGcZsBKibZ1qcEPqT580d7CU00I28Bjle7MY4LoYJdMKKkDguWzsn+jX1htAMx3FkvqccJxXbbW9CRMLOwo0ZTLWsDjw5szHp2OHXAa2bwAg/l6ss41ubAySxyDkmOwtHGc1sjHF/sOYIrlm/WYk5yvmeOQvEuR0jrEPkp71tLUbOXR036wxoVur+0rCBtl99HIuq25RfV2udvk+Ap+eY267cwxgQC+9fcwLV1ljLJPwjytwQKGGwAMx8MFa04lwjhlnKrf3KEes13jds+w75c1lc/TGuuP8xKf2T+Xc1Agyn5c6svEZIPPnwJetHF2FMl/9FmMayKBSXyJ4m/IzDFNjvN5it8rfyvFdUMSgtffhXvxpXSgA3VlI4RPr9Xrgrod+2ryvb/Q5XmQla0j9alMY/Sn3v8EgdbuFTPmMW3PIX5HLmDPssEPOWRgP2ak6vvnCfi5b30Pdtvts2W7BLzba9IsA+muZciPbPkALqcZjAK+3NV3GAfWyxQPf43+y0vPdAEoJaacjAIPWiaYNKTXYB1S6x7mvdTEyUxBoSaIvi9XWUyEsk6ZFs21ZmjVOgzA4/Nh4/h2tWy0NbeEysqMaXoVTeJLH0a2T8DwJPlVz1E/a4qT0V+PzN1mUIvsq+PE89kKQhn312XjcgWG5WVAwWjzh2zSa/vMiiMqa49pZRQYnpe5A+TcplX+6Mfs7tLe00+VMRsrumg/OX6sHlLGqOUjPC/zVf/4ebxfxnHVa8+kyoy2Lcta4MmS++llfCnRe0iTQY85NWP/mo+Qefg0d59xHLz1qazwBtTkmjnPl/kPU64Sr1znVP0/h/Q4kTye0jDkENWv2DSlCwammNd3TQ2szhmYc1E7gvVz2DmVVKUH4Oe/aU//sttn13YGcLfXnKUFyKhv/NkK+EsAqmTrXh6cRT6x+lZuEfyh5d+8budu8CXBj2sPFFxAHSeP7sF9DWTIWmhKDJeJsUsCKxJVAJ4hLUuwG7jONbjGpNaczQ01T15lPyaraTcGP7UpeZQeAwrACEd7yS+3BtiyLmq3AbQBrAjY2ZKptyTGInOmWDbJGG+lQNlKjD2WYtsCmARWjKYdGcRRHua135JoVS4nC6h/9dhbQK/rm+wzRiyPfRmtnIN1Uqgyf/yu7W2luyGjmB1I6GsFF9Df9lU2tS1vQUVbAC0Ly24b95Ges457+80os9hesMrvXBogME+FxQ6JVtljSSzN54Emf2c0e1lffzdrQppyLekneSq9/62XnYAuAAT6of1+fTXYwbt1nURs9UTdStCbHiJbRP2mBbvt9lm3nQHc7TVn6VIYwPWZKgEnADdr8ZFJjumm+iYlx/HZM1gWzqbyFl9Kvw01gL1sr0Xf9S+BGlmEraStZBamjQS8ZC3uY93K/tcT4ri9Tig+7OtuEUmb3fCm21OARg3AuD1e4N7q3+ZaGQLY8CcUP8DjtOJQgeFYd1cjmBXwsM0RaNDGPIFcxu3HwAVGPW/ZVh5EHZv7GEmNptbrPl4nZfZ0mybT9lHBCvamlONc1HdO+07wfZxXHGsC4geHS5PMNZq2BmGYOY7zEutv5z5qlst5TLKbpQ5xu4batgI7brvm0q+xBjWDe0aAq2OtEbjqCsHtNCfgOLbKrunvKmfrfpsM2tJjtWMgwF8wgbGyvye6+5TBRLkxcRqtS6Yw9gWl5B4cagJ63odrLetmhhaJzN+asSF5NmUA5xrwYeW7Xay0sdT0Mbvt9lm2nQHc7TVn+Qisz2aku4R8k1tx9Llkzc/n6hHtVQLm23guIJA1fm0ukqw6Z/OvY8g9lwYgVh/sNpXqBGQAcjYsy3Sv5Fq+EzhA2lOZ6xoscU5QYKT1hNm2+nl98u4mGMBVGM+78+FeEKp25SdYGY01p/CzUjZMgcqYYHncFmgs0n3Jl8mMjYxhgl2NrR5/tPuYs09nG/q+9cmiS+5ETVQd29/Ttsq/mupHx6RI6cB5mQKM3i2t5NuyTgHU6E+YvUi2XE7/P2UEtxJd63GyI7YN4IU+6ITHvy9SemQ9m/9egrumP7n+XRDk8RzGQzRm3K5+g82N4ppJBKp0W71AOzZuaFsreGgewS1AyF9Yd/8B9RkD5BZb1dQD1N+4BnIYf/ceP3Bn1LMBWr6yHLg8JOyUih+goZR9cyCdnnx/77bbK7EdAO72mrMPf/N78SV//XvLW29kp4VIvl4WxIMcUfqtAIUc0b0AkCb65qFtXyMN+QD2bMgpntMdu8PIXrIPNMpMBIgEKWN0ML9HJQKZ1EYju0A/QPW3MusjP63+W90woUbaovVDWb8p5T4ps7CRPMYixBXBSF8aza9AH9tS2VZBREjAEqihEmD2jaAQtG1UltwCzmO6Fl231e8RSCpLptdcfS+v2C/gahwuVV6fUy6R2Qr8NnzhGGSi5xFS79AXoAE+9UuM5RvjMgn4mDbus9JG+bvmFmWs247gX8FwYuBqve9Tyl2KlyvZF51L3JXdB+BHOVnb9/qip6xk5A2sP38maL9i9lgNhOMpDHpLLI+eQTSHTYjnTkptH4c8U+rxOvApbUSQWUILAuFLkjlsBpAAT448Ax/5hvc9YeR22+2V204s7/aatF/8U98IP+SWE9CLzOvZkOYK4uZcPldgNx0qgqkyi+dWRipy/gF1XW2PzCFZRJn0rv35SvUArYm6LuU7a6WybqoCN35X53Z+j+28/6zfNbBkFmZuSo3DSSljWVNU8OBkHAl4Pw2GDOj95bjsOK1XdWLXXKKDdR9+3oqypdQ4MqDtnPtttc+MaB1le66LUnP3MIQjWKN8O4K/kdUk4NZ28nB/0G7npQveGU1l9b7/rd83Iu8+OFziWJqKRkHY6L8Y8mNXQaT8O05rgB2VkbU/7F8yx8PD5Wp9kaaLC8LNvEaKF9bqHf36tH4zawEnczw8XkJG5/J5XsN1Yeu+35L7Ndgj+1DCjR/q73uMWuc2fGlktRFts7vGtR2tCNRe0nAlNYNyLxPUO5CXBF9rUui1PlsygKU+4xgFnBx2qZ+P991Ru+32mdvOAO72mrV0SsgPcvcGbcmx3k3lgXpJ3YN3vRRpNtOPBiXaN03DRMIHO+k+aw99ACWXYGUSKO0wulBtDPBoE0abrJ4kW/Zt9SzKVmJb95Z0F1aCQAgICPxGO13mTb827V8n18WxGnN1ruyWRo4mA041nxv9xorfGWdPu/InY7vs7zgGZKKYX8+9lTeL4Ivh/Arg7EGRruP90Qc21GVdO3b1WcvPTeabzB/PiWPEtSNbumaDWwNqcZ5kLpOOp+Pl81H2bT50jgbUxqhdHbNxbDUi905S0JRza8dhu9yG/Q03gdyYWUY/K7hS0MS0QZOVZNZsm9HrU31pAYBlmbBginbIumd5ieO6YNc3WEENpuJa7+7bNi6OEvjh2Po9Qlh8np8cqzuwyL81tZR3Of3QwCOT2Ls14FfBHztll/b8ml7eOZrdPne23127vXaNT1mygKtFIAggkq6hRPhWpo25t8xqQMjADnUVQWKZFL5X8MeJU6QiADH5bPn6qbyapNpI87lTUNcDSFZa0JJSZCUod3UBCWRgrAQOdFVCJKUFy8mNVUIWqcVKUwZOJ09+53H7CNEm0xKE3Af+2D9dFqBhyFc4bsfz3oq2bfLo/YynpjXZSoXC9ktfJAExBiXvHmC/tVRBsga5MKGznp+ycHqdtboIwU1L++Ibx+uBYfweNlhUPT4ZRD13ZW713p5qJRztA+87De4gUzb2c8kJl3WC+g8CfRqYlkBdz6///fCe1CocfA0bQbJXBs9SqW4yzWskhA6Qxn+D9SmehO21ljIGKC+d0ywlAJNUJtL0MExwP9e/8kJKCXi33T6XtgPA3V675oCdUnWWrhPUWuVapnwxlLdqloET8FI+NF+6rukBaHT5w4Q9CKfxanntASHb6h3WG9hTybdNHgLoKovSr9f92vm4Aw9vzuUY9ThrjfCdkgcLeHNYYnn4A9Z2tnLgbaUnUcmV1SFaxGjqxnMsLzdP6xWIHMGD/o1xvIcxJXhRwEZAOuYUJNAi6FK/xG1pui0kkLkPEC454aYmVCbztdYx7wI/ZL/mq+ab1VAox+q1H1O8zAPwAxq4GespN9/Kdg73geFkfcSySsOUnaeUo3bxlDwqvfB+6EB97avJZ9rDY5O033R7iu0f3pzjRWmqAVf9y1UDf73c3cbhyvhSpeOCgbUbth9LwfFFrexc1s3qYiLbxWdubl7yjHJfR835h/YyCyAd19Yptw782cUwPUp77r/dPqe2A8DdXrP2kf/xfZhOVTbhXJINfqoRjakGVCREEAgfqN1nbdRaEAZXXgGPDcZAi8iTIdDani6MRfk7sI7Ddy7rWDYBVg0k9RPfo9MxEjOrrHdepojivbvMVylkck7hIzgawYSydlqK7FJZwhFAaR1iPZ8iWfbbK9PZATYBCQri2jF6NktrKt/Hwumx+4TL19vqBN4xfh3AbddEpVE1PScFhjxv+uUlud9SbU/HmkZmFigSPPu0CPgcmUyOj/r+5WFbtewW1xYAHl9aYnGVbHk92YfRH0/7vgggXXOK397j8yHuyU/e3cQ2d5cWBb2u6TrfHvu6lRj6HmAb4wP5/QKR5LltJy90AJgjEFAwh3g5XC4S/qvHGyXpDtQNYy+gMj+aEVVAWErFATsZbAHSdTah3Xb7rNruA7jba9ryQSSTxZqE4qhSj0WZN4B+QMA0r8jrdA283ELuZRSwTZwgPJi1DvSN4E+OlRKwXFp+vHleu1xoqUpN65pEzmrS3lInvWDqhDGsB+/GgySBlqozcxwrM3Neph4wJWVsyh6zQQBJS25c/LXkWDLZE1SY94mQD+m6IkVJpCtjZKXMGxmwKybOrqXeEZSP5efYl3Je2++xyrZtRRmzra3jXYHzjfZ1nAmU6Benx0jm4f/HfsEtXr8Zbc19mVMwu+Eg7B8rhfSgtfpxmlWwzvDcdk7uVkhyoCvFpyXnWAZOxyfDo5yflgYcSx3SdSH2RWNpu2jluk7HWX1et5Kux8uat7q7JbVTiuVef5fK1utvI8rFVUBqaGMTrKob0pTDJ7DkFd12NVB1AeYttYu069mKKpGtZS6oL6pwwJcEHBihXNbBASwGPzjstOf+2+1zb/sttttr2tLJSiTwTSlsz3yAEV1XLYBKQsciBJgbQGDUBk4yWaAAR25TFjqYq85zi+6lTGtW/InYOpclYRvKhNn6E/tXFrGV1LJuEhwBCVBktSZ/erAc87RGBQMeu/hnjUEeHo73QCvzBrSJHthK0NwAmErAI/jbAnhbZd0aW4bYX2Xmtu+9wl3HAo4paLTd+6KStd8jm9gSK1sHjtQPT8eDgFoTZut244tIBy4DTEtSZGtSrgIWvS48h8OUMU+two26FHCMeD7JEJKutmHWEk4nK5Itx+1GagfPU/GZO1bfuVzBH33iGB285oSjREY/OLaoYkrDqxuO8xLgr7ga1P5H9KwF2FMw2JkAsk76hlzf+i9NOfx4x4hvz02+1xrh3LYxr9d9iXQujpqPtAI9B2zO9Tu3sXBr8cWKLBxAsXQ0La0KyG67fa7M3MfYxt12+9T24osv4vnnn8cLL7yA55577nN6rN/4/d9XHpYHL4mhgfKgPIh8WJ2uoxanIUCfOtoXli1h664ncFR/s9FJ3+uymFi0mgDKBDPVnGLKnmkkb/TZemlrK+BhZHwm8cFSP0IDrtiKzqewTsQGScgry6cKGEc5V9vpxsp6XzmVOsc2FGxNMsbjuQI9K6XHGm1LLt3KRajXoa8j3D4rSL5fVu6ZrDG3ICOgKX2OaXPGsVqzhT+dtj1K2+NxVC7mcTle6pdH5lXZ5i2/QI3c1vZG09Jw3p23BShV2foqnY6UPwx3ADRgBaAmWa++lCIl67Wh20eAwo1rZbq8snRd7r7KCOr24+/MdR2j871F6msuz7zyRRAlvVRlK30p20UpOk1IH2AQsCUBa1lmXl56Xy3fv1fzOb7ba892BnC317zlB478oBZKD7rO25NeovfiTRxABHMQbKBG8QogM4NEAIt0a34FHMmqRVF5TvICDse8gQCT5VagVsGpprZQNkiPt7WuT+nSjkdmpixvkb9kaiIRtLQZgCPaRjdJq5Ed1H3Zn/F8aSw11vvT9dtu+UZunbfa/WPTjjECurEm8OifeJ9RjiXIUd867Q/BH1k67ku2S++lXpruwd4Y1DGZX9Vn1hcLLW9Xjunxd57Wvq0Nf8vx/NmeMrEjmIxlEv3LXI2RiFnaJcBqL18tT2W7lmzT2+8WwzU2SegObCaXjnEecvaVhVW+ri9M3D5+EwhMNkR8i9sFg82if0UuLhkI2th0dYwN4WZSshig+fwZioTNdY6d+dvtVbMdAO72mjc7iUzCJ/RqCMcmSjIM/FCQiDZhJCvF4wNEeXl79yrBjmlBlPXro35rzj2CTmE0aF0aDKnJS/mISaA5MY4+Z72c1yZCRvcClGnbMdUXq03iLfCAcqLKvt04m0dyZ53sGUixBZQof8Z5C/u3xSZumYKbrRx2Krcq+JsHmbpsi247DQjRwBBuV1LjlDEjYKK8TpsE8FGCH/uv6VsUpDn6aF3tB9O48PzmCjR5zm37jTKFG5+jv5XRvJnWTsreesm4PSwBmIscW7Z7pkrACmiBIh+TyY3qIQJCef/lbBE9vuaEB5HkGbipSaazG27mNYAT6yMD6MYv/vI3h8LKjRG+PVsIqJ8sXTkM5ffbMdDyMsO2dLkGeSyXSeRptGTzwsxH/21g/gyYjrmWi+PzA8WXlQntHbvv326vmu1BILu95o2lkH7jX/0+rAfAqq+ML6mBPjUCQjOAkcIQCVge7nyIqxVptgV2jOCPDMEI1milbFw7Jo/bgNz1OW4BwJ5NbEwiQZ+mC8k5daWp+J2+aTI0na0VFBIgPL7MVzKqJmNu/bFum/E8dDuChPvkxU6m3FomAEv3WTfAz1b743E0SbV7CZAYJW8NYOiirYcUOBwDrePblou/qLeEyyq7MsmzmXfH6e7VOg6r9K8/53oPoB/Du5pY2qyVcUvor+N5mWMs7uTac1/2sfw1LGuZMi7LFBL2mpvvajCYqUWPmzke1/rUKQEniTYuy8v9fbr0yacBkXPld9gSsw+pk/i7JlMIKyy9vMjpbzf+DuOp4JPHVmAZz5OsxzMYykulw7BE+qp6eC8XaGXkb71g5glYDNNiJS7oYjh+4gk38W67fRZtf9fY7XVjXl/PI0HqMcOORZJNc45ybwC6RKxjPU+t6mHJkabyb9ye2wQbNLAwMaFsyJjq26eMH1Bxqfhd8a+20fsG8q/XesSFKXpwvMTkrozb3PkJWiwbo1bzMDFmLwEFW7kCt2RaTW2i0i4TRK8DsFZwNgLeto13/7hslMG3Piub2mTwHH9VrhzZxjEBM4Gnyt16fte5FK+GZ1NGB8oY0yZh/bbuI0cDwTwPnov6Dpp81jQ5OoaT7M+k4eoPyj7oOKglK/dRyLndC0rvUhDuEkAX2c7cg+pSYebRLrezsR25HgRkjnaPZ5V83SIBu44r2T1ToM5ttEwfr4Mcq/RLLgpqY+Fz7I015EuaocywZPx4PD6/EopbS3KsDzK8ulD+7He+B7vt9mrYDgB3e91YupSIYFuZ+qGukHm2A1RM60KwFdsgqICI9qs+OcVhG7WawfWsTgYhJhqdhGMSQUxKZO543C0fwa3vKvsCfWQzJ9vzMrWiAgIoGQlMma70b/s4mntwS06M45s47w8Tq0bebsnFI2jqfdj6ihFqI5jb2m6Uhj9dGwG39reXv1uC5+xWgRNC9u3zDNagiHv6yrZVDua290nk2S2YP70ftsBiGsZTQayWstNoYwVdBwleOk7rEPDSrhcB2xjQM37WcThMa/k9oAf/N/Ma9zP70YEwc6QpdyR//La6qN3G7nYMnve1tc0c0+TXvn7CMMaiPP7rXxw7qT+X50065MIMsi1HeTmdc5OC+Td5rQYC2FICQGzP/bfbq2g7ANztdWM//03vRXqcSq1MoOTMqlJLXlKRhOtTPXz7UJK9BsjJqUrEZX1eDXlpKWV8tbL/CGByarnH0EBgJ1VRKltbqgiWtRolpCyTCde3dDDANKlv4MB0oE1snLLOyxRg5PH5gGWdOhbOh0lwBBBsnwmA6TtHgLeKJE5ANxrbHqtzqI1lxe7zRdRj8TNtjMwewW0HcGMbu6pgom2NxyZ7No7ReZnieBwrPR+gyOrX0bzbIPWykQR67KP2exwbBVM8xybZNl9RlcvPEq3bJ/xu11gTXjMRdJGAp7rMWg5COfeFOfe8T1R+uszxYnSRfIaPzwe4lyTQcX5k31B+U5qsOYAbZVX5DWg+SQWBPHPP9T5YJIegjjV/I9XH15LsXBvj84HPEOh1dZQ65F6CQkoCe0M+T/BzfTYtCXap6xYDLgaswPQ4YXpsOHxyl393e/VsB4C7vb7MHPm25gSsb8+MBHaCPkm34FmYHgUT3vYDH+QJmA7tFdzr8bzuO8pPqbIT3fZuEcmo0rOmmGmfGyN4zfjlKmP17B9zuAVAAa7Yk5vDEozdNLCYW/5Oelzdntsepj7YYvQNjDEdlo0WACk3RrA754FJGiVBbmNAyJnJPMDJkxjM0Ub/tq3tlQFTcMv9x7EapVn2keu1XJsej8eZ7HrsgZaTcVym245RyXpMA3Cc1giU2Ar00fMpvpptvJs83q7ZVU3jeu6T7DfXmsDTlHF7vDS5t/491CAV91K+kOmTSocaCziCf6v9ZdoVXa5GFTa+T9757uoxxlyh3K/U8W0LGc3bXigt1IbNDjiaBMx9UkliXrpgsGzwyZEPvsu/u72qtgPA3V5Xlo9eEkM7Wl1NvubHq34Bc5aa/1xIRSLZRLZ+a8XaMx3X2ZzTWRygc3kn4+bmiwQ0eUrbVPaPlkJCQgf0CBA1b+Ao++kkS9MIVk30vAizwq23fO/UF25k+LZSnmx9JluoAHELxHHdkwJC9PsWc8ZLnp/ARt4H/rbWq5Tsbh3jqeegoHXsF6XGYOKcJeF6YMmE3aOpr+O0sV77rQFAI0AaZfXVW8k3fh8lb6ZxKW1cg8MtCX9kg2MMUXGPVgfhtkMVkQDi3qRzll+jLMt7l+CNP3lNxjy6J2TZjv5/aib/vLJ+/K3rb0X7qM8O6Fh0L53y29cUMBxPyr5ewJ+L73FadvZvt1fX9ijg3V5XNr+UsN56cZierL1dZw8mz7NhXZtfUE4mWlBqWfehk2et5mH81qxMLmQT+/44AaJIThgjhc1LuSfziA6O1DRd6bDWZq4JZVkmjpPpuUZn5my4+BT7bTFArZNlcuXEvAWyaFEDNpdkZWXibsyPWQ/eyAZdRww/KY/cdYBBn1S5H2TddnXrAEScohuyTNtjEmRAomS9L2d3Hxhjips1z3EMHauluhawP8sqSY2HJrMDEDCoAI7MEKXelr6n+vDVv5TztYxbpLOJcbdO2oy+DX3ZSpi9rAc5l54b2EqAzeU6Lsqonobo6XKccg8DwGWd4p6/XGYsASzrThwf83ZOBGP8z/hyRma/JkiXwIvMMRZG0dEAd7Qb104AXbYuhizAnyESPDPiOF+E5cuI1FX+WGoIc/+M8iKbDHYxTHfAh/7cq5P8ebfdaDsDuNvryj78/veWtDBWJZfJyxPeAMwl5UM6rvFwtilHolYIi5eOq9CCTaKxmoy1K+tExYigQiYmFpifptzV3e38i7wlvqUFU5FT5w/YmL8RoKIDG0Xe1fxsS6w/VLlP91/dOlZjZBUL8zjIirkBHDJ96t+nOe8YcMJggZHdU3lUJc2ttspxWjSusjo0ZdtK+31t2gZI/V5AObY//m0JnfsAGD1nG/q9rAnLmup1TXKt2vVWJpFGCXtkXrcSbRN4ahS2nhPb2/p3BRxTu5/miexvYQnXYYzHfjkQpQ/VdaExhO1eYT7CaRqvvdwjE39LjT0vbQoQrOcYDKO24dbqgnvzp1UER/A3fqYvoaPfnm9N9Ac08yIly72ifeUzpnS0/tUcppOXUpYAfHJYBtIKrA+uX0J22+1zbTsA3O31axlAOHQj3vLVxycvqUu+yjf7fJpK9N1UkylTsgGaP481FpE+Qjlb+FIpWMtrChmpk4kFLHoFe3SG5wQJKPBrp7cVNbxI4MEi1Qe6Mlx07Mcg5dW/kwCWYCnRA5LY54qpuwal+lmB35iA+Ul1fbd83nS5pkspbV4DIzWCIgWXW30geBllzfGce3DazulJbKraCLjzIOHquLGqyBhIwmOPQJQ+gARv4zUZ2cDIfxisbs1DKKwfGeNop/5jyhnKyFq7mmz4aG37flsGSAHbTHhZ7i3FC9BephSYal8NUN9a5gR1b78Hq+1c+QJKn6f6XLBUAJ/Xl8FWZrK+ELI6Ufj5of2tGQvMrenNvIUT4AeH14jk+eV9Kt7t1bddAt7tdWvmBnevfw24oEhB59SCQwCslGAMcE8tDQPQJCPKSLlNluUvOnmoy993Xxltb38MFpMLGY/IL1gnN0q+CgLVD3CsP7pKtCb7qtLbOgAA7Za7AWkIXBnHVUGj+TWAgCPBYi4bmasESmmIvxNwBWjGvITR/5ocWbfbSkKtQRWMSE0WYn7IoWWnts8W2LsGSY19u8+XUGXvMf1NSKbSP+3/CDyzQ/zjmtRNoMJjKUjj/mtuwFCZwRFER7/lXlnquC05taTL0n/eM1tj4NLnwiD7EwEoX3oUCNLWNcV6ZfTyOkY7o55Te6EJ5g5t32vf31Bu2/WX48fy+hLZTqBviD6/dMMoDw0OWt3+gvr8qeetqgKspHy5GOxc75ELMD++Gt7ddvuc2w4Ad3vd2dt/4PuAGbU2sJc37UOVX0+pJIfOBl+s/1y3d7fugV4+1P9U/RkiaOlrBP5RVkeL1BuZkWtZUQFVrgiKwDCL3LyutcSUMpoAbo4LLsvUbetuuDlccF7mmNzJqGh9WbU55S5NB1AijLM3/6+OIanfA5yljNt5Lcf0a98/9RGcUl9Z4z5ZlgDE7Tr6s+vPxjmon+EhXZ9zjDma7EF2EGi+a6y40erntr4U2TfjvExF0q1tFnay+U+Ods0oWi0v13z3AOAwrzH2N/OCpaYjuZkXnJYZGQ2cTlZy8ZWAkp4pNTNcllaFAyjX9rxMV2DwMK+4aD5J6yusTJUduwjD3NowWVaWzymHjx9fcKZITE7WswA5Ll+WCSk55nnB6XSI34NGducqoUbezvpbjB4IOCzf+y56vSf1WhgA48sVvwubCiuuHZ4NGQnw9gLXPTd47FJmpQwGA9TiQA47p1LyzQHLgCfgI//j+7Dbbk/Ldt55t9edfeQb3gc/MBq4vmWfUkwKfk4h1/glgf6C4RxuHvJv97Yf7EF5SAcbCACV4bC2WQV9PeMR0jCZnWyY5jVkpi2Zi1KasoOMCh7bP53nLhcgjcEhyhLSx2n0ucs5VQf8a2BCJk37xgTPBJRcf1mnjuVTebj3ZbsOtCAIZH1ioDGXI4vE7Wk8jyBeqr8d+3hZUwfulA3TNngsrbKh7Zv11S7YFsFtn2i79xHUBOFPMmXs1swauznAn44L+0ZQf1/+QyYCZx/dS/5CbqP9JODUSik8Gq/ROuzTjinXwtsLwjjWWwwi7+1lmcC8mMpsd78P/sfflTV23IXldaaCYjCOHrL2r2cLqxQfg+vtHgcAN6wDqOezgUnj2zMDnVLASN/w++PL4mrAWsDfpl6+226vou0M4G6vS/u//vtvwpf8P7+35NFaDLBUGEGVY4D2gBY/nnhYG5BmyT3GYAwrwSMBAtlGyn0gQpdguvcpSubIqbr9ZGtJpMd6sQHmGvij43pGW0ZGMHyiwAm4tdPyqLUJcl1TxySm4fgAwi9qjPwEKoDRBNgCYtfrpjaZO7bDqMuLSLzZDYtbgNQoJyYgYgz+YG8uGyxfdskLaA2MJtxf+YPGoAc1skZsY62fDyJ3bkUmm3nIv6O8rMB05fUVBlJT95R11wBqqsxV8a1r7HL2WrmkAjGVppuM2r9AdFK52H3BM9kbWGM7BHStakkDfoxoB8p9rKb1sd2nuPcdLd9mJ8NWZg5AF6DluY4vhmtR248XPyCY5rymeIlTMBhAsf6+6H5RmEDtPEpiaEkLAzk/cyvy73DOthrSyXYAuNtTt50B3O11a7/47m/EL/6pbwQAOEstuVUppj6YJfiDztt8mAdTUD9vWtAF3rFVXNUqfjTGjUaJCUC3zgyYFXiiTZCHQ8vnx2LznDS1goiWpXI3HA5r9IEgMef2eV1T+BJ2pyeAwKqsyGVRy9Wvy2lR2mUbyRoTd82KbqcP0dx72Q03tT5tkXFz5IWbBHg8czxv+gOynSl55ETU45u1SFS1PpJYzn2QffUYLbilXW2CtOO8tojp1Mqlsa9m3i3X/s+1Rm753O6P+0qupTpGqSZcNnMc51KqTqNxx33HZU3ubvWQj/N6tS1rCJdzY77K9pfbbAHt2+Mlzv+21rBOyXFzXMq1Oay4vblc7Wfsp/x2m+uFdrD1M+TZrXO/ApUje+/d+vJbQ3sOVEAZJd8ATLdr2X412O1aXj7rP3Mrfxer7F8BfpZLZaPddnuatgPA3V7/lgFbUnvT1tf0layeS4AHWp4wYd7ChKGhL5BWERmhokq+APpqA7K+MT/AsrSfXpZyV4v6bnFinvrE0Go8zuUi5b0ogSbvSmxx+TxInWrLmhrgq0ydVrcA+rJwBEMRhDHIzcAoB2+DN6Aweip7Bqki27FE2QgmmxTZypVpLkL2+0mBJ+rnlisr2fwer/u8dS6XNQ3HbCC3SxMEVLCaAzh515/r6Nw+BU9rx4fzUKMPo35nf/QaUVYmCMq+LQtvuTBwf7Pme6kBTEDL/VckesrRrb/LMuF0boKU9i/6rww50P/mVI5Nbfuo4iH7RO4+/m55nLTNXrP6h1YWykuh9y058iVFBgE/p5LmZfaI8jX6L67AdGeYHhvS5fo4u+32atsuAe/2ujfLdVKwIq/4DPHBqW/glIAvzMSMMhkQIGkKmLreUMtAec0vxlDCIcmdZ8ACIVj4ErkDCcUHkaDQAAGYaMCydinYCwGdUbvUroEgJ7IxQTXXpRqc0qIjm8yqc7ijAtFhAlQgBPQVG0b/OA2WYK65EWCqjEh/tq3EzFu+c1opAxBptgKPqeaF26oMMvYTaBG6y9qCI1QmveQGcLmcAS4KtPQ8yYxm9J0YmdZP1UeCMQZ9FGl49MXrczTSV3M8bt/utZxM4OZoEnv3AgOy3Xp8C+a7jE2KXJjtPLUfDdQx8p2+g13aFjlOdw7CwPFPn+6FF6qsbNdDB6Ow2jm131myIv1moLwsDmUkWxCJRdtk5uP362VfTF7SUjG4yw1YUW80FEXCqkhxxm67PXXbGcDdXvf2C+99X5GC+bCn/BtZ94vEO90uLTkrM/WvJv6CMumIJBzBJVFrGDU9BdqEVJeV7e1qQutMWaQ8MIGUWiNhsHXgYa61gMP5nUAz5ZCI6c/kbiF7cpssEz1Badc+JT5OoBBpmP3cAGc8T2X9tvzWAATwG20SQDgJoBpBI+2Z4zmWE6DocZOVOsbj8Q/CbDXA2ku92lf9PEqjYz3j/nwbw6f/5il3uQSvQa11x1FAPMv5aNsE6RqYojWcbw9LsIZjGzwGe7G64VAjwss2tY5wla7dS9R58TktkcT0lXt4bDJuqfPbuxaYtWPOU8bNYSltHNbi/tBdy/7ebD62HKwG1rZeggI4Gv8JY6jfeS+oLx/3qe13fn78fbPkI3MBiplbqw40l/WpDk1agX/37e/Bbrs9bdsZwN3eMGYXK680qwEiCTH3x3pXb3e+uU9VIwwpCDFh0JfIHUiVPbRJZOTkLbk05xHr2TYeSifwYALJ5onERuBohpIKBcO84lbSZNR2IW2GBOwWaTXMHKdL+4k3ebk65w/jl92iFjIgUbmVIVGAZwOA0sTGcT2EsSOoJVDRIIlgOgXsab1aZdvI1rkbHl0OAKQKRgCUdnxGpU4pRzuXnK4A21hCrTCKLbCB56bHL8cGYN6ipFMOdm9M0XIf4AMQVVSmVNraCshJKcvyyg7mhGS5k8lbe5XpNcOd3gdry91HqdkHpvci0a8KwlmF5O58CNB1vswBBl+6u4n9zuLOsIQPqoHpYEqpvQSmQHKvbDmvA1lqYTvjt1N/e8ECyn1kqTGO5fg9E5hSbkFZsiz7FM8CQ2O4LaGUcvRaWYj5/ij7kjWM/EJowBNAepSCBUwXIJ23X6B22+3Vth0A7vaGsV989zfiS/5f39szgeYF6FXna9Cfx7xIw7OHlGMpl/QwRlm3gEIfkFKRcmXC4QRDeUgd/7NFEK3V46bBLyvRD4mMR13eAar6eZ7KJMpGCQTNSgkt99L+VLej719z1O/PZfQD65YrU+maG68PFCmME/MOSgJoTU4dtVWbT6IydhpcQZl1K5iARkCXKlgeTSN/R7Zxi60L5nGIkn58mSOtSmOiGoAa5UqV0YkBgm0c+qE5BqNGcAdchAUdxvN0mdttvkwdQKOZOZYaFUyJl2ee0GRmMqjw6yCnNp7tnittVyY37gWObelnEqDvAtSY+y9ndV/wLq9lnLcOlqwzQ8eio373LL8/AWFXbLwCzHpOfPGJKOTxluIyVt9xi3KTCH++xlD6IQM18MOPDrtYIexnYHqE3XZ7TdguAe/2hjJbLWptdll/h8St04O1lGMSnzt3Rgb3bbpbS/PisswR/0pgSVsHk/3oMwQUabdOdlkTLrt1LKFJnwCCUgK5yixOTZqc5yxltdTPqjGS05SxrqlGB/Nzi9ol00U2iWBonnJIkppYmlLesqbODy2uxRMAXB8k0w/4CP40snSM8N3K0/ck/7ox599xWktKlQHs6l+NjFZpkn0fz6VE4pao4xi37hyadEuZNueE47xGWw9r1Ky2a+YhzbJ9jk+q50BWjWBc2T0AkZqOQTZFjvY4Ju04rxGB+/B4CVeAw7x2UccAqoxrsR+vw7MPTgEC/7NnX4ZZuX+ef3BX+j1lPHtbtjkcVtzy+OblZczbb6e7xhvph0aQN/5eg/WPASV7JwxigMvWjk1e3D34G6YCUGuMIwPpmaUyfLUNpoYRXOiTI11K5O8u/+72WrGdAdztDWXTYwMwwQ+F4XOgJnNDZQGrxPjJIh9izm19SElodT+xgSYcLWikMoSsVMD1XUk5gsTUEtH6pUiJMd8Ia6TBDuFTtxYGZ1lSk0zXFtWqSXSXJQXj4s40MhZMYBYJtIDBdmqXKnGSHSoMUX/6yjYRjIyVJ8bPYyqTERCOtXU1OIQSZB72o3w8Sqz8nDnpp/5Nd80p2Li7ZZbzbAEXZo4ppOM+yniS81KWi9/XLNfNr0GiyrjKYp4uczChp2UOgK3gZlklUjenqOusIK+dZ71PvNSj3RIez5U9NACPz01S53J3w8unYxs3Oc9yDUobZJxPlzkifz/56Db69vFHD+p4GH715Qf1Pp3wyToW5/OMJaJ3Jfo+k53ElbR6ZYYuGrjb1tADS16P2LY9G8CXJnd4Dbxx3ms13ZSvKVJM5dPUJGiOy6U8D2wF0supRACf7uv4brs9HdsZwN3eUPbhP/ve8gzWSLyMXvsK7QytZJN5Sf4MlIe7W2MNlT2s9JwlRPm3Lv2EoTiFV6RnU40kZhN1frLKFtD4iZMn8wdqmoqyIZmNlqfP3WoEZgOlXM5IYDWVGMfPnLBbOpDiZ9ZSq7ScgEBL/5FSjuCGspzH74Es+0UbAqo3ffP0ePq3BLnkqzZGIEjWbhW2U/Maars0BTsKMHWcdN1Wrj4d7y02r4BFC5Co7XJsNSm2bqfHIqBXX8lgdWtyYwa58AWDRvaT67t0PxvXTs+BOSlLHwrbzIAQ3S9edLz5oYbsX8eNEcTRf6CCMoDpXHqWnR3xqP7RArJajs++1CMiuCrcGaYcL3F68PjdyDFbhgD5nVWQGuD0kEvyZ6AUwEZh/wDg3/3Fnfnb7bVlOwDc7Y1nU82/tcikywlC828ldIDQ19TSxfAfJzlOJpXpy6uVXGBo+8fklK2vI0xpCQj5NoIOpNtBRiiTYGXS4vYabGHWJlJGU44ggjJwCn+znr0hU0j5eOrAAYFHYy63IoApNwLXaUj6fmywqdWYd659b+1oAmf9TIAKXIMzMmnz1CRJHod+gQr+kjmeOZ6DCVyzSQBJA2AjA6bRvGPyZbVDTRAdSaIrQ9lYPuuSP9/My1UbmvuP15zHPVTZWfP+zVNJ3DylHNtyX17PB1V2zW6xTXbDg+OlBkK082U7TPit48D7m/ehu2Gukra74eHNOXwDS1JouhaU7WcCRzekKQdgpJTLhMwK1DyjAD9ivHC3QHuBkza0djeA7vxif16++hv3bMiswnNoL4g256gCYse1e1m0xQroW8rndDLYdQ7y3XZ76rYDwN3ecPaLf+obMb80wXKRYuySgBXNNydbS/0SD/wiAfmSEBVFXCuIyMTurR2X3GFdxQBuqvWK9Vg+MhSVmZKJ1WuC6GiysoGUx9ZlipQZLz8+1v0Ny2VqFUMc4Q+ojBz7o/Ki1ghecsLdZe78EmM/br8pa5Jxa6DvPtmX0jIB1EXa0LQsl3XqZFplqSJR8QC8NDExff4I5tKwnOtePh87VpB9HhMxA6jtbOc63PJp3A486SOFtRbweb2W1DlevI6M8NY+MhqZ7bENRuRO9dynyso9Oh1jbB9VqTdVOTpYQ29SPGVifZHgdwB4+e4Y/btc5rj/Xnj5QezzuB7ndJ7x8uObIh2fDjify7231rrFEbBUQRzPtVu2/b5RLwRl2bYofoLDdS5MPd/k2jaNmnes5xTMfuQTBeDnqSxfDHYqzw+7pPL8ycB0Ntx8/Ekd3W23p2O7D+Bub0izFViZkWIuPjzMyA8r0rDD483dz9aCR4Am91awVVJAVBaNAJETjHmZFNAmXOYGS6k4kfMzpa0yYTaGok12FilgaCGNEYzV6EOFGSwtV9ptDGFh/xrLxChKSnZaHm6UgJM5lkFWnCtYYuLlbd+2ygrK+gB7sC6ClxG/cd02gJxaY94a+6d5+nQb3Wd1wzy1IAv93Pvv9bkMt8zdrhI9lz618+F6LiOwczegjh3HoPgb9iypsqH0f0zlxoVZWadJnRWYEvxpVDUZ0WUtTN+l+vjNU0kts9ZrGwm1hzaXNZUIdGcgDWCWg9UD+ihlsxKJviwTNNJ3mjLmlPHo7hhJyj0nWHVhWMRPF+ZIU2P9LAFTWrEuRcYtqWB4QDTmr2PAEceP2r68P3Q7/Q3Wa5xqAEhnhsr+JWCx4gfIer+zw/miaQ6fAMsGT47/83v3sm+7vfZsZwB3e0Pah//seyPxapRjQgF+IdHQHAX8USamTMe6vEwATdmXbCHTzIivEoAGEGV+AhmTuu/EfGKxrn4miEFjKTynbmJT1o6grTF+hgc3lzq5lmUa7cv9FezRhw/owZNpX+oyZcgYzUpZT2sHA+iOSflTGUGCpeJ71kASUKJzue/t3KRJTQZ9nNbw7dPUNARXETwiLN1YbYT/1py6gA3915IYNwm3tIGrMeP50BREuvRfwStB7s28xOfDAK55PY7zUsFd35eRteyun1vkGQR6mX5KJYfgutYo5Lq9RvMS9Ol+c31x4L1V/pncd2QNEXWpaQeJjL45lms7TbmkiBHwp9U93IsUS/DH31O4ZXD8D+o7i5CVfU2t+kfKIRczsXv8BsksOpCXAjIZyJUYAJJrMAgTQEviebsUudeWWu7NgZ/78zv42+21aTsA3O0Na7/w3vchXQA7W6v4UQNCbC1AMFgDvukHi4AK9tDy+hHA8TMgPoJtvWdDXhpopDHlhGeLqF2l+hggQhv9+doxazADEHIwJ1l34NHdMXIAqqlsR7m4/UvdMq2Nq+AiVzbNAdxd5gKccsKj0zFy4Dl6/zwaGatlnVquQG/SrwYy3C1Nfn50OYT0q+XRzpK0mnJ1dsN5mWPstI6vBrJoPWOVrDnuI7NJVm0rQXMbm/JPjwk0oKiBJW1MWiT1IrL0ZUiszfM+LzOSlTHb8rcsvosMALEO9E3JazLpNm6UdM2AR+dDBCidLnPcE9ye1xpAdRVAVKBh0ASBnpnjLBI1z3tZJrz48m1p4zLh8V05/vk8R5LzqEqyIa1fvaAYoEFSeakvY9ws3CbkOpGp1Deb+r2rBgLAF4mYXxqI9HN1FZFKQnZKsMVQCVqkiyEt19dot91eK7YDwN3e+EbMdpPhM1M61FXZ6pu8t22VYTvkGt1bo4R1XXKkOcMmRzrkYB9a8XjrHdR18ndKfsJkVLbE0AcUEPAQ7LELGiF6c7NgnktE4zyvkS/weFyukkCrFMzjR7e8+ZDNIgUa+olchhVLTt08GttKm5GSRNma+lGZrLbOO5lXff1UJiXDxzZUIj5MayljZi2algyhspBTTWZ9nNcuqpiASaVQ/acAbZRgKbm2oA9d7t13zUNI8JNkO70O7PthypFDcDz3EfiOzOWDytamlPHgeMFc/SBvpPwcWbp5ynh4c8aUSi7Im8NSj79GAMuxBnC4l89TZUwf3p6Q6hg+vD3BrDB9h0O5JofDitvbSxuTlGHKfG6Avc5PL0BevacnD1++uDaVAeQyk3YtAUnKuMVxte1qyuobWT8af++zw4+FueTh58fYbbfXrO0AcLc3tP3Ce99XHtos3+TV/y95AYOTN4bPHOlYJr4o88a3/vo5zLzLOeYj41YnRKajABBSUoC/1DMTpSGyc8OxuLqm9QDop5QH36Ui+ar8G8CHgGHqfbxadHADjwSd0q1OKlaQMjJVQPUTQ8+2jZU+6KemEujof8bzJFOm0igDGggwlfEa2cfxO495nNdoo6WYEb9L9PWECSjV+J3nohHG4zF5HB7rILWXCQTXOnbKDqqV81RWtgfGBLnHudX/JSuYc8J5mQaXgP4Ya05dUMl5mWLZpd5bBP05p1q2r7RDZlD7wjrBlIM1ZyXv1TRlTFP9zUGAvKaGYZSvfI90S+w/T4MgbYji7wg/b5G+48tZALzkjemrQWTRBzJ/x9x/JwN4Bv7tX3oPdtvttWrmfjUF7bbbp7QXX3wRzz//PF544QU899xzT7s7n9J+0/d8P3wCfPKSJBrlc7zt05nbrZWSCh89C5+i8h1AzQNY8pANUnHdZwR4kR9QmJmINDSRtNAc19VPLybs2oRVeYv9KyljKoNXE97GsclEBVuEAHr8Xv6aMIYezI4yg5tSHNBtq8tSysFi6fZ90EOLztXtxnMv2+Zuu3UA32NwyRgcQsZpjPgdA1I06pY+dGPOwSftp33Rc+X5lvUKwts2DTS3fbb6q/voS4P6dLIM3GQeNZZHhhXosRO/TxwnLvOWloXfr10N+m3UH1W/Uy6mLy2r40Rrsg871NhBNLbehvGry51l22q0sCUvvnuOLvr+6rctDF/U5o7qHnzDsFZeMqNkGgCi1u+H3//68Pt7vT3Hd/vs2s4A7vZ5YT//ze/tAJ8/XIFjBmbH/Ny5BIEkACIjTQ9r7rTJy1s+GYdswGItB9kqk4kb0iGXicYc881anMcBzIc1IomnOQNWHMunQ0aaHGlyHI5LkcmOC6Z5RZoyHjw84fbBGZZyrDej1IWYlLgsTVLtwDzYF1ZrAJoPoKaCYb5AGvfjcoJGRhE3n8HGOOZark6BpeYudLeQL+f6V/MNbjGAKtkea0CImeNmXkLeZFqWIuUuXV5Amkqwkd5GpFjdbo4ya0yIjZBcKcWyr5pvkPvwr/oWbqWDOQ6Moga+UP7lNjzmlEp+v9vD0ucWrLLuXMd0Sl4/Z9zWHH+GwjpqXWeggb3ST4+ydNktPnPfch2KBJxSyUc41yCOm0O7P5975i7Y5gc357iPbo+XkIDneo8XF4Y6FvV3dC81QQCnbGB9kfI1FdZeavaW32wBcZnpW7xW80BjEpPIxzZlILUXoHjB4zMk1ZJvKG4ktqLk+hOMuNtur3XbAeBunzeWLjUCeC6yjtW0L8tdzYa0NNaOwRrBEDB3YMg/1qKGgau/nEwcCPZhZVCJSZLZpURPMiI4D/IeZbLLZZZlCEn3PvDGsldkElHBWsiV4jfWfAPZVqvuMQIWjehUhtAq0CxtE8S19pQ91AAMoLFcUdZOAhm4nEBFy7UtuZVFIws4soiUXUfGUkEQ+6J5/paaD5HLC5PXS6UKHEsN3nIMRiRrwIgCTfXHG9vkebIKx1ol4WWdQhLm/XGpwTSU0seAFpV4dTwYvc1+cxtKz2be9Z3n5bJ9XIvcGMYmAbc8hOwH92OACdDLwc1twVrCZ2/30FXWHQJE19+g9b/djSAZm7wEcxAUhm9fiTL2tYDHSPKeqqtHQicDg+vNS+RvLqXe7GL40Le8Pti/3Xbb8wDu9nljfENPd6mUazqn8ka/Wvj6+DmFBJwfzwX8nVvqidJQ/ZsNfqoRlWsq285eWAa3UjDe20TkjECGd+3lS4KlkusN6wRLwLpIdCjLZ+WE8zmF8nU+l58v022s4GSOMqEp6EHL/UefP0D9/3rJiydpBqxr8/FayXqYBwsIIOoMu1v0l0AxZ2CxBhzcW5Li7BIxW5k5gknxvAsWrtSoFXV+BMve/ADhhhUtH57KyReth6ySLdoyZfAIoj1QrUtUcbk2AMHrfNWvsg6xDe3kcwduUUHe2u3Xjt/anDqgx9rG43d2l7WasxvuLvNmudwG3FLIzavcR2QEvV4HmtaB1vN+dHcTQPPudOheEsaxadV3mqsBl3fbDkCwRM5X9o+AUCk4fuRhCfhoua6rL3nRBgBfEfJx7GsoL4p8CTqVlzrmGD28fA06d9vttWo7A7jb5419+P3vxc9/43sL+HvzJWp2Tm+6hA9gerCUX0VyHJ49lx1nL3KxPtvN+8loctjtWiYD+hoBONwsJXGsA9OhQZrDTZXkkuNwu5R9Ul1eJeLDYQXMcTwuOB6XYLiaw7tFl6ZZEgdX30SglthCz/SV5X3eP51wua2uo5Q31yjPGAYr9Vwp+2nUrAKCufoBGkqE6XGmrOkRWMHzGwNQNK9eCdooIOEosiuX8zOl5uO8RqQv7XZeQspktC7QB3vo56NExxIsUiZuuQyb7MtzoxTLz2TpVLaday5DAHjmeI4x0Ov87M05WMjjvEauQR5HZd/b4yUieHluZkWmTbUW8E0tGxfpVuq2LAuXzPHMzRmpys2U3eeUcXMo2zxzew4m8Znbc9wTzz5g5K9jln7c3JT9pinjzc8+KsdJGQ9vyznHfWXeReZ2LKAA53B/gIBEBX9EtsoSEiTyt5vaNhpcQsk4gCLTR2kE8ipt120+/P737vV+d3td2c4A7vb5Z27wRzOYQ2z95AE4FOfwwvoByIZLPhSGkNItEPvAraV/MJT6w0thFFmpA8Yo3LLZep7AUm7LpTEoy2WKII3LeQ5/OzJoi7At5XgOq5MdA0GWyxSfU0JMTOuiy1uetsulsTZ5yG3HRDPcnowgAV0nKaZ+mUq9ZV093xq9HACv7l/AHNms4TxjmxRs13mZAlSd16lFzuYUoIoSI/cD+ijgu2WO3IPTBmHTWDBGK/fjMwZ5XK3r6jUXJDLm7BuDWtwNd8scSa1Xyts1JyC30zHR6GMeW3MsFgavfGb0LtDyGgIVA9XzbaysBcPnKFKzSuNmLX8gAJzk/uTYm3nLdYk+QOVO9mWuyWWZxHWgojcbmUGUlx4bABsE2HULsf2d8jAreETwVwZyKoeevPj4VgnYz1MDoAIebUWUfNttt9eb7QBwt887+8U/8z78pr/y/VhvK1M2Ae5F+rVLalVCLsIAWP2XAU5OERVIJoBO45SDq48fgGAnWt1ga9GFqJNcZSMyANQ6vwZgrRRHgJjK/HF9lHKr6xZ1dOdJu+FSSUx3na1Gyaz1B4AAOetAqcqp62ows86vsKyXihi1j9muc/st9TuBkPq/AUBeCtBjWTpGpmouPZYka35w5WKxn0tNx5NShptI16yy56W2bvNrZB9kHAagpTbKsfzbJPcGWNS/jpK2mYuMnBpIFplagboyugW4VXCX2/jxiPSLnCoDm92Q0N9Pjur3GP3qfU7N0M5LzhVALfdWE1XXMQT6FwW6DlwuEy71ZYX78Z5a16m6LiDSMAHNn++K8eOLmKOBOGDQtYGOrV+tSb7DdhHNj/q7dABL6vKGAihJ5C/lGWBLifqdd+l3t9eh7RLwbp+XFuDPDXimRvu6wW+b3AfKqpMDN0zuhSYdzRn2YC3rJ8f0oOZ0O66Yj0W+nQ9r1Cydby/lcza86QsegcmlH7zpriSTnhzPPHcHM+BwXCJJ7s3tBccqGd/cXIo0DOBwaNGZt7eX6PbDh6dg/SaRL+da6isqmrgVUBFSLzowqPkC+XmqkZ9qKgHzOECZqLWNB8dLk4Sr9DlG/mret9KGhTTpbriZ10hLclvbyznhMK8RbXyQkmaHuZWU07rHLO+m/oGUUYE+OfXNoUUeq2m/NUJYgyzGVDQaDGLmeHBYIqG1SsBvfvC47t8CYA5TxjPHS0jBh6kF6bTgnhzy9lwTYQPAw5szGEn84NiSLx/nFgxzc1jiPYdjzrECSgR2lOob7iveEw9uzjGeJflzf0/M84qHt2cwiIlR5bO4PIQpi1r/NbkXLTArJGJcB2bxXo82x78CIuNlDn0ACQHoYjXli4VMbGtN+mzAl/1PfxW77fZ6sh0Avs5sXVd867d+K97+9rfjwYMH+E2/6Tfh27/926HpHN0d3/Zt34Yv/uIvxoMHD/DOd74TH/rQh7p2Pv7xj+Nd73oXnnvuObz5zW/Gn/gTfwIvvfTSq306T81+8c+8r0QFZwAvVdnqYsCpsHe2GowBHm6FDRwlpWABy+dShqpIR5e7GfBau5Tsx+NDkYkdeOmFByETn+6O5TAOPH5cPudsOJ9rCa41hZx2Oc+4nOdCToiMfD7NIS+zDQVTZFqKmktai1HKZO5amhcN5liWCcvSpGytLFJSj3gHcBhtrA797oZHp0Nhj1BLidW+UWJd1imYtZifzfH4fGgl4i5zAUXmuDsfgsUie5esBCVMFWBdliZfqgypiY6BwoYtq0rGDawt6xR5CgEEY9cnY9YcfqxJ7B0zuCWhLyLl3i1NPn10OUiEcwopmttQ9tYUMzxH/rusU5TnU9n1XMckpVySQrthshady210rNY14VRL8lHSZ8UP3ps5Gx7dHWtAUMbd+RCsq95L7ItGAS9LOYYBrdrHYGTNzdDn3ARadC5ZPV1tLnSoAkw0Fn/y9lt2AxZrwLCCPaAAPp+8NJmBn/+m9+JD31J8/37mu96z2e/ddnut2i4Bv87sL//lv4wf+qEfwgc+8AH8tt/22/Av/sW/wB//438czz//PL7+678eAPA93/M9+MEf/EF84AMfwNvf/nZ867d+K37P7/k9+Jmf+Rnc3pY6nO9617vwn/7Tf8I/+Af/AJfLBX/8j/9xfN3XfR1+5Ed+5Gme3qtq6WTIh+LHkw9W/PfW+uAns0CstA5SkAFYJWrQHG4i69JnCa1+aOQLNMAvxdeIecmi8ggAmOOSZ1gqYGC51JQkuUy8afKoamCplWkzCFtSmY9Vox4FpMR3IKTHrgwX20KfPHorivM6crMlAs6Z0jABYu//xt6MKVkIZrUfXKcSJ0ESfdnU528a26y25mswxlJk47ZsM6GPMKbvYK7XX5m+0ddO29P+ENxxG/ocLuJzF9cQvb8hl4UEXoHmmLSZrwDZDXmQrRNfAOr6K+V0GCOtKrOufW7HnMt9wuUFhFr4Aur9sfL3UY8W46WJ1yEd6cZNtslyEUhdZnYefcqmSe+/2gb3cStBHdEuBwXh2tEFpSyGtPVCuNturzPbGcDXmf3Tf/pP8ft//+/Hf/1f/9f4ki/5EvyhP/SH8Lt/9+/GT//0TwMo7N8P/MAP4M//+T+P3//7fz/+i//iv8Df/Jt/E7/8y7+M//1//98BAD/7sz+LH//xH8f/8r/8L3jHO96Br/7qr8Zf+2t/DX/7b/9t/PIv//JTPLtX2erLv0+VJFisJIheASQgfeEpGIDwC0wAbps0PD1cgFTkX6vAzKaMVOWsuUYBA8DxTeeYiG6fP5XjG3Bbo41tyjg8uMAmx+FmwTPP3AEAHjw4403PFklwqgmmgZJYmqDleHPp5bNqTK5rKZcE0eilXkqlQJNy3Yu8TPlWU3EcaqJftk3TnIGUTCnz0SgbzjUxsZnHZyYcTgIw6Bv2sMqKpY0l5uJnb0/BSN0clpB0VQJ+eHMW2XnbUz/y6wmjxnNg9G3Ip7HcOwk5xsF6eVSPTdmZSZSBEvl7qFHQtyI1a8AHjwmUCGYNQiELWNhGC3aU40yQN0ZS0x6K1MtawF4/E8SXsS3XngFKlG/5mcD+mQcnAAX4/2fPv1Qqe7iFu8I0ZTy4vQTIV5um0l9lpNWC/aP0S7mXYFCBXSRtr58XeSmjxHuxyhyiScXcXttYS9oXW8q/dDakk+HDf3bP97fb69t2APg6s9/5O38nfuInfgI/93M/BwD41//6X+Of/JN/gt/3+34fAOAjH/kIPvrRj+Kd73xn7PP888/jHe94B37qp34KAPBTP/VTePOb34yv+IqviG3e+c53IqWED37wg6/i2Txd+/CfLWlhbLEoD2ePJ/ix1AjOv3oDRvgiI3J/4ZyCEVirTJwvKRzH82WK4I/lMgUjcX50iMnq7pM35XhTxunxIWSvpcq+lHItZVyWCY9Px0gsTZlsXRNyZYvOp0ORYodk0AwcSBGZ3OTbsrz5rgEtarkAMDI3CMf/y2XGwnNbpqgmsixTbNOCKTz88syarHhZJ9xd5mCs7qr0eHeZg91LqfnSvXw6xtweyZ8BvPj4NhjAs0i9lIAB4NGpSureIluX3BipEWyFHHs+xDr6ywGokcf9fpR6aZfKgrEyR2H6LJhHRtwmAx5dmox9XuZoh4moeUwCzZcpqypJ5lbOuUZE8zyWWqeX50y7u8whWT+q7XF8uH+5Pqj9KpG/5/Pc3R9LXU6wnlLGI3Fn+P984tkC0LPhdHdArlLy47tDYziVpSWrOSxXa/V/LSL3O+O4cP+Eri0TVr+xetb2ISs4DQ17UQrMS5s/963v2ezfbru9nmyXgF9n9v73vx8vvvgifutv/a2YpgnruuI7v/M78a53vQsA8NGPfhQA8Ja3vKXb7y1veUus++hHP4ov+qIv6tbP84wv/MIvjG1GO51OOJ1O8f3FF1/8rJ3T07ZfeN978Ru///uQj958fgwlT6BOtPPGpOSFLYiycARh3sBWaSNCcEMqBlAqD+QaMRrpKBzLuSSELileqgznpVoBg0rIIOZYlzr/vrxOwXg4ppjbAG81g4eJuJV8y10JtyLvtWoilHaZJqbsw2hPk3JwfY1brVwC9DJkWS+1fwcJt5OC0cAaK1EYeqZLq2zM01pTpBRpmKBnSteBFHocpotZ5UZIFcy21Dci48r+o5ScrEQVa+1g975KxmSUcts2mkKGkuya62cgKnigni/r/XJ7srPqpxjycx2zkIAruGZkQ6tJ3dhgHa+ceb0LC9iCflhGMMKsyzVZU6lTLS8hkGvm9Vp2FT4MNS0LYAlVOvZrqTYufO0fGcLcfPecqV+4vdd19Thx3LUGfdRt0nmXfXd749nOAL7O7H/73/43/K2/9bfwIz/yI/hX/+pf4QMf+AC+93u/Fx/4wAc+p8f97u/+bjz//PPx79f/+l//OT3eq22/8N734Rff/Y3wZ5d4yNsDqe/6/AWRbuKmUAE2Z6RjrRl7u2K6XQA3zDcLUk36/OCZM2wqwO54ewlAefPMuUymqxWJOBdg9+ybH8Xxb26L9JmmjGlei9w2tyjcw3FBqiXN0rQ29s8VlBUAarUdr0CR7F749LlhnjOOVUpdV60DzPQqUm7OWwSx59LOKilv8prqcVrNYMq0AARElgTRQEnvMqccQS+UZZ+7PYXkepDEyXPKUanioUQKpwpoppogGWgJmoEaKUs5esohoz+oEbYaeZwlvyDHa5Gceh1gBeXb9l0DNQi+2N6aDTdzk8tbEuwGAtds0R6l3uiLXL+pJnk+zGuwn5SWc2VNud+zt+1FTmsCP8MIXqBr4zCtYLk/AvvD3GoYHw5L3G+lzm/5/MyDUx0b4Hhcy32Zcnye51ILuKtwAtSXE3Tm2dpyJmaOlSY79/uRuXfmxrRhe6BnAsn0c12uku+51PtNC3B4ybDbbm8E2wHg68y+6Zu+Ce9///vxNV/zNfjtv/2344/+0T+K97znPfju7/5uAMBb3/pWAMDHPvaxbr+Pfexjse6tb30rfuVXfqVbvywLPv7xj8c2o33Lt3wLXnjhhfj3S7/0S5/tU3tNWHrhUH4Vk8PvpgL45posOnyHigTs2UpUrznW04T1rkTirssUTN2jl26Qq6x7evkIVgo5vXysNUa9BIRUifalFx4AVmoJn+6OxRWpgikAUYvXUksQXQJEKhCYHEyXYYa6bZ38c5mAWfAeZHuqXS5T5HELfyuggkV0x48gDQE/ZCkjfceQ0oVRpho5el7mqB+7unVSJeXlFx7fhk8f89MZ0CWX1sTECnjOkqOOFUFKRK3VhMulzm4yDykaKBLolIqMy4jhJzGFmtolaucKA5kl0fKaWzDJ48sc38k2jn6FPL62TQma4HzNCZN5t+1lnTbb+OTj2xg3mrvh5VO536bKIqZUZGSt3csXgdN5DvB5uczhr/no7iau7cuPq5uDlSh1Vu/Q6PZlmYINnOqLUulQHVfeDvHdWxomlXu3mDnSwk5C09tLnG5znzmQLsU3uCR9NrgBP/sdu/y72xvDdgD4OrNHjx4hpf6yTdOEnMtk+/a3vx1vfetb8RM/8ROx/sUXX8QHP/hBfOVXfiUA4Cu/8ivxiU98Av/yX/7L2OYf/sN/iJwz3vGOd2we9+bmBs8991z37w1pVS7CYvEXJ6kEcsjd5ONLBYRATGSR3HlNpb5otrJsqENaUsJYS2JLhgKVzPAKuAJ41MMkL3WF6z4EHpGouQLCSANTmRcFimNOOy5r4K/5BVLeI/sX/ZA2WLUivku+QLJHGi3MoIEuilj6wmPyOAQe3fHuuYRAS8uSNsBa2b997mVjkWtz65vK4WyvsW9+1b7Kra0vre2xHywnl6tErHkI+Vn7oPIyy7oxICZXxlW3I5PL81Xwx3yM/LwGA8zr1a4V/T+3Elzzc879dWVpQs/t2tM/lVH0nluf1Tw39q/9RrxzzWjMHkLSRS7AzS6yoaHPE8hlZA7j5+Il6INjWP2D0wJM55392+2NYzsAfJ3Zf/Pf/Df4zu/8Tvy9v/f38Iu/+Iv40R/9UXz/938//tv/9r8FAJgZvuEbvgHf8R3fgR/7sR/Dv/k3/wZ/7I/9MbztbW/DH/gDfwAA8KVf+qX4vb/39+Jrv/Zr8dM//dP4yZ/8Sbz73e/G13zN1+Btb3vbUzy7p28f+Yb3wc4GO6duIrBnlt5BvLKBVh3Rbc7FT2kxTIdc6pmiJn+emrN6AYMJb3rzo2AiHrzpVCa15Lh5UKRHA/DMs3eAl4jc+VBkuJnRuQbMh1JD2N1CGlaQlKs/k3vxrTrWeqxjGS01Sr8AAlTqspubSzm+G+ZDL9+NpiAk17xxBAfTwA4CiJrAgEjNKFIv9ztMJcJ3qZUt6LsWJeFEAm7nUHP8VTl2HcAR7RgJrA3HeQk5eI5oaPGnY2WToT2NJC7noeXNEOc+JojWesXchm3NU0tmPQUIb4Da0YO4sp6SbQN9BN9vqhKwWUuand0wD+fWZN8c14TRvFs1n9c14fZ4ET9SAlfDzc0SrgDH4wLPCZYc81zl+qhNjQ6gjdfIsxUQx39u7fdoiBnNLqkFbcTFqH+zhX+gLfVvZoRvKvvWSF/Kv9PjIgFPj4Ev/XN/Fbvt9kYwcx+9LXZ7LdsnP/lJfOu3fit+9Ed/FL/yK7+Ct73tbfgjf+SP4Nu+7dtwPDICz/EX/sJfwN/4G38Dn/jEJ/DVX/3V+Ot//a/jt/yW3xLtfPzjH8e73/1u/J2/83eQUsIf/IN/ED/4gz+IZ5999tPqx4svvojnn38eL7zwwhuODXz7D3wf8m0uks9cQKDPBfTgkFt6iFrVozMCRKBJr45ST9goX3knlSJXP0CygWwqtWTLnOz7YzUWzNFYMydr6FaYQkPnHxjtSZcBVD9DBRG9RNjl+aMMTFaK58R+GSdza5Lz0E5KPrCEiCADjSDmfqjnOE95ADtMySL9xXXJOBeQpMxg1N21nsmbUkkkrWOxirwcx5UKIxpYcl8wyNay8NUTEDgykXpMfqZkbkA3JnosSvh6L5WAEw/g2Ma8P5ZaJ/WjXSudQWy8RaMPrYavV0YaAmBT/b6uJZpe62mbeQRL2ZSLywQQPnstgXO7+EzZwuU+ewni4i2arQSEAN12/D2npSxPC+ATMH/Sot7vz37ne/BGsTfyc3y3T207ANztFdnnw4PjS/7a9wGzN/CXAcxeQOBSawfPGX6aGhhM3qoKOGBzncgyYMcclUDGYvMACliaMjxbBJEAiNxojOpNyZFXC5axMIBrm8ArcFrXXq5LU27L0Bgt2jRnYf+2JL4G0lqC5yY7t9JdPdAxK0wP2USg5Y4Lv7m1VRoZK4kwN6G7SZk56yKIyV6ppXSd2DrnhHnKHaiiFWBJBq60fK7pVRQUjSDOzKOOrnXt9cwd/f4I6hRMsr9xLVLzW8wi26v0DDTACTRwyiohunyr7xw/raNMAKhJnQMw1iCiZUkRAR6yrb7QxPkUmZfBR2SiHQUITgLkoy70eeoY6gCC48uPMoXRB7TtvIG8kHIZ1a+1vdEAoJsHc1h8/hDVguaX7A0F/GifD8/x3e63XQLebbd77Bf/zPuaD9GcYVVusupLZJNjYi4ysndrTZ1RHdqNyYfdkFhb2NEmSzccavQwrNQDpq9TShUMStLdxpj1bMzxWKJJKRtyEqe/lQNd3d+YOwfJksZEvzkbjpKIeJLzORzWjvGJ1DaOTX8u9keTCNP3bwSNygyS2TTziBgGimTL/k/JIyLYrH4OKbMCmNRYPvVv7M5b2Mrij9dAHnPq6RjzOyBMKhMwyzXKPTbqrkE5lnV+fwXIiV8dr6m1PjX526M9ZQGPrP0MQKVrpsFxtOTPOacA0ZR9dYwIDnW8Rp/QGO+cwte0VCBJLfIcrN5Sx5E+q26RqLw0UsdOwR2rfNAM0FKM48D6VABfpH8Rytv4UsZE0BlI54S0AGkp8u90MqQL8KFvee8bEvztttvOAO72iuzz7c3xN/zwX4G5tYogQHNGH8FOje7tzKtsPFe5VPIGAlWipQwluq4lDzDpkVLNYjLjflHdozItXeSvdm+QamMxegl4K0iE4GCU/a7OUyTu5ovW9lOw1wdWoGeVOJzi98a6w1uSeEo5IlgNvcyr+yjrNLJqZAdplFinAIVk9HInHa/CyqXunHq5mGPI6iOUYnX7UXpXplD7ruXb9Lv68Gk72g+Oq+b147i3HI7o2lFWmBHaZJtHlwKV8C3lwl5nYb65IVrbnlGkXkqx/D0wdx/0ACj3WaQe4r/22xh/SwDK729px7ea749MoV2seGqcKhC8vLGjfj/fnuO79bYzgLvt9mnY//U/fFOVjiq4c0S6GAAN9FUJ2ObytzmeA3a7xiRlc2MkpmORmNPkmI9rlWtLGTlYYffSVJgaSyVFjCVHOpTAk/Dtqn55kYwXTbLtbAB+QAMqBFjznEPyAxr4a7Lt4O+1wSKGP6KkDyEDyDx8LIum/dTIVWUMU/KS2w4F8BxrDr0p5augkmQlwIHVRJK1UnDJ+ioeBIUleKSNx5QK4zhLtZSSK9DjuMq4MRq3nb/KrY2pm5JjrvkbycBpsAW35zjMNfehmQerZ/UcKOXOU25gMPrL628dcG79QoDSIq+3gJUmuwPz3CKyFRhOk7e0QknvuT5FkOcUn8uLRr5+MUFlzYHrF6oAg3U5X64IChUwshOQzxwYeVmzGghii7Xcf7n4/iED+QD8+7/wnjc0+Ntttx0A7rbbp2lWJ5z0cCkTBtPEALCbtZWm4gS1JEw3kkyaEnBGSSDNX5+16N3m/E40VCZdRlGalRQwXiVYoEquIpsyOIRAYZxoo96qMEhWAVZUdBDZFWisEJ35CYh4zE6+43k4erBp15LrGgBT9t3oM2XllkS5Sddj8IO2SxvLvY2+gWNtX8q2PRNmUeZNj89KJGM6FW1/lICTUbJFdz6lTJywasPxM4lilaC9RSLPFSCToWs+fc3/E+hZPo79GOFc+i5jX8E0mcKOqRXXAjKRTNysvqaa1gjG6jeIsnlxHzhapK8eJ8t33uS8z7YCsrS9+pe/XbtYJwOn+lueHxtuP359T+222xvN9lJwu+32adr8ScOCqUQhOoAJITn547kxDacJboX9W19uy5eXD4VFnBzr4zkYifXRDCQgL4a8luV5ScgVIZ4eH3DCoWx7abkDz3dzTHKMmITImS4lrigJG8o2qf7lcjJE3Pd0bkmby1/EX4KLsqCCgbWBEaMMzGOY7ltLq62tnvDITCk46YNZHI9Oh2A472ry55Qyci0/t6KxlUxgnMxxAQGUdW+9TJDM5dl7cEjfO0bMruvUSa5qHBKCT0q3LM1mFZiflykSW2uyZgJJoCSiZuu5blP86cq+bNO9lJ/LNZn2SfweFaDd3R2qxA4AdnVdAWBdjrXNjHVl9DPi8+UyNd9MJhinHByDYO2amMVLwLpMzS1hbfuWg6BUkWF3+TuKtxMXoIfK9tX9FeTJhYhqHobykjZLG2uL7rW1/EMCLAO2lH//9i/tzN9ub3zbGcDddvs07UN/7r34yNe/L9JHAED4AR4ycJTi9All4pk8/s3PXMpEJL+6dLPi8Ow5fP2mubAs05xxvL0g1WWHmwU2ZczHFdNxLcsPK6a5fD4cl5B/j8elsDWT43CzRO7AIiVnHA4rjnX54bB2ASQAQqodrZPtvCUILvs00EdwQ1bRhOFk+0BjESnx9sxiq3LR9quRozWtSSlBVhqj1BuSLVCl0TVAHNCkYS0Fxz7PU8nPx1QzcYnRWEJDYRMP8xp5Ayc5JoAIVCEjqMEo6isINN/CEshSWDoDorQdANzUIJxkjpvDEmom5eZkRRoHSum2yP03NRn/WF0LzNCY41xlX7cG5LMVadfa/RDBRBCfRl7b5JgPpaSbofiRTvNaly/BaM+HNfaZDiuYxzJNJZBoOqwStITGpAerLctXK75/vESsDFKr4HRAckV7GWEJucoWWk31wnaXB475seHfffsO/nb7/LAdAO6226/R/q//4ZuQ7kqy2Cgab+LDRB9BQ0kUbQBWllADmAYGXtgQTV0RPln1WF3yZ/SM3DR5RFvOcw4/QG6bIoFyY9LIwmkONzJFU62LS9lPAziY669E/tK3q+ZzE5mXIKkFP5CRG5hDOZecrx9DOafob+eHCFwtS6mxccHyVb84rbrBPi1r6gI9uJyl4TTtCtDSuWQvSZm172qOlo6GjF+uY9wqa7SE0zlblLOL8UslYvt0mSNidllTyPl6b8R9kDKWyPXHcW+BNyl5l5uQ6+ZDC/r5/7d39sF2VeX9/6619t7nnHtDXgBJiOUlVQpaqEOl0ija6ZgRlbG1dTqDTS1tGR0VLEhAQH5q+6sUBhQrHcXSmcoftdI6I1QZaycDKqUTA6SEdyIWEOoY+GkMebn3nrP3Xs/vj2c9a619cqUSk9yE83xmMvfcc/bZL+ucnPO9z/d5ib0AxyqR5Vrz1ixEWW6nNyjDjGc5Vts4tI1D07gY7ZP+ftKmSJ5vDEePydu4v9jQmdCt8pUInvz/yhtChxy+OM+3Ds2eYxg1pXBIfz/TGtgw39fWBk99aJ3m/CkThVYBK3uFVo8Bqz77aR4TReAms9ILkJAqhj1S8+fQliJ+sTlKVZFidUnz28JHq4snjNhUMZxbpiZE67I8NsKeuXb8PP6ZFwTIdiJQxvv35T/5fqR8r8ymzZ+bE5+HrDrWEM99RbdXX35syV2bLx8w7Zt/JsHbPX6nwhgpODtfz0CxbfN7pdKXxp4ftchYnp+Qz07O1yDfxuU9GUX/U8qTHD+/KOyy8yAysVdfTp6rmc6p+zrGat5sznHKBaTOtZrsdcubN8dAm0R/s32kRuCAsel2vC5Ct8ef2MO1TRXyYbvYV9NnB5Vt8iigbE/gfn4E/j9I/Hia+sGCj4s/ePvHr7gIk4h+jk82GgFUlL3kyQvW4akPXsx2kg95RgZAz3PzaABmqk3zg10QiQZcNGIAWEK1aMTbWkI5zXawLTwXihi+31UcNbJFGjNX9ZswFi5NBDEhSjcuhpyjmMQPJEEgDZmlynY+sTWvADNSAcpVoNb50JImEwsmCQmZCCICID+X8cbK87V4ySOVsv2gV8dzLrKK5apoYr6dWKzO+miTFi5ZvEWIegLcE08ifHIeznr0gwVrkOxdZwjTvVG0nWM1LzDvcfK1LFxmF0uVsvWY6tXp2qo6Ruume/z+KKzn+8PxyzA6z1rqiGARzYPeCEXBljD/5G2n+qP4mvYHoxTpLKXS3MdIrpX3l/RwLPg1L4LVS2DbV9rh5A2+2fbl21WoaLchtQFASGPI9i+tkMJ98Q+lINw4ume6OYJi/wIx98+03MolpmpInq4BqKLoeFPB1b62nu8NrigvfbQIRFF+QYwHvCFgaHn6QI+4zLNBKhgRJRQqEMm7GPFrahe//Nqap334xqYIIBCElokjs9hWC5GXrHhA8K1FSpSXys0koFwmTPLxa/y7iU2gZdu2KVgQFS18aHYtfeTyymDAdKKE8tWaz8Q1BmgaG/cx3vcvLzjJ7WhpCu2DXTisi3CuLRdchMhZHQo1CN1qYCm4aFobGz6LFRzP0+zZH1BarXgysS+gJ4NRNiZu1LgoGH2wvJ31sVCliE2rw7WBrylWDXuLuTq9Bk3IBfQUKo/Dceqskrf1efTOhPMnkDFhW9eJEJrsuvg1ITThGqz1PLUjK84gIOYQtiFVIZez0lg8jh6M9/FCtg33/oPjAhIK4q32BcgbtI2Njc+lup0vTELV2WLlWHBuXwyFIoq/aAMjRPzCi8vtXgxQI0738CX/393yF2r7KpOJWsDKXqHWQZfjP/epVPhhwtxRIM0ctUh2MNDpGQhklplnO0xyBON4uBDFSPOF97RrTdZWBkiVqpLXx8fJ5vQi2aa5ZTgeaYtzXCmzK0WcZvuKs3yzGb4+E4ImRpJSpDGfoyuM26f59vk5dKuG0znkgicXRtJLL5ebeTDJ5Gtm9mzwLLbvHuuOLIdOrNWxcXbzWd35uXavtWv3jp9vN1KKPZivmGc+Szqv5I7iNN+f6UZ/cyEep20EC9c4jnKLyIv5sOGk5f07bhN3MDzzN6pMebwzDcSkP2wInNcniyTiz1ASgwah0tek4HSY9rHl4yr89HN8slELWFH2Bd6AKg844rxA8JcOlT7mANrFNVcKO4KbbmIkrxykik83aDgy5ohHxIFv2yLYyNmXZlG18Qt3MB2svDGBI+Pa8p59Qi5IuqPY8ijc/NG51DeQuo/l+YEhL9FGuzgXalkxQtGOFTAg/hy3iVOvQsKiwTAet1emPonSIDq/zl7ZoCp4m0FVx8raftlwY2hDOKw/5Opjw5XCzvK5LxnM8TkAcd8iFuUn518GCz5Ys3nDayA1tK6KZNHbTPD1yjpayov7Qy5ksZ7PKxxDqoOjHWz42qd6fH9VtHFeclU1sbdePJ4lVFUT134Q7FhjpJKcxVshKQeuRa8/im1+8obkbAfz+9c4zuer+nzbWMLUNL8+Uo3O+/bRTi76NXrTbG/DBjtYFjfkx5rCA4XvVNPzNsRWsec8P/mDC7nwFPHng/gL+X5koeJPUaARQGUv0b8c5+f4v/00aNByXuDIRDGYkr58p2FtzAX0WVSGDEzI9fOt4ckJFEbBSTCkNbCl515/xG02pAegRPx8a1H16j2KDQSe7ZpH+aT9R4pyjUf/9hSLaSyYc2xLxwjgmKCLlaSG4tQJsYDzqJkUQvhY2Yq4Nrl1bS2hrl1nbnHeSkZ693kyqIomWsD5Mkh1rFT4yvgyGQkn6wkATXh+PpaNwPl4Yg0X1qONxRl8LnmBzbj97n23iEPOOy+syfsDjkcFxfp2wfKV57Vteh+0rc0me4jlnCK+bcv9BY2hWKzjg7UrFrBEG1OUV3r5oVPkISe253uG0AwLwKZRcK7XcvSxtjHKTY1YyFl0mVI0DwZAbeIfGmkhw3tiZLPiDrZ6jWchOMnFHj8L/RyfbDQHUFH2IU99aB1XB4eCENOa7iD6keUoRYiQUW1TlTCZYCEDBIu24ftb2D2sOfnilP2I4ABC4+AQMaprt8eXcW4BtiGfj7zhXUVLN33B5jl55G2M4OR2qAjHTgRQvqRNt/o07x/YNN0vchGl41XJct5NlnfXtin/rW3NHhHOxqd9jJrsoy6Lkor4A5LAc4Y6DaJ96zjCl22f/95k1zxqXLw+WXPv0+PGzF/dnEdaPfj1tZn4i/ZyuB3PxRsQWbRI1i/nLhp476LYlCbOksuXt6mJTms4zzxvUv54kEhzdI294RYvBiAZTyInb9JrTuFaAP6jJZ/p2w5d9n7JzKjxPxjE2m0RrV85ERP+z0R7NwRc42i3NlX8uhEURclQC1hR9jFPXrAOT513MWJ7GPAXlZlO1qTpSxUw26mS22SnuKGzKTzKKa7WLMqWLTky6E3VsQp4sGjIlcLIIjMEtvLAAqEsW3QiN6HAo2PdxpYrqelvWSYrMTUOtjGqJ0Iticq0/7hf+Sd5eGOFJ3LeyLfJIoLyeN7wme+jeF55np3sU6p2gTQCLreGDUJvv3C/VP6Kzdp6m80QJiybmo25fkdMz3CULlQHS3RLqnbZjg1Vu2EWMcB2bFFwFK7fafKcKn/FoiZwFbAITYkIik0tRSmSV1g4H3sL9qs6Vlj3s6pieR+ADAaDVHU+PTVM69NrYhSv6rNl64qWo8sE2NKjGtR8f6+FlQpel3I7y34Tq72rfg3JWy16yV7uL+ZjFr0WvUVD3nfhw0zssDA+CT0j9q5EAsfb/cgbzac3nQnizzQGpgbKXcAjf622r6LkqAWs7BVqHfx8HPeFa7t/ZkmrC8Oiz1Q+2VxZ9aORnD/PdrA0jDaF2LtsDUvzXOtS/p8J9inn3qWii9zaBeazgFP0KLdt8+PI/oR8VqzYznx/ii7lfeRSNW9qMN22tnN8EalA2hZAZyQcUbInxaKV7YpQidsRn1n0rAg5hK23USDK2DbZt1jALAa7zZ9lW4CjZSbsvwl2rlQpS76ijLuL9nLRZgI3RUdT8U2qmpaehU04Zh4NzI+TP1/2K1NT5HXPi23y10z+QGhby9XnQLJ3Q24fecN5qEiRudwOti7NqJbny/vUFj5GDPlBgGoLG+Zk+6HjohFLoJFN/1+kaIqQ/m9IikT+e2tgWoAcYIO2tg3f9/jlavm+EPo5PtmoBawo+xG328H3POAQGkOLyANHCEfh204iHiEaSN6l5riUrF40FghRpba28YvaN+zfGkswCAIliKtOg+hcABJ/g+czXY31PKkBme1auxi9E3s4ioAw+YF/oSx/rJvbJpawcakiWVqUGJMigeMNjOU+IAnJKDbjz6QYjGHrd1xM5X/l+nAuuZiK1b9hm9wCHjVFR3zJtnnlbxPbs5h5xV3+UwRh9xpyaziJtTo7Rpu1kTFhzq7Y3yz2TJz+QfnzWhurtsX+lXOhEKEDQushSnZvp9FyeNxIDp/YvDJdRl4fCdY1FmRYPLatS9Zt/jqMXIzYRXvYIIWOsyhgbLDemnhOxhvYEadYGG9ghnI/H87Njb2RFEXpoBawouxHnlh3EZ46/+Ik7sIXWnnYKH0pSvWjJZiej3lRttfGLz/Xb2IEUKIpUiUMg1i1CUISfFnPOgLizF8gCJ94m3+6okW/X6eCg3lsYtmeyKAfrESMi8pwX4xsheMXYkNivJgjNYXOW7rkSL4bW9O+EyGUnxLtGm8knV+rRCZFzLUhupa3fgFSg2ZjuArYk4mRSmkNI9XBhfXR1q2KFoNgAYulLMcVq7wMVcB5UQuRwaA3isK1V9bx2qqiiWK5KsYKVVqOgPIMYLagJXpYhkgjEVD1Ghb2ZDA1NYQU6fQHoxiZq/ps73Ijcn6vOudjg+iiauKc38H0MEady37DEUAyWSUvVxJLJDBavVULN2iCpdxyE3QDFIMGZVYR3CnyyNvAAPz/IOSsxhFvhNDuhW3f7192ER77S7V8FeWFUAtY2SvUOnjxHPeFa4GSUlSFTBhzFW6LPdyYbjsLgEVitIAJvnYx/6rTH9Ab/vIOdrBE/aIda8XGYxFjXbKgxd5ts0KLWIgRokcilHiDFFEa748Xo4FZ3qA0sYZJc2rHe/wBWRPrQG5x5vmLMXo31gcw/0STCKBB1pMwWxuDNPJN8upEYBlDsXI4t2m7rW9SlE3ONd+HCDCxtVPuZHos2ejpuHmvQxGFsmZ5oQxH/yhW+co1yxzlPPdTLPx4v4jleDHhGtu0TpJv6luTxhbGxeVFlG3aJlyz50heLBKhtG8jgre2aRRisH2N81wFDCTbV4SgR+ypaXxKlyh2cwGICD9AGzu/GPRzfLJRC1hRDhB2ZOFNluhuADPK8rIAFj5RuYG/6Fywfm02Ezh8qRLCT5+S8Yl4okUULWH/3htEk5NM9mUdxEj2xR8FGJkoXiicWhSD3nabFOdiEei0n+FpEUG0koEnCkIwj+Jldmm2r7wgpHMcSGQQ8bzHxV++tiKkXCauJQcwXvc8SCsYKZSRbcfb66QonxSkBHs4VAYb4/d4fn4t+RoAFI+X52bKNvJ3e26dj+dx5vuRdWnD9I5YURzaCMUGy/K0ON0jNbCmJjxPBHp4n7Yhks25gja9dyWQJzauAT837B+t6TxOjYuN0CXyHUVfE8YtGhPn93ZernCObjjvS6goyjyoBawoB4gn/3xdnFUKg9iqgqaCNesI7rA6ijsrFq9MDQFQTo3iF2Q5ndnI8UucrVbpzWdtsozj1AZwQ1+xQSXnj+f5pi/8br5YiGI5H61EyPMB9PqjTnEGwOLEFW2ytGWMnSG4UFCQ9wCMx5H9BiFYFG0Ud1VW4TzesFoEUxF713Ufy2cd20xYSmsXJxE2yossuFBExNqi/pBt4NaiChar96Zjacd1CNa2FKrI7aVTs/HYUmlN4TrltosWdLKAXZgtTMTXWJVNXAOJDlalrA9Cw2e5nWYVu6wIpZc1ITfyBwbYqgUZlL0G/alRtGFl2sz04jku7mh5nBsFYVlO1TF3cHrZLCT1ob9kyILOeRx2+G7eX0EoFw/5PVG1KRVC2gkRQIZ4ikco9JB/3NrF8Fi3los/ijngkas0+qcoPy8aAVSUAwj12hT9cAQ4ALMOJFGzHRV/gVqCnys4zNHylyUIqHf2ohisd1Wpp6CkDnqDepj+Wzctzxk2FlEt5fmBnXPLqkhjdE9s4CAYpKgkt1MJwGhYxufG3nHB1syrTE1mY3ZHumUjwsBf/GLRNo2Lj41GRWd+8PiIOCJkBRnoCLCO4JP1yaKYMts3Xn+whLnZMu9n11wvHmdYF/Ec8mvOizakApfzB3mf22cGnbWS/nzSq0/uF/taqovziGMdbXo+XhOEW37/cFhE0TsayrlSzCdEeN0kapxXALdzBb/fRvzT5EVAhjCzuxffL+3QsUVbEOqZMr4/d28fxP0Nd1f8/NZi50+mw4sW3sM29MMU+9cQjDSEDtFEKkK0uiBgaGIE0BBgagPbAA9freJPUV4MKgAV5UAyskDlYWe4OjifWYphyJ0yBNNaHiPXmjBHmKIwBML2rJT4S9KF6FasMqaU5GZCDpelaN/GmalhWsR4lajYmSATxamIKZkvzE2hPUz2HOrsOzxPfmaCL5/wkee4GQPUPitkCeKWn5gJ2CyqaG06P2PY1pUKXdnOBbUgYkrcQ+mxh6wljBSFFCF3MOYQIok7EYQAn6uzKceQgj2eongh6ul8ELOpf2J33B3iOggG6M4jHssplHVkUZyKaGI+ZYimjVf+xmbLhJizxzl+XJ0r1b7Sfii+XmIBE4EaE1MTYpNoHyLRLvzh4oFYxe4Ro9Qxx2+swMM0BqaxsWI+TvEAR8x9G0Sf56ifHXLk78FPq/hTlBeLWsCKcgBxMxY/+LNL2Q6W6sXGcAJ7mGtqKEwPKVlcwVIoFjEoQgUlCDxDOORiSYI+NVkOFVKCfsrR4pFyJKOyTB61ChW7JHZwECbIc9PC75ko8WSirZjnAJqxf70wrzaKl07fupTHxnekfLooJqlbgNHr1VHQFFnFax6dFBpv44QLOR9h3AIGgogM1ni/bLjtizfRDvbecrPmcL5TvVHWz3BPEdbLmlMfNhh2IpPynEWDYbKUpVgHktPHxxSbOApH4sroXJBKaxwbWvR4zyMB2VrPKo890JNmzYZ4jq8BXL/h9xbx+8o4H0UgXxDQmx7FBs2xor2xPOMaAFqD/tK5+EfKYNlsfPOw7Qv+o2UQ1F0Z3rMeUSjyHF8WfvL/w44M7NDAjoDHP3oRHr3ywyr+FGUv0SpgZa/Q6rF9x/Gf/xTfkGCICBeJolikquB8rBxvzIIrb54bBGEkf45BZ4arDdEyoDsDNo9MjZPtKhU9yKEyezi7pD2eM16VDATh0tqO2JQ+dTF/MFQB502tpSF0HknLe/AB3d9zO1geizOUMba8mV0tArUToTOpn18eBZW8wG5/v3RNsu/xfUiFMJ9nOk7b5lHA9NzUVofiMYm4d2N+rhL0i9b5fAK8CdHb2IvSwJZBWGcjA2PEmsARbXl/dl7kbBUl+petOTxSRbxYu62BGVru4+cItjbx7W1ajgb6guBmjc703Ufo5/hkoxawoiw0BkBjQCHiZ2oL6vlkjwHRnpXJDHmDXgAxjws29ApsUisVk1l+cVuJBJpk2UrrFkLKEZO8NYEPIX4dxS/1KPTyL3kk4SGWrrGeq3CbMfMhPGad58bTVnIAU9sZ65LdK9XD+Uzibk5hau+S38eV0Ig5esbwiDUKP8U6hlynoVg1bIyBc3s2q2ZLWOYq86SP0aiAcx7Wcm6fjNPLp280jYsj2iQXUAo6xgV43h6maWyWK2jCSDzE2b/SaLooffjdBiub4IcFjA2vl4jAEK20BcHXSezF/E9p/gwkwSa5p3GOdXa/5K3O98dJ/jxCEoWhhYsJ0W1bG5jawNgQFfeAaYAnPrIOiqLsG9QCVpQF5qkPXBxtXjMKeU+16fYCrENSvAmWXGNRTCVbMbVtARYtnuVRcuAZqzFyFvZHwXqGyXLKQrTIuZAXaLlS11qfegciRc/yhs/yWMytk8fGxKBYlt4bnldsCHllrlQux4iatG0JjZ/FShWLtVc1YXsKFbm8H5mpK+JPBBbAIshZn0SlSRG3To/D8LsUw0gVcGFTKxcb7WCD0rVBAIZL70QkqZPTKDOJARap45XELAZ9jNbJ9cgxpUpYoqJFtHS75z/VH8Xr7vfrGF21ro25mtwgWqqkuWJcxrIBXFEus6Vd1cINuIipd9iQK3cNwS1qYvTPTdepYnjQRBFYLuaGzygo3M+33eJRtIOlmbMdBfFHIc8v2L7F7u77SVGUXwy1gJW9Qq2D/c/xn/9U7ANIRWYBB4su/pQwm9hw8j0Z8uakebS0gYliMbNKpTVLbmNGm1Fs5SzCFnPzwqHksFEA5tFBQ7HhtOQO5m6h/C7iRcagyUSL3E4ct3fzyJ/8Pk5e1DLed2/clpX5uXLfeEQzJ69EztvYjEcik3hLUbv89/z5+bnlDa/zfXfb26Q1Gben8+sTcdrUrrNvafosjZvzXD9jEOdQ56P/qLbdGb1i+UpU10oEELydnFP2njVtyHMFYIeh6IMAN2dDLixgGz4vOzQoZoFiBnjgbz78M18P5cWjn+OTjVrAinKQQpZgGwOfjZAzg5a/gCVqYsC5U1WIAjVZXpclFm9izQHdL2PRaMS5VqkfH0eG2saiqV0mZID+YITRsIS1Hq7gUWQgg16vQdNwNKwo2Mb1CPvOrikWieSTSIItm08MkT6BIlxE4EgRRF079Pt11n4lCTtpPeMcj2ibG5WQfnqzwyocg6KVKtedJo7YKD6NCSPXwvmWro3tYqqqRdOwXV2WbL1KFG80KlAE4T0aFej16jiqrizT+Lde2YRpIxZV2aCRSGPRRlu4yFrBFNZjbsQtd5xrMRwWKMJoubp2KIo0EaQqWljrMaxLVKXvFMdIdbArPXzLbXZc6Xm+tAFsya+Lcx4tbJzcAQOY0sd2PuQdUKTfTelBw24z6Hhb3neWYGYtdyu3nNMHGJDjCCAZoJjl945pdbKHouwv1AJWlIOUH7z/EtihASoPaRxN3sTqSxPEH09RCBXAZGKrDR4LlwQBQjI/fNYkubWhUbRFm/Ves9ZzDlibRogZS0FcZSIzCMfhXAnpLxh73gGoenWoIubonw/WIxAOFdrPxPYx4bHxPn9y/jz/lj+25DhAaoScR9uMAYY1n5ezHsO64CrhUMyR26rj+XZ5Va0IKXksTucI2/P+bCagZR/S/JmFo5wzt4fh58k8YQDB3ubbU1Udr03mELtgdQOIzbGl4jefISxCtnAedcvFIEWwfaXAR8b6kbcgz38sDKaGURT2ejWoNWgby828DVedFyX/AVL12YqH5/u5NQxQ9Ov4GtrpmivdW4Niuub0hjZbOEegnodpAV+G93Ro6mxa7u2n4k9R9h9qASt7hVoHB5Zfvu7T8BWBqhBBM0jRPLHxJMGewmN58r1EY4TcKg7RRO4TiFglnFvG0hJGfF4jyf9A11bO24VkxzPZyLfcxpT2LmInRyEm4qbtFqQgCCvZD5BEZD5rNy8MySdl5BFFaUcj+YbW+a7gRLKh43bRjk1CNbdHu88lFtVhe5PNQnYu9fDLx8d127lQPEZeFJJbwvnc5Nx6lmpijnTmDa5NXFMfxF+sPh+zg+P1UPjjQt5f8trKHyDy/sr7/I1hZN+NSVW+IxMm44RjGrZ93ZyBGwJ2BDx4nQrA/Yl+jk82agEryiHAExetw6q/+TRouuWKyViJiZT/VwfFF9rHGIn+me6XtvQMhKV0G1wFCnBeWFG2QbwQXNmyTRgiRb6xMKCO8JP2L5JTFsWkiD3DDYTzptA+K5rg+7rCTU5ZegYSAc4mUdfv1RjVBdpgO6fpGTRmHds4L1iOA4gw9CCyIOQWcDf62K/qGEnslU2cANKvaszMVYChaHsXoSffaFjAlS2KosVwruQ+fFIAE1qrtK1Fv6rRhOhhVTQYNQWI2HaWqR69KlnDckwp2Bk2Dr0eF2mMRg5VxZFBGVXXhuKOqmjReIvRqEDVq1HXYvu2aIYFbEFwVRstf1MSN4R2Ptxfhvtb+KGL+aUApyXAG7aJpXm5/JES3pNUeJjaAgU3mzYyRaRHsbjDgPP9HvtLFX2KciBQC1hRDhGevHAdOq0zgshKhSCUEvMzuxcAi8YgDKm2aRxd2JZ7vIUDEaKlKVMtZHqEDdHA3DeIzZclDy8rhIhFEbGgJEWvRAxSuKYUVbOxMhnBtuR2NAh2Me97OEp/v45GBXybGiXnWMsCjQ/WLZSQBtgA4uSO8QKTpk0RtFHjokgdhRF1MToXC00QBV4uJnObWqqXO30DbXquUBQtemUTx7flNrP0QoxTW9CNGqaZyNk4uiCSKaxnWXLSnW9SuxeSKu2x10VSAQDElACEPxao4fdTOaj5/ddYblruQ/Sv4Ap3eIAKgqkNfJge6EYGpgGMWr6KckBRC1jZK9Q6WDiO/9ynYGrDlcEOQAvAgRtIB4s2Vl/mgnEcmTAShFW0YsUJDAUauVVscovSik2b7T+3ltGtao2W8lgj5U73ZZP20RGlyAo9wmNiG/sggHNb2gCdJtOC5CaOVwTHyGOINkrDaSfVy+GacyEWx+ehu8Z+fL1DFC5FP5P9nB+/K6rTqLc8KhotZ2mpQ2Ze6zzvJ9g5/2yuMud+dqOwlL9fcpsXSBXokseX/bGRdhByVQ0l2xfgSR7pFOP8XtsYbPm4ir6FQj/HJxuNACrKoYbhqMlT51+Mpz5wMezIsMVGIacq/wKn9MUbm0cXnq062Z2MWatauF7L+XBVy30DiQtJRHjFNjEyGYLkONnpBSFlDNvHeXEGbHosF1LSfy4XmEAoZHFsVUOEDAWBY0KzaINwbny9aQZv6H8XiiliFBBIDZ9FgAGAIfjWBivbxoKRfsUj7NrWYtHUXOxXuOSw2Rg9HQxGnNtXcAEFyKDfr8OIOqCsmni7qprQvJkw3R/FqGWvamKByeLpOcj84EVTc3Hdp/p8nKpqwxg3HsMnVdO9XhOrgnvhmHw/nwsMYXrRXIzgTS2eg3EexnkU/ZqFb9mit2jIEd+yRbloBDiK7w84ghs0XHleEMxUw739DN+mwgMWoKmWRaAF/JImvnfbqTBjeWQ67xtFUQ4smgOoKIcYT33w4s7vT1y0Dquu/zT3UutMXeCfJhdUIO7XFhP8EVvHUGjjAgJ8bWGlXUmbCUogFor42sYooUTkokgE325rFwoDuhFG7026P0YYk/Uq0TGytiPUctrGdkfeyaXHKB0ws7sfj922Nh7KAPD5U4PVHYtYYiEJt1ERwbp7thef8vyuPj+V2I6WSFo94mrjprHRYs5F7ShsKzZyvg9h91wVmkNT5/jSAkZa7uTrKbYzP+5QVU20fb23qEMPwLou4Gu+1npUcK5fGeb9thYw3NIGHpzv6QhoDDwcDIUJNWRiGoGpCL52kCpuU4dRI33i+b1zBm1puKVRRXC7HNycUbtXURYYtYCVvUKtg4OPV1xzHagg+DLpLQApV1CS80NKG42LJxnjBXSrhsVKzAQHkPL78k+QvKo3NhcGYgRPkLYhqZcKH99khS2xeTWAWIlqpcCEj2NCnlt8zh5FJrzPfM5xTszL29Mthis857dl9qzPzkfsV0I26m6e6tp4nM5x01i7eRs9j1UbG+uzimWbWuiENY8iHEhrY9JkljhhpTVpTKCI8Hwub3yBTPrdIr135LGcsJ0d2c6cYNtwhS85cOUvgP/+iM7wPZjQz/HJRi1gRXmJ8N8fuQhPXLQOT31oHUwbdEAvs3olP8vSnuJP8rsM2FbsN7BVyzldIgwNxb6CRKlZsNjEsY9fluNX9EJRhuxHokQyxQSIosFkos8WIuxMjERyBbOPlnHRr1MvP9mGWBiJ+KN5RJ/kvlHsBxiiltmnoXWp5+HSRTNR+A2C7erJYNnimahhe/2ab1tCrz/ifUgOYctFFdJSptero/CcHgyjEDxsmnsCGgNMTw3lcjAVbheFx6Jw21qP/oCP45xnOxiAK9po9fb6NdvRhrBk8QysY9u5nBqxBVx4tneDqK4OG4Xc0TDSjQxMz6OY5n2Ynuexb8HqNf3w/phiW5gM4Bcnq7c5vIYvAF8R6iWtij9FOchQC1hRXoK4GQPfA+zQwZdhlJyoFUJsyEulhxlZkHwSGAAeaGcLtgWzKB5aA9/w/UTgdiAA4IM9WPhgKbM1DCBOlgDCfmKxAniChKPUmNqmiB/byxzBojZE+rwDjVwQowb1TBUjfrK9EW83CEqMGRwxauaoY11Ta2KlM7UGrYhUAM/vHsTnz8z0YqRv+44pjq4ZwnCujA2v2QIOwjJca53Zu40UYpCJli4RMDPX42rdxmH3TC8Wk8zOldHCHsoLRQbDuYpfy1DhK30BpfhlNHJx25m5Kkz8MGgbF6N4+di7eq7ganEDtHMFv5a1RRv2Qd6gnWNLn5oQ7QspBGYY1HOTqeiR5T9EWgM3myqpFUU5OFALWNkr1Do4dHjlNdfxpIVg4fpeEmFkCXZkQQVPZehUfIoVGSODiM+LQi60luk0gxYk4mfCNqINxJ/ONzfJyow2s03nDMNiBECaKSvnkc9DlvnHlmCcjzlsNkQx42QTJ7ORkUSxpU4UEIbifGI557yNCyDPw9g26EYdJfqZ7zqcuwELOLGn88KaWNUsaxh+siDuHitWNYfiDm7kzM+XfL9oLbfZ/jySpZvnDUj7FhNemzpY0gbcy0+qrRsDW7OVbDxbvQBgWuDxj2rE72BHP8cnG40AKspLnO8H6+3E//sZtBXiRBE7Z4Ey5AIasGCLlcIEjFjZmIptTDSGZxGH+8vpGvVMyQKhbDk65wiu16Kdc0HEeY4WAXD9Bu1MERLdwnEyncTVqFJ44LNWK4iC0RShD6A3cNM12tkiWcmZqCEDoLXRpubKZI+2dTFSGMVTbGosOXlyamz1DqaGcdTd1NQQu3dz8Yfk5AE88m405GINV3g0IwdX8Ezj4UwZcwB9beFKHy+/168xDBG+qtfESOHixbPYuWsQe/I1dQFuON2ibgses9cfYXZ3D7bwsIb4mI6POfIFz20eOXhy6C8aYjhbwjcW5WEj1LsrwBIWHTmDXc8uAkqPwZI5zP54CrCEYnGN9qdc8EKlh51zaKe5etzMOBixeneUaA+vYXYVKHZbfP9SFX2KcqigEUBlr9C/HA9tXnHtdQCxGIQN+qr03agdkG6XIYrXGt6m8ClaJUUFoqEcda1AiSYCKUrnk6CTnEHrCCSVp2LNZsUN1I4Jx/EIoAi7ELkyzkeB6UJOoZd9SGFENu7MFD5FIYFUpIE0Ek4s0zwal/cltFkRiHEc4ZNxcLEPXjYlJScfj8d2cireQDiHvMdgvm/JnYytdFrDrWEMoa1dKjSRaG2w3G3h4WcKXrvSg2b5NgCYWa7mNa2JfSd9z8O0BjTgBtJuh4MvgKc+tG7e95lycKOf45ONFoEoygTy35dchGpHsO+ILTvjDUxj2e6jTCiQAYY2ia/GACMLGto0fk5oDTB0wRbO7rNI+8ujegDnkbUG7ch22qVIqxEp+kA+2UT222b7FJszTjmxsdI12ra5VRyOQSF/Lgo0saPTXSCfXWcupoLo9WGqivc2NsaWIpNYbSv31Y63bViQkkfHUgaZJBqBuF3b2LgW1AYxKwUtbXrM13y7GTm0tePjDR1ozvFrMwqv29DB7yx5DUcWNFOw2BtZmFkLWxu4Wcsze1se01bsdLBzFnZHAbvLwQ4Nej/VrxFFORRRC1hRJpRHP/nhePuEq65DXXCxiBtZeAueMGLABSQFsfCTn2Rg+i2LQAJQAqjHBJrl6CJqE54DgMZ6EBLgKs9FB0C0oOMUEm+5cbWIqMLHiKPpt2wv15k4NSGvzab9+MZyHpxEySRPjsJ+shFoEbGpTbpJ3qLfrzGzq8cNkx1xL0JDKMowRxchqjbiohjnPOraouw38GTQDh032w72c9Wv0dTcN7AoWzQjnrlc9WuM5thSLiqe1wtHqHoNhjNlyHEk+Jojl7bwaGcL2F4Y7VZblIM6Fna4RcEuJ2D6ZTPY/f+4gKU6Yg71jwcgR6iWzaHeOgXqt9zDb1uJZlEL9D2qH5aol3mQJRQ7HJ5YpxE/RTnUUQtY2SvUOnjp8opPXYe2z4l0hrhQhCpKPd6AVPwhv+fFCnmRRt7sWaKJIugAniThfIjWgW3IXIhJpbHs12THys9Dzi2vdpbWNgh2bBCAcf9ih8o+gpAaHzknPQKlyKLTf6/d8z4fbVmkawui04cqZilyGT+OK9jm9Y1lSzwvKBkrWPGNjdY1R1EtbNV2Cl3gDedsesPTX2qbFe6EfWbFJmZouTLcG5hRGDdIBuUug8cv1/y+lxr6OT7ZaARQUZQO5fMGgIWviO3gAkADSIsYcpTafljw6K+xYo1UmAGeFkGGn9dyI2NYpDYiYQIH59TZJEzyGcOdqtpcEIUoI7L75E/avCm1CB2I2AriT2bbYp6cvCBe83nIsSVOFL7hRz4j2SD2SqRaWrHwNcQm1nIM4qkpvrGdub+8LkjC2cj68zH8KLTJ8eGcxOoW67ixoJbSrOdcdNdsyRtvOMpLJgpnQ4CZY/vXEICh4WWqxxZHUZRDHhWAiqJ0eOyvPtz5/ZXXXIfQzhlUBlFouAUICyDLQsICsbXM0MKHJtSmtiwwSg80DgYGaLi1iJ9q+XnDkCcogixEC00TolBBfKLgx01jQJUPty2Ly8aAbNgGYMFVeNDQARWrTR51Jo+DT1gifK1hWxiAKSlF1UqPdsQi1fUbtEOucHZVg2ZYgHLxaYFyUGMUbFrJb3R9nrHsRw6u54Nws+hNjzCaK0Ce9835exZFv0YzVwKWUPYb1LMl28S9Fs0Mf2wb50HDAqbHRTk0cmkyigfcYQ1b661BuXSIenufc/yWjEDPV0ALUM/D7XLwFrCHj4CtPZADmqUNBk+Xe7wXFEV56aAWsLJXqHUwmbzymuvQ9nnqg20AciwKJT+QDMVoHwCOKtWGJ5BIMC5YkybPMTTh/mBP8vYcMQSQBKBlgSn3U0EcyWo4mhfFIpCqjeV2tKGRoog2iUUUPo3AE6tZGBt/ZpxP0UWgOw8ZSJFMscCz1jMA0qQTpPOh1nDzbZ9VKEt/wDC5ww9dVpmS2eA+HMsF23sk4U6EtQ6vieeRbRKNtUPu39f2Way6odFWLhOEfo5PNhoBVBTl56Z83qCZ8rDDUFRhgsBrReuECBolYQcRhAbAyMCAx9EZCqKwTUIo7s8H6zlE1agI9nEQU5SLvNDYmGLkDzEa2Zk3nAuy2GQaY21qUn6hMeD5w6GJdN6aJp9RbIs0qi5ONQE4Nw8ADR23uwG6DbFza5f2fH5nUolY4mID2yC6ZQ3yauPxhs5xO8AQv1amtrwMPE0OxQy/Ft+/TMWfokwKKgAVRfm5efTKriV4wpXXxTFy0YIF2BUOVcCmBU8fKT3sXMHbSKQNgO95uBkeR2eGFsZzVJEssViM4glABZiGLWfqexZB0psQiH3ryBLnugly0wPIp5LZTJhRCNF5AJVn8ecN3IAbWxMA2wuNrQ1gqxa+tvCNZWs2WMNxfza1njFFeF44hvQ6dGWLtrZhtnILXzu2bwct2pmCj9lv4OcKviZLoccii0BTWxC4sMM0hit4pW9fyffZoYEfEOwsi7522qP6MS/C41eo4FOUSUUtYGWvUOtAmY9XXnMdAO72QhJdy21YiW45xN6DMZpniMVkEE1U5pE5sJVJbAHzTjjaZRoDcuhWIo/XLFiwWHTE0cix6FsUjcjul3MX4RUt5GT9xmIWeR7QrY6Wx1wWpRObFtnzpMpZxGweyctHt2WNr03IlZToaPzdytoCVCD28RMbXaN8iqCf45ONdvBUFGWf4WaDxdhwjiAAuBGLFOoUjgAgg7bvuVjEUIweGplDK5hQfCKiUCJ4MiO4IJ5iEtqZUEEpwig/QwGJabiAxHgTGl6Halgf7NGQL8fnhzD1hJKlnIs3m20jtwkwvTadX2ijwjmGwUouRRWC29MUkk8ILpQR0Sli0BFHPfMcRQsugsmimXbOwA0NbMO5fPG+ORaBdmhU/CmKElELWFGUfcaWT+xZNXrKus9g9mUcjXIjoCk4SuVqwLQ2RrB8SR3xZ0ccHaQepTzDPs8wjtFFyzmDhCCYilBIMse998gSbM1FD+QIZsRijEoP21gQpW186H+HxgBTbZx+Yqo2FnUYRyCZfmIo9tUzJVfhQsRcHmEEeJ4yAWLdgsCFGoXn/bUGxaIazY4qiNVQPT3iSl1TGwCOK3jnKlDVwvZbmGd78AUfpNxtUB9GKHZZuCHw6CdV7CmK8rNRC1jZK9Q6UH5RXvV/PgNfAb5MH0HkkGxiEVC5nWqRKoyBFMGjdL/xwc413X2Q4eii3LYNC1FuaZNu83nwvqicx/4FYrSvU2ACdD2VvMI4R56XPd9IM+twDCNtdcJ1Gw/4QWjBE9bB1Aa2VktX2Xv0c3yy0QigoigLQj6KLueEq66Lws14Fojk2F5u+wTThhzDggWRiD3Jc/MVRUEn/QFhgmVap0paMoDvc3TNIOQRWoq9B00YHwfJRZTfpYG0Qcr3K7joxPRbjuh1rG5Ea9eMbCxq4dzFrHKZuOEyOcQJHKYN+ZIeXPhSEuysWNcq/hRF2XtUACqKclDx+OUX4cS//AzaHqGYNfCFjCQLIg9sD7ehl53xXGVsGwMfikFsbUAeaIPYIsv9Am1t4IuQPtimHEDbBAs67A8lwcwBaLk/X5xlbENPPQOOwkmj6ibcH8aumZEF2RamsdzwWnof1mH7YHVTSbAzlo9fhG3AxTBul4GvOL+x2F6gbQn/fYkKPkVR9g1qASt7hVoHykLxqv/zGYDQsY+NDxZubsuC8w4J6FizYgXLP7ZYWQBKIYpE3ahI96UdhCLgUKxBNmxrwvOk6ASAFeEIxCrcHDkH2xi4WeCRq+aPiirK/kA/xycbjQAqinJI8bOs43FeeTW3pHHDIO4KwNaAL1g4FjPct9CEtinSgsaOgKZiJWlrg+YwDzPkFjS+R9yzMFjNtubn+B7BDrlRte8R3E4HXxFaR3jqQ+v221ooiqLsLSoAFUV5SVLu5CIJAGimDagJbWBagh2Z2CpFInNuli1XAHAjE8SggS25cti2ofCilShiEIUOMHOcv2dqA8zxZI3GA8XseENCRVGUgwMVgIqivCQZn1qiKIqiJLQRtKIoiqIoyoShAvAg484778Q73vEOrFy5EsYY3HrrrZ3HiQgf//jHcfTRR2MwGGDNmjV4/PHHO9ts27YNa9euxeLFi7F06VKce+652LVrV2ebBx54AG984xvR7/dxzDHH4Jprrtnfl6YoiqIoykGCCsCDjN27d+M1r3kNPve5z837+DXXXIPrr78eX/jCF7Bx40ZMT0/jzDPPxNzcXNxm7dq1ePjhh7F+/XrcdtttuPPOO/G+970vPr5jxw685S1vwXHHHYdNmzbh2muvxV/8xV/gxhtv3O/XpyiKoijKwqNtYA5ijDG45ZZb8M53vhMAR/9WrlyJdevW4eKLLwYAPP/881i+fDluuukmnH322Xj00Ufx6le/Gvfccw9OO+00AMA3v/lNvP3tb8f//M//YOXKlbjhhhtwxRVXYOvWraiqCgBw2WWX4dZbb8Vjjz32c52btg9QFEU5tNHP8clGI4CHEE8++SS2bt2KNWvWxPuWLFmC008/HRs2bAAAbNiwAUuXLo3iDwDWrFkDay02btwYt3nTm94UxR8AnHnmmdiyZQt++tOfHqCrURRFURRlodAq4EOIrVu3AgCWL1/euX/58uXxsa1bt+Koo47qPF4UBQ4//PDONqtWrdpjH/LYsmXL9jj2cDjEcDiMv+/YseMXvBpFURRFURYKjQAqPxdXXXUVlixZEv8dc8wxC31KiqIoiqLsJSoADyFWrFgBAHj22Wc79z/77LPxsRUrVuC5557rPN40DbZt29bZZr595McY5/LLL8fzzz8f/z3zzDO/+AUpiqIoirIgqAA8hFi1ahVWrFiB22+/Pd63Y8cObNy4EatXrwYArF69Gtu3b8emTZviNnfccQe89zj99NPjNnfeeSfquo7brF+/HieeeOK89i8A9Ho9LF68uPNPURRFUZRDExWABxm7du3C5s2bsXnzZgBc+LF582Y8/fTTMMbgwgsvxCc/+Ul87Wtfw4MPPog//uM/xsqVK2Ol8Kte9Sq89a1vxXvf+17cfffd+M///E+cf/75OPvss7Fy5UoAwB/+4R+iqiqce+65ePjhh/HP//zP+OxnP4uLLrpoga5aURRFUZQDibaBOcj49re/jd/+7d/e4/5zzjkHN910E4gIn/jEJ3DjjTdi+/btOOOMM/D5z38ev/IrvxK33bZtG84//3x8/etfh7UW73rXu3D99ddj0aJFcZsHHngA5513Hu655x4ceeSR+NCHPoRLL7305z5PbR+gKIpyaKOf45ONCkBlr9APDkVRlEMb/RyfbNQCVhRFURRFmTC0D6CyV0jgWPsBKoqiHJrI57cagZOJCkBlr/jJT34CANoPUFEU5RBn586dWLJkyUKfhnKAUQGo7BWHH344AODpp5/WD46fwY4dO3DMMcfgmWee0fyaedD1eWF0fV4YXZ8X5udZHyLCzp07Y4cIZbJQAajsFdZy+uiSJUv0w/d/QfsmvjC6Pi+Mrs8Lo+vzwvxv66N/wE8uWgSiKIqiKIoyYagAVBRFURRFmTBUACp7Ra/Xwyc+8Qn0er2FPpWDFl2jF0bX54XR9XlhdH1eGF0f5X9DG0EriqIoiqJMGBoBVBRFURRFmTBUACqKoiiKokwYKgAVRVEURVEmDBWAiqIoiqIoE4YKQGWv+NznPofjjz8e/X4fp59+Ou6+++6FPqX9zlVXXYXf+I3fwGGHHYajjjoK73znO7Fly5bONnNzczjvvPNwxBFHYNGiRXjXu96FZ599trPN008/jbPOOgtTU1M46qijcMkll6BpmgN5KQeEq6++GsYYXHjhhfE+XR/ghz/8If7oj/4IRxxxBAaDAU455RTce++98XEiwsc//nEcffTRGAwGWLNmDR5//PHOPrZt24a1a9di8eLFWLp0Kc4991zs2rXrQF/KPqdtW3zsYx/DqlWrMBgM8IpXvAJ/9Vd/1ZlVO0nrc+edd+Id73gHVq5cCWMMbr311s7j+2otHnjgAbzxjW9Ev9/HMcccg2uuuWZ/X5pyMECK8iK5+eabqaoq+od/+Ad6+OGH6b3vfS8tXbqUnn322YU+tf3KmWeeSV/84hfpoYceos2bN9Pb3/52OvbYY2nXrl1xm/e///10zDHH0O2330733nsv/eZv/ia9/vWvj483TUMnn3wyrVmzhu677z76xje+QUceeSRdfvnlC3FJ+427776bjj/+ePq1X/s1uuCCC+L9k74+27Zto+OOO47+5E/+hDZu3EhPPPEE/fu//zt9//vfj9tcffXVtGTJErr11lvp/vvvp9/5nd+hVatW0ezsbNzmrW99K73mNa+h7373u/Qf//Ef9MpXvpLe/e53L8Ql7VOuvPJKOuKII+i2226jJ598kr7yla/QokWL6LOf/WzcZpLW5xvf+AZdccUV9NWvfpUA0C233NJ5fF+sxfPPP0/Lly+ntWvX0kMPPURf/vKXaTAY0N/93d8dqMtUFggVgMqL5nWvex2dd9558fe2bWnlypV01VVXLeBZHXiee+45AkDf+c53iIho+/btVJYlfeUrX4nbPProowSANmzYQET8gW6tpa1bt8ZtbrjhBlq8eDENh8MDewH7iZ07d9IJJ5xA69evp9/6rd+KAlDXh+jSSy+lM84442c+7r2nFStW0LXXXhvv2759O/V6Pfryl79MRESPPPIIAaB77rknbvNv//ZvZIyhH/7wh/vv5A8AZ511Fv3Zn/1Z577f//3fp7Vr1xLRZK/PuADcV2vx+c9/npYtW9b5/3XppZfSiSeeuJ+vSFlo1AJWXhSj0QibNm3CmjVr4n3WWqxZswYbNmxYwDM78Dz//PMAgMMPPxwAsGnTJtR13Vmbk046Cccee2xcmw0bNuCUU07B8uXL4zZnnnkmduzYgYcffvgAnv3+47zzzsNZZ53VWQdA1wcAvva1r+G0007DH/zBH+Coo47Cqaeeir//+7+Pjz/55JPYunVrZ42WLFmC008/vbNGS5cuxWmnnRa3WbNmDay12Lhx44G7mP3A61//etx+++343ve+BwC4//77cdddd+Ftb3sbAF2fnH21Fhs2bMCb3vQmVFUVtznzzDOxZcsW/PSnPz1AV6MsBMVCn4ByaPHjH/8Ybdt2vqABYPny5XjssccW6KwOPN57XHjhhXjDG96Ak08+GQCwdetWVFWFpUuXdrZdvnw5tm7dGreZb+3ksUOdm2++Gf/1X/+Fe+65Z4/HdH2AJ554AjfccAMuuugifPSjH8U999yDP//zP0dVVTjnnHPiNc63BvkaHXXUUZ3Hi6LA4Ycffsiv0WWXXYYdO3bgpJNOgnMObdviyiuvxNq1awFg4tcnZ1+txdatW7Fq1ao99iGPLVu2bL+cv7LwqABUlL3gvPPOw0MPPYS77rproU/loOGZZ57BBRdcgPXr16Pf7y/06RyUeO9x2mmn4a//+q8BAKeeeioeeughfOELX8A555yzwGe38PzLv/wLvvSlL+Gf/umf8Ku/+qvYvHkzLrzwQqxcuVLXR1H2MWoBKy+KI488Es65PSo3n332WaxYsWKBzurAcv755+O2227Dt771LfzSL/1SvH/FihUYjUbYvn17Z/t8bVasWDHv2sljhzKbNm3Cc889h1//9V9HURQoigLf+c53cP3116MoCixfvnyi1wcAjj76aLz61a/u3PeqV70KTz/9NIB0jS/0/2vFihV47rnnOo83TYNt27Yd8mt0ySWX4LLLLsPZZ5+NU045Be95z3vw4Q9/GFdddRUAXZ+cfbUWL/X/c8rPRgWg8qKoqgqvfe1rcfvtt8f7vPe4/fbbsXr16gU8s/0PEeH888/HLbfcgjvuuGMP2+S1r30tyrLsrM2WLVvw9NNPx7VZvXo1Hnzwwc6H8vr167F48eI9hMGhxpvf/GY8+OCD2Lx5c/x32mmnYe3atfH2JK8PALzhDW/Yo3XQ9773PRx33HEAgFWrVmHFihWdNdqxYwc2btzYWaPt27dj06ZNcZs77rgD3nucfvrpB+Aq9h8zMzOwtvu15JyD9x6Ark/OvlqL1atX484770Rd13Gb9evX48QTT1T796XOQlehKIceN998M/V6PbrpppvokUceofe97320dOnSTuXmS5EPfOADtGTJEvr2t79NP/rRj+K/mZmZuM373/9+OvbYY+mOO+6ge++9l1avXk2rV6+Oj0ubk7e85S20efNm+uY3v0kve9nLXjJtTsbJq4CJdH3uvvtuKoqCrrzySnr88cfpS1/6Ek1NTdE//uM/xm2uvvpqWrp0Kf3rv/4rPfDAA/S7v/u787b2OPXUU2njxo1011130QknnHBItjkZ55xzzqGXv/zlsQ3MV7/6VTryyCPpIx/5SNxmktZn586ddN9999F9991HAOi6666j++67j37wgx8Q0b5Zi+3bt9Py5cvpPe95Dz300EN0880309TUlLaBmQBUACp7xd/+7d/SscceS1VV0ete9zr67ne/u9CntN8BMO+/L37xi3Gb2dlZ+uAHP0jLli2jqakp+r3f+z360Y9+1NnPU089RW9729toMBjQkUceSevWraO6rg/w1RwYxgWgrg/R17/+dTr55JOp1+vRSSedRDfeeGPnce89fexjH6Ply5dTr9ejN7/5zbRly5bONj/5yU/o3e9+Ny1atIgWL15Mf/qnf0o7d+48kJexX9ixYwddcMEFdOyxx1K/36df/uVfpiuuuKLTomSS1udb3/rWvJ8555xzDhHtu7W4//776YwzzqBer0cvf/nL6eqrrz5Ql6gsIIYoa7GuKIqiKIqivOTRHEBFURRFUZQJQwWgoiiKoijKhKECUFEURVEUZcJQAagoiqIoijJhqABUFEVRFEWZMFQAKoqiKIqiTBgqABVFURRFUSYMFYCKoiiKoigThgpARVEURVGUCUMFoKIoiqIoyoShAlBRFEVRFGXCUAGoKIqiKIoyYagAVBRFURRFmTBUACqKoiiKokwYKgAVRVEURVEmDBWAiqIoiqIoE4YKQEVRFEVRlAlDBaCiKIqiKMqEoQJQURRFURRlwlABqCiKoiiKMmGoAFQURVEURZkwVAAqiqIoiqJMGCoAFUVRFEVRJgwVgIqiKIqiKBOGCkBFURRFUZQJQwWgoiiKoijKhKECUFEURVEUZcJQAagoiqIoijJhqABUFEVRFEWZMFQAKoqiKIqiTBgqABVFURRFUSaM/w/zIUGIIfsJXgAAAABJRU5ErkJggg==' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.imshow(np.log10(np.sum(delta_bckg, axis=0)))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1d8ad8fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "f = h5py.File(\"../data/particles_7444.h5\", \"r\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "020ac8e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 4.42346358e-01,  7.09757663e-03,  4.64053304e-01, -1.96926287e-03,\n",
       "       -2.67177823e-03, -6.45721859e-04,  1.16415322e-10])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f[\"particles\"][0, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1eb74f46",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "venv_csiborg",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}