{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c6a87752-78de-46b2-baca-7ee0ef7164d2",
   "metadata": {},
   "source": [
    "# Uncertainty propagation and error-models equivalence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2ed62474-c32f-4caf-9849-2697b24757f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "# use `widget` instead of `inline` for better user-exeperience. `inline` allows to store plots into notebooks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "55c4412d-8157-4218-a991-1294c4600f67",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/jerome/.venv/py311/bin/python3\n",
      "3.11.2 (main, Mar 13 2023, 12:18:29) [GCC 12.2.0]\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "start_time = time.perf_counter()\n",
    "import sys\n",
    "print(sys.executable)\n",
    "print(sys.version)\n",
    "import os\n",
    "os.environ[\"PYOPENCL_COMPILER_OUTPUT\"] = \"0\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ff6fb0f7-d652-485d-acf7-6707139d2b52",
   "metadata": {},
   "outputs": [],
   "source": [
    "pix = 100e-6\n",
    "shape = (1024, 1024)\n",
    "npt = 1000\n",
    "nimg = 1000\n",
    "wl = 1e-10\n",
    "I0 = 1e2\n",
    "kwargs = {\"npt\":npt,\n",
    "         \"correctSolidAngle\":True,\n",
    "         \"polarization_factor\":0.99,\n",
    "         \"safe\":False,\n",
    "         \"error_model\":\"poisson\",\n",
    "         \"method\":(\"full\", \"csr\", \"opencl\"),\n",
    "         }\n",
    "         # \"normalization_factor\": 1.0}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "993b7e6d-2f43-419b-aa15-ae3ef2765e69",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pyFAI version: 2023.9.0-dev0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jerome/.venv/py311/lib/python3.11/site-packages/pyopencl/cache.py:495: CompilerWarning: Non-empty compiler output encountered. Set the environment variable PYOPENCL_COMPILER_OUTPUT=1 to see more.\n",
      "  _create_built_program_from_source_cached(\n",
      "/home/jerome/.venv/py311/lib/python3.11/site-packages/pyopencl/cache.py:499: CompilerWarning: Non-empty compiler output encountered. Set the environment variable PYOPENCL_COMPILER_OUTPUT=1 to see more.\n",
      "  prg.build(options_bytes, devices)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Detector Detector\t Spline= None\t PixelSize= 1.000e-04, 1.000e-04 m\n"
     ]
    }
   ],
   "source": [
    "import numpy\n",
    "from scipy.stats import chi2 as chi2_dist\n",
    "from matplotlib.pyplot import subplots\n",
    "from matplotlib.colors import LogNorm\n",
    "import logging\n",
    "logging.basicConfig(level=logging.ERROR)\n",
    "import pyFAI\n",
    "print(f\"pyFAI version: {pyFAI.version}\")\n",
    "from pyFAI.detectors import Detector\n",
    "from pyFAI.azimuthalIntegrator import AzimuthalIntegrator\n",
    "from pyFAI.method_registry import IntegrationMethod\n",
    "from pyFAI.gui import jupyter\n",
    "detector = Detector(pix, pix)\n",
    "detector.shape = detector.max_shape = shape\n",
    "print(detector)\n",
    "flat = numpy.random.random(shape)*1+1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "85d6dc68-6194-417d-bb00-214313984308",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Detector Detector\t Spline= None\t PixelSize= 1.000e-04, 1.000e-04 m\n",
      "Wavelength= 1.000000e-10 m\n",
      "SampleDetDist= 1.000000e+00 m\tPONI= 0.000000e+00, 0.000000e+00 m\trot1=-0.050000  rot2=0.050000  rot3=0.000000 rad\n",
      "DirectBeamDist= 1002.504 mm\tCenter: x=500.417, y=501.043 pix\tTilt= 4.051° tiltPlanRotation= 45.036° 𝛌= 1.000Å\n"
     ]
    }
   ],
   "source": [
    "ai_init = {\"dist\":1.0,\n",
    "           \"poni1\":0.0,\n",
    "           \"poni2\":0.0,\n",
    "           \"rot1\":-0.05,\n",
    "           \"rot2\":+0.05,\n",
    "           \"rot3\":0.0,\n",
    "           \"detector\":detector,\n",
    "           \"wavelength\":wl}\n",
    "ai = AzimuthalIntegrator(**ai_init)\n",
    "print(ai)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1ceaffba-ce83-4911-bb43-1db28be93859",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generation of a \"SAXS-like\" curve with the shape of a lorentzian curve\n",
    "unit=\"q_nm^-1\"\n",
    "q = numpy.linspace(0, ai.array_from_unit(unit=unit).max(), npt)\n",
    "I = I0/(1+q**2)\n",
    "fig, ax = subplots()\n",
    "ax.semilogy(q, I, label=\"Simulated signal\")\n",
    "ax.set_xlabel(\"q ($nm^{-1}$)\")\n",
    "ax.set_ylabel(\"I (count)\")\n",
    "ax.set_title(\"SAXS-like curve with good statistical characteristics\")\n",
    "ax.legend()\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e4556a91-4435-421f-a16f-15f2a83a04c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3vOG/+fyO5diCnqM4LrzwQgDAueeee9SOSXS/XxR3JI8dAO54xzvijne8I37yJ38yBG2/9mu/hp/7uZ874vtvdrOb4QMf+MBhr7///e+Pv18Xx2c/+1m8+c1vxgUXXDArivXBD35w9r4zzjgDq9XqiBkj+187++yzoaq4xS1ugVvf+tbX+Jxuc5vbALCsjK/92q+N14+G53P22Wfjoosuwj3ucY8ZTb9/8Hl94AMfwC1vect4fb1e4+KLLz4sU2SaJnz0ox/FAx/4wH/zOW7HNRtbe/HlG8eTvbi6o1/r+8f73/9+3PCGN8TBgwe/6DHudre74W53uxue/vSn4+Uvfzke8YhH4BWveAW+7/u+DwBw2mmn4f73vz9e9rKX4RGPeAT+/M//HL/8y798xGNdfPHFSCl9Sffiyzm24a2jNN7ylrfgZ3/2Z3GLW9zi35SdsH+cffbZAIA//dM/jddKKYdl9lx++eWYpmn22h3veEeklA6jLPvx7d/+7fiLv/gLvOMd74jXvvCFL+BFL3oRbn7zm+N2t7vd0biMoz7oBe33evYvyJwz7nWve+EP//AP8bGPfSxe/9CHPoTXv/71s/c++MEPRs4ZF1xwwWHHVdUjprb2g1qDv/qrv5q9fuDAAQCHb0TXZDzsYQ9DKQU/+7M/e9jfpmmKY9/rXvfCYrHAr/zKr8yu4Td/8zdx2WWX4f73v//ss+973/uwu7uLb/qmb/qSz207rvnY2osv7zie7MXVHV/1VV+FO93pTnjJS14ysy3vfe978cY3vhHf/u3ffqWf/exnP3vYOd/pTncCgMOe/6Me9Si8733vw1Of+lTknPHwhz/8iMf867/+a9z+9reP0OJ1dWyZni9hvP71r8f73/9+TNOET3ziE3jLW96CN73pTbjZzW6G//N//s9RLTR1+9vfHne7291w/vnn4zOf+QxOO+00vOIVrzjMYL3lLW/BD/7gD+K7v/u7cetb3xrTNOHCCy9EzhkPechDrvT4P/7jP47f+Z3fwf3udz/88A//ME477TS85CUvwcUXX4zf//3fv86WRj/llFPwrd/6rXjWs56FzWaDr/7qr8Yb3/hGXHzxxYe992lPexre+MY34h73uAee+MQnopSC5z//+bjDHe6A97znPfG+s88+Gz/3cz+H888/H5dccgke9KAH4eSTT8bFF1+MV73qVfj+7/9+/MiP/MiVntMtb3lL3OEOd8BFF10U9S4AE1De7na3w+/+7u/i1re+NU477TTc4Q53wB3ucIerfb33vOc98YQnPAHPfOYz8Z73vAf3uc99MI4jPvjBD+KVr3wlnvvc5+KhD30oTj/9dJx//vm44IILcN/73hcPfOAD8YEPfAAveMELcOc73/mwNNM3velNOHDgAO5973tf7XPZjms2tvbi2h/Hk724JuPZz3427ne/++Hud787Hv/4x+PQoUN43vOeh1NPPfWwWmD9eMlLXoIXvOAF+K7v+i6cffbZ+NznPof/9b/+F0455ZTDwNL9739/3OAGN8ArX/lK3O9+98MZZ5xx2PE2mw3e9ra34Qd+4Ae+pOv4so4vc7bYcT2Y9sf/FouFnnXWWXrve99bn/vc5+rll19+2Gf+rSmoqqr/+I//qPe61710uVzqmWeeqT/xEz+hb3rTm2YpmR/+8If1cY97nJ599tm6Wq30tNNO03//7/+9XnTRRYd9R5+CyuM/9KEP1etd73q6Wq30Lne5i772ta+dvYcpqPtTXJle+eIXv/jKbpuqXnkK6pGuF4Ced955R/yeZz/72fHaP//zP+t3fdd36fWudz099dRT9bu/+7v1Yx/72BHTw9/85jfr13/91+tisdCzzz5bf+M3fkP/+3//77parQ77/t///d/Xb/7mb9aDBw/qwYMH9Ta3uY2ed955+oEPfOCLXqOq6i/+4i/qSSeddFh67Nvf/nY955xzdLFYzM7vytpQHGneqKq+6EUv0nPOOUd3dnb05JNP1jve8Y76oz/6o/qxj31s9r7nP//5epvb3EbHcdQzzzxTn/jEJ+pnP/vZw45317veVR/5yEde5XVtxzUfW3uxtRdXNY5kL4507v217j/Xiy66SO9xj3vozs6OnnLKKfqABzxA3/e+983es/9+vutd79L/9J/+k970pjfV5XKpZ5xxhn7Hd3yH/tVf/dURz/MHfuAHFIC+/OUvP+LfX//61ysA/eAHP3iV13xtD1E9Cqqo7diO43A86EEPwt///d8fFtf/t4zLLrsMt7zlLfGsZz0Lj3/844/acY/FeM973oNv+IZvwLve9a6gtrdjO7bjyOMr2V48+clPxm/+5m/i4x//eITr+/GgBz0IInLEApXXtXHd5CK3YzuO8uj7GwEmYHzd616Hb/u2bzuq33PqqafiR3/0R/HsZz/7S8oI+XKOn//5n8dDH/rQLeDZju3YN7b2oo3d3V289KUvxUMe8pAjAp5/+Id/wGtf+9oj6g2vi2PL9GzHV8T4qq/6qui785GPfAQvfOELsbe3h3e/+93bdO3t2I7tmI2tvbCaRRdddBF+7/d+D3/4h394wjDCWyHzdnxFjPve9774nd/5HXz84x/HcrnE3e9+dzzjGc/4ijFg27Ed23H1x9ZeWGbnIx7xCJxxxhn4lV/5lRMC8ADXcabnV3/1V/HsZz8bH//4x/F1X/d1eN7znoe73OUu1/Zpbcd2bMd1fGxtx3Zsx3YcaVxnNT2/+7u/i6c85Sn46Z/+abzrXe/C133d10U32e3Yju3YjisbW9uxHduxHVc2rrNMz13velfc+c53xvOf/3wAVvL7Jje5CX7oh34IP/7jP34tn912bMd2XFfH1nZsx3Zsx5WN66SmZ71e46//+q9x/vnnx2spJdzrXveaVQLtx97e3qySZK0Vn/nMZ3CDG9zgOt8AbTu240QcqorPfe5zuNGNbvRlK1p3TW3H1m5sx3Zc98axtB3XSdDzqU99CqUUnHnmmbPXzzzzzOjxsn8885nPxAUXXPDlOL3t2I7tuAbjox/96FFrYHlV45rajq3d2I7tuO6OY2E7rpOg50sZ559/Pp7ylKfE75dddhluetOb4p63/iHkYQVRRV0MkI13Gx4MPeog0JwgVaFJgKpAEkhVVH9P2hRoTvZfElNCVUCqRQbrmCCqKGOCVEDUjiVFURcJNQlEFaKAFIVmgYrACrUCokBNAgigmZ8zLzPtKcrKzi9tFHVs3iffC4GdlwKa7HWoQmr7PU32e1lIvA4BpADKZr7qP6v/rQLqXycAarbvSFVRBkGeFCqAiiBV/zkJVIA8KSZeQwFSUZTRzkNFoMmuOxW7B2Xw1/zc0oT2TADUEcjrFomt2a4Dfn48z1Ts+Hb+Gtcg/h0Q+z2v7XnU3O5n2iiQ/fIVqIPd3/5cdLC/p40iFczOGYo4p/53vie+Z1LUQfzZK6cBpNj31IVACpDXNeaJ8NI5P7t5JKXa33V+vLQu0DFBJp67PT9+Nu2V9nC7IVXte/xnmSo02RzXQYACCGuKlC46ngA5tAZSApJgkwv+9H3PvUYd57/c48rsxq3/y08hj6tYD2njzxQ2F/mcpQBl2Z4v55vm9h6ofQb9rdr4a906E/V//XN1aMeMYwCzed+vWVvTCin2Rx0VspHZd0EBXShQgLQRlB2FTIDy79WuiWrPsBOT/+yvS7Hzk2p/47kh+bVlP8V94ok6+vn5dyEBaQ1bV/5z2VFbM5PMrp8WUwdFmszO2H3SuB98L1Tsfma14/A8EqBJw2Bw3fTnUwdF2gjqqBgOCcpS49mnyexOHRRSfT1pe36odi08F9kT6FLt9dTul/q908Hvd+mfj1/vWoDsJ17cbmeN/QcZkE07hzponCOvgX/j/EnsRqJml2v2c5ja+fH1vGd/K928s/2t3TPuH2mNsOm8FzLZ32wPsvf0tobfU0dg8bm2t9UEyOcO4X0v/dljYjuuk6Dnhje8IXLO+MQnPjF7/ROf+ATOOuusI35muVxiuVwe9nperDCM1pU61wosF/aHWgERaEqAJEArdMiQvYK6HCGlYtizTUN3HCDlFBsABhgoUrfxRZFEfBEXlOUAVIVkATFFmhTlQEJSQKYKJLHN2/baMDDN4AhkqcAy2YafgaEqNgczhkMVZSnzDbetZfuupSBvFBUCXRqoGGDGavBJqqMbm2KAKHVAI68VZSH27ygY/G9SFboQoBq44fuR7fxTBbAAsht+XRhIUAdBAntPzQbqahYMFSgLW5SaAF3BAZZfDwBxIwf+7AdTAQY/V34+AGYS+75JkRJQRzFws/Bj+f1XAdKovnnYfdNkiz75A+TGVgcgV3sedZD4ruqgajhUoVnM8BOATLa5iH+ORq4uHKw6+Mq71Y4pgGQNcC1q524gR+M+5r3qhpxGlECtAksHxm4MNQlkU4HBQHGSAh1zM9iqDuS1bW5uhKWq3fSpQlL7O1ChyxznBFlC9ty6+U7x5QwTXVPbcWV2I61WkAMrpAnIu0Ddac9fE1D9I1KB7JtXHeFgFZgIhLguU1vfZWHHFN/oY+PYOIDi77Bj8dhDbZsHv0tqB4a4ceYGmBKAegCQwZySvCuovgnjgNudla1/e7+gLpqzgNQAjMBfU3s9E2AIkMQBRhHIAKRuIyWwAwAsDISob+YyCepJ6sBKgCWQ/DjKlmTJ568gwE5yW1MzkAYNB0MmafbTsVXq7r0mhfiEl2o2rC61PavJ1osMYte3Y3asLhR5T8zuj4ZF6ujnvZYGBHjPRwWqQFZustxOD7sCXWmz9Wr3X2F/A48LAKNdL9DsHW29Ltp7NBmAhQMx3VGMewI94MAltfkEB7dp43bTbZ+Obut8X0gJwNL2CSHIz3Mw01CozWUCbxG3437tnP/Zbb5mB1+j2+0swMl2fmnjzpzfg2NhO66T2VuLxQLnnHMO3vzmN8drtVa8+c1vjs60V3ukBB3aZaoIdEjQMaPujNAxA6q2+RWFLm0TqGNGOWlhq1nINiTUpc+eQmbDDU+WZtRWOTxlAI29GdoGW1Y5Nsk62mfrKCiLhDoKZOo2KgWmlaAOgmmVjC3h5O88Mp5PHST+K4sUf+e/ed2MVypAds+ME1gdSNBw1gEBNurgG70b4DqKofncjl8HA4HmEflrzsyE8QvvRGbnBzSPgtcDteOUhf3HYwa7QQbLDXAd/fxHu79kVnjeAVSqg9VJkTfctGGs4NDuRx38mY0NVJJBq91rXNxlmVDGuSEso6AsxT8jqAsJzyZNirTWAGk8B3qemiWYvLSpxo6Jg6Hq7As/N2ljKZMdx5g1A9gQQR3Jcs7/DYbH5xyctbM3qTkKfj6yKfZfKZC9EgyqlAIsRuhiBKZypBV5TMdRsx3azT8yCr4xlFX7vS4MqNQRMf+mHWc7hjYXy4JA3M8pO2gh0yp2rACbzrjUwQBWD7i4FstKbe0NijoqyqqtOVF7fTqotqkXIK87wNMzI7Dv1tE2XFvjCDCdJjggaEBLCgLwhB0s0u4TgbGDoTpqs1GDGhvCcyjiDobGvbb3mJFQgQEIZ254vDpox3C279dkf9Os0FFRF3Zvqu/wdhx/37Kz0wNss5XGmpCpEGclEA4CkNaCtCvQ1JggUceEawGSxufI/JWF3d+ybHYDlbZQUZYaNgOAs0x+/zL8uuxa8yGBVEHelWBgzHZK2OM6oDGBRK4OlOPaqu0BadMdwxmhsmjn3jOd/WfJbHFukunjvOYc57nkPb9/Gw3gynlre5bZ82M1rpNMDwA85SlPwaMf/Wh84zd+I+5yl7vgl3/5l/GFL3wBj33sY6/RcWRTDM4CqKsxQgOQFiKAqnm83FjWBXU52IaS7UnXZW5U/5hs85n889ImRVB71TebDPu+JOHNQy10QdBj6JYG0Ta+6aB/X/G/pxb+YVitp7i54Yra5izqDM1SkGDsRvGwCYAI19Qct8pYIRqjABQGGFTMC0wMwWQJY9iHc5JT3QQzfA8XYXiQeX7PSNnWhS2aMC7xIBELiAukdGGjurC/ZdekMuQw7Po9YFjNF5kdjIC1M+4gmJgDMc0EbnZSBFlB86ugjO4xq0LQWDhx8EKgSLYsji3tXGwTkQgd5EMFdZHCYGkWMN9Sk6AuLHxVRwtfaZIARoUMjCIYIM0WakWWAOZpXWxe52Sv+zmkqbYQWlULZTlAqqsBSAlyaONsgJuSMTs7de2V1D8atmPYVYjPi81J842ea23YRYSjCGDKqs31VLjJt3lmx25zrq37tnYCbAEttLVwFqW2TShtnMpQQfJ1NR1ooR+Z3GP29UfQUhacp7ZBAtrmprR5Cp/fOiCYikb5dOuj29h0UAxXuNOVHUTUNre5KYNhFD+/tHHQ0e11ca1+f8K5qPaLZkVd1gjxGBiy9ydnkxS+tt2m6GCv9c6X3RuBQCP8ZuvaGaesAabEvzdCiAw/JWN2AAdvztD0Ico6+vuU5wcDln4/BfP724fKpQjKwkJWBvwQDLsunOERBEPCucHwWSUzNIkFNnL3zDqANFxhIDtt/HWCbb4nt3tJIJX35o6xfb9dW1n4dXTHmXbse1TE7L3PyfjsBGxGHLNxnQU93/M934NPfvKT+Kmf+il8/OMfx53udCf88R//8WECxasa6iEnFCDtTcHyaBILMQFmvIt5uTpmKBKkWPirjql5JKrQMflCSaC3HcicQCrZ5lNWqU1etY0p7zL00WZIWUln+DTYGgNhDnymtkmStUjONoUWyL8nr30SqQGTOiDCOKTCLe6LCK/VDGhpRq9mngPCiwiDmGzB+hpvBtRZkaB5nWEpywZ+aAQUzRMI49otpJ5az3sIb2jmYXhYjp4YDQtpfjJAxlpJGHAp7bMADTFCi2XGhIbOw2H2eGcgRnntDqTy2p5xmoDaUewBdESR6NU6iyIKJAe6sYEqvU1BGpz5K/Z6CyNJAFcM9nt4cui+exALgRUgrSvqmJBKNQAjrvOBbxqDhW/5/MgwpY2tEx0bCkxT9fBodr2aAqrGrGYBCqBy7ZiXo2E7apYIa6aphZ5irnVzXZMRbXXRveYAIvQ/aICfnu1+3VesjV4PBAMGaXJgTCdisNcNcLXNVjNQkuvQitgmmZwlGDW0O5zHZWX2hcCkLOw4eVdmoKwsmxZHU6fLgf2uQws9tffaccrCFrUmm9dl6eHaOAAv1M5FJtPT1IUirXkedk2hlyqukdw1T69pbuw9ZcfAkIFRcabEQYMYKKAWKE1AaKGG+b0vJzmo8ufHcwdcM1MlgEvTD9lraU1Q2p6pFAlWPbnDRL1YC8G1eRHAxJ+h1g6gDmogZGrPQDZ+3ktt4FjF50J37N5ZFX/+xdlGNIBPZ5BzYbgCoU8rDo56rVDNQN2xa0vrNrft3lmUAerspe9NdALoRJYVLPx/jMZ1tk7Pv3VcfvnlOPXUU/EfvvbHMMiIemDholBASkVdZNM9VEVd5AZeyHL40CEFm0MPPQTMOYVwlMwGQwKhfeFmmxEeMxkfvkbWp1Lo27E6adNA0GwQGPg1FTeuwx4ZHWM4eq0PBc0RosnGTuS1sTxlFDTPAr7xIu5L25Tb69IvDN/E64gwouEx+j0lg9HTwfZM2sIngKHnlxhDpueniLhy0P4dUxKeYbfxDLv+/fx8becbn+9+TgVN8OuAM03A5oBgvEKdTUMAjWACOi+Y4TMA8UwBhCA9rxUUH5sYVGI+0cMPT1d4n9W9ZI1zNTSmsRHwdYKYEHdz6lQ13dlqMLHz4PO4EyXbsdTDsuYEaE5ITAQQidfzF9bmLFBYDwCqKLtX4M3vfw4uu+wynHLKKTgeBu3GbX7oGRiGVduMYM87wlS999oLjoEW7umB0WibQP9M89q83ni+DvQBC4PktTEi6DZEevsQ18Y40Mm7TXBr66MxFDI54EBbrwQCZBbSugtpoVsLvkkGPskar6dNZ5P4ox9fh46V4Nqq/fsd1OylWEg6uu5tcoF1Dxa5/hcmzg5HlGJZBxy8vjinauCDOiWpDnbczvTskRS7n5WO0ahIuynEwwY4/WLivqKdt7MtaTJmhfdHijFwBJK0ddKvb9/wGcpMe3YuQBdWo7O2gTtPGqFBapTiObvIWrPGRdKuzhxN+iU9CuB35XaPaIMJ/kM7STvPPYPPi7epNpvfzydR07WVlV/vus0zTUA9tIu//18/cUxsx3WW6Tlaw8JXxupIcaYmNeOsORn4AcLAx+cAWCzBwUMlwGkaiLLMSJsaIa0KmPg5u4fsIa46CNLaN9GNG4LSQkFBY1P74oawLNuEbXodhPK9aVPsdMlsMOMrJluWGdjJe2rhIb886mQAZy2ItNUmeFkiDBrU2JeystvTx7sVvgCAoJGlApOLJY9Enaugid9S846l+H7eAR71MBjV4b2Bo7HqRZ7ojgu01yKsppgteN5T+7vdMDJehYJsMjX+/ak0wFwHIO+5GC8D2rFkcT9LpzEqDfBoAtStObPtNIkxNB7jZvZgyQ0gQRGC77JIjQFUNRCuQB0ThkMTak6oi8bY6NAeFpmjPqxYF9lYT/4+2u8GnCZ7LkOyMHL1daUKXQymlztOh0yYCTfpfTIEFWtObS8PFmdsrwOdM+BhV4aKZplYPhjuyIcQ80f8XHQJyAYYfKOtS0ATN1bTgpC9MMfDgfqmhVnrCEbDkGLjRiQzAN36QgNvkI4hWYtvlDp3jijq3fj88YypCKsUCY2LMRLigKWdR2Q+KTAckpl+RY0SDWeqLtWP2QCeZl+GHYhMFSgH/YKcQQotlTTgUTOARTVGhGFu6nLU1rE5WRrPto5+/0v7nWsWagAVziqlPWmfEQnNTK+1CWaHzJZnkAHNznOeFAdaAWzg84EAt3tv2nBS+/sZrhwa2AhNGjrA4nbTmLBufm8Q+xWvgSx+6Db5/o5Zb45gm1t5r59nje3sk0KP9khX/Zbjexhdr54tZfoFALZhwAy2utdaHayA2UgipnGI49jLTczqqe1jQlpXEw2nLptnkWabZ4hkR0HZSdgcTBFC4MaqnSCaWpoZSgaakK7MaUUDTfbZVNSYBF9QEUry45SFxELTBExLmYWOQqDbsz0d/doLfcm+HB5aaQaF5xneQQd49p9jLDLGm7vv7mlZ0qz7AQwXJcMRwDzsAPh30NAT6PD4aAsVIBig1yKYlgQgfi4BbH1TpJ5pY2xbcUCTJjOg0zI5qCFVLe0cyCr6axCgLgXUfsmkAVCifIEYaAqBsn9+xvBtajCTaWMOgGnGmhEn4NHBxP7VM7sMaAnSerKw1pCALtTGpIBIMREBsyOP11EXbX4ZkG3POzsdXwdgOmDvKUs0rxmYgdxe7MlNW6qHEjgnu3kX6d/uJdfRAE9dGIigDoZ6E24ompu2gxs7YK9TOCybBurJQKlfb7821PU41UNTUoC6asCDF8jzaaEY9VCL/ScbgWwkNjayr/BQVwBsB2H8bFl6uGYSlFWd6Uvs/fPnJZWJDNpsRWnPUIp7ZP69dl8QSQpkzqh/0c42hO0UAixeA+wap7ZW00ZCkB0AgFOBIS8YaAtAiDng4P2fVho2JUCSvzfCj6E78ilDwXh2wNk5dZHu3n0XRckUL4dcYrD/QlLg10Oxc+wVOj9/gp2etbfnM9/H2vm2+xvSAczv29EeJz7TMyZoyoAIys5ouh5xYFPJ9nDBSCB5SQKFog4e+qJnXQEMLkrusl2mgwOgGlocS/Gl1+HhBfUQRrVNS1wDZBs09Td2TgZiNLKj0qS2iXTAJUTBaBORKLp6TZbCjVHbpk1Dy1R0UYS4jYYlQkpAeAb7DXQvuiNIirjsQpzRwMzzEoXpXfxcYxE6YNMsSPtChklbfLoOEqp/AxtdjJvGn6AViNTzvh6RZqD4Qo6F3Xm62huGDEyDzBZ3zBE/H80wr1N4oxGarbxGiFbj3ifeH8Sc4Xxp19bsejBOC7S55WJL3gfWa7JrIFvo89aFznmvgvV6JPGC/LmK3fc6mr5NB0tvb2L+UGCY4xB6oPaduhwgCxjgqQCmDY7XQc0XQQfQniU3a84Ver9pck1M50wIHICwlk2CsX8ulIVnE9mzBVRaXZkI5TroZ6jA1q7d+8L6OuB5dvPHQzT+qv3bk2996G5CaHx0ELSaL+31tCcR6SoLbY5D7a554Obo4IvzbF9YxZwT19osFPDrsfBaD0wMOKlnL9EOCbU+C4V2takg7ZqFYUAPWwkEqH4sggEaULLJ6M5t0HbeYudiWW6+/mgjBvUQV2Nm+DykAMj+3TzF6ms6NeH07B4yrNQ5dRHupp2iYwi7BzLBdJpj58RQO0aBN8EsgVVM9m5eeBiPYTRgPteV59OF8gF3bDv2DKUBmuFQ2x+C+Sz7vrsDsWkC9Bhqer4CmJ42CfPuFCyOaRQEUQCmqgEi92rp9aZ1Ddpfk7gQ1NOLXe8jUw1tBT312JQjdizhsVtKekPHBEJ1tPowNsnstbynPtkpPOaFtf+4SZeFoHgqdGRQSWMY+k1fxdLgtZ8B2hZKHT09PNK/23eR6SHDQiF2T/EjkX2Q2OQp1uW9tdcwozcJdlq2lzMa/rptwmj6F2B2j+PeeNiJHntZSrBbgIHBGQ3bZQukqbFNtPJxbQOfKwXPfjzf7MpIds6eW78pRamB7j5qlkiXDwYN3DSNJaLWy7JvLL3dikxqCJxnqc5xjxJqdkE9GhhMmxoAzOaDuHfXALt4aLYucny2Lg3YRwkIipf9OUipHubavwqPv0GDP+way8OEABrttLY5l/dcaC+eMaheEiLN1wN1ZWmPwNk31oX6exxkuPg1tBJcG0CEMSIj0sNFwbh2Tkha+4V0eADAfL3BjmEp0a0oILOWTLdEfaHE5l5WGhodK7SnoT8hI1R2Kuqyoi4ZauWN5fs97ETQzXT1fawEU8ijUGGRlmbOzCm118OBqgBc7wT1f6knyg5YNhLMDgCoeHr7yiICxjQZIGOafCC+ima86TtMBlzSWuJ59MwGQeTMwRJu+H6NwKxQIL+Pc08ZgqqIukF0MnVwkXWE7xvYVLFjDocE1QXhsf8Imrh9n2SAtah6aQBlDiyl0MsiIvRIdpLO7NjWS1r7OmCEIkBye3aUEhyrceIzPSKw6lTa2JmoZOsT2bUPdTkE4DBRpqfxEsAwdTsq9MKAThfmgqIxQgxP+Abdi0kJBqBN29FX6gUQGzLQTcRBMOxp0LKaXGhLcFMRlZObJyotY4RgQo1xoTiT3gU1CwA6yrqheIaPCLjqYMCyLFqIBhVRBbjXhwT75QxW2vRVop0ih4OcyUALvYDIrhL3wNEyngDEPQjQyfsAGAByYMFQWyqt8GLTVnXXFV4cwnBEFdXOWw7Q4SfCTK1UGliDXzdZN2qVbH6iCcilCcpZ5yh5NqAB464MAlmmpSAfqhHKqs5Cmn7MnkMPrvusr74yLUX2CbULzdAqmhZO1jXAnrDeFUFSJ2DW1WDh4PXxi35YAmFm1Llh+Rxh5qCmNq8CtGr7l54tSxpUB+UGmqTpVrJaBd8IC2sw0GWh8RnSgJyv4owLxcgWokSAbXNAtGUTwUBFAImJO644+9Dsmwnnm1bI6uVoe+/QPh+b44ZOnAGMWdiMACqpaWwWFRLXUyP7KbRBQIRwCI7a+SJCev0IgfFgCjmCG812bgz3SeXrGkUN0ybZOVV/RtTIJFhG4tCBHYXVQGJpAM+ItZNACKtD65O5fs0e5D3P5JKWhctQaTAhDiKo2ewrXdehOVGyaTaM85BZhrw22uc6qhU+JBtXCcyt3EAfftKE5lCRWfY1kRzs94kpocfUeWFEXoMOaJmtPmcj4cTvXV630iPHYpzwTA8YfwUiuyV0CYAZ6TTXQ/Cu1GW/u9lmxjT2sszufbdsLsA2wLJMocmITCzSkb2nRcPIQn6MczK7KwwU4vfs9XaAxoiwcGHTAHmxPWleIdL8OH0sla/1mh7S6pzgoS0SzPQOADdTnrt/V+oMLNs/+IasBGVigIfsSc2CaUXj5gX8vN4HKxezcrQd2IFQboLvdj+1GX1tn4mNSlpdIm4ycR9Su0Yu+r4gFze5XttE752gKACOnwfBSm8Eeg0R1ENxcR8bCxfzQCTYItaIYoYZnwFDoXGPB7uv0faiay/BdivhXQ+Cmr2Yp+vZWNNHNtXniAnkUU0XlL9ASgFAStCUIHvFlIhfpiajx2Kwng0BP9lDHVoYq2bX9JDVoRPR1dqJteP4MeqcJJiHDTRxLTcPNcATa4rF/HhuFSHyTV0EMYobumNCe9LrezhXe5CioRGy39Nawvu2cBrZZwCeGl1XjIP3PBJma44TlzoQ6k1CZDtWyIZ217Oyqlg4yAGOUutDpsWBDs9bqC3a8YNmoC7dgGl3PmSqUntNB2OkoPY5YX2jTTKgUMTqABUrQsgw1CyjjtdcADgTpoOBISRtmitf73VZrfyAX0vqMsLqQuNzfG46GuCKoqxDp+FK7ZlxnkaG19TZL6Gt7VLqw7NpTm7ea+x3iJW751kH07MZo4WZtofH4T4hU2NrWKiQTrN4CQjdb1d976ijJw4co/EVwfRoTu6VpOhFRKMPwPUQJjxmNVvxNN9UK6ZldqrO2ZgxhbZEijM8vhExS6tVwoUDBTcAHm4zpqelGDLEpWgGpmdK+vBPFC10tkNgr9UOUERLByEb0y0AZ3WQ3bB3bRfKsumMIpw0CEq2gm11aGn1ZQmQYbINGEHp7s9O6b0BgjBoL8BDK1BGyjbzegkwJAAps+uK67Fm/Wy6sBONe5oaWGyZUfbe4qEwslQ0GhHa6uPruV1TiBnZH4zetX+ujEAOxA0oOeyqwZZRIwIFSmrp8cHySVcmQRvQjcurNrfs7xJ6gQB9vsmlvdrCV1NFInMW524ZfeosG+e/FdYEkAXpkNe5coWCCoDFEMAL1T3r4lQW62Adp4Mi/ChAycvR9neW7e9DtD345RwO4DoA4jjRgJXXoukFsQrPwoGHZnwTKhYOs75PzUNPG9im605KZNh0AJ/1bpj1CRYIrJbqLtg3f/1cgbb5RcjO2z6oMyEzlkdto9ZJoKOFiiqSFYh1Zkm9Zo74e6SIOaeDIQGrKKzxPQQ90qXI877YL2I9DiaB7Amw5HPwrK+h3f8AQ3xWrD0kGhmhfLYMm9WVM1BklNTWCPVCdlwYw+1MEpyZsgrY9loqEj/vT07Zb1ckQE2XzOKLLhIUEueYt8ggGOPzUM6RZlPKik6P6RqlsE6bAUhjixSSBGmNma6NlZR7m05nHvD3+HrgeZSFa+EoH1BY2Ewb80cpAYHWbK0dg3H8umLXYDDlNk3VtAqAebWjZWzRi+v1P9zwa07I62oGXWEZXgmRpk7AI1NTzfdNHyNcpWZsqLnpN2Zme9FTbAsUCL0EjVyee+4hAHYNUBnbpCGSBj1NIuvUGUYHUb3gOTQoDn44QasDG+3Bom/ExsYgrlu0ecg6dBOZDBIBWOq81WQLiwAtFrV7NGWnUaB2b9HugQtBi/fUatoYy2JjqQBWt07eiqOvuxSbVhhahHHvRwA63pfunkd2gzir1IEa8d5WxiwS1PglOPVcluLPxs9JECElgjapDp4d7PUZWAyVkl3idZSd1Fgkzyrsa0ZxDkYhQpZcIDAqaoUIp+ogfrAMr4XX59kUW1sJ0JwtZX3n+PWp+CxpiAPIpDa3aLBnGScdIKI3z8EUYRr9VnMHYMiqsac8EGzdDk1zQ9aWwMbYRmeUN/vCbH4d6qCi+r8mnlYv/uk6GYqou7YKqQub6GhZVGlXolaOelo2REPDwUKi1LlY+MYZjNTCamRqmvA4gfVlzCZzHnsIK8EYGQcqs4ysjX2XLrvssa6Csi7sIUlxITP7eY0OrlxTRA2RvRkBnghupJqBCCDo4Cz+ZQ0g7YETIuTW2H1x0bgdK++5xmiSCDsFIePzQpk+T2Dt9ylNEo07Y+9IHaudCVBk9jmGC7Vn6wRI1HOh2z+YZt7pQqcD7TgAwkFnXy+gheWi5MpirnMMBrL7Oa/nDObRHic86In+Qt5OIjb/nMACbJpTGGx7MwAv8c8MFda56Turm87DQzDU8zjTUBfsdWS/U0wMz+LqBaAmsJWmyQiK2zfBzBCQb5zciBURK43+LvuNbFcJOUSPaBtyP+l4/EjBzl2qdXGKvfNM4t4M7XsDKOTO45hR5d25+ILmcRl2K6tuYQIhoKP3vF/QHYu6tsXFz5eVi7szIrSmuRXFMv1NJ6pOCG2EPdd2zfTiuSCDskV37l0jypoJSPv7Kg3odOGPvG7XYOI/mxNkoGbXK1aPJ681QoA8nzSpa89MG0KQGt+tzuItLEQblaCLhWXrmMAKyza/Oa8V6NqyxDrx1yNTzJkh2duEg3E8DoLnHuT0Op626TVWlSFOoAO73aYFNeAyKwqHFirgWiw7GpslNzTqNmKDoQ7Dw7Nl6Zs1N9b+Z54+MwzFNtA0SfSlgoMU9vFilWaoWLjLWY/+3NXZDWpeCDbs+m13Fs+WIvhAgmcbyey+iApAdkccmDHMlBxceAuH0NU4ExbHXfLmt+vVscb9MPDT7lNfzwZe7C+yVB0MaFYTRWcDRtXBkyYg7ZrDa5lcguGyDIbf4rtUGqtEsCdoTV2TAdyysPBW9Bbzn/l+XnPeRbAhtEezQZDTV3neN/pM1vgYMwZ9bkRBXbdxnN99GRB7zgjdG1Peafd7IX+vERqvaMAtdf3c6rKtt/3ndzTH8euKXYPBDJSoXLtRKyjngma7Cwnsmt7rXKIJpH++uiEJ3QTQqihnayqZNr44uQloP3n892THs3CGRsf0EIt5jDa8ey9g1wuUVVsvLB3p/fhFh0FqYKgL40Zopnmp7Tr7sIcOEmmKBGJAA0yc2NQP0QjLPpajjy0H7Y72N4t3+yIAWs8Wv5a4Lob5eC1O6do1+Hu5wXg2DYFY1OxQAzQJ6j2q/Fr9mtm4kedPYXGvsYn7SY++29yoawLsvGuG63GaQcilbaCA1UlikUNeGkN6LWRllHTqQ5G1e4YEshWuxfIeXn24smtdEtfC7+tao2hXwJOOARvzxj2vsPWkEhWZWwajQKeuuMhxNtIGqAc9fEXdlgvepVtXpdN29boE6hYmtqHwedu3Jki+oZeVzkIaAKz5p08Gqd4slFqXLlQc0hWC/EU7P67NvkN3XVZjl5QlD5xhJpMCBPskvoHHIAtDcCewkC1r31C0QRsx1Da5wHPwa1J+jputfU5Y54bv3Teo7QnxMkXGVcLAiVpYS70flqiYCDk3IGGlRxSyTgFUeMx4jzhQ5Pk448RaSPWALzwPvZWD1c6DNk8UMvjziZ5ZGoyLHZTfgzkQdoYNSZF2rUdVlDbgOZLp4jzgmvRMrwjjAS7MbzYs77a9RFygzfMyx9OF7x24j2nAquT7a/Y4KDfnC8355JC5w1szoigtG7AK9n3mGIwTH/Sw9YQihMlWBbfafPF6JDpaZebaebLZs0/6PllG29aWrs5QAmPxzEjyJpfhtYMoX2f8GoW7/YbIUTxjB+jCbUNjJLh5BShTWzjRr0q6CVkaGAghYRynqyvkGUJ9AzlL4W7F8NLGD8HjulGvqdsYujLlrFIbRQp53sSSQYcjwCG9mVRaKC7OvT8mQ03Svjuyy4DIWgtPWtuiikKQbpt1QLSIMADqm75rqEzA7AAIPAbintAzktrusfixw3PqvG9WzyagUp8H4jWZCBDJTs6o5D7bj0DOxd4xF11bxjCpPYuEvGutJ6qXbAha2luUsKKsLnN4eZaJ6E5ChvXvYrguJ6AWY4LE5xMA9Nqq42xwvrDoYN5FgPkALV01WQJNqfY6gEjVjbApW6eU9jPFvSFIJZhh4oMDrrLQ+B4roIcWTuu8fZ4fRbDCWjjC9/ucUwf3zOBSZx+66ruhT2LLAwc2OtQG7vz4BDG9DieEv87UBKBxsEMRs50A7POjn0wf7uPvPDbvkwLUJsHT0jUpMJJigD8gNA0Q09d758m/I0KSQGTT2Xc50PJj1YULsKtfF6QBDF9MEXqjSHlVIXsJwTKh3RPa7X7tWmXolhnGZ1czAVqzbXzuTD4h7mqscQeK/N6xmjQBjwpQdzTAUF63fYmaHtaiCuZpkFgDPcPIDDLqe5iNpqxW7vOb+rbara+ydKZ9y/T8Gwap92SZKELD3vfUGhPSnvUiMm/NxWJMiU4Ue/nmv0jo+2NRW0GQ0bxzdGnuzYUP/QxBjuKwLsOhvxgsrVoHQNG+MzKpnBGKImFkVOh5OqipouZJBrKWfSyWf851ILPihH4MTu4IP9UWvolWFaxl0ultQjzpRpTe6CxsA3oj7Vzinpe2kPoYdeiDaNBhNSD647PoGu+poBkLFQIdgB7srLAfCL4EU8c8VfdOyY4Z+Ng37/x5MLsrImQET2zmqnZv89q+z/qmdfcMHWDrAVKyytDi4uHijU4JXNPGix6yQrQL0CnEz958VCuiMS6vSTxElveK3Q9VS1cfkjVk7LRv9pkKFvuM/lxdscTjcWi3KeZD9po17rWfuVeGEN8p+bS2eUxdC2DGXjxjK6oEi28wiRupRlX1YOFymy/oNqzGJKDVK5W2DpgGLRsJYKKLBq4iPb525y+wGjae5YQMY0cWdu60G9UbedrxNDZobuYENpFiPrZQFrPETH/E9SUANT17qYWuADRxnQOY8MJ8snJ399R4Q3Ld+8u+CdjX61EEU6LJQml9Orq95u/1dPRgo6pYKI1vF4UunSmq8/uhQ22glALwobtvdF75WL2MRF+DzBwjCbBh9laabROv0cOmtH5ePVBhscVgKmHAJ87NQXkfDgXM1jfA7PNxyXMym18HjWKZdfCmokD0qRuu6BgqsfWQ1z6/fG5Pi3b8I4btjuI44UGPLogCFCoJohWs2wNp3c51ZwC7n/dizhAMCxxUSBgm07oAm4MpBMFE/D1b0WpeUL/TEHPEPQ+rB2KMQskuYKUnoQ1k9N/Bv5PNoAcaITG0dMRCoFWA4p/lBtmHwgIYkJovrvh3Y9lraahrqB1TM6v543aqrHgf2wQP6tQXbGwmFa0+kDSdRQA+1xIFKzRZj6+gXKUBJqDdt/BGPOslFmrnrffANU0KEDzQE6S2ShA1dID2XABYRoqzW4XCU23XEJtahtU7dnuNbBll4uJ5smVW68VDmn4e0QhwsnPiHCVLRMYnsswq2Rk7yVQUyrBA6HZowFILey7csxWBaO3muqAmT2MXtfU2uYU8jnsZhx5C25row1qsccUwBCM7TBSgx40IifhnWT+lCKYD2jbI2oA6tFXW1WQi1+mAzt5D8N5vWkCbU4JW8iBYl0SgoBGiBfzck1qV44wm5vWwF3UsdRCAolyGg6T7fjpfdKD219AhUoybgxamARqImlIUFgTs3GaAxa8Bozag458NNojFCocK5edC0+TXVwS6qJC1f192EMC/RbVkaSxOAnTTAcciBoiW1TK66Hz6MRL1QAEa/Fq7go52zX5u2mocSRFIF++ODL9ldXAKqJ9vNJ/lz25fy8Js4OQgN5IsfD4O3qg2AFyGZ5lx3jgD6PeQ9jx5pqH17pJg33k9vRSgT2WnjWMyTUvQMYe1L+1yrMYJD3pkUihrvKzdc+31K9Wo+uKhr+SVlgGY0VaEYFeg5uULYL21BELmRRVsv8CQRjSRJFOE1ksFaAY0vLvYwMU2+LVgOOTVUv24QXd3PVN6wFOWmGmJ+vh7hHyc7pyGZhi5sSLBUmqlgYX4HBAhGhaa4nUAaDV6pL1Oxmm/wNiAVgNMZGWiaZ1v2KwAGhoaB0nMqokWGYLo/mtfPv9M3Ac/L3Fm6khpkqVjnKQC09jSRFOxOTUv4thSiNvEQwtNxTxDC4Uw7OjhxPhYf85m8pDcIhmQNFAS9zgT5NiNZXVn6rKilg/LJ/jG1cJYXpTQmRwBkDbeR64L67azAUK3A8Caj8IZ1Qo5VE0bNyRg9xhWGDvGI0TJ/rwIboT7Yu3mjW92fSJBbIjqSQGcKxvXS0AibNTmJys0G3vHjZIeOUMDZFz7TJq2OSGybxT+WmkZUhDbbNOeL9qkESbWhQGItJesDo+LeMHQi59rzbW7PgSzw1RzAh47V7XPD9UEvzU1zUwPZDptToCBXk8E+5stCP+cp6nbdfl7GFYi+JmShbv4fetkoGpBqtnFznG/24YPoDFSGy8nUGBga90BNa8QHec9dtfP8NPUtECRwabd90R1aa6rtvZYuVs8TT6uVzkPWv2dtG5gIsKTG8eE2c6HSSwq1v2dDItoc6KoCWJ7izhXsWsmGAfaWohMVnfQejsXSSKlva+XdESVcTrwx9BfOuFBDwCAXvloYSl4plZlzy0OdiVnmMmrMEtR61uUvY5BlpiczJipg5igzQFQ9c0m+aw2Nof9tRAx1lDwR6aUnUr2SpX8PpVm3IwOb+Air41JaOJZeokSGyXr61CXo6mFdaSipZs7GJnRrp0XAPjfuk2+b+FgH2ggKq1hFDmpdII0aexMo2iB7NqYMAa+0MQFzj27RbCVgDnQ6r1wMleMlfNa9oXhIuyA5m1EeEoQpEUdABF6y6yrYp5mr82YhQ5cB8RUzRAcF0Q7jNa9WC3kIQbAeQ/CgLgmI4AnBedduFUqsDnoxTNZd8pDXvYcWxVlHreOzuoIIvwVyyKLMwumSVDqiIqiLjLSxlu6SIJMFVJc83YcNxwlU1YWCMaufw6zhAF0gCccDYkCbPD/alaIh9TrqOEt8zjx+W6OKGwOUx+xv0ZTsK2dc0OgY5oM37D60PDEL0PbPNUnubR+ULKbrDjfRlq4i0AoKFlevzZGg+xNBx7ggmDdz/51DUCNabHPyiaBQuTZDRJ/n8AADTU8Ex1VtNf2sv3sgvF4tstix+A1E0zFAcQ+v0kgM6SdfUWFgabanVdWyKHszJVfdx+WXCiw15wn3tfQDgXb2uyXuvZJu03KHD6JZ6SjCZ15nnWJYOLIbOmICCXRtkpnhzmnZGOsTwCUCRAP5zEEmzZWPiMfsuP2TiVbaJCpadeBVkPNCYGYN27HGA6OLOVj6C+d+KDHewUpYEXZXNNTh7YKVMTFox6q8M0xwhQAytJ0D5FF4/2mKHw1D8jCY8Oehn6EFXTJFuVNV8ivANOO/Zw946ssm1CZQrKo4eKFnlIB1JkWTR7SIXXIzc+pZikabSn63lOhFRB7j8V8aRT9ork4gPa30u5Jz470kzdCT2SP6GVIAxlAO2faz16XACDS8HtWKGj5bmH22pe+HlCkPk7tvKNKqZqjGGCJng3BCkFmbc+hP2bJVswPk0RLCwsraNtI/L7kTUsB5eLWzuCkPUSYIpjCaoAorzXCWXUwhi+vtenN/H6lomHYhl1vn4IGuGbn5ECNYVcVgSRnnHwjK4sEiBUybGwVgZI2ZnTPRNEyOfDxas7aptpxOdIG2JzaMYruBPSOirVbaQzQbP5UZyk9vEVdRmVhOpXWZTu8cPs9MYSUjPGJUhPuefdOSug3uuwxasKmg3WeGg40mYwLYqHiTIwvQnYrV7hgV7yqvbYaOV7/JsJKDEs5SGAzTIaX7ASlAZhFBygGByeDszY8v9F3R4at+nAHldj+d5u73RxfWPgHHpYLNojYIWuAJBlrhKIam9HdrP6Y/BzPM2tjmxiSE7jwWKDK8JiBHu0E1mTGgoFXxKZjc4g1k+DAJvlpdSARDRz3YVSKlHnJ4TB3c5TOYNrzUCoBfYRf+X63M24zyLKzpxodQAri+7o+nLOpIgrO1hHAxhJtyLTPRoUL5nHMxjGMnF1HhnSiMO8VpGMKet4mhISXC3hYigauE/uyxgtgYCZtLMTFOjBmbFzcWtrGZWDIPrc+aPV92H4hanOwaGG38YsDlV4704Oc0HY4WJulzUq7tqi3kDpQIR1oOuDX5wa91w6x6FV4n/RcutDWYeGt3IwwWRYKnoGOpvfzIZtCoXLU4XGDEEUOE2aG3Z6JL96y79pS8xpYPydaZ/g9Y7y793p6oAdt5xH3AQ1s2aajDahmtJBmt/Ajrt3dJ957KDDtIGLcvCbAn//SyiAUbyDLIoUWFmRNJwNdrDS9Pjm3a/LB5rNMp9aMGWMTPdz6peOAJypze7sWipvj+WxKrCHbOD154HjW9IReASD9H+0oCLppCzYA9WDU10VxvE7TYpWUuTloq61Vmp4ue5pw69eECFsT6Ef3bgH6rt6x2dB71wZgAsQzWyhhrrcBolCeuhcSTTx5bHXdCDu3L2vYCvBvZGEIhrixM/1cNFifeI3ga6whagY1NkkhrL/jXdNDEzRYDE/9O2RQAycqkNGYGEkKIWDJ9llJGqEz3XMjRXCm8Owvv+6xzpkl0RYuKwJ4ynvz3HivnYnxYoXMHFOG1LLdx6af0iiUyGcjDjxbCw0Nuy4K1FVFtKbINr/M7phoOZJaUnuPVBM90+71WVzM5qNTGYyRaAAhaCuxMFzhkYQ9icgA7U4I7m1qNPuqiCytvLbvYYZkiUrazZE9FuOEBz3WMiJZh3UgCrcJWyfQGTjAncY2Fm4IrExbFzITuWqkTTh7k5rgmNk5dbANKwpJ+SYZaXvdBs1NnDHPEDiPbcON0NYggZKDhoy2AXwPGl3YCzF9w+03f7tP/m/HrAAIrU0f/ikdrUkbBLTzofbFDmjHI5iaASACHv88J39PmTJDrC9YNaNOCe4CdBy+YEIgina/e0AQIQjeo86rB/w5LNo5x7PxzvH9szRw0zrdM5W9D1ECmFWd5jmE9grw0J8GEImQFNtLiDM6DnhNJJ9A5s4+43Mgy7wfVwbynlen9tYe0SDWv4MZjxEWHVIAOivM6eskJ5SdAWkyF61VeFbU4RharmM8ou9W95y4NiJ1vScEFGCRPjI5Uo3ZsZRuzk+btGkjGHYdAC20MTbs3UTNnn9PP39TFwKOruw8F2csCjU5FOEqgKyoBxpzB3C+t0ylYCm8VQTXINA2cv4cOp8QGHc3AzAGpGvdIIsSlY9BgTCZEw6C9SLxn1YHMYsaup+4NgHSUCFZoUWMJRD7mWFpVQc/LGJYum1vaKn4sqgN3JCqrH4eTK/n3/jgh9reS3A3mMGJekO8ZsC+f9GBKr+HIfp2u5bWViWbbSJ6ANH3ELMwPp8J5hlZymdmH0xeADXvydyGDjpzwAEDPNHN3q+PANt6dElzItHsWNwHacfr7RxBW5q8ojOA4ZAdh53Y+wjLsRgnPOjh5lnHDIagkrelaJ2hgeQahhm74xuIsp8WwQqZo4zwbuftDGxSlYWFv1h1sm8PYULTNvHIBJD52F9GHmiGkGLVacevzcWsUQBt07RBvL4+tZzMDb3GYEWoQVnQiDtDwgajfj/78B8BUC+O498Y3iLzI12Yic8lYr5cJAQeBHwL3vP5IurvEcEG1NtYKEFD+zsBR19cEWibG8NzrEkRRoaAtbT3EWD1GoueOiZoYEXnYFl4Dn5dBNxxXVzs6s1QswQQARC/288GhKjb4n0JtnJorKFdvwNwb4FSR2cQi6IsjPmsg1chFwBJ7HVnd6gJ0sGqlHO+K5uRdhXPo8jhMTZex3SQlXPngWC3ZwFDDxV1TNoFJy9OGBtS0tbQEYCFBMxLngHtbg1FqHHVNjLObTKIfdVeMkxmMxww9G0GKry6sB2IbANDKGwt0damoK+xg6E62+D/kQFhGIlsCrOqRjVWxMGA1gYeZMGYbfc5ggdnfWRRjOWpgK6TAQIySBxVIvsQgAGkpAGEorZQFSMekyKNxY4jDoREgY29B4M6E1Xje2RVQqckqxIAkgCM7FkAMTJZWdtxZvqkNr8acJYAf3VZUQ40sTgrXVuVZkTIMl+RwFpBmgwopY2L1jvQFs7i0BzoaHI7tTA5m8tGuIw6IIK2nmmvBtZ1sCapAWqAcCpn/RcFUT9O1PcuNNabTnXt9Z/HaJzwmh6pGiAHaOEne3gSjUClqIk3veVCWaUGfLpsr/5hRL0d0Bh1ehzMN900KQprcgztuABmEyaAUe4ASjAPZg1rF7LrN5aoBEzPgEaawMKLQfE7tQt1BBvj6zfqOWibxP2xQm/jG2sVsiEahpwtGZgezjBbZHL1QMnDA/x8XH8PLIBZ/R8W+WJ9iRA4+yJmVlgLVfIg7efQCZHJ6tgWUViKLoHq/n95b7ghKlmpJiDnidv9biEowMJTeaPx9/7coo5PaSAiBNmFIU8XKmdYwcAJMWftHrWCltnBOdke+/6EvFc7NolzT5D2apRuIDCCtHIOxjLYBNExQYsiTdXBt7GrckVbd8fbGL6AWcHLYO0IoLvS+nm3Ay2CVpHYn1/ffgBAMABlqTNQDQChaSju7Y/zSrm9hoNzEICFgbqu4DP9HTU59u1QSKskzlYNFL66LQqBLcPdPu/sj3AGyeaU6XO0AQFfm5LckZy6OTlWiIeShKGcpJBcUadkx13aiWs15kYGIkA0BJq4sAERtdBRzQYCkCB9XQeVBm6SNqZH/Nw0OeiCMUZLpxvIwk4pQmO6SXEqfjuduZEGxlQsfZ3HYCiuA8zReNTBiYrVUTPdlq93r3lkLTmY7YdIpS9LbfXUhPde5ufX6ZL6UhYC8XCszpzYADWcH2j2Na09LMd5rmhZZtLem7T9PmOA0K2ZvW4/8cQZqW7v9zHxR3uc8KCnDq29hA6d0WYH8/C2FdNOblqfbnNmny1u8NbAEogu6L12QdoEsmrNrt2JWL60mGyfeuwsTMyRrpFlaCjgRngJD9H5e1Vj0mh37rHZ0nsDQmHfpzWSMZmFpFIDYOgWBL3PACIdcEl7do9DU+DH6rNMonibzBkVY5y6BoypebSR4bacHy/Ev12ojyN+djAVqZylgZUQpNKmCqLHFzcuPoO+KWoPAOM+c344eLHUUDdeZGL2gaO8pzMQ3Yc54zOhIWvPwQCOGavqYJxiZZ5H2nDuiVcJt9/7ec1svmheGiE6okSbw2wrkfeKhYuzIO9VTDu5AbtBfD7bGjMa/vglkqcdYHAWB6kBHnNgECFRYfhytC7axrxI85jR5llUCvf5l4ugeBPQPHWg1vetsqPRBqPGxmbGg6BE3bmJUEbXqV2XCnZfBxrYki7hQBnSiQ0a7mT5h8gkcZ5yE3eNCpbawlMu2pVlge5mkwB0QEgErW6OGiMjZICY6ecgSDcpND1aBJgSZKzG0JA9glqmrVo9G2F4MTvYKsm+Y6wQMbAjubY08kxAZrofXRt4E1+/4sBKi8SxdYI9A9YHKn6Ny2Lgz/VCkv269vw1ZpqxeamavdPUtD9RvBGY6alk7feLoKl2TpA0u0k9jj0rDbEytTn8LqDNwbApfC23vzUn0VPmi51XVN2viCxEs7OKmqxKc+wByWwvpQtk90MK4Qx7304ICUiHrnxt/lvH8WuVruZIUwV7jqR1hYo3B/UhUw06337XJsjkpqaIQoTDoZb+bToZWhREuKylIZsAFephlDSfrI3q7jY5Z1EooLXq0OrXosEiBEPjjFVvkKMhJtkcXkuvI1ECKsxoe02wbubd5LcNrN3TGXvkRldHzKtAD+1zAUDoAdDwD+riTkTNBhZlM3pU2+L0z/SggwCidZFGLLbQx/gzZIYNjQLDTEHtdtlbNg/8lMVizkeiXMkA8Hr7+UIwGcyTT5NpJTE/eB7hJdX2+4xN6+6dab48dNbd22hU64CH4JrAhiwTAZAJ3xsQZ+sNAy1dqJZd29XZHlh7ltAgAQ2UV1tPqA1kHa8j1kQyJsdebKA0gLJ7xqx4y+ec1t6osyJEoH2YAQAm7/GW93w+Luxz/XdFmLt04TPtatloA7H2Gd9Qoy4PGnNQxXpNuVMRxfpg74kNkYBG7buEAl7ujgxrRZsJ2+iZ4aR95pQ4eKgCncRYEwBkXUJY7PRBWtgNTqti7AynUTY2CAJIVqSs0ClBiyBlY0m0CiRX+9lBVXugdp4aNIW/f3ChM3VD3d+hgtQxU8Gm8PqV98k/ozBAMnmobLe71/yMWBaXUtTeMWv8z2yY3/9JjKlb1ggn0XbGsWGhprr05rFotkU2LGXhdYISmuCcDqQ/3l5rSpDPZrgsKFtH/w4x2x1rQhCOvQ5W/4cMEaMVad09jm5uR0arO/41t/DXsRgnPOjRzhO2Oju+AWxq6BVYs4e6mBAE++hDEqEFWaaZno3CZSi/C20TlRbq6vUz004DJCqWldVrfADbwFjvpBe9RigiNYBk52VVj2vX7TtYmtT+JUscgELQerl0i4Ei3rifQ7egehDTUbc9g8YbFOe+X4xcKY6FF1WTiOumiQUZ2/2vo6Ic0AYOeuCgc+ADgjWCJG4OHWgKNowAJYxIY7p6bVE8w14bRBvZ6bAAblT9tTbQVRedRy42/0Kr0c0R2tM6IgB03NYAfm7oxFjI0vXgYkXu6j9TvJ/3NEK8KhK/92CHnzV2wcEPdTzcUz2Li60pTBiZoLmtj+N10Nsti/Y8AjRT+FkRrI4UCXaviUDRbaJozLLvWaGlI8jp09gdk7D2SVmqhcSyN4MkuF5q2JHQfWy8vkvHHChDUICxDKzBw2tglhPZHJ42XwNaCGdorwmZl37jByDLgjQWAxeLYmEqgiDAGBxnUgB/XQ2MWGhL4xyov9Gupk4aC9JgzA3FyloSqgM/yTVI+JQMKIloMEH9efA1AjG+Xh2oqcIAmzt8AAzYDWohu1xN7zP6axVN08PnTlDZi8Er7L4Drb6PorE/Xg9I1g6QOgalLmrL/ppNXD/2oCg7GmFIRhgCBHdTs281EhpHZtOObX71NtPmlc+7aMoKFK/nE8kfalGAsFcM1fJW07GW9nre1un5tw0yIam4GJnAZrJGo0bNSWhcANsgTLjpwEk9zFGkbQ7NIWhhA25U0ZOpMx70jrVtqL341M7V2RoiYYITiIewPCYPnoPEQuDGXhdoIaxuIUXn8tr+NusZJY3OD+FxhS1GYFZUEQmopGa5APrCVFxAvEGi3lvLjaw3WrRF1lWqVk/VZFpsMnFeWWkYD2bFJI8DML2395rCE9MGtNCdu9ID52uK6P0V4SdvfMd7lKnpoEaJgA8IPVACWk2KhXk3PUMUDNJgNzx5qFRY/btn5gJYIMIjmi2kZbV67O99361pJbPsP4reyyhRBybADBrQDTDqejHOX+rfWOATAMogEBdYlyGj78jOEIlMtbGgx+mIHlqlhaaCHQTBq4M9v/7arUOCIatY3B+4zbkIUXQ9qmJjGRSYBHXVxMnVs4KqdnMXaMwxP6fShMhR08Z+FmZ8sdUCe2PxAF49OTZTfp6szpQak9MNMiI6pVYYj6EhgWt8jP1IfK+HtlTttRAluzMkSc0EVkFdZ8hQIQJUinmHirKxMBaPYVodY4Gy63NUBdVZIYauJClqkYYZQqji18OwmLTrCz1QEcho3ykuwo6Q3NpDWUzLJ9gZa/vbqJ6C79cqCiy6e9yFoYIhn8Sz3yg6J4rxY3ThTfGQ04w1h4FhUdj9oOMK3w/4VdUYR8sqc4ZR1Nh8PydOFdMdodlstffT/vR1rvbLE5hNRqaHIfxg3o/ROOFBDzuIl1Xuiogp6ioZ4lw4nR8C57aJR2o3EMaIaFmTNODSGcHY7FNLK7TzsPcWngPRLZmd3L6jLDqABIR3bai7eXglWdVXcdBDhE7wFdoDbqDc3PaDAV4ir6U2e0dWqdciICYqhdu+sS7bOWtCiJuFDe8W9sW9l1Czxs/tmdn/bKE6A+G9Zcw422sVHmIsEsBHinSVQ93Is+CagxR60D0wYv2ayDiT1o6ieTzd8++EfnHPtAGhiJd3wnSKtW0DUwdGDmCLzuoXzUKYPsrSPKBokCpz8AwVZ42AYU99LjWAY2yegZm8dj1P6ZqTFljoyz8TIbjqtPNg9zHv1mBM2cJCVIGiQPa09ZSA3f0u6PE10h68wq39Htoc1jSpEtVx+8HGk5g1z0TMhxg+19IGwWD0gtJgTFy/E+BepSUHeLaRdOxjFCR0jBEMj7bNK1pGZAMVkV3kQIsbKUQbABLYzwsP+TCcsUmeWm6suYVktDEMm4S8U42BYaiLdrG2kBZgjAzTwLU6aPJzTIOJnSVrACmGsVQlgBQUGJYTqgrqJrUsLgApVVQYc1PWybK8aI+ysVJaJL4LGS1M1k9nB1lCzZGn0UvS1tZC0e4pn8fo982fYyzOBIRmS11czvBXMDwVaZ1c1+lp7kUC4CgoffC9ImvYOc4bK21h36UDmuYreeHMjYnHLYRlc6wu7DlGmDYRCLU5Jg7c0iSzkgoQizxk9tWiTZzaXE/V3gNttnb4PI7ZOOHDW4AZ+mG3YNgtxpR0jSPT2h4oN59+sPrybNPoUoF7ZNrXF2hhKN+EukJ08fcITdjP1OL0Ogl+D7OSQjzbnVNdtKJOpDBDpNuFePgzU9f78wnK0f/WaG20FMJAQQ202Xso4Gzv60LiDfB4imQvTk4U6zloq569VcdWiCt5p2jWpghGSzHPoGEvnMzv8bg12rkwJRNoHk4cM4q9dc/PN6gZsPB7MK+F0YUvu6KMvSceGWv+7CJtPMFq5Ih4IctmC9l3LMJjZKayMTo1t3Tnfm6kom0eRFf2lm1IvZm9LlZtHIBoa1NCDRtbV8AzGHncvDYmJ44v5nmS9YnQ8fE8xDus08lYecYV56UD5mjw6CDI+hUBEe5BW1fU6xnQaFksMaelzc260KjhI513zca1OsA2KWeWmGEUpx/Cali15ArT56ivA4IYRWNz4OcdoEXa74O24oFVoOtkxf2ASDuXpJBlcX0MohCgVkCnNNfZqDExiWEmgiwCnipIXkdnGBswqpNEppOxNvZ3SbAQVlaUklr6elKkVA3IqCClGnV7NGI+aiAHmIEoprZbf2r7WZIG46STA7nuvdQi8T7xmGB2Wn+POXJ3/8laCzpDBWPugLCPUWjSCw8i+br3jKy++bEx3IrNSfZc0+Sp9j5nCdAs/IXZXgIcwba7MBpulwCXJzD5hzIDvw4Wh2X5FhaT1eQiZ38MUWD3GJqOE57pAZ0VF2FqsnRcUaCsksckzaol33xMCNo2B6CBjwRHvWzo6CEaVsxNXp+FfZNS8VR1euVuKHnM2CCrMyWermxgxb67sI5BL9D1yRfhq+peqSP3HoTUjPBmyCawKzrQgENkbygaWyJ2T3Twhc/QmIeZ8t4c8LQQk79vQugMtAcrFWAbhHhUBaHJSXsCVZ0xZqRLWyjMF0hXRj3vupfjOiBRhEcEp6pnYMTBYe2uf1Z52v/dz/LMzlsR3ec55/qwQ2bpAfWF3zV0Nc0PwYhVd857GnMlWKLSPtOHviCm4yGLE/cx+V7m3l8djP0B4HVlvI1GN1cIfmjYElqphjpafZ50qMY6oo5Hx4Rpgah1xdCX9FmNx9moC0vgmxX33AA5xMSIdZwmNK1JcrBCJ0XQZc/sm7dAOCSck72gU5RZYL6p1XZMdUdLKlB3FNhz9iADzLzSRW3ZRdHd2xYq06GFKevTvgnNAoAeTqFAV5YFus6WATX6xk/nSQBmW6XRsrSyMylagbwsppGpDlpYB0cUIsbo1E3CsCgompAoLBYNsBJFYUUBEaSkqA6WRBTTXkYaauh3CKJqteurrm3KQxMolylBNwkyVCQPp6Eijh2FDe0rLcxFcXeGgSfX/QgF10jQyQsyqjRxNxkeItxRgaotu8uPiY0Ljwd/jp71FZW++/AjWUWy4dU1qdW8p7AfihDE10GjLxurOrNUSB2MmeGpGlBxtnHhwnvaeoJvhYEgZ4xjzgChfQtw1DmIZaHIu+J7NFpNuk5DebTHce6KXfVg0bVeH1HHZF5odeYmWlKY912WHvpyRogi0DI2WpYbjHnQcPW7g6bStDw9MArNzYDw7ijeiorI4Y2rUZY0bl29mL4on/aZXh0TQbDTswD96z1701LjDZD0zUzpOfQhPBpdTYqysP9o8AkI+kyVmm3D6MNC+6+D720sh0aGVTArHeAIZtgBEcHBtGNiT3rCTIuvYwM8ddQmvGNcO7XjB6is3TX5vY5zRAc8CAb5LDoHOU3eZkLacfrCk1b8kt9jWh2bV14aftnOh5lg0e6Anhe9/459AhzgdrijDq2FRd5Tr9LM52xzPe/VrtGpg5fJPLq0UaPBF3NmaDg0YThULFTm9Xq4Po7X0eucOGeCMUXzWvkM6mjZMxFCljZPy9JYs7zbZXN1jr2ta7XNxF9jaNYcD4D9mwAe31Kc6wjb7Lx6b6zz0Tc/n4gsQsjmmjqqMTAsJgggiug5yyMES2SsBk8l95NnyIj6GHGwEfcwGeNi7IidcxqsOGAa7b1axABNth0x2BcASTRCXEkUtWSk7IAFQM6mucm5Qqv1V0xjdcanBtBRdc1QLpHpFWJlGDuUV1awsFZBztWO7YxQInPjgKdnxkTsnqaRNKwXSyTD5Wny0tfpidAWWiiRpQNgfxMPcfXghkUKZ7u2h7Wly+yDAmWHGWIORgiqi6AsulIZbrvynusCuS+NDZyUZevGnjYOgMa2B9gC6eykAOwrFvZ6aPaYNlCKtbIIOwZ09wDHbJzwTE/Q7gJvigjUlZXRz3uezu61TACEet2AklerPZL9FqDuYylMA6cROuDrfegoOYBhGGW/Gj5YpC4NPTxI1tZB937S5qy/Q4ZAOfkayOJ5B0hImDXrZAjFFpVEJdgQ13aTM1E4VxFCZwKRXtcivpZ1dPYmeb2HDpQBaBVh0Z2vLzLt7lXQpTv2Rb2AOe4HYN6nIjyXvkZKiJUHD811C06TOuMm7TNoGxnrsoS2aR+IQe8BJTuPnmbm3zl3QqPVMQdl2XXoJkhVBzGp3Yum65HGAgLd3NGWTurPJW00nvW0SgZw3NtLBZ7q7kAdTvO7ID+ptaOwNPjGCpUxQYdkJSESzGtXoB7HKes1A8OEpj9wtrOOtkEA5hwkTzef6eTIzjlYCYecjGf2qSgIEIRJQtegDCvBPGHq1rSvsKweShg1Usd14X8b/Hv7CsD0vKX7mXNunVpojGLZIlHBuHVM9/OidkUR2hqogRMkRV50tXASLEyVFJIMnCAjQklNh2PAR2tCyhWqGaUk5MHAizLkBUEeFMkBT0qKaZMNrAzF1lbJ2OwNyENFzoqiipTgYTLbyWsfZhI1gCWWMVZLiuNrdXaothT4XmwdBRoFwQbpOnlBRURGmXooX3KFIjVWPQPRuNWPA3G2Sc1eRiYYwRKdNNp0B4/MxpNJnEVsmp+mzaRw3ZxVsj10eNmEVgFvMOuhKDSbY7bXb4HvSSl+twQTZhhWtjVJrSK59dlS5EPS9jdY4kho5vbpTY/mOOFBT9pUiO8G9FDzoerZWtK8Oaf3m3aipYondmD3tHRqIfJGZ5QzgFYvRX1CdJs/UgtVFReR9qntoadRmHfNZqFOhc/CMoqZ+Lk/DgsYAg1lB3iZ5gCC1GdZOpJX1nvRWFQz0a5vAmR/YjH1nqsvygBSfn/K0oR1ZJI020JQ95ZikVY7fhVgKN6sNTVBs52IzKh+pAZYZ5opz4TjwgvatHTXDcwFerzXvG6fE+rn3mepEWCCoMTvOQ1Y3Ouh3fseFCX4uRKgpWbU6mBzTLtn3IPBvoZLeG6+0TJDsddq2DEE04Do68V5xONGNWmyPamBQrKQ6Mov8BiqirpItt5UDQh1bRmOt0Fvl2HjqDTucz9Ax4CojRJzE21OgNhiJji340ZfL2mvt6KGXejXhatNv+WZNWRBGSbq9G8hVBYHTLmdDxhaYrsEetUqxjj4Jsz6Nb32RJ3tEP98AIHqjAbTymEgIIk6eCmYJgrWDOwk6YCB+jEcdOShoHqmVEqW1ZXHAhELO202GTnbpM1DNUZJ7XzGxYT13gARRaGOqCI0QmUyUINUoCooU7Zbk2ps+DyeKx+MmUoVZbJYeBrt/Gs1I1DZNX6fVoc6pdl9IWPGiUbndqyt47wCsknW1DUYXPde4GAonq225yiIKt69w9ZJvSKbkCzQ7L2pCz8l9Q3MzQqL2HYMZ5qANElkboU+LQqzOqhkNp9fdt61ptzULYbDJs6MX4FjNk748JbV4XFKXgFWSW61bwz8RI0dp/ypAWLF2b7lRAAewDbzBXUkMtt88h5aZ2agMSEZiHooWeIYAZiA1qiUhpPUIcGEL5Q6eLZX//vKfqYmJKr8ljb5pwPagIlvehQDm8GWZiCBxgJ1QGMWCpK57VQ0Fgn+szab5+cjLXzGDAcHQ7yHEQokC7RwSl68Fw2Fhl7Z1t7UQKYZAX4HYsMx3RICNPbAADAWSFMDd5XhAV6vIhgoAr8QifdOZICpZnwY0uR3pdKO0YMl3rfQhnShkZoJ5tp3cr5wPlC70+43AkCxWrNK9/0ewpoV56zahVy9vk93r2oX8o3vmRTDbmnVz4/DQVZHXZc2XCEBXFj5lqHdWauJ7IBD5usUQJQ1iPDnwO9CzPtIN4Z9V5oAXTTAA/hmxME1yjU52gaoFBJzUxRt4mT+TBA0tr/NOpCvU2QzqWviItNKgTSo97QykFQ9TTw2d1hKuVYDFsnbUiQHFxQM1wAs1bOxHMTAwlQEMpxotVq4S9yY1SoYxoLkYamcK/JQPKzVWBpJDQSpSgCoCK0JQjvUH1+SO2tOP2QCIKavM6YDA4SWes/nY33AWIuIWiAZq3eCd5A0SdNf+TGVwDShpbAH4wOwJAHgc4agmUkcOrf5BCS9A8uyCyqIek/qguio+t0uZaYxnIEjOmMsfzDozBmQTTsHEgK9cxjnWo9tjR7gK4DpAZiOa2BH1EILPZOT19WbLgIopPMRm091YELPjgLc2NySpY83bxmBYqnH4cbC0EaEINRAVGxknhoc7ELPsnAjpLGM9/t5dixQGNZOX5DWaLUSHHAYONDQHvB7evEmEkMfnSHnZt+xRm3z7BduOyeKOW0zFZRV9SJrvBEIATIXQdP72N9Zu6T3XMwimW6hCloXYV+c4veKH2FPMwHvv4OSoTt/P19SbClKxyPCdZa94MYuQmaIhRyib23PkeLu4VD3mgPC7OXbe7Ao1dPOBTaHyUwmYKKgPLIn7PPRTgQNWDXqvJtD7THNBPJNLDq/x3QMRNXbbGiwR72iVQcPkR3Hup7wVMke7runxfU7qXjNqGLvnU6i99s2FW4W+/u6KQCWrkBqgtPqIIdgn5lKBCrRiJJ1WQb31r08g4Wl/NiqMyEzz0EOJesxJTDhrUqrmMxzHEyUW9cZaVnsb6pANR0O69NwY5cBEcJSwMGLiZk58lBaFpR0Ia/u76riOh1BrYJxLF1qOrBcTthssoeZbM4NQ0EpCZv14N9h18XMsJQsTFZcs0NAY++v0GTMUhLF4MyRFg/LiQGmaZ1Ds6Q1IXe6IVaLtl8Q9YKgiC7xuklIi+IhP9cusZXFWBvoUbRaSfHMHEDsZl+jPhfG6hWzu7k1SYQ2mW4esoY9038pgTrXvn8PwTpfY983TbDU8mWnM+v2QGO695UJqdoSPzJinuZds1+00cxGBBCOcWIV9GMwTnimh12o65g6NsaNdzWKvyxSE4l66Gq2IWjTZfSF39RrksQG7BOrbzTKLuNl2QEGdMcu2gq7oYGIPoMoqitrNyHJGDAdnpOaSJ6eZIcp+utpqN2Ngje0qwsEAwQ0INCLpXtvIah17b7HwVb10ulkZ0iz64Ao6lYXirqqzYNwYGEl1xHvCSZiLS100J0fQ2MAXHTa2KPqLFBoKthMtXsO1EJVzwSLMBnZIlaT9fOzEGTztHRsz1oI2Px5hnfv4AoJmA50cya1OWL31D9LIbpSdNyARM/+HIlNBNo5zMKnsPOsLpqOtHmes68LO7aHFJ2VZEZW0wW1JAELa8U0BrMbj9uhnsGy0Cj0GaCwE7PXbo6VAxaurYO2LDuKybvn0odk25r1eisq8SzECxPa5tY2L2FNn033L+ChreriZbjh0raZkukZKnBwsvCVwMBEhI3homQzEtULDZK9se9Ry6zqBoW/ISgWRfb6OMn/VktGmbJpa4ZquhoV1/BIgJ/VcoPFYnLmxkJIyVPPBwdQw1AxjsVYHgdKKSmWq42DJGNxCHCmKZsGKM/Pu0+FN9GyAaVaUoAyvtaLtBWYpbsnput3wMeAlwvCgfi37GUrcqh2L2WsyKyGXWHsj3b/EVyqQFcFbFSq3sldhwrWYmLPrgiZVrGMvj6N3luOzCQV0qQFfWiU9nq/kzsL79cuxAVEDzrTk2o4wRTylxXCxrFZb7DeLANzDMdRBz3PfOYzcec73xknn3wyzjjjDDzoQQ/CBz7wgdl7dnd3cd555+EGN7gBTjrpJDzkIQ/BJz7xidl7/umf/gn3v//9ceDAAZxxxhl46lOfimmacE1HXlcTMAeFLN4CwP/1O8CmvPFgtXncwewkBAPETYH/5Y1amwCgQ9wNAAmLQgGRih4boxceTGR2aH8yokpwr4yvg73Oys00oiGQdoNLCp11HMrKJj/rPNjP3rZiYa+jGiPE8EaImHldBIas8NlXDhUEI2P3rdPd5G4BKNDEmGKeox+PFGtih2HG4/0aqmd1RVgptTAUm9/1xRTN02lAIcJBfMa8P92i5lzJ61aXxsToiur0cSWo8mNGXxl6d/TOgci2Ck0Gw1JhmPwYGw9nudYjry2FnRmIAdRL+4ymrtJ256HlvWY56G0x+1DFwrN9eKuM4s+2fRcA5F2N4nwM9UaNn8zzrsFcMjOyjo0xuDrjumc3+NwlUnL5XFXMgOe1RMYUa52UZUtNz7vC/aSbwz5nuoxMlvkX9+hniQ5dajm6ORVg2bN5rPmogpV5QVBCC++MriyNQdAi0TFciwtvWSuGWVxkLMbqTI4dkwLi1YF16HtqSSgbAxYCu47NJnv4C8jZauUslhvUKiglhUAZQISnAGAqCaWklh0mllXFWjmR3ZUM+KSkWI7zZ9xr6FXFQJQDJ4a22ntdvOygheGyPhurUHidqxExQ8G4mFoozEN2KRvLRLBVN/ycA0WBteZQNCCpVi06QlkMP44VUStpqJ1n2YGYKVkNpgTIOoUTq/ys21thXR4gGPSoeebiZ6TW3oThMtbTIQuU9+z1OtjPBOec9wQ4ZhPb2piz4H6ObkPYAaAyu6tLcDkW46gf+m1vexvOO+88vPOd78Sb3vQmbDYb3Oc+98EXvvCFeM+Tn/xkvOY1r8ErX/lKvO1tb8PHPvYxPPjBD46/l1Jw//vfH+v1Gm9/+9vxkpe8BL/927+Nn/qpn7rG51OHhOlgRtroTK9gIMKZGi+yZuyKC5zDk5PG/HDDJxuEtklMSwnw0TehbAJFxEQLYZogsnd4XOpY+vAZgCYeY0CyO5+8Zy0SuHFGWEhg2Ua+kCJE5HQj4GDJjw2gIXFxxiTbBs+4b+gGYP/WhcVuy0ojLXzGOvDn1NiXqJvD68ganoRsWq0IeHXl1jyx87S8ABf1FcxMCfDkwKUV9Os0Oh5KYCoxutg4qx3z7xHWlHbfmvhd4n0R1q/tuRc2zdMOYGUHv4qWvskeNXGvEGGt1H03j1XdUPSDYHg6gGA0y6p7DoroxC6qTWPl7+Wxe9YQAMpKOhBtc70sEzR7mxYHUXU01zatLSOy+rq6uuO6ZjfKAtbjLWlkRYbOK2k3F2zuRkaLojPiGvefACrmWrJ5Q8Yz1kfHaFpdFN94BQZqaBPIEqnE66K2BkIXwjlCnQ432jButtHq5ACIYlzYdSQHQWzlEJlaPtZ74yyjKXsbiTyUYGIIZJgttVkPGIaCnCsWiwnDaD+TmQkdjhqDwzAUtToEPJVaIgDTlLGecoSimHY+jgZKAoDUFq7abDKqh6hEFIMDkf69IoAktfNwXZGqsViq0omdWx0gSxa2ukIAgv3R6oDNzzu59gfs67UmvQsXkKPpfRgq67qwx3MlqCkSDiVK14KE7BHavIxmtXBHeek9ugBPK28JNtGpHWhyALetrKbfh3AZ9q9Dt1f5XuYa7JjPMy1lJw+QqfvsMRiiemwriH3yk5/EGWecgbe97W341m/9Vlx22WU4/fTT8fKXvxwPfehDAQDvf//7cdvb3hbveMc7cLe73Q2vf/3r8R3f8R342Mc+hjPPPBMA8Gu/9mv4sR/7MXzyk5/EYnHVlYsuv/xynHrqqfime12AtLOD1pTRGJ7Egm5MLw+DL10IR8E6Oz2V11if5hET8KQZo9Pe38CGhHEUVZSVtIwqgh9urNo+B7T38OdgVJoDEJ+vno5oG6bGxguY8WWH536zDeaJmqH+9X0gTFn3hkyOdO9L2rxSlmf3thBhkD1zRNbifbg04tARy3YjO/tbte+ACyuNLYKJPScu/BYiMPCjTRzaHZu6JrsnvE8SoJEdf0M3w+sXtLg2uuMTaLIAXW5h0Yibo3sOpR3P2AMLZUabCTcSrIzMOj6z6tx+rJqBYRedLszP199jwkM7xrDbep31AmY7FwMzZSEYr6izulFsUxHXUYC0rlbkk+HJiSnWimnaxf/3JxfgsssuwymnnIJrMq5tu3H2jz8DctLSnrPrDsqqK+jmveMibJX2OQ+TGCvpx9Xcec1o7I790eZlWeksdMt7GtWT/bhcX8GqcjMRNGOQu8khmOtFAEdi/vOg0U4hr0o07Ezd5tj3uiKQ4c7BkFZmI08HBdzgRTR0PRQzE9iEWLgDN7WmCFuREcq5IqeKyRmZacoYhoIhVRRtAKgwLCXAmAtK93oDVYhwmIhllw2eXca/k63pwRqF0pv1YDV8BJHergqrI+QC5yhyyNvtIMqao1oPsCjUKO1eAog09/g9V6+PBEQLi27eRbbdJlnxSZYmqA0Up70U+1oUpXQTGm1WikSjXMsEVKBa/Z66MBao7+UY9qULZ7HAoA7O9LhtDPvX75NLY8ijKbTvH2kNrLGLf/z5n/iSbMdVjWNIItm47LLLAACnnXYaAOCv//qvsdlscK973Svec5vb3AY3velN8Y53vAMA8I53vAN3vOMdw3ABwLnnnovLL78cf//3f3/E79nb28Pll18++w9om3rx7C0AXSPRLoSlmGkQDDxIE6Givd+ytVroI7x3tH/jODNgYFVspbjR8t5Z++lzADM2aBZigr/PjVyvL6A+gOCskg3pYrDULoWwmh91MGH3RSMLoE95pocQ3oMwc6UdQ5OG2JYsjiZFXVbLKuFnPWxVlx0aIPAQjX412gGfADyA0bfZzqGv8RP0fB82YKyazFHWuSfODYzDf54VfezYjwhjdN3fI7OL95pVSnO7r/2cANCKM3qoiqFM9l6LZ50R4Jvhrh6AEtiwkCFZxTR7Lg3g99ldvZ4sOqkLIvzFYotkg8h6Rk87L+QZDgLDXMPhWV3XZFzbdoNeKdtAaEZrwujPxsKwzS6ETfE1FIwcsfyiy6xBo/ThjslMyycOrLzIIPvd1YXFGWQSYwCAVsBO1EStsPeSfhTqebhJJkCWpfUGcwZCRq+vU6XpUAhKej2LIoBB9TTzlJo4mGACACRVZ4D8tDykRTAxDCUYmKEXBosii2IxFAyDeQdTaZ9dsN4OWaFU43g5W3ZVVQsvltLCaDnV0PqoIrQ+/VRdLlotn+KhttXOOv5OoTR1TCGW9iyw+N3va+qAXXaGhynuabAwlGQTg1txRY2O8wGAwgbpPvAK1wJ1Dl+V5oR1WYXgHNt0xQzRSQb8uGQZIzlkYT+TvemTVxp7bsx1KgjHAOLFM/1vnPN5j44WrOwCRx8VOYbjmIKeWiue9KQn4R73uAfucIc7AAA+/vGPY7FY4HrXu97svWeeeSY+/vGPx3t6w8W/829HGs985jNx6qmnxn83uclN7BxGb4q48dRbN8jUMHAE/QbMjDVRKQXRmiXCHeHZU6PR1UOYiW25UQ8IPVEfsiB9zoads74lQOg/iJL7DTHCKV1M1IrxcXPqJqmzFlFTAWjGtUu3DqFk/70EHy70jTTZwRaNCerQAA9gFWR7sEBRZ6e5Ea/Pg9SOrQttVD5TaUnd81wSXLxni64ua4QalJuFSoTU6mgAixsYwSF7yPR9uuL5+f2h1irAb8fClaW2bDqeH/VLXQgRQBOkO8iJY/XPObUsrhCU6xwYy2RNQQlKmBEWYdLcjs+qzHndUvrzujtuVBZvIL4s2vzMmwZ6WVKhjuI0uEAHaf261tUKfroDIfNberXHdcJuZHjzRBcmB+XfGQog2LxMHRzQZXk6mPHX814rFCe+uTA0S62XiectpCZFnAmts5IO8FCYHPJMnqVP5oSm5eCkyxqFOtlKAh5qiT5ZWZs2Z7J2DNSbsMUDgFlNHupjGHKqNVkNG/9M9lRzABE26iso9+GqnL3mDVkhD0lNNaF6GEnEQFHOrVUEgQ7Ty/k7/G+LoRjO83PlsYXvz9XYItfpLMfJ2KWaZue8XG4i3AYgQlgAQ3IIPZD93TQ+1dkkdVZN0er/ENwY07PP9iRYo1WC2i4lHFNq7UGowwrWG/YvnUfYfGB1ZACeIKKoO+aEprWEfodifWPtpc1RL2bY95dkuY+wN7O/tfprNqc1AJBmDQ0pFEjeQDmSczLic8dqHFPQc9555+G9730vXvGKVxzLrwEAnH/++bjsssviv49+9KMA2s3TDkiIKsYv1AArjU42F4Y0dIQIgCjWJlXbpkJgkDvNTcf89KGzOrQwFo8bqeY+2eJYfSXg1G22BE/0KjtVPa/VNhxtLIcS6LTNNiYY0NiKSsDjn3d0T3DSNnw3uO4pRHl7AojuP3uDAZu0lzwEYHSrZjVws3BD1VO2iqZVcA1C0zx0BoKzNyvgGVsAIqtKF7WBtYVtHFHHJGsX2pIAcAA8+0ZjAZZF02hQh8Pnx/tenaEywbqnbE7z59cXewwGsAPGAWalvWd/WNXmzJxFMW0aurBsO16AqyTWe0uBadlATf+d/ZzjsyiLFOGvOJ44yKowLRyb+AqBGA1mx+Jdg3GdsBvdfYyO0sJUcmmVbH2DoG6qdwigaBlWiuiSnjx7JhjJVZ2v90FRV+49L33T8tdl08LBvTbDPuz/CowFGqqBHOqIxop0YIKMNSoiQz1N3UFOXpbYvKsXH4zO40lRNmR2FMWrNg9jsduTamRS1ZpaJeYODEz+vTlXLIaphbVcEJxEMeQSftJ6MyBnCxkVZ4kWw4SlgxUAGHLBVBOKMzv7RyLY8d+HVJH9exbDZGGzKaP4scdcsLPcGDAa7FzIEFnoDjPQxx5dybO/JFnmGpmgPBTk0TYVslB2P2AMmsCbsdozrJMDHkFrwsr1mTu7HOLnbh7kzg6WBmhoZ8NpBaCijbHuALvNue7+eY0dHrcOmFXT55wToGmBOqdPvG+YhcMlmlCbw+x2jvtZt2cdq3HM5EI/+IM/iNe+9rX40z/9U9z4xjeO18866yys12v867/+68xr+8QnPoGzzjor3vMXf/EXs+MxS4Pv2T+WyyWWy+UR/6YiM+SoGdgcTG6A+CBbXyIppn2gNiKv7cFMK+9btFZMSwm2IDbC2GBgk8DrmFT3nPOe+vttIvL4ocmRedO1XrwaxySg75GwtIrKpOV7hiaYHoHRieLYgpuvApE1IKzx0FK+y46Hklh4KrmnAFs4TJG1BWUUO8NY6qmvVsul80A5qrSaFLON1wx2HIuLnYW8eGsWbtjpVS4qZDeBTflazSADUmyZAZWWgcZaFOLhDIqbgaabSHCRtWuHpIHJBEQl5+JaqQht0ftCx3wQiDroTcXYHfYZ004fwvex2jTPJRUzGDJ5CxVuVJ1Wx+rJIIBk6lgGnsdsfsHAUWM2LRSbiml8WJAzyvUv27qiJogMj1TF5sA156mvK3ZjBhr9/tn6cQ/fM7c0mQg01iwx/NhCX2WpAXT6liUEVBWwEICLoYPhWWhkh0XxQ88YjPXAkdBCWqNXRt5Lptdhg0w18MKQF5mYJHbeDMtUhdfS8UMnhQwFtVoz0OhCnpj1VJByC1Gl+HsNVoQhnp3VBhsXHW88VEXGp9SExTBhKtnYHiAYnDEXFxin+PtiKBiynf8yWBhFqYL1NCCnCQcWG6ynjJwU5tN6OCxX7G4GjNlA2s5yjU0xTU/1/wiWSk1xzky3p9iZ4TGm4EcYLVeIN0SdpuSp935/q1Wc1koxNKzooyhSBkpkdcG7uWsD1fwPMJvXN4olCE5qAvXQ7njY00NbujKbmfZSzOu+ZIdMgrJTwy6WJVGrH74gskzriFZ4sMsezms/1YSZzhLaRP+J9jlLhPi59mof9jrK46gzPaqKH/zBH8SrXvUqvOUtb8EtbnGL2d/POeccjOOIN7/5zfHaBz7wAfzTP/0T7n73uwMA7n73u+Pv/u7vcOmll8Z73vSmN+GUU07B7W53u2t0PqLzOjh1lKZBcYDAsFdvuC0Lyh4Oxay9Dqb3kgOpOgMTdD+Fjf71005LB+7DJVGdV32ydOGTmAgDQpjLFPY6IqoSk46ca4jaOfXhK56/ZXsZyAl9C1mezlud9Xkp0mkI+D06C2UF0KAmKCH0B5GKydg0/3WPR5ZOV7GC6arMPRlqjDowM/u7d7QOz1i730WD7dFlbWnA8Qybh4Tk7xu6OLg6uCFwcPAhamCn7Ggcr6zUqVxt2Whwz2bwUuusiJqBaeV6MGmL3iUZDSD58wiGijWjUhcyKZZxFaHaDiz3KfvGJlmYl/obplrzu1pRRL4uoe3pRfwUN1sLC2N+al+/6mqM65zdcH0NlGusAdkGEH1udKHFxvT4OuqAfFrPn0GUj4j/amxMYZkdaEVLCbI2Kk3bwfvcMT+6sTCIZLXMIKd9oy0Cs4qKGFATBwSw40lWLJZTI18rY9+enl4kUrujenKyMFGv2YmqyQ5qSoTGagtZebipvVZC5MwwFYD4d3DtTFVBdvZlZ9ygqgEGVcHOYoNSBZvSNEI8pul9jAEqHkIDTPicmXLdAR4FMA4Fy3GDxTDP4EpJMY4ty0xEsXBNkKoEs7XeG+x1fw6l2PfmXLHc2TQ2LFWkQQNcMmOOlbBlUb1oJG1shaxKA8H93BBtUoCOAYJreoItFIReTWjfCVLE5jITSVq4nXqdTh87YOb496QAM3sjrLWxKs0srhlzPdihw9fk0RpHnek577zz8PKXvxyvfvWrcfLJJ0cs/dRTT8XOzg5OPfVUPP7xj8dTnvIUnHbaaTjllFPwQz/0Q7j73e+Ou93tbgCA+9znPrjd7W6HRz3qUXjWs56Fj3/84/jJn/xJnHfeeVfK5lzpqADYo4YvOaNTMwxlekPSYEgYX/dKzJFu7psHNwOg0XzUYVh4ykSdZWm/5z2rtxI6nf5fPw5rrezfmIIyh5+H/y1qLfAYjOkn2KLcNCU+KoLZQVLAlfm2iYprZtBE0UxvJWARM8R1VeM+pnVqTAlFdAxHDQ5aesDEcFlFM+ic2NTrKGYVYQMILWo0M4wmf7zmztkF4AJoRwYswa/2XVbQy7+0COqiurfuiywDqN6fi0JOskquIzCqtm1aBJs9I2CeefP22ZYgQAuv359tsELoAHZXdiTYmR7IdD9HQ9CpXWsf8uTcqf67CW8tE6zNR+sFV33+TquExResgei0Y5MqKHBmQibfQEMv5mGuLoPr6o7rnN2AT+fB6u1Uzw4UMSM/HdAQ/1MjFzq6zpW0OcKQaX9wBKA0ob1E0bbq9VxkL7V5yLkc4Q1/1vzdazfF68AMOKED+BDL1FKBb6yIisXqIuZhKNiszf1nCGfa5Kh0rIooFGisBmbZVeNQQ4+zHCcUZ042nnUlQOhryPIsh4LiGhe+vhgKNiUhJwMoAEI8rSrIrp2x4zeWKoliZ7HBehowDBPWrjdKgviOxVCQU8XeZjD9j59H9vATvw9oQIvnNHlGWQihReI+JFFsSoqQF2Di52mTPfRlx5/WGTUJ1t7+p04JFcmA5JRcwGzPV1gnSQCw6rbAu9J3EzZS34mi0JxIsi6A2zp3DGnL3TGkTWLmK1SQD9ln6mB6Hc71yALsHKZgrQXGAvlcr6M2CcaggEdg0q7EejIn/Iutyn/7OOqg54UvfCEA4Nu+7dtmr7/4xS/GYx7zGADAL/3SLyGlhIc85CHY29vDueeeixe84AXx3pwzXvva1+KJT3wi7n73u+PgwYN49KMfjZ/5mZ/5ks6JZfVpmK2GCKKabAh4w3Olp+21RgJYdAiWzSPFHraobVisa6BAUOTFQ2GxUfXpws7chBdJLUe3CcbGXtHU7g5Kou5Pv5ECUVnYFolfF8/L1fZkSULLw4wp0TkCB2biY4jFfbmgqJvBoNGMErBzkrHrQ0PQQiDHVNndDCyLvbcIUBJkWaKmiCpac0SpVk+EFL/4cTfJGKRQ0/nrCvsyATR7GI36IWdzsBGPQrnQlF6UEPg1wMoNTNSAoC1muy+JYMPvLTc03vtoLzC1Luq9NizmVZ8h0WV48b5F+ItzzMXIZSHeAkFntS74HQRSac9E/VYHyAD6TFuU7fVpZcDI0uUNKA1TdRpbInxrn7MaPTqQxtZW/+dqjOua3RCCx2ytTdTDTxF27DC+Zbsg1keER2nsqZno9Bl1oUiHUsyLmirSXrI5Iva9M+aGhTCjAF03z/vsLApbfe7rJGBX9MgEUnjfLERTUIqI1XUxrLdTu9RpKyyYXNOCSPPus5WKh7sUpp2JtHQHPavFJtiZHrQAcLbE2JucGsgg+0KwMmQLd60nm+CrYcK6ZEwl4cBy3Y7HeSGK7ILjqSSMzhiRyUlkdFRQFQ6wJMCPgShgdzOE5ujgOGFvM0BYs8z28GCBZN9/pWQMXkF62gxIuWC5s7EO8WpsWxpMdxR6qLGirFNrViruFBIUJNjrtGmdYDkcP8671M2N6uBmcIeMPcCq/x4MotlDMvtpz8oqTDvaZWjZf+rnA7T2SzONmZrzEKJnVjLvtaYM4XZO3bEYx7xOz7U1WG/j7udeADl4IG58NLAM75RUvQYI6nsfAQZaWG+FOos+7shNqE8fN+AkM9Fz7RgnUZscEVIYu587Cp09rwh44vjMKArWA21T5O9oIIqLgKmxcT9GHFY7Zz8bE7oWHpdp584SGYCp5mX0AdNJIDsWntKNeS2zSqmkTJNR8AF0gKDlZWiUfHLP0oSVbBzoxoYsEvz8JveSOv1PXF+X4ssbGvV76P24cYhQniKqlrYLsHsQzUQdc/H+MvVT9h+HBoHPeI1IV+fcieP4/EobxPdEuITfO7XPIgH5kAbIJ1CbCZBhWVl90c1oNcFz6EAQQRk7s9sc64oPytzI5TU92UP487d+aXV6rq3R1+nB9ZfRe46DdXJYdj8cl8nep8BhDNBs3QGtH1vStsmQwVS0tgE+b4LhUZ/jzOQiyOkcm17oSi1PWhTLBsrG8EjS2Eilz/QCALH07Tw00NFCN7apM3S1XE5giwfqcnqWhv+OmSBDQ3OTpDE9e5sBQzaWSESxKRkHFhsscsGuA5ucmu4nMqecUVmNU7xO7RBT2QlcsgO7ooIsinWZG3m+l0zP3mYI9gtAnJ9VYDZGaSo5tD8EeVNNUVuoAZ4UYuz+HrKuTzBXQHRy57Nhg1I6f1HTx5nscBQ56FiyRY7oXPcTFwxft27/Nja3kut5WlyzMZhAm49977eoydbZrJo7u4O259YR0arF5BxN55b3EBIO/cIu/n+/dGzq9BzDuofXjVGWCWNVF1ha40gVAyRpUg8nOFpnKKYHLp2gOW1cd8FMMO6TWZCj0rN4YSYFwxxkixgn1WzzksLjXtMjBcaq+ERSN2jhtVPP48UHo/Iwha5+Xj2DZZs4DHTU9n0RAgkdjDaPn0CItoHgpv+ZG617ktTO2EFthYo3DoxshGLFuCJgLPa9sixhgPmZtGrGWrKVdBex709jMeDDwotZwQay4SkTaABtgwAasOOo3fUOZjTYHE9p8CcP71U5HBj02XUEAGTvHGjnyufo18hwBGPhaMcKIbSDHT6n2nlQIaLuGSOxn6cDJm5OHYjiZyicLp5ZmIrPKaLRrHHM0LH0x4/eX1wzBn4auHKGR4B6HLf209Tp6wAwbJXcKarSJQh0awpo6zBtBNPBirQ3Py5AUNtlfXlmoqwTUBVpk9o6ziw8p3PAA0RyQe+UyFCNPU0t+8qytGxt8QS4ETMrKXm4JnmYhu5wtGYYCqYpRVgL/pWjp3mnVLEcirWRgGlk9oeiAKDAGJVFx/IkDzfZ7wWLXLCpCathMgADAK6zqR1IW41TLPHR/zakir2So9bPpqZmukQx1RRArD8WBdKlJgxMr08WcitV/DoFk7NfBDqAgZWpZANXgqgDZIUPa1R4JmCEWsuK+BeAVmvlYW1BLKRYEu2b2R4tyeQJo87KEchYZ1l4cYJ9CIPMD+deaqVBdGU2ka1J+HmWWNBBkXZT2AWIRwj4dW73+F4pnknXvQ5BpLLbTfOPds4dAOjY9SE8BuP4tUpXc1BXkPeaHoWGvHZptqzDQ30GAY8xQ/aAy9IMYWK6bry3pT+nSVu156X9V3a8mCHFy/S6OWG7BqVl0V4nExPiSWXYSuNnmYwpoKFlMbkAPKQqpU08y6ZykCMa8dzIduqNar9ggE6v48aW1HlWCPv9kPcHQiMANQOcutoTMlijPWaRCIXN+59hB8ZotCs9ID83CjMltEWYCaTB1Poqh19TArCoJgrcJPNeantOfDYtPKkhJAcQHj/nA0Oc1p/Ljl+zhiCWjU/LyoEDBYBq/84E56y+nBoDGHofB8nJwYYUr++y/xZ2dhCpFdDs39cXBGsgzoyk1aFxbUq2NaUimFYJLJxo89mB//HcaLQbUsUb8draCA81deCUdqC0fwFbdwrYOvXO1NEyxUfP5mESyDqFL2CC+67kAtnWviIvNzg6GwQ8JRnDKtbvScTWGp0VMYnWYZWDpym7QBezqsQAQnzMNO3RW0RQDEyAQzZkcAZjqglJjCnZlIRNsd8XQ0EWxZgqDiw2AYiSh6KKCsZUsXGmJZOB8hs4etr5puRZvR4AEFEssx2fzA4rNxPkhHi5Y4IWw+TC5vaMsjM7ACLzi98xpIoDyzWGXLG3GUMUzR5h/f1jPSL2ALP2Fl7dWhvrY45cs4lsBSIJkXHHZyu5GotDh3poe1zU8OnnRwBjjVCpbFL03hLtkjX835lwv+sRp7Ff2HHb/oemXQSC7ZEK5EOe7dhpTSPruPbHbd95LMYJz/RQjFyW7S6qGDixvlkISo3iTguD2efypmmAgE6/UYCJm0ftNgqRtlHRoDlgYuhMuKlJM5YT+3XlZjjFQ1r8mXU+bOMTlGwiRGqJ8p7vb7xUCpSlnd9MTJng2U41GhtSzCaTRIG/WXx4IwZ0hiag0yq++BR5NVmBs7GBG6gxJnWTrOmeg6So6gxBXk628ClEFgTFG9Vh1SqalimFixHpnDCDXzfu7eT2OSW9GyCI19MBPA9dMQU+iiFyznRhAGH8WxH6KFFFRRM196nJZHQ0WciL84Vp7pwjM4EzMMv+I/PAOch50z4nAfBZVZniac4JrT63wltDpJladqI2wJXsdwNvMBG4MxsW7lVfG7S5bS3Z2kJjj47HMVhz2YiAeqkE8UJwlgRhYUmlNwugrloYyxhYB//cvIp4I0lYWjp1O6zXovBQmD04XTLWyYdtBxYXvyormncp6IBtltbywOxNnZwx9U1PYCnlw1iwXg+xKcfnk8bGXYrMwzAqmKqYQLmryDwCVivHwUFKFaMDEdPIaDAspSasmZrehaUEiHo9DB0VZ2/4nmV2AfI04OTlHjYlY5GLAS8PgSWZh7rib34v+3DXmCrWHqoaHCzxTvL6hqwOzMyrJOA7tB5dg1Tju3Ku2Hh9IatnZEBQFdhshijQaP+yz5eDnIWxPwIEO8QKzi0ciZgTsjQ2XCcBSjLnrqKFtJjW3jP1Kg7ca9gyDhM6S6s9BTpZ7TXaLjrVqdNJajbtDnVrNTVbuTlZkdbNrkWlfDUHMO86IB0AXIMkiGs6TnjQI9U8hFQryiK5tzzf0CIk5GEo1iQpo1dPJqmgjXZLk4GMaSUQaDBDmG0aAHVEMxaGbI+aJ1+cpeEE4Ht0gDUM7YBPIGufxNWBfl4jGlraCba4K2P+0UZicKPK8FSFbfad5zjTCiUFvItwsB1cgHDD2jUDDOPrhyjFRHnU6+SO7lXW6fDaFaxYanUs0jwmPllvmTwW1ATrESTtfKJXEFM93ThYbNyBkG8sBF7qXd5DCFgd8DDkRWbL739UtHVPKNgacQDmJ5T43BXoq1RHuKJKAArW4Nkv/iO46dPqCXLcNoXQPapww8CGAWffcEbBQJ1PpxXrMwi5HEJPVLo5yc94dlibg/TQCLbgAN/ZkenYGa5jPlzfADfsKsbYBEPLNdWtW3uWTQgaRd98nXMNprVY8cGxf5/E9wq8qBw1gt6YEkDLrAwwhAD5OglkYaC+7OXw/BVozoSPlG19sQEoh23YOViNvvIwYL4GM5aof8mA1fDJFfBMKwIDCw8lMMDUi5ZLTZ4w2Vo1aPeeooJFLi1ri+yMA6elh76Ww4RNyTi0GbEcjAZlGCuJ4nN7SytImCqSCjbOyExuXxa5YPDfeQ799pBTxehMEVPZk7NMQKurw0rOy7FgXO1FuCyJRgsNZsUNfp7BtklL+GjFC6U9MwHyorZwVirNBjP72FuUWOGwZgvDrouFSc0OdHPPbZoOCkm2L6iH+dPanUGf/+ycHplYzH4tzS4I7YeiaQ19+nF9xLqJvl906iWyuI7V+AoIb9m/LKFvN94f4v6qkgCMxTF2B/DNSNv7LDsGnfC4bXr0yvuKzn2GVlqjeeCu22EoBN13RNxUzZM04GTnzI2KGqP9ourovAsPhfkkMvW+nyMNp1cnDp2AXz+rILMFBARhdCXK3AORwiIe3gq32I6Th66DsadvskqpiBne7Kmi2elyAaDV0mGH0XQ+yUNW4w4rwAmGccK4nNwT0gA8eVExdJlfcLpeFtW1QXXmETdQ578vqlVvXtbm3dPrTnav6qq23l3qz8EtJf+NMCXDVsp5yLnH1gaK/VW4CXj6+j40GnxvhEDFfy9tntLgMMwkVeci+tr92+2FFs6VSH+PUF3E3OWwQmX8meFb+PqSqjMP8ngbASAZEirdfQfamuoBvq9xczbQmDbPWFS2shAEU8OwMis3RyuW3Or2kEUFwxcJs3UWYQwg1qB0mZKJjGf1zKxqFZNTrpGhZc6Av56s2jIBzzhOtjmLrfHVYoNhKF4csLWLYFp4doCRU7Xu5x46ss3fAFUSY30YrppqsiwrsZo7OdUAPCwSuPRjAMAgTb8DIFibZZ4wSEWChZ8GqTh1tRsga8wFB8aN1f9hCKwmDKni4GIdx+I5LXLB6MBlP4PE+52Tpccvxw0OLM1GbUqOzwAW3ttZri3k5SF+6+1lNY3YeJQMF1k1Zr2loXqndp8/Hu6qmzyz+VHbB928iDkqETa1kFJbxLrw97iDx+aifWV+ITPv1ZXFpQKs7UaQz9A/w2S0H7H/RX06r/Hj7w0GvZcVHINxwoOeOsisRk6EQjpj36ee22Zm70+sqDzy9Q6w+AZTli70SkzHa8icDdoi06rXTXSARwXx8HtBJM8z6G4Pf/XAh/ViYlPswIt53q4/WZo+gALfPj0dgMV2mfLoehj25ImaO2700lhDXBweSBFbiNIytPrOx30TwtakUK3omb9XVQwQZasJQt2BvcEWGDs8M8MhDwXD6OXs4/gSACeN1uDPvCMTdeo6h35Icm1GwwXSvH8GiGC1fTrgYgXivCVF6Hs0NjnqpVSc4nUtT186IJ6V0stpADsEym5odN/cLUvMxO8EW32DS2uN0kTFQAPqoRVLDVRpao1O7Xqak2DMj2mGWJ5BfX1YHzlfL14Z2vrdffF1eV0fUfKhG6JtGpD0ZPmBujTmpixhLNFGovhlcYYodG7JNxkHxdESxZ+lspQCvfYuXBYnwvk72Jw9vG1BN8lEkbK1l1AgasVEjZyugB8AD3U5uPCaOivX3SxdbMz07r3N4BWO7fXlOM0AD23A6DqfIXtndBcpZ3+d4ackigTFwhmiPmy0ceZkTAXr2o6doFgOE1bDhCs2pjmY1PREkxogWyQLfxGg5VSxM2xmgmYCFQABinhODJuxnYX4fWIW2tBpf/j5uJ/+3+S6nf4+LxYF41jCtg5jMZA3mEPIxqmW4GEhS6g5hta6gh5LY87tpmhjeJwJBFv+dBlX0Zi0ul3zvaQcqKHhqZ7NFTXLxOezNnuh/VrR9l8v1QDM2WMmMlmi1CUMhDN3DMcJH95qtVXk8M7ifTgBiLoleW2hrbpoqeqimNdP6WwLM1iqCNQZJZalJzgJ0OVhr7T2zcs3lrwLa8Q2tIlEA2gbnNGJCb45OjNgoTKnDFn11zuJs4Q9VFo/KqJ/XrenuGqIkAFZGYihmFGWJUADBNAiWBxYY707etZHAVe8gRfzLglQhlRmTfmMDvdeNYspQBGzSXIuIZqsJWFcTFHdlL1+GPKyiqcSjBG9WCQzHLV6TxvpPCCPm0em2KalxlfGvzNMv8R7wgKMas8keicRlNK7H2xyMCyVJmnglqCky8ACECXggQaoAbQwCu2agyEWFuPnSsfGJG98mdQ20lZlnOvBWZwubZ7UdF8cs2ZvO+H2rSyk7aHS6vukjaWx96n0BPkRPj0eBwGsg0jKacKn6Ow/2VgLBRjIkUm8IvP8/sMdnNlIsPXnG0uffGAMDxDlF2h4+Lm9BB3Fshn7pAGGcquFcEvJFlZWb0WRYQxPciZWgcWiVWCunnrNdHT4hj+VxrxYSKulo1sV5AagdsYWagIsXHXSYo29acCCHclFUYFgW9huomjLsBpSATtnkYVZpIJJE8ZUmv7HF8pymLBeL3HyYg9TTdjUjArBmAqKJiRoHG9IFYsORJGB2pvaQxJRJD9uccBHhiky0pTn15w9VqgeczHAI2otMUIcXkPPs1iUaKwqbvdo0wSA8HscuarKrDFsTMZZ/NVHV4eH8yYkDYJwalUsaxAA0l5qQFwRfd9CMkFQE+DGHVwPgUXyRZqH0uNUJ7ejSgdLWzPeffvy0R4nPOgBmkbHQk7iD6l5wWRqou0EC6y5wJmeeKSwVqAuW8l2ACHa5OZBzz1tfI4RybqwlRk0NK7Uf0iB98dydgdie6uDH/h3lhVmaeehCckINX4rsqeNsWBxQJ77CM+nxmF1H9JgOh3dJKSlGSCmjE9TDiq1Ou1rOhrFkBFdikO74ws1eb2NYSgzxofv5d8BYLPJbpDdWxxLHIufH4b2/loJiJzR8fNSIIxHHguKOLIQDdE1i7ahJIiDotbrSqFRkkDB3jZhDIqJvtOhZM+OxkBaO4Y6ahcyaUADQGQDMp0dQOt47B4Z+7/VTt9lBqvzkmrzuhgbDybIWUtRbWUOKAEgI6Q2T61Ss0SGY80O1F3TYyDHLKIURM+6XrxdFglYX+mSvM4PzWbAqZUDOjCXMHMqxPVgwRjvOfM1AdTdmAbCkwM6nZYd1zekhFkrlNCUsQCdCrAsnRcmEBcyaxWft+24tYhn/7R5tVxusFkPTV/njsYwmPiW649M0HKcokbN5KnfCmCZKxbDHOSExsfZkHXJGHOJsNiyY1p6Zoci5UEq1tVAQZaKZa6hm8lSo+YPCymOTiNQu0MGZW8asMxTACT+TGBUIXE8/n7yYg9704AKwd40xPHS7Bhj6IfYnJStNQBgMUxWMDGyyeDXz5CfBvuVUwV72K3XGcvlFHqqWRPTqO/TnqEkQKCoDoJlMBbfnDoP3zOF3bWMszIjrGOmEv0Ew7GjLtJrmqnCQrFic5N7ng6KXCVCXZHNWGjvYHsY+xQWIBXxZswIhwuls43uXNQRUJIGx2Cc8OEtAMHcaPYqsmRn3GClCZHxwr5ZgD3I7Onn3HSaLsIaMYYnPcxsSzxYhsRCsa7N0+tRLUFSiFYTUBau+0jq6bOYGbX+5wBAoaJvE5nZU2Y0a4RAIpQ1SVRxjZo6cKCQFHnHPLboD5NdHJ4svk3PZRhKUKxstMeGguNYMAzFe9WYIR2GYgbOOy4DlsqaCKSo5/HvqmFgEemg0yajFIuN01tip2cAAZrEmR9mmrBGBmCaIIIbiFWtZZn36FTdxc3teVsIQih+3oiFEKU9U84J6qQ4f4IS7mLbNTLlEF6UFadrz9oyrNCqeQsNTXPugmbm8w3RsRvMws0YAbJrJ9a3eWSAb1rZOee1aXTy2lidfo2wb52ouscmnmlWZ57d8TbEi0GWJRrT40UFZXJgE1onNO3f0Gkb+sisN29EsTT4tMvF5O/pihHOwPU6xZqGs4gAQudjKer+bH3Np7FGeQhVB0RkW0oXEpGWJEDGgeuK4ebiYazVwnYhMhds6tkXC1z5GmYa+YFxYyZGW6o3dTFkWEpNWGbT6qxrxiJ5Owi19y29E/sqT9gZNljlpsdJoljlTfy7yMbkMJ2cYGivGIhZ5GIhrVSwqRnrmjFpws6wwdrr+jCEtho2wWjt1xSRuWJdIBH1vl/GfOVkLBfFyyxSCJh9W44bMzfO9LCOz8ZD+pa8IWFHh4H1fGpk31VPDiHbE6H7klC9hYUQNPPBFbHsLk69TubQSx3CFrJDO+2jz3UkoG+tE+VRfN9hSroUiQbOOrQSHZz3BER0CnqbJN1bj/Y44ZmemW5BbNMI7UIn9Azjw1in70HWRBHdw0F4z5UhndhYEOJPVmll9dWyau+zL0Vku4AhM+oxpH+PGF2uLDDIiWeZQuKaAADN0CoiXhpsD98QzQcR9Rsku1fAtGw1xid5QUCGdWSsQSX34mPAziu0Ox52yrk1ESTjw/fnVFGmwTwg9wCHoWBTMpbjBptkhb7WXa8eahDgPydRLFcbbDbetdmNBmBgBzDgtlytMU3ZSuo7I1Uc2CTfNCQr0qJY1gvnAp8DnxtDU/DfGVJMLcVVPL2zNwQUFCq60Ke0/9i2wIrQSbB9kUHVbaComDE7fKxRaZznxhBscUAySDCX6qUZok+OZ5DFXHYwFaBKOb8tjAt3HFiMUMWAE9eAhYQFx3PKulJjRcDBsN/QnoUoUJPG7xXcJIDSi4srrIM6e945MIzv4nrs1yuLazIEMdHL76qbJ6vYy/otUc2864k1OcXM5AHxCaKQmOfTlKIz+jQBi0WJFGuBraH1lKM3VhJg4YCGrMjGC/ORtdnr9DEEDWRtTMBs57jMk4uYvb+XJgxiTM/eNMQ655g0Y+MA5cCwDgB1xbTAKYvdCHFNmrDKU7A6HBUWmqpq4Go5TDg0jXEu/bntDBtsioGjQ9OIZZ6wV2wzIeAZs9mmkiTCYyqWOTbk6pWbDYhR6C0qkTKfc201hBxA0rmjPIDPfdqYF5VStTlEYDQoivfcSmOxEL2ia/8DY/GXHg4jgOmFzq4ZBfckvmfsypc4UOFaiKK3IgH4Z0kSgmjRkvesgrn9kXZGm+SjZ4UJgo7ROOGZnuyVaQPEdgbL6pBogB+VZrjZALQXkJKytoq1Xol2aMcjrcfWACYm7cAOwVR3zABMZHl8kwlNT1crpC4MUDEDCKImoOxq8FBYqwvzFDlZ4z+70KbsF4WurdgKw1Xi1HZZJ68bQTZEmtgw1Y7haawNvZphIIPjxmWckFLFapysYupmmLE7IVgGsLcZw0NkF2Z7XxNJMt6vKhjHgnEwJmmxYD+gFjcnPWzZZOb5srpz9LShngcIxieKJo7eydizF6K3UdTr6Tb3ZJueLrUVqov5o8H0cVFHvzXWacnWmb1vGqqsB5M4bxGsTFl2gIdSpU4TZgZG4jzsfRohKYqiKWwOZkoRRQn5uQA30qqa29yVqPMTmV5DN9+OwyFdplYwYmyiqP19csbYvWa2jOk1WxBYdpYfS1k4jkwcnZiu0jEBEj8TTgrsvVZugRtdnTkDZH60Whf0YSzBmnIjXK427kQYyBm8AvDOahPFBVm4cMim3ynV16Nv+Ic2Q2haGMYCgE1NWHoYisX/CBCyZ1Rtap4xKfx5dMHxKttaP2ncMwF0Khi8xPjBcc/SzFPFug4Rxrp8vUKSiiQVizTZz1DccPUFD58VDNLsRk72vjEVY39KNvDlzNJeMdC1M2y8yvMQbTH6NHsWQFzk1kgVsCalO17LiCJnttOIIolVmk7IbajZ1sagM6RPAEgWPA81slYlaZsH6k7cWJFY6b6IVeleJ7NfWY059PlpJ+M/d81p024KLQ8Ynk2IbK0WtZiHqNLUnLBouMtadO6MUZIxXCGNKc2s7n7sjMcJz/TULIAbePF2FKkrRmigB7EzURfR195ox/LXFj5hR2nh9dQ+BwB1aeCo9hoPRaTJxwYjCO1IJarO2jxtdF6+ohnCfqLuew/pxKjLE7V6/GS9CjLTJGVnCg+AfXogwLiabIF5jY/lcoP13jhjUQBESKlWcV2OnQqByWKYQvzHpoHUCrD3ztJFjyo6MyjUE8QzUMHOYoOpJCyGApEp/m6pnjITCpqhbwY/JaszMixNoV5cMCjiAElap2kRL/BGsSApWBDwKDACSmGyN2mNTsZj95x8g4xMO2ZCkMUhk6TNi1KBV/JFbJChDeM0YChN2ldFdVP/jIVgXXfj7Vfg7CbnOcF5CKI9CzHYR3pkzCrz73QqINaQuPYprus4HlyXYRPcC7Z7oe1GAKHV48+9cLmudFaIUL2AXGiCWOukdjo8986jX5x/n0IbKOeG54aE+p2UrO4VBbEK08M1XZ1p8gAg5waEAMwacLKNA5mKxVDi+5IoDi42KCqRicXqyQdG0/rQWTkwrnHFZoExTxHuGVAjhXzyZp8AHPBsMNWMVbaQmv2eAris8oR1VazLgEWaQtS8LgOq3/jVsMGuMzhXTCOmmnDSYs9CaDJhtdx4rZ7WP4thsaoSQmcCsp1hY6zWqMFs9SBuXY2BIj4dXMRc3OGj42f3WJAArKchOrbzPmRRFOl1kJapOowFyN6pHfYcNZ49ILnZKYra64YUpBjAYV2zIk3H2YWxRN2JWdQowsnQbB/ikgnQBSLzqzITcUJrW5Gafag7Xt+ns0uUYmiysFerQSfNfh6jcZybpase9IjVPd4IDRRvuigNEJFx6YWLoctJTYWemNVSO2V6b+gFEV4A0BqGpnZcpseb96wR02eKOVfP/pAYuBFWRIG7EJ+JItLaqbBnXJfViIEQRc7q1TDzAwi6nAZ0GCcMQ8F6bwzKlcDiwGrt9ScMyCwWE8ahYDk2IWE/smtzsuuB1NmcBev00PvrvKVxKOEhDali16uaihtkdkges9UNye6Z9ka61yswVZ4bQM6WgVZrQh5Ly3zRDvAQMNLDp5fUgRdQ2McChz275huasO5P8o/0mi/qsaQ9WxMQ8hgNKHNehRYMmIVeAsCQkRFg2mnIiBlaaTIjFtflU2JaimUwusC5Zyr9ppruZymN5WQph/D+jmOqp1uDAAIgKtDWXoWtIwctbEdC0WdotTwEPWvuKPRq1fV2aJoKcWATeou24cQ6VfEMSdd3eE0sC3l4x3AH9NzQa7XMSvZ/Yg+tVnhQQ8i8HCesnJ2N1PbatguBMTq7myFSz9kagqzOwXGN1bDBoWkMRmfMxvweHPew47qZk/zng+MeFmnCuvM0WUTQig2aVqjCwMrCtUBXeGn8JHWW6WV/r5jUtEJXTIsQNPO/RZ4iTEZH68CwtjT4PM0qQdt32M85GYs0phIhryFVrIYpAAwHtU4EdqqCqdMQ1doKI/Y2sw9zlSIGeGgz/dnwzBIlCNKFObuyIhAYWy2wbC6fQzHHu30mSpeIrYO6UxtSUFiRTrdvLFYYDr07yJGFLLCChL5/AoiyK3S2AN8HXQsXLOoxGic86LENpBMW8llnq1QL/zvQHhJDBcyoGg4RnDRP2Borts2lLhAThYUDOVhxF+oPnhtPACeJSaTiTdlSA119x/PYeGrr8ixVLJzl3x+F9agLiF0JjVYXCt/sv6je6iXnrQKyx6DFFtViuQmaPIliMTbhogDhueVUZ0CmBzSAMSqs6zHsEzGftFzjpOUaO+NktUGcNj6w2ASwWrnnRCDUs0KLwWjvcZyi7kYfdrPrUUiywmyL5SaAUB5aGCA8eGon1H6O+8oQIV9Lfm+psVI40PW49djNwS7swX8ZvkIAFW3v6XQ8NvfQjIIfk6FUoFUNn4Vmfe6xSnJfSTl0PA76CeY5z0P0z7WTmg6IhTgLa/OEc9FRT8fh4H1L63Z/VJqDUb39SDPkGjV7OIYriEB9I/F12xg9fgls7iwdVal4+BRtbkX9Hf8ZQJ0E1etj1SmhrLOBIHr8uZqODfACeL6JJgUrnY/jZGLaXLFabLAcSjCz5ki49mZsNXXYQgKwhp8AQtCbU8XuNMw2/YPjGkOnq9kZ7Cata8Ygbgc89TyJRmiKIazqouZFnky4DPt58FDUgWGNVd7gwLCJnxM0ANUgBathg0WeUNUKDlLrtC6WPn/SuIdFKhikYrcYQ0S7MlVLc2fYCkCE4ehsLVLTNzL9nmMTAmd3GJOaM5dN1NwnaTSfwh3AXLswl8sPOhAGv+/aO1ncBwiyWVqDRS7JInptJ4ZedVGDaQzGcZLowI7UAHuEsclcU5aRmsPGOnHwU+IeylpfUJOR5D1B3m1ZrrPM42MwTnjQYx6oue2k3erYQluRtZUFdcHNAFFVUnMDO5oEZSEW1nKBc1/jJFgZbmIMW7FOzwBMq7ZxtM/1LrQxP+FZEmipe48L7RD1vo2tr9ngXmiAHMBEkQkOcCQ8AW7s9BxZHydna4gXnqHHm+lhTCWFp2LVWcusfH0vWjYtgGVj5GQhrdEXfvb3Mltj7dkfLP0e2R4OaLJ7n6Umqw7rDRABi9qwUiuPOXgKbXK6niDH+golrPcG1GraIF5rMxhomRBA/BsIoGsAq2ONXkjRcV4aGKmjtqq83fyEY6RgcQKgO9XrGy6bhcbccQBNjU/tGom21Or2fhqnOkqwPiyguTkgs0KFsXYGCfYzNG4ZkbXYg6LeqZDaMhuPxyFTc47oEFuhUfsl73lRQn+WeS3WtoKfd6dEvCaOevVtDNwk/NkmdGjSP8zQGTV+uZp33g0tJmClLodaPAAmbs3FMxCtXhabWzKMS1anx6W2poyF4O8AgjFlyIaZU/CfCYaWHr5a+t8nn0iD2Jo9MKytcnPNocVpwCJjqnPx8yAWOlp51tZUE66YFqbvcVaHwuWdvMG6ZlRNERYj0Fo5QOJnrNLy5Flgxkivi9XySf6ZJDU0QMb21Ah9JRjICGG2sz1kw0K/JBqaJqCxOFURYNJCXBMOLE3Jm6UDQP7+7M8P/qwVztZpq09GQJS94nzoERnWXxmDjazRPxEe/tJVRVTZZ9QBaNWbaa8oXmbfN3HWh3vq4LqefU5dH61IG4TmNRjrrK3oLjxcdgwdphNe06MJnubHjBWn5TovtyYqzIE0KSZ2V6cX5/ofCJD31IGTT2DfNMgQtTopc69Zkz/oTiMRtU24uXH/dBFq9Ozq9D/C9GltXqcUieaIEXqpvnvOBGE+89SK8lmFT4mmoNkZFNaHIEMSwrlOlEgGp/WJ8WMkhUirsLroqN6VF/daDVO0+eDxWMNj8lofrJqaRLHx1whgdnLBXmpGsy9lvxgLplzDwPS0PJkhAH5tiEaKFDznrDCCvKHJtHBAtc7Ww8tj5LIs5j1lBapCNqmlGhOJkrXxZxfZdgyNqM0J9qBhBe+8x/oWEiwMKqwfE41QAdj5HGh1pFTAUiFgkbA+9CqTh++62lRsNurTw3VFVjSTgAdomiCKl0Pfk/j9VrgwxPnH6/B7IMXvJdcjALKvZvSrU/zSiTDtPVHVWfvPaAsfMCzNirn8l3Wg6LUDEW61X2yjUbWWBsVrTLHdRHLBPgDT9IhlU/Z9tMj0KFqo2npDGgvBbumTWhZS3wR0dAYmnAppITCmevcp4xQgG2AhENlEf6yqyYXKFjKCIEATqymv64BVJquUZuAoSWODRlJvqaCqaWSqNGA0+Os94KpqTtukDojShEm9AamDH8DsCwHcKm/iPVNnn+xZaTDRAEL3VKoxZ+NoqfoLrzVm4KlEaNCes2AcJ2QxB5GZscYKMVRpTB9T2+nEKctoBOMskZ0rilbtO4oMSpt7oq0oK+dsVQis1AIrj1soH7G/ZBbjBDxN3eqipbV45XqzJVFhvKNbpNvL0kYszHUMhcwnPNNjWVa+B3m5fG4AvQbC3ts827xu5ItMgGgz5JHqzr+XxhBBut8VLphuACrAkG9i1N+EIQSia3oTQ3rsn4xTT2PGJPbjrcrcYC6LtZRg995stR2MwfC01Q4gALCifqkxIuM4mXi4phANH3CGpdaE0cXG9AiBBtRN8LgOjxAwI7A3DREvZ6x/Z9xgkaw3Tl/UrJW977Ie1IR87LmjMFBDlsiyQTRCaawcW7Rpf6hfILDjRsFrz0Ox8v28Hs+akdHaW9jNQnQxVhqNKuhr+vQbX1+5mM915hm5PaLOqy5aiwIWPgzxusxZmWAl+V2p+3s1QG81eYyx5HfGPKY35iA976Gbk/YZq8DMc7T1AiA6q1MHpFlmwPZ4G2zzEZlzHYCLtiIOSvv7nLwwKGBsjv2dzkY7RjT0VbTihHwPGUTflLR21dGzGYDk9VlM5wFIQvTSMiGzOCgqEaru615RS5fFRM1sipnEwM9ynCw1vdMEAQgRLzd2in7VGRx1kEKwctK4h6lm7HqtnJMG0+2wSCGA0NSY82PAZkzFw1ztplXYd1gVZkvHH1PBTt4gScXB3PKexy6ctnavwL4jBQM1dT/vlgGDWO0g69llbBIZoaoJB4Z11OrZLWOwTOrnnaDIzgj1IIjMc3awKf5a8bT23N3LhSdVAKbpYTHDxcIBH9l8v3cCdP0M273Kiy7ZhPPP6/iE1AFoCEA6B7mLDshGmsCZEQZFHJNOG+vxUJejWSMEjKSeCSpdVrJ/1ZqspwOeLonnWI0Tn+nxm3tYmriDExp/KcC0Y4ae3nOk0dE4eXp7CLG6bI4IFfjP+zNtohhdB4qmg65qB40kQidQYf8WAppuEmi3sUEFsgawcPBDfVB2tT6ZCDXdTq9rYUVQBcJQWqp2ex+zsQ6tRywdjNCLMUbG0zq9BP3Bxdpi2Kli8O8BWkfklRuN0T+/mQacNK7jffQQl97IsGjCKZ51wc9maSnrm5JnabEnL/ewKRmLXHCoJhxcWOGxqoLN1ErbL8cpqPxuLwpjLqIoU4Y4pa9e3VZFTUOxMeMhWY39GWAhCPayIfDsn10iy7OvXk9H/866rlccBogiBEaQjRY+i1CatE3bzsXnjRCsGw0t3qpC1Bkdr/YcbTP6sJjafFGvts2/W6FDOgTe4kIt/JWP4/AWAEQSQzbEEetzkmg1ETVM/F5amQi0DEoKmLnMyQZtWq2eWb0UwBGl/ztogB1Vga4T8oEpyiuIWGXeNCimdcawKChTxmJJ8axtfONiCnYnZ2MECmBJAh4etpR0YyHWUw4nhhWWmVbedz1nvZoKAzk9G7zbCZIPDN7MEzJngaR6TZ1NZF7teHgKApw87Fm7CVgoq2YLL20046CHywAEo7OTNtirrKVTUFRwcGhgaOkZJGRxGM46OKyxV7OxXVVw0riH3TJiEKsBRNH0kNaYasK6Dh5Ok5lwea8MLQwmirXXLwIsq21TqU8qOLTx84z6R96mohMos3YPky6ixYWzc9OUodVa9RS1pIwqCZWZgR5C7dtViG8RoRPjnGOEIF6X5pBnZym7vl2sQk/pSGuC7WsCABvqQqzCOR12FkjVZEV4EzNgvwwm44QHPXCRcZqA0m0EM8ACRPf0ADlomwqpbobGRAmYMBd4hvbHvrefT2kC2OVcB984ihs8D28FCnYb2WssQtfT1TOwTbTG56PU+FDbZgk0D5MbptrCZtw3e3XkFktGUNfjaBVG96YccehD6zEW9c44hZdGY2akmlHcWSqKzpv+0aPbKwMOjBtUCHayaXkYJ58cOB1Ia3xhswyh4KZmFLUqrkUtc2vHM0SWwxSXbCLpEgBsqinEmJuSQ49USsI4FLs1whpDGqnsAFAmr3uRKlhwo4pEyn9kxQVVbK+pe0FWqt37y9DzV4kCliqIflpRsLJ7VraBcp5w3iAyrwLYi+t7uhoYfa0p9XWg7rlxTtWBLJGlnOd1+0wia1n4mmBaGrPDuckMSIbIWO+qHMfZWwKExg9FItuSZSgYZrb6Jfa7SAtpBVjctMJuKgrZS1CvcRJ1URYOllkniqGupMAmQb29dhoUuiyo6xyVeFWtMm9KNfppsWgoS0gM7uyw+jKZUIVrZ7zC8phrZEIuvLEoQ82jC5QXrsMDgJStvk2kebtNIABa5Am7ZXRAIwE0AEQyBAAsouy4jWB31NYxQRBbRuyVAcs0/f/Z+9sQ27rsLBi+xpxzrb2r6tQ5d9+t3Z1A9M2PgDZGkhiJbfxlGqPmjxiUQPvxIxgIiZr4heFR35eoiQT8IKDGBFHBgCAiiGI0RFBJ2hgjQkgkCgqJYncnfff5qqq915pzjufHGNeYc59un6c7z318+r5fFxzOOVW7dlXtvdZYY1zj+ojP8WP83kSJ7uoBRazReWjDgLD4uqxIx7lbU3L2CZWrr9pzNGRrnmXxxhuqU13hz9z9bya8n6sp2+gA3dVWPmx88oS6zUjPVnOgQcwoNLPXHo/vLSHloXJtFKz4eow+TlbjJxqD/xveoEeDQ3Iza49ac0OrBeEKbL5BJo2cR3TnuDnik84S5oXdnevbAWPDwfslGx2dEFRvqF7X8e5veoDoKINLoyNclGsodp+xHkjTG+M3Isvf8qm2jGyjKI4AQA6PjHMD8KwtJ4HO0uTUZMha0/R9MW5KAoSzM3D5vNLEguP4CfoukBswkdoSs1SSSVuT6OXEoObbQSh1SFS7u7Ha1HF92HAsFXfbGq6mnAIBU2fwsba+sqJ2bgVow7/npmx4qMsFLNshuCr7hfqDqy4WE8BIii/2Ax4fTvbz+06/+8/D9RmdYc2i3qzzg7MgirLUCAvkNAUY8mU5OCOQ0V5wQ4DS0s3gMCm052H4lXgy8cSbAvr8/JhXmUZ2NydmJRHQG5K+AGkDOlEF3iT95zBfHIQXFDk9YVKY5+9xiQgFvSuNxijvVqTC+yeNz/cizhXyokarBrDRcmPCbP8ODts79ZjW1VSZSB+ZeeKNDgN/Den15oZO547oMZ8t3ndyGrJfq/RTUYQCMBSCh7HuIGoDv37z0i+ARJvyeRP0cN4J3aVEnWZ4VGkB1svvvt5i87+8QnS+WvZ4/CGb6d65Fex9yLvnxqf2FATkNbdoXu5cYr6KrakW6T742CrskMxJ2QwMu6MnJrc25OaMh7aGESE02den3dl49vsuqbk6zDhDXHmde7lYhXFV1uGRG+4TdJV3PLTF11kFaxrNGZuguR7Zc9lgtqSGVCxao6lxge7qakg588RSR20ZnaCIWJwF0bQkCnj2lk5Fn7EhDIwlKq0AoGZI2dyLrJ5Hzpp2DDuOXQDGWGx58MiY9QZ4M8STbzo3kyus/OxIJ0cdO5wKMoa0dhwmrcJBC5fgQ6rG40H3c7lb0/S6jnd/0+Ov3aw+CVmwNy4MVGRDNCu20j4QF8vimVQbnOT7hMbIK3wcjIbLfhAvglXCv4DyeIGdmDTB0yRTRRtOqzLdQy8anqVHty5scFyRxZs2aU2SbfKDGCTKQheeHUDwaZIKRMxYMItZsNOci8gMgCASJlFgmv5YBG6WzREfIwoCcLdTm7zW3JBgk9h16TjVJSSpRIqe70esaez92RwR7eGUeFV2VE3IPUVTAyDk8ZS/0yiM1/a52uS3a44YjeYurBGzkfTiZiC5Q5HsvGKisfob700oYeJ+7JA9+XpIw+8lHJkdCRTFIL53DE6XS5QTFRRpNDOvJrT3xd5v2iQEv8efV3lT5x9vdJojQkR4LGrCvh8DOCO6ggOFP4GKXSN0cn6nHsHh6fYWqk5NjyggHFZs+uU6HEBwdPSghgL1aU0wHy5ftyDSPqZvrysmRRSgWEyMpBY3JImAXue9tYxSbF/K65jBoUxKN3NODb+rnBTVa4rdbNVztRKWV/xpgvgrppo8w0I9V2A0VdLR/TxJGF/LxoDXIVPNSUCGuDOydCAh1lNVE65Sw+JojnGB7EU+pIqrvGHXjKqC23LCIlZ7HtqKjI6rtKEhYZEdezs4iVkuvHwOqeKurfH9z0LH5YRzLxEtQn8gG6AMuUo9hVCjBlIkQaYml4gcKMr9Ab9afI0OHQaGgCHpJU/Ie1IsxQxZa03hdq/Jvr5Woj4afj6Ar8ZyN+NC8nJIf/AmRz2yIsjMDcYD3Wz6pu+OCi6S16OerR2SDMmm3NwEFi7SoPHmDvQjos7wStAMtKRBkk6sL1f/G+n5JR9zw0FiJZVb0XWycE/TLXeMsU5KVvwtRG3+BtPffvOgggawGxg/l3ZAnRQpFZ6phShyfAoltK3j+c3pUm23CiDyeoDRgRNtiJ/JzjArik627QaT59xRHEJsNWE91FhrsUiWkJp3g1xFg1dDFVYWk5k/7Etc7A91Cdi7eqAgAFNBEBmFNTMkEq5pmBkOl9TROBVXkqyp4r6uuC6bN0n2OxAhOreC5L/zIVlI4cvt4M+bwjKe/iLqnCQStA+l4eXDwUNSq7lNe2hpcUk73WxTMcdmqAf+Cca+HPCw0mTTE1OzMRA7njeBtggsQZkvUwKwExmydUTkr3mDIx2m7pvPZa7K2MB7ocln/5YkUxcxJddMHFQMIvREwOe5XQ+2AmNTFMOEIAaAVC2YdOKSvvMOvo/z+zl9jj5KF54pxZochU3M9DdRBaTAYiaiMPgfOngnjUEl1ggZdl5t2dSCWaFdwyG91zQ2DZM0Wn1IARArrcWRztk/hkf31S+AUGZytUWvK7otH0pFyTUeQ4uJJBo3eRKTAcRQcu3ePLUbFydJxyE1PLRhPHjXD7jKOw6pYteEVcyyYs0Vmfv6BCzu7dNVkGGk40UaGhKaGnLTkOJrds2x4rrKO5aJy9O9pmy9oILIdMcbywPu2jpoAuqrK1/LbWqCCa67knQ8264C8dpajrq3+kr/5XYwKbtKIOHaLwUgzd8LZhvuNZtxqtr6dF1b1Ojh5aNhOtm71avWErojOPTpCaPCjrHi4l2H947m0xEbcMC8eqo1OACGmzwwEMyoGe5f5V8HWNPWjhJmhCruwuwNd3kY6mW+xxdEy7f5eNc3PQDi5sDgxT6FOUIviZvAVMwjy0iQdx0fc4l63ibCKFcBFcO80jhesWqw7BFChL5OW8bPSJRIuhdO7nyTwX394M2Or8Hsk2y9MTp4kmuTFc1W04WcdT5mLx3AJxVXbNAJ2T6vWJ2MnLz5KWLZLwn6adA3vTKuSw9CH2AFgJ4Ym/tycEIs3uTMH6++P2dDZAXEGq9jmmWvglNfQj0xXFxJMMwuqR2/wz6RBA+ekWNZXhUCYNtLKLxaE4iIT8t286JX0CURTMf74FOU7Gm8b3zLqMxJRFQkapBmm4w0wUixXUMdGBydNArIq74/PY0tGx8XHDY2RB22hsqC5iupeA7n8RCxbFkGpydRcTE+P9Zm3mT7OuxVYOOddPCalub192LV559nM1rsupadja1GbYmjekfM63ZGdXzKVvS4+TAXTjsga7sIFO1NkItG7ATP4VqTKS9dVZlzx7ZlHA71Yl0MIBzRAfPfYkJ4bdnUjt7wUJpOVJfXTnxeGpCBrWUc3QHZEtRtOAn5ujcxV46SHFyBdXAjQiDhjeUhmpGraZVk6Imhr10FOzIyBhL1OJ+wazZUbh4GAUA7OjIe5bOt4GFoEhuiJopzLYEeZx/oiDZ1FVRNQYbeJyVYDaTHGsCbxZycqVRjkOlcFzd3ld69HpE4nryWrKXitBfLOlNx9/q5oUVYbXD4sjWX8326QHyoxYpBYFag78lUfwmAJsjSXM3VL6c11icO0oBtFNr0ecXg3XB9VeWiIeoL1/XTz7DYPdJ4jv44R43S7sj3axZAvOubHmmGKqinQNNMbUZ0KE2doyFUBOLFS5Tw9eSULLhQu/TFv57Oumyi0vg/E7hFfP8PRENGddfcfDG6AEB4IAAYag+uJ8L3Y2pokkHghEHpzqrAhQmfEXbZ2HSUaXI97wVX6x7oDv10yMmxHbgE34bPQWv4JIpVm1u976F2WHPDe/IDzr0YhJ13vKgHXJU9SM5NJdQTa2nxtbUnPFoMsni+H/GoWDGb9+122KlNCPnxeo4AQdsc2LR1vew4t4zq5GaiSqqCdalQANeHHS/uDzyjQiZcfDquu6m8BPAiAuNpePHQpRtc7O8ZV5Lzhc9VF/kfOnnj2OcxVED++HawsL60sTnHQGr8e9m5BmQSnqeVFrPjqPiikjFVIzPbv32V1ZwM6ddPPfrnp2GgF0BcwZV3/V+ixHhtx8RPQIYhekSy9pG5BxXIGWhXOuJgHFobienjacNtlveGRYFNLp2+AZvQpx+HCK2KDS7dp+uUgeTKrpSM08PGnKsQoj1s0hVA7cBxuczT4t9ZjKMjkmNt3FVwvWxoaoMCVzaAIbilDELzqS6oKYWvDnk7Fy+vQ4NsXIgSV83Ye8ZV3rAI60y2dTM6HpU9mh9bZS145BBmTobwcOBZpOFeV3RNuO+28jKC8WJNnGYs0nBTzvF8tWe7Nvytu5nQaDY8p1ZcjVZitZWm388Q7Iz3Hu/wYjsaYubZXKwvRNySKA654eRcQ0PWzGrgOjfcn8daIftq3hrYcXYogOJoT1rrcN92dKhPjcjglCl0T3auZlycd3DllxU0G+BkS8MQ15XBRHjUkWyIjnvp2YoMqRipmUoLANLsRK422KmqXW/AWO2/puNd3/RosWKuMkzVeMxZIPCbQ0zeOpxzVQxloXojuTpGZUzf5DpwAvb1N7QPREeZwMwbFPzfk5ePkcCsseF6Qhw2jCYoVhkOC3YxBYhoGFJpM1VHq54nJRazwGZn9YsjJVdv+ZRHhKe2hKvVmpCzyy4PuYX5mPnjpMjP6Sp2sdNsjNlcXjQ2V0PQqIxfQy+OWVZK4iLRIgAoMkjGlKK+93BnzdFeYoImykM5apGOXk1WunWDnE+eBYSWAwGyWAxgcRPGk+/Va8vG+5kM3a6ut0iFT7kj9RT5R0CHaoKsXlToa8GpSCU4H9LF0th3GRNVAqC+RnWuWSAOSY1vsxuvR3YJsjPPJWtQMJAGQazEegZSt3Mxn/3cxYTyCGJ1pb5Ca0GMpsR6TG2paagxzKfHmzJxH6DzZ3WJfl4emmzQiMKeECheLxqIT7y+Ak+h9rDGhOHFI2xwR9Nq30SAHYHo0j0XRY1rAfueqRifr9fx9cYt8+leBQynTI7sks+TvSGi1QR5NQKEt5Zdh+6y7o+921c8Ws/BpSOadFXMAsISyq3RYWzDddpxagXHMtRabGq46hlISQ9U5VE+eyNjcQ+HVH3FlS/UWxkdi1izwqYG2YavLB0P7XDRUPBrZlUnANyUsz2PNyEZHRAaFtrgR/XXkhrONQ8ZPeC/21BwRXwGWviEVX/uQNKl47DWsOE45Iqu9rqJmNDiVEtQCdYp/oMWAs0bzVpzJLJT1cX3x9LaO+o+1pRpsQa6nrOjhwJZOvTs6y8femlgiPNEbAaGS7OrTmWzgS4oFxy01Jul7ijPJhc2MVYrJIaHWIk5CEqeYYgDXtPxrm96hE0Hd42VxmLuuqwT9M9hnFLxLLGKijct2Y1gfv52RJA+kYA82dOnSdqubGLIt0hjPZEcRo8VGsnQxVdVCoO9lTdHhfJs44QJDEhdNAjLvWWItItpblYq0frc5KuXE1lOPXxyWk/YvXmxQuKTmI7VlMHZNRQQh1zxRjauza4pJr6ugtvlFAZjvUlMVG+sD1Gct27Qc5WOXVMUyvj5RD11OePaycs2cSpe7oewx68ubWdBPLeC28M5psK7bQ0ys0H83X18zJCRkn4R2503Gjv665mKcSygfvNqyZC3LQ1Je3JsGgiJut1Q1fgbk6kdiYKKCbnxGyiVQRwuyRtjAz7264jGpx6Bco/B05lABXizkqrGx6NBB4LcHEIAmIrxQvKeRnDvrOx6px6B4swAonrBVqJu9saQYG5DkIS5mxGU+ZoqsExPzscB0aDqngbaQ2QpbgguQXZ3ZOPcjLT0JIreTcGVS8fBs+f4ubnhASzIl+d7klEH8oRAnBwRoe1E9hNuzeNFsQHD/n9qJdbQRTreWB/iuqdk21CVFOqsq2xkYwCusBoIzHXeLtZJgPFzrtMWjwFGI/WoWJfdNEVjdJXNtydWW9PB/x9SxX1fgxf00BYs0nGVNzy0FY88gBTO/bldTvF1n9qu4mcjik1EuiJdONKf2/AH4gp/yQ0vtzUUptU5PlvNoaTj718VYXAI4FJ4Ioq6LzHYGq1hmEiqqK22eP/YU3AOlai0YnB76O8GndSFHNjs3I+onSrBIeT2I22CftSoS0xyn2sD0dJURw173QnrwNgwv6sPFmW+4PTbiaF1Ng4k/K9wGa7lc82Q28yP6O61EgRTGVNyJLazoRIMCByYbmCIIgfAThbWpw5PSfdGhydbJDAjOnXexVJR5HVMgZHPI8DxuKN3wbZZoSChN7J4ONGtu7koi8Ye+tFqaciHUmOdRaQmvCz8YubXma+OBMLDoyS3XYdEvlaChw3CM7L8YzM0fpV3PCobutrOu/kkyPUWM3YAQ5nWZNwjrsRMRmsEZ4YSEnK+WTc0nzAyeUFJL0zaqIJbw/HU4eXSkLKirC38MWReWUyTU3i0eE0ZBHi/iZLLNU1Jc71WJ033xQiBXNUO7tqMWNrz5LMXmN2blzKapEA6PWpFabLpfJ1y1sj3ikbLXZ3DKFPGtUVl4zudyIykETocTSQQ71nkcvmfcLV1754grvt0yyk4rl1GmohP0d0NRJO5ftNqorsxJr+3DSwjE48k5sOB6G3H2floLCNNjTN2KC0+Ro7eVnPw4o6lRn7UcFBPERL6UBdsLZvwYIKtyN2xgE8bNNiMXOUdV3kbgobUcJPPzufRaF4OqQZJ2UjJycwEgWim2BR1lXhsEkOHElgvWjzW+EMV12nDIVV7XqT4OAA0pPhZMnp83Joma7zO3byByP2pPRvZOrdY4zFGg8hX1KRkTSOT202Q4T5IYhmDbHhYf5dp6IqaNMXr8L0XGTEiy1rD1oDIvqF+MPd953hKViRaIZQ+rBOI7LDx8fNZunN12LwXHbxSn8qs4dFpEFOks31dREqw4RIHBdKoNW2dfOqIqr6m412P9ACcQr2A5OGEysk1iIlsepRNkhrvwQnKvEH0abLm1xhJGaNZ8c9T6aUOg9OsSQW+FkCYwwFTQ8U8L5rZNdi7Fc2OXrasCshCMps/h6M55tuQkKcJbVkG8pNSx3ExAh3zqRa/6VPCyiJGu3UAYeJFt1VzTd6j8bhdzrgtJ1Q1wiORHx57t+LJYndIFS/bAVUzrnxnw79LamEwlqB47NNWguLci1vRW14PXVFPdTHkx1GoY95xagvu6gqmJi/SLtRdx2WoyNgQ2vtCknNDrRm1OofCnVQ5cdfd5HWS+4CR9zQ1ONaFaNZAAaSLGdZNhnchb/Z7ouhUKATmqryN5p2NTJ/OaxKdRcbngnjcx/lKg8PU/efhzwp4kODwCOLXzud0rHqjgROk1nHZ5r7zDpm4DVaQJzFD8vev2VRrFv1AQGX5lefosHW0TJMzMKbqxW4+JJ5KsueSrOjnbMovv2FJmmIlpptDrRnL0txjahBxSUSmJL1rgHto3QYcHmwiFjcePNUF18tYPWfpgfQcswWB0uiPSG0Su/k/tAWPl5MRcieVVFJFhaE8gKE3YUAoikf5HCuvRRp2yTimHU1TND3XeUOH4El5MO6OF9pFGpomPMkP9v/ccNaCXe05FjHkKhClZI8HgLOWeI4HtVDUBA3E56GtwUHsMoJBk3SsaXiFranimMdAdWqLKUtrCdJyh60RT0525qrtmBsedjNabSmZa4E3Q+JreHKn7A2hoeQ4pZjd1ZsRlwWjSYoGfo6z4MCd5yex8x7uQo8CiCPZ4TJeuc5NI5cOGATlRc2Dx8N2027O3RBFfhjJBhCEBYc1SINa8jqOdz3Sow7bRzAjJ9KMkNWGz4l3oITp2fCo3zTaAUFknvO2mM8zr6z48XDcBaIhSlUupmPB+Dq6UvImogLjfEzk5pgmEyz0skuEYlrCru32LTvKJ0JCojA+T8k0HJSAuR8fDQ3h1MFV0PWyBRJTe/KL2xQaxzJiHuZd+tkRnqf7FQDgrh5sckobrpIhMFd5C4v2hoTn9SqKxtlx0l0HiZHID4CY6na1qW3XFJL22+WEm7zhvYc7PF5ObmKmsX+/Knv4ZuzOT6DBogBOararzpxqbf9PUzcWmFYHr8fu9Q49T3ECWhOEhl9eRPwXGOfEDP7RR8ORRaI44f69O6eHvlKNExgmrhcu+GD2s9g5Sr7PrAQD+G/LzTKUc/x8pDMQ0UhN42tI/J9RJUM7JVa879Qj1nerv6CCS38tn2R1QoMA2Eqa60lxSfqM+gDB+0lX1eTo/odBkdqmvwPJhd/AUqw1+KLzOm8thXJrTutWFew142Gz6+pqMdPAKw+1pC9PTiZvp+P5sQw35GOujmzsky9Nwk3eYrio05t+4+smIroxtDi3jzduuisDdr0DwMt2MKdlLVhckn5M9rOwAeLxoh3jMdbIODoEweII0Iz+AIZenfqCU18CcSGX6CrvuMlnT1i3512Su0/LCCBl7hfjMyyeIl/Uwc0tNGbfonMtjvCMsUCBcL9e3QbgatmxuOtyTuacTRSHDVWs1mgGm6wZ6261YZ+zVbz6PUfcl804oN1q0YxSTlw0g7F9UCvdzuvdB3EfwEUBeFOTzgPZSXVwetImHn0DmGkh7P6FcX8kwjP7jb2O412P9EgDZEJn1KdVTe45MsHwnGbnrnVOmM5nu3EEF8gRnu78DE6+oeyaECLa09vX6oDGud/MnPD9/0SDxJAbpfHgtAYDYChCss49L2Nna58UV3YAy9Lj5i3CDB2m/yL8NgDElAfY5HVuBU/WB2xS3E/HyMprdtl61oC6nywPZuFONUY3lGddzCfjoa+4LScUXFq4X6cNu4z9/aN8xrkXLBh+Pzc+/d3VQyguejeTtOK/dzRGCXhoi+f61PDfYDP3UBcU2YZrak/YkfH4cMJzmDTJOBAJp72EZ1FtU/6Qq2iG5b9dxXn1NRgVOGlqhIBA6WRLwz27ShSeETGCcP1lY5zofZEBwKMENhnr1fQZOIB9oDdEZvgc0ZyzTvs51w4Ioj8HATbtREsZ3UK38KGG1KFyfIce5D2JDx00IuyHDq1ik2lCOMkqIX+uLYGx3ppztny9zUaon7NN07s1x5GM7Q0zhxkAEXJL4qrE+8zU7bHqYH4TG/vaUwwYqoKTG27Oww2dz+2xPVCdIi3QWuiwj9g8pDMiHlK98OR6aCse5Qc89PXCWJDrKH7/roLH5XThpkzuDvk5933Fo3wKQ8PF3ZwBRDMEAI8oX4c1ansv0STd99Ue65yiJ/nBVmWwVRkT3s+ezUUEuiEhdasfD7qMdZrXwR0ZN+UcKrVzL7hvwyiVPzMNU+esLpoTCjByzFRCIWu1emRuib8/zUnoNZqdHs1tcLjcdZ+GkcYP03D17tU4iiOfC2PFRTsFZnF1GNrjPDVxUn3YNPC+6SR/ruvJddMCNNqmuOv8XFek2bUT6+RXa9jbeLzrmx4qowBAs1xEOcxTMIu0Ta4SBazcK9R5CkRg4mv4Zs1qLZlQmokflJzpzgmcUr8wdmK3LQjjsyA4Lv7EVAIBptZiR02/BSB+KYVPeHtGyh3n04K+ShRMHjQlox8H9/mcKO731f0ljAwYJmNe/OhwyuPFfsQhW4PzxvIQu/KuptJ4cBg6w5OI1T7HFdV12mzK86JDiDunHsXojeU+iIo35YyNAYNOdiZr4eC8oeZruK0vHhQI3C4nbP58XQ125aR1KDU8Su5cQppyDxkrvTWAUURyVhulsk1aF86nXSCrqyX8hoYGMLxUnfsjPgnNaCGJs0QN2TwHcV5lTGUT8Tik8OLnJ12YZai4kp/v+TwsHWZCf1tsxZv8+7N4AY7+iMvcBS65H81TzzIg9Xfg0YutgCLzzG8ODFwMbh6nYQ4ofkOQczLycdZYdfF9Ds4EUT8/V5QoXFGkpZn5oCM+PPiv7td7LtZg95awHvY4H83kbkdtOVzImakFIMKBz+6szuyn8OBxbt7dnsNlnTfP3iWUlVx3n7sRluEeNc/bEQdHbBOMK0OZOGCNxXXaTM7tTc0iDSfNuM2nWFORPH3Wgr0XLN6I8Dj1BUuquE0nnFwNdZSKLsmbkOb8v4Qn5R57L2AsDgc1IkT8fnwNMnogzWbPkXGTt1h7MaeLaA/jNGxgdF6PD1wbf2RN8TqTNmBrLB9A2dxgZHRVFbQ+lGCkLaTUkfx9Y1NEixK6MktSG7L57dW8nyhpt7DkHs2Pqp+PJDrzpgaM89nPZdlZnOzEvGh2PIKFYEBybx5/4cfAlYB8GnUlUJ7XyAd81zc9RGRI9OS7z4IPwPM/RrFPzZGLZIU/GhXgYh3QDoiQ0khUd8Jnc/5Fd46GkS18p0+Y0a26I9F9Dp+sAs0dAvta83CBnYiEIb2AsnMHRg3mv5mu3JMGB2UtrrQCgrNDFdM+mWGpmjfH2Nu3sG2fc7BmOWem0sE/XruRBJfUcN9WvLncYZGG59WK4nXecOpLTGPcs3PyiiKphrawSSIkfu4FV2mz4iodV6nhxX6MgnaVdzzfj7jKO+7aOvhHPqVC4MZpDeda8HI7hAQVuCR7shGKHbvfYJJ0MzLMHXUv5qDaivmpsDDEyTi9QckaDXGFV9q9iXX4OMjIQJAGg3OWMZoZmLt33kaTEatRjPNWXCVBDx7u03uRIbueUE9xlnac214DLxAcwYXqS3T4YJFH94481FEskfE+dEHqQL2yRsbeL6Ja1sgKzGtJHZWxCdonXjY8awdO9p4zGNKM4JJFAPgQlEqHJKDXwc1QYASNxgAjWA87SrbzsLiCh7JpW4f1aGx4ze+O/oTjst88l9yCuExHZgARH5MwjEPbdJJlURQXMzxeTijSggD8qJzxrF5FVAQAFzx0LM7+SjDE95h2nPqC63xGhqJBcIsTGgT37YDs3JyTFly7R485MCsWqU5M3pGhOGlBhn2fzDcVwLkvFyuvBMUZxYQXSPEzkAzNSAtTX6k/R4ngZGZ00U36mGv4mD3fjjg65xBAcHKOiw1s2qbAVDU+JRseomo56UXjAwCnbfEw0jwRm9UbmO7vJ6Ih6h6czJ2S5A5ZXHUqfh7O6y3nlcHrEmoaNUJgQzh5iI74pE0gmkZz5NL12GAwjsU5SrLDfHoA5x4a3+d1Dkzv+qaHKyIeeVfUo58gkwqLE6tDJPHvgP8nyC3OOxkT8MyBCIdnRXhz0J6bPY8/9JIMmjEZmjHZFvYuxd1rTInCEw8IOWLKDdpTGBDWmrCuFpjJZsbWNCk8IMjHmeWRsV92L46SrPlhBg6PQ2LhGNbui4yVFOC8HK7OnHQ4NxZP8gOetavYy89Hlh6oDrTjmBs+tV+j9YT3lHsAmKSwElJ4AAGn35TzSE1GisgLyuGTdtx7GOANtkC4ZinvWhoWv8lUXxGG0VtLvuKyN1gEYfiYlo4+qxfY+DAEUBQ4eHOxwtZZU3PUV3XVlQy1hAJ5E3RXWNgkNRnm9fGtmB3XC5D9XFZHiTjAzee4JpuAU9WR/cW1jYNBIAG6w5SNk1szlZF584iOd+ghipEK7UW9Hx2Na1actQP94NdrR7ygYTTJQUSd8Lmn0fjQd4s3mQx7g4ApIgAQaLioswTNXA768SSusyhZnmpeVwG88cmpR3SMApEHRXSTEvWHupiXDAQHVyUB1piskxhh5tnx//Cgz0VarMz27usqjHiIC5WVr7aOycwHs/Tg9Zmnj6FGRH4aBLfphPt+QIMgQzFHS2QfmPjxa2l41oxf+J5yBwDYe8EhDU7OQSquyxaoU3IXaA53B5i0nY3IVd7wdL/Co8lj7GFea/lg+Hg9hUydZG4AYeBKBeuSGx756ouCEpO+G7eQddvUYIJCsnQyt/juzXDOLf5vhPfuOYsw/7aigPs3WcNt1hiRHagCeUjWuLMBOlijLjoMc4Pv0wBddTRDXr9otAqhh5ejpsuIaAEvG7G6RELzBan6bT5eO5H5L/yFvwARwbd927fFx06nE77lW74F733ve/Ho0SN8/dd/PT7+8Y9ffN3P/dzP4eu+7utwfX2N973vffjjf/yPo9bP3aaRpmp0U6YShesDFUJtGlNrL86jaJdEZ/5bJpRoRo5ir+k3ibh/s/mZux1+arqB+A9sJ5FDidExy1RcBdGRk+QYRXBqeFJSFIe/17XGt+cFREiV0QxtUmu1PqYVoiLd/TZqzyEjn/fYLB6UfpbU8aicL9RZ517wJD8EUvMon3Cdz/hlyws8KfdhNAa4oVfacZAaH0tQPC6ngJ6flAc8KueQmu5qlvOHZMGlu+/d6dlxlffgNpRp6qSkncehVL8B2HrskAfHqXUJZKy1hH3PkWotQDhf21QOX3XhcqXB9zNk7bDiQ26IH0ZaluH7Vaw5at4MGQohn44C+anEyJVAKB3R7AvCs4fnefytGuclMK2HBc7b0cF5iULnv86m0VD19Zc+rf2/XjdcrSUdNsXSbI08nSZGcPbXXKoYgXnpSFuKaz6u+3Bi1vHesylajUwqnILYPLkhoXb7WK92XiV/DlWgNQkCM/xz5PXY9KyxijW0wP5dXM5OfsnMIzGX4Bqk/6HWHN+DsmtGNpADuDMlXU0aTlRj14GgcODJvg4imstjkYbrtAVvh6jOe8odDt4UcUC6TmfcptPF1zN9PXx81ByTr9Pmq7glEKUMxcE5QVyrHaRecH0WaRF7EQ70Yuutx+U8fV/F7XKKdWCdJPeAocuntsTQ1aKeJgNW/PlbT9hbxqkWKKwWXa/2uo3MszasNHK3yKDcw0+sukFlWWz1kEtDLt39xAYqNE/hVP+iCfTYxnWd1fzGkt+H3CA3mvope4vChlEA7TlE7dy2eiPRGwX9Y0ekI/QVse56HcdrRXp+4id+An/jb/wN/Npf+2svPv7t3/7t+Cf/5J/g7//9v48nT57gW7/1W/E7f+fvxI/+6I8CAFpr+Lqv+zp84AMfwI/92I/hf/yP/4Hf9/t+H5ZlwXd913d9Tj9DyHD7cGOW5lPvVNhTs5VUfEytUZpXYFSr8N+v7h3ZRBEaNN8C62j74l4GCZfokyj64fJ5tCjSlizgjY8lkXnm+3QxDw8/WVNuyNlWWNnVHKXYLn3eB2d3HaYKgNERhLIbrBieXPr90BYciwcB+q6/Q3x9laNhYOpxEktbt5gbuzMe05jquDt/szz4Pt/SjN9T7mJCA6x4nftiRakDj5ZTEBNJXjSyYo4i+p7F0J9zH6f2rJJY0PCyrpOHRkNPKYzVDsWMDPc+DBezjAyvrRY3CDNS+GExu/7ekxEHL6Z1Nd2GWk5SV79ZMVCW1YZOvYSed1zAwZoc6ZmQnLSPG3Av6iuxcT9lLIoCQDYOTuRuKUKmbiR7f+6pSY/zOY2fhastrnxp9KliKzOiPXH8EpGez4u6sQFYbQLWiUuXNmt2TH7LeqFmOVA6pKZBVs7TWsuRnehegdHo+npTu68cOF1PEL/5rhg3o6sNLRxojH9nX7LtBcd1Ryk1/HzUSfg8qLa8XqyhuVpGY8Ob6prbBaI7qzOJAB/Cq8eUnBbo2cJ88K4egIILrx1e+5SfA4NTs3gOV594edduWTFCRhN+WXmBky6498J5nc7eGC2BJHHFlbTH/wfyxI8ZQgRYw5Oko2m58B/qkDBD5Kou1lDOUXpoS/iO0YajqaCIhLq0IqF43ljVHAh67SkQoQSvqx6crEAMXVyx2/vYQsrOfC6eB81RZ8BQv1ptFaFq53KfOGLMcxNHd2h+ibVBT9mGLyKR/pqICnCWENQoDVc73HDVEUy/j3JVbyiSD1PdQYVkzQ4mvmxqXpteH9Dz+pCely9f4iMf+Qh+4Ad+AO95z3vi48+ePcPf/Jt/E3/pL/0l/Obf/Jvx637dr8Pf+lt/Cz/2Yz+Gf/Nv/g0A4J//83+On/mZn8Hf/bt/F1/2ZV+G3/bbfhv+7J/9s/irf/WvYtu2/9m3/IyHgl2m/Z+IzoDj/XHcQGRBotssxk3kQkZecOl1gjENcwVB5U18DAiSlihXA/aN55wRURhBjDWK198EeceRuL+1i1AnrgkwyI7Mc0nT18+7Yaq2rpcNWXrYyLPwzRER5OeYf8WO2+UUfJqZa3PqA+Y9CM3BdndaPdvU5RNZ9imMe/YkHcdEcmBDdtg7Y6jEDmm3vb308OqYpanXnt3zuJxCfspidEgmRSX/YKy6Rmp7ElN1HUoNG3sRC13la3e97q6Gs9emlB5S4q4GLXM33QnzMjKEhnUC42l5XdHEG+h473n+Tm/ZILtjQh0wITqvNCrwJn1+juD2OOKjbk4o3YpRO0zfn8/NtVY3FDU1+7ut1gwN408L6f1cj8+bukF7i1f9drwGtIMO5Ibvz8kf3BE5RRCvAxOJk5wdG46sIbJGZ+L4qH2ON6hpaDbUp9k0zyOS0UO9NRQ9VGvGutZl6Tl1vNzXUADx2qKRHtcwA9mYmgEVSyGHrbhrz+FcTDsLNjsZ/SIg9CA11lgcgkg4JipDBOYo+8XXXycbsAyBqYH88PscZQ+kmY8jKmPozyBCswaRN8R12CINj/IJB38sEanZEylMAr3mhWBCEzYXZVjURLowKaTkf+v5AmEL1KtlPNQFe09YfI0VLtfZTCctLNZEKCXZanMtnn9WbC2Xed7w2lVxg8KRut735L5P6ueaNz90Y563CvPRnLfG77ESIYL7yvH+JsOs1wcHKpRTtaGgHTzX0tdh/Np3pE/Pt3zLt+Drvu7r8OEPf/ji4z/5kz+Jfd8vPv6rftWvwq/4Fb8CH/3oRwEAH/3oR/GlX/qleP/73x+P+dqv/Vo8f/4cP/3TP/0Zv9/5fMbz588v/gBworCYQaFaYZ6bnfKAUU3ixsNgxTHparKbAN+gdkSYK6Xmk64NPdbhnqepm0FtLIJ9rB60+A2OqwkvfnrQy9RanneMpAB/XgUlj3PD09ynYZY6doVzeBAfX3zHn0TR1ODoYx5cn+uyh1cHnY6ZofViP0bYXhLFg+/CZ0iX66oZkrYV1CkKzJN8j0PabdXlUxuAUXyI6nhzxEYIwEXRYwH91H6N+7biSXnwr9NId16cgMkVV/Wp9FE5RyO0pkHkDDXbK69VbRl7M4WMKiILR3y9kBxSZpHRmmJ/LkkNuWNjW1MoG2RLcS4QKVRHDuPGNzVALCghRQ8EcRQOO88GwpMc9WkrLr10BBBHb/rC8xGBIBEJiu+dgf1KIMo1sEdQ+M/Qls99vfX5Ujfs9+OEgijymvWSwweMBoYNEBvP3X16ZkNRIj6zC25N5ueUFf2Uw08lOW8vu9El11tlqYEo2pRvkzzdmGs3mwV6TfHzAMJlPU+IDh/Dv7MMo0E6B8/xEnRcvsp7oKE35RzEZQ4rHHJm5+UsPYwEm6uqZi8eHvTmCoTGP0eEN6PjOp2xSsVtPuFmqhurVFynM46yRfNznc4Xj+HzcMjKUDyr11GnOpVcUJycWzRzqQLt4fdMFYt03OTtomEEZj8f5+j0hMfrKZ6HEvMlGRJ1KBUL3bCdasBcxIObyAIIJ211FGi2KzE+5xjIxBvq5PlZKSvS0ocZpkx5b0QaAwkYz2tDWR/n+Oy4DDb70/3OFcusS0SuiV6nXSLw2J7Lh67LjeXberyWpufv/b2/h3//7/89vvu7v/vTPvexj30M67rijTfeuPj4+9//fnzsYx+Lx8yFi5/n5z7T8d3f/d148uRJ/PmiL/qi+FyqGn46tL0mchMEToEV76Ye+CmDDzH58oijOOxgramybCMtMCZ68r2kALKP7haA3Uh4Q/IiedHlsskhfDhzPnz6g8C6cq6+vNnJLj1UnwQJbzM1vPeEkhtu1h23hzMOuWHvKRAeohzFb/rXZbu4YHk8Lg/hgLx7gXuUz3ij3OOYTHb+JD9EE9I0hX/GDCkvYlLThnRBEOzxnKf4N//c9xXDSB84ijVL5AZk6XhcTjikGsZjnKiorFjdgIyFv/YUk9zRbeKry0kBBA+CRY8W/eZwa6GOsyx438oFpJKSIq3N1RLdOD6Ava8+ZcXkxAiKeUVC4nGe/kzn34VHFDDMM+nIzHNMgHblDfsrURNxbhYxawcSlzMi0FTzZZNEOFqTxHNESCouUaXP5vh8qhtKhEYl4PpAfTqvaXZ3YsRMokPFBhZd1IngU5cqGA3P2oFjM8mwN0M0suwPJYjgnNJTdpmyKzENWeyRqE4lDx2Yi7swA4jGZT5/6ekyc0UeKsnDiuIEY37dk+UUCAbjX2byMC0kmJAexnn+HG+Wuxh62Fwc0x614uC1g8euBavD4EFg1mR1Iz+gI2HTYnE0060sgZxAW3mvUnHSBZsOl+rkqBDJ0g2C21cGLBogskE6JGuwAFufD6K1qc6sBlEFm8O/qKkMWsDUODG2I37fMHwcNavQLHIKTT0UW2+JaPCyZuI6gDhHerMiURabRiKWCIiGhyGkcK+nWKse2uD5lG6D2tKnBkVGwrq98HFoUou8adO1I46YJkVf1XiJpISA6I/XJX3lF3obj7e96fn5n/95/OE//Ifxgz/4gzgej2/30/9Pj+/4ju/As2fP4s/P//zPAxjoSjkp8jaaDErNyXMgiUqTBBGTN5HuSEw8fno/+N4Ex4dIj/My+ooxHc7PMR1xg1n7ILLK1PBMii5+w3BrTZ7ArJdyRuZtze6gS7GGZ2sZ51pQe8L1MkI4c7IpbnXEg8aEN3nDjaelh8sqOm7KGY/LaWThuKU7HVGPaceTco/bfHKI2n6+2TI++37doGaTnD7J91ikYpWKRS5JqO8pd7hNpyAw7mp+H7+svIzGbRGLrGDReFTOUXAel1NA0btHaDxZTkEupLMsbwaPDycrKhivZRLF1bqHuSNl7IBNWOthtwIze/nMNvA0K+xifhjTx+gLM09Pw4tHDVHEQF6IAiV3+A1IGogVWay8uIZp1siUB3t8WxFBgdLU1V4CFRkI0jStdW9+hiBAw7CTVhCfq2T9861uAANRM7jdUZ7CocbVbURIFndevthDYThsFx0ePUmNvOwNVeRv8ZsmhazN5cWGAkhWJL+5UaXT2siGi/DgbGhkyR2Lo0FrOK87UXZqfjhomAlhD8+e4mgHzQuP7r21a3LuzrCpIFeFhF9aSTwpD7j2HSpjJRIUt/kUPJmGgZbw67kKv80P0cBsWnz9TX5QQkLH42RobkZ3JIduzHbSN3/cjSM/i6NA/PyTbBzAoxgqxUYGAK7zORoexloQ9XmUz3hcHoKofXYlqCHBHW8sD4b6SA9U2WIm6oW6a3MuYU6XDs3FlXaKwesJY0GYa7yqxVIclhrvG2AND+s/r8B9K7EJYHQOs90AGApNFNK3HtFIid+T9gTUhHQy3pqSc+qDuM5SdxUHD3yY67CmvnvD1E2BSl4hwQXA74fls68dn+vxtjc9P/mTP4lPfOIT+Iqv+AqUUlBKwb/8l/8S3/u934tSCt7//vdj2zY8ffr04us+/vGP4wMf+AAA4AMf+MCnqTL4fz7m1eNwOODx48cXfwBrYjjlik7NjkS9MrfIRSxwkUULoxlJbsSm059Afl4lawrQs3qzMyZ2YEzpwYmYlVuKMS0CJhcU2Lpjl9FNsxIrkDyUMJceSiIjLzccjjuWpeHsUCgdmB/2BUePXLCVjSf7ZlvrHMuOUysWyulTHSeW23KKiY4NwHvKPT6w2kqATUxMT5pw9L07ALxZXuI2nfAFy1OPlehIsGL5Rr7HTaJtfQ/fHk5WSWwy4/fhZLeIc4i8+ZmnskfkDkGjqQIQBM3Hi/0+hORL6tia5YcdszWD52rKNbOEb7jfaVtvN5uuxp/osV7wm5RnniXR4aeiEmGkybOUAkbmzQ8wUiv35Y4UkMNDJIXNPPzLoXbehfFlmtAhP8+YD8fzut6MU4orXxXxa0RRTpfnrjgMPasNee6m6ojnYagjP5dh7fOubjiaNoYYd2H2/4vCgoGL/ZFdwqsk+D9z3WYj5I2Rzs0u603uwbHIjgjSQ8VWXCkanTQNM13tmgcQCqzTXnwtkrC3FA2QAqFEZPQKkYVDqbhZNhxK/bTQzJP7yAB2sw5VY6p4XE6RZl5SjygHGv5dNDU+mDzKJ/yy5QWOUgMtosKrq1ysotiwvH95atcdV1JiXL8bX3kDNmitrupqvqrLvrq3OAxXoMH4PXNaO8AV+hlHb54OaaBZfJyRnr3JdNUoeURsfHZNHmHRw9OIqjiL65iIzX0YvVIxJ6JY04xpW/Nzs1oTmSf0/ryXcGXO+fKGRI4PLQ2C7+mKMcaepKVF0C3Em3Iefh1wC9GPPZoYMIOuS4h2uKaiCSFFGEgaJr/k+xi6DPSDGyhyk/JO4vR8zdd8DX7qp34K/+E//If485Vf+ZX4yEc+Ev9elgU/8iM/El/zsz/7s/i5n/s5fOhDHwIAfOhDH8JP/dRP4ROf+EQ85od/+Ifx+PFjfPCDH/ycfh7yDXqZcrR4w+BkrPAcrqlTxdTQ8ObiKE/aEcVv5vyE/K6a6VLwhDCm7PnraMc97zfRMMwH4U1TqH0AWa3RoYW4UjHknT2AsBvnv6k8mlVbS264XvYhwYQRd091AZ1GH9oSbquUrHcI7tohnjPycZwEzD+3+YQlVTRIEJRPfYnCtkgLuPk2P4QEPYuRFVmUACt6t+kBi1S8ke+RpeO9+aUVNiTsbkAGICZOTk3zWoxHRvdi1CbXaN/9lz2KEGA3hlnNcXs4h8SfSrg5BbmUFhk4fD/qXgKpCd7YnMUlGinGVgQG2hc3z2nFom58OasPhwuqXqCRlJa7iA7uwm8/7wlDth43ZftcX4ycPH9P2jXMN3P7/CAvWs6dmrIrf/Zdz+dd3Wj49IEG4/UyM0GBbOIWEwASovDr0uPfweWZ0Tv+3wntXDH0fSCGTMUGMDKXfJVFf57eBafzgtasIWJwpTXsOXKb1tywTk7i51ouVi1sfPjvksxXhmtf8uIOvu4eq5iE5/WIcy+ornA6d8uWOk2+OrtmvGiG4PFjlMBb4+Cy8fQQ/MJTX7C6KqsjuVngQH5v0jkMTYGxhuK1fJM25wjaOgwwROeYdnSvG/z92dAYqTnFkPXSf2YiPCFhn36v+RgePsP/BwBui6XP39UV27TGAhDvzZrdJLEVqK8aLSBWxvvmWYE5KZbSwv+MdiM8EkUu4uhfGZJ78VrUXS0IINSmYzijsSHsep9UifZCaKCYFk1hQ7qWKT7Jyf7RBAVErYEKxUvUfdjiMHX+HCamz/F42yXrt7e3+DW/5tdcfOzm5gbvfe974+Pf+I3fiD/yR/4I3nzzTTx+/Bh/8A/+QXzoQx/Cb/gNvwEA8Ft+y2/BBz/4Qfze3/t78T3f8z342Mc+hj/1p/4UvuVbvgWHw+HTvuf/5eGdY2pqSM7UwBBxkW7dJjtNwB9GZMcVWa82P4EUpTEti9pE3CdysjisB7+Zdefz8OZFFdgFr2PmAAAXEDglrRZuKREuJ8K07w4RC67bW8ahGOJTckfJ40JRFTz0BY8PxomxQM5u8QywnT3XXPS9IXnvUTnj1Bc8q1dBGN7dQp7Hddpwk87R7AC2GjqKBY2SqDhn6TxOJ9z1A1ZHc27SGZtmALa7X8S4OhCDsDMMFj5gDxXZk3J/Uayu8xlvyh3eqjex+uLP8tA8ob2XiKWoPePx+oBTW/xGsMQkRoSLl3917hRh6OpFZVkqts05BM38MhoSJDVP0AY67eEFzv/wBpfNMTAkzxiKwlhX+Q9iN2j7upiqeE7NJGQ/zxGrXIRSIp0xCPUyUB3e/Pm4kLmvFtFi14GYuSdgXj9q4oHP5fh8qxsCmz4DfVNExhi5CRZKDCv8ihE7k+EKlz7WBbQl8JwjYyRbExyBopS0Y8rV8jmMnippaoJUNZqflBSLc9A43ORuDbkqYq21+k00VrVQ3Cwbzo1vPnBdNmyt4LpsOFWzq2DG1uLePFsruC1nQHp4dgFDLUWjQaoqGf1gKK3gZTsGf2fXgoPsgeQeZbgyb6HwklBwrmn3moDICLuWM+71EEqsm3TGrgVNM7omXPv/+f3sZ6lYYHUkoeNJrjjpOjhHyXiF933FdT5fINjGUzzjrAX3rmJ76OY4zxgda75G7ASHq60X3Nc1Ms3m41AqHuoSZqcHN4/koMV8Lh5E/MrU8FgOoMS5QW6nNXPqDU+K88jOLT/Hdye51mTnKht1nsttnM/q6QBhxikanJ3gubFmTbUln4Y4oy9m/yCYByyF3L2+9db/K47Mf/kv/2WklPD1X//1OJ/P+Nqv/Vr8tb/21+LzOWf843/8j/HN3/zN+NCHPoSbmxv8/t//+/Gd3/mdv6Tvp273D4xVVfNmRtcJhhdDhlTcn8drENcEJIeSpJwa0BYMMlaQjxG+PAB8r+mfk8F7uFCM0TtBfXIkGsWfzT1crAOfggi9e5+zV8KczNcwIjYVcGKjASHTlLnWKU6SfPNwF+qD2jN2TbjKW+zhk5iiIcMckmdXU/psvGjHsIgn9Ht0CepdX12COsiCgE1hJx3T4QL39IHimB7wC/UxHssJi1Tc9QNOuuCNbDlcmxZcpzNe9GMUT6I+RJpYSAGDrR/6iru6Ii09CNsJZip2cmfVu/0QqNH9TtWJxNtifAkrTg/bEuuHbSs2ibeEstrNKCVF281TI1EZBLECA0yNrcSExIRvEgIjW9GbazbgfVErJu4jFY9hQ1/9dOrjfA10R43gTFWXKJB2M+lMztfJm5//E6G3Fwb2qjdZJllvaiaFb/fxv7JuGO9PBtdABWmn0tKCR+OBPHgdLzpuHOTj7cmIy2xsBUZmLqaaYe5RPhjs1muycwR+Y5piBYj4AAhEsXfBjuxcDg2FZk56QbInskHichdr5mPt4ihv1YSCNpSbr5gPLs5X2bk2UsEb5d4ytfLwtXmPixu4qAkVZ9qxSHUxRMYqlup+UqsNq07eWlJxkxo25wBBU1zjbFh2ZOP/iPecweWpeNpu4nl2Jz7PTdBRzo5KGfoRz+3v7VHMiZl8xbMPcQwwnUnbVJ099AMW6djhkRfo4dZsqtgNtZtZ49ZKoD97z0E5OHijcygVD7vVrZw69lpc1WU/n+WsVXOG52vmBrX2XiPsDSQpWs2O6tjnGE+hryCRkhy12WU0//Mso2Lnum8spNm2gvy+GOi8yefHuKrn45U+Y44mdxVMwPzbfojq67QB+n/veP78OZ48eYJf97v/HNLhaP4hbDC8+UAyQmc7WAFPbbgxA6PzlDb+zY/zb5tq7Xltjeafm7k8Yo0S5axCsmce+1AeorCCKtMHEi58E9JqaIF2uwlll0u3lmLqAzw1Oci3dsEc3WeGF9/NskWxO+Ydp7bguhhx+bacHKrWsJWn+dejcg7S8K0rs059wZvlpTmveuFoSFHQbP9+xl0/YJGKF+3Ki0YNqHqVhqftOlAfqr0aBKe+hrHZXV9x0hVH2bBrwSIVv1gff0bfjfu+Og/BIPdP1WscUsWLegxfEXJ7zj0HwsPX6L7aFUjIGbAwQELOLD5nL0zJic2qwHZehpRUrLBwlSEC6Dm5lbs/hm6pdPOFnSe0Zw91n8ZTDk5YH4gPG6JEBZffoxNXM4LwmrrglwWyw8I0fbxNqKY377ym2Egt9xZ4mJpi62f85D/4U3j27FlwZT7fD9aN/893/nnIjaFDwYNSR93SeH11VcgmZsPvh/Ka5UHejgsRZG0WPjsFi3LlkIoTUP2cou2EJOP02P+Bw1qx1xxNT2vmxB5EZOeRhVpHDfldc8PWfI28ONLiN1qiP0bk7/H/Ndm6eHd7iuyrLkrUr/Ie5OZDqniSH3Dv1+pBKhY6NHsNGNyYB2xq6Cr9d4jwEtnp8TU1EOC7foh6cZsegqfDurL68yf0CCEF4Gqv7OvwEZvztN1glYqEHmu0JBpxFICt4vj/F+14oSYjMsT1IIBo+mhYeOeRE1VTqGSpEq3+tSRF27C1hl1GEr147toTtpqdS2i1fatc8CPcuUXgQ1jHdl4Gn0cnIvvs9ZQ01qtzVIpkdbNCR6OdjzZHLAFWe+Ts14J/vdmuYAIQptDvKV8wnwapWTOgz0/4L3/+/3gtteNt5/R8vh30CuGLGYdD//XKX/RpMmVxT+5pgunGEpweP+ZBL+B/hWcoje9p0/P03K9yBkSHegfwifDyG4j7ffQ9o/vNMyXzWqg1XXjF8E92dUd26Tpv5qc6jMdKauHB82g546YY3G3cnoTiknQiNu9dLLvm6OaAXBstqUZRYyGwl7p7kZKBEMmON/I93sjmwmzhgItJSZ2MyOlwc0LkTOu7SVsoN27SGSdd8cht5DlNWjbPGj8bf6ZDMtflMnmJELpfXL32ZD2FqVlzEmLHsOrPojiW6qoYf8vSuNEw50xSR8otGh4IhkGYn4eoY5KiN5PSpgAYzQ9XoGxQ4OekIojInV9HIjObE/ZKjh5qMtWWZmvI2cCk3bhtKnLByeGqjAqL1OyxbHikT9y57OjqO7i6jHyhUaTDfyQP3pT4pMr3Sn1VRTIzbwzR2IoaidnN4HjToTFc8wiLlNUT1H1V0RNS7th3M7zs0cwY2rOu9UJ6TrUWTQlz6tgcIaAh3rkVRy+aWTV0Uy6ujv6SxAzAFV8dp7ZY8+MDDz25HuUznpQHu5H6yRYmhL0gSceb5SUAXytFE2M/NxsVNjxUPBGdPYXiswa/j43HSZeL/weq5KqQjpHWfhQbvJJ0rK5Qo4CCyM8b+T7W+OQaAoYcRy6X//6zRxhJ3BRZ1J4tZkJTyPtXpwnQAX42PAQQvkdLMhQ+p45zG/lfNCuk71oSeB6grdkFmDyX4LyvFDEUkkbmIYNsSY0AMKJQqNZqcokA8VxOCMWiVIFsKeJa6DUXXRjvgwkXdc3QUxvuKJoL4cVrJDK/6wNHAdi6alK1cGUFICTknGThLz4Jn7zBzOgOA0C5SohmiisDf97Y3btQQ5l3pH5z4noL1iVHw0PpIGCNDz1bFGFTry2hHPdITgeAWs3Y7Hi0rsxydwQ5YcrfsYvqyeGEvWcUmms5vH3IFjUxcqskFFuLxUhfOKnS24KoCie3RVooMIbLqu3W7/vBnFbFE5bTNvbwyIb8yIbnvqoy91Y7VU+6XHj3DNKiNVXAGjfbhhTy13NfwgIfAM4oAUsv0iyUVO33vmsrtupW8f74zadhrggf9gWbO13nZOnqh9Kw1WyvNQuLZ6FpB5ob0AU/jBd/8je3aCAGUm1i4p6c8nFyeGJyAgY/zZslLYrEvbkYKtEPwCT4uTj/u/PM6LWjMs69mL5IVPbrQsKfRy++pq2CvCnaAuA1Goy97oM+POoQv8D5B5PMNjhTO6dbQHqywq+jQbp4n8nHKn1YGfh6Wj0iQDySAmI3LUN1bW3aGi5k64bk9EByeqCPCX1KfM3JFIjNr33Abo7VGdh3dcVV2aNh4YqLf69+Hbzv8HL4z/gvw2w9etE0/7pdM47YsaTq8TIW8EkkOHm9AGyw6UhYseMm7xdrb3No33DqKxa8QiRGxrWcA+1lYrvVFvsZd+Tg4dCVuWkKXtAiFRkdJy/+JzWk5zbdG3qEIWVP0GHJ4fxC+oM9tAUVKYYq1hQLx1AcIHi+H0PJlUQjiyshX3x87xmHXKGNNANPtAeDo63JsRxF9TgcixJaXMmnwLDSaKMmccVF0nKbNg1hVugq1HRdoS1B+3QeAzEAAAJUmHx9S0O5yPulb1QuBjivfdLH/TeCeP0Hn97+t/141zc9aVcgDx4NfXmGL8k0xYognzWku1HUqPBqGNlZsNUY4X7eINjV9jmJFgiic2reABXeROwkmWMHQNXHwunQnj/Mz1SQVktT7+rS6CA4IoqhOvKQRdFEg8S4pqHimCeNqgloBTfF9vUHt5I3m/WOcx+pwN0bH0NOduwYSoax5zZ4mcgO0ZwL51VYUci+lrrTNdZTNnEZwmPQ8xKkxMjvgRWppoLupEFa1lOxxZ9rV0t6tqTpjpf1EDD0uRfUnsNv4+Q+P1UT1lxx8uLzUBcze4Q1lcX5UcktAYjwbHtBa4Jlaag+nafSkZeG6p4ZncQaFWtsGVTpN1siCYE2ePMMN78DBloorhIq9xJya55zfblEFanWotGgkICrjtBgIDeiiLy5YTCGWPeWkw+G3YQC0v06mc79d+ThK0IUeyH7quFPMtvrA/66OGwfUy4GcqcZg9tTfSWAZGswdQWNjrV1EkUXe997sym9q6LuGetaLxoeJqe3ad26lobaxl3DPGAG4nO/r9YElR3MtALG2oOrlqu8407XsHhYnMNjiq4ew01X8WGlIfm1fHDU13h7rjCCYHexwSIt1t67ZnRJ4ZXDj5EDmNCjqcleU7rzergSv/OhK/tzz6qqpgkdtgoDDPmxRifh5Gj2aIBamJqS/8ePX0vFSazJ2XtBlxQZf6yN516QVKMhJAeKjSIbyeuy4eV+CH+w4hfNydG3Q65OLrfz4WrZ8bAvUFhDSzS5ZMVW7Wff6lCj1ZZivSVi9wgq/KgwRcbFun1WCQMAihqxuSNW4uD6y/mrdgEI0tmH9jqk67qo2W9g+PP4w6NnClFGk8v1+f/Vtfn/8HjXNz2aLw2Q2GCkzZuTyN7ySXWRgNh4M+jLIEDH88pFbRt/c2vRBNinLpY3FSCIW33R4Qi9+FRP9Q45PMDFfhWCKWDUiLJ2YnvmSjKo86Lzp2W9yoWs8aqYF83z7Yg1NVyX4WVTPU39xo39ntWraCbYtNAxmcgLYMqLVYx0eOtqiwbBSRecuhGPuYO/EeMUGKkw46RLNEeLu6gu0rCg45P9EW7TA67FjMW4Ctu14HE6eXNkJO2bdMbTdo17rBcxFU/KPe7bIdyfZygaAB7agpty9t/HsnC2/RC+RCSM3++LCXFkpFYvuYcvShL1HBw/JbyRAWATFu0HHCrWSeXA80jU1yN1OumAsRNP4xweJyVQrzUcwNWnqVluziYo1rQdoRTq60CRZDPZ+tz8KBA/J91T2ypBehafButBUM6K9hqntdd+JJgBod8M0nn6nF/30o1/J24MqYAT0FPwekLZorAXkc1twiCPsjZ4REnd8qTQtCldXJFVqyOHKnHzUiCaH/I8iqt2ws/F/z1Lm2dFYhLFuRbcejxC7Slu1IA1PFz30o2dYgeiKzx379uKRy5iCLM/saueMTPzdUfU9uiqrJt0xuKNyuZ14XE6xZp7QcMqDUfZsYmtrFlLAIRUniGkM+mZq6/uaFOTIcAgXyg7GnTSNRq7e8049eOFH1CD4El5wC/uj4y83TNStvpoWXvJ0WG7aO6acQutlqR43QHgVJdAelY3fty7ouSKQ0YQnQFEBuDebLphRMW8AqOggmaE6iT4nLvXoG4TfJ7y3drE8RGFZECrGCGfXYortjAFOeragTq5M7OZp28VkeLp/kbVVkjaeU2x/lx60r6txzu5LH1Wh4orUfJAdzBNtgF0kKg8rajIOk8bIsaCX8MpOlZl6szzMpKn51C2kO5lu5F1WtTHN7MbnXm0+AnGUEmemALj/Sg8TBBhfNd7wvm0mENw7oPL4zfmJRvJcU3Ni6PdxE91CVNCYCSSX2WDumdjMYAeNyOYk0WEaA4LFeAIDARvJDMefJxPIS990a/ia01xVS+MzDIUtx7A8sn2CKu0aZKr8b04+QHm8ZFhZOWEjl9eXkT2DgnOt/kUfh4v3W/orh7G76wJL+oBuyac3ZBtJjYfyx4u1mse5E9gEJoZ/fFq/g1XFDFZERXgezuhbsp/cyUiExzsq62++PlHeXkfYX7zecz1bCA+/jVcf8UfIkPFEB+SmYls+n3sgquG6Vrg92Zu3YXS4512cF34Ks9OEcWamVrq1ykdmeO9c7Q2Ahk5TYcS024mzN0CAO1AKiMnaZ54654jSBJArLVbSziUETmx5I6uJn8u3ugQIVjceZkrlKYJD9VWtVdlnxp8I9munh5+yDXChotYwCjFDQACDZ4bGt7sQ4HpYaBzw8PrOaPbiksTTn1FR8K1GKJ7FGsw6NkDWN153o9YXeHJg6IIwOpKnl5BevwwymLztdQxbfG4o+xBqmatW73eHKXGkEf/saa2ztp7jmGKQ9YsLS+phbP93AglqNeWjuuy4bps6Cq2Ooeh6sxBiwiRuU7496C3WPPBbFmczO1rKmt47JyiErDTIsFXq5ayPhWY+OF71Ifg+0y2KtJl3OdkXC/qSDUdmNWHAM2KRMSTdYL/TtYQ6WuEY971Tc/cwNCNmXtECIaqi+eRAlL1AuUJ+ZxzGWYi80xwtvXVlLPFp6Qtv15+HU8IW75OPwMVOH5iSVZoFSQ/kdmtN+fwFOcH3Fyfg7h4dsjzuO7R4KjKBWRqTszmHUE+DwmL9OlpSBHp8J7lPjKtSArOrn4iAkTbeJOSm2ngDpvEEnr8/zY9RONz1w942q/w3nwXsDUw5J+P0wm36WHy7DA5Kg0Muau3fB2bDHctuOuH4A8QjTp5oaJE3f7YlMhV3pWr2AArXEUaHi3naHyy9FhjKcxcbG/WbAJmEc8gwDD4AiCpo9GJl1k3RPY48YtCyzC2H/hfeQABAABJREFUM4XDaJ57YYCfjrU6r2KfpNqBEQmjMSfaGVPUdD6ycaKcPe2A+A/N5HWoo6JEt32IsPXXxO0hqtQBDFDxHXdo0aAsRMEWTEVZBxLH93ef4kMoXQfs2t4TwuckwY0JMT7P98JRIUN9HF3pKQQKgCkC2fB0cn26oDaqeoy8Sh7IwVVbB0cHWAOuivHqnqwPOLrHD9e612WLsFEAPgD4+e3cN7v5G2LBiIkOCf8dojxPyr3L28unrZ2sqWihoLyeIDWuvklyBiZbC68jd7oan89XbrZgSzE0Ud21et3gKn2ZTs5dCxrElV35wsenuSSeh63990CnOBhe5w2HVH1NnsIT5ypteGirIzv2eiYYYnZTtjB/BFyV5ehZ0xSrMApPyOlhAwvAycwaq0vaEtAdHjCEZc5psw9q3F943knpEW3EQ9ZuSA9rFiFfr18m2HFUclKe6toDtYlC4w1OX9Vqm0z0joRYo6VNXiun593f9HR1mB5WuP2aYzaWNI3HAV7sp8k3+c1j5k4waZ0Hg0mZTE0CYwQSEuXhxM/UZULYDYY0TSoQy24SmxR9OjRpq0YhEgHWtWHbLIdlbzmgbk54tWVcLTsOzudZ8iDj8k+oDmK3n4LknNHxvvUFAAQRmJlaDAk8ym7TUNpDeQUYuZjqrE0z3ptfBkn5mHZDgGTDG55/86IfYxob3J4UH1u9aclivhyP0ykaJMLdtKRnPMVNOuPa/wDAWUvwgeacoOGzYYGka2oXE1ZyTtT8/+Kp6xYK6MTKlqMgzenWbXcztaXbetIz0yKCgoWGk9cr/zeiO5DqMAOLXTsPrsScsxbI5XT+xWTFRp/npDcxmgwZVY9kCSTTj2iOlNcQUQ4Z0nj/tVKbcYp31iHVmseZhGzu6D447WmQkps4idmvy4DiMKZjhb3H0wpA/N/p2IK4LI4W2Vorh+S8zRwdjxbg5xgobGsPMx89LDXOw+p8n5mzc1V2PFQbALZuPjGBPoi5sxfP4NvdmZleXKwTJbVocGYeDf25HuWTNzv5olYAVhtu0jnQlIyRwn5Mm6E8/uJbLATrDAUSNVZabIIAhDo0UCZvWojqdG+IAITHzyxzH0ntLb4XANy7HJ6vwRyamv13PKY9BkXWaJoSHjyegscIanWkRvNkjppiwLp3G4yjN65pqv+tjwDRJJM9ARBebd2tMfatoHuMSe9pmBM28VUcYr3qJ7HVJyKTs/fUBBDQwoHXTAgxOj28/N90ZQaQH1KAD7HOd57hIDe/vtrxrm96eFC2m1yldbHuEoQ6xgjMLFLT13iz09fLGwrgipYy1C+GBgm6NzGaMVQ2JIRyCs9Gkgy0hw1X1iA4sgia1BmAWhefshlQEfI2kzKzos9JsdeMrsDDPhyFzZdG8VCXgFF545+PJZlbaHPfCio0aA9PRMagZ0s75irJCmAJzs1JF7zoV044TgFnL567w9WYfdw4QLfu0cMiMyu1MhQ3soWHzzFtof6gCiw78nTqC+77IZQjs7cQD4YnVs3hLnuVLX9rTS2mL8Ak/XwtjS/VItoj+a59GMd1LE4yL24mKZSyi0agpKzNzrXZjdlRBRQ1i3cgkB9pRIH8w8v4XHj6EHp2Lg/PO6602OTMPj0S/7ZJqztfh4/XMvhAUISCy5qdqUgphgP6O/VIcFjeJ1q/piEwp2ZgFH0XGZidgF4WbDrU0mldEcnVyggKWhLs6YJTkfI4Z4zQ7Oe/G5Bykm9OaAbsvKIXF89JJnUDRmp+tJ7DkNBQBzufNyfx84b7cj9cnPu7Jrysa1yTvN45PLC+EOGZVZbnvpjBH+jbJYHK8Dim7WJVNVDbgb7Y97Pfm1ER8wpryM9z/GxcZ3PFRkL0MCu07/nY1+lctVnETY5aAgweY4YGX9CQZ/sZFrFG8Crv0cTQ3DWGSohxpKA4eu1J0FCKltRxu57NEXrdombvLWPxBhcAjkvF6kotEY3nn6+6ILuXhtYEzaNJ7PVT9wtzI0I3yYSv4NHFfcQ45WAEYJPITDSJNhskMHcEZ7W727ypPqc4HRlNEykivC9eBC6/zce7vulRGfDZq6tKcR+emFgnhAfzYwOKm752svKfScya9WKaDmIyjzTdgOIN9wmdEyHf/LN1S7HecuOyC08FIKDv7jv77oTakjuulnpBmOsYGTuWr1PCNAswwuKSGq58gqt9JKiH/00+2ZrICcVnn66oqgCMX8MiktDxRr5D04Q38r2vnKobBx5w4/ty/m3FycmNk+prdah7NhxrkPDeaDGJWmN2TDveLJbRxQLFAnjf11BtnXsxi3hOgL4uI6+JtvyAwf/qN4xj2dF6wt224v684n5bzAvFg1+ZhB3mhCroUwRIGBR2MXIr+T3ciSc1BEHFGxdHfShZJwmeDRKRHOBS3fXKNEWumrjb8EzaB+AOxOM6YBAvUZ4QBqi6c7ERmfn9jRck+FxS1j/fDqJW5PQom1IAsjnxsgvSOXmt0ItrONLV4V9Hblaya9m+iQ0y2u3azscW3J5A/GDXefLJnV5cQVr186tP6q2HfQkS8+4eL3vLcVPd+8jnyqlj7znWW/z4TdnwaDmHcstCMnPUh+rydHJ0kiiu8xZBwUxQ58FmYCgpS6Ay88dWaVjQsMOQmdmEEEA0LbsWrBg1wupEnwQVuz+3By7LpVEhH3P0OkcJO+013sj3oSY7ueIMgDdupuzau4UcMwqDSDh5kTceXbFIx0NbjQeVGlZfg72oBzzdrnHveVwkK9eecK6jyauacKoFS24XqN3eMu63iWw+Ja33ntzCQLDveTj2O0oItczGxK2Dn4/qai/xwRtrH2tZwAoIhTUAhMgPGxhgoM+TOrQv6mIdf4iviLntpLKaqma8xtLx7m96/Dckr0GzOTBDgHawYmQvuJ8sC9A9pmf2MnlVnTVzeeL5g1sBtFWhi+0vtRiRmrCdxirLJ/ZV7QTpGKRWICZ/VRgUDrtBxj6/JXf8tYcvi09plKpPbH4AEV4HAE9WMxIjclGkh2Jp7zmmNQYBspARyiWETdgaQHhuZOl4qz2KIsPpqyPhabs2sqLv0W1HX3DSgjsnPocMVjNu04ajVLyRDCrnqmrY2pcwN2QxytLxy8tzZHS8aFdmJCibre28sD3Kp5DlElIe8L41gy92y+/ia1bE3GxFLBTwVBecfZ11WGqgPiV3rKVhKQ2lmGR9ZCeNvXlarAuRpIMsCFudSHO+l++6OS0hDcUf11a0Y+BQ3q6mYnJAoI2XCI39P/hn6mvbaGhszWUrXkd7yvj6vrjSMSFyt/g8qVrgqLzGwvW/4rggVKpdy9J8klUgzER9Ag7hAtE6YKwtedPgGmsd73di9hb/LYjzYnEHZkZP9G6NdO0p4mXMOsHOOVXj9lDCfiwk70rcVFtPeLmN0OCrsmPr2fxi/E07N8uiy6KO+hon5XaxQeaQdueqGIenq+C+rYYCQ6I+ANYozBJ3or1EeoP4jI67fogV1AJDjHfk4P+ZOCIFufmky6XrsvOMjlK90bIV2o1s8TVWy0bdABC1jau0e78J0E+MaFOs85y4baKJgfI0TXhWr1D7CEIlR9JWi2ONZfYhNfhTVM9ely2sBbiSZFjskhvWUoOmcCgt3Le3WsKoUHyNWUoLUrP25DxQRxZ9HZZLs2DSqwrJPQj2IL9H/fydth9Dro6LAT+c5MWGAyLSaRekkyPQfk2kfSStW33xe9xrBojf9U1PclIyJbt5w4X8POD+BAtLdCIn3+CeJ5SI6q15DcUmyB8vDGDznK60meskvz+Z7DGJVzFvA3ezvIDDV5MHigBIiu4noSQ/Ub25qW40JUAgDHRfrT1hmRRGRZzr0zOOfsMvE9wZ06BzW3hwmuGF3Z0Tc+6G9DBiYpsu9EE2bgEtr863YdI6H8sidHRuwEEabrxIbb4j5+cyepiNUdp+0gVvpHs8zqf4GGBkxLHiMrLlIe24b4eYMjmxVh3cBSq3ALPhT9JRNQevZ3ey8sEJooCTSmWsHJr/X2LdNYL+5DNd2J7LFCsSR1tYRMJegVMWmxdvRNIO5LOfb9s4j0PlRW7O1Ozo9O/U/Dqp3pinyx9S+tT48JpSdzNXR02roh6TN0Tv3PWWNL92N2s+027XrZEwB1LDQi17smvZBxcquiCwhpYO61PNoDuzqvEqVIFekw021W5QdR/IIHk9qmN6b53ZVwjfqMPivjo+5DCoEkBI16neAhA37aojgqVD4vrn0FRfebyZfpYI5wzXcmnY/WSdV1yMsJmT0mlPASDUmAk91FrBAZTh/bViuLUTlWXzdJ32+Py8Gt+QMWf9Ub3FdTibnV2L+/i0sNFovso/pN3iNTCc2rM3NOYFJAM1FsV12mKQKj7IhVt1roGusfncegmS8zHvkYdGI0YOseQGRfixI33BM8wDBeS/AYRbPKMpenNVX81oW0LfE/qWzTFcLS4FOqE8MGQyfOQUwT1kvQpeKrcrq7py1B/n2XV2X7R6NSM7rHGvioHezuNd3/RoFpfgwqF6NjhA3nV6nD1WPI+IjzG/DowbBREdB2pMvYIx2cm4SZnh4FDSSHc+gHonzDXX0gdxdUZ5eGPqEqSyvntRbHZiLh5mKYLI4hFRXK3TLg7jwuqw7n7rORJ+11RRNeE8kRkXGZbqRga0IvlWvcEx7U5S1JjWAJuWHk9cmZMu6L4XZ4GhdJyExtu0hZdGZPIQcoZgccXXcz3g6SRBJRGS8DX9e67lHBLZky5BUKR8/km5D0j6Om9RpM694Cpxf25KNr5uNuXa73i3W/AgbxyM81izTVxLaTbod1tx7a6iY/ioKtD3HAWIBcZuht4IT9OSnW/G0+GKK1VbewRHB1RMCdrRiw8bHRJvZ9QSGKvZ6eC535eRlwP4/9t4fAwByVdbiwxn1SQoJy/Gr9FK/nUffdWw1NeigfKEB5Jz6wKdm6JE0AVY+kBtqyu3ahrX9Gb8CVlHBIA2J6V62GNvY1VhcQISTXMp3dU6iMfUZsKF1tOFunDvth5RHZ48x7JHo3JqJc7vR8t5WnWlUHoVX/fO3j28uZPLk52nMjsms3m47+vEp7mEALuOZiehR1o6ByjWDQBYXXV14w3KIjU+ZipNuczrm5CgrqbiylPzQ4PDx+kUcRbj+3JNl7wp2qL5YY7YbLMRvzt6rM35ubt6iIZn7znUcER3qOyqahYCd7s9fsk2ZDZ/DwFrQk97udgAdV+Ftp6GIWHu2PcSiE4nvydbUeCKHQoTVwhGkDXs/I4ICrXzOzK4eHJNKA/S9He14V32eRUinllnjRCFAkSulxcpBqkLYtLbfLzrmx42GyGl9Re0l5HLFSRmJ1gh2dRrsNy0CvDzIU3ciJigfQ1BchYTmvsKPxls4rabiZ0MyU+M0ej4H+78azJ+B+FFGPwtYif5staQRe/zjVQlpKtrbtjpz5F6kOJaH0gOCYxXecciHTfljF0piZQoXI/yOUy5nrUrh61HBs1dP8RunHwewFdQTjoE4NNax1EaTprxWM4+DXa88J357hD3W91WTEfZ8VgsM+fOoWcjUFu68g5rrLhWy9Jxm064c4TnKDueZOMFvGwWNHrqC56UhyBxN6RwZqZ0f84f2twEbEktDN/o1UOEZ/B4MJyxe8LuE7skRVrdvMzXlsHxaAKUPtYkRAXmSSmreUFN0SdxqjMVmTWpjEaG3j1cY5lyEQOxnJ6H1wh5bsF3A5A2+xyvj7aOiJcw9swygk3foUeie+zsnM76ncfqjkW9r92csn19Zc7LOv4ATmSWsQ6rzgdyMun8HuTSkLJ+mgS5NcG2lSCjqkrkMZHHQyrV3rKJGmS4sRs6WQPpIeendhtsTnUx5Zavo0pqOPg1QBS0eLPE62ZJLVBgujXTzbjB1l8WQ2FrKiaa8/MXZGZ3YG4wh3UAvu5OgeCY6WAJ4cOsHNscpaH6kyKJFc0tL+xr2GJRaPG0Xw/+DxR3fXVkuNtqHJYAz+v8Op9x74/h6v/cS/wuV3kPKf+5FxxyDcEEYMq3RToY8QMgUDke1UUpROcs68+S1G/WHVstbjgpODh3k4d6E1Scw5OSTs2On7skMk9dgLZkRHs+Lvn6tnT7AzjtQj69dijMpqJ5BhfvXaIu9tFQdSG5gAdjcKvH4XH3Oo93fdPD6XTkCiHIlqmNoi4NwUPo7tQcqwMnPIfXSZ/4D1NNG7Jzrij8ezpBK9AcP/qcsJ4xZLACuwEe2nDvXTiy+7dy4nJrpt4qvpelW2fxIvewm2HhfPEAcLSnBJ+n9ow7N+UDDOmpPcWFyouRUHWG4peXF8G9MbLyfcDSNA8EEJOXPU/Cio4NCU/70YtYD9XUm/l0cfHze90G92fBe/Mdjg6Jv5Hv8aJfhf8GkSQW3UVGCCpg3iFJekjXkxdGqtOu8obiRE0WpM1XWcdcI4yVNw7AE9dVUHz1dVz3WF+JKA7HHa3mC/UN5aGqcBTgf3KlexM9UB87icnpEULJfj7Gblz5b0d90jivAQsbZRM0r7j6Opp8czO3NVWn8pAkZyDUXuXM68jR8EXCGuIde3Dld2Ig4tRoKtPWdai3+Cle40R26lTFvdhL0hhigt8V5oQ+lbdRXIjmAmYwdzjsgfgspY18JV93raUFF8SQAr+WvEHfmwVh0m+Kj01iYaPAcADmiihJD3TioS2xFu5qHECujqnUerPcRbMyVlAaooPZr4fDEICQlUeGFldJXvgaEu50dT5gDUn8zfQcXL0DRIRsTWUSeQ0uIQemOZWdA9pKPlCsq8c6f16bHZNli1nGX72oW0TXD6miSMPLusZqMHvTODstP1rM/Z7KuzU13O1r1Jo12QALwFW3wB78Lfu+qxPd43xUC6MG4LwwX7F7U2ShtnCy/HQzU0GmqWbpdl/iakP8nJ+8qnQe3sOKZaA/SprIdH3kU0JfdCiaE6+RATC8juNd3/SQhBncnDQUW8zOSs0aoAvprvN/uNLiTWJWa81qLnByZrH0aAEFwqYDmFYKYuGS0mxaVBK85omP8CMbI58KaWnfu6D4SWvdvO/te8KSJ2ljGVPAQ7Um6JiZ+dJxX5eY0LZu0vObcrYCUw9gZAMPTm0f358AsAv8rfbIvpcXn6f9GotUXKezGRP6JLh5scxQPHYvDgabvugrTpqxufSctveLdNyrFdxfnu5xp+uFJPW9+WU0WHO+111fkUUjqyss8f1omnDf10Bq4kYhHbfLKRq+96wPNg37m0fe08yZ4KQNICZuEsp7FxyOe5iDMWIAYsVGjs34W7wZOpk18reqZdsEt8QbnTjvvAm/KBberGsCZB/nuZ964zGOAnEYYBMUw8JupOQ0PW8UJzY6LlsH7HvkzY0T38HqrQsFCRtMfz3Du6vJIJ1zNemeJADG9ZzU1l1eCJQGhT4x95pilaXVbospD+3TiBSAn0OKWlP8eM2jTzj18ya4N0MFLARUYvCpvk5SlbBlKI46EOEBEC7MlLPTcyaLDQoPbZ0a/4wlVTzJD1ik4Vm7CiUUMOTtJ13wtF37CkzxtN24KtT9udwPh3yeOSCU9hZcZ7EGzOurCEN2MvPmdeFNV41uGJxDCizo1UNO0V0/hByecRTAvO6SC65SSPil41E+x7q8pH7R+GXRaC65NoS/PyH5d14OuYOPD6fgWnYMN2YRxdVSkQQxbJXs+X9EjnzVNYdSM4m9+7rJngvDRNXvMQDQtmT1KEjMOpqfBBvU2PgvOlzKFcFTnS0zZh4hUZ60cR3mj+El978dmX/ph6ZhitSLN6mrT7QMUvQi3oufGJx00yh+9BFgx8rHxbnDd0usGeJEzZtFcvOySG/OQHqQMCpMW7pMWWfGSUdMh0Zg7iiLhY0SppxP6uS73PNu0OdazBPj7AVvNt3jeovQ96ktuMp7xDN0FdyUc+yn7/saSgySCpMXwF9eXvju/hBFis0RvTbu+wHvzXc4aQ7F1lEaDtKweZGa4V1C10SD7vsBb/VjNFGP5RyTH12Y7et6mCgCM5myxvO+xyfR5TOMFAxbZSF6aAuKdDxaqEIzJQx5PwCw+MS8uTqC70PvKQJH9z2j9xRFpW9OUt38RCpqaF+bzhOxYmLeUBpNSTQd6ucpRmFRF19o9hs1UaDp4OcjhHc6f2U+3wXo+TJgc97l94Ipn0tjsDCF4mvGqV/joZxQFzWUR+AeRXqxaqSCy1aLUzM7W1WwSZ0GGik9/HpGqLAEp0JdnaUeZdKanUckMedsDJHWE5alRoPNFTemby2wwefKLRbYtFvEwWgCSmq4r2s0QedWsGvC7s3Qq3XjkIxDc99XLGny4tF04cp80oJdC46yfdo1977y3Ndh66ehPLSeIEpDfs2GjKPUiIWgAhQYHj7rhBSZT9gaMvY30oM3SKYMm1PYh4+YhrjCHJ8N6XmzvAzkylZz9lpzzUWlF4AYKun4XqTj3DMeOY+nOmHZGlFTdRWx135rJmE/t4KHuuDcStRGytm3llGyxY+ctgV7zbESmwevWLM7FYIHzxfAEceoKwOBFkraeQ5PHlSmME1hlBrNf/bnyKZ+VDEuKwU8FAXMQgAaoxIokEtK6tt6vOubHmAU/CBz1qFsiRXUZ3olfNUlnG4xVgqinGqntYKrt7iS4M1mJo3aTUrje7M4RocczHgZhLGk0JagPhF2qjicLAsMB87WE077SPHmTv/gHg45WeTEQ11wagtOblJo65sdz12m/bId8Cib3PNxOWFx99X3lDvbzbcj7ptxa/I0NTUkPG038RLSR4NW75ewtnnj7Ei48UIDIPg+nGVfuGLijfQQ+/pdMz7RHsUai9Ma11lRMH2ddeoLXjg/aNcc5EnAmqTaE859wUNbcFcPeFGPQfKkh8Z9tYnvplgRe6gjk4uZNzl1U25NO/WyNNS9xFRPFU4+tHEj9InKXH/9htkxXL2BsbqyXzjIzIYGjSacayY+biYyx2Nmz53ZcXlGOPx8zZuO+BXBcB+fkJ6IrfCbftqHJ8c78QiSODk6MsjiHF5ow4/pNWPuVjRAdKwlD8K/Tk/jOpClB2FUkvMwMl2W/Z6jiIbGfLkQSep0Y19ctm4k+ykE1weYzf15tu43xQnV6Zri/O4QnFy9GKscb4Qe2upr8PHzL9Lw0vPrTn3BkqojJRWHtOM2nXCdTGhgg9MBTcWckycvnVPn9x/ISZ9uUTNHh2uqV4eW41RHnjshenZu3rXgk+0mhBV8Xvs9atSE2Z7jRTuG0nPTMmVzaaBLF4/115V8noe2WvZWsXUZY32AoYijuotmkGtu0aS2nsIag4nrgKm5qvt+ldxjjXlxHvv5wvuD9oEQhiJQnDhfJQYyXrxKlIfTfZVhUMiHJoWc06gb5MABgYiiG/LTD4YC55PZXfD6segbXAxfr+t41zc93YmIhPFjJTWvCPSy2Mcmh1MvV1dR2Mbf3dEirhnSNr5nchLpYLjjUuXFm1M0RNMJJhr/jsBKhQURui9DWcyRue4Z++6ZWpQ1esN0LIN7kpNNb4dSg9tzLHv49Vh6cg8o9nm9CpTn0aTKum8HPCn3uM0n3PcVmxZsThZuKrhND7ae8kLB4kKF1tHh5ySKe7Vp8s4L39N+FeutPThBCS/66mhQCyNE7t7fSPfh7QFgOKxSvu7ePfTuAIC3qjVmWfq04rLfnZlcD22JtSA9NTa35L9ZtoCis5hdgHkjjY/1PowJSTpPpY/0YyojZi8XjyrQ8kq+E1VEBSF/DtO8+fxylCX+1nEOBoF5UiHyvE4V4Tw+n+sXayz3kprXa2xuVAT1INNj5XXWrdd+RHMpajYAm4RlBRQhSZcOn2wR6Fwc5PUAxn+gdH26YZCzp10guaNXQd1L+KmEOKGnuO6J/Jgrs7ktC4CtjggUSthnv65DrjiUikOuJq+eViz0kaGKiKimoZ7N11fNFVuGhDK+ZpEWpF3AhALnvgR3hmuhu37AbTrhSb7D7jWDiin+DSCIzDzop3N0U0JDb0r8ASy2ZkMOiwsAjjIXbMijNvjzrtLM9V1T8Hro0vw4nWIVv6kZmmZHtW1tZ9+TqHeCDmNCMTPD4shvhiFoD21BdS8kvhf0RYqVVqoXiBpg9TmnjkNuoRjlgMVjr4b4LNlWhmZSiPDrGfQHb+6WZvcJv8f0mqAtIS22epesY6XFgZ9rWtaT5pSMBsiWBrLpj+/FVlf5bINcAAdeh4DR6Fwg0YLgwL6u4zU+9efHUTaFHBRIgtQ0FFsARqfqUltNYx0grrbS6TEYddDRmUvIn82OXnTB40bSwyDO7lLKk0mnn4cfA+zEW1zdkxXJJ0I2DPue3QdGo5MXjB2vKTTcKwYIK/rN4c9DGfv60u2Gz7UO54FH5Ww+N80klLc44Um5Ny+didT0tN3gcXoIyfqpL3iKa9y4/wUdVQHgFxwJ2p2gyODSJoo3831A6myYGBhqDs5LODfvaoGDWz8geSNkUtINv1AfY5GGF/3KTQ4vc4DoN9Q04VE+h0rtLN05RilM2dbU8HI/oOsc9GcE8O4IWlPx4mPmhLWZbHjbTWnDFVfO9m+SWWe4GUkhW7LYiemc0OLST56Mvh41ONk/7IhN8mJF7po972Vzw0Y97biMp9Dpa7wp0mzNNpzAXE6IVZddHxLDQd7HeU4OzDv1yCcBHgFQGXb5801AYQqUBSMaRGDN6GEiL5D02RJoLgkFZG3hyJ2KoldDeUhul6SO8EjcoKjgYtNs0uSBLvHcBIzQWlvGWiqOHjR60oFM8gYKeMOD0fDQRA8AkhgRd9fk0RGD3/fQlhgiLLsvYUk7Mobi6gTPjppyt4xzYs+xawn7iabJFKBi1zCdlunD87RfeaM01JbkCt2mU9QDOjHTnyejY0PG6mKHLIrn/Yjug9O9HlylteNpv46V2KlbIxYEZ/QQUACIFd7uryEwJPq0wjBU2ThA3V9v8qbYgNlK0Rs+6SgwF+b5/aS7Nsnq87GUhodtQRKNshGDlfN68iuDMvx9xtJRN/dU2s1G4ULBtU+8HqKXdaCfWhTI3RzlQ5Rjq5C+SMjT0+axTLBrqcM+J3zeuNEC+Qz0/01k/qUfrYjlaYnLaxeM31oGtE8FF28QlJdLm5oc7hynbjWeR3kD0SF3lWmqpoKGE6RPi9KHMaFOzY6caanr30PNM4HGZSxOkky51VoaSgO/KHaHvwXm7cBdcBLFVdljf/zYXVaX1HDnUCzThE99GdJUaXjRjnjZjgF7M4LiKBuu0xl3/WDREiFTta9l9hbl41Rl8XmT9Elman/mrC0Wm+s0EtgBTHt0y9CxJqp4UyN4I98Ht4irNh6czGbJOgAnHpoqZWsZ93WxxGNI7MCbJndlLgE9m2pLIwgQGGtHSXphThj+F7O6Bwj1n+yCtBlZR3YBEtcrCMm0Zh1ePM4Z68topqNpmXlo2YqKdGva+wHBazMUSI2ArERxJFY7qQ1BwIxijq8fHVwvrzcp+XUfRMFs+HFuwqv8Bh9SmLQuuwUuSk3D0C0hYkXGHclRIo+g0I6ImNGOsdKCEZrNyXue1O1aGBJ1P9f8xgh4U54tfPRUC/YpxDKJ4pCrx0kkFC+Cm5Nv+bhDrqbq9AgFAHh04cReI2X93jk5/Ny8ymYy+l0/WHyNipOGNVbSp75i14Lb9BD/n6MhSFZeJ07QTI5mjcjoEVLMVRh/hpHCLuELNGd63esh/s11fRYNgjOPOSMwXNz9zT1PbstGG8hRK5v//9xzWGNUTXhjvY/3ZajlDLHhYHr2lPWmw3OHNYaZf0xZn00sKaSoNXlI7XSOK1eqGj49EY+THfUpOoj4PIfXDizdzvuZ46MwK4awZrDPRbi3jlpmgdx2LUhzVJj32HkQfA3HO7gsfXbHzNkh3yBQGt4wOtCJAPkkJ9Ufk6fmBQPdYXBpfB/eVAToPhWS+zP4FeNmxRNAxZufSQHCk4JcgJCrw39+mhXye6tEBEV1JQfvP1n0otjVni5Sk+fMl72b7LROxoUv6jEmFrqOkiPzrF35Xt0UDi/61YXTKdOSWbBYYDg1bb6SupkclE+TIRmlqISxX/Qj7vuC53rAna64o6pCRxL7nOkzfD6q+4rYTp8NEP+mOu3OeQmEl2/KGWtukW68ppF0DCAaIMBuOFvNqJ5ifNpsbx9EwS7IxWMnhEXGw0YVl9k2JMdmg4+p4OL5md3eXZq5mtJIkOtTEgZF7XNpJAIYcblYFAtNM4N3lq1Z6Ys4zGzoqLQROcFgXelO0udp6ethGhXOxp/vxGOst/z/E3KrWY2MyZBFYAwxlO9Syt4E2FPwIKRoNLri6q6+ZyjX6wIPDqY/T4oYgVLMoHDbjLOXcx99lJ9nS24XZOY5ekZhzRAN76gQOrXFDAqnGztgSM7s3Ez+SnfVI93Ref0QOQWAZ/U6mhNLHU+hqqIaihlad/0Qju8AV08P2F1ptQeyI/412b++TTVlrNH5vXit8+8X/RjEaB6sGyddLIndBySmsvNIGHEZJ11iFQ4AZy1gfA8AXOftQu3KdSDVW4v0WJMX6Xi5Hy54V/b9rLF5qIsRy31Fee18Hr53VOvNaevAaGhaS4Eonk6LrU3d5JJml2Z26+spiiz2jH4aDaHwfrSM89fQT0eg2cj4dZEqkM4SiDDVWgijVYl7GWkeRJv7ARc2EG/38a5venju5V0HadMntUBhpkYIwODhAIMoGoiL/+UEUbPtx1gNCAzpIdQ9K17UYL5UZXCBuN6azdxoWd/hXgjO65Hx/WVag5kXQ0atOWBMcnrOtWD1XS9vwDWmvh6NUILiKu+4KZtfjNYUkGBnkm/fZbfDReF50a9wlM24Nn0Jno01SeTliCFBukaCMTO4dk248a+/yMKBxn7+KBVv5nt7L/1xJ13MvdWRnmPagu+zeZPG4NFzX/CiHePnpq/Ip+o1GhJ+YbsF4IUe5qHxYj/Ga1Wkha8RX0O+9lk00DWSStelelHxiUwUrWb03dGkzYqPMrCPKdyR6i1BopXdzTP93LLmQy+9LASoV+NGzTA/7seDs/OKs3KqXpQKLi0YAAiT0nnuwc71dpj28m74KV09xuIdnq7uxxzYyqaQ13hkBgEXXiSjAfSiQnHCFCKqblqoVdB3n6gcwVVfX4nL0+FraQCh/iPaw49t24ibYSwFZczRCE28tMXRn1ki3Xqy/Kc8OCZzE8TsKKqMqNoCLAqBpqXAWO8cPeA3Y6Suh4DACcxcH62+agbgSqlhTNgdtTGEKIVDPJsdrr7YhOxubTHXp2t3bs/QqBVstBgxsUaDJrZC68uIougLTr42I8rzsh3RNF0YnTJ89WU9hFEh42sAIyuPWApzuKbbO1GekkxkMoePbt1UWQLgfl9ikO3qpoSey8XQWZ4j2+ZuzG5qmcT4oHRsNrWWoCxcdwDDNsWadHOMd2S6Y3zOqRcgiRlec3x7EVxDfzzFPBwaiETz+waR2d70/y1Z/39ypF0hainQeUNkaIkO9EeTmBeJZwiNSjNB3HkiOGN0puTpiNrNg6x1vqG8kRiHwoslyaKCQXyci+hs/e07zzCxE5jcNRoexK6fsDcAnPZiyq3UsfsFQhv6Q644t4L7usbNu2qKKAqqNGjOF6skJFNj5BNus5H9OPFZ07HjjXyPTc159b4fIuAv4iNcSbFrxvN+xEkNuSGq89SDBQGEJDVDcadL7MHv+iGiK46yh1rs1Ffc5odQVzBclH48y7Q3Z2YQ4OZhiYjP6CRMUjpNbNP0Za+9TVcPe8HuaddNBYdld5Mxc8quNcVkNVYa4uotjOLgDr28kcZNE+PGO9ajcik516loqD0HKSVzow5copbk38znNs9NdR6crXoui9RY59qHehmNfGoOa9d3LtrD361nywcy2J0Tkh1a1BLXdwmPEiW8L97A0nuJQ4zA3uep8oqbkEp2ToZKGMYBwHY2cqFOa9MwJ1wukR0ijmcXNpgRoeXvHdyccI5YKanjUCq2XlB7wsv9gFMbRNwRtmtft/eMl22sgahSuvfwUV5vJPdS1s11E3P3bN29huScuX3m23MpPwdwYT/BuvKiH+PrqcxcpMZKiwRpSsyp3mKj9aJfAcBFLenKMAxHdfrgLdF2I9Z2bnrKuAnydwCExxcR4l3N82zrJfg/d3W9UHEVrz1Ws02uriomTffGtbZ8IURRFZy2xZRcfcTj0IgwpWE+SJRZ0jBAVIV79iCaG7r+R9honPBykbAOX+vq0u2eRlqHc1rjUpmGdcBXXGJIEO+tfR0AQz7L5fd9m493fdPTDjK8euYbQx/IjHTjLrSDXPiZEMmJRsi/niqX4DYAjhT5m+3rMWAgQr1MzyNjggyegGeW2DeGddFZTc7qjZE4isP/m7W4xq621jEdHJcaCAQZ/adacPYMnjlkkzf2u7pa8fPmZ9cUZoWzIymbCWA0JpyI3mqPglt0THsULhIDn3txYprybTphRQvfi9t08sT1NZQXVF/cxQrMJsS7fvg0GPqT9RHu+wGrtDG16oJD2kO9xWYuuBDoYcgIIEzY1tRCqr5ms9inz8maWhQeyoNFNBxvt8jcGsUnuww5fHpqsgY2YGKeR05krgM6hhPrAS8mnJTEG40qHvg5mm6uXuIc1hG4m88Ivlqgn0Q+izU5AEKROFs8zOd2oNve4NDJnMPEO/XoB7fJ5yqT1/zkdi27XESGyLRyHutKDLSHqhgGxnosAAcYEYQjswguwkb5N29gy1LdB0oigZ15Swwd3T02Jfu5TnQAGAabtSd39zVBwzHvgf4CpjI6NbNy2J2PUrvHsTgKfHbjwiXZENQhOE9rp5nbByC4Nl0luD5P2zUA4Jg2JIe8Z1n5qS/YkWOlPUJIqw9MW/D52NxwHUVDwqEoLSGQ4MEBDEB8f7pO82d+9aBknuIPa+paNIybN0MhS09mwzEQNHU3fIv22HqJ9yLBXs+uYkR0l5qTw5VlqPK4Rj+S6wXEedF7QuGQ7BuD5OhLzEhTzl8+NGu+FSGgsRcjWX1gjlx8sXMPp/uqCS18s+KZdBFUPAsngIikiENtFfY6RRDv+qZHmjccE3hChM6QGfjkquZM63K7SKbuCKPBOIgA9rnA2+oqnn/y94D3NfRMsclZxnM1k8SCnh9ATIfq6xBTdUg0SGNna4WQkGVzTklOFn4J2F5/axlPDifs3QLtOO2tqcbkYe6sNVZdh1Rx5fbq12nDkozIfN9X583ohUEXiwZVHgk98rD4ee7p38j3WKTirfZoCgYsQ8mlZkI2+4FYJs4hiJFsdpKbEdKBGUAQIFnkKV991q7woh1DeUFztV2Nx2QoEBs+KlgUT882Fc5S31kevNWMJJiyt7xRnabwOCdnJIDQ8ZTtNOyNdey7Kfv0czLcVLtNSWGg5020dAxXcH+6OK+5Z6dxmBckctikAioyzAbd7dn8eDD4O97g2HUggRjlDSFFfaceFuyKMF4b7439WyYFS6hYgEFaTjDCJ/Dp7ysjJ+pYdQIIEvPc3CgQN69c2kROTdhrxr6VsEaw9dY413Lql3lMsHN2oMQSBnqAnefHXKPxOeSKu7ri1oeBqimM9for5zRgnECiHwf3y2JUxH1fL8I/qUAF2Fyw0bAYiAbBvWfs8WuOspsxKTqe92OsudjE2POOdHX+DcBMU3EZNwGYmIFcHnsNTN3Fxofo1TBebYFm7W7Y2iFYJoSYZOYExdPdmrmtF7fAaBeSdA5U8+oc/p43Ha+RAEFRaBNy//J0sMihnuD6g4vzYeYd0h4h5Y7e8kV+G08QbYJGEY3AnJWLAofm6HO389eJzzYI6Tj/AdCYMGwu2DgJDLFcRi1TFwKQm5iaNT3e276W493f9HR19rgG74CNxUXH2QZyQ7lt2n2KbZfwf/e1QKhieFNZpyDCyek5VZuWAS9iapOkVHvDtSj6oQ//jniQNUKMLeAEmJxJXx3CnifB5lLp+/MahGZODwDwaHWnVHf4rI5kcLIDbLpjGB5gF/Gn6jVO3SSvizRc5zNOvicn5Ly5guqkK140W2+ddMEb+T6KyCwHJQE5zMm8KNJheUyECU/7NT7RbtGRwkH11FdYEKBNi9zLW/BhcsXGUG6RXMnCxR28uS7bVWbTWQ8F10xg3lwZk5MREU+1+MSlLhFOnn3WPAtNg3Caibp4xIT9PUInsbCTxjRFDbSGcHEopYjQeJNN/5ypxl2cm8FLAZvu6VzvsKZG/NpwJZZmGZyejmFAyNUt0Y9sSA8/3rOtldM7mcysdm1ecPkEQPIGMw/zRaVvUp5M2hQm4+W1nOBO6/YmpaVBPIttRnM7g0oBdOf68DzqXbC631OtCaU0rIex6gAMdcxJzZGdnB73cFmd5Hy/DxNCNj68ST/fj1Ermp//ACXpEvlbXRPuJm4fycxz+KcNMzQetCHpOm1xbbN5mJuXU188JHiYANrPOsJBOezMa6tQhznJmMjxqVvsxZy4fpoQ41Nfo27MR0fC5it7Nl98TqbIE90GXATitYZ145Asyf4yzzDjoS2ujEtYc7X1lf8MFE4wHNqiRVKgRwfnalHFdX3YvOExLiHbJnI7AQSvUETNOoP+PT2NzC0FtCX0mqw2Ef1Z1IaymgyRcY7PHI1kw7w1M2MYk4tBjbUrChRrm//dDop25fL2iTP3Oo53vU8PURwqSwYSM6lQPEw0byxknpB+GCgObw4KhHQ3iNA+CeeTxAqiL4q8mZLDDOXG14wTABP8jTFRKuxB4Q1iH1T+PU1zKRskvhysoC1lXCgkNZLbs/WMq7IH0TSJYvOLdS0Np2ZKgaaCl22gJgbLmilgF8GLdozvv6OEA+uuGWddcJsfonjderL5rJiYj0CLfNp62q/DbPBpv47HAIhiR4I0nVBZtKgKS9Ij3+e+UylijtKLNNxjxbN6Fc0Oi+RDW+J1OTmaQ/Jm8tc/e4dQpGNLAwkyiXDH2U3l6JTdWkJvl5OXtmHvLks3NI8k5nlgql5IoEhnicko0EngYpUKlci5ofXC3HgbQnGJcOpEYKaslEhmgJV+XnLFxcfNpOW5SKUGa5heZ+V63QcnWIzmURz5aYepHhQJ7s68+sL8q3dxFZ7fFIqi06pA7fqVpaPXhLx6A6SIAMjsqq15hc1V6VpqcHO6CmpLWLzhZtMSyMD0Y3XYuut2PY/mPldsPgyZdN3Oe657u2dtLU5sBhA5U4Cplu7dvdhUYyQjK47JoyI6A4j7BVeGBoENpgDjNc14ioah7KJNhSE0Ev4613L2r1nQYaaDO7KtumHDxiyuMOXWuAUaP/AaWRQbFWOaLpqveb3Pn+O+raHW4jC1q8VKrK4Kvcpm3MqgUQA4ZjM7LckUXPNace+DbM73l9weeq/RniAlQ264Wm/NGuI5diLnjlpTcHqSdPQ2HP2Nv+NDTXO1IXMfRa0JWh3dqckk676FoEtz+Ib5Ot5gZEDOYkNVwcSTnZWPhqoq74kcxF7T8a5vemK6zZNiim8MMKTr7s3TFxn5RQ3QBQMd8hsI1O5RmuBTMYKZPhc9TTo4PZiaJdbGZm98OkucELqqdc2c3hLsplg6sCfIVbUCzLRmGMKzbRnrag0LixhgKg4iQadq5OaSOuDuzLfLGR2C+ykB+HS+wTGbfwYv0JwsmZwXd4LirAVP8gN2zXjZF1ynLZybWSgsIdl2+m/ku3hfsvQgIB/ThhftCse0G4VQDOGh4WB2f51Ptke4SeeYvACE0gJAoD5ZLISUjY9B0wZDs1g9KQ94WQ94tL7AJ/cbmxr996eionaz5mfScdWEAvv4w75gb9ZUzissgTVKVmS8KDn3Ak5mTsW5Pe7DM14U9cbF4w1IPGZEAf0s4Ofw1Iik5g32AiSRS2fl+SZMIIGDGvk+87USSJBPinQYd7+N4LZVAKoX1wyvAU0AXqPB2P+Kgyis5tEYahqwPYu2dDGbCh4zwNXNikK9EY1pmZYFCcbtgX2+O7Ir2V2+3diyLM2ddTu284L10D3LzZtpT1Zn6Kiq5cCtxdRa5IUci12/rBF3+2qDkIo1PBD7MaEhqb6rK84pOwJqWXQ35YyqORDSkho+tV/jkCqO2VyJU7LnMNPCGt5bTUdCe/cV9hv53lZc/tqZw7snqLuii+spIkWAra0YQbPKaLQ2zVjFuD/P+xGrjJgLa7oUm/vy9ECbMm4ciTrKFrwgcoMAyxtrLeFRPoWKlbUWQCBYXVPwoKpanthDW4K3U9J4DejIDBjXavNmMxpLN5dcs6Wss4llQ5uTQrWHgi9NZGYzJvT6pBJ+YdupQBIcadaxcgdi7Wont47aQVk7AOzJzv8OUxIDHr1CZFguBjnaaqDbKovgAL3tKOiJZud/Iz2/9KOtAl19cmIQKGF4hoLuXHVJ3ExmkqhMJFKSOQH7PBOq4+MxWbtfh795QSYt/AYOiwPoR/Viap2xLn6yUMZcxQwLfQpMdLbsAoggedGkiqs7Kbo22/PmZFBmTh0N402/KnsgGsN2XnHMg+DHsDxeyCX1uLAvoGyfiLoK7ryYmCJjJCcDiOaGUxLJhMnlo7P/BTDxhCChzDAkafWpzH73o+zY/GZ+1w84YQnlRoPgvh1wm0+BUu0941E545Pbo5hW7+oRV3k3CN+v7iIdN8sWJNAunIqHdwZNH2kaVqvdNkRsMid4J0DwNJRNjWIofBzx0QQIfBIiKbAA6TxQx3x2hIUvlZ/D6TyapZmjEw3/hABFEzOf13o5ZXGty4aGjs5owHYjgZbyegDM0ydv+lqntdd9hMhABe7Hh3Zgd6gjf8uHm/Gau8tsB+CNkeaOsPAH7G+/2WgT6DrWnuKNEB/W3VdlWe2uoSrB7SmlmyEd7Fo/rrvz+RSlVNyfV1u9ulcP8/fo5xJNPpGEnj2QOOPURhBx1YSkGo7CJrXOaCpYJ3UjFUu2tiZ/ZjQE9N4iAZqIiF27GX3i7nClTZTmeb++kJYTIQYmBNj/z1VYFuP+MF7imJzo3A/o3jQd047Nf2ZaacTKylWp1+kctQQAbvMJz9pV/I4PzdRTTFZHB86a4vWozdysF+no0s3O4hXOIGB1hKvKcysXHktN5dMARJKa95ptjS40uDVULyXF4VDDrDD5INbIRwOMN+hDG5Wl4ueiutAikB/WqonnJiqDz6NjoIdoGBHGUOVNUzu6Tx1Vqv479nUg2heDw9t8/P8BpwcDrndCMz1PyoNxbTQBPYtxfqqHK7bRqJDoKfFGj4k2uD0kS3PlJbab5LSd3CxuVteEYscne5Ijw/OjiTU8AGZDQu796cdgUCYCqgx5tGiQaw9uRw84alMtvbe5LHu2nl+CVJgie4sk35kYzJ32rhm3+YQG4/ZwCqNBWKy4fNJ63o4BU590cUv4hJt0jkJF0vPjdIqvzdLxiXbrslZbbZ36EjJ5wtL37u7KovSsXod5Gb/uZTvgF7Zbc5tVm2IP2aSlJBqWZLk5tTvknobHCaWhNITcasbuq63syA4VW1TXdDcB67s1RAb/qd0AaxqeTI4AWpUzw7u02UkVQX4dYZegYuvUaHicfD8rrdi8583PYaKZr1wfPMeN8Cz2PbpdJ7xugGlSY73j9bBISNYvMzbeWQdfH4CIrZuqqV2f9n6MKVW2MQWbOeFAgrDL4Ej4H1k6pCjEIyt0ctFtD9maIb9JSFLUmtB4/XeS5Y2YXGu+cPvm+UiH3urKnzqRmIFLI0PGG1jsyiUaRBVjgoVlnpu5Ax9S9bDeHAhwBJjCFFxnFyfMgwyRlbPLwbN0nHR1xKaFieGNr6NPat5f84qcfJzmKAoVYhRW3KaHWGVlKF70K9w5QkwDVQ5fsUrTNbyDWMvs+VI0a6e+4K16g/u2xsdmeTqPJEN2bpl9NhjNrxM5lVvLITfnWos1ujhVQfz9a47g0X27toREOoO/X4sTm2u1c4OOzDnbCpV1KaWOlLlqRQzUkoxrmJZm5yVtVMjtAYa5YFwvljuni9ctBwAuDHyzontmHbqBAnM9Sd4kzXXmdRzv+qaHI7aKNzI+EcebkYBezKcnkB2qVqYXfv5/cHzmqZhrL7fnNwhP4/FtVfMi8MmQpFMlwXFaZWi0y36QLc+09W43zu771u1sTpvNT3Aj0SIg7tbN6+HkcnWuuCidfLYdcXI+C+Hr7E1Q9n3+uVnjwyYocmec78Lp6Dqd0ZxEbARCS13PonjRj17kFJ90RVfTFAWR2VknXUJh8bRdGyk5bWFjPyu6rtMZT9u1FTwVvGzHWLmd+2JrLbVm51m9xvN6DOdUALgtJ4Oh1Zyq65RETc8SGqcNbwvBqRr3YfO8rZw6znuJG1LOU+SEmvOpzOcT398ZMp4lz8n+T0KgCqKgpE3CvEv20agYrwzB65kbHiI1fcEFWhnrVxoYVjVTQr8mjLcCV4jZ38Hr8YZJBVAnPOdNAx2ayf/vtCOKM8aAEuusXUxhcvDV9CxZ96YmGh6iQOHXY4OMeqK1MnWdf29p1IJsfJ7ktv68plNSrKtJ1mUefhh54nwPyteJQDY/b2lm+PR0hZfbIZr8JTc34xxNSnVEIjkXhTWjq/nO0HiQSOiM/jLfbvbEsgBS8YZnuCuvUoc3jjc3dz4k8f8Znpnlj6OL86tfByA8eI6yh7UFidKAITx0Z97UwlAZPXHS9YK789Kjd3bNsXJ6lM9WC7XE70f+zbkvqBOhufaM3RWhDB7la0qpOoAIdWXzFEOVN63D2sDWWhyyjLw+YFXWIZ4XjMLZzouvSUe6OsT9oc4ZWhPayZ2YRU1VWKdEgKQRmqsuvFAimBzOm/+hQGexx1KlZapIGUgPEMqtuCdPG7XXcbzrmx5RRTmp2eLrBOsTwelOYE4+2S4CzYPwzH1+3nCh7AIwJmquwvqYuvuqYR4HwDrYHZMMVkJFximRDVFMhMWfkH+aQY8DCgfqVpCyFcbsEnXyS2ZF1nxRcJLgBUwyY3WJZIeEwuD5fsRdPaCkhuKeFParSzQDHYJj2r0wMIF4KDt2h8LZ0DAmgrD0dTpHEeJx0gWfrI+wSMNdP+AX6mNDkfzCJ5fnWbtxdMcyvx7lU0ybVIjNniIBuzu83zU5b+EQjtRH9ya5LtbYHXINszVOxVmM5HpYhtEbj3Wtod4KErNbCwRfI5kHU5gQ+vlEFVCcvxVBECTBjyZeqSI4ZemVdRcJyURxLtZYjsoMbsrgBpnJoDU8/PdYqfHnG88LAKnpha1DqMZeZ+V6zUeQMsuIjiGSG+GjXHsnGHenembaKY0Xh00t/yZHgmgu/y1AWpsjQN0VNRJWFSZDNosKJrC3iBKwF/rMNUfSS6m6r7ayN+xJFA/7gqtlj+GHyENJI+WbPL91kmNf5f2iPnRIuA8DwMtmSC+RkGPaw/KCjsk8iMa+aFcRYUH0mPlc9N7h5yxjaw8eT0KPpqb589uQZXzAT7ZH2NXIzBQ5nPpi39MRnF2Lc3hyfMwc5LeLfEAe2YncS2qxyrvOm7kp9xWHtIMBrnS9B6g200DPiPSQ23NwxP3VLDXzQOrxtVdLxZIbrg9bZP3Rj22OobABzBscFQh9fWiV0U2tZb/gtIsmiRnwQVsuP87yNKECo74MBIiUjXyfIE0uBgne+/qqaEe7JvpEG5kslN72413P6enZCjeAyMyaQxPj3w1AU+MAsWb1oXphAOksgaAMOBAbP7LvJbsiPArSJmgrfU80lDmUC8f/6deigPJJqQphs8SJU6wwmqeHBqH5cNiDT3Jc7exhkeS0cK4Fjw8nNDcnI/P/k+0Gh1zxaDkHzF1Sw6N8jsln6wXn84Irz5hhoeLufPesrPt2QC6K2/yAZ5Gsbmf203aNW5zQVACsuElbIEMAJ8Lku/gNH9vfwDHtAVHPZmHnvrgvUMJ9W4LDk6XjSbnHs3qNX9hu8cZiMRYv2yFytgBEASPKRcv9k0P5WWyiPu9LwMetJ9xta7yehJSJ9LQ2Voy9z++pnzwCI6h3uUR4wKYYPklNsmlvqKXZzj5ysJqjQY7mEHEINRYQOVkzN4fneHxfhUnV3VSQdg/82cP9WabhwT+Xz5Ndw0xqfoceYa7mbssBviY4V8H4D2m380cXG1ACpVUJM0ISoi8+zmYHiFTq5hO2JLUsJAHqlg1BKw2lGKlZUp+Ss4HDsuO0GXH4zI+DNSGHdw8VXtYYDVQIAE51waPV/Xh6Qsm+vtU0bnJiyM9V3lGk+7VrQ9Sz/QpXeceVI8AH9/u6Tlv4elFEsLi0fXB8anD+7l2ufps7rl8RLQCGDFsjYKTnVRru+oqbV841Ghc+bSUGp/h65/sM9+ju7tAS9cdMUhec2hHX+Qxoxot2DGFH/Dz++HMtISVnyjqA8P1akoU7n3vGyTPNZqSnaYI2idoDDB8wvif+FmBr1vTSIoPBs1TsltJQY9Vulhk9GalZ4eurZqv2EMTkkb+ljFHh+RkIjIz7kP8w0i+5q/B/p93vX15zIntLzPiQQ0V+kNiwzN1If6f59Pz3//7f8Xt+z+/Be9/7XlxdXeFLv/RL8e/+3b+Lz6sq/syf+TP4gi/4AlxdXeHDH/4w/vN//s8Xz/HWW2/hIx/5CB4/fow33ngD3/iN34iXL19+zj9Lqu4X4pNpqKcSLiMk6NnDN0AR4aLKj01TdKA+Oj6vMh4DxZClA4PsOE92Hs4GTI0QScqFsDhGR710y+w5lQvyGdcovVk4If+f0mD0t56wFpskWMPObViiFzE7+vcc7nFdtihkzRuBp/s1uia82I9R2ADn9vSMJdXJgKzg3Bdce6NkKqoaHhcRPOiZNpSfv1lexnN+sj3CUUxJ8Qv1cfB3AMS6CjA1Bc0F2fxEuKGm4PPclHNI0h/lM27KGbsmHHLFQ1twV1c824/osFUgJ64lNZzqglM1siJNHU+1oOTmZEL4+kpHqrrAG1J/f+fGh3yN3bvr0p34OtAEexJcXKHSzBZBk8a5ZUijnYTJ4WMhB4d8nUmVRfNAIotRrPizZbn4OhKg5waGHlZ5VyMsu0Q9+rnGDuFzOz6f6kY+ia2uyFEgcRlWwAMJ5pbAG1VRMT6DAuI+Pbr2QN3ChDLeb/fsySxQYjwKGecMEVyuJHpPaHU02FstwR0rueNQ7LzM09prbwnnWiJ7i/lNRHYOuYYEGoBJqYUp7AOtOLfiq26GiFqG1JvLHa7SduFVc+4Fb1Ubdp61q0BI9l5igDJbCWt0jENjg07ThBftavL3Is/wlRBSNe4PuTzk5JzU0Bx+DZsRk42P7C8iPTMKTN+x7g3aSxc/3OYTHuVzNDr3fcXZTQf5fcz9OsUQdVcPbnaoMUjRiXmksAuuym6rSgy0Zp94Os1ruALYXRV68JDpMBn0945GtYC5eu97xnZegvdlGVxGmFfnGCrrEgfr+aD/jrsrg4G6QIhxeP/iBqMfvC64Y7n4/VCqIJ9dAOGKaVsHO6pdJ+T5NR1ve9PzqU99Cl/91V+NZVnwT//pP8XP/MzP4C/+xb+I97znPfGY7/me78H3fu/34vu+7/vw4z/+47i5ucHXfu3X4nQ6xWM+8pGP4Kd/+qfxwz/8w/jH//gf41/9q3+Fb/qmb/qcfx5pnvjszWs0PpNPjk2wDuu7oRqJn4OcOJ6PjZBO5oZEfdSnYK4NiIpyYJLuUzd40/HvVwfcbQnZfGIMJIAoj+9blVyO6ZiLYZkKobkG28XNLzlVy9s5t4IX+wFby+HTASDWP4BNs29t5ptz7obysLi9bIcoDC/bEXsvHkqYQh560ezoEg6nj9MDNi34ZHuErtYIbVpw4yGBT9tNFD5gECXp6LprxnuKSeFZEJN0PPOCl91/h9A94evIFoOZD1I2el+N2PxyO2DO2WIR2XoO36PaMk7bgvO+uCOzoTr7VrDv+aLhSdmMJdXdd6Phoa07eV1TIyJtik/Z7aYb7uLJoyQ6hufF3GjMiGQCvC7DFcbDe+eiOVKIc9viZ2BTT0TSoytSg62DiykkpWlcW+0wGrzP9vi8qxu+zpN9eiFEY8XIlVe/6mFOGA7bifVGDaUlCXReZU7Nbd+yvf4CSFak1QrEZTyF+T3xS8VVmuSGJVGb7gHn8SWc99GYr944zY0NuT0mHZfw7mEszepGePw4vw9RjKoJd211wcMS9QAYQodzL3hWryLKhpyfvdtg9LIdg6wMjDUSV03zOntekd+ks/GKXODA1RnFE0/bNZIjz3R7Hooyc12+dXuN+34Io9L7voZS9IXXsvlnshVbx5JamDFeZQs03ro1hLsmvKxmkcHvDSAsAADgvi6Rbg8YkrM714fvSfa11uzCfNpL+DFtNeNQPoOxYh+O8AHSeW1K3jSLZ3Jhus/I7BUWCkQ/f+nEDDvPZfNzkcOAXw8zL4drcPIHY2go4/4Z6lAxVVc76rDaeE2HqL69Eos/+Sf/JH70R38U//pf/+vP+HlVxRd+4Rfij/7RP4o/9sf+GADg2bNneP/734+//bf/Nr7hG74B//E//kd88IMfxE/8xE/gK7/yKwEAP/RDP4Tf/tt/O/7bf/tv+MIv/ML/25/j+fPnePLkCX7d7/5zkKPdADmVsTEJUmaDk4xNwWUFS4YMNdkblc+uavGVGGH8i5gLf6PZvWoaCI6mCT2a8kZmUimnfRX36+EEyH1qUkhxiJCOlt3CK0tpQWCjnLX5JFCmye/R4WxEuJ7CoTlLNxn2NO0k6XiynsJrYk01lAqLmLKJ8vWrvEdBm12PrydU6Jj2kH/ye5DPs/m0lcQSjA9uZ/8qOTKJ+oS1REEhskMY/Tpt0fTY5yWK1fN6FbJ4/k4vHOEhh8Gm2OF3tHujc/YJmVNX64LNyeHiN51YH54WO7eyQclmMJfQtjSmJhYdFhu80vxS/YcBI1PZFyaEAFIT9GLqIh7RtPO8ApD38XEaZbKJMbm7f7FzfvLZuDrhUzU1Mu5kENcLkaG2Cta7blyguwf823/0p/Hs2TM8fvz4M1yl4/h8qxtf/P/988DtEbZidPK4y9iJwhqh2UzayKHqx+7vj1+7WSE1DS5QGe81PGhUa4q8I8Cbn9LR9xTu69lzupL7rNSa4t9EGInwUpK+Oq+Mx5rNx4v8kLttxdWym08PPO/JG53aTa3YIThm8/ExladdOwePrynSbZXlH+c1+bicguDLfKrjK+N70+Scn/2ibpy7ZeUBCBPDRWo0JwBwlA2rNGxeF7LotGJvYQRo30fi8/w+ADP8WiDER9nxzJslAIFILdJw1hLeOfz6F+1oiio4+dtvAubObKo25hdSwUWyM2Du70n0wvLiVM31Png+pVoD23LUHDowc0VJBMiuk7Fej0YnaTTM5IZJUju/ikI7gndoDxrrqzAm5J+126Dm6KYuPVa4SHbfSud0ca9NOyaDT4maw9WXwIQ+5UECKGjbCf/1//d/fFa143M93nak5x/9o3+Er/zKr8Tv+l2/C+973/vw5V/+5fiBH/iB+Px//a//FR/72Mfw4Q9/OD725MkTfNVXfRU++tGPAgA++tGP4o033ojCBQAf/vCHkVLCj//4j3/G73s+n/H8+fOLPzwsfkKjQeFNIPlNYHjrmPW+unw9EB0ZDc6Ywtm8+DfhuoDoUIcpa3zCI/oTk6Kz2IdnT4A+gMOAMUGq2ImWdUgGBWYipWZ2RzWXiBdNUVSPpBDYSX2uFoR5qgVXZcejdYsL0D5fcGqLox0Jp7bgk+cbdBWsaURT3NUDOmQYFYrt7sNpNO3I0nGbT1aEvOAl6XjRj6GIMBfnEvt2g5QFT/J9FCNgxFO8VR/hF/dbnDvJ0IpP7Te476tNaDqmVhammJrQXVVhRWhx5+ln+1WstADjLzF7KMzDHJpm4jEzjggVHxaDpktpoZggYTmJwch1y7ZDFyAtzc6jMjWzfs4EHFwlzhOl/Hk6V8DzSWANj69JQ1WF8fm8jcaFa11hYzUVJiJIaTMFF3lB9sQIKwcSoHsx4jObtF4EeVfUg3zOCeufd3Ujruux0qJ9gNTRtPJ90qzox+5chemmwSl4WpMN/61k1zD9UVzhRVVXpF0LLqJm6p4j1oS8Hjbe/GPGdRIKH3rFJNGQSF8tO/ae4mbNryPHjz4ym6MRWzdrh5tihqZXeQ8nc655qO58a7e11nXacO0d8qf2a/fzMin63PAAiEgbNjyLNBch1OD2cHjZtbgBYQvl5k06B3+HwwnFDi9cfcWB6y23vRgxGgMp4s9B7hHDUzsEB6l4Vq/wi/ujaOqqNzlXaQtfolC/+frq3hPVa0+oVLLl3cQhpUazKWKN51XZw3yQFIVjqUhia63VvZo2b5hIXGfun6qdG8syzGnnnBrtgrx0izrxumLp6xjnrvvDRRh2Gucz0WU5J8iWoEWRTtN6ffeaxXroTQ7ETDfpecV7YvbcSoo55NMBrLfteNubnv/yX/4L/vpf/+v4ki/5Evyzf/bP8M3f/M34Q3/oD+Hv/J2/AwD42Mc+BgB4//vff/F173//++NzH/vYx/C+973v4vOlFLz55pvxmFeP7/7u78aTJ0/izxd90RfZJ4i6OGRPyTqAi708YEWb6dIs+LzBQAwNmtVaYW44vUFxU3BVh6bRIAWxlOiS38xm+S+LqnQZpGZgdNyRxaSR0gwgkrovwgSniaHkPqa4lvF8O7ircMbDvhisqsPpE7AJ4vFyGiiIKM5+Eb+sK17UYzQmL9uwUX/RjnhWDWlhMN+zdoX7doiUc051AHfotne57wf8Yr0FXZSpArtvByypBoKzSMNb9SYgZqo7GIr64MnQhK0JtV/l3Yo1NCbBroLrYh/begkCs/mR2Ppvd87O4uuCJdtOXgE8nNeYrvjaJ17czsMIVE6Bvme7uGk62ey9FvW/PXi2F7/Z8pzhSqqN85nneDieyjjPZsVWCmTGP+TnY/Aypx7FFFuCtkpcO/y6OOfrHBooMTQEklSGgOCzOT7f6gZrAwnfZjaKaHzyeRT/fuj2vnnAK6F+e6GskUXpbuOvn/Z6iwDYBXrOkLV7JID4WtS9dICx4vKbYyk9zrnWzJPFfFlSEJabNzx5QpaLGxrOaAhv1tH8+7VZpLlXlX383Ate7Gb78LLaiphN06xSui2n4PUAl/EMbECar8W6/31yj60MM0BlGPCM8BD1oVSdxqdcaZG786IdcVJ66VS86LZ+P8o+rDOgodTiz8i6Q+SKnMXkK/r5IArNxz701STpXkf5uxfpWFOzP46mV8144VYhD47uML+ruFv+/H51pd2AmCRdEf5frLtsfNns8JyI2CI17zA2N/WcbVXlk4/uyUxT5/OTqsNXZphZYcp7Ul+sVnUX7AgbJpUh+qmD+2eqLXWECDF09RWfJu54O4+3venpveMrvuIr8F3f9V348i//cnzTN30T/sAf+AP4vu/7vrf7W10c3/Ed34Fnz57Fn5//+Z+/+DwVKZCxRxQ1joMEKdkCSaWprbcwrav65Y3j09ZbmG4igiBk8ZjhPAigxd9v52pI4zSPKJQxHQKY1SC6p3EiC8aUOEHZ1RGh07ZARPHg3BNOgue9BMqzuFNrV4kgUsDszzc3z7pdjAh8CnWTfe2dk0Q46VEefkgVb9UbnD3ZvGmKxofHrhnP2hU+vj8OwvHBESEmL1+nM46yR3rzbT6NBsenRcpjAeCT2yOXpg6kBhiTl/ECjJ/UHMW5ryveOl+HARsdmcMq328OtWVsteDl6TBkpTLIy7UmbFs2XpU3RIARyuP92tJoXv09Vc9tUr5/gpBKhwdPnMjwdQt8xWUqCPrv2Lk+zkfu1Pvqz5tw0XjTbfiCgyMmQ4/neyWYl6hO+AFR8SXGnwul2OegDf18qxv0OSLSa+RxFnBFOw6uRmQQAYOXNZHShWvHndDx9BjA1gprH6svUdCTqzk3LGYfP0fqnnE+LRYg6SuMlLqFkJYa8TMlmQldV6C24R3D5zu4YWnVFP5VqoK7/RAct/vgpyjuqw1ISzIJPOXt9JpZxPguZ+fslNTxsh7iOuJ1et88U2u6ljPUhQkWHPqsGYeQCDBgjcZJV9z1A562a0eB11B/ndSaJkt43wItuk5bBJsy+HQ2TSSXh8fuiioAkaC+a8Yn95uQ4FfNeNkOYdzK+mePTSFX7xCcWsHLna9DCoSHvxNf++6IO8nNrNEmSxezI8jj3APcdBJsgsj18kY0aTj2l6WhbsXONw5ifp4B8znr5yjFN2W6D3mdID+H5/tsrMtVV3fjTUofNRvBGX7fS0RNfbiYxRU6y9vf5uNtl6x/wRd8AT74wQ9efOxX/+pfjX/wD/4BAOADH/gAAODjH/84vuALviAe8/GPfxxf9mVfFo/5xCc+cfEctVa89dZb8fWvHofDAYfD4dM/0a3hIYRvSdGCviJIxSRpKgYyg6wWOeANUi/eqEyoTDQ+eawS+DHAmykZHfDFjYU3rzpuDkyXnfefSoKrYkDjTS7euZAgakZvAGLHD+RsXBP6yZDIeFgsrVkBz29x/g8vWobZwfJyPnW+xuP1Acc8pa97c/Bsv4r1164ZSdWL2FBccdd+VkNSjg5rk4NznY2Y+LIdbdKC4mU7oC/jhpKcd0C5KaF0kiuNrNyCqLy7woRwvBXOhLMTBgnfH/Me8PNdXbG3jEOueHG2InW97LFDp1rrtJdQxalyvQAvOkDqRirXllBpPqcyefJ4YXHF1Ygv8ILUL8Nxw9KgmUw6NRk34y6BuoBRE+TtzOdZGk2OwO+/y0AdRRBrKWn23gdalEazFYpGQazB8uZEZkdLdZGhQvssjs+7ugFELl+4YMOR2ckSAAro0eXtROiOznNQgZZu1zP9UGZ+nr9nknsMLmY/YY3Qxcf9+9vNzZCdlFtM9EPCborN7MONqTZd/dUFJZsqCAAWt6mYr/1AhsUCLhlPc2pLkJxNgZVjRUyvmZQ0LB9YNx7agqu8G5FZpvVzanhWr8zV2ZsfwK5xIjAzAZluywCwYHAHj2J15F6tUcqqkezOw34nU4XtsEaH9a1BsPfBMeSaHEDwEZsX9ZfV1GUPbUFDCp6Opc8fLJYjdbzYrpBEcVvOeHBkfM3m2sfGp/UlXnf73vaaIFntbSro+4qm4hFCtq5k88rA0exEZ8XE1xEntftJwxXXvhXjj62zTbKfkyqDX3ZoYZZp0I0Rl+ehHNGkeL3gVDShnOLNlWZDRsOslwIf1ja/jpICPX0aqPS2H2870vPVX/3V+Nmf/dmLj/2n//Sf8Ct/5a8EAHzxF38xPvCBD+BHfuRH4vPPnz/Hj//4j+NDH/oQAOBDH/oQnj59ip/8yZ+Mx/yLf/Ev0HvHV33VV31uP5BPqWGNz8Nf8OgsvbEYXB25WBFQBkxS1vBIMRfc5DLe+fPtaI6UM8OdUJ5041qQ1Mw1RkjWvTsOi3tg3ESI+FwEw8G9PTR2w9zP9m7OwTS6AhDeDlu1ADxeaIH6wMwKOckl6Ti1BS/3QzQMs9x9XhVxonvpqM512qxIOjxMQuPJbeg/ud9Es/OiHWPnTw8gwCax+3YIeTrVHcBQbfH7zw0PAPzi+RFe1jUcUTfPyGGSNFUXSRSHXPH4cLL1QTJy9/1uZmn0MuIEbbYBQyLaWkLdDU7mbl0y5cpygcSFw6k3LlFAssZNVvj+Oy9Mdgm0sRePRtgleDkz34xE5Qv0xoP+gnjPJlym5l8nRLONc5UeVRfcMx1NWVvFVZEajX85ffZdz+db3SAcH6trL+Yzwhvwl0+sSqdaonMNCBPSjjE5kyuxO8F5TwHnS1bkpSMtPTxUGDSaxI0KPXqARGZVwbrWESnhPJDTNpSHdA6nl8vc4JzcYwYYa66qZhZ4X1cbUqY8viImczdVpF1jh1R94BjBvWw2qPCsPcVaCxgeN/PBqAdraGo0PzMKc3Y+37N6HXJ3CwkdXKBRG4Y83qTppijlcw4EOMX3pWnqJ50vaOv1gSaTuFw9ZoK/6xuLxe0cc8WaGl64F9hNGWIOqrfmhocN2O7KrSRj9V6dwAwAa2lY3GWbz7F60GxrCfueg1No56wNWvuerS6pGJ8QQDtn3w5MD98yZOl2X5nRy51ePBrreOP4+Tnr3NS0y8RxlUFw/jR0SKPz6AcP9K0jEDw8xF7T8bYjPd/+7d+O3/gbfyO+67u+C7/7d/9u/Nt/+2/x/d///fj+7/9+AICI4Nu+7dvw5/7cn8OXfMmX4Iu/+Ivxp//0n8YXfuEX4nf8jt8BwCa83/pbf2vA2/u+41u/9VvxDd/wDZ+VAuPiUFza6ReJSAqiOp3T7sp3x7+221pgDl3kc2JqmCKHqI/HSAOSmqpGs5rChiiS3/+U+SRdhp29GrrUYXcXi6zwTvvQMfIL+CSAwgqrtgQmu9eakXOPybFWMy3sKkiOUADA6uoA7vIrZaoTt+fUFjxazsNQy2FbTnucHJN0ZEgoBXbn7rzUw8Vun9NdV8Hzdozvw89ThUF06EU7RiHa1ZVU3RLfySUCxo797GTl2fMii+LZZt9r6yWKC/0yrspuz6vJf6ccu3TAio8yakJpOjiiJSz/qKNuBcthZBLxrUpLM/dTri/mhjUh/JrorIxpAhp7MlzkaWkGumiYYfJjsuNinCGJOVWgEYnsA6Xk90i7DlUjhlpR9unc95VNOXvD5r9O3nQ0UgCkK3qaKur/zfH5VjdmPhTgcLsXbs2mlOvrJNHtdh2b+ZvfDLqEsZvOqyudXhc2nq7S1CaoLSOv3V7fjvDionuuEZztB9s2u67Y7ABGbObwUltCyWKeLs7tkWm9Bbh0XTTW2RY6moLAb6TmgiItEFOqHCvSxQqZN+tdTVhRXIHZNSGliuKNDMUF3ZGWY9rR/dq2r7drMXx5eomk9gbBaaoJfLxZY1Q0T2GPWAodLstUmL1sx2jOZkXXy3YIj50kigzL6SMX8dxTKFdrN0SYfmd0rp8Pulef3PoiBkVveqomXJUdL/cV18seqHv3IbR4PT6fV2i2FdesyDvtJUjnyQ0I7XxABIgC5vXUao4w23xoaKdiQxkAkpyVyE9C2GqIr2QDIODABphysUnQPOwtmZBrrxEc6s3sE2HcnDbxe7DVj7TZPfN1Hm970/Prf/2vxz/8h/8Q3/Ed34Hv/M7vxBd/8Rfjr/yVv4KPfOQj8Zg/8Sf+BO7u7vBN3/RNePr0KX7Tb/pN+KEf+iEcj8d4zA/+4A/iW7/1W/E1X/M1SCnh67/+6/G93/u9n/PPc4Hk+MGGJ6Zcpq9jfuPU/UcwzAfJ13GU74IjMTU8QZ7O0+pBDSYfgWt+0/KTgyqycH325wdYcP2bMt/HpaypmPQQsBsrU7z77tNcsR0vJa0pmZNqUhiWCI+ooJqjZTxazzjVxaMnOk7+4lDVAViDc19XbD3jpmyomnCuK26XEyA2tdyUcxCdAYRcfM7m4d8sPLf5dDFVvawHV4kli3TpKXbqbHwe2hr/tkI5rcTErOfZxFhDZzBy7Sle49kF9cX5EITCh72EUoIrruIND9IgkqZkK8VWc6waLFQPbvqVYrLHqkZsrWlMP+IFIdn7LZuMykBUkqeXNyJUdwWaOJH0ZWpq4mkSLuTntE+wmBVF87BQnvdtVeTzuD44HAA8d+1kS83ytlQwcuw+x7r1+VY35oZO/LrTpAO6V53c2NUGjxAZ+GtEBG8mfQpgL5r/f09uTjmpaFyNCdi5I0t3M7n/k72/C7ltzc5C0ae9b+9jfHOuSlVtL6xkgUoQDxoRZRPIiVsv9rEwGgwEcnEK6kIwGDmSCw+JUh5JHd1JDClF2BUlQRASMF54Yw7kIpATLwo5oQhRFEI85rBFzEUlsCu1Vq05vzF67+/bzkVrT2utf6u2VrnXlJpz22GtOef3jdFHH72/P0972tOeZqCIgIWsT3erCmtH0UJj1puxAuYUDvfsSq3P7qxPj3mR1Yk04Yx2LSCw8T9hpezH7Hi27LjPBR9eb8CEuw8PPI4Lni2mpVkKkHgcazC5L4cVSHSdaJ7WemjmezO0WSrb1x+uJVevDqWrs7WmcGd4Z3PuWLNQAh5s+XuoHWQVKFPtBFFkfKCmVaQuCDDNkqXUCdg6ljascGKuwAAu7cAxezBirH4jULq0gZsDpbUNLG1iHZlqfLFd8LAcGA4AX94vOGbDWnoqMmijPhOwxtPVH4zPq/lYYYDWuml7rIO6pbGkjtGjGeMjE9ha2KcEg2nDLIP/BgNMFwXuDWjWWaBvtjaZu7lrAH34c98DkH0ED+/AXoOsV3B84D49Xy8H/Tb++//rj6CvD7EQHVc2O7N/s/SWixyQwZj6ok5gQ2AUG4kPgrDnJ55ZCxBa/AF7lMfUF5Ezy5Gjv5IvkvOirqPwk65WHqgXR+alCzfzsQDQL8MC92GGeOHmenS0bt11n123yAuLKK7rEeWRAPDgJZTHNKfW22F9dtZuIIjRDKPAt5YtKkFoTV/9fGr/mW0ueKvfQ4fzIReZPI7V/T70pNXpMENBAzdrVIt8dHkZ6TMArukxvQ4Pag3sc/vJHyP6DM2Gx8MEl2sbeG+z3HxluswMrIMGj4BtBrs3eJ2uqVgvRzR9BZANJYdALtOaSdJ6QAHUtKfAgA7HoPdoi2ornMG6lY8nKG+HA3YtTJCPW/bVagei6W2/+89oBKY4ee5ok6jQahuiISnnRgD5ocGcGjPlqY0B7McNv/L/+up8er5eDq4bv+9HfwT94l5PE5gPGp5bIR6/qKetfO3gXC2tYqCwOfukVB3w16/+uykGfgDvsaeQZebYaMnOiBgA6n3iOIxtnKPhct2jfQTn47oM3PbFKzeBqcDDenZf7m3iQ5fNunZ78AOYDu8+jEm49sM2c+1R2fV8sdcdaq7NtdXCMwdExg7PWA/iMzHxoeUeAt6BFqZ/NDEEEIBk144PuZngPpewwKjl7nxdK4h7bUf47dTzAUhQ5ewyjzBndSDIsnQAoVEigwPYWvfeYfToUdafaupI5png8X4swZotfp93FyQrLPjaR8Oz9cCL+6VYESDWITLR920JoMv2N6zcpYM3K3tVJXx5AJiGh6B7aycDwtCR+hjHZQK3Fsx0iPtLn65IY/mf86K5JmkG9wz6wyoDvqb5ecd2w//yw6+JT8/X26HNym9nF4xVsNxqhGavoR4HgIGYYsVftT+V8hZFGBVypHLhp9aHd5fGcizjk+H6H89ftk0yYnStgHhPpsiJUtTMBfIQQ9VeDaQ305LMIebw6gNpHD2iQUt3SbAWtZJrzGbllK5VaUgQxOOYDS9c8EvKmj/jpP7QsmEVa+A51RxbH4dVVDyO1aqjHNQ8jhXvHkZTvzeuePd4FhUQdu50QK36ASBBjgGdxVJWTq93UfcQsQl8bQfeWrZTGg3IqolYPLxyLRqW7gs270pN/VNUz/jiQk1Fa2qNIH18RKsJwMwk97LRAenfwkWG1Xsx7ux5T++wzoUmzAo9WqL2hOLAaIYrCWiiYpCeGK5B43imCzmAGJtkMmwOuRmhM5uWgzfvK+bgTSzNKq5sWvq6HjFnPbhoN1pJICstmYKciJSA2Uxo+mw1gG1nos/adQSYofYBDmSgDnjov+PeWzq96GAzJlGnBOAxEDRxuBNztJ5R8+lh5eGYgn10fPl2jVYG/PPlvuJ2JPHfYEZ5l2Yal8djjfnO4739GoCH7wFwmqf894vjGp41AEInU4MbwKq6+HsChHBy9jlfQcp74yHcoJsLoukuTZYoqsP897W5KTVGll6zJqPXdlgKHhPPOyvAZlSwTUhWeEID/NBskBYfkRqf3QweIe56370gwtaabaapKY1P99GwdhOTr8sIywH6g61uNDlmw+VyhAsziykIghayOaEHkwDRFDGrVwRHMHZIABjrrK5msvnYQ2Ooi5kQ8hwstqB5Kiuw+l0y9Ushs+QeyfULsMBqPNjciTT/Kzje+IajMtUW8ANhPNh26yDNVMByU+zPJZqRogFzlei+Phdb7MZDItP5VNAJ23DmFVkB5ghXmgMkT3mpIATWtawdmo0J5QDg6QfZyoBsyI7PHJCCLH+dKZ6dXvlBR05Vy9luxQHUBM0W0ZCl2YYZGF77CMM/EY2o78v7A9Y2okfXIhO3seDSGu77Azaf5Hc3M5sqePd4Zrb1s+PD6w1NDZg8jhW/4329dgBNezQUPEVa2iN3bs0OzYCMkdfijBKdUd/ZnwW9/N79rfDSiIV0NsyqJXLmiwZuANCbaYIetzXcT+csbqd+T8Vz8POQtA8AogonytUnUrCq3pySc5t0MXIRqKkvqOW9+yYhYFaOhS6Rpqqvj2Hl47HqcthA14T0BnLmRdA2jQhM3Kkc3fdtgqSDgYFt6sYIZUf2tuvZR+g1PLTZvZ4XjeKCtks4MlslnOB4PqOUHcPvB9PYAuu1dS0bCOCsDiMn2CbDhoz+uunGo/060PrAHN2mOVtUcBN0F/DVhcx0ajZ3dm83AIvsO0zrc/hG2pwJUqfuLi6QffTGur3ZRk/WYCs+MttYPF3TvM2NnCoop6eZr9T0QHCMy8nV3d6zRsEC9X5MVQ8t/l3jAd/Qb9hd7xcFDbPbPXemB0AwKgRGZxPC7I7Oo6bX3z0eMgiaC9pMIEcGOBqtIv9+zF5An+Bh2XE7zDX+0IY5Vtw9aCK7xQqsbSToMRsAB4auwaIZqn1OOxkRLn1iL07wgLF+rU9Id42PmNyB6VF1k1SWretBSliTkRRYz62NkbtbakTgLrkfURDdjK2WaetLO2x94ryhnkfU9j1WdE2vfu4bglWKBqWv4HjjQU8IEVtBoM2cY2UKxgOwvyWxKbSB2AytA3sq0ulLEtE1P4Nmh3S6rZohBvibYFw1U1iuVJcd0fgUrUTXpV+Jsn9PocxxCHCdIY6UdWZqQgXLaotNNMB09C+i2HcTOZMiBTix7GJZpt3bjO7BZEQAW1QunuJ66QZlAE7N9I7Z8dHLI760PYtFbnfAs3vE19wZmYvci3HB1Sl0APjS/Rl+1+UlJiSM0Oz3zUTiDlL22SPaal5JdswWCxjp+MdjdcM2F1pzERo9GjFyA7jtS9j6L75RkDrufUZ1FtM5qq6vOhAuuye/i+EbHUWBhQqWTYLy5YIAsTLUdljFFsfD7Oql1Jqa2CdasmAmSw69DU9ROZgJPc/wueECZ20S7uU2bpNJqqwRtW0MCMj0MIITAfb++qIeOQT6DM66Iljf2o5iXLUAU81oViWeia4lP8m8YImGw39LJccNr6GptS25Wtf15uMCKqEbW9YjfFlYzcXee73PU8ECYOD++SVTTWR3jfVseL7uuLtjO2Ab+7UfwYquzcquLy0LHqJtyxR8w3rHxVPRACJNTOEzXdzvc8EUExWzyIG/+8jyiN/Zn8d1DbTw1SEQ6rD1joBpigTL8zvHc3xkeQzBNAGNNTMdp+sis1T7a723XyMtf/jaQiAXFWme3mIhhAV6R9hg3I4Vl35gG4ulDb1AgmklskCAyQnuo9sa43tPcwavGkvyWbIC73CWjs9/cSlDXyb23aJqMvzH7OiL3TNLh2a6ywCPnFNaw8cmkOtXg/mKiTGa6q7KopmRsApHl2rQtdlfL8jAS8WAzbw4s7NzbnnF8+2/MT3/xUc7gNYRfgJkeKZIbAzcbEjfWySL0PS03aJg7Zm+pFCUGwk3g7YDh+sqRYGxcNPQdHV1ZEydBODR9iG54bVMG0iN6vn5TJ84yxMGU/49pleDDJ8YTGWptpgcqkZ3T7XqDrZaAMzLg72mSMUOdyVemjE7zSO/F8cFby0btrHgoeT53/WeVl8+rnjoO25jwVuLOOvSoxHohGADXA+whBaAAkEAuLaBqRO7NjzrO14cVzSZYYrGapNtZu8altke2vF82bDNEQ1E78eCZ+seFV7sf7MPa9RoEbABonn0U5+jADwA1KNpA5t272Xxsk/vlRZW7uyjBolqLW0KkZzgUZ0VwpnyswaPtPhiQWPKlYCJIEiRLt9q45nannkBSks0UM9m1VsS70lmxzyrrIRbMXumrsKCURBtKGKMvrpg7ZUfouU+82gZ6HCBRoBUv/eKKFtvR4OuinTZAeRoJaWZ8zfAsUq64nrKa27dAiKOBz8X09YGgoDWEKAn0x0aPj08RgHzQwXbvtqm2Udo3Syd5eaG0KjqIljYXMBbKz2pTbk7C9RFrYKzGDYdamm2VSxl/dZyP1VPTZUQN5PFpZiYFZ9mFopMjbkuJ8wEZSSYacNAAiyFZQFXan/4HXkuIMHXoR3P2hb2FwagGq6uXXqrbwGItmlg6eICcKa4AGPXrnLEPa16QcCLM7xKax/dK+6MwWHTaBErWb/tJtwzywKyzkB3wToVuotXa9X1fzLgUmOgxbMKORY1Qbh7TkXDXI7T3VNYXLIYh180m/PaDXAtj8Rrov0NbL5gIrzpjB3KtaP2pvygjzce9MjUEByTyo/qEnrxDMVcJXKNg6CldJxuzgzN7qkBUnhFaZ56h/wZPxsqmfYS0wjMVSMt4ZV+798phKyAZBNDQaTBrBFcB5ZpbI8vmvMQtAUeIWpQ3MfeYxKFg6eatTk/2YzN3LRMBStw8vZozgzRk+Paj8jt/87tOZ4tuy+IE9MFxJss+Mh6wzE7XjjNXVmeXRv20kT0GB3fsN7w4sgSUlLJBEIvj0uU0061icjeNvQC2ubi5fiXSGGtvljfj8W0Op468CEBtInHbTXhdpt43FcAqYeyvLldJ1NX0nwxOQRtndBZInpuYvRnoZBv1QA/scEexu5M966wDyks4swhUvU9fJ0oaWWEKzjHKXU9ciD6zPF98W8t56eu9sKIr4xj9RSXr7Jkl2YXNLJfry/RY2X/z8h0CcYzPTFo2oF2d6Gmp6giKHGGV5FsnnqUHZuLIFjaqIrZmqUUyOr663QCOCwdO/eO/nCExkdGixR2VA0C0QuO2h71tEgXM7ljyqQ3DdsKWlc8LAeOYIFN6LztNtd6SeFQtHsbi3VkhwUq9L9au4uQYUFLgwbLO8WCF7LEXzquVvkJRKNh6vVoEvjeYS7RNQVWU1dsfvyhfj95d/Gc++zusWNrWdUnDTTsPpdrz70BAzxsTowJvDguAcYqeFnawMvD1jam2HZPXRGcdUGAM34+K+kuDjoBRFB1jLxGBu4sd+fr5gQA8whbL0d48nAccN0K+wQHSjpaAG00tUrCrjYOvVluAJ6mJrPwNQiuDzQRfzKe2RBZzlWLU2LvY+BPA1YSBrPunefH94Eebz7oKVqGuTgFx1QXPLXki78utnGR6YmS3y4GgDySp3aiF7YnBFm+0E8HQLyGoPYaQiQJ5MYisM8WTrzdgY4q9OrXos76rJo0OIGSwHr3XAfaw8TczAUDft4mZl3PSPByGWhtYt9N+c9YLITMou42LLgBuPaB++hYVTCbBPV8aJa8piW96WqOreNh2fGRyw2P3rz0uRt1me+Hl5OX/HqtuPqd7Tm2YeWhzxdjihh5klK/uS0+AHxoNVfn+2GeIi+PS1RoPB6mBThGD1bndizhjQHA2SyJHltLn1b54oZe22YupzpbWLtPlRPL1tYZOXMFskGsij+/FhEVdV/qqSXSwVUTxlx5bLC+RnGskc1RZtQWX4sOYDyzKi11sS3FzoDPAWduVBAASKbGa8cVWF76mFX/HWCpxe5zyXf5ypBGMUBlk163w9ky7QgB5vT7x+rLueaCTV8SFQ33bL1YxaWdz9cYH9tya96TCxk1UzjVYL5OWz+VEldzOStddmNM5U5kflHsrk38xc7b1jfOzncMib+/d7vi2WXHw3KEno+XdO0H3tuu4d68rtaQ98V+PXnOXNpxqohM9iTZWMCqOQFjZlfIqaLpcayemjZN30fXl7jPBe+Na7AvfN3S5kmns2sPcPQ7x/M4x9WvazqbypTXnKY56qJ4hi00PNfisnzMDjiTAxdjU9DM1hJLs8CO3/2h77i0gXd38wRb+/AefoiSdMCYZuoHh0rc3yaK1gdeesWWpS0nHu8Xr9ZLQGMA12xIOB6sLYlNWIEFvX0xzaF014p56j3sD8gyrtOAzzpt3aKY2cemikKc0mw3W4f0quHGrL4XcQ+LkvSmgfMZCJ0IgA2F7QH6TTBpyPsKjjcf9KiiHeZBcmJ5AC/LRfQtCuPAARcfG42vDpRqyikiafqXeNVWnIsogkLRmRsUAOjqdv3dz1EddBkpsnLEdQShEfLNMzxDjmaeCm4jrgfMZ2GY/wJt7Cl+hOffj8NaKazrdKM9m4CLKPbRMGfD8+uGx23FtQ9cvfnh4lqfqYK31g0v9wt6m3hr3aKfzP1YcF1swXlnM+qMLs/fsFgfr5deKk7a/NCMwF4elyiPZ9krgKCMLV21RE79oR9hld+buUcD3mXdF7xZoj9GVC9dtLkdHZfFqPBgxZhDd+EytTz05xE406MIjxWLzL/ChOXisSgwkkkObyag2LcjN0L4OItqC44ROQEjunvbmM9xpM5UEiDJdNbSgwHT5GhWWhHYl3EeWh6/qPf58JD94PyCganqv/jaHdEPLxfkSGOxVNfnE6sq5QAwxbqtK7VaNodll5jTsjeLZMnqcEcga+D9kMTL2asAFWJNSKfiVMbOtMblMuLvW/FvYeXmbS+VQodp2a6rG5TCND57aVRM8TIDmzFbNO9k8AFkSfbtML3L0ja8t1/xofUe1V2rBzisrnzvuITRHzu23+cSc/5d1wmwYosMzoCxUkyJEay8nJcAO0sb0dR4h7WlmRC81e94dzx4gYW1pqD1hVWXNWeWsyUPwRiLIRospZ+eZYpDTZNzzIabZM8+wEr/w+cLyZpXrySBFZBc+ghhM9m3i689BECtJetsz14whoRVBlnoMZoz0IK2lJYmxTJB784uquRYnPVPxFxnRTGAbIQc6XXPmnjHdV3VSuOdvaErOVlonRIWG9wfI+txUeheF5gP9njjQc+4NDTYzV3u6qyMeNrL0lqkrQO0gJoHjcoWFTmBolqVSbAyfYMIgAMfL0xnULDs75kXRGlrpB/EIsvU+GjYcwskjaIqjU4HS6cw5UpNCXwB9cnQrdJISwXSsgwcR7cc8GgQERxAeO7cvJz9y/cLHnxx5KL5fM0qjI70nrCvbODlPW8WSIbnNlZsY8GH1rsJlmcCkJsLAwEXXF63FEvOHkJpnpvagg9fbnhvv8ZrqWXgwkI9UoyJknehlmGXFim+MVqUorNnTetm+18BjcIi7nk087hYs0N2VGqJRqWe/czfGwaECNGfICc/gYvaPufAxjbWsBTRHI+zA33PhWNcjOURtc+MDbwDo0mkZVlyTk+peF1zICVAq2BczOvKKhtZEADAm/XOxZzH+6anUvjX7mBVJL83nPFxvRW9taJ01yvqbK4awEkGBz4GCG4KiAVic5HDFVJuUxBVgM0XlYJLww7BAxpM8+k5jhai1nU9cL+vMZ5Zhbm03EABK4M+RseHHg7cPBACvBlpSWtT8E//rsdjxXU5Ik18bm2xvo8NOZwledb3qGCiQPhFCWAAW3/22fHh5RF3NfuKL83nuLY9ABaap9nUbDmWZo7R1yLGIlPUfd2oFWIfXh7xOC/xWU00GKVIs7MCFdljjCxzmAyqOU/XQo7bXE4eR/dhXkk8uj+Dx2219iD+vbfRoxpr6aOYS1oBhcC/s7+m9v0DECxPdFOH2RxIz0KXANejpX6nVm5xTPpgE2UbCiRA18LkrLaIqQB6saqsmB8z58nsQH+UYJyrFpZrkZEHEoqAV3G8zrHYV3UwuDe9gS3kpOnnKifwEvn6lv8BLoYu+h5GzfU1Nb3FTUMKAJoXf6ia7zWKXOM1fOiVKZIisgZsYaRg7CmNaP/wqI+gy0sW++LRgU8gRoP7bjfIJhFiErFpIXt0AVbqvrkXyIPrAN7drqGPoQHgMVsYbwFGf7Mi68Ejund3s4E3dqYHM2NeGBOr57dvh3V2/9L2LL7i5pVkbJ3x7vYQfWvuIxfg+1ii/PaYDTst3lVCMCii2IZRwuxh8+DVLarmhdKX4ZoJAzFztjAeVLWUllym+SXde0RDWBxNq8SzCo3YLQGPdjgjoCmoFwchBUxHSpRjiMSVJHOkPv5YpWV6nTJ+BsdZAfQNUc0VwyjYUGeEOKaHgZvGc0i+j723RHHy+Xkdj1nvLWDWEw54LMqVXPjJ+JCd9bnNSpgwa9OzLu+0ycCDl8r+cP+5ewWFunOuCtriImdPUdRee3RfZ+qa6S569gx3Zj/YVFhM1CxABAyc89VP5vA5QtD0bNmxjY7rcpwAz8WBw0M375tt2Pw+vAhhqOB/vVsH9S/vD8EW1XJ3wETIj9MYmqubET5O08zsDjy4rjQHTItXaQ00vHDvr1Xo9mwGiHzP47x46oks8wwPsRfeN4v9+hYHPlzjCHjYu+821gjs6Odz7abtieams4UB5PB7ycbPdFUGEDYCFKNPBzUC4L4tUbVlhRV83oJlmWh9mF2Bp8rY/08H16xmoJ16nrKnYbU1DKEzlEhdxSEIQMO0bph2TmssSmZ4euAwr9l1oFYnzxUnEsB+4Z+9P/ncD/B445keAJGaWu6K40GMtZkWiZo9tv1ZF3AeodmR8rqyIPI1kQLgJgaczifc4KYNAgpCgVSwV+FX2yUWXrrzUt0e43AiaHPZm4klmzEDerQcxAocm9ENy4PVyOts2A+bTEMQm/o4TK+yrlbZ0YGkw2cyKGxSyPLwq4OgWubeBRHRhQW9a2tGVFt1YEnx4FT7PrRy53sBBLtzHwv+19tbOGbDW6vl4x/3NfRI7222YBH8PO6rMTiz4aVXqtjvbXF/73Y1x1rAexT1KPtNxgeYo1svpG657Ul/CxedygLoLsGIgM9gt55osovpPLxXjbpWx7Q1SCNCasOmb7QdsVmOB28yShEzLRRGAeICS89eEohnisoZzcV8qVQEAmMaOW4jteV7L0vQyYYqtT0DYUgYZariDGoXHM9e35iKYJPByFxgoEMtkuVrFAg7ivA3YeAy7HnrISfND40MMcRc1hc1gCz2M6wzAIwsptvQKVYV6C0DCGQ4NllVOI4OeLsCcwvv6MvAslhKdvhmeriYdargYT2wOtswpuCyGIBQZMfv63JEOofz8DaMFdqGeWhdmqe/pYWHz1MgRIPS58vu7uzWTmZls1LV6H0X/b8gURE2tYVfF/t8GUtinj2m4UH8vGoG2Wx4qODDyx27C6X5+Y8egDGtZQarBnTmke7vlz686XL29yNLRXAYgMPXq210rG1acYh781y6VbhpmwH0mihebiueX/YAQmM2XBYDR91NK7etY4zu+kJzhScLPYe5Lg9188oGSPfO6WxbxCiJe4lnDWLPcN1p6E+bsUoB3D19InttQGqBGbMUZI9kurawSZh5cr1RkgjRIcGzMa/Q2PT1XZW+yoM301Jb7qiqDh4oYD55+CRLU6ltRq7ULJAVCpamRt4AluJ6KwesGkRhfZN8IPWbmGhrNcOzSTPCI1kAGeJ+QjNAUTuQPgoclC6EDcp8nXH9c+tmN96p3UlKlKXsx94xhoRAV1Ww70tEJVtxa2WuuS46X75fQwNDyptRCoBTpLhP63OzzRTlRWWYs0ZfdpPDx2M9LSJR/eEgiuI/BSI/Tk3CzTvIc/FmZ+N9NOyHlc7e9/TqOTwSu29LMGDMk9s9sTEyj+aMGKCbvU5HC+fTKFMHzDUbQHs0FCFDjOUhgCgsjRROV5xNsX8U1mZPsbONSy42CMZHnOlr3p9LHfTwteNSANCwcT2uCI0RNWrBOLUE2kytJQNE1pE3BOh30kSvbuF61Qfvvwy7N6dF3e+FSmoQIC5sZhTMDeUw3aCwxN01PayE0eZg6WgJetQNLVVco5fjonVjd8bewkKhedqkjlW6hS/rCLaHwmfAgpy1W2r77uytquCZs5zHsDnPXlz08dnLv4e2mMPPlj0YDpuzZih6FH+v+A6uj2lQvBjpXEyz0Qp4dgc5AMBmoTQFHGpCaK5DYZAICaBDh3Y2Qx0quHrVaNwrNVDF9FTV40xYGosM9jZsTaQ4uzLat7HGte4zHaV3rw7dC3OzOwClBnF1zc4+7Drv+4LmLvCAseyP9zVSXXDWHkA0eJbm67iPpd6th9scEr3c5maMPvZmoLtqBWtLCV/HyErKvQXLE+sMBfu+dsVasZr/ThoRKo5ntj+Oi8dga+6btZjjKenwKo43n+nRXIwBX8TFS22dhtcmyZ5IAp4a/QIp+oQi+iCxGaMAJwEq+3lRkc6DHbBF0pPHjJ2SntYOalXtdBOBpnOASNHy2EBjiaHSRZP0uZfAqooxEQIs6wgmYxwWDTKSYPTYnDlR4FT6eKjgsgw87itsrxMs3ao2xr5ipXuxL4JdrOfXfSzh5QHY4vfW5R6LzO4RI6s/9mHVX00UL/YLhjNKH7nc8KX7M9y9vBbT/0Q6KwNW9r74hjCmYPhCZU7LM5yWuygGEAuKUcYam4i53M6ofGOTPt7feevWaoJCP7YLEX9OjOwXhdwl2kEAmXpSHytAApvKJIoDnnYg/ZkIygXpJo4EPkynRk+uzcf1k7Eqw6MfBzqttJwISrp83lwEy51u5X5tvuhxL2mHWif21/TQbvezIVk4qPkrzYtGKe9cNUv8fSNgzyEAQLNgy06KEHqGoRsZOI+A07XZ5hUIimDsrYqxKXx2kQaZcurwbcyP+Jg153DObbK1UwUPF+vXdYx2Ko+2DdcChWeXPYIcBg5keJ8tps/pQJgY9jbDwqL2n2KgcsA0OpduabFo68B5W1iPq4wANY9jxerf8UPL5iyL7ZQvxiXOwd5fgIGP++y4toFvWG748vEQ59nL+bg2WbWZgR8oIlCb2vx650lbSNBzm0uAv32YB9B9LFHpenjgOL3ha2+Kzb3CbscS954i5310rP4cmyg2T1XSl6c+Z/PfsWrZ1jXWao4/uJzBpA6u8aQnFMvQvUdgMMw0FpwSzKXJLvznnn5qrkuksa6tGR60sz+Xj+u5Irqqm6gfZb/0OTEs9Z+1eh/88caDHlHzGeF6IBPou8K9q8oLEUAnSlH9/exoPa6e3mqV1rf3BaptxuygDkxuML6xaf0ZJEBM2z31BV9o67md2RF1dTvRNb1eGqw02VG5LpoL6JIdmnkcMIfOqSZoPPYl8CE3fNO0dDxcbdEbahEikKmu3hTDN+sAEA5g1jDcMs8bVojcR0d3YPPu/SEipety2Dm4sLaZ7s2igC8e72wPweaM2XA7zCfkfizhPDtVcPHqsSpuBiyKrYJsLsqMhAluAIR2Z5RGgkJBMxmdAJPqpl4OeI78U0MwiAAXyk2z6n08Mgq2UZACWbKJzuTwPVG+zn3WGSRdfExosjgEQ09FunH4eGOFMMF9bOw+fwL8+5i011rFBgBUJ/PX8agNiS3NaNoZGqxZ0YPrl3YBvPiAdD14n6fPTZ/jpN202yKf81RiLGEgwbPyHAZ0mN7SKRi7MULaGKwg0tO1Hcqc7tOzUisCtIbYQE+saZtR2r72PVjQWDl8XlLr93K/xMbLIgSClv/u+hIvjwsONOvIrh0XL1WkiR+AaFZqbMuCD63T2RgDK0MdOKixFizzJvPzrJvJKBuB1n5YXRSr2HsJeOgXxPOxanSqeUwR0CTrk13iQ0OEZJfIerHAYivs1u1YArRxbYKota1R4MW2+hpq13BZBu4uUmYPtZ1tbwge/dlaqkxCQtYWPQVux32JiWtjwdetJwHTqT0KkHuXIsvUgfQU8z2LpECwyVyDXI7BKke+lvOKTDJT8/0ukLq+CV6ppuc1Xpa+ukPFqlqqqHJ4WTnE6HkZXNHtv2jG6NEuxOl/T4P1mior4mT7QD+vw8lT+XGNCEcFQxpeBrUVwfuEoGINKOO9cHq8CChlSPiKCCu44OzA0WJhFdeqzL1h7N2ZHUf/apRpGJwBrhuw6ItNSgHgvpvNujEp7USB0/PjPjq+9PjsVEW1eTqJkUx1dqWhV309GRw27LvtuZgAdl3P1h2P24rHbY3r2I6Ol3djiaZHW+qfE9b8e2p4eEzqI2ApBQLGqISjSJnPlvdXMtq3nyOintrGJHwqYqAmMAmLg2EMyoltgf2dIJ4CY26ychiFHNdFoKNw7ydPaXmfKIDsp/99OY/l+Hmz983FANhxFYyrAx7VmEN9U/RNg0F9XY9geMsc5OJNJodR7rxoPDPAWFez0wf0qlHSzioZ2W1eBpvH2ySwTtZP3Wh9XLCUfe4N7LQuvoFF0cDlOFcY8ufriAKG5lU9THEBNr+u6x7FC3yfpbJtLg+VMOysc5PzF0CUuF/7EQ1Gq4EfqyyZJgLM3ND0Nl5U4YDkmB2/4wUMNAdk5VRtE7HNJQTH9sgk0lkEJ/tMFpkHhdMPfcd7+zXE1rTPeHmsOLyRKRuINmgUY1DUrGrNTdlXqxoD8hgq8ah539ZuYnKyPMYGZbsbALEuHZ5Sr2wd01ys4AtjwykRfBAo69GM6YnGx7wYX7d2EzZTmB/7iUroRmMczgyKbE2TU9AF5LoxrxotcLQD85rpYBIEkX4vYuf3uaF/gMcbz/QAiKiUi7AJOAFAMa9mNNUOE1+Ge61vJLP7oAp7foUuklU3BDLccK6ZspgdEM6xuo6pbS5BJcJQ8VzVRab5+cEO0dysW6lz88U20DdpyPJ5NELD1oLmxKIujjQWQDyC7C5+HEePCJEi3n1fsHqVQQggZ8PhQORwQPHSI0KmlG77Eqmv7izNw3JgLZUju2tuNvf1ARDAhwuU0eyM7gTXPoD1cFGzV2Lsa+iTAOC2pU8P+2qZbgEYYimB7fGCZZlBG1MHUfvW0IyQJnGMoOfNpw51PJcZjstB/3ak6yidtOlMCgRzF6ktgXu9WHm6CegTVNeIKUS25f21txZL0Y8HoNMEcbExElGZd0mfawHuFO0ivX/agajyYlorbBgEgGTa979WXv5VHzJSsDy9Z56WOW8LOPU7NhdDnwcAiz3LKQqZzcvQGZggGT/AUl6u9aHfFthLb8JEztMeWpQe8zq9saQ5NDvLo0DrM7Qep7T1FMymAFrMydxEm2/swFTF4bqSOIeY3o6gBzB2d3EAwKouwDb2mwouXuJ+c0PBof53GQYoplVwLmYrjIdlN3aoDKLbWPGR9QbAr69ptLZ5eVxcd3NgcVaIepvbvqTI2F9DR3YyyHytvX9GOus21vQPQw/G5zYW7Ps1XN1Vff9QS5FNPeubLs5wj9mwLgde+Lo0p7WaeH7d4veAsdBk09lPrffDGboqXDdQpeIBKozlw/RqLffaCZ1hZXHCSsOZRLox01zz1qHX6Q1CFbjCgjeOx5ZMcgT+o7A03mhU1NJZigzSFJ7iOgUTGmkzs9RQ4P5VT9Wv+XjjQY82cbv8RJ+Mdscl/UbGKl6NgjBlazug3kRxumCrDdeoSjI+UVp6NZU6O6rHgGDQf0kKr+3wxpEIAZh1ztZQuJuPj32WdjUakHoBp9XFAVym1zTBjyK/dCeNDuju8U/T8JUJzayYqyeBAFM9t9uKdbXS7XB9VZZTauhwMuVlEzSqoWCTmGaALBVnhVX0ASLAmVZVwoaIm/cIOxy8AIi0FX1GQhPgFO9lGaENOtmxw/rhbHBG6r6ie5kn1Lu7wwDgHBYlSVO00uaD4wjLhLzsUN8caMMeFPL0BYoVD0ybctLPoqfxxaRNwXD3ZfHqBwIRFRsXbc/IiiA9NUH277l45+JyNG+5YgBFI4LjGOT4DcsEB/rVi4rApm8GnNhdfbnZBc3F5lV7hRUYr/qYK4Crzf3QTR3G2I0HBzj003GWDdwIBqy7usBYnWaBiqgZF8I9tyIQcnZQL45iBdndGgC8t5ssE7o3tKs3rpzW8mQenv4YgjlNn3ccFoC0br8/9m7prSYO8BVDMsW7LDMCBOqELGWFmDv0klHX9Ey16rCqQxFnV9jY9/EwTx8A+LLbWxyz4QDLvteYtxfXBFHr02D34uVxwe+oMT61qecxTfM3VfDu9gwfWu8GvsS8cdCtZYS9tmGqf9bMtBRBDgBsXhVGNudw92Z+7oT5jX15N9NEpvaG3zd6GN3Hgn06EPEgjaX/vWn01nrcVjy7AFOT/eFeUZuJGvDx1OFRKkqnPadGEKpAW828cIzmxSse8A9Buw4TNG/NzDGjgzosGL5ZrziwxZEzPaHlWfQUjOs6DbAXjWm7y4nFDuPVkr5iUcZcAOnwhspZnLHccj96FccbD3pkalLwUwLQVDWYTEXz8CkiaLfUL+7nxcTQNo5xJfuCEHvNC3KRLFG5NkuzpeeKDwB/TfNmo6Fi9/eHmNS1RLqqgyOUXQ8uVPbr6L6IrkzB+OvUIn15NqC7beTSvaTWtSvNS2dNG6BQndFU0/LFML8aSBgaLl2tOd7FJ6ZrZpooXt4vOEbD8+seqSy+RlWwo+O6Hti8ud5lsY7mvSketxW4GAtkfYLOLTJe3m1BI/hBm1j6wCoGZKcKbvcVl8thizRsAb/dVgNzo0Onoocxo+WB5ugZTTWFrMPuyb37c5aMkATQ6wxrAEtlwAzrHOzM60SjgJV9sej42xIjBVPCFKaDq3l5Mh4KvTwXe96REvMx2O9IFtKrs/rdh8NIEENwbiWlCK0bZwfdl2cXLLcZ6S0VwVg1W0RN4HjWwgpiroL28vUFPXwO0w1SqF+Y3kw0qixJzZOJu2WBAe+tIjcCmcYAYgDK4MXN297Xq40d2g+x+e3p01msridNCns2Jh17Nyde0ShIaH1GT6bmrE/v6dRMhpZaPMCWlaUPbL4Br/TGEo1KyUsfoam7Lgf20fE4szUNgGCTAISpH4HLPnr06ou+ed38f7a5RCqJKbSXxxpantYtcFraxPNlC/H0e0e2yDicUakpOEuxzWCf2DMMsEbIhzbsxxqaRABRSXppdo9ms/WoahfZWoKl6GSlX+7G7gwgRMzi6XWmtq7rjsONCQHxVkEHts2rS/fUFB5ecWpGswjH+bY48D06KJsA4J48sPHBVBWQ/d2oS3yYwd4yc6DXCXnsDkrSGFeL8BgwvSuAED/Xvn/rC8GxPGmiPQ3cWBCnsVdyb4xCgFdwvPGgp2+a/WsYfes5Cra0gHn4tIHw7xkuBI3oDYhKrL6pe3cAuqTvCg/xCNG0FA6G+DumABxNR6RNRqC0I2i7UebpBu2/Z9QlSBrSmZ3YQLcW+h4UBkJ981Y06LAIEr7JQ+zP5uXtcN0NGSDrKG5AqgohVZFaHHcP9csIUEMB4nUZ0fJhO7q7ko4AQuGm3GeYCAJWjTXVNDb04nh22cMwsTsw2yJKsgaM27bgaOZSaj/z6NZTdgR8aMAszfpU4QJwj8L6NIDhZeohPPVIiJoN2rDTq6LfbLMirTuo33I8WhnIGCODehkEW8SxU7U2VVfW9sLEdCTA0ty07YEBbXK8lHkBxGfaOTVK0vuu0buueVsMmwMJCmh4yO8SVUuv4SE7rMycUWtJHYsC/YXgeKbeoDjTXGwro4KonAym+GLn0cXEoeL+PbUKk8LnAD+c1+LX0H09myxrd3Zt65G2hsJ7LlnKimmYvszQiizLwO69+AAkazOoN7EFrzKvrDJaurO4bkpIloPv20vqurdzteZUwaMDim3aemGeNz1ecwI/3kx46sSlH8H0bNNM+hZhCqpFJRj7gEV6nO7PnoYDzDD1AXtodra5BOtDkfbjsYY+CUD4EFUd1FQxew6/hzR/5ONkI1GFpdsAW8csDs/KLiXrHeJzxf3urz8a5rBmosMrSe0DBH11hpoDkwuD7wWUMKj/OypLIQaAuo85gZesJwiXKZZyXacHaclOxt/LuiF7ZlTUDTxl2vyI3n/I/ZDpdctk2PoYWp/bq1s73njQMxdXtzdEDy4A56aiAnv4HpmxNUWUox+eUjhy8xhrRnltt1RZ2wwURaUNgdATQXKkNo7cZKB2DaIwsNXt9yp60g6FzucAtNtn6qIpNvOFc16n+4EAoB5o0Vg4a2WIzgZhFYkvmNqNCbJKAQDDzPievbVj33uYnQHpCGpgJ6lYiveepqPuR4eUNroWFQITGgsDdQOkl0UU87DF4iieO19+vEYkRx1PFfvRn4SaBXoSUfPAXDkQ+4eBqvC18PSEALq3glBg93sAUcVFh1NF+vTEONQwoYxUV01HSY4LVnPRvCsYGgqY6yZYAFN472y5/oXgUOE9v/jcE8wTJIUmSBFCZPtMDQAfqdjDc/bDqxh9Llm6GOGF9doeBHcCtGHpRgBxz8cz1x/4MxL4PDys59a8eL8sn7uWvvKNgHO9GFnSw+fcCgDn8aYCbF6x+UTsrJPOzIjqnlq6rOo/9+ifrVXYmf1pfzkREzsfxxJpmzk13YIV4TEDuNuwSgCb4WZ85q3V8JHrDfvsoac55S9ETT/jqSUAXgmVYGVCsI0FL13QTMPDaHzs3jlVX8RjwXBQY+cjyHrwsvabewNde+p6ljZxH9Y3iz5hdh8lTFWPaVe7tmkVqaKxTO9FMK0qeLmtwaYZm93Q+sB2LPFM5pNnBQDrSnBqTF0K2BW7gyId5sHG6LmtzgC5R1hU7TI7UITusWf4eBPNfSRYG0+lhh+d/57r1Xw2zWQVHiB0QJGv5+dQ99qGeDsXWxf7TRIUOVv9KteONx70hNkgQUi4rKYgWXzDiIooQegralfl6lvS1Pt2aUa37JHVyNr4RvOVyvoUSLW7Mz7im1HbSrmvKLDnNZDtCYrSqchghzgofYDLFMxLQV2k0blhTgDeXR5DgtXQqZHq0iFo3YzO9m0xEbPfKAmNT4Kf3i2FtCzTe8gk68NFkV9+DJaep0eFAlEddl0zv2iGXQZiKPhTNXt9a5x6YN8XbJv78fQZtDB/tq4WGc6jW07c03wQQArVIn1i7j2iINoBwEWoUlyWbaexdKLsDTLMjn0uGilM0dwUa8o02D74xtiNRSErRJBBMEV2EbCPjQXCU7IUzsswkX64OsOYmHpU0bEJd/PnZGmqtufpv6czR5Euk2SY7PucP++1OlwTZUGIBrA5Lch+U9rB+eTMjQclIglcwcAEyLJ+8UCEQPgp41fTEDw8cKlYqKawdRrA1+ll1F1DS1JbVdCEFECmnmbDw+WOu644jo7VNXFkJKifW/s0vZtKMMFsq9DbxFqEzoCBgsdjDe3L8JTTfSzWqkE0ysa/7NVdaxsn4DL9AZjzsRkFLtJMcO3VXoBVeY1peiEeL49L+AM9Hiuu3dzjb1jNq8j/HYwUNETJ+2TbnT0q06YK3rtfo/qTgIcA7HFf3dl6RPUaK01Z/m/l8RKgk8EXWfLLZWDbepjIKgyEqhorrUAK2KdAiufNYCscCuAb7O9MizJturf3AR7ZvWEugRKZn87gO0XIBPTtlq7Mc61zXk42G5F+74p22PooUzC7AqtlNU7B/Ss63oA6i//0wU7qkU4qi3cViObPNaJpLnBVT8HzxKYwjHGJKJwb0LSIm6kC/iwMnPhz4Lyh+VgjGENB3vFzXp+fa66Gomo3dosi0yvhxDYpwF5P8flHy5JrN2Kjk7N5gliF1nCDK7o6AxZlqgL3u1HOVu1lEeEYthiyZ8x9W3B7vJxKY2tpJ/tfrd4ZmmzP4z0dHuO8pazT8t7LKbV2HG7k5bnD3if2jbkH25T6xXYQHYJ5dyB02N+x+YNiPxr6rLCdQH0+QDA0oggPl3bzCNzp4WD2hCmhEjnR/mDIGSR7hMTU1slSwTfY6K+lvtF2yf5bZIDoEO4sD+dB33AyCgtdz0SpfMzhk2CMGjkJ9lN9V9UFVi32mh4258/Xr8i5Z2yXxNxiGjHSAA54AJwYQF0LA7YoZGvWeLYcdGu2gYRIO8R8PSwia5eRflFAerDAgE9fZu4hasL82o0bsLmzbVa40PvEfV9DPDtmC00MWVN6ymRrmqw8aqI43FJiGx27vx/IVFctX+/NWJl9mF7GWjUMa1MzGxYZ3rfLUk/v3h+sTF2NoaXwOcrMp2l6rssRIIgpKhY0EGTRA8zE1ra2sFcWxdDmkdOjYeg+ejjNv3XZ4vsznX53iw77btn82Hx8cp1r5U+m8nl/l8VS8Lfbmn0SpyTIhFdpOZgKy4Ktx1iQpgZy2LON6fFiqxH7CYFPQ7iNV8AThHwBsREocU+R3IfYQSDWMNe7tmKUqgtwPFfvvaW2Fj1hhCLl+wqONx70LPfpVHuaCtrDeP+CbJqEYqftg6MdAJpHwuJpgMHeXbCHenATzLUpmjjy34U9OjFH/u/GShvJMabdo37fFH3/juifGyGruqL6i9fBJ+zplFhQp6TtOAe5RwZ6pLEZRKO54dhaRBb0sCEImt60k2Bku6+5MI6Gy+UI+rwvA3dnZJo7kzI/zshmPzr2vWfLC4+G6FnB8k0RWEWZ26+LaHhaLEtGpDReDLHy7q0kJqzsl35H09mu/mTSqUchF9c/qTvqhuZCPSpyEMKopRmFy2ahEZTP1HmZMFniGXHDpLC9its5/oAydvgzjr+JbJjJIeW5uwrk+XpWFVrrBTVfK6bRgKxQjDGrDqBsDshUd2CenvbSLGF9TQ/hM0Wm/MKMjfMXiGcMlDnrQQi9eBqbMDJNTbboqd8W1wn69zCdWhuUTon+SPOlAXg9Mo2h3mW9dbXNkRemYno8IHy4yMxeLibEPfz11K30Ni3d4y0pmC4z92bz5iJ5yODkshzYnb1luudeNCwEQXRPZt8uGvyx27l1aF/x4CmnJoqHZfcGxebM/t5+Dc0PYClxgifA0lhMg2/D2kKMAsSqmeCh2dPr4kaJTGuxM/3SEkTW9NVlscrTTLvb9bCh8TEaHtYjwCGQ2iXAgNPh6922dQed88TG9e7BmVqxiarLBSbOaXUHPm2ZtlZNmF3C3mx972paHn+dup4TcEbnMmMssiiD2Qlx1qhmTQBYSld9zat7VyGSAij5+tTvSMPgIwPGcdGT/vVVHG886FGREGNSo0CaXxswvdEoI2CColM+8gloAexB5YM0wWdNQ0T5cGFz+j1TCJHm4rpEU7jyfhVjb1gxEtfl56UXSztSQMbUWJjh7WKLK6NW3zhxkCYAglZi2guwSSKA3nvoW8S9fsIjAjBxsFd0EEYem2tvDjP4s2hyccCSpZh0kd13E1BWE67TM1RfMD2nva6lgaL/J02jKmUcHYd/ngEbCW8hRQE2XLD3Hmk9i6KBrKRpGWUfEr20guVhJK4S5eV14mfpZrJABC/GHIg7Lus5DVoYHUZIAMeoi/C5eSJZIwDpqKwGUJhmGheJMdx2nCom2uHaHQ7PaWCGYv+n6S0zKyQY0GR4PAjQDvTbq4vWXvlxpO6KGj0AyZLx3vtrGg0kNRdxAl9jvdREyAw0CD4vatE0N5U4b3kWj93GXQ1QfL6Kb4ysNIRo9OeSBkDFNHqag5Ldu62Cyzb1x8dLpFjGMPZCYbqdQcbCWQ0GM9aw1/7OIoTtWNCbmZeyyeaVvcH883ubeFh20wQV5oeNigk49tnx4rhE/z8A0SPs6c9GAShDswydDUMB69re3SuIbNWzZcelZfXV475G5Zf6+4en02jIyHL0m1dRke3p7j/GalPeFwBelWXHUPH10WQBu5vDAhbAtabRVyvWS6WxpIMfpua7sz1iwEenmCUJ2Tz6sims19ZW1q9SEBMankPSSX63MXdKpc4M6CKLwHlBf7di/RLWGgzWBdGni10GmNKX3c4tLvF4Vcebr+npBmRGy5sPzYh7uauVptM1srIo1OMMmDZH8mHWlAHgLs9AlCEz0oP4uVE0Ah5Zt901sJfC8ijQb8hWGE436qIRGZIOrJuhdg23WLvuFEBTOCtuWEXEruI5X/cSiWgSABxoBXXOvi0Kn2y22O73FdKNDQonUl9sAXgVmI32qVbmzkow6wYtwdT0xcTFtYEemSM6RAf4cW3PvmX55vB8uTjFSzaKOfAQNDAKL1VZUZHVvWVHvScEOP4s2JvGnrVEZK9T0KbnqoluxDdAr6TSBrNd8fGoXU+sS5gBOviJjRSehiIL5BtusIQ0FeS5BKG1mYug726OR6YJSOAtcFsFukZb9aIMlpm6R9UE+m3ieLDSdIW3pBgGkuYiJup/aAaEXmVi/r/CEboDAr4kY7IC5XBQA2P0AGB59LL+buJ1TEGbLSh7e6a+cdA9nakpBz+KFmMCApuPjLzZJbtrBCcAoFuHXAYmS949/dG6RmsKnYZ6pY/wfNm9YpHtJfizOVvYUtBeovE1zmAACM3eVHMZJqCYahVfLO0eolj8vbU9A4A4Zy0BBxIIUWT8Yr+YH5ini+7DO6QfK+YhIUIOsz9tqUfSbDnxYr/g2bpjnxKVn6xEozFqtJjY1yRSVDDcSJWOyvzelkJLryNWiwJwsIhTQPdw2a3FxmLgZl2HA1LHKKNZ2mqZpaUIq7daTuRWxuhXcPPWW4ccDXodUFXThQ0BtpbVwIJgJuWwQBmx56QNg4BaHIQRqy5m5Gk9A3keeNWijff+KDieq6+DTIPZJfa7p8LWXO9epcHpGw962p7+DLWEdrnb4s2NJcXIBbkS8DCaZnqJIkd/QJbu0IjCuKGRDtelDILF2B6yPOzlQzRdzRGZcghmRjjYkg0IR91BEzsHNSrFGErPHwJ/L1kMBdDL4BcYBbr6+wr1LiXtY1UDBhLm3tDXGVFl9/LZY7dSS3XWhHqBLG23xohTBXBq3pqhuq7gOI9+eo2IpvsyAEzvGzSGRTltmSEYTYMu64Qu7nYbzfaYjmhqEX6kiiRBIxcD3k8uBg2hyWhb6neiAZ+fJlyPqceiZ4to6EcCJzHt4aCXi0c290SC8pbVXWQIKdRPbZptlro6I8GNmvdHc2zPBVgfgelIa3bzl4Lmwto3DeClTZzBQFRs9bt98bm+xkQyBcnO9JDR6TcrVbfmicC85luaNxClOSmA9E/yjSO6sPPeb76hqAvhtejFWNF1d0Du3k+nlGqDjVlWffkHm3P4iE12vy9oi3MYno7uyyitVqyPE6NBsrk0KAXS8oFO70/1eE0QAKI3RGWXAHhYDmwjbSsAK2+/OajZnfWh1w9gGhv+m32yAAMea1O83L9yHqTBhNHUEbGZMY0CWzESrOJqnrtWZQHZHZ1ptm00PO4LVhZoqPXHMtEygJZ6IIKl3mf8/X5fsXiKf7pUQGH3u3mg18SA6nRmpzYajXY5TLnTcgOIf2NR0yR6SisCXMBAM9d6AmsgejjGUdY4TLGsw0UDb3ENUzGfHil7CeBgZ7frrO2TyOwA52AwsgyLQne8suM1XpW+uqMdxUtk5MJNnQJLbMnytGLcFojTNxNrMpqpgUgPiKet/G72zRcFanrgvy+bDIBMn5W/a0OmunwBBZwJKlRk7YUSQmma3TVqKhydHxK0Ial0DMmUV/fXMkrg5BheOXC07N0yTTcwt24TTYF5MxHd8bhE9dD0BXRu3Z2Nc6jVv2/3JaKh5oJJLr7jyLTVdIDQulFccwqO++LanFwMQ9/AUnsgdA4UelYWR67TFodpoEv2ZgCT0XJcNGJBIaU7rwYKKQKOyh2FOZN2dRCU44nPPyhdP9d4eOJxc8mxF6XkZH04jg4bF0/z5eyDRSNMOjRTjA+x99XqsKoB4mbfjgrCubg1u55D01q+GwhtpREpxY2v6yFsIKs+d9xWYHhLCkEJisjKcc4VhtS8RzRMRWVYMEK9XVRisg1FCTzkaMDmIIMfCuRYimDI3+/pYoiayFldnP8EnNDBOawchrjezl6zrvZgme4iI3SUvlD1nNH6Zbe0zlZTOa6n2Z39YU+8qYIvPVqz4Zf7an2yRPHS28ncXYPD/nxA9t9rosbs+DV0ma4hmri0EcLmZ4s1Sl68ieoDq62OBTfXEdLo9O7XSLZHYGCH3ju9Tdxd12TiY2Nv6BG2uYdR7ZYuMO2O+L0MZmwZJ5dlaTO8d6hzJLtmv7fX1so8joHmBoPi40bWCaGW5zKz36KPlfDXGZK6RY4rriOemuXa1G/JyrRNzEjX5zfXO/G0l3UNSHAzLrZOcj0z48KsmrYBibwOQZ70FR1vPNPDqJrVKtRTAARB7ix55O8ETtUPrzDyBe14KI7OQCzs2nzzEZgT6mTjNEsTsOgnKmcYQTL6Z5NIv75YQC/2Z1DpCsyWm0mUDE6A5mmMNiv7eRK2Dt4E36TpsqmIfC8jTwxAj25RA6M7TiA/tx4tDdOaddnWIUC3KgNZJsbW0S4jNpE5zaNieNk4YPfsYEqs0MJzT1H1sS0xye2LcbKrL+Qwq34XdGKZ5kIKpB6CXij+dz1yc7OoRr3cUyH3FpF0m/K+qF/8XjM3DdFIgahvaDF/NZk/+ywr2wxW0ClejlVujAYwcGIcA4hzbDNVhnwuATwI5l2MHylbH390YuY4sc+USF9FpRiZnqkJ0GPBswIA0/b45xyK9lSc9RodXMSBTBuGgFMAKW1k7L74tKJGoZTpTtftqIgxgLQmkCLdIXChAN6ZHwAGhlwTdPJm2lv2fItoTiDLTB3e6pVX7B0HmMgVSOfxrsWrKhvvVp0JKyRZ9k5xrwl1jakge7K0iZfbGt3aaY4Y7Sym4BiL9eQTRXPND/vo7a4FetzXYGHaE11QTYfxUDX9znAdEnU+9Tw8B0EWxcpX9gjztBvB1jYy9WfXveK6mljb9EzZ5oYs131fXd/T4l62priuhwM1S2dVP574Tm0GG04fMbrDq0qkjK1M3ZhwSg+kuWv3IWFt4Hl9e5gXWxuFr2H6HjhXbCkDHT2ltgBYOvbIuWABnC0+CoQIuW84eTFFPO3eP+pBoohY65sl55E0APcnQecHeLzGsdhXd9A4zXQ8BbG6uJM6BHst0pDMf992GxihVOf7dyDExb6R8Dxp7uSbOCNmQsyW59Bybp6fYth+Q6SvLPIzpNzvFnlG9+1ytHtdmG1gs2eKHEZRUgAth0TH5wAxpN9Z0s7UFtNMFDtzsh5i0ahXmszbEotqiOkclOgUHFvH2KyzO4DoFG3mgxLmgQDZIpSIyEAVzwU1Md/c7fOZvlJPcVHox3x1pAUo7PMGoUJ2yH8fYlN/n8Qi4PdtlxCKU4PBPSdAcOke3G8SrKCBlzLeNmRbEf9ZlKf768XTW3UMcmPlYhEM0+46HvbXKuXsAX7IGA1Ei5TlUa0i8dCTmJ8/s4tDMEWzS2h9rFGv/WefI6EPel2P8UwxHtQZOA0A22pBQCFfCEqbByk0a7MARk4p0ErlT25OQKbHKXpWE8crgQ21QATvzd+7qKWGvdfS3AxREehwvuiQMDEc1AU5wGKai42He5+ndMrhXljH0a1AYRiwOAobMoowmTqa+76Y+NfF0VbZZUzI47bG+x+d7QEQzJD634FkZ+gHRJZHgSgTf3e7Rom4ANG25tm6R3prn3ndQyXK66uD8wiQ07Iv4GzhdTQ9cLuzPYdreBQIPRMF17a2IdJd920J4fIcLQJQOLiZo5vB6zJMKjAR62Mjc+8Tnj0B2T9RyVKHuaWDHwZ6mwWo2tRa5xQCAMPHVTDBRYjv+xmaot0YlTMYQmQSuM/VtetUeVpjoJafPR400lwMEF/l8cYzPRVQJPgBjoeGflffOFwxjhQk8yHVknNIprRCd+Obx7i6zsQdatvIvj18L5AgiX+HIL2COJCY9+w5sOAMAJkZ8U2bhnfaTJAtvvDyO2R/IM1S2rh+W7XFqUxrGOetK0oEwvOb6FnCvRpbS8EzxcKAdSDvWrq5G4hQn6AGXiRMARlRiledmCjY7/9oOO7OovB6fbFm1AS16FaPFoDTKF05zx9VT1uVKEIFFCZrMdaSzSa3XjwX7gwQDSjDvDJ0VH4dh+NEF8dzvHFtO7E7T6qnTqkrzfRUZe1Onj4EMw60ZHMQf2iKrF3QHp5Akp/BhrnafPx6apfApt/tQ8dKUJeLE9nIPt2kk5VfCvTNPuA1xjyWznJPEXSgvXSQeXFn7W6BhMKnF1ORvYwuBUKH55obFZijshccRKGCh8L0+KlsKuDjs7akoP7iaUAsGj9UT0/z76SWVGCuvV7h1Xq2MiCzAEjo7ha2t0AGIOsysHslV/NqLf6uAQFMzMzPXNQXZ2tu+4LLcmA6GGIFGAGOmRPO6O8124wU01ABCHzcFHCtwmUHS2R7uqQ4ujI9UwULEBVXuyj2YdcDIPQ67AloZqip4QFcaDwbnl12ACaAZtXWw2XHfV+hqiEOH6NhXQe2bQnXbJqtziEYew+rgTlbpOPFPYNMgyfhi2YXUfQ8rpORRZORF801UQDsLbSJAdwdRMshmE2B1Qw5AVsHY00YBiYxcs0BUutIlqfdfe/yvUg7wqzV5owGIIoO6y0D9qqxfRXHG8/0tC03AGM4FH1XAzyNGwMA1aCxWYqrXRBaoInopzU9lx+bVkNY9QMIHZH4z6ZreyLX6X9nSotVNMH8uP4itCD+2bIj8qkyHFlTCNkSZfP6olLHwZtQ1wOE/w8Uqcz3Ngl04eRnh4cIIwHy8qwoEWSksHg+2dNcerRkTfb0+dGtmwGgIgwQIxWl1vKCFVXqE1Z9gk9ndfg7sjwh4iNI8euPa9tafAe5TkthHXn/YgEgCFNEyi+qtvw1ocsQvkfiPQQ4ssNZGjcqdMBD64IAv0WTxYPPkCA5/H+O/HkVIoYRGBzEq0a/LKawqCWKg+OOzUtXvz7q1SQ35vhujWNUzoCrMI52nqe78et10GQtNga1hRtAaOUAgl5f5P3fNVqOVHLXEgHnppObh79+2jxkjy46NrMhabwXAMvWQf1RU5szEX2IifXpv9ON4Zy7afKkIUwLIW6M5yypqqVglmUWx2arviSbwr+zrJpuxQQ77FHFVPUxOi7LwGU50Dx4YZNNNt9k2bn1+epeBm8szVQriX/crVEoBdF3Z3G6aKS1AISeR2EpM3rrqArWPvByM5do+g4BVoZPYXItNx9qIuVnF2ucvB3WKLm36QxWPzleG+Dxx+QRy5wSDvHUTVEfBSCYnGjvs1rANY/mjUTJ2HESlsC0iNuptYzegFuD3F2v6KA7TDILuLZGxxJMdrtLguon7Iu4PijSX+p7lK9hLNoJqQbzWwprQwHf5+pccOlAnROv4njjmR6LkvXU3ZUVWn1T7M8lAFDfAJnqzrL2e5nAcaWxoWssHBSBrExF0v5s5wI0ZeqspNhYreXAJtgA35TCHTdPdfIIASN8DgwOygAzmVqhviJSNIsbpVGzo0m3s4lpUJGHAGvqfQBYuaPCNAYon8vrcNYFZExIw9MvgDQrWSQtQMevc262e8gyoRvODfHiM0ukE+fyzw4wUMAPaXxe58jS3TDiEp/wBEGCLK0ciJ/LTYLlAc5AMqqd7mIiZ8A2TmhsoJVJiRYVBCxl/FRAXZlG9swiKLZxZNoxppu0SyxATTRBiQOkudo4m12id5YZDRZQ022sBWBnWneo9YRrZR7dzQtIlIwRYPqmJyvla3a0AxA1nyza63MjOJ6raRGeVOWxQg5wBtBTqOpNF0UBsFKvezXXtCh+XhT6YGV07bHFGKxrSzK7yCAEcPE9bLwzfcb3PjXaLBqfODfM/kEB94mREOCKKLb7ivVibV4AesxkFaZIevW0xRpz0ocnnIRnw8u7RXpsKDwm0NrEdiy4LHbjjpHnZldyGv9NBZpYSovnpXC6N8XzdY+u5uz7xWPMFuzjcFFyE69KU2N3KtPDv3dnI7bDytP3YYCH3287srw/qsJc8H0cHZfLYcUZQKSqtvtqYEfsXvdula9sLTEPtwWpWi2uOcv0ylOxm8G1sSFd5GHgWv15syI1HcQ118oaJHZYv0YgAvDY064T2IofWQCcXNtmQ7Q1amRzPGNBC4i5lorVwy8/twS7BvrZvYLjjWd6znoV8QdgrI41FrUNg07Mw5uNMmK3BV9DsNmdOQKQUaBH49FTyVkbtLKZ1dczRdDLojnL59Xz808OQNjCyh5H7MQO5OCLlIgzAs1LD8MlV/y1PBz8FGY86E4c4gyQAwCmfHwDDaM1INs1bM0nH879XTjBCBKI/ike5rkOsU7wxT2UeoQszfTvyrQbo5sCHOz52/uFjBPFx25CKE73NrJAfEZMs/HjnA2b3niyHWJVDciJnUaTiv4oaH7PI5rh4rEi+1Mpn8f5uvnzyTRnYYXahjTHFES7h2qmWW0VWIlFMN03YyPzu+oZWPsCJsFwKGoHdbI4VgTAZ+gA7HCH5lEfwut3xBx0QFOjWu0agQs8kmWkGpoEH0Ohp9slqmIgGos/xfD8edX1hMbM54Vwk+x5z+1ic5OLOcRgoNlGq4VRsEpMCbEzKx4BuA8PTuzOnILWrfz9KEZ6qsZcsIVFNS3dDqvKrD242KuKFiIsad9Hd9fnbmky1wNRQHzpA8P9dGqlJoDTz8YUfPl+CbE0eB2u3aGguhVARWDDc1WmZ84WPjx8391Zpn1Yux0rO09D1X30YG9UBdfrHuktwIwId+8D2JqVsbPdjjRkVSyFyV4xK8u06rxx3rLpnq97yzXQ10ZlWtID16hM5dgJdhsBqOFBWVYds8BC0riQgTF8CS7+YdHgeNqe0j1IsL3N105PmYXRpx9hwPpkLfygjzee6amLULSN8PWF7IrBUgnPnDYUxyrB7FiqytckdlcHotor/nQ2SJ1dUhVLkXHhZJsLZ5UMeOXGRMATmomJqPgJPx9H7HNRtCkR1TVIGBTOFZYK06TeYzIg0b6gePuM4tMD5MYvQFQqNRi6F1+IJ7xztL/HtQuhPyjUpQmpeG5BdCcHvO+XANd5ijxPkSzF1QRTUt5P4MNoRXgtSMBIgfZAVq2Vyi0gQQNz1AFWvFxeDs9pN79nLowX/+7x7GgBAAOo3NRSw4EQs7IcvXmDSt77qO7h73hrqHVazmOFbVBEEQ7MNXUVKVMuatbFEHMRLDeNuRCLGRkgP89sAN3VhDn5EFYna8BGvpZOfo2Bj28IpjUQL7nVGI+0CpAjF+va385S5XZDWZEXzCuHnb9kOvPKOcUxXJlHzr9IUbAseYiv4mpzUco99/SGUrPRDJgMbkzuYG6bqXgVlwGivlBHknMwAAcZnT6hs6G1IzZ6lrYbA2RggKwIRchjNlzXPaqdoj+Ve209bmvof+Zo0aCUbR1MKCxRNn5dj7g2ppv4Gv6cmhyNh4AAPgDi/ICcGql2/x5spnpZDu84n1VVgLW82bYlWnvw5/ve7R65nUDzZ6BTvI2Esc5Rlr4gAKt0hUzXKkY9Odc62Bp6NChmjj1BNBc18X2OWdOXyVlU7EPGMhCsYC3rRs91ZbpWiH/vno4NJ3kH2AQzE8WGwz+T1cX9Lpmdk7qWZOD1qo4PnOkZY+CHfuiH8M3f/M149uwZfv/v//344R/+YUuN+KGq+PSnP41v+qZvwrNnz/Dxj38cv/Ebv3E6zxe/+EV88pOfxIc//GF89KMfxfd+7/fivffe+y+4Ii0bnwEfGRa9slLFAIZFu31zcadIAg/vJ8SKlar5iKNGfK18tHv7UDBdUw1RRVX+DSTAISN06qPkQKjfJP4tE17NJVGhBeR1qP/v1EOILsLNNvnojusAJwAPDCQw2oy/+9ph+V9OSP/+nuMNLQ3/XvU2nLyVpdlaVFTFDkzwojBwVNM9fI9vFrK3Uo0m59dOQO4Sm0t7bKGRCGAsOI0V0zfRdyIXf3tu2S3dA3BACrhRiQoIaqcgJYppwHLLZxJgRsp4ILvti1IjQ+OfiSfXXYFNHZvThcx8nt39dPi5tcUFD2VbFY6dAtrttRpzifeErJOKQI5ZJQf/2ePrbd0g66otK7j6JuiPAlrxB22/O3u2J76XmEfl/mp5btTnTB8fzeckNRWbzYPJXkj+HOI/9k/y9xhl4BtcNJWUrPISxbx3jFs31sBTWKGnO5qVP/vcZlqLDYCh4q7p9sClmcOzGYm28PQB4CXulu5hywtqa3jeffRISz3VAFFjU1tcEPAACMDD4xgNU+G9wBLo8PXU5szSumI7Og53Xh6z4ca0nf9+dz0RX7sf1l7i8X7B4ems1hI0ATgxXmwUCgeH5jTfvelrC+aIhzTNwozp935LX4OovOuapqocVN6ANAJDICtUARuvrk2cHlhaKwiNVH176Y1vn6xFNYjstwb2f4xLd1aIAVa1awA8MEOCGqCsMzXIK2O8suav4vjAT/3jP/7j+Mmf/En8/b//9/Hrv/7r+PEf/3F85jOfwU/8xE/Eaz7zmc/gs5/9LH7qp34Kn//85/HWW2/hO77jO3C73eI1n/zkJ/Frv/Zr+MVf/EX8/M//PD73uc/h+77v+77m65lrC7bF/i2Yi3gfovOq3Nx23xZ5j5Yr7V/PyxwpQUcREbPHV5z3OKcPLKWG3ASB04ZXUx1RCltoQw662CyBHHwTMSJj062lhL7J0Q+ETAV1CWYuJfnZcOrdWZzmvafi/Z7+ii7iTn+ygRzTVbJLmiEWoBO9YBqSnme6CzBA1VDKMFHOW1FduSZ6lHg6Tu7lM3yCPS2PNOoWodFpbBpavCyCSXFhMd9LHVaMBf5eEthSgMxnJIeD26LFqvdcZoqdKxN4PLj+pgjVeS1zkfCSOqXS5nkhGauN/75pGHZWt3IyNn3XECwT4FiQIMEU2biVKAowxkuBJsDXIGb+els3NHqhWZqyDfFmiJr+PDOZVFoKkPUlCBbkeNCmvunk3NCuAa7qhkMzSXHmNAxExV/LWzsBOoljLxsf9XTs2XU0oLmWR1MUm3l8CZCgQ8BeW/YDe92yjmB44L9XRfS/o5EhG2bu3itvHx23bT2lzI4CJKpjcheNdM/L+wW3bfWqKCt1Nw8cDSPEC4XVs52Ym2N0NEF0iGeXczMZ7AE4BDhVfgkQrM4++gn8dDcRJMCzPn8NY0gAmePo0SOQvdBoxhp+O54yPPYeaS+mtcate+qxn3to+TNVf47BdAsM4JCFVJikgG77sDFE4XJ7bFms0WDnXDX0ZYCtE3O1wE5dU0l2XFd1W4bcU59WWzXvC0gJRdtRAnEb59M/c1y9jcVj2n4wq/KqDlH9YNWGf+7P/Tl87GMfwz/6R/8ofvY93/M9ePbsGf7xP/7HUFW8/fbb+IEf+AH84A/+IADgnXfewcc+9jH89E//ND7xiU/g13/91/Et3/It+JVf+RV867d+KwDgF37hF/Cd3/md+M3f/E28/fbb/9nrePfdd/GRj3wE/+c/+z9h7VfM1UTFdGfWVqLvqRiXBhledaUOTASACMbKBU5OG2D0vWr5kEKETAQ9ciGcqw+Czcp85wWJxvl+F44yTcaKshp1awFcVcwcdHtUhRkrM6muV0av8Wsf4AR4ArI/oROYWfYMhVHoT2uRBZk+KodepoGasqibp4iczs3rl80X92VaxKuS+gXNz4rv5lS/7BL5aDJQ8fpazik4Rd9kPwgiVZCAj7ouf6YBYriQVH3UlueQYfebNC4BB8Xn1OKEZoagV3Ic9ZudzxYeBHiKzzjymsjYsFQ9qOlKEWsBvcJxaeClb+ptTPy7HAZacg7YmO/etqUNt5M/FPPi49nZT21WNdburtXQO/4//++/iXfeeQcf/vCH8Z86vt7Wjd//qb+NZXnA8ZYaFd9NB9g3it/9Z2ve76dta6ipmpc0osx5rplK1JyDMXZ9s+t3wXiYLjC1ZzGvM9PRCpsnFQg1zZSvd2SHClAYHrsIG1DSNdJbARwUIaoFkD2dFNbQdAq6OwtXhmeUhqStT6zOBLHSi2kvtodootGMszUDJdf1wKObGzL1xfYVUaE1LOVlOpsF62LNRCkiZufzyqg0UazLwONmQmde1/CO8yQ2CPasxNxK66ltYqNjAHGvgoEiozSaA0QyPg1Cw1WVKH0fXnGqKvG8AxgRvO4Nch0Jdugmf5RFnOv7rec48C8T6VEGmcPTSlzwaIgJxDrD1GwAG0Gm+EdWoMY4X8lCW2AQKSofY0wLy7BUcexfymDMzrs85v50HDf8/378//FVrR1f6/GBMz1//I//cfzSL/0S/t2/+3cAgH/9r/81/sW/+Bf4s3/2zwIA/v2///f4whe+gI9//OPxno985CP4tm/7NvzyL/8yAOCXf/mX8dGPfjQWLgD4+Mc/jtYaPv/5z3/Fz73f73j33XdP/wEEH2IdnyfCQJB/hpssDdgEALum99T5UKfD10V6wDeUoMMFoe+obSpIFRJ4nTbSwfSBDybNcxFMBXr26q3ofs3NsFR12eA0ND4dNDTvqh6grORQ23HWE5Car5sm/5R7Mjrh9+CTKXLNvJX3Fl3eAVj66d7chpysgE8s6oMGIFuzCJcME5+L39tgczwVoGygh/NrUO5fVNH01K+EQHSW79CSlQPsfvO/pyJVCaM/Qeic1G3bC0hq2xngsAtxCPk4Ng6EESFqGvTIZx/C+mHApQ1genNQi6gQOiCek+97HzupCZJioVIX9guCwQFgQcFM0Da9SqvfSFUh/IE4L76W4+tu3egKXa15qBUMpJZhrgZktJU0M6cCgxT69TQbF4oMfixq9g2IDJyKpQ82SeNLUQM8gtSiMS1dqrp0mRlwiJ6LAmpXbfUCAf7eNz719IgwXTMJgBAAjIxE69zo4eyKn760klkvRwwAOjnXaiYe0++LOBihCPq9x6sxQc7+jGldzo+jR/qKAGmqYPWUW4qKJRiah/UwAbN/zm1f4lpqM9Xh2iECnqxMs38zdQUg2B1rz5EgKNzlYVqe6WJoMlHKKj2KrxXuk5QtRELXN8UAzqLZVLZKBNaSwx5i2h46eJNxV4QcIYAPONfFK2tLVsKD6HYA/bFIFqabqypT/Yh+ktVXh/23UjfoY6Pj5A1kGYWyV7JnHds2ab73VRwfuJD5U5/6FN599138wT/4B9F7xxgDP/qjP4pPfvKTAIAvfOELAICPfexjp/d97GMfi9994QtfwO/+3b/7fKHLgt/1u35XvObp8WM/9mP4W3/rb73v521XM2sSIHoEbbawA8BxbRkhk773El6IhCI9dDXiwGU9C74ARGoDYg9wdutuHWiZG0FL0OUtAOP8BEAqAFzPQ4Mnps/aMBNFvq6z/1JDDiJ+nv+M7EPzSDVKCFe1jcw3WgBZXeaLdDsEU4HKHAUAcLYmwItHDensbN+j3UtfIYVVg3WvCitMja6uGfJ0QLs3m0Ar83DwNJYt2rxGVpuZ8ZXEdw+NDF9zil78e4ORiSZgY2Ab3jfJvgk7BRMEFFfd8GkBsr9VCcpm92ck+SzJOPEzyNKkKN6vxVMe8yLFf8rBuHs8UXzPzzMQomD6yww03z9HzgaDerpm+14O9lWhkGKM6FH+PmNOAX7fGUh8FcfX27rB9CznlRyAFBY3XdfN72o8aIw1ddBDOwcCxXg2anQ/q8C4kYR5m4/TvAaPsC/qY0fyZ56uCq+toxlTKsj0BzV4u1jbipoCY5AkMIffZWYJ9aTDc8PYum3MQIIlpmi8tJqNM5u7rE9vVvqUJZlTMaRFuxkR88JhI2IgQQcbnjZRyDICvAAGctjhnZVgCkC1+ftm6Hm6M0I0CJzTWCNt1utPpPjj9Fl6X+V1AAhTQQKmOZsLu+GgEZYCIwhs012WJwYS+KiItywy4KPeUPSUdxG/140BqT83t/6Qo6VQWf0NXF/dNNaEy742rmpSAyTgsC8lEGhmDRgwOkiaizF+XI/i8jxAiwDbi1r4mYADHAd484IU9MPmRvPgnVoeMuB1X/2gjw+c6fmn//Sf4md/9mfxT/7JP8G//Jf/Ej/zMz+Dv/t3/y5+5md+5oP+qNPx1//6X8c777wT//3H//gf43dtL6G7GviZqwRzw+aJJ+8RNk+ELfh9swVkusBThv2MDM9TcZYZyWluYNGwkKBAoiosND+S1whYmoPRfzA+Ize3QNKeg+VnhXldAWE8b2hIGowFKumaYKeciuzesuKU/kIu7Nl7SkLTFAZVkzoPBxKuCYprdGDT3G+iP7YoH6fbrAwxDYRkaW8AHgqqPe1m/YzSHRSwzzwJxanX2ZIhiiZ5R5YUB0OHvMcEeQQ1NUJvu2k+gqErs4opDkYvZPT4LFltZ+PUXlMZGRAoAdEShYxRgJvCKj1Nd9p3MP1aZ5sUB4qhaRP3pLIdBbQ54Hfp94nm47/q1Sww8Gu5eIQ8vDXF19hh/ett3eBYtn8kOK4u6TY/MgXbDpxKdEVzURf4e24WRNR+RpHaHAkmOY8JnOZ12kYiDoKmnMY6NygNtTSyKpIBikoWAwAn13SIpbjm3TQlbAUTvyMenhIbd7SPiR5RtqFaxZJVgAHIXlLO+rC6yyq9WuiACCKag4rpzAtZGH4GgGCb7tuC/TBB8rYvwdqs62HeQaXtBABcLgd219KYv44xPvYz7yXmDYoJbIKl2nuU7Fs7DtfveEXWsfdIYVEEzr9HSqyp9ZZSYNy7tcxRnFKOIoBchgEclUxPepAJLz2nK3gEcWT/NMeDPT4/x/RnyUISAJEK5dLAQKquU+7lRrsOVq9a5sLXHabYKKcAwrIjgufNxjcrH2endQwwr4h5E0HDKzo+cKbnr/7Vv4pPfepT+MQnPgEA+CN/5I/gP/yH/4Af+7Efw5//838e3/iN3wgA+K3f+i180zd9U7zvt37rt/DH/tgfAwB84zd+I377t3/7dN7jOPDFL34x3v/0uF6vuF6v7/8FF2oFMHzR6LY4ywCaA5+D9v0uxLQKLjsFPXzsoXpKobaOGHATPft3aCQKw8PPNNbImaQisM6NiJ/jAKKkPwRlAyTN6O/h4hr0ugCIDu0eATCvuovZowfFrrkxs0GlAtNfjz2jA/GIghu0OJiJju7Ijf7UUyrSeZLC2k6mxrQjorDJ7P4lemH0WhYEAij1CXRv4XgMBy0mkivPAPYn3azbsIiKepV4DXKix3tLGjLcsJ05i9cXnAUgW5WUUk7+nJotuitzHFHUHOkhH4fSjNUJDVqAxgJgyRIqv6ePQwdmdAtnqldAczAbA+NiejdWaJGNIktpqS0NDZH1sEtG1MbqDKDD9NZT8f9/6vh6WzfkAPQBbgMhpZrPxgF2CwYiHXCTEGcCOWamWxYI4JsFz8PxTsBkkbIMpFeP5GbStnZqI8NURLABZG0aIJuEu21+Ibh7urqDs3jD3ZYbX2kTA9imDCD+PXdje9riDX5bPuCqbel9msvzUMyxmLZFrK8XwZMJgXt6+6ixSwQUrTVnTdTTQ8AY6QlEHQ7ZIepzCLCAZG54HrJGIsD9tgYo42sJxPhau45MX1n1mrM4/t2lWQQYDVunePshAyyDVVywZ95W65auKujXgXlICMrV568qbPEdArm4EeEy83mSqeNCTQ8pOMCBgd9Y2/dMcdL6QAXIbrc+RBiY+n5AWw1qG9kol95jk0acvI0tzzO9lUXXkj7j/ubr3/LSrpW9JU/X8lQ3+gEeHzjT8/LlS7R2Pm3vHXPaN//mb/5mfOM3fiN+6Zd+KX7/7rvv4vOf/zy+/du/HQDw7d/+7fjSl76EX/3VX43X/PN//s8x58S3fdu3fU3XYyZsdkfZTiJQ7WTJupyqYLS4XFoZ+4zFve+IjaXf06/kpAPZM9iqUXewNA6+rMrFQdkBtHteG4AwOyOoIarmQKssRBXGRvVQSXVF5Mr0i5KZ0IwMyFiRXWButvug9yig7QX0+Wc3j3qJ/t+Xl1UE6IrJ5JO37Szf9de52E7uXi1G5C8aqTfA/qTzMa8jaP5h5w8nZEWk5SZ9kAJc5N4x1wQpcc8INpD3mOwOX8Nnd2olQjbuyX3gWIkNceZ1VCYHyvvlC9kiAWBivEqej8zMXJG2BxOhT7P3ZSp3uWsROCdADTaqfsbIawpPoOGl726TK+psFH/2ZCH7Tx1fb+sGGb3QujHqdRfZRosITyGMq+aiDr+H3s6jNgiu0XGwL+ppZp9vfLbWeNQ+Zz7M91UnwlNcUtkbzTkAuqzz9eMJ08NBr7ZZw8ui521JEzzRYHfMIRjl58BxX8Du4H0ZBmy8eqs1jRL31iaOzUCOpXxY+ZWAgUDD/i4BaOh9Q7BDwHP3zwYQOhlqYowxmliWgcvFfHz455yCy/VwsGXM1OKNVnkdpq9JEDe9PF+B9CBykTL8Z9RATfp5wbaeRid6AGPLxsi1nQ41VQDS0HVxIESAw71hncGEg2scEOtn6C0Z1K6zgCRAWNF7d7mD5DrvjxbjkmO5/tkGOxcA0RUAJbCGp+m9WmtSvzZ9D/P1NPYVD5D7zedDCRRe1fGBMz3f9V3fhR/90R/F7/29vxd/+A//Yfyrf/Wv8Pf+3t/DX/gLfwEAICL4K3/lr+BHfuRH8Af+wB/AN3/zN+OHfuiH8Pbbb+O7v/u7AQB/6A/9IfyZP/Nn8Bf/4l/ET/3UT2Hfd3z/938/PvGJT3xVFRj1IF1mD8R1OJ4mIAtEl2Yu6PZALBrqe4qaWaIalB3LeQ++xtIE4yLoFRj4psE0hkXZ9nP3w8LZA8Wv1xc/4bWKDY55wYlmD/ZA83W1BDpKbBUntXz1nol0FYz9CpZCcNI0hfmhg6yISqME3DeJRZM29YjVAIzmdzsSlDEH3dxOf64GCPtNcuJ4CorPKtIIQFZE7ZYrn3TO3Y398ZfnPuxAgyAnUnZkWoZtZrqw8kYjrRDftTBJ9uyR7BcKKCWgKUcI+XzhYGk7q/U4bji2kmkBmjM1WJDpEAdCgAWJy1bG5D2BDpDPchYnZ97TuTjrU4T9/T4RtHlheKjhiarHqZiXZunkI9PDX83x9bZuBNArz7cxSgYwVi+1vdvY6Nw82MKE49LBOqsfGcQwTZUgR3JqNHV9hADDxMu0XeB8mVc19qfpqXccAEQbCopZu3pbGR+Y9M9yUBRMEWAl7W24x4z9W3eBLJotEoqHFwAT56IF0BiuT5mzobn3zjiasySeBnPgA8nqL5Zztz5R8S+7kkd5t7NEvWukpgzMWMuH1oBtY98weIf4/JNghseyzNAmscP8vi0YzgjzHklTtJmACsuMdJz58Pj38FSeTjl9lvSZLXlmA7ycXo8W4DIWKj4nFYRwWQHxZ25r5gzrj2zcqbYuDP87EiRzX5nPprc5Sa2POC7L1hEpgKaDMllK2jTQOFdXYHS1Jr2i0SFADmOEmCWh2JnBIn/G4LDuN0Xv/oEfHzjo+Ymf+An80A/9EP7yX/7L+O3f/m28/fbb+Et/6S/h05/+dLzmr/21v4YXL17g+77v+/ClL30Jf+JP/An8wi/8Ah4eHuI1P/uzP4vv//7vx5/6U38KrTV8z/d8Dz772c/+F11TLMZHEVsqwoCtusvSQBCAV1ohO1crPGfpG9SK0PUsh/XsYsd2oET6fr7l0QALy1shSLt+TeBQN+Favh4iWc2fVUoR8O9yyZ+Rmoy03gTknhu3uDM0fUCYwomuuJIgbV5g1VW+GcR89oWVFCu7SIcgrrBgMsUofUFO0imxIfO6WS7JFA3TcoBFKNN7GS2PVmEH6hxg19ggsVEbCEP0lqoIKDyRiINJNTdAxUvPPZoPI6+yZlYwUydwCPyO8ho+zwGM65P3t5IWFQTbY+utAw02teW9nx4pOfvV7hahyTQvHqv0y0jLfqZxj2c3tmes4t8daGM6QHc/oM1K05t3XI9Goz6PtElYMWCYLF+GYlwb5P7Vg56vt3VjLo4JnNkMewP6aynMYXwCAgkAowJf/BEW+2E6SubWHZa7p3+pmdMysPqteQpV0G7GJFFfJ9PtHLxqMcT0vrkEK8mChunAp5Su06PFXgiPqArroxKePvTImvcePbvUN9W2Whn83Bvaog4ecnGYs4XvzhjmPGwTxHUz63FyMOb7VIF9W7GsR6S/ABjI2ZboUG5ARgIU3W/W16d3dcbGupar2trECqz7bXWQU0TKo2EOnJynWWrO9hw8TMvj3xEtGCBWt02vtFIxEGQGgy1bSUxY2qohQSejMuowFYZEKEwfYk7c/nd6mjHtyjWVYKU6hNtiz3maInrqdPjVxvNp/m7hk8a0q5wCM+6ZCmQlakMYoQaj7gEfHeTtnDjZccQljvfPmVdxfOA+PV8vB/02/of/8f+J5fIM0xfpfp/B5LBnERmWQd+RofH6U4S8CKDq9F9GyYA1JeX7mke+BEcyfZOLaBnh0ROCLeVA8c91UBKRf40AfLOL9zhbEXqVloDpBKLIKo387Fq6PtxPpHrQzCJQi0WZ19PKQt7yXkT6CvAGnP49CgUfWqeSDmBKhhOY5eUEOzx3XJ8DJkYw8f0FJ6BhmwJiAwgg5hE2y3+jmm0k8KleFRKpIKTei320CESrFUGZ1ASxQKm2K8+VC8kp9dGAtinGVbIcvKSbTmNn5iJS/ab4e4IdG8PA+jgx1hQ3x/jw16rkfAkmqY6h0uqCY9bSWx6RqmJsj/jcv/jhV+K18aoOrhv/p//730Z7/hDjOwwg6dnFjcDnjUW+RaDs40k5jt2rSVdfBpwZNDDjgRaFyqzw49j0+992wXhrFrDi0bjAmFUGRWX+2OsQ1/S+lGMImZGGodeZrAPZAlv6bL6RdXC9TV8mxtajgkm6et8oyfEv/v0coFyuB8bRouJJZ3Fc9vTVOBpatxQZgVFrGqwM38cUWgU//Dv8+si8jNGwXo5gmQwccTJLgCP+m2X0AKyLvKez5m6VblalJuF/xE7p8xDoaGiXYQCRvf+WGfdn7r5QB+tm9zc1O/5c6LnEVkA8Jqwazz17zFFZohSd5+i35p5SRZ/GZsoHYgzVNZheVFxP59X6CcY6S7PcIwGWTG+07MHouGiImecTMHMqbfc1nVpPGYC+uOH/+z+/Gp+e/0P03qIgNFicJoDk5m4NSJmfN9q+HeoMD0+ESDHU8nGUjQLwNhYrjeKMhWiwtNTxLDdGo8I9TSCCxlQANxjf/CviZXPSCnjie06EFuN4QLI8ZElGpjWYN6XwFeBAdpGxb8BpNCWRIqylzEHN77CyS1L41ECQ+XgKePx6NU7km+Y4fydF/jt0Dv4ZTzVNBB0nw0cUkODs0fSKh3pfs8xY47VswxGRdQGC9EjSBiutl/JvgtrF16qezzxK2KWAIAcwbSa45n3um8afoYUim1BSL43VfZLjigfFyrw+pnaZ2mLqrM1zKTvdyWnqGRqtMmYAAz/N/yTgElVLy0hex2t38NIboD6W56VQ9xwTDqYJhFiKfgKKjHI57jrADvZkjaL8d/c3utBZDjcnVCs+qJsMAPszUtmC2af926N+KCwNwrJ1bqDwv6tvpgRIlwnl5kpPGGdaZJ3R3kC9dLt1xRwONhZjMXQi02OeimHai1Vd++Zo8rAUmFD9rhKghazScfQQOWezTgMrCjIynnqbNikXBzrH0czD5gnTw9cfu6WlKGpWwDVJCvXUm7FYE0MkgJx0vw8cLs3SVNPvl7FkGg2SZXVB8taCRT6xbvD7zVRk19D2mCeZj0WoAdxhWi1bCzwgbfYNotLVhcfjqrmP8fpKtRjB1bhYmnY6gA/fnAn0lxJ7nS7qYngYcHw0JtLGv51zLpbaqmaskd718W/zKOdJSE46QgryKo43HvRYeXrDXAT9NmCNRSW8TgAY6Djo5QOn6WhG5ueh3oaMypGbxPGsxfvHVbK0mHocf9AECtyElkd3wy2zh40eT++RfC97b1XdTk3bRIrFgVXbYAt2Ef9G2qUAB+qCwkWWHaPhDNDODtEIKp8bocSkzbRbsAbM+8L3kQJeRBCVJqGnmfm9GEkz8g2Wh5HvkVHZ7EAfLohDPjd+NyuT1NjM2uYpA0VapPfzvW27pcn4mc0n5ngCGG18OBhSu9+srsOSz4GeT3UTDC2S379IO2qyMmwBcWJaeB+fsGcE+UAZM2LnruODv6/d0NOfit/fnMoNsM0IBrLU3dM6AjT1aG8ojufdwM+LcoNes2N2ACtCrwO1tOp4MIfmmJ8H0Ac3CO+c7mBoLmqluB7Votk5DCEkyJHBjcnHMwORpgG0g5lt6g1Q3XOKAHrAtRnFN4vnIri+N0uPcNOCZK5WUTQ+SFNDArju7M8kIAKm9hA3iwBz68ECtcUG8dw60BQjkDei0quyMVlZZczKdBYIfruOmZVkTTRKzAmGtJyX5eOtZ34nemT574ezI8s6cKCHOzIEKSiGMzq9pK2mgbHJkn6yV1wsWwIdpgkDZLIPGp/J1OyQzjQWN39GfM6wR0HGFGB3YN3z53GU4I3NQRNYSKRWWfQRsohpbw5mcpIEyPVX2CeQxTHDnl2sQf51zVeujKVm7w2rD/G5NTNtHCwP965XqOlp//mXvN4HhcwyivDSq7aqDw9N3NquVpU1TQDavZR3uU/7u/v3jIvE5sRS9+rBkukqJANCLQwHkw/W6Z49TE+cXo8EH/1+3sjex1Y0ZApGEf2ZMPO9/Z6vj9QKq4hY+TXtQ03A5kJgX4CmT7S22fX2za+DzFLPzZ1agaBDNa8zWANBpIcCZCpik67fM1ph9AQV8eeez7rqLtouXkVTJieYU3aB3pr3rrJrp/MVcBHVVv4fn/sZsCUQCouDJyCJVV/U6pyqCx28tKHBAoyLfa8Alnx2YmMXPhZp0UAmqX4uDTjzQnLMBs3M79/EAZfPE/fgkWP6NWvMAQNUFmBQ/4bXOHNO53NGzafxxMDDQSvBCH2tAmTCfXl28/RpG8JOAUggdKqS8cg90kpuKBqVhADotqyLemd15HOe9h4VdTYB0fZFHZCgmpdSRHy0FDiXxya35n29EhSQiZBuHcCDzVhmpneGeGuL6X2oHHiEXkbCnybSXMjUVvMUEMvISRqKv6aJQic9dFqcV4EoEZ/U+PkC2vqwPl9798+X9NnxtFx3cDe8F5aIMVjTU96N91A00luYsF5Z1NnwGtTuSQJKpHbHwV6kvShKDpPXlswPQe/izWf9GcdxSLTkwUA42dfKLADRbkK9yINBEG8c53K0rKhrA4PmhtDdwAH2vBqIZysKG9uS63gBcnSnb/fc12Lf8K9EZ/lXdbzxoIfghuAEUzFX7xbLMt6J7Kwe1VyZAlBBmBLSXJCOyox6SQX2O03e7H3LXb1zO0IfJAUgmAmgYrml4DQv3v+se0fdFDUHDn1eLMLkAp2DlGzKUy2J3SOE4DaAGT0Z/OfsJdUKlWr3yQe5nt/PdE4ILOHfe+Rnvq+qiZOMQeiOLA8uOeCYJB5xBiPWcRbCTYQ4Oz9fIvKWJ8aP9Dnh+znpxTfA2Fwk72U1iZRR2ohI3pN4Vkwx8pm5QyndvQ10qN8HDe3PaZN0sEy2hmDPykh9cR+agIwgmPecv9N8fbBsCuun5QA4NvuJk/5tri3umXYBnB2K8nUF2lEH8ut38PmhABK2BxnX8z2z+89xJT52bf6w0nLQc6oI1+N5Nm9n4WNE6bg7jdGhjb+xpxItBdom1h37AKpXFvVAopKpr4jO5ezYDvh41fTxOZr9/TKhD9M6uUvZwAETw27Ovgigh23gY6NY2U89yhajADu+Ryd0N+sL8bQAB88LB0dI/DxHukUDsL5aasCJSxqB0LEtzpzZw9TynuwDxsls/wUj5OkvHtOZIQN5LVJ/WgCNLBN6b6mxWQwURupQYEzYcBBJkAM4qPTriPXSQdREepb5+GIDUEt7efrqSFCJDjN2Ra6NszL2/ll9K+N85j4Sw8PXvyia4XpAhroGeqwWZEZis/FftTv8XWUvI3XuQ+VUwfoKjjce9ESUeuSElXEGGBYxl8FWtRX0L+Eix41EkQLOsiEzXaCSZXm2CTjbwk20RNRA2cQVbhSnAXBkaKSnulfERNrLN+TaP4kAhgr5tiE3em7EnB9cnATBaMS98Q3eJk1pTcBIoJgGZp7MPSA2SWfhIq7m/T2Bu7z17tlTQEepIogU157nad4dnVHE8jKjHEbm8TGez+4bF45yPZrX91T4eQYNCHDG9iD9jui0TkEyGTn+m2mvSjcH0HT3bhUJLx5tcnov+2lZSspSbHa/7OfHQ95EA+n5HbS50SA3crExxZ9x/AVoqY/G07YMEsyc08HVrmj7dF3XhLW4sHOo6+Ze20NswW7OjNZnH2nSBowHPW0CEYkzCNhN1MkjItoSuMRGofDUZ6YllpdiKTHk2pEl70hGSOERvmQJ+7DrqR5Y7N8V84r+XEzDDLE0CzdkskXipdWApccEsZmrj+12JTUN1/aIASVBetLQrE8RDNF0RgWiJ30NS+ObFKanATPSWBpCaLsQt6bwn0kzE8WsvvLGpQQwQLSfGFtz36HuvchyKMzdSvDHo0WT0qeBFw6VVpytL7mpRNrK+/7Fdyb4c2PBUzko94zuTJ0HmFJYoKdtSqAGaGT6s2kw9meIgWmmsDgeJgeM7SvqvyMQlxFLX7IxI6+N6z7L2qv1CAM/gqHlMecTyj5KVpm/r30HT3vDKzjeeE2PRV1lIW6+qQgAZ3a4ULfNXGUt/cUFSrxdQIpKjfWRTI95bhMoFWDF54Qi6aCxew6ykyajCI0xgeWmGFcEnS5qi01Ng1XEzc7hjSkbxyLsus4FNgYVr4PXVLqO62ILfjg0b6mvmdTIXEy3EBVOTXKRBQFY/ixAXuRrLYXGskm6KYelfmOaJMWhTNkFcHvS3d1SX1lm+TQ33Lxcv4LAWe4pGSYyLOE8rYVN83se5ZkzJzEK2KjgLlgb8ft+GKAgo2ifyQXJxg99f2LcMMqSWLOyX5fm74BkFMkKRRf28l4b+wD7ccVmunC8S4A+OSakiekQlGNEXGSt0MWjW5323hK5vZaHIljESDX72IhxVQKY6sMzF2BK2j8EICLo5NLAv3PMtPwsgqM63gBPx0Izza1I0af4uFK6Nxc/lFWzm3YHVOg5xcEgkMfuKTCfv+v0jZvXycniQGhv+TMA83GBXAemOznT1JAVX1HRFbqYHCBW4m2mgLM3TLIWTU3PMy1VNoegr+qASCAuFjZhMqxgpaZ+ABNRuwZnaPM2EKY3amzS6cxOvw731zEwN/cEZLLYfWJj0Ejvuahb92bAYZ3QWzcApASgBdwITFPFycr1qynQJDyZdJ3my0OmqNn72l2C/WHlX8xfMtgOrIOhKUBisoXPzN8RiAfr7XMg2uhQWwZbc619j+8bUva3Wmiy+HDZ7U9KL0In29Nig1IA/n4+Wbc/yON1Xpa+qiNaDQhcszNts1FuNkWg6f8+efU4eDGtiosOLzYjeI6aZjrlSUtER+NCaoXel7Zg2gmJlEMH4tce34mMUGWMymI5Lwi2IbqEM12Bck1+X0JfsudgS/3A+zd20qXNnYnJYth3KdEIU0k0o2Lg6Jt729L8iu8xZ0/NKMI3FjrhGuthFK11M5e4+W3zibUD/VHQbyVCQQLN2LwK4xJMDBkmLfe2LAjtMFduisE5NurB95EJUk5ifz/z2eET5SmhuEceLXEzE82xkyaQHJ/+56CJ4Rn8UL9GF2U6L/Nz2VeLbVnsPmariRrxhgZtbQ5oPZhwTVowSc4YfS0NR7/ejpj/zqSpjxlG1QBsHN0lQMl4sJ8vLyUqBdtWAgPf5yJV6s+pVoEy1UB21VISSNNDL38PwLPANmQF+qOBHS3sT4yTx5arPdNwjNx3N7wjS+Cv0Ze9rBkSKZ3qEYMJr+Sxv5vRHhBVYg5cgvVQCYaH95DanagAU7iImecw7AAxIDVcXKz0HRKYsFjgVWBI4OYCZAqRlVoi1xzNvWHevAfW0TC3jnnrxkzRP6imv4pIeT4uwNaiWWvoivj9JhBVc1NMHL610FjZi30sEDxOQK/T/t01WcUJK0l3M0plc88jfeGELEzM01zHokBiSIJdAh6mL328mNt8rmN05wcsiKWujbfFCAIK+E3MHwz5dHdnAcaD700M0HpZz/gouR6/QmTyxoMeCKzyROS0gAPI1BfLdRUYDy0caVly2zYzaev3ibmK2ff7gKDPCZGyiZ39c9lJfXHwJHlNTEP1zd+z5QJrJ0SAtVoKHT2q/L/QBnHg+0Cr1Vx8L9mKqPqqQEhsQPbdq5DqvHQ9A6uYQiz9FdI0BHik6EMHA/u9bR4Sn8nS8LanYFMlgZLpSZ4+OL8uBxL9ZgCHk0g7TFxH0IkCRBVRRlmFc7y+AAzcgKTcW34/Qcwc6o5SJ2O/OxlKlvvIyEuGenrIfhfRut8/giSe43gQB8wGgMKPSK1E/JSaK4AHDvqj4oo91xxMztUqGSny7zdfTGs3djUmp6aKef/Yl46uzboIlL269irYer0OsqvzkhqD6do4qRoxf76scAwWyDePAMT1ufgYrLo+qYHJzHka6afBtUhS4xZzzzfbptmQl7d+FOd1buDhBVO+L9lUsjoc45xD60TkO2plWAPwkCkdIRDieSlC5nfvM8EDRc1eUk62RYczRPyYkcBCmlrvL2eJpmuJqDcaTE15IDT3Fo7PvMb4UwygyMVupnQXKpNZpVPySLAUKSl+/1UzZVX/ox2AIivheB9mfvdgYSh8JvAhKOHnSALfdnO2R4H5bOYaVUAuYD+bq60N/VGiVUR49JCJpk4I5XPwZIyR5e/qwFsN5Pv+1PYcp/2W96fKKaKRM/euwvzQ6T9uyysUMr/x6S2ZxuDYpt5OfiLNo9SaqgpPkpaRrkXrLnSWmE++ifmiv1t+dKwSep/hfj3sYB3eKOylJLYnqYta2uFaDf/7FGT+U0k1ZtqhMkkAciOEDajZ7D+WS8vh6xjTY4JTioyvI4gSZ2eBYLBT61Mm17jmgl2rWgIYOfCqIuG64EaZ/Jr3NgTC/PxFwyWU56hVVWFq5QyUqoTQeK44uZxGnrosFOFwzYhj5r2vAAiSLAwXBbsAAjoXuhYWL9IVkYpUZw2z6i++a8tnaCco71OyKwAWE8nzWiuotu9d2lf4Zx5XiSaifZvRSNQWIFtk2U7CQJKi3WeadXp6CyDAMzanT3uviZrtXNqbvf41PuaawAdMIQ6YDQEQm5ExcellFUJNQbAuw5uJNvffsfL28zjjHIennsQZ0MlGo+obi0fqoaM4XFvEzU8AoPgF0WcLABYDRrzWKHnmnPC2BAxI4nsGABbb0BfX05C9cCH0icXx6iMtqSodzXt8NdPFUBBcb7wvshLOzg44hkBWAzzJBiH0NDolGqgy/QQYsJm8Hn+dLNOE2H5/xJuvUoitW4NcSzuOdWYJuoqPBwHukpVXl5lVV0A6KRMo0YQQCBacpecVSAULRw2Pt+gRtWeji/+em1EJXCEwG5BWgpY6LibHT64x4Q/mYzEeA9dUZ8CpkxwXPYEZHrLDzDcLqx37ZS0YAcLZuV43AC8GAvDfQM9/+SGHQmATFJuDFyQljWYbAFMDAGyn94WDG9O8WP6Y6L3tiuOZ/14M7AC2ER1XiR5cHBzjIkhw4gaGReAbQlp/+MNpwEhbFRtvduMFN55p4AvTQNRcAGkIPUpoYBps8HnqZS5g4Y3fLD+/D3JWnJGVCo0BqdLpmIZOxEgqlGkiANnTRWB9YUr6BUCmzjzK7dQE+WeEkLNMGmoqgHIuyXNTFGd6JPtdpO4ImPgZinQilfK5RwLDmuqKiNwBCUEiPYmWx3REFjfpM51LbjAy9ORpZH1qfL+UjK7Y+I8AzRYdG3fwZ8dUGZlGa90hp3vbjnRHrSXrFu05+F+c1TwU08+pS4OqpYBFYYzPVOhUA04P5skTgcR92Gv3gdfZnFAcwIt6+xjXNFRLAs6FfvO54r4+omlcGML2iTBrm5ecdBXgUp/FZxdAvJQQV7sHdmCPcmKBgaLCRM1V3cxQotQ8HHQ3iTRJ6nb8z+YDnEGL2HXIJkAXGxPVA+IJKxEgh2BNkeCHL3WGRkoLDT08dcWefGRRup0nxNThFK1RISZ9BvCycni/MRPQ4Q+V94FaHjJPezPA0hS4DutuznJyRYA1Vp/FQ1N4E1e1P3nv+L3JpPhrZW9eFKJ5X1kBuzfT8UQe2b633PPn7daCqSaAjX1rGuMiijRpVYTuJ9Ye5F5CQEI3emN6bM2U3Rvpaq5xNKwNuQHnBMfnzH9rWWe1wzSi/vjGgwfZZW1ju5d5dXuOV3S88emtqEaZtoiz9JztKABfrHePCsQYoYo+6wAnxU+vmAAFQ7HcZ6QhWnSgtrd2r8iqvY/ss7lh6mmzrUi6DipeS3dxtl2D5GJTzk3mIWh4/umbNQda+P9UgFSuJbx96gJbdEsybECHz40m+CBgCDv/o3yfWT5rIIwU+bwqCxMRsYO6fs+0Wj5s3pu8fyH4RN6HU9pJ81riO/s9q6nAmkKE4uTJFN3rwe9dAE805TQtVzAyvJcOeAi86vMjwLI0qAZwY3UXn3FQwocWYKen56OSgn0ylIAtcHGNZcPl9VPzZs/Eq7vKuF5e7KaTm55mcwZLl3bSob1uB9NNcuRzobC933IcAcDx3DcZpqGeAHp7s7GVZlHg88GBbiNj83Txp5iZYmnYOSLtOlxfcVQjOU8/LOqfwRJ1NW8dvt4ZHTJRLIOvaTEVzQ2YKTSmmqe4sWJu6DjENv4h6e3jKSLwfa79IYhSVksV/Q8AAx08N0EUmRPAXJaH/6dwnU7LtJjPsWBEFBb4up+NMo00Gk7VU/47rd+LkQV1N1q+J39Xq7R4zfFc7XsJQZCW6+NtmWIgRh1YOoBlr0MpgvLwyfGWQWQDI8jsmc6qUgKekzrHYLJhYD0COcmAkZYl/VZ0mRPRl3E6gxnWCn7Pl8dcZ7nH0Q9uueUcCslFO7/mJKj+gI83HvTYA2xna34XLccg4e/Ugck2czNUnqdEKCUNYhuyxmvWlw6emml/AGSZKj9/4LwBdfP/CVGYIDbRSE1xgiiiOqZG8bZBqoMEDeakHXrqAVW/Q+RpKZjlpAqRckabTxdkTpia723Dzfj2PB/ztk9L6kME3Mr5BClGLsxGZVSAZLB4vtQ2nNNiNWV1uvZyXXFupuAmToCwAiumI/g8AyQGgNNw4850gY0pCpr5XaV8DsdpCKgJmkeCi0jFCaJn1tM0nTZjgUy87ptHAHONBYtMz/vK02eCf/6d6d/m36M/DhM/jwldBMfz1e6DA7EAW0gA9ToefD66IIoB2ENuPOTGExsBga+D7Vi8R1onVPBtxQq+8bbsZB0BSsEIkeJE2XxgG8+8qG2oXC9qN3Y6GjcAKuHgHON2E8jWQvfD35MtsvYzDlKmfRdjinyNc4AVzAaBUzg3a4qe6V9DoEBAcJnAYUwLmSAKjRNw+L09mlc9IcrqtdhmsNIs/IToYuysjh4t2mikP46kqSBTRScNEPJnBBAK+25hHPgEWDy5droTqxdoZJrdAejWwlCQ9zUAm/jauskZUHP95phi6wn/z9abBLQ2YJKNpqkpL/14y72f7hKfX5kfpli7s+5tiLdDsmuKghaO/yXH7Wl+CMduAn+OeVYqnwLZV3C88aAHIlGxBSRAAAzsyND/zYXaFn0DM7XtRPPNrW/q4q5EwVbirpm2KixObHDlrtOYkNU5X+noN8Sm9r4BoQiBraVULNpumxb2QWOj7bcUbddqrEi97cminPx6CFj2vIaaplpf5PXUg5tFBZEB2PxPey7JntTNv97HYIc0ry3Ew8CJQSKQqSAtKgPEPivujyJMuvpWwBJyUjb+XHi9moJUBxIVGPdNA9yxnQRZqmDxNL83gSbB31glwDjbUMTz9nup4gwQ4IujoLumim1U7BlYOpUeT2wtYeyagyvNeUDn5WSAJqjzmZdmTOi0uUKfHnRBuw9fJBvkmGi311fIXJv4MhJliouWDTGGXcvwvuhUbcNRsT/p2Nxv3rYiKhQF9MGi83Z1NZfjvLfSh4obYbo228ZdRc8EJRVI8d/GNHJS5uZ4EkaHY7ObkhLtR68nP29hMcIAkeDBv+NJe+KAXx97pJACWBwtzfvcn+vEutfS+SnJJjmrExVk/vpgbfj6Ua6tl4cm5b/wKUKCNoK1Ua63Vmr5Oez72zXJvQAaAdrWwAqqCooBhJBcRmHQPLDkOGLFXw3aoBKg2prf6nl9caASwRr8dq35fftjprfkSJ8o8yGTsBOxwFSCAYpbV4JYjolTEIoENMfDk3WvrPunQp5XdLz5oKcBVn3iqJ+UuwJgWS79ew61ypSeE1QLaGKbCv7cSn41UllkIwLs1EHhGyMHY6J9riN0XLXXL3fNDQ4JRiKy1GQtdEG0yAiH6FVKmbNExGCVOnlNwRIsBWUXUHFKBQlOZZAAzqzFzO/D88/FEDyAEFPHxvGUbcmgLZ2S65rE/Z36F5bu8mdkjIrmCMhoQ3vJJZdgLkwUp+eS+ez4fef5WmNo7Xp6fqIu+C17gwFLjecXY88Xsyhl33M8cEGwe5ieLG3Y35ebxs9r+iTAu9prl0dL4YaAfvUxe5v+WckmhRt5E4wLb6qkl9Da8npcuFxZqvr+tg97VoVdfd0Ozl8C8BiHWsbZkv8Zu6MnrVnfvLLQwYk2zW7ThdUZrvGhVUFuZgnegRzbUenXcoyNqyL8sCbAlEu/tQQhDCCiaSryNSUt1G62KYsW93XqkBgobK5fuZTIRyVaHAS70BVYp/n/1OHAe0qTP/++IepdJ8RLt4WaJLIk957AgyZ/0YaBu7r/jucWpGan+edw9yvGf6bN8Qul1qgpcDHPnABdVUSs/lq2dmCbB4Imsh3Ohgh7/S16ul8BDOt9GgiAFgGbBzZy0GfLAFM7xM1a+Xo3iOXnc71n8Pxk/eDrlscCYA9Ek+Z+p17I90AGaoezn1xnKWYGUqvpQ5KBKP3euCeMSwb3IXV4RcebD3oAgE6yG3dB2yD6fcTfGd22YZtC39xpltVfLRd2wDYMs+SXGPgnLQwN2pRRlp42TbICw52g0zE3dTrBaPhEiKoq5mQrKPG/91v2DgtjKfgG7etTewoQnMkIgS9BCwEaF/4CIviZQH42AV/VAFU2pk7a+Dm1E8GU+SnpOHyUqEDy+8xy3VmJktcOzdL7EIQfCFFzMEVFs2QfmO+vrTnmgqCHCfSEaUrNzycoiPL5mka85DkpfrXvdxY1Mx3FNNR00DoXb5bbDciOVVxDVkGQ+veTBEqTC4mNWSUzqXaeYDy5sYsDKE0w3zb22+L9d81OQ7I88PdNxbh2zP76Li8E1CfNFJ/7LAC+gKH+KPm7WqTAKhfN+x7RPvK1dh7JaBc+PmtPL16fR/Rs7ijFswZAYY/8mYlXj20SotWsbvRgjMCM4lVR31gl2ApxMbOyouzW0G7tdB+e9oUKrxoggQm1MWRsCFCaXStYIj7FWjuQyUF+DuiNE142kiwQNUVeJXUCIApgb9lY9KnuqLR/iGt1kXH+vnwfArYKasr9sIpGibUlAsR7O3+nwrCxOk+G3Wumj+j3BL9NbJbMsaQF6HFdrKl4GtVCETYptQqQ723FcqT5PZwU6peKP6ZyQ7qwwXzSuPaWwD/kG0UeQHsXmreOZ3a++d+EzP87jqHAUMhuGoQo91bNztH3gX4bDjIETBVQyyAOQmwx44Ig3q/LP0dsw1luMzQcOP0O4czcd7WeXDsibQC4aWE1hVP+DMkwEaU3ZJsCRo2O1quGgyyGIWxugAVgbbmBq+dhqwsxByn1LaHN0dTvVK2Oidr8e2thMEp6KgAK7HpR3ssIOyJeRj7TwYlkhFEnf9W+BMCC35snWRZqKr4S08TNhWkmghcKiQMQlM/qd7/XYX+QwDIcpDW/H79D9taqpeV+61jpBUS6FDCA1L0JKP16rD5XAqDFtVPgrvas835ZqXk0OqXJYFnAa0d1A9cGlrRLsJ+cV8bwKdoxgUY26UAbdUV/vY5MDRIY5M+NWbF/L26AGX48mmNmesQ7rohGi9EBu2l4nkCMEbLUoLEIcgA0KZzUZvim0Tfb7II5mAC8RJmptAwqMvXOL0BH3Qpyg3mt7V5q6kZgYlq/kHZrkL1BVDDdpydaI8x8rzBF5Rt4aFV4EPyQqfHridSRlr9XrQ2QQInAiexKLZsfkqCmaXrmAKYHYuVVScUBsHPxfUW7k804JZ53vKb5PWLasLKhfIZrBr/Blnv7EBl2/9u9JUjydUObieAJYqsAOK5Djd05Synse4cp6kCMrbAnKYBaJYETS9sBfy21ZwyWKQMobGQU+HBN5e98zaPWpw0vOPE1nuwPg1I8edQf5PHGgx4rDZ7Q3iDbDJGyKELcPK/d3JgpYOah6kyORuRtAk9Fv41gg6pYuOowQl8iOShmz9dwMNSWFYGgmdbwDZ4Ai9Fmv+ff+d5IK0W1jp2rjdT0EMCdDjIVT1Nb5XycfLGwSr6uTjKZQH88gx3+PcDUyH8zJcbPIViZKzKX7/eBgKxv5bqkACTk5zFqYe+xU0PVmRsS6VkZTEfkNbRDvUu2WqNZX7DJ8FUmoO3GsPUnQuYch7nIVRF2pzbMwTY1PzWtqM1SWvToGRcJJtC+szOVNd1H1mk44FGcAHuImH3Mahf0bZ40bzEOpxqA0RwT9p3Mj6e5CaGKoG3+9yZPb8Frd9BMM8ZuSTNRrK9CEIIEqUUsz2ia0T0NCzXSxMa82PskNrhGj5YCvE//lcCBzYCjd5I3J21bjlEZEn/GXCW76KDc+jelNogbfQAVOjZTX1K6dZNFUb6vMsHKDdS/kCS4inTZ7uCIaTMHOmYciARCinQdJhiiN84Eomnq02fJlFgwShrnOzX95N9Znq9FaEzQykPLdRz2Gl09CLh1Y8QcMEU6UJCpLwcMkBLENYRPEpCggOMn5uYszUKBrNpzoMT1ud8lRM61oOa0Fl40hdDTvhfTWv2e3nTsWUiAxUpEno/i/fzsfP5svAsgUlehX2SrpdK/8L+1ofjfcTANFdqdabqduTZnGKanChr2Dy0pXiQrxM0CSM2MwsScKAzMgoiKocnqANRgIMSvcWg++EDqfj4DNOb1Y5uzRidtRv70lgm0THGuAymCqpOoNVoHnMFPTX0RTFSwkt8RQXvOJQc6gMgvA74RROSZn0HmCCgTcObCS1BEjxROMvah4kZEgBReOr4oxMZUromASXyixiJzGijcSNSBsj/rBtep+DlobOTPONJdXwHQ8N/MVRtrYM+RgGKsYhVXzrysLwwE9c02Ez6PsXJD9O8d6SecAFC9Ruq9WC6fQMgjOU/rtn1G3zkVYH1xBPDiOcE5cCjaNiCFxZlLg/YGXZrNKzUw9AqDtVd+nBjJ8kxrAMPNeFwTpJ6YQ1oecCxy42mKdvfURdc451xS82Nrk93BAPAeJMRcZ3ACgELiZKLUPFaQQKftEq6+9h2tWkcmsvyczCiZxY0TA4Cn0tSFTlHZRZBTxPaRylnUwBFTQ8481KatUN/owe8nVmXVYOaHDKpYNUZ9kCJBTKShJK8hHqZfa309U1gEVGwUW9moujv658Xv+d+0+yibnU9KPzEbNxKfS8AUbA+QlgJ+zW2jYDzXFHv2uZ8QlE43ybT1RxL8iq81ewZR1PGYtjB9pMKKQwzgMNVpPxdLVd1sDJ4d9zk+EPrLcFyW85+WhgMu7yBsXgAPPL068nhAzBtWAb+q4803J2SqSODMjoszvTQXE1iOA/PS0PfDIlQx1sc2DXtyBCMpLE0tRLg6D43Gjo2mdP6zSE/sBmRsYComBHV3qJU5ttn7ROlmcFdZor4n8Jl1IN6B/bkDoh0A3B+ki6chKjgoJe0qQVuG8ZRrWQAEQ8OWFK3S1ARfMFQvZHEaID6AKVyrbR+eNkNlOoi/15HIn3qJAF5cR53FmqtNrnG1c9RSfdK6zTcFKYxSpVSnm0xWnUUAID6HaBSK2BCPBwrhz+OPYIlpMRMTA3RMXu5sYGvnnqKRVmWER6AThpezWBZ0RJl8pC79efB7WqpF0B8H4I1Baxd0BgRWpQWMtYFePHJM6NpA0X+7DzMs7EzDchPROA+asT/jNS5ZD/biSYTcN6RdPkF6qVyJlIVY6mu4PoGA5Wmpez3aYf26KJ4eqwY4l1JKzM2B1ymA9/iyxyET0QqAY4dpL21Au0sYJOqDot2cddjduwfwPk+IkvjY9NnJfZ3p93NJECPTgJVoVihpBRAshec5XXAtU6AUCw9A0QJQKEXCrluSe7P+VECyNQVopX8O75EEo4K95WsV4Vcktw69Tig0S/vZ1gNIYfYuEGdjaO6oU4HVvktUuXU1ANRSpNwI4LiWCaDX9Epqu0QqM7RhE6Hb0SYxnxtdtRuyLxmB3kzQTQZlXBHtQObF0lQNyQ4bIC7jCvDUmAFh0yRq+P4EOySZpp/OYMJTsKx2JABlcLD468G1fJSx62Ds6Tr6QR5vPOiJQ9UniC/UYuW3bTOtD0GQ9maA4uaLOzfWzRqRYmmYrpmxqijfDJjOGTWS8o0DGtH49JwnUFycH92hebfIPzQ43LC8m/VxdWPF3ZT6MhVNJUEALKK319u/ualPITuAZDR84rH1gG1iEq8jkwHAaXzboDv1P+D3TDCCVkCNR6U82KKBPwsDLL4WABkXbRmUMYJO8W2+1p6Zr2sbAoRSh0Et0uwOwDTPEWWX/pnv8ySqDTMbrL1CKT/ne6mbIp1b0yCVIWDpenVMpoOpbW4JeEIDpbBNIDZdPVXfQShILe1JFOieqp2XZIjonsyeXHyfkBUkkCcbJLDxvU8rBlAHR0yNaYL7/rhjPiw2X6ZT/Jw8r+PBKJ7g55Q2tB+Rgg9Lfd6WxSwc4rlS0+A+TaymBJCaGy2pAlbr3PN1FoHLyc25bQDUN8qWQD2i+KaoTruRooZF++Oq4RDNxr3VZVcGvAWC/a4CiagGuxgYEQHCWZggBLANnuwHm2UW3xiQTRUHPH7vA3i4SFspcBJNwEPQFKDGHpZMgToaFJosDrGU4pBwso60/r0soICBr8Mq2oKB8meFRQ24Hfn5MhpqD612SKbBFGj3lu7ZRfuiYu9p/vlCIbanJ8kAhT69aQEl/sMCjshm89ftjkhBRRAnzgDRiRvJKIajMxniKeHub+MtK4yXlxIsfq0wbAUA9TtwPDuzO6fvLucxOxdgeQmMVtb4V3C88emtKKFlVNpLhLubjb7lgsV/55vU2oyhWZrT0hRxoixYyMgaHHxeBjx8cfPJ1e+eSvC0lV0bnKEQsLT4aYUIgdTsqf+QyYFVGCSmenoRn0luxKFd8RRTdBl3MPRUDMyu2fz8OmkgMH+XIzd0mbYhh+MyEIsnJwWdlMkKhTD6QDS65EZ/+v5cP3oKSDlh+2MKcLU5o+EaH9K0cd0FhKWYMJ9LOzS0OdzMea3mplxYFVLP/qyWR43y86eibdLN/NwQW3u6lCJp3kOyivxOnf2vHCQzTUpxOg/6+dgCUjdWa5gbQB1A26e7khfQ7IaE/T5S/+PzguyolTxbeousqAxvU1H8fl5nN2YAKcisjMphi7iK98gD54q/RgroYIVKYRVPFT8TkcYYDxogozlTMK75jLnRxLUxldthLALPicAFPsbYO8vXO0/nqCAdfF2ca14wZb4UvGrgPdNfcVD/4gwUQbixKP76gUxpdfU2CnJKHwlNCT11Zl3EJ+gxpMuM19SKp3ZraI/v3x21G9N0umcPM1NxcKDBknGmy6b9JwfZUP9epU+WssqLoCnKTQ2kWgq9AEW/DtkF9M9hs0+IMUmncvWZVVMGhOKSQz8o7skTRRdPmHhej0yJsVf1mACiCow6MmoaT5mGuHn5H33PQqTc83c1yLW1GHifjADJkLd7MvvaLVCI9fEVLh9vPOgBAPMbmaZFYNl6gBMXaj7a07EN0F7T9xnGbBYVlHJfSR0GYBsOjd5OiJ5eHozulQNsYn3Mqhl2Yg+WY/im6NGi+dI48vcIvSL7UMtLGbCxwJUByoV45kQIlkWB6NgtAEXbkf5hZFS602u9hp7pMS72IepkFQx9I3iJpGJFgi1jaXi/ldf6phN0v/97rhJVWMFczKRWbZJqRNwU957yzv6ZLA0fD/acLE2ZG1hMat9YngJOAhuyeZHuIyMw8pmxaq8+MwJDiAGhflcXUbdg52yxSTDGe1gBZpybYnYg2Aahc/IE2jHTl4rPT+CspAb4URH3ufLXrey3xc1UgdaA6ecTga4d7ZFJ/tfvqGAeSPNNVmGJ4qQ9qOlZ02DhPD8LU2T9uXwzhZW6p1Ouz60h7t9j/zVumofPizLfK2MZrFHRErWBSLuEYSEAtq9A09TLFYNCXkuwGH7NNt+4qRO0AMEEHWXcCTwdpvl5Xq4fxn18qaelZJMAHnI0yK0jdDcdAWjmZRpgIENEpuneUsPDtY2VZUzJefpJdvMjogM1AHuvgxNbyw1EtVs7r0fTf+afHS7cG8FgPnOyTnwvReVVWB73/pAAJdo1sJWto4Wp4rjjaZmyUw+AyQDOfK31DZQMABUncbxVFCJSboCPSe4ZPLensvrN/k6g3Tg+UfaZmfeg6n50QbBdMmzM/m8BpQ/yeOPTWzIm5jNH7t27SlOMykW8CdA9h9x8kRcBGVXT5kxg9/QRGzGKAxX2JvJztqHABkymcuqg9ME7FomNcjQ77/AmpIbSPZXEsmbJsmltpYGpIlgAov/aGiKYEg7KPTfHKKv3QTmL3oZl2CaKzE2RlP+4irMH/tWnM0asYoOb9fkGS+1R37iJ5kIdBm+T9xvJFnl0EXn4ykb5OSNV5c8KQDRUtXteIlQ9A58TyxGicq4oZeNzYEqxNkWBNEns3CR5bYuzPxA0F6T3cg1QY+5qBVyAVf98NqyFmmv3XATjKsFMxRgvwmVbpB2Qqy/ekyk/giFAF8FYOuAASca0RqdkLicy7dtazocx/X5O9NuBuTbMtaNthwGfY/pzmtDLa7y8aC7KMq2/FucJtWoVWMgA5oMH+C4E1umAA0B7AatgaXDWBOGjFZWJB4BdwoNHmwGicVFLzfqGR90Oy8xPx8y0bjIpgF6Q6YqZFTmTG6izM+3GiiM9MwVMtSzWHR4tNR32/SUBEBCNTLWrOSo4qKCxXYAYv2YCBfFJRD8YXSYEDe0mGGLAzRyDOdkQ7S/oaMxy8Wi8egiikSq9i2DfWWyxwnyYCBNHnpfvVUlguCVQUU85xuGO1bqql87bz6pMgPcqqrqUa7EGy5Pi+QSeEWANe05c22sxCMcQ9wvA2CeaZjb3D5qrovsLmBrtjxL9406ZDK6praZf87PJclKOQRZnuaWzeKSwfJx1158x7QbJYo9xTSbpVR2v8ar01R1z6ejTdQcvt6gyCZbCq2AAAKpQX+C5kbTDaHwMhTQzXYNSSEpdD05pr3Gx86forEx0+KZU0kXLfUZqC6oQSLAOZI1i4yVrQGG1Dz7TBcEHtQEOoYh2kxh8VYMih+1fpLOXPc9/Qu+FJ05wlFVxrBKgZsVSHPD7mBMCcLCgiukAQB38kZkheOKhU04CYH53E9kixH31iHRb9T3ye2m/t/x+PBf/de2IXb+vDJvAoc9gRZh/n/70O/r/KFgHrFdWRmdMJxoiJrBpTIn64g64NgfsqWX3tRUa29Jjxq6IWywIU6i8jd5sNMTGZHbEg+e7MTQNbjg4FPPSrb+WCxnbnJbGEksXV5ZH3SdIxcCA3Af02jMYeB2PAl6oRYtWEzXKRoqbQygvSG2MIO0R6KBeGToGRRFxOxuzlE2lAfDIPYSyfP9EVCSiAKhT414g1xGmWZs5QYfZnSIuPn7mVaLBLnAj9XnH78dAqvoVndgfvw7TB+X9qxqgqoEBkKyPMz5zsZSUXgwcgKkmOFDypqon8DVScG0X7ufei4aHgWFtm+H3ItJ5zRgQeNsQu+cOtAT5uimZGqSo2dm6YKSHRGooqlVLZRZTY7m+EISpg1bNNhCz3H8STr6jdxerU7Q86BbtQvnZNZgjIAPHBglgDh/HvFXzyu+W610FNBWAkbHh3rXcCO58jS2sFPVsNWB/6q32QR5vPOiRMY0SHdNo+WMCUzG9iqXtw6LdtedCrh4laz2RT6Zpwk9R2xDm2kwISt2D+qY81EqAOyeJBAuhHlELEIJWq8zKAXPK1ZbFsYpVIfCoL0vQSXEeD2kixTxs1RxEGwfJn0/Jzw9tSEHjYxW04izdZhXWIe4Pr5HpuWRhnCE6GL3kPW3FtZVMhfnHAIDENZAqnb0CUz2BzrogMJqaLXui9bum+A85aakvYnqRUYtpssq98XN3smbCdFaCqzbSbTt8ciZC60LN16kyrAEUEPMehK2AOKgUE2bye+eGBSjkff5QFC1zPFK/xTF3miuqvjk1tN1Ajl2YPy86LM9ZtGwdMoe/36914evw+h4xFstCPXNz4TOHeusSvo0sT8txVPUOIdpc3/8z7RZxhwh5M7GxgR/bZJm1gdjGhglMF7gac+MX4tcqgqzK8VzIvGSFmM0NIHpQibEU85r6E10cHPlmX3Pap3vi7Er0iRJEKgkqaI+INjZkqyJFN1iqLXkPfbNHh4mXDxclC4LxsSBEEqQoonoMANrWwj2aTtIBNg53fZYEUgQgVpGrzm56Os61SGTnWMF1Yo0nwKCl7RLMX4BHAlZes9p3sTEmUZUVQTHvkzf97PcEI1V3Rt0Vn0tNk1oFnp+vIar34nfTPHjUvdGi4lQTxNL7jCL55fGsa+MR6d0LrLrXz0E9Z5VSNAaUD3nucQWkI+0PXsHxCkmkr49DpkLuI9NaAELP4z/T3uJ3YV7oDSSpjYjeQwdTSc5yuKFbtAzw7u18fWhvpos83WcH8MWP1UBPynvNz2We0ivhxjs1enO1Yc7OAMGWV3d5VFkFy3TwZBUZJF2Va+VR6H0KEjffEA3QUcWVARpGflcKftmPCSCwKCJv2DlUkgkhgGOfKEbMvL9MLwZbwuaYxX2YFQTxec4eRUUcDQAL8OH34PcP5mYiQcLQczpBzmwRgAS2DadFi7n36DBfAB5TcFnhlxVSAWKGib2Xx+m58/zc2hqlijUpvq+MJJ2YQ2TrTs26NrChKF9fy/TpcQVVzMuCefHVcFq6a14WwDVC9nNYyus1PehNEs1yCWYdUNNridUxJ0fmQiQwBbu89N9Lbgy1aeO85uYI5Pihp4o1lFTMRaPTNVtG1OoXmTn+o6Gjm24SNIlaSXu/SX7HKVmevaaPEGDgYJYqJlZUtT2NFUNL4t+tmoFmA9O8LxAXNjMg4vkpZK7NT5n+4lwV3+ABtMeWjsmMD/bmaV0k+7A/qcQiqxMBhIEBXY0dISiCp56i+3hDVj5xU1+SPddmn8UGoDZXzx479h+C2YNKpDwNEKsJzcmqiKWm+iPXCoTHzezISloplZ0jv59MA9O1suvkySQEJr4W8Pv4KYbfD743ALXma6qmkUHAuCAyA9oM3BAEcY2tJrQ23hFu+a/qeOOZHkwAq28MTYBhmwbYkwawn6uGqNPSBC3ZGn/AjMLbDmNuvGIF8M13ESyPw9JbvoFPj7LJ9DD1A9jv2RQy8rsdcc5ZUmfBbgxF95x8ePiUzZpC5NAaKX8mme8lk1Eqq4KqdGYmmhoCJMBykM8zdVlp8wpIFHmN3DjGVbDes7onih9Y+TZh6UgHDP1Q7zUFZ3/8XnFB5WNeNPPmnpIgcBuX/HuNyFjtkA7M9nOmshitMuU3VhpF5jX3GvlFvzR7PutjPgs6OlehOpkYu4cSjFWkXoH0DZrmtdQ2jUae/FyC7+njTgna9hni5HZo+HkAyMotF+fzM0zcbDtY20ZUL0I1mB9dGtBMrCz78DTZAXEAVLvNv64HGR4u0KFv4Fw9gPHc/r2+gLOYOW+q/gvIjYBsoUrOGQAh+j+eO6gii3P1lEor73ePlOimDQSjy2ieG1nbM/VGZqmV3lDV/iD+vvvn+XjhXCYbATd4uIcAAC+gSURBVGdHNHY8BACYS9GpATHm4zMAB5CSKZHEIqF3qU052yaYDwqhu3DLc5KpCFZpschHSuoMLgK31GELNpcpqnov2mM7Gzi6NIDPveqWOB5kF9OCum4mmDE1k0j2RTOtogczTP9F+4sEvGRz+s3F7P4sWBwivDzX0FC/NTuKPIspdL/Wkfcq2HlnfZgS7Y8Sz1L4vBacgC0/gHrJWAtpgogy5mb+R71PVBZ3+5xoLSR23rGmEe2rOv4PwPRMoDlLcyfakBO7Y5tbLvzizRVlTIh7kdD/hSACnuYCjK2haeC4GKccA0uBLBNmJ3QHRGE06Od1sKPuoGytAVIsbAi/TGb/k2xAHSg0S6TnjvVp4oTz7+mL2nLTrHZyFoILfbgyMyr1iM7O6f8+CdjccTjSUIhF5Xgw8fO4IK83GAeA0RoXQlK3Nc9rlW/OaG3IBQllQnEhlaTTazqhtsjgeaPEWHKC5r1CRLG1GqyzRNzvL9mqyvzxeUZGgH8qWTtugJl2MiaBrFqprCEbNAtw5p/+3n63HnLrl81Vud+na6DUU1YarGNUKT4ON+OskbAzoAqrejymgR3OkX1AtsPG9mIBgrYG2QfadhjQXl7j5UXOAKffHdhcYGDkgmBNhgtAWclFtoNppVPFSkkXMKpm6mFcCzAn0N8lH25Dpj82bpzmqmzjzhaAuSJYnJiHHP8+NwLU+Z8EMpGKwzk4qBVAvB6uCW0rmhSyp77Jm0aosJu+0Yoi2BdtQHtpSIaVS9rttXIIxrN50tGp95KK61IHNawy8iadoVt08W80RhUEsIlO51x3AuHlMwtmuzAcAVrAe1RAjSRrQvDDa227GOic8O+KqIYCL2/6muq6mwCfQLKBivB9ag6QZViH9DAl9M+mT5NMiea1dh6NNTcaf978vYN7CwIwP/3PKsHyHtQ1nY76p/HP18G/3wVR2RzdBMA1uCDhD/h4jVelr/IQgWyHV6HYv2lQqG6fz4ij3Q4rUWd36W7mhY2+JWIbWG3rAAcdLOGtGxdTNACC5YlWFROheQldSksRqkwNEWtNdRgQMfDEz9Iup+ZtZJm4+HIBT42LxnUDFMmiTAac0lu8P+ER5NdM63C7NsRiGqifAAmMSNQBgl93y8khZRFrQbkjJpUBSwQTpT0ZGE7SuVqkIr4g8PkAXlrJTawIgQF/LRd7fxa1t1nfNIAiU3hhIMjnowm+jB2S7B9TPGvoA2SMUoKhSHn6NbA6L/RNq5zOb9VvTNNmmnRcO7QBx/MeoJ6VgCdd2CgibxDITPv5Iqnf8esXb9+SX6SZDo4L1WIi6HlZ7Lz7K0zK/1c4qHtrTwwngQK0fVPo3shxLja2qXVgypgsD6PbqAIjlvGmvyZi9d+7aJ7siopH5eJMQCNYRoxpbpLLC0uFkfXJqsDz6/k9syKRqD83J3uRb9ZhOurMhVeSS5Sw48SCNIqLveUDQct45jqlS9HQLIraNJX6Ors/zVmZCnyQnd6bl59vVn0GwITNDZj0QPLrMfBCfQ6RhH8OGYranyxY+QR3dCeOXlPeSsSsBywNFS7K5fwhF2BQSTAl9h3IdtS+UwQw1kMr36vO6tCrKa5V8r4NFzJbaska3Eaa0p8VP5+MP5nKysCddKajjCfeF7KNlQ3zYC5+5p9JwE5gNH1OnAIHrlGv6HjzQQ9gfYMajPEp/iLtfhibsw+0bZij7NIiPQH4zac/z+GdpAEE4wMYQt6nNSElm+S/m2sraad0u+XmWUFTv5dzD4Qvj23SGiLUcRVPl3CwG4ijaR3BQ27iiJQKWSEOLLY7SC2CBrsRfzowOa6uLyhMToiGmfbR/DxRRMPFiBoImjRBRVR/aH533leAm4nG66PcHTnBAQJHPzd7dc18LZkjbclSxSQtYI9pRbIs2XLhPBkjHcgNwsFm6KpKtGKRqUYK0xgszQUBOI05A1oalWoGxHzs7Irl5fQoTqJhqC1kKTJmL63qw8Px0hzc2z00V3Jdm1V2DQWbiMpwINSsfD1SXFzI5wzWB4D9ned9fIUNdF7xEQClaCgAxPxiKokb5XDmhxs2UIARU0tkWqQwid4Mlx3OT9WDjPiLvqNaTtgFlTnlLEc4NDuw6pvE9dKza17yWk4b+4jlIDZRaG7EkcqWZEfGM817BhQNj3oQ5AUeNxf9egUR2Z+2SfwX1Wc8jzMs7dbiu8KvTXb6gkmwsZXBjRJ23s6F99E/f5MoQderZgGHcr2yL0jGJATtzkpITu/QT4WejkzTyIKSel/jXFyOj+zjF95grLh9EqCF+Nt/Pq5AGwkqm2uK2i7oL/3eesqysb2Is2JAAhyugRVYsv3P0//qOs9xCNjPoqcWGR7NdZ4B2/LSwOjinlPcO0Ir+uowz5uv6dFFMm8KBx9zot0n4G6yJsTs8e9oUCqIBoptz9L1Di78uTkCtqlMN0Lkv2saK7pht0yH2cBXaxdwWDpirrVkkR4rCK0Eo3tbkDTFqoIoJefvOHpMMKuZW3Xmya4LziwhFxYlOMhy8e7pKqZ6QjvCTaBGANT4uJ5mefSFnpM4MVsCHS7UTyOJ48kC4J9PE8C6AJy8JAQBGNgANhrZlWjr6QTjewBYfxrXqfRDMSUjTi7ckRociOdri32Njg1ss7cSkJ9BE8HmomK2KpBhbN9cBU9L7wm+rCyfC74WgJ33JKoFWV4O4Hi+ZjqrGaAPQbRX4LVt2He5etVjM1ADsXmAkr6iJ4+oApu/Zn19l5caAZOx5IYf6atuDs1Aofr9fQTYy80Y0XDkLhqcSMv6Z7JfUejpRIEhxuz4549nGsAmOrZ3teobMiXN9SAPGgxQ+K+QbSiAn0HEuDhrpT5vp083Bk5eVcbSbLsHXkKt8NYRhvzake7p4mwIPIXcX7TQttTUfRQaqGuZetG1wJmuRdF2B/OXeTI3pA4ugp27hFCW81yR31cJgoaBk9AoCowNCk0gJ1K+rjNd5/dxelVbBSla1jPqD7UZ0J0cY35/ngLiaBY64Z42DqKQgNvWL1tT1Bumzm6tR6JjOTVFQI4XsftKgIJZ1tGZ11VBZgTGHtxWTU8FcGRr0ijVU8M9zw8Yk728zPlVRfjzkkHBqzjeeKZH9ixVj6j9MKBzep07NqP6m7i4meLUto+IhC0Ksyc4S6VL3dD6faJ7dVekIkpDSJZkj4slc+cq0SuJER83v2QoZkYyztZUx+jpZdLJUNjHRYrGJ6npThCLKYFYACtW9XhUoZIgI9JoMxd7bgr9qV7GXzvWPBe/P4BgbqIBYKH9GU1EFMKoVBJ8RQ7ZBc8yTFdETxsr983UUCsMzGlicVPT/P24SAAYA68JNnidvCcEPBYtezuLQtUy5XiKmAZcmJhpTqt88bFC8FJ+xrFFKjzSoBSGN3vu1ULh6RjVJuiPB/rLPeZFjHdPrbZtYF6XBEYiiJSWKmQMA0CaPj2RMr4sr7cxIRCsiMzsF9c2X8DL71j9KM4K1RQxU700GCWTwoiezzzAj2OGtluQEFU+Hh0D9rNTdO2My+yaQl5PZ7ByKirLgJPHUwAgzufBDbbMw2kfY9dpqSqBpYqiOTBfp/CUVgFuKJuov4/fox3iTNE8bbiicFdmrxyi3sXv17gqToUoyPtPhqTOp3odZOoAAwHZ0oGARZCl5CXIOyR+Rj3QXDTWkDBl7Hbvw4OopLCi5LuAHfNeQryXJeNzKUB5cuxJSUvaopwBT9nPKkg/0tMngZUmW+TjgWN6PCunYWWYP5tqX8LxnftHjt2wcPCfj4cieQAiwI3PfMhmpOPhfI9exfF6r0xfzTEcuBwTTUYszBgKEFB02ILub9GlGQOkiI3GNqbmmofmwKJZrydqb4ZiXrz0FzMqqGoVjZX/2oPtNwNf0T0ZzhKU5oXsrE72wURf7ta866kMnbqb6RofskAReRAg7HkOIJ2BtTShtO/jOhlFdIQPFmAkg1XZFyDRfN/pcpwLNSMfNqSLqhO/NntRni/SAGWTYA8sXttcEG7W1LeQ7g7fHadWg06eiiW0GNS25MLVDlgH9AXZTd6fUeS2W4LA2XNzyHtgvdKGp6CWm7OFmguAlZ2KOWDXf28GrLUwgkyzTr5/IFKxkTrzv+tCg0oFe86NtZkRoTJkFJsDm+9s1aGcLs1kLfnvuwP/RhTZ0O47NErc7LOgChxlx3nNjnYAzUE0q7NM02e/Zyn48dyBuUe/0hCVWKFvm7kxjMZNKkFGrXbRnvozcTA1HzK6zvS1xKYGZ3vmqmgjAx2rpNIod49oHnYeVpjNq323mGOK6KhdmRh22LYUFYIRoRCY2iMCk0hnN27Sdm6G2gQUpvfJ1BM/R4Hoj2VVWxosRZg4Mh1SAqNWrpn3OgAAr4FrTWMaK587dZdzTXNGYyD8TQ5ErYKOaTPJ1Cer7YIxp4+SfQ5TVDZOJECFsKWJg2OC2H4TBwllIXfgQiNLHiGud+8bdixXP68CNkZOkofCkIdFiGcGCyhPLSGMhdtyvAA4rfHBaHrAvDwmg9P4vAobvzwmiIIgWlm8iuNrxlOf+9zn8F3f9V14++23ISL4uZ/7udPvVRWf/vSn8U3f9E149uwZPv7xj+M3fuM3Tq/54he/iE9+8pP48Ic/jI9+9KP43u/9Xrz33nun1/ybf/Nv8Cf/5J/Ew8MDfs/v+T34zGc+87V/OwBYzGE5Kk98EbcN4f2L8slx1hd6ADAnZwk3W4v8hjMvjLIFeCr4dODUdk+nKdwDCF7GDtcKOZg4WOGVYIqMUeg3qEliRVZJsxEcZSk0YvK3UX6GMkiprTlSF8TzWf8pZxi8EizFryg0a4Kd5polimvt/iEAGwFNrbaqDNJTpkj831HKqC70hf1uuetXeK9fKzd4fx+Bp7E/Etcl/toaGU4HP4zeqa+pLFVtBmsAt6QXBQFO6U9UGSUCzZz8FvVF2qs0rE0NDSvykpU5MUkKtGNiuY2TUJmvqTN+rj11auW1gf49HRZ9645p82ntwPSeXWw3MRTyuEF2LwZ4eQeKGPp1WzfEGUYyHyaUz82q+yLdNt7LHCvt9Jz5bPN3dd5E+rOOXY73qnWbuamDG2atLNytMseASM6TKDcWgB4xASpaAvy4vrsHDCPTOzEmJL9rnbNCjx/NNaXfBOwtFecqwUOkt3YJTyBWo80lmUxLGUk4PEv5DHtOPtdULCXln0HAmWAmQRN9eOz5Wim7eqn9XO3vTN+whL4CC16/taHIZ8lqKKbNTmyLAyeZ9uyiP6EDXTovk4GJqj3150MNmXs0Sakei+o5v1+V2TOmG6E9JHPItSDYL2dporJ1JItZdZLNA9X1BU5+UATRTIXSiLCCKqZ7swDHPqd6WLFpdWUKP+jjawY9L168wB/9o38U/+Af/IOv+PvPfOYz+OxnP4uf+qmfwuc//3m89dZb+I7v+A7cbgndPvnJT+LXfu3X8Iu/+Iv4+Z//eXzuc5/D933f98Xv3333XfzpP/2n8ft+3+/Dr/7qr+Lv/J2/g7/5N/8m/uE//Idf8xeULf1DMD0NwLTRYf+Wu28QZHWOiXb35DKbL94OiFdytW2g7dN0QAqreuGmyfSGi1SZbgJgwGdqblDDfpbRvEflCiyPdk6mvAB7z/JyRhWUsUcS4CQWKEfXkX6CL97elT16TAFJUcMH+ZGDnO/nohhVa/G7LKtm+md2ZKUQF0pOBGehTlqJkgIjQAuQUMq67V4gxY/FKydaNEwu4kVX40CE4C0q25guUoSYO3LlT7BwRvfJWIXmShGi42iX4efl/VJvTjuuEh3TqePJ9BTPl9+X57EH5YwUtUa7L9wsRXeA0nwss1/cpDiZ55swttK1amZIaJVe7X6chchj2usAG5d+3VYY0Iz14Ua2NOhlBZYOVkfWqrXXbd3omwYTEmDaNytWB8qw6JVpAm7sFHLGGPf3LW54mBV7iJSzHMhqS58LBN39VjYmlmD7ZvY0bdI227jn1cF+TTtN26zD0JApD39MZrLoDE9NwxCk+ZwjKCMIEScKyahWj6zo40UW2F8XOksHGmgaoln6CFGjFI1KkZ8PFFCpMAAy7XvKIHDje13czSO+rwbTBCSTFampIb5pl8IWZ3j6XaLybHlp95YtKqQCTV8DQ5zcEoD0LUEm2ay+5X4Btd8db6kxUg7wWAzBKr4ACHweh4GTAICeQqtMSh2z2oD1PeS67GOBoLEaBe4f4pprY5+2CNrSVFBG0XMxtSZp+1DT++zPVZ+NaPFcewWHqJaV6Wt9swj+2T/7Z/ju7/5uAICq4u2338YP/MAP4Ad/8AcBAO+88w4+9rGP4ad/+qfxiU98Ar/+67+Ob/mWb8Gv/Mqv4Fu/9VsBAL/wC7+A7/zO78Rv/uZv4u2338ZP/uRP4m/8jb+BL3zhC7hcLEH4qU99Cj/3cz+Hf/tv/+1XdW3vvvsuPvKRj+D/8kf+Gta5QFsL1sfSS+rGak4dugZhXjpCxLk0B0uE1Pb30Nmwh9cimM4EhQ+Kv4ftLiwqzgg+fH/ONxQUPjPNZcxT0XwcSbPKsA7cFD9zQDPF0+8T42qbG0uuTRSLYBGYEjE9joESUvIEEVrOSTbhpK2ZufhEp2HFKf1FFqWWXrMdRBVVm3Yqfw4QxGSqre90FPaItTsIKCZ7oU2i+BcJZiINRKBBnZVIfJ9K6Z7aNXiPqb57E9GNjWIdOPmf4+INZY90SVXxPlntnEacC40JOa7EnMEBF+LDgZJfs7M9TBtycQsGbtQxakDI7lPL1+zD0rVN4u9WyThtIb0sxgCpuh+PGxGuHVK6qWNp9vvWLLjYdqAb8Dn2R/zS//JZvPPOO/jwhz9cbuHX/7rxh/5vfxvL5SE3f98oLMpV7G+Jj+fcxJiq4vgaD7axceGnJoLjgbqNcUWWIxc9UDV0C7ZnItPfCsyrRqTP1zLd1E9l03ZRc1XQeLPfBcfzkhblOPL2BFFV6UaIJ+3GJlEOTYBDE0TOm/g+UgAKMrB42sAy2NhefsZL9xQevxfbctj1JqAwgOVr28z7EVVUzTQ3jX41BHS8T8jPDb1S3r4ALwEy93xeUQ2FDCy5VkbJdxH+Uu/Fe26ASBOgLlp0PgZ4aiotgIvfn7laKiz0n7XbuWaqtTKKLMKAOGBeEOJkyg/+/+1dbWxcR9V+5t71bpw3+AvjrxC37gcpJaWgQo2hTZFikYaKL/GjpBEqpaQqJFIrVVWUF4VQhJQIJBBCQPkB6Q9QI5DaVEIBFJKUUOQaEuUDN2DVkaktFNvQ1HHS2Lt775z3x8w5M9dx2+Qljb3reaRV4nvv3p25M/fMM8+cc0b2RUzt0mvO3ZfbTfZfzHskPTHvgOtvbnwAjP1PlyhRlyQBZ0oo6yJOPvm/F9mOK4HLVnreDMPDwxgbG0Nvb68cq6+vR3d3N/r6+gAAfX19aGhoEMMFAL29vYiiCP39/XLN6tWrxXABwNq1azE4OIjXXnttzt8uFouYmprKfADYWW0MsCpilR2R5+0GjzyTVYkW0hKVUpn5cmg7R3sZnx9yyw5EkuQNADjbrdyrrK1hsCHxXuSLDL4czm6XmaKiXepiZ7mUyQO5juuFvvsKgWxIql2kl865AVsGXHYIjoxfjNJmR29TB/ObPBuNS+TWxAGRMpkY8cw4LrExdIqNM2YkyorJU6OkjMYHwJEUo0qReynLJIkJWREySolTnGTDPa+OEkIcs3OyeRZpjbI+UfyD5CT/1Bksns1ywkeT98aSC5VdFmT/HcmWzaSO/ZByxtk84noQJI1AZAmHT164DdmAGtnfKjlluwVKqiGJB2eRac39GzBqpU3PAN9vh2BD2CHKTlROzbYSlugAMFFcVi3V+Zzz3RFfoMhEbFm1R13ifGpB2g24PkN2sOD+L7N+XhplVcFTLRF5qqlygzInYzPtCqeUIUu2nU0w35dU/d6AK/tCecRMaSC+oCSaS3MG4JL1g0mYxEC2YwFs+b3NLQ2RsoOvt8EpL4/ovLfU6ykHXEejgLtyZpypE/ebcQkyGeFEfXHJLRsC7nmrxCyBmRB+JT5DXAcXOABHQKxyJdem1iHYI2Dsl8NlYvVbnj0cgWES4BNXvofvS2zKY8iXDPTkiAIr7nxznSfxU9Kxza8TO7Jjdre3Plupe2ZCFCPnC5UlQhA1SEgtOUVGlu+5TVipVFbtiZ3aH5eQCZn304wwqYtKkPJRZHx1uJy8xEWW7FPO5T0CIDbVd5V4O3BFSc/Y2BgAoLW1NXO8tbVVzo2NjaGlpSVzPpfLoampKXPNXPfwf2M2duzYgfr6evmsWLECAKDKZplK/GyIXK05gislRNNlM4MlSxTsLBcwgxYna1MEswxAblBCSiZKLFYyS1fe8okqmxk0DyxxUWf27GJ/H219TTiqK+bM0NwxvSSFuWktJIAVhqhMxlk25lmD8xfxpeo0HwlxcMs9/JJ74fTkvdARD+5utiMSO7IvMf+u8l/y2EUekFLIzRBqpmcZU29pSXwAPKMsyhHmeCkUwFttiD8Fz2a85INm2UJJBmX3fJRzgNa2n5AzqNqqOWavM/McctPsoJgllHGR7LMlV36bBdmQO9MHWXFjHyBdE5mluKJtQ89HiHM5RWUyPmE5sx+c6S/W3yyC3YrCkR9jxCJLCJ3Sw47JOhchLRiro9mB3y6BKfbXga2L7R+skjLhMcRVQ6W28awDM0WXZl4Wot1waqLtw9rkx1IpkNba9AdFY9RF1reDCSsYknRQuQEmu38UZCbPgyaTbVFUUksAWNFTdjbNChIrK96kh5MqyjILIA6nkjxQW9XALt/ERZvQkBWtHElWYf5tUWBkEuLIhDh5Kybm3tIfL3nZd1z2i4rcpMu/L4ftK0D8Y9gHh8vLyhMnAWS7YZx+7YTCkkIhKZagmQHZvpieOiTLQfZan8QoOFsnbcrXR14dPBKWFsg999SUVZYnI/ddSRgoE0Mlf5t+wz5BSiaanLtJlKPE2VfAEk5enrUTSlGw/DpatQp+XT3yztGKPEHzSb3vt8YRh5zagPNWqZREgWTipFLTxomN1OLl4Mzz9LLDX2lcUdIzn9i6dSvOnj0rn9HRUXMijoyhsUnUwHl0rGEHkfVHyBlyVCzbGbzpBVHJS6tfE4M3X9T52DrJmpm0zsdOBchHtlOQZemRhLqbbQLMv2QHOh1bomQ7CScp1DWR7VDWWVoDvKO7SM2pUwxYzfFVILcbNsQvgMOhpRPDGHnAlJn9Y4yKANv57UCuWWImmRXJ7AiASMIeWTG+CzYKLXXqjRb/G8/oAY6Awc0qfMIixyP3HZX6vkAQ3x/2S+JjhkySGGfx7VF8DZMWJaRUpPJIiZLjLzuwgzMTUDaskUeqdI0CZ+E2bWuIDpNj/pcj6iJLeHWNyvh9iXRtl6ziottaArDtExnybWZeVtmxbaPzMSTZIoD4de7vRu0xGcrJRHUlWt4H84wtmbHKqUq0UYO0BlJtyA4THaWM4rPA8UZ2Q1sSGVlykdYiMzBwXxKnXqvWpTbpX2RnxeZi8w9fH884tYAiL1Em3EDLBEl8ICy5yb1u+lbqR1yxmsJkw5IKM0FRMiD7M/x4xiaw87Yl4Gzm7Bh90bIwk6oM0XJLwuz8LWkmtPM7kciqsnu/OZJMQqN5ksS3j0w5ZBnMPh+TxZdtoFXblTcw2zB9AsQ3hN8bl+JCCZnzI8vikjJRc/yDlmQQ3L/k1UcIn31O/iRTnJztM9U1bu/AeEaJ7xIrQrxLuksOy8kXkZmkkoJ1/nbt4geFgGz7ext3ct+Q/RcVRHVkwiFKTOTqzqHkohpZghMV4Xy3rK1Nllj7Og0h8eVlymUst+9KPENOOeIlwtkT85pZstkVxBUNWW9rawMAjI+Po729XY6Pj4/jAx/4gFwzMTGR+V6SJDhz5ox8v62tDePj45lr+G++ZjYKhQIKhcLFJ9hfxM5GSbtjekkOknUVgIL1+WGFJ47EmHDYO+Ui6FzkNmO0x5jEmERXjgypxJKgFFCen4rOsyX06bclNN7fphw8Y7cvpHWSZvLjy52yCarttKY+3vOwp9Ia5ZahWGXxrmMSxHlo2J+GFR8OW+dlKrn3LPJjSJMZzP0s1KaspuOnrCTZMHSOfuaoMd8Qxnb3djYC/m8yUeMtIJgAaVaZyCbu8jIls++NEDlWhuB8mOIyuQm65wMAONLmFB3vUUdMYFw7crnMGrjbZJTrm8njVKOE5PrRWRQZH7KobNRIzsfDm9pGNosy90FZfrCkBrNmUZGvgrIvVKLNbupLcmZ7ljQVvx7ZzgUwZH6mbJa1SFniYwieKl6aN+JCtBtRmSRdvvnbDQjaDiiSMDMyKpBsUssDVOK+D3iDpB04ZBlVm/eAB0TuT7oAmSGzv0xSmx1QZy+pSC4W7e4DssfJLu16vjRkmw05q5LAJuNjRUR8eiCz9qhslmt5SSgqA2QHxNyMMpts2npqey+ddwMu7KBNBbtr/IwyIfARZJBnfybeXDXjEMyTkNg8ewmB5+g6JlQ8AfGXS6xqR2DC4zURmbr7Pou8TKRsPXUeiGbgVK3YhdAz2VCsnJCzzVHJOVNzVmQhXwpw0XIchu/sts6799XsK2Z/A9Y2A9JXOSqLFSAAsgQlRM2bpEp0FpwdzSQf9F5hsuodE3BOYMk2U7KF59y92V762xQRR/USl8WOI0vYfhHU2zhfuqJKT1dXF9ra2rB//345NjU1hf7+fvT09AAAenp6MDk5iSNHjsg1Bw4cgNYa3d3dcs2hQ4dQLrsnvm/fPqxcuRKNjY2XVyiW2mvcU+SdpVU5RVQsW6NOQKIlqiUqJVbqN28L5SIT4ltOzYzYWypg/58o0WYGrMk9WXJKAjzVRVvFSKVkBglAlBlWF+KShvOXMGSHHadZHYgsCTAzu1nKTmrukZvWcn9ZJklcZ3cMm4Ts8IyK/WZ46wzJ4aPdMo7sQ8UvHWAMYNGFVGfCYhPOHs2/ywW2+YhSd0+emUpYuVWweHNPCevlLSN4Q05eqrNkK6NyWdWGlxxY8THGx6o87BOkjLojy2Ucxm+Vq0wyR/tcpL00ZQgbt4nJ1cNZvt05HSukSyKrABpC5JY4OSJNWf8wMiqhzSTOPmkA3Ia57J+Wmu0jZBd1JmipFkVSlY3/WjRTdv5uERDZ49Bw/m3e0pZKtHFcVgq0pMYoq4k5f6m7rS9Eu6FrlMxyWe2MbP6dqMQJMD2Ckgc4giU3DVnmYIdV8f2x/ZByzmkUQFbx8ZUZDlW2S1xU466XZWFv6sq/w7N4JhDsbOqrn1EJxufHFooJHWDf06K3+aeVGNzSkrM7soxCgElgCHGuloi31BG0mDMrp07NAFx9mbSw0iPE09vgmJfh/PIadRVuIqTcM1Z2cqts+Ldk1eYu6hEkUTtg25GXdMjlIWJHXZMLx/jTcPZ5JjIZx3RLjmK7CztnUWbiym3DuYFk6xFiQqRcosHEa3Nbbl1wdt/f7NN3bWCwA/PsTaZ5iYr3jBP1q+ier983cxy2rkzYOV+T1Jpr+HmwPw8HdaR5q3ja3GRpXlmHZjNuJrXqYjJ/BXHZSs/58+cxNDQkfw8PD+PYsWNoampCZ2cnHn30UXz729/GjTfeiK6uLmzbtg0dHR0SqfHe974Xd999NzZu3Ignn3wS5XIZmzdvxhe+8AV0dHQAAO677z488cQTePDBB7FlyxYMDAzgBz/4Ab7//e9fcjk5KC1Jpo3MXrYja2IJECsScWQk+hnrAPp6EYgi6CSBLrvd17SNbklyEaJSyUqnJiSYYjv11wBmlDX4EaJiavwkykBSGyNOUugoFv8OANDiK8Rkw8q2RYUkVkBaRlTiyB6NJB9BXTCJAnkqwL4aWgG4YAdMG82UFhTiGYI6R0hZZYJRk+JpQlJrSF5umpDUWnJSsqHMOfdCgBUQXvYrE5IIoNTWl8mGVVYAgFil4Nw1FroGUPbFilKCTt09o4SQ5O1eUvaFhu/db2cGUUKgskISKaBskr7JjDYCVNGF8KeRAml+6WxUkyU+8TQ5NSsG4oSAMsx9AUhkWKSgFWR5ipUpglWL5LiCYmXHiyLjJaUoJaQ1EXIzqVGSWH5nsUwp5IopkkKMmBUY7ZMpOzMsW9KkAG0jEEEAps3vmhD0VDYPZdIDGGJH1qFelTRgZ/HpkhwUGf82Y3k1EEVQ00Wr5HDEogZKCign9rgGihqYIfOuJSZNREpleRcrzW7o6RmoyFTNj3CMEvNYXv8fIFcEqAzoyPxLMZCw3wtHbOWAeBIoL3UzZBRtn84DRb6+BOjEiHBxEZJdnIkXIpjkdZajpHmA+De8JQZSQDmGqE1M1lJPafGXaTBll8MiFw0FAEmezBKSJhOabd8lqiFjQ21/k41R7eCcxjbysugURqox75QQMvv7EsmmDcFKC14kWVkBMUk5CfY5M0ebMQRQpea4KttyxOZZyo7lBCT8bljC6i+LAzD7jtrnJQSB1TQmFTFAJfN3OXYkVBUVEFkleFJBRwQdATjPTrrmuSbWoZxyQDStxK+FJ3yayVZsvzOtkMCV11egAVOX3Izpb0S2D8xYdYyX1WaAJOeIL9kxin/Xv5/sWJQDCmcBTmWglWkvlCDL/+Wl1l4n5v2g2Dxj2eKnaO5HdtWbLPHXBKjz9rcjIEnJe094nLAkcHom8z5eUdBl4uDBg5b/ZT/3338/ERFprWnbtm3U2tpKhUKB1qxZQ4ODg5l7vPrqq7R+/XpatmwZ1dXV0QMPPEDnzp3LXHP8+HG64447qFAo0PLly2nnzp2XVc5Tp07NWc7wCZ/wubqf0dHRirEbo6Oj8/68wid8wsd8RkdHL+v9vRT8V3l6FjImJyfR2NiIkZER1NfXz3dxriimpqawYsUKjI6OXvEcBvONULfKxFx1IyKcO3cOHR0diC4xkmu+obXG4OAgbr755kXTTtWCULfKxNW2HVW79xY/qPr6+qrrJIy6urpQtwrEYqpbpU04oijC8uXLASyudqomhLpVJq6W7aiM6VdAQEBAQEBAwH+JQHoCAgICAgICFgWqlvQUCgVs37597tw9FY5Qt8pEqFtloJrqMhuhbpWJULcrh6p1ZA4ICAgICAgI8FG1Sk9AQEBAQEBAgI9AegICAgICAgIWBQLpCQgICAgICFgUCKQnICAgICAgYFEgkJ6AgICAgICARYGqJD0/+tGPcO2112LJkiXo7u7GX/7yl/ku0ltix44d+PCHP4x3vOMdaGlpwWc/+1kMDg5mrvn4xz8OpVTm8/DDD2euGRkZwT333IOlS5eipaUFjz/+OJIkwXzim9/85kXlvummm+T8zMwMNm3ahHe+851YtmwZPv/5z2N8fDxzj4VYLwC49tprL6qbUgqbNm0CUFltdujQIXzqU59CR0cHlFLYs2dP5jwR4Rvf+Aba29tRW1uL3t5evPzyy5lrzpw5gw0bNqCurg4NDQ148MEHcf78+cw1J06cwJ133oklS5ZgxYoV+M53vvN2V+2SUWm2o5rtBhBsR6W0W0XZjiu+m9c8Y/fu3ZTP5+nnP/85vfTSS7Rx40ZqaGig8fHx+S7am2Lt2rW0a9cuGhgYoGPHjtEnP/lJ6uzspPPnz8s1d911F23cuJFOnz4tn7Nnz8r5JElo1apV1NvbS0ePHqW9e/dSc3Mzbd26dT6qJNi+fTu9733vy5T73//+t5x/+OGHacWKFbR//346fPgwfeQjH6GPfvSjcn6h1ouIaGJiIlOvffv2EQA6ePAgEVVWm+3du5e+/vWv0zPPPEMA6Nlnn82c37lzJ9XX19OePXvo+PHj9OlPf5q6urpoenparrn77rvp1ltvpRdffJH+9Kc/0Q033EDr16+X82fPnqXW1lbasGEDDQwM0NNPP021tbX005/+9GpV8w1Ribajmu0GUbAdldJulWQ7qo703H777bRp0yb5O01T6ujooB07dsxjqS4fExMTBID++Mc/yrG77rqLHnnkkTf8zt69eymKIhobG5NjP/nJT6iuro6KxeLbWdw3xfbt2+nWW2+d89zk5CTV1NTQr3/9azn297//nQBQX18fES3ces2FRx55hK6//nrSWhNR5bbZbMOltaa2tjb67ne/K8cmJyepUCjQ008/TUREJ0+eJAD017/+Va757W9/S0op+te//kVERD/+8Y+psbExU7ctW7bQypUr3+YavTWqwXZUk90gCrajEtttoduOqlreKpVKOHLkCHp7e+VYFEXo7e1FX1/fPJbs8nH27FkAQFNTU+b4L3/5SzQ3N2PVqlXYunUrLly4IOf6+vpwyy23oLW1VY6tXbsWU1NTeOmll65Owd8AL7/8Mjo6OnDddddhw4YNGBkZAQAcOXIE5XI502Y33XQTOjs7pc0Wcr18lEol/OIXv8CXv/xlKKXkeKW2mY/h4WGMjY1l2qm+vh7d3d2ZdmpoaMCHPvQhuaa3txdRFKG/v1+uWb16NfL5vFyzdu1aDA4O4rXXXrtKtbkY1WI7qs1uAMF2VGq7MRaa7aiqXdb/85//IE3TTCcAgNbWVvzjH/+Yp1JdPrTWePTRR/Gxj30Mq1atkuP33XcfrrnmGnR0dODEiRPYsmULBgcH8cwzzwAAxsbG5qw7n5svdHd346mnnsLKlStx+vRpPPHEE7jzzjsxMDCAsbEx5PN5NDQ0ZL7T2toqZV6o9ZqNPXv2YHJyEl/60pfkWKW22WxwWeYqq99OLS0tmfO5XA5NTU2Za7q6ui66B59rbGx8W8r/VqgG21FtdgMItqNS283HQrMdVUV6qgWbNm3CwMAAXnjhhczxhx56SP5/yy23oL29HWvWrMGpU6dw/fXXX+1iXjLWrVsn/3//+9+P7u5uXHPNNfjVr36F2traeSzZlcXPfvYzrFu3Dh0dHXKsUtssoPJQbXYDCLaDUWnttpBRVctbzc3NiOP4Iu/98fFxtLW1zVOpLg+bN2/Gb37zGxw8eBDvfve73/Ta7u5uAMDQ0BAAoK2tbc6687mFgoaGBrznPe/B0NAQ2traUCqVMDk5mbnGb7NKqNcrr7yCP/zhD/jKV77yptdVaptxWd7s3Wpra8PExETmfJIkOHPmzIJvy0q3HYvBbgDBdgCV124LzXZUFenJ5/O47bbbsH//fjmmtcb+/fvR09MzjyV7axARNm/ejGeffRYHDhy4SMabC8eOHQMAtLe3AwB6enrwt7/9LdN59u3bh7q6Otx8881vS7n/Pzh//jxOnTqF9vZ23Hbbbaipqcm02eDgIEZGRqTNKqFeu3btQktLC+655543va5S26yrqwttbW2ZdpqamkJ/f3+mnSYnJ3HkyBG55sCBA9Bai8Hu6enBoUOHUC6X5Zp9+/Zh5cqV87a0BVSu7VhMdgMItgOovHZbcLbj8n2zFzZ2795NhUKBnnrqKTp58iQ99NBD1NDQkPFwX4j46le/SvX19fT8889nQhQvXLhARERDQ0P0rW99iw4fPkzDw8P03HPP0XXXXUerV6+We3AI4yc+8Qk6duwY/e53v6N3vetd8x6e+dhjj9Hzzz9Pw8PD9Oc//5l6e3upubmZJiYmiMiEnXZ2dtKBAwfo8OHD1NPTQz09PfL9hVovRpqm1NnZSVu2bMkcr7Q2O3fuHB09epSOHj1KAOh73/seHT16lF555RUiMmGnDQ0N9Nxzz9GJEyfoM5/5zJxhpx/84Aepv7+fXnjhBbrxxhszYaeTk5PU2tpKX/ziF2lgYIB2795NS5cuXTAh65VmO6rZbhAF21Ep7VZJtqPqSA8R0Q9/+EPq7OykfD5Pt99+O7344ovzXaS3BIA5P7t27SIiopGREVq9ejU1NTVRoVCgG264gR5//PFM3gYion/+85+0bt06qq2tpebmZnrssceoXC7PQ40c7r33Xmpvb6d8Pk/Lly+ne++9l4aGhuT89PQ0fe1rX6PGxkZaunQpfe5zn6PTp09n7rEQ68X4/e9/TwBocHAwc7zS2uzgwYNz9sH777+fiEzo6bZt26i1tZUKhQKtWbPmojq/+uqrtH79elq2bBnV1dXRAw88QOfOnctcc/z4cbrjjjuoUCjQ8uXLaefOnVerim+JSrMd1Ww3iILtqJR2qyTboYiILl0XCggICAgICAioTFSVT09AQEBAQEBAwBshkJ6AgICAgICARYFAegICAgICAgIWBQLpCQgICAgICFgUCKQnICAgICAgYFEgkJ6AgICAgICARYFAegICAgICAgIWBQLpCQgICAgICFgUCKQnICAgICAgYFEgkJ6AgICAgICARYFAegICAgICAgIWBf4PioJRZgDualsAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Reconstruction of diffusion image:\n",
    "img_theo = ai.calcfrom1d(q, I, dim1_unit=\"q_nm^-1\",\n",
    "                         correctSolidAngle=True,\n",
    "                         polarization_factor=None,\n",
    "                         flat=flat)\n",
    "kwargs[\"flat\"] = flat\n",
    "img_poisson = numpy.random.poisson(img_theo)\n",
    "fig, ax = subplots(1, 2)\n",
    "ax[0].imshow(img_theo, norm=LogNorm())\n",
    "_=ax[0].set_title(\"Diffusion image (theo)\")\n",
    "ax[1].imshow(img_poisson, norm=LogNorm())\n",
    "_=ax[1].set_title(\"Diffusion image (noisy)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc50fb70-55ce-44ae-abfe-fba545d5f0bb",
   "metadata": {},
   "source": [
    "## Azimuthal Integration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2d490682-0669-4a2a-9416-6ba2beca3201",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "factor = 1e-6\n",
    "alpha=0.6\n",
    "k = kwargs.copy()\n",
    "k[\"error_model\"] = \"azimuthal\"\n",
    "np = kwargs.copy()\n",
    "np[\"method\"] = (\"full\", \"csr\", \"python\")\n",
    "npa = np.copy()\n",
    "npa[\"error_model\"] = \"azimuthal\"\n",
    "\n",
    "\n",
    "ref = ai.integrate1d(img_poisson, **kwargs)\n",
    "\n",
    "ref_np = ai.integrate1d(img_poisson, **np)\n",
    "res_azim = ai.integrate1d(img_poisson, **k)\n",
    "np_azim = ai.integrate1d(img_poisson, **npa)\n",
    "res_renorm = ai.integrate1d(img_poisson, normalization_factor=factor, **kwargs)\n",
    "res_azim_renorm = ai.integrate1d(img_poisson, normalization_factor=factor, **k)\n",
    "\n",
    "ax = jupyter.plot1d(res_azim)\n",
    "ax.plot(res_renorm.radial, res_renorm.sem*factor, \"1\",alpha=alpha,  label=\"sem poisson, scaled\")\n",
    "ax.plot(ref.radial, ref.sem, label=\"sem poisson unscale\")\n",
    "ax.plot(res_azim_renorm.radial, res_azim_renorm.sem*factor,\"2\", alpha=alpha, label=\"sem azimuthal, scaled\")\n",
    "ax.plot(res_azim.radial, res_azim.sem, alpha=alpha, label=\"sem azimuthal, unscaled\")\n",
    "\n",
    "ax.plot(res_renorm.radial, res_renorm.std*factor,\"1\", alpha=alpha, label=\"std poisson, scaled\")\n",
    "ax.plot(ref.radial, ref.std, label=\"std poisson unscale\")\n",
    "ax.plot(res_azim_renorm.radial, res_azim_renorm.std*factor, \"2\", alpha=alpha, label=\"std azimuthal, scaled\")\n",
    "ax.plot(res_azim.radial, res_azim.std, alpha=alpha,label=\"std azimuthal, unscaled\")\n",
    "\n",
    "\n",
    "ax.legend()\n",
    "_=ax.set_title(\"Azimuthal integration\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "139fe26c-35e8-4766-88d2-c48b84e221a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fae10195f50>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = subplots()\n",
    "what = \"sum_variance\"\n",
    "ax.plot(np_azim.__getattribute__(what), label=\"azimuth summed variance\")\n",
    "ax.plot(ref_np.__getattribute__(what), label=\"poisson summed variance\")\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "09de65cc-0900-4033-8443-c41fec081b8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fae0bf46850>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GG2+ks7OzXw6ew/nBD37AyJEj+e///u8BneNo773j/fzWhqs03yiKOrCJbccie7x4N21G9nhPar0ajUajOTqXy8W7777LmjVrWLhw4RlpgxbkaL5RZFU+qfV5m2upefNlAi2Nxy6s0Wg0mpNm/Pjx3HjjjTz22GMMGzbsjLRBm5Oj+Ub5Oj05nYFO2gPtDI4b3C//wpqylSRVleKq3cw5g/NPVjM1Gs033Jo1a850E77TjierclVV1Slvx7FoPTmab5SvE+Qs2beEFVUrqHRX9jvW6e9ZpdXQXX/CbdNoNBrNt4sW5GhOm7AS5oDrAEH58NuAwIkNVzV6YoekFJ8P5+6ezJtJJY0oJyk3hEaj0Wi+HbQgR3PabGjYwMrqlSyvOHIyyK+z2E/yh3CW1CF7PNHHgmVltL70EnFlTYQcFux7a2l8+Pf4d+z4Wm3XaDQazbePFuRoTpvSjlIAGr0ndxKwFAjj3FOP7PtqBZV/506CFeV4cpNoLcpHyU4jsGsXvmNk0tZoNBrNd4c28Vhz2kiihOL1Yq9oQc73Itmsscf9oSMeOx4RJRL9WZeRiXn6NGqTq1FMepxeG/EdYXRp6Sd8HRqNRqP5dtB6cjSnjSRI0V4Xxdc/b83RjvVq8jaxpWkLstJn7s7BIS65T5BjPXsK5lkzUUw9mUurg03sd/rpLNA2cdVoNJrvCy3I0Zw2OvHEOw7fKXuHzU2bKWkvAb7awVwIy9jfXUuktRXo2USwdxKzGAhHdzlv/WRFzARkRVVo8bXEBk0HlXaU0uBpOOE2azSab6eXX34Zp9N5ppvxrXcmX0ctyNGcNqIgRntdONz84qMdO6h3krGro4FgWRmuJUvQewIEUu0Yy+vpeP11gmVlB6tTsdS2k7VyZ3SXc53Hj2vJkmiZ7S3beXfHEjYvfzEmK3Kbv43VNat578B7J+HKNRrNt9FPfvIT9u/ff6aboTkBWpCjOW10QTnao+L9/LOYHpW+vS2HHuurd0hL9fmJtHegy8ig7qIxtJ81GO+gJBR/gFB9T++LrMoY3H78yY7oLufqFbNidjnf1LgJKRDGtWFdzDCZN6xtA6HRfN+ZzWZSUlLOdDM0J0ALcjSnRbCsjJQPt0Z7VOTOzmiPSrCsLKa3JexyxfS2HI6KimXKZKwXX9Qz70ZVCUSCtPpbMY0YAfQMRXUWZtJaVBCdm6Oz2HDMno1l8qSjtlcn6qK9RqHurpP3Qmg030eq+lVP7dEeO4mmT5/OokWLWLRoEXFxcSQlJfHb3/42Jk2Fy+Vi3rx5xMfHY7FYmD17NmV9/u4cOsyyY8cOZsyYgd1ux+FwMGHCBLZs2QJAdXU1l1xyCfHx8VitVkaOHMny5V+ly1i7di2TJ0/GaDSSnp7Or3/9ayKRr+YRTp8+nVtvvZW77rqLhIQE0tLS+u3ofShFUXjooYfIysrCaDQybtw4Pvroo+jxqqoqBEHgzTff5JxzzsFkMjFq1CjWrl0bU8/u3buZPXs2NpuN1NRUrr/+etra2gbUts7OTv7jP/6D1NTU6Hk++OCDo7b/dNCCHM1pEWnvIJKaEO1Rib/22miPSqS9I6a3xXHN1TG9Laqqsq5+HV80fBH9o6iqKoIgoKhKTC9Q54E9qAE/cDB78iHbPEiiBBC7/YOqIgpCzDBZ30nSQY8W5Gg0J6Tqcyh5F0IHe0hD3p77VetO6WlfeeUVdDodmzdv5qmnnuLPf/4zL7zwQvT4jTfeyJYtW1i6dCkbNmxAVVXmzJlDOBw+bH3XXXcdWVlZfPnll2zdupVf//rX6PU9X6AWLlxIMBjks88+Y9euXTz22GPYbDYA6uvrmTNnDpMmTWLHjh0899xz/P3vf+fhhx/u116r1cqmTZt4/PHHeeihh1i1atURr++pp57iT3/6E3/84x/ZuXMns2bN4kc/+lFMoAZw55138p//+Z9s376doqIiLrnkEtrb24Ge4OSCCy5g/PjxbNmyhY8++ojm5mauvvrq426boijMnj2b9evX89prr7Fnzx4effRRJEk6nl/TKaUtIdecFpYpk/GntKK4awAQLRYcs2dHv1W1mbdFf1ZMhphjjd5GdrbuRAyEST0YzBi/LEEZPht/TQVZK3cC4MtwYqtpo/Pdd4mbOxcl3RY9f+/ydDXBB4lftas3QNKJOryff4ZjzhxEiyWm7X2Xpms0mq/Bmgz122Dz8xA/CFw9/49JGXFKT5udnc0TTzyBIAgMGzaMXbt28cQTTzB//nzKyspYunQp69ev55xzzgHg9ddfJzs7m/fee4+rrrqqX301NTXceeedDB8+HICCgoKYY1deeSWjR48GYPDgwdFjzz77LNnZ2Tz99NMIgsDw4cNpaGjg7rvv5r777kMUe/obxowZw/333x+t++mnn2b16tVceOGFh72+P/7xj9x9993827/9GwCPPfYYn376KU8++STPPPNMtNyiRYu48sorAXjuuef46KOP+Pvf/85dd93F008/zfjx4/nDH/4QLf/iiy+SnZ3N/v37GTp06DHb9vHHH7N582b27t0bLd/3+s8krSdHc1oIgoBO+Cqm7g1gBEHot6lm70qn3scbPA39JhCLbi+uJUvw79yJP9lBw/kjQBRxD0lFdrkINTah8NU+WNGEgd6v5tr0HSbzZSfHDKGpqorkD2FqdRN0az05Gs0JSRkBk+eDJQFa9vX8O3n+KQ9yzj777Ji/L0VFRZSVlSHLMnv37kWn0zFlypTo8cTERIYNG8bevXsPW9/ixYu5+eabmTlzJo8++ijl5eXRY7feeisPP/wwU6dO5f7772fnzp3RY3v37qWoqCimLVOnTsXj8VBXVxd9bMyYMTHnS09Pp6Wl5bBtcbvdNDQ0MHXq1JjHp06d2q/9RUVF0Z91Oh0TJ06MltmxYweffvopNpsteusN4vpe39HaVlxcTFZWVjTA+SbRghzNadM7VAQQUWN7R/qOkx+6f1VEjWCt68BS207LpMG0nl1A9yVT0WdmImak481KIGPtXvSeAJ68ZAzZ2QRLSwmXVfRrQ98NQPsOk7UXDSXu0ktR/H5C9Q3Ifi+J2yoxtboJrD3yRGiNRnOcDFYouKjn54KLeu5/yzzwwAOUlJQwd+5cPvnkEwoLC3n33XcBuPnmm6moqOD6669n165dTJw4kb/85S8Dqr936KuXIAgoysA3LR4Ij8fDJZdcQnFxccytrKyMadOmHVfbzGbzKW3jidCCHM1pI/Z5u/UNag7dr+rQ4SFFUfClxWFq60YK9hxTjAaUGUUExgzpt4Iq/tprMWRlonS6vqqkdyisT5BjmTKZjnGDcJQ3gy9wsB0CgslE8J/vo/cGCTvMhNraaH70sePe96q4pZiqrqrjKqvRaE6dTZs2xdzfuHEjBQUFSJLEiBEjiEQiMWXa29spLS2lsLDwiHUOHTqU22+/nZUrV3LFFVfw0ksvRY9lZ2ezYMEC3nnnHf7zP/+T559/HoARI0ZE5/z0Wr9+PXa7naysrK91bQ6Hg4yMDNavXx/z+Pr16/u1f+PGjdGfI5EIW7duZcTBBRpnnXUWJSUl5Obmkp+fH3OzWo8vEB0zZgx1dXXfyOX2WpCjOSP6Bht9f4b+PTkK/ScQB+QAS/Yt4YOKD6IrqARVxVlSh6qoPXN6xo8EYpenCxu3R3tlBEGIDmPh8/NF/Re0uRvxbfkS4p00ThuBNysR95ThhDtdhJuaj3ldTd4mNpWv4YsP/icm745Gozn9ampqWLx4MaWlpbzxxhv85S9/4bbbbgN65pVceumlzJ8/n3Xr1rFjxw5++tOfkpmZyaWXXtqvLr/fz6JFi1izZg3V1dWsX7+eL7/8Mhos/OpXv2LFihVUVlaybds2Pv300+ixX/ziF9TW1vLLX/6Sffv28f7773P//fezePHi6Hycr+POO+/kscce46233qK0tJRf//rXFBcXR6+x1zPPPMO7777Lvn37WLhwIS6Xi3//938HeiZMd3R0cM011/Dll19SXl7OihUr+NnPfoYs90+Sejjnn38+06ZN48orr2TVqlVUVlby4Ycfxqz0OlO0iceaw6px11DSXsL5Wedj0VuO/YQBUvssZVIPyf7XN/twxONB2r4XyR8CQFB6ysZkIj4YAEW3hbjwq72vLLXtJG2vAsCbnYDQ1Y1ryRJs55+PIT//q3OqMmWu/QTaK3AIFoQZZxG/YlvPuTZ9is8hUTRu3DGvyx/xH7YdGo2GniGq3HNP21DVvHnz8Pv9TJ48GUmSuO222/j5z38ePf7SSy9x22238cMf/pBQKMS0adNYvnx5v6EZAEmSaG9vZ968eTQ3N5OUlMQVV1zBgw8+CIAsyyxcuJC6ujocDgcXX3wxTzzxBACZmZksX76cO++8k7Fjx5KQkMBNN93Evffee0LXd+utt9LV1cV//ud/0tLSQmFhIUuXLo2ZEA3w6KOP8uijj1JcXEx+fj5Lly4lKSkJINobdPfdd3PRRRcRDAYZNGgQF1988YACsH/961/ccccdXHPNNXi9XvLz83n00UdP6PpOBkE9dKzge8TtdhMXF0dXVxcOh+NMN+cb5dniZwHId+ZzUe5FJ6XO1dWrOdCwC3tFCz+aezs2ZzIAYSXM8zufj66AOvcHN5CTNoyuYBfvb3qZlPc3Ymr3YOjyEUh2cOC6qUTi+gdeBpeXjI93c8Gtj2JKTWe/az9blr+M3u2nfXwuiknPeHshI/f7kRISMU+eyIuf/pGM1SU0nTuU+L0NWOo6cNZ04Bw/iTK5EX+KA1tVG44DTYy743dYzz77qNdY213Lii1vxrRDo/k2CwQCVFZWkpeXh8lkOtPNOW7Tp09n3LhxPPnkk2e6KWdMVVUVeXl5bN++nXHH8SXtm+Zo773j/fzWhqs0R3UyM/+qqH024ewZMoooEUJyTy/Nocc+q/sM69YykrdUou/2052XgsHtp/C5j0n8sjyarK+3l6d33k1YDh+8q/ZLBqiY9NFkgLLXS2JxNXq3jyFvbMDQ6cWX4QSPD7WmgY6RWbSPyyUYbyViNeL57PNjTkDWCbp+7dBoNBrNmaENV2lOm8PNw3l96wvo99cgDf4qdXpv52K7v52UVjdhu4my68/Dl5uMrsvHoPe2YG5x4+v0krZ2L2GLAWOnD3OLGwDf5+uwXnJZz9yeQ+by9J43dOAAXWs+Qe8JEHaY0XcHMDd2IoRkOsbkECfGYS9vIaGkZ3lnS1EBI6X46FCXsU93sNvVTOv2TQyafAGq3x+d/+P57DOsP7qiX94djUaj0ZweWpCjOW1U1D4ZixVUVSXs6SZlRw06TwBvdk+WPuXgxOOAp4tggpWOsYOIq2ghkOYkEmeh6uqzsZc3o+/yYWp1Y69oIXXDAdwFqXgGJaEczHejjskCQ2wbeoOc6L5Xo8egGHXEF1eTv2Q9qNA+MQ9CKdj3bcWX4aRh5mgUk56EodfiWbuWSIcLY586/7XjdVJX70BRZaR9lX22p2g/bFCk0WhOvTVr1pzpJpxxubm5/Vavft9oQY7m9AkEor0c/s+/wHpJz5wcMSLj3FOHqbUbAPmLLfj9pmgmY292AuYWN1krd9I2PhdVJ5L22T5aJ+aBrGCvaEE26Wg8fwSBNCeW3B8jfLEFxdUBqX3Or6rRAMoyZTKSHETZ/SIAumAEX0Y8VVdOIpAej5p8Dq73mwnHWaJDXYdmae7VuxqsvamK1PRU6iZIKCY9+qzZ6L/c1y8o0mg0Gs3poQU5mlOupL2Esq2fELf1AOFwTy+H0tlFx5IlmC0d6Lv9mFrcyBYjnkFJqF1ddL79NopBiPaiiIEwidurMLj9hK1GTM2dxO1rRFBULHUdeHOTUQwH385mI44RNuSmUiIh6OgIkN/SgdfpQYkokHMBgiDErOrqKkjFWtuOYuwJaD5t/QLOGXrYDQQPzdDcW0YemY9u8DiUiv8DIGyQDhsUaTQajeb00IIczWH1rnQSRsV/7Tpkj5dASQnrlC+wt7YQdoq0jx+DYtJjHnQZkU/WkbjhM8RQBCkUoXlKPr7cZNTkqVh21ONxrYv2ogiqSthhpjsvmfidtRjbPdj1bYQtRhzVbYiqSvqne6idO74nqLAmo3iaqawupbFRYViVC2lGBvKgr/az6g0+xECYxB09e2olFlfTfM5QBFXFXtFC9+AUZLOh/8UdpPh80d4p05Y9ROKycZbU0T04hbDSM/G4X1Ck0Wg0mtNCW12lOazelU5iIPi161B8XnybNyMFwv1WOUXq6wm3tiCbDURsJiJWI3nvfomtvBnMRuLmzKE7Lzm6eqq3PXq3n+QNZUihCEIwAnoR2ahDiChYa9rIWrmT0IEDkDICedgcqtwK8YKHdr8CaaNRHOkx2Y8P3RNL7wmQtXIntooWnHvqkQJfrZA6NGlhsKyM9tdfjz5XancTfOpvpK7ZQ/zOGkLdbmSPF++mzdHEgIfe12g0Gs2powU5mlOuN0CJLvUG5A4XigAIEEiNo3HaCBSdRMYnJSjlVT3PC0ZiAg2920fG6hKMnV78KXGgqBhdXjqHZ+DJNNNSaMafYEHucEHQg7r7f0kNdZLd5Kc7YgYVlNpNUPk5KAqqImPo8hF0mPFkJ9AxJoe6i8bgT7Kj7/b3u46IEokJUiLtHQjpKdHtJHadFU9rcyV6T5C4/Y0oPm800FN8PUHNofc1Go1Gc+pow1Waw+udR3Ii00kOPlcMhHDuqceXER8d+tFNGIeqKviU8miivrbJQ0jcVkm6qyu2ErXnZuzwoIoirtHZyEY9CTuq0XW6keVuWuxWbNX1lKbV0fl5HT+u/18ixgCZATdTygK0O7rhw/8jfM5IMJbCnvfpVnRU62tJTjeRsLYUn9mLsWAorfkyBo+ArbbndegdumtILSdDTMC3eTOGvFwsUyYTCblR9r4OQFCn4kuPRwyEDza7/55c5Z3l2OUQGo1Gozn1tCBH00/feSbWrftRxvgGnOtF8fkoXvoialcr8V1dCJFD9kARgLNG0xr31U7hiklP6zlDUTJ69ntBVSHQhVi+AWe9SsSkRzHqqC/oxlbbSvisDFRdJp3uEtzmWnQlOuKNCq05Hbxdv4tRXiN5pTqEiIDfKWNtdyG9t4HWjI0kJ4WoCNgotzmIkzuhK0TNAT/55p5NQBPL9YBAYnE1rsJM4ndUs7n7f/DnppLdVsH48BzihRSC8lfDeWIghLmpi5DTgqWpE8Xvo6RtN3jqcaqwq20XW+s+J6O1hMLuGeSmpKDRaL6ZzmTG5G97puJvEi3I0cQIlpXhWbs2Os/E0ukbcK6XYFkZ3WvW0txYdnBbhCCO8mY66jsIxffsWaOoSswcl97eEl+6E0/dJsJTMnqyEXtlBn/USKM1SIlZIqNRIW0tdAwz0JDkJVLRSiQuhDMUwSIoNCSCjSABHcheHX6bjhZFxDUoSKsBhlUqqG4f7SYYJHYxRuiAkIiCiXg8mHbvIrVWBJMTb/5IzO0+0j/djaGxkThvJ4GUOAKRALtadjItczBBOYjkD5HyeSmJO6uRAiEsjcGeJITPvEpDsgiiSPqaj2ksEEksrkYIy5Q+9//YftWFXDDuCuKMcafkd6nRaL6+d95557B7WJ1sN954I52dnbz33nun/FzfR1qQo4kRae9An5lJ3aieVVA6KQF9XdyAcr30JNpLp270GAD0XX4iViOJxdV056d9NflYjUSf0ztvJ2wx4F2xkdpPSzBYPIQtEqIo4JdFsIdQuxSadWZMqpOOxmbOqvJSPkIgEHGi0o1VCKKEwdqqo84MFjGITRchu1ahfohKYHAQuztABJGIIKOPmEipEdATobA2RNAm4bcYaM3vojP8KWGHlZEdKmZ3ABkfznWfg2Cj/dNVtOVMICyFsVW0kPFJCWGbkVCcGb0/3JPssKqOhCaBlrMLCB04QPoHO2lJ1uPLdJKy4QDKe5/whSfM7B/8/LCvo0ajOXMSEhLOdBM0J4E28VgTwzJlMo7Zs6OBiGoyRPd6Gkgd1tkXYWrtSeCnC4ZpKSogYjeTtXInltp2FFUhokRinhdndEBzCbrWWtobqjhQYKRyqokdUwPo4304gwGMUohATieN5joS6UaHjBszOYob68GgSQoLpJWL5OwLYQ+E8SXI6AMCuTslHPv1iLKKHoVwl47M3XrEgIQvXsYQAHOrijtBJRzpwqZ0kxRuQgi0EQ4HSNzXjbHDh9cZwVBRQvHdNxPcuQtDd4BAip2m80fQNjmfPbfMpHtIGh2TC6i7cBSevGT0UyYi5GTgGp1N+1mDcQ9JJZBoI9TRevJ+eRqNJuqjjz7i3HPPxel0kpiYyA9/+EPKy8ujxx944AEEQeh3e/nll4Ge4apf/epX0fK5ubk8/PDDzJs3D5vNxqBBg1i6dCmtra1ceuml2Gw2xowZw5YtW2LOcehw05NPPklubm70+CuvvML7778fPX/fTM0VFRXMmDEDi8XC2LFj2bBhw1GvWRAEXnjhBS6//HIsFgsFBQUsXbo0evzll1/G6XTGPOe9996LSXPR2+YXX3yRnJwcbDYbv/jFL5Blmccff5y0tDRSUlL4/e9/3+/czz33HLNnz8ZsNjN48GD+93//N3r8ggsuYNGiRTHPaW1txWAwsHr16qNe14kYUJDz3HPPMWbMGBwOBw6Hg6KiIj788MPo8UAgwMKFC0lMTMRms3HllVfS3NwcU0dNTQ1z587FYrGQkpLCnXfeSSQS+2G3Zs0azjrrLIxGI/n5+dE3XV/PPPMMubm5mEwmpkyZwubNmwdyKZojOFJOl6PlevFH/LT522LLqmBw+/EnO6Krj+pmjcGf7MDg9qOiRjMFA6CqiIKEYLARMAWol/fjqvmScN02IqqX2iHgS40goqJHRlQCGAgjoJIVcZHYIAMCibUGUEyIQZGuiITHodKaJtKYYMCj16NrNBMI6wmKBpSQHq8dKkZCc75M7agwAYeK0BVElSOYOySySnTovQLGoIoYVjA0uPHrOmjOj6B3+wg1NNCVn4I3Oym6TD4SZ6HqqimUXj2B9sn5gIowdiSRX86jY9wgUFVUnUT7WXl0jshkV/Vmtnz4srasXPOtoKoqYTl8Rm4DSazp9XpZvHgxW7ZsYfXq1YiiyOWXX46i9AyT33HHHTQ2NkZvf/zjH7FYLEycOPGIdT7xxBNMnTqV7du3M3fuXK6//nrmzZvHT3/6U7Zt28aQIUOYN2/ecbfzjjvu4Oqrr+biiy+OtuOcc86JHv+v//ov7rjjDoqLixk6dCjXXHNNv8/LQz344INcffXV7Ny5kzlz5nDdddfR0dFxXO3pVV5ezocffshHH33EG2+8wd///nfmzp1LXV0da9eu5bHHHuPee+9l06ZNMc/77W9/y5VXXsmOHTu47rrr+Ld/+zf27t0LwM0338ySJUsIBr+ax/jaa6+RmZnJBRdcMKD2DcSAhquysrJ49NFHKSgoQFVVXnnlFS699FK2b9/OyJEjuf3221m2bBlvv/02cXFxLFq0iCuuuIL169cDIMsyc+fOJS0tjS+++ILGxkbmzZuHXq/nD3/4AwCVlZXMnTuXBQsW8Prrr7N69Wpuvvlm0tPTmTVrFgBvvfUWixcv5q9//StTpkzhySefZNasWZSWlpKiTeY87V7e/TIqKlcPu5okcxIACgqdhZkxG2QqJj2tRQUHt1dQkJWeIEcMhEksrkaSJbI2duI1Z+BoqWFYfTf1uQKiASzhCIm1PTF5cq2ImiOTWKvH7FcYtkkCp4o3UcToVcgqN6MaZCRBJr5VRygZxGYje3PNOCJ+jM5MjGIb/oIEagQZlBA6JPw6AdcQPYKq4lVtDPH7UAQZkHAnqyh6GRSFnLVdVE9MwJssYWldSuJuASEUT/aHO6iZO56ws2eStqIqGPwhnHsaUKZ6UYwKYjASnZeTvbyYxh9NYVPrWjLW7aZt5Nmk2oaf3l+eRjNAESXC87uePyPnnj96Pnrp+ObJXHnllTH3X3zxRZKTk9mzZw+jRo3CZrNhs/UkB924cSP33nsvr7zyCqNGjTpinXPmzOE//uM/ALjvvvt47rnnmDRpEldddRUAd999N0VFRTQ3N5OWlnbMNtpsNsxmM8Fg8LDl77jjDubOnQv0BC8jR47kwIEDDB9+5L8TN954I9dccw0Af/jDH/jv//5vNm/ezMUXX3zM9vRSFIUXX3wRu91OYWEhM2bMoLS0lOXLlyOKIsOGDeOxxx7j008/ZcqUKdHnXXXVVdx8880A/O53v2PVqlX85S9/4dlnn+WKK65g0aJFvP/++1x99dVAT8/SjTfeeEoTpg6oJ+eSSy5hzpw5FBQUMHToUH7/+99js9nYuHEjXV1d/P3vf+fPf/4zF1xwARMmTOCll17iiy++YOPGjQCsXLmSPXv28NprrzFu3Dhmz57N7373O5555hlCoZ5ltX/961/Jy8vjT3/6EyNGjGDRokX8+Mc/5oknnoi2489//jPz58/nZz/7GYWFhfz1r3/FYrHw4osvnsSXRnO8RH8QZ0kdDS1fdQUrqtJvB/Cogz09YSWMpaaN7GXbiN9Rja6hHUOHF3utj4jXyJDtOixNeugwk1sioA8ItMbrkDqMjFxjxOFSCZlUFAlEVMJOmcaROgyyGb1gwNoNkiowWtGRqISxECAiyHxpFHCLEjjSseeMxWaxotPp6QjGEd8gYgyrNKvxuDJkPEkKAadM9RCIGATqRwdBCGNsbkJoboZNdejbWwkoVVj37sfw1nr02zdDRwW07gN3PQARnwfpw7UMem8L9vJmQvEWbFWtpH64FXODC4BAJHDKf1cazfdFWVkZ11xzDYMHD8bhcESHiGpqamLK1dTUcNlll0V7VY5mzJgx0Z9TU3s2xhs9enS/x1paWk7GJcScLz09/bjq7vscq9WKw+EYcHtyc3Ox2+3R+6mpqRQWFiKKYsxjh9ZbVFTU735vT47JZOL666+Pfk5v27aN3bt3c+ONNw6obQP1tScey7LM22+/jdfrpaioiK1btxIOh5k5c2a0zPDhw8nJyWHDhg2cffbZbNiwgdGjR0ffCACzZs3illtuoaSkhPHjx7Nhw4aYOnrL9I6NhkIhtm7dyj333BM9LooiM2fOPOZ4ZTAYjOkqc7vdX/fyNX30ThpWz/oqgd6xumsVFEJyCENDFSHBjUX2IYtduBNkxHCIEDJKFxSURajLFPDbBTryBFpEA8l6AaOg0JEl0JAtoI/IFJRL2AJpmCpVMDvoSugieZcfe7uIUxlEIFhDWoOCIOroaI7nUynCpLOmgSmA0HEAVIW2cAKjGpqR42QyDO0gCDRm6LBEQuSU6DB3SzgbJfwWlYQ2kEIRghGBurP8hCNBhPoQklyKtywOg70bjDbQZQAuZK8XqXgvkSQDqCqdIzIxtnYjBkMY23o2Jo3I4aO+ZhrNN4FO1DF/9Pwzdu7jdckllzBo0CCef/55MjIyUBSFUaNGRb9QQ8+Q1o9+9COKiop46KGHjlln39VWvb0Ph3usd0hMFMV+fwvD4eP/f360uo/nOb3PG2h7DlfH0eo9XjfffDPjxo2jrq6Ol156iQsuuIBBgwYNqI6BGnCQs2vXLoqKiggEAthsNt59910KCwspLi7GYDD0m9SUmppKU1MTAE1NTTEBTu/x3mNHK+N2u/H7/bhcLmRZPmyZffv2HbXtjzzyCA8++OBAL/l7bSBj4H3LqsfIIqiqKmElTGeODp/QTaTWi0sIEDT66RwfYdBuiS67SpdTJWwXcQ8S0RmMGBQzFISpHCGCqmIVBFQE1HNSQB1LqLoaqSOCqBOQ7SEM3QrhbT6cQjKZri7ck/KwtUWI39ZJaHIaONrAnAhCJ2YhhHiw3TYCeFUjKUEbKfs6sfoVQmYVg1sivkmHbJSpGxHBEFDJ+VyiLSeCKIm0DRJot3hJ9bvQmdJJ3LofwRMm8O4HyHYrHWOSSP6yAkHtSRUkRBQM7p7gMPzFJpTMkQPOSaTRnE6CIBz3kNGZ0t7eTmlpKc8//zznnXceAOvWrYspo6oqP/3pT1EUhX/84x+nZMgkOTmZpqYmVFWN1l9cXBxTxmAwIMvyYZ598iUnJ9Pd3Y3X68VqtR62PSdi48aNzJs3L+b++PHjo/dHjx7NxIkTef7551myZAlPP/30STv3kQx4ddWwYcMoLi5m06ZN3HLLLdxwww3s2bPnVLTtpLvnnnvo6uqK3mpra890k74bosFNz79hOdxvn6dDKSiEIkFwZCAbnQSCQbqSBKoGC8hImLtFZEEAScDjVElo0KNTzCSlj2V8VyKSLgkkPRisCCYHoi2JttG5+IYMwXmgg4TKAFgSEAxm6I6gF4yQYMIUMtE9JBsJI4o33FNHynDImkhOaiqyYKBWTcEdsmJqMBMvJBPJyUSdlk8gQYei0xE2KiiSQHOqhM+uYPUopFeBtQuGFquk+7uJlDWTtnQd+rYWAilO/Pv3EdpdgrnRhegPkb56N4YuHwm763omaKc6kEtKaX/5ZYJlZaf296XRfMfFx8eTmJjI//zP/3DgwAE++eQTFi9eHFPmgQce4OOPP+Zvf/sbHo+HpqYmmpqa8Pv7b+nydU2fPp3W1lYef/xxysvLeeaZZ2IW60DP0NDOnTspLS2lra1tQD09AzVlyhQsFgu/+c1vKC8vZ8mSJYdd2PN1vf3227z44ovs37+f+++/n82bN/dbUXXzzTfz6KOPoqoql19++Uk795EMOMgxGAzk5+czYcIEHnnkEcaOHctTTz1FWloaoVCIzs7OmPJ9J2ClpaX1W23Ve/9YZRwOB2azmaSkJCRJOmyZY030MhqN0ZVhvTfNiembHVncuAOXq4nndz3Psoplh3/CwS0aUFRC+5YilW7B/kkbggwpDUGcLZBVKiJFoCPJhiGkJ3+3SF6JCYNjNJIhGXODhGTJgoTBYE4AYxyqqCOghDC4/Sg6kY4xg+gclkH9zFEYb7oe0zmT6BjmwJ9kQ98dQJFEQpnJoDNCYj6ifQiDXXHYbHaEGid+n42hnUb8BSNQE1Nx7PTiaJUwY6ZuOER0MKhUILVchz4sIOtBH4K4NoGc3RJpLWHazVB3XjauwRY8cicRKUL2hzuIO9BE/J56ZL2IKgmgqgQS7ch2C7qERCIdrtP4G9RovntEUeTNN99k69atjBo1ittvv53/9//+X0yZtWvX4vF4OOecc0hPT4/e3nrrrZPWjhEjRvDss8/yzDPPMHbsWDZv3swdd9wRU2b+/PkMGzaMiRMnkpycHF2ocyokJCTw2muvsXz5ckaPHs0bb7zBAw88cNLqf/DBB3nzzTcZM2YMr776Km+88QaFhYUxZa655hp0Oh3XXHMNJpPppJ37SE44GaCiKASDQSZMmIBer2f16tXRWe2lpaXU1NREJyMVFRXx+9//npaWlugqqFWrVuFwOKIvRFFREcuXL485x6pVq6J1GAwGJkyYwOrVq7nsssuibVi9enW/iFFzah2aHRl3N5UvPYulQE9H9hGe1FkNIR+KYIO9e0jfUk9cY4TmwTLx/gi6EgO6CHQnK5h1Mi2TkknbFcTULiFas5EltWdcPj4XEuOgqxbkCKo1HV1EQucL0lmYiSoJGNq9+NOdGGbNwGo20bHFj2hIInv5LnS+IMGNmxEvSMfU6iZpexVEgrhTTZgrFBJLwSgpWBs9ZH7ejE6v4EozIdvjSagI0OkAfUDFEJARgNZsicR6FVFWCNoUgnaoy4zgKCkhp1JF75IJJsUjBAIgiEQMBowuH135aej8YYwdHuoCXaSfMw5n1vFlltZoNEc2c+bMfqMMfYfU++ajOZxDj1dVVfUrc+hwfm5ubr/HFixYwIIFC2Ie+81vfhP9OTk5mZUrVx6zbqfTeczpA4c7fmjHw2WXXRb97Ow1f/5Xc6weeOCBfoHP4Xp7Dvf6ZWRkHPZa+mprayMQCHDTTTcdtdzJMqAg55577mH27Nnk5OTQ3d3NkiVLWLNmDStWrCAuLo6bbrqJxYsXk5CQgMPh4Je//CVFRUWcffbZAFx00UUUFhZy/fXX8/jjj9PU1MS9997LwoULMRp78ukuWLCAp59+mrvuuot///d/55NPPuGf//wny5Z91TOwePFibrjhBiZOnMjkyZN58skn8Xq9/OxnPzuJL43mWA7NjpwfPx51/RYM7kZ8hxbu/c8XcCPW7OKTzzZii4hgVpCSZVy5YZI7w+hcBiJ6FXRgChjI2BPBm2In0qj01CHqkOzpIOqivTAARpeJlPWbkJUI/rQ44nfWYG52Y/AGsV+iRzQ5sXjtJK/Zg6OiFVmvg03byOlOJZASRzDOQlj10WUL87FpEGcfaGNYdwu6ploiBoXQNRfR2FVL8h43qtVNg14glQDJLQFkvcDUJgkkIyWqh9ZBEcKWMPFESHDr0HWLeOwSstrBnovjyalPJXl7LUrQQ0gMEkkahKWsifjKFko/f57kcy6FvPNO6+9So9FoTqVwOEx7ezv33nsvZ599NmedddZpOe+AgpyWlhbmzZtHY2MjcXFxjBkzhhUrVnDhhRcCPYmSRFHkyiuvJBgMMmvWLJ599tno8yVJ4oMPPuCWW26hqKgIq9XKDTfcEDOrPS8vj2XLlnH77bfz1FNPkZWVxQsvvBDNkQPwk5/8hNbWVu677z6ampoYN24cH330Ub/JyJpTyzJlcs8M++JKAFSTkciMyXQ2belfuLMGwj6wJhMJiWRVdVM1XEWwq9j29kzIC4UNNOcJdKfqGH1A5MDMyTj2t5BQ1oAomEksriZiMSLY00nc1UjzOXbscUlElAhjdFl8kbSH5nHZ6Pwh7AeasTuSSDWmYNaZCQsijgPNWGvaiZj1BJPtSIEw1roOgk4LkTgrzn0+ukcZGSrW4RQjBONE9F4fvvQEbIOLMOwI4Ms0Unt+FsbWMIn/+gIkEUkRkdoEwn4ZhyTiL7bTMt6DrVslrVxARqAjI4QhIBK3rQtdwI/fGsKVY6ZpipOShlbO/bKdjGYvkS9LUc61aanINRrNd8r69euZMWMGQ4cOjcmEfKoNKMj5+9//ftTjJpOJZ555hmeeeeaIZQYNGtRvOOpQ06dPZ/v27Ucts2jRIm146gwTBKHfiioBASkQxl7RQvfgFGSzoeeg3kLIVUdDfQNWIZ502jDJfuyNJmRUkusMeM4aRovcSJwQj9ikYPQbMQdNGEIm9CYrgzbXIiYnweRcDM015P/jc9Kuvo6R0y4DoNlRhqIqiJ1eLO0eEoZMItLaiur3IyY4CCTb6RyWTuKOGvzJDkztHlyFmYjxTvKqPCQmjqXd6OfC2h0gyYQyUkkuC6Hzd2NY/hnu81JQzFlYatvJXrsZKaTQVmAhtUwh1C0jOWxEAiHyKiKYgyaCiRH0AQGfXaQlG3RegSG7wiiCjDfVhl51kLsuiNjWRcCiELTokYwZuFZtxXa+7agbotY3H8Bc3oh9yDBCVVWYRo5EsllP5a9bo9FojuhYQ2nTp08f0Grdk0X7wqg5IYeuohIEIZo3Rwp8tUpA6nYT2d5AoLmJVlc3sk9PVqkOc0ChM17EENKRttNDUkcEQZAQLAnYa1xYGrvxDM0hNDKfuCEjsKoGBJOR5qlD0XsCCHWN+DZ/ieL1oagKltp20tfsJVGxogYCqIEALX/+M6GSPYQcZoxuP2JEIZAShxiRMXb5MSemku3IwaK3YPBE0A8dQmSkE1PEjicvBU9OEmJbJ9nLi0ldswdTqxv3kCS6M6xIeieRZCf61GQSLzuXtycPwqvXE9JJhGwKPqeCTowQRocprNCeK1N2lowqSjSPiydMEJ9Ox748C/44O57JhSh+P6H6hpjXtdpdTUl7CQAlbSV8uOddSlf/i0h7O77Nm1F8h98SQvZ48W7arG0ZodFovpe0IEdzQvoGOYeN0lUVyRckfn8nqQc8pAS8TK5rxhKJYAgINA4LUT1Eom6cRMSpwxQwkVgRRLQkYewK0jE2h9o54/Fd/0PS7rwDXUI8xDtRjHq8WYkIeTkxH/Kmtm7MjS7MegtqMIBjzmwEvYHuf72Ho7yFQIKN7kGJqKKAe0gq+u4A+uYOwtU9K8R0viCdw1NxVnkJOszUzhlP+bzzEG+9iVCcmfg99Xhyk/FlJmFvg0hiMq5Lz8M+4wLC9Y2k+714zDpKC010Z+mRVQlRAAMylYkWQmYFPRHC4TCKXmLv9BRWj0hh3D4Pqqpi+fALFL8f04gRMa/rsoplrK1diyvg4rP6zwBwBVxUdlXQHmg/8u/H5z1qEKTRaDTfZVqQozkhCn2CnN4EgGqffzurker2EFfVjS5gJLdUxRqI0Jyj0m3VMeRLA8ltIkpaAcGzL8IWTEOPEzkjFckfwtTajanVjSCKCGYzxvwCpNGF0XMIwldvYUttO/byZsSQjDE/H9Ow4ShdXSTcMA/rlLMJxZkxtXUTv6ce574G/MkO9G4f8e9+TqSjAzUQwNDlI/vDEpzl3bgLkqO7sRttDtonDCaQbAdBwOCNEImLo3HGKALTJxD/81+hO2suZ3UJGEWFoZ12MhrTSXSZsLgknFUG9EGRhAYdlrBKMCzjCYsk7PWy4PMyHIEQzelOBHc33R+vxvv5Z9FrDCthJH8IZ0kd3Q3VxO2uRfL3ZG3d0vglFZ0VZ6QbWKPRaL7pTngJuea77ViZi/sl/fMHD+bNUUneXI5P30G3WktnnR99QCKYJNM4NERAMWBtsmLqCJCIg46cIsR6PcGMHMIOM/ZhIwhXlBOKM2Nw+xEFsTfXIGIwHM3Nw9ZdqGFDdNfzkNOCNzuBpAX/gWSz4Vm7FsXnxzy0ANuWf2Fq70aVRHwZThyVLVjqO8Aeh3XKFCSHHWqqADB1qYxrsrA5JYRsNqAX9QeDDgExEELnC+LNSiR+bwPG3FGE6+uJNLcz3JpHs6WEhF09PSeqKhGwi6RXQlplCL0goBdEgqqPpM07sPkjqE6BzeNMdJs8SC0gbmrH8snfcE5Ihbzz8Id9PUHOnnrWWJeSsrUSKRxBFQQGv7kBb3YCns/W4pz7w37Zkhs8Dfj8bTi1GEij0XwPaUGO5oT07UEQKmrRb9qJvrURr9mHpcpLTl2QksEiqZ0BFElFVlS6VTBEVOLbBYLpSXjyEzk3bRLVid244iNkfLwbXZ6MqpNonzCYkNNClj+Id+NnRNrbkZ97GUNSBF+aA0r24w+oCP/7Nu6zUvBlxJPx8W4ARIsFx+zZqKqKb9Nmgk4LgfgcbIkuGmYUkrlyJxGrkfjrfkLCnKsQRRHfKyVIDgupFW4M5U1IQ3OQzQakg4GV3u1jyBsb8OQm4U91EFfaiP2dz3DH1xOqqMQ5ohDMnbRWuNC7gwSSnJT/IA3LtjoG7wpjCkrIcQqd6RHs3Qqo0DI8QqIlQHpXFynFRtpSAcGNY2cVZkcBvr3v4dxcjLnJi6WmFUd5M2IoTDjOirm5C9mkI3DgAK4lS7Cdf350wrLi87HtvecxdnlwfPIR6Zf+WNsyQqPRfK9oQY7mhMTMyensQklLpm7sSLorthPX6MLhlSksVkFU0fnB2g1pJUY8KTIggsnB5fZhJCaMIEOnY2ldGRm2dPwc3EdGVbHUdWDZvwY5Lg9dYgKCqxl9lxudJ4hYMApTUCTS3EL28moiJj1iRKZvB5QgCFimTMbl/4zs/9sGAtgdSdTOHU/2su2k7a9Gne5DTEmhfXwuGat29uyU3tiMGEzHUttO+Iv/Q+8JEHaY0fl6hooCiXYsNhdqfByC2YL9BxdgmzAc33YX+wICBW9uQ9aLkJJLYGoc7N+JrDPgswq0DvKCqpBYo8MQEDC2Q3yFDikCbqeAq8OL7i9/YvDmv+ORI8TXS5hdAkaXD9liIGw34R6aji/FAToRw9ix6AWRSIcLI/0TNfram/sFQRqNRvNdpwU5mhPSd05OeMxQRL0JpWEjq9qyubm2Dikg43UItGcKZFaDAogiWAN6zD4z/kQrkTojns07iJ9yLtcNv5aubW9SV1wKQGJxNcF4K2paBvGXX4tgNuNvKSPy1MMASNdcRmr6SGSvF+Uvd5Kyfi+B4Tl4P/8Mx5w50Z4LQRAQg2HMTV0kFBSi31SGPtQNCKi19ah+P8GyMrKXb8dW1YbqsEFzOxmrd+PLSEAaPIy6s0Ax6hCDERK3V6HvDqDqJCJTx5Mwei6iKEKwG/Ogc+DANlRBJJTsJH27F8kTRNDrCaQlYYtPIn33VppzVBqGKCjoyamL4LeqqMkKrdkyUiRIR6eBzAYvwZATk0uEsIp9XwX+5GTMrW46h6aT0tmTdlFXMBipoxvjyJ7M4YcmaiRlGvodtdEgSKPRHN306dMZN24cTz755Gk/d1VVFXl5eWzfvp1x48ad9vOfaqfztdWCHM0J6TtcpQg9e1LhqmZQqAGLW8JrhcZskbYssPsjhB0SosFAUr0RSdAjhVXkkJX2194iQW8msGsX/l270Okj+EY5MXV60Xf7kWdOigYsosVC1VVTABhuMQMQaWhgtC6bDms9OWOnI3d2xvRcBMvKSF+zFykUQbCYcWzagcXjpqMwEyEYovPddxEMRiz1LrxZ8diCZgirOPc24Et2YJk1E2Xfmz3XadLTWlRAtt+CrflLCpwFPQEOgNGOicFkrHkDo8uDb9wQTBV1WKtaSTDaMTiy6cpw0qSasCkqkl7E3iIQyNBj9bSjSJBcK9GZHsaXoLDRKGCt9GOJqIgK6PUCpu4WUFSGvvIZ3nQn+kCYiKuD8ObtGPJywWbDMmVyT1t39CRqjBil6NCdRqM5tnfeeQe9/tTvtn7jjTfS2dnJe++9d8rP9X2kBTmaE9J3uEpRFYQ972LeuYXz9rgwSiFq8nQk+gNkbxKIWCUIipi6DCgWG40Th2NyBxEAxe/H/cEyRJMR49ACkHyYOhvoGJmFucWN1OWJnkcSpJ7hJEA8uEAw0t6BIzMPi2gi/sK5SPaeSce9PRfhhgYcfgH3kBQGqWY6zhqKsn03el8I8+izkF0upIxMuvOSkUIR1MQUwmNH4l/7CY6qNuQDVTHXLQbCDNrRTKLfgf7zrSjJOV8FYc1tGLp8yAYJY3s3EUlCVEG0xaOzxyHtrMQpGWjMkpBCQZJLI+hteroVHd0JCnqXxJBNIhGzguoBUzBMRBTRCxKKTkURQogImLrDmBqaEQWRuvfewinZcB5snyAIyIocbW9EidAV7MKis6CXTv0fbo3mcGSPl0BJybcieWVCQsKZboLmJNCWkGv6Gci3/d4gR/KHkLbvBX0SUnMHicEA3lSZFL8fSenZiypi1WNv1SGFVGrnTqRl+ijqLhqDISsb0WrFPH48KXffTdo996D+2w/xJzvQBcK0FhUgjxsePadwMMDp+7Np9ChEvQ5Br+9Zfg04Zs/GMnkSwbIyAvv3M3TUeUw5/98wJSZjaGrH4AkQsZmwjByJITsbQRCIWE340uMJXzYTeda5lM6/ANeoLGRXR/Scltp2slbuhPZOVL+fSFsrriVLCJaVRc9lSE8n7LSS5NNhaeqiuWgoCX/9H9If/j1ceB5yQgoGxQZGG7qQDkl00DTWSijNhIRKUJJAVklsELD4QFCgy6jD6OomHHRR7vDSkgOBeB3+FAcdLTVUNpTEzEXqXRkn+UO4NnzO2+v/xgf/+6iWGFBzxpzOvE0fffQR5557Lk6nk8TERH74wx9SXl4ePf7AAw8gCEK/W+9mlNOnT+dXv/pVtHxubi4PP/ww8+bNw2azMWjQIJYuXUprayuXXnopNpuNMWPGsGXLlphzHDrc9OSTT5Kbmxs9/sorr/D+++9Hz99348uKigpmzJiBxWJh7NixbNiw4ajXXFNTE22Lw+Hg6quvprm5uV97/va3v5GdnY3FYuHqq6+mq6srpp4XXniBESNGYDKZGD58eMz2TFVVVQiCwDvvvHPUtq1fv57p06djsViIj49n1qxZuFyuo7b/VNCCHM0JiX6QBsLod5Qi+pKRPVm4HSLuJAWDR8Do1lE7QaL+4gn4Uu0EUxMxeCLROkS9AdPYMT1BysGgJTd1OK1FBXQWZvaUEaSvyvfJjSMiEiwro/ONN5A7OzEW5EeHqoJlZT2BS3sHhqwsEq+7joQ5PyThuusQjCZUnUTj+cNxXHwx8ddeizE7i0CyndaiAnRWa0/PlKoSjrMgDC+I5qoxtbrxJzuIzD4PY34+cZdfjj4zk0iHK3qu8T/7T4aMn4F9wU00/GAk3QVpGGx2RIsF8ZLZVF03k86JYyClkFBaGlJcJkLmZAwkEYwXqB0jgyoR0YM7UcGTEsGX7qE2T6EzQcVg9GNsChDMGYRr1GBMbd0YOzx0vv027s7Wnt/NwWDV0Okj8sEqTC1ujDsPoPi8VLurafDEZlXWaL5LvF4vixcvZsuWLaxevRpRFLn88stRlJ4vZnfccQeNjY3R2x//+EcsFgsTJ048Yp1PPPEEU6dOZfv27cydO5frr7+eefPm8dOf/pRt27YxZMgQ5s2bd9xfFO+44w6uvvpqLr744mg7zjnnnOjx//qv/+KOO+6guLiYoUOHcs011xCJRA5bl6IoXHrppXR0dLB27VpWrVpFRUUFP/nJT2LKHThwgH/+85/83//9Hx999BHbt2/nF7/4RfT466+/zn333cfvf/979u7dyx/+8Ad++9vf8sorr8TUc7S2FRcX84Mf/IDCwkI2bNjAunXruOSSS5BlmdNNG67S9HOs3Dh9RYerVBVVVRG6PDQmpbE608EsazFtQyQyG43oLAmE4jIRzK1gsOIZ0rNqKWl7NUqGFfPQoYTr6qLzaOIKCrhh5A28UtLzH6tv703fIKc3iNFnZmI7/3xEiwXF54sZqurdSDSm3YMy6JLdZK4uITKxFV1yMo7Zs+ncXgH0DInJqhzdoiJ+pok0wUlKRSUlUzMJJdgYou+ZwiuazDHzXVS/H/fy5RglI5Hte2g/K69nwvLBdouCCHoToi2XxJ37wRyPodWLaB5M51kiNIVxlnfRmiLTbYa20T5kvUpirYTPDB3pKmnlIBt0dDracJbXoQZ9+JOMNO79jJr/3kbOxVcwbMLMnvMFw5ha3Yihnj9A/oifj0rexV7RwtWX/gadzXbcv2+N5oSoh/x7Cl155ZUx91988UWSk5PZs2cPo0aNwmazYTv43t+4cSP33nsvr7zyCqNGjTpinXPmzOE//uM/ALjvvvt47rnnmDRpEldddRUAd999N0VFRTQ3N5OWlnbMNtpsNsxmM8Fg8LDl77jjDubOnQvAgw8+yMiRIzlw4ADDhw/vV3b16tXs2rWLyspKsrOzAXj11VcZOXIkX375JZMmTQIgEAjw6quvkpnZ8wXyL3/5C3PnzuVPf/oTaWlp3H///fzpT3/iiiuuAHo2zd6zZw9/+9vfuOGGG46rbY8//jgTJ06M6QEaOXLkMV+PU0HrydH0M5DhKtnjwVlSi9RShdJVhzwsix0jsgnrJSQBrJKKHO+ge/gQ0JvB6ICDc2oMbj/BlDjir7022pvS2yMCYAqCs6QOyR9CoM8QFbHDVZYpk3HMnh0zMbl3qKq3TK9gWRmuJUuwBiCQ6sBW1UrH668TLCsDenqknCV1JClWbHpbzHnm5M0h31kAgoAYCCNuKgbA+/lnKD4fgiAQOpivprdXCbebrJU7sdR1oBO++k7RO+Sl9wTwZTiRQhHS15VjCSZB5gQ6Rw+haWwaqk5ENdoIGkSahyh4MkIYIzKmsErAGcSxswpfsJWgKUjt1Hg2zc5FDITZs/tTlN45OX0zUAP+sD8avEW83cf9u9ZoToTi80WHknv/z5xKZWVlXHPNNQwePBiHwxEdIqqpqYkpV1NTw2WXXRbtVTmaMWPGRH9OTU0FYPTo0f0ea2lpORmXEHO+9PT0o9a9d+9esrOzowEOQGFhIU6nk71790Yfy8nJiQY4AEVFRSiKQmlpKV6vl/Lycm666aZoEGiz2Xj44YdjhvqO1bbenpxvAq0nR9NP356cY2Y89vmI37ybsC6IGhJofvUFIikw2VCHTo0g4cRZHSIwMpH4XY0AWJo6EQNhOgsz0Un6fsFJb5Cl+Lw499Tjy4g/Yk+OiNivl6bX4R7v7fUZft5PcFesJTW8FX1aerTX57KMWXR8/hbpUjxSQhKdiRUkx4divnma6zuIq2hBsOdgHDEypgfq0F4lb9swgq9XkLCzBqb7wa5HFEQMbj/+ZAeuwkySt1YSGZaLvrUBkyuILz0LvK3E5eRh2bUBozMTU/k+uuIDmL0qSdU6BFTc8WB2g6FbwdQWwapPwe13gd+Fx2ZErVqH6A+RsLsOFIWMT/bgT4sjvH4TYkLP5qmyevq7jzXfP715mwCMBfkx/2dOVd6mSy65hEGDBvH888+TkZGBoiiMGjWKUCgULeP1evnRj35EUVERDz300DHr7Lvaqvfvy+Ee6x0SE0Wx35fGcDjM8Tpa3aeCx9OzwOP5559nypQpMcckSYq5f7S2mc3mU9bGgdKCHE0/A+nJCVdV4ahow52q0GxRcDZ5uaJdpDVdxaJzIDnC6D2Qvr4CVZQwN3UhBcIMefMLqn80gWBBVr86+wYnZl3Pf5YhcUOijx06XDUQfYeuJqdOptNahW3GDHQpyQAkmBMRzUk9hf0BRuz3EzbG0b3642gdScXVeHISCV/yAxx558YMjx06NCaYzbjG5JDx8S7wBcDuQBREOgszsdR1kLG25xuWXDCKgOjBVtNOyCJiaDVidrWD3kxiJegbRIKJJoz+AB67QFdOmIheRe8TGLZRjygLWNatp2WYjUgX0BUiuPUzsrfuJq7Kh94XQu/rABEiFZWk7yxH5w0QkQ8/vq/RnEzHGlI+2drb2yktLeX555/nvPPOA2DdunUxZVRV5ac//SmKovCPf/xjwH9LjkdycjJNTU09Q/kH6y8uLo4pYzAYTspclREjRlBbW0ttbW20N2fPnj10dnZSWFgYLVdTU0NDQwMZGRlAz1CdKIoMGzaM1NRUMjIyqKio4LrrrvvabRkzZgyrV6/mwQcfPLGLOgm0IEfTT9/em75DQ4ejHNhKRB+mYbQVb6ATR6IXXauOeK9EQhd0DTFi7tbhQ48qyxgiKk2ThxBX1kTGJyU0m0ww5giVqzDCns8o31Dska++NcQEOcdo36Gi3zgO6Tp3zJmDYLFEe2yCFZUEd+/qOZ/NiufgigdrURFhuwljpw+hqQ3yYnugDv1DGWeMi7a0t6mCIESH6/zJDtrH5xKfPZG6ISKJ26uIO9BO0vYG3IPj8aSasXWqODrMOF16jO3tVObriBgEnO1hUmoEAjYVIgqiX2XQDjeiT4etJoxPqsXS4ieYaMWbnYBs0mOp76Sruw1DlxdBUfF+9jn2S1O07R40p9Shwf+hvbYnW3x8PImJifzP//wP6enp1NTU8Otf/zqmzAMPPMDHH3/MypUr8Xg80V6MuLi4k9YTMX36dFpbW3n88cf58Y9/zEcffcSHH36Iw+GIlsnNzWXFihWUlpaSmJhIXFzcUWo8spkzZzJ69Giuu+46nnzySSKRCL/4xS84//zzYyZTm0wmbrjhBv74xz/idru59dZbufrqq6Nzgh588EFuvfVW4uLiuPjiiwkGg2zZsgWXy8XixYuPqy333HMPo0eP5he/+AULFizAYDDw6aefctVVV5GUlPS1ru/r0ubkaPo53uEqxeuly+vDk2pGv7cduxxAMcg058t0paoIqki8Kx1RMGENwYRRFxI3dgJtU/J7lmaPzELfHTh83QeDECEiE/jgI+T2tuixmOEqYeBv4d55OYeuxvLv2vVV4PPZWqSkJOKvvRbTiEIcc+bgmDMHU+FIGqeNQAyGEZpaY+o93DdBs87MJYMvYXTy6GgAJR1cKdadl0zYYUZQVURBjCYZDCXYiFgNNE4rpGNSIZ6cNGRHIuZwPCm1BhJUA5a4RES/joAZAlYVf4JCwKRi9IEYhrRtbRBsoS1PYN9l42kal0f9BSPwOmUC27YQirfSPj6XSKer59p37MC7abO2vFxzSgxkSPlkEEWRN998k61btzJq1Chuv/12/t//+38xZdauXYvH4+Gcc84hPT09envrrbdOWjtGjBjBs88+yzPPPMPYsWPZvHkzd9xxR0yZ+fPnM2zYMCZOnEhycjLr16//WucSBIH333+f+Ph4pk2bxsyZMxk8eHC/68nPz+eKK65gzpw5XHTRRYwZMyZmgvDNN9/MCy+8wEsvvcTo0aM5//zzefnll8nLyzvutgwdOpSVK1eyY8cOJk+eTFFREe+//z463envV9F6cjT9HM+3q2BZGU1vP0d9Zxk7k3KJqw6Tt9eFNV0hYNKT1q0jvt2A1yERjrOA1YjS4ULw+kB19HygnzMUg9g/MV3f8XtDXi6B0lI6332XuLlzMRYU9Jt4PFCH6zp3vfkWnW//L4acbIwF+YRqa5Hb2gjX18d8C1VVlaytB1DZTe6kC455LsXnw/jlbkTJFO0xijfFI/lDxO+sxVHZgi8jPhr4AHQNTcNa14FiMaMP6UndvBd/ejySJCDoLGA0IdiT8JhcOFoFdMjIepWUehEF6EiOYGsC394G/ONkWrcuRd1rxTArDV+ySCDFTuP5I3qWxnfnInllwk3NBPfvx5CX+41P0qbRHI+ZM2eyZ8+emMf6/m3rm4/mcA49XlVV1a/MoX8rc3Nz+z22YMECFixYEPPYb37zm+jPycnJrFy58ph1O53OY/5tzsnJ4f333z9qGYBbbrmFW2655YjHr732Wq699trDHjvcNR6ubeeff/4RA7ZjvfYnkxbkaPo5tPfm0Cylbf42NhW/g0XfRtWQDpq9beyyJpBY7SY+KGKICKTWQMTpJJiUiGwLE5haiLzRhRAIkVhcTfM5Q3v2VDrK5GDb+ecjd3sI1zegT0uLjt9/nd6bvg7XdW4qLESXlop9+vT+cwYOST44M3sm7amt2A32o57naJMtf5R+ETvf/l3sEBY9mZQTd/Ss/shcsRNTixtdIIR5cD7Bvfswd4SwdMXhTR2FyeCiw96GP18lod5H2KwACopOpTMooXhC6D1GVKeCXe3GrebQNXkUVn8Zil5CCoQJ7dqN9ac345f9tBavw6KE6Bt2fpsy1Go0Gs2htCBH00/fiFxVVTpdjXi+WEPGwW/5yyqW4R1ihfQhtJa2kiDUkmTswjskgNomMaRUT9gm0l2QRXJJK8Z2D7pqN7pps0mYdBb6bUvJWrmTtvG5RHLT+52/NwiJDlnp9Qg6HaZRPXkWTjTIOVzvz0DnDEiCdMxcH0ebbJmUl/tVQVVFEiQste0kby7H2OGha1g6CTtrsFW1EizIorsgHdvGbQiySkaxF9c0gcg5Y1H8XRiad+EZYcMTCYArQN62EAIRZPR0pkioQTAQItjeRlZJLXQrJG4I4Ro/ggN1X5JTN5q1EReSu5r6+vVcmPZV8rDKym20v/o3ht3+XzjzRwzoddZoNJozTZuTozmmdw+8S0lbCUE5CEAgEoCuGvC2csA8hlI1GwkFnSggYyOQmkjH2MGYPDIU5CGlphJvdCIAjmGFnHfz/dEEdYcjCMJh5810vvFGNIvxyXa8cwYGkuvjaPl7FJ+fHLce1J6d1sVACIPbTyjOTMSoRzbqqb1wNIpJj6PdT9of3+zJqZMWD5KRMU+uIblUQUwcDGYnmJxYuq3k7bdh7zDgtyroIgoZWzyMLfXi9IcYu7IKfVMjLbp2Qk2tpC9bi+hyowhWIus3AeBZG3tN68s/QW5o5EDj7hN5eTUazTfAAw880G9113ed1pOj6Sdm4rGqRpPIeUNeetPjSZ0dmEv2Y9SZ8Ol1mHQqAcVArT2J7sFJ2IM52O0pnPvjW6O9GN7PPutZZh2XCwj405zEldQi53n7DYUcrRfENGRwbPtOk4Hm+jhS4BTYvZv2F17AFBGRQhEMnV6kd1cRGmzClzGY7IZtJG2tIGIxEbGaiMvIo7F6D92DkhBlhZZJQxjyz41YGjqRRqZgb9DTPSQNQ0Qm4FTBLxAWdfhtKklNAu54lYgtgiEk4pP17HIk4zUp/PiAiiFooeXl9zE4vXizEjC3uKPXFBqUhnDw5RW170MajeZbSAtyNP3EDFf5/SQWVwMQWr8BJTmnZ3hFn4ilGtIGdSIbZXQoSIIdZ7sD38gsOvOzyUqfiGTtCV4kqzU6/BNp7VmVJIYixJXUoVzQP8g53uGjgWxBcaJORq6PYFkZnW+/jaA34Lj0RwR2LUOIyCCJGLq9RGwmAHTdQQwuH/phBdjHnkdwwb/heeZJxHAEe00brpFZNF5QiBSO4GzS4xuTTfdIK9b2AzhaOwkmgcckYdIrhM0K7YMjeE0i8u40UhvD5AfbIGzEm5wNeh0oMl5LJ+1TEtCrPVmnA4kmnLtre9qzfS/KBJ+21Fyj0XyraEGOph+FnqyV9gNNpK8tw+M09uRZ6ezC9foSzHxKSPLRrYunI+xjXE09cZJIIE1AEMw4miVcqSJJihXvps0xk1YFQeizf82RA5RjDR9J/hD2ihb0ORE4TZ+7JyPXR6S9A8vZZ2OfPh3FZKAuvZbE7VUwZDBuezOpG8rQd/uxNHQQjrMgZ6USrqjA9PHHpKUPYm+ajK26DUd5Mx2N2fgzE8DkBIMNvWokZdcWIiYDLqtAS6aKVKoi22X0AQGdUWGQ2ITbrCCLEBJ07MppYajVgK/JhaHDiS8/F8fU2QT278f72lvElTURclhg937aX34Fx4UzT1mGWs032+nsNdVo4OS857Q+aE0/vW8sU5sHwe2leepQWs8uwHj1pej1Xeg73ai+DozuStLDneTWh0moF5FM6YgKxJU2Yggq5Buz8G3ejOL7KvdK3zktCbvrECPK19qsb1riZEbXitgipy9OPxm5PixTJhM3Z07PbuR9cuOocXayVu3C0OlF5w2iImBs70aJs2EtKsKQm4duygTax+cSjLcSsRoPzuUJMyppFOb6DtLX7kUxGmgbnYovZCOnVMQQUukYItCaoUNGREClOzVCwyARt6pD5/Xg2lNCxxAT3ROKcFYFaWwuJ7BzJ5GKKjy5SbQW5RMZkkWoogL/rl0Dft1kj1fLwfMt1pu+33eK95rSaA7V+57ru4XEQGk9OZoj6hqahrW2HcXY8wYTTCYcGZ24/S582yFOVpi0rwtJVVENVpydqSB4sDR1Mtw6uN+Hf985Lb40B8lbKjH5ZTr/920Sf/azAQ2F5Dvz6bQee5ffb5oj7qbe6UYRBSTANyIHoXAojqWfk/hZCbrFPyTtN/fg3rKarOU920u0FBVgqXcx5M0v0A+eRFJ9NUG7mVCik85zxlNWt4chW6tIblMQDGZ0Ngmv108YGVmQMYZl4t1BOvwC9e0ChpJOZKWctC+a2Wv8G5PFfHTTiqjNaEMx6UkXctB9XEq4tQ3ZEzu86O1qo3HrOnIn/wCdrf+yesXnxbd5s5aD51tKkiScTmd080WLxXLKkvhpNNDzRdvn89HS0oLT6ey3b9ZAaEGOpp9+XYQHJx+rNRvxVbaR+6mfLkOYgF0lswz0IQnVDHJWz47atsoWTC+/R+DHB9OTH6yud06LPisL07sb8AxKAj9EmlsGvlmfesi/33bjR+Fp243e7UceO4xJ+4y481sxOBIJNzVjGjoUocv91TYQrhA0uFB0ErqERCIRPfH76jF0+UgsrmPE5EISK9sIiRKJ9Sodw1PJ2V2OgExylQ5jUMbWpZC/B1S9SnKVi3LdLkw1fqRqBZwC4rhxKFJPgKuoMn5/N4rPjaOtNSZ3zrLd/8K2+gs8aXGMK5zR79I2NW7C0FXB+O/K7+p7qDfl/8naXVujOR5OpzP63vu6tCBH04+K2pOUrrgaUHuS9xWaUEydhL0Q9umpKJSJx4NSacAcNBOMSIRNegRZxZuThP1APd2rP0GfmhrN9Ns7p8W7cVP0wzohPp1zs+ZGV14dzwTew+079a2fECsIdOclk7ypnMRVO5Adw9Anp6BPzyBYWoohPQ3xrDF0WKpxlDdjlCUCiXa681KYfNZ58K8tKDoJ2ajHWtvO2C9KcSfLdOVacLToSFnWhdAt0ZwWIalaQi8LqKKKtUsEBDxOsAY6kGUJOSzQtqcKdezknknmgTBNO9YSbK1H0YnEd3cQ2bwZXWoKgZISvO42bEC1u5pxh1xWWA6zr30vGf52fGEvX29XHs2ZJggC6enppKSkDGgXbY3m69Lr9SfUg9NLC3I0/QQPHCB72faepHRZBoxNNWS1mfBl1FPR0orHEcTpkRlcrsPSLSHnJuIX9WSs3UvIYcaTnYjgDxCqrcU4ZHB0b6jenhrLlMm0mrYCoBN1MSuvjtm2AS7j/qbrnUAtJASQghGce+ph+GB0qSkIOh1SYgKixUKkw4WQkoQUCOPcU0/nxZPwZTvI+Hg3kfRGfOnxNBcNJW3dPkI2E9baNrpyLLSeW4hcLSFtqUSyQqRAhyvZjbExiM3lRxQgjIixC5IbFcIKNO9rwZOUQ3JLCZg9SGoScfsbEMI9q8CaPM0koqL4/HjWrSOOesRIz4yfQ3W726Kr83zr1mP/Ueq3PyD9HpMk6aR88Gg0p4sW5Gj6kdvbCcWZEUNhXKOzifhrsG6to3iPymhLG+2Cis2rYvSJeJIEsiadRalDJqG4Gl0gTMRiIDQoHfuMCzANG4559KiYpdZ9x/N14ldvweMZ5z8Zy7i/SXqDFib0bFQqGyWs3SHUOF80iJN9PkyFhTF7dulEPeAHwDx+PO3OUlK/2A8IiBEZ18gsus5Khvg8OpIMeAank7F6N56xWTg2biSlwY+gCqghUIxg9as49oPXGSGpvgtzzW483gqks1MQAzrMBxoRMaBT9ZT/3xKaBSNNBzyk1e0hpa4Zb04i9m1lKGO+WmYeLCuja+X/ofcE8GYnEHG5vtUBqUaj+fbRghxNP+KEsbQru8j4YB34O/BZE9ibUkGuLUDCARG9XyazXaU7RUUeOYoRjnysjZtomTqMhJ3VRKwmQvYkJIsF06iRR11q3XdjyuNxMpZxfxMJCExNP4eOyBZy8ycQf8XVMUGc7Ooka8h49IIOm8HGhKzzWVP7KYOdgwlVVpG1cicA3uwEbFVtOCrb6BibS0hn7DP0KJD+WRnOnZ1YfCKKSSQkKyR0qIRNKooIgqxiJoLRK2Le4cZk85FZqWJtBl+yFcmvkrrhALLVSHJrG8amLlRBwJcej6XbHxPERNo7CMVZ8UkOFKMew8xZ6HeXf2sDUo1G8+2jBTmafmRV7plsLOlRA13U1FaT7fKSVROmFRGTWYEwYLITKRxL/AXX4v/HPhxljSTsrMU1Mgv/qMHRrRh6P/QO11MjiQMLck7GMu5vlIPBmRMT1t1VJBaei8Fkix7uG8Spfj8/bM1ETtChW7+NC4lDNsl4P1tL2GIgmGinOy8ZfZc/usRcNhtIKKkDegKgpM3t6H0qOoMFY142le5y4mpVBAXciSCKKqIq0JUSwd4hkVUSwuQVCVokfPYIkgwRiwk14sNZ0o2q1xNyWnCNzMI0aAT6alM0iLFMmUwwLkDc82tAAHlG+DsRkGo0mm8PLcjR9CP7fD3f/PVW4it8SCYVox9CZgWXWYcuI0KT0URydz7Ofa0IFwi0FhWQvmoXYihC26QhZJ0zlfjEycccStIJ39+3oOLzMaspBa/ajPrcPwgPG45paMFh5xmFDhyIzkWSbDY8a9YAYC0qQjAZMVXswllSh7OkHp0/SNuEPIwuHxmflOBLd9Iws2cfLG9qHOPLXYjosZ19IRPyL2XjP/6GpcmLToGOLAX8Ao1DRIaUKOgDELCrCIqM5PIjdIm05AaxhkzoZAuCTo8UjDDkzS+Qr03EMfs/okGMikqZqyy6FUhEjQDf4oBUo9F863x/P2E0hxXYv59dbz6Gnp5v/mKVnyHlAp4caHDqKNwTwYsR1+gMXMMKSdnQiurzIQbCSIEwxsRk8utlxsSNPepQkjkkYCyrJXf6eaf/Ir8BeidQWwBTei6h6hoEwDhkCLZp0/oFh33nIvl37kKKjwdAn56BefQoRv1LpLr8LTx5JlRJwDU6BxXIXLUTX0Y8ikmPrbyZYUt3YrHEIVks+HfvI7ArjEHWIRpNeO0hOkemEre1DWeDgCjLCKgcKFRJrREJ6wREQcFao0BBJnS46co24k9KInWnC93StXhyp2Eb1rNb+Z72PbgCHT1BjgqyIp/+F1qj0XyvaUGOJoanpSG6vFsx6WkfkkbjuyGGBKtxm/ToVD9xLjtuxxAQ9QiiSLCykrzV+1C8QeLSckgTUvD/819IRxmmujJrDi2fvcYgXeoZuMozr2/QIpjNqH7/V4FNQUG/4LDvXKS+P6uqiiAIpF10Cbv2rqFjdDbJWyoBeqYpCyKe3GQste3kLN2KodWHefhYFL+fUGUlqiJjFMPo/WDsVNGFvFjbJdqywJ2pknxAYcxuFdkj4MqUaRmkYGyUsFfVoQaCNA7PQBk0GLO3jpDDxO4PX2NS5m8AaP1kBSn7yzA3dSGgEv50HUr6cG11lUajOW20IEcTwzx5Eq22PQBIviC2sia2ZSUSNHaR6AuAFAGDHeJyQNIjIiJ3uDhr8HkEDxxAF2dA8fvQZaQfdZjKrDMTZ4zjMKuOvxcOnUAtHKbXK+b4UX7uzRuUbs9E3l3Xs+GnqoIgIIRlHGVN6JBQ9BLiFbPJuHYhvi+/pPP9pYSqq5C8Hjw5Foz1TSTUhBEUsHp1tI40Yuz0kNICiqQiG2UUQcAgyBjcbsI2ifgmA64cE3jbkG1xdDb4UXxegpWVOF9fhUEXIRTfk+VYXr+JlsYuTCNHYr9olpb9WKPRnHJakKOJ0XdXb6mliuzt2xiWY8cVjmNcbTcAluYudE21xLVKiIKBYPkBVH8AuaIK09Rz8K7/AtFiwTJ+/NFOFPvv98zJmkDdN2/QoOFTsK76kGCnH+XTPTSfMxQxIjOxxYbjRz+itXMpgy+5HtFiwTptGoLRhHfTJnYI5XSn6EncUEykScDS1IWlM8SgnRZs9RG8qQEak2WS60TSOkQEVSVihKpUAXNzM+n/eh+DV4cupEM1W/Bt305bRx1+IUzbxCE0zhgJQOoBPdS68W7+Euu552pBjkajOeUGtEHnI488wqRJk7Db7aSkpHDZZZdRWloaU2b69OkIghBzW7BgQUyZmpoa5s6di8ViISUlhTvvvJNIJBJTZs2aNZx11lkYjUby8/N5+eWX+7XnmWeeITc3F5PJxJQpU9i8efNALkdzGLLaZ96E3oyqyIzuauRHe6pJ9XmRwip6b4SRLxdjrW5DyctEbmkhVF2NPisT6zlTMY8ejT4tHdnVedhzHJqxWNE2/vvaeoe9LFOmoLa3Ez9qPKahwzA3uhj+P6sZKWSgb2jDIoskWVKi+2UJgoBlymSSb/0lLecXopMN+IaP5sCN02k/K5euglQMAR2SakDNyCI510HIqAMBVFHFnajSMAiqc9zouwPofAEclS1I3iBdm9ax3ruWzsFWOsbk4ChvRlBV5FnnUf+jiVSY3IQVLWuuRqM59QYU5Kxdu5aFCxeyceNGVq1aRTgc5qKLLsLrjd1deP78+TQ2NkZvjz/+ePSYLMvMnTuXUCjEF198wSuvvMLLL7/MfffdFy1TWVnJ3LlzmTFjBsXFxfzqV7/i5ptvZsWKFdEyb731FosXL+b+++9n27ZtjB07llmzZml7q5wgRVV6flBVMMXjMqTj9schqjI2j0gwNZWO8SOI2CxIwTBqbhYpd9+N7dypqOEIqCqCXo9txgwskyf1qz9YVoZryRLkzk6MBfnRbMjBsrLTfKXfDZYpk3HMno3i9aHPzCTxxhvIvvZG0nJGkBg2IlltKIEA7g8/JNLRHtNz1vslBKCzMJP28bmc15aA3hMivqIbX1Yy3flpYE5l9F4dhcZBRCwS7mSweCCzPUj+XhkVge74CMbWbsz7q6j7fCkJ28og5CVx/XYStlYSv7OGiLeb7c3b6A572Nu25wy9YhqN5vtkQMNVH330Ucz9l19+mZSUFLZu3cq0adOij1ssliNuqrVy5Ur27NnDxx9/TGpqKuPGjeN3v/sdd999Nw888AAGg4G//vWv5OXl8ac//QmAESNGsG7dOp544glmzZoFwJ///Gfmz5/Pz372MwD++te/smzZMl588UV+/etfD+SyNH30BjliczmJG6toCkSwduvoTjKT4w5SMSWXQOF4aoIRErdVMqjL1/NhqdOhS0nG9Y9/oEtJie4pJRwyyfS7lrH4TDvcZGS5w0Xa0HGEjQnokpMRrVb8u3ehS0074l5flroOkrZXEZ80kfaAiioJmJtdqHodTZPzUFe2ESp3I+oFbB49iqIweLtAR5qMEpSxdYCsAzHsx+CRiCdCe6GEPgCO8mYM3X7kiR0kFlcj+kMo//0iof8aimHQoNP+mmk0mu+PAfXkHKqrqwuAhISEmMdff/11kpKSGDVqFPfccw++PsMRGzZsYPTo0aSmfrWqZtasWbjdbkpKSqJlZs6cGVPnrFmz2LBhAwChUIitW7fGlBFFkZkzZ0bLaL4eRVWwH2gi/61ipIZ6vLp2Cjs6yHV5CRvDKPhAEFBMelrPGYrodPb0xBw4QKSxkUhHO+HGBoIHDhy2h6a356H3Q7Z3mfnhen00x6/vXB7LlMkYcvMI7NtHsLKSSFsrotmMAEf8vRjcfhRRQAV8I3KouXgcek8Qe2UraSv24WszgtGEhISi1xGx65D1Ko52AWcrCJJCd4KCqoeIXgEFAslxNE5MQpZC6NvakT5ci94TIBRvRtpbTts//qH14Gk0mlPqa088VhSFX/3qV0ydOpVRo0ZFH7/22msZNGgQGRkZ7Ny5k7vvvpvS0lLeeecdAJqammICHCB6v6mp6ahl3G43fr8fl8uFLMuHLbNv374jtjkYDBIMBqP33W7317jy7zZFVTC1edCHJPaMTcbtacHTHcFskTF36cGSHFNe5/aiz8zEWFCA4vNhmTwZ3+bNCFYbqtfTr4fmO5ex+BtI9fvxfrYWyW5HNJkwTTgL23nnHfX30lmYCYAxIZfuiB/j9hJco3NIKK4mpcqNYrVhnTyFurrN+J165FAHEX8QS7eKLqjiiVOJcwmEjSpBPZhCYCypJ3FHAwGrAXu7jojDSt3kLMxNnSRvqSKS4DhsD17vsniNRqM5UV87yFm4cCG7d+9m3bp1MY///Oc/j/48evRo0tPT+cEPfkB5eTlDhgz5+i09CR555BEefPDBM9qGbzpFkfFkJ5BotVJvyMWvhpGoQ7QmEHDEkVgeoDk9jKCq2CtaEKf+CEfu2TEfTL1LoQVB0FL4n2a9q62k+HjMY8YQqq1FbmtD7ug4+u9FEOgszMQxfjbi28X4kx10TxpMoZCBeeQo9HFx6NLSKSWdxC1lqJ4mTHsieHUBrHoZR5uEL15GFwSjR8BrkrG0KVh84E9XkZUI5tWfY086G9moQxUFpCnjsZwV24PnC/v4147XGNaiY8K0n2grsDQazQn5WsNVixYt4oMPPuDTTz8lKyvrqGWnTJkCwIEDBwBIS0ujubk5pkzv/d55PEcq43A4MJvNJCUlIUnSYcscaS4QwD333ENXV1f0VltbexxX+/0i125ErNqMsa6Rhqp28veGSW9XcFYHQJUwdAXJWrkTW0ULzj31SMHDp+rvva99Iz+9euc8JVx3HY6LLybhuuvQZ2YS6XABh/+9DI0fiuQPkVfhQ/Z48YwaROeIDDJWl2BISUNvteK46CKsUyb3DFOeW0g4I5fELitOKR5vkkhwkIhs06OIIqpOxRSRicSFkA0yYatMa4GI4O4m873PyX2rZ8m7b8nbyO3tMe0vbikm2N1F+5pP8Kxfh+yJXdSg0Wg0AzGgIEdVVRYtWsS7777LJ598Ql5e3jGfU1xcDEB6ejoARUVF7Nq1K2YV1KpVq3A4HBQWFkbLrF69OqaeVatWUVRUBIDBYGDChAkxZRRFYfXq1dEyh2M0GnE4HDE3TSxFsBBf1oXS3c3N24sZ7mnBm6DgS5SIq+nGPTgFf7IDfXcAGPgu4ppT6+vMeTo381ymJU5mbJ0OxefFUtdB1oqd2KvaMGZnRVfAhQ5+UQEweGUiTidVV4yn/AIjjRMNBBKtCJhRVJGQEfRhiBhU6oco7EuP0GbuxlrXiqHDjSfLibxvJ3W/nE/zR/8Xrbd3fysxIuPfXozi04IcjUbz9Q0oyFm4cCGvvfYaS5YswW6309TURFNTE36/H4Dy8nJ+97vfsXXrVqqqqli6dCnz5s1j2rRpjBkzBoCLLrqIwsJCrr/+enbs2MGKFSu49957WbhwIUZjz+j8ggULqKio4K677mLfvn08++yz/POf/+T222+PtmXx4sU8//zzvPLKK+zdu5dbbrkFr9cbXW2lGTjPvhLcH21Gr9oJSBKqpOK1qzSMs9I0ORshHEbf7ae1qAB3Qc98KP33eIPNb6KvM+dJL+nJd+ajF/UATDIORU1JJGH8JGwzZhB/7bUxvUFiIIzOF8SblUh8hRdRchIyGwlkZOHoltALRszdIgaPiC4ikL3PT3zIhS4k05aisPyHidRM1qHmxlFnVdi57FWaW6uBni9SvTuzR5TI4Rus0Wg0x2lAn1DPPfcc0JPwr6+XXnqJG2+8EYPBwMcff8yTTz6J1+slOzubK6+8knvvvTdaVpIkPvjgA2655RaKioqwWq3ccMMNPPTQQ9EyeXl5LFu2jNtvv52nnnqKrKwsXnjhhejycYCf/OQntLa2ct9999HU1MS4ceP46KOP+k1G1hwnVWXlZ39B6ahAMKq40o3EGwOEzAomv0zE1AmihC8rEX2nl6wPd4AkwsbtKJkjtf2Ivu36ZKBOP+9CkoeNo/Of/wSVmI1WLR+sIGl7FWadhc5UB85d1Tj26nDnJDJotw9ZbyJilbF4woSNEn5rGHO3wLBNejptEqUpCQRCXYitPtpdUDVjBAmVQSqb9pCalIPq85FY3BPw1O3dTIr/p2fuNdFoNN96gvo9nhnqdruJi4ujq6vrez90pVSs4dVVT5Owu5lOtxvFLJHr6cKtF+nMd+L055FU0o57SCoIAvbKVlrOzmesOZ84owPbwc04Nd8+is+He/lywo1N6NPTsM2YgefTT6P3++bVWfL6b9C7/ShF4+h2tZDz3hZs1a2YzA6SM4bgGpdL+6ql2A7U0TrMgtfiI80VJOyW6IoTUHQgohBM0JOzW0fN9BxS9odIvmUhQ12NFH++AU+HBwBTcxeZtgySf/lLrJMnAyB7vARKSjCNHKlNStZovseO9/NbG2vQgKriMVgxNDfgkrxsL7QwSnDREQ6jKzeSsVcinGUk5LBgdHkRQxH8KXbaJ+RhGX0F+i/3asn8vqX67n1lLMjHX1yMe+VKjIMHYx43jnBdHa4lS6JBbGdhJggC8SYDAKokYkpOI3P6bJIvvxJf5wG6arYg+jyIBjOyEyKE2Ds+iF82kdYcwuwRSKiU0PllLNtrkNoiyB/9nohjOKqgx9TShXtYBt2Dkkn7opHOt/8XXXw8hvx8Ptr7Ls4Vm5mce68W5Gg0mmPSghwNVH1OV8d+OkeOgI0byaQDG0FUHXhSJcLGZCSzFVUSCdlNPcvHK1tBVdFZbf12z9Z8exyagVo0m1EVFcs5U7FPO69/RuqDc3tUVaUo/WyCljrSk9NImDmLcH094oqP0Mk6WmaejaWmlaQ6mUhOEFmvYPXIZO0x4I+TUXQyhCC1PsL/Z+/O4+S6qkPf/845dU7NY8+TWi2pNUuWJVsteZIHYVl2SAwmAewHJjjwwrN5ARIgcIlDwn3XN3CBQDD4EgaTG2TABAzYxpNkDbY1WvPYLannuWue60zvj0aNZcvGNpKqW72/n099Puqu3dXrlLqrV+299toOXUI/nMF1z2zyew8gO20Gr52H5dKQ5Ebcza0YsTi6nmUwM4hUTFLMJint7HrTMzpiBkgQpieR5AjgraJw+jnaTw0yrz+AMziGplnILh9mRQPBkzLFqgLZpgiegTi+7jFKfjcV+7uRLi+BW2wVn6peeRwEgPe66/CtWTORtL6yHueV5EKJumO9ZKM6RrSX9Mbn0BoacNQ3MLhIwjsQZ3RlKy0/H8NyzSUfzuEYOYUrJVFyStiKjcMASZfQXTZK1iDx6K8pNTmxtDy+7U+TXbiE46kM77jhoziqqkjp6YmiZCuXpbhrF1rLzDeVtFi5LNldO9/0eEEQLg1/1LEOwiWiegHm4ncRK8loGKRwo2kunFWtuKwIalZn+Oq5ZBvGj+9wuX0YHif+U8Pk/s9PRGv+KezN9jc669iI3ii1jzxPZvNmZJ8X2ecls3kzmZdewtk6BwkIHe1HArLNNRRuvoNQ/XIqEi4kScaTUFHzCrpmIxu/O/PKW8IsDuI4OopUKFC7N0XVtr2Q7CP7k29gn9iEMTpK45P7kQ2Tbb96iN5Y5zmvycxkye7cdVaPndPJ0+wf2c9wbry3Vs/QCU5u+pXowyMIlzgxkzPdndmuq6iMFCIE0v2cLrlwagp61WySlRG8yQ4sp4ormiFXFyb6ZyvJ7N5FsGMIrbJK1ONMI0q+RORgD7aiELj1VgI33wxA6plnKPX0Yid+f1SKZIMsScwNz2Ow7yANnTKKLYOtUukpEc+Z2HmZvF/HmVSIZrwoAYlUyKJytIBUKJKYVSS/dxf5wTw52YG/a4yRVXNwjaXJnzxF6fRp1Orqs2LsHDqKsfW3zH7FrM223q3UWwabujfygebFPHPs19RvPEz1/GUExMyOIFyyRJIz3XVtg+wYOTXE8t4xAmmTmd0SSpWMo2oxREfHx9k2C9f+OQfGDnJTcCXDQ/vBP4PI2nU4qqre8FsIlw6loOPIFhm5bTWha26f+Hzo9tuxbZt4IQ7b9yEZJqHDvVxevZz848/T0HkaZ07F8Eq4EzaOEQde28TQwGFr9FSXqM3JINlYAYNsUCERcKD7bJScTDrRwUnZxppdRXxxI5EDPRheJ5mt23AvXTqx+8uwDDb3bqY+cZpGs4jK+O6xM9vSg/tOo69IT8Sd13NM732VgnBpE0nOdOetorDrOdLPbmFuMY3lNnEUVXynK2mt7CVx6hjgpGJ/N0tXzeOy6mUYo6OUXL87ed4W9TjTjiRxrjJzSZIIWBp1m44QaB9Csm20O2+m9MKL1BwfRfKH0DwaspnFSMfwulWytSpa1iKQtElHTEzNxlGCbNgmlDQ54S6iR+McuL6RmKrRvC1K3eZjmG6NkVWtzFcCZ+3+KpmlidlJ3SxN7B5TM7+rKRvJEN/wCG5PDBg/kFYQhEuXqMmZ7qrmc4gVHJc0BuZbJCMSO1sqUFI2+ef24S45yDZFUDMFog8/TPKXv8SIxtC7x98ZZ7dtxcrlynwRwkXzuwTCq752iafY0UHykZ8wSw+Rrwtiy6APDOBevpxguBafw4+vdg6+K65A8fiR/NVI8xqILajClVfwpxQCMQWppJANWigG1LVbHE0UkMb6CO7pQM7l0WIp8o44phFHu23dWd2Yi5nUxKxNbtsL6AMDqA0N9N28lNFVrfSvW4pUEZ4YU3xhh/j5FYRLmJjJmebszq0cKv4XL85WufK0i4QN74jHkBPgum41w1fXk3WYyAWdq7sqSD79DNLTz2CXStiFPPrI6FnvpIVLl5XLcdNAhEFnkJZOGWtJ7qxO12e2o/v/9Hq6jvyShqcOgKxQOnUK17y5SC43jlCI0uAA4bvuRokEyRunGFFTVBzbhKwXkBQDyysRbzDxJmw8ORt3qkjw8QK9jQ6O1QeYPdpFwyadQl0VxXdmaZ8l4Tl5hIUHXKRefH5i1kaPxyhkSvivvx4rO16k7BxNYowqGH43+ZrAxLlc4udXEC5NIsmZzmybEUUhPjTInxweIpA16atR8eR0lLwX5/xF2K4cGDksl4raMhPzZ6Oo9fUEbl2POTqKXdJBVkTx8SXuzLJPAKhYeetrmgTC77ej+22bFTUr8FYVcLa24pwzG9+aNSheL1YuR3rzZhwVlXjbVjK0+xkaH/4uDlMhVxtBjY5R2S1T3THei0d3WuMFzCUJp6GjunsYmikT6nWjpFOM7vl32q0s9TtHmHVtCDOXZfC6+eghL3L9WrSXT43P8vzuh1NL5pDrF9C3bCmWS4Xa61H3dYufX0G4RIkkZzrr2oYR6yCdbyBcTOJ1pCnMNBl0eGg42oxhB5GlwsRwMxZHbWig+m//FufM5olGcUqk4g1PuRamvlc3DXxNk0B+X5tl5/O0HI2hO8NYmTTB224761T04K23TvTdcWWKWIpMKeRh8LpWmh/bjUPScNk5op4SKGAWJJJVEsWgjrdgU9JsLMOgqBgUO7eBxwWGH1pmYHQcRrLHDxo1NMfve/wc2ANAfGED2oIbsI7/5HdjFNzLV5D87ZNoM2ei1lQzMHwK7WQf4cuuED11BGGKEzU505Vtg6cSOzVA3jeKhYysSPgUjfCwG2tmI1Y6zc011+F2uLmh6iqsTBrX3Lnk9+zGyuUmGsV5Vl4pio8vcZ62lQTWrz8rWTnzf/9KxY4O4hs2YCYSOFvnYCWTxDdseE0vpTM/L1XLr6JQ5ce2bar29aOgYvq9NN//N3S+qwnDDbZqY5syYzMt0lUWFT0SWtHClTQxjqbQCxKoHnYd+CEnh/agFHRCR/oopVNnfa/ffYBlWyj5EqEjfRiZNEY0SmbjJoxolKHsEE8e/QW7nvwBVk700BGEqU7M5ExTO/b+O6eSJ2mb/x6Su3fjtEu4CtBwTMasCmPPasZKJlAfe447Zs5E37EHi/HzjV69VCESnEvf6/0fv/rzb2bG54xiRwfFLVtQcyVMrxPPUAKloKP73LiX3IqcPII7048t27hsmxmHNFwJ0ApgyzamakGXQlNPBrUyj9R/GjNYiSORoXbLUfQFI9D02pgNyxhPhI72o1+eZiCbIF9KUQP0Z/rPy/MlCMLkIJKcaWrvyMsQ7+LJ3kGMjE5NuoDDYSNnDMauaMS+eiXhmsvJbNmC3tf/pv9wCdPbq4+JeL1jIeD3CdHl1/4th77x33ENp7BVBzV9WYoHDjHj6Xa8SZlMvQ+sDJE+UHNQ9JqMNdpYDhs1ZhMo5THTMv6Egh4pID+7E/dwHj2Xfs33hLO3jY/lxzjYe4Q5pTTR/Ci27ZnYQXbOffKCIEwpYrlqugrUY0sO/If38+7dvWiGje53oftcND59EKW9a+IPVOCOd6NEKrCts88zEnU4wqu92RkfGE+IfGvWYP/019QcGUBL5/HWN6EqGsP/81/w9STIzKgkvmQGHTe6ic4LgUNBMSVyEQktLyE5LEZnF1EzFkUkcq4k6sggzmgae89Wsjt3og+PEDrSh5IvAWBa5kQiExvqovGpAwDkNjyKPTgysb1ctEcQhKlPJDnTkGVb4K3CYbRQe0LCoeh0zpUo1ARBdWErDpTUK17c83lyu3a9pkZBLFMJf4zSyZPEN2xA7+nF7fLjCVTgyOu429rGT7jPG5SqqlBzFg0HDByOCnKNlSSaNaJzXRy9SmKs2UTLy9gOC1kp0jMrTbLSxlIszO276H/s+xjRKKGjfSi5Itg2Ri5Dxf5u3AMxWv71MbRElnRLNWbfAO7PfIXgsX6yTZGJ7eXibDZBmLrEctU0VDLH39EaeRcba+ZS2XoEMxihWDWTmg4NzR5FWjyvzFEKlzojGgNZwblsGWp9HZJDxYjFMEdHibzvvRyN7ibQFWX45oVEXkgTOZIkO6MS94iB6nBgzgjT7zqKNlikstuBYsLsPSqyaZEL2EipFGP793K0/t/Qoqfg5AAe24c+dhzVLGA7FAyPk9ScGkZWz2WG3oT1q9+SbfAyuqqVYOv7yG3dJpZlBWEKE0nONFQ0iyi5IumSzt4WN2tcLqpCEaicA12DFKr8yDsPYDVfMb6b5kxtgqhREM4jT9tKAMx4DO9ffmiij07q+edRK6sYy6XQsodwpm2cSjWWcwDZsJFxMnuHTfctNZDsZuY+BWd+fAnKbUpgSwzMkHCUdKp6DJQdT2FKDuy8H1carPggg9c1oL/zctRknobnDuEaTWG98wqyq+bRO/QyALbL+br1RIIgTA1iuWq6sW1e6n8RZaSL+kNH0QwTXfHh7ysw5wfPoQ30k22qQEpliG/YQP7QIbLbtgKiRkE4vyRJmtiarnjH+9HIHg+h227Ds/JKZgdnARJaKg+mhZotUQp6GFyzCMvjp/mpU8zeZoLqoeQGwwmWAgWvRcpvUvAb5AIWoWEF05CROxyk/Tp2IYHkcIMkIf0ugck0V6LbBjY2yDJKvkR65w7MTFYsywrCFCaSnOmmaxudJ39L1pQp5LO0yENosolraBg1nWf4qjmMrmpFfs+fgKyQePTnEz1PRI2CcL69XgJh5/MsPWUSdoVQkznUVB7JMNF9TsZWzubER26kUBNEsV0UayKYbpnBhSqGBq4c1AxYuJMypmZjSRLejEXtYILmjSPYY1m8e9sJb9qKMnQasmOQHkC3dMx0htCRXrRElvyu3aJXjiBMcWK5arrxVFKpl3ju6HEWGwpVpTR1fRaZGZV4lWqscA0ADo8X18KFOGpr8F9/vdg6Llw0Z46QAPCFazC3bEZN5SiFPDiKBo3PHGTs8pn0/ulKtFQJxSiSbnQhe8OYrhF0u4QzLzFaZxNI2QyuKBAcU6AkUX/MSSwfJ7w3iulS0JeHQXeCw41RymB0bCG09yij1y7ncPQw11kGKmBmshSOHMG1aJHogiwIU4hIcqab3BiOWIobDoyi5iWU006qZZNkjRP03MTW2jNLCW+254kgnC+vbCg4sO0xoumZRPZ10VDTyonrGvB3jaKl8qjJHFoyT2pOJQ2B2aT3HMOVVRlsVTCsHO64iloysWwL3W1jqRaukkUiaOFOy6R1mLk1zVgYUk/vo2jkMJNZXLESSqGEaZmcSpxkcU0dRiZFdtdOtJaZr0lyRAIkCJOXSHKmmeJInsC2AZSx0vhUfsGgIm7gdMSwKhup2N/N8FVzUSTlLfU8EYTz5ZXJ9Zwb38UhZYimE3E8DTOoOHCaXE2QbH2IGU/sx3CpKEUL/+Jr8NUsoHfjb8g15IlWFqhpV1CjPlweBxWH4zgMA9mCvM/CFXdQGwOHYtMeyVMbTyE/ksGeF8A1MEJkfxcoCta27aSSp/nl8EEWpmTC54jXymXJ7dp1zgRIEITyEknONGPYIQYbFmBGc4TlDPFKmDmkoFlhoi1NuEdTND5zENu1ApbNKHe4wjR01uxhVx83HZIoSH6cM2eiHThMzQsnyDRXUqgOkKtrpnr7SezD7ai+ANmZVahSCodUwAgpGFIFgVgOt+lGMnIU3Tb+hIwsWUgSWKaNUpch4VaYtR20F1NoGRv/joPsmx+gTs/Q0WHjmFvHaC57zh2Ge4b24Ez3Erp4T5EgCG+SKDyeZjxtK+mb4cCUJCwLIv0ypt+DKRVI1Fn03byUfFUAKZEqd6iCgD4wgJVI4F6yBMmhMLS6FcuhYDpV+tZdRnT5rPGf1/5h7LExss3VqEqEphMVNOwzkHWo35vEmZVR8zJaQSI8LOMwbQp+E4cBs3er1HZbSEkdZ9TEVMC0DPyJPMfDPnRnHVWHo4BNduvZOwx1U+d43z4SXe2kEyPle6IEQTgnkeRMJ7aNncsROTxCw1iBun4IpUtQMvD1p5nxwgCu0RSjq1tRr7i83NEK01yxo4NCeztaUxOuhQswEwlm7x4g2xim97ZlWC4VbBvZsHBffRVVn/4Mscua0T0ePHEbh+mgUBnAmTTxxA1kQyZTJROrgpIDPAaUXDb+mExgVEIuSci6TbZSRndKqO48elcP0o69WDJkAwX09l0M/89/Ib9/PwClbJqKvZ24hhLEfvQfGKOj5X3SBEE4i1iumkaKm39C4omN1J0YIy27cToN3JaNO1UkvXAmsxbdQDTVRw5QZKXc4QrTnBGNoTU2ThwMa0SjtPxrFxlVxt1R4IRu0vDcYUphD5rmQlNUlIJOsGOI9Ow6JMAdK2K5nOSDHgxFJ9ugQKlAxctpNKdEV4NNdZ9EuN+Bw7CRAUPO4bQUggWTYmEIM6Mw0pQhU2MS9FUz/Isd6IfCyF4vyY3PomaLmF4n+smTxH78Y4K33YaztbXcT58gCIgkZ1op9LaTzJyid5bNproargw6WbRzlPBxlWZvExW3vJPE0K/LHaYgAGcXIJ/ZVu5pnkmg4WrS237D/GfbUfI6iQX1mCOjJB55BLc7TjHsAcvGOZZGS+QpBdzElzSjFEuUqn0EDp2gFMgw9zo3gZxOPm4Qy0o4jPGSm4pBicEaCa0gkQtZWBooR08RVyroSW7ilCtJ64ImaqIx5PoaBpsX0FA06DUt/D4XmRdfwlFXL4qQBWESEMtV08ieZc08t6aKvDPDLHkYp2whOV3g8WCXdAobt6AmcoSO9GFmMuUOV5jmXlmAfGZbefjOOwmuX0/u8jnka4IUIj4kIPAnt6E2NDBr2CbSFcc9nECywdIUlKKBZyBG+Gg/haoQne+5kmyLhhyqwjHix+FQQZaxZFAkG0dOJpgyMWSJmj5QdZum0zah2Aib9Rimr4ZNyZN42laiXtNG+Fg/AO7RFM/7+sjEhl/TRNDMZMnu3IWZEc0FBeFiEjM508gJK0fMOZ+K/l6ayDHvmEqk0wa3CyubIfv8ZmY6E6BImFeLF2Nh8nh1zyZtdRsnKwyaHt8LNshuN741a2g5eAi9tpW8SyJpqeT/5BoiT+1muM5BoDeGpzdG+FASlxlmdJ8HWQXTKOIvKlh2CdVpkJUkXBmZoG2hFSVMxcKbkJl5AOxKA9QoFdv3UQjtJvP4D9EygyglFblkMPNXezjpdxHadxm+q69B8XnJG3kOd71I7faD1Ipt5oJwUYkkZ5owUilCR3rpNySStpemWAZfXCLbGMH5jlvx5bwU29sJloroRokqd1W5QxaECa/uzXR5cBHD+zcAEp6hBMVjxyh2dOCIhHHNnwcbN6KZXmo3dqDNuQxvz2lsXwUVh3qQLBt53gKkogbFOI4ZAdxX1OK0jqEpMXani7iOglocPwsr3mBQ2yFTNSCTLaXpn6fj7iuQ+NfPYmoWBNwUqipIzK2latdp/J2jpJ9+BgDf1dewZWwbfaOHSESPU1uG504QpjOR5EwTxa3/RuiFF0i1LMAP6D6JgRqL6IoGVl/3Diq8rWS2bMEvSRTbO5DFSqYwSRU7Osht2cJyxyx6rRSVSoixf/8evmuvwXvVVeR27sRRVY0ZjVLq60MfHMChqhjZPL6gkyx5mta/i5orria9eTNyOIJ/8Ux44ZvYeo7s4EsM1YF/GCJH09i2jKHZ2DL0zIBYTYbKoQxyuoSerqZQ72Z0bgJFT+D32yglD/lTJzF/U8BRWYn1zK/R5lWjW8Y5++wIgnDhiCRnGojmo/w61UXzcIorMzuwJAeeYonoQgsrWIGMjOzx4FuzhuQTTyJJEtltWwnceiuyx1Pu8AXhLEY0BrKCx+FhweI1OKqqSG/dht4/QLG9HbWhAWdrK94rVmArCrkdO8AGIzqGx+8nHI/jyVnIHg/BW28dP6aklIH565GcAaTNp0gETBxGGlchg2a7yAdKqDpE4hay16BixIEvkiM2MMqQK4H3mMaMoy5caYvoHA/KyQyufQP0N/sJ7TiGnckA4vdKEC42keRMA6eTp/EmffiHVdQ6k1StTtjw0tjXwlhdBEmSzjoU0dk6B72vj/iGDfjWrBHbYYVJxdO2EgAzHpvYXu5/xztIb96MEqnAt6oN27aRJIlCeztGTw+2De5ll5HeuAnyBUonT2LlrkX2eMaXwpx+aLkWimmkxiuR+/YR6c1gyTaarpKvkLGiJXSPiaMoYwMmIMug2gZqDJSURdZnYxsW2ZoK3Iki2UM7iYwlUVOVGAE3+sjIWb9Xrzz3Cjjnv0UNjyC8fSLJmQZ8ukJ47zFMTJK6l3hjDnv5TVTs7UIb7EaSpLMORRQnjguT2esdHjsxK8Pva3jMWBy1oQG1sZHczp245s/HSiYwXpVsTHD60UqVNO2zcaVlcLrwJGUkZBwmOPI2mQoLC9jl8uKTFWwsMjUGRreEJ6aQ0WxShSxhqUTwdBRQiS1pItAdJXjbbRSOHqXUP4ARi6PUVJPa+RJay0zyRp7U9m3UtMzkZOIkyWd+xrKZnxVJjiD8EUSSc4krtrdj//T7GI4iyZDM7ESK/H4dfXQzY5dVYc5aiIwsThwXppQ3e3jsmZ/r7I6dZyXxZjZLduvWcybxrlMjqKMmtuokuXAWSq6Ae2AMPaDiLZm4egwsVcN5UCUatKjoM0lVlnCnZEqSjDdmokgp0n6Z0JgNis3Mn79EamEzo1aKhnXryAz1cfr7D5Ks9JDp72Bp7h082fkk9aOHWWOVeLH/ReoLcU7Gx09BfzPEaeiC8FoiybnEDez4ObnhbkpumYRXoaZUBFUn3JkjvmYBpq8aSZLEiePCJenMz++rk3jF633dJN6ojpBY3IhrJEV6dg0NTx+kWFNJySvjOZ3FlZAphFRcKRNLlXHnJWYckDAdoDgMghkJGxvZkjGcFtgWrpE0rng7x3KfpPZd1/KUVcIf70EZ0pFcKi8P7YHfxZIupib+rVv6m75WcRq6ILyW2EJzCUsWk7xU7KXYNUI2WiAVtNEsC2fRgRmqBl81ABIikREubW8liS8uayW6Yha26iBQkDH8Lk7ddfX4YaA1ESQTbLeL6BwXuUonnrSMqUnEai0sh0QuYFPy2qTDJnv/xKB7sUHeY2CXCkT29lPqHSRhm0iGgXswgXMsjX/rASp3nx7//pu2Tvxb3XnorANBX49pmTzf+zxD2cE/4lkShEvPW0pyHnjgAa688kr8fj/V1dXcfvvtnDhx4qwxhUKBe++9l4qKCnw+H3fccQfDw8Nnjenp6eG2227D4/FQXV3Npz/9aQzDOGvM5s2bWb58OU6nkzlz5vDwww+/Jp4HH3yQmTNn4nK5aGtrY9euXW/lci55qWIKLZVBd8LRJgtLkolGJLxJFTWZgeR4p1ZZErmuIJwhSfLETMqV172XyIJl1EZmkJnTgO2LoIf9lCIh7EAN+RkzKPo1+le4GWmLkI0o5P02fQsNjr2jgFTUceZsLM0mGzYBGNneSfOjOwkd7sY1lkIbGcW3fT+V+7qQizr5bS9Suec0jlQOJZog+vDDJH7xizfsltyZ7KQn2U1vuu+sbeqi07Iw3b2lv25btmzh3nvvZceOHTz77LPous7NN99MNvv7X6BPfvKT/OY3v+HRRx9ly5YtDAwM8O53v3viftM0ue222yiVSrz00kv86Ec/4uGHH+b++++fGNPZ2cltt93GDTfcwP79+/nEJz7BX/3VX/H0009PjPnpT3/Kpz71Kf7xH/+RvXv3ctlll7Fu3TpGRkb+mOfjkiJJEsm59WSdEotPZagtpjH8Fs6UgTNdom7HAHJBFzM5gvAKjY5KKvZ3IxkmxZ/+ghqtgtC+TuSSgSQpoGi44kVwh9BMP7gDNBdmMrfyChSHA0l1MhrSCA3K+OPgLEC6wgKg6IBkdxf+U0PI6Qy2kcMVzZObWc3QVa2Uwl5K11/J2PKZOIoGvONa9ICHvq1PUcokXzfmUjZFxf5uALLbtk7M/pxZwnr1MROCMF28pSTnqaee4kMf+hCLFi3isssu4+GHH6anp4eXX34ZgGQyyfe//32+9rWvceONN7JixQp++MMf8tJLL7Fjxw4AnnnmGY4ePcp//ud/smzZMtavX8+XvvQlHnzwQUqlEgAPPfQQLS0tfPWrX2XBggXcd999vOc97+HrX//6RCxf+9rX+MhHPsJf/uVfsnDhQh566CE8Hg8/+MEPztdzM+XJ+SIVHRmKRNALLlIRi6ox0P0usi3NODM2jc8chM7ecocqCJNCsaOD6t/uZX7KxwKjCiMWRR8cQOseouGpA4QPdhPI2uNdlkMetKyOvy+LywqyfNY6kCRkRSPgq6aq04lnTKXgsnEnJVxZCW/WRi+aGJJN3mVT8FhYionaOUAh7CFXEyDndRBf1kyhyo/l1HimKU6vluXApp+dc0am2NGB/YvfomYKZJsimIkE8Q0bKHZ0cCpxivb4CYpmsQzPpiCU3x+1TpFMjr+ziEQiALz88svous7atWsnxsyfP58ZM2awfft2ALZv386SJUuoqamZGLNu3TpSqRRHjhyZGPPKxzgz5sxjlEolXn755bPGyLLM2rVrJ8acS7FYJJVKnXW7VBU7Oih970HUoR4Oz6qm0xdmxikZd1Yi0xyh671Xc/L/uoZ8VQASl+7zIAhvhRGN4WxspOmGW4msvZn6Bx7Af+ON2KpK1e7TOPI6kqxgKjKNTx9EjaWxNQfu4RTZfR14PFV4sh4cpgPVkJE1FVdBw5uUsVULQ7VxZGTcORvTrWNjkmhyIifi+F7eRnjvcdi9HyU3/obPsEoYpo5sWJT2HzznjIwRjUFNNX03L2V0VSuh978ftaEBIxbnhb5tJIspDo4cvNhPpSBMCm87ybEsi0984hNcffXVLF68GIChoSE0TSMUCp01tqamhqGhoYkxr0xwztx/5r43GpNKpcjn84yNjWGa5jnHnHmMc3nggQcIBoMTt6amprd+4VOEEY1BYwOnLvdyLDLK8UUOqATZlrE11/jUtiQxuroVZfnScocrCJOCp20lgfXr8V53HYH163FUVOCcMwe1awDd7yK+sB7XvLkUKn2omQKB06Ng29ipNIlnN9OgzkWWXMzcVcLSnOSrHSi2hK3KFBstjrdZJCI2ahH8MRlXxianpdCVEs6BGOpANxzeTuTZpyHRA//1KE2/3otsmKi9I+R27DhrNsfMZLEBe/UyLJcKgO12Eli/HtfiRRNLWNKOvW+qgFkQLjVvO8m59957OXz4MD/5yU/OZzwX1Oc+9zmSyeTErbf30l2m8bStRLmihX7LSQmFxkwab9GFpcrkKjXUTIHGZw7i6Y2iyEq5wxWESeHMbqtX7royojGKN62k872rGb1qHnX/43+QmV1DrjqI6XEiKw6UyHjncGtklMScOlwJi8Cog0ifC0dLCF9tAO+yAHrIgWo6QALJgpITQsMSRa+J7iqiJQo4B0uo8SSGnUHec5TKPScwc4PY6ThD/+dHJH7+6ESiY+Wy5Hfvxs7mJ+I1bZNiRweJRx6ZWMKSUtmJJSxBmE7eVp+c++67j8cff5ytW7fS2Ng48fna2lpKpRKJROKs2Zzh4WFqa2snxrx6F9SZ3VevHPPqHVnDw8MEAgHcbjeKoqAoyjnHnHmMc3E6nTid06N/rwTYrhCamcNHgdpsFrsok27ygNPDwNULCB/tR0vlRS8cQXgDnraVZOuzxKLHQJJwVlUzdvlMQof7MNwahZuvpnZYwkyloSKMu3svpZCPYtiDrzeKzw4Qqg0Q62hnRlzFWdApeWRyPtBVA19SwhMfv0mGBBaUVJ24M4lWXcJT0PEM6WSrqtD6R/DseZnArbei+LycSpwim+5BsRdNxGtaJvbvOpj3LV6K5VIJu2egnlZEB3Nh2nlLMzm2bXPffffxy1/+kk2bNtHS0nLW/StWrEBVVTZu3DjxuRMnTtDT08Pq1asBWL16NYcOHTprF9Szzz5LIBBg4cKFE2Ne+Rhnxpx5DE3TWLFixVljLMti48aNE2Omva5tWLGT9Dnn4I9BTbSIs9pHZt4sVMNF/ZZj5Cv9gA2veBcoCMLZJEnCtE2Ugk7oSB/66Bjz23OUIl5Ml4qrbSXVn/0sgXU3ozU2kpxXR6q1lrGVczB8buRgDY5Zy3BINci2g3xYwYzIDC0P4DRkil4FRZfwxWQUQ8JUITwgUd1rk1KyOHSQCg7ytRWU5BKFjiMUDh8B2+aF3q0MZ4foSXVPxGvYxsSy28QSlsuJ99rrsLHFdnJhWnlLMzn33nsvGzZs4Fe/+hV+v3+i/iUYDOJ2uwkGg9xzzz186lOfIhKJEAgE+PjHP87q1atZtWoVADfffDMLFy7kAx/4AF/+8pcZGhriC1/4Avfee+/ELMtf//Vf861vfYvPfOYzfPjDH2bTpk387Gc/44knnpiI5VOf+hR33303V1xxBStXruRf//VfyWaz/OVf/uX5em6mNk8lVucAodRxfCkdn20hXdXE6Mw5yI4QFfu6cEUz+HqjSFeLnReC8EbOJDlVOzqIj/4nM5qW0NVYg73xRRq3tmME54/X8pgm0S1j1G88gprKY/hdOD5+D5WLryHXdwvx73yRml3dmDMihIeLmKpEvBm0ooyZt0lHTCxVoqA4kCSDqi4Jy7DIygbmQDumrZMby5Db9AO8lVkqXtgJBRN5x37kVS1Itk1u5268l686q+uxaZsMj3Xh2LULZ0uL6IgsTBtvKcn5zne+A8D1119/1ud/+MMf8qEPfQiAr3/968iyzB133EGxWGTdunV8+9vfnhirKAqPP/44H/vYx1i9ejVer5e7776bf/7nf54Y09LSwhNPPMEnP/lJvvGNb9DY2Mj3vvc91q1bNzHmve99L6Ojo9x///0MDQ2xbNkynnrqqdcUI09buTEsT4SkLkGVgZRUkZ0R0HNYvipGV7eixcaTHFk0vhaEN2RZ431ulIKBo7aW0J/+KaF0hnjWg1pfN7EMJBWLEz12gu2D5GpDKAeOY89egTqUJtyrY3n9qN4mTHccx3CSUkCjEMgTyEuUApCoMAn3KHhTYCo2EhZVGZ1Cp4WzKGPYNsPP7EXvG0ENGWQrPbiHe2l8Ok1yTg2HT/yEq+cuwP2KRKZ78DipA8/QGpMIl+k5FIRyeEtJzps5rNHlcvHggw/y4IMPvu6Y5uZmnnzyyTd8nOuvv559+/a94Zj77ruP++677w/GNC15qyikR7AKafxSHlmRkcwCaJFzDBaHcArCG6nz1TFgH6ZQ5cd/w43AeNM9SVWRHA5cixdR7Oggs2ULV+ZrSeZKxNNjSLaN1NXH6De/SbG/F0tTGVy7jKail9m5OhI9SZYlKsgWetDsAg43JGqLhHuh5LLRshKKKVH0WThKEqYMxaBFVcIiebKHkbUO9OoQodEggaFhnGE3JbPE8ehxLq+pn4hfKegE2wcZkRC/7sK0Ig7ovFRVL6C77hYKh/bhlkxkzQtzbgbHeLG2XNAntpcaL+3Gqp6F7PGUM2JBmLQWe+ag9WwlUL2UxM8fBWm8B46zdQ56Xx+JRx5BCYdRGxpwtraiR/vY4emmbttx3JdfjnyqB+fs2ZxYNRfLpVIpN+L+wSYk3Q/9JYKhmdjuHOHTfcwbhKwbkjM1Zu+wKHks0hUWvlEZrSBhaRZJt0y1L0PotJOow0HNrgSGR0H2GyiFEPl9ezFnrJyIXy7quIeSlOojZLdtJXDrreL3XZgWRJJzCYsWYbgYoaG3D/y1yAc6kRepuEZTVO7rAiDbFMFOpIhv2IBvzRqcra3lDVoQJpkzMzS1eFHnN5J96SWsXJ7I3R/EvWQJVi5HZssW5HAE36o2bNsmnunD3vMTQMK3fAXeW/8M27axDj6EpzeK50QvSiCAWlODGY2ihIJ4V6yhf9PPCPYkcJcsok21yPIwuUoDA9CKEsg2an68e3LWdFJdlJCsFK64Sk6yqD4wRr7WRPvFE6SSJSKuOHrATeWeTpSSgdVUN9ER2XPllViFIq5FiyZqdMxMlsKRI2d9ThCmMpHkXELGX6AO45o/H8Xno9jRyZqjo8iqSrYhDMk0jc/0UfK7MWoiDF3WiOVSURpuRt3TIbaXCsI5GL/bju1bswbZ48F77bVkt27Fyo3vSpQ9HgLr108s50uShGH9/sBhp+xEkiQkSULJl4gc7MGomUn1xz5B/uAhjOHxDRxqXT32whDGl76Fmk5RfTiF7VDxxE38ugNVtxmbY6NFJWTTplRScFk2wVEJSuAaszDVLHnVIpJWGPrpY9Q0+YmuXIiazpOaXYVm2qjNzRjRKOltL2AV82gtMycSmjNnXb3yc4IwlYkkZ4rK6Tm6Ul20hlpRlfFtolYuS+6Zn6O9fBTD7aDv1ALG/C7UeQoR736a/SXysQp0v4visrlI6SShI32oDY6zXqQFQfg9T9vKs3pJKV7vOX9fXjnGpbgmTjJ/JaWg48gWKS5fgOL14l3VNvF1hfZ25r44Qres4LBlHAUDw6ngSkOu2o2pFplpOOmsyGPGAIeErFt4ExLOvI3utjFcFmPBFF6vCkkZLWrhO94BBZ1cQzXOoTFGtn2Hyrs/SHSsh950Ly3J62itrj7ntYuZHWGqE0nOFPXrU78mVogxkhvh+qbrf3+H6gHZRa57J9e5DrG72Ul9v06+0Yk1awaj8+rBtvEg8Y7qa8lu+SURe3xtXjQFFITXer3fizf6famWAlzRpeAJz3ltDczvZnVe/RjG4CAkU1gBD1Iyy+gVs5AMneCxXry2D6fTgdvtIiIVMTUTyQJHSUIryZgyyAZ4EzKXbYR0xABLwTTSmJk0WkohptnIlk1qNE7x8DP0peIgwQsdz1IfA9eiRUTzUToTJ5lbSFJBNVYuS+aFFzAScXxXXyMSHWHKEXuHp6hYIQbAqcQpYHyL6FO/+jqp1BCxxhv4nn4zhiwRMHQiwxpK7Wqs+beOf/HvXlib/E3Uel+/Q7QgCG/dmSMVmqwgtYuvPOtU8OXVl6MpKpdVLX3N1xTa21FraqmtaMFVVUdlXiEzuwG5po6KWQsJLFhEKenAdcRGLUqoeZAtCSwZ2QbDYSPZNmoegiMyasHGkwAtqeOMm1j9g/i6hyg5LQ4FS7iHEmBDxd5Osi++iBEdY9cvHyJeiLP7V/8bK5dj38g+eqKnyO/bf87DQQVhshMzOVOc/bv9oBsP/II5z2znZAhCz8dxOzSSSgTNiiKrHvBWYts2Sr6E//QIxtzm328lFatUgnDevLqG50xhcmlwiFkjCRqrLkPasQ/r1rqJ2R0jGkNSHFi6QeDKlai3/QnJTZtwbzmBs7oW7zXXAhL62OPI6RyGqePIFVA0BQMDSjamKlPwWXgT4CyC7gQkm8CwA7Uo0dhp4htTUBwas36xH93nRIn40JI5Mod2YIyO4kn1k5xbhzMeJ/rjH9PhPk1lIUbIFaainE+qILxNIsmZos4kK/k59RQ7OqjbcgzFgFyVi6GBYRZnDRQlTspvgzsM7gg2Nos8s0kd3UfL4rVkt20FEFtKBeE8enUNj+zx4Jwzh/TmLUgSuFpb0fv6ztrR6Gkb3+5txmP41qxB7++n1D8w3oNnZgt2LkexuxvfDTdRrPkTxjb+CvdgnHk33cHQ4S0kOvYiWaAHnMgJnYLHIjrDxJChsldGNm3qOyUkE2xXHrDI+QuYeRm0OpKpKKVhFdOZIt7cgFG7lCtOuWh49jCG5iBxYBNd16+mtfq2Mj2rgvD2iCRnilIKOqGj/RQaKjCiMQoRH8xtJHrjAna+fJCKo6NU5hUqkio43VTs78ZqupzVtW0MKDtxP38Q0+eb6PMhtpALwvlxrlodIxpDa3zt7M5Ep2RJOis5MqIxnC0zqfjQ3UhuN3Y+T3rzZhwVlTjmVtDr6aX5l7uRMjmUhhmMhEfw9Awxt09lJGxiA1oR0EC2wVRtnHkJG4uM0yDeJOHOytjxMZy9Y0RVB66hGFKFAyUZJ9LZTiFXjZrKITtVnPEs0X/7Fo3hGbiXLLmoz6cg/DFEkjPF2baNa8lilB0atkOh4uAAx/QmbgpkqcqGUVWJbHMNvrTOnI3tlJb5cRQNHDW1hP7sT8/5gisIwvl1rtmdV+/QeuX9rx4veTwEb70V27ZpsnTcDjd+S8NRW4u25iay2208sd0oNR7M1ACOTJFwn43hkTEcNrrDRDHAkkD32pgOi6LDIjwoYzhhrK6Iu0slmNZoP5GnqaebYbeKVCogaSqlgBtF00g8+nNkl0u8GRKmDJHkTFW/e3F09UdJPPIIzmyJVGME50iKG08M45JKWK3V9N24kmUNV7OwT8YYGiKzdRtqQwOy+vv/+nO94AqCcP681R1ab/R5R9HgluEajHltyKoDp+LElTTRrAiupcvxpk/QWxxmxsYuHCWFUhhqnRpZVwk9b5J3g6MAWsmm5LHJhWyStRYVvRbkDWYeOIxkQzKo4lG8GC4Hhs9F8a5b8dhN4s2QMKWI3VVTkJXLTRzJULm/G6WykviqKkZnG5xe08qo10fBo1K4rBJLj6HkdbLPb8YYHEQJh3HNbT1rx8cZYgu5IExuxY4O4hs2QDKFe+5czEQC6+dPYGoOlKKB1tjMoo//C4vm38LYimZMtwtX2sah1lIRieAOWriTKpU9DiRdohCwUXPQul1DNsHWTJxyidCQTaBPp+iWCB3tgkKawM9/jbfewrPyynI/DYLwpomZnCnmTIt5NVMg2xTBPZzEHBtDtSxwJBkZHCI904uZU7FslVBXASWkY+XzOOfPI/SnYolKEKaqc+3c0p/7LepAL4UqP66W2WR/9RsieBldeCXy4d+ioCFXNlBzrUxuJEnykInvoIwnI2MUTdxpCcmG3vkGkSEHvriMQ7dREjZaNorDgILXRurpZeB/fofwR1z4164t91MhCG+KSHKmmDMvcn2Ll2K5VOSCjhpvIFTIMlxfwbGTm5kpGxxgDmplM6GXdxNe4kJtaMB/w40TO6jEEpUgTD3nqu2p/dM7mHc0jPb4Vsx4HLWhAaWykrof7SXX1IzH5UeJVJLs0VFr2sjXHkQ6kEEtgaVKmJqMZEBlr4ok2ThKEiUXKKaNQ5co1tikwxL6vDpqE15KB7aCSHKEKUIsV00xnraVBNavx3L97igHl0rgllsw6yzkjpeY05/BqZfYbs4lNbgPKdqNa8tzSJJEdttWrFzurMcTS1SCMHWc6/fVyuVoPhqj0l2JlUmjNjaS+s1v0FxeGt7/QQLXXIM6owXqluKvX0+kW0G2ZUynRLRZJlMtgabiLMmUvArZgI1kj5f9WQ6QvQbpoIIjUSC8QCG8ZnYZrlwQ3h4xkzPFnDMp6dqGnezBSmdZPjSC6TO4XfsOXQckIidspFoL5xKxVVwQLjVnlq+BiXYQiUcfRW2eSeT97ztradrM5Sns2k/tqEK+wo8pW1R1FdGyBoVKD7aexPA5cKbAdFg4bAkLUA2L4eoSYaOIkS3iVJTyXrQgvAUiybkUeKuwbZORgoLPdqDJGSpcCukjQWTJwlE7C9911wGIOhxBuIScq0bnTD+dVy9Nx//rvyh19RJavJKTreA/1EXlnk4UxclYc4RAew5PSiMTUmhfVWLWdhO3ZeMsKDjzNkOLvXhmt0HDijJftSC8eSLJuRRUzceedQPRwz3MQMHK+Olud2NW1ZGTiliF/MQMjqjDEYRLx7lqdM7003k1taGB0F/8Of7rrycwtoNE8edEjg4SWryCVLOLtKaQC/kJHeum4aSJQ3FSnGvhTJQIxSxGo36kD9wHmjikU5g6RJJzKejaBt178Z60sJGo6dNQMwWGrnFT0e8jePu7KB47elZ3VUEQpr630mfH29Y28fmV+Vo6cwE8LXPxrVrFjJf3EI05GHKYKJaGVFlHusrF/MVODpc8ZI/tIFHwjyc4ZxIo8ToiTAEiybkEFEfyeJ7ay4xclHzEwEoZOAo2lUdiEKomv2c3gVtvRXK7yx2qIAhlclbiMzRKpe7Ebmom//IetNmzyXsKOPv6cI+kaVy8DssrE+48SGBmgL2zVU55Q1DKQvvT4K2ClmvLdi2C8GaJ3VVTnW1j2EFGm5fy0qIww3MgNacSzXCh5WTyMyonGv+VTp4sd7SCIJRZsaODQns7WlMTak01kqohO1S8t95CscKHQ7ex2k8RmbMY09lI5MAgwWGbOadPYm59EBI94K0s92UIwpsiZnKmOGXwFHYyy4mWBk6cGKXZzhDph1xtgNS8BoaXNhJeeqcoOBYEAThzWGgjvjVrJg7/jP/kp4Sf3YvDCuOcORv3ihUYiTSed/811q5t5Pf9J02xOJbkQ1l5t6jLEaYMkeRMURISNjbK8Cny214ksLSBFfEcy/uSKDmL2Kxq/D1jND2xD72iXxQcC4IAnPvwT9fChSjhMO5cFisWR6mITOzWqv7zP+fpvl38X7HjZBuuIqR6xutyRE2OMAWI5aopSpIklHyJwJiboqHgSR5ncbEXXEV0r4PU/JnoPheloBsjFp/4GkEQprdzvQ4okTBmdAzyeZytc7BzOcyxMZTcaXynn8HrsLGxGekfIvvTr2Ieefb3BciCMImJmZwpSpZk5IJOcFDimHslI/YupIYoUUcEd18ThJuxHaeJrpglDtQTBOENmbH4a/rtZLZswSxlkDs28a6+w7gkA/tX/05WVtACBorXLYqPhUlPzORMURISclHHPZQkbaoUeipw2TJywxXgcCNZv3uXZdtiBkcQhDd05riYVzcQVFouI9tdjbdko/t1urs7GTvZT2kgKoqPhSlBJDlTlKcvSt3moyglnYFANd6iTssBqHuxG8kwaHzqAJJhUrG/+zXnVQmCILzS670RMmNxtIVtHLx1LacaPSRkSBWKpGOVmJ4ZFzlKQXjrxHLVFOUeS6NGx0jVKmSLKU5WBVneKePIjmC7c6i6A8mykHVTnFclCMLb4mlbiQSEtu5n2HDjS6WQHG4Kx0+M1+x4x2d+RBGyMFmJJGcKKnZ04O0eo1AdIu/OEDz1PGuiFsl6N/qMMIqnnvjlCwgf7cd0qai1DWL7uCAIb5kkSdC5leqTh2k6kcJlGhTdEsXeDuIPfZnQmsU45y8WtTnCpCWSnCnIiMYoeXX6l0Uwq1fwovMFrjgVI9IUILdyAVTOAWB0dSvYNoHLxfZxQRDeJm8V7tEEzoJFusLCH42SszUq9CGMPjfO5WvKHaEgvC5RkzMFedpWEr96AZaVpvfYDgoy5GYXyMyrBFfw7K2dv5tGFsXHgiC8HcWkA99QEdNvIRngyoKV0CkM9uJyj0JurNwhCsLrEknOFCRJEpK/FnzVJGKjVEhJipKCXLtw/AUn0VPuEAVBuEQY0RiW24+3YBPKmeSCIEsWY51pxp46TvHQy+UOURBel0hypirbxtb85HFSJSUxZRtGjkEhCZqn3NEJgnCJ8LStJNfaiqbVMDRDIl1nkAvZDFUoUDEDw9lY7hAF4XWJJGcqsm2s6EmK6RHarUZ0HFRHPFDKjJ8O7K0qd4SCIFwiJEkiM7MKyx/EJ4eRDJm8B8bCAaTZV1MY00k+9TTpzVswM9lyhysIZxGFx1NR51ZIDVJIJ5grJ1Ak0EpxcDrBFZgYpuRL+E+PYM7JovjEgXqCILxNkoSiW2QibkZnJJEO2iRNDzhUks/8DC1ciVIzG9fCBeK1RphUxEzOFNQ7cpBsqpfBeBYvBUJyASVXJDToRJGDE+OUgk7oaD9WTry7EgTh7dNklUJ1iHhrmIp+A6dhcdmpYTaN/JqeZDcnhg/SPrgLxCZOYZIRSc4U9BszRtEZRinE8EgFvJqEIvsJ9Y8nNkq+ROhIH0qhVO5QBUGY4qxcjncMVqLFssz/1TC1eQ+5gIXTNKjZ1oNntISs29jRLLl0rNzhCsJZ3nKSs3XrVt75zndSX1+PJEk89thjZ93/oQ99aHz3zytut9xyy1ljYrEYd911F4FAgFAoxD333EMmkzlrzMGDB7n22mtxuVw0NTXx5S9/+TWxPProo8yfPx+Xy8WSJUt48skn3+rlTE3eKkaDSxmkgpBRomLYjRJeCJoP+P0MjlIwxseLd1eCILwNxY4O4hs2oGUKmF4VtQjO0FySYR9Fp40rCWoBgr0l/J2jxL/3A4yRkXKHLQgT3nKSk81mueyyy3jwwQdfd8wtt9zC4ODgxO2RRx456/677rqLI0eO8Oyzz/L444+zdetWPvrRj07cn0qluPnmm2lububll1/mK1/5Cl/84hf57ne/OzHmpZde4v3vfz/33HMP+/bt4/bbb+f222/n8OHDb/WSphTbNMG2SesSvVYVTlMiNKigaNUgOyZ65EiGSehIHwDZbVvF+VWCILxlRjSG2tBA+M476b1tOWPLW6C6hhUHTTw5G28ebMNGLhko+SKFjU8x+sAXKHZ0lDt0QQDeRuHx+vXrWb9+/RuOcTqd1NbWnvO+Y8eO8dRTT7F7926uuOIKAP7t3/6NW2+9lf/1v/4X9fX1/PjHP6ZUKvGDH/wATdNYtGgR+/fv52tf+9pEMvSNb3yDW265hU9/+tMAfOlLX+LZZ5/lW9/6Fg899NBbvawpw97xbRh4nq50CwCyBFIhT2jXPnDVU7G/m0LIS6B9iGKFl/jSGZiJhDi/ShCEt8zTtnKikagqq7hGkgT6TdACxNyjqEUL2ZLIuyUsD5SQCPlD4hgZYdK4IDU5mzdvprq6mnnz5vGxj32MaDQ6cd/27dsJhUITCQ7A2rVrkWWZnTt3Toy57rrr0DRtYsy6des4ceIE8Xh8YszatWvP+r7r1q1j+/btrxtXsVgklUqddZtq7MhMzFyU+cmtXGl00NJeINir4xs2ydcEWEgdzb9+GbBQ0wWSc+sI33knasP4+VWCIAhv1pkEx8rluGW4hgY7hFN1E/yrD5ONOElW2RQ8Nq4CKLIHI1BB8O6P4rnyij/wyIJwcZz3JOeWW27hP/7jP9i4cSP/8i//wpYtW1i/fj2maQIwNDREdXX1WV/jcDiIRCIMDQ1NjKmpqTlrzJmP/9CYM/efywMPPEAwGJy4NTU1/XEXWwb23FtIVlxPuF+mIZ2iptOBFahE1VVKfjce1UvDrKVkWmqQTYu6LcfQ+/sJrF+PZ+WV5Q5fEIQp5kxdjiOdo/ov3o9r3lyyjzyJhpNsSEGToKCAM2XiHIkx9Pf/N4Vn/rPcYQsCcAH65Lzvfe+b+PeSJUtYunQps2fPZvPmzdx0003n+9u9JZ/73Of41Kc+NfFxKpWacomO3fUC0kgXoZMa9WoO/GFirX4q2hPUvngCljUQuf3dDKS3ULv1OIWIb2LqWJxfJQjCW3WmLse3Zg2yx0PG68UyLRJpi+oXj2O7TCyHjJ0rYSsSejpO4te/RZ69WiyPC2V3wZsBzpo1i8rKSk6ePMlNN91EbW0tI6+qvjcMg1gsNlHHU1tby/Dw8Fljznz8h8a8Xi0QjNcKOZ1TeKXYtrE9Eax8giozgxE2SakWiZkaqlFFobYarWUm+T17uM7t5aSqsqB6Ma7Fi8oduSAIU9Qr63IAvNddh2/NGgoP3kehoguq84zYNq4xjWBJxXtZBZ76ZoyxMZxz5kwcEiwI5XDB++T09fURjUapq6sDYPXq1SQSCV5++feHum3atAnLsmhra5sYs3XrVnRdnxjz7LPPMm/ePMLh8MSYjRs3nvW9nn32WVavXn2hL6l8urZhjx7npN1E0u1AkWw0U6dxZxJUDzgUJKeL/KFD+IsSq67+C6p0J4lHHhG7HQRBeFtePQN85uPq1TeSnT2D1iYvroYiksNkxGuRnlmHI9eBs/O70LmtHCELwoS3PJOTyWQ4efLkxMednZ3s37+fSCRCJBLhn/7pn7jjjjuora3l1KlTfOYzn2HOnDmsW7cOgAULFnDLLbfwkY98hIceeghd17nvvvt43/veR319PQB33nkn//RP/8Q999zDZz/7WQ4fPsw3vvENvv71r09837/5m79hzZo1fPWrX+W2227jJz/5CXv27Dlrm/mlxLIttuf6ifQd4Kqde6kdMwjGQQ0pGFhI0TSybpLvfxpkieDt78I5sxkrlyOzZYvY7SAIwnlj5XIsPWVRaL4BZ6aJ5Ud/RWfSpiTpFDbuJp6Tqbq+Dkeyp9yhCtPcW05y9uzZww033DDx8Zkal7vvvpvvfOc7HDx4kB/96EckEgnq6+u5+eab+dKXvnTWMtGPf/xj7rvvPm666SZkWeaOO+7gm9/85sT9wWCQZ555hnvvvZcVK1ZQWVnJ/ffff1YvnauuuooNGzbwhS98gc9//vO0trby2GOPsXjx4rf1REx2x2LH6Dh9kvCeQZxpk3iFjEty4fDX0LV2Ec5EDluWoNeFQ3WS37MbtboK2eMhsH49ti06AgqC8McrdnSQ2bIFAM0fJPXSMHp3GL8ny5hTQu2WSZVsnIOVREILUGxbLFkJZSPZ0/ivXyqVIhgMkkwmCQQCf/gLymhr31b6tjyFPprm27k8S92nWV4dYHlxBaeceUoBN5V7u1heswJvcwtGfz+A6I0jCMJ5ld2xEzMew7dmDfmDh8hs2YTVvZ8RbR+7vCYLntdw52WCly+n+S9vQm2cBS3XlTts4RLzZv9+i1PIp4h8Kga2Ree8OopHepAVB3b1DBav+iscIx3kHn0Mt+Wj6o6/QK2qFMtUgiBcEK8sRPa0rRz/OHaK5E/vwtEzhlO3SblkHGOnsY9Z4F0PLWUOWpi2RJIzRRTTSUL7jqEuCqGi4rIUQn02ytHnWOoIEbWrwS2BbQGIZSpBEC6IVxYiT/zbV4PTeyV1J59FLdnYHhMrmiJ+uERoaSVOsWQllIk4hXyKyBt5JFum4uQgS4xuPKZNaM9h7JEucEdetweO6I0jCMIF5/Tj0ucRGdUwHBIO2ybncZMbMMm8+Dx0vVDuCIVpSiQ5U4BpmaQLSWScqANODMOJU1VA0WDp+6Ci9fcHjYuJG0EQLrJiRwfWqUEi7lpUTUXTbbIuGUXKUjzRTnFEHBAslIdIcqaA3tGTVGzeAoleAqNJhooVeGQLimnsl39CeuNz6N3d6N3dpDc+J04cFwThosofPIhdKuG5/Epiiy+jb6YEZhHJ7cJ57Z9hECp3iMI0JWpyJrliRwdjv/4/qCWVtL9EuDvHB46nCXcV8MUdjGzYgRTsxhEZb5KY2bwZvaeH0B13iF1VgiBcFI76BgJrb8LbrNDTvp2d7e0sPiIzO1qiMpTBVVUsd4jCNCWSnEnOiMbQgx7yWjPWAYukp4eZw0WMsIxDDmFrIRx+P5EPfhDn7NmknnmGUk+v2FUlCMJF413VNl7/N3KM2s5tmJYDXcmRSA8RHDmNu6285xYK05dIciY5T9tK9JGXafj+c6SLBsd8YXyhMey6Wip8s6m/73MUjx3DyuWRPR5Ct98udlQJgnBRTWxwqF5A6Jr/h/S+ndQMx5HyDo4G6rmuaj6IHVZCGYgkZ5KTJAkSaUyPRn/Qy9OzfZTCWRalG6hIh5Hdr90qLnZUCYJQLp6xo/h1iXBUwpIcaL/djlH3f3A0tEDLteUOT5hmROHxFJCvKpILWuhYSEgoElAYQ/WYZLdtxcrlRGIjCMKkUNjfw/oXR9AMm4ITXN099H/1P0jvPVXu0IRpSCQ5k5yVzeI8OIR7OEXj6DC3Heti1n4LNVPENW8+ZiJBfMMGccq4IAiTQimqIysREkGZght0rxPH3MsppcUbMeHiE8tVk1ixo4PE97+Bt+MYmVAFmegY8/ozKAEH0WvnEviLD2Pl8+L4BkEQJoViRwf66Bhefw29aXCrcSqTBrLmxrNqVbnDE6YhMZMziRnRGLJUINWSY/fKDL+6qoLTiyyytTKOkdPQ9cLE8Q2elVeWO1xBEKY5IxrDYUQJLKvj28tuZWtbmExDECnXh3V8a7nDE6YhMZMziXlWXolnpo+RZ/8B38ETLKkcJT7PQA/6CQVD4K2cGCtqcgRBKDdP20o8Wjvu45t416EetL446aAfpzqCq1q8pxYuPvFTN4lJ3S9gjh7lpHMecr8fTbdwmxAe9qDMuAGqF5Q7REEQhAmSJCE1XoFi13DF6W58BZ2ov4AhhUjsHKbY3l7uEIVpRiQ5k5m3ip2DO5HGjmEjock2HtlNaNSDoouZG0EQJqHqBVjOJlxVQdoXyRxuqUe57t0oag7jmFiyEi4ukeRMZtULOFzZTMZw4KKEJCvgrwXNh27p5Y5OEAThnDzXXE+kbS5eR5FMskBu48/wNrvxtK0ud2jCNCOSnMnMtlENBfcpsJGIDHhx5CRco2lK6WS5oxMEQTgnKR+lrq4RBdCMFMcLKSxvBVIuOt75WBAuElF4PIkVN/+EuqeeZjClMxxxMsf00LQxilaQibx8GmtNDtnjKXeYgiAIZ/NW4YyfIKjbuIczpJIWp/a8yDw7iyJJovOxcNGImZxJzOg7SUGJ0z0/TylcwkkJSzIxVQk1WxRNAAVBmJyqF8CKe3AaXhYeL+IdzWJt78ZMpMFTUe7ohGlEJDmTmOfmO+hY2IBPzVFZ0ikGSpx6ZwuJhY0MXrcAtaEBIxYvd5iCIAivUezpp7onhEOXsHVIF4rEd/dTPHao3KEJ04hYrprEpJqFHHdeRpYUlTOGUWpnU9PlAy1P+Fg/vr/+BJLbXe4wBUEQXsMoyEhBB7FKMA0LO+gg4y7gK0g4xYnkwkUiZnImubQu0WtVEUzYNO7VUbM62aYIaqZAfMMGSidPljtEQRCE13BdexszIrOQgZoRk4IpUapfjCtiQOe2cocnTBNiJmeSK5QkXCWT6m6T4mwno2uWYrlU5IKOGm8QZ1YJgjDpFDs6yGzZQrg/SWRUQjMsQj0ZrGd+S2y/RmDdepyzrit3mMI0IGZyJivLAssiU9SRDYlZhp/44kYs53hearlUcWaVIAiTkhGNgaxgOiLI1UFOLbawpRLWUBzbFcFQ68df4wThAhMzOZORbcOOBzGHu5h9OkanqiAHZ8PQAbAGoGnlxFBxZpUgCJONp238NcpRW0Msl2XoxHZcSRtXyUfzVX+Cx94LO8dg9b1ljlS41IkkZzLq2gbpYZKdR3hH7yAHZnoJRnOQUaG5tdzRCYIgvCFJkvC0rUSSJMznX0JyaGh2kYyRxdHzCFKlS/TKES4KsVw1GXmrwFvJPmMGsmmyfCiOKstUZOYg+1rKHZ0gCMIfdGaW+bKaZbiDs/AmJXyZImMdJayWdeAKljlCYToQSc5kVL0AVn6E9l4D/6iMW5dw3ngXqumh8ZmDeHqj5Y5QEAThTakedXL9piSKLuMo2KR784z+YjOJLQcwM9lyhydc4kSSMxnZNsWCRXqoj6JTohjQ8K1qo+8dS8hXBdBS+XJHKAiC8AcVOzpIbNyNu3YhfbO8KCaUhjMU80EyhzqxMmlxlpVwQYmanEnGzGRJ/fibJLt6yDolTta4mFsqkHn4u7gWeRldvUS8KAiCMCUY0RieVavwyoep+Pl2Si4bJauTiPbh1Qvw9N/DdfeI+hzhghEzOZOMlcuSO9pDyc7Rv8RgrBX6r/TjDKq4UiahI30oBb3cYQqCIPxBnraVuFpbSe4dobZgYbgsFMmi0HWSntF+sBFnWQkXlEhyJhsb1NkL2HfNPSRUD4rtJJCtwfeR/0Fm3hxCR/vREjlCR/rEerYgCJOaJEkY0RjKwmsItrZhywpINq4cKLaPbKwaK9ovZqeFC0YkOZNN7w6k0RP0x1P0FWqo75eJtCexOndNnPUiF3UW9dhYOZHkCIIwuSmRMMXjx6E9TjivoOo2sgnaWIFCRwfxRx6huOVn5Q5TuESJJGcSsXI5Mge7sAsJ5m//IYsK/TT2x5GKRXBHWBCejyxJrJtxM/W+hnKHKwiC8AeZsThWvoDtCuIN1JANQdFpo+Z0sp1jWCUdoyCamgoXhig8niSKHR2kN2/heKyb/LwWUlsPc3VsFJcuYVdWYnkaWHR0kGL1chz7j2Hq+vh6tiAIwiTmaVuJbdvkd+9Cnuuh8+Qg0ZhFaEAhgISzZSaeOdXjxzzI4n23cH6Jn6hJwojGkOtrOXwZtDcl+e7sBWTdCt6MEzUWY/S//zf0kVGczc3kDxwgf+gQiZ8/ipXLlTt0QRCE1yVJEt5VbfhvuQXws1hXyFWYGKqFns9DYRTp4AbY+Z1yhypcgkSSM0l42lbiWns9ls9PPh3jquwOZg3lQDFxZAqgujGjUYrHjuGcNx/X3FaM4RHiGzZQ7Ogod/iCIAivS5IkzFgcdek1VN1zH3ajRSlkkM5nKHQdg1wMQs2iAFk4795ykrN161be+c53Ul9fjyRJPPbYY2fdb9s2999/P3V1dbjdbtauXUvHq/4Ix2Ix7rrrLgKBAKFQiHvuuYdMJnPWmIMHD3Lttdficrloamriy1/+8mtiefTRR5k/fz4ul4slS5bw5JNPvtXLmTQkSaK06yEYPMjpTjfz2rMoDovBBTapmT5cS1ZgGwaSx0vFh+6m5nOfo/qzn0FtaMCIxcsdviAIwhvytK0ksH49LH433rEmXDkJJIjmFKwb/j8witC5rdxhCpeYt5zkZLNZLrvsMh588MFz3v/lL3+Zb37zmzz00EPs3LkTr9fLunXrKBQKE2Puuusujhw5wrPPPsvjjz/O1q1b+ehHPzpxfyqV4uabb6a5uZmXX36Zr3zlK3zxi1/ku9/97sSYl156ife///3cc8897Nu3j9tvv53bb7+dw4cPv9VLmjRKwQbMXJTZwy8TrzYZnWcSbdXoe8cCtJaZ+Nevp+rj9yF7PAAoXi+B9evxrLyyzJELgiC8MUmSKHZ0MPq/f0BzLxiqhC3ZFA8mGP7HT5Pf+DOy27eJ1hjCeSXZ9tufH5QkiV/+8pfcfvvtwPgsTn19PX/7t3/L3/3d3wGQTCapqanh4Ycf5n3vex/Hjh1j4cKF7N69myuuuAKAp556iltvvZW+vj7q6+v5zne+w3/7b/+NoaEhNE0D4O///u957LHHOH78OADvfe97yWazPP744xPxrFq1imXLlvHQQw+9qfhTqRTBYJBkMkkgEHi7T8N505fu4z+2fQ82Ponsy7OkB6w73seK4EpqLr8K2euZOPROEARhqsnu2Elu105kJcnGQz8lOFCkrsdBZH6EwJVLKZaqCH34XtSamnKHKkxyb/bv93mtyens7GRoaIi1a9dOfC4YDNLW1sb27dsB2L59O6FQaCLBAVi7di2yLLNz586JMdddd91EggOwbt06Tpw4QTwenxjzyu9zZsyZ73MuxWKRVCp11m0yKVkljKKM1uujdshGUfxcEV6Guv8EVi4rEhxBEKY0T9vK8QLkVIoZpkY+YGMDaWeI7SQY2/8M1kvfK3eYwiXkvCY5Q0NDANS8KguvqamZuG9oaIjq6uqz7nc4HEQikbPGnOsxXvk9Xm/MmfvP5YEHHiAYDE7cmpqa3uolXji2jW6UMDJFqlJFqoZsJMWDQ/WUOzJBEITzYqIAuWUe8tVNpGrAVCwGs6dJnzpAPJZB1yLlDlO4hEyr3VWf+9znSCaTE7fe3t5yhwTASG6El/Z+l2zHb7EzGSKZAr60DZaO8fzT2KInjiAIlwhP20oC7/sr5t/0FepPhUECJW1h5dzgqWSsp4SVFqeTC+fHeU1yamtrARgeHj7r88PDwxP31dbWMjIyctb9hmEQi8XOGnOux3jl93i9MWfuPxen00kgEDjrNhn8vP3n7C8MsatvD0u2v0xFrogvCSUn6KeGRE8cQRAuGZIkkX5uI4kv/S8qSxK6ZuOJQf0xC8m0MA4+Sfwf/oLi5p+WO1ThEnBek5yWlhZqa2vZuHHjxOdSqRQ7d+5k9erVAKxevZpEIsHLL788MWbTpk1YlkVbW9vEmK1bt6Lrvz9t+9lnn2XevHmEw+GJMa/8PmfGnPk+U4mSL1G7a5SmfTLOlIkk2diWTN2REo66ZtETRxCES0qptxe1oRGWzyYbgaLbQjML6NlR9FI/RjxGqfN4ucMULgFvOcnJZDLs37+f/fv3A+PFxvv376enpwdJkvjEJz7Bf//v/51f//rXHDp0iA9+8IPU19dP7MBasGABt9xyCx/5yEfYtWsXL774Ivfddx/ve9/7qK+vB+DOO+9E0zTuuecejhw5wk9/+lO+8Y1v8KlPfWoijr/5m7/hqaee4qtf/SrHjx/ni1/8Inv27OG+++7745+Vi0wp6ISO9iPrFiVDI+l3UHS7MF0q6Aah97xH9MQRBOGS4bnqKrSGetTQLAoVPnwpGVfRJl5hUTB9FJJepLoF40c9iGUr4Y/wls+u2rNnDzfccMPEx2cSj7vvvpuHH36Yz3zmM2SzWT760Y+SSCS45ppreOqpp3C5XBNf8+Mf/5j77ruPm266CVmWueOOO/jmN785cX8wGOSZZ57h3nvvZcWKFVRWVnL//fef1UvnqquuYsOGDXzhC1/g85//PK2trTz22GMsXrz4bT0R5WY6FVzRDGMOmaEWDwtGVYx5jcyePQsjFsfZ2kpg/Xr+iB3/giAIk4IVj6M2NOC+eRmF9FHMYycwLZOCF07pLoLBBvIvbMJtHUVZcBPMuq7cIQtT1B/VJ2eqmyx9cr636cvM+tGzJGd4+b4vwh1Hewn4fUQKWa5Y9y587/lrsX1cEIRLhm3bSJLEUHaIZ55+iLnf+hWUcnQtKVJ30I3XqVHttKhZE8Z580dg+QfKHbIwybzZv9/iFPIys3I5KvZ3Uwx7CXSM8IFMLw5nkGWz/Gh9NvnTw2gnT+JsbS13qIIgCOfFmTdtAdNJ9d4eXGkLCag74cCbtyBfJKFIVFq/a6Fh2yDe6Alvw7TaQj7ZFDs6iG/YgJopUIg48Q4WqB3VyVb6aVp1Oc5IJapPFXU4giBccoodHcT+6f+j5fl23KoXp+QiPKrgykkoBhgmjB4wyB85Dqe3itoc4W0RMzllZERjqA0N9C1eiiM6iH28F8dojrlKAik7imQV8N1wPY4F4mwqQRAuLfmDBymdPo3W2EjwPXeQf3Eb8S0bsUwTVYeUG3JDSVLbdqC5kiiSJGpzhLdMJDll5GlbiSRJWPs7wR0hoVVgh0xaqw1wBqBhOVS0inocQRAuOY76BiJ/dQ+BG24g+9J2UqksWjBENjGGUpTwZWzypQyZUzq+Gafwzu4Wy1bCWyaWq8roTPIi50tU7j6NfyyLOymjdpdId8ugqGS3bRVNAAVBuOR4V7URuu02ZI9nvG9OZSXOmTNxOxyU/Bamw0YpQipWJJUKQCEBXS+UO2xhihFJTpkVOzpo+c9nqdxxmKxDwrbBOF4i9dRTyKVRzERCNAEUBOGS88oZ6vDdH8TbthLbkvEtWYC5MkCqysZWbOQSJLtG0aNJcEdEbY7wlogkp8z0aBTT42Z4aYAXrnFycKEH9wwn7uYwrsVLCN95p2gCKAjCJU2WZRz1DYTf934q7vs0qFXkwhKmZmPIYJ8YJXlwkOxjD2Eeebbc4QpTiKjJKTP3lVfQpV1PSS8RfXErVlOJmpvX4rz6PgjUIsmyaAIoCMIlz7uqDUmSyO7YSU3VfEaHOin4LWzdxpkwSD//IjmXg0DBhX/mVSg+X7lDFqYAMZNTZlbXVuh+gcLgMfqsSlRFwVUxA2nfw0jdL06ME8XHgiBcys68xnnaVhJeuY6Fcg2qYiHLFqYMukMmF9PJ7duPdfz5MkcrTBUiySkz01MBpg4jR7lGPswceQCOPwGlDHgryx2eIAjCRVU6eZLM7n1ISi0RzYkrB4phk+vPk7F1MqUUpPrKHaYwRYgkp5xsGysyG2Zey9FSNapkoClAyxq4/vNQvaDcEQqCIFxURjSG4vWizrsMh7cF1SFRdFs4DHCmbPLDJnagFUxTFCELf5BIcsqpaxvmtq+QHzzKsUIFSduD7HJDZggG9pU7OkEQhIvO07aSyo9/HFlVQXHjbHKSrbAwFQsLkBM6/V/4B7Jffx90bit3uMIkJ5KccvJWYZWypHsPcY18mGY5imLkwdLFUpUgCNOSJElIkoT32muI3PV+AjObcadkkKDohoyvhD6cYGzjSRKP/QoznS53yMIkJpKccqpeQG71xxgsVdM0WMRr2eAKwtV/I5aqBEGY1ryrVuFcsARLnkXJq5IL2ozOKjFaa5GpdiLV1pDesZPMw/djZrLlDleYpESSU2bdsR5c3U4qOyUqRvwooYXgrSp3WIIgCGUlSRJGNIb36usYvOdqYnOcDLUaqIZJplDkWHGIHilHvieLlRGzOcK5iSSnnGybdGKEGf0xVAMqBmTCfQqmLraLC4IgeNpW4n/Heq6125hVtZjKXif+hIRSgsqTOrocpnR8H+lvfZz05i1iRkd4DZHklFPXNrI9O5EsG5cp4zAtZh7txTohekAIgiCUTp4kvmEDjoJNdeMSKgcU3CkZyTZw5Cw8XQOM9WcYPTRKZttWrGxG7LgSziKSnHKxLHBXkI0OMTsVw2lptCQlGk3H+PksgiAI05wRjaE2NBC+805cS5YxdlkdOZ+M05CQ+N1uK1SK3aOUDm6Gl74pDvEUziKOdSiXHd8mf+gQgd8O4c5Y+BwlFIdJ/sQwhVEDtdzxCYIglJmnbeVEJ2RX2xoWnzzByN4fohYsJEvCUbRJeXWCSUj1DODbvJvQsnejlDluYfIQMzllUsy4iT5/AHdqGKdlECILlo0tKUT//XvkDx0qd4iCIAhldSbBKXZ0MPZv/4b01DaCeQ1blgEbZx6CcQvJtinKEsnjWTIbN2FmMuUNXJg0RJJTJkZgEdGbPsTheW5KXgtfrYq26Er877wDR20NiUd/TrGjo9xhCoIglJ0RjSF7PGgtLYTesR7fTVdS8gDYyBZgSTjyNrmRJCM/+SWF5x4pc8TCZCGWq8rEU10kXm+wsX8WC/qP4Jk9i9CtK5AaFmLX/t+kN2/GiMVxljtQQRCEMvO0rcTTtpJCezu5bduQ2lOMhl04SiVst0F3k01djwM5b5IupDEHTo/XPcriffx0J34CykTyVZMZaOemgW4sn4VsFiA3huSrQvZ4CN56K56VV5Y7TEEQhLI70wXZiidQGxqo/Mw/UL/yetQ6CFTo6IESJYeN7pLQHeAs7oPtD44nOsK0JpKcMikmHcQOK6gFCbsCTKWCeGeEYvL3k2tn1qMFQRCE8Rkd55w5pB57DE91HY2X1+J0a9SfUvHmLHTZwpQMhp8bZOynvyD9vz8j6nOmObFcVSZGNEafN8Azta18NNRNeN3/S+ZETCxRCYIgvI4zXZDVhgZ8q/4UefRy2LgF+T9/iWJaOCyLjKRQSNsUd4ziHjuAtvi3FLQZuBYtRvF5y30JwkUmkpxysG08K6/khYOHKYz1449VY7srCdyyEtHGShAE4fW9clt5cWwWuegOZKcbQ8uSC1j4ExIpS0eWwOgaRn30YfRiBVV//88iyZmGxHJVOXRtQzr6GJnCIC7DpLY3g3X4Ceh6QSxRCYIgvIFXvkYa0RiS20d4wSJS82XijZD3W8i2jW1DMa9z8mQv8dNHsE6+WMaohXIRSU45eKuw4t20GDtokMYIYkEuCt7KckcmCIIwZSiRMEogQGTeYpbPnIHf1JANCQkbsJAMcKRNsoUCsSd+iz44KI59mGZEklMOVfPpm/sXpHAQlHL4Qo2w/ENQNb/ckQmCIEwZZiyO1thI+AN/ie/d91DprcObVtCKoFggGTbumIUrbZF6YR/6Tz8JndtEojONiJqccujaxmDHYYpxD+v29iFfWUP2F/9O4OYbkResLXd0giAIU8KZ+pxiRweJZ0/j6VHRbRkkC7U0nstIpo0tgWlYjG7sxp/5T/zrEpSsGlGMPA2IJOdis23wVJI8so/3HmunYSSPo9CFOeIk/vQufI5mnK2t5Y5SEARh0jtTn2NEY1j5AkpFFbLXhdl3CiNZwpRsbCRsbGxLItebxMjsxdlQQa7PQGtpEUnOJU4kORdb1zbszCg7834CHg3Lm8fbKOG87j1k+hWxhVwQBOEt8rStxLZtPPEYetcp8jslHPkuBrIp0gUZb0rGLtpQBDtX4HjfIQrdMouTUYLV1eUOX7iARJJzsXkq6evazED4JCP1Htb0JsEVQa6ZRWDpQmyxViwIgvCWSJKEd1XbeFdky0L68N1YO3+E/a/fwjdsU3BYjDZAZa8DO2uSPDCKO6nT+dh3WPKxB8RsziVMFB5fbLkxYpqHUsLk2iMxNEUlvn0AY6ATEF2OBUEQ3o4zr52yLFPqHSZxIIehB3CHFbS6IpoOlsMCCyIdKeRcHuWpl9C7OsXxD5cwkeRcTLaN7a6g6/kXefdzfdQki4SqVIxEgoF/3UD6uY3ljlAQBGHKM6Ix1Jmt1P/j31Jz51qclh9fTEYxQLZtFAMceSCeZfTzHyS/4f7xREfMpF9yxHLVxdS1jd7oCUZHFCplBavSoOraGqTL7mRsSzelvr5yRygIgjDlvbIrcqY9B7nd6O4kBb+BOyHj0G1kQ8KSwMiW0Hu7cW9+AFqug5Zryxy9cD6JJOdi8lYRO/Vb2ptySIMq1eQhMhtH6+XUXn0nlpgyFQRB+KO9ctnf0TQTX9sKjlnHSOkxWrfkkC0JW7GxTIlCwiJ35CCSkcTTcgtKGeMWzr/zvlz1xS9+EUmSzrrNn//7JneFQoF7772XiooKfD4fd9xxB8PDw2c9Rk9PD7fddhsej4fq6mo+/elPYxjGWWM2b97M8uXLcTqdzJkzh4cffvh8X8r5VzUfacGfkTQduIwSal7FmrV+ogmgLIvVQ0EQhPPJe+0NVH3hAZavuIW5ByQkW8J0gKlCSZOw8japDpPYvhxG32mxZHWJuSB/VRctWsTg4ODE7YUXXpi475Of/CS/+c1vePTRR9myZQsDAwO8+93vnrjfNE1uu+02SqUSL730Ej/60Y94+OGHuf/++yfGdHZ2ctttt3HDDTewf/9+PvGJT/BXf/VXPP300xfics6frm3YvbsYyPsJpyzUgkbmt7/COi5qcQRBEC4ESZIo9Q7D3jg19TNI18nIkgxOC1MzMWTQizaZwSjZrc+h7/4V2R07MDPZcocunAcXZLnK4XBQW1v7ms8nk0m+//3vs2HDBm688UYAfvjDH7JgwQJ27NjBqlWreOaZZzh69CjPPfccNTU1LFu2jC996Ut89rOf5Ytf/CKapvHQQw/R0tLCV7/6VQAWLFjACy+8wNe//nXWrVt3IS7p/PBWoe8/zId3HcNpGsiSjBEdFU0ABUEQLiAjGsNz9bV4F34A83/+HdlsJ76CRJ/fQitJmAbI+QIjO3fhtE+T6PRS+Q/fEFvLLwEXZCano6OD+vp6Zs2axV133UVPTw8AL7/8Mrqus3bt748umD9/PjNmzGD79u0AbN++nSVLllBTUzMxZt26daRSKY4cOTIx5pWPcWbMmcd4PcVikVQqddbtorFtigmF4gGTkizTP1vG9nuhfjkE6jBi8YsXiyAIwjTiaVuJq7WV5HMv4V20lqqFs3GFnbhK42dcKZYFlk02VuClXIrhkRhWOoWZSpHduVPM6kxh5z3JaWtr4+GHH+app57iO9/5Dp2dnVx77bWk02mGhobQNI1QKHTW19TU1DA0NATA0NDQWQnOmfvP3PdGY1KpFPl8/nVje+CBBwgGgxO3pqamP/Zy37yubRh7f013czMPtS1Ed7rQm8NYI91oc+bgWXnlxYtFEARhGpEkaXxbeUMDkXv+Gv/Hv4ayZC2erIqsg2QBko2SBuWYEysaJ/2Lj2H85P8h8R8PYYyNlfsShLfpvC9XrV+/fuLfS5cupa2tjebmZn72s5/hdrvP97d7Sz73uc/xqU99auLjVCp18RIdbxWeBgXzdDt/erIbv2pgzNLQvM0UT5xAq6sVy1WCIAgXyCu3lZuxOHK4GmdNLamRIbAsDKeFKwUVHcNIskTiyCgdw0XUUzLq9m1UVFaK5asp6IJv5wmFQsydO5eTJ09SW1tLqVQikUicNWZ4eHiihqe2tvY1u63OfPyHxgQCgTdMpJxOJ4FA4KzbRVO9AKnto2TSFrrfoHuFl8K7/pzwRz+B1tgglqsEQRAuoFduK1ciYZRwJd45C3H7nCiSjFaQsBw2kj2+wSo/6kQ5mkdKp4k+/WMy27ZiptNlvALh7bjgSU4mk+HUqVPU1dWxYsUKVFVl48bf7yY6ceIEPT09rF69GoDVq1dz6NAhRkZGJsY8++yzBAIBFi5cODHmlY9xZsyZx5iUbBtUD0/WXs7R2V5ytYuwnX5kt5vA+vViuUoQBOEiMWNxJMWBNmMGFY3VMMeL7lJQdQndaVPwWuRzBdwxE7lkY/b0k/zW50n/789jZjLlDl94C877ctXf/d3f8c53vpPm5mYGBgb4x3/8RxRF4f3vfz/BYJB77rmHT33qU0QiEQKBAB//+MdZvXo1q1atAuDmm29m4cKFfOADH+DLX/4yQ0NDfOELX+Dee+/F6Rw/n/uv//qv+da3vsVnPvMZPvzhD7Np0yZ+9rOf8cQTT5zvyzk/bBs6t0IuSraQpdaG2iGZcPgIyAFouVacWSUIgnCReNpWAmCOBPHeOJ+u1BH6f/sMM54fRi3YlDwGwREFybYoOUCLlsghIe08gve6jShXvBNEX7Mp4bwnOX19fbz//e8nGo1SVVXFNddcw44dO6iqqgLg61//OrIsc8cdd1AsFlm3bh3f/va3J75eURQef/xxPvaxj7F69Wq8Xi933303//zP/zwxpqWlhSeeeIJPfvKTfOMb36CxsZHvfe97k3f7eNc2GDxIIZngtv4XyYQTNJ7cw4KABYveWe7oBEEQphVJks6q0VmSvIb4L3Yh2yPINmhZGdkESwYFC11yoBRhdCyK/8UHUfZshYXvxHPF+Ax84cgRXIsWiZqdSUiy7enb3jGVShEMBkkmkxe2Pmf4KHb70zx8eDfStuMkWkrcOBJkwX3/hHrZ2j/89YIgCMIFUezoIPFf/0Vm1w5GUz2o2RJKzkQpga1aFDw2al5CLcnoTigtgLq0E3XGXCr/8Vuk9TSxn/yE5g9+BLW6utyXM2282b/fYr7tYsiNkfdEOFLIYZsyFQkN2VMN+utvdxcEQRAuPCMaQ/Z4CL33/Qy9YyXpmfXIMkgKqMi4VAsJsBwWsmHjPgLpsRJ6PgU9O/hF+3/RHj/BaG603JcinINIci4GbxW59ACOTIrqZI6ZJ0oohQLZg11YuVy5oxMEQZi2PG0r8d9yC6TTLBvzUhu1cDo8aD4XsgLqmIqqjy9dWYqNpIOZsxlJjGEf/RXKyZdw9Q8SGzhFducu0ThwkhGnkF8M1QtIFQrM/vZjVI/aSKqNsmglpuUmvmEDvjVrRI8cQRCEMpAkCTMWR21owGdZKEUD78qVmNFBUr99DH0wgQRkgybulATYYIDUk2XoyZdoMsGdcKH87LdkameitcwUtTmTiEhyLoJieztjv/wNclal6ALZ50HOmHiuX4ne348Ri+Msd5CCIAjT1JkiZMuykCQJSZLI7tiJZatoFS4cucc4eqSDOZsVJGwsGbQCZE9YVCgKhZBO4cB20sfa8axciXqjqM2ZLESScxEYR7cwVDrNk0tqadifRp5VS23/SYwTLxL4848xjWu/BUEQyu7MLiv5FdvCPW0rx5OfUob8Y1GW7etFN00Mh0XRY+NOS+SQsABdMccLlAeHKG7bgP/6NSBJ4zehrERNzkUwsrSFdscoH9x3Cl/WRElGUb0Sxb44xY4O0SNHEARhkjkzo1PsGSL6Qj+2HMDZECTYrGG4FCwZbMXGYVnokkmg38K0LcyxYayn/glOby33JQiImZwLz7Y5dvoUtft01IJNwSOj2Apy1RKkYJ1YqhIEQZjEjGgMbc48vDeuJXhlK8Zj/8Dwfx3HksGZlzAdEB4FpWQjIZHrPE38Z534ro/jqLqcwrFjuBYtFnU6ZSKSnAutaxvu0wdorwoSMgzmajk0j4rLbeJatEgc5yAIgjCJTSxbSRLp3/6G+AsGIcVJ0lVES0lIhoUuj597pZiQHdbRVBda53HkX/y/pI/5yO6aT/gv/gK1RtTqXGwiybnQPJUYTQ4SgwkWnU7hlHUsWyVw4404FlwplqoEQRAmsVe+RpeGomiLriBQuZy+555A6cyi6DK6w0K1IO8x8WRl0t0lLHcvw7Eo4Q4L9u1HDgRwNs/Ac8WVYlbnIhJJzoWWGyMp+ZCzFo2xAm6PE0/aiR0fEgmOIAjCFBK++4Pop04R//nP0Sw/hk8H28SbAFuzSXtsHLqNI28y1G1THM6RSIFT09F+9a8YTfNwLVwokpyLSBQeX0i2DZ5K8odPcuO+GG7DIpyScRUMRv7jcfKHDpU7QkEQBOFNkmUZIxpD0jSqWi/DvGwx/nAd7togrmoZU1OQDJmiQ8IywR2zkEs2pbxBr1HE1rxgmuM3sav2ohAzORdS1zZy+/cR2hpD1m1UVUJWFRzV9Zg4STz6c2SXSzQCFARBmCKUSBglEKAiuJhwPk9R68ZVH0IrbeP4sR7CA4Al4c6AKYNi2RiSjLfbYjizE/dX7sC7tJVS6Bpca+8UszoXmEhyLiRvFanO49ilGPGgg9muIr4ljSiLrkWZuRgrkxa7qwRBEKYQMxZHa2zEt2YNktuNnc8T/88fkdoeoG7Eiy1nkU1QDAkFsCUbWzNRcjLSoM5YLoaR7aBQSlO1+AaUWbNAFosqF4pIci6k6gVsrgoQKIFb0VFb/VC7DLOk4qqtwTX3WtEIUBAEYQo5s9PqDMnjwbV0OYXuPgJDKfKOEpalY+sSMjbYoBUkTNVGsqCUlhndl0VxnCD9lT+ndNmNuN79aUrdPbgWLRIzO+eZSHIuMClTJK64sF0F3CuvILzuLjIvH8eMJ8bvF8XHgiAIU8a5XrOVSBhJltFq6nFEKigcOwJKCckhYds2ugS2BHm/hScLdqEAKqjtFpm+LTgP9yI1Xo6juorCkVGR7JxHIsm5gMxMBjuZZyDoYV4qh7tmCXKggsAttyDmbwRBEC4NZiyOd/Vq1D9vJPHooyApKIqEYg3hsEfIjhbJxMGZB9mQsGWbosMmkwQtX6A4egStsx1/XYpMtAIjEcd39TUi0TkPRJJzgRQ7Okj84vsow72MBF0sjkNxzyBF88c45y9Garm23CEKgiAI58GZJazsjp14V6+m5u//HsXrJbfjecYeuB87U8KpgW7JKKYNpoSdA9uyyRkGMpBN2Rgdz+EaDWMmUxTbO0QDwfNAJDkXiBGNYjbUczrcQfWeIUZqXdidByiFMjhXXF/u8ARBEITz5MwS1qvrdWwd3EuW4kwMoEslUns6QbKxJAnJspEtkM3xsUXDZnh3BtwF6k4+geSpwH/jDajVVeKgzz+CSHIuEE91kcRIkfBLFtqISX6mhiZDMamiJR04RXIuCIJwSXl1vY7nmuvxXHM9xY4ORr7+VbRiN7rLwmmDoctg20jYgIQ7aeHKSOgug2zRwPTnUL52L9V//mFyQxaB9beKWZ23QSQ5F4jkrcIY6MYgjuGUKTUVCS9YRibZKLaNC4IgTANnkp7CoUNYuSLBK1ciZ09TbI+DXhqfobFtTGxkJDDBKlpIpoSSlkgfHsYl/TvZER+2JOOc0YRr4UJKXd2iOPlNEknOhZIbw142n4PxLq5MDGM5NORIHYEF87FnikM5BUEQpgtHfQPh9/4F/uuvJ3fgIJlNT5Pd+CRmOoXmUyjkDQpZUHVpfPlKtsc3p6Sg7+gYSFGkH3+VUk0YfdVa9IIbrWWmSHLeBJHkXCjeKorpERQjh8cq0NonYc4ZQJm1RmwbFwRBmEa8q9omXve9q9rwrmoju+oKco//CM1bxGUfpmOnhjEEDsPGAnSXhZyV0eI2JZdF3LKI2DGsTY9hu2qw3v3u8l7UFCHaLF4Itg1V8+kM30BTr07AsJl50oXZ8mdQvaDc0QmCIAgX0VnNAyUJSZLw3ngrVV/7KcryP2fkYBXuPDhsABmHbaOWxqt1ZHu8OFlJw2hKpyeeJdHdSewrnyH55JOYqZQ4B+sNiJmcC6FrG8XjRzC3naaUd2OG09hjKomf/ZjgXQFxVpUgCMI0dybxKSUNlDkrUU8fRHbGcfp1MqclNFPGkgDbRtFBsUFJ2jgzUPBDatdR9NOfx9W7BFbfReH/b+/eo6Ms7wSOf9/3nUtmkkwmEJJwSQCvIBdFYiKComsULa1FXdu60Y22p64WKkiPFXS1p3URtp72WC9V657SnhVB2VWrrtXFoFx2Q4DILSABBOSacMllJiSZy/v+9o+QWeO9OknI8PucM4S87zNzfs8vJzO/PO/zvE9rkLTRY/QS1idokdMd0gcQP7gbJ76H7aNcjLQNfN5M3IMKddKxUkqphOzyf6Rt7UhidZcRKHBoXLwIie+gvQHsdmgxDbytcnINFlg2uE842DicOGBT/9pm3Ct2EjdyyP2XJ7XI+QQtcrrDgBH4b3mIzQvvJxDaQuCwF6PwQozsIaSNHtXb0SmllDpFmKZ58v46JQBknzkR84n7kfe3Iu3tOM02rYaJt1VwkI5Kx4B43MASaD0UxTkexbTaqHvoXrwjL8R3/lgyJk3CCgRO+3vsaJHTHfauYtexrWw70szED9uwcgrxZkaI7dlA0+ImMiZP1ktWSimlgK5zdszgYNyXl5OVtxrjxAHSPqrHu2kPkWiEuGViOGDaDoYAAhHbISpgxKKwpYbozq20Vwjt/5FNvzt/jvui67Bb22jfuvW0XHauRU6yiYA/h2W7V3Hxng/BH8O4OIvAoAE4BZNp2Vanl6yUUkp9rvRJV2Bc+ne079hBy58XYuXG8FkHiDXFcBxwxCRuOoht4IoamHEhmmYTjZtEbZu0MNg7mrAW/QZ35bvI0Mtp3779tNwTS4ucZNu7Ck4co9k1jP6tHyKZcfyRRsgdhTl0HIGhIDoTXiml1OfoHNmxGxrxT7yUzCsmY39YRXRbNaH1uzAswYybREIOVtzAdAxckY5VWK6IQbsHHNvBrGlAtqzAFViJeHORaIy0c845rXY61yIn2dIHwMH3MffXEAzH8UkctxGA4JBEE71PjlJKqS/TuReWiGCUXoPTdBDXkw/S9D/bMeqbcdvOybsmg8s2gI6l51YcYh7hRCyKxG3CjoHf3kdO+yGOH9xEpM1P/ty5+M47r7e72O20yEm23JEQLKR99Xv0D0UAC3PIZXp/HKWUUn+Tzj+IO7+awcG4S+/A0/QSuDbhjR3FNG1a9juYMQDBwcR0BG+7gWDhWIIvJES9QssRkCO1EBUannuMfrdNp7X6fTKuuJz4kdQc3dEiJ9lEcGLg3wuGQGaD4Gvt2J/kdJ/lrpRS6ptJLynBX1wMkTBG7ZvU/evjuBubsbyCxBzsiEm8zSBug4ngtg3s9o4F6K3iYMUELIPwmtXIrtVEmt20v78Kx8ok9557tMhRXyyy4kXCq9fgbW7FFAMDE8+fX6LNsvBNubW3w1NKKdWHdd4xGV8WjPw2uXM9GIc30bptH82VO5BoBIMoxw/EkZaOS1imGFhRwTHBdMBwhEirg9Q5iCnYVVUYPi/hl7NoH3Expj8df1FRShQ8WuQkWbzNIBo+ytDGo9heASzc2DS9sw7zjIt16bhSSqnk8GZijb0Rxt5I+tWC/84Qzc89SsMrb+ONtiBpIDEBx8S2wWWDYQgiBlbEoB0Tx3KwbCFmtRF/Yym+/34Dsgpoyh9G5uWXk3nVVVgZGb3d069Ni5wks9IcGo62ExOTmNsgx5+N4fbh6peuS8eVUkp1C8MwMHxZuIu/jXd3M56jOzHtVpzGOuJR4LCBA5gYOKYDjoEnYhBzCS4bbLdNpNHA5WmDxl201+4gtr2SSPUK+t11L+6BA8Hse9tdapGTTCLY7SaNaXFCQZMBxwwyxw6kfV8z8cYTWNnB3o5QKaVUCuucs9O2dh3xvVvxHH2Ho+98hBlqwAIQIA5OrGOuqDve8Txvi4mY0OI4mKaNxzGIN4UJL38be3sFxoBzibsH4xk6lH633II7L7cXe/nVaZGTTHtX4R/i4r28C/HGjjPMihI400X2Tf9E+ICJ3djU2xEqpZRKYZ1zdvwlxRgXl3BizSgC+bsYlLaN5rdW0rLjOO1HBcMFggExA3BwAOPk6E7cBTExaLVtvOLAfpAD27Hbt9KeFcRuasJMS8PMzCD7e9/DnZ/f293+XH2+yHnqqad49NFHqaur4/zzz+eJJ56guLi4d4I5eY+ciLkN22OS3hKFtCzM/DPJGjtSbwKolFKqR3QuO+8sdoiEyR42Hp5fjPvQYYhFaP2oBZcXIs1AxMRxAARXvOO5VotJzGsQcccwJQaOhbQ30/rfS+nYVcIgtrEC68wSMEDiNvHjx3Hl5GC4OsoLM+NkIdRLIz99ush58cUXmT17Ns888wwlJSU89thjTJkyhdraWnJzeyGhuSOJZgxmYPVmzvjfEL5+aZw4cQaBjKGY6E0AlVJK9azE5443E3PMDWTPn4YZO0H4P58hfe8WnEO7aNp4jKgBRAC783PKwaFjZEciLtrSHEwD4k4cyxTS4w5O3EPrtl0YW3eA6UK8Qez2OFZmBoblAgNMn5/MKy7H3b9fx5yeHp7XY0gfHl4oKSnhoosu4sknnwTAcRwKCgr46U9/ypw5c770+aFQiKysLJqbmwkEAkmJKbJzJ1ULH8HauJkBFw6l/8BLwZupm3IqpZQ6ZYgIRrSFlqVP0LqqAqethfaDLcROOEgcJOLgGCZOFAyEzkLBMcGxhLhH8MYNLJcNnXWLmBhRA8vtYFgGmBamx8XAq4P4BmfAiG/DhOlJif+rfn732ZGcaDRKdXU1c+fOTRwzTZPS0lIqKys/8zmRSIRIJJL4PhQKJT2u+PEGQkE3VkE6Z115FdkX3EjLmmpdWaWUUuqUYRgGeDNJL5tL+t/PgF0VOAfep237fppXbiHeFCLeZhK1Adug4447DqZjYjngihkIELUtYj5BTDAccBngmAaGIRgSx4rHaWvai2/AcMge1uP97LNFzrFjx7Btm7y8vC7H8/Ly2L59+2c+Z/78+fzyl7/s1ri8o0cxdFMhEe8BrP0WlGQQuPZanY+jlFLqlGMYBqQFYPT1WKOvJ/3yEP7LXqfx358n9EEDbsKILVh+iB4HiUHH2E7Hv+64gStsnBzpEQwMiHSM/YhpYLuhcfdgAnf/G67Cc3q8f31v0fs3MHfuXJqbmxOP/fv3J/X1Izt30rxkCYMkm3OKrsJojdH4wgtEdu7U+ThKKaVOeUZaAPPCMrJ/818MXfIywx/+B868/yqyznDj7Sd4ssEVAJe3Y9uIjvv6G1gYWJiYCObJo6Zj4IoZxPZG2T9rLuF3Knq8P312JCcnJwfLsqivr+9yvL6+nvzPWc7m9XrxervvolH8eAPuwYPJmDwZ0+/HaW2lZcUKvVSllFKqTzFNE4KDofSfIXSYbF+Q7IbdtB62aF53gOihw2ALDhBvAScKfOxvedMAMx3caSb0H4Lh9xM9cKDH+9FnixyPx8P48eOpqKhg2rRpQMfE44qKCmbMmNErMflLiruM2Jh+v16qUkop1bcFBmJO+RUA6SL4mw9B1bNwbAe0NyMtR0EcxI5BewukZWC6PB2Tm73pcN2vYODYXgm9zxY5ALNnz6a8vJyioiKKi4t57LHHOHHiBLfffnuvxPN5l6T0UpVSSqlUYBgGRnAwTPkVRMKwqwIObYR4FOwonDgC6blgeTqekJYJmXm9tiVEny5yvv/973P06FEeeugh6urquOCCC3jrrbc+NRlZKaWUUknmzYRR0zoep6g+fZ+cb6o77pOjlFJKqe71VT+/T6vVVUoppZQ6fWiRo5RSSqmUpEWOUkoppVKSFjlKKaWUSkla5CillFIqJWmRo5RSSqmUpEWOUkoppVKSFjlKKaWUSkla5CillFIqJfXpbR2+qc6bPYdCoV6ORCmllFJfVefn9pdt2nBaFznhcBiAgoKCXo5EKaWUUn+rcDhMVlbW554/rfeuchyHQ4cOkZmZmdSdwkOhEAUFBezfv1/3xOpGmueeo7nuGZrnnqF57jndlWsRIRwOM2jQIMwv2OH8tB7JMU2TIUOGdNvrBwIB/QXqAZrnnqO57hma556hee453ZHrLxrB6aQTj5VSSimVkrTIUUoppVRK0iKnG3i9Xn7xi1/g9Xp7O5SUpnnuOZrrnqF57hma557T27k+rSceK6WUUip16UiOUkoppVKSFjlKKaWUSkla5CillFIqJWmRo5RSSqmUpEVON3jqqacYNmwYaWlplJSUsHbt2t4Oqc+YP38+F110EZmZmeTm5jJt2jRqa2u7tGlvb2f69On079+fjIwMbrzxRurr67u02bdvH1OnTsXv95Obm8u9995LPB7vya70KQsWLMAwDGbNmpU4pnlOnoMHD3LLLbfQv39/fD4fY8aMYf369YnzIsJDDz3EwIED8fl8lJaWsnPnzi6v0dDQQFlZGYFAgGAwyI9+9CNaWlp6uiunLNu2efDBBxk+fDg+n48zzzyThx9+uMveRprnr2flypV85zvfYdCgQRiGwauvvtrlfLLyunnzZi699FLS0tIoKCjg17/+9TcPXlRSLVmyRDwej/zxj3+UrVu3yo9//GMJBoNSX1/f26H1CVOmTJGFCxdKTU2NbNy4Ub71rW9JYWGhtLS0JNrceeedUlBQIBUVFbJ+/Xq5+OKL5ZJLLkmcj8fjMnr0aCktLZUNGzbIm2++KTk5OTJ37tze6NIpb+3atTJs2DAZO3aszJw5M3Fc85wcDQ0NMnToULntttukqqpKdu/eLW+//bbs2rUr0WbBggWSlZUlr776qmzatEmuu+46GT58uLS1tSXaXHPNNXL++efLmjVrZNWqVXLWWWfJzTff3BtdOiXNmzdP+vfvL2+88Ybs2bNHli5dKhkZGfK73/0u0Ubz/PW8+eab8sADD8jLL78sgLzyyitdzicjr83NzZKXlydlZWVSU1MjixcvFp/PJ88+++w3il2LnCQrLi6W6dOnJ763bVsGDRok8+fP78Wo+q4jR44IICtWrBARkaamJnG73bJ06dJEmw8++EAAqaysFJGOX0jTNKWuri7R5umnn5ZAICCRSKRnO3CKC4fDcvbZZ8uyZctk8uTJiSJH85w89913n0yaNOlzzzuOI/n5+fLoo48mjjU1NYnX65XFixeLiMi2bdsEkHXr1iXa/PWvfxXDMOTgwYPdF3wfMnXqVPnhD3/Y5dgNN9wgZWVlIqJ5TpZPFjnJyuvvf/97yc7O7vLecd9998m55577jeLVy1VJFI1Gqa6uprS0NHHMNE1KS0uprKzsxcj6rubmZgD69esHQHV1NbFYrEuOR4wYQWFhYSLHlZWVjBkzhry8vESbKVOmEAqF2Lp1aw9Gf+qbPn06U6dO7ZJP0Dwn02uvvUZRURE33XQTubm5jBs3jueeey5xfs+ePdTV1XXJdVZWFiUlJV1yHQwGKSoqSrQpLS3FNE2qqqp6rjOnsEsuuYSKigp27NgBwKZNm1i9ejXXXnstoHnuLsnKa2VlJZdddhkejyfRZsqUKdTW1tLY2Pi14zutN+hMtmPHjmHbdpc3fYC8vDy2b9/eS1H1XY7jMGvWLCZOnMjo0aMBqKurw+PxEAwGu7TNy8ujrq4u0eazfgad51SHJUuW8P7777Nu3bpPndM8J8/u3bt5+umnmT17Nvfffz/r1q3j7rvvxuPxUF5ensjVZ+Xy47nOzc3tct7lctGvXz/N9Ulz5swhFAoxYsQILMvCtm3mzZtHWVkZgOa5myQrr3V1dQwfPvxTr9F5Ljs7+2vFp0WOOmVNnz6dmpoaVq9e3duhpJz9+/czc+ZMli1bRlpaWm+Hk9Icx6GoqIhHHnkEgHHjxlFTU8MzzzxDeXl5L0eXOl566SUWLVrECy+8wKhRo9i4cSOzZs1i0KBBmufTmF6uSqKcnBwsy/rUCpT6+nry8/N7Kaq+acaMGbzxxhu8++67DBkyJHE8Pz+faDRKU1NTl/Yfz3F+fv5n/gw6z6mOy1FHjhzhwgsvxOVy4XK5WLFiBY8//jgul4u8vDzNc5IMHDiQ8847r8uxkSNHsm/fPuD/c/VF7xv5+fkcOXKky/l4PE5DQ4Pm+qR7772XOXPm8IMf/IAxY8Zw6623cs899zB//nxA89xdkpXX7no/0SIniTweD+PHj6eioiJxzHEcKioqmDBhQi9G1neICDNmzOCVV15h+fLlnxq+HD9+PG63u0uOa2tr2bdvXyLHEyZMYMuWLV1+qZYtW0YgEPjUh83p6sorr2TLli1s3Lgx8SgqKqKsrCzxf81zckycOPFTt0HYsWMHQ4cOBWD48OHk5+d3yXUoFKKqqqpLrpuamqiurk60Wb58OY7jUFJS0gO9OPW1trZiml0/0izLwnEcQPPcXZKV1wkTJrBy5UpisViizbJlyzj33HO/9qUqQJeQJ9uSJUvE6/XKn/70J9m2bZvccccdEgwGu6xAUZ/vrrvukqysLHnvvffk8OHDiUdra2uizZ133imFhYWyfPlyWb9+vUyYMEEmTJiQON+5tPnqq6+WjRs3yltvvSUDBgzQpc1f4uOrq0Q0z8mydu1acblcMm/ePNm5c6csWrRI/H6/PP/884k2CxYskGAwKH/5y19k8+bN8t3vfvczl+COGzdOqqqqZPXq1XL22Wef9kubP668vFwGDx6cWEL+8ssvS05Ojvz85z9PtNE8fz3hcFg2bNggGzZsEEB++9vfyoYNG+Sjjz4SkeTktampSfLy8uTWW2+VmpoaWbJkifj9fl1Cfip64oknpLCwUDwejxQXF8uaNWt6O6Q+A/jMx8KFCxNt2tra5Cc/+YlkZ2eL3++X66+/Xg4fPtzldfbu3SvXXnut+Hw+ycnJkZ/97GcSi8V6uDd9yyeLHM1z8rz++usyevRo8Xq9MmLECPnDH/7Q5bzjOPLggw9KXl6eeL1eufLKK6W2trZLm+PHj8vNN98sGRkZEggE5Pbbb5dwONyT3TilhUIhmTlzphQWFkpaWpqcccYZ8sADD3RZkqx5/nrefffdz3xfLi8vF5Hk5XXTpk0yadIk8Xq9MnjwYFmwYME3jt0Q+djtIJVSSimlUoTOyVFKKaVUStIiRymllFIpSYscpZRSSqUkLXKUUkoplZK0yFFKKaVUStIiRymllFIpSYscpZRSSqUkLXKUUkoplZK0yFFKKaVUStIiRymllFIpSYscpZRSSqUkLXKUUkoplZL+D9HOQNSwGpoMAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = subplots()\n",
    "what = \"sum_variance\"\n",
    "ax.plot(ref_np.__getattribute__(what), label=\"poisson numpy\")\n",
    "ax.plot(ref.__getattribute__(what),\"1\", alpha=0.5, label=\"poisson opencl\")\n",
    "ax.plot(np_azim.__getattribute__(what), alpha=0.5, label=\"azimuth numpy\")\n",
    "ax.plot(res_azim.__getattribute__(what), \"2\", alpha=0.5, label=\"azimuth opencl\")\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "105f88ca-c466-45d4-955c-5cb7f1d04bd0",
   "metadata": {},
   "source": [
    "## Sigma clipping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9c6dac80-5001-4f3d-b304-25a1f857a237",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "factor = 1e-6\n",
    "kwargs[\"method\"] = (\"no\", \"csr\", \"opencl\")\n",
    "k = kwargs.copy()\n",
    "k[\"error_model\"] = \"azimuthal\"\n",
    "npp = kwargs.copy()\n",
    "npp[\"method\"] = (\"no\", \"csr\", \"python\")\n",
    "npa = npp.copy()\n",
    "npa[\"error_model\"] = \"azimuthal\"\n",
    "\n",
    "res_azim = ai.sigma_clip_ng(img_poisson, **k)\n",
    "res_renorm = ai.sigma_clip_ng(img_poisson, normalization_factor=factor, **kwargs)\n",
    "res_azim_renorm = ai.sigma_clip_ng(img_poisson, normalization_factor=factor, **k)\n",
    "ref = ai.sigma_clip_ng(img_poisson, **kwargs)\n",
    "npp = ai.sigma_clip_ng(img_poisson, **npp)\n",
    "npa = ai.sigma_clip_ng(img_poisson, **npa)\n",
    "\n",
    "ax = jupyter.plot1d(res_azim)\n",
    "ax.plot(ref.radial, ref.sem, label=\"sem poisson unscale\")\n",
    "ax.plot(res_renorm.radial, res_renorm.sem*factor, \"1\",alpha=alpha, label=\"sem poisson, scaled\")\n",
    "ax.plot(res_azim.radial, res_azim.sem, alpha=alpha, label=\"sem azimuthal, unscaled\")\n",
    "ax.plot(res_azim_renorm.radial, res_azim_renorm.sem*factor, \"1\",alpha=alpha, label=\"sem azimuthal, scaled\")\n",
    "\n",
    "ax.plot(ref.radial, ref.std, label=\"std poisson unscale\")\n",
    "ax.plot(res_renorm.radial, res_renorm.std*factor, \"1\",alpha=alpha, label=\"std poisson, scaled\")\n",
    "ax.plot(res_azim.radial, res_azim.std, alpha=0.5, label=\"std azimuthal, unscaled\")\n",
    "ax.plot(res_azim_renorm.radial, res_azim_renorm.std*factor, \"1\",alpha=alpha, label=\"std azimuthal, scaled\")\n",
    "\n",
    "ax.legend()\n",
    "_=ax.set_title(\"Sigma-clipping\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3c1912ff-3e42-482b-bd16-c014d427a79d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fae3dfb40d0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = subplots()\n",
    "what = \"sum_variance\"\n",
    "ax.plot(npp.__getattribute__(what), label=\"poisson numpy\")\n",
    "ax.plot(ref.__getattribute__(what),\"1\",alpha=0.5, label=\"poisson opencl\")\n",
    "ax.plot(npa.__getattribute__(what), alpha=0.5, label=\"azimuth numpy\")\n",
    "ax.plot(res_azim.__getattribute__(what), \"2\", alpha=0.5, label=\"azimuth opencl\")\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f2fd3ad-20e5-468c-9177-fdad414e9073",
   "metadata": {},
   "source": [
    "## Experimental validation of the Formula:\n",
    "\n",
    "VV_AUB = V_A + VV_B + ΩΩ_B(V_A.Ω_B-V_B.Ω_A)²/(Ω_AUB.Ω_A.Ω_B²)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8e933882-8fcc-4038-951e-552031c7ef6c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(24498.238173161437, 15557.25111513801, 204.7195336729568, 15761.970648810966)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = 100\n",
    "l = 90\n",
    "P = numpy.random.poisson(100, s)\n",
    "P.sort()\n",
    "w = numpy.random.random(s)+1\n",
    "\n",
    "A = P[:l]\n",
    "wA = w[:l]\n",
    "B = P[l:]\n",
    "wB = w[l:]\n",
    "\n",
    "class Partition:\n",
    "    def __init__(self, x, w=None):\n",
    "        self.x = x\n",
    "        self.w = w if w is not None else numpy.ones_like(x)\n",
    "    @property\n",
    "    def Omega(self):\n",
    "        return self.w.sum()\n",
    "\n",
    "    @property\n",
    "    def Omega2(self):\n",
    "        return (self.w*self.w).sum()\n",
    "\n",
    "    @property\n",
    "    def V(self):\n",
    "        return (self.x*self.w).sum()\n",
    "    @property\n",
    "    def mean(self):\n",
    "        return self.V/self.Omega\n",
    "    @property\n",
    "    def VV(self):\n",
    "        return (self.w**2*(self.x - self.mean)**2).sum()\n",
    "    \n",
    "A = Partition(A, wA)\n",
    "B = Partition(B, wB)\n",
    "P = Partition(P, w)\n",
    "P.VV, A.VV, B.VV, A.VV + B.VV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "499844e9-e2e4-40b5-8d18-4cf6086a37ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8736.267524350471"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# This is the delta we are looking for:\n",
    "D = P.VV - A.VV - B.VV\n",
    "D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7fd1e3b5-46ff-4d07-a5a4-1eab01ece87a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "22.5 µs ± 85.3 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "8568.441579000502"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Naive translation of the formula:\n",
    "%timeit (B.mean - A.mean)*(B.mean-P.mean)*B.Omega2\n",
    "(B.mean - A.mean)*(B.mean-P.mean)*B.Omega2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ea6bc978-ba4f-4e39-851d-773dde13275e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "18.1 µs ± 398 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "8568.441579000488"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# reformulation\n",
    "%timeit B.Omega2*(A.Omega*B.V-B.Omega*A.V)**2/(B.Omega**2*A.Omega*P.Omega)\n",
    "B.Omega2*(A.Omega*B.V-B.Omega*A.V)**2/(B.Omega**2*A.Omega*P.Omega)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d8842b53-d8f5-431f-8c43-66993fb16eaf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "18 µs ± 293 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "8361.848932562403"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Symmetric version not as good since Ω_A>Ω_B\n",
    "%timeit A.Omega2*(A.Omega*B.V-B.Omega*A.V)**2/(A.Omega**2*B.Omega*P.Omega)\n",
    "A.Omega2*(A.Omega*B.V-B.Omega*A.V)**2/(A.Omega**2*B.Omega*P.Omega)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6ba2e282-66c6-4e2e-b6a2-3394bbd1944e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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