{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Proof of Concept: Inverse Transforms for Forecasters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 414/414 [00:00<00:00, 648.58it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from merlion.utils import TimeSeries\n",
    "from ts_datasets.forecast import M4\n",
    "\n",
    "ts, md = M4(subset=\"Hourly\")[2]\n",
    "train = TimeSeries.from_pd(ts[md[\"trainval\"]])\n",
    "test = TimeSeries.from_pd(ts[~md[\"trainval\"]])\n",
    "\n",
    "ax = plt.figure(figsize=(10, 6)).add_subplot(111)\n",
    "ax.plot(ts)\n",
    "ax.axvline(train.to_pd().index[-1], ls=\"--\", c=\"k\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "from merlion.evaluate.forecast import ForecastMetric\n",
    "from merlion.models.forecast.base import ForecasterBase\n",
    "from merlion.utils import TimeSeries\n",
    "\n",
    "def eval_model(model: ForecasterBase, train_data: TimeSeries, test_data: TimeSeries,\n",
    "               apply_inverse=True):\n",
    "    og_train = train_data\n",
    "    yhat_train, _ = model.train(train_data)\n",
    "    if apply_inverse:\n",
    "        yhat_train = model.transform.invert(yhat_train)\n",
    "    else:\n",
    "        train_data = model.transform(train_data)\n",
    "    \n",
    "    t = test_data.time_stamps\n",
    "    yhat_test, _ = model.forecast(t)\n",
    "    if apply_inverse:\n",
    "        yhat_test = model.invert_transform(yhat_test)\n",
    "    else:\n",
    "        test_data = model.transform(og_train + test_data).align(reference=t)\n",
    "    \n",
    "    print(f\"Train sMAPE: {ForecastMetric.sMAPE.value(train_data, yhat_train):.2f}\")\n",
    "    print(f\"Test  sMAPE: {ForecastMetric.sMAPE.value(test_data, yhat_test):.2f}\")\n",
    "\n",
    "    ax = plt.figure(figsize=(10, 6)).add_subplot(111)\n",
    "    ax.plot((train_data + test_data).to_pd(), label=\"true\")\n",
    "    ax.plot((yhat_train + yhat_test).to_pd(), label=\"model\")\n",
    "    ax.axvline(pd.to_datetime(t[0], unit=\"s\"), c=\"k\", ls=\"--\")\n",
    "    ax.legend()\n",
    "    plt.show()\n",
    "    return yhat_test\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from merlion.models.forecast.prophet import Prophet, ProphetConfig\n",
    "from merlion.transform.resample import TemporalResample\n",
    "from merlion.transform.sequence import TransformSequence\n",
    "\n",
    "def get_model(transform=None):\n",
    "    if transform is not None:\n",
    "        transform = TransformSequence([TemporalResample(), transform])\n",
    "    prophet = Prophet(ProphetConfig(add_seasonality=\"auto\", transform=transform))\n",
    "    return prophet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No transform...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train sMAPE: 4.88\n",
      "Test  sMAPE: 17.83\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"No transform...\")\n",
    "base = eval_model(get_model(), train, test, apply_inverse=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Normalize...\n",
      "Train sMAPE: 54.41\n",
      "Test  sMAPE: 118.24\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Normalize + invert...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n",
      "INFO:merlion.transform.base:Transform TemporalResample(aggregation_policy=Mean, granularity=3600.0, missing_value_policy=Interpolate, origin=0.0, remove_non_overlapping=True, trainable_granularity=True) is not strictly invertible. Calling invert() is not guaranteed to recover the original time series exactly!\n",
      "INFO:merlion.transform.base:Transform TemporalResample(aggregation_policy=Mean, granularity=3600.0, missing_value_policy=Interpolate, origin=0.0, remove_non_overlapping=True, trainable_granularity=True) is not strictly invertible. Calling invert() is not guaranteed to recover the original time series exactly!\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train sMAPE: 5.73\n",
      "Test  sMAPE: 17.55\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from merlion.transform.normalize import MeanVarNormalize, MinMaxNormalize\n",
    "\n",
    "print(\"Normalize...\")\n",
    "eval_model(get_model(MeanVarNormalize()), train, test, apply_inverse=False)\n",
    "\n",
    "print(\"Normalize + invert...\")\n",
    "norm = eval_model(get_model(MeanVarNormalize()), train, test, apply_inverse=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Log transform...\n",
      "Train sMAPE: 0.46\n",
      "Test  sMAPE: 1.19\n"
     ]
    },
    {
     "data": {
      "image/png": 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1YRSzFSXxGYpQ2Z1dAOJJv/ofAfye9gf82jN3NjquRo1XCjf05/DyjvJkth1zYwtCjRqvJA7GnjKVN62NfamDWZDOyU0VqlOwQbj/CdW2Uiaa42o3UsdPyjxzhSq0e/RkNUly5IacTWIXuufAtAlbZ7nA0UadCC8djvmfrHcC8NXhL9+To2uu6tiH/+O/+3z2Os7GF/yNgUvHMfnWL3ucqR8tmRiLkJDPHfrqAf1e3jHO0nGrxV9Mg4izIonP0CW/tiZUs361P0Aj1mbJTdL6a9R4JXGYdEX1HADaDetUeE5qPLhQhMqh27A27oLvLxCqTkqoTv56vv8JVU91aNneYaUfb2cQqqixRUv4yKDcBzOcBZwTWtnoXlDH9y5xURwy2oBQjW69gCPUBfK5s9+8JxWqZL7S5Z0WvaZVuTEgweHEY7/bYK+jbgJHk2qkcqjDO3thX0VXNHcAGJvbNIOKpV8v4kxKqM6o/+vnwd3MZJ8QwdPwga/xYOLO2EcI2GtrQmWbp2JHX+P+wFvf+lbe+ta3bnTMnZFSqDqNu1CoFkp+7aTkdwo8VNZJn8BnHPomaPnVboK98Fi9Kgslv7ixDYA36dPcuVB4/MgN5sqGfg65dZmLN5/m2gZveHBbG/xe/1+z9cmfw5hWI4SnCddeJqFKdjD7jiJIRxXH9yS7nXZwpIixofYNM6vHhYp5YhNfdXt6zg4NU89lbO0AINx+9T8CuK0J1Y0NBmzXqPFK4mDssdt2sA5+D977jzgjvrkm+DVeMXzf933fRj8fRDHH04Az3QYzP9qYUPVnPjt6PW47ilCdhuv5/leoGj1iDJxgWPqjQRSzI5d9MwCysQWAOzoufY6hG3JW9JGmAy1VIjK3L3FeHG0ka9p9beB+wx8C4JL/6VORs7EJrvdVyW6rZdFr2BuNfQE4HPs80ezzlh9+M99u/kzqjSpD8uFs+kdr3Zrtit2aiUIVNM/MH2wqYl2VnCdIOhSvHNWEqsbJ4GCkNie842vgIz/G5w/+b2an4AZU48FEUm0427s7D1V/GrDdXi75nQaF6v4nVEIwM7s4QXnOxdSPVAYVLClUQqtc/uSo9DlGbsBFY4DongchALC6+2yJGRO3Wuv80A04413BN9vw+FcA8KS4ujEhOWlc78+4uNNCCHHXCtUf9N6NkDF/1f53jIflrz/MCZXtHs7LdYBvb9GVY6gwF3HshZwRA6LW/vzBDdXOBIlCNZgF9xwprnF/4HDi81jLg5naFD4xeB9hLCvPOK1Rowjf/M3fzDd/8zdX/vnEBpGW/Nyw8rxaP4zxwpheQxGpWqF6leFZPVpxFUKlbqKh2QKnkz4uWkqZCMcVFKpZyAVzsETIDC1NBtNqN+Ln70x4SBzgdR+C3gV8q8drxfV7zkd1fTDj97Wvw0/8WfadcCNCFcWSo4nPm8e/kT7WvvmhSscmv8eaHS4pVIHdwyICv7xjc+qHnGGA7Mzfx03UzgRSytScD9zVCKIaNV4uDsYeT9m6MefsG7g4/B1MolqlqvGK4OrVq1y9Wq2THuahnmd7ypQexrJyF3ji/etoQpX8f3IKPIEPBKHyrS3a0SjttsrD1FdlHq+xv/S42d4BIKyQPzTydGyCHlcCpKUiOatGqK4cTTkr+hi9iyAEfuciF8TRPTcg+Xp/xp8dfj989N/zBwc/nprFq+B46hNLya53Fd7yJwgx2DuqTqgc00BM7iwTKke9D1VM5RM/4owYph1+AAjB1OjSCKun+r54OKU7u86XPaQ+aqO7CAWtUePl4nDs81r0De9N34ApAx4Wt0/FTajGg4dFharXVISoatkvyZtK8qcaloEhOBXJ/w8EoQqdbbbFpDQZeOqpkl/QOrP0uN1QalXolXtgRm7IvuxnEqqq7faDWcAZMcDY0jPkOhc4L47vqRlybhDhjvs8MvtdAD7n+D8y9sJSUpvgcOyzzQQnHMP5p3jeeA0XRx+rdOzYCzjbCCGYpKGcALGzpU+uX/oc3nRMT8wwts4tPe5aPZpR9VTfp1865ucaf51/ffBNXKL6CKQaNV4p+GHM2At5KLoCTi+1EbxWXD8VZZIaDx4OxspDlQw3hurqfeKVSvKnhBB0HOtUbA4eCEIVNbbYYlr6hiUlv2iFUDktTagqlIom0xk9OcwkVKJiu/1w5nOWAbYmVLKrFKq7WfxuD13CE8g/ujFweVTcwpQRXPpcdt0r9OSk8kV/MPZ4ROiB1Huv4ZbzCHt+tcHGYzfkoYZ+rxYUqrixA4CclZduo5H63Vbv/NLjvlXd2A5w/fmPsSPUufwX5odrQlXjVUdiFdgN78D2ZTjzBACvE9frkl+NE8HB2KPtmHQaVlqyq6xQ6Z9LiBjA5z22y4Wt5it/ohvi/o9NAGjusC0mDLwAyH/Rp0HE42KAbJ9deryhCVXslRMqa3aIgVzyUCWEyvCqeW+8cZ+GCJAJodq6yBkGzCqa2hP4YcwX/r338FVvOMcP/akv2OjYl4vr/dmcEL3p6+H6h3iz8TwjN6TXtEuPXyJUu48xaFzkjPurEIVgFl+2Yy/kkj2GGcvdmvp9CKd9ys5ATFWqeWN7WaGKzBZ27CKlROimgyL07szLlG8Sn2Zcl/xqvMoY6FDgXngI2+ehtYPfPMPj4Y06i6rGK4Iv/uIv3ujnj6c+uzoTrbchoUqEhcSMDvCO/+ELN/r9nyk8EAoVrR22mDAqMXVPXZ89RstkCGi3e0C1kp/j6fEivYW8Kh27YPoVzcxjlZUkdDCouXUJU0jiUbUMpQTP3lZen3d/4nbllPFXCtcWCdUb/xsA3iReqNzaejD2eUjo13LnEUaty5jEMCxXqYZuyAVTq0id9diDoEJzgaEJldlbzh2L7RZNvMoGyrOjTzAVbaYP/QHeZLxQK1Q1XnUk3su2d5CuS0H3slK967T0Gq8Avvu7v5vv/u7vrvzzYzdMFabOhiW/hHh1GqdPD3ogCJXZ2qEhQiazaeHPReMDTCExe8uEqtdpEUiTqIJC1fZ1AGdGyc+u2B0mJpqIaGJn7V5Sj49uVDo+wcevz3/fJ25U70x7JXA08XlE3Ea29mHnYQJnm8vioPIAy8OxxzljgLQ70Ojhdh5S3+i/VHrs2A05Z87n+CUw23OFqgzWLHkfz658o0ULv/Juasu7wZF9AXnhs3lSXGE0e3WJbY0ailBJHPdOui7F3XOcE8d1ya/GiWDih3Sby7EHVUchrXb5nSY8EITK1iW72aS4O0uOlSphbS37ZrpNCxeH2C9WqIIoZjdOxs4sPEdjixhRuTvMnh3o5zinD1f/FxW8P4v4+AKJunJcTCZfaUy8kEeM27D7KAB+57IiVJUVKo9L9hihCY3fU4RKHr9QemySIQUsESpLR2FEfvlr4bgHa8cDYLdp4VXuKNmN7jBpXsQ5+1ocEREPqs2UrFHjlcLxVDV4GJEHvYvqwe5Fzol+bUqv8YrgG77hG/iGb/iGyj8/9qKUELUSQlXxWkyGencWSn6nBaWESgjxeiHE0wv/DYUQ35Hzs18ghAiFEN/4ip/py4DT6gLgTorNxGKiCJWzQqhs08DFQQbFN+JZEHE2Gci7WDY0DHyzU7k7rOHqUpcmZZaObZAVPVgJPnV7zJsub+GYBi8dvbqEauyFnBd9xJZS16Kty1zagFAdjn0uGMM5odGlinBYXvacBRG7cgh2B+xW+rjTaqtz8cpfi6Z/yITW0vEAwmnRFEElc70bRFyQB/idi1h7aki3Oaye1VKjxiuBwUxHuUA629TYusi+GOG5r+66UOP+xOHhIYeH1cejjd0g9U617CSYc8Muv3tRoZJSflJK+VYp5VuBzwOmwE+t/pwQwgT+/8AvvtIn+XKRmMrdWXHJznBVErezdWbte75oQFCsUM38iHOij2dvgdVY+l5gdekwxQvLWXg7OCTEmg/j1R4sw9ssoftaf8Yje20e2m1x9VUeezLxQp3jpF5LufUQl8VB5R3xwdhjfyEHqt3u4kobf1yelu4FEd14CO3lPLGWY+NKm6hEaQTo+EcMzN21xw2nTROvEjE8PD5mV4yJty4jdpRS1xhX61SsUeOVQn8acMHoqy+0L9PaVkqVHG/my6xR45XAxIvSHKkk/qCqny+xjbTte1ChWsHbgOeklC9mfO8vAj8B3H7ZZ/UKo6EVKn9WrBAZriqpiZUbMUBgNBBhcZfd1I84K/p4zbNr34ssZWauYrzrBsdM7N10qO+8S7B6oKSUkuv9GZd3Wjy0137VFaqpF7DNKFWYjN1H2BIz/Em1suXQDdmJj1NC1mvaDOgQTcuP98KYbjyA9t7S403bZEaDuELJrxMeM8ogVGajTQu/khesf/PT6pjdR2DnYQBa05pQ1Xh5uD1y+cYf+A2evVVtPejPfB5z9M9qpdfeUcqxOdl8uX7xcHLPjcGqcbow9kK6DdVr3bQNhKhe8pt6IW3HxDDKu6xfbWxKqL4J+NHVB4UQl4H/FviBooOFEN8ihPiAEOIDd+7c2fBX3z1MR5V6AreYUFleX/2jtX4jDYwmRlisbEz9kLNiQJBBqKTVokmQ1n+LsB0dMXUWSJ3dIsTEqjCPMMHhxMcNYi7ttDjfa6RR/68aZseqK6+tCFGygFPRWD91PbrRfIRPt2ExkB3iEkIlpRph0AmHGYTKYIYDFQjVVnTMxN5be9xqtLFFxHRWrnLdvvIcAHuXHge7xZHYYcvbrLGgRo1FjNyAP/2O9/OBF4/5iQ9VI+cjN+SypdVtbSMwdOnPmm5GqKJY8uX/+6/wp/7Vb290XI0aCeJYKlO6VqiEELRss3L1YuKHqap12lCZUAkhHODrgH+f8e3vA/6alLKwl1xK+YNSys+XUn7+2bPrpOMzBlsRqrDEO+P4faY0wXLWvhcaTWXqLIAbRJzjmKh9bu170mrRwisdPeIGEfv08RoLZUchmIgO9gaE6pqeH3d5p3VX07xfLuzU1K3+DqejyElccZ6h5Q8wiFOFq9e0GNApTTn3dYhpO+xnlPxMZrKBLCndAmzHA2b2OrG2dGq+Oy33wx3deB6Aiw+/FoBjc59uUN1nUKPGKv6PX/s0H7umvJRBxcDeqR9xzuiD04WGUuvTsOENfZnPaFXsQy/1Nzquxv2Nt73tbbztbW+r9LPTIELK5S69trMBofKilIydNmxC894OfEhKmVV0/3zgx3TQ4Rnga4QQoZTyp1/+Kb4C0MbioIxQBQNGxhbtjO/FVhOrJOl86imFarDaag8Iu0VTDEoVqqEbcFb0GbU+Z+nxmdHBDqsndF/ra0K126LXUISqahjlKwFb+9HSkl9bk5MKY1/iWNIJjqAxP77btLguuxglxyf5UM1wAK1lhallm4xxaJURqjimxxjf2Vn7ltlIQl7LVS7v4CViBIY25o/NHbph8fnXqFGEG/pzvd2yK5fx3SDiPMeZUS6mX32TBvD0lf7S8zZPoY+lxquPv/k3/2bln02Tzptz+tFyTNzKsQmn97rbpOT3x8ko9wFIKV8jpXxMSvkY8OPAt58aMgUpoZIlpZ5WOGBi9DK/F1tNbFnsofJmY1rCh3YGoXKS/KJihWo49dlnSNxZNsa7ZnejGXIvHCoD/qP7HbpNCyl5VVukW4EuzSVdeq0dAEQFY/3ED5UhfeH4rabNkA5myfFeEGMSqYiKVYXKNnFxECWlW7wBJjFBJqFSdLus4/PTBxPs8TWmzlkwlVdgau3Si/vFv7tGjQIcT33ecHGLL3zNHi8dViNUUz9iXx6vhA2rdW5TQvXhl+Yl92cqerhq1FhEEm68ODqmbVuVu/y88B4nVEKIDvAHgZ9ceOzbhBDf9pk6sVcUmlBZUTEhaoUjpuZW9jetFk5cXPKLxqrMZXbXuwSF3aKBjxcUy/STwR0sESM6y2VDz+zS3GCG3IsH03TwZGL+ezXLfu1gWaGaG+srECov4iyJ50O9DltNm4HsYJekzXthxA76dVrxUHUaFjPpIMoUKp33FTSyTOlKoSorG77zA1e4ZBzR2H94/rTOHts1oarxMnA08dnvODyiG02kLB82PvUjlY+3qFCZNi4N7IrZeAmevtLnTFdZIm4P65DaGgpvf/vbefvb317pZ7Nm8bU2KPl5QUzTPp0RmpXOSko5kVLuSykHC4/9cynlP8/42f9eSvnjr+RJvmxoD5UZFd8EO/EQ19rOeY4WDTziOH8Bk1Plj7F6WYSqTUv4qccnD15fVVTNrWVC5Vtd2nF5UnuCTx9OeGxf/d1Je+qrOfakG/aRiDmp0YTKqrAjzgrm3GpZTI0uTjRW8/xy4AYxu0L/jhVC1XZMXNEoVaiiiSKDkR6mvIhEoSqL0HjxcMIj5hG2zp8CcJ1dWnhQYch2jRpZOJ4G7HYcznQbzIIIt2SDBqo0txMdLitUaBtBUH2TNnIDnr095sufVGtTv2SUV40HB7PZjFmFRh2YE6pVD1XVLj/3Xleo7nlUVKh68QjPziZUsR45EsQFC9hU3YjtXlbJTyVs+yUz4IKR6rpxVghV6GzRltVvxC8cTHjsjFJTerpWXTVU8+UijGK24z4zaxsMfeFbDTwalcbvTLyQfTEgFvMsLiEEZifxYeWrXF4YqXmMsOahEkIQGs1SYh1opTFOcsAWYDk66LOEUB2Pfc7JA9i6PH/ehi5BTg4Kj61RIw+HY4+9tp2aciupzt6IhnTXCZXZpbGBjeCj1wZICV/xerW+9ad+9ROvUUNjlKVQbdDl5wYRTasmVCcHS90EbVkgUUtJlwmBk13yk2aTBj5BlK9QGbMkGDTHlF5yPEA0UnESrZ3ltHbpdOnIWaFClsANIm6PPB7ZU2rKq13ymwYR+2KI11gmNFOzSyOsQKj8kDMMCZv78ywuoNnVhKqgM8kLY3ZFUvJbzxOLzCZmSbdmNFJKY9xcj00QenyNKPFQxZMDGviwPS/5+c2aUNW4ewRRzNAN2e046e6+yiapGySjrJYJlWd2aG6geiedw5/90DamIdKhyzVqbIK8kl/VWX5uENO4l0t+9zwMA1842EUKVehhEalhvBmQVpOGCAn8/EUkJVQZCpXZaNMUAX5Qsgjpm217d3nxM502DfxKZbvkgt1uKSKVXLivVslv4oXsiRF+Y5nQzMwujQqdihMv4owYELWXS6dbPUV2i/xL3lLJb51QSauFFRcrlZFWGmV7nVAlamdZ2bA51TP7th9KH4v1+USjOp26xuZICMz+AqGqsknaCnVUR295kxZYXVobEKpbQ/W5Ob/VZLtl05/VClWNzTHOKflVNaWfZoXqdKZjfQbgiyZWgUIl/TECkI3sLr9klEzgu0Ar80ds75gIgdlcLxsaulQUB8U3c2OmFr/misplNto0RMjtqct22y58jkQ6TYZOJiW/V0uhmnghZxgQth5betyztmjPyj1UEy/kMTFAth9eenx7W72u/eGQ3fNZR6qS326OKR1Ut6bjFStU8eSQWApEK6P8qwmVUZCaL6Wk490CE9iel/yS8qU/Oc65gmrUyMexLrHtdpx0DlqZQhVEMfvpwPblTVpg9ejI6sn9t4Ye2y2bpn/M2Sa1QlUjxdd+7ddW/tnkPtRrLhIqq7opPTy9pvQHhlAFRgOnQJnwJkOazEs6qxAJoSogRI5/zIguO8Y6ezYqtttbswMGdNleCRd1mur44XgMZ3JIn0ZyYXZ0muwm5YE1uEOIw0xykoexF/GYGDJqLStEvrVFR16vcHzIPiOMlTyvVluFEk7GI9b77xRUyW9EbLUw7HXaIuw2DTyQEnIyueTsmBEtms56wCtWUz1PgQ9rFkSci+9oQjUnhaYmaGEFUlmjxioOx4pQ7bUXSn4lu3o1DksTqhWFKnR6dGT1kVS3hi5f1X4O/vc/wl9q/SF+bPYXNzj7GvcjfvS3X+LRvTZ/5a/8lcrHjN0Q0xA0rDkp2iSH6jTnn51OmvcZQGA0sQtiD7yp9uXkKFQJoQr9/OdoBAOGIvv4ZPyNLBnM6/jHDMS6MmI3FdEbj8s9SIl0+lmf+iH4e5fpfULFh92VQvWT3wJ//zXw/K9WPmQ2m7EjJvPIBI3YbuEU+dg0Jl7IrhitxU/YzfKZjF4Ys8uIqJlNuYR+HyhSmLwRI9pLH/gUph56HeaXO44mPhfFIaHRWCo72i11bYSzzYZc16gBywrVvORXfBNyAzWwPTKc+bB1jdjp0WNa2iiT4NbQ5Y/F7wLgv5z9PMNJsdpe4/7GyA34zp/8KH/ih35ro+MmXki3YS2FTDumQRDJUo9wMlqsUROqk0VoNFWnSw68ibrJGclohhUkhCry85/DDsfMjGyFy7AThaqYULX9I4bmztrjjZZ63umk3IOUKFQXX/pZ8MfYn/gZHMvY2EPlTobwzC+oL97/Q5WP84bKWL+qMGG3aeLhhSU3gdmErnAxV45PXgPfzfd9eEHErhghW9mKmpEQqqKQV3/CWLZoZNXptXIoonxC1Z8GnBfH+K1zSyqY0+wQSoOoVqhq3AWOJuqa2+84qS+yTHVWCtUAt3FmTZGVdoeW8Jm51bxQt4Yej0UvAWARcX7yiU3/hBr3EX71mfk83i/5A1/GV3zFV1Q6bqQJ1SISk3lprFAyCeOUlvxO51l9BhAaDo7MXzgCfZMzm3kKlbqRhgWEyommeGbW4BpS7w0lJb9u1GecQaiaLUX0qhKqBj6twafUAy/9JrsOpSntq/jxn/gxALzew/DcLxeqMouIxir6weqtzDS01TzDacmuOtY5UEZnuWTY1CW/sIBQuUmXXw6hshuJly2f2ApvxJRGdieJVqiMOP+1OJ76nGFAtJKY32pYTGgSezWhqrE5jjWh2mk7abZcOaEK2WNEmNGxmvg6pwWKb4I4lgzGY8741+CzvwmAy95zG51/jfsLH3qxn/57vMFmfZJBqBxTrbVeiVqalAUzN7unAA8MoZKGjSXzCUUwU6U0u5WjUNlaoQoKSn7xlCCXUDX1LyrJwor6TKz1clWro9SZWYWhvFM/5LPESwgZwZu+AYIJn+1c3eiiB7COngHgxxp/BPwRs2sfqXSc1DlOzvYyoRK2yvIq830IHZC62qXXSAiVV6JQMUJ0cgiVo97HiVtAqAKlUGV2kugxMhQoVINZwBkxRKx6wGyTEW2kWxOqGpvjaOrTa1g4lpH6I8vK+K5WbKMMQmVqQjWblvuoRm7Io/I6BhE88QfxjRaPRi9VSmqvcX9isBDsGlaI80kw8aJ0Q5AgsVeUlZ+TINtaoTphxIaDTT6hilxFVKxWdg6VYZYTqmY8wTezS35JWnthu30c0ZMjZvbO+nNrD5VXoM4kmHgRTxpX1Rdv/iMAPGHeLPVbrOJCfJuhbPMj1xQxuvH871Y6TkyUFNzYXjbBGo5Ki5+W3ASMZLDyCqFqd5R6GBUMJvbCmJ6YYujZgauwHEVsvYJUXyOYMKWZrVAJgY+NUUCoRq4KJhXdZULZdiwmsomoFaoad4Gjic9u24b3/G8YH/lR2o5ZqeS3x4g4Q7FNxij5s/I15Wjq85i4qb448wTHncd5HVdKSzQ17l8M3YCH9xQpjzYgVCMvXIpMgLniVGYHSb5/WmMTHhhCFZkOdoFCFWnVwG7nECqtUBXFHjTjGZGVQ6iS7rAiQjU9wkAyczICJXXJ0Kuw+E39kEtoleexLwUErxE3Ni759fxbXJNneFEqYhTc/lSl45Loh9bOSpaW7nScTIv/BsfT574yIDohVHHB6BYvjOngYZQ0F0QF76MZTJjQzDalA4GwC0t+o6nLHiPsrWVC2W1ajGkhverp1DXmkFLyjvd+mqvH1TvT7iccTXz+G+s34Ne+F376z/Fm53rpJmnqK4UqK5PN0p9Hzy2/Ho8mPufTbsFLDHuv5QnjWmn5vsb9i+Es4OJWC0NAWDRBZAUTL1yKTABwNlaoakJ1opBaocqTqJMyTKOdfSM2nHKFqs2M0M4uGSY5VkWlIrSy4zcyylWaUMmSkiGoRfSCOEJ2zqmuxZ1HeERe37jLb8e/yTW5j0uD63IPo/98peNs95BAmogVlcjSO2KvpGzpeH31j1WFqtkkkCZxgaHcD3zawkPkNBeQNhfkv49WOGEsm7l1+lDYmAWEKhjdwRQSe2V80Nleg4lsQsmA5xrZ+JHffom/9bMf55/9cjVif7/heOrzJfEHwFBl5680ni5VqHx3Sle4iE4RoSonqMeaUMWGDe19vO5DnBd9JrMHk9zWgKEbstWy2WrZvP6Lvpo/+kf/aKXjxm6YlqwTJJvXqh6quuR3wpCmg02YO/pFehMCadJqZitMpvZA5SpUoY9DSJxHqNJ2+4LYgKnyHgXN9cUvDZQs6RIERaguG0eIJFRy/3VcCjfzUEkpORPdwdl/lF/7q1/JFXmB1vCFSsc63iF9sbXWVZQu4CUm2EbQJ0astXkbhsDFKezQi5NyYE6emFFBobLCKVOauR/aUDgYBWqn1Gn3qyW/jmMyNdoY9XDku8J/eFplmHkVBgLfjzieBDwWfhpe91Ww8whv5PlSQhVN9MD2lQgSAFtn2xU1eSQ4mmpC1TkHhkHcuQiA37+x6Z9R4z7BcBaw1bLYato8+ZXfwLd/+7dXOm7ihXTvWqGqTemnArHh4IgwX5r0x0xp0Gxkv1GmvhHHOZ1uUvtiZM6NvEq7faJQhVmEKi0ZVlGoQi4bh/PBvDuPsBfe3kih6veP2RYTmmce5eG9NsfOeVrenfIDgZZ/zMDYWXs8ydIqij0AaId9ZkYPzPXcWU80isumCVnJC2hNS7c5xDb0MWWQH5sARCUKVeIhW83hEkIQWV2sCuN3aqzjzli9Z9f61aba329wZxPOeVfg/FNw6XN4MvpUOmg2D0nHrLUaYYKK8QAICjyJCY4mPuc4RvQUkZJb6v/hcfWk9Rr3F4ZuwFbTZrtlczQYM63Q3ABq1mvLXjWlq6/LPHluHZtwOiDNBg4BQZitUIlgwpjW2hudwNQlP5mjMPmz4mDQRKEqIlSxDnyUGaNrUoWqaB6hxsSLOM/RnFD1LtKJBnhe9SC+O7euANDUPqiosUM7qlaqagdHjMz1v8FpVTPBdqM+UyvjNQA80UQURR74mqw4OaXblBjnECp9/IRmumtaRWjYmHG+QiVcHdzZWu/WlE4XJ6rLJJviytGUmwN1/T6IhCqOJeeDl1SX3fmn4PybuRDdwC8p1yV+RntrXaFKCFVYgVAdT3wuGH2MbUWkjK1L6ryG5ZMPatx/iGPJ2EtKfha/8L1/ma/5mq8pPS6MYqJYrnmgkrW2TH320pJfrVCdLEyHBiFBjkIlgimudHIJlaVLfjJH2UiCQYWT593RClWBshFO1XOYzQxjvCZUZlx+M5HugC7T+Rw5PXKiFxwRVOzKGdxRHT0dPaQ5bu7SkrNKWVStaJRJiJIsraBEoerFQ1wnO+k8MBqFpFKUKFTz5oKcv0MTKk80MY3s0TSRcLAKMs3w8sm1aPZoyakafVOjEm4NXf7A3//lNLD25sDdqKvotOHW0N04bmDsh1xAd7/uPAK6nGy7h4XHCVcZye3O+ucpCcqNvPI1JTGlJwqVtaPXlppQPZAY+yFSwlZTlfyqmtITj9Rqw08amxCVhD7XCtXpgLQcpVDlEAoRuniigWVmvyRWQxOqHELhJ0nrOcGgmOUlv1CrXFZWFpaVDOUtH93SnOr25kSh0kNRz4l+5Xl+42Pljdg5q6V9RxOk2XHpsZ14hG+tk8JkRxwV5EiFUcy2HOLnEqomZsEcPSNIFKocL1yqUOWQMt2Blxt/AUSGU5hpZiQqWQahspsdDGSxl67GEj78Uj/991sf3iGMJbeG9+bYk08fTPh9f+89/Kv3vrDRcSM35KzQymf3XNoB6/j94gP19Swa65/HZkKoSsZhAUzGQ7aYQE+tJY3ePp60MSc3K/4FCzj6NNz4nc2Pq3FqMNQZVFtNm62mXXmDM086vzuFaqYzDFvOuh3kNOCBIVSYDRxCwhzTmxG5+CJjGK5GolAR5ZT89CzAfEJVnrAduSNGskXTtjOOt4kxMAsGPCdwZiuESi+C58Vx5fEzXl+lne+cUdJ+1NhR3ygjVHFMV44JnJ21byUDoovm6E38iD0xIsyZxRcaTawChcoIdfkib4RQidKYKFSBuT5YOUFcEhJrBvllx0biI6ugCtRQePpKP/33k+fV+7oYKngv4bnb6tr4iQ9e3ei44SzgHPqz1z0PbUWo2v5R4XFGoDcvGeQ+SUqXVZokRnpN0QpVp2lzh20s3UhTGUfPwz9+K/yLL4PoLmaLojKPfmfhmqjx6mM4U+/dVstiu20T5jR7rSLJkcpXqIoJVaJSt+uS38lCWA6GkAQ5pR4j8ghEI/d4K/VQZR8/V5fyCJVFjIERFXSHuUMmNGk6GReLEPiigV3BQ9Vx9eK3vUyozop+ZWN6OFLG6mSeXjpseFa8gOOPMInnBGwROtzUKDCVT9xADzfOTjoPzWbhgGUzGe2TU3pNvXA5xDghVGFenhjlhMoOx/hGK9NU32qr5z0e1AOSq+Kj1/oAPCVe4AttFd1RVWk9bbiiM7T602pjnBKM3JBzoq82KlYjVai6Ub9QHZh7CjM+DxtEsdgztcFK1pK2YzKSbYxNI0A+9Z75v69sNlQ3wX/6+C3+8D97L5+8WQfknhSeP1DX1fmtJt2GRSxlJRdDkiO1GppcVaFKCVVO89hJ44EhVIlCFOYoE2bkqonsObB1wnbejTjU5lA7T6FC5xcVeG9ib8xENnN9XIHRwIrLS0Vb3i0VO6B3k3TOIoXBOXFc+UYkZge4NEAPE5aaUIWTYkIlp0f65zNM5RXCTd3xMY6IiFsZnY6Ul9usqNhDNffC5bwPuhSXKFlZiI38kFgpZWFifjslVHUWVVXcGno4BPxc46/zjR/+72ngb5ypdlrw4qFaJ26PvMp+RoCRG3BWDAiT+ZCaUO2LYeEoJzOY4GOlHs4lWMl80XK1tDG7pf6h15S2YzGkjelvSGpufwIQYFjwqXdvdqzGC4fqM/671+tNyUnh1589oNe0ePPlbToNi+6bv4o/9if+ZOlxc4Uqu8vPK1WoQkxDpLP/ThtO51l9BpAMN45yhhubsU9o5CtUyVBdkadQaV9Q0smW+TMl7fb4Y0a0CvKPbMwCMgGq+2IvusPU3p/PnTNMImeLHSalbdYJGt4xY2tn/kBbKUb+qFji90bJ2JiMkl0FhSp5/qwgQlDqkF1ASu2wWKEyyhSq5OZi55f8pOlgkf06emFMlxlBjsLV6ajz6o/q3XVVHE18/vaTn06//kPm+5jcowndCRkIY0l/Wr1sqRSqY2RXp+83togMWxGqgs+0HU1wRc58UauhNl4lUSxBFNML9OdeK1SmIZiIDna44XV85/fgoS+A/Sc0udocSbfnJ2/Vn6GTwm8+f8gXPb6PZRp0GybdN38Vf/iP/YnS4xIFarXkVzWHaupHtG0TIbIbhk4aDxChKk46t2KP2MwnVKZlE0mR66FKjJ2NZs7iBUSGjRHnL37CGzGR+dENkeEUEzLUnKTzHDFtLY99kY0temJaOdyzE/aZLQxpFpogRSUK1UwTIrOdn/Ze1KUXjtXzGxmRA6AS7wvLbUkXZK4pXStPeaZwfXMRBYQqUaiyOrVmfkS3IDG/11OPD0cPpkJ1MPZ46bB6bEQUS46nPo9HL4BhETe2+XzxyY3HKJ0WXDma/+2b+MBGbsBZBhi6Yxch8J099ikmVFY4xTVyrmUh8HFKfZn9acB50VcbzoWw3anRwdk0U+32J5BnP4vozBNw8Mxmx2pc17EZdcnv5HBn5PHonrrXdRoW0XTAleu3So/LM6XPk9JLRil50akt98EDSaiyFw9bekRmfpkHIMDK7dKLNaFqtgu8N8IpLPkZwZgxrdyMDRUoWbwID6YBl8Qhfvvi8jea2/SYVi6V9OIBXmNOapz2FqE0SgmVN9S5N918QmUV7IhDPVfMzBkBFJsN7Bx1CMCOpgTCmatzK3Bsh1iK/PgHrVAZBSU/aTo4IsicsD4LIrpiRpRDqLa66u8ajh7McM8v/Lvv5sv+91+u/PP9qY+UcC68BjuPEl38HN5kvLDxoO/TgqOJnw6U3YRQDd2QHTHG6s0DOsPmLrtiVPhaONEE38jf5PnCKWzyADXy5rw4xmudX5p+4JldGpsoVN4YZkf8/LUW/+yjBvL403fV7XpTd3g+UxOqE0EUSyZ+lKaddxoWd376u/kLf+abS4/NM6UnJbxShSqIaJ/SDj94kAhVyXBjW/rEJYTKF3ZujlQczIiloN3MVzYiw8YqIESmP2ZMM5dQxUZ5ya8/9bgoDol6l5ceF80temJWyUM18yN2GRAuGMNbjsWURmHkAUCgFaZMQmWYRBhQ1Omozf15XjRpOjgFr4ETuwQFpVvLMgiwcpXGZIE3naKSn+oYzfLAzIKIHlPinGDRJDpiMn4wCdWm8VFHE3Wt7LpXYe9xzEtv4Ulxhdns3uuSjGJJfxbwmjNapdyAUE2mLj0xw1oshdsd2niFn+lmPC2MAPFFAyvvs6CRZFCFneVh357ZoxlPoepg3LFSMN591eBT8WWEjOHwuWrHLuB630UIuD5wGbr3plJ5LyPZlHcb1tL/q0QnpKZ0ywRvBL/698EbYWhfVNksv5kf5lZwTgMeGEKVJmTnlPwc6c8HGOcgwM5VqKQ/w8Wh1chnz5HhYFFAqMKJKvlldfmhSk1F5S6A0eCIjvAQ25eWn7u1zRaTSrEJxxOPfYbI9jxdueVYuDSISwhVNFGt3c3eejIzqNfQKMjiivQIH6edEW5KMpOxwJQee4VeOMsUeFj5Q6q1v6uIUGGqTLOs3dTMVwqVzMj9USegzm1aMiD6fsTdhHEeTnxA0p1egb3HMS68GUdENAafLj32tOFYq22Pn1EEZxOFKtQz+ZbS9xtd2sIrVJ0b8ZTAyleoqjS6HOuxM4l/Kj3W7mIQp52xpRipbLvm3mWuSq20DTcbXeMGEQdjj8++rJpeapXq1UdyvW01VRUgGXRc5fOdKlS2Ae/9R/DLf1eRKpSPqkyhmngRnbrkd/IwihQqKWngp11oeSgiAzJ0cbEL2bMyVGd7b5ASKywefxObDpYMC1OW/SM1MsbefXjpcdHcZlvMKpX8BsM+TRFgLMz/ajsmU9lAlnQERe6QUBp0ckqfgbALs7hkYu5vZ4+ekZrM5L0GduwRGfnvo20Y+AXEGH19JE0IeefQyBm0rRSqWf4IIl32zB2yfR9j0T9UtcPtaOKzwxgrGMPuY7Cjrmtrcu8ldCdq22vuglDFU51BtUCoDKdDG7dQoWrJWWEESFiW+g8cTTwuiGOslU1aYOtNg1ux205nWV0Lt7gl9d8x2my48kv6GvrqpxS5u1tj+gsHk9Kbd41sJD7cpOS3iUK1ZEp/+kfUgx/+YXUPtoxyD1UQzUM9j1+EH/j98IH/827+jM8IHhxCpclS5siRpI5fRqgKyIAIZ/g4uUnroM3MhNkXXuhhypCxbOZ2+UnDzvXupD8zUIGBjf1lQsUGpvTJsZLmF/0aLdtkhoP0iw3FsTdmQpNeK9vDVNrpmChUnRyFx2xgCkkUrt+MwijGJiA2C+IvLAO/wAtHOMPFpmEX1OmtBg0REGaMSZj5EW1cjNwh2XqmY4Uh16cKNz4C3/8lcOeTd3V4EMW8/Xv+I6Cu3arNEYcTf54Q3ruQhtW2kvDaTfCRfw//5PNg1t/82FcAh2N1zT12F4QqzX9r7aQPiUabNsXxC205I7ILUv+FjVHiyxwPjmkLj8buMqGKkrK2V7HBQpf8npt1ucOOemy02fv4/B2lhv2BJ87gmEZKsDbBf37mDl/xPb/Ct/3wBzceAVRDNUgAPPHSO+GHvoqOoe6fcYXXMjWlh2OlTu6/Tl3bR89XUqhmfkgnqeD88t+FWx+DX/8HL+OveWXx4BCqRKHKupHpMo9wiglVJKx8QhW4eAVJ66AIVSOPEOlAyhkNmla2QiULSk0JzLHa8TX2VghVc4sOMyZueaCg21cLX2N77ploOSYzGoigeAGT3oQJzVQOXkVQsoAnQYTtXEKlXuMgY9CzH8U08QubCyxD4MsChSr01EzHnLKrOgd1LQX++nPMXBdLxPNU+LUT0PEbJb6VU4ff+hdw+3fhp77trg6/cu0aH2z8Of6K9U6Ayon9w1nAmYRQdc5C7yIRxjy8tir8Cfzkn4XDT8HHfmKzYxcxuHrXcxiPdZjnuV6DtmNuRKhMr6/+saBQCadLS3iZSikoxaDNjMjKmS+K9nWW2AjCgVIDre1lX6Z0NlWobiDNBte8BpgNDmWPsL+Z0vj8wYQmHk8cvJtuw6xMzBfxL39dlYt/6fdu89ydB6/0/nKhonckT7z/f4Gr72frw/+C3ud8DV/ytX+89NhEgWpPXlIPvOkb1f+vfUgrVOWxCenafOt31f/7L52amZIPDKEy7SR/aP0m6LuaUFkFvhl0yS+HDIjILUxaB4hNW42/ySRU6hxCo4GRM5QX08EmKiRU1kzFFrR2lv0ONLYwkARuuUQeDO/o5ziXPtZ2TGaykZLP/IMnTGUzt7U1EsXRDyKYMJUN7KzxO5AqPFmEygtiGgTIgvgL2yxWqOLEC1dkfNSZZmFG2S4Z/GzlebD0+RdFR5w6SAmf/Hn17xtPQ4lKmYXg/e+gLTz+gvUz7DKsbCYezgIumPqa7Z4D06Jv7NHzylu0l7CYefS7P7XZsQkOnoV/+BT84t+4q8MPdclvv+Ow3bI3IlRWSqjmzR7C6dDBzVWo/CCig4t08j1UVRpd0rLcioeKpHHEq1h2G90i7pwDBJ/36C635Q6zo81G8Dx/Z8J3t/4trZ/+M7zdev9dJeb3Z0Gqclw9vveaG04aYzfkTWLuYbSe+09sPfXlfNbv/y9Lj02HIw9fVA+8/u2qMnT9w1imUTrCZupHtB0T4kh9Hh/9/eob1z98d3/MK4wHh1AlgY4ZpnRX3wSNIiMySh4XOTlSRuSqdv0CSKOBQ0CUddFo5ayo0zBVqAokfsc9YCA7GKtqm04ul24FeV7P5+oskLK2bTHDmY92yYEZTJjRxM4pfUbCKox+MPTxuUgIVUZAqxfGNIWPLCjdmobAJ790G/kzpVAVEKo0giPjHHydmG81c1QB7aEy7yWFanJHyfKPfwXIWMnsG6J7ZR6V8IXGJyvHdwzdgMu2VhE6qgR9bJ9jJ7y92QkcPKv+/5ovV+XLu1GZPqLUNd73T++qbHikS367d0GonGTEy6KHqtGlJXyCMCdk1vcwhZwnomegSqOLMVUbLLrnlx43G7qUWCFpHYDxTRW9ALz+Qo/bcjctA1bF9cMB/7X8VQC+Mf6/7yo+Y+QGPHlBkcHr/XtoY3NKMHJDHheaZD/5XyFu/A6d2U2uXy0nx26g3i9r8IJ64MwTsPdaOHoeyxCl3sqpHyoT/PELqlP7DX9IfeMurQivNB4cQpWMHMnIPfGnilAVdnYBkWHl7uasyCts1weQpo1NSJDVZqwXpbjIx2U2cERYqFA1vEOORYahu6nkeVFBnhfar9HYXuzyUyU/IypePM2iIEF0OGnRYOFwwlTkH28k6pC/fh5uENHER5Z1axbFX/hTPOzseYoaQpcdo4wsq8DTI4jySn7JkOx7iVD1tTz/hq9T/7/+9MZP0R5f4T3ii4kNm7can9qg5Bdy0RqCMNNQyZF9hp3wcLMTOHxWjTv5rK8FbwCDKxv+BeB+/OfTf89e+O2Nj781ctnrONimQa9pbaSuNMIBMQYsdI+mZeUcQuNrFVcUfB7KRjkB2Fr1TsbdJLA0oYqrKpajm8wa6jke229zW+5gTTcjVObgJRwCaJ/hqfDjuO7mhGgy8/km6z9zzhhyY1ArVJti7AU8LDTJftM3Qhxw8NPfzY//g/+59FgvjLFNgdF/QRF0pwPbD8HgKrZpFPqD41jiBrEq+SUbpMufp8YhJV+fMB4YQmUlik3GTdDz1IfKyrsJakTCxpDZi6BZ0l0GKuXbyTWl64WhqOxoquOLFKqWf8TA2Fn/hu46ExVmb1nuEQEmYmHxtk2BJxqYJaUqO5riFRCqsnmGVjhlVkCokjyxPIWqQYAsKd2GWJh5Jb/AxcWhaeV/NISdlPzWSVESK2G3cq4lwyAQDmaFmYynBn0tzz/yRYrU3Pm9zY4PPbbDOxx0Xktw5o28VTxXOel86AacNUZKnTLUexI427TlhmXHg2dVl+Clt6qvb26oskmJ0X+BH4++jEgKRs++d7PjgdtDl/Nbao1oOxYTv5q6EsWSTjTEs3rpawBKoQJyYwvmVoZ8QiUNuzDKBcDxjokwl1LSARw9FcL3qhKqWxwJVbJ88nyPPl3sDYYrSynpjl9QX7zp63EI2J29UPn4BH86+BH+2PX/H/9L851c69eEalOM3ZBHjNvIzjl46PMBaAm/cpdfwzJhfHuueO48DIMrWGaxQuVq/1XTNmGkPVPbD8GZJ+GgVqheVZgFw439JJ27QskvbzdnxR5RgXcHihO2U4Wq6DmsclN6JzxmaObP0avSXWZ5fQZsLaUiCyGIrTZWiUKlCFWRZ6NkdEw4wS8gZEIreFmJ914Y0RR+4Q0EFKnLK/nJQHuoChQqw0xS9/MVKqvAtxJWHHJ9apAoVDuPqMVvw+wgjl/EQDLrPII8/yZea1yvrlC5IWfEMC33geou68riPLT1c/g07D0O596gvt50AXb7OOGYT8QP84x8CK59cLPjUQnf57fUtdNpmJUVqrGnUtJ9e1l5TgiVyFWo1LW4Vv5fgBqjVHwereCYmbW9ROZgPrc0mFUwdgcz8Aa86PfoOCZPXd5mJPV6ElX104VcivWN9E3fAMBld7PxNWEU8+XyAwD8Pj7G9ePN/YAPOoZuyKPmAWL3Ud11K2gQVArt9cJIdbFPbitPJMD2w+D26eEWeqiSyIWmZcDoFiDUurD/Ojh6/uX/Ya8AHhhCZVmJKX39wxu4JWUajdiwMHM8VFVG1yQJ22EWC09myBWQOmGpsStFhKoXHjO1MwiVJiJlChNAI+gzMjK67Ow2dsncLyeeEZjFJb8iQuXEUzwz/31IAlpDf52QJApVocqHIlQi5yYiAxdPFueJJWXHrJDYWN/ERAGhigzn3iNUrT2lcm4peX4jHCsDa7j9KNbeI5wTfabTaoRoNAvYlX1YyESLG9u0hZc7lzMT49vKVN3oKT/hpl1BmlRae4/yaXkRe/jSZscDt4Ye53vqc9hxLKZVfWSzgG0mhI2d5W8km6Qg+7VMVNykwzkLyoaQ/3n0wohtuTyGKkFD+wQDr4LKo+MRfm/S4Q0Xt+g1LMaJEl3R1H5jOOM14ia+sw0PfQGBcHjI3yzgdTLzeFxcx7O2OBvfpjF8YaPjayiC/zB3YOdR1aDTu4hDUDk2QSlUd6CTEKqHADjPHcKC1P0lhWp8C9r7asRY7yLMjtMMwZPEA0OobEfdBLO6u5IFwS4YGwMQCxszZ/FxpIcsJVRKYSpSqIo6DYVVUvKLAnpyxMTOn6NXpdTUCvpMzXVCZTTa2DJQHRY5aMQzwoJk5mSwcB6caEZQoFAlN4csQ7jq8vMRBXP4oMQYH87wcHLH/4B6HyB70HacqAUF72NoNLClf+9k4AyvQ9Iyv/3Qxv4j/1CRD3PvUay9xwAQg2oq19AN2I77SwoVDaXUTIcVfVRxpIz1SYlh6/JdE6rm2ddwZF+g697YyNgeRjEHY4/z25pQNaqX/EZ6jl+0Sqg0aTdyGkUSn6FZMOhb6tmYedfiyA3ZEyP8xvqa0mw2iaUgdCuQY02onu43edPlbQxDEFi6S7Bi7MLNgcvD4g7B1qNgmAyd85yJ7lQ6NsH01rM4IuLK5a8B4IL/4kbH14DxLOAMx7Cl58XuPIKDT1xBopoFEQ1TaIVKf6a3VcTPOXmYGwECC6GgtqEIVfJ5TrpPN2xw+EzggSFUSWxClrwcalXBKVWobKwcZcORxd1l6iTKPVRFCpVhNbBFhB/k7GxnKk3Zd7JKfup57dgtvZG3oyEze93YbqVdPTkyeRzTkC5RGaEq2BHb0iskZElzQZzRXOCFEQ2CSt2aeV44EXq42IWEytQeqjgjXDQNPi0gdbHZoIFf6IU7VZjcmROa7cvqBli1VR6YHd8gloLe3oV08WxNykmZlJLhLKQbHi8RKqHDLWej4kHd8/M/UN2JKaG6tLHKJo/VjdfYfRSvcwlb+up1qYg7Yw8pJW+/9k/g/f9STR7wNyj5MV4K9QTAUQqREeYQKm1KNwsUqmRNyruRjdyQPYZErfVRUp2mzQyHqIopfawI1ZVgizdeUpu1TYNBb488zooBhr6BTprnOSsPNtqYRLdUfMbRw18NwKVw8+aEBx2BO1STRZLP5M7D/OUv6fLwl//R0mNnfsQZ21WjvxKFqq3I+rYcFSpUaeSCpRWqXk2oTgypryZDoUq8ME6jJEeqILOlUYFQyXTxyu/yMwp2kyLtcMtRmXQkgswae6IVkyZ+4S4AoBsPce2dtcftZkmbdDjDQBIXjLqQpl2sUEmv0EdWNELICwIaIsSoolDlnIMIXVzprE1DXzqHpHycQepSj5pdQCrNBg2C0hC704CPXO0TTw6gfYbbI5ebQt9YNyAk3uAmx3Q5u9NNR8e0puUjR7wwxoymOLG7RKjM9o76flVClSy0L0Oh8vo38KRNb+css7ZW6/rVb8a3hx5fY/wWb3jhX8PP/X/o2ZIgkqWjNkC1iu+IyVIGFZBeY2YeodIqrlkwRgnTxiHINQOP3IB9MUS29te+13ZMXBzijI7b9SdS78FtucNTmlDNg0GrEaok5NXcUu/jrHWRS+KQaUWlDyA+UsQ4uvDZjOwzPBJtWL6ugTXTynC6yXqIb3rdlK0nvrD02KkfctFayJWDtNmhy6TYQ5WW/LSHKvk8J//fcIzRZwIPDKHCMImkyCz5RRXmt4HuiJHrH14ZRzREgCggQ6AIkSEkUVZujL4RGwXeG6PAkA2kO710oVqEJhmlyoiUbMkRgbOz9i2npYiaN8tRJ/yJ/v1FhMrBIn9nXqb0JbvtrHJb4FYYbIxSqPJKfkaku/xyxv+oc8iPTUgJVcHfIA0bmyiVsE8rZn7E1/3T9+INbkPnDF/4d9/D//hzetHaQJ2JR7c5kNuc6zWgd0klnXvli99aSrqG1VEKrDc+rnYCY51ZtUioJrczO37z4A9uc0iPM1tNgq4mVIPqPqqjic8fMD6afv3ESMUuTCvkKHmex5aYIloryrP+nBk5G5xIEx2rYIOR+DqDHGI3mrpsiyl01glVr2kzo0FUpctvdINIWEzMbZ44p9YRqaNcqipU45nHPgNsTai8ziXOccxkVt07I8e38KRFs7fPcfsxHuNapVJVjTlsb4VQtfb41EGAe7280WPmR5wzhsvH64zErpwUd/klJT9zteSnS4+jWqF6VREIC5FR8kuUBrtk9Eyc02Ls6Rs5RdI6KAMdEGbNEwwSMpB/DnN1JluhknphMpoZhCpVqIq7BPGGWEREzfWyYbOtSgzDYY7nISkDFcwOS3xkeYuYUzKkOi35ZbwGqWekhFAppTEvoNXDw1aycu45JArV+vuY5nQVKFToPLIq6sRJoj/zaeDTkjNmWrEcSP3eVh03grqJHchtLu+2wLSYiC4Nv/z4kRdyBr34JrtZwNaEKpz0q52ALjelJYLE+5E8XgHh+A5Hcouz3QZCzxOUw+o74sOJz2uN63jn3gLC4OLk4wBMKpT9oql6rYzOikKlPyd5qfvJxstq5H+ehKk2eX5G+RpgNu6r58gYVr7VsvCkPfcNFmF8i76xx2vOdHG0+msmJcyKClU4PsAUEqFLPFHvMqaQzI6qd50a41vcYYdey2HausRFcZianWtUQ8PTG5kkl6y1w7e+y+XZn/knpcdO/Wg+mzP5TFsO2G26clSYQ5WOrYmGEAfzUl97X2XM1QrVq4sQGzLa5ZP09DIPlcpsWV8AfT8J0CsmZMLMLxUlClVRFlZqhs46Hggm6kIVrQxCZdrEwqQlvEJCFU1UGSVuZkj8bXUzHY1yFKrUB5b/N6i0+Jxw0yjAIi4kVMnNIes1THbKZsHvBzW/LK/kZ8Q+PrYyPubATOdCrp+DkZb8Cq4Fw8YWYbrjOq3oTwP2NaH5vZH6e4ZsTqjM6QFuYz+d7zg1ujTC8pvoxAsXFKq5h6fR3QEgnParncBCye9nf+c6v31LL9ob/A1icsCR7HG216DZSwhdRYUMOJp4vE5cQ1x6C+y/jv2xavevUq6Kp0oRyCVUOY0mkbYGFCrvaddsNilzJ+p9augy6yK2tEKV66lcxOgmh2KXM735NAmzpUlaRYVKJKqoVjakViaCDeYBWrM73JE79JoWfus8ZxgwqzDftMYc7UCX2tv6M6lLdkZG9WYVUz/iDMlner5JorlNJy4p+en1suNrhSwhZIahMuZKhny/GrBO+gReTQRYmbP4EqXBKdjJwTzpfO15vfIAPfV9dUPJIkQymOFLi2Yjf3yNWaJQ+dMBDmBmKVRCEBkNmviFhGrWv00XUqPgIiy9MGfN0QNl7rcAs4AUyiRLK5I0Vq4+GUwRkBros2Cliffr55CWOMreR8PGzCo7xjGmDPGxihUqTWyzIjisRC0oCWi1iU6/QjUN2BPqZvfcRBMqqd/bDUavdMIjjN354jkzezTDclP72AvZF0l5YGGuZE+RfVn1HEa3VGeg3eIv/ugv8cXGLX7UYSNCZbmHHPA4b+k22Om2GMkWYnxMzsTJNUz7t9kTY+S510M4YfvTvwlQaQSPnCrilihz85PK71yG+SD4IuU9WZNCL2dN0Zu0Rsaw8qZt4uHQrdKuPrrJTbnLXme+RtqaGFdVqMzJcuk2Kf0GVUu/gDO7zW25xxtaNtc657BEjDu4DVuPVX6OBxlhFNOL+kqKWVCoAAwigijOHTsGqstvV/ZBGMv3mOYOHW9cKdizHejk/u7CbMm/uHku3GcCD5hClVPyixKFqlrS+Wq7dFhhxIP6fpJflOHj8qel7fppyS/H+xHNEoUqY/QMak5gEx8/yr+Ru3owspHhmUjM3nkeLjeZY1dUOjUdHBERZHQqulOd4VSg7qQKVQapTEscJQpVLHK6NfWNyZd2oSnd0nMhySDGZuQRCHstBHHlCXTJ73QrVIOZz75QxOdHPqbemxEtJKIyGRkMB3Rwae1eTB9z7S3acTmhmnhRqpAtKlTtTpdICmSFQd+A9luc4/ZQXR8pKdyAUDX8Y0bGNlsti522w4AOwaSiKR4wjl8AQOy/Ds4/RWtyjTYuX//9v5GdS7cA4fYBsHsrn8kkWy5HoYoreEOTNStr0DdAoFXAZkJ+VhCaTUTZwHSA8U2uR1vsd+Ybxm6rxUw6yIrvg+0mN1JFrhtdrRROqxOqln/IsdilaZtEHUXMosHJl4ruFUy8iDNiiG925htfrVBZROmsvjxM/ZAd2VfqlrFwr2tu04rHxSW/JNjTzZ4teRrwYBEqYWFklXpCn1AamFaJYKc9UKyEewZ+RUKlZ8BleW9iXyV0F93IU+9OzuKXDD4WyUiK1d9htWiKAD/Mv2iDkbpYre46obLKFLKZJlSNfA9VMssuyOrSc5OSXYFClSbeZ5Vuq3uoLCJYLTtqYq0UqgrvQ4bvxIxdAlF+HdiEp96Urkp+6mZ3RI/H9ttIDAK7V5mMHN9WXVSN7fni51tbdOLy7KKk5Bc1ttPSFCTt+g3iKqUmSMdcfOBFdeMdsiGhCmY48QzZ2kcIwW7bZig7xFVLjijvDqB8H9uPAHBRqNJFv2RIsvDUeTqrJT/DIsLIVaiSsrhTiVDllA1nak0xczZpkdHI9XClCD2YHXMt2GJvgVD1mhZjmvizagpV01slVOr1iKsqlaFPOxwwsvXaphWOcLBhJtn9gp//q/Dr/3CjQ4auUq29xVwyrVCZRIU2hmQW31Z0vOSJTJ6jHY0KFao0NiEh1r2aUJ0o1MiRjMUr8vCriPeG/pmVBSyskEgM83b7LIUp9me40qZRlH9kJRlMORK/O8SVdq7EH1sNmniFXX7hWC3ydm89d8ZIM6CyF1A/TZy/u+gHTwcEGgWGbichSxnqUJz4QEqIrUzex9VrQb+usWEjFsburCIhljLDj2fHLkHJTEfDuldM6QF7WqF62+c/xd/6uqcAcM1uZTIyPFA3q8buXJ4PnS26snxcyVgTKtlevhYbloGLg6zSrg/KfN47zzO31N8y3NRYP1ELuL2lbgK7HUeRMq0cVYE10+Wq3oU0JPWSJlRlM9BMT/0esZpDJYSajZk7RqlcoUonD+SU8aNEBXSyN2mR2ZqXufOgPWCHbLO7QKi2WjaubBC61YhxNzjEE830XFpb6qZeufSrSe3EUdeT0M0J8hTkF73q6F+B3/4X8O6/BVerl8vGXsg+Q8JFj21zh7/xZQ2+6vd/TqFCNdPf64ZHy0G9+jma8bjQQ5U8tzO7rZp+cq7Jk8QDRaiiHA8Vka/KNGXQCtVqyS4hVKKEUCV+hSwzc6xnyDUK6s+mkwRK5uVQjRjRTrtoViHNVqmHKpocEklBs5fhodJELc4xsCYBqdbdEiqtcBXl5iSJ91l5YinRKyFUcQ4xThQqaeb72NQ55A/atqRHaJSXfm0RnfqSX38acM4YIQ2bv/n1X8RXvP6cCqQUncpkYnasyim9vUvpY6GzzRYTZEGIH2iFiiFiZTcrhMAXDahSaoJUobpyNMMyBGP09VWRUIUjRYZaO+o8dto2A9nB8KqXDFveHWIMdSPRXYKJQlW0KwewkgHCK8OJAT1oO0+hUo8XKefJ93LH+CSdu1nZdoC0muVjlBJCJXtLJb+tpo2Lk3bnlqEbHqspEHqz0+l0caWdlkRLoeMzgpa6mVs6fkGMqnd73jf4+E/P//3ML1Q+TG1yhsTtBULldHnb4w6f+/huSpqykDRgdIKjdYWquU0rrBbsaU31YOWCTe9J4YEiVKGRrVCJyCeo4s/XN9pghdAki5FZEihppCW/DFKnCVUeGYIFb1IeofKGjGQrn1DZ5YSK6SF9uvRa66QiKaVldikCkS65WSXzCIHMRTTwJqXHW6aJL83MxPuU6JYOqU4I1cpzaIJVOKCaeQ5V1jnYsU9sFBMyQ89kPO2EajDzOW+NEZ0z6eK11bQZi+oKlT9Qu//tsw+lj8XNbWwR4U6LPVATL2RfDDC6Z9e+54tG7lDgJXhj8MfQPceV4ylvurxNhKk8IBX/hqPbSmXbPqNI4VbTZijbWEH1tPhecMjE2lW+kd5FQPA/PKUN4SVBu5Y/VN101vp1FRYQqiqZaGbBGCUAw9dKYh6hsls4sppCdSx7SyW/raaFi03slZd/pZTsxMfMnPmNvG2bDOkgKnYJJjEZYVvdzJutFhPZ2EhpvG9w6+PQuwSXPgdefF/lw5KgV9oLn0nD4AMHTfo3rzEr6FpV35M0vQyFqtHDiaYEUZybfJ8o+sbk9jwy4ZThgSJUeQnZRuQTVlKo9OLjrxIqnUhcoowkJcFs/0+Sf1Tk3Uk63HIWUF8pVLkql9VUHqoCU7rhHtOXXbqrLXiA3cgf+wKkiclF0Q+k4aQZwZxe+fGWIVR5Nus1TM4r48az9HNGjsqlX1dZQoiS6yDrHEwZEJUoXEZiSi8xcJ40+tOAc+Zo3h6Nyh4aiepkRGpVoLe/sABqpWVWMotv7EWcFUPE6uILBEZjnvlV+CRJZMIFrhxNefxMB9sUG5Ut3aH6G5raB9awDEaiSyOodiOPY8ludMi0oV9Hy4HuOdqevsGXKHWNcKhIbAZCYWPlECoinxihMnpyYOgGi7woFivUZCenvCLsFo4siR3QhOqIFYWqpRSqKjlWUz9inwF+c34tGoZgRBvTr0qokmtBEaq2bTGijfDLy8/3Hfovwu6j8MiXwNX3Q1RtDNJo5rPHELGyyfmffmHIv/tPHypWqIKQDi5W7K4rVHYLgwibKLcE7oUxjmkgdJPJacQDRqhyFKp4M0K1GsyZDOotCuUEdSOFHEISuvjSLlSohFZWstr1AYQ/YSqb+RlKdpMWxTlUptvniB7d5voibBWUuqBa4nxqzM8K5kw8WM2CtHhDEGAhskq3yetaWaHKLvlRQogSL93qOYRRjC0D4pKSn2GqpPSyEUAnjWGyG13osNtq2gxku3JsgjG5w5DuctlJE6qy0TEz12VXjDIXz9BoYuQptYvQhO6W3OLGwOWhvTZtx2JqVCdUsW7UcLbVTUQIgWv1cOJZpkq5dgp+yFnRx2su3IS2LtF21bkVdTYBNMIREyOHUBkOlsx+HUSovaEFpZGioFwAOxwr35KZTcpMu1E4SgqAyVyhurQzXxu2mjaudKBC7MLh2Oes6BOvkOuJ0cOpSKjk6CaxFJha3Wg5JiPZxqiqcJ0mSAnPvjt/DFgZjl+EnUfh7OvVujesFo7qj4+xRIy1tfKZNExMZGnJb54rt0qo1JrfxM/9PLhBpAcj316OTDhFeOAIVVZCdlWFKs2RWll8ksUobafPgVFQKiLyS/OPkht9lsIFYIQzZjg4Zs5z2G2a+IWlJssfMpJtOk6GQpV02OWY0hOFqogQJWnyWTviIBlSXXQ85BKq9HUxS95LI+d9SIhiidKIYRBgrnVX+VGMI8JSD5ZhN/JnOp4ijN2QHblCqFo2o9ipFuYIOO4BA3Nn6TFLjzBKQiNzMdOEq7PeIBGZTbXTLYMu8/ytX1LG8s97dJeOYzI1NlDZJgf40qTVnedABbYugVV4jsE04Jzop6UmAFq72LpkWFbya4QjZjmEKhIOVt5cysgjKGm2SVT1PELlRBNcoyBXznSwRAxxgdqaBJO29+gsKN9bLQuXal64O8Mx+2KUDkZOMDO6OBUyzQDCwU2O6LHVVaSu5ZiMaWH61Uu3pwYv/Dr822+An/nzmx8b+opA7T6q/gPQsR5liLWf0FklVMLEIC5U3WeLoZ6rZXxN7Jt4ueuiF8ZsmSF4g1qhOg3IG25sxAGRKFElyG8xTshBVYUqU2HSu8kihWpeasof7Dsr8GEZdouGKB49Y4VTXKOFaazvapOSX56HSwYusRQ0CvK8jJLoCCgnVCEWRuZrWI0QlSpUJSXD5BxWuwS9IKaBjyxRyJKSX2VCde1D8OF/W+1nX0GMvJBePFgq+fWaFqPIrrwz7gRHyju0AEsP2Q79YlImEkLVXo/wiKuYoSFVqH7rjsNf/5rP4sufPEu7YTGhXZlQiekBR2zRbc7JiUzGK/nl/p/BxGWfAXFnoc27uY2jS4Zl10E7GjMzsz1MoeFg53moYo+gZF1LSn55vshmNME3iwhV/rDyFNNDxkaPS3vLpLDbUB4qowKhGh2q5gZnIX4DVMdpM6pGiILBTe7I7bTs2LJNRrKFuYEX7tTg6R9R///YT8Cseg4XAIMrgFTp4ruPqcf6L1Y6VOq0+sYaoTIwRFwYm1BFoWoJP3eD4QUxF029Cas9VCePKCfQ0ZQ+kVFBoTKzFSpZ0ZSeeqwyFi+RKlRFhCqHCGgYUbGxXdjN0uHIVjRVht0MOI5DKI3c3y8DV/nA7HzPxnx8Tla4qVpYG82CHCv0TMbM5oJqJb+8+IvkfRFm8fsIWiVbOd4LYxpUUKj0kOwgZ37aGv7lV8PPfDvceabaz79C8GdTWvHyYNytps0gtBX5LFIlNDrRANdeJlTJaKCopF3eSmaGrQ4FBqTVwq6kUN0iFibHdPm6t6juuo5jMsOpTAot95AjubWkrqTjlSo8x+z4JqaQGFvLPjJLE6qykl87HuFa2YQqMpzM+aJQTXm3SsKCnXhGUECoks9zkNclCDA95Fj2eGhv+Xks0yA0GhhROTGeHqnGgNZCtyhAYHVoxNXeRzm6wR25w9me+ptNQzARHeyKCtepwgu/Pt/oXPvQZscOde7W1iXYegiEqUqAFSCmapMjVlVjYWIgCzcHUz9cmOO3kiGlQ0JbeNljyVBJ6RetfvbxpwQPFKGKTRszY/Ex44CozIjMXGFaJ1TlIx4AzGQ3mKGuCD1DrlChyiMCybdDF1c28hUqSyW9FylUTjwlNLM9ULZhKE9GnncldEuN9ckCXKRQNVvFhCrEwsjYlacEp0xhsnKUPn28sKspVKt+PC+McAhKFbIkGDTyK8wQO35xroR98P8s//lXEJbfV/9ozSM0tloWw0CXlHNKv4vYkgP85nIER6JQRSXqjpXEEmQRKrtFI8c7tITRLcbWLi3H5sK2+ny2HJNp7FQ6fwDLPeJAbtFb8BWmafwV1JVAB0fa2/O0eJrbWP4ISm5CAF05xrczxkkBseFg55jCjTggLFOo7PxNHoAde0QFG4xk85A3CxBAzo45jNo8vLtOzGKziVmWYwUEulu0t79MqKTVxK6iVKL8fHeYEyoA1+zghOUq46lCFMDwKrz5GwEBVz+w2fHpTMRzyhu3fbmyQiVcvclZGU32t7/pc/mrX7lfuDmYaYVKItZV50SholihOp+MoqpLficPWaRQVSr5Jaby5QUsMZnbJaNrzILZWyLy8GSZQpUcn70jNSO3MG3dsJvaDJ2zgEtJI54R2dmExjAEfoYyk/4NCaEqGp9TRKj0br/ZLiNUNkbB6JhSU3me0qffR6NKyS9DJfPCGIcwvU7yYCR5ZjmqwBKuvl/932rBzY+W/3wBBtOgcpkxiiWNQBOahcWz17SZSP33lagzcRiyI8dEq4RKd3HGJSU/J/n9rb217wmrRQO//O8Z36Jv7i3dRDuOpf6Gij6wht+nT2/pc2Um0wAqKFThQPm4GrsLZKC5jRH7NAiKPVRRSIcZgZ2TVG42cHI8VGbsEZZFeNj5NoQoljj4xEVD381kc5BPaqLZkKFscaa7fi6VcqyAeKQIlb29UuqxWzSoQKikxHHvcFvucK43/3s8s0szuse6/AZXQcZw/k1w9rPg+oYKlQ6qTaMLuhfS0ngZLFeX4Vc+k1/01GN8ySNm4RilZDCybO+vNzlohapZVPILI/aNZBTVeufvacADRahiw840cFoymPtqCpB0qK2Vq1JCVTzyJN0NZixeRhRU8FDlJHxrWLFX6KEybeXdyVWoghkGkjiHUAEE2LmEitDFlcXjc4oIVXJzKnsdQ5Ed0Cril0mo9NdGSelWncN6x6gfxjREUJj7s3h+uQGtizj8FCDgs74GDl5eye8t/9sv8t/9y9+u9LMTP2RX6BvNokKlx74ApYRkPDjAEHJtN2q3lJdGlhzfDPIVKqPRpoXHpGy48PgWh3KHs905oWo3LCaxXam7DKAZDpiYW0vp+XZSlq5AyqQ2xrf351lcybiObSbFsQm6Ay108hSqBnZOyc+My60MlpUf5TILIpr4yAKFah7UW6BQeSMmNNluZZxLEruQkz2UwEgGI694b0ynrcZIlXVbzo4xZcgddpaysAKriyO9St2apwaJmrT7KOy/trKhPMXkzvJw4tZu5SwuJ+jj0YCVeam/9Xyfj14Z4RdsDmZBpDOs1j2RKaEqKPl5Qcwuujybsck6DSglVEKI1wshnl74byiE+I6Vn/l/CSE+IoT4qBDiN4QQb/mMnfHLgDRtLNYXYEsGpWGMMA90XE1Kn8/MKr6R2imhWl+8jNjHq2hKz1SoogBDhrjSwcnJoTJ0QrefMZgYUAGIQGQVECph53oeRFSepTU35mdFR3j40kIYBZ2OKEKVFWZoJvEXJQm6wkyMuNnE2CxJvAeVaZZX8iub6UjqxaugUB08CzsPw4XPVjk6VcdsrGDoBtiEvO/5QwYls+NAdfhtowlVe7nk56UKVTEhmRwrIrHqt3A0GZElClUrGhIJC5z169Fw2jRFwGhWnoF0O+6tKFSmNtZPS2/kRCGtaMTUXFaIHF2WLlPZAMyJUlc6+8sKFcCWmBTHZ2jDcdTIVqikaeNIPzMM0Yp9opIID8vOX1NmviJUFG0wUhtEEaEaM6FFr7lOqITdxiDOtTGkv2Z2h6lor93IE2Lrz0pUJp2G7jbOLjXchEm3pncP+agSv9POo7D9sBojU3YdL2JyB9r7jAPJn/+RDzE2upWN7c1gwNhcJ/f/6799H3/vl/olClXInhgj2hlkyEo8VMUK1Q5jlYlWYdN7EiglVFLKT0op3yqlfCvwecAU+KmVH/s08OVSyjcD3wX84Ct9oq8EpKFmqK1CKVRVPFQ5Bk69GJR5qNJSUoa6YmgPVXFsQnb+EZCqOyo2IceUnvgd8pQRTahkgULlY2f6lwCMyMUTjcI5eKZV4COLXPwK8RWRsDOHXCvPyAbxFznvY2WFauUcvECV/IxSQqWJeclNBIDDZ2H/CZUXA3etUnn/99/m2eZ/x7eaP8vvXOmX/vzYW1So5grRTstRhm4oVWemfaUqWL1led5J1Z38clkQxfTiEa61nUmQE2P7dFrif5kecTNoLxGqtmMxjixAlt7Ik05Af0UhSnx+7qzcf2NPb3NMbyWLSxMqpoWz/MKputHFTjahis0mDRFkPkeVjeJ82HgOoRJ+6m/JQrI5yR1dAxj+iJFssdVab1YxkqkIJaXTpnfI2Fq/ETf0+9AflhCilZT0BFESWFp1ruNpwOCKUpi2LqvNVjDZqNNPTm4zsXd5zydu8XMfucF7r0Uwq/b3t8MBMytDLRUGBpKwIDR66kfsGhNEgULVKolN2JbDU6tOweYlv7cBz0kplxxsUsrfkFIm7+hvAg+tHXkKIA0n00NlVyVUiUK1ciMWkYcvTay8/KcECSFaKzWFGMT4ZR4qw1TT5bMIjV6QQqOBkRF5oH5/spvMuYl46gYaZygC6a8RTgGh8kpnIqZZXFklvygozc0BZQg3M0iluoFUIVQ5NwH9vlRSqLAw4+VrSXmoAkQZISuIjliClHD4HOy/DnZfox7rv1R6bllofernAfiT1n/iYFRe6hq5Ibusl/we3W8vlPyKb4L+ILvFuuFYuLI4emHiheyIMX4OkRD6RhwWjS3xpxDOuBF0lkp+nYbJINLXSVnJTkc3ePbO0sPNtroRu5Ny/03TO+BYrJQtm+rrbTEp9IEFE7WsylaeQuXoTLMsQuUTl6xrVpqNt34tToOQJj7CKhiubCdRMjnXlJSYwYQJTbYyFCozHXZeoHBJSTs4xmus30ibbaUw9Yf93OOB1CMkesvdYdK5BxUqrTApQ/nD6rEN1oXJ0U2ePrT5yz/2NAAvTR2V7VSpa3eIu/JZANKqgixQKqeeVpgySvhLsQkFSelbcrRmiD9N2JRQfRPwoyU/82eA6tMWX0VIM1uhsqlGqFJ1ZVXhCX3lLSob1piU7FbJgC5/+di56lL6o1iIOKNkp7uNAlFkIC2e25Vm6hQoVMo7lE0EzMgjECUdbgWeDVFxSHVkZAe0WrJinlhqCl99H5OA1nKFKjLWFSrf97BEPPfK5UEbMksJ1eimUg3PPKFanKFyovESxnfojp7jmfgyD4kDuPF0+SFeyI4YqbmGC2WWSzstQiPJIysmVMlQ4fbOCqGyDGYUz+IbeyE7jAmdnczvC72jjbwCQrQw8mRRoWo5JrOKxnp0m3jYWL4JdLo6nLSs1AR0/AMG1squPFWoJoWm9GCsCJXQnqtVSLNBgyDTd6I2imWfx/xGmaTkJyrM5ozzTOnBDEHMRLYyCVXSoCAL3oejic8OQ+IMZaLTVcR2WKpQqWuxsZJjZSZjrip2fJ4KTA7mpuwdTagGVyofLsd3OGSuMl3z9Oe5gkq3JYf4WZ9Joe5bRZ/pqR+yQw4hWvBQ5ZUN3SDSuXj3AaESQjjA1wH/vuBnvhJFqP5azve/RQjxASHEB+7cubPpub58GOupvnEscQjLs4tYNFQv30hF5OFVGV2Txh6sJnSrxSgy7Hx1KfnRHEN2cmMoanFOFLIwb/HThEo0slOZQZfbcsokZuSVtmkXDRY2Ko4Ayir5SSkVoaqUJ5bthYuC6oQqFushsYE25paWDEsS71Mcfkr9f/910NyCxtY8Q2YT6C6gf8UfBsA5/ETpIRMvZIcJUXMlQ8oQ7O3oxbhModIjWzq7yzcxxzSY4RQGOk68iC0xJW5km7GTHW3kFZxDktDd2uOr3jg/h45jqZEnFf6GpJQS63E5CbpddV5+hZLfVnjI2F4hVHrYcE/MCk3p4UTn/mTt6lGEyiEgyiBlDn7poG9R0Ogy80Ja+POyXNbxOZ3PKbSNYERrKXYiQTJVwZ3mE9ObQ5ddMcborJeK2h31Oo7Gxan7cnKIL01628s3Y3ODPLFTg8nBfHrAlspWSzxiVWB7hxyzzZ/90tfw337OZQZSb6BLyoZBFLPNaG1zAaih3xQT48gbq1iZrJJdSqiCXE+hF8Z0ohxT+ynBJgrV24EPSSlvZX1TCPHZwA8Bf1hKmTn1VEr5g1LKz5dSfv7ZsyfQ9pjRpedHqkxTpcsvKQXFK4ZqEfuVSlXpyJI1hUqdTxVjfJYZGlggVAULaFrqyl78Yi17FxGq0LCxcnJvTOmXtmmb6YDoux9SHWbEX0SxxKZac0HicVr1UEWBSyQFjlPhfTDWy44JUS0tGZrZxHwNh8+q/++/Tv1/65Jqmd4UuhxwdecL8LFoD54rPWTshmqOXsaN/OyufqzkJnT9+lWmNDm/t1yuEkLglxCqsafiAsi5FpOpBFFByU5qQvXk449xZqHk121YlcuWScmvsbVsrN/uqRu575YQKinZiY+ZNVZHbagbiIp+yFeoIu2hMts72U9vNbBETLByLYdRrNT4MuVdCHxpZW5wZq6LIeScdGQgCTPONaXrNWUimzmESr2/0wJCdWswY5cRdm99BFFPvw+TcbFC5Y0OOKbH2d7yZsdOIzzuJUJ1Zx7qqZXOql16BC7NaILsnONvfO0b+Qv/xevooz9jJQ0v46nHDhPi5vqa8H1/7U/zff9VE1HwmTaTc8zaHJg2sbBoCS93g+EFEZ1ocN8Qqj9OTrlPCPEI8JPAn5RSvrpxzhsgIU3BQotvGMU4IipfeJj7DdYVKp+wCqFC+X/WCJVWqKoRquwBz6mHqlChKi75BTO1yzMa2anMAKFwMjvsIGnTLk8Jh+wSQ1WFKjasdXUoUkpjFQ9Vmr2zUvKLfLe8MSA5hwxSl8xDM+zi2AfSIddlCtVzqvsl2YVuXb47hWp4nRCT/QuPct28zO7006WHjLSHSWTsJncqKFS3hy7h+ICwuZ9ZCndFAyMq9lB1hIfIuRbTob4F+UfjY1Xm2dpfzi7a7zq4yee1pNQTjBUpWy1b7nQcZtIp9nABzI5VmG4rm1CprqZ8hUrOBiqfLmd6QDr6ZSW2INkoVlHeQ5GxyWNOFpOyXBZEng0igSZUodXByrAzNFq6uaDAi3Z43KchQlrb65vwjlaoZiVetmB0h2PZ49zWCqHSCplXVDo+bVgs+VkNtUZU7f6dJIO+1fX88G6bEdUUqunwEENIZMaa8NY3v5G3XjALCZXl6XPMKdlJq1XY5ReEgcoMu9dN6UKIDvAHUaQpeezbhBDfpr/8X4B94Pt1tMKG0a2vDpLurnBBoUnyU8q8BrCgPKwoVEZczfsDamTJmgdJ31ir+LgiYWWHWuoLOa5Q8svbTYbaD2I2C0p+hpM5DxE26yrKK/lV8UBljRAKYtVhV2bChQXfR7B8DlHolY//0YgNB5NVQqXeA7NkSPZ8JmMJoTp4VqlThj6frUt35aEKjq9wU+7yxIUt7jQf5bxfbmAda1N6Vpmlo43ARUnn1/oz9hkicxZPXxQnZE+0QmXmKFRGOjIln1ANDlUZZP/sCqHqNNRQXijvVBzcIZKC7ZVS0XbLZoZT7OECpCbA0eIcPwDTRhqWCjIs6PKTbp8hbVoZw8qT54H1TZKaKxkgyzpO0dlyGYQqGVZuFuTC5XY+J/CTRpdsYtzSXXqzgtKpp0vHza11QiXsaiGx8eSIY7nspYPF2IV7JC099JWBfDHYsrVTuUsxGuvXUnvJHMuguaWv7RJCNRuoQNCsNeHdv/W7vPv5sFB1bgR9fb7Za0JsNXO7/MIoVmOwQNkfTikqESop5URKuS+lHCw89s+llP9c//vPSil3k3gFKeXnf6ZO+GUhUWgWdrWpWlVh4bHSctXyjdSsWKqCEoWqEqHKNmQnakGcMzZGnWixQpXstu0SQpU33d6KfWQZobIsIikyyYQaAVT+OsqMIdeB7rAr+/0wN+KuZmHFgRpQ3bCrECpr7XVIiKpV5qHK89Kt4vBZFdyXoHdB7TCLgiAz4B5d4brc54nzPaatS+zFh5m5RYsYewE7YozRWV/8utoIXOh7GbjsiRFGTqKxLxpYBYRq7Pp0hIfVyl48U4WqoKto0lc3jwvnLy49vt91KpvS/dEBfbqc3Vr+XDVtE5dG6Y3c1SNT5OowWABb78iLZvl5YyayRdPJUU1zOlbTjtMK61qY0+gS6b+tSKGynGRzkqdQqWskz0aQZPf5Xj4xjseq7OpklPwSpU+UjK8Rs0OO6S51e8I8/qI0x+q0YJqknC+QmuZO5ZLf4EAR/PbefJPx6EX1b+kXvwYJsbW664Tq7/zAj/F3/rNXSKjsgqBeUOOk8jYYXhjTRT+3k39/Omk8UEnpifwdLCzCkSZUYoOS32rLvypVlR8PSSjlyuKlb+yyJIQP1I08u+Snlbaim3nJyJNkt53I4Nm/P59QmYSlXjTTEGqwcGbsgV+t7GmsK1RhLHFE+WBimJcd4xVCIwMXH4tmhZJfVgRH0rVnlpnaS4ZcA+oaO35RdfglaJ9RIyeq+iWS8+pf46bc46lLW/R2z9HE54UbB4XHjN1A5VBlLH7zDrf8Xb0yEo+wM1QFAN9oYhUMN/amqlRktbIXz2RzU5R/5I77jGWTh88sqyN7HQeXaoQqHB/Rl901ZQMgMJrIEu+NO9BZXN2M18FWae9FJT+CKTMaudekyNkkeUGAIyJEWWo/iWq+/nmM9XpgFQwrL5sFmJT8zFZe6bakZIgiQ0BhfpFZ0nFqef1Mhard0XliZV6404J0Dt/C9dTcrlzyGx4qQrV9Zh4y+wVPKEvBrcNihSocqTUjy8uWqOiFhCqZmZjn0dUNFlkKlRtEdIRbfPwpwANFqIyMhOp0Iaqwk7MtE1+aa94XUwaEFZQV0HPo1hSqikN9SRSqLEKlFj9ZkBkzH3mSQ6j8GZ6088sLFBOqKnletmnkzgM0K+ZIxWI98d4PlQm3ikJlWSaBNNdiC+LQV1lglRSq9XNI1JLSLsHkNcoZIQSocRIymhvSYW7GnBSToSVISdO9xaRxjod22zz6kGqzfv8nPlV4WDAdqpEeGfL8bqeJJ+3CMslNXfJr5BCqwGhgF6gKwUzdiJ12dv6SpZWNouiJ2BsxpUW3sXw9N20To2p31+xIKVSZhKpRGh3hDZMsrozXwWrSFMWmdBFMmdCkladQpR2ry4TE192PolLqv5kZhZIYte0ChSpRCnMJkVY92t3s99GoRKiyB/Kqk1PrnVGkUEmZJnx3Vq6F7S11Xl5ZQOxpweocPtAlv36lw2d6esHe+cvpY299rSJXd46KCVU0UcQ281oW6voseh+sUKu5eQqT6dAgzPRQLStU+R7fk8YDRajSFt8FQpWU/MoG2gLYplJXVks1ZhwQVSz5RVkG0KT0VEFdUYbsLA+VVqgqDDLNDNVEeYBcbFoFw41lhjqkviF1t2TxAm4IchUqW1Yr2aWJ9wtlqzBOfn8FQqVVstWbsQy9yqZ0adhYrCpc6n0sHz1TMEIowZHuxFskVInMP81sos2GP8GRPlt67EniJ7pyrcSLlTNVHmCnrfxDQcGu/rDfpymCtbEzCSKjiSXzb6IJobJyys+lN3LA8MfMRPYGo6WDOcsIkeke05fdpflvCSKjWbgjB4hGB8RS0NhaV1eE3dZBhvkKlRFMmMpG7mdS5HiYfFed193OpYS5L8kq6vJzEkKUP98ToNfNLt1advb5L8JIrsWCQMgiPx7uAIOIIKPdf29L3Zy92T1iSk8IVXvhc9XcqZx07g9uM5MOF8/Oj9/udIikKPUDxjqTrZ3RHJBMM8gbSyalpJF4oPKaniylUGV9HrwwrhWq04Z0kOfCbi4xtVbxGlimocnA8offkpuU/DIUpjAxpVcp+a2bodVzVMhAKukui/0ZLg4tJ/+ykBnKjDo4XPodeRAiv+RnyqCSjyxVsRb+jiBSpnRZgRhbpkHIutIoQ7+yKV2aNvZayS8hxmWEqmCEUIIkHiFJQoa5QjWtrlDNdMmplXSpaYIUT4pJmZnexDIUqraDj104EHeiDax5fom8QeUJIjeJ8MhefO1GBUIVTHCNbDLQ6uhFuUShMt0+QWMXO6NDLTCb2AVlSwCmBwzo0G5mXBN2i3ZBVxOoEsqMIkKVPUsv8JL1oFrqf5aHKskUEgWEKvUL5txIEx9Wr5dXuk1CYgsUqiApFWVcC6ZDjCgmVFrhEitZYgB73QYz6RCUdWueFqQlvwVCtYEpXU4OOGZrKWS1kww8L2nQMGZHBNKku5WhFOpgz0w7CooQtXHVfTLvHmE2clP/vTCig36Paw/V6UA6cmThw5sY1CsRKiNboaoaKAk5OVKJh6oCoZJi3QwNpKSsUOJPyErO4iUDF0/aNIsUKtNW7dhrv7966TTEwshQZ6okO4MidcAaoWqIam3itiHwsdaVumgThcpZS92XVV+DdARRAaEaXlPm9UVpP9mVblDyG+pOt9TLlBAkna+Ue4oFqsB228bHKiRUMhnlkbP4STO/dAwQudogmzMGySpTRlCeDd/MJgM97QMrI1StaEijl517U0YKQd2EjmQvu2Rnt2mXlPzMUJX8mjmbHJGGDa/kUPkbKlQZf0ca0ligeluWTZzTZALg6lLazlZOc4FTrlCZwZgII/s8hMCjuMEhKTs67fVzaDsmLg7hJrEJB5+C//CX4OZHqx/zCuF9H/sksbDm+VOg/l1xdIw5O2KyOujbMnBxCkM5AUz3iAGdzAaJf/GP/wH/4mub2WPR0AoTLqFVHMHhiCDTU+gGMV2RlPzyPX0njQeKUBkZJb9kZ1fFa2CbOpgzWlWogtL8pfT3Zcnr6Y24WodbZskt8ogRWEUK0UJCd2aXV+ji4hQTKsNW3ppVWVa/JqICockt+VHNVJ4a1xcISZJDJSoEtCZKY1ZivS9tmhU8VOgxRouvY9ppVLHklzfCB1B5U1sX55EJsKBQVS/5jY8UoWptLytUKWHKgeMPln5+Eb2GhY+dH+aIugkCufK+NBvYBWSkjJDZJcoIgB1Ncxfwna5elAsaA+4cD2nj0tvN6NADIlFMCkHdhI7p0c7yJdrNwiBDACua4dLIH3ieRoAsvw4JoSptkABikT0bM2l0oSBXzbbM7M2Jxmw6wZV2pgcNFgbKFyhUVjjBM9qZQ7JBzRc14/zjk07DZoaPSwhBIByiTYI9P/yv4UP/F/zkt1Y/5hXCretXGBo7y69ForxVUKmc4Bg3Y3SMJ4pHQYEqoY9FJzNX7vVvfIrXnzFzp2h4QURHzAoJFZajS34ZClUQ0U4UqoKcxJPGg0Wo7PWOmMT3YlZQVvI61OwK+UsJMmMPok1KforQxKsXXahDKe18Q3mijFgyW1Yl0CW/QoUqx1CdEKoKJTc1Pmel3KY9WFV8ZFldckGSDF31fcxoLhBRUvIrV6gwHUwhicKF9zK5qVQt+WUR4wSDa7C1MmPcbiqCsQGhmukBxd1k/ItWqGy/X3icFWpC08y+CYXCLiy3mUHxblKaDjbBkg9uCUnGVUkOVdGNuBFPiezs4/e6DTxppZ//LFy/oTqitvayCZU07EJSCGB7SqFqZypUKjahSKGyoxm+0cydEzqfPLCiUHlJhEdJyCxJtl2GuhGWbxBsU6u9OTdS353g4rDfzX6OlPAVEFsrnOYqjVAwjkvDmyqi0eruZB9vNDZLSr/yfvX/2x8Ht3jkzSsJP4zpRn0GKwoTG4zPaYcDoub6JskTxSnnAEY4xc3xJP7sL/wnfvaTQe4mUZnKXUIrv1xnWPmDvpPjgbrkd1pgZhg4ow08VJCdI2VVHHkCemTJ6o10g3NQN6JwfRhq6KvhykX+H01WbBHhhhkLaOThlZjS5+rQaolBezYqlfzWSwxJbk4VQhRnBGMGGyRDz5sL1gNWq+ZQJa9lsJjUHVUt+WmFqqzklwxEXkR7Lx3YWwWBzo5J08ItB99s0w6Hue36UkrMxE+Rs3iFwi48fzuaFB4vTQcDOfferUD4xSW/9H0uuBG35ZQ4h1Dtdxv42HgFswAngyRQMttYH5v5IbcJHO+YY9nLVn3tNg18ojyFSkqs2MXP8YEB6bUWryS+R/rr0pBZkmHjGX9HVO4JtEwDHxuRoxT67lQRqgxTP4BtZ68ni2jEEwKreGB7psKmMRr0AehuZXcahmY5mUgRBXD9w3D2swAJ1z5Y7bhXAHfGHvtiRF+s/B12NUI18yO25RCREczpG83CyQUAdjjFN7IJ1fd+3z/me9/n5xJbVytMsZ3/PorElJ4bmzBDCqvSPeKk8EARqrTkFy4qVNXNm5BNqOyK7f6QPVQ3XUyqqDOGhZ3VWhoq/1MhodIXok2IG6wTKiN0caVTTCjM9XIbbNamnbWj9IJIDamu8mHJOIe05Ffh91uGoXfVy+dgRD5eRVN6ojIFCwpHWgou+xv0tZLlWwGUapOU/Fbh9FJPSBVEk0NCabC3NycFgd1jiwn9Wb6BtJW0KNvZN3PVGZZ/E3Si4o6eVI3NUZiMoJiQlfnQpJS05SxX4TrTdQgw8dz8m8hsqIhrs5eT7Jzho1uFHU4Y0cpWqKwmzSJTejDDQBIUhPWmyvrKOCypbQ1GhRyqWKyPclLPWb5BSBSqrBgUdR4zXOmw1cpeH23LxJP5JcMgimnFM6JCQuVg5swXBXCnSkXKU6his4lRMoIoxfGLqjP08/4H9fWNp6sd9wrg9tBlnwF9VrxgiQpZQgpvHA3YEjPs7voGITSa2GWEKi5WCiUidyyZ8kC5yCJCZTdwREiQE+zZwSV2Orml39OAB4tQZbToJv8uTbfWCDI8UFWH8oIq2a13+SUKVfk5SNNWF90qi9dkoFihUotagwAvWN8FmJHyUOX5NZLfn/y+RfhpV1EFEywWxooy4fs+hpDVVLoMU3oYhtgiqnR8olCtGiiN2K9sSk9I3aIxW1SNvzBMJAJDBtletmCm1IF2hjLS6IFXvcwgpgf06dFc8PDElmrXP55kL35jL6SNp27kRva1EOUYmRM4JQpV2fidNKgxT6ESSakpm5BNXE/FNuQQur2O6lT0Coz13kSVirrbOcnOppPdoJEgjnDiGTPRyuwSxG7TxMu8gQBp2TM08j9TiSIsVwhBYjA2G+Wfx9zpCxU2CLZpEMh8QlVmI7BzOqcTjN2QjnCJCm7EkVGsUPm65Nfu7WQfbzaxCyI8ljC4ov5/4U3q83n0fLXjVnHtQ/DvvhmuVle4bo88dsSYI7lyTSfZgyUK1eGBSu1vbK+XsEOzeBQUqE1SkKNQAUiM3PdBdenNkAWGcmE2aOQoVF6oCdkpLvfBA0aorHTxmX94Ex9IVYUqWlWopKRBtXZ/SDqDspPSq/iPMB0sorU6sww9pVAVkKG05JenUGlCkTXEdP4cOm19tU1b35jMSuGk1trNOFW4Knmo1m/GiS+uyvGpF25VoYp9AllNoZq3q8/PobJCJQSRsLGJsseOJCF9Gf4lGt3UZFsFlnvM0Fh+HuGohO6jPELlhnRwiQoMpKrMkq8qNGVxZows6TgVkUuMWRjDEWDnmmBHA2W6N5vZhGq/08CXVhovkIXUe9PJLhWVGesTJdEzc24idotmUVK6VunCIoUqp9sxWdfMChsctclbJ1Tp9VxU8jMEPnZu6VY1uuTbCEyjWOEae+paLLqRqtme+QpVoFP3e1s72cebDeyC45eQEKrth2HvcTgqHzSeiff/S/jEz8JPf1v5z2ocDMZsiRlHcuV6ShSqktgDT5ews5LOI7OJUxIB0ohnhaVXKUSuUugGKkdKFhnKrUbumugGipCdZv8UPGCEKjGlLxOqiuNCNNZC8PRNucrYGMhO2E5uKkYVQqVDLVcVqjhwy/0/C4RqlkGozMjFF8V/R0JYFgdMwwKhquLZyPA8+Gmbd5WS3/osvIRQmZW7Ndc9VGqEkI1hVJCUk9dh4VpKS2AVmwtsQvww42aadOu0dta/53Q3Kvk1gz5ja91z0cZj7GXfBMdeSFu4xAWEKhIOVoFfoiNmSERuyTAt+WUoTFJKjMglLPlM5Q31BZiM+gBYOUnr+12lUAUFClU0Lc7CKlWoNPEN8sokdls1mIQ5z6EznMICdSZdM1YJSUKoqnT5GVZm57CIPELMXJUS5rlyeeVfI3IJRKPwMxVg5xKqkRvSFbPc9wCK54sCRLMhnrTZ7ma/D7HZxKmqUPWvqMylrUuw9xo10WBTSAnP/7L698EzKoahAkbHihAdRCukwq6mUIWjJLV/XaGKrVapSteULlHO5xmSkl+RQuUiigiR/jxljZ5ROVZeTahOEywnmeG2QKj0jdiqqlCt+g3SDKmKCpXIyK7R6pJlVik12ZkeqjjwVMmvSF0yTKQwsEWIm1Hys2KPoKR0mdwIV2eHhX7yOlYpMax7NkIvIZXVjPmwHOqYKGbVAloFvlz3cZlxdS9cciMLF0zpRuQTYhXegNLz1YQqU6FK5nJlKlS9dD5aFbTDPjNrZ/lBu01LeLndZSM3UQVKyiwFu9EuriISeX6HVC1eX8S9MMaRAVHJZyoo8HHNRoqUOjkz5HbaNj524XDlOOngyruZm7bu9MwjRJpQ5XU26c9KrhlYKw5RgUKVjjnKyFRTp1jBRiDWU/8BzIozSjOnP2gYkYdf8hxFJb+RG9DGxSgiVKK4OSD2xoxpsp3j45Jmk4bMiZJZxeAq9C6qTd3e4+rrgk7T7Oe4oppOfv9fVl8/90uVDktCeg+iVYUqMaWXJJ3rMN9mRtK5tFo0igiVlLRwiXMUqn/zb/4N/+yPPJSrFLq+JlRFKedpDlV2sGdT+AinvGv1JPFgEaq01XrhTY+q7+QgI5gzTTmvRqgwMxQq3a5vW9WUEYcQf4XFz8emFL+l0rBxiPAyuvys2CcsUagSdShcIVQbK1QrO+Lk+CoKlZEMhF30wunzMSq8j5ZhZMZfmBvkic3HGM1fBzP2CCuOIIpF0lxQoFDlEqrqClU3HuKt5s7YLVp4a9dQAuWhcqHEt5KnCih53iUsKA+kUwsyFKKxF9LEJzaL38tIWLklv6lWlxrt7AXcMQ18zMJwVemXhZOqazVX5dLENy+6IQmqFCVz8OKC+ZyphypXoSq/AcVmdradEXmEFT4PeaNrQKneRR4w0MS4pORn5JRuIVHYipRCNdMxt3vZcrDF+pqaicEV2NZxJjuPAnI+1aAq+i+p/z/+ldDYgsNnKx3mDRUhuhW0kVLy/J0x//SXnkUmpLlEoZI6bqWzs65QYbeLCVXoYhIjcxSqhx9+mAu77dz3wQ9cbBFhNApCOU0HE7kkeCTwgpgGPkaFGJCTxANFqObzvxYUKk2orApEABJ1ZTF7KJmhV+1GnDm6JVRxBXYFZUNYiYdqlVBV6PJD+z5yBlBa0ists+TNDovS3JsKCpWxrlBFabdlhR21lfi4FhLvk9LtBjMZV71wmwS0igxSZ8Z+qcKX/jrDxhERUaGHamf9e0nJr8puOo7ZkiMCZ6VLzenQwiPIKjcCYy+gLbzC3WRsONlGZrS8L2aFRmJSpXOdjEy8kKbwiUtKp4FwMPJ2xDqhu9XKPgdVqiruVBT+RJXAzexst+SzUEao8qIb0pmOeeeQBmvmfyaSDcxabIH+2q6wwZDCxiTLU1ltRmmYM7oGlOodlawpWZ3TCSazKQ0RYucojaC7LQsIlQjUTMe8LK9kk5ql2q9hcGU+Dqqns93Gt8uPW3oOTcB2HoH918JhtZJfNFYTEg5lDz+K+ekPX+N7fvEZDnxNFMuCOfV0BCujyw9b+Sr9DCsIgEw2cTmbi3/37/4dP/XRUS6hClx9fygYtJ0GT2d0fLphREsEleONTgoPFKGy0syThcVnwy6/1Y6SyvPbNGJjfQZcHHpKoSoq12kI08ESMWGwTspKc6hIFKpgfTcWR1gyrECoNJlZuYmEYUJMq3YVrRAqv3pzgJHcjDNKflWOV6Z0c8ULp66DqiU/MyMkVg3J3qA5gewW4blCtZM+JKXk15890KZOOQ++LILbxyQmXpnHJ5yOLvnlECpXdfmZOYOJ1fnn+1bcQLc4l2TOwLzUu3p8g6B40DeJFy+HUM3U69Pu5P8NZdEPVjjON5Sz+DeUEKo834c+XpQMFqbAy2bleKjEJh4qbSNYhSn9St3LmeO0kvOLPaKStbHofXDHquxqtwsIVRISmwMzmOAXlE3RgZJZqv3yL4pV4G6iUHUTQnWr+LhVJMb2rUtq+HlFQiU0ITqWXVw/5s5YvWbXEsG6hFBZ3hFj2pCx6RROC1NIZjkxIv40KX9nX8s/8AM/wP/1W4e5xDYZ7VOomKYRIBk2gCCmJfzC1P7TgAeKUNnJzXZh8UnMkHZFhSoWNsYCIUp3pxVLftLUo1sWH9MjTyyzvOQnMvKPAE2oLJwSH5Y0s03tyeJdJvFnKTMwJxZOhTZtlcW1/BqkClWlHKp1hSohxlU8I7apcqiWS7fquarGX4iMTDNL+pV29KBTtgmJsnxMGSW/d33kBt/8L3+L99/Qr3sFH5U/UjtnuUaoWioWIYdQjXSZJa9DDopVAWVKL86cSYhvlJH/44URTXxkSclP3YizlRHfVQt4O6fkB6rUVNRu70TFuTvJJirM82H5xbv6dM3II3UVOpBN08CT66buKh16KQw7k5CYcbUZpXmzAAHs2CMqeR8D4eQHQk7Va9goVajy88CscEpQRIxNFSiZFSWzhPEtNSFiRytU3ZehULXPKHKw/zpldC/w8gHEscTy+gAc02UahNwZqevjpYE+7xJC5Xh9hiJ7pmJSfo5yZhp6E0WoCk3liEwvHpAm0dtVFKqskl8Y0yQonCt5GvBAESrLMvCluRzoGPnaEF7tpVj1/6Qli6pSpOFgi+VZeDIlQ+XnYGR4d9SJqLJhacu/qfwCazdT/XdEJX6H+eyw5Ys+UYiqlBiy/DepB6qKQpWSmcU8sepdfpYhCFZN6fpDXLXklwQqLsYmmLFf+fjYVF62tcR7UKZ0p7tUanrpSC10N2f6Bleh02/aVwu96CxL/IbTpYWf3WGIKrm1hYtZ4HcoUgXcIKaFl9vhBwuDyjPKZV6oB12XLJ4qgiQnusFVClVRiaFIGYljSSueVvOB5SpUxfMMkzXDyJtHqMlmkRF3Pvpl+b2oHOFBQu6jpTKylBJblpddQdsgcgiRLf0KSmNOsChqdA2A3cx/H2PTWbdRLMCK3UI/nrCVDaJUoUojEx5R/2/tgTDvQqG6Ole5th8CJIxvFh5yNPXZYoSPzYwGMz/izlhdN1cGemRXiSm9GRwzNnMIVbI5yClfezO1gbNa+YRKCpE9ZxaIdMeq1ShXqLI8hV6gNlm1QnWKkNUuL3QgZpVyGySlmoV2/aTLqyqhyjFUq/ynCgpVsoivdBaJ0Mev4KFK/AJBuJq0rnYQZfJ8qsys3AQSYmEXfWA0YsPGZL3sCdVKhsmNdpHUyQ0UqiSHamlXnShUFUu3SQTHIqnbxIOVxF9kpmS7gzX/VDK7Mc2BqaBQuX3VJm31lkdNmI0OhpDEOTvaJExRFHT5ySQlPIMQukGkdpMF70Wa4+WvL55+GCuFquS9jAwn90YeJDvtgufIHFSuMfFVu36uoZz5VIBchUoHsOYaqs2EUOWoZBUCf5Mcp1ViaERqk1YlVXo+n3P+mfRCVXatothmTn8AkBKHckJVlGnm69Jt0WsgDdVun9elZ8deibFfzeV0vZIsqpRQaTJkGNA9V0qG1jC8Ph8rlajHJeOkbg89dhkztbYBwSyIONAK1dXjmSIaJQpVOxowXe34TZA2iRSX/IpUazBwCNbnzEK61ogiQlQwTkqNJvNrheo0YU6o5h9+ESkyY1bJHmI9mDPcoF0fmI8sWdwJbOKhSm5EKyxe6AW0jFAJU+1G1zxUYbX4h8S/lKdQOY0KGUxiPfcmOb4KIcoaIcQGCpUa7ruqUCV/f0UPVUZIrCWrB7zKNDYhQyXyBmuqhqfVJDeZ61al5KdNrE5vuU3aSFQbP3tHO3FdRYgK5P28xHxQBtIGPkaBsjKfWpAVm6COL1s8owKFKi1dFNxIVZZWSaBkAaEyClQ2APwxgTSx814HKzGlFytURb4T28jOVBM6pLcKRKKELjyHH8U4IqzUvRwZ1pINYv4NHwOJLHgPQG+wSolx0Y1YEarMBg+USla04U3WHL8gkwwgONLdeQmhAk2oNiz5TQ4gUY3bmlDNjgsPuTGYsStGhLpjd1Ghuno8VWpwyeiZXjTEc7JT/9MSfM7mwJ8ptdUuUK2lUIQqS3VPPbdFn+nk85DZ5ac6f2tCdYqQJmQvfHhFrLODKkKupArHaUL3ZgrVYjCmjHw86WBXUKiMnJ29iDw8nHKFSg+gzBpdo86vRKFKlZmVUReaWFTyUCXqxsKOMi35VejSS43xGfEXWYbLzHNYLTMkz1VRYUoUqoTYSr0br+rBkqaDJaJshSqYzSfIaxzqVPOjoHrJLxwluTOrJb/i3Jpglnh/CkL8CnaTMz+iKYLCFmczVRkzSn7alC5KyHWRMT5V3wqeI8wbCowqe3aZIQs6Hec3oWxSJr0xE5q0GznrSzIkO4dMpONjCvydRo5CZeqNYhVIYz31P9DDyqsQqsxsPZgrJlUUqrzusJQYFyhUWnXPzHQDHOkVXkvJmpN0ouXhdz72UQayzV/6qef49n/7QWZ+BJ0NCVUcw/RwPlaqVY1QXT2esSPGiI76+dsjLy3ZV1WoOnJM6OSV/NTrE2YoxgCBnmThtLLXhB//8R/nH3/Ll6r3IWNNk+nnsZgYA5lrStr8U7F57KTwQBEq0CFyC2+YEQUEFRceSAIZF0t+SWvzhiW/4O4UKjNVqNZTvqv4sITp5JjSqylUye9fH3Whvm4WeB3Sn01n8a0TGqsCIUtuZFmJ91W7LVWH2MKuesOA1nmmmfobwlgNZ65aMsS0828C/nTNf3Sgd6N33Got0gDx9AhfmnS6q6Nn1C5TBtmdgomh+24XP1eX7CopVKteQLQBVZRnzsQi20wNIJPSRZlClXMjH3uRio4oIJVGSckv8ibMaNDKGowM6WuYp5LFgUsgTRy7+JoMWS9dGrFPULFBImvQ9ybXc97omqqqcVQQwRF55TdiaTawRYQfrj9HGKlrURT4+ZJOSL/EGC4GV7kmz/Iffuc6P//Rm7zjN15QjSMbzNbEG4CM5gpVSytGJSW/K0dT9sQYq6vK98/eUpuei9tNrh3PVFm1YE2YeSFtOcNpZxOqdIOY8xokXXpOM1uhOnPmDLtbvdxgzkrkOtlgZKwpMtn8laidJ40HjlCtZp6I2McX1RUqDBuTGGJlYIwrdOIsIlFXlka3hImHqropfYnQxDFGHOBh0ywaPYMqGarhyisXfWpiLenyy8jyApXnFUoDxy5fxNNogoUPThLmViW+wko7xNa7Nat2W0aGjcFCc0AyQqgiITJXSlb+Bjt6QDUn5AV7BuuE6jAhVJ5WMTO649YwO2JAl63Wyjnp5xY5JY7UmFq0eBW2OCclv6Kb2Hr0RXp8GNEgKM0ki01nrVs0RegSYeZmSIHOhCtQqJr4mBUIVRYpBNXZ5Mr8OXapKT2HUEWBqxtNijt3fdYDTo3YI6DitZjOpZz/HUGkoyuqEKqc4cpxxWy5WNi5s/TiKjfijKkFCVSmWbHamXyWc5sLNHaCW1yT+/ztr3uKL3hsl5/76HVoboG7AaHSaeW0ta8xIVQVFKp9Y0x7+xyWIfj3H1R+rre94Rx+FPP0TZ+4IErl2p0jTCFpdzPCgpm/R3nXsqs3Wb1utmL7jne8g5/4rReUPzej5CfDKu+jNqVnlcArZLKdBjxwhCpY8c6ocSEVFx5UdxaQkgG5Sbs/89iDpQ+/NsY7FUp+6Yd/kZDpc/GlXRqbICwne4ZcqlAV/x15ChWhp4zeFbxomf6bDUzpjpNxI6tICNMfT3bvybWQ3NgrHp+8D0mLryJU1Twn6gms/NEzwWxtR36gM2duTcX8Z0pguH2OZZdec4VUaJIgwuyS31zdKbgWMsb/JHA9X4UxFjQopF65PIWqROGCdbV46fkjl6AkU00pI9nHj9yQBn6hf8lKb0I5CpU/w8WhnatQJYQqv9XcK5vPiSqZraX+x0Hl1H6hNzjLhEpWL/llDXwHPK0ulSlURaVbkWwcKpiZszrUJjrgtYgYJxu0vA43UJ/vs9Ft9i69lj/1JY/xhotbvHg4RTqbjYJiqnyNacnPtFRa+qxYobp6PKEnx9jdfZ66vM3V4xmOafDlT6rUc1c6aWdrFm7cUQ0qve08D5WOTcghVElzwM52tsL1jne8g5/6jedwyFaoZBVCVNSkEVTY5J0CPHCEKlwZqGrG5bOmFpF6ZJIgyMRDVdEslxk7oP0OVoWk9JTQRMvHA4qUlZrSHRyxnrSe/D2ihFCsEon0eaOgsmdjXi5aD0itQqgalokvzSUPlZHsaqoGrIoVI27iwapIiNLcMn0OakfvV1a40KXXbEI1hYUOuzCKuTlQC8rNDQiV5fUZ0KXjrBAqrVAZOYQqrrCbTGMPMsiEn9xIC8jIfGpBRpefbpEuUrggUZiyS0VmXJ76rzp2lyNMEkxcT5PCIoWqeFcvgxluUclPf9by0t5jrVCVlfED1mMLrNgjqLiuzccAzc8j1Kb0Kp8HaWTPAnTd5Dooj7/IyzQTUYVYGiufEE11jpXVLCDG+rMc5PiHAK7euMGWmNLYV5EJj+y1GbkhM7Oj1o6q8/wmmlB1FjpvW7ulCtVocKyu1fYeX/y4Ona/6/DYvro+faxcLx/A7QOljO1s72R+30jvSzmxCfq97HUKph8IQSPLTgILIbXFAauQkfoPyOjeUKg2qHXdHwhXwvys2GeyAaFKFxh9I03zjyrOAkwVqoUPoIh8fGlhlxnKmde6ZUaHWyVTuvbu5BGqMqVNWNnKhIg8gqql00yFKoldqKBQWaqzaYlQbZC7A7rsGDEndeFmx6e77oTMhuoGFG5EqKKCkt984bl6PMOPYs72GhxOYnCoVPJzggEjY2ddNSwo10HF3WRyEw78tUUkMbAWLZ5W1nWcHB/4mEIiSz5TSafk2uNSYsUecRmhSom9B8byuXp6R24VeALTzUXu6zjDlQ7tVUKbPoE63spTqAI1TqqKQrUarLmJQpX6Ole7/AgIqpT8zAUbhDEnj8lNuGyTJM3s0TcARqoc519LRXMhZ9PyPLLk/PLUGYA7N17gcaB9VhGqx/YVsTgMmrRBlf2660OH17CqUIHq9CvxUNn+MZhAa48/99bXcmvo8rmP7vK6c12+4vVn8Z+3kTkbJICDI/X8va2dzO8bieqfcy2H3oQIA7OIYAuDhggIsvK8NlGoMjZJIlWoTjehevAUKmEtZZ6oieobmNKTBSaZ4VclX2MBWQqViFSLs12hXDb37izOE9Q+HqzyLCvToZHloUoXruIF1LYsYinWgwRjn3BjhWrxNUgMrNUUqgBr6UaWqo4VYw/WfFzJ+1mS6pyeg77RJuQjuQFVJWTCsrFFkSl9fj09f6B22W++vI0XG8rUX0GhagYDpllBfvoazmpPBhbk9XKFKst3ElXIgLItE0/amanIUZUxFeQTKlcPUi3LVEvV5qyypSZUjZxZgDBXKVfnWqbnF8xwKfJQaVN6jkIlAxcPp9RDFbKe42RKv9JgY5hv8hYJRRgpU3ql6zmryQTwvWphv8kYpsynrqBMzAeVr1+LSdJ6kdLoOEmHW/4mZXjnGgA751RK+qNaGbrt69e4qjFdDyhmMWy3uTOf35mBMIpph/r523tst23+4R97K3/yix5FCMFf/S8/C29lPVxFkiOVN58zKV/LHFIZeq5q3irKNdPfCzM+DyIs32Qla3eWpzC9DmpCdbqwOhndkl7lgbaw0AWWeKiSrJjKpvT1HClFqKopVFZWfs+Ch6p0wLIejryWQ1VRobLMhMysBgkGlbuKREbJbxNTeaJQyaWSX0Koqpb89Lkmr2Na8qx2fNOxCaSZLmJBFOsbUFUPVc6Q6jhWeTILY1uev6Nu7m+6rA2lVrOSQtWOhszMDBNqzvw3UOoOFRav5DrJ6nALK3TYOZaBhzVXBhcQVdykSF02XQ10nPrKUB6XLb5mNhGAeaejVWiszy9bAhC6uDgFXX7qNTTj7FBKGbqVph+ExvosPSv2CSuX/DIIVRzrLLBqXX7qCZbfy6T0W6o6G85So08CKSVmei0WKFTJbM+Mkl0yJNspUBoTwpdXugWYHl0HYOesyqC6tKPO53agX5+qhGpyqD7bi9e208nNhAOY+GqUE6D8VivYbtvKblFAqGTi83KygzmLSvAAcTAt9SQmdCLMKD2KKhv2ZFh4xuexkpfuFOABJFTO0o5wk4VHHaAXh+QNDjxiKSopK7AQexAskgFfe6jKFap5qWSxXKbOxauStq5n+a2Z0it6qCxTqBvhajLzBkqfyLqhb5Ds7FiGHrexrDSqf1Q7h2hVJUvGfFR8Hy09DzBZgHydLF3ZS5ea0rNnKt52Db7o772H37nS59MHE3baNpd39MJvNUvHTBDMcKSHp4MAl09ePU+661uAF8Y0kvJREaFKOi0zdvVxcnMoWDwtQ+CTrVBVCgFUJ4EpJOFKu/zUj3SHWlmX4HLZdhGBJlRFpM4uIVSGJlS5pnT9+jiE2aGUoVepyy8S6+Z6ldpf9fOYbNLmz+EHEY6Iqm0wMjZIAEGqUJUR4xyFS/sSI2GrVPK880/zwDIaHLRRu5HT7g/zzXBWx2mCaHgTAKN3HoC2Y2IZgkGUEKqKxvTpwbJ/CpSnseDzPNEhs8CStzLBdsvGl1a+4gxzwpYz/SAp+eUTKrdQ8fz5n/95/o//9c/on81QmGJXefqK1vckNmHlWpZSYsa1QnUqEa6kI1syqCyNw0IXXHLh6V1kFXUJMkaW6MiDyjlUdsbitVjyKyNlOTlUye6sjBhaSTjqyuJnbBCQmjVgWcS+SnyugIZlEEhr6WZsJsnQFQgZZJR7kv9vYHr0hZMeFwQBdtUbEDq+Ikuh0gvriyO4OXT51n/zQW4NXS5ut1IvTmy2SoepJp6M0MlQqApKfoqMJH6y8jDELHk/GYRatJvMGgOVHl/VL5ERkgswCyKawkeW7WbNlWtg8RzSvyH/HFJvUE7JT4Su9lDlECLDJMZU2T2ZhKqqh8paKxva0icqVRT0aaQls/lzJOSiyvWc5sqtqGSBfg0bpQpVtsLl+mqTUvZ3pIbqrAYH7eMqKt2S/v35hEqMb6v1RQ8sF0Kw1bI5CvU1VjU6YXIwj0xIYLdKCVU7JVTrJbuOYxIIG5E3ZBswgmSuZHbJzy5psBBh8TzEdrtNu6Oee1W1VkqjR1gyJzbZDK82WISxpJFc37VCdboQGisKlfSJREUjMaS7yqTUl+wiq84CTEe3rJSafFntORJ5e7nLT/07FA6ijFDkEaowyYwp8VDpG+GqsmBs0qadlovmH14j8isHrM4VqsVuzYBwgzyxVUKVeuGqjhACdb5a3UiM2Jt46SyidYVKL6xTqc7v5tDlxcMp57cadBrqxhyajdIxE0nXUNTMaJMuGPEw9UM1mBgKFaZ5V1AGGalAiBzLIJBmpryffjbKyr/WeiAlKFLYxC9XCwvS3uMKQYKpQpUzi8+MdMkvz0OFykPLC3gVyWatZF2IhLMcUstmCpWhX+fF+ZyJ8lhJsc0ZQ5SM18pL154fr9/nlb9hprs9S+eLFihUSSBlo+gcCkpNCTrBISNrb2nDttW0OAg3LPlND5YN6aBUowJP5Nj7f9r783hZsrrMF/6uGDNz732GOkMVVBVFlVAUc6FFIThho3Qztdqg4BUVuTYo2jav7XsbvY6vOHz61bftvjYgDu0AdCOgfdUWb7fSqC0OjVIiCiJgAUeoqlPn1Kmz987MGNf7x1orIjIyMnOt3Kdq7312PJ/P+Zw9RWZkZEbEs57f83t+eV3y61CYhBCIIF44DxHAMyG+C8ZJBUZFXGAD8IrlHcxveMMbeNu7/0Q9RGuBk+QlkVz9Pi5SqKph6WA/M3efcOQIVeHNKlShTOvyjw2qFt1ZhcpmsDE0u/Rm2/XVgGaLx+jskFMnm1Xpsir5zV7AzQV0lULle4KsQ172HQYDe4EiPk0TqCjtPVjGQzWTeC/dEu+rVa8+dlUIoUPOSS5ChH4fjW/ItmTo+RGBKCmKlhlXS/OX8/q1/N19O1y7NagUqsKLVytUOtdGDrsIlS75dVyAp2aqOyxdDS4bu2IzZsIone3SMTQI1aqLpxmZkrYJVa6HM69XaoJmp+MSH1gYUkjRWbYERaiSZR4qlP9IZffMd3sKvVhbFZtQdIx+CXFRqIyHqhG0m9krVItKfub8jlYMTF80F3KSFcRitRcuqBSqrs+i3odlExyWlH4NThQPsBPOKktbg5DzlSndsuS3e2HWkA6q5JfuzozimtkkKRoK1YKSXbB4UDiAn68iVIuPQarT5oslCtWv/uqv8u4//AAwrxSOU6UYL1O41E6qY9leHBg7hdrRvuR3oFB48YxCFTlI49DI3zE30CIhkXYZUtDRaq0vAqmtytV1EzARDjbEUA8Sbbe2moupv2LMReCr2WHt1ZxLt2TXzdgr7RWqOJgfcu2XqXXuDsz7Z8psSiEFvkXSu0Euwqo70fh+VqVCG9RG4NZFUCsjv/7Xs7k01x6LqzypzItXeqikLvkJM3y1CS+gRHSuaI3/CFjugWrNMmyiMpAuufiFWmXsUgWqTqOVCtV8wjeoWYIx6cr3oqs5okK+mhSGvlhYtqQs8GXGlHBxbAJKKVWzNTsUqiJhyuoZn0XHTMJQZtZzJetRTvVj1CnnFtfGBU0OpSa6wyUZUADeIkKllcZVXjgRLiFUuVnoLCNUi4m1wXF5iUk4uzg5NgzW6/LrKvnJYuHzq0Hd+jO+iFCFA9Up2TVsHQjzsVLwF3hkq8aBro7XzDI1X6j7V9tDtZvkavtV5NyU/Fqf5dx0UIN1TuB+4cgRqtKP6hC5siQkr7tULGDKCBWhytVQYit1ibozqCqV6JuPunDaEKqOi5d+DCuFyPgFWidvmStzfbDClB56+kY416Ztfxy9jhuhX9gTssif34dAuhEq2fLPlKlSE8IVBuAmci+qVB7zeVjV6m9Q+VbaFzCt7kyIeczZejV59tiAkS75Zd7qLr98R7Vn+xsdhEoInce2ilAtvpH5S25iWHTkREs8VNJSoaoy3dqEKiuIRL6y89aQ2k5CZFG2rIatd22vj0EmYvwlvsbSU0G7c6VfwNOLtVXXha5gzAgHQtURFly6TIBY4IEyXprBipKfORfbaqcq+WVqTt0S+NW51NFdVo2uWR0M2hUoabApd8nCWT/isUHIxSkg/NWKMSgVKp/MK1SGJC2Yrbmb5IzEVCl1Xvf1qWr0WaBSRcWYzF/S6ej7JLK76zbJLRUmXQ5tz5mtm0RWETJBIYK5kl+m50oCfcnvoKH0YiJT0tAn0MrabgN+a0yBKBJd8rNVqFpdgiaUU1qWDfVNZMa3oS9kVoSqGhnSWk1mqssuWuL3AKVQdZnSA5cVcdCtUFl7sISgaM1kDBzzxGQrT6xOpbYjxqC8KxWh0hduW4Wqvol1K1QTGVNKyR03qVXxZhxUClVCtPICnmwrQhVtnur8vYoPmb94TrQ8L4W/tGPS7zAyG3iVQrX4vDJevM6xK5WHahWh6laoxmlBZDELUHQtTszvLEihEEI1YiwZlbHqJlRqxbhrXIdX6sXaioaX0ovwmzlOUhKTWQ/q9jvIvVnw2XyexZJrCqw2pdfzTWffx6r8vKJ0G1Qdakvex6X5R5pQLQpYLSWbjMlb5bJjg5DLU11atpmtudsR6gn161vgo9pNdZdf2F2ug+WZamleEsmE3FuutqaEnaQy0QrVygXOIoUqzYnIrMrHhQgJKWa6XmcVqp5QHShIbQamLOqbqUPJzygQRYtQ2StUantZzCpU1sZ2Y6BsnvxGZXEgVGVbns8SXXZc/joCT/uX2rk3MrX2UPlVynZDoZIOyc6oE69J6lwVqopEV4n3dgbgmcfwQnyTR2YUqiUBgk10DrmGmlARcXmS8yNf9WRuu26Lz7/lVOXFUd2Fy03p+c4FpjJktNGdO5OLGL8jUNJ2NdkeDm0gpawvyktuYpW603UTqzLJln8eRIf3B0zJL6t9IQvgLVM2LMqWwOLXoN+ffBWh8qLuyQUo1Ta18FaWZmC78eOZz6RlecTvKvmZCRA2hGoBITJK42piO9+kAvp9FKtvxAvVXhr5R0sTutX+L4odmGY5m0woWxlOx4YB29NcfUZWxZhAHeo5V/LTCtWCLKodrVARL+5UlEsaLMwiqVxyHH3PWDm6fZUx6UqlUGjbi2yRsnGiFGMbQlXqsN7m+ZDpMUgSj2XDzg8Cjh6hasYeGCLiolBFs4GGfqFam1cGampUteqq5GdM6ZakrCuV2BBDKw+VCbRsEapcKVSrQgSNQtVWNwKZ1+3TKxB0jDnwS3tCBqpVvKluhA7J0OoJZxUq9JgPF0JV+jUpMSUS2xFE9ZDplik9q0vAl6cZj7tui9957Rdz3fFB1X4/JV6ZlF6ML/IAW/ODkc3vvZCwgwhMssLK71DloXVkB0XSrmSXryJUK8cgdecHKYUqrzuXVm4/fxOpAiVXqCO5WFDy0+/jqnmCUitUXTlUJp9ulSldtuaLul7XOudzGjK0gpRCM6y4W6FaRYw9fZPsKvnFpCtvxEFFCDuIsU3Ctin5LeiSm+xe1qOQZkM1jw1CxmmBDAd2JT8zALnta6wUqm5CNU4KNkkQC/xTMG9haGJHB90u86IJIcgI65moDZguu2UNN+9973v59V/4/wHzC5TdNNcZfauvz2VH16sZ1O1izdkvHD1CFTRupKZl3oFQmYt0ZULWxlHbLr+5MEC9kk2sPVQdq6lqRerSkdO6eGhCtWoWYOAJUtmRzCwzO0JHs8TQMJXLTAX4WaL0QvzGyR/IzCmgtf4c6M+AY56Y2oe6s8Z0tq26iRvUJb/WBcwoljLk6Y+eNcGGvkcUeEyJVhIqOX6AS3KDrUH3MVVG5q7VrLr4rprqXncFzatDtd9hOblsTy0wEJaDqo2ZuV1imCQpoSisFaq2MgL2oy4UKewYm6LP61UlP0Oo5kzpZYFHSSZX59PVXXKzUSy217VAK0xdpnQ7hco06sy+D1J3Ka7KhlsUezDJ1GdplTG+IlRdCds2Exj0jdpbYApPdi+pLwazhMosVkp/sDrGBGCsG02GLUJl0vgXEKqdJGfLTxALOvSAxnV9/rM8TjShWvFZViW/xZ2/qyJhjJWjTWzNNcHGj1eKUE+QqBUqMwbJ9v6ynzhyhIo9KlSBbgE26oryOdgrG3EQaPNfq+Qn7ZLSEabdfG8lv/aJI4vUKgtLCKFD5Npt2lm9Ul61Cx3losBZoZpNhw4dSo5qJ/TFpTA5VImzh0r6EaEmJYYgLxumO/v8+ibWJhT6cW678QxvevnnzW2W5iXv/4cJ5apZfskOuwyXKFRx51DeKvNl5U1snhSDMYTbzVUsRNDZ6l39bGWpp1thMurxKmVDdEwtqPahKluuIoULVDa9D6v8mdKP1VDtucR89fw2gb/SqGDVoG9NBm0XOF0t8/r6sIqUQqPJpK2O5InVfE+Tg9UOiZ1mBSH5ypJh5/5riEIHBi8jdZ7XqbobZJpQicFsye/ESO+3TYwJLFGolhOq3SRnSyQLO/ygqVDNv4ZdXTpdWb4W3ccgsZgC8RM/8RO88ZffofalPYIoVx4oYdExWnpqxmlzgZGVusvQ5fq+TzhyhEo0TeEW5tk2qrlPxjNTpMqUbkOGMDPMwtqjoS9ChWcRyqkxdxFfg1C1jbTSKFQWxDDvMBMrQmWnMFWEqnEjCxwVqtyL5/LEnEYIVRcg/T4Uib1KWD1GXHdXaYKzasxGBc+oAm2lUO3PbTec6VSXbjg5VArVChOsyHbZlYOFhKr0ornsIlDyurp4Ln8dYRCQSX9OoVIG1lyR2xWf57yjowca+VgrCIFoTx3QMO36qwys3pKE7KBM1OdpRSm/WKCy2SpUeMqEO6dQmcBfCytApVCZ64B+PSvb1DV8oyw0M9GMh2rJLEMDsaBLjyK1ypYz2XxthWuquzX3olB5pd0+FGJBgwSQ7z6oHmsw2+V3ckPtdyZiS4VKE6rBidmfG0K1wEO1m+pgzyWEqrqHdZBKFVuwWmHKifCWeKi8JXaG3/qt3+K/v/d9wLxibAbH2yhUUuckNhcYeSGJRK9QHUyYpPKsLvm5dA5EoVKYqqHIuhNnWWt0E6EvlAzemiHnkoVVtAlNkVDg4QcWhKRKJZ4v+WWWA5q7lIVQ5vYlBuOhKpqEyu2EKfxoLk9slV+lCRGElIgZpdDVQ6UaHPRgW/N5sCVUCzqjjNIVLcjuece3PJPbbzqDhyRrZ1g1ILJddhksLfmFdBGqUsv7K8IUF8Qe5GVp3bK/iIxUn62VJb9uY7xtMGiwYIabmh2WWHnyFpUtra8tenLBXLCn6dwVwcqFVntge24xS7GJUAeUNt/LSnG1UBUWmcK9IrFqNBFVo8zs9obcr7oRh0ah6lBn1D7YvY9CdpRugXyiCJU/miVU12iF6mLq8defvJft6eLzEVAK1eA4+AHv+9j9vPRn/liZryuFqpuU7SQFI5KFoZzQ6FjtUqgSFXS7Sulb1Pk7TXMiUazu+DSLj3ZiflFaj+WSxkNVzHf52TZZ7CeOHKESmmVnaa1Q2a7kwGQghdWN0C9TcuzVJXUjCvGqLj/36Ia51VSuLlx2sQsLTrwiszLAqucP8Zr+m7IgECXSwnQI9dwo2VSoHHJzQHVmNglViH1SO0AY+IrYmplljiOEAPBjYlKyQlaKo+3omapbpeW/KdIJufQYxN2fh0ccHzIcqucYTxZ3Fvn5mDEDNuPFClVEqshgA3mhS36rbmKeIGNeoUpzbSC1uPgVIsTvuIlVpdxVJb+uQeHYB4NWczU7VtSxNSnsVtkqQrXqnKhW5N0Klc1nuh3/UFgqdAaBb+If6uNgLAE2N0F/QcCqZ1nGr0qGafuzpJWNVeOwwm4bg9oHu+7hAn/h6JaKUA1PzPz8mk31vH93saDMJvzVuQeXP8n4YuWf+ra3/QV/+vcX+d2/uZdXv/1vAJDp4hyqIdPlER5LFCozn9NbsdjLFiwOsmqKhl1sQrvklxX2JT/pzY9Gy0pJSH7gIxPgCBIqs9rJkkk9j88hzt6U7EzN3C9TMsfugxnz3xrRDYUIZ42weUJKZNdpaEztrRNHFHamdNCG5sb25jgKy+MQRsHcyA6V7Ow2OiaSWTWuwSUZGoy5viZUFCo2IgrsPVRmwPEkKxo3UMv3cUFzQJ4qc/xoSR6YKdFMJ4vLfmE+JvWGC5XT0o91u/7sjTytSn4rbmL+/DxFMApVbuV3yEUwl4oM1De2VYRoQeyBtPQ/LQqEnGaqTXsvKhuW+0DQPVuzLuOvPieqhUylUGmlw1ah8ubfS+Fgh6iIbXsclWU2nL+gdKtuxKvb7QPfI5X+vB8RB0IlQjxZdP5OakIVLlCoJkQMyBaqwRUmFyv/1DRT7/fb3/9p/vjT6v36yKfv6dxsN8mVtWDZYm1BWj0oU/tAZCvV82LB+ZglU/0UK2ITjKjQuiZk2lRuk7ovOxYYuf4c9ArVAYSnP5RZMq6ypFw8VGYwr7loB2XilH8EeiXQUqhcjPGK0DS7/BIyEdqVHReY0ilSEumiUNWELtcrfFulrxqw3CgRRCtmRbUhgwiPslJ4ItxM6b4pvZqh0GsoVCIcEJExSQu7AMGZHej2suXphJRw6fw3UzKdTBf7NsJyQh4s9r+YkSdtM3RWlMRi9WqwDnjtuAkKO3m+7JhBB6Zjc3V3mL+gXV5aqkOLsrSSrLBW2cqOsS9ApQCvVHj8SJnSF3iobEhdu9xTuMzhw7yX/myjS9UdZ0OoTJdei1BZzves3oe5kp8OdFwV8CoWJ9bbxrEU3gJiDEg9VibaPDHz82HkMwg9Na9RJGQLxr5UaChUiR799YFPXap8dpcud88D3ElyFUWyhJxXnZYdfsCx7txdlZGnFgfzinEVEbSEEA2HQ0Yj9fid1wQyfAvhQnohoShaOVRK9T7oKelwJAlVPTrGtAbbDrQFNUcuMcpGkeNTKFOiA1KiOvNE181dBjSrUsnsLL/MdkBzNdF71rchdIigjULVvolkiXoNthfwyPdmfWSga+T2x7FsDTeOyZzKpqE3uw9mJqMLofLDAZEoGCdpTZBtT3rPxF/MXsSLdEJCyHDJ/DfT1TSdLlCoioxQppRLCJU0ClU+X/KLRL6yQy/0PTLZ6jalXo3aEKqFCpXMKB3MzPMRIHZkIKwI1ew+TDOzIrbpSgo6y5bYfh5WlPysGj2qco/JRNPno+V1rSLHjfdSlPafZ39B6n9QplYKmxnOXLY8gUWe4QtptQ+LAlYVqVu9D6Xwu4kxQLIDwGB0bO5XpzZipjJSpf98BaHSClVRSszb/eAk47qTqntwUbDoZJqoOX1LCEl1X+voNtxNVLbcqoaZrpmQUCtU4RKF6t3vfjfv/o1fAzpKfnlBbBnsid/hoSrNNalXqA4c/MpDlZAnxrzpWvKL1AVTXzSdAiWBTER1htIaxvjCi2Y63MinpMJtuHJITtK4AKjhxKtbtEERqqayYGrstq8h1D60StXRozJcCNVMQGtZEFC4lfx8ladlptF7hbtCZT5L4/FEb7+6s63euDs2odQBo8tKfsaDliQLCJX2YuTB8jbrWGRzq+pUE6KVHiqtMrYJYa0q2Kg7EUGLjEgpCS1vgotKdnXJb4VCFQSUUsxNDZjmhbUJtmwvbgz0Pq0yVHu65Dcfm6DJkcU+VKbubLbLz9pDZaYfND1UhmRaEapupVBly63e/7pLb1ZdKWyHZGMCVrsIVWpful1gSpfZmImMGEbzn8mTGyFTXfLrGnA9g/EDMLyG+7Znz9tHnNwg7eiYNTBjzpalvZvPWfW3DexOM9VosrLk1/1ZzlOTmr9abYX5RWJ1ftp4bL3uLj+b0TcHAQc7x/0hgB+aYM4JUmoT4LJ21BZi3yclYCNPqjZXl+4y0B9cQ4jyqVKXHIbyFi1Cg86Qsopu0B96Q6g29K4rhSq0UqikGcYqpRq0q08408a+ClHgMZ7pdNQ3ApcTxpDgRkCrk0LlK2Jc5lN86jwxm5Jn9RiaUE2mY7xiSkqI9R743QqVmSk4WlLyM11NSbKg5KcJVbGk/Cj9mLhjhlymDdmrbsZmdEzQMvLmlUJlE+IX6LJtUQ19zQplQLUp0wSVQtXyA1ouUsLA16XnjnZ9i2MAZnGxWKFa6RvxI0KKJSU/iy65RmK8B5WVwTq13xMqAqNR7vHKhBKB562+RSwqnaqw3yVhlObvNFFoK4VVc4HFdSEn7Ew6t50xqlT3bkIlsgkTIjai+WvDmc2Y6b0hA9LO8UH1DqaQbsPoGnams89z7bGBalTqiEJJ81IF3YYsL/mZ9yCdL/lNkymekCuFg9IL8duTG6hVr2Wf5R/+4R8GWfJ9zCfOlw7E2HS97jTOh9R46XpT+sFDoLuninRKqaXcpQm0LUSBx4RYJSmnavvEswxz1Mi8qEGolP8psBxdA6rcFcp5hcql5KcIVW3C9MqMVNrlUFWGY30Bzl0m06OjI2StUFUhlS4KVTPpvDL2O5rSqQNWfaNQOZjSQx3yOh3vInJHL10VX9G+iUx1yW8xoYr0ZzhZVPLThKoMlytUKqF79iaQFyWhyK1WkyoPbfYCnFZdgna+FfVF/VlW8r7dTbBK8W6t7CulxdJY3yZUSa5LDBavQS70UNkRKi8wzQHt2AT7m5CoEt/N+WQ8VPbKe94K6/UKZSOwUVzDUDeZtAhRKO3CGBeZ2l2OQZdaavbB5rMkRdDp5wNl0J8SdV4b/88XPJ5brz+jfD8dAbEVJiYl/SS7qbruXn9CXT+khER0E0KVIbVaLfQCU/KbJ1Tp1K4Ss8jTWJURl1yff+/3fo/fe8//oMCbW+CUuUMFo4oRaZrSew/VgYUJqiuyKWW6QyGFk4cqCjzGMsbPd6sbV7pkincXChHNKFSpiJ1HngTNDKE81Unr9iW/SOQkWX0R90sHhcqfvREWiSFUlrEJpuSnL5iZ7kpaNRqhiaoe31ConGYyesqULrMp5CmezNmVA6eSXzhQhCWZjiGfuCmVeuXfzn1R4zqi5YRKS/dph7yvfqGI/jJChe5QbHt3skISSju/Qtcsvrywb3GufFKNG6nKHrLrsFs0T9B2dE3ke53RD1luZ4YGRai6FSodq7IyrT0kFllHDpUeaWRFSMwiUZ8HptHCUjEGHRvQOA5mjqANAt+bi10AFWViU7IMF8Vf5HbEGBaHxAbSsnTrhfgLuvy8fEJC3BmN85izW9x+yyPUPixSjGEmJX2cqM/Lv3zOYwH44ltPky0Y+6I69MxxWHyf8av5qPPXhMrasuI+VyxQ6aqSnS2x7cg4BOxKfkFIJPIZK4LJtrOtgOwnjhyhCnWng0x3IVVZPZFDuc33BBMGhPmkunGlvptClXuNUEqtbISWwaBgRp5kdYaQjjxwV6iaHqpMmYQt9qO62Zk2bbMqssxgCrUp3XTV5MYL5ESoTMmv9rK5eLBCXzUXyDyp3scxboQqGiplMx1fxisSp3DWRX4DkStz/HCJh8ooVNkKD5VcRqj8uDNQ0sUD1ZUubWITbAah1gpVw49XmGDQ1TfzKnRyLlPNUqEKRGfJT+VQWSpUfqgMw23kiVJ8l7yPsHh8Tu2ttMlxmi25mVLZyiDGBjIRzhAS24RxUIqz6nyuX0NZKi+cDZkJuoYzg5O/tCu+ogqEtC35dQTdgiZUSxqPTOe4XDA6BqhT0ofXMNYK1eMfcYyPvv55fMXt1+tswg6FKrVTqEz0RNER9lsRvRUdyKXX/VmuSnY2qjXBfKegZZMIKD9gW6HKdFK615f8Dh78gS7vJTuQ7jAmth5sbDDxRoTF7tqEqvSieo5aPtXjJRwUKl+pC9WE+nzKVIaWOVTdJT9f2mXGAI3ME/UaCq0w2eSMgCKlaSPcNHfsEgSq1ZbMp5Wx3Gkmoy+UiTybVARkl8HKMR9NRBuq6yefbhMUE3LbyASoTenF7MXH5IENltyI40HdWNGJdLU3UPgRgSjJstnnz4pSJahbqQLzN7HUSd2Z79LLHboEgzAgl95c2dR2dE1Ypb13dSquzuIyr6HrJiQtYzjqLK3WjdB0+TnkQJlyTzXFwdJDBczd0G0zpMAcx1mlL626RVfvfxh42pTdPgauN/LWZ9HkF1kmdIcLPFR+mSwnVGa+64LRMUClUL3ud87xZ3err0exX1UE1LnUPTZmgFkgLH4/gwU+NoDCMjlftr255ucOTQ55R3yFbYyJeo75yQG5QzDofuPImdLjOGIiI0WGSjXvzMW/BJCIAWFZ34gz37Hk59VDdRWhipxInfRjBqSkRUnge5BNmbKFb6VQdXf5+aVD0nir5FfNNXRdEZcm2VmvoBy2NwpVkU4RgTKWOylUnscuMSK7v3ofx44lv3io2p2LyQ5xOaYI7L141TFsyeOiSEg4wWCJahrHpuS3iFDt6D9cplDpm3DrApznOT6lpSoQ4JWzKlleKkJkOwhVPVCz5FcSkluR49DrHn9TEaqVae8emZxPyDaBkjakUvrdN+Iim1rFkBglb26mY5VUblPyqxtt1GNphcpB8c3EbFivIlR214NANyjQWBwkuf24kCqXbpEXzlqhmn0fkkz58VKLfZBeSEBBUco5lT4opkujcXw9OqZcNiBZK1R/8OmSz3z6EwBsNKJR2sffYJKWtUK15PoYLOi0hOb1dbVCFXYpVMXqBcqpU6cAyMUn5/O8CntC5gWRiiJqBns6XFP2G0dOoYp8jx0GiHQHsjETYqd0bICpNyIqJlU+Se7bdwmCUlJCakLl2l1mJtRXGUJ5ohUq+5JfRME00wpVkeNRWrWqQzNI0Hg27MdUGGQiwjcKVWoUKvsbgBnUmSUTCmNqdwxo3ZVDRaYyTaiIrYdcAwR6+nw23WYkJxTLSmxtLAj2NPENcbj481CN6lh0AdfHw1umUFVG5tYcu+riaZcu3TZkm2BP27ld6oHqx8hLqYJBbTxUVbho+xiaWYB2Jb95hcr+NZhgTlojfMpMJe/HKwiV8Vi1Qy3rHCobQlWrtYAaRSU9wtB+8kAmInxZ74PvVPKbJ7ZKqbTLHgp9jxx/7n20jb8AKLz5TDOjUNmUTU1Cd1enXlBMybzF1yajBLZHGM1AK1QPUC+6mj7JXESdc/TSomh4qBbvQxT6pNKfiwABkNX1cfn1VXqhWkyVs14yYfE+vOtd7+Jd73qXUtraKpeDF85Mn8hngj3tg0H3G0eOUMWhz64c4mU7iFQNkHVVqFJ/iE8B4/sBKJYEKHZB5e+Ykp+6gTqVHQPVoZUU+oOfT5jIUKlVq9BUqIwp3Vy8bUt+LTJQBwnaK3V5IzrCtHm7eD7M3+bpBJm6e6iGkc8OA7x0Z6a5wHYmI1CV1Ma722wwQTp0i9KhzkCDUC27Eevjny9QqIzEH0aLP5eVd6fdFeQwQqfLQ2WCPd0IVbPkZz9mourULBcpVHYlv/aN3IUM1KXb+c6mVK5WqBbNI6yT1i0IlbmhmyYFvUizuh5oFG2FyjJDCnSTiWwRKuPFs9j/QHuwFnZrWipUc4TKlJ9tS35dAatAWE7JlvgjF43OmcHkErkImTSCVUYtQtU1SzDNZcNDtfj6WE+fmH+M0pJQtb2xBtLJy9YRsGqhcBkIk8vWqJ7keUEkCqtzYb9x5Ep+ke9xiQHHsl1EOWYsB8QuA3GB1MQk7NwHQO6iTFDPUaMsId1lQuw4lHdATMbEGPeyKWNpSco8Hyl8QtEo+RUmx8nuA1vlgVQ5UrqjyankF9eEyjHZuflcRTqttncZcj0MfcZyoOIvpmpWl2u3piFUye5lNsSULN6y39bzKRFzsQOm1LKU2JlyXUeLNKhwPx8I4mWjKmbDIKufO1z8uoYbV6tJy7ld6oE6bsQ2F1+hhvp6LTLjlykIVitURlmZK/npNm2bEkPjvQgaF3ypFapVyrO3sORnPz4mDEI1y04rljJPtS/TfnGQiwi/EcUSyNRasTZK4aBxI00z+3RsVTWYLRkCTtMHCjH/OUhy1VwgbEt+opjvtgQCmZAvUagqU32Hf6lCusvUG6I+mArNa37uhQzlvAfLDOpWT7REodJqaxepE3mq7vSrFKrm+dhYHNcxJIuP43d/93cD8C0bHaVLyyYRUAs9T0jyxntZOsRn7DdW3sWFEI8TQtzV+HdZCPHa1t8IIcS/F0J8TAjxQSHE5z5ke7xHjCKfHYb42S5evsuY2OnCA5CZEt/2PRR4SMdgz7LqUFM+rF3H7jLT8p4aQuRiSqeWtytTuklltvVQtUzptQnW/jg0L+DrKFRGZi/SMVKXXqWDUjjSChUAO/cCSnl0giZU2WSbTaZ4AweFSghKMW/g9MtktZfNN6M6FiQr6zbpcMnsLkOo2h4q65EpdI+qyHWHnJVC1VH2NKZ024tnjj9HiCpiYBGbkC5Me8/tctX0c2RpV/zF6hgSc7Ofz2AySet2HqQpkbqeoHKTXFP/cy8ibBzHsEyXqjIzz+/Nm/vN9ATbkl8m59vtq/fFMvagHV+hRp44lG7JSTsIVVQm5EvmjFYKVUcOVoVU+XW34m4No60QGmR52TClL34d1eKgHT0hZX1cV3yW6iaRdgzJ6vfhj//4j/njP/5jPWC5RYwtm0QAhLm2NV9HZk/I9hsrzzgp5d9KKW+XUt4OfB4wBn699WfPAx6r/70KeOMV3s8rhmHosysH+NkufqZiE1ykcaDu5tq5lwlDpwwptb0mZOludaK5kDoRxDpILlP17jJjUkZ2w5Ghuni0FSrbad6V9KqJVDW+xaGrqPDCKmW7rDw/LoRKvQdFOq26a8rQnlANQp9d9Pu4rQhV5titiX4+Mb1ELDL8gYNChbqIitbFRyU7r7hwVKGgCwhVOiGXXhWv0IWq1b5NypxvYvNlllhkdh2fC4I9Y5FZq43tkSNSStVgIQJYscAIfUEmO6If8oxQFFYmWHMuZC0/m1KJLGZjLjIT5/aEqu5Y1SSmSEll4OQHbJPjUKbWMSBhIJQHqvF5TB06d31PdHqoXBSq0psfHZO7DIk2MxU7xsfEMlk6uN0o9nKBYgxAus12GfO0m052/rpsRuk0NzNBubDUVG5CatvluioCBFaX7DoUY2gkn9s2B8g2IXNQqMKO69Ia49n2C64equcAH5dSfrL1868Aflkq/AlwQgjxiCuyh1cYnieYiiFBvouXj9mV7gpVle+zcy9j4aguQT20NlXRDTvSkdTpD2aWTitSk7hI/Lo1NalM6fYhglCX5iqJW1/4ghWzopoovLi6gJgLke/gwaoUqmzaSAZ3U6h25axClbsSKs8nETGnUSXDcDg/PHUZyrYHqSz1uI5VClX3SrJ6mHTClGhpllXl3dlDya8UIV4rDNGlQaFWqJpdfiYY1Fahmk34LkpVrrPpWPU9Qdbh+TBmf5sStqdvQnN+tjyxi0MxClVHl1+OTxCsdmVUw8aNKb1ISYjcoliavk4gkol1UG3gqZt5s+RmZsrZTk/IWknt0LyR230WZ8KOcVPJhK+6/OYIlZTEJJTL1OvKR7eYUGWTHUWobjzR+fvcizsjC7LCTqGKAqXyzQ0mLlSTh9p+hUK1gFDZehJBlV7bSptt0C5Qz+ds7EOV0XYIPFSuhOplwH/q+Pn1wKcb35/TP5uBEOJVQoj3CyHef/78ecenvnJI/BFhMcbPxyqk05EQyUgrEdv3aoXLjZBVCdaJIVSxU5ffzCBMffGfEtmTsqrkZ0qGbgpV/fyTme1dPFTN6IhK4XLYPqyyX6ZVyc9lJuMoCtihVhoBCteSHyoy46xQYyUGmyectjXpzJVvo7BMfA/micjM46aq5LMsy6pSqDpM8eo57Iy87ZuAdBoz0dHlZ0zttoSqRYiMKd6GUFUerLnxP8YTaKNQ6XOhrU4UiZUpfZEqQKEULptrU+h7TGVUESqTZeZyXZP+7DgrNaDaUqHSSl9TbTVhvbbndE4wlyfmW8ZfAJT+fMnPTaFaUPIzY62WPUbHwqCNdHKZHTng8Y/oVrG71F7Qiq+Nh2pBppppsFD7aal8zymF9sRWdqStu5T8vEqxrc8n4RC7sN+wPuOEEBHwT4F3rPtkUso3SynvkFLecebMmXUfZs9I/Q2GxWX8MmVXurXKA3gm3yd5UKVrO3YJVoRqfD/Ikp3SbR9E1eE2q1DZPobwo05Tuu0Hdub5QWVpSZ/QYjVtUHqRatEt8qrk5xJEGIYRufSQ2QSZjSmlAAcPlTGlA7B9j8rFCuzbzA3KYIMzQilUx493y/mLIL2AkJxpwwsHFoTKpKx3eC5AlVBXKlSLTOnmMW0HA7dya1zGhXStiI2p3TaCo52QbW5ANknr0KES0hjdYqlsQJdClapuTUuFqqszKpOBleoc+IIpUTUb0yumTBwDi6VWrdEjP2IS62HjQoi50mtuMVC3ia6OUc/hsyjFPKEyo3is9sEESpYtQqWvTeWya0sVI7PYQ1VMthkz4FHXdC/6Si8iYp6QqZLf6tiErugKaHQ6wspzsvLztXyV9fuwmBDdcMMN3HDDDZQd3ZaVcmlT/u3qerUwxR8UuDCB5wF/IaW8t+N3/wDc2Pj+Bv2zA4nMHxHqN/1BNpau5LvQNB9fZsNZoZKh2r68fI96DDlw8mGZC0STUE1l5ESoYoo5U7q0/MCaIEETGCfWKDFUF+siqRQul5JhHPqMGaiyaaKaC6yCTTWGLVP6VAydlUoAEW9yVlwCwHP0UEkvVMTWlF5tvQKaLHSNqgA9YFmGDJZlWUVmJbjA72CRQ2XCEGnchOoWawtCYxSQOUJlH+LXbtNOC/vhymb7tuejdIiO8BbkeZlxUCvP68qU3s7usUtah7rkJwpdqszHTGTktNCTrc7diMxp8kB7lp5ZbNkukrqUQt+h1FT684n1Ls0uwg9Vd1lrcgBVB/GSxzCdmksUKtN89KhTIzbjgCdff3xu/8MFCtWATL0/Szp/1fgff46YzxAqSytBewxSlZq/5Pnf8pa38Ja3vIXCC+beB9/FlG4UquaxPEQeKpfYhK+lu9wH8BvAtwsh/jPwDOBBKeVn97pzDxWKcAP0e/RZeWrpSr4To1PVl+fkWecbsdAKV375HiJgu4g55qBQmQtEmU4gU2+hU+6MHxF7zRwqLY3bmtKjxvOD9otYzhLUqC7WeVKRQidCFfh1QGtQMCHGd7iBhL7y0gGKUHlnnJsLAILBRkWocMmhwihURaP0qk3+qwLsPI8Cfz6R2DxuNllZ8jPJyu1hqn6ZqmWWS45UmdXkyGluV1fJryAUhXVHT+mFM/k9RuGy9QN2zYCT2WpFwKAiVC2FShSpVWyCIZ6i3Z3lUPILdMnPM922hZqc4LTQq8o9CYQDIpk65boVzB5H40MLLAlVl0Lly8wq/gIMuZ+9kZfVTEObG7l6H7I2MTYZTsv8nSs8jaBIbuoN2YwDPvgDz53jJtKLOlPK07zkhMhWhh5HgclUmzel1yU/Ow9VkSUzxMCTKYUIrchC24sHja5bl1y3xvngYmrfb1gRKiHEBvDlwKsbP/sWACnlm4DfBp4PfAzVBfhNV3xPryCysDYPf0aenkmstUE4Os62HLIlJnyyPOtcMgzMyBKtULnGJpiLVJ4lkKuTZErkYEoPGYjGjdzxA2vM40XVVaRW0xsuK2Jzw8uVQpXI0InQRIHHjhyyle4ggpKxY+lWCEGhlUJkya63SeSoNAJEo4YqFTsSKtMc0PKy2agzuQgRHSta9cspCRGbSwhVFXHRupF7ZaYIlWW6NKA+P9XK0gy6trgJdnjBChffC7q7q6zze4xnZKWx3zxfR3eY02Bi/V614ye8MiWVq2MTFnVslpmlBwu1OEgIEUbpLaZMOOUYxdIYNi4lA5FZl/wAcm+WEJlym62vUr0Ps8ewujFbqZ2BmkHZfExDMG2aC5q+1CZMFMWyOZ3VoPPFClVU7Fbd3V7HdWqm5Nq4jmZFyUCsHoNUR0/MK1ShMIRq+XE051zTBqC6ZvOVJfTXvva1AHzjo4O50qvvULqtmzTq1+Fiat9vWBEqKeUucKr1szc1vpbAt13ZXXvocGF0MygfMZ+R16wcD9HGRhSQELLFhE+VZ3ik4/amvV42CJVLl1/YGLtCrt7CKZHVxVftQEQkknr0jOnMsryA1hlQxrOhCNFxF8+GuUDkU8gmJI4m2sj3eIAhx7MdyGDMwD42QqMINzCLt/s8d6URwD9+Q/3N0M1Dhe4sqt8He0N314rewOQQnV5S8jOG66a0LqV0Wk3KDoWp8pE4ZM40CVWlKliWn9sJ2ZkOQrRVV7o8H9Kh5FdlEGXzpVMrham6Gbf2obAP54x0DpVXbquHLKaMXbuXq/MxaRBKe09jyezoF/M+rqtQFaUklBm5iAgsphdIP8JHqhgZTy0kXEid8U/mrRiRPJ0QsGKRs6ixwKDICWW6tAu5Mr0XCTQChtO8ZOit7nqtUv87BkTHuknDX3EcTYWiGRhsQm5XNXncddddAHz9LY+cL/nJlFJ4eL4F3eg4lodJoTpyo2cAHth8bPX1JDzuNm4ENSU81Vz07vK03Qy9BiLTXq+7y1xzqEyHmyJU2pQuHYL8/IhYFLUZ2pT8LKRxgMDEJpiE8+ri79Cm3fBsiHyqZyo6DCYOPXbkAD/bQWRj5aFyfB+9aMTEU6vG+7wzaxEqTt5cf731SLdtvVCNEJpTqFbfAFSpawGhKhKmcrkp3byHTTJUlLJeXdqsBrtGVTh0CYqOjp7S0cwsWzPckrwkEnaja8DkL7WM9Q4r4krZaCtUhd0sv6rkN1d2TMjwrT6TcegrQqWvBWExIRGx03WtOveLtPJGlg6Eqp1jVTqW/MpWIKQp3dqmtXeNMZKVN9PGC9fdrZklFp/HSmVcoBjrWaFy2USNpgWigbSQxCJf6SMzESDzo6Dsh1RXYb8NUqk8ibm1J1F688PCg9L+faw9hQ1C5eDB2m8cSUJlSm4Aw9B9+s5mHPD2/EsB+FR5xjkYdDAckkofb6xG14wdS37xQBGqZmxCQmQfveCHRCJnks4qVJ7lBzaMIjLp1ze/InHLwYJGZ8wUPzfhpm4KlUm8F5na3sWUDjCMAi76qtv0s5xek1A9Wv3vhSuDJOegh1y3Tek2JtpCRAsVKi9fHZtglJXmBTwrZB0iaPNZWLaatFKotLrTKDuWVaClLaGKOm/EthffUsy3qwuHTkWj9LVHfnilo0LVJlQOi5Rh6JPIEL/UBKKckgi31bwpaclsQqaT9l1GOZUixG+MUarJjK1CNa80Rg7dml2ZZmYfbIzx5nwo0jahUsfCs/BQdQ03BlQ8DiCWjaZqj/PSUEG5hV3XbQehMqZ0G8W26vxtfJZNCV1avw+zXjaletvPhezyo/UK1QHHRhTwI+U38ttnX+Xc4Qcqw+jfF1/FB172FzzAMecuv2GkOtQCTah2GDiVHaPYEKra0D3FwYPkR0SiUWoq7MMYQfmXEsI6P6pMSVkxf64FaTwJ2QQ/H2sfmf32UeCxSx3QOsE9/mIY+ewKJcPfw2miwN1DxTVaofLWGIsZtBLrDaGyMOeXHWNfDLwyYUq03JRuSn7NDKeyYWBdc3SMix/PGIGbF3Dp4HuB+Swsk0NlYyhX22tlRDYCHR26ioIO3wlliS9zu5LdgpuxzBMy7GITQl+Qigi/SKDICWRGJuzVJagJbJpM63w5y2MI2gPVvJEWptzm4IWbIcbqfbQeh+XNl58rQmXxWTKBknmLGGc2ZUPPp8Sbm8tZQQcPLx1NZcpt5tib5zdJ6RY+si4bQEWIbBYYHeOoDCGz9SSaIdP1/tvnwgG1Ytt4Hz2HpPb9xpEbjgyKEP3b9B/zguOPYDi+7Lz9RuQj8bgo1QnimkM1DH12GXAiuwDAWA6ciJ3phivTMeTqA7iWQlURKntlBNTYloSwzo8q1MXfBYWRv9Md/HzXXaULfHbkgLDYhSxklzNsORKqUeTzWe86buVv2C4dB1QbGIXq2ic4b2omqxtiK/OJamqyLfnJTM3qahFZr0jIxPJRRIY8N420mUuLNY0RRDMKlT0Z8To6eszX1iW/VqBjmpecILPOrCm9CM94b7THw2YYrIEfza/qzfFIHII92x4qcjU+xuYzKYRQSdtlUpmokyXDfLtgjneWTikwUQEOXX4imFX6HKNQ2rP4Msf4C9nw/5grqYtKZohf0eGhAgji5a8jF8FMt+kMUqVQhcsIVaPk2LwTKIVqtSkdujtWVQncruTXNajblpDdeuutalttrjfXJVelsavkV4cN9yW/A4mNWH1kL+wmaylUG3rA5YVd9abHS8y/XWiOPZHC4zKjpZlBc4iUqiLT8YyHysWUHlKX/CojsOVw46EmVE2FKrOVdDVkIy0+yCfOJb/QF+wyIMrHSqGS7h6qYejz0/E/hy/51/wJT12PUG2chhf/PLzsbc6bekE846HKEvuA09ILicjJy/nZY0FpMTakozOpUncav1/+AuZVAc+FjPg+iQxaCpWbsqHMyPX4G5NjZbualUZZ7PRs2Jf8ZoMI1WuwypGqFKqukp99o0Y1yknPtUwdS35+1egypjDeSIfJBco7k9VKX26fNg8qmLOpuLp2axpi2vRAmc9SaHE+BWFNyJowjTfBitdREM6TYo1cvyfR0mHlpsuwVXJ0+Dx3zdFz2d7rUFvTolAEaQWxffOb38yb3/xmhBeqObM64zCrPFhuhKpZAq+CQQ+BQnUkCdUoUhfR+3dSNyKjYQjZ+e1k5vFsMYx8LkgV7JZuPIKcgDhwIHYm7yjbnRk9Y29KD2eUkaLqrLL7wA60Z6O6+a1BqMqGQhUUagSQS5eeEILU28CjIJpeYGeNEUDDKOD+YgRf+j1MSuE807HCk18CW9c5bybCeKbkN52oC+9guHqEjpHW07yc+11QJqsl9s45evapyupvOgykhT0ZCX1BRjBjSq/HvljezM2NXMMEe9qWr7u8N8JhRRxWHqrGjVCTCbscKk2o2uVbx0aPqktsotqXM0eFyq+mHyR12cmh5FfdME3Zy6E5QW0fzCtUlmZqoC6ZdRAqG7Wz8lC1Sn4VoVqlUHmLu27HY3Vex0vOa7EgILbKkbIo+XXZAEzJTlhs73d4qKaZOp9s1SHzfpnXYboE7d9Ho1rXx6Eu+blPsni4cSQJ1bGhIkD3XZ46Z1BBTaAModpwfIxRFPAxqTrCphuq7d5J5dIz67xstwqec82hCmRd8jM181WrMINB6M1Mtw/KhEy4fdilJoUy2SEsxkwcPR8AWVBfoO6TJ5zVxlHoM07VRTwryvUUqj3AC2IikVXvQzJVF97RaPUIHekvI1SpxfgaU2pqESqRIxFWnjCv4ybmMkjV9wyhanqw3BQqgtmEbKNs2BKqrnmCngMpDOKOxHn9GgoRdmYOzaDy38zHLmQE1r6+ynQ8VjaCzHEupVGo8nRSB/Yuy15qoZr7V80TdDMSt5POjVoqLecJVi3/XYGQNu+jIcatkp/J2gvj5denQkTzpFhjMlYlv+HGGoTKlOFt5hl2dKxWhMzK06irJo1rQmqpcL3qVa/iVa96VUVsjffMKGTWXriOYeGew0zH/caRJFTHh+oienmau6ekA1sDTci21cnmSsqGoc/H5PUAVWnGiQzoC52XTSDdpvAiMgJ7Y7sfEVDfyMt0Si69Sva22f+EsLpxKELl+GHXIZjFdJuwmNSp5Q4oGm3I98hTaymFpuyZ5Q8/ofKjARE5U70P6VTdyIZDC0KlpfW5Ya5Fjk9BsUqhEGIut8asJksvWjpmokLHTcCJjHiClGA2C8shAwpAeCGRKJB6/I1RNuxjFxpp7+YxHS7gYTh/EzL+IVsjrvLfdChUlh4qgMIsLnbPA5BZEhGDKiw4mVaqjHCYXFCV5owHrgp4dVAaqZsDjBnbVdmY6dJzCGgNo+5uzTr+YfmxKJcoVIlWnuPBYkJl/EtFK1g0LUp1XGwUqo6OVbNIsllgeB1z9GpCt/wYfvSjH+WjH/1o/T5kTUJlnwtn3quyscCpsvH6kt/BxLFB/eGM1/FQRQFCwGcfVB9+46myxSD0+DRn1Td6RecULup5TMUAP9+FZLtK4HXJoQpkxrjyUKlRJbYerGHk62Rmte9ROXE2wfphTCp9ymSbqFBjGVyRNhLvPyuvYeRKbCO/IpVZIZ1LhntFEA2IGsTWeKhGI4vEdV91CM4pVNX4mtUXn/aoimo1aXkT8zpyazyHYFDf87RC1TEI1fZGqvch0/uQ6SDDvZT8PIfcmyDsCHXUX9vPE5z3vhiFyvacTgPdkq+z7QrH88lk2xXZtGo2sbUAAJRthcqBzEDDy6ZLhrWyYre9qMpVDULl4udbEH9RaoITrSj5lR3voUGuz+tosHihVJ9L8x6q0NIDpRSqYuZnVcnP5nzsyIWrFF/bsWRVp2BW7b9LLlxFHBvvg19mlHhV08hBxpEkVEahAtZSqDxPsBkH3HfZeKjcHkMIwcf9WwC4+1H/DHBUqIBEDPCLCSQ7ZL46Ua0JVRATSHUzLkqJzOwHsQIMAp+pjCqvSVROSR0JVeSr2AO5exGfgmzZNPcFuHf4mOrre+Q1zsdwGPpkhWSaKaVnnc/CXqBM6XlFbDNdatncsCn5RbOhoAb6JmJzActa89eqlHFLItB1E3AZhBp4glQGa+dYQX0BT/WNL80KYmGvUHWV/HwXhUorOzOkUN+QXAY0txUqNXDcPtstDzWh2v6s+t4hlBMg0IbpMhlXJb+l2UstVK/VdAwXibIFWDaKtIltrtVSW1Wiu+Rn33FqPEZlKwfKELRoRclvWdCu6RQMlxEqrXS2uwzTvFQjdSxna3qUqmNVI3EogQdhQCFFZ5ef7QJFVCU/fT7mUk8ucCz5zSxwMgpHS8l+oSdUa95Ejw1C7rmsPjSupSaA3egM3/uU3+dj170AcFSogNQbEhYTSHdIfaVQ2Xf56RZrFJko9ew32+09T5CJSLWzFhkBOZnrijjw2GUAO2r8TrEGoZoMH1F9fR8nnImt+fsHxunM9w8b/EjFVyTqQpwnExIZsDmwCdVUnZpZu+TnkKGUt3JrskIS7lGhqm4qNhdwY0pfM2kdah9XOlXnYq5XxramdtGhULmQwjCcvwG4kFowoZaz3hevzNy6/CKt1m6r80kuGXPShcCMw0p36u5dy65faI6S0iW/UiXFW6PVMZqtqVDJrIucW+xHh3dHfT8lkeHKSobxL0k533Vbmi6/weJrZHUu5fOEKpB2OVSyI2jXKFQ2C4xAexqbiwvXJo922rpr121Xs4wvM3JbD9Y+4+BraA8BjjUJ1Zo30a1BwD9cUiePqykdlCI1zqgUBld1JfVHRPkYkoLUteSnT44IZUwPMjWLzzrHCsi9SN14dGhd4kqofI9dOeDsjgo3LdcgVKNG6Vb4bqNvoH7vL+yok/fhVqjwYzwkib74FKlKOG+WpBdBmOiLOYXKfhZe3vJQ5Vqet1aHqqTzpkKlH8/C1F5fwPeuUGVaJTOeF2tT+wJClYvQaoac73skMphtmTcK1R4IlSjdSn4yNoRKKVQu/ieAcLBBKQUy3QVNEpcme7efvxp2ro9/kTpFN7RDYtMq8d7xRt74LIoyU52WNipZ9VmezwNLCFd2YctqgSPnGgnMZ3KZh6qeCTnrocoKqQmVjULV+CxrdVF50SwVKt+b8zSakqNYcT25/fbb9Qsxr6P2UG045MKZ60bzfApkah+7sM84koTK1yW7nSRn4KgMGTRveut1CvqM0zqt3JVQ5f6QKJ1CmpF4ioxYE6KKUGVM0oItParEJSm88LRClanVl6tCFfkeYwbV+J0ytPANtbAR+bw8+Emed5Nk8HH398AQqIs6T2y4htK4J5hylZ4XVmbqfTgZW7yWIFpgSlcXIpsLaC7C2vBJfROzNZDWYYgNQiVT64G2xkO1lzEThjiaEkMVAeKsUDWTmTNFqKweQRHTmTlumtTalk7L1jxCygJPFqQO8zkrQnXx7wHIYrdB3YMoYEysFkj65u7F9udkPdxXx164dv62ZvFleUloSQSgHuw+0x1WpGSEWL0LHXlkakemJDYNP15IJMYkeTGn9BtPWryk5LeoyzAxCpUFIekaVm5KdrZNIu0FTm4S61e8Dz/1Uz8FwF/8P7+itqsUKrfSLUKQi7C6DhSlY9L6PuNIlvyAKvNosKZCZaIXYL2SnyF0SaZuiK4lvyIYEZcTSLYrQmUdm6A7b2IyRejyhJSAyLc/FoUXqbKhVqhcPRuhr4cb7ypCJSN3hWojDvjL7EY+OHzGWuU6s01FqPZBoYLatCqzKTmh1WxIsdCUbh/SmreSlc3F01YdqpKVGxfgQGbklqtJ0+XXHarptg95qstsjgqVGX/DzGtInS7gmZglhTh2Khbt7ixDKgjsF0kDTagufZKUABHZq0ugFnQTTahEus1ERrXh3gYtU7prNl37fTCxCc6lplZ+kTWp61AqQY3QSQlXxtpIP+z2NKI+k1MZLl2wmdiKtik+K0qVz7XmbM3UYXRN6M8vcPLS3tQO880BdZeh/WfBlE/TvGwkrfeE6kDjwYn60Nx+44m1tt/SCtUg9JwCKQ1OjCIenGRM8wLfE87lqiIYMpBTZLJD4g3xBPZDmlslP7SHyiXYMvOHROW0QagcFSo9i0/orhQZHVuxxTw2ooDdNGecFWuRWqMKmsT7h91DVakrWtHIp9Y3IU+PrZkjVFXJz2bAcjAz0LZqcbZVh8L5MklQ2g9C9T1BJv0FGVCWx6EamWJKfo4erI7xOYHLMFd06bQjNsHWQ1V63YQqJSC0VI2jwZBEqmvSAxx3Vls3okBNb8h2EekOOwycLACyGrat9j0oE3KXsF9zrMo6Fy4iQ1gS43psyuwMuNyZUHU0B8jVJT/jaewiVGRTPVtz8fH0uwJigTzP8bAbjrw4rNcuhyrwBVmrSSTLCyJRrOz4fPnLX87LX/7y6nwsGoQqdPDCgeqYDPW9yXR79oTqkODOR1+z1nYmi2qdGznAiWHIpUnKNCud1SlQo1tGTCHdZiJGboRMn5yxSFUOU564ja4BUn+ToRxXc6pyRw+UIlT1STodPWLJX3djFPuUEi6N07WHXANc3FUn/zqPsSf4rZJZnlibL0WwoMvPYeRH0VXyc1hNBq1WcyklvsPcLmNKF10eKktC5FceKl02dWzXrxO2W4TKRaFqedFcBkSDHvDcCLWsk9btPVTD0Ocy6hy8yDHnCRCjWA1s97IxXrbLrhy6xYgYhTpvhP06ZGFVXXr6XEh1/IVtdINXKSPzXjgr6JZ82SZUuSpdrlw0+xEhRWfQLrmKpRksIWV+lQE1S6hcUvu7SGGSm9gFy67b1vlojqdYkVF47tw5zp07h195qGZN6dZBuxi1T03yMPNFrUcQ7TOOpIcK4JdeeSe7SW6v6rRgPFTrlomOj0IujTOSvFjvRh5tsCGmiHSXiTdyWk02FapxViAKFZtwwoFQmewrtKncNfdmM/b5kKzJbL5xrdP26jHqxHrXLDCY91DtR5cfKDP65WnG7u4Oxy3mjoGKXOjq8iuyKT6WhMoLZxSqvFAtzrZ+B681x075HezJSOR77BBAMa4fs8woEXgWpnaAIDJlU6PyOQaDNrqrfBQpVITKvtw1N5TWodMSlEIVMq0HXeubaEpoPXh9EPpcliPOiAe5vzzmbGUIfY+JiBlmu3iZ8jfGa1xTqrBfR1JqSn5mOHCWq/iLzJpQzXYZgmqQsN6Hjhly6vuU1MaFVSlUxdyvRK4iJJal5ncFxJalrD9XViW/eYUqzQrr2IXA9xgTEDWOgTmfrEt+rUVWqj1UuQuh0iGvk1TdG51G1+wzjqxC9SW3nuH5T3ZXRQyMQlV2tMna4MQwYnuaM06KtYzxItrglNgGYCwGTuqSObliMi7upBWhcuryqwiVChLMHMZUAGzGIR8tb6i+H8buJ0w9kzFZiwzNdfntU8mvyKf8zO9/nKCccvaaE1abemFEJArSbPYCbkpf9grVbA6Vy2oyaPklcm0gtZXnQ91VVPmm0N4bh/yioJpBpwNNHcmMUbhM2nuuSaHLijgX3QqVbbmq1DeQatC18RFJ37rkN4x8trVCdZ/cWqqGLEIihgT5GD9TJT9bMgf12BJDJkNpMaC7uX1rBpxRDG3zxKqU76JWeFSDxN48VF6RWD2GUoxrT+zsY0xJV5Q/g448syrctLl/y/ah4zUUeYaHtDofQm9eMZaOQ67bSmGWFdZdhtVzehGhUCW/Ohj04KekwxEmVHvF596kumhMWrorTozUSXrv9nSttHZvcLz6eszQreRXEaqU+7YTHcLnVvIrzIDm7fVypDZin4/KG6vv1yEzm7obTg25Prym9Ml4zM//z7/nuhFsbNqZic2NJm8Pc9WlL2HhoWoPU618K5YXvzAMyKVX+VZMl6AtGTElv9lQTbfusCCeJVRVQrdll5/X6q4ypNK2Qw/mzf0uI09A30DIyQtNqBrDlV1KfufkGQDGcrDW+ZR6Q4JiQpDtsivdho2bz4zxsAUyI3cgpZWZWb8PZdWt6UaMZdvPZ/s+drTrgzG225GZUHR7qESxejRXGIYqtqKx/1V0BFjO4psv+dWKrUWmmjaliw6Fyrb0Wqet6/exGlDt0LTkz3qoYrLVs0kPCI5syW+vePqjr+H7X/iEtX03FaG6nKzloSqP12RkW2xZr2SB6kZ+PJLctz3FKxKnFm2AMpwddVE6KlRbccgnZK0QbqzhRTu9WZ9kaylULVP6filUeZYylSVnh9J69lmlrKSzngtDLGy6/AovmjFDmxZna0KlL8CmTFG1WDuU/DI5Gy7q2h0W6oTvQrem4zhDztwoKhNtLolFRuktzgxqo2gFpJqylw2phXrQdVaWDPFnuvwCy4aXYejzluJLeaH/JwjkWouDzB8RFhP8vGSXRzhd2+Khzj1KxsRAKNN6HI0F2sOBC9MtaHkjNh6kdiCkdcK2EKq5oDU+xi8SCm/1IkeEarhzl4fKLxKmKz7TYWA67Orz2URHqAexIHUdHasuiq3ZB9Gx/SqF6pnPfKbezVkvWJG7EWMAglh1oKcFo8h3siHsN3pCtQe88gtvXntbk9Z+74NTPuesewaTd81N1defCa539FCpi9TZIVqhSp0VKtlSqHyHzBpQClVCxG9c9+384idP87I1yMx1x+uL7d5KfuuNENoz9EUiEjnXHx8yoA7kW7lpRwYUNFb2NtPpRaBasjWMvG578QtMjlReqztqoK3dZ6FeETcM4WXq1B1mRr9UQ3EdPVTt8TmmzOJSYpib41aVSWwVKmXCrRSqxixAYVn6HIQ+f1Q+ib94+k/yb/9wxP/haEoH1TkcJRP8PGdHDtiwyUMzz68zltJkSgzEMnHyUBkzs0kKN59ja0LVEeERyozSs1fOcxHMKVS2Kd2eHy/0UPnl6vJnpMvf7cgDp5JfUKut5t13Uagi3yOVrfK1MaWvOJ9+7Md+DIC7P/bhmec1sxB9l1gcXT6dZAVZLtkkRdoO2d5n9CW/fcKJkfqAbyf5WgpVeLomc+fE9WuV/E4PJOcvJ3il2yw/ADHUMQdaoYptBvo2d8H3GIQevxZ/BX8hb12LzJzdGlRWm3WUwjjwCH3B5am6aK3jO9kTGl625z/5OkQ2cSdUra6gSmK3uICWXjRPqBxa1UNfkOFD2SqXOZT8UoI6KgEIpH2nI9QDZ014ou+oUAVRV1eSmwm2bM/iKxKVch7YrVdNynZuGgwqQmW/3lWff8HfnPpyLnB8rfNBZdtNCfIxEzFcHRXQwGhkCJVqMIgcyzSmi6ysiLGbhyoIPFLp046/cPHClSLAayXW+6UdMfRC7aFaoFCt+kyHHYQqy6VTyc9r+dCgQTBtxihVXbeNkp/jKCjTJGJKl9IM2rZstgGl7MYiq0t+ws5UfxDQE6p9wonG+Jum0mKLwTXXV1+PHSMPzIfz1BDu257ia0LlQuwCHSQotz/LREZ28+da2MuAaVDRC6Yn4ObT9iUaAyEEx4dqvweht7QL5yGBvshFZKpBIp+AZel0UcmvUqgsLmDSCwhol/zsW9WrIMBKoZJOZCTyPRIi/LJ+DYHj3K5Yz0erSgtrzgIs8/VIIehuyZZClRI4zNZUqffVzbgaXWN/EzFq6yU9l3I9QrVBTEJcjkl9N0/k5nBALj0ynfofkTrtv8lNMx5AmTsS4445dAGpU37RXLcmmpRZlC5N121XyU8Fxa7wUHWEaqZF4aRQdQ0rd+k4FUKo8nWH2rrq+V/84hfz4he/GN+MPNLvXx2060CowgExGeO0qAa2234O9hs9odonPPJEfeO85bR7yW9rUJ8gWVGuFZtwKi45f3mCLwsSGTkpVOFImeLF5AHul8erCAMXbMZBNWB6HQ9VE+sGtBov28NuSIfqIvW/f/71av+zqYOZ2nQFdStUgcXKvvTjegWMuyk98AVpIwgw1xc/aZmaH/oeCaGaCamZcSDdSn5RrM8jfROpc3tsvTezJtpqVIbDirht7sfRk2hCWiemY1PfVF3IgPn8PjDOZr53gYzqRUnVxWuJzUFAQkieKkUikvYjjKDRHGBCUZ0JlSEkzZJf7kTqCm+eUIWlHSnzwwhfSNLWAkc9RrKSlIU6VFO0MqRcCFWnam0IkWW2nBqY3mh0MefTiue/cOECFy5cIIrNdWk2F853UKi8MK6meBhCZaua7zd6QrVPiII6Yf2WM+7qyiD0+PL0/8vPfO5vkOblWsGepwf1irD0I6fE93ijTja/l5NsDtwJ0UYcVB12Z4/tbQVy23XuSetQe9nWDWjdE/RF7hmP2kTIUl28bM39epREe1RF7aGyUajC2ZJfnhMJy1RmaoXJmFgznWNleyMNfFGle5sbYVi6jX2pR3YYhcrcQNxKfkXRUKgcBkSDSTpvBnMmTqGcXhCrTLjUECp9E3PIwqoI1R4aLKbD6+qvwxNO227GASkhRTqFIicQJaWDqlAlhVcht4ZQWXaXdShUriqZFAGinC35BZZdq3XA7DyhUqXH5fshhCATAaKh1maFJBIOJT/9N2YME9AgRHbHoRARXvMYOIbUDqoS/Oz7KByalvxwWM2ZrQjVIVGoelP6PmIU+mwn+VqESgjBvdFNfJbTpPkDDEcOb6U+Oc4MlX9H/cztAzscDpnKkIHIuFeeWEuhaoZxnt1abwXyc99wB393345bybMBU3pdZ//3DHORK5L6BmLpoaqnurdmj1UrwtXH03SX1du6rWbNdPq4qMdMuIQxGoUKUK8/iAnJrLqqKphjqBcGXummUEVBoLw3WWP2GBkTJ4UqJmwkzss8YepQhvfDqAoyBOrRNQ7jOgaReq4HTMlvDT/gZLPuHL4Q37jkL+exGSuFqkinlNkED9wUKl0qkrlSuETm9j6az5JRKKV0I/egiLFXZnXAKsrYbvMYhhDmSTr3u0DalcHzln8pNSnn6glWbu+FZpHVmGdoHs/ys9TOpqv2x3KBMYgjdT7l6xFjUHYF46HK0oxQFAiX2IV9RK9Q7SO+70VPANYr+UE9YHk7yaugUSuYkt9AVoTKqa0VRYYeRBHB++TJtQjJlt5mKw7WSjoH+LInXMu3Pvtz1toWaoXq+pNusQ9XBIY85UlFCJwJVavkJ/NUB0KuvqGa7jJTbisd/BagyhTqJqZLfmVJTOp8E1Qbq+eOHAcTzyV0O3qolBk4rIjoOp6N0o9n4ieknt0WWeY4+WGsS3765rmOh8qk/puSX+R+ac+2HlV9/eDoUUv+ch5bg4BUBpR5QqaN6S7HsErd1wsE59Ktp9RO46FLq/Kzg0LlqxFAmem2lMYTaJEyHnU3iQAqqdziMbKWhyub6fKz2IfQdErW+1ApXrYKlTcbASIsS34GvidICWtlKnd7H0Gp6zGKUJkKilOO1T6iV6j2EV9zx418zR1uK8EmtgYhD04yLk9yjrkQKn1yHQtLRp4hVG4f2M044OPlI7nWv8S98iRPXbPkB3D22P7Vx49rD9UN+0KotPE33VWGdLC/8OgVqyzmFSrbcpP0YzwhkWWO8MOG38KNjFQ3sVwR9B2nMs0soQpJSV3GTAjVKWi2D6QKBg0t4wYMKZSt1+ByA5B+RERjZEg2dYohCcKYQJSMjbpRGEJlvw+DaoxSMvO9C8LNehRUOTzttO1GHHCeCLIpeTJRUzodVImwSgpfT9kIfXUjHxm1NC8ZkloP+gZAz1Sc5oV67/S5ZfMYfiuxf2bfyKzUxpxwZuxLmrsFewatkFrQszGF3fag/YBFk1DZXROe85zn1PtNWH2GXUdBmb+NhcqhKrWvsCdUPR5yXHd8wGcfnLA9zarZglbwPPAj/DLlUcd9mLh1YYAiVHfJa3kWf0OBV6lNLjDGfJf27CsNT9941+m03DOCGBCQTdQ/cFaoZMtDRZHYJ2xrUpalCdEwdE74DrQqYLr08qJgIDIneb7q6NPPHcuMyw6BkAApUbWSVgNxY2zPBkMKjUKYZakuMbgoGzHhjEI1cYohMepGMp3N0hIOxDL0VQTIPXpyg4llcYFZXABsuFxP9PMnImKQTcgnaiRWGdor734QUUhRmZnXUqgI2TReuDRlU9iNXDGohvKmhbqeGlJn0yHXMWQbgLIkpLA6p4qWIdwMK1f7sPr9MCnlTV+lV6ao4Z6WmWhiNkqlyohbQYi+7/u+r95vEdWfYcfmAvNcRqEqqxFE+7DgXQN9ye8Q4/qTQz5xfpckLzk2dLsA4seQJzxypH0bkWNXTxzwruKLAPhA+Zi1TOkv0LMU//bebedtrxR2dAaVEyG9UhBCHfdsvD6hailUpmU/tCk3tXJrSsfVpLmJmZtA7uh7Aep2cn3hDdcYM5GLWiULytQpdiH0PRJZe2/WKjHoG4CBzKckDl1+hlClRt2oPFRux2EQ+srI7HtsrGFKPz4MeUHyIzw/+dG1SviJGOLluxRTTagie0I1iHxSwrqpYo3S7cxnUXcbSpf30YsIKZiaeXwm1NImoFUTnrmSn1G5LAmVP6dQ2Zf8jG+y6pSUstGkYalQ+cFM+dp3NLXD7Pno+j6qv9Ulv7SoIiBccqz2E71CdYhxw8lh1Rnk5KEC9QHPp5yN1cXDH7gRqo044P3yNr40fjt/Py3WugA/6fpjPO9J1/FPnnTd6j9+iGCO27V77DJcG+FQl/zMSs6NUNGhUGW2HWaGUKUtVcByNSuEIBchvgmirMiI/Wqy8CKQQJ6sZSQGyERU3Tj8IqGwTCgHUyoKCE1Ct74RC5cVcTAgECV5liofSzYlIbIu+UWVQtUiVC6lT5SPanuac3IjtE5Yb+L4MOKvpQoM/lKHlHSD1B8R5JfJJpcB8BymJ4zCgJSg+gz5e/RQGR+XS3eYCCICcbmKr5D5BAF25+QChUrmU/UYFp/p3Ivw5Lj6PnOc5Wc8VOVMBIi9wgXamE8JZQGeXytmK57/ec97HgDvfve71flYrueFU/uqOybTSXU++odEoeoJ1SHG9Y0sK2eFJRhAnnAmViecHzt0VkE1luJT24qQrZMjJYTgjS//POftriS+87m3cvOZDb7s8Wf3ZwfCUavkZ+uhMrPL2ivizF4dMTeBVjq1y2oyE3UwZ1GREQdDtxdBAeRT8nI9QpWLCFGmSClViKKD9yj0PXYJ2dQJ6+soVGYOXTKdqJtanjBlaJ0NF+jnShNDqKbk+ASB2zltfFMn1yj3Qd2gAazVJJL6Q8LiXlJd8gsGDoRKj6KqhvG6JnRrtdQvd4DGIsHpRh4QkjPVhCpLp0TYTR2ozqWWQpUkUwY0BhcvgQoWrcttrl1+ceiTSr+yAaRFcxag3XGshoIXKXjDxvuw/DhOJpPq61xE1XZiTYUK1HtY6PcxGhwOQtWX/A4xbjhZpxkfGzpeAKMNSHc4HekRAY4lvzjwCX1BUUq2BsHDnzJ+hTCKAr7uGTettaK/IghHkO3WhMoxh4piNjenzkBa/XrMRd7MT3PNrAHVmWTarE0qsguhKhrREXluZgG6EYLCUz6uJHefTB8Fs1laZkXs5NkIWoSoSJwUKtPhVhmai5SM0C2sl7rT70oQqnVK4Lk/Ii7H5FNFaoKRfTbcKPJJCWpC5Rh/IYQypVclv8Sd3As/IqKoFKp0qh/DhgwsyIXLDLGzCdoVAUEjfsO1y68aVm4UKkdTu3qe2Vw431KhaiL36kWWq9LYfK4inVSLtCDqCVWPhxjNcSvOF8BoA9JdNj11wuzK9UbHwKxS1sMRkVaoTJefo4eKlodKlKm1KV1U0rop+bnlUAHkIq4unuUaYybKhik906TS1TuUezF+qZKVY1InhSvUA2GrlXhuhrm6jcqAeo6dyCdOHipzA8n0zYN8SircZmuC8iEBXLOxd0J14zVuo2cAMn9ELCeUWqGKBvaq9yDwSWQdXxGUKSXCulQFyrtjCECxBrn3glh1+RmFShNkz+ZmbjyNrWDPLLEnZSpxv14gJXlZB3taHIeKUOkuPdfhytBQqDQpC8qUHB88+xJw4UVV9MJeFKoiS9ZSvfcTPaE6xGheOLdcCVW8CckOI9RF43LhHl3wqFOK0K1z8e2hEY4gHTdyqNxKfs0gQPV9ah2bYBSqshrbYuZ2ua1Gg9IoVMZAak+wq2iAfEqhb2CuJb/SCwnKhElWaIXLhVBpY31lSnd/DVVCdVJn77jEJlQljsQQqoSMkNAxrHZkFKqN9Rosmvt70xrndBFuMJDTypQeOyhUnifIRFjlFnlFokYQOSjHmYgIDKFKHdQlsw9BOFvy0wTZt+n4XLDAMaqjTdmw8KKZUE3jgZK+3XGoCZUu+a2hUJUNxRjUcOjMYRQU6KHr+n3wipScwImQmX2V2bRapPXDkXs8rHAv+W1CustAqgvPLu4rgFvPKo/EjSd7QrU2wpHq8ktVmQTbzii9YhXl7AXcK1IyaVvy09L63Bw8l7ErkSpTSFlNlndSqMwFPE+qzizX1P7SjwnKlGlmgkUdFapGqcgQW9+FUOm/NQqTKBIdm2BJBqoSR21Kd9pe41mfcwqAB3azFX+5GusE3ZbBBj4lYnIBgHjDzZeZizr+wlvjRp6KiMCopcbM7DJDLlBDqk2XX0WGbD7PC0p+hmTbjIJqjzCquvwcRkGljfE7aVESC0eFKqjPRwC/zKxma77whS/khS98IaA6d03p0iumzu9jRajSJqE6HApVb0o/5Lj9xhPc9elLa5T8NiHd5tZrfHICvvOfPMn5uU/rcTGba3QE9dAIh4pQTR9U38eWq3qjULWGuYoysy75eS0PlVzDQyX9GC8rocyrDCGXFufKL7UHQoUf48sHmKSFcyhn1W5v2tv1BTx0IFRGwcimE5ASr0h0UrqbQlWaTk9NyFw9VC99+o385H//KF9y6xmn7brgWm4EKHVQbTC+j10ZM4rdrkmFV6fu+0VK4eily0Wt8BjV1aU7zA/VTEXjocp1s0YY25f85hSqaj9sZ2s2YhMKpbjaGNpBKYxTGVTH0ChUpRdWeXsr96Fa4KjPYiBTK0L0Xd/1XY3HiKpRTJ5jjIl60sZ8TocssIOAnlAdcvzSK+/kr8496N6Voz1UYT6GwUYVsumCx5xRaspeBxsfaUQbykOVXFYXZeuSn1GoZgmVV6SkDCxLfrW0DtTBnk5+h0Ywp0k7dzGQNlbElULjoJCBMvyGMuXiJONaMqf9N2ntlUK1hofKKBhFNoUiQyBJHGb5mZtF2VSoZEjgqFCdPTbg737keWuRIYPPObOBXHdjra5Gk/sYM2DkmIVVNrrDfJnUGWWWKLyIoFBqaaHVUpfSrSJUWVXyy1MHxdWcS60SfF6VkO3KhgGzJb+BsAsFBVW+3iYgNAqVVrhKL7IvRbUUKpXr5kaMy0bQbVAmVgrXDKpF1rT2pB2Skl9PqA45jg9DvvCxbmMigMpDRbprX2Zq4Z997vVsDQKe8/hr19q+B3UO1fSyvToFoC9yXotQ+VKZ0n2LrksvMGGEhkwYD5X9BXCmRFApVC4eqnpFbOR918nyXjAgIuP8TsKjROY8pqJodCXVw6XtHyOIGh4o3VzgkpROB7F1MrU3sBcyBfC73/klZrSjO3Tu1CC5n8tywCMdCVXuR3jlLqBu5IWjKiH9GK9Qauk6DRJ+NGgpVFqlsTKl6wXOAg+VlULlR/VsTSFI85LYy+0JVaA8VKFRqHSOlVPXrDn3zOJI2ilMz372swF473vfiwzqYeF+mTrlwjX3wSvTalj2YSn59R6qo4poU138kwedU9INhBA894nXWd28eyyAyaFKLsPAhVB5FMKfI1RemZILuxWlIR7VKtAxVRka5KdIqscJXFKNGxfwMlE302rGoSW8aMBAZNx3ecqIBOH4eTZdguob0x3moGzoG26R1SqdS2xCdQOpOg0TEgLnkt+VgBBi7QgUc9yHyf2MGTjvv/Qi/DKjKCWhTJ0VKtnw45nPoh87EKpwoBUq5aEqtcoVDmw8VN0lvzI1JT8HY7vOokqLkoHIrc9H5aHyK9U60zlW0qXk1ir5+Wu8D/hxZYYPXIedQ/V6Y1IKc02IDodPtydURxVGldo5vzah6nEFEI4UsZ1cclOoUEGAza4gUIpVYUuojDJi5m4V7gpVXSKYVqZ0lxbnIAgp8FSYpc4v8hxT+71ogyEJ920nbDDBc2jXB1SpxXg+1pg9FsSGUE2qG5GTB0ofwyp7KZ8yXVOh2k+Y4z7KH2Qqhs7ZbtKP8GWq4y8y5/iM2fKz8cLZ34hFoIZUJ+lsx2dos0BY0HVbGGJiQahEc/9RJbvYqeSnFCqzD4meBeikUIWzClUkMwrHkh9aMS5KSVimzqOkzLkXkSOnOyo+wzafb59xuM7YHlcOhkTt3AthT6j2DeaCv3Ovm0IFlELl1hRlXaNRXTl2F0ChlZUym5IVZT3gdx2FKk8qU7oTGfEFKZEK9tT5ReHQ7TgEwy1GTLnw4DaRKPAcErrBeD6U90YUa7yGqOGhMgqVjBxKfmp7Q2hlkZBIy/FBBwh+Y9TM2HO/ppT+gFCma8VfAA21c1p9Fl0UKkNcTKBn1aAQW5AykxPV6ro1vkAbUlZFK5gBz6ZLz5IQ+Z4gJ6g6f9Ncdb26EFOzGDLHbx2lUAQxscgZJykDpuS+IxnS+zsgxcvHpGIA3uE4Fw7HXva48jCjZnbu6xWq/YQ59g+ec1aoSk/l5iR5Uf0skPYm0qC6eKoMpyqzxuFGVq28mx05a8QWkCfkWt6Phm6EKBgeIxIF40vn1feOClV14y7StcbvmC6wMptWifduOVRaodIlP5np2ITgcJXSvY1rqq/P++6+ShFEBDKrFCrnzq4GoapM1U4NErOJ96ZTMLIhZZr0tEvwVVCpspf1vQAALd5JREFUxWMI05yQz3bpOaWUi7rBItWTA1wWB1WDhTbkh7iX7Ezy/6XtXUZMKQLHcp2+Jm6IKSOmpK6EbB/Rm9KPKsyNPNvtCdV+YlPfeKaXYHDcaVPphYSo3BwzbcQvM0rbFa2Zj5VNmaYFkcgoRYDnsBqsDOiNLj+XC3jke0xFxPF0TCHdAyEBopEiUOX2vfrp3QiZDOquIrFGm3ZUKX1ND5VLDpU6XkHVaZiQrhGbsN/wjj2y+vr+4Dr3BwhUd9g0KxiRIB29dFWpuUjBlOtsIg+q51efg+lEBXoalcZqjlyDUEkpq3KnIUehRRnc0+btNEkYoEfPiGKNtHi1/0lecoLMbUB0RaimBEAoMyuF6mu+5muqr32t6F26vM2IhNK1AqLtKBtM2RAJmXc4/FPQE6qji2ZnX+NC2ONhxtYj6q9dFSo/JBR1sjNlSUBu7XmI9IWvzCdaocr1tHl7eI0SwTpkJPAFYzmEdJtSd3gNNtyOgyFg/lgTKseSYRW6mKeIIlGDiX37S2M0VDdcmU1nPVTWsQnqRuo3PFSJDAkOWbPHMAoopcATkgeiR6zeoAWhvTeTtOQaMXWeL1qrpVNEPiaTPpFLh5n+3Cam5JcnpNInDi3OJ8+nxCMkVwnnWl2sGjUsFCrjaUzTCQP06BlHpS4T0YxCFYncao6ggV+NfVHHICJj10Khes1rXlN9bRY0Dz74AKdFwq4zodpAIhhphSo7JP4p6Et+RxfDE/XXx2/ct9048thslEYcPVR4qs26JlSq3GBLqGK98pbptCr52apbBsY/lCUTgnzMRAyd/A6h76mU/mQHmSpCNRq5lewModrILqp9cjWlN4z1okiUp8sBVUmoodIlMiS0PQ6eRy5CApkipYQi1SW/w3V5HkY+mV6jXx5c77y9H4+IRc6F7V02mDp3a3oNQ7WXT9hlYE9qYW6mosinJETElo9RasU4LcrqZyYsN7QgVL5RqKaKlGeFe8mvEGGVFp/karalU8eqVvRMwntManVNGI/HjMdKGTPn386Dl9hg6t6hJwQy2mAT1bWb+4dHoTpcZ2yPK4dTj6m/Pn7D/u3HUUeTUA2vWfx3HZC+mT2mL+D6Zl5aeh4GYUgiA2Q+ZZIWqsXa0bfix+qml052iIpdpsItLyYOfLblUI3eSXeZyIjhwDHYU5uhz3JJ/cDxRtwsFYkisTb1G1RKXzZRJXQg8QZO8QOFFxGTkeRlNQvwsJnSR5HP/yhvB8C75ibn7X19I774wEVGTKv31RZ1+XmKn+8yZuAW6WKGhSd1HtiU0JFQ5SRZ7Wk0HiobH5ZvFCpthk917IFLyS8TUTUgOtEeKpuxNwax6VhNJ0gpCcmt8sCe//zn8/znPx+AUC9wdnYeULNi12l6ijbYYMKGmFIEh8eScrjO2B5XDs1VS0+o9g/NVPAb7nDb1o8UoTKmdN0dZE+ofBJCyKa6s8qxxRrwtbyfTbYJiwmJ5ybPD0KPbRmrkNlszITYTVWAikCdEZfU9643YlMSySYEa7wG4YckhCpHS6tsmeOquvRiRaiyAoqEdJ9yqPaCrUHA/yv7Vl6YvJ7rrnX3UIVDRai2L55X3ZqO76PJA8uTXTz9WXKCGXKtO/NEPiEhso5/qJtEaoWKPKWQwqr06FdqryJhWSE1oXIcVq67dZNMESrhkAsXxzG59CjSCVkhdXOA2zUh3lBe0Ozy/QSiXMujK+ItNnXJr3T00u0nDtcZ2+OhQV/yOxh4xFPd/t4QKrMidlSo4kDNsSNPmJouP0eFysj7xXSbqJyQOhpIB6HPthwg0238bJeJo8IFVH7As4ZQOSb/e+aCn0+JizHJGibYKQNFphKVpeV6HAo/JhYZ6XSMQDKRduODDhKuPzFkwoAPyVt49Cn3m6hRNiaXPgPgTqj0ZzEbX8bPx0yFo/dGEwdDqMimTmNTZCehsm8wMCW/LKtzqEKZOQ4rrwcTp0XBQLgpVINQXROKbMpUlwxdU8qNB1Ls3KP+d3wfAUS0yYgpI5Ecqqapw3XG9riyeOa3q/9HbqWmHlcYn/cKuO2FTtI+KGUkEjmJKflpv4btMFXPEyREUEyZpGrul+22BsYArgjVmMyxxXkQeuzIIUy38fKxc8kQqC64NaFyN8ECyGRnrdcAkHhDRLqrSpdA7tgqXup06WyqOh3HxPZdggcETSXnplPupNQoG/KyuhH7jt2aJlg0m2wT5GNnpbHKAytTFUVSJGQOGUzSU+dj2iRUpRoFZVP+DasRRrrkV5Rqtp+DQlR4UZWpZhQqFw/WUKvWZTplmmZKKXQMWB3o9zEY3we4E2MA4i02xJQNppw6edJ9+31CT6iOMp77eviBS+CYaNzjCuNF/w5e9lbnzUSgFCozewyT0uzaFdRUqFwvnoMBmfQpkx0GcupsIB2EPrsoD5Wfj0lcVQWoFKkza3qoPJ3Jlo4vE5dT53IdQOKP8HNV8ivwnVf10lclv3yiSoZj4kNnSgf4ittVx/A6hGpUKRuqW9M54FU3deSTbcJiTOpMqBRxicjZTQq8fOIUainbijEg8qQy6q9+eq2QNRSqQLqpxoUX4SGhVEpZLNxyqIaRT0JEmU1Idtcb+zLUhGqQ3A+4E2P1nBtsMmHElGPHTrhvv0/oYxOOMnoidajhBd0lP5cVbUaEVyZVbIIXuF38BlHALgNkssNATpg6KjODwOceOUCUGcP8Mg+uE+IXt0p+jiZYTxvrs8k2QzkmC84470LujwiyMaQ7JN6AzYGb2mgIVaZLhhMZ23cJHiD8m5c8he94zmPZcnz9ACN944ymKqDVeKpsEY7U56DU5efMd4yD8c0MuYztaYZXJG4DmjtKfqLMyCybHELjATOEqigJy9RpkVN15OXTRrCno0IlQ4I8IdVqqWdRQn/FK15RfW2Uws1UE6p1FKpok1s2M+Jx7lzC30/0hKpHj0MKEcRVsCdQmdJdcmcyL8IvtEIlMoSjQjWKfEWopjsM5ZQdRzITh55SqIBj+UXuDx+zYosOBEMkgqFISb0hkSMRCYdqRZ1PLjOQUyZrdBWV4Yh4ehnSHSYM2Ro4XlqDiJgx+bShUB2ykh+ors3PObPeDXCklY2N9CIEEDrGZwyjiLGMa0LlkpIOFfGIyNie5kRFQhI6vJaq67ahUBUpGbaESj2/mSFY5Bk+hZPC1BwQnWapMrU7eah8xoQE2ZR0rMi9sBi90yRUhEMKPI4VD4CnRkM5I95kqBWu3kPVo0ePhxz+AoXKhRTlIsIrEsZpoWZnOXQEARwbhIylUqg2mFA6khFV8lPPeaK86D73C8DzKt/TJHT3W/ha2cinO3pUxjqEapO4nCCTHcZiwEbsRqhkMGAgUtUpCEwOaclvLzDKxlnxAOCubAw1uS+THQblxH3kiVZ3YqEIlS8TpEvKeNDKhQO8IrWO4YjMTEg9nNkskFxM6aIxfscQMyeFKtKdv8WUbHoZqM3+y3D//fdz//2aAAnBhEFVgo8cS7dqo8369bvm8+0jrM5YIcQJIcQ7hRAfEUJ8WAjxzNbvjwshflMI8ZdCiL8WQnzTQ7O7PXr0MPDDWF3AW7EJnsMFOPdi/DJlN83ZEGnd8WaJY8NQ38TMmAl3D9WOVGTIp2QcnXLa3sA/roIkR9d+jvO2Q02o0vHl9du0ow1GTMmnO+zKAZuOhIpwxJCE0pjSZXzoYhP2jCr+4kH9vRuh2ogCduQAme4wYErhmn9UKVQ5l8YpYZm6jW3xI0KKmZKfV9oTqjA2s/wUETKzHZ1m8TVHQWXug76NKZ08rdRSkzW3DC95yUt4yUteUn0/9YZVCX7rmNtILaCeNQtwzD0kdr9ge8b+O+B3pJS3AU8FPtz6/bcBfyOlfCrwbOAnhXDoN+3Ro4czvCDSo2daJT+XZGUvIiwTxkmhWpQdb0JbsfJQBckDhKJAOm4/CLxKoQLYideYAQf4Zx8HQHjq0c7bnt4asiMHTLYvMhSp82sA1Rq+IaYU02225cC55CfjLTbFpFKoxgysAyWvGoR769bcHATsMsQf349P6ayWGoUqIuP+nYSYBCxm8BmIICIQswqV70CoqlDNPKUsJaJSqBxGORmFOU8qYuay/UB7qLx8QqHJfTBwPx9Sb6QM8UAwWoNQjRoLqxOPct9+n7DyjBVCHAe+GPh5ACllKqW81PozCWwJ1Te7CVwE8iu7qz169GhC+CFRM5nZrGwdPFSFHxPIhN00Z0Ti3NHjeYLEGzJMLqgfOKoKg9DnAVlvMx1eu+Svl8CE064RUntmK2bMgOKy6i5bxwTrD46xwRSZbLNdxmxEboRKRJtq+0yN75gQO5cNDz08j6kYrE+oNLmPJqpdH1elUSs5MRmfujjWJXD7xzBdt9OmQiVTCstcOJOmLvOErCwrQuI0GzOqZ2vKNRQq3xNMxIigGFfk3rXbEqjK5ikBjE47b8/ZJ9RfX2UK1c3AeeA/CiE+IIT4OSFE+5P+08Djgc8AfwX8SyllSY8ePR46+EqhMrEJZkXqO8zuKr2YoMwYJwUDpu43IVQq+PFCESphUR5oYhD6/J2sSdB05D5UF3COe2ji9GbMjhzg69ycdQhVNNpiIDKYXuZyGbPpqFCJeIsNJtU8w7E8goQKSHVkRYHnTKi2BgG7csBAk3vX4crmM7QVlNx9YUxMhu+gUHlBREQxM3rGLzP72Zqm5JcldYdeY79sEGiVK00m1aBuFw8WqHJdmI8pKkLlfj5kA6UwXfDOOM32rHBtg1A5vAf7DZtXGgCfC7xRSvk0YBd4Xetv/jFwF/BI4Hbgp4UQc7RWCPEqIcT7hRDvP3/+/F72u0ePHn6ou/zUBdwkPPuRS5t1TEjKJEmIyNfqqMmDDXzU+slzHEyskpnrC36xuSaheto3wOAEPPmrnTcNfU+rbMpUu06y81BnKIWT84zX8FB5g2NEosCfXgJUl99G5Dvvx2FHrpWNB8Oz4Lm9/jjwGDNkkCsPlutwZTwfhM9WWHL3+R0GIqsIitXmWqFqeqh8mVFYul9ENfomqce+gBOhivT+TifjOkbFMRMt8UZERT1GyQwfd8H4xGMBuOCv54lkeHjCPJuwOevPAeeklH+qv38n84Tqm4Afl1JK4GNCiL8HbgP+rPlHUso3A28GuOOOO+RedrxHjyOPKkhQXcDzVFGTwGJumEEZDIhk3V22jkJVBhugr93hSTe/wyCcvWnKjbPOzw/A6cfA6z653raoHKkTxWeBOpfKBaMtnQ5dJuww5LijQmU6qcLpeSQCGQwIjpopHRhv3Mg100/zQHgdrvMbhBAkjVDWYp3PUhBzLCj51PkHYACnT5yw3tQLYu1prBWqoMyQlgoVXkCBRzGnUNkTIkOoksm4mpzgqt4m/gZxPq7U0tgi9uBbv/VbZ74vzzwe7gZf7sH5849/9FBFJoAFoZJS3iOE+LQQ4nFSyr8FngP8TevPPqV//odCiGuBxwGfuOJ726NHjxp+hE9Jmirzap5OgEanj9VjxESkFDpQ0tVDBbA7fITSrYHh2Zudth0EilD97JPext9+4Pf53MH+yPtFuMGoUAqft0ayc3MVf0Ee45GuCpW+acWT86TegM3YPRjzasDuscfAhffxwBrhqgCpvwGm6XVrjaHvQcymn6sZdsCJY/aKq/DnYxMCmVl7qBCCjJAym5IVahSU2SdbRAN1/k6TCSJ391ABZP4GQZbhJ0rpi0erz4eXvvSls/txnW4SKVOn557BM79t/W33CbZLoH8BvFUI8UFUSe9HhRDfIoT4Fv37HwaeJYT4K+D3gH8tpbz/iu9tjx49amhvRKZLfYX+P3AgVDIYElLgp6qjx7XLD+DBzVuqr4+dckunjkN1CfpbeQPvLL6E0T6VuZqdfd6G+81cNDqRPiXPOpf8Ih1qGU3vJ1kjx+pqwWTr0QCUa9Yv7o9qA7PYWqNjNNxgOt5mYNQhF/+OH6jZmo2SX0CGdJlcICJEPtFjYzQZcTClD4eKUGXTyVqxC1DPoRxMz6uOv2A1uf/0pz/Npz/96er7+Ibb+a3iGfzSme90eu7DDquzVkp5F3BH68dvavz+M8Bzr9xu9ejRYyX0hTZJlDJVZur/0CGcs4jMmAjtaVxDoRoff2z19YkNNwNsHHgIAQ/sqpvHcJ8IVTo8A5pTxmfcVDYATtUJ75+SZ2cGBdvA17k7g+l5JhxdQnXyukfDB2F0cr34jHsHt4A6DRgM1mhUiEY87bqIL5ab8FkgcFF7oxlPI0Aos3ocjAVyL1Ip52ua0uOhMaWPFaESbtsD5DodfpSeZyJibLb++q//egDe+973AnDztSf5X//05/mXj1+zhH9IcTTP2h49rgboC2Whp9MXWUImfaLI/gI+2joBQDy9HyLW8lAdP12rAqGj70cIQRx4XNCEyjVu4EphcuwW0E1+Jxx8MxVGtePnOc+8k2fe4mjG1YTqWHaej8ob2YyPniEd4KbP/yruT+/nic/8urW2v7j5GFBB65zeXIdQbXD9qOQnvvxWeCNuZKQq+dUKVeioUOVerAYqr1nyGw71XMpkQlhM1B3e0YdkmjJG6QUmDDjhtHWNr3n6jWtueXjRE6oePQ4r9IU21YRKZlMSQiKHQMjrzqrylhn3sY4J9HOu3eJ7s2/iH+Rp/qPz1sqYfnGfFarsZK2ynRztLZP4O//pne4baUIViJJ7yxOM9olY7js8j9PPfvX6mw9PAPCR8kbObq1BqMINyMaQa5nLIYIEPyQgJ8lrhSqSGXgOXbdehJcnpEVZ+bicCNXIEKopsdSvwTEGxNejXrayCzwg1pgacIRxRM/aHj2uAmhvRJGZkp8iVHFgT0oeeVZJ8lWY4hoK1S2nN3hL8eXO2xlsxgH3bStSuLFfysyZx1VfuqpsFV74b+HCx9fbtnHTu1eenCkb9bDH1iDgjukbmRDx/rUUqhHs3FdFBjiREdN1m+r3TkoikYOFB8mg9Ad4RUKWl2pbcPJAbWiFajpWcykB50VSqBssjhcX+Yy/XnPAUUVPqHr0OKzQpQRjRpe5JlShPSGIN04AcO0eFKrrT6wx0LiBU5sx5x5QpHAU7s8laePkdRRS8IbiK/gX6z7IHa9cfwca2Vf3crJS7Hq44dgw5H6OMwz99dTOaEORKdP16pJJ5ivilGXqvZNFigCkg6lcBjGhTNlJ8tpD5bD95saITPpMx5fVKClw84EBYWNUzOVwjZTzI4yeUPXocVihV65+maoyQzYllaHbDDgt7+9FofI8wTNuvoanPWq9ML5TDSP7fpX8Tm7GfE7yVoD1CdVeENexC/fKa3pCtSae8Ah1HCfrKnym5JeYDgWHUEuzwMnVe5cmE2LUSBprBANi8QB/v52sVfLzfY8dMSTZvcyIktwfETgmlQ82akK1G9uZyv/Vv/pXTs9xtaInVD16HFboC21Exm5SQJHokp/DBVR7d24/kcBl1uryA3j7q5+51nYwS6j2q+S3V9/UniEEcuMMYvc898oT3HLmcAUaHhQ85YYTe3uAaATpDiSX9fduJT+AIlXKUJZMFaFyUJhEMGBAymcuTdYypQNMxZBius0GPuUaC6TBVt1gkVjO1nzRi17k/DxXI3pC1aPHYYW+0MYiYzfJCXTJ76SDh8oQqnjnHAhvrTl2e8U1mzWZGbjs+xXEidH+B2mKU4+F3fP8q396J9c9uZ1S08MGN12zRxN1tAHpWJEqqM4PK+iSX6kVqkw3i+AwrNyPBmo484Uxt4kMKTyE53abzvwRQbLLSESUa+TKbR47UX2db9jFV/zt3/4tAI973ONW/OXVjZ5Q9ehxWNFUqNKc43ni7KEiHCkiVWaweZ3z/LQrgdMb9Q3H89zym64UzAicZ33OmrPHrgS+6k3w+/+GJ9zxpc4DbXsoeJ7gl195J9ceWzNxP9xQ58L4IgjfsctPvWcmFy7V3kbPJUdqMCIm4+/u2+YpZKqs75hpVoQbbCRTNV9zDU/k8WHIeXmcM+JB2LKbrfnqV6vOTJNDdVTRE6oePQ4rdCkhRilUx7IpiQzdyldCqFX49EHYspP3rzROaYXqplP726L9J9/9nP1Vqk7eBF/5H/bv+a8SfPGte+hMMwRk515lSHchM3pm3+54QlFKcq1QuXioBsMRscj42H07bEY5wiHDyqAMN9gQl/Bkudag7+PDkP9R3M7XBL9PcGy9gNWjiqM3fbNHj6sFlUKVs5MUyDxB+rF7278x3m7uz8XT3LMed61DeeUhwHXHB3PDmnscMRgP4fY9boZ0qEp+PjkXd1OyTHmpXBSqaDBiQEYpYcMvnP1TACLeYoMpGyLBW4NQnRiFfF/+TXxj+q/xr73NefujjJ5Q9ehxWNHyUJEnznO7ABjq7rx9Uqi+5NazfOFjTvN9L3zCvjx/jx4VwoZC5eon1GpSRM79O0kVZ+I5jIIS4YBYqLiETS91Kzma3RhssikmjJgSxOuV/BIifr98Kif2u1njkKEnVD16HFZo8hST8oFPPUCRTRAOF+8KNzxd/T9cL/Zgr7hmI+It3/wMbtyrobhHj73ClPy273EzpMOMp/H8dkKuCZXvYEonGOj8KcmWl641rHzr+EmtUE3XKvkJIbj5tHrerUHvCnJBf7R69DisaKyIf/YP/55Xxhl+uAahuu7J6v/JpSu3bz16HEYYQjW95E6oWgrViekYgMHAgRQFMR4lAQUbIlkrxuTYsZNkTJGwlikd4JdfeSc/94ef4LFn7QjZ937v9671PFcbekLVo8dhhVaoTkQFTJRSVXprSPRPeSl88n3wha+9svvXo8dhw2YjyNJV3dHnYyQy7t9JeORYja/Z2HAhVOoxBqRE5RRCu2DNJrzBJrHICeTu2oTqxmtG/NBXPMn677/sy75sree52tATqh49Diu0CfZYoKbbx2TsFmuc0tEIXvyzV3LPevQ4nDh+Y/314Pjiv+uC7ubb8nPuu5yQZEqh2lyDUMVkePlkvVw4vY0vJAxOuG+/Bu666y4Abr/99ofl+Q4qekLVo8dhhRAQDAj1iIpYZDz9sXa5MT169OhAU5U67RhSqWNMzo4E91yeMkUTqk0HUhTUUShhOVlvckGThDUJ4kOI1772tUCfQ9Wb0nv0OMzwY4Iyw6cgoOTkMcdW7x49enTj7OPd/l6rS2eHgs8+OCXVHqowcujU04/xwidcw3XDcq3ZmhxrLKpOPDyEqodCT6h69DjMCGKGXk5kJtOvkVvTo0ePDlz7RLe/1yW/00PJX517kE/d94D+uUOjiI5J+J4vfxRxOV3PA3W2ET9y/Ab37XusjZ5Q9ehxmBHEfNEtx/imZ+hQTodBrD169OjAk79G/b/pmMumidOpAaRFyYPb2/rnDuek6SxMtiHbXU+hao6LsRwd0+PKoCdUPXocZgQxx4OC/+NLH6W+X8dz0aNHjxpf+Ub4ns86z9AzsQnHwgJA50nhplAZQrV7P8hyvfO5ud/7MJvzKKM3pffocZgRDKBIIVUt2uu2Sffo0UPDD9Q/V2jitOlrQiUycukRuDyWGXezc5/6f41gTwC+8TcVKXuY8KM/+qMP23MdZPSEqkePw4xgoMhURajWaLPu0aPH3qEVqsefifn5b7yDT7z1LRRe5HaTNQrVzj3q/3UV55u/eL3t1sSznvWsh/X5Dip6QtWjx2FGtAHZWPktzPc9evR4+OF54Ed4ZcpzHn8tX3TndYQfdiREhlBt36v+X8dDtQ943/veB/TEqidUPXocZsRbSto3CtUhuQD36HFVwo8hV7lwkUzdh5WHIxBeQ6E6HAuk7/me7wH6HKrelN6jx2FGtAHpTl/y69HjICCIIFdDkckT9xgTIdQi6ZApVD0UekLVo8dhRrSpCdWO/v5wrGh79LgqEQygSNTX+dRdoQJlTN/+jPq6XyAdKvSEqkePw4xoo2VK7wlVjx77Bj9SyhSsp1CBIlHjC+rrzTNXbt96POToCVWPHocZ0aZaCU8v6+97QtWjx74hGDQI1boK1Vb9tWu4aI99RW9K79HjMMMMc925V62O/XB/96dHj6OMIFK5cKAVqj0QquE1h2aU1E/91E/t9y4cCPSEqkePwwyjSO3c16tTPXrsN4JBw5Q+hcEJ98cY6HDPreuu2G491Lj99tv3excOBA4UocqyjHPnzjGdTvd7V/YVg8GAG264gTDs1YYeK2BMqzv39AbWHj32G35UxSas7aG67snw178O3oG6PS/F7/7u7wLwZV/2Zfu8J/uLA/WOnTt3jq2tLR796EcjXOcoXSWQUnLhwgXOnTvHzTffvN+70+OgoyJUvULVo8e+IxjUhvJ1PVSP/iL1/8VPXLn9eojx+te/HugJ1YEypU+nU06dOnVkyRSAEIJTp04deZWuhyXinlD16HFgEMQtD9UaCtUjn6b+v/1/u3L71eNhwYFSqIAjTaYM+mPQwxqGRBVJX/Lr0WO/4TeCPbMJhMM1HiOE7z7Xh3oeQhwohWq/cenSJd7whjfs92706GGPJok6dv3+7UePHj0UgTKxCenu+qpxvAWef+X2q8fDgp5QNbCIUOV5vg9706OHBTYawX/Hb9i//ejRo0c9CipPocz6MvwRw4Er+e0nXve61/Hxj3+c22+/nTAMGQwGnDx5ko985CP8t//233jhC1/Ihz70IQB+4id+gp2dHX7wB3+Qj3/843zbt30b58+fZzQa8bM/+7Pcdttt+/xqehwJDE/UX5+4cd92o0ePHjQmF5hRUEejDP8zP/Mz+70LBwIHllD90G/+NX/zmctX9DGf8Mhj/MCLnrjw9z/+4z/Ohz70Ie666y7e+9738oIXvIAPfehD3Hzzzdx9990Lt3vVq17Fm970Jh772Mfyp3/6p7zmNa/hPe95zxXd9x49FsIL1Wr4eE+oevTYV0QbypQ+eaD+/gjgcY973H7vwoHAgSVUBwF33nnnyuiCnZ0d3ve+9/HVX/3V1c+SJHmod61HjxrRBkwv9YSqR4/9hlGkds/r748GofrN3/xNAF70ohft857sLw4soVqmJD1c2NioT4YgCCjLsvrexBqUZcmJEye46667Hu7d69FD4Z/9LLznh+HEo/Z7T3r0ONowhGr7ntnvr3L85E/+JNATqt6U3sDW1hbb29udv7v22mu57777uHDhAkmS8Fu/9VsAHDt2jJtvvpl3vOMdgArm/Mu//MuHbZ979ODW58K3/KGaI9ajR4/9Q3MUVPP7HkcCB1ah2g+cOnWKL/iCL+BJT3oSw+GQa6+tJ32HYcj3f//3c+edd3L99dfPmM7f+ta38q3f+q28/vWvJ8syXvayl/HUpz51P15Cjx49evTYL0SNYeXN73scCfSEqoW3ve1tC3/3Hd/xHXzHd3zH3M9vvvlmfud3fueh3K0ePXr06HHQUSlUPaE6iuhLfj169OjRo8eVwByh6kt+Rwm9QtWjR48ePXpcCcyV/I4GofqVX/mV/d6FA4GeUPXo0aNHjx5XAs1h5XBkCNWNN/aRLdCX/Hr06NGjR48rg2bJLxgemXl8b3/723n729++37ux7+gVqh49evTo0eNKIByp/2V5ZNQpgDe+8Y0AvPSlL93nPdlf9ApVjx49evTocSXg+RBqInX8+v3dlx4PO3pC9RDi0Y9+NPfff/+e/6ZHjx49ehwSnLxJ/d9PLjhy6AlVjx49evTocaVw+rHq/xM37e9+9HjY0ROqFu6++25uu+02XvGKV3DrrbfydV/3dfzu7/4uX/AFX8BjH/tY/uzP/oyLFy/ylV/5lTzlKU/h8z//8/ngBz8IwIULF3juc5/LE5/4RL75m78ZKWX1uG95y1u48847uf3223n1q19NURT79RJ79OjRo8dDheFJ9f/Wdfu7Hz0edhxcU/q7Xwf3/NWVfczrngzP+/GVf/axj32Md7zjHfzCL/wCT3/603nb297G//yf/5Pf+I3f4Ed/9Ee58cYbedrTnsZ/+S//hfe85z18wzd8A3fddRc/9EM/xBd+4Rfy/d///fzX//pf+fmf/3kAPvzhD/P2t7+dP/qjPyIMQ17zmtfw1re+lW/4hm+4sq+vR48ePXrsLwbH1f9euL/78TDine98537vwoHAwSVU+4ibb76ZJz/5yQA88YlP5DnPeQ5CCJ785Cdz991388lPfpJ3vetdAPyjf/SPuHDhApcvX+YP/uAP+LVf+zUAXvCCF3DypFqp/N7v/R5//ud/ztOf/nQAJpMJZ8+e3YdX1qNHjx49HlJ8wWthfBFu/9/2e08eNpw+fXq/d+FA4OASKgsl6aFCHMfV157nVd97nkee54Sh28pDSsk3fuM38mM/9mNXdD979OjRo8cBw+ga+Iqf3u+9eFjxi7/4iwC84hWv2Nf92G9YeaiEECeEEO8UQnxECPFhIcQzO/7m2UKIu4QQfy2E+P0rv6sHB1/0RV/EW9/6VgDe+973cvr0aY4dO8YXf/EXV8OV3/3ud/PAAw8A8JznPId3vvOd3HefSs+9ePEin/zkJ/dn53v06NGjR48riF/8xV+sSNVRhq1C9e+A35FSvkQIEQGj5i+FECeANwD/REr5KSHEVV3P+sEf/EFe+cpX8pSnPIXRaMQv/dIvAfADP/ADfO3Xfi1PfOITedaznsWjHqXaZp/whCfw+te/nuc+97mUZUkYhvyH//AfuOmmvgukR48ePXr0uBogmp1onX8gxHHgLuAWueCPhRCvAR4ppfxe2ye+44475Pvf//6Zn334wx/m8Y9/vO1DXNXoj0WPHj169DgMePaznw2ois3VDCHEn0sp71j0e5uS383AeeA/CiE+IIT4OSFEO1P/VuCkEOK9Qog/F0J0tq8JIV4lhHi/EOL958+ft34RPXr06NGjR48eBxk2hCoAPhd4o5TyacAu8LqOv/k84AXAPwa+Twhxa/uBpJRvllLeIaW848yZM3vb8x49evTo0aNHjwMCGw/VOeCclPJP9ffvZJ5QnQMuSCl3gV0hxB8ATwU+esX2tEePHj169Ohx4PDbv/3b+70LBwIrFSop5T3Ap4UQj9M/eg7wN60/+7+BLxRCBEKIEfAM4MPr7NAqT9dRQH8MevTo0aPHYcFoNGI0Gq3+w6sctl1+/wJ4q+7w+wTwTUKIbwGQUr5JSvlhIcTvAB8ESuDnpJQfct2ZwWDAhQsXOHXqFEII182vCkgpuXDhAoPBYL93pUePHj169FiJN7zhDQC85jWv2ec92V+s7PJ7qNDV5ZdlGefOnWM6ne7LPh0UDAYDbrjhBucA0R49evTo0ePhRt/lp3CgktLDMOTmm2/e793o0aNHjx49evRwglVSeo8ePXr06NGjR4/F6AlVjx49evTo0aPHHtETqh49evTo0aNHjz1i30zpQojzwMMxIfg0cP/D8DwHGf0x6I8B9McA+mNg0B+H/hjA1XEMHs7XcJOUcmEq+b4RqocLQoj3L3PlHwX0x6A/BtAfA+iPgUF/HPpjAFfHMThIr6Ev+fXo0aNHjx49euwRPaHq0aNHjx49evTYI44CoXrzfu/AAUB/DPpjAP0xgP4YGPTHoT8GcHUcgwPzGq56D1WPHj169OjRo8dDjaOgUPXo0aNHjx49ejy0kFI+rP+AXwDuAz7U+NlTgT8G/gr4TeCY/vnXAXc1/pXA7fp3n6f//mPAv0erbR3P90+Av9V/97rGz79d/0wCp5fs783An+q/fTsQ6Z9/MfAXQA685Igeg1cA5xv79s1H8BjcBPweajD4e4EbruJj0Pl3wFfo138X8H7gC4/gMfh/N/brQ0ABXHMVH4e36u0/pPc91D+/Te9zAnyX7eu/yo7Bs4EHG/v2/UfpGOj/zwOXUdeFPwP+2T68hs73p2P7K3aPt/6wX6l/eic/t/WB+V/Al+ivXwn8cMd2TwY+3vj+z4DPBwTwbuB5Hdv4wMeBW4AI+EvgCfp3TwMeDdy94gPzq8DL9NdvAr5Vf/1o4CnAL9se7KvwGLwC+Okj/jl4B/CN+ut/BPzKVXwMOv8O2KS2DzwF+MhROwatv3kR8J6r/Hx4vn4OAfwn6vPhLPB04EdwJ1RXyzF4NvBbLq/9ajoG+jX8EnCv/pvbUOTq4X4Nne9Px2NcsXv8w17yk1L+AXCx9eNbgT/QX/934MUdm34t8J8BhBCPQDHcP5Hqlf8y8JUd29wJfExK+QkpZaq3/wq9Hx+QUt69bF+FEAJ1k3yn/tEvmeeRUt4tpfwgilE74Wo5BnvBVXQMngC8R3/9P8zj2uAwHYNlfyel3NHPDbCBWtVa4Wo5Bh379p9WPVbrcQ/bcfhtqYG68d2gf36flPJ/Admqx+h4zKviGOwFV8Mx0K/hRmBX/81HUNeFjzzMr2Hl+3Ol7/EHxUP119Q3oq9GvRltvJT6InU9cK7xu3P6Z21cD3za4u8W4RRwSUqZr7m9Cw7rMXixEOKDQoh3CiG69tkFh/EY/CVKzgb4KmBLCHHK4bHbOKjHYCmEEF8lhPgI8F9RK9C94FAeAwAhxAhVgnjXFXi4A38chBAh8PXA76yzvQUO6zF4phDiL4UQ7xZCPHGdx23gMB6DDwPH9O/uRHGNl+vfPayvYcVn9Ire4w8KoXol8BohxJ8DW0Da/KUQ4hnAWEr5of3YuYcJh/EY/CbwaCnlU1Crjl/a4+MdxmPwXcCXCCE+AHwJ8A8o/8y6OIzHACnlr0spb0Ot7n54jw93KI+BxouAP5JStlWGdXAYjsMbgD+QUv7hQ/T4h/EY/AVqRMlTgf8L+C97fPzDeAzeCPhCiLuAf4HyMb1kn17DQ/0ZrRA81E9gAy0JPhdACHEr8ILWn7yMWQn9H5iV724A/kErJL+pf/YmlHpwY/vvlu2LEOL/Aa5FmWv/OXBCCBFoBrty+3VxGI+BlPJCY7OfA/7N8le5HIf0GHwGrVAJITaBF0spL1m83E4c1GMgpfxmy/3/AyHELUKI01LKteZrHfJj0N63tXHQj4MQ4geAM8Cr7V+VGw7jMZBSXm58/dtCiDdczefDgs/BDvAPUsrbdVnt74EvkFJefjhfQ9e+PaT3eLmGcW6v/1Bmr6bp7qz+30PVSl/Z+J2nX+AtrcdoG9ae3/E8AfAJlIvfGNae2Pqbu1luunsHs4a117R+/4s4mtKvlmMAPKLxN18F/MkRPAanAU9//SPA/+dqPQaL/g54DLUp/XP1PnZ25Fytx0D/7DjK/7Lh8hk4jMcB+GbgfcBwwe9/EEdT+tVyDIDrGufDncCnrtbzYckxeArw1/rrfw786sP9GlZ9RhuPccXu8c4n/V7/oVjoZ1GmxXPA/w78S+Cj+t+PNz98qI6JuRs1cAdKRvw48NOLPrAop/9H9d/9n42ff4d+/hz4DPBzC7a/Rb+xH9MHPtY/f7refhe4YD48R+wY/Biqvv+XKEP2bUfwGLwE+Dv92D9nfn6VHoPOvwP+tf4c3IVqjXaJTbgqjoH+3SuA/2z72g/5ccj1tnfRiAZAkYlzqK6uS/rrY0fsGHw79XXxT4BnHaXPgX4N96OaUzLgz4HX7cNr6Hx/Ora/Yvf4Pim9R48ePXr06NFjjzgopvQePXr06NGjR49Di55Q9ejRo0ePHj167BE9oerRo0ePHj169NgjekLVo0ePHj169OixR/SEqkePHj169OjRY4/oCVWPHj169OjRo8ce0ROqHj169OjRo0ePPaInVD169OjRo0ePHnvE/x/KSRk2REXOWwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Log transform + invert...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:merlion.transform.base:Transform TemporalResample(aggregation_policy=Mean, granularity=3600.0, missing_value_policy=Interpolate, origin=0.0, remove_non_overlapping=True, trainable_granularity=True) is not strictly invertible. Calling invert() is not guaranteed to recover the original time series exactly!\n",
      "INFO:merlion.transform.base:Transform TemporalResample(aggregation_policy=Mean, granularity=3600.0, missing_value_policy=Interpolate, origin=0.0, remove_non_overlapping=True, trainable_granularity=True) is not strictly invertible. Calling invert() is not guaranteed to recover the original time series exactly!\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train sMAPE: 3.30\n",
      "Test  sMAPE: 8.61\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from merlion.transform.normalize import PowerTransform\n",
    "\n",
    "print(\"Log transform...\")\n",
    "eval_model(get_model(PowerTransform()), train, test, apply_inverse=False)\n",
    "\n",
    "print(\"Log transform + invert...\")\n",
    "log = eval_model(get_model(PowerTransform()), train, test, apply_inverse=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Moving Average...\n",
      "Train sMAPE: 5.15\n",
      "Test  sMAPE: 17.70\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Moving Average + invert...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:merlion.transform.base:Transform MovingAverage(n_steps=5, weights=[0.2 0.2 0.2 0.2 0.2]) is not strictly invertible. Calling invert() is not guaranteed to recover the original time series exactly!\n",
      "INFO:merlion.transform.base:Transform TemporalResample(aggregation_policy=Mean, granularity=3600.0, missing_value_policy=Interpolate, origin=0.0, remove_non_overlapping=True, trainable_granularity=True) is not strictly invertible. Calling invert() is not guaranteed to recover the original time series exactly!\n",
      "INFO:merlion.transform.base:Transform MovingAverage(n_steps=5, weights=[0.2 0.2 0.2 0.2 0.2]) is not strictly invertible. Calling invert() is not guaranteed to recover the original time series exactly!\n",
      "INFO:merlion.transform.base:Transform TemporalResample(aggregation_policy=Mean, granularity=3600.0, missing_value_policy=Interpolate, origin=0.0, remove_non_overlapping=True, trainable_granularity=True) is not strictly invertible. Calling invert() is not guaranteed to recover the original time series exactly!\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train sMAPE: 186.89\n",
      "Test  sMAPE: 23.44\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from merlion.transform.moving_average import MovingAverage\n",
    "\n",
    "print(\"Moving Average...\")\n",
    "eval_model(get_model(MovingAverage(n_steps=5)), train, test, apply_inverse=False)\n",
    "\n",
    "print(\"Moving Average + invert...\")\n",
    "ma = eval_model(get_model(MovingAverage(n_steps=5)), train, test, apply_inverse=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference transform...\n",
      "Train sMAPE: 53.17\n",
      "Test  sMAPE: 48.12\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:prophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference transform + invert...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:merlion.transform.base:Transform TemporalResample(aggregation_policy=Mean, granularity=3600.0, missing_value_policy=Interpolate, origin=0.0, remove_non_overlapping=True, trainable_granularity=True) is not strictly invertible. Calling invert() is not guaranteed to recover the original time series exactly!\n",
      "INFO:merlion.transform.base:Transform TemporalResample(aggregation_policy=Mean, granularity=3600.0, missing_value_policy=Interpolate, origin=0.0, remove_non_overlapping=True, trainable_granularity=True) is not strictly invertible. Calling invert() is not guaranteed to recover the original time series exactly!\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train sMAPE: 6.47\n",
      "Test  sMAPE: 5.71\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from merlion.transform.moving_average import DifferenceTransform\n",
    "\n",
    "print(\"Difference transform...\")\n",
    "eval_model(get_model(DifferenceTransform()), train, test, apply_inverse=False)\n",
    "\n",
    "print(\"Difference transform + invert...\")\n",
    "diff = eval_model(get_model(DifferenceTransform()), train, test, apply_inverse=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MKAz1WD6iOfeSM5i/7Wp1hyMhUSHUGi3T/7pAgiqLn8b4Ym6iX90hSZSAJLgkJJ5xgu+nMO73s9goDVkzsSUWJs+v67R3LUve7FqfLRci2R4YVd3hSEiUm7Wn73Dq1gM+GdKERk5m1R2ORCmQBJeExDNMeLyKl389g4FcxtqJrbA3M6rukKqdN7rUw7uWBXO3XCYyMb26w5GQKDMPUjNZtj+YDvVtGObjXN3hSJSSEgWXIAi/CYIQIwjClUeOTxcE4YYgCFcFQfgi3/H3BUEIFQQhSBCEXvmO9845FioIwnuVOw0JCYlHiUnJYMyvZ8jI1vLHxKevL2JVoSeXsXxEczRakdnrL6LVSi70Ek8XS/cGocrSMH+A1zO/y/hZojQZrlVA7/wHBEHoAgwCmomi6AV8mXO8ETAS8Mp5zQ+CIMgFQZAD3wN9gEbAqJyxEhISVUBGtoZXV/sTk5zJ7+Nb0MDBtLpDqlHUtlawYIAXp2/F8/OxW9UdjoREqbkUkcg//uGMb+eGu52yusORKAMlCi5RFI8C8Y8cngp8LopiZs6YmJzjg4B1oihmiqJ4GwgFWuZ8hYqieEsUxSxgXc5YCQmJSkYURd7eEMilyCSWj2yOTy3L6g6pRjLcz4XeXg58uS+Iq1FJ1R2OhESJaLUiH227io3SkDe71a/ucCTKSHlruDyADoIgnBEE4YggCC1yjjsD4fnGReQcK+r4YwiCMFkQBH9BEPxjY2PLGZ6ExPPLioMh7LwUzTu9GtLLy6G6w6mxCILAp0ObYGliwIx1F8nI1lR3SBISxbLpfAQXwxN5r3dDTI2kXYlPG+UVXHqAFdAamAOsFyppIVkUxZWiKPqJouhnays55kpIlIUdgVEsPxDCUB9npnSqW93h1HisFAZ8ObwZITGpfP7vjeoOR0KiSJIzslmyJwifWhYM8ZYK5Z9Gyiu4IoDNoo6zgBawASIB13zjXHKOFXVcQkKikggMT+TtDYH41bZ8Llr2VBYdPWwZ386NVSfDOBIsZdUlaibfHAjhQVomCwc2lgxOn1LK6364FegCHBIEwQMwAOKA7cBfgiAsA5yA+sBZQADqC4JQB53QGgm8VLHQJSQkcolOSufVNf7Ymhryv5d9n6yLvFYLqfch8S4k3tF9JeR8T4oEIzMwdwFzV913M+eHPytsQVb97jTv9m7IkeBYPt55jfYzOiKXPtAkahChMSmsOhnGyBauNHExr+5wJMpJiYJLEIS/gc6AjSAIEcB84DfgtxyriCxgrCiKInBVEIT1wDVADbwhiqIm5zrTgL2AHPhNFEXJ6llCohJQZamZtNofVZaGPya2wlppWHVvlpEEVzbDvUs5ouqu7kuTWXCcwg4sa4NDE8hMhtggCD0I2aqC4+QGYOakE2AWtaFeF3DvDsYWVTeHQjDSl/N2zwa8/ud5tgdGMsTb5Ym+v4REUYiiyILt1zAx0P2OSjy9CDqdVDPx8/MT/f39qzsMCYkai1Yr8vqf59l37R6/jm1Bl4Z2lf8mogjhZyBgNVzdAup0MLbUCSSLWjphZZHzZVlbJ54MCvH8EkVIT4CkCEiO1H3P//UgBFQPQKYHtdtBg77QoI/umk8ArVak/7fHSctSc2BWJ/Sfk8beEjWbPVeimbL2PAsHejG2rVt1hyNRAoIgBIii6FfYueevoZqExDPEV/uD2HP1HvP6eVa+2Ep7AIF/w/k1EBcEBkpoNgJ8xoKTN5S1RkwQwMRK9+XY9PHzWg1EBkDQbgj6F/a8q/uy84KGOeLL0bvKliBlMoHZPT2YuNqfTQERjGxZq0reR0KitKRnafh453UaOpgyulUN/H0URchKA1Wc7n6hioO0uHzf4x/+nJ4Apg5g2wBsPcGuoe67wqbs95KnFCnDJSHxlLLlQgQz/wlkVEtXPh1SSUXyWi3cPqITWTd2giYLXFroRJbXEDB8gkaLD27qhFfQv3D3JIhaMHUEj97QaBDU7VzpN2pRFBnyw0likjM4NKfzk62Fk5B4hK/3B7PiYAjrJremdV3r6g5HhyhCdCBc3qArL0gpoiep3FAnpkysdd+NLCA5CmKv60oTcjG2AjtPsG2o+7JrCHaNdK95CikuwyUJLgmJp5CAOwmMWnkan9oWrJnQCgO9CmZ9UmPh/Gq48AckhOlujs1Ggc8rYF8DmkKo4iFkny77FXoQslLBtRV0+wjc2lfqWx0PiWPMr2ekJRyJaiU8XkX3ZUfo6eXAt6O8qzsc3QPQlU06oRUXDDJ9qN8DarUGE5sccWWjy2ArbHQZ8cIeiEQRUu7phFdsEMRch9gbEHMDMvMJsVptoOkI8BqsK2F4SpAEl4TEM0REgorB359AaajHltfbYakwKP/F1Jlw5ic4shSyUsCtA/iOg4b9Qf/JNroWRbF0WbrsDN1S55ElkBIN9brphJdT80qLY+TK09yKS+PonC4YG0hZLoknz5Q/AjgSHMt/b3fC0dy4eoJIuQ9XN+tEVmQAIOgecJq8AJ4DdeKqshBF3d9z7A2ICIDL63XCTm6gy2o3GwnuPUCvAve7J4AkuCQknhFUWWqG/nCSyMR0trzervy91ERRt1S39wNIuK27ofVYpKuvqAZi79zmz7mzsK9bn/ot21C/ZRvM7Upwyc9Oh3O/wLFlkB6vW2bsMg9sPSocz9nb8bz4v1N80LchkzvWq/D1JCTKQm6WdU6vBrzRxf3JvnlmKlzbphNZt4/olvIdmkKT4dB4qM7O5UkgihB9EQL/gSsbIS1Wl+nyGqoTXy4tamTtlyS4JCSeEZbuvcH3h26yekJLOnmUsxNDzHXY8z7cOgQ2DaD3pzorhmrk+rFD7P7uKywdnUiI1tWE2LrVzRFfbbF2qVV09isjGU59B6e+19lONH8JOr0HFq6Fjy8lr/x2lssRiRx7tytKQ2l/kcSTIVujpc+KY2RrtOyb2fHJ1RGqsyDgdzjyha7Q3bKOTmQ1eaHaHsTy0Kjh5n9w6R+4sUu3U9qyjm7JsdlIsKpTvfHlQxJcEhLPAHcfqOj+9RH6N3Fk2YjmZb+AKh4OfwbnftUVv3f+AFpMBHn192QL2LWNw2t+5vVf/yYzLY3QsycJOXuKqODrAFg6OuOek/lyqOdRuPhKi9Nlu879AojgNxE6zAZl+YRpYHgig74/weweHkyXGgVLPCF+OXaLxbuu8+tYP7p52lf9G2q1umXD/z7W1W+6dYAuc3W1WTUwg0RGMlzfoRNft4/qYmwxCTq/X7lLnOVEElwSEs8AU/4I4GhILP/N7oyDeRnqqzRq3ZProU90u4N8x+tuqIoasusJOPb3as5t38TMP7ci5LN9SE2I56b/aULOniL86iW0Gg1Kaxsate9M2xfHINcrJPOUFAGHP4eLf4KeMXR6B9q9Va4Pj1fX+HP61gOOv9MVc5PqF6YSzzY3Y1MZ9N0JWrhZ8vv4llX/hrcOw/75uqU7+8bQfSG4d6uZQqswkiLh+Nfg/6tuo0+3j3QbfWTVV3dZnOCSnP0kJJ4CTt6MY8/Ve7zRxb1sYuvmIfipPex+W3dDnXIc+i+rUWILID05CWNTswJiC0BpaUWzHn15Ye7HTFm5lt6vz8TOrS5nt21k+7JPUWdlPX4xcxcY9B28cVbnXH9gPmybBprsMsc1q4cHKRlqfj52q7xTk5AoFSkZ2Uxe44+BnozFQ5pU7ZtFX4I/hsCaQTqz4SH/g9eOQf3uT4/YAjB3hn5fwmtHddYSO2fAys5w93R1R1YokuCSkKjhqDVaFu24houlMRPbl7JWIeUerB8LfwzW1TWNWAtjd4C9V5XGWl5UycmYmBXfI85YaYpXp24Meecjuk2Yyq2As2xZspDsjIzCX2BTXzfvzu/DxbXw14u65Ygy4OloRv+mjvx24jYPUjNLfoGERDnQakVm/hNI2AMV37/kg7NFFe1KTLgDm16F/3WAqAvQ8xOY5q+rg6oBPU3LjUMTGLcLXvhNJyB/6wWbJ0NydHVHVoCn+F9YQuL5YN25cG7cS2FuX0+M9EtIlWu1uhqt71rodiF2mafL9HgOqNFPrunJSZiYl74pb/Ne/ej9+kzCr15m46cfkalKK3ygIEDn92Dgd3DrCKzqW+ab8IzuHmRka/jpyM0yvU5CorR8818IB67fZ14/T9rUq4Lssypet1HmOz+4vh3az4Q3L0LbaU/c/qXKEARoPAymnYMOb+vakH3rq1tyVNeMhyVJcElI1GCSVNl8tS+I1nWt6N24BJuE+9fg996waxY4NoPXT0GnOU/FDTU9JQlj09ILLgCvTt3oP+Md7oUGs37RB6iSk4oe7PMyvLQe4m/Drz10OzVLibudkiHeLqw5dYf7yUVk0yQkysm+q/dYfiCEYT4ujKtso12tFgJW6YTHmZ90u/revADdFzzxBvFPDAMFdPsQ3jgDdTvBgQXwQxsI3lfdkUmCS0KiJrP8YDBJ6dl81N+raFuE7HQ4uEi3TBAXAoN/1C0fWj89/lGq5CSMS1hSLAyP1u0ZNGcu8RHhrF/4PqkJ8UUPrt9dt+ygydItOYQdL/X7vNWtPhqtyPeHQssco4REUYTGpDJrfSBNXcz5ZEjjymnPlUtEAPzSDXa8pWuZ89oxXW2jmVPlvUc1Ex8VwYn1a1FnF1KfaVUXRv0Nozfpsl9/DYe/Rug2EVUTkuCSkKihhNxPYc2pO4xqWYtGTmaFD7p1GH5sC8e+0nnmTPPX+VDV4OXDR9Go1WSmpZVYw1UUdb1bMOS9BSTHxvDPgndJjo0perBTc5i4H5QOuqLhyxtL9R61rE14sYUrf5+9S0SCqlxxSkjkJzmnSN5IX8ZPY3xLLhcoLWkPYPt0ndhKjoShP8P43eDQuHKuX4O4ceIopzetY8/3yxC12sIH1e8OU09Bj4/B0g3k1eepJ7n5SUjUQERR5ONd1zExkDOrRyHO6WkPYN9cXYsbyzrw8lbdjrxqRBRFEjITiE6LJjo1mqjUKGJUMSgNlDgoHLA3sc/7bqJvkve69BRdIXt5Mly51GrclBfmfczmzxawbv67DP9wMZaOzoUPtqwNE/fCutGwaaLuQ6ntmyWK1Old3dkYEMG3B0NZ8kLTcscqIaHVisxcd5G78Sr+nNQKp8ooktdqdPYvBz+GzBRo8wZ0eheMinhYewbILSMIOnUMYzNzuo5/rfAsoZ4BtHvzCUdXSBjVHYCEhMTjHAqK4WhwLB/2b4S10vDhCVFEdWoVxkcXIWQl64w9O84B/SfXay04IZig+CCi03SiKjotmui0aO6l3SNdnV5grIHMgCzt49YNZgZm2CvscTBxwFFliglwTRWCbWokzsoihFIJOHl4MvyjT9n0yYc60TVvMTa13AofbGwJYzbD1imw/yOdd1fvz4v173E0N2Z0q1qsOXWHKZ3rUcdGUa44JSSWHwjm4I0YFg3yolXdSiiSDz8Hu2dDdKDOuLTvUp1NQjWj0WpIU6eRlpWGSq3C3sQepUE525EVQnpSIlZOLtTxaUHAzi2YmJvTZtioSrt+ZSMJLgmJGkaWWsvHO69Tz1bBK21qPzzx4Caxf81gzXERM6NGeLTrTAO3wdjrGVHVC4jJWcn8e+tfNoVs4nr8w4JzKyMrHBWOuFu408G5A44KRxyVjjgpnHBUOGJuaE6WNouYtBjuqe5xL+0e91X3uZ92n3uqe9xPu8/9Ozdoiwm/3fqDzzb9gqupK60dW9PasTUtHVpiYWRR6jjt69RjxIIlbFw8l38Wvs8Lcz/Gvm4Rvej0jWDYb2DmrGsNlBylW34xMCl8PDC1cz3WnQ1nxYFglo/0LnVcEhK57Llyj2/+C+VFPxdebl275BcUR2qsrij84lowdYRhv+p26j2BkoJbSbc4cOcAd5PvkpadRmp26sPvWWmkZKc89gAG4Kx0poFlAxpYNcDD0oMGlg1wNnVGJpS9wkmVnISJuQWdRo8nPTmJk+v/xMTMgmY9+lTGFCsdSXCJ4lNV7yLx7LP6ZBi349JYNb4F+nKZzrDz5Ddw5AviU2wBNxQuDTh/+Dj+B49gbmePR5sONGjdHrs69Sqt8FYURc7HnGdzyGb2he0jQ5NBA8sGvN/yfdo4tcFR4YiRXsk7IA3lhriaueJqVnhvw+snjrD7+FK+6L2c68IdTkefZvft3WwI3oCAgKe1Z54A87bzLvE9rV1cGbHwCzZ8PJf1iz5g6HsLcG7YqPDBMhn0+gTMXWHPe7olxpF/FXlPsDM1YmxbN/539Cavd3HHw960xPlLSOQScj+F2esv0szVgkWDKlAkr9WA/2+6djxZabpOCh3f0bXsqkJuJd1iX9g+9obtJTQxFAEBOxM7TA1MUegrMDMww1HhiNJAiVJf96XQV6A0UGIkNyIyNZKghCCC4oM4FH4IEV2nG4W+gvoW9fNEmKeVJ142XiWKMFVSIjautRFkMnq+9iYZqSkc+PUHjM3M8GjVrkr/LcrD893aJzMFNk0Cz4HgPbrq3kdCopTEpmTS9cvDtKhjxW/jWkCEP2x/E2KugucALhr15eBff/HaT2uQ6+tz89xpgk4f5+7li2g1GsztHWjQuj0ebTpg51a3XDf0uPQ4tt/czpaQLYQlh6HUV9K3Tl+GegylkVWjyt1JBZz/dzuHVq1k6s9/5hXOq7VqrsRd4XT0aU5HnyYwNhC1Vo2BzABve286OHdgsPtgzA2LrvtKeRDHhsXzSE9JZvyyH0suyj/1A+x9H3ovgdZTihyWkJZF688OMqKFK4sGPXuFyBJVQ1J6NoO/P0FKhpqd09uXrWNEfiL8ddYv0YFQp5Nu+bAKm0vfTrqtE1l39hKSEIKAgLedNz3detK9VnfsFeXr95iuTic0ITRPgAUnBBOcEExqdioAdsZ29HTrSZ86fWhi06TQ+873E0fRoG1Huk+cCkB2ZgYbF3/I/VshDH1/EbUaP/laS6mXYlFoNbrWBpEB8OohsGtYde8lIVEK3tt0iY0BEex7w5u6gcvg7M+6pYJ+X0LDfpzc8BenNv7FjD+3FugjmJ6STOi50wSfPs6dyxcRtVos7B3xaNMez3adiq5lykGj1XAi6gSbQzZzJPwIalGNj50PQ+sPpUftHgWK3CubE//8wZktG5j519bHWvvkospWEXA/IE+ABScEY6xnzND6QxnjOQYXU5dCXxcXfoc/3n0Lj9bt6PfmnOIDEUX4exTcPKjbyejUvMih0/46z/HQOM580A1Dverr2ybxdKDRikxcfY4ToXH8/Wpr/NzK0WRZFa9bPjy/BkwddJlZr6FVskITlhTGvju6TFZwQjAA3nbe9HLrVSGRVRKiKBKVFkVgTCB7w/ZyLPIY2dpsnJXO9HbrTZ86ffCw1DWv16jVLB89mDYvvETb4S/lXSM9NYV/5r9LyoNYXpz/OfZ1nqw9jiS4iiHw+g0a7+iHXGELr/5XbP2GhERVciUyiQHfHWdJo3BejFkBKdHQ8lXo+mHeTqODv/3I9eOHmfbbP0VeR5WclCe+7l4JRNRqsa3lRsP2nWnYriNmNnYFxh+LOMaX/l9yK+kWVkZWDKo3iMH1B1PXvG6VzjeX/T9/R8jZU7z+85+lfk1QfBBrrq1h963daNHSo3YPxnmNo7HN4xmnXJE6+J2PqOdbQkNgVTz82E5X3/XaUTAsfMnwUFAM438/x09jfEs2pJV47vlqXxDf/hfK4sGNGVPWui2tFi78oRNbGUnQeqque0IRv5sV4ULMBb698C3n7p0DdCKrZ+2edK/dHQfFk/89T8lK4b+7//Fv2L+cjjqNRtRQx7wOvd1609myDf++8yHdJr5O8559C74uPo6/P5yDJjubkYu+wNLhyXmPSYKrCJIzsmn32X+Msgnl/QdzEbxHw6Dvq+z9JCSKQhRFpvywixdjv6EbZ8CuEQz4BlxbFBi3Y/kSYsNuMWH5/0p1XVVSIkGnjnH9xBGig28A4NzQC8/2nTDwdGHFjR84EXmC2ma1meY9jW6u3dCX61f6/Ipj+1efEh8Vwbivfijza++l3eOvG3+xIWgDqdmp+Nr7Ms5rHB1dOubVf2jU2ax9bwYZqjTGffkDhiYlPFSFnYDV/aHxCzB0ZaEZBLVGS5vP/6O5qwU/v1LovVVCAoCAO/G88NMpXvBx4YsXmpZtST46EHbNhohzUKutLtNdBf1Qrz+4zrcXvuVY5DGsjawZ5zWO3nV6V4vIKoqEjAT239nPnrA9+N/zxyJZj0HHnVC+0JqXB896LAsfHxXBuo/ewcDYmJGLlqK0LEdWsRxIgqsY1p8L551Nl9jocRC/u7/CkJXQbESVvqeERAFEkUvbvsbtwhco5BrkXd7T+UIVInzWL/oAjVrNqEVflPltEu/f48aJI1w9dpDEqCi0gsh9u2watOvI6P5vYaKongLwdfPfQZDJGDH/83JfIzUrlc0hm1l7fS3RadG4mbkx1mssA+oNwFBuSHRoEH/Pm0PT7r3pPun1ki94eAkc/lTn2t/8pUKHfLr7Or8dv82ZD7oVtO6QkMghPUtD32+OkaXWsndmR5SGpdynlp4Ihz6Bc7+AibXOtLPZyEpfPryddJvvL37P3rC9mBmYMaHxBEY1HFWlJQSVQYwqhh0H15C49jC7W99D46RkSrMpDPMYhr7s4X0zt+2Xhb0DLy74HCNF1W4qgOIF13O/S3G4nwvHQ+N46XIXAlwvYbpzJjh5g20hZpMSEpWNKp7szVNpGrqHi/pNafLa72BbhI0BuibPFg6O5XorhY01wQ0y+TX9Cobx2fRO98b9dgbJm0/zy66LODXwxNBEgYGxCYYmxhgYm+R9GZrk+9nYGCtnV2TyyqldUiUnY+tase3xSgMlr3i9wijPUewP28+qq6tYeGoh3174llebvMpoz9H49B1AwK5tNGzbEZdGJRS7d3wbwo7psgvOfoXeD4b6OLPy6C22B0Yxvl2dCsUv8Wzy5b4gbsel8dekVqUTW6IIl9brTI1VD8BvInSdV+G+h2mJCVw/dgiPNu0xs7EjKjWKnwJ/YtvNbRjKDZncdDJjvcZiZvB0mKTamdjR1sKX3Rzm4x6f87/wP/jkzCesubaG6d7T6eXWC5kgw8Hdg4Fvz2XL5wvZtnQxQz9YiL5B9T0cPfcZLoCUjGz6fXMcS00cW2TvIjN1gFcPPlEzSYnnkDsnETdNRJMcw+eal+g3aSHetYtPe/84eQz1/FrRc/L0Ur+NKIocCj/EsoBl3Em+Qzvndszxm0M9i3qIWi0RN65y4/gRYsJukpWeTla6isz0dLIzHvfQycW7zwC6jnut1DEUx6M7jSoDURQ5d+8cv1z+hVPRp+jt1pt5Pu+z4YM5yORyXv7i25JvvMnR8FM73aaFSQcLbQLe75tjCALsnN6h0mKXeDY4ezueEStP8XLr2qXbzaqK1/U9vL5dJ/L7fVXsxo2y4L9jM0fW/oYgk6H2sGKv7TUSzTWMaDiCiY0nYm1cCearT5iAXVs5vOYX3vhtHYYmCo5FHmP5+eWEJITgaeXJDN8ZtHVqC8CNk0fZ9c1S6vm2YuCs9yvtYbEwpAxXCZga6fPNKG9e+PEk39eew/To93SePANWVHdoEs8iWg0cW4Z4+FPi9R0Zm7mA8S8MKVFsiVot6SnJZeo5GBQfxNJzSzlz7wx1zevyQ7cf6ODyUBwIMhmujZrg2qjJ42FqNWRnZJCpUpGVnvOlUvHf6p+Jj4wo/XyLQavRkJGagolZ5T5ZC4JAS8eWtHBowe9Xf2d5wHJuJ93m/ZencPir5Zza+DcdXxpX/EXMHGHwT7qmt/vm6j4AH2GYjwuLdl4j6F4KDRwkTy4JHaosNXM2BuJqacK7vUux+/32Udj8GqTFQPeF0HZ6sV0PykpCfAzIZdyonUrdEDV9b9hh79mQdk26YWX0ZGqbKhtVUiIyuR6GJgoEQaCjS0faObVj9+3dfHfhO17b/xqtHFsx02cmXm07kp6cRHxURKXb2pQFqXl1Ds1dLZjTqwFf3a7F1boTIGBVqRvbSkiUmpR78MdgOLSY2/Y96ZS8kA6dejDMt3Bbg/xkpKUiarUYm5YsuJIyk/j41McM3zGcGwk3+KDVB2wcuLGA2CoJmUyOoYkCMxtbbFxr4+ThiVtzX6ycXEhLTCj1dYqjMvooFocgCExoPIHvu31PVGoUM28twr5Vc/x3bOb+rdCSL+DRE9pM09XSXNv+2OmBzZ3QkwlsPl85AlTi2eCLPUHceaBi6QtNURS3lKjO0rWWWj1Qt0N+0gFoP6PSxFa2Npu/b/zNziubSdXPwqK3H8OWfUXH0eNJux/L5s/ms2bONK4cPoA6O7tS3vNRRFEk7m4YVw7tz+t9WBnoXObNCwgouUzOgHoD2DFkB++2eJfg+GBG7hrJ7MOzsWzThG4TphZpPfMkkDJc+Xi1Q11O3HzAi8Fd8Xe+hPGOt3T1XNZP1sdD4hkl5ABseQ2y0rjR8lP6HqtN90YOzOlZOtPC3JtVcdkgrahlc8hmVpxfQUpWCi95vsTUZlOLNQgtKwoLC6KCrlXKtdLz5lQ1giuXDi4d+KvfX7x16C2+Md/FKJN67P3fN4z+ZFkBP7NC6TYf7pyE7dN0SzwWtfJO2SgN6dzAli0XIpnTqwF6cukZ9nnn1M0HrDoZxri2bsX3SYwL0XU2iA4E33HQ61MwqJz+nKIocixSZ/dyO+k2w7T1cbazY1KnnM02Az3x6TuQGyeO4r9zC3t/XM7xdWvw7j2AZj36VLi4PCnmPnevBOZ9qZISAWg/aiytBg+v4Ox0qJISMTGzKPScgdyAMY3GMNh9MKuvrWb11dUcvHuQofWH8kGrD9CTVY/0KfFdBUH4DegPxIii2PiRc7OBLwFbURTjBJ3UXAH0BVTAOFEUz+eMHQvMy3npYlEUV1feNCoHmUzgq+HN6LPiGJNUU1krfxthw1iYeKDQ+g0JiVKhyda14DixAuwacafLdwxfF0cDBxO+HtEcmax0Ke5ccWJsblHo+StxV/jk9CdceXAFHzsfPmj1AQ2sKt+BWmFhRXpKMhp1NnK9illIqJJzMlylyNpVFDdzN/7s+yfvH3ufA3Fn6Ho+gzPbN9B2aAnNbvUM4IXf4H8dYeNEGL+7wA7SYT4uHLgew/HQODo3sCvmQhLPOmmZuqVEN2sT3uldxN+eKML51bDnfdAzghF/gmf/SoshKD6Ipf5LORN9BjczN77p8g2RN7Zh8sh9Q66nj1enbjTq2JU7ly7gv3MLx/9ezZkt66nn2xJTG1sU5pYoLC1RWOR+WWFgbPzYspwqOamAwEq6fw8AE3MLajVuRq3GzTi85hdS4+MqbZ65Ga7iUBooeaP5G4xoMIKVl1byIP1BtYktKF2GaxXwHbAm/0FBEFyBnsDdfIf7APVzvloBPwKtBEGwAuYDfoAIBAiCsF0UxcpZl6hEbE0N+XpEM17+9SxrGr7H2LB3i6zfkJAokYQw3Yd0pD/4jie+w0JeXnkeQ305v4z1K3654RHSc8TJo9mghIwEVpxfweaQzVgbW/NZh8/oV6dfldUq5PrZpCUmYmZjW+Q4Ua1G/eABclNTZEV4X6mSE4His3aVidJAyYquK/jB6geCojah3fAnds28cK9XQgsQqzowYDlsnACHPoXu8/NOdfW0w9xYn83nIyXB9Zzz2b/XiUxMZ/1rbTAxKORvO+0B7HgTbuyEup11NYJm5dt1/Cixqli+u/gdW0K2YGZoxnst3+PFBi+iL9NnZdIabFzdCn2dIAi4NfPBrZkPMWG3CNi5hfBrV0hLTECrUT82Xs/AEIWFBQoLK0zMLUiKuUfsndsAGBib4OrVBJ8+A6nVuBnWLrXy7kP+O7eQllB5H/mqpESsHJ1LNdbG2IYPWn1AdW8SLPFuL4riUUEQ3Ao59TXwDrAt37FBwBpRN6vTgiBYCILgCHQG9ouiGA8gCMJ+oDfwd8XCrxo61LdlSqd6zD8CHZqMp+65X8CtA3gNru7QJJ4mru+Era8DIgxfRVaDQUz59Qz3kjP4Z3JrnC3Ktgs2d0nROEecaLQaNoVsYsX5FaRlp/Fyo5eZ2mwqSoOq9ZpRWFoCkBoXg1FGJtkRkWSER5F0J5ak6CRS4jNJTRNJUxuRaWCOvlqFMWkojEVMzfUxtVNg4WqForYDyRG3c+ZU9RmuXGSCjGne09it78LFz1fy+1fv8uL8z2hm37z4FzYeBreOwPGvoU4HqNcVAEM9OQObObHeP5zkjGzMjJ6scaxEzeB4SBxrT99lUvs6tCisdc/NQ7BlCqTHQ89PoPXruubpFSRdnc6aq2v49cqvZGuzebnRy0xuOjmvjEAURVTJiSVmgwDs3OrSZ9rsvNdlpKWSlhBPWmJCwa+EeFRJCSRER2JibkG7ES9Tu0lz7Ou6F7kDUGlpSWpifIXnmzenpKQis/1FUZ0F81DOGi5BEAYBkaIoBj4yAWcgPN9/R+QcK+p4jWV2Tw9O33rAsJAenLYPxGDbdK7eVlG/6yAMTSpnnV3iGebSBtgyGRybw/DfES1qM3fjJc7ejmfFyOZ417Is8yVzs0HGpuYExgbyyelPuB5/nRYOLfig5Qe4Wxbt31UZiFlZJB44zO0thwE4MHc1MoP6pBtZk2VoAeTc0A1BMNRiop+NwkQgM1MkMVOOWtQDNRCl+5KdzERMDQER9k/8AVMTEbdmdjgP7Ixh/fpVfnPs23gwhqNSubhmHZ+unMaoUW8z2H1w8S/q/TmEn4XNk2HqSVDqMlrDfF344/Qddl+KZmTLWsVfQ+KZIyUjm3c3XaKujYK3ez2ylCiK8N9iOPYl2DSA0RvAseJNlbWill23drHi/Aruq+7TvVZ3ZvrOpJZZwd+/rPR0NNnZZa6TFAQBY6UpxkpTbCrokwe6UoSo4OsVvg7omlSrszKrvPazsimz4BIEwQT4AN1yYqUjCMJkYDJArVrVd+PSl8v4dpQ3fVcc4031dBZnvsveP/4iJiaRrhNK4VQt8fxyZZNObNVuBy/9AwYKfjl6iw0BEbzZ1Z1Bzcv3rJGenIy+sTGLzn7MltAt2Bnb8UXHL+jt1rtKxUlGUBBh6/YQfDmVaPOmZMtbAZdQWdphY1sLW2sjzB3Nsahtg5m9ElNrIxQWho/VpmWqskl+kEHKg3SS7saTFBFPaKBARrIRsdZ+RIr63AgFxaIzOKr/wd3XFueBXTD08Kiy+XXtO5qYgCv4Bl3l8wMLiFHFMLnp5KJfYGACw3/X1XMdWACDde2ImrmYU9dWwabzEZLgeg75dPcNopPS2Ti1LUb6+TI8oqizGDrzE3i/DH2+qJR+vWeiz/CV/1dcj7+Ol7UXSzouwdfet9Cxecv2ZcwGVTYKSyvSEhIQRbHCf8+qpJzNNtU8p7JSngxXPaAOkJvdcgHOC4LQEogEXPONdck5FoluWTH/8cOFXVwUxZXAStAZn5YjvjJx8O5BPCw8cDVzfeycq5UJnw5twvS/L9DR4RXgDJcP7KHlkJFPrC+TxFPG1S2w6VVwbZ0ntg5cu8+n/16nbxMHZnQvXweDbE02V8MvkiBLZcfNHYz3Gs9rzV5DoV812VZNUhIxW3dzY18wd3Ej1bQJMhsNtWvr0ah/IzZ98gtNejrS7sVepb6moYk+tib62LqaQnNdZihl2RHk4TaM/7oXqQmZhB6/RfCxLEKTnAi9KaD4+CxO2euo55OT+WrYsFLFlyAI9J0yk1Vvv87Amw35zug7vKy9aOfcrugX2XlCqylw8lvdd0ddf7xhPi4s3RvEnQdp1LaWsuDPC0eDY/n77F1e61QXn/yZa1GEf9+Bsyuh9RvQ65MKt+YJTgjm64CvOR55HCeFE591+Iy+dfrm9Q0tjDxxUs3ZIIWFJersLDJVaRXeBZm767E0y6Q1iTILLlEULwN5laGCIIQBfjm7FLcD0wRBWIeuaD5JFMVoQRD2Ap8KgpD729gTeL/C0VeQ5KxkPjrxEU5KJ/7o8wdGeo/vRBzQzEm3Nn/4Bt3RNa3137iGzq/OeOLxStRwrm3XFci7tNAtGxgouB6dzFvrLtDYyZyvhpd+R2IuoihyJOIIS88tpeG9DKwU5mwetJk65pXfSkbUakk5cZLQjce4GWlArFVjRNMOWCmyaN/NhQad6mCk0NUnmZiZk1YJ9RiqlKS8+i2lpSHNB3jSfIAnqQmZhBy/TcjxLEISnQi5LaD85BwO2f/g3twW56E9MGpQOe23zO3s6TDyFQ6t/pnWrnV479h7bBiwofjGvR1mw4W1ug01r2wHQWCojzNf7gti8/lIZvaQWoM9DyTnLCW62ymZmf9hShRh99s6/7Y206Dn4gqJrftp9/n+4vdsu7kNhb6Ct/3eZmTDkRjKS25Tk1eKUAMyXABpCQkVF1x5djIWFQ3riVJixZ4gCH8Dp4AGgiBECIIwsZjhu4FbQCjwM/A6QE6x/MfAuZyvRbkF9NWJmYEZn3X4jBvxN/js7GdFjps/sBGuhrrdGh5mDwg8dLDSjB8lnhGu74SN48HZF8ZsBEMlsSmZTFrtj9JIj59f8cPYoGxmhqEJoby2/zWm/zcduUyOu0EtvGp5V7rY0mZmEv7jKvaM+Jj1v97jVGYrEu0a08jHnBHzWjDqq9406+uRJ7ZA97RaGX8D6cmFO+crLQ3xHtCQF5f0Zuzn7Wnb3xljZ3tCLTuy544n6xee4OLMz8mOjq5wDADNe/dHYWFJD40PWZos3j7yNtnaYowgjS2g8/s6h/DgvQA4mhvTrp4Nmy9EoNXW3JZpEpXH4p3XiEnJ5KvhzR4uJWq1uh6c537RNaGvgNhKzUrlm/Pf0H9Lf3be2snLni/z79B/Ges1tlRiCyA9b/mterNBSgtdvqVSHtSe1QyXKIrFmtSIouiW72cReKOIcb8Bv5Uxviqno0tHXm3yKj9f/pnmts0ZUn/IY2NMDPTo6WZEUJQB5o0aozkdhf+6/9FpynvVELFEjSPoX9gwTlcgP2YTGJqSka3htT/8eZCWyfrX2uBgXnoft6TMJL6/+D3rg9Zjom+St7371z0TK9WvStRqidu6m7PrLnDXoiVaKxec7EUa92tAXR9H5PpFP4/l1mNUFFVyEs4NGxU7RmlpiHf/Bnj3b6DLfJ0II3BvJifSaxP81npatDSk9uuvFGk9URpkMjlKK2vkGVoWtlvInCNz+Drga95p8U7RL/Ibr1su2v8huHcDuT5DfZyZtT6Qc2HxxZteSjz1HLoRw3r/CN7oUo9mrha6g1ot7JoFAb9DuxnQfUG5xFa2JpsNwRv4KfAnEjIT6FunL9O9p+NiWnJHikfJEyfVtKQoZmejTkhAL1Fna5OWUHHBlf6UZrgkp3ngjeZvcCn2Ep+c+QRPa08aWj3e+8ogKw3BxIyPUvvzjtVSLh49TouRCZhYlH23mcQzRPBe+OdlcGgCL28GIzO0WpHZ6wM5fzeRH0b70NTFolSXUmvVrA9az/cXvyc1O5XhHsN5o/kbWBpZIooi6clJleZXlXzyDAE/7CHE0Jtsy7bUc9ej7fiWmNmUzqpCYWFJ3N2wCsWg1WrK3BsyV3w16eXO+c1XOX/Ik3+DRWq/8hUtRzTBZtjAcrfuMDYzR5WczFC33ly4f4E/rv2Bj50P3Wt3L/wFcn3osQjWjdK1Amv5Kr0bO/Dh1itsOh8hCa5nmJSMbD7YchkPeyVvdquvO6jVws4ZOlPTDrOh64dlFluiKPLf3f9YFrCMuyl3aeHQgtm+s/Gy8Sp3rKrkJAwVigqbFBdGZmgomaE3Ucc/QBOfgCb+AeoH8WgePEAdr/uuycmwZctk0KQOYZ8sxsRxDYb162Po7p73XW5a+l6kqqREDIxN0DMwqPQ5VSWS4ELXf2lJxyW8uONFZh2exbr+6zAzKPjBlprwABs7W8LS9LBq3QPN7rP4r1lGxzc/rqaoJaqdkAPwzxiw94KXt4CRTjgs3RfErsvRvN+nIX2blM7U8GTUSb44+wU3k27SyrEV77R4Bw/LhzUhmWlpaDWaCvtVZdy8SeCX67iaVo90ZQccrNV0mOyHXe2yXVdpaYUqKRFRqy23wMlITQVRLNec9PTltBzRFK/eDTj+6zlCg9sR9W8yDbbOx2fGIJQt/Mp8TWNTM+Ijde41b/u9zeW4y3x44kM8LD0e22qfR4M+Oo++w59B0xcxMTKnTxNHdl++x8KBjcu8jCzxdLB0bxD3kjP4YXRbDPXkOrG140248Ad0nANd5pZZbMWoYvj00EIyD17F2tOcd/t8TwfnDpWwo6/oFjjlISsiguSdu0jetYvMkBBA52au1jNGY+2E2soZjbkb2XV9yW5kQZaBKVkyYzK1+gi3viPOyYuoDCMMtx/CKHEtArrldz0Hh4cirIEHpl26IC9iybA0LvM1EUlw5WBtbM2Xnb9kwp4JfHj8Q5Z3WV7gFz0tMQGXhl64pBnzbUZXXrI9ysVTAfi9HIeJpU01Ri5RLYQehHUvgW1DndgytgDg77N3+fHwTV5qVYvJHeuWeJmUrBS+OPcFW0O34mrqyoouK+ji2qXQ1hlQ/mUB9YMH3Fi2mou3zEgyb4OZVRZdXvHEzduhXDd0hYUlWk1OhqqcxbiV0UdRYW5Ir1ntaX47kSMrz3E5oQu3l1+hufW/eL4zHgOX0i/BmJiZ5bn568v1+bLTlwzfMZxZh2extu/aQjfVIAi6Gp2VneHYMuixkGE+LmwMiGDftXvltgCRqLn4h8Xzx+k7jGvrpvPT02pg+3S4+Cd0eldX21eGvylRFNkaupX/HVxGm9MKlOlKfLwH0NGlY6XEWxniRB0XR/K/e0jeuZP0wECy9YxJ8h1IzJCppGSbkJ6uRat5pG5RDaSCkUIfY1N9jBT6CHJT4rL0STbrDc17I9cTMDcVMRVSUKZFYXQvGMONuzFM+R2ZgQGmPXpgMWwoJq1bF3iwq2wR+aSQBFc+vO28mek7k6X+S1l1dRXjG48HdH8QqfHxKC2teKlxLb7YE8S8fmO4sWojAb9+TIe3V1Rz5BJPlJuHdGLLxgNe2QYmut03R4Njmbf1Ch09bFk00KtEIXMi8gTzT84nNj2WV5u8ypRmUzCQF54iz+ujWEZxok1P587Kv/E/kUyMVXOMLLPoOMgVr+71kFWg0XLujqPUhPhyCy5VOedUGPZ1LBj+aXeCT4Zzcl02x7NqETxjPX5+BtSaNg65suRdUcam5mRnZpCdlYm+gSFOSt22+zcOvsHnZz9nQdsFhb/QqTk0GwmnfwS/CbSqUwtnC2M2BkRIgusZI1Ot4b3Nl3EyN+btng10YmvbNAj8Sye0OpetrjcqNYoFJxcQHniRroH2KIxNQaYlPTGx0mJWJSVi5VT22i9NSgop+w+QvHMnaadPo0FOUpOexA5+iegUU7QaETM9Y1wbmGNsZoCJmQHGpgYYm+rn/Wyk1Eee7z7z90dOyGRyOo31JT4qTfcVnUZcpAF3Mk3BsgH4DsDAQMBJ7x425zeTtGsi+k6OWAwZivmQIRi4OKNKTsLCvphdxDUUSXA9wsuNXuZi7EVWnF9BE5sm+Dn4kZ6SjFajRmlpxYt+rny9P5j12S3wddrMhYBg/GLuYGxXcSdeiaeAsOPw9yiwqldAbAXdS+H1P89T307J9y95oyeXEep/BlMra+zrFnSAT81K5Uv/L9kUsom65nVZ3mU5jW0aF/ZueahSypYNEkWR2M27OPPPZcItfJFZgU87C/xebIa+YcWXuRQWuf0Uy184XxkZrvwIgkCDdrWo28KZgM3XuHi4CXtuaak3/gs6LXsVQ9fHvfbyk9syKT05CX0bnfNNR5eOTGoyiV8u/4KPvQ8D6w0s/MVdP9R5sB1chOyFXxnq48z3h0K5l5RRpg0TEjWb7w/dJDQmlVXjW6DQF3Stuy6t0y0hdipmg8UjaEUt/wT9w9f+X+Nxy5ju1+ywq12Hwe98xI7ln1fKTr5cVMlJuHiWrgZMFEXSTp4kcd0/pB45giZbTUr99sQNWERUuhXZWSLGWgMad7LDo4UDdm6mZcqQKy0siQu/g0MdcxzqFPy7z0jLJj5aJ8Lu3Uri5gUZYQ2mYu6nxTnxIqqf1xD3/feYtGlNmjYVx7r1y/TvUBOQBNcjCILAoraLCEkIYc7ROazvvx4S0wBQWFpjozSkT2NHNp2PZNLotwha+jUBPy+g/dzfqzlyiSon5R6sHwsWtWDsdlDoiqJjkjMY//tZFIZyfhvXAlMjfa6fOMLub5ZS17clQ975KO8Sp6NP89GJj7ivus/4xuN5o/kbpdreXZYMl+pGEP5LNnBd1hS1ZQs8PA1pO74lCvPSbSMvDcqcfooV2XGkylm+q+w+ivoGclqPbIJXz/ocWXmWkLDOZMxaS89PhmHkUbQ/Vm4c6cnJmNk8bEL9RvM3CIwN5ONTH+Np5Ul9y0Ju9ObOOr+lY19C69cZ6tOQb/8LZcuFSKZ2rlep85OoHoLupfDj4VCGeDvrmpTvelsntrrO09VtlZKwpDDmn5zPxXvnGXTLE/NgFfVbtaXP67PQNzJCaWHFg8jwki9UCnI3phiXYvktPTCQmGVfk3bmDKmuzYnv+S6RGkcy0kUMsvRw97Olfkt7nD0sy+wnmIvC0oo7ly8Wes5IoY+TuwVO7hY07uhMx5FqQv1juHYiimspPgjtfXBSpmB3fRfpxioytmwlOiYRy+HDMWpU/E7nmkLFO2c+xYiiyMUtl7h3raCXj9JAyVedvyI1K5U5R+eQ/CAWeNi0d0zr2iRnqDkhNsCjlpILV6LJuHvpiccv8QTRanX987JVMOIPUOjq9lRZaiau9icxPZtfx7bAycKYsEsX2PP91wCkxj/QjctWsfj0Yl7d9yqGckNW917NLN9ZpffSyREnxWWDNKmpXFvwLRs/PsVlw7ZY2RgyYm4LeszoUKliC8jbnVsZGS5j08rZefkoplZG9Hu3A018lYRbt2L3vB2kXbhY5HgT01zBlVTguJ5Mjy86foHSQMmsw7NIy04r/ALtZ4DCDvZ+QB1rE3xrW7L5fAQ6txyJpxmNVuTdTZcwNdLnw/6NdNnMcz/rRHYpxZZaq+b3K7/zwo4XuHM/lMk3WmEerKL10BEMmPEe+ka6TKjC0rLSMlwZKSkgisXWcGWGhBD+xjRujxhJxD240G855+q9SliGE86eNvR5rQnjv2hH11c8cW1oVW6xBbraz0xVGtlZmSWONTDSo1F7J15414+RH7WkaVdXHmitOO84CASBtFqtubfrCLeHDiP6w4/ydkPWZJ5rwZUem4j/jpvs/fYcWZnqAuc8LD34qM1HBNwPYFvgegCUlrqMRgs3Szzslaw9c4fWE98lS6tHwC8LnnT4Ek+SE1/D7SPQZwnY6prTarQib/59katRSXw7ypvGzubcvxXK9q8+xcrZBY9W7UhLiOfcvXMM3T6U9UHrebnRy2wYsIHmds3L9Paq5CT0jYwL3QYtiiL3N+5g+8SfOHTPi2xze7qNqM0Ln/fEplbV7OTRNzDE0ERBaoUyXIk529WrLtEuCAIdJrXAr7M10Vbe7Pz8KEnHTxY6NndJUZWS/Ng5G2Mbvuj4BXdT7rLw5MLCRZShKXT5AMJPw/XtDPNxISQmlcuRNf+DQKJ41pwK42J4IvMHNMIqMxK2v6nrKNF9QaleH5oQypjdY1gWsIxOxn6M8vcgO/IBfae/TbsRLxcoCFdYWJGZVjpRUhIPPbgsHjuXFRFJ1LvvcWvgICKv3udyv6VcrPMKWmNTurzckAlL29N7chPqetuip185u23zu82XBWsnJe1fqM+4z9vR7gUnAGK1tTjpM4+rfT4lcs9JbvbtR9LOXTX6Aee5Flwmdpa08UwhVWvC4S8PPHZ+QL0BDPcYjv9N3Q06N8MlCAKjW9XmUkQS0cq61K9ry4UQFRnX9j3R+CWeEOFn4b9PoPEwXQPaHBbvusaB6/eZP8CLbp72JN6LZvPnCzA2NWXY+wsxc3IkNTGBif9OQCbI+L3377zT4p3Cd7uVgG5XzuOZINWNII5M+Iyt/wpEWzSjibcxLy/rQcMu9aq0oTXkus1XbEnxSZgxCoJAq5HNaNfPkTjLxuz67hIPdu9/bFz+JcXCaOHQgune0/k37F/+Cfqn8DfzfhlsPWH/fPp5WWOgJ2NTQESlzUXiyRORoGLp3iA6N7BlYGMbXUcJQYAXftN5sZWA/z1/Ru8eTXRaNB/ZT8NtRzxitpoR8z/Hs33nx8bnfs6oKqGTQ97u5nwZLnVcHPcWf8LNPn2IPHqZq70/IaDhVFR6FnQa5cFLC1rTqJ0TBsaV/yCksKhYKYJcT4aNs0789ZrcglYD65Aos+Zciw+4XW8g4e+8R/irk8mKqJl/c8+14AJoNGs0dbOvEhJuQMjB64+df7flu7gItmTpa7mXEZN3fIiPM8b6ctaevkPrie+QqdXj/Oolul0rEs8O6Qm6/ojmLtD/67zt3qtO3Ob3E2FMaFeHsW3dSEtMYNOnH6HVahn2wSLSjbT8HbkFARjlOoyNAzbia+9b/jBSkgvUOmlSU7ky/zs2LD7LVcPW2NjpMfKj1nR8rQ0GRk+mNLOibvPpyUmlqi2pLJoP8KTrCDcSzd3ZvfYu99dtKXDeyESBIJORnlJ0RmpC4wl0cO7AF+e+4NqDa48PkOvpbCISbmN+eRU9GtmzPTCKLLW2sqcj8QQQRZF5W68AsHhwY4QDCyHqAgz6QVfLWQInIk8w9cBU7E3sWGgwifBVuzC3d+ClT5bhWL9Boa9RWuTuAK4EwZUvw6VJSSFm+XJCe/YicusBgrp+wNlms0kUrGkzpB5jPm5D404uyPWqThYoKqG9T1rOnKydbfHrW4eX5rfG3c+eUBM/zvf6kqiQBG71H8CDX35BzC6mPVc18NwLLkEup8uCYZiqIjn8zy1SHxSszzCUG+KraEKGkcisI7PIUGcAYGakz2BvJ7YHRmHo5I57g1qcv6tH5pnV1TENiapAFHVLBylR8MLvecamB67dZ9HOa/RoZM/cfp5kpavY/PkCUhPiGfLOR2SayRm3ZxzR6Oq3xrmNwkS//G1nIMdLx8wcURSJ3rCTrZN+5sj9RmjMrOkxug5DP+2FlXPpnZorg4pmuCrTOb+0eHapS6+JDUk1rcW/O1OJWLkm75wgk2FsapaXFSgMmSDjsw6fYWZgxqdnPi18+aJ+d6jXFY58wcjGShJU2ey7dq8qpiNRxWy7GMXhoFjm9GqAy/3DcPp7aDUFPPuX+NqDdw4y7b9puJnV5rXYbgSs+wf3Fq0ZtfALzGxsi3xd3rJbZfQczPldztyzh5vdexD5+z+EtpnOmRYfch9HfPvU5uXFbfDpVRv9J2DSq7SsuJhU5fWGtNB9NzOgxwQv+k9vBiamBHi+TmibaUQu/4HbLwwnPTCwwnFXFs+94AIwquVCl342qEU5ez49iPhI41lNigoXh7rciL/Byksr846PblWbjGwtmy9E0HrcTDK1+lzYsBIyU5/0FCSqgoDf4fp26PYRuOiyU1cik5j+9wUaO5uzYmRz0KrZ9tWnxN65zYCZ76FxVDBuzzjiM+KZ3fkD4GHhfEVIT07CQBQ4NOELtu0ViDFvTDM/E15e3guPDnWqfPmwMHIzXOWtmVAlJ1X6DsXSUK+lC/2mNSNDac++E4bcXvpD3hyMTc2KXFLMxdzQnDd93iQwNpB/b/9b+KCeiyEzmXaRv+Fiacza03cqexoSVcyD1EwW7riKdy0LXmkkh61TwbGZrp1TCey4uYPZR2bTyLoRU1J6cePgAXz7D2HAzIfF8UVR0WW3/CReuYIgQuzy/3Gz6cucaf8J4UJtmnR24eWP29B6UD0MTSq/5U9RGJuaIZPLK/igloggyDB6xFuvtpc1oz5qRfPurtylDv7dlxKpceT2yFHcW/QxmtTq/1yWBFcOriP60EQRyv00Jf5/nC5wLjUhHheHuvSr24/VV1cTkaJbH27sbE5zVwv+PHMXuzru1G3kQUC0OZmHl1XHFCQqk/vXYM/7UK8btJkO6PqnTf0zAEsTfX4Z64exnow9Pyzn7uWL9HztTahnzbh/x5GmTuOXXr/gW68NQIUKywHUKamkJSQQFpjCdcMW2NnJGLWgDe0ntX4iT6VFobSwRJ2dRaaqiF17xSBqtWXuo1iZ1Gpix+C3W6A2seDANQdCPvoKUavFxMy82CXFXAbVG4SnlSfLApaRrk5/fIC9F3iPQXbuF6Y2ETh9K56Q+ylVMBOJqmLxruukZqpZMtgT+eZJunKRF34HveJ3/G4I3sDc43PxtfdlunYIF7dvo2m33nQaM6FUbbBMzMwRZLIK7QDOunuX8NffIHbvHuTocbbrF9zW86R+SwdGL2xNhxEemJg9+T6EgkyGiblFheamSkrC2MwMmezxe5++oZx2L9Rn+PstUNiacsllONd7LSJ687/c6tuP5P2P124+SSTBlY/WH4/FNi2UcydSiAm6D+QYwSUkoLCyZobPDOQyOcsCHgqq0a1qERqTyulb8bQZM5UMrT4Xd22GpMjqmoZERclS6QpjDc1gyE+Qc5Ocv/0qkQnpfDPKG1ulIUfW/sqNE0doP2os+k1dGb9nPGpRzW+9fsPL2uvhjbOcgksURe5t3s2WV/+HKGoRjCzo9XJdhnzSGwvHkp3Tq5ry7jgCyFClIWq1GJtWXz80B3dLhs5ti8xEweEoD67O/gQjpTLPH6w45DI577Z8l/uq+6y6sqrwQV3mgdyAFxJ+xkAu488zdyt3AhJVxuGgmBwPNXc8rn0D4WdgwHKwLt5TbfXV1Sw6tYgOLh2YYTKKE3+swr1FG7pNmlrqLLQgk6EwtyjXg5omNY2Yr5Zxq19/wq/HE+PUDI2eBXZ1LRkxryXdxjbCzLp0DeqrCoWFVcUEV3JiiQ9qtrVMGf6eH22HuROnteFsh08Id+lMzIpvqrWuSxJc+dAzNaXbVF/01Sr2rjiNOlvz0GXewhIHhQMTGk9g/539nLt3DoABzZwwN9Zn7Zk7ONSrT53GXvjH2ZO1Z0H1Tkai/Ox5D2KDYOhKUOoMMLcHRrH5fCTTutbHz80K/51bCNi1De/eA1C082TivonoyfRY1XtVXtNpQSZDYWlVriXF9JCbHH71S7buhhilziG9/ZiWuLdzq5blw8KoiNv8Q5f5J1vD9Sg2LqYMm98BfYUhx1N8SL8WRnohthCF4WvvS8/aPfntym/cSyukRsvUHtrPwDBkF6/Xi2NTQARpj9jPSNQ80jLVzN1yBXc7JdNqhcHxr8F3HDR5ocjXiKLIj4E/8qX/l/Ss3ZNZ1uM48ON3uHg2pt+bcwrNxhSHwrJsokTUakncupVbffoQvnYbVzvN5UKDV9EKWdi42jHwreZYO1f/Qxrk+IxVxE4mKalU7cRkchnePWox6qNWONW35LpZJy62/gBtGf9fVCaS4HoE67a+tPJIJFlrypGvDuT9YihyPLjGeY3DUeHI52c/R6PVYKQv5wVfF/ZeuUdMSgZtRk0gQ6PPxWMnIbrmFOtJlJIrm+H8ap2JZb0ugG5b+Nwtl/GuZcGbXd25dvQ/jq79DY82HbDs04JX97+KUl/Jqt6rqGNep8DllJZWZXpS1apUXPl4Jf98fJprer7Y20H3ibrWQEori8qaZaWQu329PPUYubunqqOG61Es7EwYvrAzxiYyYjLsyUhJRlvK3caz/GahFbUsP7+88AFt3gATGyZk/01KppptF6MqLW6JquHLfUFEJaWzrI8dBtumgl0j6P15keNFUWRZwDJ+uPgDA+sNZKbzJHYtW4K1swuD5swr1DuvJBQWpRcl6ZcuETZqFOFzFxJSdwhn28zngZ4DbYbUQ2GmwdrZtsY8pIFuF2aFM1xl6N9qZmNM/+nN6DGhEW4+DgV6Oz5pJMFVCE3eHoNb5hVuhOkTcvQy8PDDxUjPiNl+swlOCGZTyCZAt6yo1oqsPxeOo3sD3Jo0xT/Blaz9n1TbHCTKQUIY7HhLZ2jYZS6gMzed9U8goggrRngTfvkCe39agatXU2yHdeC1g1OwNrZmVe9VuJo+3qtPaWldqgyXKIrc27aPLZN+5UikO6LSnF5j3BjyaV/k+roUuEk1Lr8VhjJvSbHsgivPOb+cja8rG6WlIX1ntUHU1/0bJwcFlep1zkpnxnqNZdetXQTGFvKAZaCA9jMxiz7BcJsw1p6+U6ONGZ93zt9NYNXJMF5p5ULTM3N0nSWGrwL9wpfhtKKWxacXs+rqKkY2GMmsOlPYvuRjTMzNGfrBIowU5csqlSbDpY6NJer9D7j94khuqxw4020pt02a0aC1I6MXtsanV23SU0qXDXqSmFhYokpOQqspn4WSKimpzLWfgiDg0dIBv751Sh5chUiCqxAEPT26zB+MQhXNxYPBwEOXeYCetXvia+/Ldxe+Izkrmbq2Stq5W/P32XA0WpG2I8aSrtbjwtlrEOFfXdOQKAuabJ3fFgIM+zXP0PDHw6GcDYtn0SAv5HF32L7sU6xda2P3UlemHXkTZ6Uzq3qvwkFReOd6pZUVqQnFC67M6Hscfm0ZW3eoiTFtQHMfQ15e3gf39nWBsvVRfJIYGJugZ2BIajmeVlV5c6reJcX82LpZ4N7UEYAzn/2BqC7d8t+kJpOwNbZlydklaMVC/LZaTASlPW/rb+JadBLn7yZWYtQSlUVGtoa3NwTiaGbEB8qdEHYM+n2V11niUdRaNfOOz2N98HomNJ7Am/VfY/Nn80EQGPbBorwHkvKgsLAqUpSI2dk8WLWKm336Enb0Ghd6fsF150FY1bJk+Ht+dH3FE4W5IdlZmWSlp1fbxpSiUFpagiiSllT2+4Y6K4usdFWNE5GlRRJcRWDiVovOvczJ1up8t0wsLPLOCYLAuy3eJTEzkZ8CfwJgTKvaRCamczgoBsf6Dajr7cu5eFcy9n5cHeFLlJX/FkOkPwz8BixrA3DhbgJfHwhhYDMn2ltlsWXJApSWVti90p2Zp+ZQx7wOv/X6DRtjmyIvq7S01rXpyMwo9HzU1v1snLObazJv7G1ERi1sQ7vJ7dDLt/swzy26ht04BUEodz3Gwz6KNWtOXt0bAxAir8etb1aV6jUm+ia85fMWl+Mus+vWrscH6BtDh9nYJwTQzfAGf0oWETWSZfuDuRWbxv/aqzA8vhSajYLmLxU5fvHpxey4tYPp3tOZ0mASmz9fQHpKCsPeX4ilo3OFYilKlKSdOsWtIUO4+/X/uOb7OheavIlaYUnPSV4Mme2DXe2HDzB5dZI1TJzk1X6WY7ONqoY+fJYWSXAVg9vo/ljKokAw5OrGiwXOeVp7MrT+UP6+/je3km7RvZE9dqaGeX477UeNI1Mjxz/gNoSdqIboJUrNrcNwYjn4jgevwQCkZqqZ8c9FHMyMmNPWms2fzUff0AjHcb15L+AjGlk14peev2BpZFnspZVWuszoozcXbVoaZ+Z8x/adWaSaONGpnw2DP+uLhcPj5qXpyUnoGRqW6N9THZR3x5EqJUmXIdN/ch5ApSE34yYIGZwI0CfF/3ypXjeg3gC8rL1Yfn45qmzV4wN8xoKZM/OVW9h5KYr4tKzKDFuiggTciefnY7d41deUJmfeBmt36PtlkeO3hW5jU8gmXm3yKuMbjmXb0sXER0YwaPZc7Ou6VzieR0VJdlQUEW/N4PbEyYQa+3Gm/SfcN6hDi35uvLSwNfX97B+r03poEFqzxElFaj9rqogsLZLgKgGzBnboYcDpI0nE3YotcG6693SM9IxYem4p+nIZI1u4cjg4lvB4Fba169CwTTsCElxI+3exzrVcouaRna6r27J2h16f5h1esP0q4fEqlvRxY+9Xi9Co1bSaPpkF15bgZePFyp4rMTcs+UamyHNWfrismOgfyNbXfsc/pREWSg0jF7al8YCmRRa2pieXvWbhSaEsQ3FvftKfUB/FspIbk0crC1JMXTm29N9SGSbKBBnvtnyXGFUMv1357fEB+kbQ8W1qpV2hrXiB9f7hlR26RDlJz9Lw9oZLOFsY8472N0iP19VtGRZefxWSEMLi04tp6dCSqU2msPubpUQGXaPPtFnUbtq8UmLKFSUpsfeJ+/FHQvv24/alB/h3X0qodUfcmtny0oJWtBxQt0gvPlVyIlB44+rqpEIZrrxWRTXv3lEaJMFVAqq0FGxdbJFrMtnz1Qk0+XqiWRtbM6XZFI5HHudoxFFGtqyFAPx1Vue303bEK2hEOWcC78GtQ9U0A4liOfKFrli+/3Iw0LXf2Xkpio0BEbzR1ombf3yFKjGRvnPeZ2HIlxjrGbOs0zIU+opSXT6vlUX8A0SNhmtfrmHjdyHcUzTE29uAF7/qj7lj8XVMqpTkGrf0lktZt6/nonOZrzn1W7nkxqS0kePR0IDbFq24Mv/7Ur3W286bPm59WHV1FVGphexGbD4GLGoxT7GFP0+HodVKD2E1gaV7g7gdl8bPrR+gf30LdJwDDo0LHavKVjH7yGwU+go+7/A5h37/H6HnTtNl7GQatu1YaTEpzHWC687ixYT9/A+X27zLpQbjMbSxZNCM5vSe3KREP60am+HKKc8p730DpAzXM0tqQjyWbrVpWfcBSRozzvxUUDi91PAl3MzcWHpuKbZmenTztGf9uXAy1RosHZ1p3LkblxKdSN71qZTlqmncvwYnv4Hmo6FOBwCiEtP5YPNlfJxMcDjzJwnRkQyaM49f49ZzM/Emn7X/DHuFfanfIndJMfH2bfa++i2HQpzQMzZg8PRGtH2tPbJSbFFWJSVWu19VUSgsLMlUpZGdlVmm16UnJdbIOgy5nj4GxiakJyfTeWobTA2zORfvTszmQmqzCmGm70wEBJYHLH/8pJ4BdHwH9+wQGiSd4EhI7ONjJJ4oZ2494PeTt5nU0hbP8wvBtiG0m1HoWFEUWXR6EXeS77CkwxJubN3F5YN7aTVkBD59BlRaTFlhYcTPnQdAhGk9zrb6iGRjJzqM8GDE3Ba4NCxdMX7+xtU1CbmePsamZhWyk6lpIrK0SIKrGPK7zDd7Zwy2qptcvpSFKuFhjYa+XJ85LeYQlhzGuhvrGNO6Ng/Ssth7VedU3/qF0SCTc+pKIgTvraaZSDyGVgs7Z+gaUvdcDOgsIGb+cxFRrWZo/H7uhwbT7813uGAcxrab25jcdDJtnduW6W0MTRTI5Xqc33WJmwZNqeei5qVlfXBq7FTqa6QnJ9dIcQL5+76V7WlVlZJc4z4IctG190lG31BOrxmtyTIw58i6EDLDI0p8raPSkXGNx/Fv2L9ciLmAKIoFbUGajUK0rMMcg038dep2Fc5CoiRUWWrmbLyEq6UJ7xpuhqRwGPCNThgXwqaQTey6tYspTaeQfTSIs9s20qxHH9qNGFMp8YhaLfFr/uDmwMHcuiNHEIxJ1DenUXsnRi9sTdMuLqV6QMubX02u/bS0KlcDa1VyEnoGhugb1rw5lQZJcBVDnsu8pRWCvj5thtRDLehz4tuDBcZ1cO5AO+d2/HjxR7xcZNSyMskrnjezsaVZz35cTbInftdnug96ieon4Hddu46en4CJ7onxf0dvcvZWHK/LznD/+iV6vDYNPGz55PQnunqNZlPL9BbqlBROzvwerVZBtlxL92EO9P6wNwbGpS8UF0VRV8NVQ1PoinJ4cenmlFxjs3bGZmZ5Sxf2dS3x62ZHjFVTzs77pVRWEeO9xmNnYsfnZz8n7PIF/vf6OMKv6fz8kOshdH6PBoShF7Kb8PhCCuwlnghL/r3B3XgVP3QW0ff/H/hNhFqtCh17I/4Gn535jDYOrWl83YQzW9bTtFtvuk0ofcue4si+H0P4q5O5tfxXzredx/U6w9EzMsPJ3YDOoxtibFp289T0pMQa+1CjsLAsd4bLxNy8Rhm5lgVJcBVDnst8TpGfy+Au1FKHEBJpRHzYw6dWQRB4x+8d0tXp/BD4PS+1qsXZ2/EE3dM1q201ZAR6+vqcvJ4BN3Y8+YlIFCTlHhxYCHU6QbORAASGJ7JsbxCviAGogs7TacwE6rVvn1evsaTjEuRlaAmREXWPrW/8ycWMRhjom2BbW58GPRqVOdTszAzU2VkYm9ZMcZKX4SrDzTNTlYZWo66xWTtjU7MC7X1avNAEe2sNVw1acfubQgriH8FE34QZPjO49uAaRy/tAVHk5IY/Hw5oMpxsS3dmyDey7oyU5aoOTt18wOpTd5jY1oXGAR+B0h66zy90bGpWKrMPz8bCwIIX41pydusGmnTtSfdJr5eqGXVJJO/bx61BgwiKMMK/9YdkKOzpPr4RTvWdyM4sXZupwlAlJ9XYpTedk375iuaf1oJ5kARXseQKrtzCZ0EQaDupDYJWzbHvjxQYW9eiLiMbjmRTyCZ83dMx1JOx6mQYoCvw8+0/lKBkW2J2fKHrOi9Rfex5D9QZ0P9rEATSciwguqT6Y3bHn5aDh+Pbf8jDeo2OS4r12nqU9Ihotr+3g/smHvj56ePmW5/01MRyhZpeQz24csnbFFCGm2dNn5OxmXlejACCTKDX7A7I5AIn/PVILYVVRL+6/Whq05RTwYcBiLh2hfCrl3QnZXL0u75PA1kECefWk6mW7gdPkrRMNXM2BuJmbcJ7Fv/B/cvQd6muvOARRFFk/sn5RKZGMlXVm8Dt22jStSc9Xp1WYbGlSU0jau5cbr39IYGNXiO4zlCcPa0Z+VFLGrRyQGlpVS5Rkkt5HNmfFLmbbcradaG0fRRrKpLgKobUvD6KD4sUrds0p77hHSJSLIgMCCswfkqzKZgZmPHjlWUMbu7ElgsRJKp0fju+A4ZiZGTAiWCtrl+fRPUQvA+u5uxEsq5HWqaaSav9sbx5goYx52javTftR77ysF6j2RRaORa+zFAY6Xcj2fbBLmJN6tG2gwmtJnXQuc3Hx5erpUtNN/ozNjVDJpeXKcOlymnrU1PnZJIjuPL//zK1MqLzGE+Szdw49sWuEq0icm0iSM0CEwMUFpac2vj3wwFeQ0k192Ci+h/2Xiq5Nkyi8vjs3+tEJqbzTW9L9I8ugYb9wbPwovd1QevYd2cfk5K7c2fPERp36VEpYkt14QK3hwwh5OhtznX4mASFGx1HetB/WjMU5oZA7rJb2UVJ3nuUsefgk0RpYYlWoy51o/hcVMk1c7NNaZEEVzE8FFwFzS1bz+iDflYKx34/X+CPwdzQnOne0zl37xye7mFkZGtZd07nt2OkUOI3eCS3Uq2J3P4VaErXNkSiEslKg12zc3YivUVSejYv/3qGjIuHaBd/igZtOtBt4lSCE4L57MxntHZszeQmk0t9+fQ7EWybt4cHxm6076zAe3RrQLdTUZ2VSaYqrcwh523trqE3GUEmw8TcokxP4jU+w2VqhkatJjsjvcBxj/a1qe9hwC3LNlz56NsSr9PUtim15Q7EGaTSoHdPwq9dzpflkmHScx71ZNHcObKmKqYhUQjHQ+JYe/ouk9q50fTCApDpQZ8vCh179cFVlp5bysB7Tck8dgOvzt3pOXl6hcSWmJ1N7DffcvOVSVy27cMVr0mYO1vy4twWNOnsUqA2SVFOUQK6zFxNz3BB2awhcuekqKEisjSU+JsjCMJvgiDECIJwJd+xpYIg3BAE4ZIgCFsEQbDId+59QRBCBUEIEgShV77jvXOOhQqC8F6lz6QKSEuMx0ihRN/AsMBxpXttGjvE8UBtQfCeSwXODas/DA9LD9bd/JFWdc3449Qd1BpdobxPn4GYKI05flMfMfBvJJ4whz+DpLvQfzkPMkRG/e8Uphd30f7BCdxbtKHPtFmo1OnMPjIbc0NzPu/weanrttJuhbP1w308MK5Nh25mNBv5MCtWsSbPNTvDBTlu82Xoi5ZryFgTfbjg4b91biYuP51fb43SUM25+PrE7dxX4rXstOakG2o5YHntsSyXzHMAccoGDEj4gxuRJTc4l6gYKRnZvLvpEnVtFcxxuqTzRuw+H8wfb8OTnJXM7MOzaXnbDqvzSXh16k6v196skNjKCgsjbMwYQtfuwb/9QqLNm+HbpzbD3vXF0uFxX7/yiJJccuska2qG62HtZ+nnVtPnVBpK89uzCuj9yLH9QGNRFJsCwcD7AIIgNAJGAl45r/lBEAS5IAhy4HugD9AIGJUztkaTGh9fYDkxP76zhmCSEcPprbfRah7uPJTL5LzT4h0iUyOpW+8ikYnp7L+ms4jQNzKi9QuvEKEy5862b0Attfd4YkRfglM/gM9Y7lt6M+qnY9S5vImmSZfw7jOAAbPeQybXY+GphYSnhPNFxy+wNrYu+bpAaugdti44SLxxLTr1tKDpiy0LnM9tfJ4SX/YP1Yd9FGumOAHK3E8x/SlYUgQK1HHlYmCkR683W5JpaMGptRcRs4r/G85ISsHVsS477uzCrUcnXZYrd8eiTIZRjw9xk93n+p6VlT4PiYJ8uvs60UnpfD3AFYMDc8GlBfhNeGycKIp8dOIjbC+qqH9VD69O3eg5pWKZraRt2wgd9iLXMj244DMLPWsrhsz2ofWgesiLsHp4aLlSnt18NTuLXJ7dzTV9TqWhxN8gURSPAvGPHNsnimLumthpwCXn50HAOlEUM0VRvA2EAi1zvkJFUbwlimIWsC5nbI0mLaFowWVoY4WPl5ZUwYyLa08WONfKsRXtnNpxLOYfnK3g95zieYAm3XtjZmHK8TATxPPSUsITQavRte8xsSLC7z1Gf3eQ5pfXUTftFp1fmUTXca8hk8lZH7SePWF7mO49HT8Hv1JdOjX4NtsWHSbJ2JkufSxpPOzx1ymsKpDhSklGT98AfaPiXaWrE2UZ+ymqkpPQNzJ+LHNcU8jdEVrUUo6DuxX168sJN/Pm7m8biryOOjubjJRkfOu1RamvZLfZhceyXMqm/blr1JCWd38lVSVZRFQVR4Jj+ftsOJM71qPZ1S8hI0nnuVVIBnvt9bXE/neO5sFmNOrYlZ5T3kRWhh3KjxK/9k9CFn7Ned85hDl0oWFbJ0bMa4mju0Wxr6tIhisvi1xDs0FKi7LPrabPqTRURg3XBODfnJ+dgfxNwiJyjhV1/DEEQZgsCIK/IAj+sbHV68ScmhiftxxUGI2nDcFCFU7AiUSyVAWfdGf4ziApKwkPD3/O3o7napROnevp69Nm5ATuZ5gSuu0nyM6o0jlIAOd+hajz3G+7gHErT9H2+t84qh8wYMa7+PYbDMC1B9dYcm4J7Z3bM6Hx40+9hZF64xZbFx8jydiJLv1taDTYt9Bx+dv7lJX05CSMzWq274zC0hJVchJaTel22+l6Q9bcjN3DJcXHM1y5tJ3UBpmg5dyhODSFLD0CqHI+TKxtnRjfeDyHoo/i2KU14VcvEXEtp0JDEMjq+B7OQixXdpauhZBE2UjNVPPepkvUt1Myq14kBP6lc5O3f3yR5UrcFfauW4lPsCWeHbrQa+pbFRNbq1cTsmIN51u+R6apPX1ea0LXVzwxMNIr8bW5oiS1XBmuRKDmZoP0jYwwMDYuW2b8echwFYcgCHMBNfBnSWNLiyiKK0VR9BNF0c/W1rayLlueOHQu88UILrmxMa26WpElM+HMj/8VONfQqiF96/TlcupOjI3SWHUiLO9co45dsbS14sRdU7TnSvb1kagAyVFwcBGpLp14ZaeWLsHrsNFT8+KHn+DRuj0AKVkpzD48GysjKz5t/ykyoeQ/i+RroWz59ATJRg50HWiH5wDvIsfqGxphqFCU78ZZQ3sO5kdhYQWiWOo6LlWOiKyp5IrBwpYUc1FaGNG0tSX3LZsQtGJtoWNyG5YrLa0Z7TkaG2MbtijOYGJuwalNf+WNq9d6ENf0PKl3/SfE7PRCryVRftaevkN0UgZLBtXH4N9ZYFVPt0v5EbI12Xy1YS7eQea4t21H79dnVEhsPfjtd4K/X8dF31kYW5sy/P0W1PUu/Wdanigpl0Foze85qLCwJLUcGa6aPKeSKLfgEgRhHNAfGC0+3KoXCbjmG+aSc6yo4zWW/C7zxVHvlX44ZIRyNQhS4wpuFZ/mPQ2NqKaex0m2BUbxIFXXb04ml9Nu9GQeZCm4sf0X3e45iaph9xy0mmxev96Wrrc3Y2VpyphPvsK54cOn2yVnlxCdFs3STkuxNLIs5mI6ki4HsXXJKVKM7Ok+1IGG/ZqV+BqlpXW5M1w1/YnuYT1G6W6eOpf5mjsnfSNj5Hp6Je4O8xvlg6GQyfnrBmRFPG7tkLfL2cISE30TpjSdQkD8Baw7eXP3ysMslyCTcd9nFrZiHHcP/Fj5E3qOycjW8Mux23Sob4PP7ZW6RvUDloP+461hfrn8C+n34gDo/WrFlhHjfv6Z4J82EugzA4WtKYNn+2JmU/ayAIVF+by4cjNcNdUwGXLnVvYarpo8p5Iol+ASBKE38A4wUBTF/IUH24GRgiAYCoJQB6gPnAXOAfUFQagjCIIBusL67RULvWp51GW+KASZjLYjG6FFzvEVBVv+uJq6MtxjOOHqw2TL7udZRAB4tGqLnbMDJyMs0Zz6qfInIAE3dsGNnXwd04OmEcexq1WbsZ8uw8rp4Wr2yciTbLu5jfGNx+NtV3SWKpekSzfY9qU/aYZ29BzuhEfvpqUKRWllXb7i1xqeDQKdpw6U3m1elZKEsWnNnZMgCBibmRe7pAi6AvoW/dxIMqtL4JfrHjufGp9jnJzTwHyox1BcTV1Zb3z8sSxXq25DOEcjLPy/hcziPb4kSs+GgAjiUjOZ3SwbTnwDzcdAnY6PjQtJCGHl5ZU0MqmPTK6HgbFJud8z7qefCP5lO4E+b6G0M2PwLF9MrcrX+09hWc4WOMlJGClNkeuVvHRZXZS1vY8qObHGz6kkSmML8TdwCmggCEKEIAgTge8AU2C/IAgXBUH4CUAUxavAeuAasAd4QxRFTU6B/TRgL3AdWJ8ztsaS+ojLfHE49m5PbW5yK8aEuODoAucmN52ModwAlzpH+OPUHbJzdjQKMhntX55CUrYxl7evhfTyOwpLFEJmCunbZrHlflOIScS1mR9jFi0pkI5WZatYeGohbmZuTGk2pcRLZicksfOrM6QZ2tJzhAvuPRqXOhylpVW5lxRrcr0TlC3DldsbsqYvkz7qNl8UTfo0wNQggyvxzqQFXilwLi3hATK5HsZKUwD0ZfpM955OUEooinaeuizXdd1rTAz1CWwwA3NNPMn/fVn5E3oOUWu0rDx6Ex8XU5pd+AiMLaHnx4+N02g1LDi5AFN9U5orvTA2Myt3zWTsd98TtOpfLnm/iZmDGYNn+6C0LP/mkPJmuNKfghY4ijI66ddkX7HSUppdiqNEUXQURVFfFEUXURR/FUXRXRRFV1EUm+d8Tck3/hNRFOuJothAFMV/8x3fLYqiR865T6pqQpVFXlsfq5IFF0DbqR2RabI49lPBHYs2xjaM9RpLosyfmKxQ9ly5l3fOrbkvznXdOH3PluyDn1de8BLEbp3LgRALbsWb06Brb4a/9yH6RgWfMr+58A3RadEsarcIQ3nxN0VRFDk0928SjV3p0MOcet28yhSPrpVFPGIZmpdnZ2agzsys0dkgIK9fW2kEZVZ6Oprs7Bp/43y0n2JRyOQy2o1ugsrEHv8VOwoYIaclJqCwtCxgJ9DLrReeVp6sMzqGsZl5gR2LffoMZKe2DUZnf4AkyX2+ouy8FE14fDqfOZ9EiAyA3p/nNarPz183/uJS3CXea/keWlVmuZasRFEk9ptvCP7zAJeaT8PcyYzBs3zyXOPLi9LSktTEsnepUNXghve5KCwsyc7MICu9dLtza7JzfmmRnOaLILWUS4q5WHo3ooEykiiVJXdOhhQ4N7bRWCwNLTF33sdvJ27lHRcEgfZjp5KmNuDC3t0QF/LoZSXKgXjnFJkBWwhOsaX5gOH0m/zGY/UYF2Iu8Nf1vxjZcGSplhKvfruJEK0H9WxTaDy89K1+clFaWaPVaEpcpspPrl9VTb/JyPX0MTY1K9XyQJ7LfA2fk669T+kcvuu2dMHOLJMgGhF/4HDe8dSE+LydZrnIBBlv+bxFeEYkeq3rcvdKYF6Wy9nCmKuNZqHVakn/96NKm8vziFYr8uPhm3S0TcXj6nKo3wuavPDYuPCUcL698C2dXDrRp04f0lOSyyy4RFEk9uvlBK07wqVmr2PpbMbgmd6YmBlUeB4KCyvUmZlkpZdtM8XT0ORZWUbbi+ciw/W8kpqgc5nXMyj9H03rWf0xzErixNrLBZ5IlAZKXmv2GmqDYC49OEdgeGLeOZeGXtRt2oyzD5zJ2Dm3MqfwfJKdQeqG14lQ6/6YG7dt99jyQKYmk/kn5+OgcOAtn7dKvGTsyUBOBhpgRiLd5vYtV1gPmzyXpWah5rvM55LbjLYkHs6ppi8pmpVaHAuCQIfJrcg2MOXcb6cQ1TqLwtT4B4Xucm7r1JaWDi1ZZ3T0sSzXSz3b85u2H8Y3NkFEQOVM5jnkvxsxBN1P5kvDXxHk+nmN6vMjiiKLTi1CJsiY13oegiCUWXCJokjMl18StOkkl5tOxcrVnMEzfTA2rbjYgvxeXGUrR1AlJ9V4v6rcZEZplxWfhjmVhCS4iqA409OiMK7lRBPXZBK0Flzfdr7AueEew3FUOGFsv5dV+bJcAO3HTCJTo8e5s0EQWrDwXqJsZB/+AtPUW+zX13WVKuyD/X+B/+N20m3mt5mPQv/xlhr5yUpIZN//AtHK9ekzqw36RvrliivXbb4sOxXTnwKX+VwUFqVzm09PyZlTDV8mNTY1IytdhUadXarxDu5WuLloua30IeqvrYDuHlJYSYIgCLzl8xax6njULZx0Wa4bupJWVysTohtPIVY0J2v3u1DOxsXPM6Io8v3hUKaaHscu7gz0WFRo+56toVs5HX2aWb6zcFA4AJBRBsEliiIxny8haJs/l5u8hnUtcwbN8MZIWb57RGGUx21eo1aTkZpS47NBuT2KU0shJrUaDRkpNXt3c2mQBFcRlEdwAfjMGoIy/R5ndoejzn5oBGkgN2C69zQEw0h2h+0hJuWh4alt7To0bNuB8wnOpG7/UGpsXV7uXUF2cjmbNB3w8tTVWD1687wRf4Pfr/zOwHoDaefcrtjL6eq2/iHR2IX2Payw8XAsd2i5O9XKtA36KcpwKS2tSuWp87TM6WF7n9I3Dm7/WluQyTm7K4ysxAQy0lLzhPajNLVtSvda3fnH6BhGZmYFslyTujdlmeZFDKLOwdUtFZvIc8jpW/FE3b3FTPEPcOsAPmMfGxOrimWp/1J87X15wUO31KjVashITS119jV2xQpu7L7ElcavYudmwaAZzTFSVJ7YgnyZ8TL4VeXWHiosLCo1lsrmoZgs/X2jppcilIQkuIqgJJf5otA3N8PXRx+VzIxLa08UONevbj/cTN3Rs97HH6dvFjjXbsQraNHjdFAmnF9VkdCfTzRqMje/ToJWSUDDt7GSq9EzMETf8GGhvFqr5qMTH2FmaMY7Ld4p8ZJXv91EqLZ+ueu28mNibgGCkGeGWRoe9lGs2eIEdDdPVWJCiZsC8urSavicSuM2/yjmtiZ4NlMQZdGca9+tBh5+qBTGdO/ppJJOmrc1dy9fJPLGNQBqWyvIbvIS18XaaPbNl7pRlJEfDoWw1HgV+mhg4DdQSA/ET898SqY6kwVtFuQZHWempSGK2rxdpcWRevQoNzae5qrXBOzrWTLwreYYmlSu2IL8y25l8atKBMDEzKLS46lMci0eSrNcmjcn85p93ygJSXAVgqjVkpaQUC7BBeA5ZSDm6RFcPJlQIMslE2S803IWMoMHrL26gSz1ww8nCwdHmnTvzaUkRxJ2L4X0xIpO4/nizI8YxgTyqTieN/u3LnRpYPXV1VyPv87cVnMxNyz+D7dA3da88tVt5Ueup4eJmXmZlxQr6gn0pFBYWqHVaEhPTSl2nCo5SSeEjcrnS/SkKKmfYlG0HtsCfUFN4GWdl1Zx95C6FnUZ7D6YDcYnMTQz5dSmh1muN7o1YHH2GOTJd+H0D+WYwfPJ5YgkLG/toKPoj9B1HljVfWzM/jv7OXD3AK83fx03c7e847n/r0taUsy+d4+QD5dyrdE4bGubMWB6MwyMq8YbylChQK6vX+ZepQDGNVycCIKASSlLEaQM1zNMemoKWo26XEuKAHJDQ7xbKUmXmxK45liBc+2d2+Nu1ows071svlgwy9V66Ejk+vqciLCAo0vLG/7zR/wtNAcXs1/jS73OY3AwN3qs+DUsKYwfLv5At1rd6FG7R7GXy1+31Xd2G/QNK+fJVWllXeaieZMKeAI9SUr7JJ6elFjjC+Yh/5Ji6TNcAEYKfXy6OpKksAFAYVX4kmIuU5tNRasHCU2U3Ll0IS/LVcdGgV2znhwU/dAe+wpSY8oxi+ePPw76s8BgNRpHH2g99bHzSZlJfHL6EzytPBnrVXCpMTf7WpzgEtVq7s5+l0u1R6CnMKL3a01L1RexvAiCUGZH9vSnJMMFun6RpVkufZrmVByS4CqEtDKYnhaF58R+WKRHcPF0Muqsh1kuQRCY3/ZtZHqpfH/+94K7GS2t8O03hKBkW2IOr4G40PJP4nlBFNFuf4sMjYwfFa8zsYPuiTY9OTnvg10rapl/cj6GeobMbTW3WAHzaN2Wdf3y1209SlnNT9Ofol05uQWwJT2Jq1KSn4qb5sMlxbJluACaD2mMPokA6McX/+/hoHDgJc+X2KI4i4GpkpMbH7rPv9HFnU+yR+n6K/63uMxxPG/cjE2lXeiXmAvpyIf8AIW05vnS/0sSMxNZ1G4RerKCQikvw1XMcnfsN99yKaUeqSZOdJ/QuNwO8mWhrG7zD7NBNTvDBTlzK1OGq+bPqTgkwVUIZfXgKgyZoSHebUzJkCu5uOZogXPN7ZtTX9mGBL19HLkZVuCc34ChGJkoOB5bB/Z/WO73f2648AeysKMszh7F1IEdMNLX3WTzZ7g2BG3gfMx55vjNwdak+OaxV3Lqttxtkytct/UoZe2nWNN7DuYn12+qJMGV/hQ45wMYKZWQYxNQVvT05TjUNwTkXP3h3xLHT2w8EUNjE+55GXD38kXCr10GwN1OSeMmvqzV9kK88Afcu1LClZ5vju5YwyD5STLazAI7z8fOn4w6ydbQrYxvPJ6GVg0fO1/SkmLqseNc3RpAlFN7fHrVwq2JTeVOoAiUFlaklsmRPRGZXA9Dk+J3YNcEFBaltJN5iuZUHJLgKoTcwubSuswXRcMJ/bBIDyfwTArZWQV3Hi7q8DaCLIslp74vcNxIoaTlkBe5nWJG+PkTcPNQhWJ4pkmORrt3LudoRGSd4XT3tMs7lSu4olOjWRawjNaOrRnsPrjYy8WeusTJQEPMSKDrvH6VHq7C0or05KRSWw3oeg7WfHEC+bZ4l/C0+jT0hgSQyeQYKU3LvKSYi6GpFrnchOtZHiQdP1XsWAsjCyY0nsAu84sYmpty/O81eZnvaV3dWZY1mAy5EvZ+INlEFEH0vXv0ufMF94zqoeg657HzqmwVi04tKraNV3GCK/v+fULmLSGo4Rgc6pjScuDjtWFVRXkyXCbm5k9HKYKlJRmpKaizi78nPk1zKg5JcBVC7jbVimS4AGQGBvi2s9BluX4vmOVqbOdBHaPOhKsPcDGqoC9X8979UVpacSy+AeKeDySbiKLY/TaarAzey5rERwMb5/0xatRqMlVpGJmasuj0IkRE5reZX+wfa1ZiEvt+uogo06Pv7LaVVreVnzxriFIWwOqyQTVfnADoGxphYGxS4geDbqn36ZiTialZuQVXWkI8Fo52ZBpZce6nAyXu3hztORpLpTU3G2mJCr7OrfPnAPCwN6V94/p8nT0Mbh+B4L3liudZJ2rjHGxJRBj8Heg9bjr67YVviUyNZGHbhUW28UpPSUZP3wA9w4LnRbWa8NnvcqmWrm6r56tNkMuf3EenwsKKzLQ0srMySzVe5zJvUbVBVRK5n7GqpBJKEZ6iORWHJLgKoTwu80XhMa4PlunhBPqnPpblWtB+JiCw4PhXBY7rGxjSZvhLRKcacvPWPbiwpsJxPHNc2wY3dvJV9jA6t22Du93DrdwZOTvlbmbe5Xjkcd70fhMXU5ciL6Wr21qnq9vqWbl1W/nJzZimxpf8tKrOyiIrPf2pESdQcjPa7IwM1FmZT42INDYrXT/FwkhLTMDK2R5nOzU3jbyJ276n2PEm+iZMbTaVg+bX0Lc258S6NXkibXo3d37L7EK8cW3YNw80pcuQPi8kXzuIb9x2jtqMxL5h28fOX4y5yJ/X/2REgxH42PsUeZ305GSMCtmkEvv99wQm1yFV8eTqtvKTmz1WJSaWanxuNuhpoLReXE/TnIpDElyFUF7T08KQGRjg08GSTLmSC78dKXDOx6UOTrKe3Ew/yolH2ng07twDS0dnjic2QntwMWSU70n7mUQVj7jrbW7qubPZYDBvdqtf4HTuh+TO6L00s23GqIajir3ctZ+2Eqqpmrqt/OS5zZfCi+tp8uDKRWlR/NLH09LWJxdjU/My+XDlJzXhAQoLK9q/2hq13Bj/9YGIGk2xrxlWfxieto04Wy+G2Lth3Dil2+Hc0MGM7l4ufJg+Eh6EwLlfyxXTM0lWGtpt07itdaDWsEWPnU5XpzPvxDwcFY7M9J1Z7KXSUx+3kkk9cYJrm/yJcuqAd88nV7eVn4f1kaVbVnyaeg4+NHYtoRThKZpTcUiCqxB0LTmK385dFhqM64tl+l0uBajIzij4dPpJ5xlos8147/AC1NqHGTCZXE67ES/zIFXgerSeZBORn30fIqoeMD1tArP7NMLcuODyX+6HZIo8g4VtFyIvZLdSLml3ozh1VsRUm1gldVv5yf2dKk2GK/0p8dLJT0kZrvSnTESamJmXK8OVnZlBZloaSksrbFzNcHPRckfRnJgtxRfQy2Vy5rWaxyXr+4i2Ck7+sxZNTl/G6d3c2ZXRlLsWLeHwZ6AqW2+9Z5Ws/YuwyIxik8u71HOye+z8N+e/4U7yHT5u93GJbbwetZLJvh9DyNzPudFwNA5uprQa9OTqtvKT10+x1D0HE5+e3c2lznA9PXMqDklwFUJqQnyxDtFlRdDTw6+TDZlyBed/O1zgXIvajrQ0G0eiJoxvzxVcOvRo1Rb7uu6cTPZEffJ/8KCgb9dzyc1DcHEta4RByJ2aMdzX9bEhx0N1Gw2GNh1BPYt6RV5KFEWOfLaLTAMzuoxvXCV1W/kxVpoik+uRVooMV544qeE9B/OjsLAkNTG+gNVJfvIyXE/JnHKXFEuqv3qU3A+PXIHdekJrNDIDAjZdzmtsXRRNbJswrMEwDtW+Q+L9aK4c2g+Al5M5PRo5MDPxRcTMZDjyRTlm9IwRfg79c/9jjboHPfoMfez0uXvnWHt9LaMajqKlY8sSL5eRkpznMi9qNITPeZdLri+iZ2JEz8lPtm4rP7mfRaXpOZidkYE68+lZts/twFFc9u5pm1NxSILrEUStlrTE8rvMF0X9V3pjlX6HSxcyyHoky/VV31cg3YNV138iVhWbd1yQyWg/aizJaRouJTnD/o8qNaanjvQE2PEm8Ua1+Ew1kAUDGyGTFay3uJd2j11XtwIwvNlLxV7u5l/7ua2tg4d9Kq5tPKoq6jwEmQyFpWWprCFUpfAEqmkoLCxRZ2aSlZ5e6PmnzS3a2NQcUaslQ5VWptflfjDmZiasnU2pU0vkjrI59zftKvH1b3m/RbKLPml2epza9HdesfSbXesTkOHEVftBcO5niAsp44yeITJT0W57nftYc6zW6zRztShwWpWt4sMTH1LLtBYzfGaU6pL5vfvivv+BSwlupCqc6T7xyddt5cfYzAxBJitlz8FE4On5G5PJ5ZiYmRfrxfW0zak4JMH1CBV1mS8KQU8Pv652ZMkVnP/5cIFzVkpDJnnORiNmMetAQYPD2k2aU6txU04n1CHr6r9wq2Ad2HODVgMbJyAmRzMldRJ9vevgW7vg/yNRFFlwcgF6mboMi8K86Cxl1oMEju+Px0ibRqd3+1Rp6Pkprdv807b8BvmWPop4Wn04p6ejhis3zrLuVMwzTs6XJW8zsQ1amT4BW64jlrAF3sLIgpl+MzlaN4K0hHgu7tWJtCYu5nRraMeb9/si6hnB7jlQxuzbM4FWC1teg7hQZmVNZnzXpo8NWRawjKjUKD5u9zEm+iW3xtJqNGSkpWJsakbayZNc3XiWSOfqq9vKj0wmx8TcopQ9B58+g1CFZfFeXE/jnIpCElyPkJt9qOwMF4D7mN5YZ9zh8qVMstIL3nSndWiDWVZPLib8x7Hw03nHBUGg/aixpKdnE6BqBDtnPJ8F9AcWwM3/+MNqOldkDXivz//bO+/4pqr3j79POpOm6W6BssoeBcqWvUQREAVBwAUufu6NgoKigor6Ff2qX/26FwIiIODAr4LIUhmy97Ds2TYdSTpzf39kNGnTNt255bxfr75Izj333nMvyclzn+c5n6e4cOGSw0vYeGYjvcK7EajV4h9Qcohw/eylmIJjGTCmMYEhnpeJVwfeqs2bM9LR+PkRFKIeob/CfAzP12fOSMcvIICAYG1NDqvCOOspllNt3pGj51rWJ6JeCM2aajgRmsS5xSvLPMb1La4nrnVrLsTm89d335Bj97I9OKQlxywhrGvyIBz7Ddb/q4wj1UF+fwUOfM+7AZMxxfelV3P3fNs/zvzBooOLuLXdraWuSnTFsbI5SGg4NGOuPW9LX2t5W0UJ8brmoBFQVwkcfXhEqXOiGq+pJKTBVQSHpR0SUXVJ8w6Enx9dh9Qj10/Htg/dBU39NIJXhzyKNTeS6eueJ89l6Xf9Fq1p2aM3Wy/GYr54Gpbde3k92e5aDJv+zdmWN/PsqW7cP6gFcQZ3F//prNO8tuU1etbvSSP/eqUKhp76aRMHTY1oHJpKi2s6V/fo3fBWbd6cbhM9VZPQX+GKI89Pqw4NLrVck7O8T2b5HnCy0lLwCwggOETv1t7rjp4oGn+2LT+Ekptb6jE0QsOMnjPY3OoSOVlZbP1+GQBJjcIZ0CqGR492Ib/9WPhtDhxdU67xqZp9y+H3ueyLu5Z/ZQ7h8aGt3D5PmbmZPLvpWRLCEniw84NeH9axOMKy6ld2xd9gz9vqWGt5W0XRR3hXc1CN3qCQiEjM0sN1eeJUmY+ouqR5V1rcdBVR2cns3p1Lrsl90u3boj5Jukmk55/i7a2fuG3rM/5W8nLz2awfDwd/gI1vVsv4fI4z22HFAyiNe3HX+RtoFKnlzr4Jbl2sipWZG2cihODF3i+SnZVZosGVbzKzdtEx/JVcBj91dU1cgRv6yChyLWZysz3nOTmwZKpDkd2VsgpYWzLTVbUIQFvBAtaOHNCihmV4XAjNm/txMqwzZxauKPM4baPaMrTHGJLrm9ny/VLM9gK+Dw1pSao5j8+iHoWYNvDtnWA8Wa4xqpJzu2HZPeTU68qNp29kRIcG9G/lXqrrtS2vccF8gdl9ZhPs733elcOLeeq8jqyQhrWit1UaXnu47J8RNc0dIeGRmNKNWK2eZVPMdaRwNUiDqxhVpTJfEsLPj+5DG5Dnp2NrES8XwL9G3oRias/nBz7gbNZZZ3tUw0Y0bNueM5mB0H4MrHkRjq2tljH6DFkXYeEtoIvm2+YvsfdCNk9f09ZZL9HBggML2HJuC091f4r6+vo2T0oJBtdfLy8mPbgBvQZFEBId6rFPdaKPKN0ocWBWkcq8g6CQEPwCAkrMx7CV9VFH/hYU6oWVN6RosmtweaLn5J4owo9tPxzFWoaXC+CBzg9wNNFKfm4ufy5bBEDXJhEMbB3Dq6tPsqXnWzYh1MWTIN87JXJVYroEC25CCQ5nqt9U8Ati5sh2bl3WnVrHsiPLuCPxDjrGFM/rKvXwF84BcDG2F+1616Npx9rN2ypKSEQk5ox0rGVouZkz0gnUagkIrLk0icoSEh6OYrWW+D0zpxsJ1OqqRIi8tpEGVxGy0lIJ1odW639us4lXEZ2dzJ69+eSY3CfJemHB3NbqYQqsClN/e9Ftmy48wvahHPU2RLeCb++A9FPVNs5aJT8XvrkNzClkjv6cl9el0CMhkmGJ9dy6Jacn8+a2N+nfsL+zVmJRPR0HF/7Yxa7zscQFppA4sbgidU3gSCwvK6xoUUnNQVeEELan1ZJyuFQmXhgQGERAUDCW8oYUU1NLzAENj9XRoqU/p8KSOPv1sjKPZQg0cM+gxzgcn8n2//1AxqULALw5PolmMSHcujyVQ71egdPb4OdnyjVO1eCYC0wX2NT9LVYctfLY0FbUCyv0QKXnpPP8pudpEd6CezvdW+5TnFtq+7/Q6kPpPbZlGb1rnpDwSFAUp7enJNRYAqdwsU3JD2p1IZwI0uAqhu3ptHrCiQ6ERkO3qxuS56dl6wfFvVwPD+xBiHkYO1PX89vxwhqMOoNd+TpID+O/KpyI6uKT7appcGITXPcO/96nI82cy7Mj27mFaQqsBTyz8RkC/QKZ1WuWc5slM6OYJ8Wam8tvH2xDAFc+PrDW8oic4qdleLgsGRmqMk4c2ArtlpTDpb6JU2sIw1zepPm0VEJKKXzfc3IPEBq2/pSMNafs7+61za6l4IpGFCgF/L7ocwDCdYF8dVdPGkboGP1bNOcT77ZJRez6plxjVQWrnoLjG8ke/haPb/CjXX0Dt/Vq4tbllc2vkJqdypy+cwj0K9/DsnnrVk78Y/s/7n9zZ4J01avHVxEc5X3KqsNqzkhXlVgylJ2KoEYjsiSkwVUEU1palarMl0Sz8VcSk53M3n0F5GRmu20L8vdj9qD7KciJYcaGF8jOt23XGgzkWsy2yurRLWH0e7Yn21XTqn28NcrWT2Hrx9D7If6pfw2fbUrmxq6NSIx3n0g+2/sZuy7u4pmezxCjs+Vy5OfmkpdtKSau+fe8pVwKakKXLv6EN3HP+6hJCsv7lGxwFeTnkWM2qSr85kAf7nmJd15uDnk52aoRPXWgDS1fPcW87GxyLWbn/7MnwqJ1tGwdxOmwzpz+cmmZxxRC8OSVz3KoSRYH1/9Oymlbvla0Poj5d/UkOjSIYXsGYarXA1Y+DOf3eT1en2fLR7D1E+jzCK+d6cj5zGzmjE7E3yWZffWJ1Xx/7Hvu7ng37aLalXKw4lhzcjjy/BukhjdBaAJp1aPkmqu1iaO8T5kPaio0Thz50iUJu0oPVx0mK63kcEBVIjQaul3TiDw/LVs+KL7KaGi7eNoFTiIj/zz/3vYBUKjJlO34AWh7LfR5xDYhbZ9f7WOuEU78adMXanElXDmLOT/sJ8jfj8evdhcmPZx2mHd3vMvQJkO5JqFQR8uSZRcMdQkppu89yrZDIUSIFLr/35U1cx0lEKjVEhAUXGpI0ZHLoFoPl4cfBWepIpVdk85gKFfSvFP0tAwv+RWTeyCEYNv/TmLNzi61L0CriFa0vuYq8jVWfvzyXWd7nCGY+Xf1RBes5frzd5HvHwLf3ArZFSu67VMkb4CfnoKWV7O37cN8uvEfburRmM6NC+9tWnYaL/zxAm0i23B3x7vLfYqL773Pbl0/0OQSEuG7n81CD5cXuZ8qM04KPVwlhBRVaESWhDS4XLCpzFdtWZ/SSLjxSmJy/mHvAbCkFVezfn3kWAoyOjH/wGecyDhRuEzd9Qdg8Exo2g9+eAzO7qyRcVcb6adg0a0Q3ghu+IgNR9P4df957h/UgtjQwnyNPGsez2x4htDAUGZcMcMtPOgwVhwGl6IorJn3GwV+QVx5X0+EpnYlCYQQZYqfmlVqnIBt8sw2ZZFfJCFcrUakNtRQrgLWJrsGV2keLoDQyGBatQvmTHhnTn622Ktj39f7EZJbFXBh+x7OHDnobG8YoWP+XT1J94/i3twHUVL/geX3QwklllRBWrJtLohshnX0B8xYsZ/IkECevNpdf2/OX3PIyM1gTt85BGjKFwrMPniIPSt3Y4xoTUScxqcFeb2pOahYrfbFNuE1NKqqwT8wkKCQEI/GpCOZXm1GZElIg8sFm8p8QbVocHlCCMEV1zUnXxPIxn//Wmx70+gQxje/j4ICDdPWPk+wvc6X22oOP38Y+yloI20TlFqL2uZZYOHNkGeGCQvIDwzjxe/30ShSy+19mrp1/XDXh+xP3c+zvZ4lMtjdG+kI/zgMrn3/XcEZ/2YkNs8htkPjGrmUstBHRJZaT9GswjqKDkrKNVGrEaktZwFrp6xMKTlcDnre1h0h4O8157CazWX2DwkIYeT4e8kOKGDpp6+7bWsaHcLXd/fkb9rxjuZm2L8C/ni3hCP5ODlZsOAmUApgwgIW7s5g+wkjTw9vS5hLftWq5FX8nPwz93W6j1YR5SvNpRQUkPzcSxxJGE39BD1+/rmlavfVNn7+AQSHGkr1cGWbslCsVlUaJyElpCJYsjJRFCtalRmRJSENLhcKVeZrxsMF0Oi6ATS2HuPQaS2pR88X2z71yh4EZV3D7rTN7Miy5WYUE2LUx8CNX0DGGVvJC7WJoiqKLffk7A4Y8wHEtmHhlpMcPJ/JM8PdZSD2puzlw10fcm2zaxnSeEixQzkNLoMB08mz/LG5gFBrGr0frbnyPWURUobavDP8psKJ05FrUvSHQW1lfRxoDWHk59jyz7zB8f/qTWkwfUQwrTtoORuRxIlPvfNyjWhzHelJ4eQcOcve7RvdtrWIDeXLO3vyUcFI1vpdgfLLs3B8k1fH9RkcZXsu7oexn3IpuBGv/LSfK5pFMrpzvLPbiYwTzP5zNh2iO3B74u3lPk3a/K/ZnZuINTCYQZPaY8kqWUrGV7ApsnshEKqyhxqw/eZ68t455w0VzoWeKNPgEkJ8IoS4IITY49IWKYT4RQhx2P5vhL1dCCH+LYQ4IoTYJYTo4rLPJHv/w0KISdVzOZWjOlXmS0IIQZ97+qJRClj37vpi23WB/szsP4WC7HrM22vL5fKYU9KoO1zzChz+H6x7rbqHXXUoCmx4A3YtgkHPQJsRpFvyeOOXQ/RMiOTq9oUyEOY8M8+sf4bI4Eie6vGUx8O5erh+f/kHcgIMDJrUHv9A/xq5HG/QR9rU5pUSQj5qrKPowLnEu8jkqUZBRih/eR+TMQ3/gECCdN6VZOp5a3cECtvXXqAgq+wi2UII7p70HKbgAlZ8+mYxXaZ2DQx8cWdPpuffwyniKPhmEmQWf5DzSaxW+PU5OPA9DH0RWgzhpR/3Y8krYPb1HZypA+k56dy/+n4Eglf6vYK/pnzf7bwzZ9j72S9ciO1C95HNiKgX4la42lex1Rysm0WedWERHq+tLomegncers+AYUXapgGrFUVpCay2vwe4Bmhp/5sCvAc2Aw14DugJ9ACecxhpvkShynz1J827Etm1Ha1CT3PaHMmJjQeLbb+uU0Oai9tI0VxEgZJDHN3uhE4TYe3LcPiX6h10VZBngRUPwOoXoP1o6PcEAG+vPkyaOZeZLjIQBdYCpq6bSnJGMrP7ziYsyPMPt1MxeuWf/FPQlJaxGTTqU7zuYm2ij4iiIC+PbFOWx+3mjAyERlOsNIwacOSaFF1xZM7MQOPn77Uh4is4jF5vw4pZqSmERBZXmS+JkLAg2nbScyayMyc+9k7SoWVMGyKv7ErgeQsfLppdbHunRuG8ffsA7s9/lDxTOnmLJkFBvlfHrjUsabBgAmz6N3SdDL3u54+jKSz9+zRT+jejRaztu5BXkMejax/ldNZp3hz0Jo0N5UsTUBSFE8+/xMGmo4mMDaTz1U0oyM8j12L2eQ+XTW2+bnq4QiIiMaWlFXsINV9uHi5FUdYBRU3P64DP7a8/B653af9CsfEnEC6EqA9cDfyiKEqqoihpwC8UN+JqHUfCa00lzbtyxWMjCcpNZ/1Xe1Cs7h86IQSvXnsducYryAksYP/JXZ4PIgSMeAPiEmHJXZBytAZGXkHSjsMnV8P2r6D/k3DDx6DRcOxiFp9tSmZ8N3cZiFe3vMq6U+uY3mM6vRr0KvGwlswMgnQhbFydgdaaycCnhtfE1ZQLR36PqYSVipYMex1Fjfoi/lqDbdxFfxgsGenoDOqqDQl4XqhSCqYKrHLucUs3/LDy98YUCrI8G+FFufemWeTGBHNh1R/8drR4/me3ppFMmzSGGQV3E3DqD3K/ucN3i96f2Q7/7W+rCTn8dRj5JrkFCjOX76FRpJYHBtmESBVF4YU/X2DLuS083/t5OkV2LNFLXBIZP/7I7jPR5AYaGHy7rVaiJdNWuNrXJUtsHq7iRokDNXu49OER5OflOou0O3B6uFR4TZ6o6IwepyiKo+7MOSDO/joecC3qdcreVlK7T5FlTKt2lfmS0DWsR8dmJoxKBHsX/1lse9v6Bu5s+zAWfz92ndjGzgslrEgM1MH4L2yvPxwEe8rW+alxDv8KHwyA1GSYuBAGPwMaW57WSz/uJzjAj8evau3sPn//fL4+8DWT2k1ifJvxpR7akpmBkgPmoGgGjm9OoN536qE5KEtt3mw3uNSIRuOHLiy8WHjArELlfHANKXpnrGSlpZY7JUFnCKRtFwPnIpJI/mChV/v4+fkz4f4Z6HL8+eqzlziSdqRYn94tohlxy8O8WjARv4Mryf9PHzi5pVxjq1YUxaa59/HVtnDiHaugx90gBB+uP8aRC1m8MCoRbaBtbvh4z8d8d+Q77ul0Dz1EW/57z238/eNyr0+Xn5bGgXlfcTq+Px0HNyQuwf5/W2Shja+iD4/AWpBforfVnJ4OQhAcWvMlyypLiakIGekIoSFYrz5vvycq/Qit2MztKlt/LISYIoTYKoTYevHixao6rFeY0lJqPJzoStdHRhOafZbNv14gLyev2PYnrmpPSEgjArMDuPvnBzhnOuf5QJHNYMpvENUSvr0dlt3rG7o8Viv8/irMHwuGeNsYWxcms68/fJFf91/ggcEtiAm11QL77cRvzN08lyGNh/BYt8fKPEXqkWTyMNA8Mo1mV5avnlpNEVqG2rwa6yi64qnQrhpLFUH5Q4omYyr6CnjIu0/sgp+wsv3PDPJLCRu5ktA2iaZX9KT1ES1PrHyAtOzi+w1qHUvv22YziRc4n5GD8snVthzPEgoF1xi5ZvjuPvj+EWjaB/5vHTTsBsDJVDNvrznMsPb1GNQmFoD/Jf+Pt/5+i2sSrmFs2DC+nT2D7KxMLh5P9vqUZ195nX0NrkVv8KPndS2c7UWlZHyVskrgWDKMaEMNaDR+Hrf7MiElLLYxpxvRGtR5TZ6oqMF13h4qxP7vBXv7aaCRS7+G9raS2ouhKMoHiqJ0UxSlW0xMzSqC255Oa8/g8tOH0KOvAYtfKFveKy6GKoSgXUJDogpiMOdZmLji/zDnlbCcPLKZ7YlxwFOwayH8tx+c3FzNV1AKFiMsnAi/zYEO4+DOXyCquXNzfoGV2d/vp3GkzikDsTdlL0+tf4r2Ue15ud/LaETpH9eci6mkXszEnwAGTfOdVYlFCSlDNdqSkY5WxS50fUQkWcaiIUV1lioKCglBaDRehRRzLWZyLZYKzSE6QyCJPSI4H9GRI2985vV+V912LwH+gTT525bblFdQ/EGtb8toZt03mbu08/ihoCesmQ2fj4J0j1Nw9ZNyFD4eCjsXwIBpcPO3EGJ7CFEUhedW7EUjBM9ea1ON331xN09veJqkmCQebnQX386ZSUCwlrC4es6827IwbdrErp05mHX1GDQpkYCgwh/wbIdYsq8nzTu1uOpGrVJXnHIyaUUNLvVekycqanCtABwrDScBy13ab7OvVrwCSLeHHn8GrhJCRNiT5a+yt/kUprS0WvVwAbS+YwQxOf+we28BpkuZxbbrDGGEUUCnoAe4mPMPNy9/BKtSggyEXwAMehpu/wkUK3wyDNbOrfkE2nO74YOBcORXW47GmA9soU87KadP8tWaXRw8n8nTw9sQ5O/HOdM5Hlz9IOFB4bw95G20/toyT7P2xe8oII/6zaIJMujK7F9b+AcGEqwPLTGk6Mh3UiuePFy2kKL6rkkIYSvv44XB5ViyX9HSYN0nJBGoKWDbYS3ZR73LvwyNiuaK62+k8Vktp/ftYc5fczzm+LSIDWX+A1fxWb0ZPJ57D3knt6G81xv2r6zQWCvM/pW2uSDjtM3QGjTdmU4A8PPe86w5cIHHhraiQbiWM1lneHDNg0Rro3m+9ZMsf+l5/AMCuPHZl4hp3LTMIvAAVouFQ3Pe5XiTq2nVPYbG7d3/f9QSUiy7yLNRtblOjt/dog9qNuX88FoYUfXgjSzEAuAPoLUQ4pQQ4k7gFWCoEOIwcKX9PcCPwDHgCPAhcB+AoiipwIvAFvvfC/Y2n6GmVeZLQmg09BnfjgJNABveLJ4MqzOEkZ2Vxac33kyCZjxHTH9w7w8vl37QxlfAPRugw1hY+xJ8NhxS/6mmKyjCzkXw0VDIz4bJPzpzNMD2NPv3Tyv5fOoD7Fj0CVc0s8lAmPJM3L/6fiz5Ft4d8i7R2ugyT3Ps2984nN0IgYXYNk2r+aIqT0lq8wX5+WSbsnw+gbc0QiIiMWekOyUL8vNsq8DUKOQKtu+cNyFFUyVXOQfpAug+sinG8Fbsfs37Ul3drh1DaHQMw461YOmhJczf73nfyJBA5k+5AmuniQy1zOYk9WDRLbDyEVuIrzopyIf/zbCdL6qFLYTY0r3M1rbjqUz9didt6oUyuXdTMnMzuX/1/eQW5DK3/XP8PHcuGj8/xs18ifB69e3fobINrgvz3mJP2GACtX70Hd+62PbCkKJv5z6VVU9Rzd6gQK0O/8CgYsakRcVGpCe8WaU4UVGU+oqiBCiK0lBRlI8VRUlRFGWIoigtFUW50mE82Vcn3q8oSnNFUTooirLV5TifKIrSwv73aXVeVEWwZGbUqMp8acQP60UTkczRi3ou7nd3+2sNYSiKlXyLmW8nTiNa6cumlIXMWvNl6QcNDrN5lm74GC4cgPf7wc6F1Vf+Iz8XfngClk2B+C4w5Xdo3NNlcy4/v/cmv332X6xWBW2OkZkj21GgFPDE709w1HiUfw34Fy0jWpZ5qpwUI+t+uEBwgRFFKfD5J1UoWW0+O8vm1VTrxAn2kKmiOFcYFYoXhtfeoCqB1hCG2Qsdriynjl/FveQdhrXEEJzLbnNLMtZvLHsHICAwiAG33AkXs7g2qyuvbX2Njac97xvk78cbN3ZizJUDGGJ8muUh42Dbp7YFNuf2eNynUigKXNgPX4yCTW9D97tsqQ7h7nIOm45c4taPNxOtD+Ljyd1BWJn6+1SS05OZkziDP958D4BxM+cQ2cC23kofEUWOyVSqKK15+3Z2rjlJhiGBfhPbodUXXxBlycwgUKvFz798pYFqmoDgYAK12hK1uNTs4RJCEBIeXswzbjIaVT0XFkV9686rCcdTgzclOWqCPg8MQlOQx7r33ZWiHYnHlowMggL8WDFhHiHWVnx7/A3e+6N43lcxOoyFezdAvQ42Recld9ryq6qCnEzYuwyWToHXW8KWD6HXA3DbcgiNc3bLuHSRhc89xd7fVxPU4xr26NsQRTbt6ht4ZfMrbDi9gRlXzKB3fG+vTvv7i0sxBcXQ4yrb/50aQlchEZEewyFqLYHjStHyPoXX5Pv/L57wNqRoSq28jp+fn4a+t3XCootj63/+h1LgXXJ7qyv60LBtIg125NBG14Kpv0/lWPoxj32FEDw0pCVvTOzO1PQbeCz4efJNqfDhYPjz/cp7u/KybekDP06FtzrBf66wST+M+RBG/Av8g9y6rzlwnsmfbaFRhI5F/3cFDcKCeWXzK2w8s5GnWj3EofcWYS0oYNzMOUTFF6YCO0K3JYUVrTk5HHnudY41G0WTtuG06hHnsZ8l0/dV5h3YSuAYi7UX5OeRYzKp2jgpWt4nPzfX5hlXqRHpCWlw2XFY1o6E5tomPLEFbSPPcy4nin/WFD55Fl2mHhoczNKx7xNIOO/um8Hi7bu9OHhjmPw9DJ6Jde9y/nhmOBe+egi2fQanttpqmXlL+inY/CF8OQZebQaLJ9vU7ltfA7cug6vn2HLJ7Jzct5uvpj9C2tlThF07hdcvNiU+vj4i18wXOz9l0cFF3J54O2NbjfXq9P8sW8dhS2MSDCnEdW9iv0e+P+mERkZhMhqxFlktptYSOK4UlvexTZ4WlRuR3tZTzEpLxT8oiEBt5fIHm3auR70YK4d13Ti/aJlX+wghGDR5CtlZWdxq7EeAXwAPrn6Q9JySDcVrOzVg4ZQrWJffniHml0it1wdWPQUvx8M7PeDbO2HjWzZ9LNOl0geQcdY2fyy4CV5NgK9ugL+/hNi2Nm3AB/+GjjcW2+2HXWeZ8sU22tQLZeGUK4gNDWb+/vksOriIyQ0nkPHFOvJzcxk3YzbRjZq47esoEF6SwXXxnf+wW9cfv6AABt7WvkQNOFUZXBHF8yPBVSA0vIZHVHUUvba68PBZFN+pd1LLOJSxaztp3pWeT4ziyFNr2bAojaYD2yM0wvkE41pPsUFoDJ8Of49bf7qVWZufIDz4Q4a2LUOBWeMH/Z/gnKYFm97+iD/PHKHXn2voEXUSjQAimtoEVGPbQVx7219kMxAaOLcLDv4EB36wvQbbth5ToM0IaNjDVlTbBUVR2L5qJWu/+IiIeg0IHHYnz/x2gSvbxnFjo0B+PbCa//7xNkPbDuWRLo94dX9yjRn8vuIswX7BDHp6OOeTDwC+n/wKtvJRimLFnJ7u9plTawkcVxweLofXWM2lisBm/GbbC9tr/Epenp5lFz2trLirEIL+U3ryzezNbFm6k+GjTPjpy1boj23ajI6Dr2bPml94adoMHtz5FI+vfZz3hr5HgMZzuKxL4wiW3deHOz/fQo9/7uLj3mMZEHLCttDl5F+w59vCzqH1bZ5xx19ILBxbC4dWFc4DYY0g6SZoeTUk9IOAkhe7LN56kqeW7KJrkwg+mdyd0OAA1pxYw6tbXuXqiAEYlh0lN9vC2JlziGmSUGz/0jxclj172fXTIYwtxjF4Yhv0EUHF+jj7ZqpnBW1IeCTnjx0u1u5QmVdj/VUHIeGRnNhdqC+p9lQET0iDy45TZd6HDK7g2CiS2ubz57EYds3fQKdb+znDMkVru3WKa8Mr/V7hqfWP8siaaXwY+Ba9m5ctq2EKtOnc1G+VyMaDGo4GdGdY/yZE5R2D8/vg4I+2FY4A/sEQFAqmi4CARj3hyueh9XCIbulMhi9KXm4Ov374LvvWraF5t54o/Sfy2HcH6dcymndu6sxff64AIDGoJXP6zilT/sHBuheWYApqwlXD9WjDQ1Sz2ggKDfuiyuSOXCE1TzLO5ev2hxjHNanViHR6lTMzSl1UYzKmOr0ulSWmUSit2gVzeG8Pjr/7Oc2eus+r/fpMuJWDf6zn/A8beG7cc8zYOIO5m+cy44oZJe7TKFLHknt788DX25m0AUZ0bMvTwx8hPlwL5lQ4v8dmgDn+jq4Bq32ls9DY5oEhz0GrYTaPlhcG55d/JDNz+V76tYzmv7d2Jchf8N6O93h/1/skBbel9S8Wckwmxs2cQ1xCc4/HcBhcmUUMLiU3l6MzX+Fows00amWgTa/6pY7FkpnhFqr0ZfQRERzzVOS5DtQc1EdEkmM2kZebQ0BgkEsdRXXOG56QBpedrLRUm8p8gG8lTiY9dD377lnMlnUG2o7NdYbLPOWUDG8+hOT0h3lv95tMWTGH90fOoG/L0lf4OfIBRj46jdMH9vHrx//hyyU76Tv+Vrrc/ymagly4eMBmfF3YB1kXoNkA2xOsvmyDLuPSBVb86yXOHztC73E3Y2w9gAcW7KBH00g+uLUba0/9wht7X+dqIrg74Tav5B8Ajq/cyCFTQ5oaLtFy1GDbPXEYXCoIx7n+WMQ1cxFhzLSrRatYWdnPP4DgUINTNdqSmW6rDamyOooOtC7ip6UaXGmpxDb1bBxUhN6Tu3H0qd/ZujWHRqdPExBfdnEOnSGMK26YwO9ffszoYSO5vf3tfLr3UwyBBu5NurdET1docAAfT+rGf9Ye5d3fjrB6/3nuH9iCu/s3IzihPyT0L+ycn2ObEzLO2IwtXfkeUt///Siv/HSAK9vG8c5NncnIS+HB36az+dxmrou7hqY/pWHJNDL2mdlu342iBOl0BARri4XYLv73Q3YF9kITFMigyYllehzVULjaQUh4JHk52eRazG6h67pQc7BQZyyN8Lh6dSJMWhSZw2XH9nTqO94tB37BQfS6MpocPz1/vfML/gEBBGp1biFFV+7tfAfDmoxCRK7m9mWv8/TSnWTllKy7ZTKmgrCFKlv36svk198lIakrv3/1CYtmTSctJQ0adIbON9vysW74EDrf4pWxdXLvLr6a/ihpZ89w/ZMzye4whIcW7qBjwzDevSWRuVtfZOq6qdSvZ8vNEFm5Xt2TXGMma5eeJLDAzODphbUSLZkZtjIQKvhhL/RwuT+dWzLS0epDVa+srA+PcPFwqbc2JLiozZeSOK8oClmpqVW66CYkLIjOA+txMaoT+17/vOwd7HQeNpKI+vGs/fwjHuh4H9e3uJ4Pd3/IbT/eVmIiPYC/n4aHhrRk9eMDGNQ6ln/9coih837nf3vPuWt7+QdB/U62PM1yGFuKovDG/w7yyk8HGNWpAe/d0oVtF/5k3Mpx7L60m5nNH6XpDymYjUbGTH+B+i2LSzgURR8Z5RZSzD54kF3f7SQtog29b2xNaGTppb3yc3PJy8lWRd4nuBSHL1oCpw54uEJcvP7gWkdRHf833qDOGbAaqG2V+dJofvPV1Mv9h72HNGSeTUNrMBQLKToQQvBSv1n0jx9IcNwPLDs3i6FvLef3Q57LJJmMaegMYc7clJDwCEY9/gzX3P8YKSeP88WTD7L95+9RrCWIq7qgWK1cOnmcXatXseo/81g8ewZafSg3v/QG58Oac8+X22gVF8qzYyK565dbWXp4KXd1uIsPr/0M/6Agr1Wj189eQlZQLP1G1kMbWegJsmRmEBwaqoofdl1YOEJoimnqqLXmYFFCIiKdHi416wNBYUixNGmIXIuFvJzsKpeV6TKmPVr/XHZeqI95xw6v9vHzD2DgpLtIO3uaXf/7iRf7vMi/BvyLU1mnuHHljXy176uSxZKBhhE63rulK/Pv6kmwvx9TvtzGpE+3cPRiORbTFEFRFGb/sJ9/rznChO6NeHVce97d8W/u+fUeorRRvB47lbMf/EBBXh7jZswmvnVbr44bGhlJpn3eUPLzOTbjZY40u54GzfW079egzP0tWepJQ4BSSuBkpOMXEECg1rsIgS9SPBUhHf/AIAKCfK8ebkWRIUU7WWmpPhvHF0LQd1ISS+an8Pu81ehCw0otNRLgF8A7Q/7Nt4e/Ze7m1zBp53Lnkr2MbjGKGSPbE6YtDCuYjGnFwiRCCNr1H0yjxI78779vs+aT9zmyeRNX3/MIhphYZ78cs4mzhw9y5tABzhzaz7kjh5zV3oNDDbTrP5hBk6aw+0I2d36+mSZROsYNOsXdvz6KPkDP+0Pfp3cDm/RDaGQUWalla+Ge+OEPDmbG00R/kdbXD3bbZslQz2ojjZ8fuvDwYgm/ai2BU5SQ8AhSz5wC7Mr5Kn5K1XpRT9FUTYtuAgL96H1jW1Z/Hcjfbyylz+edvErKb9a5OwlJXfnj2wW06zeIq5peRZe4LszaNIu5W+by28nfeLHPizTQl2yU9GkRzY8P9+OLP47z5i+HuHreOu7om8CDg1sQGux96kWBVWHGd7tZsPkkt/dpyt0DI7j7f3ey4+IOxrUYS9+jDdgy/3MatG7HqMeml0t8Wh8Rxcn9tlXclz75lJ10hcAgBk/u4NV9UksdRQell8AJr/SCjdqk0OByPKgZ0YWFqfqaiiINLmyeGbMxzWc9XABxA7rSaumHHMxojj6wgPy80nWBhBCMazWOK+pdwdMbnmGHZjHfn9/H729N4KVRvbiynU2TxpRW3OByEBoZzZhps9i95mfWfvExn0+9n24jx5CVmsKZQ/u5dOqETdhQCKIbNaF17340aNWWBq3aEF6vAUIIdp40MvnTLcSFW2nV4Tv+9fev9G7Qmzl957gpyOsjylaNzr6Yxm/fHifQT8uQ6cVrJappeTc4rrn4k2pUQ980/MtDSEQkZmMaiqJgyUyv0tymmqaoFIsnHA8L1SEr07pvY7Z/f5ADOZ1o9/0qIq/1rk7ogNvu4oupD7Bx0VcMnfIA0dpo3h78NsuOLGPu5rmMWTGGaT2mcV3z60r8UQvw03Bn3wSuS2rAq6sO8MG6Yyzbfprp17Th+qR4NBqB1apwKSuHU0YLp9MsnPbwb1ZOPg8MakGXtqcZ9/0UCpQCXu76ApbvtrF993I6DR3OoMl3l1t8NCQyClNaKtlHjrB70V+ktryJfmNbEhbjnadHTQttoOTyPjbRU/U+1IAtdC80Gjf9vrrw8OmKNLhwUZn3EQ2ukhjwwgQuPLyUC1kBBAWXoYtjp5GhEZ8N+5Qv9n3Bv/9+m5yQudyzdDQjdg1l1rXtMaWnEd2oZAkJIQQdhwyjSYfO/Pz+W2xaPJ8gXQj1W7Wh1RV9adCqLfVatCJIV1x7aP/ZDG77ZDOhYafxb7SQjWcu8mjXR5ncfnKxlYghEZGcPXygxHFYc3L58ZnvyApsxNBrDGiji0+QlswMwuuVHUbwFfSRkWRcOO/WZs5Ip5EhsZZGVHXowyNsZYqyMlUfJvXz9ydIF1KqV9lZ1qcahJOFRtD/zq58N28nW774naFXDUYTVLLMgYOo+EZ0HjaSbT+uoOPQa4hLaI4QgjEtx9CjXg9mbJzBzI0zWXNiDc/1eo4obcnh0Gh9EK+O7cRNPZvw3PI9PPbNTt797QgFVoUzxmxyC9xDlGHaAOLDtTSO0tGreRRJjfUczF3Iw799RbuodjyT8DCb3/+YrNQUrvq/h+gw+KoK3Rt9RBTWggIOzpjN4YRx1GsSQocBDb3e32FwBft4WR8HwSF6/AICij+oqTxsD7aydiFh4c5rM6cbfTKvujJIgwvfU5kviYCwUK5+oBtfv3kQc2YGOaYcgkLKnnj9NH7cnng7feP7Mn39dA5qvuR/F/axYd5obirFw+VKWGwc42bMLtQaKiNP6u8Tadz1+Wb8I3/HEvYjYZp6fHbNZ3SK6eSxv6O2oKIoHp+21z7zNWc1Tejc0kKr63t4PIYlM4P6rdqUeS2+gj4iktMH9zvfW60FZGdlolVx4qsDnf0zlXHpouoVsMG28rW0kKJzDqmmH4j41lE0aeLHsYIrOP3RfBrdf4dX+11xw0R2/rqKvb//6iav0DC0IZ9c/Qlf7vuSf//9b0YvH81zvZ5jSJMhpR4vqVE4y+7rw7d/n2LZ36eJ1Adydft6NIzQEh+hJT5cR4PwYGfIMc+ax84LO3l964vsTdnLLW1vYUROd1a/8i+CQ0IYP2uuV8nxJRFqX+27K78ZSmAwQ+7ogNB4H4JSm4fLVgInoriHK91Y6oOzWgiJiHTzcHnSX1Mz0uCiMB6uBms6qlt7mjUJ5sARKz8/v4xRr07wet+WES1ZMGIB7+96nw93fYRf0D9gDeWHI1kYThrp2LD0eLnQaAiNKllmIjuvgB93n+XLP4+z4+wRDA2/xxp8gKGNhzKr9ywMgSVPaqGRURTk5XkUIdz+1lL2ZzWmqf4SvR4b53F/W+hKfSHF7MwM8vPy8A8IIDszExRF1SrzDhxq8yknjwPq1eByoDWElRpSNBlTCQjWVlplvjT63tmdr5/dxNY1F6g/IQX/qLIT9IND9IRGRnssB6MRGia1n0SfBn14esPTPLL2Ea5tdi2jW46mTWQbQgM9e300GsGN3RpxYzfPoe+zWWf5+dBGNp7eyJ9n/yQrLwtDoIF5/d8gYONJfl75RoXytTwRlJcHQJqhAf1GtyA8rnz335HDFaxXh4cLbLlOrjlciqJgzjCq/jsGtmvLTLlkm8/TjYTUIUkIkAYXUPh06ushRQdNruzFgSObOZ4WyI4v1pF0W/+yd7IT4BfAg50fpH/D/sxZ+TQAu/M2883HgdQLbsqIDg25pkN9khqGo/HySfFkqpnP/jjIkv1rsfjtIzjsCPoWl/D3C+Kp7jMZ12pcmYmPDl0qU1qqm8GVvGIjf+7REam5yNWzx5R4nFyLGWuBOgpXOwiJLFwGHRYbV6dKWTiSey+eSAbUXaoIbB6QzIsXStyelZqKPqJyxkNZhMfqaN8tnD1bunH4jU9oO2eqV/vpwko3FltEtGD+iPl8sOsDPtz1ISuPrQQgXh9Pm8g2bn9xurhi38Gcghy2nd/GxtM2I+to+lEA6oXU4+qmV9M3vi9J+vb89t67nNi9o8L5WkVRrFbS/vslAPqwHDoNKb+Hx5KZQVBICH7+6vkpDAmPJO3saef7XIuFgry8OqFXFRIRybmjh8m1mCnIz68T1+SKej5l1YizjqIKPFxQKARnyPmHPzboqJ90griO5ZtsOsV0YnaXZ1n584vkRO4jJHI7WYofX5+K5csjDQgRjenVsCM3duxJ32YNixlf+QUFzN/xBwt2/8IJy3Y02uOIGCt6TTBX1O9B7/jeDGo0qNRVUK64lulwuJFTdx7ml+UXCRIK1z5/Ff6lrIxS22ojcK8FFxYbp/oSOK44vksXj/8DqN+I1BnCuHDsSInba0pWpufEThz6ew3bj+hpevAg2tZlh+O0oWFuP9CeCNAEcH/S/UxoPYF9Kfs4mHaQA6kHOJB6gDUn1qBg0+EKDwqndWRr2kS0IVobzeZzm9lybgvZBdkEaALoFteN0S1H0ze+L/VFFGlnz5By5CTLls3AlFa5fK2iGL/5hgPm1uB/nsaJOq8fEF1Rm1ccbN+tU/sKa+aaM4xAHZk3wiMxZ6Q7F6HUhWtyRRpc2FXmQw0+pzJfEg5V5KRRzdj8YzY/vbOVm+bFEehFPpcr+ZlmAN4e+V+OB1zkQMoBdl/ax95L+zHlb+P3zGX8vhHE79E00Dane4NEWkTVZ8XBdRzO/BtFkwUCYgxNGZpwC1clDCApNolAv8ByX5PD+HCU6ci+mMoPb26lwD+Ma+9rjb5e6d4DNanMO3AamY4kUZWXwHElMFhLQLDWaXCpWZARbP8n5oyMEnMMTWmp1GvRqtrHERwSQPcRCWxcGcDulz+n+8cvIkqp7wg2D9fpg/u8On6UNop+DfvRr2E/Z5spz8ThtMNOA+xA6gEWHFhArjWXJiGNGRM1jHaiKdEWHZlHz5O2fg+rzqwiOyvTeYzQqJhK52u5kn3wELs+/JlLLW8lMHs7BXllFxf3hBoNLn14BNmmLPJzc/EPDHTWUawL3iB9RAQoCpdOJgOgrQPX5Io0uLAXna1kLkFN4rD6/aL09O+Xy69/BvHzrJWMfPWGcmmWODx7zeLb0lbXlWFNhzm3XTRf5O9ze1h1eBvbz+3llOkIp4//BcfBmh9CuEjk6sb9uavbMBqExpZ0Cq9xFjxOTcGam8cPz6wgI7AhVw4LoV7nsiUF1Jb8CsXV5uuShwtsk2fa2TOAugxhT2hDDVgL8sm1mAkqUslAURSyjDUnnNxhWAt2rz7O7uzONHjrPzR87MFS++vCwsnOzMRqLahQBYOQgBCSYpNIik1ytp0/8Q/fv/kKGefOYS3YzhG2c8R+rsj4hrTq2YfI+IZENIgnsn5DDLGxVVY9IT81lcMPTeNgwu1ENwgm1xzrsYC1N1gyM5yJ92rBVRrClopgBOrGvOFI6yl8UFP/NbkiDS5sCa9qCSdCoQfEnJFOj9vHcnrPx+zPTODvj9fS9a5BXh/HZEzDPyjIozpxjC6Gq5sN4upmtuOZcvL5ad8/7D53iglJXWhbv2q/CH7+AejCwslKS+G3Z77mnKYxXVqZaT36Sq/2LzS41PMFDdaH4hcQ4PTqOSZONRmNpWHLNTmDEBq0KkpK9kRheZ+MYgZXrsVMfk5OjT20+flpGPpgD5bO3cLGTacZ3vV3QgcMKLG/NjQMRbGSnZVVZT9g5w7ux3j6NF1HXEdMk2ZENrAZV8Eh1VsDVMnN5fhDj/N37GiETs9VUzrx+5erST9/rkLHy87MJLZJsyoeZfXiFD812nI/LXXIw+VYROE0uOrANbni+zVQagCH1IFaCAgKxi8gwGlkDJh9M9E5J9i8OZez2456fRyHyrw3XrGQIH/Gdm7J89cMqnJjy4E+Ioozf+/jQGYjEvQXueLREV7v6/AOqclYEUKgj4gsrB2WkUGwPtRZZkntOCZPtZRbKg2Hh86TFpdT9LQGPSX1EsLoPbo5l6I78sfr35N3uuQcLYcgpqM2XVXgWPXY76bbaT9gCPVbtq5+Y0tRODv7JbZaOmAKacBV/9eRiHohHgWEvcWSqZ7C1Q6c5X2cpbOMQN1IRXAYkxccuZ8qms+9Qd2zYBWgBpX5oggh3Jap+2mDGfZkfwLyzax6fxc56WavjmMyphES5juhVE2eIDXdQpRygavmlLwi0ROWzAw0fv6qqyUW4vJjYVG5QGhRHN+puhAWcKrNeyga76iQUNMPbZ2uakpCmxCONLiKXU+8ijXXc/F3b4pvlxdzRjrBoYYaXd2X9vXXbN9s4lJMEn3GtaJJe5uBq4+MIjsrk7zcnHIdLy8nm/zcHNX9qDs+Z1kuNQeDdCGqyUEuDWdx7pRLtgiAilaPesNlb3A5VObV5OECitVTDGvbjAGDQ7Bo9Kx6/gcURSnzGCZjmvOJorZJ3XmElPP+oGRx7QtX4x9UvsnD8aSqtrpb+ohIN4NL7fIJrjgmT7V5EDzhGlIsSm3p+AkhuPL/uqIP1fB38ABOzHnDYz+dSwpCVWFOT6tRQ9r0xx/s/PBnkpteQ9ve9eg4uFBN3ikp40UtVlfUmPcJ2Oc5jZuHS+1lfRz4+QcQbP//qAsPakW57A2uLJVJQjjwpHzd8paraB9+mlPmKLa+/2uZxzB7KFxdG2RfTOP7t7Yi/EJRlGyCIssfmlDjaiOwK+w7c7jSVZWDVhYOA0RXB65JW4rRUptzSKDWn+GP9CQ/2MCmA2Gkrfi+WB9HHkxVhhTNNShKmXv8OHuffp0DrW+hfkIoA25q4/Zg5SopUx6coqcqKevjQKOxFb43uXi46lKukyMXsi5dk4PL3uBSk8q8K7oSlK/7PT+RmNzjbNmucHz9fg972sjPzSXblFXrIcWs42dZPv17MgOiadsxBrAZguVFtQZXRCR52RZyLWaPKvtqxpFrUheWdhfNm3TFlJZKoFZLYHDthLOjG+oZcFNr0iJas+nDTeQccdcLCw4NBSGcsiNVgTk9vUb+Xwuysjj84FPsbHYruvBgrrmvE37+7j9bjlWGmWnlNLhU6uECd7V5c7pR9bIrrtSlVISiXPYGV2ENNHUtDXboAhVFExzENdOHEJyXzg9fnmTLB2s8hhcdT7u16dn7Z/kGFj3/BymaOHp1LqD5lT2BQi2u8mDJyFDlSjiHoZ+ZkmK7hjo0yTjC1XUhTFqYN1n8O2cTPa3d+aNdv0a06hxOcvyVbH/qTawmk3ObRuOHVh+Kxb4KtiqoCQ+XUlDAycefYlvoMKxaAyMe7II2tLjGn2MOK7eHS8UGlz4ikiyXmoN1JaQILqkIdeBBrSjS4LI/Fel8ILRWHrShBvKyLeR7SJQNbdmYsU92JTrvFJv/hhVPLCEn0+LWx1EgtDZCita8fNY9u4CffrQgBIy6tQFd7rm6MBm0IgaXClcbQWE45NLJ4yiKtU5NnIboGAK1WiLjPdfcUxu60LASkuZ9Y5XzwNs7EREh2Bl+NUdnvOz2oKULC6+yHK783FxyzKZqD/lceGMeWy80JjO0EUPv6kB0Q8+pBkG6EPyDgpx6dt6iZoPL4eGyWgvsc194bQ+pypAerjqMKS1NVSrzDspKhDW0bcYN/7mJ9qH/cCornAWP/cS5Hf84tztWuNS0wZWZfJZv71vA7gtxNAi8wMS5Q2jYLxGoeC6G1VpAdlaWOidOu2fk4vFjQN1Y2u0gUKvj/97/gta9+pXdWQVoDQaP3zeTMdUnciEDAv0Y/khPCArmz/MJXJq/wLlNazA4Fckri+MeVOfDQfry5fz9yynOx3Xniuub0ywppsS+QghCI6PIrEjSvBAE66tXzqI6CImwlcAxG422gvd16EHNkeYic7jqIL7ydFpeHN4cTzklDvy0wQx87U6G9s4jr0DDsv8cYvuna23V5WvBw3V02QYWvfgXKSKW7m3MjHprItrowonCIQSaVc4n1RyTCUWxqtLgchQ8dgr91YEEc1cCg7WqWzlaEtrQ4gtVFEXBlJrqfFiobcLjdAy5owMZhgQ2fXMQy65dgK20UlV5uBzpCLpqyv+07NzJznmLOdZsFC27xdDl6iZl7qOPiKpQ0nywPrTKFPBrkpDwSHsJnOOA+ktnueJMRahDRqSDy97g8pWn0/KiLYe2TqtJ1zD2sUQi8s6y6S8rPzy5hIwLl8Cel1LdFOTls3bmQlatysaPfK6b1JAej4xEU0QMUwjhtmrPW9QcGgjU6gjUaguF/lQYFr1c8LRQJcdkIj8v16ce2lp0q0di7xhONRjA1hn/JT8tDV2Y50U2FcGZ/1kNHoi88+fZ9/iL7Gt1C7ENdQy+rZ1XBnuF5o2sTFXOGVBolFw8kQzULeMkpkkCfv7+RDVsXNtDqXIue4PL5uHyjafT8lBeMcOIxBaMfXc8bXTJHM8IZ9dPOwjShlS7sFzGsTN8e98i9l6MpVHgeSa+djUN+rQvsb9NNbpiy7vVOnnqI6LISrkE1M28hbqCNtRArsVCfl6es83xWfU1WZm+N7UnJs6fvbEjOPTUbLR6A9lZmRTk51f62IUerqr9rOYcOcLhO+5nR6OJBBm0DH+wM/6B3nmf9JFRmNJSvNIfdJCdma7eOaNYzcHwWhxN1RIV34iHv1pGVB3J/XSlUgaXEOJRIcReIcQeIcQCIUSwECJBCPGXEOKIEGKRECLQ3jfI/v6IfXvTKrmCSqAoCoboWKIaqu8/tlAXyPul3v46LUPeuIPBPXPJt+aQmx3Eri/XVdcQObx0A4vmbCGVKHq2M3Ptv28iOLL0lYT6iMiKe7hUaqzoIwt/rKWHy3dxepVdEucd4pOOH0Bfwc9fwzUP98AvOJAt5k7krt8ElJ6C4C0mp8EVXuljOUhfuZJ9t9zDlujR5OkiGPFgZ0LCgrzeXx8ZRUF+frmuz5KhTikZcPFwOWsOqnPuK4m6koZQlAobXEKIeOAhoJuiKImAHzABmAvMUxSlBZAG3Gnf5U4gzd4+z96vVhFCMPGFV+k+6obaHkq5CdaFIDQaj6umyqLtHcMJj1MIIID1G/P5adpiLu4/jWL1/umwJFL2/MOWN1ew9L6v+N/P2QSQy/V3NKLbQyPLERpILdeTqppDilCYOB+kC8HPX12LNy4nPKnNOz1ckb5lcAGERgYz9P+SyNI35OgF22cs40DJ2nzeYk43EhCsJSAouNLHsubkcHbWLHbOnc/mTo+TGxHPNfd1IrZJ+b7LFVnhrFbtPijMvU09fRKh0VR7HUtJ1VDZeJI/oBVC5AE64CwwGLjJvv1zYBbwHnCd/TXAt8A7QgihlOeXVeJEaDS2JN4Kihnm5FhodkVbAv5J5rCxKcfeOoh/wU4iAzOJaxBEg86NaNSnLUFhulKPk3U2hWOrtnNy9wXOpwdjCQgH9ATlWWkReZ6BT48iKMJ7fSx9ZBT5uTnkmExerx5Su8HlSLiua0+pdQ3H58s1+dyp4+djHi4HTTtEM/i2tqz57BSk/83O5+YR8mAaYdeOrPAxq6qUTO6pU5x86FH25rTiZOIUYhrrGTalA4bo8gvIOlc4p6UQ27RZmf0VRbEbXOrT7oPCEjjZmRmEhEeovjj85UKFDS5FUU4LIV4HTgAW4H/ANsCoKIojUeAUEG9/HQ+ctO+bL4RIB6KASxUdw+WONtTzMvWyUBQFkzGN0OgY+j98O53W/c2JTUc4fyKLFJOW3Sf07D6ZDss3EWo1Eh2WT72WkTTq3YqwpnEcX72T41uOc/a8IMM/GtDglx9GjH8q7RIUEga2I6b7wGJJ8d7gOnGWx+DyDwjEP8j7EIQv4Xg6r0tlfeoihSHFwoccU1oqQboQAoIr7+2pLtr2rk9gcE++m/sNh+MHYX13LZ3++JMGM55Goyv9gcoTNoMrvFJjylyzhmMzX2F3wk2kxzamw6CG9BnTAr+AihkO5ZWUycu2UJCfr9qHNLCVwMmuY9Up6joVNriEEBHYvFYJgBFYDAyr7ICEEFOAKQCNG9e9VQpVic7gWYixLLJNWVgL8p2lV+L6dyGufxfndlPyaU6u28vZfee5eMnKSWMU/2z354/txwCbXpSwRhChXCAx5jxNrkig0eA++Gkrb/C4TpzRjcpeDg725d0qLFztwGlwyYnTp3FKsWS45nCpY5Vzg1YNAIht4k9y0HCMxw6TNOEOmr/2AsGtW5XrWOaMdMLj6lVoHEp+PhfffJODS/9kf+IjEKzjqtva0rJbXIWO5yAkPBKE8NrgUrtXHOxi3SeP10lF9rpKZUKKVwL/KIpyEUAIsRToA4QLIfztXq6GwGl7/9NAI+CUEMIfCAOKfTsURfkA+ACgW7duMtxYClpDmHNZcHko1OAK97g9pGk8bZrG08b+3pqdw/m/9nNqyzEyL5mp3z6OhGu6Exxd9T80jhWj5cvFUO9qI3AJKcqEeZ8mWK8HIdwMrqy0VLdFD76KI+ezYRstnYe1Ze1XsDG7AcYpz9Lu3tGEj7/R6wcWc7qRBi3blN2xCHnnL3Dy8cfZl9KA4x3vI6qBjmH/15HwuPJ72Yri5++PzhDmvcHlWNms4u+cs8izfFBTDZUxuE4AVwghdNhCikOArcBvwFhgITAJWG7vv8L+/g/79jUyf6ty2HK4yu/hcuSdePtkrgkOov6AJOoPSCr3ucrL5Zb8CoVGpvRw+TbOmoSZrknzqcS3aVeLo/IOodGgM4RhTjfS+or6xDY1sOq9nezwn0LqF/+j0x9/ET/7efzKyGmyWguwZGSgK+FhrSRMf/7JsadmsSv+BoxNmtOuT336jW/lteyDN5RHi6sueLicJXCkh0s1VCaH6y8hxLfA30A+sB2bZ+oHYKEQYra97WP7Lh8DXwohjgCp2FY0SiqB1hBGdlYm1oICNH7eT1xOD5ePaQcB+AcGEhxqKJcWlyUzA0NM5UIStUlIRCSxCc1p0KptbQ9FUga2ovG2hxxFUTClpfiU6Glp6FwK3kfUC2HcMz1Z/80h9m24ivQLx+g0bjItXn0ObceOJR4jOzPTVvPTi4eD/JQUTBs2kPX7OpL/PMa+9vdTEKRnyM1taNOrfpVdlwN9ZBSZFy941bdOGFzhdbfmYF2lUqsUFUV5DniuSPMxoIeHvtnAuMqcT+KOIwSVnZVZrqec2ixc7Q2hEZFOL5w3ZGeqVzEabOGQW195q7aHIfEC15XB2aYsCvILcyF9HZuxaHS+9w/0Y9AtbWnYJpLfPodN+jtIe+BlGjfyQ5vYnuDERILbJxLYtIlzFZyplLI+SkEBll27MK1fT9a69aQfPklqRFtS6yVxvuNwwmO1DPu/jkTFV4+EgT4ikrOHDnjVt9DgUq+xUlgCJ7x2ByLxmuqVGZdUK1qXAtbl+dJlGdPwDwgkUFv53InqIKQcoQFrQQHZJnUWrpaoD50hjNQzpwAw2T+jasjhAtsP87kjh4q1t+wWR0zjUH7+7y52+93NEWsmoX8fxbDmZ0IzPiDMmoq+bQuCExNJjTTYj2Wbe/IvXSJr/QZM69eRsekv0ogiJao9aQ1uJLOXIzcxkA5dYrni+mYEBlffT44+MgpLZgb5eXn4B5SuZ2fJzERoNARVYJWmrxAaZSvo7TC8JL6PNLhUTHnL+zgwG9MIiYjw2VV9+ogoLiYf86pvdlYmoO7kV4l60BoMmA/Yvm/OXEiVhBS1hpJlZMJjdYyd1oM9609z9kg6F45HcyElyb5VQZ+fRuifR8i3rAcDnJtyL7nh4RhPpZMaafNipSUNowB/NBqo3yKcxPZRNG4fSVS8vkbmGsfiE1NaCmGxpa+idCy0UbN+VYNWbbj2sek07dSl7M4Sn0AaXCqmIuV9wBZS1PloOBHsddHSjRTk55dZ67Eu5GJI1IM2NMyWx2S1FoqeqqQWq84QTq7FTH5uLv6BgcW2+wVo6DS4EZ0G20qdWTJzOZ+cwYXjmVw4nsGF5DgyL/qB5Xc2t5tGsIDshjYPkSEqmLZ2Ayu+dUS1erJKItT+/5CZ6o3Bpe6FNmCrlNKqZ5/aHoakHEiDS8U4JozyerhMxjQi6seX3bGWCI2MAkXBnG4kNCq61L5qL1wtURc6gwFFsZJtysLk9HD57sOLK44woDkjHUN0TJn9taGBNO0QTdMOtu+goiis/uQAu371I+nq1mSl5VC/eRiN20URFqutdY95ecRP64LBJVEf0uBSMU6Dq5wFaU3GNBq261AdQ6oSXCfOMg0u6eGS1CCueZNZaakEhYQQEKiOCgdalxQEbwyuogghyM81ERIeTp8bWlb18CqNPtI2V3hlcGVk+PRDp6Ruot4AtgQ/f3+CQkLKVd4nPy+P7KzMEkVPfYGQcmhxOQ0umcMlqQFcvcqmtFTVhBPBFlIEKlQOzEFVlPWpLoJCQvAPDPJqhbMlM0POGZIaRxpcKkdnCCtXSNGc7tuSEGAPKWLLxSgLp8Gll5OnpPpxraeYlZaimoR5cAkp2qUdKoI53UiIjxpcQgj0EZFlPqgVFq6Wc4akZpEGl8rRhpavnmKhBpfv/lBoQw1o/Py9Ej+1ZKYTEKz1mAQskVQ1hSuDMzAZ05zlVdRARVc1u2JOL58ETU3jjdp8jtmEYrVKg0tS40iDS+XYlnp7n8NlMhoB3/ZwCY0GfWSkU+eoNCwZ8klVUnM4PmvmdCNZqamERKonpBio1eHn71/hkKKiKJjT03zf4CrjQU3mfUpqC2lwqRxtaPlCiqZy1lGsLfQRZU+cIFcbSWoW/8BAAoK1pJ49jbUgXzVlfcAWctOGhVfY4Mq1mCnIz/d9gys1hdLK9NaFwtUSdSINLpWjMxiwZGaUOsG44ggp+vKkCbYyHZmpMvlV4nvoDAYuHv8HQFUGF4CunA9orji84748d+gjoiiwLwwqCadYsnxQk9Qw0uBSOVpDGNaCAnLMJq/6m9PT0IYayhQUrW28ycUA6eGS1DzaUAOpp08Cvp0L6QldWFiFk+YdC2582uDyQourLtRRlKgTaXCpnPImwmalpfl8OBFsE2detoUcs7nUftLgktQ0joccUE8dRQc6Q1i5K1M4cIQiHXOOL+LwOJYmDeGYK+W8IalppMGlcspb3sfs42V9HDifVEvJ48rPyyPXYpETp6RGcTU41Obh0hrCMGcYK7SvWQULbrz1cGn8/AnUamtqWBIJIA0u1VPe8j6mdHUsZfdm4syWq40ktUCw/fMWrA9VnRyJLiyc/Jwc8rKzy72vKd0IQvj0983hcSzL4NIaDLVeikhy+SENLpWjcxFiLAtFUTClparDw+WF2rxUmZfUBo7vnC97ekpC51KaqLxYMoxo9aFo/PyqelhVhp9/AFpDWNkGlz60BkclkdiQBpfKcRgb3kygOSYTBfn5qvihKF/yqzS4JDWH4zunV5EGl4PCFARjufc1GX23rI8rZWlxybxPSW0hDS6VExAUjH9QkFchRafKvAqWsgcEBRMUElLmxAnS4JLULI7VbWqThADX8j7l93CZ040+XYPVQWhkVKllwaRYsqS28G1tAIlXeFtP0WS0i56G+b6HC+zip6VocTkFDOXkKalBdHYPlxoeXIpSmfI+5gwjcc1aVvWQqhx9RBTnjh72uC0vL4+mA4YS1qAh+/fvr+GRSeoSwcHBNGzYkICAAK/3kQZXHUAbGobZixyuwjqKKjG4vAgNgC15WSKpKXSGcEClHi772CuSw+XLhatdCYmIxJxupCA/Dz9/9x/DUydP0qhlK+Lq1Sc0KrqWRihRO4qikJKSwqlTp0hISPB6PxlSrANoDYZyhhRVYnBFlC5+asnMICgkxOdFXCV1i7C4egy5417a9BlQ20MpNwHBthSE8oqf5uXmkGuxqCaHC8CUllZsmyXbQkhQEBo5Z0gqgRCCqKgossu52lcaXHUAXajBq1WKJmMafgEBBOlCamBUlUcfGYXJmIbVWuBxu0x+ldQGQgiSrh6h2s+etykIrljsOV9qMLhC7QaXpzwuxWpFCIFGI3/6JJWjIrIi8lNXB7CJGXrn4QoJj1CN/ow+MgrFai0xwVcaXBJJ+dF5OV+4YlJBWR8Hpa1wtlptNWdrU9rCaDTyn//8p9bOL6k9pMFVB9AawmxihjmluzcdBpdaKEsaQq42kkjKjy4svNyrFB391ZDDVdq8oVitgG8aXPn5+bUwGklNIg2uOkDhyqPSw4pmtRlcZYif2jxcvlvXTSLxRWyLbMprcBkBdXi4gvWh+AUEeFxwoyh2g0tTewbXtGnTOHr0KElJSXTv3p1+/foxatQo2rVrR3JyMomJic6+r7/+OrNmzQLg6NGjDBs2jK5du9KvXz8OHDhQS1cgqSgyc7AO4PDymDPSMcTEltgvy5hGfJt2NTWsSlOmh8teokMikXiPLiwMS7oRRVG8Ti9wGFzaMN9/wBFC2FY4e/Rw2UKKws+P51fuZd+ZihXyLol2DQw8d237Uvu88sor7Nmzhx07drB27VpGjBjBnj17SEhIIDk5ucT9pkyZwvvvv0/Lli3566+/uO+++1izZk2Vjl9SvUiDqw6g9aK8T0F+HtmZGaoqtqsLC0NoNB6fVPNyssnPzZEhRYmknOgMYRTk55NrMXu9gMacbiRQqyUgMKiaR1c16CMiPXu47EnzvpTH2qNHjzKlBbKysti0aRPjxo1ztuXk5FT30CRVjDS46gAOIcbSVh45czBUFFLUaPwIiYj0KH4qVeYlkoqhdamn6K3BZUpXR1kfB/qIKM7/c6RYu6JY0fj5IYQo0xNVU4SEFP4f+Pv7Y7XnmQFO2QGr1Up4eDg7duyo6eFJqhCZw1UH0HpRkNaUZjNa1FC42pXQCM/ip1JlXiKpGA7DqTyJ8+Z0IzqVVKgAu2hyaiqKori1K1YropaLb4eGhpKZmelxW1xcHBcuXCAlJYWcnBy+//57AAwGAwkJCSxevBiwCW/u3LmzxsYsqRoqZXAJIcKFEN8KIQ4IIfYLIXoJISKFEL8IIQ7b/42w9xVCiH8LIY4IIXYJIbpUzSVIgnQhaPz8S/VwOZZ161VmcNk8XB4MLunhkkgqhK4CBazN6UbnfmpAHxlFfm4OOSaTW7uiKLWaMA8QFRVFnz59SExMZOrUqW7bAgICePbZZ+nRowdDhw6lTZs2zm3z58/n448/plOnTrRv357ly5fX9NAllaSyIcW3gFWKoowVQgQCOuBpYLWiKK8IIaYB04CngGuAlva/nsB79n8llUQIgdZgwFzKKkWHyrzaPFz6yChO7t1VrN1pcMmkeYmkXGgrUE/RnG6kYVvfCMF5Q+GCm0sE6/XOdsVqReNX+4Gdr7/+usRtDz30EA899FCx9oSEBFatWlWdw5JUMxX+5AkhwoD+wMcAiqLkKopiBK4DPrd3+xy43v76OuALxcafQLgQon5Fzy9xRxtqwFLKUm9HmQs15WGAbeLMMZvIK1JCQXq4JJKK4fRweRlStBYUYMnKVNXc4TS40tzzPx05XBJJbVAZUz8BuAh8KoTYLoT4SAgRAsQpinLW3uccEGd/HQ+cdNn/lL3NDSHEFCHEViHE1osXL1ZieJcXOoOhVB0ukzGNYH0o/uWobO4LhDonTvewoiUzAyE0BIWoo0yRROIr+AcGEqjVee3hsmRmgKI4C1+rgVAPkjLWggIUa+2HFCWXL5UxuPyBLsB7iqJ0BkzYwodOFFvGouJh3xJRFOUDRVG6KYrSLSYmphLDu7zQhoaV7uFSmeipg5K0uCwZGQTr9XLylEgqQHnK+xSmI4RX44iqFof8jeu8kW3KAmpXZV5yeVMZg+sUcEpRlL/s77/FZoCdd4QK7f9esG8/DTRy2b+hvU1SBZRVT9FkTFWlwRVSgtq8rKMokVQcbViYU8y0LNSkMu/APzCQ4FCDm2fcEQGo7VWKksuXChtciqKcA04KIVrbm4YA+4AVwCR72yTAsZRiBXCbfbXiFUC6S+hRUkl0hjByTCYKSqjHZTIaVWlwOUIDmZ4MLpkwL5FUCJ0h3OuQouNBTk0hRYDQiEi3ecMRAZBecUltUdlVig8C8+0rFI8Bt2Mz4r4RQtwJHAdutPf9ERgOHAHM9r6SKsLh7bFkZjhrEDpQFMVWRzFCPSrzDgK1OgK1Wo85XOFx9WppVBKJutEZDJw7ctCrvmZ7SDFERSFFoFh5H8dCG19YpSi5PKmUwaUoyg6gm4dNQzz0VYD7K3M+Scm4lvcpanDlmE3k5+USoqKQgCv6iChMRdTmLZkZ1G/RqpZGJJGoG11YOOaMdJsQqKZ0A8SUbsTP359Ara6GRlc16COjuJB8zPnekpkBAVrp4ZLUGtLUryOUVt7H5HxCVV9IEUAfGUmmi4dLURQsGTKHSyKpKNrQMBSrlWyzqcy+lox0dGERPlV/0Bv0kVGY0o3ONAtfzOGaNWsWr7/+OgDPPvssv/76KwDr16+nffv2JCUlYbFYmDp1Ku3bty8mlArw3Xff8cILL5R4jrVr1yKE4KOPPnK27dixAyGE89wA+fn5xMTEMG2a29o3Bg4cSOvWrenUqRN9+vTh4MGDbu1JSUkkJSUxduxYr6/bz8/Pud+oUaM89nn00UedfVq1akW43cN68eJFhg0b5vW5fAlZS7GOUFp5H2dIQIUhRbB5uE7u3+N8n2uxYC3IlwaXRFJBdGEOLS4jWn1oqX3VVkfRgT4yChQFkzENQ3SMLe8zuh6aMjx6tYWr0TR//nymT5/OLbfcAsAHH3xAamoqfh6MxVdffZUVK1aUeuzExES++eYb7rrrLgAWLFhAp06d3Pr88ssvtGrVisWLF/Pyyy+7Gdjz58+nW7dufPDBB0ydOtV5Pkd7edFqtWXWhZw3b57z9dtvv8327dsBiImJoX79+mzcuJE+ffqU+9y1iTS46gi6UtSjs1Tv4YrClJbqDH8Uqsyrp9SIROJLOBLgLenpEN+o1L7mdHUuuNFHFErKOAwuncbFS/fTNDi3u2pPWq8DXPNKqV3mzJnD559/TmxsLI0aNaJr164ATJ48mZEjR2I0Gvnmm2/4+eef+emnn8jMzCQrK4uuXbsyffp0xo8f7zzWoUOHCAoKIjo6GoDFixfz/PPP4+fnR1hYGOvWrQOgSZMmZGRkcP78eWJjY1m1ahXDhw93G9eCBQt4+OGHee+99/jjjz/o3bt3sbH379+fN998szJ3qEIsWLCA559/3vn++uuvZ/78+dLgktQOwfpQEMJjeR+zSsv6ONBHRtnUrjMz0IWFO1cbSQ+XRFIxHCt8zaVo9zkwpxuJaZJQ3UOqcvRFRJOzszIRona9W9u2bWPhwoXs2LGD/Px8unTp4jS4HNx1111s2LCBkSNHOsN0er3eo0do48aNdOlSWJb4hRde4OeffyY+Ph6j0ejWd+zYsSxevJjOnTvTpUsXgoKCnNuys7P59ddf+e9//4vRaGTBggUeDa6VK1fSoUMH5/ubb74ZrVYLwNChQ3nttdeYP38+r732WrF9W7Rowbfffus8X7du3fD392fatGlcf/31Jd6z48eP888//zB48GBnW7du3ZgxY0aJ+/gq0uCqI2j8/AgO0Tu9P66YjGn4+fsTHKL3sKfvo3eRhrAZXLKsj0RSGRwhwrLK+yiKgjk9XZULboqKJlsyMtzDiWV4oqqD9evXM3r0aHQ62wKEkvKXvOXs2bO4CoT36dOHyZMnc+ONNzJmzBi3vjfeeCPjx4/nwIEDTJw4kU2bNjm3ff/99wwaNAitVssNN9zAiy++yJtvvukMYToMq6ZNm/L222879/MUUrz55pu5+eabSx338ePHiY+P59ixYwwePJgOHTrQvHlzj30XLlzI2LFj3cKpsbGxnDlzpoy743v4ZjBbUiG0hjDPSfNpqejC1Zf06sA1NACFya/S4JJIKobju1OW+GmOyYS1IF+VOVzaUAN+/v7Oeoq2cmDqnANLQqvVku1SZ/b9999n9uzZnDx5kq5du5KSUrjYqF69egQEBPDLL78wZIi7kMCCBQv49ddfadq0qXO/NWvWOLfPnz+fHTt28N1339GoUekh6Pnz5zuT3V3/XJPq4+NtVf2aNWvGwIEDnflZnli4cCETJ050a8vOznZ61tSENLjqELZ6ih4MLpXmYDgo9qTqzOGSBpdEUhEcHu/SyoEBmNLVWfQeQAhBSESU27xRlgRGddO/f3++++47LBYLmZmZrFy5slLHa9u2LUeOHHG+P3r0KD179uSFF14gJiaGkydPuvV/4YUXmDt3rpu3KCMjg/Xr13PixAmSk5NJTk7m3XffZcGCBRUa080338yOHTuK/TnCiWlpaeTk5ABw6dIlNm7cSLt27Twe68CBA6SlpdGrVy+39kOHDpGYmFih8dUmMqRYh9CGhpF2tni1JJMxjbBY9YqEhoRHIITGmYthycxA4+enOl0gicSX0IaFlxlSVGNZH1cc4qcF+fnkmE21bnB16dKF8ePH06lTJ2JjY+nevXuljte/f38ef/xxFEVBCMHUqVM5fPgwiqIwZMgQOnXqxO+//+7s7ykva9myZQwePNgtp+u6667jySefdBpGJeGawxUdHe2UtSiN/fv383//939oNBqsVivTpk1zGlzPPvss3bp1c4ZaFy5cyIQJE4p5Jn/77TdGjBhR5rl8DWlw1SF0hjDOHNpfrN1kTKNBqza1MKKqQePnhy48nKzUwtCANtRQ58IDEklNYitgbSy1j8MgU7PBdTH5GNlZmQC1njQP8Mwzz/DMM88Ua//ss888vgbIysryeCydTseVV17J6tWrufLKK1m6dGmxPgMHDmTgwIHF2mfNmuV8PWnSJLdtkZGRXLx4EbDpeHmipPay6N27N7t3e14dWlRPzHWMrqxYsYLly5d73ObL1P6nT1JlaA1hWDIzUKxWZ1tBfj6WjHRVhxTBlsfl9HBJ0VOJpNLoDGHOfMiSMNtDimpMmgfQR0SSlZri1CcUmrr3kPb0009jNptrexg1xsWLF3nssceIiFDfb5o0uOoQ2lBDMfVoxxNsSLg6RU8d6CMj3XIxpMElkVQOXVhYmUnz5nQjQmgIDi1dHNVX0UdGkZeTTfr5c4BveLiqmri4uEqvdlQTMTExpcpI+DJ179N3GeOpvI/ZrsVSJzxc0uCSSKoMrSEcS1YmVmtBiX3M6eloDQbV1h90LLi5ePwfgFrP4ZJc3shPXx3CU3kfx5Jo1RtckVFkZ2WSl5tjM7jkCkWJpFLoDAZQFLIzM0vso9ayPg5C7ZIyF084DK66F1KUqAdpcNUhtB7K+6i9cLUDV2mI7MxM6eGSSCpJofipscQ+5vQ0Z9kwNeKYNy6dSAbqZkhRoh7kp68OUVhPsTARVu1lfRw4Js6UkydQFKs0uCSSSqJzesRLTpw3Z6Sr2sMVEmnLXU07d5ZArdYnVjbr9VVX8eORRx5x1kv0xKxZsxBCuGl1vfnmmwgh2Lp1q7Ntx44dCCFYtWqV2/5+fn4kJSWRmJjIuHHjnMn5jnbH3yuveKfan56ezrXXXkunTp1o3749n376qcd+ubm5TJkyhVatWtGmTRuWLFkCwDvvvMMnn3zi1bl8EWlw1SEcRohreZ8sYxrBIXr8AwJqa1hVgj7CNnE6cjGkwSWRVI7CFARjiX3MRiMh4eE1M6BqICAwyFZnVlHq3JyRkpLCn3/+Sf/+/Uvt16FDBxYuXOh8v3jxYtq3b+/WZ8GCBfTt27eY2KlWq2XHjh3s2bOHwMBA3n//fbd2x9+0adO8GvO7775Lu3bt2LlzJ2vXruXxxx8nNze3WL85c+YQGxvLoUOH2LdvHwMGDADgjjvucCstpDakwVWH8A8MJCBY65bDZTamqd67BcWTX+va5CmR1DRl1VPMy84mLycbrSG85gZVDTge1nxtzlAUhalTp5KYmEiHDh1YtGgRAFarlfvuu482bdowdOhQhg8f7lRpd2XJkiUMGzbM+d4hINqxY0eeeOIJZ/v111/v1Kw6evQoYWFhREdHu41j8eLFfPbZZ/zyyy9upYJc6devn5unrCIIIcjMzERRFLKysoiMjMTfv7gc6CeffML06dMB0Gg0zvHqdDqaNm3K5s2bKzWO2kIKn9Yxipb3MRnT0KtQr6QoQboQ/IOCCg0uFeeVSCS+QLBeD0KUWN7HKSmj4pAi2B7WLp08Xszgmrt5LgdSD1TpudpEtuGpHk951Xfp0qXs2LGDnTt3cunSJbp3707//v3ZuHEjycnJ7Nu3jwsXLtC2bVvuuOOOYvtv3LjRWZ8wJSWFZcuWceDAAYQQGO2r0wEMBgONGjViz549LF++nPHjx7uF8jZt2kRCQgLNmzdn4MCB/PDDD9xwww1u58rPz+enn35yGngWi4WkpCTn9unTpzN+/HgeffRRfvvtt2JjnTBhAtOmTeOBBx5g1KhRNGjQgMzMTBYtWuReUBycY585cyZr166lefPmvPPOO8TFxQHQrVs31q9fT48ePby6z76ENLjqGFpDmJuHy2RMpX5L9arMOxBCEBoZRdpZW4V4X3talUjUhkbjhzbUUGLSvMn+w6dTcUgRCr3jvjZnbNiwgYkTJ+Ln50dcXBwDBgxgy5YtbNiwgXHjxqHRaKhXrx6DBg3yuP/Zs2eJiYkBICwsjODgYO68805GjhzJyJEj3fpOmDCBhQsX8vPPP7N69Wo3g2vBggVMmDDB2e+LL75wGlyuhlW/fv248847gcKQYlHmzZtX6jX//PPPJCUlsWbNGo4ePcrQoUPp168fBpdV5/n5+Zw6dYrevXvzxhtv8MYbb/DEE0/w5ZdfAhAbG8uBA1VrKNcU0uCqY+gMYc4SOIqiYDKqu3C1KyERkdLgkkiqEJ0hrMSQouPBTaf2kKLd4AouMmd464nyVbRarTP85+/vz+bNm1m9ejXffvst77zzDmvWrHH2HTlyJFOnTqVbt25uxk1BQQFLlixh+fLlzJkzB0VRSElJITMzk9DQ0BINq5Ioy8P16aefMm3aNIQQtGjRgoSEBA4cOODmrYqKikKn0zFmzBgAxo0bx8cff+zcnp2d7azfqDZkDlcdQxsahtkeIsi1WMjPzSEkQt0q8w70dk0d/4BA/F0KrUokkoqhM4SVHFK0l/VR8ypFKJw3fO0hrV+/fixatIiCggIuXrzIunXr6NGjB3369GHJkiVYrVbOnz9fYs3Ctm3bOnOqsrKySE9PZ/jw4cybN4+dO3e69dXpdMydO7dYDcfVq1fTsWNHTp48SXJyMsePH+eGG25g2bJlFbqmefPmuSXTF02qb9y4MatXrwbg/PnzHDx4kGbNmrkdQwjBtdde67zu1atXO4tbAxw6dIjExMQKja+2kQZXHUNrMJCdkWH3btUN0VMHzidVgyxcLZFUBdqw8JI9XI6QotoNLh8NKY4ePZqOHTvSqVMnBg8ezKuvvkq9evW44YYbaNiwIe3ateOWW26hS5cuhIUVz1kdMWKE0yjJzMxk5MiRdOzYkb59+/LGG28U6z9hwgS6dOni1rZgwQJGjx7t1nbDDTcUW61YFEeo0fHn7SrFmTNnsmnTJjp06MCQIUOYO3euMyHeNSds7ty5zJo1i44dO/Lll1/yr3/9y7lt48aNDB061Kvz+RoypFjH0IYayM/LJS8nu1D0NKxuGFyhPjpxSiRqRWcIK1EWwpyRblusonJJmfB69QEwRMfgef1dzZKVlQXYPDmvvfYar732mtt2jUbD66+/jl6vJyUlhR49etChQ4dix+nXrx/Tp0/HaDRSv359jyv3Zs2a5XEMDkPNkw7WqFGjnLUZHWMtSkFByeWgSqNBgwb873//87jNNXTZpEkTj/pi27dvp3379kRFRVXo/LWNNLjqGDoXtXmnwVUHVimC7z6pSiRqRWcII8dkoiA/Dz9/d8NK7WV9HETFN+LWuf8mpkmCapKtR44cidFoJDc3l5kzZ1KvXj2P/f71r39x4sQJwlW+sMFbLl26xIsvvljbw6gw0uCqY7jWUzSl1Y2yPg5CfDQXQyJRK7qwwuoUjgcaB+b0tDphcAHENm1WdicfoqS8raL07NmzegfiY6g1lOhA5nDVMVzL+5jS09D4+duUlusAMqQokVQtjhWIrlIyDszp6U6DTCKRVB5pcNUxXMv7mI1phIRH1JkE85CICAKCgjFEx9T2UCSSOoHWLhHg2eAyoqsj+Z8SiS8gQ4p1DNeQYlZaqqrroBXFzz+A215921mQViKRVA5HyNBSRPy0ID+f7KxMp8dcIpFUnkp7uIQQfkKI7UKI7+3vE4QQfwkhjgghFgkhAu3tQfb3R+zbm1b23JLiBGq1+Pn7Y8lIrzN1FF0Jr1efgECpwSWRVAUlhRQd5cHq0gObRFLbVEVI8WFgv8v7ucA8RVFaAGnAnfb2O4E0e/s8ez9JFSOEcJb3MaUb0YdLb5BEIvFMUEgIGj+/YgaXye7xqitJ8xKJL1Apg0sI0RAYAXxkfy+AwYCjtPnnwPX219fZ32PfPkTUleQiH0NrCMNkTMOckV7nPFwSiaTqcD6gFRE/dYQY1V7WR2JDURQGDx5MRkZGiX0GDhxI48aNURTF2Xb99dej1+vd+r355psEBweT7vKZWbt2LWFhYSQlJdG2bVuef/75Yu2Ov19//dWrMS9evJj27duj0WjYunWrs33+/Plux9NoNB7LD82aNYv4+Hhnvx9//BGA3bt3M3nyZK/GUNVU1sP1JvAkYLW/jwKMiqLk29+fAuLtr+OBkwD27en2/pIqRmcII+XkCVCUOiMJIZFIqgdP4qdOD5cMKfoU+fn5ZXfywI8//kinTp3c6ih6Ijw8nI0bNwJgNBo5e/ZssT4LFiyge/fuLF261K29X79+7Nixg61bt/LVV1/x999/u7U7/q688kqvxpyYmMjSpUvp37+/W/vNN9/sPNaXX35JQkKCm0q9K48++qiz7/DhwwHo0KEDp06d4sSJE16NoyqpcNK8EGIkcEFRlG1CiIFVNSAhxBRgCtjqLknKjzbUQGbKRUDmYEgkktLRGsKcOVsOzHaDK6QOhxTPvfQSOfurVgg1qG0b6j39dInbk5OTueaaa+jbty+bNm0iPj6e5cuXO4tE33PPPZjNZpo3b84nn3xCREQEAwcOJCkpiQ0bNjBx4kRWrlxJ586dWb9+PSaTiS+++IKXX36Z3bt3M378eGbPnl3svPPnz2fKlCkAmEwmbrzxRk6dOkVBQQEzZ85k/PjxgK38z8KFC+nbty9Lly5lzJgx7N2713mco0ePkpWVxX/+8x/mzJnD7bffXuxcISEhdO3alSNHjhAbG1vhe9m2bdsy+yxYsIAJEyaU+9jXXnstCxcu5Mknn6zI0CpMZTxcfYBRQohkYCG2UOJbQLgQwmHINQRO21+fBhoB2LeHASlFD6ooygeKonRTFKVbTIxc/l8RtC5PMSEyh0sikZSCzp7z6Yo5Ix3/gEACgrW1NKq6y+HDh7n//vvZu3cv4eHhLFmyBIDbbruNuXPnsmvXLjp06OAMywHk5uaydetWHn/8cQACAwPZunUr99xzD9dddx3vvvsue/bs4bPPPiMlpdjPKhs3bqRr164ArFq1igYNGrBz50727NnDsGHDnP2GDBnCunXrKCgoYOHChU5DzMHChQuZMGEC/fr14+DBg5w/f77YuVJSUvjzzz9p3749AOvXr3cLAR49ehSweb5c28sbcgRYtGgREydOLHH7O++8Q8eOHbnjjjtIswuBA3Tr1o3169d7fZ6qosIeLkVRpgPTAewericURblZCLEYGIvNCJsELLfvssL+/g/79jWKa7BYUmXoQguXcsuQokQiKQ2dhxwu2wrn8Dqj4eeJ0jxR1YlrCKxr164kJyeTnp6O0WhkwIABAEyaNIlx48Y59ylq+DhqHXbo0IH27dtTv76tXmSzZs04efJksVqDqamphIaGOvd5/PHHeeqppxg5ciT9+vVz9vPz86Nv374sXLgQi8VC06ZN3Y6zYMECli1bhkaj4YYbbmDx4sU88MADgM2w6ty5MxqNhmnTptG+fXvWrl1Lv379+P7774vdh8oaPH/99Rc6nY7ExESP2++9915mzpyJEIKZM2fy+OOP88knnwAQGxvLmTNnKnX+ilAdOlxPAQuFELOB7cDH9vaPgS+FEEeAVKD8fkCJV2gN0uCSSCTeoQsLJy/bQl5ujlNypa7UUfRFgoIKZW38/PywWCxl7hMSEuLxGBqNxu14Go3GY56Xv78/VqsVjUZDq1at+Pvvv/nxxx+ZMWMGQ4YM4dlnn3X2nTBhAqNHjy5W+Hr37t0cPnzYWV4nNzeXhIQEp8FVkmFVEv369SMzM7NY++uvv+5VntfChQtL9W7FxcU5X999992MHDnS+T47Oxuttua9t1VicCmKshZYa399DOjhoU82MK5ou6TqcYgVBoWE4B8YWMujkUgkvozWpeB9QLQt58acke4spSWpfsLCwoiIiGD9+vX069ePL7/80untqgpat27NsWPHaNGiBWfOnCEyMpJbbrmF8PBwPvroI7e+/fr1Y/r06cWMmQULFjBr1iymT5/ubEtISOD48eMVGlNlPFxWq5Vvvvmm1GOcPXvW6flbtmyZmyfs0KFDJXrGqhNZ2qcO4sjhCpFlOSQSSRm41l91IMv61Dyff/45U6dOpWPHjuzYscPN61RZRowY4SyIvXv3bnr06EFSUhLPP/88M2bMcOsrhOCJJ54gOjrarX3hwoWMHj3arW306NEsXLiw1HMXzeH69ttvS+3vYNmyZTRs2JA//viDESNGcPXVVzu3rVu3jkaNGtGsmXtR8rvuusspIfHkk0/SoUMHOnbsyG+//ca8efOc/X777TdGjBjh1TiqEuHLaVTdunVTXPU3JN6Rcuoknz1+L43adeDG516u7eFIJBIf5syh/SyYOZUx02aR0LkbitXKvJuvp8d1Y+k74bbaHl6Vsn//fq9Wv9U1zp49y2233cYvv/xS20OpdXJychgwYAAbNmzA379yQT5PnychxDZFUbp56i89XHUQp4crQq5QlEgkpVO0vE+2KQvFapV1FOsQ9evX5+677y5V+PRy4cSJE7zyyiuVNrYqgixeXQfR6kPR+PlLg0sikZSJa8F7KNTgkknzdYsbb7yxtofgE7Rs2ZKWLVvWyrmlwVUHERoNo5+cSVTjJrU9FIlE4uMEarX4BQQ4DS2T0favNLgkkqpFGlx1lKZJXWt7CBKJRAUIIdAZwp1q844yP9LgkkiqFpnDJZFIJJc5WoNBhhQlkmpGGlwSiURymaMLC3eqzZvTjQiNBq0+tJZHdXkzfPhwjPbwbkk8++yz5SqF48ratWvdxEBd2b59O3feeWeJ+yYnJyOEcJOUuHTpEgEBAU4hVAdJSUnF6h1OnjzZqbjfpUsX/vjjj2LtSUlJ9O7d2+vrueOOO4iNjS2mrzV+/Hjn8Zo2bVpioet58+bRvn17EhMTmThxItnZ2YBNCPbw4cNej6M0pMElkUgklzm2eopGwK7BZQhDaOTPQ22gKApWq5Uff/yR8PDwUvu+8MILXqmyl5eXXnqJhx56qNQ+CQkJ/PDDD873ixcvdtZPdLB//34KCgqchbZdee2119ixYwevvPIK//d//1esfceOHWzatMnrMU+ePJlVq1YVa1+0aJHzeDfccANjxowp1uf06dP8+9//ZuvWrezZs8dZSxJsJYJeffVVr8dRGvIbJZFIJJc5WkMYlowMFEWRZX2qmTfeeIPExEQSExN58803AZvHqHXr1tx2220kJiZy8uRJmjZtyqVLlwB48cUXad26NX379mXixIm8/vrrgM3IcAiJNm3alOeee44uXbrQoUMHDhw4AMDmzZvp1asXnTt3pnfv3hw8eLDU8WVmZrJr1y46deoEwO+//+70EHXu3NlZjken09G2bVun0OiiRYuKrYRcsGABt956K1dddRXLly/HE/379+fIkSPlvY0ejxMZWfLKfEVR+Oabb0osB5Sfn4/FYiE/Px+z2UyDBg0Am/L+r7/+6rFkUnmRSfMSiURymaMzhJGfm0NeTjaW9PTLwuBa/80hLp3MqtJjRjfS0+/GViVu37ZtG59++il//fUXiqLQs2dPBgwYQEREBIcPH+bzzz/niiuucNtny5YtLFmyhJ07d5KXl0eXLl3o2tXzoqjo6Gj+/vtv/vOf//D666/z0Ucf0aZNG9avX4+/vz+//vorTz/9NEuWLClxjFu3bnULy73++uu8++679OnTh6ysLIKDg53bJkyYwMKFC4mLi8PPz48GDRq4FYVetGgRv/zyCwcOHODtt9/mpptuKna+lStX0qFDB+f7qVOnMnv2bADat2/P/Pnz+e2333j00UeL7avT6bz2gq1fv564uDiPkhDx8fE88cQTNG7cGK1Wy1VXXcVVV10F2OpTtmjRgp07d5Z4371FGlwSiURymeMwsMzp6ZjSjYTXb1C7A6qjbNiwgdGjRzuLUY8ZM4b169czatQomjRpUszYAti4cSPXXXcdwcHBBAcHc+2115Z4fEe4rGvXrixduhSA9PR0Jk2axOHDhxFCkJeXV+oYz549S0xMjPN9nz59eOyxx7j55psZM2YMDRs2dG4bNmwYM2fOJC4ujvHjx7sdZ+vWrURHR9O4cWPi4+O54447SE1NdXqhHIZVTEwMH3/8sXO/1157jbFjx7oda9CgQezYsaPUcZfFggULSvRupaWlsXz5cv755x/Cw8MZN24cX331FbfccgsAsbGxnDlzRhpcEolEIqkcDlV5c7rRXkcxvHYHVAOU5omqDRxGWGUICgoCwM/PzxkCmzlzJoMGDWLZsmUkJyczcODAUo+h1WqdCeMA06ZNY8SIEfz444/06dOHn3/+2enlCgwMpGvXrvzrX/9i3759rFixwrnfggULOHDgAE2bNgUgIyODJUuWcPfddwOeDauSqKyHKz8/n6VLl7Jt2zaP23/99VcSEhKchuaYMWPYtGmT0+DKzs5Gq9V6NdbSkDlcEolEcpnjMLjSL54nPzdHlvWpJvr168d3332H2WzGZDKxbNky+vXrV+o+ffr0YeXKlWRnZ5OVlcX3339frnOmp6cTHx8PwGeffVZm/7Zt27rlVB09epQOHTrw1FNP0b17d2dumIPHH3+cuXPnuuVPWa1WvvnmG3bv3k1ycjLJycksX76cBQsWlGvsDhwerqJ/3oYTf/31V9q0aePmnXOlcePG/Pnnn5jNZhRFYfXq1W41Eg8dOlRs9WNFkAaXRCKRXOY4PFopJ48DEBIeUYujqbt06dKFyZMn06NHD3r27Mldd91F586dS92ne/fujBo1io4dO3LNNdfQoUMHwsK8N4iffPJJpk+fTufOnb1K/G7Tpg3p6enO5Pg333yTxMREOnbsSEBAANdcc41b//bt2zNp0iS3tvXr1xMfH+9MPAdbUvu+ffs4e/ZsqeefOnWqM0k/KSmJ3Nxcr65z4sSJ9OrVi4MHD9KwYUO3MOXChQuLhRPPnDnD8OHDAejZsydjx451LjiwWq1MmTIFgPPnz6PVaqlXr55X4ygNoShKpQ9SXXTr1k1xrICQSCQSSfWQl5PNv28bS7OuPTi2bTNjpj9PQh2sVrF//343z4VayMrKQq/XYzab6d+/Px988AFdunSptvPNmzeP0NBQ7rrrrmo7h1qYN28eBoPBoy6Zp8+TEGKboijdPB1LergkEonkMicgKJiAoGCnh0uGFH2LKVOmOEVCb7jhhmo1tsCmPeXIB7vcCQ8PL+bBqygyaV4ikUgkaA1hpF84D4CuDMFNSc3y9ddf1+j5goODufXWW2v0nL7K7bffXmXHkh4uiUQikaBzyQuSHi6JpOqRBpdEIpFInEZWcIgeP/+AWh6NRFL3kAaXRCKRSNDaDa7LQYNLIqkNpMElkUgkEqehJQ0uiaR6kAaXRCKRSJwhRWlwSSTVgzS4JBKJRCINLhVy9uxZRo4cWWofIYSzRA3YytzExMQU2+/6668vVstx1qxZxMfHk5SURGJiorN0j2u7489oNJY5XrPZzIgRI2jTpg3t27dn2rRpzm3vv/8+HTp0ICkpib59+7Jv374Sj1NQUEDnzp3drmHChAkcPny4zDHUJtLgkkgkEomLwSVXKKqFN954w1mbsCRCQkLYs2cPFosFgF9++cVZ6seB0Whk27ZtpKenc+zYMbdtjz76KDt27GDx4sXccccdWK1Wt3bHX7iXUiJPPPEEBw4cYPv27WzcuJGffvoJgJtuuondu3ezY8cOnnzySR577LESj/HWW28VExy99957efXVV70aQ20hdbgkEolEgtbu2QoJuzzK+vz22QdcOH6s7I7lILZJMwZNnlLi9uTkZIYNG8YVV1zBpk2b6N69O7fffjvPPfccFy5cYP78+fTo0YPNmzfz8MMPO4smf/rpp7Ru3brY8ZYsWcLs2bMB2Lt3L7fffju5ublYrVaWLFlCy5YtARg+fDg//PADY8eOZcGCBUycOJH169c7j7N06VKuvfZa4uLiWLhwIU8//XSxc7Vt2xZ/f38uXbpU4fuj0+kYNGgQYCt83aVLF06dOgWAwWBw9jOZTAghPB7j1KlT/PDDDzzzzDO88cYbzvZ+/foxefJk8vPz8ff3TdNGergkEolEQnSjxnQaeg0JnT1WJZFUEUeOHOHxxx/nwIEDHDhwgK+//poNGzbw+uuv89JLLwG2eobr169n+/btvPDCCx4NoH/++YeIiAinIvz777/Pww8/zI4dO9i6datboeYJEyawcOFCsrOz2bVrFz179nQ7lsMImzhxYokFpv/66y80Gg0xMTGAreSNI5zoMKIOHjzoFmYsLeRoNBpZuXIlQ4YMcba9++67NG/enCeffJJ///vfHsfxyCOP8Oqrr6LRuJsvGo2GFi1asHPnTo/7+QK+aQZKJBKJpEbx8w/gyrvur+1h1BileaKqk4SEBDp06ADYCj8PGTIEIQQdOnQgOTkZgPT0dCZNmsThw4cRQpCXl1fsOGfPnnUaPwC9evVizpw5nDp1ijFjxji9WwAdO3YkOTmZBQsWOAs2Ozh//jyHDx+mb9++CCEICAhgz549JCYmAjbD6quvviI0NJRFixY5PU+PPvooTzzxhNuxWrduzY4dO8q8B/n5+UycOJGHHnqIZs2aOdvvv/9+7r//fr7++mtmz57N559/7rbf999/T2xsLF27dmXt2rXFjhsbG8uZM2fo2tU364BKD5dEIpFIJDWEa41CjUbjfK/RaMjPzwdg5syZDBo0iD179rBy5Uqys7OLHUer1bq133TTTaxYsQKtVsvw4cNZs2aNW/9Ro0bxxBNPMHHiRLf2b775hrS0NBISEmjatKnTMHPgyNVav349/fr1K/XavPVwTZkyhZYtW/LII494PM6ECRP47rvvirVv3LiRFStW0LRpUyZMmMCaNWvcFgQ4QrC+SoU9XEKIRsAXQBygAB8oivKWECISWAQ0BZKBGxVFSRM2s/gtYDhgBiYrivJ35YYvkUgkEkndIj093ZnY/tlnn3ns06pVK6dHDODYsWM0a9aMhx56iBMnTrBr1y4GDx7s3H7HHXcQHh5Ohw4d3LxDCxYsYNWqVfTq1QuwhSqvvPJK5syZU+5xe+PhmjFjBunp6Xz00Udu7YcPH3Z65X744Qc3D52Dl19+mZdffhmAtWvX8vrrr/PVV185tx86dMjpmfNFKuPhygceVxSlHXAFcL8Qoh0wDVitKEpLYLX9PcA1QEv73xTgvUqcWyKRSCSSOsmTTz7J9OnT6dy5s9PrVZSQkBCaN2/OkSNHAJunKjExkaSkJPbs2cNtt93m1r9hw4Y89NBDbm3JyckcP37cTQ4iISGBsLAw/vrrr1LH6JrDlZSU5Gb8lcSpU6eYM2cO+/bto0uXLiQlJTkNr3feeYf27duTlJTEG2+84QwnnjlzplgY1BPnz59Hq9VSr169MvvWFkJRlKo5kBDLgXfsfwMVRTkrhKgPrFUUpbUQ4r/21wvs/Q86+pV0zG7duilbt26tkvFJJBKJ5PJm//79xeQE1MyyZcvYtm2bc6Xi5cy8efMwGAzceeedNXZOT58nIcQ2RVE8rjypkqR5IURToDPwFxDnYkSdwxZyBIgHTrrsdsre5mZwCSGmYPOA0bhx46oYnkQikUgkdY7Ro0eTkpJS28PwCcLDw7n11ltrexilUumkeSGEHlgCPKIoSobrNsXmPiuXC01RlA8URemmKEo31xUYEolEIpFI3Lnrrrtqewg+we233+6z+lsOKmVwCSECsBlb8xVFWWpvPm8PJWL/94K9/TTQyGX3hvY2iUQikUhqhKpKo5Fc3lTkc1Rhg8u+6vBjYL+iKG+4bFoBTLK/ngQsd2m/Tdi4AkgvLX9LIpFIJJKqJDg4mJSUFGl0SSqFoiikpKQQHBxcrv0q43/rA9wK7BZC7LC3PQ28AnwjhLgTOA7caN/2IzZJiCPYZCFur8S5JRKJRCIpFw0bNuTUqVNcvHixtociUTnBwcFuav7eUGGDS1GUDYDnYkcwpGiDPZ/r8pExlkgkEolPERAQQEJCQm0PQ3KZIpXmJRKJRCKRSKoZaXBJJBKJRCKRVDPS4JJIJBKJjL+vxgAABshJREFURCKpZqpMab46EEJcxJZ4r0aigUu1PYhaRt4DeQ9A3oPL/fpB3gOQ9wAuj3vQRFEUjyKiPm1wqRkhxNaS5P0vF+Q9kPcA5D243K8f5D0AeQ9A3gMZUpRIJBKJRCKpZqTBJZFIJBKJRFLNSIOr+vigtgfgA8h7IO8ByHtwuV8/yHsA8h7AZX4PZA6XRCKRSCQSSTUjPVwSiUQikUgk1Yw0uAAhxDAhxEEhxBEhxDSX9gfsbYoQIrqU/T8WQuwUQuwSQnwrhNDb24OEEIvsx/hLCNG0hP0nCSEO2/8mubQHCiE+EEIcEkIcEELcUIWXXXQMtX0PVgkhjEKI74u0z7ePa48Q4hMhREAVXbKnMfjqPRgihPhbCLFDCLFBCNGiii656Pmr6/r728efL4QYW4HzJ9jv2xH7fQysqmsuxxhq+x4IIcQc+1ywXwjxUFVdcznGUFP34BMhxAUhxJ4i7a8J2zy4SwixTAgRXgWXW9IYfPUeJAkh/rTPBVuFED2q4no9nL+k6/dqPi7pO6umuaBaUBTlsv4D/ICjQDMgENgJtLNv6ww0BZKB6FKOYXB5/QYwzf76PuB9++sJwCIP+0YCx+z/RthfR9i3PQ/Mtr/WlDYGNd8D+7YhwLXA90Xah2Or2SmABcC9l+E9OAS0dTnWZyq7/qZAR+ALYGwFzv8NMMH++n2VfgYqew9ut++rsb+PrYv3wN6vP9AF2FOk/SrA3/56LjD3MrwH/wOusb8eDqyt4ev3aj4u6TtbBd+DGpkLqutPerigB3BEUZRjiqLkAguB6wAURdmuKEpyWQdQFCUDbE+hgBZwJMZdB3xuf/0tMMTex5WrgV8URUlVFCUN+AUYZt92B/Cy/RxWRVGqSzCutu8BiqKsBjI9tP+o2AE2A+Urz+49PnsP7Mcx2F+HAWe8vKbyUG3XryhKsqIouwBrec9vP9ZgbPcNbPfx+vJfnlf45D2wb7sXeEFRFKv9eBcqcH3eUNv3AEVR1gGpHtr/pyhKvv3tn6hwLqjsPaD254Iy5+PSvrMqmguqBWlwQTxw0uX9KXtbuRBCfAqcA9oAbxc9tn2iSAeivDm/i7v8RbsLdrEQIq684/KS2r4H3hw7ALgVWFXefb3El+/BXcCPQohT2O7BK+UdlxdU5/VX5vxRgNHlh7ZC46rkGMpFNdwDgObAeHsY6SchRMvyjqsKxuA1lbgH3nIH8FM1HBd8+x48ArwmhDgJvA5Mr6LjulLm9ZcxH1f2O+sLc0G1IA2uKkJRlNuBBsB+YHwVHNIf29PDJkVRugB/YPuC+SzVcA9c+Q+wTlGU9VV83Cqlmu7Bo8BwRVEaAp9iC1H4JNX8GVAF1XQPgoBsxabS/SHwSRUdt1qozs+BEOIZIB+YX5XHrWqq6R7cCzyqKEojbPPCx1V03PKiivnY15AGF5wGGrm8b2hvKxEhxM/2pMWPXNsVRSnA5v50JLc7jy2E8MfmAk7x8vwpgBlYam9fjC2mXx3U9j0oFSHEc0AM8Fh59isnPnkPhBAxQCdFUf6yNy0CenuzbzmpzuuvzPlTgHD7ffNqXJXAV+8B2J7mHXPBMmx5MNVBbd+DUhFCTAZGAjfbw1rVgS/fg0m4/yZUR9J8qdfvaT4ucv2V/c76wlxQLUiDC7YALe2rHwKxJTWvKG0HRVGuVhQlSVGUu4SNFuCMXY8CDti7rsD2BQEYC6zxMEn8DFwlhIgQQkRgSwz92d5vJTDQ3m8IsK8yF1oKtX0PSkQIcRe2PLeJjvyVasJX70EaECaEaGV/PxTbE3NVU53XX+Hz2+/Tb9juG9ju4/JyXVklx1DaDjVxD+zbvgMG2V8PwLaQojqo7XtQIkKIYcCTwChFUcxVccwS8Nl7gC1na4D99WDgcBUd15USr7+k+dj1+qvgO+sLc0H1oPhA5n5t/2FbeXEI28qIZ1zaH8L2ZJmP7YP+kYd9NcBGYDewB5ub22DfFoztKeQItgTDZiWc/w57nyPA7S7tTYB1wC5gNdC4Dt+D9cBFwGI/39X29nz7mHbY/569DO/BaPtxdwJrS9rfh6+/u31/E7an1L3lPH8z+307Yr+PQSr8DFT2HoQDP9iP/Qc2r2ddvQcLgLNAnr3/nfb2I9hye3bY/96/DO9BX2AbtrngL6BrDV+/V/MxJXxnq+B7UGNzQXX8SaV5iUQikUgkkmpGhhQlEolEIpFIqhlpcEkkEolEIpFUM9LgkkgkEolEIqlmpMElkUgkEolEUs1Ig0sikUgkEomkmpEGl0QikUgkEkk1Iw0uiUQikUgkkmpGGlwSiUQikUgk1cz/Azp9UXUgNCS+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 6))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.plot(test.to_pd(), label=\"true\")\n",
    "series = [(\"original\", base), (\"norm\", norm), (\"log\", log), (\"ma\", ma), (\"diff\", diff)]\n",
    "smapes = {name: ForecastMetric.sMAPE.value(test, ts) for name, ts in series}\n",
    "\n",
    "for name, ts in sorted(series, key=lambda ns: smapes[ns[0]]):\n",
    "    smape = smapes[name]\n",
    "    if smape <= max(50, sorted(smapes.values())[:2][-1]):\n",
    "        ax.plot(ts.to_pd(), label=f\"{name} (sMAPE={smape:.1f})\")\n",
    "ax.legend()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}