{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example: N-steps-ahead prediction - F-16 Ground Vibration Test benchmark\n",
    "\n",
    "**Note**: The following examples do not try to replicate the results of the cited manuscripts. Even the model parameters such as ylag and xlag and size of identification and validation data are not the same of the cited papers. Moreover, sampling rate adjustment and other different data preparation are not handled here."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**The following text was taken from the link http://www.nonlinearbenchmark.org/#F16**. \n",
    "\n",
    "**Note**: The reader is reffered to the mentioned website for a complete reference concerning the experiment. For now, this notebook is just a simple example of the performance of SysIdentPy on a real world dataset. A more detailed study of this system will be published in the future.  \n",
    "\n",
    "> The F-16 Ground Vibration Test benchmark features a high order system with clearance and friction nonlinearities at the mounting interface of the payloads.\n",
    "\n",
    "> The experimental data made available to the Workshop participants were acquired on a full-scale F-16 aircraft on the occasion of the Siemens LMS Ground Vibration Testing Master Class, held in September 2014 at the Saffraanberg military basis, Sint-Truiden, Belgium.\n",
    "\n",
    "> During the test campaign, two dummy payloads were mounted at the wing tips to simulate the mass and inertia properties of real devices typically equipping an F-16 in ﬂight. The aircraft structure was instrumented with accelerometers. One shaker was attached underneath the right wing to apply input signals. The dominant source of nonlinearity in the structural dynamics was expected to originate from the mounting interfaces of the two payloads. These interfaces consist of T-shaped connecting elements on the payload side, slid through a rail attached to the wing side. A preliminary investigation showed that the back connection of the right-wing-to-payload interface was the predominant source of nonlinear distortions in the aircraft dynamics, and is therefore the focus of this benchmark study.\n",
    "\n",
    "> A detailed formulation of the identification problem can be found here. All the provided files and information on the F-16 aircraft benchmark system are available for download here. This zip-file contains a detailed system description, the estimation and test data sets, and some pictures of the setup. The data is available in the .csv and .mat file format.\n",
    "\n",
    "> Please refer to the F16 benchmark as:\n",
    "\n",
    "> J.P. Noël and M. Schoukens, F-16 aircraft benchmark based on ground vibration test data, 2017 Workshop on Nonlinear System Identification Benchmarks, pp. 19-23, Brussels, Belgium, April 24-26, 2017."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pip install sysidentpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sysidentpy.model_structure_selection import FROLS\n",
    "from sysidentpy.basis_function._basis_function import Polynomial\n",
    "from sysidentpy.metrics import root_relative_squared_error\n",
    "from sysidentpy.utils.generate_data import get_siso_data\n",
    "from sysidentpy.utils.display_results import results\n",
    "from sysidentpy.utils.plotting import plot_residues_correlation, plot_results\n",
    "from sysidentpy.residues.residues_correlation import compute_residues_autocorrelation, compute_cross_correlation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preparing the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "f_16 = pd.read_csv(r'examples/datasets/f-16.txt', header=None, names=['x1', 'x2', 'y'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(32768, 3)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f_16.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f_16[['x1', 'x2']][0:500].plot(figsize=(12, 8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f_16['y'][0:2000].plot(figsize=(12, 8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "x1_id, x1_val = f_16['x1'][0:16384].values.reshape(-1, 1), f_16['x1'][16384::].values.reshape(-1, 1)\n",
    "x2_id, x2_val = f_16['x2'][0:16384].values.reshape(-1, 1), f_16['x2'][16384::].values.reshape(-1, 1)\n",
    "x_id = np.concatenate([x1_id, x2_id], axis=1)\n",
    "x_val = np.concatenate([x1_val, x2_val], axis=1)\n",
    "\n",
    "y_id, y_val = f_16['y'][0:16384].values.reshape(-1, 1), f_16['y'][16384::].values.reshape(-1, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 2, 3, 4, 5, 6, 7, 8, 9]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x1lag = list(range(1, 10))\n",
    "x2lag = list(range(1, 10))\n",
    "x2lag"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sysidentpy.model_structure_selection.forward_regression_orthogonal_least_squares.FROLS at 0x29a70c6aeb0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "basis_function = Polynomial(degree=1)\n",
    "\n",
    "model = FROLS(\n",
    "    order_selection=True,\n",
    "    n_info_values=39,\n",
    "    extended_least_squares=False,\n",
    "    ylag=20, xlag=[x1lag, x2lag],\n",
    "    info_criteria='bic',\n",
    "    estimator='least_squares',\n",
    "    basis_function=basis_function\n",
    ")\n",
    "\n",
    "model.fit(X=x_id, y=y_id)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Defining the forecasting horizon\n",
    "\n",
    "To perform a n-steps-ahead prediction you just need to set the \"steps_ahead\" argument.\n",
    "\n",
    "**Note** The default value for steps_ahead is None and it performs a infinity-steps-ahead prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.09660138527969904\n",
      "   Regressors   Parameters             ERR\n",
      "0      y(k-1)   1.8387E+00  9.43378253E-01\n",
      "1      y(k-2)  -1.8938E+00  1.95167599E-02\n",
      "2      y(k-3)   1.3337E+00  1.02432261E-02\n",
      "3      y(k-6)  -1.6038E+00  8.03485985E-03\n",
      "4      y(k-9)   2.6776E-01  9.27874557E-04\n",
      "5     x2(k-7)  -2.2385E+01  3.76837313E-04\n",
      "6     x1(k-1)   8.2709E+00  6.81508210E-04\n",
      "7     x2(k-3)   1.0587E+02  1.57459800E-03\n",
      "8     x1(k-8)  -3.7975E+00  7.35086279E-04\n",
      "9     x2(k-1)   8.5725E+01  4.85358786E-04\n",
      "10     y(k-7)   1.3955E+00  2.77245281E-04\n",
      "11     y(k-5)   1.3219E+00  8.64120037E-04\n",
      "12    y(k-10)  -2.9306E-01  8.51717688E-04\n",
      "13     y(k-4)  -9.5479E-01  7.23623116E-04\n",
      "14     y(k-8)  -7.1309E-01  4.44988077E-04\n",
      "15    y(k-12)  -3.0437E-01  1.49743148E-04\n",
      "16    y(k-11)   4.8602E-01  3.34613282E-04\n",
      "17    y(k-13)  -8.2442E-02  1.43738964E-04\n",
      "18    y(k-15)  -1.6762E-01  1.25546584E-04\n",
      "19    x1(k-2)  -8.9698E+00  9.76699739E-05\n",
      "20    y(k-17)   2.2036E-02  4.55983807E-05\n",
      "21    y(k-14)   2.4900E-01  1.10314107E-04\n",
      "22    y(k-19)  -6.8239E-03  1.99734771E-05\n",
      "23    x2(k-9)  -9.6265E+01  2.98523208E-05\n",
      "24    x2(k-8)   2.2620E+02  2.34402543E-04\n",
      "25    x2(k-2)  -2.3609E+02  1.04172323E-04\n",
      "26    y(k-20)  -5.4663E-02  5.37895336E-05\n",
      "27    x2(k-6)  -2.3651E+02  2.11392628E-05\n",
      "28    x2(k-4)   1.7378E+02  2.18396315E-05\n",
      "29    x1(k-7)   4.9862E+00  2.03811842E-05\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_hat = model.predict(X=x_val, y=y_val, steps_ahead=1)\n",
    "rrse = root_relative_squared_error(y_val, y_hat)\n",
    "print(rrse)\n",
    "r = pd.DataFrame(\n",
    "    results(\n",
    "        model.final_model, model.theta, model.err,\n",
    "        model.n_terms, err_precision=8, dtype='sci'\n",
    "        ),\n",
    "    columns=['Regressors', 'Parameters', 'ERR'])\n",
    "print(r)\n",
    "\n",
    "plot_results(y=y_val, yhat = y_hat, n=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.22158480046404638\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_hat = model.predict(X=x_val, y=y_val, steps_ahead=5)\n",
    "rrse = root_relative_squared_error(y_val, y_hat)\n",
    "print(rrse)\n",
    "plot_results(y=y_val, yhat = y_hat, n=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.3090559506543742\n"
     ]
    },
    {
     "data": {
      "image/png": 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vX/Lpp59SUFDAwoUL47afffbZ3HzzzS2+PhgMMnp0cmmZTz/9lJkzZ+71OJWxp+gwikvKGf7AUvrfvIDhDyxtsQRfoVAoFPsPcxetihM5zmY3L7jvJptK8np4uf+8IW0vlVKzFZ6ZADXb2uwtBwwYwJtvvmk/XrVqFX5/5wo/K509RYdQXFLOrJe+ImzE9EJ8qW17ISoUCoWi89I4H+8m53/4mSjjRue/ubHqaluWpU3vCe89CBuWwXu/h7P+0CZvOXDgQNavX091dTXdu3fn9ddf5+yzz2bLli28/vrr/POf/8TtdtOvXz/uvvtuQqEQN9xwA9XV1fTt29d+n1WrVjFnzhwAMjMzue+++9pkfKCMPUUHcefr39iGnkXYkNz5+jfK2FMoFIqfAHmZPsor/ZR5puEVDS3TJjk/YJLzAwJ+F4Xz5wEpGHxf/htK5iV/fsNHENsw7POnzD8hoO/wxK8pvBSGXZzSsZx22mn897//5bzzzqO0tJQrrriC7777jscff5xXX32Vbt26cd999/HCCy8AcPjhhzNz5ky++uorPv30UwBuu+027rvvPg499FBeeukl/v73v3PSSSel9PktocK4ig6h0p+4F2Ky7QqFQqHYvzArcR0IEndtFUj8Yb1F4eWUyDsO0rJBRM0eoUF6NuQft/fvjZmjt3DhQpYvX86xxx4LgGEYHHrooXTr1g2A4447jh9++IEffviBIUOGADB06FCcTtPvtmbNGu666y6mTJnCK6+80qa9cpVnT6FQKBQKRbtjeesmvPYnFspr8QqzUENKWCdzuTB0O5Ci/Mqwi1v2wr0xE774Bzi9oIfgiHPaLJR70EEHUV9fz7PPPstvf/tbNm7ciBCCNWvWUF9fT1paGp999hn9+/dHCMGXX37J2LFj+fbbb4lEzOPu378/v//978nLy2PFihVUVLSdxqAy9hQdQs80F7vrm3rxeqa5OmA0CoVCoegIihYUUkQQRMM2IaAfW6kgE2hD+ZW67XDM5XDs5fD5M1DbdkUaAGeccQavvfYa/fv3Z+PGjfTs2ZOzzjqLqVOnomkaffv25YYbbsDhcDB79mwuvvhiBgwYgMtl3vfuvPNObrrpJnTdLFq5995728y7J6SUif2nP2E2bdrEmDFjWLJkCX369Ono4eyXFJeU87sXv0JvdPr1THNxx9mDVN6eQqFQ/AR465Mv0d++hTP5CCFMr14AFyuMw7g0fCs+l2PfVOX+xFA5e4oOoagwn/GDejfZvrs+zMwXvuTW4pUdMCqFQqFQtBfFJeX8duFWKnWvvU0I8BJmncwjP9OnDL02Qhl7ig6huKSc939InI8ggeeWbVC6ewqFQrEfY+ns9REViEZh3CnOxXwUmEjRgsKOG+B+RJfI2QuFQtxzzz28/fbbuN1uLrvsMq644oom+02ZMoXPPvusyfbjjz+ef/3rXxiGwbBhwwgGg3HPL1++nO7du++z8SvisVTTY8U0GyMxJwK1olMoFIr9E6vwYpfMAKBGeskQAQBCwoN78Dkw7t4OG9/+RJcw9h588EFKSkp45pln2Lp1KzfeeCN5eXmceeaZcfs9/vjjhMMNSf+rV6/ml7/8JZdddhkAGzduJBQKsXTpUtxut71fRkZGuxyHwqSxanoyVANshUKh2H8p807DQ8M92zL0pASnDDH/2xq0ARGKlHNvr+n0xl59fT0vvvgif/nLXxg8eDCDBw/ml7/8JfPmzWti7GVmZtr/l1Jy9dVXU1RUZPedW716NXl5eeTnK29RR5KqEacaYCsUCsX+y9Lxi4m8dQvjxKd4RARdChxC8o/IOBzCIMfYycz5Zv62ivLsHZ0+Z6+srIxQKMQxxxxjbzvmmGNYuXKlrU2TiAULFrB27dq4BsJr1qyhf//++3S8ipZJxYjrCg2wFQqFQrHnTDhxGIMH9MGFeS+30vYqyeD2yHSuCs9sO1Hlnzid3tirqKigR48eeDwee1tWVhbhcJhdu3Ylfd1f//pXLr74YrKysuxtq1evpq6ujksuuYQRI0ZwxRVXsHbt2n06fkVTLNX0ZPRMc6kKLIVCofgJ0N9bx5eYC/sX9ZMJS8HFjqVkU2nvo1J69p5Ob+z5/f64/DrAfhwKhRK+5vPPP2ft2rVMmTIlbvuaNWuoqqri17/+NU888QQej4epU6dSU1OzbwavSEhRYT73nzcEpyaaPHfe0fmU3D5OGXoKhULxE0BeOI8P9SORCP6Yfh1+PPQWu7nOOd/eR6X07D2dPmfP4/E0Meqsxz5f4hPgrbfe4oQTTiA3Nzdu+/PPP4+u66SlpQHw0EMPccopp7BkyRKKiorafvCKpBQV5jN30SqOH9CLD37YQUWNWSE9KK9HB49MoVAoFO1FMGKQy05A8mHw53Ysd4pzMVOciwlIF2+P/6pDx7g/0Ok9e71796a6ujrO4KuoqMDtdtOjR2LD4P333+e0005rst3j8diGnvW4T58+bNvWti1TFKkRCOtsrfKzu67ht/1q4+4OHJFCoVAo2pNAWOdYLZqT12sAMmqW+KWbRdrJvHv6YhXpaQM6vbF3xBFH4HK5KCkpsbetWLGCQYMG4XQ2dUzu2rWLDRs2cNxxx8Vtj0QijBw5kgULFtjb6urq+PHHHxkwYMC+OwBFUqoDYT5dt5uI0dAybeHKrUpMWaFQKH4C6HfnkPlgNgO0baZDb9daBAYS8BBm/NGHMeHEYR07yP2ETm/s+Xw+ioqKuOuuuygtLWXJkiU8/fTTTJ06FTC9fIFAwN7/hx9+wOVyNam6dTqdjBgxgocffpjly5fz/fffc8MNN5Cdnc2oUaPa9ZgUpjROWJfoRnxv3IghVeWVQqFQ7OcUl5QzKvwoxZGT0KUZu9WlIOTMICI8zNPHYNSoqFtb0emNPYDZs2czZMgQpk2bxh133MG1117LGWecAcCIESNYuHChve/OnTvp1q0bmtb00G677TZOOeUUZs6cyQUXXADA3//+94QeQsW+JaQbSZ9TlVcKhUKxfzN30So2hLtTiw8NiS4FAlit98Ylg9wTmUpN0T86epj7DUJKKVve7afFpk2bGDNmDEuWLKFPnz4dPZz9kip/mKF3vZPwufxMHx/dPLqdR6RQKBSK9qL/zQuQwF9cDzNcW8mnxkA2yyyO0b5nkLaBL4xD6XPVq+Tk9e3ooe4XdAnPnmL/o7hkU9LnRg3MbseRKBQKhaK9seRUrgrPJIyTLTKL2yPTecEzCYBhYg2LnpjJ8AeWqjzuNkAZe4p2p7iknPsWliV9/pUV5eriVigUiv2YWHH9dILU4aPMM427ww8BoAnJFOdiPgpM5PTioeqesJcoY0/R7sxdtIpgJHnOnmqPo1AoFPs3lrh+tk/gEWGEJ513T1/MJ6LQ3scv3bwaGc7I4KPqnrCXqMoERbuTSgGGKtJQKBSK/ZuiwnxCtbtgCUwecQQZJw7j1QVp4ISwdOAhTC0+KshEqHvCXqE8e4p2J5XWNxJUroZCoVDs57iqfwTAGW2XnuU2RfafjYxlnj6GbFEFqJZpe4sy9hTtzqzxBbgdLZ965ZV+Zr30lTL4FAqFYj/lyHX/BMCz7l0Adp71D4LSRVg4uT0ynavCM/G5HMwaX9CRw+zyKGNP0e4UFeZz2UkHA2YbxEyfi55proT7hg3Jna9/046jUygUCsU+Z04O3NmDgh2mBJe27n9wZw+KFh6N7slgovYh2VSSn+nj/vOGqJZpe4ky9hQdwtEH9wLgzetG8OUd4yi5fVzSfSv94fYalkKhUCjagxmlMHgSERFd6Ds8MGQSzFiJV5Nkiyr+dci7fHTzaGXotQHK2FN0CGHdIJvd9H9jEqiWOAqFQvHTIiMXPBk4ZMR8rIfg6/nw0OFogd0IAUeUvwR39jC9gIq9Qhl7ig4hFDG4zjkf35ZP4a8nQ802NJF432QhXoVCoVB0Yeq2s8p3tPn/wT+HQ0bB4ElIYZomYa3B26fYO5Sxp2h/5uTw8zcGMcW5BAFQuxUeOpzvPNOa7OpyCO44e1C7D1GhUCgU+5biggd5vtbU1Tv3h9MpHvQYeDIQ0kBKcBgh8HSHjN4dPNKujzL2FO3PjFKMBKeehzCrvA0GX36mj7nnD1X5GgqFQrGfUVxSzuz5K3Ebpn7emiqYPX8lmzdvgOyB1Ih0Pu11LtSqNJ+2QBl7ivYnI5fVuROQMmabcPA/z6mc4/izvUkl5ioUCsX+ydxFq/CHddIJAFCPF39YZ9Lua+GwcXgI85+c6+Gi5zp2oPsJythTdAiOSD26/UiA1DkqVEpQT95GTaFQKBT7B1aXpDQRwC/ddrRnc6Wf73YZeAjx5pcblbh+G6GMPUWH8MbAB5HW6TfsEuh1KD3lLq4z5nXswBQKhUKxz7E6YnQjQB1ee3sPn4vXvjW7ZqQRpLzSz+z5K5XBt5coY0/RIYQjERxE47hfzoNdqxHAedr7rPdOpswzDcOQzb6H4qdBcUk5wx9YSv+bF6hVvkKxnzBrfAE+l4M0EaBOmsaez+VACKjS3QCkY3r//GGduYtWddhY9weUsafoEESwBk0kN+YEkogy9n7yWEnc5ZV+JKhVvkKxn1BUmM/95w2hJzVkiSqG9Ahw/3lDqKwPUydNr1+6CNj7W2FfxZ6hjD1Fh3D9l2cm3C4lrDVyGRF8DEMqY++njpXEHYta5SsU+wdFhfkM1DaRJoK8MeQjigrzycv0UYcHgEdcfyKbSqAh7KvYM5Sxp2h/5uTglIlboAkB/cRWKshUnj1F0tW8WuUrFF2caG/cXLHL1Fv9/Cm4swfvhy4i4kgDYJD40RTfdzmYNb6gQ4fb1VHGnqL9mVHKqrRjEz611ujN/4yhAOi6MvZ+6iRbzatVvkLRxZlRihx8PoaMtk5y+mDIJBwC/um4BwBNSKY4F/Od40KKFhR24GC7PsrYU7Q7xat1NtfqCZ8boG3jJO1bAN4oVXlZP3VmjS/A44yfptQqX6HYD8jIRXdnIJCm7IoeNLtlXF8Kh41r2C9qBKqWaXuHMvYU7YqVcN9DVgNQKdPixJW3GZmMDD4KwB+XrumIISo6EUWF+Vx5ygCy2c0L7rvtJG4ltq1QdH2Mmu34cbMh51Q45nKzW0ZGrmn0AWHpaDACVcu0vUIZe4p2xUq4/6c+HoD39KFIBCHpAMAZI7W8rTqQ8D0UPy2Ozwrzpuf/cZy2yk7iVigUXZ/dZz9NBAcB34Fw1h8aumUETJ29v0bOQlpGoGKvUMaeol1pUE0PAtBd1DNPH8Ot4ekA9BI1XOecD0BOd0/HDFLReZiTw/DXhtNbVKIh7SRu5uR09MgUCsVeEgwb+AiBKy3+ifOfAmA33QiMm6taprUBzo4egOKnRV6mj/JKv3mBAzPCv+YzzzVMdS4GzGrcKc7FTHEuJhJxAxUdOFpFhzInByLBptuFpvJ3FIr9gGAwgEvo4GpUcOU0H/sIEYzo+NyODhjd/oXy7CnaFUs13Yt5E/fjYZzxON91H2Hv45duXo0MZ+PUZR01zLalZis8MwFqVCiiVcwoZWP+mVjdkqXE7Lly1IUqf0eh6OIUl5RzxdMfArCgrCpeKN3hwhAOvCJEMKL6pbcFythTtCuWano3LURYOsjJzOC3553MEf0PAsyEXA9havER8u4nobr3HoQNy+C933f0SLoUxat1PtwYJLbRylp5IMFv31KGs0LRhbEK9epqawDYFXLEd8YRAl3z4CVEMKyMvbZAGXuKdqeoMJ+ergi6w8tHN482E+79lQD8M3Ia8/QxZIsqIkYXv8ijoqF8/hRIQ+WbtZK5i1bRU1axjUwAgjjxyBCucJUynBWKLoxVqOeN5m77pbtJZxzD6cNHiEAksUyXonUoY0/RIWQYlTiNYIOHJpqAW0M6t0emc1V4JnpX76AxoxQGT2p47PAqvahWsLnSz1XhmeyUPQDwigh9tJ2qUEOh6OJYhXr57ADARSRuO4BfuvCKEOMffp/hDyxV/bD3EmXsKTqEI+VqHEQaPDSag4hw4xMhe58u3y4tI5d1tQ2XmNQDrK1x7Ff5ZsUl5Qx/YCn9b17Q5hNyXqaPMs80Bmk/Jt5BGc4KRZfE6oAz1fEOAOMcn8dtLy4pZ2dQw0MICZRX+uPDvIpWo6pxFe1LtMJyQLRDDp8/Zf45PYQdPnzhBm29ru7Z0+/Oob/RUE0qgAHr/4N+96s4bt/ecQNrI6y8G3/YDLNYEzLQJlp4s8YXMG7+4yzWrsUtGkI5EvO7VEKrCkXX5P3QRTi8DXPjGMeXrHdMRg95gO3MXbSKv0uN4drXZFNJBZl2mFfpbO4ZXcKzFwqFuO222zjuuOMYPnw4f/vb35LuO336dAoKCuL+Fi9ebD+/cOFCTjvtNIYOHcrVV1/Nzp072+MQFBYzStEz+zV0zYhphRPRvLYkC0Cki/fGne68j92yQT8qIF28GhnOOOPxDhxV22Hl3cTSOO9mbygqzOfkowfhIv4zrHUCK55pk89RKBTti2OmWWkfivqbgrjY2OcsHDPNxeLmSj+9RA2Z1Nm6q9Z2xZ7RJTx7Dz74ICUlJTzzzDNs3bqVG2+8kby8PM4888wm+65evZqHH36Y4447zt7Wo4eZ81NaWsrNN9/MnXfeyZFHHsm9997LjTfeyFNPPdVux/KTJurVc0DDHTvih69fgZ//nYjDi080rPa6umdvbP1bZDrq7cduItTiY02gG8Ul5V1+hZps4m2zCXlODnMiwRjrrhHSMM+pW7u+l7Q9KC4pZ+6iVWyu9JOX6WPW+IIufw4quigZuRyU2xtZbi7k3EQ4KLe36amfk8O6GK+fpbsakC7G+F7sqBF3eTq9Z6++vp4XX3yRW265hcGDBzN27Fh++ctfMm/evCb71tbWsm3bNo466iiys7PtP7fbDcC8efMYN24c5513HgMHDuTBBx/kww8/5Mcfk+QEKdqUt8a8w1fyEPuxIWGtkcuqbj8DQHd48dFwkXfZatxoFe4U52JEjKGiCclkxxKANvN+dSSZaa6E2628m71mRilvR45N+nRECt4a807bfNZ+jhVyL6/02zlQM1/4kluLVc6jooOo2055pnl9Rwad39ASLaqvqUtz8rR0V08z/sis8QUdNdouT6c39srKygiFQhxzzDH2tmOOOYaVK1cSiUTi9l29ejUej4e8vLyE7/XVV1/FefwOPPBA8vPzKSkp2TeDV8QxetFYhoo19mNNwABtKwdXr6C4pJyIwxcXxu2ynr0ZpdC9T5PNX+iHcELwT0DXD0cUl5RTG4g02e5yiLabkDNycbjNlnlS0hD6jz5+VR/BnPd2tc1n7edYIfeBrKfU8wsG8iMSeG7ZBpX0rugYLnqOH7LGmP8fd09DS7So108TEkOChzDSk8HvzhupPNF7Qac39ioqKujRowceT0Of1KysLMLhMLt2xU/0q1evpnv37sycOZMRI0Zw/vnn895779nPb9++nZyceKmGAw44gG3blEBrezAy8AiVMTlsUsJWI5ORwUdNT5emcZS2hmwqgS5ajTsnBx4qgOpNTZ7y46EiqhnXZt6vDmLuolWEE/w+6W5nm07Iw3qaxv/nxuFAg8G3WuaRIQJd3mhuL6zv6Y/ux8nAz6PuPwJmscv+4GVWdFHC5nnp9DTqjVu3Hb3XoeygO98fNInzDmvbeeWnSKc39vx+vx2GtbAeh0KhuO1r1qyhrq6O0aNH8/e//51TTjmFq666iq+++gqAQCCQ8L0av49i3+DKzONHI756sop0Kshkc6WfdP9WuhGwE3KNrmjs2dp6TRPNMkUtAD6Xo8uHI5IZWVX+cJu8vyXp8tstYwEw0HhWH8ufIucCsFFmc1V4Zpc3mtuLtd7JrPdO5lBtC0JAgVbOeu9k1nkmK4NZ0WGIiHnuCVcjY++i55D9TsaJwXuH3dzg9VPsMZ2+QMPj8TQxxqzHPl/8RH/DDTdw9dVX0717dwAGDhzIN998w3/+8x+GDh2a9L28Xu8+PAKFxazxBRxVvM5+LAQUCPOmA0AAEA0JufqrHhjSxZLvM3LBk9EgD4LpjRICXtOH4xDw82Pyu/wqNS/TR3kCI6GHL3EeX2uIlXQ5SjMLXO6IXEaZ7Mt52vsA3BWZ1rYh4/2cPx7+ND8v+x152m7APCfr8HB+8E4Q7BcFQ4quhxbxE8aBy9F03nC40/ASJqDapbUJnd6z17t3b6qrq+OMtIqKCtxut11la+FwOGxDz2LAgAFs377dfq8dO3bEPb9jxw6ys7P30egVsRQV5rPLbeZTWuE4v3SzyPgZ5bljMYTD3vZqZDjvnNY1k+/lin8gaPBKWkUat7j+zTfuabyyorzL50nNGl+AS2vqvawLRfb62GIlXboJ06CsxVzY+THTOXyECOuSz39UOXup8J8NPTlQ7LYfCwHdRJC3vbP5zj2NWS9/1eXPSUXXQ4sECOBJ/Jw7jTQRJBhumhusaD2d3tg74ogjcLlccUUUK1asYNCgQTid8Y7J6667jjvvvDNu23fffUf//v0BGDp0KCtWrLCf27JlC5s3b2bYsGH7bPyKKNEK1QPCm4EGA8grQhw2YAD5+X0RUkdGE3Jr8VHnzurAAe8553r+xvdGfJGQlLDW6M3I4KNtqkXXURQV5tPN2zQwENblXh9bbFgxz2qnJM3FnmXspWGKb6sCgxSYk8NHgYlxleGxCGSb/G4KRWvRIn6CIrGxh8uMuEVihPYVe06nN/Z8Ph9FRUXcddddlJaWsmTJEp5++mmmTp0KmF6+QMA8GUaPHs0rr7zCG2+8wfr163nsscdYsWKFve/FF1/Mm2++yYsvvsiqVau46aabOPnkk+nXr19HHd5Ph2gumxTmKaejwaGnIYZOZoC3Fuq2s7vnUQgB/9ZHkS2quOGlr7pkT8SVVT6CuO0KUsuLGcZpF2jsD3lSlfWJ8/P29thi8/BGO8xF3nTn2wDUy6hnL6rHqAoMUmBGKe9oIwlJ89qzzkcpoVp6GRF8DCBhWF6h2Jc49AChZMae05wHjGB94ucVraLT5+wBzJ49mzvvvJNp06aRnp7OtddeyxlnnAHAiBEjuP/++znvvPMoKiqitraWxx57jK1bt3L44Yfz1FNP0bdvXwAKCwu55557eOyxx6isrOSkk07innvu6chD++kQzWVDGuhSoAkJmX3hrD/Yu5QX/4Feu0t5JPJzKuhpbmvjFlztQV6mj271fgxgoX48AKc7PqOf2Ga3/tkfCguS5e3t7bHNGl/A6cVD8YoGY3KKcwlTnEsISXPKSovRY9wfDOd9SkYuPXr2wrnDzH2yPHxCQHcCLPdeQ0C6GBT6VwcOUvFTxBupopexG2q2NW196Ioae2F1fbcFXcLY8/l8/P73v+f3v/99k+dWrYpf1V966aVceumlSd9r4sSJTJw4sc3HqEiBuu0EXT0oCRzID7IPfb/4hsr8hsTw76sEQ4B+Yit/dD3Or0PXdcmeiLPGF7Ds1aPozjJ+E5kBwJeOK+gRbf1zn7hivygsGDUwm3nLNsRta4tK46LCfN4KLCa4YDZnOZbhFAZ+6eZt/Tie00fzsueeOPHt/cFw3pcUl5Tjq9jMWg7kELYkDOcKJLrsgtXvii5LcUk5P/OvxUOQ+Y9ch3bWH+Ln+KixJ5Wx1yZ0CWNPsX9QXPAgg787jd105/bIdIiAb36Dgv/bP/j5uROed9+LA8l1zvncFpkOdC3vTVFhPj9+kU5gg5syz7RGHqrFTGExLPBAYRerNI6huKScV1Y0Da+3VaXxhBOHMW+BDweGKawqzDzOcmnqZF7vfIVPQoOodR2wXxjO+5K73viG3aGZvOc2Fx7V0kcGfoSIhnLxMTb4EPnKaFa0E/rdORQZDa0Qz9PfhtfeRn/Dg+P26LwYNfYIqTBuW9Dpc/YU+w9zF63CJcN282vA9trNXbSKPzkeAsAlDDQhmeJczHrvZMo807qc96ZPhkZAuhkZfITXjeF265+Q8MCQSTCja7epiq2YjeXdsoo2+4wsUc02MvlG9uNt7xlkiyrqowUa/cRWZqe/zv3nDekyHt+O4hPd1Ng7WKswQ7fCHxfK7SH8LPdew/+CF3bsQBU/GSa6nqA4chJGo5ZoRa4/N+wUzdmbtv33ZphXsVcoY6+LcWvxSvrfvIB+0b9Bt7/dZQoYNlf6cYsIIelqsv1D/0TcommJvZR0yZ6Iev1ucsUuQFBteNEwW/84jRBraxxN81O6GMk8rW3pgb0qPJPdMoMt8gB+U3UJp2pf8pX3V4DZau88/W2KXjvSrPRWJGVk8JHojdV8rEuokV57AaJLjVcjwxkdebzLzCWKrs3KKh+1+KLpA8JWYPi6qkHz9sP1pgh939Ba5j9ynTo39xJl7HUhbi1eybxlG4jNrKkL6cx84csucSHkZfpwE+/Zs7Zf5nmITcYBcZWCUsIC/fgu2RNR21FGGkGuc84nS1Tzo+xNucxinj6GDRvWd/Tw9prMtMTiyW3lgbXO50xRR6Xshi4bjBbrHIk4vPuFl3RfYn2PIx2lCCAiNQSCzfIANKQp+I1BLT42hjNUZfNPgS2lcP9BsPXrDhtCXqaPLFFNHR7eNYYxTx9Dtqiy5w/97hxGfHw5AJqQ9sJOv1st7PYUZex1If796caE2yVw5+vftO9g9oBZ4wvwECFEg6FgJfRPnDCBemGu6qybeSXpHH1QRtcy9KJ6gs5aMxF+inMxpzuWc5CowCEMbo9M57L6rr1KLS4ppzbQ1Avr0Nquo4VldPSglpFaabSKuactrhyRGpoeBE/3Lu8l3ZfMXbSK65yv0otahIBdMp15+hh6UEeF7I4QsEYeSLaoArpWbqxiD6jZCk+Ng2A1vPKLDhvGrPEFzOQGAnjYKntxe2Q6M7nBnj8mup5gqT7M3j9hmFfRKlSBRheiuWq5yjbqSbovKSrMJ/J6hJDuQmCu7maNL7CNuZqFQVYF8+krKgjgQji85F35SscOurXMKIVFtyK/fhmBtKtIQzgZ7/jc3q2rycnEMnfRKsIJ+hZ7HKLNjmdzpR83YdJECC8hu1gnS1Tjx817+lAq6MHUWpXLk5Q5OXwUCcbN8jlaDVO1xXG7HaZt4TC2UKZNY4zvxXYepKLduDO+4xQVZQ3b7qxq16FY84SvOIgfD/mN7gUrq3zURHP2wtKRMMyraB3Ks9eFcCSTwO8qSIlThgni5O3rT+ajm0fHGQdrp67g9NBcakQ3lspj+dvPFnbgYPeQjFzW1WrQKBdlF93j5EK6cheNZN6f+jbsYVnmncb33mmAmZ9nFeucqn3JdtmTkHBxe2Q6xQUPttln7nfMKOVjCom1y6WELUYm71NIMKpZGJROXo0M75K5sYoUaS6v9aqP2m8cMRQNy8MnQhzeJ6fJvSAv00d3UQfAE5FzmoR5Fa1HGXtdiBMG9Gz2+U4fGtTNllch6cLlaGq4OqK9Vv3CRzcRQE/gPersFJeU88PatdRIH+8bR9mTVL304BERHDRUsHbVkFmyfL00t6PNPmPp+MUsSRDGGRl8FD8eW1R59vyVnf+87ygycjmw3+GWuoWdHlFDOgf1Oxy3MM9FFxGkJ6NL5sYqUqQ5DcW/DO+YIqdI0CxcczY14GaNL+AWfgPArqhUV2yYV9F6lLHXRbi1eCUfr9lFNrt5wX032VQ22afTe4oi5g06hBOXo+mp9973pmxHpe7BZ/gp21rdrsNrC+YuWsWvQjOpxcd22ZPbI9O5KjzTlgxJ2w/EgJPdN6RsO8/e6ScMJSxN4zEUE8apIJN6PHij32NX9pC2B57gTiTmb7ZZ9qQGL92pwxPciRh2CQArjMM591CnMvT2V+bk2AvtxkjouCKnsKmfJxMYe0WF+dxyTiEAXkLkZ/qUzNJeooy9LkBsFe6Nzv/wM1HGjc5/N9mv03uKLM8eribGXnFJOY8t+cF8Xjop1H6gbPWaLue1sX4DLyGCMYUoTkxDqA+mYGhbdJroKFz+7QkXHP6wbLNexiHdsIsGZoWvtD2kYHr50oRql9Yic3LI27IYTZh6evnabrqLAJmijkm7r4VzHkdHI0/s5ISvzuiSfagVKWD1JY8+jOvZLekwKSg9KpacyLMHcPYxAwBI18JNwryK1qOMvU5OcUk585ZtoMwzjfXeyUxyfoAQMMn5gS04bNHpPUVxnr34MO7cRasIRkyDKFfsIgM/v9Ze6XJeG+s38BImgNvePlIrBeBK55tdepVaXFLOdc5XOU6s4jrn/CbPW72M99ZomP/FJp7TxwLwpTzU9pAC+PHuFx7Sfc6M0jipmthQ+OZKP8VfbSEoneSJnVznnL93v13NVvjbGPj7WCWA29l49Cj4+iU7nC9E/N+A9f/pkDBu2G/m5NmdMhqjOdCFE6cMIVUrv71GGXudnAZjJ9nJbm7vEp4iPWrsSRcuZ/ypt7nSbxu0fbUdtmzJR4GJXUo01/wNJB5CBHDZxzTCYUrjFDk/5qPARIoWFHbsQPeEOTkUvXYkU5yLm3Q4iWVvQ6vFJeXc9fq35AszrO+U8TIvOoL+YgvZVHaN876jyMhFejIAU6omNhRe5p1G0WtHkiZC9rW23juZEu3SPfvt3nsQyj+HTcvhvaY9zBUdyIxSttGgYWrIhlSMgHTxamQ4b415p92HFQ5Yxl5a0n0imseMkkTaLkXkp4oy9jo5VohqZPBRyo1e9nYpYa2Ry8jgY13HU6Sb8jAhnLgbhXHzMn22aG5Ems/5pZtF2sldSjS3qDCfbJ/AISTBaLu04shJcZWPXVYIuJGnqOEcfLTJrnsTWp27aBWBiMFYxxcAXOZcZD/n0gSHapvxEOamtNe6xnnfgRyfHUYIeDYy1g6F+1wOlo5fTHHkJLuLRmOvX8pEdSX5/KmGbZ8/ZW7rQou0/ZqMXP4XGYwQpoxJbEzFHV0AzHlvV7sPS6/cGB1DMPk+Dq8y9toIZex1cqwQVQU96Slq455zoFNBZtfJZ6gyw0NeQji1+DDurPEF1LqyqMWHAwMpwUOYw/rmdTnR3DsmHApAAJctBOyiofKxywoBZ+RytnNZXF/VAdpWlnuvocwzNW7XvQmtLvFfwHrvZIZq6wCY4lzCeu9k1nkm84P7Yg4VmxECzjcWqXZpLfDV0DsAWEM+t0emM9t1I/efN4QJJw5DejLsNn6xXr9W/XYzSinPHdNE3mVJZBgPFCjNvs5CP2GG1v8SOZMNMptyeQAAtfjIFzso74C8V0/pPAAGbEvuVTQ0Dx4RJhhp2odb0TqUsdfJGTUw2w4FpomGiiohoE80zNVlEqs/fxqA0x2f2TIrFkWF+dx/3hD6uOv4Rh5MCCeLfGcwwFub6J06NWcdaUrkBKM5e1mimpf0kwH43CiALiwEXJEzHD3mxm6FhN7QT7S37W1o9QLvX5p4eF+NDGdC8H425p+JIUwvqdGO7dJuLV7JCbOf49Pbj+f42c9za3Hn98wWl5Tz3MKlALYxFojRQjw+R2cVfanHE+f1a9Vvl5FL7tZ3ib2chYAxzi+5/uvzu8a89BOgCjNUWqCVc0roUU4JPYIhIQM/5TKrfTVco95g3zrTyOuz7d2knmDD6cFDiGAbani2N8Ul5Qx/YCn9b17QofdqZex1YopLynllRTkjg4+w1ugdJ3khJczXRwJtlxS/z7BCPWVvADDG8SXirswmF3dRYT6n3r6IwadeiEdEePOg38FFz3XAgPeSsLlKtqpxrwrPZHbkCnQJfbQdcOYfOnJ0e86cHHK3f0BsbY1V6WkVDK3yTtvr0Or000+0PbyxXqcyDubzrRGENFf5op3apd1avJJFy77iNfctHCdW8WvHK8xbtqHTG3xzF63iErkAgDGOEiA+nzLvylfQj5hINxFkoLaBP6Vd3frfbk4ODhLfiL0izITXhu7dQSj2jujcOy6aEjHOsYL13sms8U6xr90pzsWs8Vzcfh7yaHWwoZnzo655ki7ajC4exi0uKWf2/JWUV/qRdOy9Whl7nZi5i1ZRol3Kcu+1DNC2IRqtnmMrcju13lj04sZherqC0tW8R8ZpatKJJNpQnZ5o1XFANlTjCuEgLNwcyM6um8A+o5RNeePth7GhuwgaH6ePxvO7b/Y6paCoMJ8sUc0W2ZMy2TdOdsUX2kXNgaYXcdvBZ7eLl/TWklEs915Lb1EZV5hya8moff7Ze8ycHD4KTGSC02zRN8bxpT1XxObkhTxmHvCx4gcuj+xB2HVGKW9GjrcfxhYBvBoZzohA03xORTsyo5R3tJG2ZqVfulkYOY63IsdixORrLmBk++URZ+SCJwNhmIVXmhFKumiTTsvY65ph3LmLVuEP63H6uB11r1bGXidmc6WfkcFH+DByZBOvHoA/WkllJch3Wr2x6MVtFWi4RAt5a85o/8MuZuxZ7voz//BfoMGzV+aZxhrPxXgxKx+7bAJ7Ri6lWxuSqWNDd04MTqpbCo8OaZOPus17M9s4gB2yR5zsyj3pt1B11C8BWDvg0n3u+dXvzsErmvadjkiRsDCl0xC9yYeihUGBmLnCysnT786h8Cszp08TkvP0tyl67Uj0u1txXmbkIrWG5rvWglQTMNH5ER96Z7TN8Sj2jIxctofcONHtPOid9GAnPRBIjGhLx0rdQ/HqSMvv10Zs3ryBzzkSgAWMZHP5jwn3E0LjKG0tevXWdhtbW2LdkxvLVXXEvVoZe52YvEwfH3iuZ4Tz2yZePfPCjdhJ1db+nZa67XDIaAAWixOb98hEPXuaHmiPkbUJse56D6aRaunsWRW5Vq6bbMdcs7amW3hn0ucMaLNjuuT4vqTjp46GxudWPpmzm5lcPujz/7dPNd1uLV7JifV/oDhyku3FtMRoX9VHUEFm502dyMjlsL55ODFv4O7oXFHrOsDOyZvoeoL39Abj3MqNLHL9OeWPKS4pJxuzkrNSptnfU0RqbDZ68fCgl9vogBR7Sh93HXXRDj7fyzyyRRVZopp1MpftMpN5+hgOoKrdvE3FJeWM2XQFr4V/BsBdgYsYs+mKhNeS17+FDPzkfNGJF1bNUOY18+2byFV5p7X84jZGGXudmA8DExN6FaSEGrzx4a3Orjd20XMw9GIAnnZe3LxHxjb2uo5nz3LXA/QW5s3PI83xWxW5GlGvrB7oshW5Jzi+S7hdSljiHt1mxzTi0CzSRYCIMx0BcfJCrowsALrXrN5nIfHiknKeW7aB7dHfLjZ9vZJ0MoS5EOm0qRNAf28dlT1NY+55fTQHuWvicvJWVvnYIXsApiSHlRv5dZU36Xs2Zu6iVfwncioAX+iHQfSb0pAsMY7mjTVdM9dqv2FODqcay+gmgggBA7VyTncs51TtS/5nDCNdBGzPeXt5m6y50h1diARxNg1tRnMNvXVm5X3u98/BnT1a53XuBCwdv5g3jHhh89eNESwdv7jdx6KMvU7Mu6fOb6KtJyVsIxOvJnnOcyFXhWeS1c3dNfTGoqLK0ulufr9oGFczuo6xFztRnu94H4CJjg8BM4x7qXNJg2o9mKHcrhbGBb74mVlcEpuvB7Bdy8aj17fZ50QMSTf8HHv4Qax74MwGeaE5OWT9YzgAArnPQuJzF62yZcwvdiyNk5vpKeo43bG8Sf5bp+Oi5+h1xCmENC/3a7/i1NvfiZsj8jJ9pIsAuoTdshsv6yPIFlX08LmaedN4Nlf6meR4D4ACbSOv6ycAUB2V9OjU389PgRmlvC+OS9hFJSQdZAg/B7IDaL/IkHVOuLF0V11x261xb8w/s0lF/qnhxzqvNz0BE04cRkF+lq1x6BFhBg/ow4QTh7X7WJSx14m5bZmwLwTrYq0knXQRwC2DvGVcw0B+5L6JXcDQA7twQTo8ze8XLeQQenKxzc5GXqbPlsgZ4/gSgDOcy1nvnQxIiiMnEZDR39Lh7rJh3BMOPRCIz9cD6C0rOF5f0Wafo+sGaQTotXFxXKj2rTHv8GbcStnF68aINu8AYN14yjzTcIim3WusnL1OnToBEKjCr3Uj3eNs8tSs8QX8Rv8ddXjJFlUE8XBVeCbVgXBqN9Q5OazzTma441sA8rVdFDk/AaA79ZTLrFYZjp2J4pJypt33d6rvyGXKfU93KQMjjoxcDtbXIwTo0fw8K/WnUFsNwG+dL+HSRLtFhqxrxhX17IVxxm23xv351kic5motPjaGMzq1Nz0R+cYWANYPvBLt2OkdJiemjL1OzOZKP90xW8o8ETkbielVyMAMIWkyzNve2Yx5pW2S4vc1pT+auoCrdoSa1xuKevacRscYe3uiizRrfAHjjMcpjpwUlxS/gJGMDD6G9GTgFtEE6EiIBd/saNeE6DYjZE5UG40spHDYmwNaGlPF/W32MXokiEsYuOu3xIVq57y3i0rDvClIafYgrjK8bd4BwLrxFAXvokrGG3SxOXujBma36ee2OYFK6rRudEtg7BUtKOQH98V0F4G4lmnfuqdx5+vftPzeM0r5KvM0u9IztohMi77fl3JSlwu93Vq8kntfeJc/B2eTgZ9bA//HrJe+6nQGX3FJOcPueod+Ny+g380LKLz7nfgxRkOhB2vmvOsQEk1ILnWYv/PxDtNomuT8gB/cF3P2G+3TwnHW+AJ8LgduEUGXAh1HwjQkX2gXZfIg6hqlLHUlb3FxSTlfbDPTezau+pzi/I6TE1PGXicmL9PH7yLXALDEOIbjg38iUT9ohxFC3tmj001GsRSXlPNOqVlxFcLZvN6QlbNnNM1X3NfsqS5SUWE+vz3vZPxaWkNSvIhw5rGHs/yBSzg+R+d5fQyRqNzBkMjXzHzhy06v1RZLcUk5d7z8GQCfG4cjpYGumV5Yj1FPkbGouZenzpwcTn5hEBAT8o6Gapf4L4gPiUeNiiX+C9rms6NYN6RLnEvpjnlzsa69dbK3nbP3bllFm35um1O7nczwdvJc1U2fi7a/axwqGxl8lEp/CtdeRi5razS70lMCa43edoh/Two+OpriknLuKRnBcu+1dt/gAq2cH9wXc+5rR3b08GyKS8r57Ytfxv1Ou+vD/PbFLxvmqiahUJctTt64hWN7/k6WgH53p04IF727exKmId2TfgvvGcNwEYmryO/03vQo+t1mL/GRmBqHo/ms9dXubYgy9joxowZm04ftAGjoVNCTt+TxSLDziaSEgHQyOXBLpxZWnrtola2bZ4Wmk+oNRY09RweEcWMLLSxS1UUqKsxnUI+g2SUDeMc1xq46PmDLe1zqWIxTSISAvloF66JabZ31N4uluKScWS99RfeweT4eIKoxpMARzasUwMXiv22TRD2jlO15oxseO3122NvqrhGK8SatNXKZ5P3r3n1mI4oWFPKd40KmOBfH5esB9BfbuC18OdD5vQzBbavwGfWMr/hnUy91Rm6T9oSx1f2p4AvtYr3sTbk8gHn6WJwYCOJDhq0p+OhoJrw2lETNJKSECYG281zvLXe98U2TvFkwc2lnzy81HzQKhXpjxMkbt3Bs79+pqDCf4w/OIIyTN349ImEa0qzxBUQ0Nx4RQUSFuzt9IWIME11PNFpMuTp08aOMvU6K1T3jbIeZA3Oh4z0EcHBPD8KTGbevhwjnOT/o1MLKmyv9cW772O1NsIy9DijQSNYjMtXekS8MuJ8lxtEA/C3jKttlPyLwSNLG8531N4vlrje+IWxIRmtfArBR5nBi0AxbN07+3usk6oxcIsI8B6TmNAt7otXL008/kbMdy3CLaBeNaH/eN4LT27ZIY0YpW7JHJNS3lGDrZXVaL0M0hOcJVdrez48CEzm9eGjcb3Ogs4YS4xCEgArZnXxhJuv3TEst126260Y2yN7sIJPbI9P5VvZjq+zJtzFi2J32O0qAdZ02jqAIAW97Z3eaoqrd9aZHL5vdvO6+ha89l/O6+/9FRXsN8zeek8NEfVETL3iZZxpZopr5ulno9KkxsGN+p0iIIE7czsRmSFFhPicf2RcwFyKxFfldgZVVvrjFlLeDFz9NEzkUnYIJrw2lyNHgop/kfJ9JzvcJVrmAsC0FYa1CJzk/YJLzAwJ+F0SrqzoTeZk+3LVh26sXu70J0Zy9S2ue4ribc3FnHsis8QWtvsiLS8qZu2gVmyv99PC5EAIq68PkZfoSvl/sTXAg63nRcw8XBG+njIPt51sag9dlSlhAVE8v+rodtvxK08bzopN7h4pLyvlEn4zX23A+XuJcyiXOpXZYOtaTYyVR782k7Aqaen4VJ95KTnCj7SEtKsxn6yfD8W/9nn7C7CpjoKEN+TmMu3cvjrIRGbks25VOEQ1GXqxg8BTnYqY4F6OHPBD1vncqZpTyzsO/5DT9A4QwDfG39eO4L3IJ7pjfpubcf7DklYc5mjVki2rKjSxcDsEdZw9q8SOKS8qpDUTo7qynWpq9V68Kz+QJ1yMcKsq5PTIdn8vB/V3EEwPwgef6pHJXxfpwvOPvY0IHjCuW2HnqOuerDBHrARgi1nGj89/MilxtXn8zSln40C+YID9scg5UkImHEOc7P+QDYyh/1s/lknbOPxV6kBAu0hzJfU6DD+4NZXD9KX24asLP2nF0e0+Zd5p9L7CY4lzMBc736Ih7tPLsdVJGRleY4Ub5NCMCj8LvVqGTINaAKUfRGfPAZo0vIE3TCcWsL5K55P/7fSUAh4hyrnPO36N+go1z7yr9YXbXh5vNw4v1sD3q/hMZ+HnU/ceEzydjXUUtXhEiKJ18vbnWNjglkCWqWStz2SZ7xiUcd3bPx9xFq2xh6Mb5Xe8bR7GbdJYZR7ZpEnXZwF8DoGcNhLP+EJfUnHvNm5SlHWPGjoXDrAzeB7qFvlBD0cdW2YOQ1BragQHlB47FMbPzXWsAZOSyI+RECFPgOHZxEfvbFC0o5D7n3wBs0dcfXBdTtKDlZP25i1YRNiQ9qWaQtp5sKgEzB6yf2MqQHoEu5YkBUwC90kiL22bmIwpq8bV5IdCeMHfRKrvy30ozsP6sFppL/BdARi4aesJzwKVBCDf10s0UxztkUckrK8rbN6VEDxOWyT17AJrLG9216wjsWywdv5hymWU/7kiNPVDGXqfFlZlHLT6cjfJp3JkHwqNH4aBpwoYhYUTwMZ5btqHT5YEVFeYzon+GXWaf1CU/J4fTlpwBNHhQ1nsnU6Jd2qpwZ6Lcu1gShbzLK/2s80xmvXcyBVq5nZy93juZdZ7JLRowxSXlvPfDDjyECeIipBu2wQmm1+MjYwgeEbYTjgV0+hyUzZV+Wxi6cX7X9PBNrJH5SIhLova69nJqiU7umiuxIXwAldSRDv1PhmMub/seuXNyON2x3L6JHqhV4RZGg3cPyN+yuM3aw+0L+rlNw/svkbOTLy5mlMKAhvxIGZMf2RLW9dBbVNKLGju0fZhWjgudy8MvtNWhtBuRtBx0YRr1RlTXdJ3sbX9/nSFH02qjuTRyVMKCPYhqUAJDjTIASowBcedA2DDTEQwEuWI31znnt3sakDNcQ47YjbO+Gc949Po3gh3/vbeKOTlMWHSKnRYB4BMhztI+7hCNPVDGXqdl1vgCcrRqfpB57CKDefoYemtVpmEwo5R6b+8m+USb5QFUkImkcyr79890ERYuLjupX4NIbmNmlLIwcpz9MDa3rTUTbSr7Nt7HIQQTgvfhlw2hZilhg5HNhOD9LXrg5i5ahW5Is3F3tFWaP6zjiMn4rsNLOg2rVAmd3vNhHXeWqOZHmcOPMifuxlEnfXQT8d+lP2zsnYc5Yr6f5k78nf+5911scPYFqTfx/LUJM0rZ0nuU/dAvXYlvrJFgp8njasy3/S8DoFxm2YZ4E296Ri74MgHMopeY/MiWsFpB+aJVq9bCbLD2I0LAecaiDq0+bC363TmUGJM4QNQihLnYFMIsyHk8ch5XhWd2Ci98ZpqLDzzXM9pZ2qSYREoapILu7MGB2m4AjnOsZqpzMadGc24tz6DVWcP67dq6qr05Dqhfg48Q4r0Hk+8UTemR4S5m7M0ohcGTbJdMQDrZwIFszxneYUPqEsZeKBTitttu47jjjmP48OH87W9/S7rvwoULOeussxg2bBjnnHMOS5cutZ8zDIOjjjqKgoKCuL/q6gSyBB1MUWE+9RP/SRmHUCe9/LXbtdRP/KdpGGTksig8DMBO+N8os/haDrBf3xlWoI2RepCgdJHucSTdp3i1ThXdAAg3Cj20RqA1lUm58T7fuKfytvcWfDE5O0JAH1HBGke/Fj1w1nfuFSGCMbmJupR20L1W+vCIiK0en98Jbh4tMWt8AQLTM7lB9mY33eO8eLX4yKDp+fbvTzfu8WcKy9hL4tnzuR3USzds+nzf9MfNyOXATDOcF5IOPERYI3PjDL6IFPtE0LktKC4pp/8P/wJglKMEMKPePz8mv+niImDOf09EzsV/1NSUvaRLxy9moXGi/dgvXWw0smzdvY6uPmwtVvVkbBGVtfCzvJadQVdRSjPcHJBNU+6FgB7Cj0dEMBB21br1W4wMPorLIThb+1PCgrG2rmpPSLR4KDO01TRWm+uC01WNvYxc1tVqIBv62L8XGcSoLb/usKhblzD2HnzwQUpKSnjmmWe46667+POf/8yCBQua7Pf5559z4403MnXqVF577TXOP/98fvOb3/Dtt6bC+8aNGwmFQixdupQPP/zQ/svIyGjvQ0qJosJ8+nTXkE5PE0+YL7SLZ/WxXB2eAcAu2d2++YJpyOyJOPC+xAgHCUonae7kdUFzF62ip6hBSnhJPyXegxSKpHwMlk5aMhLlC1oTYOMb+i6Zwdzzh7bogbOMRw9hArKhJZwATjqkFwLTMAJIjxpH9a04po6iqDCfS04wq+LSRJA6Gd8BJSw1DhLb7ZwtCz1ZjCkFtEg0jOtOS/i8z+UkW6+AcP0+649LlWms3ha+nHn6GLoR4HuZb7ctdCD3iaDzXjPH1Pcao30OwDjHF6z3TuY7z7TEuoCTngGgBh+DPh3H8PW/SOmcnHDiMAb1NY2fcNQgrseDIyrp4ekASY+9waqe1JBIaYbdfCIc5/m67ctRLb/RPmaZMZnl3mvxinhRduty06Xg1chwXo2MwBXVQLR+iwoySXc7ufacEfi1tLiCsYCWxi9OP2HfH0DU62VYS+DmUgeiOXsy0nW6KQEwJ4f+619oUgnd2nSktqTTG3v19fW8+OKL3HLLLQwePJixY8fyy1/+knnz5jXZ99VXX2XcuHFccMEFHHzwwUydOpXjjz+ehQsXArB69Wry8vLIz88nOzvb/hOJhJU6kOKScs65/2U+vf146qt3E5RNPVr3pN/C7ZHpfG4MBCBT1Nk3W4G5At0TceB9ieGvIl9UcIDcnXSfzZV+rgr/ljq81OON8yCFdZnyhWIJd1q5Y4WuDZR6fsFAfkyYL1hcUs76YIZtjFkTpwNJ9YAzUwq1WsajhxABGow9Cazf6efhC4eRHv0p+wrTe7K7Ptzhv0sqzCkaQobHQToB6mjwtvlcDgq0TbjQbe+HhWMvrisRNfYcCYw9/e4cHvr2ZA5ms7lhH/XHxZUOwDHa99wemU6mqLNzOfeloPNeExVLTuTVSeTxL/7WXExliNbPFb6AaTz+X2QSz+lj6UEd7xpDAXhLP65LSa/kZfrIEtUEcbFYH5ZQIHpE4NGOHSRNF6URKaiWDfOWhqQWs+/xjzKHMA5e0Ufai+Yqf5iiwnxOyYc15FNJBq86x3NKvmyflJKMXPBkIJCmwddc6oDTPK7ztz6ybzz4+4oZpfw30lDktKfpSG1Jpzf2ysrKCIVCHHPMMfa2Y445hpUrVxKJxK9spkyZwjXXXBO3TQhBMGiuCtasWUP//v33/aD3AquKdFLdvzlOrGIAm6jVHU0mXsuwqKQbUsLBYpt9s5WYyv57Kg68rxA7V5NOkGPWP5l0H+vG4MdDGk1Xc625UIoK8xlxqFkN9VTGk3Z1baJ8wbmLVrHSNTWuOwNEddzW/yclY8J6T6tAo/G4iwrzOVl8BcAVjoX2cx39u6RCcUk5dSGddPzUY662V3mn8Z3jQo7UNsR5P8o80wC4+PiD9vjzbM+eJ95QKC4pZ1T40WilumXMuNnY56y26zUcDTOx0dS4vMD5flyP48aCzmeKP7XN57YVGblIT0ZCr04iw2vuOz9QK710iwnFp3JOFpeUM2ObKUTynTyY2yKXc0LoCZ6MnAPAPOM0ZnJDpy9Aspg1voDrjOtxEeZIbSNfGIfbz3kJEUEzC+Q6kOKSct4wrqXI+bE9RzmFpLvwN1mEnKqVcKDYiQudAO4mHSg++9ljfCCOIZ0ADzl/xWc/e6z9DqRuO7VaD0rFEc0XWEU1V/PD6/edB7+t2FIK9+XD48cRfuRoBmnrgaY9iTtq8dPpjb2Kigp69OiBx9MQOsrKyiIcDrNrV3z4ZODAgRx66KH24x9++IFPPvmE444zE/5Xr15NXV0dl1xyCSNGjOCKK65g7dq17XMgKTLhtaG2cr8mJHnaLo7WVjPhtaFx+xUV5rPKO4213kvjLvD13sms8k7ba3HgNiV683TWbUEIOGzDi0mNJyv8Wi89+ERTY6+1F8rf1o1lvXcyverX2tW13NnD/IvBqnD7RB/Y5D0CpG5MeF0aXhGKC+OCmczOnT04QX4JwFnOT+MMo86YY2lhLkBKMSSkCz8nia85yFVjSggMngRatCNKdPV6cuhRLj2hL3OK9rxSVeimsef0xHv25i5axYZw92hlsBUuDLN8S6TtpFeiYSZEgzFprsof46wEgs5L+FWnK9I4PkenJuqB/V7mkS2qkkodba70U4+Hc7SP40LxLZ2TcxetwqPXAFAt0+3t9cJcDOR5w11OeiVd1uMQcKDYyXFaGe8bR9nPHe8oa5Xh2mLv2j3AkkHaamTa2yJSUC/ddk9uK83AKyJ4hN5kITZrfIHtVKgPg0eEEVUb2jfCcNFz1Dh7UuPokbzAak4OPHkKEK0u3lce/LZi/hVm7/Cd3+PS68iLFsdYPYknO5Z0qPpCpzf2/H4/bnf8jdN6HAol77Cwc+dOfv3rX3PMMccwduxYwPTsVVVV8etf/5onnngCj8fD1KlTqamp2XcH0EosfT0rfGBIwTYjM2H4YOn4xbxhDG8Sanh40MtJQ2h7E1rbUx4oeCF6TA3JwMkS263wa0DEV61C61vlFJeUszByvD35gfnvRpnNklPjQ455mT4q6MmhwpzsYr9/twzz4YYgxavjPcmJOCQ7nW7Uc2SM7pjP5bANI8vjZ/WjHBl81P78zoopY2O2K+pBPTmikl/Jl8xcNU8GGOb34hXm6nW7zOTdsoq9unF4QrswJDgC8Qs6ywDJEtUsM44A4FV9OGmhnXv8WU2IhpmQehMB7A+MIawzGm42utR4NTK8cxVpzMkhb8ti29szUCvndMdyvnZNTWh45WX68BAmW1TFheJbOic3V/rpgxnGddBwbdREQ4rTjjmgSxl6E14bSon7CsCsxD1Yq+BUh9l6TAjoKyooeu3IlIwNq71gs71r9wBLBulbwxR6D0sHGqbn0R3N4YuNTMQSkYJRYdN7Z0lTHaN9D8BM5yvtHmFwGGF04U6+w4xStuQ2yAK1ZtHdrljOg4qyhE9LCa9GhnNC8E8dqr7Q6Y09j8fTxKizHvt8iSejrVu3MmXKFDRN47HHHkPTzMN8/vnneeWVVzjxxBM56qijeOihh4hEIixZsmTfHkQrsPT1NCuMiCSEM2H4YMKJw8jJzkJgGidWqOGpkvqkyfF7kzS/JxSXlPOXFfXU4kMgbZd2c4ntRYX5ZPfqiS8mjNvaVjlWE+oznZ82mfzqpZvbl8XPhv8LXsh672SyNdPw1+ynJfP0MfSUlSlNhFndvBwodpFJHdc559vjnnDiMPBk4I7eFF0xobXO3u9xc6XflmpwRrXmrPZbfPEPOHw8AP81jrHzgvY2RzSv8gsE4Hw/XpbBMkCuCs/ked1cxP1ZP4d70m/Zs4NLRt12ZNoBfG4cHlckdHn4Jj4yhiClKVQrovlRnapIw/JMRvHjhiGTEgtAz8nho8BEeoj6hB6g5sjL9MW0c/yfvd3XzfSaRwKdZxGdCiMDj/Ce3uCN9ksXm4xeMY+TL1IbYwlON8aQcOfr3+zxGK3z/yjNjEh9pJti5qku4bcYPZi7aBVL/Bew3juZExymgXJ+rBhzO1BcUk4kHGRHQCYtHixerbNsszlfhqWjVYvuduXKD5p9Wgg42/ExFWR2qPpCpzf2evfuTXV1dZzBV1FRgdvtpkePHk3237hxI5MnT0YIwbPPPkvPnj3t5zweD2lpaXGP+/Tpw7ZtnSfx09LXszAAJ3rSide/exs/yhxqo3lUx2tlCScZi/Y+2e56w5zYskQ1IZy8qZ+QkkCpdKWTFg3jTh/eP7kuXxImup5IqIsmBBwuypt8tiGNhO9jIOwikRZDrXNy+OeG0+gp6uIMIrsbQd12xOCfA/CRMZhsUdUl+j3mZfooCt7FTtnN3uaXbhZpJ8Nvy2CUaWj1Ywu3hS9v2GdPPAXRkH92/WrTSF/xdFzoJrbKui56zmcQaHtJjIuew69DvxiNNYssUU01aXxkDOpUYrs2GbmsqzFzdyNSwyPDrK1xJA5z25WRDZ1RFmkn8+7pi5s/J6NG4vEO8/e18hrLPNMYeqhZuZ311V85+/5XOn3xkYUrM8/u2x2STjxEqMNnCyx7CKVcfR2bLjOQ9XZxGBDn7Wst74cuYr13MlnRRempzpVMdS4miJN1Ru+4CIaFlFAtvXZIenOlnwu8f6E4chLBaOg3EI00tIf0ihVCdhMmJJ3NdjTKkOZxPhMZn9Kiu0MUKA48yi4kSYZTSMo80zpUuqfTG3tHHHEELpeLkpISe9uKFSsYNGgQTme8hEdlZSWXX345GRkZPPvss2RlNbQqiUQijBw5Mk6ypa6ujh9//JEBAwbQWbD09aqivSYdAko4POn+J+gr6Kdtp7sImKEGrSIuFyyWjvAgWQ27rwpfjwODDfS2jafmwkTC4WCg2EA2lYT05J0wkvFi4KqEoQwp4U39+CafPTLwKOUxq3gpISQ1FhkNAs8thlpnlPKBd1RDlZzDGy8pcNFzcNpdALxpnEjVOU+32ojtCGaNL2Cq+116UQtYMhthDuubZxoQ6eYEdmi0vV0srTaCGhkfjWUZigrz+fkx5vdVJ01jzycCbd7qqfiLjXgCO5uENsH0Kq6VB1KorbYNwdZoQO5rikvK2bDuBwQN3TNWr12T+PuxKyMNMzogwow/+rCWVf6t3ykmr3GRdjKPDH6Z4q93YEg4SFRwQd3z+zQX7NbilRwyeyH9bl7AIbMX7pWQ96zxBWQJc6F9TXgG8/Qx9KCOIE4E8L3MT9mwt9JlstnNfM+dTVov7invnPYOr+vxbQtf08180oOjvaIhPpIhBHQjwPTwTYA5j00//UT8WhquaN6rm0i7Sa9YIWR3TCFbooXh5ko/V0cXWVV0a3HR3bhFZrsoUFjFXJH4McX6GQwJb0WOY2Tw0cTSR+1Epzf2fD4fRUVF3HXXXZSWlrJkyRKefvpppk6dCphevkDAzO16+OGH2b17Nw888AC6rlNRUUFFRQU1NTU4nU5GjBjBww8/zPLly/n++++54YYbyM7OZtSojtdOakxljBflUDYmPWkv8P6FXTHJ0VKa4Yei4N1N9u1ID1IaQZzCsPN5oPlEVbF7PWkEuc45n/lftP5GfoH3L2w2ejXx7gkBZzs/NUOQMbk3rsw8vJjeY6vKEwTu6GSYkqGckWvLkkSkhiORpEB0BeglRCiS2JvYqYhqtk3W/mvfQFxCByEY4K01v8M/mLlzmmhakdvqXMRGxkciWQZrwrQ8e+kE2jbfaE4ORa8PxtGo8KnMM83+DnpRQwZ+2xDsTOpNcxet4m9hM7S+XpqLq1+FZib/fuq2Iw84lAoy+Trv/NREla3fSerRYgDTSJz5zfmUOS62u09McS7mO8eFTQrM2oJbi1cyb9kGOzVFl5J5yzZwyd8+2eP3fF2OBGCFcRgXON4jV6vEKyJxuY9l3qYL6cboUrLOY+rhpUU7jMS2XtxTA2TOe7uolvFtC6ulL9o5KfFJKCX8LyqHYxUIWNIr/9XMjg7LxFHtJr1iGWsudLt9Zux2i7xMH2Ec6FLgFaG47YlI1CJzn+chNirmQjhMIWjZUCgjgB30aNKXur3p9MYewOzZsxkyZAjTpk3jjjvu4Nprr+WMM8z+qSNGjLB19N5++21qa2spKipixIgR9t9dd5nelNtuu41TTjmFmTNncsEFZm7C3//+9yYewo5mwmtDOVhr6Bd4uLY58YQ5J4fXg7+gl6izNwkBPhHmbe9syjxT7e3dvc4OMfQyox6PozEvuLSovINLS5KoGl0p9QxstG8W32oXcnrx0FZNkNNPP5Glhhk+lTEXHjTkMMUm+s4aX4BDmDss0Qt5Vh9LLT664SevhzdlQzkttAMh4N+RUbzEODaX/xi/Q7QjhI8gwa5g7M0oBdF0mtAwYPV/m7QFsuRIRgYf3XNPct12qly9WUt+QlkGa8KsjzH2YrfvNTNKWaIn1sj6zm3mLh6sbY8zBD/RJ7fNZ7cBmyv9XO5cBMAY7Qt7e9JK/IueQwwYhYcw/+03K/XWc3Xbqc/oz3Yy2V5wCdRua1Jgti/16Z7/dEPC7R+t2dVqY8ryCvWW25HSzKkdHX6U1414L1oqjeyLS8rjFgaxSAkTgvfvsQGyudIfTYkxjQur0hrghOAfm4RypYSX9ZG2Vy+2QCDvylcYe73Zjar+kDPJu/KVPRpTa7GMNTdhQjHGXmMjzkzZcBLEbS/Em5tTYq//bHbzgvtusqnctwZWTDEXANKAbr3ZJHJ4Uz+eN/Xj2SCzE/elbmc6l5WTBJ/Px+9//3t+//umOjurVjVcNJ9++mmz75OWlsZtt93Gbbfd1uZjbEtGBh5hoedmsoSZr2BIeFs/jjsil7M8dscZpaZXJUm+mVdEKPNMY2Dwnxzcq2NOsjvPGcT9L7zL3zx/AOACx/s8ol8AQlBcUt7UgJpRyjsP/5JT9Y9xC9NrUI2PscGHcC9albLBWlSYz9vzq4mg8Zo+nCHaWg4X5RjRApE4b9GcHIoiQayF8elOs/OAAQzR1rBw+uFk9m75c4tLyrmt/les9H7GenJ5KnAmvk0O7o89TqcVegwR0ruAsZeRm/w5CTx6FESCtk9BCBggtrLcew265sFR2EyT82Rc9By7/+9UqsIBU5ahEXmZPsor/dRGw7gznK/wUWhwm2mgFa/W8dm5W464atxTQ49ys2MeZzo+xSV0/NLN2/pxPJ3+C95ok0/fS+bksM7bUNg0wfk5652TCUgXRwT/mfiaA4S3O93w4w+lnvxeXPAg3coup68McenaidxyxhG41q+ittaHIF5frK316YpLymkmNZm5rZgrrP39YZ2RbnMB+BtnMbdFphPQ0nHIqBdNhBncvw8DWghxz120itNJPDgh4G3vbAJ+F7Aj5fFZlHmnmfNXlIGinIGUU6aZ87wDc06JSIEDSS1eMkSDqkHPtPh0g4Xf13E2sLxsPXc8sNT2+u1LZo0v4P/N/wqnMAhFGwYkMuKscQSL3XgIk5/pa3Z8mWkuO23oRud/+Jko40bnv7lDXLsPjwao2w6aG4wQZBew2dmH0dt/0SR33uUQHVqI1yU8ez81YhOFwbRBDtE2s4PM+BVrRi4MMT2UyeY9rwhT5pnGd1trubV4Zbsnrxa9diSfeq+1+83mabtY753M986LE69uM3I5Tf8gTsush/Cz3HsNH/ontuqz70+bhUsYrJe5rJN5rJe9KZcHMN8xLt5b1ChPTEbzxOp8+aQTxPnh3JQ+b+6iVaRFvUyW16lJGEHTkE4vHkKEI+1bGb3HHDIaA0d8SLzXIXD9SvO7S49P/DckvKudwDun7ZkcSXFJOdU1NdTpzoTn6azxBbg0YX/HB4ttXO+a3yYTqeXhOQBzJX5j+Eq7CMPncjD2+KPwa2lxGn/t1mYqFWaUsjH/zDjBacsrKSG5R8mTgVMYREKBxM83wvqenHqAerxsrwkye/5KRg3MJkerpoIefGUMYJ4+ht5aVZvf5FryjLVWT9SqTh2obYrz2P5cLuZzWYAQsFAbhTfYsoFmanY+SrVsaBMX6217NTJ8j4W4l45fzDvGsfZjy9v4yOCXAfhW9uNZfSxnh+7jWX0sHxlD4oqLYq/h4pJybnx9NRGp0U34263LUlFhPvefa54PYZzNFqkVFebj9PjwEuLDm0Y1a4gGw7qtGjDJ+QFCwCTnB3zruAj97n2kzTcnB8reNA09gIoy8rYsZqVrapNd090dE12zUMZeJ2TW+AJyYsRNrXyPdd7JTUO5oVpAJMzWkDGJoRFD8tyyDe2fvJoAIxrKSOZe/1wMoUZ64ibIDUY2Uz0Pt+rjbz3BXDUaCK4Kz+QTYxAeEWHnqffHh6qiTavNPDFhJtuufIkMv9kaq9vKf6Yk5lle6Sc9uoqui8lNbHycwuUjTYT2qPCkQ7j0FTsRX2pRXSwjKmKckQsDz0QSn6OyKdSN3y7cusfhNLc0W84lO09XuqbyjfcXgJkreIljccoaaM1heXie1U8DoFQO4PbIdK6N/Jb7zxvCnKIhnJIPn4hhACwRJ7Rfm6lUyMgl4uqG0+6e0eCVhGZC3R6zP7gMVid+vhHW95QmAnahjD+s825ZBfUT/0mZ7IcQgr92u5b6if9s8++nJWOutXqiVnWqHqMFammjPRsxJX4Oiqzjwk2TWjyny7zTWO69lu4xHjUhotcHZn/sXVrP5G/QDEFvdkzFsMP0Ng7ow82TTkUTZvHQ7ZHpfCcPjms1aVEVUwls6WfW4iODevO420lr75xBBwAwqG92i0VqusOLt4VISHFJOfVhA0HifSLGPpprZ5TCEec2PHb64vRTY6naiyrstkAZe52QosJ8vpfxJ3/S3JeLnoNDxxDJHGCHNWLz0+rw8kf3Y2RT2cT7117Jq9blZ41rrTyQMg5Omr9Qfu4LbCXLfg1AUHj4+YTxrfr4URVm/+STNFP+pSY6qT31wbq4Cbu4pJwf1q6lUqbziXEkL0dGskX2sidVo3FVbQKKS8oRNOSP1dHQ8aXJcbrSSBddpEAjiuFws1Fms/uSt+HYX0BuTHeMuu1sJsfu2FCDl2xRtUfnl2VEeAna/YUbv4/VRSC2P6gtBbOXgquWMdRdmDe/qmjxky5lXK7T5qG/AWBe6GQm7b62U8mL/LjhR1bJfKrxxWkEQjM5Q27T2Lts/U0p9SC1vqd0AraH1dpeVJhPWrceHOAM7rNqc62RLRebowWt1xO1qlO1GC1Qy0jeRXcAhoj1/Eq+1OI5/fCgl+LyFnUpsJz4VkVvZX3rb/y21znaW/zW8HT+Y5xmexubC2tbxP7+1m9YJz2c6Vhmf3ftUkSgRz1hjmZElaMYDo/ZgrKZ+dL6TTbK7CayM1XSx4jAPmoFl5HbkNOsuUAP4tfS7MVVLJmNQujtjTL2OimOmMksHJM3lDD35dJX+LH7sba4MpgryE3yAH6mlXGcWNVEPsKiPZJXrUORQCXpdMPfbKJtUWE+fbwhdooeCAGrZT59vMHUbxpWe7ZvzYTjEY5vWO+dzC8cb+ETIXbV1MV5i+YuWsWvQjMJ4GGTzGZW5GqW6IVo0VCdaK5Rd5S5i1YhgXxhVoo6rdeSoOrY5SNd6zrGXnFJORURH8vlQM58sZLi/N/Fe0ZX/5d8ttsdG7qLgFm16JnW6vPL2t8rwvilp8l26/8V9KQ2pvLZQ5jtIfdet0yzJuS8aD6VOyY/yjpfikvK+esKM5/2due/CFVuad9WUy1wef11rJIHs0t2b+LdSRpOjXr2+ga/T6kHqWU0ZFBHofaDbShY2yOubnhl/V4cRXIS5evF5miBed215vewqlNr8fI/YyivOseTLaoo80xjnvt+ADQhG8TEm/Egv7FGRkXkTWPDISTOaHVyayp6G2MthIr1EQCsk7ncErqMSbvNnLRUNFRjf3/rt/KJEFlU2/eIdikiiETzSp2pGXstqRd86J/Ieu9kDtW2NpGdsdKA9lkot3K9+e9p97Cs17n0kpUJd2vnfgZNUMZeJ8UjGhKl74tMbjb3pbiknDXr1/GsPpYzQ/ezQ3ZHE3CQtpO+WoU9SSXS39vnF3bddkTfEwF4lVP51DiSn6c902J1q2/2arLOvB2AO3rej2/26tQ/06oQja4ardZkj0TOA5pKdViGRCY1jNRKyaaSLFHNct38rrcNOK9FOQrrPS5w/A+Ac7SPARK3xxFOTqAUd6DjNJdSxfImpMs6houviVRtbWrYzCjlHW0koWieWEC67FBGa/XnrPPRS4gAribbY/+fJaqpwccHxhDm6WM4yF27p4dpY03IpzhKkRKucb5uP2edL3MXrWJLxDSO+ostXOec3+6tppojL9NHd+qoJj1ue6bPlbwC/j8XA6Cl2IPUErfOEtUcEDUUYhdwhiudNLlvFpKx33OiHK313sl855nW6t/j42MeQSL4UebyB9eVzHbdyMjgIyyKHGPvk4oH2aqYtbz7VdJnh4eta+PU8GOtXhxYc0yR4yMAJjnei9ueSl5k7O9vCTT3ErVxeYrvhy5q1bj2iKhnT6Rk7Jlh3OY8e5d5HkpqTFl5kkWuP+/RUFvEFW3UsLmEyZsnNQmdW6gwriIh7phek18b/ZvNfbE8Uxc43uMtz2yytaZ5N/6YG7BFu4gsR8PMAN8fezen37M45dDO51vMi2PL9orWFZRY5fC6+XoXOrX44hL6oWGSzMv04SaMT4TJFbu4zjmfq8IzWeAeB8DaI65uUY6izGvedEY7vgLgTOdnrPdOZlWiFbx/Fz2o5ZStz6R2PB2I6U2IkEE9vcXuxIZNRi6H9c2zvZnumFZwNcFIq25qlhHhiwnjNj5PrX2uCs9ko8whgoM7ItNZfNT/7fXxLjMms947mSO1DU009qzzZYn/grh8QWuf9mo11RKzxheQpVVzsNga15/5znMGJdz/rTHv8L7RkAucSluwogWFfOe40NaQs/T0ihYUUlxSzuqKWtJlPWff93KbezxjvbzJcrRAtqpIo7iknDuLv6S78HOa9jmhyi3UBiJUOnpRial52kRMPAll3mmc7lhONxG0PUuWrJM7GqHZovdotTFqzTE/a9y1JDrHFBXmk+52JH19ZqOFl2OmWcxjG6LR3rMJ2+q1MXqleU54ZPL+9hZWQVswnDzv7qAjj+dHGd+dwpbcQlCLj6+rvElevYdYgso/msY3K19grSdxQwPo+P7nytjrpDhlwyogM83VbMm5Nfk1zmOKxSfCdn8+aH2v2b0iWENAunC4PC3vG6W4pJxnlpuhtHT2oFKsbjsrOBKA+fpwskUVp2imIXaF403A9LoNf2Ap/wteyPfRCTP25n2bbq4E753/WYvG5tLxi3nDGG57t/zS1VSTy5oc6rYjgBG7X0up8KMjMasUL2kiMNzYsOnvreNDTINhof4zO09MN6TdMi8VigrzuX/iYLwiTABPwvM0rosGXroRQEKbdNFoSNRv0FazFknWZG3t01hLrj1aTaVCUWE+hzkr6EF9XH/mZNf6nPd2sdswvROWQdNiW7AZpTD4/IY84GgF+1tj3mH2/JUMMn5ACJhcP6/NQ9xWqH2dZzIe0dQAkBJGBh9LuV8smIsab8QMzeeLHVznnE/YkKS7nWQ5zXD0G44xrO9/oSkm3gxLxy9mgXGiPQ/rUrDBMHOQa/CRL8x5rbUpDtYc05zu370ThzTJZwRzXmti7GfkclBubzQho91TIhyU23uvUyFSQS439f0O2/1ei/tqQnCYKCdSvTXpPu+WVdAtmi8dm7MewmHnrba5sZWgi0yy4gxIzfO6L1HGXiekuKQcV4xnb1zwv81OmNZJbOUxWZWRjbH68512RE67tumSgRpq8OFypH66zV20il26aRymY+Z3tCpUdtFz/Dds9oI8y/EppzuWc4rDXLGe7fzU9taUV/oZE3mMsowT7ZcGcPNl5mnM1M0k/G4pGJsTThzG4AF9bO+WR0QYPKBPfNspW23d/B6CwtNi4UdHc4H3LyyMNLSMS2rYXPQcT4ZNofNn9NPjQhm7W5mMXjTErNS7yP0RH107KOF5anfRkF7SolWPbRFKnX76idTiQ4tWZscm6lt9La1k/lgtuU4jvxJdUHj1htBcXH/mBGyu9NM9Ksz+p8i5qfX7zcgFl/kdRHDYnU5GLxrLd44LOcZhpl1c7Hy3zTtoWBIbyQpuhYDl3mv4zjMtZSNzif8CPvdeDcQv+JYZk9l55jPUSi/jhvZnwGV/bdHLH/Rm4xFhhDCNZwF8EO1Lm4Gfcmkafq01Pqw5xhHtLmNV4sbOMUWF+fzhgmFxXryeaS7+cMGwxPN93XZ2pg2gmjQiRzcVMG9zrHzqMjM94uBdH7e44E2v20AaQXotT67GsLnSz52RywB4Vx/KGaH72SizCeHm9sh0fqP/tu2NrUZdZBpXvscy/JBeHV6xr4y9TsiE14ba1YAAk5zvNzthxjaHv8SxxG5V1JiIFIwMPsphvTP2ybiTYdRspRt+eug7U37N5kq/Lelwt+uZVleKFZeU013UE5EaI4MPUxw5iUBUwNPK4bNWYBvC3dlWZxppEZx4RYS1NQ7WRUyjI0OkJkvQ31vH15h9lrVjpzf1AEQnBynNydplhJj/bQ3Fq1MXso09vvbQTJx++omENfN3sLw+yQwbv4yGXUXLoZlmCZu/cY6xLWmxgF1JiJdu+Jts31OKCvPJ0arZTTc+NQbGVbNaBqaVzL+ZXoRwsFt0Z1RuoMMnc6BJRxM9hUryvEwfM8Lmwqaa9JR6VwNQY3pa3uw2ye50YnXQCElTr9/KUWurDhqWxEbjKEasN0eXmn19p2r8X+D9C+/rg+3HsYua77ZWUUMaC5avavFas3Jcj5I/APCZfjgGgkucS4F4Q3JPcuM8wZ1spSffyoN51TE+oe5fUWE+X94xjvUPnMn6B86k5PZxSc/N4oIHea3+KNIIMqL0DIoLHmz1mFpFo3xqXTTtZmQTNQzTan9ECMgqm5fUMMzL9HGRw/yOq0nnO3kwXxiH4iFk3jv2VTvDuu32uR7bzSQWlwbPXXFik+3tjTL2OiEjAw/HeeZaajlUVJjP/ecNwe3UmBC8j/IEPWGlhGXdxlJBJvWh9tV3E1tL8RLm+A1PpfyavEyf3fv0MLGpVZVi1oSbQT3VpFFBL7OSOeotdcXklFl0C5shq/kH3wLHXE5aaKdd7Xmz8/nUjM2LnmO5PIKQ5jM7PyTwAGzevIG1Mo8KejBPH0NaaGerw1zt2fC7qDCfE3qb58vDkZ/zqnN8Ul05p8csCLCEpS0a5wo1y5wceLA/EJ2fkxQLWOeBIQV9REWTatA9pbiknF+FZuLHQznZcdWssb993pWvYDjT8YoIB1BF7oF99upz24yMXHCbHrew1NBSqCSfNb4AGU0y90W96Cnl855hGgY7vX3t892VmUctPpzRa83K32yrDhqW8RZbjd1YakNg2Nd3qsb/9NNPtMNxIem0FzVDjzic55ZtpFb6SE9BeHjCa0P5znEhOZp50x/u/M4Uq5YiLuz/ZeZprc6NKy4pZ8ymX1Ipu7FZZvG7uqmM2XTFHl/31jyyM+zBLXR219Ts+6ryRvnUmgwnPz8twzD6uyRduMzJ4aPAREY4zHSRIufHrPdO5hzHJ7jQuc75CmFdtn0BVVRQ2dO4d3KjnL10T8dKrlgoY68TYviybBHOYHTiaWnCLCrM57CcdFbRj7qYSdCaCHeJDAoDn5FNJXXB1nuS9ojoykyrNlXpB21+KeUctfdDF7HEMwto/WrYkijoLuqojuqkZYlqXtRPAeAL47AmK7CFXjMEuStzKJz1B+5Jv4Vaad4AB0QrLqFlYyJNBgg7ku8zafe1fKwfiRPDNiRaG360ji9WW2xfVoP2Pv8hAGrS+/Hz215I2kPzitFmTpDVxxLApYmkhQEJmVEKh5/e8DiaC9Z4gre82Ydp5biJNKkG3ROsmx9AD+psjT0L+7ePntcH6RsbHAZf/bvT5F9u3bQWgL9GzuZlkaA/cyOKCvO557xCQtJJugiknM+7tHQdAJ9tDtker1njC8jRqvmvblawLjaObtMOGlbRRZlnGpc6lyCiUQwRE82wtOyAlKvBiwrzGZBmLlKuDV9nL2reLasgpBsEcDFC+7rFa83ybDbuYFKsj4hKY5lh/+920WqPviWCnCWqGCZW7/V1b80j1ZjzXAb+Ft+vuKScI257i343L6DfzQsYMHsBtxa3Mg2lbjv+g0cBUH7g2OSh45i+s1KCiAQTR0KiRqFuCb9H73lWhGuKc8m+KaCaUQpHNggqJ8vZ6+gqXAtl7HUyikvKCQYbQrj/1Y9hnj6GnBQmzLUV9UigO3XU4uV9YwjrZQ5SQg9q8UVMiYSXVmyi8O539r0umB1SMmfhiNZySMnCMbOU8rxx9uPWVIpZq/ksqsgSlWRTyVXhmcyOXEFYOlgp+9NT1MRVKg6LFnL9+dOddtFGohyeloxNH35CjvSkz2+u9OPHg49Qk+2pYu17nfPVOA3FfaaZGDFvgnoLAqhjh5oeuV7uhsm4m7eV7bczcu3+wRGcdi5Y45W/VQ16hLaxSTXonmLd/JxE6CYCjNOWx50j9vU3o5SkcaEOFtMqLinnF1uKAFglD2KWf1pK3p+iwnx0VxrpItBiWyrrc/62xLwW/XhsjxdA/cR/8qzXvE7eco1p0w4aVmeMkcFH2GQc0OT5xh6W1jTSWJNfBMATN/3KXtRY19QBVNODuhavtQbPZnweVzcRYIPMZoPMZp4+hp6ystVGmvmZkl5Uky2q9vq6t14nor3V+4qtzb5fcUk5v33hSw4Or+Vrz+V847mMYtf/Y9Gy0tYZfBc9R2XBhQCsOfLaZnMgN2/ewNeyPxKSR0KiRqEWNQqlgLVG7yZSUG1eQBUjqBxu1EM7lo6uwrVQxl4nY8JrQ1npng6YE9dZzk+Z6lzMqdqXLU6Y/mhp+gmhJxgSfJpp4dkcKHYjBDiRcXp7n+iTmfXyV+3jso+q0juMlkNKsa/NzzU9mWGp4WlFpVhaVH7gcG0T6QTtSdHrclCNj4sc79oCrAI4um8PdmwyE8o9hOyija8yx9r37lSMTcOQpBMg7EhLuk9epg8/btJEkNiOxq2ZECwJhinOxfEainsg1JoSUQFUXWtBE8tlHoPLaAjj7q4Ptz40VGfmIb3W+1o7F6wxb415hzeM4XEelJbkQlrC7p4RbR1lVWUC8Z6ujFw29Dk7PnwI5rl+/dd7/PltwdxFq/BEq0otnb1UvT8Rhw+fDDbblir2cxy61YEhvg90UWE+D1x0EgCXDOvZprmMujSLzJZ7r6WPFp8DbP0ehhQsjLaJTLU4qLiknC9Xmx7QcU80zIvWtZan7YqX4klyrVmezc2yFwFcvKKPJFtUcVV4Jh8ZQ0gXQduj31ojzRxL08r4Pb3urTlnlONLAH7peCtue2PmLlqFATzq/hPpBEkjxBCxjuuc83lu2YZWfbYeNucUrQWFhkm7r+XtyHFoAuZEpiSPhNRtp67bAHbQna8PPB+XMOKkoPZZAdXu9QDMCU9u0q3GoqOrcC2UsdfJGBl4hLcSVD+2lOBsteuKpcwzDa9oOtlFJIwMPrpv8hgaU7cd6UrnXWMYaw6+sHXVXvXmZP6ifiqhodNSem1xSTkrxKWs904mR1TFTYrfahdxgKjFF62Um+T8gHXeyTy16WxOYCVSwm+cxYBZtLG2xgECDLSUZAkihqQnNfQIbEracmrW+AJ0zZzgPNHuDKmGH62ijBGBR3gt0pDwa2kojo48vm8KNizPntaCdE4072sKC22PGOxBleypNwGww3dI0tzHOe/tosrw4rCqn1ORC2mBvEwfZZ5pfOG9Coj36MZ6DItLyinbsCXutQIgWAMPHU7wzqx9XjiTjM2Vfg6K6khaHhtre0sYmpsxji8I7trS4r6bK/12a8DG7dIAfBk9AND9NakPvgWsOa5xcUZECqpjelELJIdom6kgM6VOGlb4vpe+E0NCbVWD9ygVuZNYigrzqZ/4TzwigpcwDk8as103AhDAxQFUkY3Z7qy1Hp+l4xez2IgXeG5uLC1hiSpb2qBnRLVBk0UvrC4VBVp5XOh8inMx67yTU+5QUVxSztPvmfPBg++sbfb32Vzpt8XVPTHdbBqfz8UFD/JRbW+qZTpX7LyY6swjeJdjAVhiFNo5lG1NRdCMXAzV1ibsRXzpCX07R+EWytjrVBSXlKMJwbGOMiCFNmkxr5s9f2WT3rcjg4/whjE8rrWQlLBeHthyY/S24qLnMFzpbJc9+abw9hZlCxq/Vtfc1JBO1egHUnptsr6puhRJQzpeEY4LB1qyLL7QLurw8V36z5J6mGIxpKSfthW3Xpe0irSoMJ+xR5nhTi8h8jO9KeVHWb9xqHIzf3Q/bhs55vuY50h5pPu+KdiIevZkS8ae04OUcJCoaNKer1XnWTiql9XMqt/qUvCeEa/ttzfn86zxBYwzHuc9vaHvr1+aHt3Y1ANLxPx/xlDWGr0bqkDReN0YwYjAo/u8cCYZeZk+znd8AMBEx4dx21vCo9fSixqcH85N6XNyMRdjnpiUBOtz3ltv/oYHfvM3zr7/lTb5DqyWhB94rqfI+bF9PTuFtFv1gWmAFGjlKXfSsML3J2rfIiBOODxW7kQmkTuJY04ORa8dSZaoRgg4T3+bEmMSZZ5pHCXWogm4wfniHuWXTjhxGL17mgLPIeloeSwtYIkqB6PGVAhns9GLi8SDbDe6N9luSFgSGZZShwprHgsGzfNjWz0tyooFo+Lq3gTnWex7OvUAdXjZVh2kqOJq/i9i5ugV6yP4ReD6tr0Wo3m72TuXA3Ce86O4DlUOIXjkwmHMKRrS3Lu0K8rY6yRYJ+yvHS+Thbkafiwysdk2aRbWZNWYXaIXZzo+iRPZFAIO1bbYJ2Z75BOIiNkNwd0KnT0L3RFVT0+xj2yyvqmv6iN4Wz+2ieFbbvTkrcixtop8bJLtPem3sFXLJYKW1MNkMycH7729yBI1zVaRAhzVPxcwKx8XzTwlpZWf9Rtf53yVn4kyznJ+Zj9nGamxVWBtWrBhefaczRh7c3Lgrsy41X7s5Neq8ywSNdiczYfDrwrP5I+RIgBeNE7lqvDMVrdni6WoMJ+RRw9CJ6YqU4SbeHQtg/Ly8E18bJhyHboUCCmpMrxxOTvt2kYtWpU40mGGks91fmL/Bs0aFpY2X8hM+Ugr/UdK7dLOcpnn4CWOJUCDh7q4pJz/9+ZqjKjhf0Hd862/0dZshWcmxHnIY8Xj62XD7xyRGnTL5a3IsTHevgb5lZYWAKZw+GQOj3qsGguH9/fWUSYOQYokkkoxWOkFjReaXhHmWIcpx3Kh8709yi8tLiknXGXm1T3oupL1/VoWeG6WqKhyg0qB3mz0YpXob3e1sbtTSNOrvZmslDpUWPOY1XM6hLPZa2TW+AIMRzQSEpV0amwoW++ZLgK2lzlsSHboZhrDDc4X2r6ILZqPHkkgvg7mwr+zePQslLHXSbBK9i91LrVXqL9zvcwFjvdaTHBONpkZUqIdMpoQ8UnyEanxVuQ4RkUea5d8AqEHCOLCuQfGnqG58RBO2dizjIpsUYkQ8FxkDPP0MXQTAXrm5NvNyS0yhJ+d9ECL5hVantRa1wHMGl9AQEvHE0lhQp1RSuiInzcYk0mqSAE73PkX98OMuuOFlMJ91g1pinNxEw9lolZ4QKvaRTVL1LNnNOfZa6TvFjv5tdqLEdXZw53882aNL8ClCXZjakbe5XyG+e7b8YV27JUUxStflHMAZrvBa8O/4T/GaU2qWWMN1yxRzQ6685UxoEnOjlUtHapsOSzaJtiK/ub17pdu3tZO5t3TFzd/47F/O/P6NFrS5ot6r44TZgRiUrRt19euqRQV5kfnsotiqiEXt05YuWYr/PVk+PGTOA95ZprLztdLi0lPcQoDarcywfl5jLfPYKLzIz7wzGhxodHQNSV+wWcl9BcXPEhx5AQ0YOzKMc1q0c15bxc1hhsh4hea72gj0TXTQA1IF4u0k1uVX2o5A/4WMivVP6jry5lrJu69Ll7ddn7sOxGA5fph/O+Lb5JeP1X+MD0wxbdDOO1rPYKWcocK615lNQ0IR+9Nye5hRYX5FB1rapd6CCesFLdem0bAzh8FqIzODQeLbW1fxBbNR3eIqMB1o+KMzlKUEYsy9joJIwOPsFQfFrftM/1wRgYfbXGFkOzEKvNOg9WL4/rsAjgwqHH25KbzU/Mq7RVSoulBgrhwOVqvbGk4PHhEmFCKxp4lyTE7fAUAa8jjjsh0PjzmYY7P1pEQF+7pLgJc6jQ9E/8zhjJPH8NB7lp7QtE1FweHvk+ag2eTkYt0Z5jyCmhJq0gBPt1oFgAcFU1uTiXcZ92QEtG4FZ6FozWliM0R9ezhaMbYs9TkMY8/Nv2gtW35ZNTY05rx7BUV5tPN62SXNCf0fmI7hWI114hX9kqKIhA2eNk4GYAS43BuCV3GpN3Xxu0XK2J+VXgmXxqH4tV0HnZfGZezY1VLz05/fY/G02rsqsQIEvMGdPrRh7Uc5rMLqcwbF8kkLiws41Azb9RWlb0V/rPkRxq3k0tJWPmeHHioIJoyIeM85MGwbqdoWO8dkE7WcyD0O5l6b2/bYJMSaqWHUeGWF7RWR5TYBZ+V0G8ZWdVRI6K6anez1+rmSj+5wszJ+2vkLHuhuT3kRuiW9mCY7SE3v124NeWFieW96iNMYW+n1NvEU1Vc8CBnrTsfgA+No7is/rqkx5eZ5uIHaV7HHhGxjXmXMDjdsTwlWSzrXmXdk0LREHJzxtHPDjc1LKcem7jzk/Xa7tQxVDMlaco80/jBOxWIz71t0yK2uu34vbn8IPvELfRcDtFpijJiUcZeJ8GVmUetjHeD1+NJSYw09uZjv59DmIm7gyeZxgdmbkVEwhZxABcMdLePmznqFQpId6vapVlIpwcP4ZQqBKGhb2qPaPunWtK55IS+Zu7ERc9xQvBPvKvHN31/NTKcejwcKX7kxbSLqTz7afu7ydG34ZWBpDl4cdRtJ4yDdQdOSJ7jNyeH45fPAIirpC3RLm124rZuSLEdAyzKjV68H23HFIveVjIglmevuTAuQN128GaiDTiZxd3O5PD0+j1qy2eEoqtvV/Or40/0yXzpvRKITxb/KDBxj/TurFV/HmY1sCsaamrsDbBEzA9IN0NahsNHgVbOhUeYj8s88dXS5+lvt58GX9126NmfKlcu/+G0lAuiNm/ewPeyD9WktSz2bRmHRgQpaVJlb8mPCIjzlrc4l83JMRdJjYhIwTVZz1AfNuwUDctD7yHCB5FBcNkbeIMVOIR5zgsB3USQT9xXc/YbzYdLrY4oVaTzsTEoTjjcMrJqowUgGaK+WSMrL9PHnMilgCl9YyXtZ4lqinVzsfaJcSTZoqpVxpp1Dp6umaHzS52L47bvKXMXraI2DPXSQzdhvleicel351BiTOLYaBu8WPzSzWvGcN45rWVPpXWvckc9s2EcLXv+o1JM9ryQ5D2zRRUHUMN1zvmcEky84Hh40MstjjFlLnqOgDebbfSKL87oWPWlpChjr5Mwa3wB2Vp85Vp3EUhphdD45gNwXmG+uaL3ZCCQBKQrWq0rGKM/0bpCib1gwRemwGsQFzP+U9LqEJt0eE1jL0XPXnFJOa+sKKcv5k3OkJJXVpRTXFLOrcUr2U5PKqNiuVYBTD0e0kWQ3mI3F9b/m9nzV5qVZXf24EB9c4s5eBaV5zyDAPxpBybP8ZtRygcJ2jKNDD7abNi1qDCfC7WlcV5Ji1yxi+nhm5q8Jr+tQglRz550tJCTc9Fz0Ks/aC7+nTWDezP+3x59nB4yDXXhbn78iRq+A+iIPeo3bHkITnGUIiVc43w9bnssRYX5PDnVrPY7KXMXDhnm8O+eABqqRa18noB07bUsTMpc9Bx0y8GrV/N3cX7K1/mk3deyRD+aNILcHrm8ZbHvuu0EMg9jN90oP3RynFFpyY9U0MMOb7corDwnx15UNMYpJH/YYnpkEokpT3Euhjk5LGNYfMFMNG8vlcKBA3/1MgE89MjtHyccbhlTNdEcYKs1XzIja9b4Ag51bAfMqmAwc8yuCs/ktogpqdVHVHBb+PJm36cxlgRMbM/htvBUNbQd9FCkfZi0U9BE1xNx53REavb37CFMteFLqRLeuldlOA2C0knv7ikUqEWNPTuXt/F7RjU300XQPh8+9V7LWY5Pmiw43liT2n0kVeort3GkWBenPhA22kHlYg9Qxl4noagwn/cOujpu27u5l6XsFYm9+QCceIjZbJu67aw5+AImhu6mxDgEp5AYkQCyHcRfi0vK+f2bZll/EDc7akOtT9R2eqIFGqm1eLNW4lOc/wXMlbA/rHPn69/YWlAZ0RXsM5HTE/at/M5xIRFDZ2P+mbaOm6Wz15wRoUciuITefNVqRq6tfxZqJMTZXNhVvzsHjcQT1ffyoCbb9rabRBxR3bsMWdfyvq50CPtxO7WUDfTGrNpohqrufWdds/mMS8Yvjiu4sXAg4dHWV8FZUhRHahviEvWThacK/1XAeu9kMiq/A+A8YxHrvZP5wHM9tfhwRH8vSxZm9jvbWz2mPWLHD3iMeq4WiTudJGJzpZ8amYZb6M1KXNhc9By1PY+kWqaz8cR74oxKS37ke3kwQgj+2u3aFvOOdT3xfCQlbDUy7XzUkcFHmiyWrOvyEv8N8QUzSGrxpVQ48PKKTWRQx2dbInHnnGXoW569B1x/I5vKpGHHosJ8Zud8BJhzj5Vjlh9t/xiRgr4x1eqp5na1VgImVWLDqrFCzY3HtbLKZ5/ThhQ4MNgqMwF4VT+pVZXwRYX5nNgvgxAuXv/1iJbvcS7z9zt902OJ02lmlMLg8xscak4fr0aG875xFFtkL76PCbO2tfrEAXK37U2MZZ+rXOwBytjrJBSXlFP6Y0XcttLN9a0yjNI9DaFcryv60170HF8Pu4Pv5MEUGyMASJN+wkkm17Zk7qJVGFGvUCBaPdfqPBNn63L2rEKGsY4SAE53rmC9dzLLjMn2ZHBF+HcYUuAXHk4MPk6tbDDOGvKLHuPDjUFb4sQtw3y4IdhsiyPDkgxpLrcNSI96B56InBuX6xEbdrU09Sy9ttPl47wZOT7ufazd0wiSTaX9m/dMc7U6T65Z1v0PCZxRlYKXyOWDcD0epyPloppYikvKWfnDGnQpyKaq2XzGoDebzfSKawsoJdR7c/fIs+eYWcpXmafZeV8tCWm/OPxNiiMnNSj1YxbKCKTtfYIG79MXxgW89cmXrR5XykSravHvQgCT5KKUw8d5mT7be2WJSlvbkxKqox4vPrejyVNFhfl069GTno5Ay6H8OTk4ZKjJZus3/cAYYuejVtCTQ8RmoMFjY1WQ5mX6yBLVbJE9CeLiZX1ESoUDxSXl3Fn8FekiyHhtOaHKLfY5Z4UIa6MtxQrERn7rfjXxQir6/fffZRp7E5yf81FgIkULCqMLiUtwCpnSQqIxsRIwRioSMCliLXB6iPpmx2V9t5Wks8w4gmf1sWyRZgeTv+tncVV4Zisr7oOEcKam0OA03zc3uD5xOk1GLuuqsftBG5EAYWc608M3sUIejoewHWbdm2r9OKK/taXZulfqA+2EMvY6CRNeG8rzzrvitv3TeW/qFWxAuruh6tYTzeErLinnrjfMBtHW6vQZ91xClZv3dsgtsrnSb2sjWVpJ1vaUcZrSK6kae1YhQ+NWObGVqhKNGnxc55jPcu+1dBMN4SOfCFHk+Ihdoic9ZRWfGEcCUKyf1GKLI9vYayG37d40M+Rahzcu1yPT52L4A0vpd/MCZr7wJeWVfluv7Qd/NyY4Pot7H8uYOFjbzieea9Gjbq7fjStIzdBLIG8Rh2U8bPkKAZxc9XrLxoPLB2E/HqdGMIEcUEvMXbSKoylDQ9qr5WQLhLmLVvG1cQjfy/y4NJl3Q0ek1qWlMRm5+DIy0ZBI0byQdnFJOXe+u9NujQXmguAkxzecG7wnrpjGkPCjYfbj8y++v/XjSpWoh8MigCfl9oSzxhcQiLb5+7v7/8imskXvsAjVUYfH7ljTGMPVDa9M4VqfURqni2lLekTP7+M1s+rXyoXM08xwoUOYXYFY8Yx9DDO5wTRACRHEw9XhmYwamN3sx89dtApnxPRaW11TYruBfO2aytuemwHT+3+x9l+KXjuyyXVgya6E7K4uDeF7S9POSHEhkQhPcCdb6MX38iBedYzHG9yR8muTYY2rpQXOqIHZXBWeiYHGIaKcxyPnMVc3DcLu1Lc+kqCHCePE7WzBBJmTA382BeRFo4Idi+KSctavXwPAk5EzmRcZQw99N5owc8UPEtvtMGtdKNI2WnszSllErLB9vPTKflGgsWbNmn0xjp88IwOP8Il+RNy29/QhqVWwWft/3xAmmvXSV9xavJLZ81faLYMs7bmjxFocH7QsnLq35GX67JCQJdxpbU8Zp7dVBRpWIUPjVjmRtPgJv1Z62U0aAdlgIEsJNdLLx8YgdCm5KjyTp/UJAPxDP73FFkeGndvWfFuxa8cPQ5eC7qLBg+LSBHWhiJ23l8jv+rlxmD3OxjiF5AfXxZR5plEfSux9jPUWnnP/y/j/OKKJvEUc0apLtKjunEjBeHClQbjeDOOm+JvZRHXiBmqbmqyWE33vmyv9XBWeyTqZR7E+3N4+JLLnLcuc/h2EcCC9mXDURUkLHKzK3SxRzSLdTJ/YKnuRQyWve27FQ8MCQhNwsFax74s1YvoK6zhwE0q5PWFRYT7nnWAubIaIdcxOf71F77AI11EvvU2Kw8A819bu9JMld3H2/S83f4PNyLXnJuvcjvWK9tUqWO+dDMhGnTPMnDx+axqDVu7WodqWuM4Ot5aMavbzl/gv4Cvvr4D4yk1LZ88xs5SNuac1vCCJrJLV1cVpd3WJNHR1ycgl4uqGQGJIgZswYWe3lBclxSXljNn0SypkJltlL35XNzWlnsctEtXa04SMegwTL3DeLatAYNCTGnKi4d7qaO7zPa6nyXe2rkOF0IOEpLPlor0ZpTDwzIbHCb77uYtWcVv4MgDWkcftkelcGZ6JBAq0DTgxuM5ppjS0WdeojFxqI8n74nY2jT1Iwdh7++234x5PnDiROXPmUFW1b9qP/FRxZeY10cOrk96UqnHBnAzmLPjOfryjNsRzyzbYYstlnmk86X4YMKtAfV/9Y59XCM4aX0BfZyXQoLLf2hXg9nqJhzAz/vNlSnp0VmXd17IfhoRixzhOyZfccfaguJtSnthFL1GPVzQYRkJAOgEuCf8/O39ud1Ta40HXk83m6gAY0X6PdkJxsjEe3Qfd3Z0DHKYBk5/po5vX2WJo/cHIxfb/Y0VNIX5led/CsibflSUhUV7p5zvPNF4P/gJfsILG8hZx2FWXpmSNU6ZgPLjTGsK44VYaezNKeUcbmVCoNNH3bm07VfuS85xm6MwyDvbk3C4uKeeCiul4hI7w72JtlZG0wMEyPq8Kz2R0tLeo1T/VLXQmOFckfJ2ElL1te0S1+Zu/ljmFhZ4JqbcnnJPDSZ9dA2AbpYm8VxbFJeXsqtxNPR4m/fWThOfa4XItDmSLosrFJeVki0r78WqZy2ajZ5ynb7eRjoBGnTNMLT07PzN6/oRi+iVb509zN/gLvH9JWKFv6eyRkWsa/4AUjqSySlZXl+9kX/zSFZcnVlxSzg9r1/Kj7E25PIB5kTGsXrumldIrBj2oo6qVPY9bpG47u9P6s5sMIoWXJTxnlvgvYJ330jjtxAWeWwA4VJQzLfxiq/KxhR4ilIocV0YuRL/7CIm/+82VftKs1n3RlJwyzzTWeSZzlLY+Ot4lzS4c94Te0XP2wcgFSfvidiaSGnu7du1i5syZLFmyJG77Sy+9xOrVqxk3bhzPPvssut76UI2iKbPGF5Ap4hPge2r1KRtGlqchlljTYWTwEf6nN8hzGM2J/rYRRYX53JZntpM5R/uY3FQqr2IoLinnyy0BPNEy/VTbT+Vd+QolsoCQsxvn3f4ieVe+YleBrYpWtTWuhZASqqSPHTLa01NKfC4HlZjtiQ5vLlfHeo8Uc/YA3GkZnOv6jGxRyYc3jaKymYbtljhvH2F6brfJTN7Uj+dHmWOP3UuICJq9smz8XVmFK8n6JSO0xOdC3Xbo2Y9yclh+QFHLxoMrzS7QCLbWs5eRy2F98xrykhoJXDfGyqdq0h4P82Z9tuPPKd98ikvKOb14KJ+LKYCZ/zNg/X+SGo17mpMjAL5+Zc/CzKlwvNnXd6vWm6d6/Dr1qvsZpXBoy94raDDm0ow6jtVWoVdtjTvXLIH42Bttc6LKE14bynjHCru69jBtK3na7jjvXk+tDgcR/I06Z8TlZ2bksj3kjvGsNXhbmrvBTz/9RPSoEHVIOuN09iz8VRVEpMbL4eG8oo1rIrQNDV1dvjH6U0mGnaKRl+mzW+wtNwrIFbt5PHIevwrNbLX0Sqao4XjxbdKq2T2huOBB3qgfjI8QI78+M6FQ8wXev7BYb5CwiY0uxBa2pZp2JIwwEeFEpKAFunmrmXL0r/DYhN99XqavSZ/mkcFHeE0/iVA0chObztNW+XRP/X/2zjw+qur8/+9zZ88CYUkICQqIGlQE446AG2igig24IVZxq6K2IFXaalu1Smsr37Zqa7fvry5fpaticI/7Au4agSqJIiCQgIQl+6z3nt8f9547M5klk2QioeXzetkydyZz79zlnOc8z+f5fBwXAvCpHJVAx+mPSBns/fWvf8Xv97N0aXy5r6ysjIceeoif/exnPPLII8ycOZPXX3+9zw/0Px2V5aV8dmA8KXbz8bdmHBh15ZbQyCCaYyRHCPtpXPsSz/17W0IzQFY4DRbfq+Sr1wCocH7IO6HZ3bIIWlpdhzR0CmmyB7dMVrO6IRnKHpxGMI6PVlleiufGf8O489GtW9/OkCF4Up/E8SFTpqG0wMe/XZfyiucmID1XR0Eq6Yiu9OgAwn5yIntY5f4u/i2r0w5ASpxXeZ5eHP4R340spFaOZKscQotFHlfcJoXYcxVrNaX4OfEHbyR0sFbV1DNp05W8unMgu4w8fp9zbdfBg6FDqI1B+i5CEaPbXd+jve20uov4TB6QIHDdGSqAFzFlQF0KPNKc5Nc2ezPONihP5Tc6dXpWaycnDXgUD6zWMw+PSN20kwBPPoyZmvnnu4v3/x8AR7ev7J6uZX4xm/3mfRuWDoxIgA2tjqRBqVo4DBGtDKUljuMGUVHlWO5aOlHlKYF7WKUfbr/2S1cKqoIpIB59bZAT3BF3jCPc7bximGNMtX6MnW1J93xVlpdySK75fNwYnh+nswfmc3BO43z2YHaQpiqhqsXHQNFuj7WqkqGev0O1LTjR7bJipsFaSYEPgcEAOhgmmrrdzZsKKnDfGfaQI4LsbGlP+sxcMX0iUpj3U0ia7hkbjeh575ZwNqDpIcJ0HRRV1dQzrd4ssbeI3KTnfnFFGQOcZuVIOWi0uYZSXFSIEyVkHaENH03aoKzx6U4fbdJ1VDkbTDrO7ecckZXvzzZSjgZz587F7XazePHipO9PmzaNp59+msrKSr73ve/x7W9/ez+fr5c4cGB8GXfiocUZ/20mbgn5Fkfskcg0/LgZKvew85k7uaFTM0BWDKMV38virwWki9Dh53Urk9jQ5Odw7Utc6HGt7V0NkKGIYfISZTiRj6ZcBixjc4XPZIk9MQjMAcSxaA2NI9PzRWKhMntpgz3V9NCxC4FZ8st54BTeCM1J4D51FudVnqfPuk2y+Knaxxyg7bI76RS3KdYj1xYKtiaFRgZRpU+K++0SAQNK435XbNk3RwTx42HVF7u6vi+2mk0kk+r/F6D7HblzlhEZcAC7ZT5HX/sAp95anXbBU1leynWnjWGoaKFeDiaMg50yn1JhktczLXUpT2XDUqMMWhmeHSF30oDn1Vqzc150V0E12ArrX8w+fULdV+tNyaETg6v457bpGe+nqqaeL7aYGZQHI9PTlhlVx7u3Uyei4rgpUeVY7lo6UeVwThE+1cglnXiIsEkWxtEUIJ62EJHCdM7oFDg3zXyA3xvnAvCYcQrzw4twaV07Gmw+yFxoL7l+XpzOHpjBbTBi0Cp9aYWH1eJjkNZBM7lx1l5KJ2+CtjG+rJihTt4boTkJZdTudPOmggrc1X0/im0pn5kia8F9Q/g6lunTcFhjqLKFy0g424Ir0s4o0dClM9HS6jo6wpKgdOG1+N+xx1dVU8/S6jrcunldOvDa5/0AdzsvyOMAeNWYYI7vWTIVqqqp55MvTCkvVVYXwIXHH9Av+XqQJtgbPHgw9913H6ecckrKPw4EAowbN45Zs2axcuVKvvnNb7JkyRJaW1tT/s1+pIbsJCrqyCRDZCETt4TrwjcAcIWrmlwRStoyDlnigii+l24+oG4iCG9+5uWrJUVs9M7lMG1LwnGmXc0uKcL388EcoO1MLYbcvgMpRZww61itnumO96n1zENiEWzzi9kW9NgDWrpsB4CMZBDsLVyTdLPDCPKpVRZQ6CzOqy7xs/qJ9vtNMmopJiVsMIrjOo/VuVpcUWaPc7kiSITY75Rw6PS436UmAQAfQTqkh0g6sVAVbNSbXLVx254wy+U/G9bthYOIBAjgTtnlGYuqmnp+8Vwt88OLaCUXDxEKRQuTtbWMxSz3ZOIRrM7TUGH64l4VutHOLCaDCqInB+9lY4yQb+cAJfkPTFEy7w3sZhozWxLEzdu5UzPez9LqOq4MfQ+ADuHh1sgVKcuMF3j/yIpIYiei4rgpUeXXDLOk95x+XFpRZSlhjFaPlPCifjSP6lPxWRN77BpWPatgNiSNYhtseiPh+5Rf8i3OZWZFIIMJ3vCb192XPzjhPXWt2/DZosqx22NRWV5KiauNwxz1rLr+CHviVzp5sWXF7ujkORatoa5giv26J928yaB+w0TNVGy43hISj/1tauH3nG4GThuNYu4wrmQdowjg4nn92MyEs2MwKFhvnssunInUcQRw2bxvtT1uQWqVcUOaj8UVphrB+Xuu5xdhMxgeKb7iJ+HLs9agsbS6jqG6SatxSfNelUQXgf0RXeb5zz777LjXDz30EDfeeCMVFRWccMIJzJ8/n7Vr13LppZeyZMkSNm7cyDe+8Q1Wr17dZwf9H4tOVkEOV+a1/1RuCbEZv489Vyf9TESKuAABes8Fqaqp57WaT3lbHwvAcn0SjvZuPAgL18SJGqsJ5Qzjd+kHlIVrCIydbUscJM3GzVnGQ+KcuD+LJXMPynHZv2F7wxaCOHlOP75LUrWj3VyluvQ05y6/GA77Zlw+SErYbBRSqcdzZRoZxNmOd0yjd6IT3SznKjZ55/K+93oKYjp6hYCDtO28772OWs+8uGaYyvKoPMn88CJ7/jOAHUYBNMXzYGKvfw5BOvAkbI+DFWzoImr2rso63c0UC10Fe84uP7u0uo6PtUvYFLMwUE0Sz3tvptYzL6OstyrBvW4R9TfI4dwlvk3TzAeSfj42U6rEk5VcSLrdSYDxF2afs2c305gTj4swQUdOxvtpaPJjoNEmvVyovZqWE3bF9ImENbNcpjoRYzluSlT5H24zw7bCNSO1qPKSIj6W5zNQ+BECzna+x6XOlygQ7TTKAWkDZwMSgtml1XU06mamZbTYzgLn8owmeBE0gz137sCE99S1Dkonx2m19rlJtuisqqmnIPwV+UYry+9ZEOUxWjp5TmGpBIhI93Ty8ovJ85nnXGqutLJA3YHKOE52fApEx5bYjKNa+MVatYUNyQ8c36eRQYSFKyPhbMBeFA7Qd2fkTGSfe9y2jJfaHrsgVX7EDt0fR11RDXYHiW12dSgbPMeGJj9naObC9jJnddz2/opuS688+OCDRCIRLrroIv7617/ywQcf8I9//IObb76ZyspK/vKXv3DJJZdwyy239MXx/mcjEk+cdzoyD/aS+eP6XI64jN+U4D02jwaiWYgn9Mk2sV+hN1wQteK6rGMBzxnHA/CzyLdYUZZ+FRcHSxJADY4ewkhPPjfOnpJ+QMkvJuy0JA7QUnbO7RBD7H+rkp0ic6tTpkjVOykgJFxpsx0Agz83B5PijU+k/21Sp4Xc+G5a3KwOj0j46JvGkXTI+KAnIjVeiUxIzr3DDN7P9/4pgeumglgHOk5hsEMW4BBQqDVDwci471DXv5A9HCB22MGzJkRav1Qho5lcdT67myl2RPz4cScV6+2Mhia/xUNM/r5XhFnvvij5mzFQJbjTHR8jJdyY+3zaZqLFFWW4LL+2T+UoHtGncXHo5qSOHhC9zo3GQF5buzE7vNjOaN8BRYcTduayTJ9GYM/2jDm40eddUiz2pOWEVZaXMrnY5EL9PjIzgeOmPnPHBaYI+KVHD0n9zC5cw7NMtu+v2EXXKfLPLNcnpyznbjngmwnP9cv+C/i39yoguYxKMlTV1LNtqynkPfPuJ1Ny8YaJPeTjZ4FzeVJVAf2OIipXHE6eZdulOpr1O8xAZrS3ndAhZvJk25CTOMibPGucCk6/uVhunfY/qb23uwmVcQxaY0xQOhMyjqpsf5TDtL682PmKLVTfgddujsgI1qJQlY27osaocx+QLrtRrzMPEuAM7QMA5jlfsLfXeuclldTprcWcqjpNcGwE4jt9+6OYskK3g73XX3+de++9l8suu4zy8nLc7kRNsXPPPZcNGzZk5QABQqEQP/nJTzjuuOOYNGkS//u//5vys7W1tVx44YVMmDCB2bNns2ZNfNns2Wef5YwzzmDChAlce+217Nq1K2vH2VvIhMxeer22WKjJqrTANAlXvAU1wYOZhQgTE+wBdbKUfBH/sCrOWk8Ru+JSq7EAbv7nhc+690XtOxAHmNmC1UPPYvYhzoz4EKK9kRBOGkoqUg6K24NReZSbQ5fHtc43+81BxS7fSF/cgJawerNWq4O2mSWloZufSy/9MWcZfsPFTjkAIcxAbxDJqQ+Xh39giuNakBIcGNRTaHPvOpcQn5RTeOrmc+POVVVNPW0Bc4IezTYAiizpAC2J/MriijI8To0FzidwE+FQbStg0gVSZurad/Bi5BgAXjLK46QIurPi1fQgQZlZGbekwGfxEJMHBe3SzfkiA03JJeZEfZhlldaV9EhleSl5XnOCnB9exK2RK3hLHskTnY5DSlNUWR1WnvCzuONSFj+2OusBX1XZ3Ty1YyjbQzn8JGz622bKwVVOCnkx/qLpOGHFF9wDQLDg4ASOm8J7Deaz/9jbiVJA9jGv12nSvQgkMqYDu8kxiLtmj2eWc1VCtlS9Hrn1qYTvU6LqnSWJbBmVzvu3FqZHy0/RUsjEKP2+A7Wd9rlZ57gwodlsluv3ScvbtjfvnGVw5s8A+Gzo6d3yJ6+qqefXTScDcM2rgqrSG7Pib64yji5rUe1KknFU5zSZJFKrNIO9jLnealGIND2sUyzGFdS8FhIevITieJAlBT6b13ys43MALnK+xkbvXFhSZAeysfdCNizmVNWp8/nosuq0l9EnDhqDBw/m4Ycfztr33X333dTU1PDggw/y05/+lD/84Q8888wzCZ/r6OjgqquuYsKECSxfvpxjjjmGa665hrY2cwW1Zs0afvjDH3Lttdfyj3/8g7a2Nr7//e9n7Th7jUi8ZVB3gj0wH4xVPzydjb84y7Yo6lwGcRGVylkvDuBLSuyWcTADvYtPPLBXJNPYiV2JKodwdT/FPWcZTDAnm1eGfzvjwW3ztD/hwCA44EA4+9dJ/86ZO8j+9zWuZ+Na59XqTP1/O17b4ix2uw21WrX4Uoaja/Hhc3Me5G5Lgd5LmGorA5oMuTECvWE06uUQCkUzuSLI55jZQHWd62QpQ52J1lNLq+sIW2mn650rAGiO4fuBgLEz7WOufKacOuccLnG+ZHEat9qr15SZujnLeCTHlC6p0ifH3VeZrnirauoxQh0EcHPq0te6nDzUyj9XBGkjXt9QCMgVIR5jMeGfpndRsMvQGWYcgKRyObkiaDl6CDvL96x+Ao/q09Al+AjZpUXlbJMNqKDFq7fTSk7ce5lkVjs7Kfilm2eYwgtnvJD8D0LmmCpduUnfrqqp55evmNcuT/hTBgNLq+soYhdCmAGxapTKdZsLO+3GWpqdgzs1FAF5xbaYciyUqDpE7dQ6y6jEQsnEHBIjxJwgIWLdG4rnmureWNvsI2hppcYK7cZ6876w0Xw2x6z7IzPvejyjgF9dW0/YXDx91urKThOdhdHedrTx5wOwOf+YhIyjOqfKFze2CtIufeSmaVpJivYdBPDxoevYjDKUleWl5Ofn4yXEa4tPteemxRVlnGn8lqrISYRjAq+PC86AhWvtQBZh3QtZsphTVSeHiEpEZVR12svok2BPCMHxx6eevLqDjo4O/vnPf3LLLbcwbtw4pk2bxlVXXcWjjz6a8Nlnn30Wl8vFD3/4Q8aMGcMtt9xCfn4+zz33HACPPvooZ555JrNnz2bs2LHcfffdrFy5ki+/TNRM+rpRVVPP1oatcdtc3Qz2kkFlqdQKyC2iwd6hbGGacw1Oqxw10OfkNxcexZLK7pvIxyJ2YveKEGHpQMfRsxS3JVCs3CkyQTjQavLcPAOSf+D2gfxP+Gf2yzKtnk3euWz0zMXliHbuqUCiXXrJs7KfSUWh1WrVMDNnQu9afPiN0ByWuv4MmCK2yRplAAQGLqLSHi4MXjXKmR9exA+d3yevZCzLndP5wDiUPWIAuzwH8ouBP07YX0OT374HZlkCxAMtvp9U/9u4LnrMC9fQWnSM/fedmz9SBe4Xn2ZmOxY7/2FzmzIV0rYDFkIEcGeULVAr/xu4kVVG6vvWMPQuXRzMLm1plpi6yDhA8gBWOXo8qk/lrNBdPKJPY4bD5KE5OnVSvq3PTX083URUDqWZETH2UApdLrQshwfNcnjwEGZ3xMP3nt2e/LyFTE1Qw5WT+J51PDvDZkb6asfTFNKUNBh42X+B7WOtxTRKvWPMtY9r4ITK+MwemK4KSa6NElVvFIP4VI7kX+LMhBJzLJRMjN6pjBwnIWLdGw4M81lJcW+UFPgotrLlv4mca1cL1H1SVVPPD576gojUOEA0dik2HXsu/WGdEZhlXCeR7Akqg7kYnm5SbP6dPylhcVxZXsr4QSGayOVt43CW6dPsrH0EwaFia7d0/6rK7qZFevnCn8ekf5+dVNevM6TDYwbuMRaMleWlnHzMOKvz27Azw+t2Y3uYj/a2E3APYY1xEI9GprJ586bsBMntOxADRrDZcSCv5s/MuOq0N9HvvXFra2sJhUIcc0x04jnmmGNYu3YtkUi8vtXq1as5+uij0TTzZwkhOProo6mpqbHfP+644+zPDx8+nNLSUvv9vQU1yR0p48ucz37S+84eNdCk0ldzGEE+cV8KwPxTDs7KDbu4osxWRvcQJmD54vYoxW11topOncrpYHQ0ASC9iWRrAK55EwYeYJfWVIPEBWIpS8+bYJ8DFUhEhIMysZkjBwZS87jad9A05GgAdh9yfperVceiNWwZErX4CmCuSGMbZWo982y5BYXYYOFD8S1Krnmcc3/yD44bP47Bgwv566ifJ7UpKynw2d29ip9jW1OpD+1aHy3l5heTtyPqAtG5+SNV4D7jWLMhZ5T2FQucyxma585YSHtpdR2hcAiX0PFL857JZFKrLC+l/IAC5ocXcXzw/qS8OY/QuxZ8bd/BHpnHlvyjMso4pPJcVWXddXIkt0au4MTg75IGFFOC92YtO6Mm2VFiu80ri0UmC60vN3/JJjmMBjnYDlRSnn8r2JOuvJTHE8CNIeEA0ZiSHH+B94+8q0fHhaRl1/YdJqf0iFlweKX57zTXpuSax/EXHY2HMD8IzOP8PdenPM9KJkZD2pnAZBIiDQ2bWW0cjACqxLSkosqLK8r4rTQ76mvlgdwauYJF3GSPeyqL6BRG6ixiEtgamY61SAnfsTLz2WwGWLHOpJF89mVDUved83Zfj4HgYFHPfZFZXGtl7UeJr+xsNXR9n6m5zoXpjZtp+VdoGuO1Lwg2bYvb/mptI0NFC1/KIr6URTyqT43zMK8qu5t3giNxiwi3Rq7gso4F2cmKzlkGBQewm4GsKP1eVkrqfY1+H+w1NjYycOBAPJ4ob2no0KGEw2F2796d8NmioniOzZAhQ/jqK3Ng2LFjR9r39xbUIDBWi8/snf1s77OjKjsVq68WV9odfBBzc00OZLi7jgfpYO3DQzjOF7fbsDJ7IsPMXlVNPT9/wuwa+8v7KXThho8HV44d5AgBBw4bwr9uvzohKKksL+VgZyM+EeKpI1elDlrmLGNH6ekAbJ90R9cPf34xhYVmZsAQTrwiwrgxB8Q1ypiuJ4nZKh2N+uHT4mUXHE5o2swQ9hCMJLraLK4oo5FBtOGzM4Upu0YjQbh9YIJihZSk56YsKYKfmb9JYE5mH0TOy1hIu6HJb3M8z3O8nnG2oKqmnnc2mGNBI4NSKm14CKfVnYuc/witMge/rzhl+T8WmcosqPNuZs3inR2ylZ1RXZWDRVuCVFGmmdXLOxbwljEOjwjH0RqSnn+rjCs8ycu45vFcnKAL15kcf8X0ifhErMZemA7hiy+7zlkGN6yB8x+CCx42/53m2lTV1PPx9iCjxHYKaUobUCiZmBZyWGmMSyohYvrSfpvH9ckA3NExO6mocmV5KfOONheYzTJeZw+iWcTOzShdCRGra5sgQ9XbRoOY3/fDqnW0Sw/5oiOp+04wHGYwbRRZgs7rrCpBrA9xJrp/KkvpJmLbg2ayoMsNbCOPAJ6V/xO3vd7yx94qC2mkwL5vldzS0uo62nQXB4v6bgnzZ4Lmpt3sCrt5cnVigNwfkbVgr62tjZtvvpnbb7+dt99+O1tfi9/vT2gCUa9DoVBGn1WfCwQCad/fW1CDgCJ8KmSqRp4OsY0buSKI7CwNsXsDj7dfRq1nHpEsBXux/DAvITvY69EDpjTr9K6DPbVqHOA3g+b2QCj1Ki7QDIVj4bwHzf/3NyV+xmq8ONCoz0gmQGUfNVdm+oha2Jww1x4wF465nG1b47MFjQyiXUYN4tV/GgalpSPjy0hfrQMjzIxd/5fSk1YIU0fubcN0K9hqDE7gdCok2ywEzHS+lZqborTeLESkxrYDZ2as9VZS4LODvdhsULpsgbrmscf7mjGBVumN+22GhFe1E9Mey2MfbiFP+HmvIZLR4N2dzMpQ0cLnsoQm8uKagbKVnUlGRn8iMomztfszzqyWFPhoJYcB+BO2J6DVzLDkO5KPnep4jJjjSUWOHyW2x2nsDaU54TPdwdLqOg5iqyXGbjaOpJrglUxMGCdbZVFSCREVoLRZz2Ke8Kf8vnG+JgB+8o1Dbd60gsoiiphSeSZCxOpcxmaGs9Jo0Pn34eOb2qqEkvvL/gvY4P2W3RhzifMlvCJMRAq74S9T3T91v7sJE4pJAqR8DqwxOM9vBpX5/344bgxWskoDREeck4Xa3tDk5yBtG24i3RLm7wpVNfU0NTfZPOGsmRH0IbIW7Om6ztatW7nqqqt44YUXsuaZ6/F4EoIx9drn82X0Wa/Xm9H7ewtqEFB6XQopZS66CdW4Mf3Ol9AOnsZGWWzKkgAIjee1k5kSvJdQKv2KbiKuQUOECVgluR49YFZmT8ugjKsGrblO0895hvZu6lXcTXVw/bswbrb5/zcl+YxNzLa6Qrsg7Qs9SERqOJ2ZZTKNC8zsRFB4qSq9kTPqv53wmaFWULBb5rFJFrFNDqKBYdEylhIz/so8pom7q3gvfG5cQGoHRNIsMSo7KcVxi7/qAo48n1fExATHgg1GMe9p5akDh3vHw7//Zb90CoPhm59KsGFLhTdCc/jQey0QL5WQLlsQ2/mtcHn4B7a+lvoNAsgZVJySg1dVU8/tT35CPh204cto8O4OB3V+eBFvGuMpoI3fRioTmoF6ixkTj2LcaPO6KEeD4UWFvHTbhRlTMxZXlOEXOXhEGDfxMhedsfP9xwAoqn00aWCsyPGCNOR4qwN6QCeNvVO0j3ueeVlSxKrALI6M8eVVGc5U4883jyohHz+HHFiSEKBBvKgyQL4VDHf+vqqaena9+1cAtrz8v0klXIq0FjbKYWyTgzIWIlbn0i41Z6vRwIL6HR7CFIrmhJL7Bd4/8rIe3ZdaSLzgOCXOhzgT3T/zfpe4hU4YZ6ftSaCa34Q5BhsOb9wYrKTFBtHKBO0LO3unS2lLpBxhddhnLMyfAZZW15FHOyeJT7KeMewrZC3YGzhwII888ggjRozgtttuw+HoWjYhEwwbNoyWlpa4IK2xsRG3283AgQMTPtvYGF9a2blzJ4WFhfb7O3fuTPn+3oIaBLbJQXZXEcB3HI9nf7Xwrcd5XxyJiAksWwwvjRRkLbMX+yB5YlZwvWnQEHrXwZ7Sg5rq+BiAGc4PutTYSov8Yja2aTikOaB15aAh9CAhXGixJLs0cLtctEofzlArS6vrCMRYixWyh3+47+Cf+qkAXBq+mdNC93BS6H4mB34TLWN1ck4ICw9PGpPjAtLOAdEA4ceQgoGina2iiHZfScxRSfAMIByJ0GFxLSNSw4FklTGOiztuSv2DFq6B/BLTIQIzm9bhKcw4s+dYtIZtw06xX2eSLUg1gX8qR7FZFtq+wa148e/ZnvJ7llbXISNB3ELnbO3tlA0FsYjV2ssE48UGNAGLnf8EMm9cyRSjPS0IAQ9GKnhUn0r77oZujR2V5aVMOXIMAH9zL0nOUbUWF0N3fwTABc43WBWYxfSqCQn7Gu1tp8U5iFrHIWjHXpGoK7dwTUouY48zLwvX8II2Jc6pQn1nqvHH7283NdxSNHSpv1PBnnLRiP0+pbF3DOsAmMlrcRp7EM0iviXKyROBzIWIMc9lu/DxWf7xyc9lL6DKxAWiPWmZ2PTFNefzkFVqD2g5HDXMSfPQYwHYdfC5Gen+La4oY4DLDNAUdzjtc2Drd+rmoq1Tc4wyEygUTQyxfJrt7ZZEitKWVfdCNiRSGpr8DKDDLmvHbu+v6Hawd9111/Hss88SCHRDSLEXOOyww3C5XHFNFB9++CFHHHEETme82OyECROoqamxzdellNTU1HDUUUfZ73/4YZR0vm3bNhoaGuz39xbUIFAsmnCJ6ISfKYG3uygULWz3jAZ3PhxzOYOkqT6eLc5erMDzANo5QOygUDT1rkEjg2BP6UF1frhTaWx1haqaej7fsIEaw5wA/xo5LaWDRlVNPR+s30YQF3P/952MJllNE2YnWaQ1YZBY4HyC40Qtt7oeAYiT04ibtGznBJOH55QhWqQ3LiDt/N0DaKcNH/PD32NK4B7eai81Q//cQphwEbR9xZ25t5gEajmEmaGf8YjVgZc2YM8vNm3XrOdPACFX+o7Wzn8/fLC5gIvgzMglINXxnKp9zEit0fYNHiACnGq8k7IE39DktyfxEWkaCmJRWV7K0vMnUOBLn8lVXdDHOcwGrAucb7DJO5d/uy7Nagdf9SjTx/wLSrk1cgVXBm7o9mLxqEMOBOBobX1yjqoVTHV2tpkSvDcxMJ6zjK98h2AYMjkHMr8YaXVA6zH+qo0U9Dzzkl/MIQeW2BknJe7d5hqScvx56l1TwqXwi8eSyqGo8azVKuPe4XqQA1ytcd83y/X7BAmQOI09C5XlpRw8fAgDRQerrj004+tfVXY3UsKgls+YuXZSRh2smSKTMnGh1WW8IHy93eFccs3j7BlrZt2/OPy6jJoUKstL+fnMQwFTjqszrzEp2nfQmHsIAVw8EpnKax99Yl8jpQ/pFZFE7qAlkaLmVDeR7EikWBlDV0yjzX+kqPJBBx3Eb37zGyZOnMiNN97Iq6++mtAVm034fD4qKyv56U9/ypo1a3j55Zd54IEHuPRSs4O0sbHRDjynT59OR0cHd955J+vXr+euu+6ira2Nb3zjGwBcdNFFPP300/zzn/+krq6OH/zgB5x88smMGjWqz44/U1SWl/KFHE6rjJaU/TGWU9nErb4f8mneiaaEwNm/5tqw6YkZTiX/300oniDAaG0buQT4Uc6TPXvArMzeeU0PdmmarfSgYgf6dBpbXUE5aDxjmEKpv4zMTeqgYZdJIyY/8auWYMaTrB8vY3a/ybiB5j2sAoNLnC+hiag8yotuM6OWdBXcvgMOngbA+iGnM5TmuCxtrBvGP9x3MELswE3ILj9cHVqEHy+0N4IrB+YsY3FFGTsZxMfyYLurdKG8seuA/aOHUIVhIaCg7Yv0AtOd0WFm3pcP+25GHbHJnGOAhM7joHTyRGQSz01NrhtX652XtITcFQm+sryUj287k02/OItnFky2t8faF6pjCUgzKJQS3qA8tYZdD/HIa2YGtCVGP7FbpaUlRThXzAdAJBHaBiC/mB0hN070OBHkRgqSljU3tmp4jY6UHMiJg82u3ir9JJvL2NuM52hvO/8uOA2AFnIoFTs595jSpONPVU09D7y8GjD9U5OKKlvjmcNrZv4O0bby8JhX475vbbMvQQKks8ae2p9zu5lweObe72Sss/fj5TXkCz9FYk/Gki2Zwi4TC6uBKKZMrMa26oipNLDBGM7t+hW8d/x9ANTtMZ/12//1bsZNCmcfMRSAo0YXJS2bd0ZV2d081joODxFujVwe11HrWLSGV7SokHVCNaB9B6LMnP/fcR2XHYmUhWvYWlJhv/yPFVW+6aabePHFF3n44YcpKirizjvvZNKkSdx66628++67dlYtm7j55ps58sgjmTdvHrfddhvXX3+9HcBNnjyZZ599FoC8vDz+9Kc/UVNTw6xZs/joo4/485//TF6eKQ9QXl7OnXfeyR/+8AfmzJlDfn4+v/xlNyy8+hhuEbFlSsAU223DRyQnu2Vmj9NBh/SAHkKPhIlYQV44kr1u3Mqny9nknUuxaEIIqNSfh9sHxpU1MoKV2SvRt3Zpmq00ttaKQwBY4ZiWVmOrK6jJSzWYKB5T50lNlUk9ImyXjzKdZAeIDnL0Zu4d/gIep5ZSIscjdOq885Kvgucsg8k3AFA34jzmhxcRjLmWKiAys4V1nKh9isciLKvg0nYIsSb4ymfKGeIK0RGz+PjO6RlI83xvHYw7H2n1xEY0b5fixHE42RQ535M3JqOOWDURdz5j0c7jaOAfQWPJ67sTvwQzu/G6Md5+3RMSfL4nmuFb9cPTE47FHaOXOFGu5ufP1maVohFoNTP0nUWVMy4tLVwDo6Nl9FQc1RHudtbLEhoZENdsEpvVUEFCs+4hN42ocsgzCCGgROzi1sgV3Oz6fsYNJalQVXY339ltNgoNoJ16OZTHP6xPeq5nrJhAtdNc7KogP1k1pfKZclbIBebngIM2/T0uEC4p8DFUtLBZFtoSIJ0z4arUeyxmJvEs49WEUm8yzFgxgX87Lu7yGHuD0d52mnNG0chAQhMus8vEamyrcHyAlHCJ80V7bKuqqeefa8x7LpfU1zgBVpVGODLTkTU7at1oQtoi/fb4ml9MjtXNjZakGjBnGUz9CQDPiynZkUjJL2bE0AIgKp79Hy2qPH78eH7wgx9QVVXFRRddxIoVK5g3bx6nnHIK9913Hx0dHV1/SYbw+Xz88pe/pKamhpUrV3LFFVfY79XV1TF79uy443riiSdYu3Ytjz32GOPGjYv7rlmzZvHqq69SU1PD/fffz+DBg7N2nL3FgeygULTYr1WK2BYYzQKqaur5clc7H39lPjRPvve5/V4kS5k9AI6YHe/9aq1+Tg3fl/kEt6QI7jGvXybdsGBqbBmjTsGQgqmL/5rUxilTRE24zUlcDTSdU/WxHWbBmGA97SSruE80ITAnjzrnHN703GBL5HSGh3BqGROLb/TK6vUATPv16/Z5VnZPZrZQkh9jiaW66lQnuFoZs3AtOQRoj3GlmH5Ecerfo6DKylbHocPoWpw4DpbEjpZCrDcVkt25Q0ULf7c4jwAnaLUpr8mMiUdRONBcFIaks0ck+Dc+32H/e9IvXomzKrzY8TKaiGY8XcLgTcc1fHPF4Rl/f1c4yGlmRRXHVGFgF2VmG/nF4C0AzDJ6KvHgppkP8BkjaZW5ttRF52xcbIdnnrWQiFsAqU53y/JsomNd1oSmZ6yYwBuO+CxtquBoSuAeVunRa5BSDmXhGmoHT7Nfxj4nYC6oFnET9TESILEaexAt9XbONncu9SY7xpf06HOfqWRLtzBnGZ/mHIOXMIe9ewaTNl1JVU29zYOeoG2Ma3h52X8BS6vraIqY490S14MZ8VwBU9oJokoLXaChyfTKhqj9ptoOcKhujnmMmpK8GuAz5/grw8u6rA5lDGsfv4qcz67DLv7PFVVubW3liSee4Oqrr2bSpEm89NJLXHPNNVRXV/OrX/2KN998k2uvvTbbx/ofDz9uvjCGJ3juZeuhVqvtsC7Nsh1w15Mf2e8nE+PtNlR36Jq/xXlaegnRho8t4fzMy0oL15giqgoZWFiBqcnnx42rl01CKiMWtMpvHhFOWmJSwZ/ZjJJBhxnE2HNFLZi+GnUOU4L3mhI5nT4eQUv721/4whz4HGFTHHVbcyC6yrb3FX8+FE2gSp9sugNIcMswKzcHqfo8jFPvoCPGl9ftzHC4aN8BQ8bQyEBWD5vdLcN2GTZ/h9OTOffl9ieT246dqn3MXOergKWlqDXavpnJMMSS/NAr/9xtEnxVTT1Lnllnv65v8tMWiNji4jOCP08awAvIvMTdxf5n8joAsxwr4/eReQ8JhMz7p3rIJSnL6JXlpRw+1GEvBJLxrqIdrMpqUMZtV9y/YJJGit52NCopq84LzWTjqKugxH4ulM5fMjmUqvU6H+00F68RqUWfE8upQWWYh2otHCzqkza3qFKvyja7LD5h51JvsmNUHMlQjA1bV5It3UFVTT2rv9LJJYBE2lm6mdr9SX1xz/f+iYYmv920cqjYkhHPFcAIW5m9DIO9kgIffmsc8sVYR9Z658HtAxmspHo2vGomBNa/GPf3Kz4zj+cAuZ3l93w3O9n0qbcC8JkcQfPpv/jPFFW++uqrOemkk7jvvvs45JBD+Ne//sXTTz/Nddddx8iRIznuuOO48sorWbs2w7LNfgAgDQMvYdrxoCEJSFfWH+rYrswOaT48uSLaaPPCJymskboDuzs0GvQ0Sy+P6Sd3X1ssvxh8g5BYwU4GFlYAjogZpDgd3ZnlEmFzddzWpJYnkpaYVFAYKyDdJe/ItueyLJgiAQZuf5uVngVMd7xP5yZPB0ba3/7rN81JWclCQHypg0+W4yA+4+MTYWY63iJPBKgxxiAENMoBDJON3FP9CQ6pM9PqTAWz/J8R5ixDjDqZoTTzxvDLuzUQvv95AwAPvLc9Yw5Qkz/RoxaiXLlYrbfYbEwsqmrq+X2L6Why0fORbhvNL62uI9BJ3zBsSHLdTkoLfNQyig2yOC7bbUio1k7OvMSdCpaEyRTHvwH4pvPtOOu9ZB6+qfDMoUsA+GB7JK2V1RBXmA68PHrlCUl5V2qhIyU4hOQAdsRtV9w/JfCtGimScf+6CyVlBaR1xQDz2R0szAD326EbU8qhLK2uY7BsJoSTZ/QTEpwa7N9tOsZyeeSfCftSpd4ndZNjtso4ouumJ+sYCzWz4vPD8FUZS7Z0B0ur62gxvDiFEVcqbWRQgi+u4kHXeufxgucHQPd4rmEV7GVYxl1cUUbEYY7BXqtk63M5TIpFF57F+h1FfPOpCfYxztarMyqddwnLQaYDL3meDDPnexndDvaGDx/Ogw8+yKuvvsrixYsZO3ZswmeOO+44nnjiiawc4H8Llr+3Hk1IDhYNPK5PYVbojqw/1LGDqFop5cSslMK67D3x1wosVHcowEAR4HznG5yqfQx0U4KlvZEILl53TMyIsA/g0AMEpMf2/O0NKstL+cZRowD4w5xxSVP1KijMcUQISjclA72Z8Y7ad/CFYww6GpsoxuNv5AX9mKScPQHw4YMpv+rzZvNvrnA8F+eLGr3myUv0AlMDbpl+BmB2atfLoTQ1m1yc2M7UjDN7ANvX4hCSSVsy74SuqqnnmZoNAARkZt646aAmKgH2RPX+toidjYnd783L1+KNWJZRzc5u7zdVgNLsD7Pqh6dzz4VHkScCNFl8OqX9d8iBJZmXuFPBkjBJ1iELmT9vVTX1/ODpTYC5aEh3/kW4nXbpxedOvgBQC6ATNJOftsC5PGEBNMLdzkfGwQD8XT81KfevJ1BSVl9RwKdyZNpxtLK8lPXDZgBQIw9JKYfSYDk1NFJARDjt8rW67oqPl2dRJGbrzycEFarUe2fkEgBeMI5LKPUmQ2V5KZsONhsSP5EHdUuyJVOYWTozoLL5u5j37ymlsIt8PjAO4Qlnhc2DfqXiJaqNE+zPZspzDYcUVSOzzF5leSnnH2/eJz5CdiZ5xsSjuvQsVqVzo1OWN7Z0XlVTz6RfvMLoHz6T8QLznXWmAH6b9DLr96v6tZiyQreDvZ/+9Kcce+yxaT8zZMgQRo4c2eOD+m9DVU09//OMKS2jTODXyZH8xn1NVh/q2EFUlWDudv0xLjjotjBk63Z4cAZsWwv/OxX+3zQYOcnWZQIzg6Emn2532s1ZRrOrCF1qGRH2ARx6B37hQXSrfpUawsrsRYLpZThG5GuEcPLG90/L6JpVld3NqMhGnBiMYpvlUPEuDqGkg7D/v14bDt+rTfldxQW5hKSDUrEzTvdJXfPnznyVgIxmW6WEDUYxJwbvp9Yzj1+5/wiAJiSXOF/iY+811uvoin3grzK4D1UZv/4DAI7Z9VTG3bhLq+twWuRtlSHN5H6M5cZ13j4mp4NNsogIGo/pk8kJ7UoIYFTGe4BoJywddODp9nOQKkBR2yvLS3m78i0+EuP4TJbSTA7/FBV4gzuT/l23YEmYJOuQFWTuSb20uo62MLZtFqQ+/yLUTgceclIEe4oneqLDvGfPd77JOseFcZzTl8b/D+/LwwhKJ7dErkrK/esJlJTVZ9oYDhYN/J/rgrTj6HBvGEMKPv7Z7JTdoeo6tkpfXDCkts9y/Z4VkWhXaLKgwl4U5pscsiJXGq/tTjjUay6+/nLJhIw6WLuLkgKf3YyVK/xx29897l7aZA4NDOXXrmvsTtwZE4/i0NEHAJaQd4Y810g3gz2AE8rM/Vx41JC439/QsJkvjWFsNYbyuHZmgmexKp3b4t6duqTVQq++yY8kMyeMqpp6HnvHfCba8cVTZvox+r037n8DZqyYwNuOq4H4yfUdY25WH+rFFWV216Iq4x4mNieYpmdaRqmqqWf5PQsxNr3Nhj9dhKz/ALa+D5veQMSQxDUBs5yrWOld2O1Ou6qaeraFPLjDLRmvupx6gACZDyRdQXFLwqH058WhBwniwpFBRjGZzVfCfkX0/0uNbfCrQ5MHTZZrgFvoCbpPiyvK0O8oYkb1KXhFJO67R4ntNFLAlOA9cQr5UhKXXVQT1ze7IJID0TK+VaIJC3fG3bgNTX48FgE740YX4LaZR9jcOAWXQ3DbzCO4wr+QVnJwoRPCxfzwooQARn1/MWanbiHdtzJLJgGTLHD5jn4jr+sTKBAd3BM4K6nHak9wQpHOF5Sym3y7E1QAF594YMbPm/q9reSQT0fC9lhokQ7apTdlsGc7H2jmddS1+Pugqqaexz+sZxi7EEgKMY83lURKd1FZXsr43Ga8hJgX/qfdPZoMIthiOhil4fiq62s2nJjnJvb6rm322QuUcAyvrjMfr7K8lBe/fwZ+6eIy9ytUHhyvFZsKxfUmD23oukcy+nx3sbiijJDDzDrf77qPQprwuRycNraQm59Yy0DRTrPMTQiGRvsC6AjeHXBGxjxX3Srjas7MyrgAuMyg2ghF70vlWbxRFrOHfG5svzTheVKl83o5hC/k8IQu6WQOPF0t9JZW1+HWzeNotwLk/u6eAfuDvb2Oqpp6JgfuYYcRdQPpk24rzIFGYmq5LffcDnTiWlgcn0zKKKpsMVt/Hk1IDmJLSgN6Q0KrayieGz/pdqB38/K1tBsujtHqCDVty2gF5Q63Mkpsy1rnlcOtBpqugj0/x2ifIdp2pP0cRAeZ28OZmZnrMk2DhjWxKrkTv3TzrJjCq9NforK8NKGUEZBONhjFvGaYXJZGBnGKtsb+OiGIyy5GJy5f14GJxUWUusn7cRhhln/amlA6TYaSAh9eEcKQwp441fZ0qCwvZel5EygtMFfwpQU+lp43gZlPlfNvcSHjLeusbzlfSWqdpb7/aO1znOgZefImOwblQa2OofPCRl3z8ZpZqr7J+c+sTRIl1zyOd/jh7JYDuDVyBXfm3sJvLjyKJZWZWdVB9Pd2SA9nOD60M/7JzoMz3Map2mpyw7uSf5lyPjDM+0AzwnElNnUujtE+tzxslyOBV2sbk39fd2Bllwva1tuLn1QuH1U19ez66kvchJIKKiuo6xuWTo7SvkhowCgp8DFMmNm3eyOzkkqvKDz/7+1IBHnBHSy/Z0H6Z8r6LUXN5vPpXbuse7qVGaKyvJQLJx0GwDixiZtzn+Su2Ufyam0jwXCEAbQxTfsoseN2zjI6RB5+6c648mK0mE42HqMbxgxWsDdj6732uK7uoVwRsD3EOz9PqnS+Wo7hQLGD30Zmx5XOUy3o0i30Gpr8DLMWhrENI/3ZPQP2B3t7HTNWTOB97/UUaVHzb58IMdPxVla7rRQcQjAleA8v6kfb2zpzfDIpo8xy/Z7nI8fYrzt3GkrifUk3DDml29wk9TAXiz3kEWCBc3lmZb3gVjMz0YUuX6ZwuMzVm1qRpkJueDeDac1ov2pgqCdRQzGWwC8lBKXLFLlN1aChJlYkErNUMWHMAXY5JbaUYUhwo7PKGMcVYZNcXeuZh1Mk78QWAgyw+VSZBNsNDZt53jgegNeM8UlLp8mwuKKMoVorkmh2LdOynvJ/3viLs2yNu9PC98ZJXaSyzlIq/KO1rxJV+LuBzsfQeWGjZCxUafNc58re2fl1QrEnQDO5/Pisw3pU6lPZq3zRwWBak/LsAKo+2opDb2eY2MPrf74p9XVt30GkbCYAWwafFMe3VedipNYYd86zci5syzTFYUze6asWk0fIL/AQ6VKsuLK8lJHOPeSKQIK7yOKKMn4rzful1hIhT8bHU4vkHBFKye2LxXNTX+ApY1JcN+yTxuSU4uA9xpIiJr9jenNrQtrH9bL/AvII4BAwXOxK2nEb0HJwRDKXWvPVmr7Ko7dWZX58lhRTcXCTPb6qYyigjTJts704iT02FaQf4vgKDxEWe6vigvRUskTp5IpKCnycallyXuV8Jm57f8b+YG8vQ8kEdM66vGGM7xM1bl1KGhlEs6WyH1tyaKQg4+9Z2+xjrLYlYbsKVARQaxzA0/oJbJaF5EeSi9mmg5oQRmk7MpsQrFVwnt6csS5fJlCZPT1VZs/ar8cwDd0z0gMs8FHrmcdD7sRuR1W+1WzpGsnf5LQEPkoc2nfAgFICgw7hUX0qjg4zQ1JVUw/C1JxrkEP4TJbGCeGC2bX6XORYksksrtKPYGLwfuaHFwGZlSvO33M9vwhfCMBT+klJS6fJUFleyhk5G9CQLHAuz8xKKQWWVtexOTygk7By9D4/bWw0yHYsWkNNwbQ4u6iPC85I68nbEyg7v0AnnbWe2vl1hmxrZIyoZ6Cxp0d/r3h2haLFft468+z0O4qofPIIHJj35rlGmu7GOct4tcR05Pj19gm2dhtEz4XRyRc3K+cixuUDwJOi03fGigmsc1zIgdrOuN+bVKzYesZL5bakY0tleSmXHTMIgGaZm/LeVVn2zn7AqbT2lry+m2bDa3XDmln2ZsObUhy8x1i4hu1FJ9svlY6gJmCt9yogecdtVU09eyJugu0Z0GzU+LzFlAgqbajObHxeUgS/NxtBYp1d1DEUi10Moi15Rt7qVD+ULxECLuAFKlccbu8zlUVoSrq3RZmZoG0EorqDijLTn7E/2NvLCOcU2VkXs2QWYZUxju9wc5+INCobJ2XD9VDkzITJv8ssjOUNOEqLlivVw9EmvDBgBACPGmfw3chCTgndy6xd13abm6QmBNVlqEvBs5HjUk8IdjnTQoa6fF1BEYmLau5LXhruwX5N/mTXItaGhMnB+/hR6PL0/K45y+CAE3DICLdGruC9E0zx6u/942OkNDtutzOYRjnI7iRUaGQQuxho34NSRnt3G+XAhEVAV+WKhiY/rdZiQhH9u/w7ayIoDGyMK72lFJHuAmpfQ0ULj+lTANPIvlSYDRFPr95mf7Zqvc663VgerWZmdN1uMio9dwdXTJ9Ih8jBHaOz1iF8Pbbz6wxHyxYKaKf8ix4GTIpnl0bKYpbr9zwbOd5+nS5Yqaqp546XzAVhXicXDWVtKGJ8cXtjbdgZI9ztvGSYlYeXjKOTdvpGF9rxgVcy+ozKsMV2PHfOsB2ZYwbZt8w4JGVmVWXZNUt0PBW3T6Ghyc9Q0cJWOZQNMZyzbJcMq9brvLfdDHzC0mHrCP76iH/ZdA+I77hVmdE26cnMQcPmcZpZM13zZDY+L1wDY2dGX1v3pVMTbPLOZYAIpM7Iq7HZ2mckZp9VNfW0h3SSIaVckfoNInofVGsn25SZ/oz9wd5exjvGXL7lfNkWIFY3bY3jkj7ZnyrVXGP54baRkzD5d5mFWbiGLaVn2QOflNAuTbJtrojA7D8D8R6dzf5ItzuW1ISg9OE0JIc4tqWeEGz3Bkyx4gx1+bqC08rseVo2JS/Rxuw3Uz3AyvJSXpn+Ml/KYUnFdhUMhB1sdXldvANwWKK4wbDO7U9+Quy6NQ+/baXl6vTkK6un7XIQusDmXw4Q7Qm76apcUVLgs3XOYnX/MhGZVoGG4eimzVqKY5wfXsQPIlejS0tORJq+nE3+sH0vKg21AC6e149LqaGWDQwRzXbw+Z5RxtCYRVaPYQXKWrgdIeDgzf/oWUbbpgOYAtsyyX1sNiKYmcl0jQhgntedYXNcyLPuA3UPK2tDHcFyfXKcpEc20DTzAe7HzC4/oU9O2umr9PhETJCfSo8vmmFT2cL4DFtVTT2Nbz8KQP0r/y/lOKcaBjbJYTTIwWm5ferz88OLaGBo3EIt2yXDpdV15EjzWf9LZLr9DPz90zAGStA53lnGdkmRPluvNe0YZfM4zUWUZoQyG5/zi9nUoZpfNIxIgA2tDhyL1rKheIY9fib44sbsU0mBaXqI5Z+28uOXd3DjP1en3GXK86v0UaWOxBTarzj6kG457ewt7A/29jK+FiucGCgOw/CCXALShU8k56GlXTnmF3NAw/O4hDnwCQG5ltilJiOw8tfWB+OjmO6S0SvLS5mjvWILDAsBh4itcWn4BLTvQMfBy85TMtblS4slRRz7T1NqKKU5vLVfCTznOC3j/c6YeBQDPeYjGJHECe5KCc3Sxxsxfq1gSgOkhHCgdeykkCaWPLMuQWw4X3TQZhGZIwZ868QD7aBufngRp4Tu5XT5ByLuqIXgd8MLEnYTWwJNhsUVZThcXoLSycWOl+zOvkxEpoVVrhK9DNTVvmo989jo/RaOmIWUKruoe9HUULsBBwZfUpygoZYtLK2u45rQIn4UMctiK43xXBNa1PugcuEaOCJqGRnpTaDcvoPduWNowUek/LKE+9gMVswA9e7IBWmDlYYmPwHcRKTgEseLCZyqD465G6eQbJAlcZIe2UBleSknHWl6ZA8SbTiESOj0VXp8wRih5FR6fCrD9rZhWqs9oZ9kZ9iinremg8rZvJ6ytK0aBlYZ4/CKcEpuX+znfS4HA+ig1VpAZUOeJtnvUwv+2ARAkz9MgTSv96LwtfzdOMOWC1LXMYLGWJGcM5ewn4bN1GAe+wpOS09NsVBVU8/nm8wM8d8ip/NoZCrrN3xB1XqdYUOHmLxi4Uj0xY3Z53OWHmALPgpC23n0nc3oaVbZac9v+w4YeAAbKeG9IZW9n2O+JuwP9vYyXAUlGBb5NpTGriebUERyb04+RZ7kpaouV45jTrOzWQlYb4pq3uP6fcJb3Z1AxY3r4lZvXZZIL3gEJzqNzuKMu8PSYuEamg46J/o61f4v+D80YKejqFv73TVgLI/o03jXOIIwKvAzQ7AmmWc3USgISJ0dbfgYgeQG52M0J3GVyI/J7A30uVhSeSS/ufAou7Rf65nHOsccvKEoH+gT75V2l7ZCVx2TakFhoDFc7LY7+zIRmW73DOMzOQL/hHm9GkQry0uZNGaw7aKh26KqUbK+TfDOceEjiFvonB3jGJLt7InaXxgnHdJtB8K9Dirzi0GY905YOnD0JlCes4zthVNwoye1gVpcUcbvuAiAz+UBaYMV8/wJdDRKYsj9JQVmV/dDK6rNY0brtYB2Z1TV1PPXtaYMyHzHkwyWe3j8w/q4768sL6Wj8iGcVpCfTqxYZdge0qcD8KA+w86wKR5eZ1HrZKVt9WwEHHnk00FpFwLs6vMFoo1ybX1SG7ZsoKTARwQnQekiT8R3yf7NmArAx8bB3BK6jPP3XG//DcBIsQMfoS672JVUyvNhM7lxS+BbGUkPLa2u49uhRQSlk3bh49bIFVxtLZJEm9nZ+/no1PZ+5++5nptDVwAwgA47u58KXcqzzllGo7OYRmMAc+rPj+Oi9mfsD/b2MhZXlDFMawLgu+Hv9IkVTkq48zi2xJORPlgCvvU45KbP8DiEjJN0gR5MoPnFGG7ToF6KDEqkEXOgimhZ0tnLLwbvAKQ0V48p92+Ze+taN7SjgNeP+g23Rq7g4vCPeMU4hkf0aZwT/jmP6NNYJ0clfF5CYiZICRk3fAjAxTESIwoaBvnCb2cH1ICmAv/bZh7OlOA9BA87F7RoeX6DUWx3aSt0GZxYpGhfp47DLsuKc5bR6iuhiXzCFf/T60B92bcnUnHiBIsjZf4eb0yThgo62gIRBljaacoxxOUQWX8GY+99A0Gx2MMC5/K0nX8ZY88mAP4ncj7bDpnbu2yDOwefCOEPJi4YKstL+e6UEsCUaEnXRKO6nD2d9B/fCM1haXUdl8sqAKZo5sIpm1plS6vraA47CEuNA6xrmuz7vzF2AE5hcPQhB6btYFYZtj3SHIuWuv7EAa5WFleU2Ty8zqLWqXh4leWlHDKyFI+IsPLGiV0GbpXlpQwWzQwVzQldwNmC+n3teMghPtgbiFnebSEXiD7/6vqO0bZl1MWuyr5uyyIvhDOja672F8CN19LhVNt3TPmZ+d7Ag1Iusl/2X8Bqb6KObedFrIKU6XnrVTX1fLVzl62xl+2FSl9hf7DXD/Aa5kpnvVGSddeMtHDncGCeNFXdLXHUbnVAhtILaMZmURS6KgEmQ054D7vJI1B8bNcl0rCVPXGkNxfvDlyBXUTQTF/VVPu3nB900b1gL9Zuan54EbdGruBTY2QCjzIWCcFWJyHjQJLzrlT/W60ybmcCss/loJFBuGurwIiW5w/StvO+97ruBew2/86KKLvRKKPpQQLSjaczqbCHWPLvqUk5sap7bml1HWtdl/Ku9zvm/q33P3dd1OPmkFRYXFFGrWcem7xzbVutS5wv8bE8n8BtQym/44WeTxhWlv0IsYmtJy3pVaCsuc1JPeBP/nxPPtC8/geVFqUNkByLTG6vaoCwOVUCVgVmMdP5LgCnONYm1T/sDVQnv0sYaTv5OxrMQMPTacHbGSrDFvGaFIcybQsPj3mVyvJSm4f3pSxiiyzskodXVVPPR5ubALhk6V8z6mD1oGdVYSDV7wvgZobjXQppsukzw8Uua6FkjiHqd6nrG7E4fUk5czFQ19YjwuhS2H/X1TVX++sc7JUU+IgETI6ydKeoMhHb+W2+7iw1BlDIHv7hvsPO6qcLQpdW1+GTftuFqqvP9xfsD/b2IlQ30+l8gJRwmbM6wUy9T6G5YOMbVB7s5JtHlTI0z9M9fa4hh9Am8qKv84qBKFMvVvJAoSeiqatP+h11xoG4d34Cp/wg/UQWNlehEUf2SnD/HHMXbeTw6kZ/anP4iDkIqU6zTJHSgSANEiYRRUK2hIw9hImgxZ33UZjdpzLFd6igs2PEyZAbnUh0KeIGxoyyvjG6fwaiW40yjkiAAG483fHhTQcr8FQZV0PCq+JEu3uuocnPlOA9rNSPsP9ETQa97eLujMryUmZq9yeV3pgSvJc9HWEWP7a6ewGfyupueBWAc5zvcPzDo3sVDGges9Qf6mhN/gHLBB53XvL3FfKLOaB4GEKY94HNqbpB6eCl1z/sDTKRdqmqqee9ZbeZP+mzl7s875XPlFMlbwDMifOgTX+H2wfyRmgOi7iJrbKQRgrSlrbVmH+sbookn+9/LG1W6LmpL9h8M/U7+kRnz4KPIENpYYFzuR0cTdL+DcACZ1X8829d39imlWScOQV1bd2ECeFCtYF1dc1V1tEvPTbHXB2HETAXJMKTm/Lvo53fxHVAq/GxkD087fkRx4m6ODepdILLppCzN2F7f8b+YG8vQuk8HWkp/F/ifDm1zlNfoH0nBJrg9V/i0MBI1xaaBM27v7IV8gE+H2byWfzSTUA6EyRdoGcPhNupMUzsQQu3dy1YbGX29Cxl9qpq6vnlc7UEceEmnDplb2X2pKN7mb3VW5q69fmUwVb7Dpgw1345Ufs07u2rnU8DcIq2Jul3qFL+xukPQ6kpuC0xBValJ5+dFHQv69u+g0ZHMZuNQv4vfDqvffRJl5NpVU09/o52AriY/MtXs1MWsQJPh3WfCgGnDW2yu+dKCnw0Msh2HwlavFnpye91F3cyrPfnxUhvkDDxhHXZvQyByupqZuDkl26aD67sVaCqWRNnyJ/YiW2+YU6wmreLYA+gfQc73QeYv09lxfOLOeTAEpxWOc9tLQrbXEOyVjqPlXaJneAnHHYoEBU3PlOuAuAk1qQVNwZg4Rpqh55hv4zNZN01+0iGaq0cJBrS8urUmD/FYQZQ33S+nXbMX/L6bgKG+Wyq7uc+0dmzqBeDRHtcJnSTdy5jta0pdRdp38HuIeZ40Vx2QdqqiwraPIRth5xMFo8q6xjSPPgIMTyG5yiD5oJEeAak/ftTSmEzUY9sNS/Veubxvvd6hokm2xdcZZnTdUjn4ecUbXWcr/x+UeX9SAml89R5ld9Xnbg2VDagzdIa++AvLPl4Mm/rF2X8FVU19Wgt9eTE2MU88bk5oeaIEK1JJF2gBw/EkiKm/uNQkxdiHWvaMkbY5F5FtOwEe0ur6whEDFt2AFKk7K3MXnc4e1U19Tz81qaMP5822Fr/Iqw2M55CwAhtF5u8c9noMQfs2JJZwoAN1FhlpYP/PAY+e978Huu/2frzbMy7vFtZ36qyu3k9VIZbmLp/l3Us6JIHc/Pytbgxy7hZ5cF89BAqpykAGmvte0hNQEOswf/S0A/5uzyDE4uyq7GnoEp+X8gSdjKg9wuiGGkJiRk84u2d3NBnu81MzQ/+/k5yodxWc9wYoIU6/2ki5ixjy4CjGSqb4rLynuAuPhcHYkh4XJ9MibMlq40HleWljB8USpA4UU0aqqmis7tKKnFjMLXoPtohkRIiUrO16JQeYyk7KKCdyyP/TPkdaswPSDPYUcLaqcb8hiY/Rdb98YvInD7T2WPhmoS56NnIcTwXOTZuW0JWcc4ydow5H4Ct47+TtuqigrY8p+lTPbyL5pTOfzt44EB8BHniukn23xgBFeylX3iUXPM4fpGLC50gbuaHF1HrmYdXJPJSI1JwhvG71B3SZx5KLgGbcwt90yGdbewP9vYilM5TZ4HNvuzEBaLZAEsYEqePNYPOpIL7M/t7axWYL/xxnUs3iuiDPoi2uFUP9PCBWLiGXaPPsTvduuJ/vfnJZgDerQ92reieAdSgGsRtTqSdttvoQWbv9ic/sbtEu0JpgS99sJXie0I4Eia1zuevqqaeB1aZivCqe1V9PigyFD7thKXVdbTInDidva54MP6wjpcQAdxdfr5b+N66OA6hjLmH1AT0rnEYhgR//ihyZt1DyTWP936/SXDa2ELmhxfxqnEUeQSTLogkdO/ebd+B31NILaN4VJ/KR5/U9fi+r6qpp+qTJgByCCYNunevNi2iSmsf6PI4q2rqcez8BIeQVP3mOvP7ra5MzQgjgAAevqPf2KPjTYerg4v4wCijWOzht5HZcU4uqqnC1Sm7mKqpAqJ6jK34WGmMs7XoZqyYYI2HgS4t0NSYr5oUXNZ+U435JQU+7o2Ysjrr5Mg+09kjvxjpyUdD2k0muxjILgbGiY0nyyo6vSZfLpyq7B+DyvJSxhd7CUoXL37vlG4F98Lh5ChtPf49DfY2aWWZhTc1Z08lN8ay0a6gbfLOBUtPsjOcQvKK87vJj22J6SATy//d5J3Lv12X7hdV3o/UUDpPu8jnI+Pgr68TV2UDpMUPjPjRiLBTFmT299YqsPOD4ogJ/JzCiCP2O4To2crdGoQULwQ9kJL/VVVTz/+9YWpdZSs7pAbVIK64YC9hsNWtLEc3gr3OOnipkFGQfMMaNhrDEnT6Jgd/Gz+piUjC+VtaXUcwYt4LjQyyLcYC0oVLZih82gkNTX4MIF/4KWJ33PZUnwezW1YFe+k+3y3kF7OxTTO9gyXIiJ8NrQ77N0V0gynaWgRwmf5Y7/eXBoqz2iTzyBFB+7p0Rn2Tn8X/yoy/V1V2NzsDgkK5i99GZnO5f2GP7/ul1XW0RMzz/3PX/4s3vrcmzcFNZgnyEufLrArMYnrVhKT7UqXSCawHoNJ4icoVh/PNFYezznEhh8R0cfYFfaWhyc+h2hYcGCxwPh63XWVY3zPM5+pxfUrapgr1d/PDi9gkh3GUtt4OICcH7mFFZKL97KWTXlFj/uP6ZADeM8amHfMXV5QxyGE+A8qVpq+ySCcU6dRxIH7cdgZxqGihHQ8v6+Ups4pOn1lCDfu7DvYAhB4ihBO3o3vhR05gO/n4yX/nV/Y2l1Wdcss0vuWWV7JawBoSno0chwsjqcyKIeH0yG+TPz8L11BfPM1+2VVTSn/C/mBvL6KyvJSOWQ/TRD5fMSitzlPW0b7D1MqzcHDzO+jJzFGTIb8Y4c7tWo8I8IowtZ55/OqCCT3+XZ7ALj6wBmUmpJaVWFpdR4FuCn6qrq3eZodUmS822Es62NoNGt3j7KWCOrUZ8+TyixmlfWVfEyFgoPDzvvc6LnK8wnvGWAC2HHBOwvnrPHgPFS08qk9lVugOlkW68ORNgRy3g3JhTvI3Ov9lby/ISd7AUlLgQ2DgEWGCMcFeNjIYVTX1fL5hAzuNAQgBXxglpihrTT36HUWc9/Q4DrYCj66M6XsLda6t3koOoiHlZ8OG5PYnP+nyO5c+X0sxOxlCq11W6ul939DkpwNTtmis2BxvfG9NmhFLFzS2uSTZvlKVSmcE7srYpqzHsCwdJ2jx2RzFxVLixq8bJp3hx12IG0P0XhxMKwPpsM9NI4MI4USIrl1F1Jh/f851ALzrODrtmF9ZXsppI83r0YavV37RXaHkmsfZMryCHBHiZ5FvMT+8iPnhG3ChM07bZAe3nZ/J1Y3mguW3z9dklJE2gz0XLkcGEwjYiwxfh/mMDq19FG4fiH5HEUPrXwag6NOHUv+95ZWsPLIF8A3n+zhE4nwnJWyQw9kSzk96T1et16lpMKlCsbZy2bZW7AvsD/b2Eqpq6jnnrscY/sRs8unAl1fQvU7Y3qL2afjiFful1+hgneNCk8uUAU4Yaq6k9hg5cdmk2GxfRGo8EZnEWeL+Xv2unWc/wOOGZdJ96s0peSENTX6+6XgLgAscr8Vt7ylUmS8oXXhEOOVgu7LWHODe2dyWcQluUIrARxPwmwuPYtMvzurWPbGSo9hgDLO76HTr/J8YvJ8P3McBMPKSPyScv86Dt5KAWSdH8pPI5baIaqbQ7yjiE+1CjnV8DsCFztftiTZVD9DiijIKXGZ2cZb2ZmauGxlixooJnKm9T6HWAsAhWgNnau8zvWoCJ3b8OmngkY671Ruocz1JM4O465wr0n6+y+zvkiJWBWcnSIz0VMak1juPpzw/BpIY31uTpsNyOYltLkm2r2ip1Jxk3dbnaxkZY1Om9Q19xbJ07Nzxe1r4PhZXlNnP9VCnn6B0MnRgfpdBlNKVG6HtijvXdd55FAsze/0/kfO7lF6pLC/lpe9XEJROThrh7PL5Ls0x74Gnv392n84RVTX1vGmtPf7mXkIhTeQSwCMiFIvdLHAuT3gmq2rqefA9M1udSyCjaoqmBwnhQmSSLQD7WsYuMnQpcBhBBu0xu5oL1v01JZe7qqaeixyvoFnBXbrdCgEHa9uSyvSAmVAYJJsAuCtyUZ9aK2Yb+4O9vQBFRr+wfRnHiToKaOXLNu3rFWW85k0YeID9UgKt0gvzV2X058VzzFW4bt1CUkZ1zBScwmCm4y02BDLo2kuD1+p24Le8dy/6/WvJz5O1kp/sMCfRSudbXXZVZYrK8lIMh5vSPC3pYFtVU8/Db34GmC4omZaPb5t5RMLq1uUQ/PqCo3o0oF8a+D5vGeMQWNcDw56Mrz5hqMnRdOUk/N3iijK8aaROuhs0pMroTAnem9TZA8xzvOTsgwFT2Dhj140M0JkUr8o4U4L32mVrgSQSE3ik4271BipgiO3GTCfwCmkcUzClOZLZLU4J3psyi5oOr1S8xEvGMXHfp4zvAUa429kih7JJFsc1lyR7xlSpdIV+EgBvGUdQKJop8Lko0lpsX9w+oa/kFxNx5eG0A02TG7dTFNgfqSwvZXyhoF3ksOrmaV3ea7aunBV0qBLeKxUv8Q/MLt0v5bAuLdAAnE4H7fgYu/0ZaE3dwVpVU0/dZ7UAfOsPKca+LGFpdR1fRcxO7KPEF7zt+Q6feK8EooF/5+aupdV17NbNsXmx8x/xZf8U0PQQ4e7okeYX88H2CA6LY+chzBP6ZKoiJ8UFgFtGnJ2UW7y0uo4Tg7+L09pLBrUQVUmKKcF7E853Q5OfeyLnAVArD+wza8W+wP5gby9Atd9f7DRXGx6hc7nj+a9PcgVg+Hho3mq/FEC+CMAfJ2Wm0WW1vG+Ww3hEn8bFoZvjskoB6WSDUcwbxvheBVtVNfX88vlau7TX3NqSPJCyVn+dLYvSdVV1B2HhxmEk54Usra6zGzSUpEAmZbTK8lKWnjeB0gIfArNku/S8npe71eTaZCndfyZL7cnYGWo1uzSTLGsry0v58dmHpf3e7iAxoxOJc61IiiVFnPWcGRRo3XHdyACdSfECGKM12HInyut1l8zPiLvVGzgWrWF1wRl24BmyujE7u5TE4ubla1K+t+T13bgtekEopoTYSEHKLGo6zJh4FIeMNBeBYemIM74HaJr5APUMYxcD7IkuVQZWlUpvjVwOwAGikZ9xFbefcwTa1FtxCskWWcgf867rE/rKl5u/5En9RMD0RC0VO+Okbapq6mnesRWf9DPzrse7DqSsAFLDzEC7CRN25hH0FjJHM8uJ39DeZVCOq8uFSlVNPU4i5IV3sfyeBUn3rZICE+XHSAmzO/7Vp04NL/sv4E/uewBTcskp4jVf/dJNtXZyXEDV0OSn3RJqHy22xZf9U0AzgoRF9xYivtBuVhsHIQT8VT+dPBGgDV9cAPj+tkhSbnFDk583PTdQ6XzLFoqOhXpO1NDoFAaznKt407MwYQwvKfCRK8zf1hGjs9ffZVdgf7C3VzAlcA/PR46N29YuPXwzcMfXm93LGQquqBillGTWedm6HapMzslSfQ63Rq7gLXkkbxnjAEFAunCjs8oYx5XhH/Qq2FpaXUcgbNikfS+h5IGUJfDpFFGBT+nJ58bZU7IyiUSEG4eRXGqiockfYwHkitveFZRd2cZulmyT4Y3QHKY73re1ssZq9Ux3vE+tZx5aqC21lzFwzlHmfjtnGh1a923DVND5rH68eVzGkXbQmdJBZeEaOHR69HU3XDe6wuKKsoQyTplWb2fUbg1fjhBQKJoJ4O4yK9Mr5BczYcwBeES0G7OzAHZn+MNGynGhocnP4cLkVK7Ux8Vl21JlUbvCSJ+5cPmgaDbasVdwkDfqpFFZXsroAdKe4NNxyFSpNCe/AF3CgdoO23WirM70zT5Oq0OQYTmvm7i8YwG3WYFmrCdqQ5PfDqQOYyNewlzQ/tcuAynF/VT81+WRyYzc+A8qVxzOZGHep+c436HGOJ+ZT6V2X1GNKwMsNYNUPFGVFDhC29ynjSwKF3j/yIudssRfGSatR+lP7gi54wKqWu88PvLOB5KU/VPApXdwGBvSZjQ7487cW2wqzz2R85gfXmS7lnwpi3hUn0pOaFfSvy0p8DEleA8NxmBbRiY2iyeBNumxs4RSmq9j/bMVFleUMdhpzgNtloPGviC7AvuDvb0CV4GpsRXLccshyMXOl79ej73vr4fDvwmALhxIhGk701Xn5et3w1dmGcopI/aKKJbYryYdCb0KYGxfRKuM6xWhuO1xaN8BxRMIS401xbOZfUjXfJhMEdFSB3slBb5odgVn3PavE6rMpI4hIF08GzmOWkaZWdz2nSkHWNUZV3FE/LV3JlsKdwGV0fmFboo8P2OcaMuLdDajt5FfDE5z8Izg7JbrRleoLC/lpNDvkmpaCiTveU1OYqpSVdbRvgNx7BVm57aAmY53EmSKOiNpltiiLgzVzCz76c7VXOp8iVO1j4Fe3H8X/Q0DQTs5Sf1GB2hB2vDyr/kTu1ygVD5Tzrvh83AIM6OqXCcOaHgOgCmOf6ft6O0Nar3zknuieufZgVRpDP+uq0BqaXUdV4cW8ZBuLkr+on/DLg92riik43wqmkPne7Hz3yj6QeeGmL7SYb1i+kR2W4sOk5MZspvSvhu6nkf1qZQ4W+L+5pWKl3jKmBTXiRxb9k+GAeFGBtLWtUB+DBZXlNHhMBerA4W5+JgfXsRmOYw9Vpb5ztxbUv7tTgbxilGesKxYbRzEo/o0cgjamUwhIE8ETTWJTkFrZXkplxxtLhraZd82zGQb+4O9vYDTxhYyVFhikDHdk329ckuKgJkF+HRYJY/qU5FtO1J/Vokxf/AXe9Mjnl+yzj0PhybiiP2qxFPay4BHTVj+mMxe7PY4zFmGceBE/Hh489DUjRw9gaG5ccrkwd7iijKKneb1zJNmELpXVntWdtMdUz4dozUwXnwOX64yBadTDLAuK9iL6PHbgxGj2wsQldFpxeRqKiN16KK83W52Uj89/PquPZC7ia/kIFvTUloTWRs+Jgfv5R19bPT4cGcto5gS6180nyE9hMDsWO/sP9wZ9U1+Rv/wmfjmnyTEdVUSdjm6n5G1IQRBPIhI8sy0Fm6jXfrI8ziTvh+HhWvYXPqNGH9cF/UUErKCo1g+Z7ZJ7ioQMZIEIiqQ6uyXmi6QUgvMJuu+/pXrD4CgDR9OdLuc2BXnU9EcOruodP4bRT8wG2L6Xoe1sryUoY52ItLMtX4mSxHCfF6mOP7NrZEruFEsjvubGROPYtxBIwAzS9a57B8Ha/7INdq67fNbWV7KuZOOBOLHk1wRoM0qp6aqGlSWlyIhaZPGMY71XOp8CQlsNIrtAFw1t50avi9h7CsfZt73J5Qd8PU2VfYS+4O9vYCffHwa0x3vJ9CnpOTrcdCIxUV/Bc9ADIeLWyNXED7//1J/duEaEIm3jFeE+cR1adJW+t4GPEr6JLaMmy6QMoLt+PHgzpa3qgWHkOTpzUkzY5XlpVw51NT3m+es3rurvfYdMO5cwOTdlGn1qoXGfD/FAOvQBA5NsGr9zoSv7ImMR2V5KS3SS0QKLnc8H5e5SlnePvWHADTnjUmaUeoNHEIwVLSwy5qoP7f4jI0Msj8TlE48MhynwdcnSPMcpQv4JJ3095Q3qYjvjo3kFPaK+wkQEF4cKYI9R7iddrwZBXtV63VWbQnZtmVuGaHNMGUwpIznc2ab5K4CESGwRYEDWg5Bb6EdSAnIuCNYLTB3SzPDpKRphooWvpIF+HFnxPlUNIfPZQlN5Kfs3o3qsA74enRYlxQxlfdwCmnTQAZapWYlXfOOMTfhz0Z72wkKN2sHnJxQ9o+DJeZvU0m7SdU46Qizgev+AQ9z0eHmfJBLgHbM85ayaoBJNzgx+Dueixwbx2XVpeB5/ThemP4672tH2otBDYMIGtv0gYljX+t2AAZ7+r/cSiz2B3t7AZ3T82DedNJaJfa5g0ZnePM5ZEc1hTRhGGk+l1/M9iEnxm2K7VzKdTsZ6ItOAINzXb0OeFSWKCJMrakfeB7j198oTvm9RqgDv8x+sHdo5HOTmN05M2atVofu/hCAC5xvsCowq2/LgOkwZxnPHPA9gNQEfaElHWBdDkFrMPkA1pOJuKQghwgOSsSuOIPxlBNhxOSKCVf2y9+13nlMd7zPUNFmc/YUn3GY2IOUcGXoRh7Vp7J586as7z8O+cVwZLysg2Et9NI1aijE6e+170DkDCEovLziOZ1LxnmpufXMXj13VTX1tBkudjXtSZARqvpoK1qkjTO195n/x2e7zPiaUhXNbJTD2C4LeFSfykDaabX4Tp/JkrQdvb2FJ7iLejmUjVb38AB9DzcvX8uoIWbAFUHjCX1SRoHU4ooyaj3zeMHzAyBaGp7ueJ9hogmf5f7SFedT0RxeNcrxWS4qyf5GafK1yFy2M6TvdVgXrmGFHi0vGzKxQ/V8758S/27OMppFgamYkG6RpsT8sVQcukvV8BUAUBzcyIQNfwYgT/hpt+6ldIvSxRVlvOm5gRnOD+KSLA4hOdPxITMmHsUAvYka42D7/RM0swu689jX9O9qpITRn/4xKy5NXxf2B3t7AbHpeYWV+hFfn4NGZ4T9+MKmz5+RpoVPv6OI4p1vxW1T8iqNFNDsD3PdqQfb7w3KyY7AcGV5KSOLhwAwUm5jxq7U2UcZ6sCP2y5L9hpWMHeQviF56UGtVi0j+rDWM3uxrCGmqzUhc6z+Mf7CpAOsy6GR63Ek/dqeeBqvCszCKyIJ+m+p7m/d8jXW+iDYc31vLasLzoiRg4l2wYYxf3OF40Pbx7fPsTbeP1UT2B2AmcDW35uzDCIBvAQwnL5eZ0NV40KHNE3nY2WEqmrqueOJD3AAJWIXczr+1mWJX7lOvGscRpFo4kLHaxRrTQywrMVim4j6Ytw7f8/1vK8fyoFiR5xl2ltf7OY74e/iEgZfymHcFrmCN47+TXr+YXkpr05/iWflSfY29UzF2md1xfm0tTud+fhEiJEDHSkrAdKQ5IsOWmSiZFLWkV9Mq4xSHTSR2KFaFb426Z+GNQ8OPdD1Ptp3oONgpffU7lE1lhTBb48GTO7nHF5gk3cupexkklhrVw5SLUrVtUs2u2kYsKSI0xwfc7TDFIIXAg7UGuObTay5oKCl1r7WfcU37QvsD/b2AhZXlFEoWnjLONzeNkZr4NYMBpysQnHwOnYhMG/e3LuGELhtaOKKZUlRUukRKeENYzxgBgSRGCEjtzN54NCT43xw9yVqj+m5HqEsl3GtYC5CCm/eGCN6AKfRM3uxrMGyskumJ2XHfmv+kfRPPU6NCSMSRbV76mlslmyiJPRq7WRenf5Syvs7EjSDPYenDyY2uws2ymec6Xib973XcajWkBCQ9jm+tw7yS+zlXkRqNBiDM8rs2VDPb6gdAZzZ8XTGHKhUUB7FYRycpH0Sp5s2Y8UEPnKY5ya2mSUdx1gtEsaKLTiF5Bn9eJ6PHBNH6H+GKWnvi96gocnPGK0BF3qcZZoE8jHvtxZykUSt7NIh6C2kSZpC8hGpISVsMqLnW/ECn5v6QtrvqSwv5aQxJtH/qYuSVyqqauq5uWotA+ighZys2D92hYucryTopSoYkpS2YGHNgzOTYM9ajDQ5C7tH1Vi4hi2l30iwpDOAYaLJrhykW5TOmHgUYvyc+I3CYY/nr1S8ZClKRPcR12zSTQeZ/oZ+H+xJKfnNb37DxIkTOe644/jlL3+JruspP//2229z7rnnUl5eTkVFBf/617/i3q+oqKCsrCzuv3Xr1vX1z4hDZXkpp2gfM8nxqb1thLabTd65/OTj09L8ZZZhTciI+E6yKcF7EweWFH64QsDpjtX2yjysR7OV2Qy43s+LOS9puB4y0MwY0cCASPI2/G7DCuZsb95IEm/e9h0Yw8YTlhqflp6X1caCbsPyEk7bQ/u92qSbXQ6NEYNyErSovK4eXEfrvAkkBgKPCFNx9CHJidsWPvrC9Ln87Rtb+6Y80r4DJpiD/WrtcN40joy7p2MpCX2O/GI4dDrCKpU5MFhlHJFWgiUWOS7NfH4PO8fepgLqrgKNdFCZkaG0MJD2ON20KYF7eFE/Om5/XXGMlYh0ueMLAGY732K680OEwG46aDG8BL0pJHl6A6tbeby2KcEyDWCUMLlX6gbIhKqwtLqOwbKZFnysMo7gUX2a3YmvrNKaDS9LXt+d9nuqauqJfPE6AG89/KOk9/rS6jpkOIBHhPmG9m5GgsW9xQsVr6GnKO4YQqRcxIY1L06j62Cv6qPNONHZsCfSrWe8ar3Oyi1mg1xEangJMcu5yuzyjlmovRGak/6LQm0wdCwgzHlP6vZ4PmPiUeQNMu9DdS2HFQ6NjllxDjKiSweZ/oZ+H+w99NBDLF++nHvvvZff/e53PP300/zlL39J+tlNmzZxzTXXcMYZZ1BVVcX111/PHXfcwSuvmLZgoVCILVu28Le//Y2VK1fa/x1yyCFf508CQCRNKJOGaNUHUFkpqSOJtz+CThyI/GJTioF4WzQ9ZoI8Z0JJnL+uJ0ul1Kr1Ol+0OszVNBoyWcBlwdWyhQF0cFhdFu2u2nfwudfMXib15p2zjMgBkwjh4t3DfpTVxoKe4IQine0MokX64q3sACZclHLAdjk0AmEjISu4pyPcs4xC+w4YNJomZyErHBVpg+CqmnpeXL0JMJ0J+iSLMWcZnPNbAMq8ezhJ+4RK51sJpaqV3sxKqb1G+w7WamUJHKFMEDYkVet1tjaZ2XYlqLwj5OZ7z27v8Xmr9c5jk3cuxdqe+Gyndx6ughLbfixWwDkdx/iFM17gSSPqphILTUg0IblAvNQ3AUwKyzQVzF/leBaAUx2rgcyoCqosvVEO5yjtC34bmc0OaTb5/Dw81262SDf5K529EzEXq9PlyqQ6ew1NfvIxv2eEaMxIsLi3mPHymSSzrJUSdhZNTvo3VTX17AhoGKGOtAFcVU09P32iBjDF57vzjCvuZyte3jCO5DF9CtuNAvt9lSFOlXm0MWcZDD0Yjr0Crnkdjr3SHpeqaurZvacJgD9HvsGj+lSaG+ObPka429nJAGqMMV06yPQ39Ptg7+GHH2bBggUcf/zxnHDCCdx0000sW5Z8Mn322Wc57LDDmD9/PiNHjuScc86hsrKSp556CoANGzYghODII4+ksLDQ/s/pzEBCIMuYHLyXjcawuMl4g1HM5OB9X++BtO+AosNplb64m1chdmAZIpr5VI60Tdx1KRBIO0A8+s4X+bQhqsP03qbdvc7QKA5RgdFMBI0VkZP4m3EGDfVfxn/QKmk5g7sRAkZu/HuvS1o25izjg4IZ5r9PSy7pYkSC3TP37kOUXPM4jQVHkWtNFIYV6H0uR9CwI3WpyuUQfP5Va9L3epRRmLMMxpyGWwa5S/t22iB4aXUdTosmoDqv+ySL4XCBw0OOfxufDJ7GHiMqKh6RGg1ySFqNsKxi/YuMl+bvi+MIZVBGVk4QLdtNjtGS8MX289ub86bkSmJLVaqUpbpDAW6NXJYRx3jJ67tpMaJuKlISlWGxgq8Tg/dT3xcBTArLtDc9C9nknctZzvcAOM2xOrOsENFJfTCtDKCDBc7ldGA2jx2pbbAlp9JN/kpnT7moBC3+aGedvVrvPD7wmhy5TAWLe42FayC/xE5FqEViR85wiq97OuHjanxuN9x4O3E8O2NpdR162Mz+hbrhNATRIHuLLOJobT13Ry7ifcO879TC47BRpZnRZ+YsM0vIxUfGlZKXVtdxZchsbgsLU53i6tCiuONrmvkAbeRQT2GXDjL9Df062Pvqq6/Ytm0bxx4bdZs45phj2L59O9u2bUv4/IwZM/jJT34St00IQTBoTiJffPEFI0aMwOXqvmdkthHJKbIbNNSq14lOJKcPyhnpMGcZHHIGbhGxb95YxA5ad+bewgfGoRhoPKJP4+zQz+MCxCZ/mFdq43X6epuhURyi+eFFtJBLB15uCV3G+Xuuj/9gp7Z+3eHNWqNEVU09HzWYk9GcFN68MhIkhDN7jSG9hLt5o13iWGOM5lF9GhuM4YnnLQb+kE5dimAPephRcLjI1ZvJDSdKunT+bq9VDlPBXo/3mQqK42ZZ2x2953kGae1IzAy1JiSB0WekLTVnFQvXwEGn2y9jaRSZoKHJT3PEPFdHaV/EPb89PW9KrsQhLBuqGN20yvJSIhPNrOc6Y2RG3aENTX6Gihb+rp9qbxO21mG0kuBI507fC5iWaRMBeMs4nELRzJTgPQnezSv0SbxwRtflb1WWPlBrtDOfJzlMGtBs56oum5AgqrOnXHdcVhDaWWfvlYqXWJWOQ9YXUPQCAOFACIEoHEvuyGOSflyNzxIYJbalLTU3NPltkeZgN52G1Dw0iDabXjBMNAHwk8jl/EuciTeYfozpCg1NfnQcNEsfc7RXkjZ9VJaXUuQK0CxzbYvL/aLKWUBjo5mFKCqKZmeGDjVJrdu3b0/4/OjRoxk3Lvpw7Ny5k2eeeYbjjjsOgPXr1+NwOLjqqquYNGkS3/rWt1i9enVf/oSUuG3mEaxjFI/o06gM3ckj+jTWMYrbZh7x9R+MKwcvYQTxuiudVyyLK8rI0SLsthTLY8WTFZIVoXuTaYh90AK48aVy0Ihp649IDS1LDgxq5doaMR+Vpta2pMGrjIQISRfOvR3sWQHNWDbZm45ybLSdFdINrI1twbRG4T0qVdR/hACuNf6e9mMlBT68IkRIOjBihqWslkdsjmr8NRKAQxhoSA768p/J/7YvkF/M5qBJjQh38rXtCrWeeWz0zmVikkADenfeRnvb2ZNfRhgnHePnxemmTRxhBpdHjC7JSFC2pMDHqdrHzHW+CkS7VmO7V2s989D7iL5yeceCOG/en4Qvp5FBlnezGWy5idAifV3y7CBallaOGREpEoSZ7xn3WNrzonT2/qabPOR2vJSKnQnXbMbEoyjMN7OGQelML1icTbTvMMub17xuljuHHJwyK6/GkzGiHi/htKXmkgKfbRPYXachFWSXaLvt++Z4hzmnbDSG84PAPKZu/XavqkixxxHb9DHQF5MckhJfpIXTtRreuPbw/aLK3UEwGOTLL79M+l8gYKZ83e7oSl/9OxRK7mag0NHRwXe+8x2KioqYM8dMz3/xxRe0tLQwd+5c/vznPzNmzBjmzZvH1q1b++jXpUZleSn+WQ/zp7zrqZXmKtnflxpK6WBJXSh3CoXOxPzK8lJGFzgJyu5nRnuaaYh9AAPSnd5Bo93MKv5LP5mdYy/OSqOEWrmqlagnhTevYWf29nIZd+EaXhMn2FpZYJbbn4scx5TgvWkH1nAqZjY96MhVWbSt7wNwgfZq2rL64ooyckQ4LquX9fKIzVFNIiapuvJSNK/0FTZtM+/Zv0VOS0qjSIUpwXtYoZ9kB8b+GD5ar8/bnGXU5J+KW0Q45r1TmbTpyugkGjIDP4d3QEZftbiijDON38Z1iEc7KqPH3FunnVQoKfDRQg4RKThQ7LAn8KGihbVyNADL9NO75NkpqLK0athyWP3msZnKp75IJ1Ya1dn7UeQqgtJBHgG+EoVJr9lQw2w0M859IL1gcTaRosyZDIrjeYi2LYHj2RmLK8rId6pqljmeZnqvOhat4Vkmx9ELdkmTgvEth5mR7S3tQwWUUSHpl2whafv+D7aiYTBc7KLwo3t6vK+9ga+frNYJa9eu5eKLL0763uLFpjVLKBSyS68qyPP5Ug8Ora2tXHPNNWzdupW//vWv9md/9atfEQwGycszVfRvv/12PvroI6qqqvjOd76Ttd+UKSrLS/vHqsBlZhd8hPATLSUoYj5E/W2bW9sYQPeDvZ5mGhZXlHHz8rX4wzoB3HjSOGg8efCdnFP7NFvkML7xxSx+9I3DqOzRXqNQE0DQCkJU6SVhYrA5e3t5/ZRfzNZwHpojGrhpSHYykEYKuCfNwOp2aoQiiROVQ4julyoWroHqH8O6FaCHCEgXznGVOKf/LOnHK8tLWf2GgXd3iEKacBcMZ3FFWfafj/YdkFsI7Z24i1KHtf+CdU/Cj9NYBmYZ8zpu4EPPt6lwfMDZoZ9n3I3byCBapQ8hDaQAb0yzxF29PG9VNfV8tCXCVAcMoIP6Jnd0HGhpAGCgM5zRd1WWl3LWkwtwxVgNqoqtT4SZ6XiL70Wu5zd9xHl6IzQHhzcqGXWJ8yUucb5EQLp4Sp/I4eJL7oucSyMFGQWcDU1+hrpaeNE4hgqHKaQuwbIXK8koaKwsL2XmU+U4HNHjuki8CCsOh2c89v1XVVNPWQcMAp6rWoY282uU5coQr1S8ROS5W5gu3sEldPzSzYvyeFwzfsaMTp+tLC9lQPNIeM0s45YW+DJ/xvOL2R3x4HCY45NPhPBZC/9znO9yjnMuAenisKaHe/xbHIvW8OyvrqRCrsIhJH7p5nn9OH4euRh3dZ2pnWgJv2sCvKsfgtUPgdPztY4ZPcVez+wde+yx1NXVJf1v5syZgFmOVVCl3cLC5Ny23bt3c+mll7Jlyxb+7//+jwMPPNB+z+Vy2YEemHy+gw46iB07+v+F6lNYBvSdM3uQuFqSVlDTHQh6bpumBEiH5LoJ4GaAM5I08KiqqecXKz4AzLJIY2swK92cKkhVK1GPCMdtt6GHCOLE2Vm3ZC9AaWUpqFVqNNx9bgAAU4tJREFUnXde2oF19NDchG0ep8avLuiB9ZbKounm+XITQXflpS2rjw7V4kLn1ePe7ZvyyJIiqH06MdCLxdcshm3eR4KimLJRJqj1zONbzpfNcijRa7wqMqfX521pdR17dPP+HiBMH1I1Duz++BkAhn36QMbNV+e6/5BSZEBgBkt9FcQ4Fq1hdcEZdlNILC/yOK0WJwYLnMsz9hJWZWkV6AkRFR+2BaIzaKBwLDIpBarZrbOclOrYPUyYsjGzjeqkHbt7G4rj6bT0K7sqNZ9+cAEAZ47vvq/sCHc77xnprpHsHe3DCii1JJzShiY/z019gTeMqKZkppqK/QV7PdhLh2HDhlFSUsKHH35ob/vwww8pKipi+PDEdv9QKMT8+fPZs2cPy5Yt46CDDop7/7zzzuPPf/6z/dowDOrq6hI+918Hq4zrE4miyRCfxcpzRuLItZmgt4N5ZXkpf7nsOALSTdlgZ9LvWlpdhxYxJ6ZM7HMyhfLmVRyTlJnF/pLZw9TKesqYZJvNZ0Lsrqqp58ud7Qnbbzvn8J5fu/YdbC05E4A3jCN5a/WnyYMDq+Q7oP1LhIC8tQ9nr5M6FgvXpH8/jSxNn8ByGRlsWbh1R9R5SvAethpD7Nd+6eY5MSUrE09Dk58WzMD/PtfvKKSJWs8881ib/w2YmnWZugesbfaxXJ8cJ9mk1AdODN7PoJw+bJjLL2ZDq2Z585oTuBLTHqXtsM/7566LMrI4XFxRxunhe1kRmZgQwKqy9G+OeCyj49rYpqFJ87iMSCDOk1l17OqdgtTOHbv9AaO97ewqMIOgjiPmpi01R0KmkLVwdj8oa5r5AP+nVwAQirEaVffSGcb9vaZ9DHe28okcSQhnHK1ioM/Fktd3E7T2G5LOjDUV+wv2/szUBS666CJ+/etf8/bbb/Pee+/x61//mksvvdR+f/fu3bS3m5PUQw89xCeffMJdd92Fz+ejsbGRxsZGmpqaADj11FP5y1/+wuuvv86GDRu4/fbbaW5u5txzz90bP63/wCrjJsvsAWhC8OOqtUz6xSsI3WxEiIXHEk8enJvcHi0bfJx3N+4igJutjcnlXBqa/ORicjzbpTdue2+gMotuy9WhOCdFSVMPEZb9oxs3uto2CEhXl6tt1YQSSFLC/d0r63ucHa0qu5t5W8zs/LPGCVzuX5g822o1Tij+meymQXrGyC+Gw76Z/L1BoyGYuhO5T6B+d4yoebV2Mmdr96f9s1rPPN73Xs8ILSoc7hMhzjBW9kpjT6GkwGfbcx0mvmSBc7nNEeyJe0BJgY9cEaTNWoRFrADGgU4jBX0uLeoL7WajHIaOg8f0ybaYdufGikzut8ryUl51L+SbzrcTXCa8GXL2wHzmPt+wgTo5gna8PBqZyvoNX9jXTnXsakj0GAHfzh27/QJzlrFtpPmcf3Xs4rQcv4glvaK5PN3eTWV5KSGPqWnospoJFc3Yic6Ns6f0OkN8k7aYp/WJeESEuyJz7eZDIawSPqb00ILw9RlpKvYn7P2ZqQtceeWVnH322SxYsIDvfve7nHXWWVx55ZX2++eddx4PPPAAAM8//zyRSITLLruMyZMn2/9de62pVXTttddy8cUXc9ttt1FZWcnGjRt56KGHyM/P3yu/rd/Ayuzd7fqT3W4eC11KHn1nM/VW63xsZm9onpvvnWGKUp89fniC+0I2SPZVNfX85oXP8JNay6mkwGcHex0xvMNsdHNWlpdyxaljAbhp6sikA4rQzQYN595u0LAw2tuOduwVeK99tUtit2pCSYaGpkCPy+FLq+v4Kmxei4HElwPjYLttmMr0Ikud1EkhdfAUxG/zFsCwI75+MWzrd2vSPPc+EaLCt44bzyzDlYYOoKRDVLASlE42GMW8YYzPSjb7jdAcnvDcBkT13d73Xs9Z2tuWe0BiiSsdThtbyPzwIlYZR/KIPo2ZoZ+b6gNyFADN/sz4fz3Fnbm30I4PJzpB3Fwe/gFglpAjUsNDGOnJz/h+mxy4J2mAKgR8y/FSxk4cV4cW8Zo+gXwR4I+RmXGabqpjN4iDJpnH4/oUCkVzvxXvdbjNTHDQn76BRG8yJdO8MgNrtc5YUsT/yp8CUd6nkpcaoe3KChWgqSPMbsx44K/un9nzYVNHmJICH/8yTgWgxjgkI03F/oR+H+w5HA5++MMf8v777/Puu+/ygx/8AE2LHvYrr7zCd7/7XQCWL1+elPv3t7/9zf6uBQsW8Nprr7FmzRoeeeQRysr6vxhin8OlVvGbu+QNdQ72Lpk4km8cWQLAkaUDGVucj8shsqpBtLS6jkDEIIgbryW90nlSW1xRxiinmU53SrOJIpvdnC6P+UDnvvNraE3S5auH+o2oMtCtjrquJqeeBhANTX7a8BGRgssc1WnNyhsaNrNTDuRj4yAe185MFM3OFuYsA5cXCsfCeQ+a/+/07j3Xk/YdcOBJMa8bmbH9jyw9fwIFluRDIXv4h/sO+/wp6RDVBeomwipjHFdYQUxvMw0vnPECzxnH26/90s0KYxJvi6NokEP4TJZ2yz1Aec7ODy9KKtnUp5OlVSo/spNl2jkO0znlY+MgHtWnUpbXkfFX7haDeVY/PqEsvdkoZEbwroydOMDURwS40fmvuO2LK8r4PjfgFTqDRCsB3Czipn4r3qv8rMOBRCpILJyfmv7EY7ev6P5OFq6Bg8+I26SjUT98GtqN2emiLynwsUeawd4EsSFOfmVxRRkHOsxsupPszzF9jb3ejbsfexlLiuI6jGK71cYGEzub3ITjNJLufelzu3wbCOsMzfficjpYcf2krB2iPXlJSRF7KKQpIaNQWV7KxLc+hEaY5VhJbd7krHZzujxmhsrVvAle/6UZQMVAC3dwjNbAjuBOYHBW9vl1oaTA16WDQU8CCPW9EZyUiF0scC7nJ5ErEibDqpp6bt76bR4Tn7OLgdzYfim+rQ7uqqnvG+L+TTGB67jZ2f/+7mD9i/bzZ2P136hc/TcqnR74xQ54+nvID+q4wbWcH4WvoNYzD6+Iz4Zd4nyJ8x2vMzb4cK+DpyWv7+ZaIx8pzMnU9K/1cZvjBh7gFtqlh1sjVwCZTXZd3Tt9OlkuXMMLv7mKU/S38YgIUkabKgCOdaznWNYTbM6cN6hLiUNImsihgI6olAxuahmZtuNdodY7zxYYBjjXuZJznSuthfROKp8pp9LRaVzmJbNbt7z/NRQ6vWZmL2WwZ80zqng7avsLJi+3O52s+cUwcITd/SwxPaVLS0dmrQrwRmgODrc67zI6Hxounmc1cwpqkc0w3/k0f8y7vm8UA/oI/T6ztx99jIVr4NDp9suuVPw9ImzLkIBpxfWzZ0xhV39YJ6IbaUtQPYGavA7XvsSFbq+27EnNIvgPa1wFwNnOd1kVmMXMp7omXGeEJUWc/qSpwi+Q8MFfEhoIXIHdDKGV4pqv2e4uC1BNKOnQkwBC6VZ5RTitWbkqI3sJ2fdWXxu+9xuk46tFguZ99sFfEEgudpjnz0OYtyKHxejVRZ/ZTLtK00G5XnTgpoUcHtMnUyiaafaHGZETppWcbmXuu7p3+nSytMzrlV0bwJdGod2dG7G8vScHMnMtAfN3zw8vIijd1MlSrg8voE6WMpB2BJn9HmVLF2uZFtdEtXANXxVGM74B3GwZcfbX3i2eKVwq2AumyJAqhyPN/L265ukZL7e9ET02bHHnZUVPVcGxaA2vc7T9Wj1bAknlisMpaKmNdr4HZmXU1NNfsD/Y+29HfjF4BgLxKv57tEFJP+4jyBSxJo7bFwibZNmfP1vLB5v2sKcjveB1d6GChsO0LcmDBtvwXBHdza64U8P39Zqsrr5/56iZ0dexDQRWoOnS2xECBq97pG86SfsQqgklz5M84OtpqcKxyLwuhiUv4bcmrM5m5Srz4+kkqryvEJ97hRvWwMADE7dbTRtosRknDTVkn+hYhxDEkfcbKUgfPGaIEiuY8eNhEG0E8TA/vIiBPhcy0EKrzGHYAG/GWY29XeYa4W7nMX2K/Xqk1ogmzBPlFAaznKtY6V2Y8fctrihDA04M/Z7poaU8a5zI9NBSTgz9notPTHItk0A1UbktRwmXiMQ1UVWt16n7ysyShaQTtwyzcnOQqvWRjI/z64QK9vRUmT0lxWSYx68ZoZ7xcte/iNNqzhBginzXPp298Ta/mB0RK3CNmQ8nB+81ebJEG5SqtZP3GdkV2B/s7QdAoAmA/xeZYXNxph0WfXhi83R5dKTVBAvpBht3tmcnyLKgggZlURToHDTkF/PB9ohteO6xvCa3hPOzkx3KL0Z4B5om7sJhequqgcoKNNUc6+/nK/BUqCwv5dKJo+zXxQO9vedd5hdzQPEwS/ZC4CXMAcXDEgZ4lfnxErIzHbHb/6ORXxz/gClYTRsYseVaAzDiypAOIdGEZK7jZQDChsxKg8Ym71yGitYEJ4E82c7J2mr0lu0ZN+5UlpeS40o+1RT4Mi+f9hRTqOEC5xsACR20EalRbwzult9sZXkpv77wKHwxv0kT8K0TD2RJ5ZEZf48nuIvHMb2RO/CS0xE9l0ur6xiGqS97Q+haHtWnMkg29dts9wf1ZkbvkTdrU+svtu+gvfAoABoOOr/7GbkYylEchJbV8bbIHURK+Kd+ij0fNjKIkDMXIc0mMg9hdoTcWel+/7qwP9jbD7jg/wBoIc8mTh8yLNqhLDHlHjZ55+IRepeaYIYku4OSFTQo4c5kQYMvtJu1chSGJI48nq3skDu4kyBOtpVUwDGX2wNV1XqdlVuCIK3Ovn6+Ak8HtzM6HLy46GQ2/uKs3osbt+8gMnAU2+Qgvhh5YdIBXpWRvYTszN6+RHzuNYrHw4BSyE/UDs0EESk4MRiVa+ntPa8WV7EyK1X6JE4O/oZcEaRY7GGBc3m3Su0/nz0+gd7h0gS3n9P3XuCORWtYoZ9kl70Nq7FClxoakleMo7vtN1tZXsq6O2ew6RdnsekXZ7HhrrO6FehV1dQzdeu3WRy4kpB0kCsDvLrdawcODU1+AriREk5yfGKPy/0x211VU8/9K01nFS/BpGoJAMxZRnPJyQBsPPFn3W+KskrBESXRpLaPvzCrnft7Zj5EM7lM0z7it5HZzA8vwudyMIRm9pDHu8ZYe47Zl+gm+4O9/QCnB4nAGyOqvG5bS9xHlNyDQlfcvmwPSg0Nm/lAmvInz2inJnRr3pl7Cx8Yh9GOr086/f455i52M4BVX7Yz6d9nU1V2N2AGtYNkE0LAXyOn9/sVeDrEagTGBn69wpxlhEedik+EeOewW5IO8KqMrIK9bHVx7zOYswy+92kcdzYTqG7QJ/TJcTZrvb7n84uJuPJwYNhOAmdrb/Oe17SUjF3svey/IKOvrCwvZen5Eygt8NkZ46Xn98CZpSe4dzzftLpvIep4AUa3/IiziaXVddRo32KTdy5uawF9kfYilSsOh9sHstE7lwnaRlPOxfmKvbDuj9nupdV1NIXNDO1C53IKaUoZBMmwn6B04Xb1oDfUEqJ2SIOIFEgJzXkHZ10fs7K8FI8j6mrjEIJzjynlqsAN+PGwVRbGzTH9MQBPhv3B3n6AEBgOb5yo8mt18ZZSjQyiw+qlClvaVG342C2Sc/s0IbKW3lar4H9ETgHgLv83mbr123Hff9rYQnLx2+4ZkL3sUFVNPUufr8MvPfhE/Mq1ocnPjWFTx3Ezw/r1CrwruGODvSyKQ2s5gxhAB4FQ6mxn5fginMJg7IjCvrFK6+9YUgQfPtitPxFW0DLbsTJuezbu+S83f8n7xqEIATvlAN4xDuMF/Rj7fbXYO9/7p4y/s7K8lFU/PD07GePuYOEavmJIgjaeQ8Clzpc4zfHx13McMWho8tsL6M4uGVyzki2lZyVsP8P4Xb/Mdjc0+fFbc8Mosd2m+CQbA2XYTwBXjxaTSohaaTU+qk/j3ZZB9sI7K7A42D4j6mrzheciflxzGgU5LgbRymRtbRxnvT8G4MmwP9jbDwAMp882lgaIGIlM70LRBMCDken2ivhXF0xI2smpS5kVb1qIdmsGpFni8xKKWzlW1dTz+If15IqA7Z4hgHOPKc3KhKJ0/jrw4MPMfqr9lxREz1tsc8G+MgDEIlYjUHQmN/UCTocDpzDwtG5K/aGwOTEI97533rKChWtM7lEP4BAyjk6RjXv+8o4FPKKbVndDRQsb5XBC0szGhCziekDL4crpJ/Z6X32O/GI6Rk2zy34q6ItIjSp9Urf4etlCSYHP1kvUYqzcpCcfhh9JxJUX554RduZmxSGiL1Drncdq79VAVCZmk3dugkdwVU0973/eQAA3V//fB92eG5QQdaxWY6wQdVawcA0vaFOSOsU4jDA5IsQwi8YA+xbdZH+wtx8AGE6vHcikwg/C1wCwhSJujVzBnbm32CW4ZMgWn0GtEG0+lxVcqe0qGMwhaGcfJVEx12zt34+HnJhz1NDkZ3FFGQUuM2Pll+a+96UBIBZuZ3r5lZ7CsfUdAI7Z+OeUn1GSDZol8P1fh/zibnXSqo8q6RBFp8iWz2ytdx6/df8OiOqNne18F4DbIvN4wlnBKaWyXwYfyTD6y3/ZTS1qHeMUBpWOVcx4+cyv/XgUT3WoaKFOltKGj7/LMzixKGJnsDrw8LJezqP6VAqMPV/7MWYKJSMTKwXU2YtbWTJqup+AdLOjNdjtZECqaklWqyiWVE8shaENH296FvIBc4H4gPbfrkv3mWdgf7C3H4CV2RPpJVOUCGjQcopQAU26mz0bD6LKkqlgT5Wb1Xa1jzzhj7NKy9YgoPZjlnFDcdsry0u5eZopt9CBZ5/mm62tb7L/nbKjrjuwSiJik1lmPHzn8yllaZ79aAMAB37+MDPvenyf6XDLKg4+HdydrBtduZA3zJRiyRtuNnFoZoYtIjUcGLbsisshuG1mdhoeXql4iVeNqIaYX7p5xzgMgE+M0fzadQ3vHb8PaUpqaYLgvdA5rxbJP3R+nzf0CQwQfv5Pm8V7x9/H0uo6rgktxE2YI7Qv+W1kdvYzWFmEkpEBq0ktiRd3VEszKq/U3WRAqmpJtqsoI9ztfBBDYSgVO5kSvCdOfy9BEWIfwP5gbz8A03zeS9C2ZiqySrax8FiBji7cLD0vnlydiuOVjQdRrYL9qowrQnHZM7WPAbRxqNhi8ymyNQio/ceWcWP3P3WMOUEPHVSwz/LNqmrqeezDrfbrlB113YHVPYfDzHhGhCupkGpVTT1/fPlTAEaL7VzQ/tesUQD2KXzrccix3FccFiUgdyjc9BncthtuqoUba+HQ6Yhjr+SN0x5juXM6haLZbHg4L3sNDzMmHsVBI0cClt6YCKNjZn7b8GXn/vg6ccMaGHRQ4vYJF/WNB3OGCEYMxmvmQueqyDJuXr6W+iY/g2nFJQyGW84z0L8bAUZ72wkJFzV5U5J6catjj+24j92eCZKJv/dFFaVp5gM8wtmASWGol0Np0gYTNMw5LiQd/V73MBn226XtB2AGez46WOB8guNEHT/Oe4oFrZcAMDjXze72ECcfNADqocNw2isyNbmMHprDZzva4kjQ2XoQ1T7+9fSXoEOR1+CumdHs2eKKMm5evpYSsZsBdLDAuZyfi29nbRBQ+5FPaIwS2zlyYIArp59ob1/56ZdMBj7bbTDpF6/sUxY6Ckur6wjr8XVEtfLu8W+xhFSlHkIAmhFm+aetaAdFqIwRnp+xYgKVTjNrHGsNFVzhgvKdPfxF+yiKj4SDp8Gxl8MHDybXIrM6mk8HOHUqAN3r480MI3Mj6AhqCs5kS5tknGEG6W5pXqte3x9fJ/KLQaqJWQMM030hy52c3cGMFROodER1FM9zruQ8ViI14jqHlWWXslLrl5izjOY7DjZ51Z2sJCFqnegVoR5zm9V99tOnPmFPRxivS+uTKkq8VZ20xyM1PC4OX8Mx2mcUiSbu3Ffuf/Zn9vbDQs5XHzDJ8QmXOF9CE5Jzws/Z7f4/PuswCtnDBVt+Bphl3M4r+xGDcigdGC2hZrucWVleyjfKRwMQDnSwtLrO3nflM+Wsc1zIQNFhd1Ctc1yYdSubQ8RWPIS5PPJPe9uPq9bywGtmVsqPe9/LeFjoKz5MQ8NmVhiTAXjHOIyc0K6E8zMlcA9v6OPs14oU3R0Lq/8YzFlmTpbFR5r/310tsiwfSxODKGt7h1+0n0OH1fx0qTPqGtCfs00JKB4Px14J898w//+gU/fq+Z0SMLtxYy3TnohMYkbwLlYbY+zPJePA9UeENS8OI5D0vTgtTdlzLc3K8lLuPm8CACceNKRvAq2Fa2Bs1DFJjUc/DZsNJx/Lg/dJ1YX9wd5+ABDOiRd0DeCxid9twQgLnE9wuDC17UKYg1Ms58Lj0vC5nTg1wfWnjcl6ObOqpp7/9852c18iFB9UKd9F9eFYO7MsQL+jiMoVh3OIqDelLvTnqVxxOOGfFrLsnc0UsRuIcgn3JaFNhb7iw5y/53p+FLoMgNeMo0wbrk7nx1VQYt9TIem0SdHugp6JDO9HdlBVUw8yzIDIHt73Xke54wsA5jpf7de6bynRnwJpzPu+DR9uLMs0y/mntWAsB7nMMUW3ZK6GFQ7ttvDz142w5sWpJw/2FEcxXwtwpLaBcQP9PU4G1Gw2m1Veq2vMDre4M/KL2ej3mY5JEjyEaMOHQ5g2bc0y1/7ovnT/7w/2/tthkejdHQ1xmz0E7S6kS6sn2Bk/gEfdd9lSD2pl43ZoBCMGEUPGifNmC0ur62iJmKyD6xwr4oU784vBkwdgqqvH2pllAbNcv6cqcpJt1xabeZLATMfbAMxxvGL/zb604gNz5d1Z+yobZfiGJlP7MCIF8xwv2HzK2POzuKKMwcLk+NwUvppH9akM05r3yY7m/xSoBc4QyzItFv1d921fweKKMgpFC8v004lIs8FrruNlVgVmka+bAY1DGGhCcuzOFf2+WqBrHpxGakWHyvJSSh1NDKKNp498q0eBXlVNPf9v5Ub7dV9VUr7cspkQDgTwmSylUDQzXJgldLfVqLivqS7sD/b+25FC30sAcx0vMyV4D7WDp8a995o+3pZ6UCsbt1OjPWitUPsg2FP2QQAjxVeJpOXW7QjgKfdZcXZm2cDaZp+5srO9d83M0+vuBWzyzmWSwyzjznau2jczHpgD8WmHDrVfK9X43mZnzfMgiOCkJIZsHnt+KstL2XjwpQDUyZH8Ke96OmY9vM9wYf4ToRY4Sm8sIjXbsaO/677tS/iO8T1+ErmSAB5yCbKbfF7meAxbUNnFE5FJnBi8v99XCyIOL+4UZVyVVPDq7ebi4YO/pOzMT4el1XWEIkbctqxXUpYUcarxjm0NOlarZ7rjfa5yPIeU8F1n1T6purA/2PtvR34xm0vPjmusMCT2ANPIIIIyvgOqVZpSD7ErG7dTo9UK9rLpvqBQ653HJ94rgRTCneeYMhC7PAdkvURTUuBjqGjhA8P8rf/ST6ZQNHNq6N6kGb8pwXv3qRUfmCvm1z6Lkr91KXn8w/per5jfCM1hk3cuXhGOs9l6IzQn7nNjBplZ2z9cNmmf7Wj+T0J0gWPqjTmITrCfyZJ+rfu2r2BpdR1rnZeyyTuXPBFECCgULUzlPQQSKU0fcCWt05+rBVU19WxtA4ceSF5azRLV5mvR2uskrKzmRmWzd4nzJVYFZjHzqexywvsa+4O9/WBDww62yajtmQB7gAHICcaLEw8UHQkrG4/TYa+4Yp0YsoWuhDtf+NjkE326y8g6j2NxRRmLuIl/GaZd272Rc1nETUw7YTx+LQcnepwAZ8WJ4/e5YGVpdR3BPlgxOxatYUvpWXamIpU+lbQcNNze/1JR5X4GtcBRlmmx/43V6jlTe58ZKybs7cPcp6Es05QtWixiz/clzpf6dbVACSa3GW68BJOXVq3OfOgd1eZr0drLL+aQA0vshQ7Al0Zhgn3dqeH7+n1pPRb7g7394ET9Q0q06Eo9doABeG7ghXGfP/nGvyZkX2L5Xq4e+B52hRkTj6Ko0CwzdiYtV9XU8/vq1QC04806j0ORix1uk5hbmie5a/aRLKk8klNKoY6R+HHzhLOCqQfAksrkjiL9GX22Ys4vJuLKQwjTEspNmLAzL2GQN0Lmflze3GTfsh9fM9QCp1z7Iun7ESn+O7ulswhlmValT4qrrMT+WwUWp0Xu67fVAiWYLKWkROyK51PHon0HAnham9pjqs3XpbU32tvOxrxym686WLSiWdlWtajfEs7v96X1WOwP9vaDC7x/5EU9qg4uJTwbOc7m5Q3s2Bz/B04vnRFbunVp2b+tqmrqaW5sYDd5vGccyqP6VJobzTLj0uo6nJF2ANtBI9s8jsryUi4/9XAAfnzGgXagW3LN4zQPmUCHyOHcn/yDkmsez9o+v0701YpZWT99bpTQRB6PRqayfsMXiYF4ZH9mrz/BdngQC4BoAKJ4e0/ok/d3S/cSiyvKcGmCSsequCYY9e/YwMLvHtpvqwVqQVimbcVNJLUI9Ln/D4BGZ3GPqTbqviwt8CHIvsSXgv7ZixzUXgOY1yNfBOzr8pksoVA0A/tWI97+YG8/uGL6RHaKwRhSYFiD+hitwS7jHrGnk75ToDnuZVVNPQ+uinZIra7PPp9HmWDXGQfiFIZtgn37k5/Q0OSnROwCwCWjIqXZfhDrdpucxJ9VfRRXKnZGOgiI/lliyRR9tWJW1+1NYzwFtPHbSGVy66dwAEMKPN59+zz+J6HymXJ+xW+AaACiSouzHSs5bWzhXjy6fR+V5aXkeZ2cGPwdDcbguIwemOdZE5K5jpdp8oeTf0k/QK13Hpu8czlM2xLHy7X51AoWVSPiSEwWdAeV5aWs+uHpbPzFWX3G753l+j0v6omcvNiGjf5cWk+G/cHeflBZXsqF2stoQtok1DKtnk3euWzyzuVY7bO4zxu/O97+t+JrtASitjH/fH9r1rkMKnDz4+YIscmW8GjyhynIcXGu4w0AZjlW2n+TzQexqqaeRz80GxhyRDwvxQz2ejeA7W301YpZXbfxYgOagMXOf8ZttxEJEMSFx7Xf1KffQCbfbEg4MXg/r9Y2Jv/AfmSMpo4wjQziFaPcPt1RXnK0E9fRWf+mH0HxqWMb1ZKKQEfMTl3Dsk/sz1jb7KNRFthae8lK6/ua9ND+kXU/ADjH/b9c1fEAZzvewSkM/NLNq/oEKhwf4BDxo76GYbbNOz0sdf4df1iPez+sy6zbKCm7nQPEDnyEWOBczk8iV1DrmYfXCGPZdjLT+S4znXMJSBfPV6zO2v6XVteRq7vBie2Pq0rF/0sHQW3fLz9WlvdeaqUzar3z8BDNSlzgfIMLnG8kWD+JiCmt49P676T2X4cb1rD7d1MZFNiKENEJ73F9Co0UIPahElZ/hRrXLnK8ghaTPQXwiTAzHW+xKHI9CWm/foQZE49iY90IHJssaSoRZtzoERzUWQTayuwZvczsfR0oKfAxuL2NEA7c6EQQuJDoUuAhjPTkc+PZ+5b00P7M3n4A8ElLTpzUgocwuxiYQB4GU3OLsTNh4dqvpxWeqITHoVpDXKkAJFWRkzCEuW7xSxfV2sm8Ov2lrD6IDU1+/JbO303Of8aJA7t0PyHHvpPO/zqhVv1BaV6foHQmrPqraurZvr2BHALMvOvxfarD7T8ZVet12vzmwiZidSK24SVfmBmafamE1V+xuKIMAZwY/F3SrlynkNR65lHaz8/1aG87TUOOBaDp0PM4yNuW+CE7s9f/g703QnOY7njf1tpzWQkPh5BoQlKpv7BPBXqwP9jbDwvDB3oZKlpYJw/Ej5tH9akUimZyRZAW4rNWDmFAXhHkD/t6WuExJTyeZTKhBE27+5CefIRlcu4VESqOPiTr1kIlBT78ljfoaLEtThzYp7cxJvQZtGZPyPk/BTMmHsW4g0bgEuaq3yUijDtohH19FA3gMLkBNxEuaP/rPukt/J+IpdV1fCpH8Yg+jZmhn/OIPo1VxpHMDy9CwD5VwuqvqCwvRQJvem5IqKCAGWTvE7qdc5bRePB5AGw9ckHS5ovXPjEb/T7eHuwbm7MswrFoDVWRk1ImVENS69fHnwz7g739AOCmMw9lfngRrxlH4UTn1sgV/CR8GYNEK37LuFqhPafUbptPRux3O7XsD075xRw2qhSn5WLhJUQEjTbXEE4o0tELj6BDullXen5W3TMU3gjN4QPvtUC8qPMboTkMNnaRL1vg9V9mfb//CRjtbWfziHMAeF8vY/PmTfZAOWPFBNY5LmS09pWdsV3nuHC/hls/QEOTn/nhRdwauYJ1cqRt/g4mnW9fy2z0VziEYErwHhqMwXaDXGzX804K9olz7bRkk8LBxKxeVU09D7xqOg0FcPeZzVnWkF/MN51vJVgFgnldpgTv26dkV2B/sLcfFmYdPQKAME7cQkdgsMD5BMeJOoJEgz0pIe/aV+2VmyL2D82Lfua6U8f0yeA02ttOQ2mF/fokZx13zT6SkmseJ1w0niby+HDcj/rE4NwUB/6G/TqAG4mGwwiSQwABPbYA+k9HVdndnP3lhRgSSsVOFndcag/0UwL3UBU5KUGwdL+G295Huux8f24Y2NegS2k3aQjMbJ4E6mQp+SKQqk+m38HpMStAYX97wntLq+sYpJscXZ80y7lZtznLMt7lCNqkJ0F2aLsc1O8dTZJhf7C3HwAIa/BW3KqN3m9xifMlNCEZqe2I+SAJGazK8lL+fOmx9uupY7unip4x1r/IiIZq63ihlB1UrjjcDK4CzbTI3Dhx56wiv5gDiouRgI6GV0TYPGJmUleP56a+0DfHsI9iaXUdbWEI4aTU8sdVA72roIQ2fGgx5Oc2fPs13PoB0kmr6P24YWBfg+LjDRUtdsn8UX0am2QJ88OL+j1fTyGa2etIeK+hyc8sx5uAKdsTu72/4qLAj2iQppC/ut2byGW1PBiAghzX3jq0HmF/sLcfcQhh3sCv61EXiNhxPVUG6+0vdtn/vvLh9/smPb/QtN5Sx6Ost1i4FtobKRE7yY/sSv8dvUH7DkK4eM83BY65nI0NX9FiuBHCbFrxEKbZ8LLk9d19dwz7IF72X2D540bimmte9l/A4ooyirQWmslllXEEj+pTGaY193+O0n8B0kmr7CsByL4Ada+nKpnvK8+C25sHgBHqFOwtKWKjdy6nOkyLxLOd75o6fP1cp66kwMcA2qmTpVwfXkCdLCUoXVEqwz623tkf7O1HHEKWGk/E0jIx7KyVK6WJdVVNPfe9/Ln9HTtag33Cx6har7Nyi9kdKCW4ZYiVm4NUrY/g2vMF+fg54rM/ZnWfcZizjFbHIJPDePavubxjAcNEEwB/icywm1r682p1b+AC7x+TlmrP9/6JyvJSOmY9TAAP2+UQ/pR3PR2zHt4nOEr/6Uh3H+8rAci+gMryUiaNGZz0vUljBu8zz4LbZ2b29M6ZPWuRrprrApZ+YH/XqVtcUcaJod8zPbSUZ40TmR5ayomh39vvN/djoetk6PfBnpSS3/zmN0ycOJHjjjuOX/7yl+i6nvLzP/nJTygrK4v776GHHrLff+edd5g5cyYTJkzgkksu4csvv/wafsW+g7AV7ClpkU2ihF3k4xACITTTKq2TifXS6jqCESPue/qCj7G0uo5Bspk2TFHOz2QpF4iXqFxxOM7gboSAkRv/3qe8ubDmxaWbk2BJgY8fh68AYAMl9mq8P69W9waumD4Rv5aDhumP6yFMQMvhyuknAuZkl68FGFgwqM8U8fej+0h1Hxf4XPuvUZax7NsT+daJB9pcSIcQfOvEA1n27Yl7+cgyx6ovzSBvxfvr47tt84s5oHiY3ZHvJmLq1M3u3zp1leWl5LodKd/f18b5fi+q/NBDD7F8+XLuvfdepJTcdNNNDBo0iKuvvjrp59evX8/3v/99zjnnHHtbXp6ZXt62bRvXXnst1113Haeddhr3338/1113HU899RRaH/i57osISbOM+5xxIuMdm2g2cgjiJCJbWOU6kUGTr+b0tmfiOl6/Lq29l/0X4HVEV1NjhTmYRKTAISQC0B1eHIfPhDN/ltV9K4Q1L05LL2pxRRl/Xr4BgA5pBqB9Ycq9r6OyvJSG92BDQwl5tLPSOfH/t3fn8U1V6ePHPzdJkwaoFKUF2qJSBURa27IvoiJqh6rYAo7sfAV1UIf6Q8HBFRxR0CrLIIt+x11EZetXYQQFHAUZR4XKooAsspWtUEvplvX8/rjNpbEtLjRNG57369WX5N7b5CTHpE+ec85zuDbaTYzvg14pwlUZLkuj4DZU+JmQ2pZHlm71K5puDzMzuV/7ILYqdE1JT2RKeuKvX1gHZefkMnPNPtLMYNecxmpbKF+1XXwcFdMB7fAmvm/Rn/6RDqjDgZ7PMxmJPPjBd8YIl0+YWat3n/N1PsJ58803yczMpEuXLnTt2pXx48ezYEH1qy337t1LQkICUVFRxo/drkfgH3zwAVdccQV33303l19+Oc8++yxHjhzhq6++qq2nU+f5hnEv1Y4AeokFKy6+UVfwUPEI7l/jIjv2Ib8Vr7VVa883HOj6Ra29T829ylexmTD9IutYk7JzcjlWZgZnCT2nrQXgwWv1D6xiwgO2KXcoiPnLEg41vZoIzcGAJ94n5i9Lzpx0lWDGi9vSMHgNFJXU1qbzov7LWrWTn116omCM+UOiKPAf3Rm0ANfFV+NQYXx15eMBqZgQCOkpsUz/czKR9jOLMZo0CCNrYFK9ex/U6czesWPHOHLkCJ06nVnp2bFjR44ePcqRI0do0cJ/xV5eXh4FBQW0atWqyvvbvHkznTt3Nm7b7Xbat29PTk4OPXr0CMyTqGd8CzS6mfSaSC04iUczGxk/3xu44v/oE1LbMmHxZlyeM19/AvHNZ9SfulO6bCHm8lp7vuHA7k3L4DjMd9/KHYkRRAWgzp6v+O88rERqp41vrrN76GUGBnRry839rq/xxw0lmtlKA8qg4ABEXnzmRHldrp6nlsPphwISqIs/JhBb6InQc7igFGt5ia6LtePGdpYVR3e8ZUWUYcMWVudzTH5C5T1Qp1/1vDx9NVh09Jn5V02b6kuhjx49Wun63bt3Y7FYmDVrFr169aJfv34sXbrU7/4q3hfARRddxLFjsvOBz+ywfwBwiUl/7VuYfiZOO0G66UvjmiqHZ3+5MikAK5XSU2K5NhbWaR0A+LfWhWtjFc37TwPge3Upx695NiDfGrNW7aTU5aEEGw0q7I378cY9+gVWyUr9mktL9GEdPnvW/4TjNABNXYelMLUQ9dCO8JHsDP8fwL/o/I7wkcY1XkcRxYQTbql+HpwInKBn9hwOR5WBG0BZmT43ymo9U7DX92+n01np+r179flTV1xxBcOHD+frr7/mySefxG6307dvX0pLS/3uy3d/Vd3X+Wqc6z7mWGfjVfqbVinwAos81xjX/HJ4NmvVTly/mNTg8qpKGcCaEPOXJeRu+Aw+Sad7ZD72IW/z38+X0xXwKBN3vv4Nj6a1q/HH9QW4Co2LteNEUUAekYSXHAEr2DT5f6haU6LB7cDI5W1eqP9Y9HmOuPXgWUPpZX2+fVU/9/jxKu9OCFG3rE1djfvjR7lF+xJN06fYfKq6ENb3GfqWX6OcRZSo+pfZCxVBD/a2bt3K0KFDqzw3YcIEQA/swsLCjH8Dxjy8ioYMGcLNN99MZGQkoAd9+/fvZ+HChfTt2xebzVYpsHM6ncb1Ao6rJoAe6IFevNgMDLL8m3Tzeto53qo0PFtbCzR8LBfo2dnwgt3sXfIkrp++Bw1uMf+HT0539p8YXENiIu3kFpRyuXYIGy5jmCLD+jUArQ8uATJq7PFCygNbYNXjuL/PxqJcKLMN7cp+5YtoFCweBfvLM8cWO7S7JWALbIQQNa9v92R+2hkHP5XXHNVcJLSKI77CHuXKUUwJ4dgksxcUQQ/2OnXqxM6dVZfoOHbsGFlZWZw4cYKGDfVhMt/QblRU5erumqZVCtzi4+NZv16v2N2sWTPj931OnDhB69atz/VphAxf6RVfZg/OFI/8yNOdod0urhRE+QKhXwrI0vQp0aRUyATF73uP+PJ29rN8RT/LV5SpMPqs+qBGg70vnIMwhzuM28MtqxluWW3cvuTQR3rJF8lIVRbRnJ+KTFyi3AAoj5OfTpuJL5+bp5S+ktqthWEJ4AIbIUTgtAovpkQLZ7stiY6JCcT/Yu60qfRnWmlHKHGfBJoHp5HnsTqdT23WrBkxMTFs3LjROLZx40aio6MrLc4AmDZtGn/5y1/8jm3fvp34+HgAkpKS2LRpk3GutLSUH374geTk5MA8gXrItxrXVGHrS03Tf263rGPKd1dXqmE3IbUt9jD/b2sBK0HywBaK2mQYAahbaRUKP+urc3s5ZtV4VlHfG/dmXOXFpssIo9geg9L018tjDvcrNC3OyM7JZdfevfyfW18EtcFzJbv37jHqcHlP69M4VibOgI53+pX1EULUE4MW8LMlGgdhcMv0SnOnracPcAElxP8wJ0gNPL8FPbP3awYPHsz06dNp0aIFZrOZ6dOnM2LECON8fn4+NpuNhg0bcv311zNy5EjeeustrrvuOtatW0d2drZRVHnAgAG8+uqrzJs3jxtvvJG5c+cSExND9+71p3BloDk4y35/1Qyx+TJoWat2criglJhIOxNS2wZmBVNEc3JLLLQBPErDXL4SRJUX6y3CTh6RNb+dU3lhUJXrWwnsRmt4Aar0MEoR0JIv9V3Wqp3kOsdxAUVkWL5krbcDr3n6Els+p1OZwlAKLsv/HO76Z7CbK4T4g1ymcCyeMv+D5XN2wwA0aP7jApi8QEZBalmdD/ZGjx5Nfn4+mZmZmEwm+vfvz+jRo43zAwcOJCMjg7Fjx9KlSxdefPFF5s6dS1ZWFi1btmT69OlG6Za4uDhmz57N1KlTmT9/PklJScydO1cKKlfgrOZ/CTfmsw6x1dby9OycXBoc2Eek1pjD3qZcqBXSTPsZDyb+5elGlHYqcFnF4uOcuLATUfnfsqv5zTQ5+iUnvXHEaCfZ3SyNDpKRqpIvy3qaBniVRmNNL7WypvTPMLl84oAG7Q4tgsmL5I+AEPWU2xyu/52o6IEtHHzvQeJyV6ABpVg5EXcTLe+YHpQ2nq/qfLBnNpuZOHEiEydOrPL82rVr/W6npaWRlpZW7f1de+21XHvttTXaxlCxwzaScK3q/f52tR1Du4iyoA+x+bJE88NmcKl2lGuds9hsu4sLKKEMKzMbjmNqoLKKgxZwYPkrROV/y9hD17PTPYQsy3wamcsYlHs7z3e7ivSaf9R6zzenU2GikAZEogd7fw6fz4etV6K2LUZDUaqsfGHuhrfP08YKPiFE/eExh2P1/ux3LHu3h9KDDgZp4MaEDRfrDziw73aTnhKkhp6HJKUlDL0cM1nh7lLluXYJHaqch1HbfFmiYmWjrXaQfeFDaKyVoJXXdvqyLIP0FQH8BCmvpxfm0feBbKCVUaJsON3eGt8LOFRUnNN5Wtm52fxfWoadZtSfuvNTkQmUwqP0PwLHnVYe/NfRM/tqCiHqDa/ZjlX5Z/b0Pc0LAHjfcx3vePrQRBXI52Utk2BPGPJowinOFAf2q5wX1qDW21MV3wrfy016MLDPe2axSBnWgC+S0Gz6/q2NNH1eSkMclBAOBK7UTH3n23YrKsKGXXNwkVbIm5d9RnpKLAcO7MMLnFARLPH0Iko75b/NkhCiXsjOyWVPgQer10HPaWuNL2yHC0oZ57oPTYMDqhlPukcxxjVOPi9rWZ0fxhW160KtCIWGhqIEGw3Ld4sgLDy4DSv3yxIol2r63C7fHr6BXiSh2SIAaIj+QdVAK6NY6a9NQErNhIj0FSmkux1Qvso7ft97MPk9uikLZg2iOEUZVia4xgASOAtRn/i2k3xShWE3O4ztJEH/XHQUnAL0PcR95POydklmT/gZ4xqHO0zPXh0i5syJOpLZ85VAcaryeoDlx38Ma8fK8LSAzyk0lQd7jU16wNmQsvJCoabALAoJFQ9soaRtf9yq/CPHYgfNhE3Ta+/5bbFkGyl/CISoR3zbSWooLqKQKAqMDP2E1LY0CdPngpcqfdecgC2iE9WSYE9U4jXr375aUCFwstSNzJ6vBEqYL0goP9zWtZ20shV4fvw0oA9vCtcD4bHmxURRQATFpJh2EWspDOjj1nsRzTHbL8CMV58e4HFA4h3kNT0zR9RXJ/FG70vyh0CIesSXiW9v2ocZL5mWpcbx9JRYHunTEtAze7GRdqb2T6yV6g3iDAn2BIDfhPiCMr2WXAQlZy6oI5k9AIqPs8muF+j1FVcuU2Esc/ekW8kMHs8O3Jy9Lw/qc/Uu4SiZlqU01Qq5iELudH/AI0u3ysKCs7CUnmCLuhSFphdPdp4mqpG+V7VDWbDhQtkieKh/L/lDIEQ9siN8JPvCh5Bo2mcsltsXPoQd4SMBuD5enwvutdj5cuL18v4OAgn2hDHfAvTyK83IB4zpVbr5PWu/YdUZtIDFMQ8D+s4evyyovOCrA4EJuqZEM2bDdcCZYccGmtP4cNtuvoO+/5dU848bIkyD3uEzbwdMKOg6Rl/ZXXgEgHuc4yi6agT9W1vkD4EQ9cza1NV85O2JU+mr7kuVlQ+9V7M2tXxLyYIDADQwe6u7CxFgEuwJY74F6OVXfG9YP8OW1XKrquf5ezRT96Qbt33buQ23rGaHbSQKArOa84EtZLt7GNuzeSssV/YNQV5dNqvmHzdEaJpGN3N5v3zxvP5fixUF3GDOoeSG54Ne2kcI8fv17Z5MQnwcFq18hyHNRUJ8HH27J+sXbH4XgFtZF6QWClmNK/xWPubRBGv5G9alzISV/5uNb0Crq4PQOn/ZObn09Xgwa5XPeZRGL4cebAVkNWdEczzWRmgePZvoa4JLmY3MojWy8p7NAmPLpG6+F23rIv0H/XUcblkNM5rJ7hlC1FOtwov5uUUvmhxZR/4lacSHFxnve58+agNMbizv8yCQzJ6oduWjEegBbFukv0mnRFd5bW3JWrWTqx2z+MnbzJivp5T+s9RzNXlEAoFb1p/hXW1kErXywCVM8+AFmplOycKC6jygr6IuU/rey16gJLwZvpC5VFlxtx8Y0BqJQogAGrSAE1fdA8DB1sP0LP0DWyDhdjDp73tHLdRCFVWTYE8YOxzssOmTbM9Knf10oB0uKCWPJpjLi664lR4sFBFORHmhYw0CE3RNicZE1XNOPJqZkow3Zb5ZNbJ3e1h/0IEVfRW1psBZWoRC4S3fQskUHtgaiUKIwLI0aAyAt1Svq0dEc7BFgFd/34fVQi1UUTUJ9oSxw8Gfw+eT7e6Bq3zOnlf9Ira78DL4f8H9RubL2P2gLuVtzw3c6nyWtz038KU3kTGucQAM7XZxQIKuj/t8wifezkZGsSIb7sBu01bPZa3ayZ+1NZg0/cXTNIjUitEADS9Lvb0wFcuwjhD1mdUX7JVVKEVVfBxikgFY3SDwtVBF1STYE4Ae8H34yECSLm+JGS9lKkwfYFPgVBY96PO6g/6NzJeFHOMax5PuUWxXlxjb7wBE2sOYkp4YkMee8nk+x70XVH9BkLOeddnhglK6OV4i290DjzozdOvjNoXL4gwh6jlrw0gA2m5/CU6XB3WDFrDbfhXFysY9+UPpuW+0lKgKAgn2hJ/9B/bzjqcPGc6/c0BFcUBFcZvzaZaa/wTNAxNE/R7pKbEM6Fh91u6WpMAtkDhcUEpTrZBcdSFFyuY3Z7AuZD3rsphIO3k0oQg7JhRKgV1zAvqw+yDtkzoxJ1QI8cd9tk9fGNeo+ABLZ2aSnZNLdk4uG3cdMvYQ922lJgFf7ZLVuMLPnSWZRoLqWueZMiLji0cwYNDNwWnUL3y2I+8PnTtXMZF2xhToGcQvrA/QUMvDoSz6PLQ6kPWsyyaktmXCos001Qo5oS4gylRIibLSoDzgK1VW1mpdMfWZQt8gt1UI8ft5/h7Nn736yluTBv09K+H/VuIgjI9VZ799cX1bqckc59ojmT3hp7pVrHVpr9Lcs5RVCUjJlXK+IWQ4M2cw3fk0S8ypdSLrWZelp8SyzTqCP5m/Icqkz+fxBXq+otj5bhsP/uuofOMXoh7KCJtLtruHMeJRsfZoQxxGZs8nkJ/VojIJ9oSfigGNT13btNqsVVFkr1wgg1LfQhaTht+cwUcc/0N22+cD9rih4uqymWS7exjlV3x/FB50juEdTx+itFPGN34hRP2y9ZSdIvTPX4/S/HY1slNGCTa/6+tSAuF8IMO4wo8vrZ61aieHC0qJibQzIbVtnUq3e6paDlsu0EFpekosTy//npPFLuOYy6OM7ebq0utUl2Tn5Bpz9ozyK+Vb3XUw7+YJ9yjjWvnGL0T9ExNpp2lxIcdpzGFvU7aqVkRrp4i0h9HEW0wsx4miQA/+6lgC4XwgwZ6oJD0ltk4HLbGR9iqHciPtYbXS7p9LXJWOyRyUs/Nl6wab1xrlV+DMNnfDLaspU2Fc4XhTvvELUQ9NSG3LuKXjmeV9npZaHk+6RmEPMzO1X3su/1c+VmcJmZalzG90f51LIJwPZBhX1DvVDTVP7tc+4I+dnZPrtyduRZKRqp7vtenmeImP3Z38XkOvgo/dnenlmEWYWZNv/ELUQ75pLmWajcu0XBIbl7EtbATp/3clNleh8cXuy7IMqUkaBBLsiXrH96ESG2lHQ8/0Te2fWCvfFM82n0wyUtXzvTZ5NOFG8yZMFaZdmjToa/mGdbYHaGi1yDd+Ieqp9JRYEq3HCNM8fJS4HvM4fbs033c7tylctksLEhnGFfVSsIaaz5a9k4xU9SaktuWRpVspdXlY502ki2k7dpyYND2zd0RdSLpzCqeoPEQuhKgHpkSD20Er3+1vX9N/ND2n5FYmzF6HbJcWJJLZE+J3qC57V1vzBeuritnYUa6/sczTC9DKV+ZqrPV2II9IGtvDgt1UIcQf8YCexXP7ckiW8ixe/PVowLvu68m9fIhslxYkEuwJ8TtMSG1LVYVfNA2pD/cr0lNi+XLi9fw07WZSLnIZO7X4yq4AnHa45XUUoj6KaA62CMx49Nvu8ize7a8BsJ9m5PZ4WrZFDBIJ9oT4HdJTYmnayFrp+M8lLtkC6He4x1H13sYer5I6e0LUU4cPH2C16gzAeq0Dh3P3s3LTHgBKCOevC3PkMzJIJNgT4nfIzsnlZLGzynNSEPi3O9vcR1nVLET9k52TS59Dd/OM8w4AmnsOM2D/AKav2ARAsQon77RDvhQHiQR7QvxG2Tm5PLJ0a7WlV0ACld/qbCuXZVWzEPVP1qqdlLo85KsIAOK1I9xnWoLVq38m+rZLky/FwSHBnhC/ke/D7GwkUPltJqS2JcxUefaj1NkTon46XFDKDttItoTfA+gllYZbVrPc9jgAxRX2xpUvxbVPgj0hfqNf+4CSLYB+u/SUWLJuTyKywurbJg3CyBqYJKuahaiHYiLt9HLo+1/7drQsVVa+8VwOgFU5/a4VtUvq7AnxG8VUs00b6IWdZQug36eub8snhPjt9FqaToqUHsh5lIYNF7GmfAAGmNfxuTtFvhQHiQR7QvxGFQsD+9jDzLW2e4cQQtRVvs/ACz48Ta7nQmJN+WhADHqw18/yFf0sX+Ex2TCnHA9iS89PdT7YU0oxc+ZMPvjgA9xuNwMHDmT8+PGYzeZK106cOJFly5ZVOh4XF8eaNWsASE1NZd++fX7ns7OzadeuXUDaL0KH78Msa9VODheUEiPZPCGEMKSnxPJ9s8UUze8B5MOF8VBwELwuyrASnngb5pueCXYzz0t1Pth74403WLp0KbNmzUIpxfjx42nSpAn33HNPpWsfe+wxHnroIeP2yZMnGTJkCHfeeScATqeTgwcPsnDhQlq2bGlc16RJk8A/ERESZOhRCCGqMSWa9m7HmdUA+XuNU1ZcslVaENX5BRpvvvkmmZmZdOnSha5duzJ+/HgWLKi6AndERARRUVHGz9y5c0lKSmLYsGEA7N27F03TSExM9LvOYqnzMa8QQghRtz2whb3N++JU+sibBw2npRGl2FgZniZbpQVRnY5yjh07xpEjR+jUqZNxrGPHjhw9epQjR47QokWLan83JyeH1atXk52dbRzbs2cPcXFxhIXJ/ptCCCFETcre7aH0sItLNS8AmoJDzgismov7CoYSu8/OhJxcGR0Jgjqd2cvLywMgOjraONa0aVMAjh49etbfnT9/PjfddBNt2rQxju3evRuz2cxdd91Fz549GTZsGJs3bw5Ay4UQQojzS9aqnTRRp/jQ0w2AQuxEUEyhaghAbkGp7KARJEHP7DkcjmoDt7KyMgCs1jN7kfr+7XRWvWUVwOHDh/niiy947733/I7v2bOHwsJCxo8fT7Nmzfjggw8YOXIky5cvJy4u7lyfihBCCHHeOlxQyhjG0YgS0i3/4QJKOKldQCx5RFFAHpHGDhqS3atdQQ/2tm7dytChQ6s8N2HCBEAP7HxDr74gz26vvijjypUrufjii0lKSvI7/uKLL+JwOGjUqBEAkydPZtOmTWRnZ/PXv/71nJ+LEEIIcb6KibSzpvTPhGsuQN9FI4pCAP5ju5/LHfp8e9lBo/YFPdjr1KkTO3dWvU/esWPHyMrK4sSJEzRsqKeBfUO7UVFR1d7nF198wU033VTpeFhYmN98PU3TiI+P5/hxqfkjhBBCnIsJqW25aelsHlRvcZt5A1qFHREtmmJf+BDKVBh97B8Er5HnqTo9Z69Zs2bExMSwceNG49jGjRuJjo6udnGGUootW7bQuXPnSucGDhzIK6+8Ytz2er3s3LmT+Pj4mm+8EEIIcR5JT4nls7AHSLf4B3oASsEyd09u9L4kO2gEQdAze79m8ODBTJ8+nRYtWmA2m5k+fTojRowwzufn52Oz2YzMX25uLsXFxbRu3brSfV133XW8+uqrtG3blpYtW/LGG29w6tQpBgwYUGvPRwghhAhV5nFbyJ95NY09JzCjb5KrFCg0lC2Ch27pJfP1gqDOB3ujR48mPz+fzMxMTCYT/fv3Z/To0cb5gQMHkpGRwdixYwG9kDJA48aNK93Xvffei9frZdKkSeTn55OUlMQbb7xBRERE7TwZIYQQIoRl7/Zwq/skZk0ZxzQNNBT9vZ+ABHpBoSml1K9fdn45dOgQffr0Yc2aNbJKVwghhPgNsnNyeWTpVraZBvkFez4ekxXzk3lBaJmo03P2hBBCCFE/ZK3aSanLQzfHS/zkbYYvlaQU7PU25zrXbKmxFyQS7AkhhBDinPlKquTRBDP6LhoOpc8Ws+DhoCuCrFVVV98QgVXn5+wJIYQQou6LibSTWx7w/aAu5d/eJBZ6+jDYvIZo7RQgNfaCRYI9IYQQQpyzCalteWTpVkpdHsa4xhnHn3SPMv4dE1n9hggicGQYVwghhBDnLD0llgEdq19tG2bWpMZekEiwJ4QQQoga8dmOs6y2ldofQSPBnhBCCCFqxNnm5Lm8ShZoBIkEe0IIIYSoEb82J08WaASHBHtCCCGEqBG9r4g663lZoBEcEuwJIYQQokacbc6e2SQLNIJFgj0hhBBC1IizDdN6vYp02Rs3KCTYE0IIIUSNONswrSzGDR4J9oQQQghRI842TGvWtFpsiahIgj0hhBBC1Ij0lFh6XnZhlecGd21Zy60RPhLsCSGEEKLGLLi7O8O6XWxk8syaxrBuFzMlPTHILTt/yd64QgghhKhRU9ITJbirQySzJ4QQQggRwiTYE0IIIYQIYRLsCSGEEEKEMAn2hBBCCCFCmAR7QgghhBAhTII9IYQQQogQJsGeEEIIIUQIk2BPCCGEECKESbAnhBBCCBHCZAeNKng8HgCOHj0a5JYIIYQQQvw2zZs3x2KpHNpJsFeFvLw8AIYOHRrklgghhBBC/DZr1qwhLi6u0nFNKaWC0J46raysjG3bthEVFYXZbA52c4QQQgghflV1mT0J9oQQQgghQpgs0BBCCCGECGES7AWB0+nkiSeeoHPnzvTs2ZP//d//DXaTzgsHDhxgzJgxdO7cmWuuuYZp06bhcDgAyM3NZdSoUSQnJ9O3b18+//xzv9/96quvuPXWW0lKSmL48OHs378/GE8hpD322GMMHz7cuC19Ejwul4upU6fStWtXunbtyqRJk3A6nYD0SzCdOnWK8ePH06VLF3r16sULL7xgLCiUfqldTqeTW265hQ0bNhjHzrUP3n77ba655hpSUlJ45JFHKCkpqbH2SrAXBM8//zw5OTm8/vrrPPXUU8ybN48VK1YEu1khzel0MmbMGKxWK++99x4vvPACq1evZsaMGSiluO+++4iMjGTx4sVkZGSQmZnJwYMHAThy5Aj33nsv/fr1Y8mSJTRt2pT77rsPr9cb5GcVOv7zn/+wePFi47b0SXA9//zzfPrpp8ydO5d58+axbt065syZI/0SZE899RTHjh3jnXfeISsri+zsbF5//XXpl1rmcDh48MEH2bVrl3HsXPvgk08+YebMmUyaNIm33nqLrVu3Mm3atJprtBK1qri4WCUmJqovv/zSODZnzhw1aNCgILYq9H3zzTeqffv2qqioyDj24Ycfqh49eqgNGzaoxMREdfr0aePcyJEj1fTp05VSSs2cOdOvf0pKSlRKSopfH4o/rri4WPXp00cNGjRIDRs2TCmlpE+C6NSpU6p9+/Zq/fr1xrElS5ao0aNHS78EWYcOHdSnn35q3J46dar0Sy3btWuX6tevn7r11ltVmzZtjNfwXPtgyJAhxrVK6X+zEhIS/P5mnQvJ7NWyHTt24HQ66dixo3GsY8eObN26FbfbHcSWhbb4+HheeeUVGjZsaBzTNA2n08nmzZu58soradSokXGuY8eOfPfddwBs3ryZzp07G+fsdjvt27cnJyen1tofymbMmEGXLl3o0qWLcUz6JHg2btxIeHg4PXr0MI7179+ff/7zn9IvQRYZGcmHH35IaWkpx44dY926dbRv3176pRZ9++239OzZk/fff9/v+Ln0gcfjYevWrX7nk5OT8Xg8bN++vUbaLcFeLcvLy6Nx48bYbDbjWNOmTXG5XOTn5wexZaHtwgsv9Pvj5fV6eeedd+jYsSN5eXlER0f7XX/RRRcZRbWrO3/s2LHANzzE5eTksHLlSv72t7/5HZc+CZ4DBw4QGxvL8uXLufnmm+nduzfPPfccTqdT+iXIJk2axNdff02HDh245ppraNq0KWPHjpV+qUWDBg3i4Ycfxm63+x0/lz4oLCzE4XD4nbdYLERGRtbY5g5SVLmWlZaWYrVa/Y75bvsmQIvAmzp1Ktu3b2fx4sW8/vrrhIWF+Z23Wq24XC6g+j6T/jo3TqeTxx57jEcffZTGjRv7nSstLZU+CZLi4mIOHTrEO++8w1NPPUVxcTFPPfUUbrdb+iXIDhw4wJVXXsn9999PUVERTz/9NM8995z0Sx1wLn1QVlZm3K7qfE2QYK+W2Wy2Sp3nu/3Lbwqi5imleOaZZ1i4cCGzZs2idevW2Gw2ioqK/K5zOp2Eh4cD1fdZZGRkbTU7JM2ZM4dLLrmEvn37VjonfRI8FouFoqIisrKyuPjiiwF4+OGHefjhh8nIyJB+CZIDBw7w7LPPsnbtWpo3bw7or/eoUaO4/fbbpV+C7Fw+s3wjfVWd9/3+uZJh3FrWrFkzCgsL/To1Ly8Pq9VaKbshapbX6+XRRx/lvffeY8aMGdxwww2A3ie+LfJ8Tpw4QVRU1G86L/6Yjz76iPXr15OSkkJKSgqvvvoq3377LSkpKdInQRQdHY3FYjECPYBWrVrhcDiIioqSfgmSbdu20bBhQyPQA0hISMDj8Ui/1AHn8pnlC/hOnDhhnHO73RQUFFQa+v2jJNirZe3atSMsLMxvYuzGjRtp3759lVuciJozbdo0PvroI2bPns1NN91kHE9KSmLHjh1+NY02btxIcnKycX7Tpk3GudLSUn744QfjvPhj3n77bZYvX052djbZ2dncfvvtJCQkkJ2dLX0SRMnJybjdbnbu3Gkc27NnDw0bNiQ5OVn6JUiio6MpLCzkyJEjxrE9e/YA+gI06ZfgOpfPLJPJRGJiIhs3bjTOf/fdd5jNZtq1a1czDayRNb3id3niiSdU37591ebNm9Xq1atVhw4d1IoVK4LdrJCWk5Oj2rRpo15++WV1/Phxvx+3263S0tLU2LFj1Y8//qhefvlllZSUpA4ePKiUUurgwYMqMTFRzZ07V+3atUuNGzdO3Xzzzcrj8QT5WYWW6dOnG6VXpE+C695771UZGRlq69at6ptvvlG9e/dWU6dOlX4JIpfLpW677TY1cuRItX37dpWTk6NuvfVWNWHCBOmXIKlYeuVc+2D58uUqOTlZrVq1Sm3ZskXdcsstatKkSTXWVgn2gqCkpEQ9/PDDKjk5WfXs2VO9+uqrwW5SyJs2bZpq06ZNlT8ul0vt27dPDR06VCUkJKi0tDS1bt06v9//97//rVJTU9VVV12lhg8frvbv3x+kZxK6KgZ7SinpkyA6ffq0mjhxourQoYPq0qWLevbZZ5XT6VRKSb8E09GjR1VmZqbq0qWL6tmzp3r66adVaWmpUkr6JRgqBntKnXsfvPzyy6p79+6qY8eOauLEiUbf1gRNKaVqJkcohBBCCCHqGpmzJ4QQQggRwiTYE0IIIYQIYRLsCSGEEEKEMAn2hBBCCCFCmAR7QgghhBAhTII9IYQQQogQJsGeEEKUc7vdzJ07lxtvvJGEhAR69erFE088wcmTJ2u9LcOHD2fGjBm1/rhCiNAjwZ4QQpR78cUXWbFiBZMnT2bVqlXMmDGDH3/8kbvvvhspSSqEqK8k2BNCiHJLly5l7Nix9OzZk9jYWDp16sQLL7zA999/z+bNm4PdPCGE+EMk2BNCiAq++uorPB6Pcbtly5asWLGCK664gqKiIh577DG6d+9OQkICqamprFq1yri2bdu2rFixgr59+5KUlMRDDz3EwYMHGT58OElJSQwbNozjx48DMHv2bDIzM3n00UdJSkoiNTWV1atXV9uu999/nz59+pCSksLgwYPZsmWLce6///0v/fv356qrruK6667j5ZdfDsArI4SoryTYE0KIciNGjGDhwoX07t2bxx9/nBUrVlBYWMjll19OeHg4U6dOZc+ePbz22mssX76czp0788QTT+B0Oo37+Mc//sHUqVOZP38+K1euZPDgwQwbNox3332X3NxcXnvtNePatWvX4vF4WLp0KQMHDiQzM5OdO3dWatfatWuZNWsWjzzyCMuWLeOaa65h5MiRHD9+HI/HQ2ZmJr179+Zf//oXTz75JHPmzGHdunW18poJIeo+S7AbIIQQdcX9999Pq1atePfdd1m6dCmLFi3CZrORmZnJXXfdRceOHRkxYgRt27YFYNSoUSxatIhjx47RsmVLQA8Yk5OTAT3T17p1a1JTUwHo06cPe/fuNR7vggsu4Omnn8ZqtXLZZZfx+eefs3jxYh577DG/dv3zn//knnvu4YYbbgDg3nvvZcOGDSxatIihQ4dSUFDARRddRFxcHHFxcbzxxhtGe4QQQoI9IYSoIC0tjbS0NAoLC9mwYQPvv/8+WVlZXHrppaSnp7N69WoWLVrE3r17+f777wHwer3G71cMsmw2GzExMcbt8PBwvyzglVdeidVqNW4nJCSwa9euSm3as2cP06dPZ9asWcYxp9NJ8+bNiYyM5J577uGpp55i3rx59O7dm379+hEVFVUzL4gQot6TYE8IIYAdO3awePFiHn/8cUDPuv3pT38iNTWVgQMHsmHDBlauXMmmTZu47bbbGDx4MFFRUdxxxx1+92Ox+H+smkzVz5b55bUejwdN0ypd5/F4+Nvf/sbVV1/td7xBgwYAPPTQQ2RkZLBmzRo+++wzhg8fzpQpUxgwYMBvfwGEECFL5uwJIQR6QPX222/z3Xff+R3XNI2IiAguvPBCli9fzosvvsgDDzzAjTfeyKlTpwD+cFmWH3/80S8ruG3bNmOIuKJWrVpx9OhRLrnkEuPntdde4+uvvyYvL4/JkycTGxvL3Xffzbvvvkv//v35+OOP/1CbhBChR4I9IYQA2rdvT+/evfnrX//KsmXLOHjwIFu3bmXGjBls376dAQMGYLfb+eSTTzh06BDr16/n73//O4Df0OzvkZuby7Rp09i7dy/z589n27Zt3H777ZWuu/POO3n77bdZtmwZBw4c4KWXXmLJkiXEx8fTuHFjVq9ezTPPPMP+/fvZsmUL3377Le3btz+n10MIETpkGFcIIcrNnDmTV155hZdffplJkyZhtVrp3LkzCxYsoEWLFmRlZfHcc8+xYMEC4uLiGDNmDLNnz+aHH36gTZs2v/vxEhISOH36NBkZGVxyySW88sorXHrppZWuS0tL4+TJk7z00kscP36c+Ph45syZQ7t27QCYN28ezz77LOnp6dhsNtLS0rj//vvP9eUQQoQITUlZeCGEqHWzZ89mw4YNLFy4MNhNEUKEOBnGFUIIIYQIYRLsCSGEEEKEMBnGFUIIIYQIYZLZE0IIIYQIYRLsCSGEEEKEMAn2hBBCCCFCmAR7QgghhBAhTII9IYQQQogQJsGeEEIIIUQI+/9M2kPBUsQggQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_hat = model.predict(X=x_val, y=y_val, steps_ahead=None)\n",
    "rrse = root_relative_squared_error(y_val, y_hat)\n",
    "print(rrse)\n",
    "plot_results(y=y_val, yhat = y_hat, n=1000)"
   ]
  }
 ],
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