{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 2: Detecting Peaks\n",
    "Notebook Code: [![License: MIT](https://img.shields.io/badge/License-GPLv3-blue.svg)](https://www.gnu.org/licenses/gpl-3.0) Notebook Prose: [![License: CC BY 4.0](https://img.shields.io/badge/License-CC_BY_4.0-lightgrey.svg)](https://creativecommons.org/licenses/by/4.0/)\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Peak detection is a common problem in time-series analysis. In some cases, they are very easy to spot by eye, but that can be difficult to define mathematically. This is particularly true for signals that are “noisy” or have pronounced variations in their baseline values. There are several Python libraries out there for automatically identifying peaks in time-series data, such as [findpeaks.py](https://erdogant.github.io/findpeaks/pages/html/index.html) and [PeakUtils](https://peakutils.readthedocs.io/en/latest/). In `hplc-py`, peak detection is executed using the [scipy.signal](https://docs.scipy.org/doc/scipy/reference/signal.html) which is very mature and actively maintained. In this notebook, we won’t cover the algorithms used under-the-hood for peak detection, but will outline how `hplc-py` leverages `scipy.signal.find_peaks` and `scipy.signal.peak_widths` to 1) identify peaks in chromatographic data and 2) clip the chromatogram into discrete peak windows which are used in the fitting procedure.\n",
    "\n",
    "## Selecting peaks by topographic prominence\n",
    "Peaks are defined by a handful of quantitative properties. The most relevant \n",
    "to `hplc-py` is the [topographic prominence](https://en.wikipedia.org/wiki/Topographic_prominence), \n",
    "which is a measure of the relative height of a maxima in the signal to its nearest \n",
    "baseline.  For chromatographic data, peaks are often highly pronounced relative\n",
    "to their surrounding signal, except in two limits:\n",
    "\n",
    "1) The concentration of the analyte is close to the sensitivity limit of the \n",
    "detector \n",
    "2) The peak overlaps with a nearby peak which is much higher in concentration, \n",
    "drowning out or completely subsuming the signal.\n",
    "\n",
    "As an example, we can load a real chromatogram of a [minimal medium for \n",
    "bacterial growth](https://www.sigmaaldrich.com/US/en/product/sigma/m9956) \n",
    "which has a slew of compounds, some of which overlap."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10.0, 20.0)"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "\n",
    "# Load a sample chromatogram and show the trace, cropped between 10 and 20 minutes\n",
    "df = pd.read_csv('data/sample_chromatogram.txt')\n",
    "plt.plot(df['time_min'], df['intensity_mV'], 'k-')\n",
    "plt.xlabel('time [min]')\n",
    "plt.ylabel('signal intensity [mV]')\n",
    "plt.xlim([10, 20])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With this signal, the location of peaks (meaning, the index where a local maxima is \n",
    "detected) can be identified using `scipy.signal.find_peaks`, even with a very \n",
    "low prominence filter. TO allow prominence filters to be comparable between \n",
    "chromatograms, we normalize the chromatogram first between 0 and 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x17f722140>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy.signal\n",
    "\n",
    "# Create a normalized signal\n",
    "signal_norm = (df['intensity_mV'] - df['intensity_mV'].min()) / (df['intensity_mV'].max() - df['intensity_mV'].min())\n",
    "\n",
    "# Find peaks with a low prominence filter of 0.01\n",
    "peak_locations, _ = scipy.signal.find_peaks(signal_norm, prominence=0.01)\n",
    "\n",
    "# Plot the  original trace and overlay vertical lines with location of peaks\n",
    "plt.plot(df['time_min'], signal_norm, 'k-', label='normalized chromatogram')\n",
    "plt.vlines(df['time_min'].values[peak_locations], 0, 1, linestyle='--', \n",
    "           color='dodgerblue', label='peak location')\n",
    "plt.xlabel('time [min]')\n",
    "plt.ylabel('normalized signal intensity')\n",
    "plt.xlim([10, 20])\n",
    "plt.title('prominence filter = 0.01')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These maxima have prominence values greater than or equal to 0.01, meaning that \n",
    "maxima with prominences as low as 0.01 units above the local background are considered \n",
    "to be bonafide peaks. Increasing the prominence filter begins to remove peaks \n",
    "we would otherwise care about."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HqyyDwlLUZWtIGTx+/Jj58+eDnQO2I/4CQLW0GrNmzWHFijWFG6AVKEiZWcrPgKX9TinKeCylDEoyNzdHlErT1OCVyASpWbNmLF68mLt371KpUiUATpw4AUCTJk2MPm96utrq5r5QpT/9vRqVldcgWWMZFBZzlW1uZfCf/2wjJiaGigG1efjU9oMH/+LBg5ASP4LUFGVm7p8BS/udYo54zF0GJZnGhHN0loiG0vT0dCIiIkhOTgagYcOGNGnShIkTJ3Lx4kWOHz/OjBkzePHFF0v8L2ghCotGo+E//9kCwMsvv6rf3rBBY9RqNfv27TJXaEIIkUWJSJBCQkJo3bo1+/btA7SzXq9cuZLy5cszZMgQJkyYQNu2bZk5c6Z5AxWiGDt79jS3b9/C0bE03br10G/v1l37/V9/HTBXaEIIkUWxbGL75JNPMvy/fPnyBAUFZdjm6elp0IzbQgjT2LtXW0PUvXsPnJ2d9NuffbYVAJcuXSQu7hGurm5miU8IIZ5WImqQhBDmlZ6erq8herr2CMDPz5+qVQNQq9UcP37MHOEJIUQWkiAJIQrduXNniImJxtXVjWeeaZbl9ebNn/3/fqeLOjQhhMhWsWxiE4azVcCg2qn670XxYUlle+DA7wC0a9cBOzs7SM8YW4MGjfjhh++4cOG8GaM0P0sqM2NZ2j1YWjzCekiCVMLZ2cD4xsbPHi4sl6WUrVqt5sCBPwDo3LkrkDW2Bg0aAXDt2lWSk5NL7PIjllJmBWFp92Bp8QjrIU1sQohC9d//XiI8PIzSpUvTokWrbPcpW7Ycnp5eqFQqrly5XMQRCiFEVpIglXBqDTyMV/AwXoHahBNsCfOzlLLVNa+1adOeUqVKZRubQqGgVq06AFy/HpTjuYo7SymzgrC0e7C0eIT1MEuC1KVLF9asWUNISIg5Li+ekpIOL+xy5oVdzqSk572/sB6WULYajUbfvNaxY5dcY6tRoyYA169fK/I4LYUllFlBWdo9WFo8wnqYJUF69tln2bBhA506dWLYsGHs2bOHlBRpIxaiuLl+/RrBwXext7enTZu2ue5brVqN/x9TcmuQhBCWwywJ0uzZszl8+DCLFy/Gzs6OyZMn07p1a6ZPn8758+fNEZIQohDs3/8bAC1btqZ0aadc961RQ5sg3bhxHY0pF1QSQggjmG0Um729PT169KBHjx5ERkby22+/sWvXLl555RUqV67MgAED6NevH87OzuYKsUQIDw8HXMwdhiimdM1rnTp1zXPfypWrYGtrS3z8Y0JDQ/D3L1vY4QkhRI7M3kk7JSWFY8eOceTIEa5evYqLiwvVq1fniy++oHPnzhw7JjPrFpaEhHjeGjVM//+7d++YLxhR7Ny+fYubN69ja2tHu3Yd8tzfzs6eKlWqAtLMJoQwP7MlSMePH2fq1Km0bNmSSZMmkZCQwNy5czl8+DDLly/n77//pmrVqnz00UfmCrHY++WXvYSEPtT/f+PG9WaMRhQ3+/drR681b97C4PXVdP2Qbt68UWhxCSGEIczSxNa+fXvCwsLw9fVl8ODBvPTSS5QvXz7DPg4ODrRs2ZJNmzaZI8QSYd++3Rn+f+jQ36hUKmxtZf5QUXC64f2GNK/pVKpUGYB79+4VRkhCCGEws3wSNmzYkH79+tG6dWsUipznfu/bty/9+vUrwshKjujoaM6ePQ029vQoG8Nvv/9CwuNYrlz5L/XrNzR3eMIEbBTQv3qq/vuidP9+MFevXkapVNK+fSeDY6tQoRIA9+7dKYowLY45y8xULO0eLC0eYT3MkiBVr16dGjVqZJsc3b9/n/Xr1zN9+nTKlpVOmoXl4sXzAFStVJHZ7W1J2P07B9JTOX78qCRIxYS9DUxuZp7pM3S1R02bBuLh4ZHl9Zxiq1hRmyAFB5fMGiRzlpmpWNo9WFo8wnqYpQ/SqlWrCAsLy/a1CxcusHXr1iKOqOS5ePEcAA0bNgKgWbPmACV+sVBhGrr+R/lpXgOoWLEiAOHhYSQlJZk8LiGEMFSR1SANHDiQCxcuANrZdQcMGJDjvvXr1y+qsEosXSJUv34jYpIVlA3Q1hrJ6KHiQ6OB2BRtLW2ZUhpyac02qZCQh/z77wUUCgUdO3bOV2xubmVwdXUjLu4R9+/fo3r1mkUTtIUwV5mZkqXdg6XFI6xHkSVI8+bN45dffkGj0bBq1Speeukl/Pz8MuyjVCpxdXWla9f8/dUp8kej0RAUdAWAarUb0uVnZ6Al2DkSFhbKo0exuLmVMWuMouCS0/l/2cI/Lz/GsYh+2vft2wNAkyZN8fb2yXdsFStW4tKli9y7d7fEJUjmKjNTsrR7sLR4hPUoskclICCAsWPHAtqFKfv374+vr29RXV48JTw8nPj4eGxsbKhUqRJoW9vw9ytLSPBNrl0L0je5CZFfe/ZoR0f26NHLqOMrVKj4/wSpZPZDEkJYhiJLkB4+fIi3tzd2dnb07duX9PR0Hj58mOP+0kG78Ny6pZ1jpkKFitjb2+u3V6teg5Dgm9y4cU0SJGGUy5cvc/16EHZ2dnTp0s2oc+g6at+7d9eUoQkhRL4UWYLUqVMntmzZQoMGDejYsWOuw/sBrly5UkSRlTy6SfgCAqpl2F6pYmX+QT6YhPG2b98OQJs27Q2eHDKzcuW0c6I9fPjAZHEJIUR+FVmCNH/+fCpUqKD/Pq8ESRQeXQ1S1aoZE6Ry5bXlExwcXOQxCeunVqvZsWMHAD16PG/0eXRrsIWG5lzDLIQQhc3gBGnq1Kn5OvGCBQsy/L9Pnz767/v27ZuvcwnT0tUQVa5cJcN23WzmwcFSgyTy78yZ0zx8+BAXFxfatGlv9HmeJEghaDQa+WNKCGEWBidIJ06cyPD/8PBwVCoVZcuWxdvbm9jYWIKDg7G3t6dWrVp5nu/UqVPY2NjQpEkT7t+/z+zZswkJCaF79+6MGTMm/3ciDPbgwX3gSVOGTvn/1yA9ePBAlhwR+bZzp7Z5rXPnbpQqVcro8/j6+qJQKEhJSSEmJhoPD09ThSiEEAYz+BPwzz//1H+/e/duFi9ezIoVK2jQoIF++40bNxgzZgzPPfdcrufauXMnU6ZMYdiwYTRp0oSZM2dy5swZWrVqxRdffIGdnR0jR4404nZEXtLS0ggLCwW0CZKNAp6vkgaAv68v9vb2pKamEhYWmiWBEtbl6bIt7CUW4uPj+e23fQD06fNSnvvnFpudnT1eXt5ERIQTEvKwRCVIRVlmhcXS7sHS4hHWw6gqgqVLl/Lee+9lSI4AqlWrxvjx41mwYAFDhgzJ8fgNGzbQp08fJk2aRFRUFEePHuW9995jxIgRrF+/ni1btkiCVEhCQ0NQq9WUKlUKLy9vFAqY+Wzy/19VUq5ceW7fvsX9+8GSIFk5e5uny7Zw/frrHpKSkqhevTqNGzchPV1ToNj8/f2JiAgnNDSEunVLzsSxRVlmhcXS7sHS4hHWw6ilRmJiYnBxccn2NVtbWxITE3M9/tatW/Tu3RuAQ4cOodFo6NRJu6Bl/fr1CQkJMSYsYYD797UdsMuVK59t3w4/P39Am0gJYaiff9YuD/TKK6+YpM+Qn5+2H5L8LhBCmItRCVKjRo1YuXIlMTExGbaHh4ezYsUKmjfPfQ4dV1dXEhISADh48CBly5alcuXKANy7dw93d3djwhIG0PU/KltWWzuk0UCSSvul0TxJkHTNcMJ6ZS7bwnL16mUuX/4vdnZ29O/f3ySxPUnUS9ZItqIqs8JkafdgafEI62FUE9vkyZMZNGgQHTt2pHHjxri7uxMVFcW5c+dwc3NjzZo1uR7fokULVq5cyfXr1/njjz8YPnw4AL/99huff/45rVu3NiYsYQBdgqQbsZacDm1+0tYG/vPyY3x9tcu/SA2S9ctctoW1xMLWrT8C0KlTFzw8PIiJSShwbLqJYkNCSlaCVFRlVpgs7R4sLR5hPYyqQapVqxZ79uxh4MCBJCQkcOnSJZKTkxk+fDi7du3Sf/jmZNq0abi7u7Nq1SpatmzJqFGjAO3UAGXLluW9994zJixhgJxGsOlIDZLIj5iYGPbs2QnAK6+8ZrLzShObEMLcjM6lfX19mTx5slHHuru78/XXX2fZ/v3338sSI4XsSYJUIdvXn9QgSYIk8rZt2xZSUlKoU6cuTZo0Ndl5dQtZS6IuhDAXoxOk1NRUtm3bxtGjR4mIiGD+/PmcPHmSunXrZhndlpNHjx6RlJSEWq3Wb9OtzyaJUuHQLd+Q0/v7pAZJ/nIXuUtLS+WnnzYD8NprQ0w6oaO3tw8A0dFRMieXEMIsjPqtEx0dzZAhQ7h16xZVq1blxo0bJCcnc/DgQT755BO++eYbGjdunOPxd+7cYcqUKVy4cCHHfWQtNtNLTU0lJiYaAB8fv2z30f3lHh8fz+PHj3McrSjEb7/9QkREBN7e3nTt2t2k53Z398DGxob09HSioqLw9fU16fmFECIvRiVIn376KQkJCezbt49y5cpRr149AD7//HNGjBjB8uXL2bBhQ47Hz5kzhzt37jB27Fj8/PxQKo3qCiXyKSIiHAA7O7scRwo6OpbG1dWNuLhHhIWFSIJkpTQaDZcu/Qu0AiA6KopyvqabcDE9PZ2vv/4SgIEDX8fOzt5k5wZQKpV4eXkTFhZKRES4JEhCiCJnVIL0119/8eGHH1KpUiXS09P120uVKsXw4cOZMmVKrsefPn2aefPm8fzzxi9oKfIvPFybIHl7++TaHOLn50dc3CNCQ0OpVq1GUYUnTCQ6OoqpU9/nxNnz2E7ULkzc+8XnGPzKQEaPHmuSZObXX/dx+/Yt3NzcGDDAdJ2zn+bt7aNPkIQQoqgZlSClpKRQpkyZbF+zsbEhLS0t1+OdnZ1xc3Mz5tKiAMLDw4AnHbEBlAroVCFN/73u9WvXgmSovxV6/Pgxb7wxhFu3bmBf2gX3qBOkpKQQm5rC+vVrOX36JCtXfomrq/E/fyqVirVrVwEwaNAwnJ2d832O7J67zHT9kEpSgmTI+2LpLO0eLC0eYT2MSpDq16/P999/T7t27bK8tnv3bn2TW0569+7N5s2bad26tazUXYR0CZKPz5PmilI2sLBNxmn4dQlUSfpgKi7mzZvJrVs38Pb2Ye3ab6hSpSoajYYDjT5l1qyPuXjxPG++OZQ1a77Gw8PDqGv8/PNW7t69g5ubGwMHvm7UObJ77jIriQmSIe+LpbO0e7C0eIT1MCpBGj9+PEOHDqV37960a9cOhULBnj17WLFiBYcPH2bdunW5Hu/o6MiZM2fo0qUL9evXx8HBIcPrCoWC+fPnGxOayEVEhC5B8sl1Py8vbwAiIyMKPSZhOmfPnubXX/diY2PDkiUrqFKlKqD9eercuRuVK1dh1KjhBAVd4a23hrNu3cZ81yTFxsawatUyAEaPHmdU7ZGhSmKCJISwHEb1jm7atCkbNmzA0dGRdevWodFo+Oabb4iIiODLL7+kRYsWuR6/fft2XFxcUKvVXLhwgRMnTmT5EqaXXQ1SdiRBsj4ajYZlyxYB0Ldvf+rXb5hln2rVavD119/i6enFtWtXGTNmJAkJ8fm6zsqVy3j06BHVq9egX78BJok9J97e2udQEiQhhDkYPblIs2bN+PHHH0lOTubRo0c4Ozvj5ORk0LF//vmnsZcVBaDrpP10gpSkyjoN/5MPJkmQrMXp0ye4ePECDg6OjBo1Bsi+bCtXrsqXX65nxIhB/PvvBcaPf5uVK9dmqcXNzpEj/7Bt2xYAJk/+qEBzE2UXW2a6ms6SlCAZ8r5YOku7B0uLR1gPo2qQpk6dyunTpwFwcHDA19dXnxxduXKFTp06GXQetVrN1atXOXToEPHx8cTGxhoTjjCQ1CAVX1u3ahOXXr1e1JdfTqpVq8Hq1etwcnLi9OmTvPfeONLSUnM9JiTkIdOnTwXglVdep2nTQNMEngtpYhNCmJNRCdL27dsZOnQoW7ZsyfJaamqqfjbs3OzcuZP27dvz4osvMmrUKO7evcuUKVN45513SE3N/Ze1yD+NRpOPBOnJLMZPz3IuLFNUVCR//vkHgMHNXnXr1mfFii9xcHDgyJFDTJ36PiqVKtt9Y2JiGDfuLaKiIqlevQbjx79vsthzo0uQYmJi5HeCEKLIGT1DY7t27ZgxYwazZs3KMBeSIfbt28fkyZNp0aIFS5cuRaPRANC1a1cOHTrE6tWrjQ1L5CA2Nlb/IaP74MmJh4cHCoUClUpFbGxMUYQnCuDXX/ehUqmoX78hNWvWMvi4Jk2asmTJSuzs7Ni//3dGjhyqX6tP59q1IIYNe5Xr16/h5eXN8uVfGNQcZwpubmWws7MDpDZTCFH0jG6NHTVqFD179uTDDz/kxo0brFixIse5kTL74osvGDhwIDNnzsyQXPXt25eoqCh++uknJkyYYGxoIhu62iN3d3fs7XOfKNDOzo4yZdyJiYkmMjISDw/TzcAsTO/PP38HoHv3nvk+tmXL1nz22QqmTn2Ps2dP07v3c7Rv34GqVatx69ZN/vprP+np6fj5+bN69Tr8/YtujUSFQoG3tw8PHz4gIiKcsmXLFdm1hRCiQGt89OjRg82bN3Pv3j1eeuklgoKCDOq4efv2bbp06ZLtaw0bNiQsLKwgYYls6BIkb2/DlmzQddSOjJT+H5YsKiqSs2fPANCxY2ejztG2bXt++OFnmjdviUqVxv79v7N27Wr27/+N9PR0OnfuyqZNW6haNcCUoRtE159K+iEJIYpagfvz161bl23btjF27FgGDhzI6NGj8zzG09OTmzdv0qpVqyyv3bx5E09PqbEwNUP7H+l4eXlz7VqQjGSzcH///ScajYY6deoVqHanYsVKfPnlei5d+pdjxw4THh6Gl5c3bdu2p3btuiaMOH90I9l0z68QQhQVkwx49Pb2ZtOmTXz88ccsWbIkz9mxe/TowfLly/Hx8dHPxq1QKLh06RKrV6+WNdoKwZMEKWP/I6UCWpVV6b/XkZFs1uHIkX8A6NAh68jRnMo2N/Xq1adevfomiy8nhsam6y9XUp5DY8rM0ljaPVhaPMJ6GJUgjR07Nsvq2vb29ixcuJBatWrlOc/RhAkTuHbtGhMmTECp1LbyDRo0iMTERJo2bcr48eONCUvkIrs5kEA7Df/n7ZOy7C8JkuVLT0/n5MnjADz7bOssr+dUtpbA0Ng8Pb0AiIyMLOyQLIIll5mhLO0eLC0eYT2MTpByMmzYMIYNG5br8fb29qxbt44jR45w/PhxYmNjcXFxITAwUL90iTCt/DaxyWSRlu/y5f8SH/8YFxdXateuY+5wCoUk6kIIczE4QRo8eDAzZswgICCAwYMH57qvQqFg48aNOb6+Y8cO2rVrR6tWrbL0Q4qIiGDHjh28+eabhoYmDPBkHTbD+yCBfDBZshMnjgIQGNgcGxsbM0dTOEpaE5sQwnIYPIpNN1eR7vvcvvKaXHDq1KkEBwdn+9qVK1dYvny5oWEJA+VUg5SkgtZbnGm9xZmkp+YJ1CVIUVElo2nDGuma1wIDn8329ZzK1hIYGtuTUWwlI0Gy5DIzlKXdg6XFI6yHwTVImzZtyvZ7Q40aNYobN24A2gRrzJgx2c7HExUVRcWKFfN9fpGzlJQU/TIumTtpAySnZ23SfPqDSaPRSLOnhVGpVFy8eAGAZ55pluN+2ZWtpTAkNl1Tb0xMNGlpafqJI4szSy4zQ1naPVhaPMI6FNmyfaNGjWLr1q2AdqmSOnXq4OHhkWEfpVKJq6srffv2LaqwSgTdHDL29va4uZUx6BhdgpScnERCQgLOzs6FFZ4wwo0b10hOTsLZ2cUs8xMVlTJl3LG1tUWlUhEdHYWvr5+5QxJClBAGJ0i1atUyuBZBoVBw+fLlDNuaNGlCkyZN9P9/++23qVChgqGXFwXwdPOaoWXo6OiIs7Mz8fHxREaGS4JkYc6fPwdAgwYN9SNBiyOlUomHhyfh4WFERERIgiSEKDIGJ0hjxowxWTPLggULTHKep6nValauXMnWrVuJi4vjmWeeYcaMGVSqVCnb/bdv386UKVOybP/9999zPMZa5XcEm46Xlzfx8fFERERQuXLVwghNGOnixfMANGjQyKxxFAUvL2/Cw8Oko7YQokgZnCC98847JrtodHQ08+bN4++//yYpKSlDB3DIvgYqL6tXr+bHH39kwYIF+Pr6smjRIt5880327NmTbV+noKAgAgMDWbJkSYbtmZv9ioOcJonMi5eXN3fu3JYPJgt04YKuBqmReQMpAk+WvZHnUAhRdIzug5ScnExQUBBpaWn6BEetVpOUlMTp06d5//33czx25syZHDx4kJ49e+Ln51fgJoLU1FTWr1/PBx98oJ+Ze+nSpbRp04Y//viDnj2zLuJ57do1atWqpf/lW5wVpAYJ5IPJ0kRGRvDgwX0UCgX16zc0dziF7slkkfIcCiGKjlEJ0vHjxxk/fjxxcXHZvu7k5JRrgvTPP//w4YcfMmDAAGMun8XVq1dJSEigRYsW+m2urq7UqVOHU6dOZZsgBQUF0a1bN5Nc39LpZtHObqFaBdDER6X//mkyWaRl0o1eCwiohouLS4775Va25paf2EpSom7JZWYoS7sHS4tHWA+jEqRly5ZRpkwZ5s6dy65du1AqlfTt25dDhw7xww8/8NVXX+V6vL29vUk7aIeGhgLg7++fYbuPjw8hISFZ9o+OjiYyMpJTp06xadMmYmNjadiwIe+//z5VqlQxOg4bG8vsLKubJLJsWX9sbTPG6GwL67un/P9/GV/TLScTFRWZ5ThLo3vvLbUMTOnatSsA1KvXINdyya1sC0N+yiA/sVnTc1hQBSkzS/kZKOrnLi9FGY+llEFJZsoZaYxKkIKCgpgzZw5dunQhPj6e77//nnbt2tGuXTvS0tJYs2YNa9euzfH4Ll26sGfPHlq2bGl04E9LStKus5O5r1GpUqV49OhRlv2vXbsGgI2NDQsXLiQxMZHVq1fz6quvsnv3bry8vIyKw9XV0ajjCptumH9AQCXc3Z0MPq5yZW0SGxMTma/jzMlSy8CUbt7UPr/PPNPIIsvF1GVQpYruOYyyyPu1NCXhZ8DSSRkUD0YlSGq1Gj8/7XDbKlWq6CeABOjWrRuTJ0/O9fg6deqwbNkygoODadiwIQ4ODhleVygUjBkzxuB4dMenpqZmOFdKSgqOjlkf1BYtWnDy5Enc3Nz021atWkWHDh34+eefGTlypMHXflpcXBLp6bnPIl7U1Go1oaHaGqTSpd2IiUkw+NjSpbXvT0hISL6OMwcbGyWuro4WWQam9u+/lwCoUKGqRZVLYZWBo6O2GTEkJNSi7tfSlKSfAUslZWB+bm6OJpv6xKgEqWLFigQFBdG0aVMqVapEUlISN2/eJCAgAJVKRUJC7r/EZs+eDcCpU6c4depUltfzmyDpmtbCw8MzzMIdHh5OrVq1sj3m6eQIoHTp0pQvX56wsDCDr5tZeroalcqyfiiio6NQqdIAcHf3zBJfkgp67dT+Vb67dwKOTz0RHh6egLYPkqXdV04ssQxM6dGjWEJDtc3GAQE1cr3X3Mq2MBlSBvmJzd1dW6MbFRVJaqqqWM/7ZIoyM/fPgLmeO0uKx9xlUJJlGhRfIEY9Kr169WLx4sWo1WoGDRpEvXr1mDt3LoMGDeKLL76gWrVquR5/9epVo4LNSa1atXB2dubEiRP6BCkuLo7Lly/z+uuvZ9n/+++/5/PPP+fgwYP6Gqf4+Hju3LlDv379TBqbuelGsHl4eGJnl3W6A4DYlOw/cHQLhcbHx5OUlIijY+nCCVIY7No17c9OuXLlc+2grZNT2VoCQ2Pz9NQm6iqVitjY2GI5FcfTLLnMDGVp92Bp8QjrYNRT88YbbzBw4EAuXrwIwIwZM7hy5Qpvv/02t27dYtKkSSYNMi/29va8/vrrLF68mAMHDnD16lUmTpyIn58fXbp0IT09nYiICJKTkwHo0KEDGo2GSZMmcf36df7991/eeecdPDw86NOnT5HGXth0CZKuo2t+ODk565MiGclmGXR/XNSokX3NaHFkZ2ePu7s7AFFR8hwKIYqGUTVISqUyQz+j+vXrs3//fm7dukXVqlWzXZZi8ODBzJgxg4CAAAYPHpzr+RUKBRs3bsxXTOPGjUOlUvHRRx+RnJxMs2bN+Prrr7G3t+f+/ft06tSJBQsW0LdvX/z9/dm4cSOLFy/mlVdeQaPR0KpVK7799tss/aGsna7JML9zIOl4e3tz795dIiLCqVixeM0wbo10NUg1a5acBAm0cyHFxMQQERFB9eo1zR2OEKIEMFlrrLOzMw0aNMjx9adny848c3Zu+xrKxsaGDz74gA8++CDLa+XLlycoKCjDttq1a/P111/n+zrW5skkkcatYeXt7cO9e3dLxBw01iAoSJcg1TZzJEXLy8ubGzeuy3MohCgyRiVIDx8+ZPbs2Zw9e5bHjx9neT27pUI2bdqU7feicIWFaeeIKkgNEjyZbFKYT1paKrdu3QRKXg1SSZosUghhGYxKkKZNm8b58+d56aWXKFOmjIlDEqZUkD5I8KSjtnwwmd+tW7dQqdJwcXHF37+sucMpUrrnUPrCCSGKilEJ0vnz5/n444/p27evqeMRJpbXOmwKoI5Huv77zHR/uesmmxTmExSknUG7Ro2aKAyYLjavsjWn/MZWUmqQLLnMDGVp92Bp8QjrYVSC5O3tnWUeIWGZntQgZd8HycEWvu2emOPxT/5ylwTJ3PLb/yivsjWn/MZWUhIkSy4zQ1naPVhaPMJ6GDXMf9SoUaxatYoHDx6YOh5hQgkJ8cTHxwPademMoeuDVNw/mKzB0zVIJc2T5zDSzJEIIUoKo2qQ2rdvz7p16+jcuTMeHh7ZLhWyf/9+kwQojKfrWO3s7IyTU9apFwwhNUiWQaPRcO2adiRmrVolawQblJwaJCGE5TAqQZo6dSrBwcG0atVK/5ddXnbs2JGva7z44ov5D0xkkFf/I4BkFfTfq52Gf2vPBBwyPRFeXjKbtiUIDQ0hLu4Rtra2VK2a+0z1OnmVrTnlNzbdAtJJSYkkJMQbnfBbOksuM0NZ2j1YWjzCehj1qJw8eZLp06fz8ssvG3zMlClTDN5XoVBIgmQChgzx1wAhCUr995k5OTnh6FiapKREIiIiZLJIM9H1P6pSpSr29tkvGZNZXmVrTvmNrXRpJ0qXLk1iYiKRkRHFNkGy5DIzlKXdg6XFI6yHUQmSq6srZcvmb5jxgQMHjLmUKABDapDyolAo8PLyJjhYO1mkJEjm8WQG7ZLXvKbj5aWb1T2CSpWqmDscIUQxZ1SC9Oqrr7J27VoaNWqU7bIi2SlXrpzB5zdmJm2RlW6ZkZxGsBnKx0ebIEk/JPPRddAuaRNEPk237I30QxJCFAWjZ9K+fPkyrVu3znbtNUPWUtu7dy8nT54kLS1NnxBpNBoSExM5f/48hw4dMiY08ZSIiILXIMGTjtoym7b5lNQlRp6m6w8nk0UKIYqCUQnS7du3qV37yS/qzDU+edUArVy5kpUrV+Li4oJKpcLOzg5bW1uio6NRKpX079/fmLBEJk/6IBk3xF9Hl2CFh4cWOCaRf/Hx8dy/HwyUzCH+OiVhJJv2jxAXAFJTU3G0Nay/mRDC9IxKkGbOnElAQIDRF92+fTsvvPACCxcuZPny5Tx8+JCFCxdy6dIlRo4cSfXq1Y0+t3hCV+NT0CY2Pz9/AEJCQgock8i/69e1w/t9ff0oU8bdzNGYjy5BiooqfnMhRUZGsGDBbA4cOoztxBsAvPBCN0YOG8Yrr7yOUmnUlHVCiAIw6qduxIgR+R62/7SwsDB69+6NQqGgbt26nDt3DoB69erx1ltvsXXrVqPPLbTS0lL1HyS5NbEpgKpu6VR1S89xGn4/P22H/NBQSZDMwdj+R4aUrbkYE5tuSpHi1sQWHHyPV1/tx4EDf6AA7B7dRhlzg0exMSxaNJ8PPhhPWlqqucM0mKU9d5YWj7AeRtUgqVQq3N2N/0u2dOnS+rWkKleuzP3790lOTsbBwYHatWtz//59o88ttHS1R3Z2drnWOjjYwk89c5+G399fW4MkCZJ5BAVpa5Bq1MhfgmRI2ZqLMbEVxya2xMQExox5k/DwMKpUqcqnny6lenUvVCoV232m8Omn8zhw4A8mT36PxYs/t4qaJEt77iwtHmE9jPppGz9+PHPnzuU///kPFy9e5OHDh1m+clO/fn22b98OQMWKFbGxseHo0aMA3Lx50+B5XkTOQkK0ZeDnV7bAv1R1NUiRkRGkplrPX7LFhYxg03qSIBWfwQILF87j3r27+Pn5s27dt1Svru1jZmtrS//+A1m+/Avs7e35888/+OqrNWaOVoiSxeg+SOnp6UybNi3HVcWvXLmS4/FvvfUWw4YN4/Hjx3zxxRe88MILTJkyhebNm3P48GE6d+5sTFjiKboEqWxZw6dXyEmZMmVwcHAgOTmZsLBQKlSoWOBzCsOoVCpu3LgGlOwRbPBkNu1Hjx6Rmppq9X9InTlzip07f0apVDJ//iI8Pb2y7PPss62YNm0mM2Z8yBdfrKRFi5Y0bNjYDNEKUfIYlSDNnTu3QBdt1qwZ27Zt0zcdTJ8+HaVSydmzZ+nevXu+Zt0W2Xv4ULuQcF4TeiarYPBv2uVDvu2WmO00/AqFAj8/f+7cuU1o6ENJkIrQ3bt3SE1NpXTp0pQvXyFfxxpStuZiTGxubmWwt7cnNTWViIhwypUrX8hRFh6NRsPSpYsA6Nu3P02aNAWyf1969+7LqVMn2LNnJ7NmfcyPP/5s0cmhpT13lhaPsB5GPSp9+vQp8IVr1apFrVraJoNSpUoxZ86cAp9TPPEkQcq9BkkD3Hpko/8+J7oESUayFa2rVy8DUL16zXw3lRpatuZgTGy6RP3evbs8fPjAqhOkQ4f+4tKlizg6luatt8bqt+f0vnzwwVSOHj3MrVs3+PHH7xg8eHjRBpwPlvbcWVo8wnoYnUtHR0ezYcMGTpw4QVxcHO7u7jRt2pShQ4fi6emZ5/GPHz/m+PHjJCYmZjtvkqzFVjCmbGID8PeXkWzmoEuQ6tSpa+ZILIO/fznu3burf76t1bffbgBgwIBX9X2rcuPmVoZx495l5sxpfPXVF/Tu3Rc3tzKFHKUQJZtRCVJoaCgDBgwgOjqaRo0aUadOHSIiItiwYQM7duxg27Zt+PrmPLT84MGDTJgwgaSkpGxfl8VqC05Xg6RLbApK5kIyjytXtAlSSe9/pKNrMrbmBOny5UucOXMKW1tbXnnldYOP69XrRb777htu3LjO119/ybvvTi7EKIUQRiVIixYtwtbWln379lGhwpN+EcHBwQwfPpylS5fyySef5Hj8kiVLqFq1KlOnTsXX19cqhq5ak/T0dEJDtbNem7oG6eFDmYKhqGg0Gq5e1Q52qF1bapDgyXNozQnStm1bAOjSpXu+JnG1sbFhwoQPGDt2JFu2fM+QISOy7dgttNRqNefOneHE2QvgNBGA3bt30r5ViwIvvyRKBqMyk8OHDzNu3LgMyRFAhQoVGDNmTJ7rqN26dYsJEybQtGlTKlSoQLly5bJ8CeNFRkagUqVha2urX0etoCpUqARoJ7UTRePBg/vExz/Gzs6OqlWNn7m+OLH2BCkpKYnff/8FgJdeejnfx7dq1Yb69RuSkpLC5s3fmjq8YuPQob/p27cnI0YMYu3aVfrt8+fP5LnnOjJ16vtW+wyJomNUgpSenp7jRJEeHh7Ex8fnenzZsmXz3EcYT9e85uvrh42NjUnOWbGiduRaaGiIzIVURK5c+S+g7aBtZ2dn5mgsw5OaTOv8cPvrr/3Ex8dTtmw5/ci1/FAoFAwfPhKAn376nri4OFOHaNVUKhWLFi1g3Li3uHPnNk5OTnTp3F3/et269UlPT+eXX/bQt+/z/PrrXjNGKyydUQlSzZo12blzZ7av7dixgxo1auR6/KhRo1i1apXMmF1IdB8ehjSvKQB/JzX+Tupcp+H38PCkdOnSqNVqHjyQcisKuv5HtWoZ1//I0LI1B2NjezJY4CFqtbpQYitMu3ZpJ8jt1evFbLsWGPK+tGvXgYCA6sTHx/PTT98XXrBGMtdzl56ezkcfTWLz5o0ADBo0lN9/P8icOQv08Xy97lt++OE/NGrUhKSkRKZMeY+vv/6yCKMU1sSoPkhvv/02I0aMIDY2ll69euHl5UVkZCS7d+/m6NGjLF++PNfjd+/eTVhYGF26dMHDwwMHB4cMrysUCvbv329MaIL8ddB2sIXdvRPy3E+hUFChQiWCgq4QHHyXKlWqFjhOkTvdDNrG9j8ytGzNwdjYfHy0fRbT0tKIioo0WRNyUQgPD+PEiWOANkHKjiHvi1KpZPjwkUyb9gGbN3/L668PzfI71BxSUlLYv/93jhw5hPv9YOzt7Vl2pTrt23eiefNnc5xU2FQWL17Ar7/uw9bWlvnzF9O165Oao6ff09q16/L115tYuXIZGzZ8xYoVS1GrNbz55luFGp+wPkYlSK1atWLhwoUsWrSII0eO6Ld7eXkxf/58unTpkuvxfn5++PkVbIV5kbOQEMPmQMqvChUqEhR0hXv3pB9SYdNoNFy+rG1iq1WrjpmjsRx2dnb4+PgSGhpCSMhDq0qQ/vzzDzQaDQ0aNMz3pJ+Zdev2HCtXLiUk5CF79uykX78BJorSOP/8c5B582ZmmQbk9OmT/PjjZmrXrsNHH82ibt36hXL9fft288MP36FQKJg3b1GG5Cg7NjY2jB//Hs7OzqxYsZRVq5ZRtmw5evbsVSjxCetk9DxIvXv3pl27dly/fh1bW1vc3Nywt7dHqVTy8OHDXGdwXrBggbGXFQZ48MC0Q/x1dP2QgoPvmvS8Iqvw8HBiYqKxsbGhevXcm6xLmnLlyhEaGsL9+8E0aNDI3OEYbP/+3wHo3Llbgc9la2vL668PZdGi+WzatIG+fftjZI+JAtFoNHzzzdd8/vliQFvD17t3X2rWrEVKSgpnzpzil1/2cuXKZQYNGsC7707mtdcGm7Q26e7d28yZMwOAN954i27dnjP42BEjRpGQEM/69V8xa9Y0KlWqTL16hZPECetjVIJ0584dpkyZwoULF3LcJ7e12HLrYKlUKildujSurq7GhCaAe/fuAFCxYuU8901Wwcj92mn413bOfRp+GclWdP7734sAVK0aYHTzSX7KtqgVJLaKFatw5sxp7ty5XUjRmV50dBRnz54GoFOnrjnul5/3pU+fl/jii5XcvXuHgwf/yrPmvjBs3LhenxwNGPAqEyZ8gMLOUXsPNrD2wxcYO3YiCxfO5bff9rF48QLCw0OZOHGSSZIkjUbDnDkzSEpKpFmz5hlmJdfJ6z0dO3YiN25c59Chv5k69T22bNlO6dJOBY5NWD+jfmXOmTOHO3fuMHbsWPz8/PI9j1HHjh3z/OFwc3Nj8ODBvP3228aEWGKlpKToq7krVaqU5/4a4HK0YdPw69Zgu3dPapAK24UL5wEKtDBpfsq2qBUktsqVKwPadeqsxZ9/7ketVlOnTt1cl0jJz/tSurQT/fsPZP36tWzc+HWRJ0h//rmfZcu068mNG/eufnRdkirjPXh4ePDJJ59Rt249liz5lG+/3YCtrR3jxr1b4Bh27vyZ06dP4uDgwMyZ87IdtZvXe6pUKpk791Nefrk3wcH3WLz4E6ZPl6WvhJEJ0unTp5k3bx7PP/+8URf95JNPmD59OoGBgTz//PN4eXkRFRXFb7/9xt9//83bb79NQkICa9asoUyZMrz66qtGXackCg6+h0ajwdnZBXd3D5OeW9cx+8GD+yQlJeLoWNqk5xdPXLhwDihYglRcVa5cBcCqapD27/8NME3z2tNeeeV1vv12A+fPn+X8+XN06NDapOfPSUREOLNmTdPHoEuOcqJQKBg8eDilSjmwYMFs1q9fi5+fPy+//IrRMURHR7N06acAvPXWOwVam8/V1ZU5cz5h5Mih/PzzVtq160C7dh2NPp8oHoxqtHZ2dsbNzc3oi+7du5eePXuybt06XnzxRVq3bk3v3r1ZvXo1/fv359KlS0yePJm3336bH374wejrlES62p2KFSuZfNSIp6cX7u4eaDQabt68adJziydSU1O5fPkSgFX1sSkqugTp7t07VjHUPzY2hlOnTgC5N68Zw9vbR9+x+JtvvjbpuXOi0WiYOfMjHj16RO3adXj33UkGHztgwKu88452VutPP53HqVPHjY7js88+4dGjR9SoUYvXXhts9Hl0mjVrzqBBQwGYP382CQkyV19JZ1SC1Lt3bzZv3pztIrOGOHnyZI61T127duX4ce0PzTPPPENwcLBR1yipdM0OlSpVLpTz6zoM37hxrVDOL7QL1KampuLu7k7Fink3k5Y0ZcuWx9bWluTkJMLDw8wdTp7+/vtP0tPTqVGjZqH8XA4aNAyAAwf+4Pbtwq9V++uvAxw5cgh7e3vmzFmInZ19vo4fPnwkzz33PCqVivffH2/UvGrHjx9l795dKBQKPv54tskmUn377fGUL1+BsLBQ1qxZYZJzCutlVILk6OjImTNn6NKlCxMnTmTq1KkZvj788MNcjy9TpgxXr17N9rWrV6/i7OwMQGJiIo6OjsaEWGI9XYNUGKpXrwnA9euSIBWWp/sfFfbcMdbIzs5O35xiDc1sf/75B2D62iOdatWq07p1OzQaDWvXri2Ua+ikp6ezcuUyQJuYVatWPd/nUCgUzJgxlzp16vHo0SMmThyb48Ll2UlKSmLuXO2otQEDXqV+/Qb5jiEnDg4OTJ06HYDvv9/E1auXTXZuYX2MSpC2b9+Oi4sLarWaCxcucOLEiSxfuenVqxfLly9n48aNhIWFkZaWRlhYGJs2bWLlypX06tWLR48esXHjRho2bGjUjZVU+RnBZgypQSp80v8ob9bSDyk+Pp5jx7RzxRVWggQwZMhwAH766Seio6ML7Tq//LKHW7du4OLiypAhI4w+j4ODA0uWrMDd3YNr164ye/bHBrdIfPnlKu7fD8bX14+xYycaHUNOWrVqQ9euz6FWq5k7dybp6ekmv4awDkZ10v7zzz8LdNEJEyYQFRXFJ598wieffKLfrlQqeemll5g4cSK//fYbly9fZuPGjQW6VknzJEEyvAapTCnD+3FUq6ZNkKQGqXBoNBrOnTsDmCZByk/ZFrWCxFalSgAHD/7FzZs3TBiR6R0+fJC0tDQqV65CQEA1g44x5n1p2jSQOnXqcfnyJX78cTMjR47J9znykpaWqm92GjbsjVynYjHkHvz8/Fm0aBmjRg3jl1/2UKdOPX0foJxcvXqZTZs2APDhh9P1rQ15ye97+v77Uzhy5BCXLl3kP//5qUCdyYX1UmiM7UhkAvfu3ePEiRPExMTg6+tLkyZNqFBBO8Pso0ePcHR0xN4+f+3b5hQTk4BKZb4PpEePYmnXrgUAR46cxsnJsF8e+ZGUlETLlk3QaDTs3/8PXl7eJr+GMWxtlbi7O5m9DArq2rUgXn65N46OpTl06Hi++3eYU1GWwS+/7GHq1Pdp0KAh3367pVCvVRDvvz+e/ft/Y/jwkSYZ1p6b33/fx6RJ7+Lu7s4vv/xl8uVHtmz5ngULZuPl5c3u3b+brPvD999/y6efzsfGxoY1a74mMLBFtvslJibw2mv9uX37Fl27Psenny41yfVz8sMPm1i4cB7Ozi7s3PkLnp5eeR5TXH4PWTMPDydsbEwzaWrRT736lIoVK9K/f39GjhxJ79699ckRoJ+ZWxhOV6tTtmy5QkmOQNv/TPeX8MWLOU8UKoxz/Li2OeaZZ5pZVXJU1HTLr1y7ds1im0CSk5M5fPgQAJ06Ff4cRV27dqd8+fLExMSwe/cOk547KSmRr75aA8Cbb442ad/QV14ZxPPP9yY9PZ13332H//733yz7qFQqpk+fyu3bt/Dx8WXKlI9Ndv2cvPzyq9SpU5f4+McsWfJpoV9PWJ4iS5A6deqk75jdsWNHOnXqlONX586diyqsYkXXL6iwl6Zo1KgJAOfPny3U65REusVMmzd/1syRWLaKFSvh4OBIcnKSxU4YefToYZKTk/D3L0udOvUK/Xq2tra8+eabAGzatMGkieOPP24mMjKCcuXK07dvP5OdF7Sdtj/6aBZNmjQlPv4xo0YN488/nyxWnpyczEcfTWb//t+xtbVj4cIleHiYdo637NjY2DBt2kwUCgV79+7i5EnjpyQQ1qnIFh8IDAzEyclJ/72MzjG9a9eCgCcjzQyRrIJxf2v/GlzePsmgJR8aNmzMtm1b9J2JhWlo167SLkfx7LMtC3w+Y8q2qBQ0NhsbG2rWrMWFC+e4dOkiVasGFEKUBaMbvdaxYxeDf98V9H155ZVX+Oyzz7h37y4HD/5Jx44Fr7mKi4tjw4Z1AIwe/U6eNZvG3IODgwMrVnzBuHFvcebMad59dyzPPNOUSpWqcOzYEUJCHmJjY8Onny6hceNn8hV/Qd7TunXr07//K/z00/fMnz+Ln37aKS0bJUiR/cp8eoHapztmC9MxpgZJA5wNt9V/bwhd5+HLly+RmpoqvzBM5NixIyQnJ+Hn509AQP6HT2dmTNkWFVPE1qhREy5cOMf582d54YU+JovNFFJSUvj7b+1glvw0rxX0fXFycuLll19h3bovWbfuC9q375TvpaAy27jxa+LiHhEQUJ3nnst79QRj78HJyZkvvtjAihVL2Lz5W86cOa3/g8Hb24fZsxfw7LOt8h1/Qd/TsWMncODA79y5c5uNG9fz5ptvGXEWYY3M1gcpPj6esDDtJG+pqamsW7eOuXPncurUKXOFZNXUajU3blwHnow0KywVKlTE3d2DtLQ0/YzPouB0y1Hkp8ahJNPVJFhiU+/Bg38RH/8YPz9/fZN0URk0aChOTk5cvvxffvllb4HOFRUVyebN3wIwZsz4bNc6MyU7OzvefXcyu3f/zpQpHzFq1BgWLlzCnj1/GJUcmYKrqyvvvTcZgHXr1shi3SWIWRKkixcv0rFjRzZt2gTA3LlzWbx4Mbt27WLIkCEcOHDAHGFZtQcP7pOYmIidnV2hz76sUCh45plmgLafhSi4tLQ0Dh78C4DOnQtvvpzipFEjbU3mrVs3iY6OMnM0Ge3duxOAHj2eL3ANTn55enrq10ZbsWIJycnJRp9r3bovSE5Ool69BnTo0MlUIeapbNlyDBz4OqNHv0O3bj0oVapUkV07O8899zzNmz9LSkoKM2d+aLEDA4RpmSVBWrp0KVWrVmXAgAEkJyeze/duXn31VU6ePEm/fv344osvzBGWVdONKKtVq47Jpt3PTdu27QE4dOjvQr9WSXDs2GEeP47Dw8NTJog0UJky7tSsWRuAI0f+MXM0T0RHR+vj6dmzt1lieO21Ifj7lyU0NITvvvvGqHPcvXuHrVt/BOCddyaW6FpN3ZImjo6lOXPmtNHvqbAuZkmQLly4wOjRo6lQoQLHjh0jOTmZ3r21v0h69OjB9evXzRGWVbt4UdthuqgWN23dui0KhYKrVy/rm0qF8X7+eSsAPXv2KvRmjOJEl6j/889B8wbylN9+24tKpaJ27ToGTw5pag4ODvpFYb/6ag137+Z/xvHlyz9DpVLRqlVbGVUJlC9fgfffnwLAypXL9INiRPFllgRJqVTqO/YePHgQV1dXGjTQrqcTHx9v8gnOSoJ//9XWIDVoUDRLs3h4eFK/vvZahw79VSTXLK7CwsL0NXF9+75s3mCsjC5BOnLkUL7W8yosGo1GX+ti7o7jzz33PM8+24qUlBSmT89fs9CZM6c4cOAPlEolEyd+UIhRWpe+ffvTtm170tLSeO+9d4iLe2TukEQhMkuCVK9ePbZt28a5c+f45ZdfaN++PQqFgqioKL766ivq1Sv8OUOKk6SkJP1fM8bUIDnYaHCwyf/4Dt0Q4t27t+f7WPHEli2bUavVPPNMU6pUqWrScxtbtkXBFLHVrVufcuXKk5CQwF9/7c/7gEJ28uRxbt26SenSpenVy7gEyVRlplAomD59Dk5OTly4cI4vv1xl0HHJycnMnq2diLFv3/5GLUhrac+dKd/TWbMW4O9fluDge0yd+oH0RyrGzJIgTZo0iWPHjvHKK69gY2PD6NGjAXj++ee5c+cOEyZMMEdYVuvy5UuoVCq8vX3w8/PP17GOtnB4QDyHB8TjmM9JH3r16o2trS0XL17g+nWpbjZGTEwMP/74HQCvvz7MpOcuSNkWNlPFplQq6dXrRQC2bTP/kiO6vinPP/+iweuEPc3UZebvX1a/Ov3atav1IyVzs2LFUu7evYO3tzfjxr2X72ta2nNn6njc3d1ZunQlpUqV4siRQyxevMDghXaFdTFLglSnTh1+//13tmzZwv79+6lcuTIAM2fOZM+ePVKDlE+6GV4bN36mSDtSenp60b59R8AyPpys0fr1X5KYmEjt2nX076XInz59+mFra8fZs6c5d858Q/7//fci//xzEKVSyWuvDTJbHJk9/3xvXnttCADTpk3i6NGcO7Tv2bOTzZu1C4R/9NGsXBekLclq1arDzJnzAPjhh+9YsWKJJEnFkNnmQXJ2dqZhw4aULl1av61bt254e1vG4qfWRDdipmXL1kV+7f79tatcb9++jZCQh0V+fWv23//++9QcMxNK9CihgvD19dPXIi1ZshC1uugXCdVoNKxatQyAnj1foFKlKkUeQ24mTvyA9u07kpKSwrhxb/P9999meJ80Gg0//7yV6dOnAvDGG2/Rrp0k7Ll57rnnmTZtJgDr139ltmdPFB6zLlYrCi46Olq/uOOzz+Y/QUpJh/F/OzL+b0dSjGhKDwxsQdOmgaSmprJmzYr8n6CEevz4MR9/PAW1Wk337j1o3bqtya9R0LItTKaObfTosTg5OfHvvxfYsOGrgp8wn37//ReOHz+Kra0do0aNMfo8hVVmtra2LFq0jG7deqBSpfHpp/Pp3783X365iu++28hbbw1n9uyPUavVvPjiS4we/Y7F3YMlxtO//0Dee087sm3Tpm+YMGEMMTExpr2IMBtJkKzcgQO/o9FoqFWrDr6+vvk+Xq2BIw9tOfLQFrURNcQKhYJx494FYNeu7RY1H42lSklJYfLkidy6dRNvbx8mTfqoUK5T0LItTKaOzcfHV/9BtXLlMv1IsqIQFhbKJ5/MBeCNN0ZRvnwFo89VmGVmZ2fPJ598xpQpH+Hs7MLNm9dZs2YFixcv4MSJY9ja2vL22+OYMWNugaaasLTnrrDjGTRoKPPnL8LOzo4//zxAp06dZH64YkISJCv36697AHjuuZ5mi6FBg0YMGPAqANOnT+XBg/tmi8XSRUdHM3bsSI4ePYyDgwOff766SFYmLwn69OnHq68ORqPRMG/eTD7+eArh4YU7R1dcXBzvvPMWMTHR1KhRkxEjRhbq9QpKoVAwcODr7Nt3gKlTp9Oz5wt07tyN0aPfYefOXxk58m1p6jVCjx692LDhe6pUqUJYWBhvvz2SUaOGcf78WembZMWKTYKkVqtZvnw5bdq0oWHDhgwfPpy7d+/muH9MTAzvvfcezZo1o1mzZnz88cckJiYWYcQFd+PGNc6cOY1SqaRbtx5mjWXixElUr16DqKhIRo4cyt27d8waj6XRaDQcOPA7/fu/wKlTJ3BycmLFii+oU0cGJJiKQqHggw+mMmrUGBQKBbt376BHj05MmjSRPXt2EhYWZtIPq+vXgxgyZCDXrl3Fw8OTpUtX5bnSvaVwdXVlwIBXmTfvUxYv/pxRo8ZQrlx5c4dl1erVq8/WrTsZNWoUtrZ2nDhxjKFDX2XAgBfZtGkDt2/fkmTJyljAIEzTWL16NT/++CMLFizA19eXRYsW8eabb7Jnz55sV5sfN24cKSkpfPPNN8TFxTFt2jRmzZrFwoULzRC9cTZsWAdAp05d8z2839QcHBxYteorRowYRHDwPV57rR/vvTeF3r37FvlaVJYkOTmZv/7az+bN33Lp0kUAqlatxieffEaNGjXNHF3xo1AoGD36HVq2bM2yZYs5d+4Mv//+C7///gsAZcqUISCgGv7+5fD29sHHxwcPDy9cXFxwcXHB2Vn7r5OTE7a2dtjY2KBUKtFoNCQmJhAZGcGVK5f5668D/PHHr6jVanx8fFmx4ktJMAQODg5Mnz6dl14ayJo1q9i7dxfXrgXx2WcL+eyzhfj7l6Vu3frUrFmLatVqULZsOXx9fXFzKyM1dxZIoSkGKW1qaiotWrTggw8+4JVXtKOq4uLiaNOmDfPnz6dnz4zNT+fOnWPgwIHs27ePgIAAAA4fPswbb7zBwYMHjerLAxATk4BKVTSjGM6cOcWIEdqhxJs3b6Vu3fpGnSdJBW1+cgHgn5cfF3iekIiIcD74YIJ+hfUKFSrRr9/LtGvXgUqVqhTaLwFbWyXu7k5FWgbZefz4Mffu3eHSpX85deo4x48fIz7+MQAODo689tpgRo58u0gW3zR12eYlP2VQVLFdvnyJAwf+4OjRfwgKumrUKCNdgp/dsZ07d2XSpGn4+Bj3OyOzgrwvlvIzUNTPnSXFk7kM4uIesW/fbv7660/Onj1FWlpatsc5ODji6empT9CdnV1wdnbG2dkZe/tS2NvbU6pUKezs7ClVyl6/zd7eHqVS+f9E3uap77P+q1TaYGOjRKFQ/P9L9z3//72seOq1J9uf7KfQ//7OuF/2X0/ORzbbctuufS3rtifXz42HhxM2Nqb5o7xY1CBdvXqVhIQEWrRood/m6upKnTp1OHXqVJYE6fTp03h7e+uTI4DAwEAUCgVnzpyhR4/8N1eFhYUxcuRbANk8JJkfKGWWbZkfnFKlHPDz86ds2bJUrFiZSpWq4OPjg0Kh4OLF87z//nhA2+/C2OSoMHh7+/DVVxv58cfv+PLL1QQH32Xp0kUsXboIb28fqlevQZUqAfj5+VGmjDvu7h44OTljb2+n/wVgb2+PQqFAo9Hk+JWWlkZaWiqpqdqv9PQ07O2VREfHkZycQkpKyv/3SUOlUqFSqUhPV+m/V6me3p6u/1etTkelSic9PZ30dBXp6er//5vxtey+T0iIz3ZVeX//svTq9SIvv/wKXl4yjUVRqlOnHnXq1OOddyaSkpLC7du3uHXrBmFhYUREhBMeHkZMTBSPH8fz+HEc8fHxxMc/ztAU8nRi5ODgQLVqNWjUqDHPP9+bWrXqmOO2hJVwdXVj4MDXGTjwdZKSkrhw4RxBQVe4di2IW7duEBoaSkxMNMnJSdJ3Mx+yT8a02w8ePEjFihVNcp1ikSCFhoYC4O+fsZnJx8eHkJCQLPuHhYVl2dfe3p4yZcpku78hkpOTOX36pFHHGqp0aSfKlCnDw4cPAKhTpy5TpnyIra3x2bLtU/WHtjZKbE3wRNjalmLYsBEMGDCQvXt38+uv+zh79gwREeFERIRz9Ojhgl/Egnl6elG9enWaNWtBYGBzGjZsZJZmxsIo29zo/moz5K+3oo4NwNbWkXr16lKvXt1c91Or1SQnJ/0/AdYm0RqNBhcXVxwcHAq1KaQg70t+3v/CZI6yzU1RxpNbGbi4ONG6dWtat844HUtKSgphYaHExMTw+HEcjx8/5vHjx8THPyY+Pl7/R2BqagqpqamkpKQ8tS0VtTqd9HT1//9NR61Wo1Jp/3DL+Jr2X+0fmWT6o1OdYTtk/qM0p+2619QZthW23K5jyusXiwRJt0hl5r5GpUqV4tGjrIsJJiUlZdsvqVSpUqSkpBgVg5eXF2vWrNEXTm61H4Z8JSYm8uDBA+7du8etW7e4d+8eiYkJJCYmYGNjQ58+fZg9ezZubm5GxavjDtwdr/ufU4HOleXc7k6MHDmCkSNHkJSUxMWLF7l+/To3b94kIiKCqKgooqKiSEhIyPCDn5KSgkajybX61s5OW+Okq3rWVTc7ODjov9d92djYYGdnh62trf5f3ZednZ3+daVSqd9uY2Oj/9Jt073+9Pan/3V0dKRSpUq4uLiY9H00VmGWbW5cXR3z3MdcsRnOPGVoivfFkPe/MFla2ZojnvyVgRN+fsVvJKshn3OFsZ+xXWSyUywSJAcHB0DbF0n3PWgzc0fHrA+qg4MDqampWbanpKRkmNk7P5ycnGjfvgvp6YXT9p+WlkpwcDCxsbFUrVqVMmXcUau1/Z6sRY0a9ahRo3BGbdnYKHF1dSQuLqnQysAQKpV1lYkpWUoZlFTy/puflEFBKP7/lWmrIuO/eTFlbX2xSJB0zWXh4eEZ2h7Dw8OpVatWlv39/PzYvz/jyt+pqanExsYWKPtMT1cXWudIhcKWihWroLs9c3bCtGSFWQbCMFIG5iXvv/lJGZiPKVv4isX461q1auHs7MyJEyf02+Li4rh8+TJNmzbNsn+zZs0IDQ3NME+S7tgmTZoUfsBCCCGEsGjFogbJ3t6e119/ncWLF+Ph4UG5cuVYtGgRfn5+dOnShfT0dKKjo3FxccHBwYGGDRvSpEkTJk6cyMyZM0lMTGTGjBm8+OKLJm2/FEIIIYR1KhY1SKCd+LFfv3589NFHvPLKK9jY2PD1119jb29PSEgIrVu3Zt++fYB2KODKlSspX748Q4YMYcKECbRt25aZM2ea9yaEEEIIYRGKxUSRlkI65ZmXjY1SysDMpAzMS95/85MyMC+l0rAJJQ0hCZIQQgghRCbFpolNCCGEEMJUJEESQgghhMhEEiQhhBBCiEwkQRJCCCGEyEQSJCGEEEKITCRBEkIIIYTIRBIkIYQQQohMJEESQgghhMhEEiQhhBBCiEwkQRJCCCGEyEQSJCGEEEKITCRBEkIIIYTIRBIkIYQQQohMJEESQgghhMhEEiQhhBBCiEwkQRJCCCGEyEQSJCGEEEKITCRBEkIIIYTIRBIkIYQoAhqNxtwhCCHyQRIkIUShGTRoEIMGDTJ3GCZ34sQJunXrRr169RgxYgQrVqygZs2a+tcz3/fWrVtZuHChOULN061btxg5ciTPPPMMzZs358MPPyQuLs7g4+Pj4+nYsSM///xzIUYpRNGzNXcAQojia8aMGeYOoVAsXLgQtVrN2rVr8fT0xM3NjTZt2uS4/5o1awgMDCzCCA0TFxfH0KFD8fHx4dNPPyUqKopFixYRGhrK+vXr8zw+NjaW0aNH8+DBgyKIVoiiJQmSEKLQVKtWzdwhFIrY2FiaNWtGy5Yt9dv8/PzMGJFxfvjhB+Li4tixYwceHh4A+Pr6MnLkSE6fPk3Tpk1zPHb//v3MmzePxMTEogpXiCIlTWxCFAMdO3Zk6dKlLFiwgMDAQAIDA/nggw+IiYnR7zNlyhSGDBnCjBkzaNq0KX369EGlUpGSksKqVavo3r079evXp2vXrqxduxa1Wq0/dtCgQUyfPp01a9bQpk0bGjZsyJtvvklkZCT/+c9/6NKlC40bN2bo0KHcv38/w3FPNzXVrFmTzZs3M23aNAIDA2ncuDHjxo0jMjIyw/3s37+fvn37Ur9+fVq1asXcuXMzfBCvWLGCLl268Pfff9OrVy/q1atHt27d2L59e4bzREVF8eGHH9KyZUsaN27Ma6+9xpkzZ/Sv62qBunTpoj/Hpk2bcnyf79+/T82aNXnw4AE7duygZs2anDhxIksTW+ayefDgAdu3b6dmzZr69+fhw4e8++67BAYG0rBhQ4YMGcLly5ezXGvDhg0899xzBAYGZtuMpdsvp6/cmjgPHz7MM888o0+OANq0aYOTkxOHDh3K8bi4uDjeeecdAgMDWbduXY77CWHNpAZJiGLi+++/p1KlSsyfP5/o6Gg+++wzbt26xdatW1EqtX8LnT59GoVCwYoVK0hISMDGxoY333yT8+fPM2bMGGrXrs2JEydYtmwZwcHBzJkzR3/+vXv3UqdOHebNm8fDhw+ZM2cOr7/+Og4ODkyePJnY2FjmzZvH7NmzWbt2bY5xLl26lC5durBkyRKCg4NZsGABtra2LFmyBIDdu3fz/vvv06tXLyZMmMCDBw9YunQpN27cYMOGDSgUCgAiIiKYPXs2o0ePply5cnz99ddMmTKFBg0aEBAQQGJiIgMHDiQtLY333nsPPz8/Nm7cyBtvvMG2bdsICAhg5syZ/Pzzz4waNYrGjRtz6tQp5s+fT1xcHGPGjMkSu4+PD1u2bGHs2LHUqVOHt99+m2rVqnHy5Mkc73flypWMHDlSv7+Pjw/R0dEMHDgQR0dHPv74YxwdHdm4cSOvvfaaPran36/p06fj6upKvXr1cowpJ87Ozjm+dvPmTXr06JFhm1KppHz58ty5cyfH4xwcHNi7dy9Vq1bNkBALUZxIgiREMaFQKNiwYQMuLi4AeHh4MGbMGA4dOkT79u0BUKlUzJo1i0qVKgFw8OBBjh49yqJFi3jhhRcAaNWqFQ4ODnz++ecMGTJE30yWlpbGypUrcXNzA+CPP/7g8OHD7N+/nwoVKgBw5coVdu7cmWucNWrUYMGCBfr/X7x4kV9//RXQjvRavHgxbdq0YfHixfp9KleuzNChQzl48KD+XpKSkpg3bx7PPvusfp8OHTpw8OBBAgIC2L59O8HBwezYsYNatWoB0LRpU1588UVOnTqFUqnkp59+4t1332XkyJEAtG7dGoVCwZdffsmrr76Ku7t7htjt7e1p1KgR9vb2eHh40KhRozzLpU6dOln237hxI7Gxsfzwww+UK1cOgLZt29KjRw8+//xzli9frj++a9eu9OvXL8fz62IyRlxcHE5OTlm2Ozk5ER8fn+s1q1atatQ1hbAW0sQmRDHRoUMHfXIE2qYdOzs7Tp8+rd/m4OBAxYoV9f8/efIkNjY2WWoRdMnSiRMn9NsCAgL0yRGAt7c3Hh4e+uQIoEyZMjx+/DjXODN/mPv5+ZGUlARoR1SFhobSsWNHVCqV/qtZs2Y4Oztz5MiRHM+l6wOka4o7ffo05cuX1ydHAKVKleKXX35h4MCBHD9+HI1Gk+VaHTt2JCUlJUNTnKkdO3aM2rVr4+vrq7+uUqmkbdu2HD16NMO+NWrUyPN8T8ef+Ss9PT3XY3U1ck/TaDTZbheiJJEaJCGKCR8fnwz/VyqVlClTJsOQbU9PzwwffI8ePcLd3R1b24y/Cry9vQEyJDvZNdU4OjrmO87MxyiVSv0cQbGxsQDMmjWLWbNmZTk2PDw8x3PpmhGfPpenp2eOceiu1bNnz2xfDwsLy+UuCiY2Npa7d+9St27dbF/XJYwAXl5euZ7r/v37dOrUKcfXAwMDc+xX5ezsnG1NUWJiolV2OhfClCRBEqKY0H3g66SnpxMTE5OhA25mbm5uxMTEoFKpMiRJukQkcxNTYXN1dQVg0qRJ2Q6Lf7oGKy8uLi7Z9o85d+4czs7O+mtt3Lgx22amsmXLGnyt/HJxcSEwMJBJkyZl+7q9vb3B5/Lx8WHbtm05vp7dvelUqVKFe/fuZdimVqu5f/8+Xbt2NTgGIYojaWITopj4559/SE1N1f//wIEDqFQqfR+d7AQGBpKens6+ffsybN+1axcAzzzzTOEEm4OqVavi6enJ/fv3qV+/vv7Lz8+Pzz77LMMor7w0bdqU4OBggoKC9NtSU1N55513+Omnn2jWrBkAMTExGa4VGxvLsmXLsiScBaGr3dIJDAzk9u3bVKlSJcO1d+3axdatW7GxsTH43Pb29hnOkfkrt75CrVq14tSpU0RHR+u3/fPPPyQkJNCqVav836gQxYjUIAlRTISGhjJ69GgGDx5MSEgIS5YsoXXr1jRv3jzHY9q2bUvz5s2ZMWMG4eHh1KlTh5MnT/LVV1/Rp0+fIp/HyMbGhokTJzJ9+nRsbGzo0KEDcXFxrF69mrCwsBybpLLTt29fNm3axOjRoxk/fjweHh5s3ryZ5ORkBg0aRMWKFXnhhRf4+OOPefDgAfXq1eP27dssXbqU8uXLU7lyZZPdl6urK5cvX+bkyZM0aNCAoUOHsnPnToYOHcrw4cNxd3dn3759/PTTT0ydOtVk183Lq6++ynfffcewYcMYO3YssbGxLFq0iLZt29K4cWP9fufPn8fDwyND/zUhijtJkIQoJnr27ImrqysTJkygdOnS9OnTh4kTJ+Z6jG7E1vLly/n222+Jjo6mfPnyTJw4kWHDhhVR5Bn1798fJycn1q1bx5YtWyhdujRNmjRh8eLFGTqE58XZ2ZnvvvuOTz/9lHnz5qFSqWjYsCGbNm3Sf9AvWLCAL7/8kh9//JHQ0FA8PT3p0aMHEyZMyFctTl6GDx/O/PnzGTFiBBs2bKBp06b8+OOPfPbZZ8ycOZOUlBQqV67MvHnzch2xZmoeHh58++23zJ8/n/fffx8nJye6d++epelvwIAB9OnTh08++aTIYhPC3BQaWUFRCKvXsWNHAgMD5QNMCCFMRPogCSGEEEJkIgmSEEIIIUQm0sQmhBBCCJGJ1CAJIYQQQmQiCZIQQgghRCaSIAkhhBBCZCIJkhBCCCFEJpIgCSGEEEJkIjNpm4hGo0GtlgGB5qRUKqQMzEzKwLzk/Tc/KQPzUioVKBQKk5yrWCZIq1ev5tixY2zatCnHfWJiYpg7dy6HDh0CoHv37kydOpXSpUsbdU2FQkFcXCIqldqo40XB2NoqcXd3kjIwIykD85L33/ykDMzPw8MJGxvTJEjFrontm2++Yfny5XnuN27cOIKDg/X7HzlyhFmzZhVBhEIIIYSwdMWmBiksLIxp06Zx5swZqlSpkuu+586d4+TJk+zbt4+AgAAAZs+ezRtvvMG7776Lr69vUYQshBBCCAtVbGqQ/vvf/+Lm5sauXbto2LBhrvuePn0ab29vfXIEEBgYiEKh4MyZM4UdqhBCCCEsXLGpQerYsSMdO3Y0aN+wsDD8/f0zbLO3t6dMmTKEhIQYHYONTbHJN62O7r2XMjCf/JTB7t07Wbp0EaVLOzF9+iwCA1sUdnjFnvwMmJ+UgfmZqH82UIwSpPxISkrC3t4+y/ZSpUqRkpJi9HldXR0LEpZZqDVwI1r7fTUPUJrw4TIHayyD4iavMvjjjz/48MPJaDyqwWMY+87b/HPoIH5+fkUUoeUyxc+juX8GLO13ijniMXcZCNMokQmSg4MDqampWbanpKQYPYoNIC4uifR06xq5kJQGXX5wAuDYKwk42pk5ICPZ2ChxdXW0yjIoLgwpg9TUVD766GM0tqWwHfEXAIlLqzFnzjzmzv2kKMO1SAX5ebSUnwFL+51SlPFYShmUZG5ujiiVpqnBK5EJkp+fH/v378+wLTU1ldjY2AJ10E5PV1vd0E5V+tPfq1FZeQ2SNZZBcZNbGezevYv794Px8q9A7FPb9+7dzcSJk3BzK1MUIVosU/w8mvtnwNJ+p5gjHnOXQUmmMeEUVCWyobRZs2aEhoZy9+5d/bYTJ04A0KRJE3OFJUSxt23bFgD6939Fv61atRqkpaXx66/7zBWWEEJkUSISpPT0dCIiIkhOTgagYcOGNGnShIkTJ3Lx4kWOHz/OjBkzePHFF2WIvxCFJCjoKv/+ewFbW1ue79lbv/2553oC8Oeff5grNCGEyKJEJEghISG0bt2affu0f6EqFApWrlxJ+fLlGTJkCBMmTKBt27bMnDnTvIEKUYzt3r0dgA4dOuPh6anf3rJlWwDOnj1NUlKiWWITQojMimUfpE8+ydjZs3z58gQFBWXY5unpadCM20KIgtNoNBw4oK0heu655zO8VqlSJfz9yxIS8pBTp07Stm17M0QohBAZlYgaJCGEeV258l9CQh7i4ODIs8+2yvCaQqGgRYuWgLYWSQghLEGxrEEShrNVwKDaqfrvhSgMutqj1q3b4ujoSFp6xueuYcPGbN++jYsXz5sxSvMrDj+PlnYPlhaPsB6SIJVwdjYwvrHxk2MKkRdt89rvAHTq1AXI+tw1aNAIgMuXL5GWloadnZVOyFVAxeHn0dLuwdLiEdZDmtiEEIXq1q2b3LlzGzs7O9q0aZ/tPpUrV8HV1Y3k5GSuXw/Kdh8hhChKkiCVcGoNPIxX8DBegdqEE2wJoaOrPWrRoiXOzs5A1udOqVRSq1ZtAK5dK7kJUnH4ebS0e7C0eIT1MEuC1KVLF9asWVOghWGFaaSkwwu7nHlhlzMp6XnvL0R+6fofderUVb8tu+euevWaQMlOkIrDz6Ol3YOlxSOsh1kSpGeffZYNGzbQqVMnhg0bxp49ewq0SKwQwjLdvx9MUNAVbGxsaNeuY677Vq9eA4AbN64VRWhCCJErsyRIs2fP5vDhwyxevBg7OzsmT55M69atmT59OufPnzdHSEKIQrB/v7Z57ZlnmuHu7p7rvroE6fr1IDSmXFBJCCGMYLZRbPb29vTo0YMePXoQGRnJb7/9xq5du3jllVeoXLkyAwYMoF+/fvo+C6JwaGcudjF3GKKYejJ6rWsee0LVqtVQKpXExMQQFRWJl5d3YYcnhBA5Mnsn7ZSUFI4dO8aRI0e4evUqLi4uVK9enS+++ILOnTtz7Ngxc4dYbKWlpTJmzEj9/yMjI8wYjShuQkND+PffCygUCjp27Jzn/o6OjlSoUBGA69elmU0IYV5mS5COHz/O1KlTadmyJZMmTSIhIYG5c+dy+PBhli9fzt9//03VqlX56KOPzBVisbd//+9cufJf/f83bfrGfMGIYkfXObtRoyZ4e/sYdMyTfkjXCy0uIYQwhFma2Nq3b09YWBi+vr4MHjyYl156ifLly2fYx8HBgZYtW7Jp0yZzhFgi7N27O8P///jjN6a+/z4KhUw3KwouP81rOpUqVQHg3r27hRKTEEIYyiwJUsOGDenXrx+tW7fO9cO4b9++9OvXrwgjKzkeP37MsWOHARu6+ISzf//vxESFc+PGNf1wayGMFRkZwblzZ4Ans2c/zUYB/aun6r/XqVixElByE6Sc3hdrYmn3YGnxCOthlgSpevXq1KhRI9vk6P79+6xfv57p06dTtmxZM0RXMvz77wXS09MpX74sCzo7Erd9D0fSUzl+/KgkSKLA/vrrABqNhnr1GuDvn/Xn2N4GJjfLOrWHLkEKDi6ZCVJO74s1sbR7sLR4hPUwSx+kVatWERYWlu1rFy5cYOvWrUUcUcmjWxS0fv2GADRr1gKAc+fOmiskUYzs3/8bkL/mNXiSIIWGhpCammryuIQQwlBFVoM0cOBALly4AGgXrxwwYECO+9avX7+owiqxdAlSgwaNiElWUKFmIwBZB0sUWExMNKdPnwSgc+fsEySNBmJTtDXIZUpp0FUme3h4Urp0aRITE3nw4D5VqlQtkpgtRU7vizWxtHuwtHiE9SiyBGnevHn88ssvaDQaVq1axUsvvYSfn1+GfZRKJa6urnTtmr+/OkX+6Uav1ajbmC4/OwPtwc6R4OB7JCTE4+Qk808J4/z22y+kp6dTu3Yd/bD9zJLT+f9zB/+8/BjH//8mUigUVKhQiaCgK9y7d6fEJUg5vS/WxNLuwdLiEdajyB6VgIAAxo4dC2h/Cfbv3x9fX9+iurx4SnR0NDExMSgUCu0H0CXtdi8vLyJDgrlx4zoNGzY2b5DCau3Zox0d2aNHL6OOr1hRlyDdM2VYQgiRL0WWID18+BBvb2/s7Ozo27cv6enpPHz4MMf9pYN24bl16wYAZcuWw9HRUb+9WrWaRIYEc/16kCRIwij37t3j/PmzKBQKunXrYdQ5dLVOJXUkmxDCMhRZgtSpUye2bNlCgwYN6NixY55z7Vy5cqWIIit5bt26CUDVqgEZtleuXJnj/8gHkzDe9u3bAQgMfBYfH+NqiHUJ0sOHD0wWlxBC5FeRJUjz58+nQoUK+u9lMkLzuXlTO0txQED1DNvLltWWjzRtCGNoNBp+/vlnAHr0eN7o8/j5+QMQEpJzDbMQQhQ2gxOkqVOn5uvECxYsyPD/Pn366L/v27dvvs4lTOvu3TsAVK5cJcN2XQIbHCwJksi/K1cuc+PGDUqVKpXv4f1P0zWvh4Y+RKPRyB9TQgizMDhBOnHiRIb/h4eHo1KpKFu2LN7e3sTGxhIcHIy9vT21atXK83ynTp3CxsaGJk2acP/+fWbPnk1ISAjdu3dnzJgx+b8TYbAHD7RNF+XLV8iwXff/+/fvoVarUSrNvpaxsCK7d+8EoH37jjg7Gz8K0tdXW4OUmJjI48dxuLq6mSQ+IYTID4MTpD///FP//e7du1m8eDErVqygQYMG+u03btxgzJgxPPfcc7mea+fOnUyZMoVhw4bRpEkTZs6cyZkzZ2jVqhVffPEFdnZ2jBw5MtdzCOOkp6frmy7KlSuPjQKer5Km/b+/P7a2tqSkpBARESGjDIXBUlJS2LVrBwC9e/fJfWfI8NxlXv7BwcEBd3cPYmKiCQkJKVEJUm7vi7WwtHuwtHiE9TCqD9LSpUt57733MiRHANWqVWP8+PEsWLCAIUOG5Hj8hg0b6NOnD5MmTSIqKoqjR4/y3nvvMWLECNavX8+WLVskQSok4eFhqFRp2Nra4ePji40NzHw2+f+v2uLvX5bg4HsEB9+VBEkY7M8//+DRo1jKli1Lq1Zt0Ghy398+w3OXlb+///8TpIfUrJl3jXRxkdf7Yg0s7R4sLR5hPYxqQ4mJicHFxSXb12xtbUlMTMz1+Fu3btG7d28ADh06hEajoVOnToB2Fu2QkBBjwhIGuH8/GAB//7LY2NhkeV23blZYWGiRxiWs288/a5cHGjhwYLbPVX7pnsPQUOmoLYQwD6MSpEaNGrFy5UpiYmIybA8PD2fFihU0b9481+NdXV1JSEgA4ODBg5QtW5bKlSsD2hFU7u7uxoQlDPDgwX0AypcvD2in4U9Sab80GvD11c5uHhoqSaowzL17dzl16gQKhYKBAwcadEzm5y4zPz9tglTS/ljK632xBpZ2D5YWj7AeRjWxTZ48mUGDBtGxY0caN26Mu7s7UVFRnDt3Djc3N9asWZPr8S1atGDlypVcv36dP/74g+HDhwPw22+/8fnnn9O6dWtjwhIG0CVI5cppE6TkdGjzk7Y28J+XH+uHWIeGSg2SMIyu9qhVq9aUK1eOmJiEPI/J/NxlXv7hyXNYshKkvN4Xa2Bp92Bp8QjrYVQNUq1atdizZw8DBw4kISGBS5cukZyczPDhw9m1a5e+diIn06ZNw93dnVWrVtGyZUtGjRoFaKcGKFu2LO+9954xYQkDZE6QMtPVIIWFlawPJmGcxMQE/vOfnwAYMOBVk53X3183F5JMFimEMA+jc2lfX18mT55s1LHu7u58/fXXWbZ///33ssRIIXuSIFXI9nWpQRL5sXv3Th4/jqNChUq0a9fBZOfVNbHJcyiEMBejE6TU1FS2bdvG0aNHiYiIYP78+Zw8eZK6detmGd2Wk0ePHpGUlIRardZv063PJolS4dAt31C2bLlsX/fzkxokYRi1Ws3mzRsBeO21QSadN8vb2weAqKhImZNLCGEWRiVI0dHRDBkyhFu3blG1alVu3LhBcnIyBw8e5JNPPuGbb76hceOcFzu9c+cOU6ZM4cKFCznuI2uxmZ5KpSIqKhIgxyH8ukn6dMnr04vZCvG0w4cPcu/eXVxcXHnhhbznPsoPT09PFAoF6enpxMRE4+npZdLzCyFEXoxKkD799FMSEhLYt28f5cqVo169egB8/vnnjBgxguXLl7Nhw4Ycj58zZw537txh7Nix+Pn5yV+HRUT317itrS0eHp7Z7uPi4oKTkxMJCQmEhYVQuXLVIo5SmEp0dBRXr17BxcWFWrXqYGdnZ7JzazQa1q37AoC+fftTurSTyc4N2ulCPD29iIyMICIiXBIkIUSRMypB+uuvv/jwww+pVKkS6enp+u2lSpVi+PDhTJkyJdfjT58+zbx583j+eeMXtBT5Fx4eBoCXl3euc9X4+vpz69YNQkNDJUGyQsnJyXz22UL+858t+uZrb29vxoyZQO/efU2yttnRo4e5ePECDg4ODBo0tMDny463tzeRkRGEh4dTq1adQrmGEELkxKgEKSUlhTJlymT7mo2NDWlpabke7+zsjJtbyVk+wFLoEiQfHx/9NqUCOlVI038P2n5I2gRJ+iFZm7S0VMaPH82JE8cA7YLEMTHRREREMHPmNI4fP8qcOQuws7M3+hoajYYvvlgJQP/+A/Hy8s73ObJ77jLz9vbhypXLRESEGx2rtTHkfbF0lnYPlhaPsB5GJUj169fn+++/p127dlle2717t77JLSe9e/dm8+bNtG7dWlbqLkJPEqQn/Y9K2cDCNhmn4dcN9dftL6zH8uVLOHHiGKVLl2bx4uW0bNmatLRUNm36htWrl/Prr3uJj4/ns8+WU6pUKaOuceDA7/z7r7b2aOjQN4w6R3bPXWa6jtolKUEy5H2xdJZ2D5YWj7AeRiVI48ePZ+jQofTu3Zt27dqhUCjYs2cPK1as4PDhw6xbty7X4x0dHTlz5gxdunShfv36ODg4ZHhdoVAwf/58Y0ITuQgP137QeHvnvsaarkYgIiKi0GMSpnPjxjU2b/4WgHnzFtGypXbCVTs7e4YPH0mtWnV4992xHD58kHffHcvSpauwt89fTVJSUhKffbYQgMGDhxdq36CSmCAJISyHUb2jmzZtyoYNG3B0dGTdunVoNBq++eYbIiIi+PLLL2nRokWux2/fvh0XFxfUajUXLlzgxIkTWb6E6WVXg5QdXYKkG/EmrMPnn3+GWq2mc+eudOjQKcvrLVu2ZuXKtTg4OHLkyD9MnfoeKpUqX9fYsOErQkIe4ufnz7Bhb5oq9GxJgiSEMCej50Fq1qwZP/74I8nJyTx69AhnZ2ecnAwbyfLnn38ae1lRANklSEmqrNPwe3trE6TISPlgshZXrvyXf/45iK2tLe+8MzHH/Zo2DWTp0pWMG/cWBw78wcyZ05g9e4FBI0kvX77E+vVrAXj33ckFmgIiu+cus5KYIBnyvlg6S7sHS4tHWA+japCmTp3K6dOnAXBwcMDX11efHF25coVOnbL+9ZodtVrN1atXOXToEPHx8cTGxhoTjjBQdp20syNNbNZn69YfAejcuRuVKlXJdd9nn23Fp58uw8bGhj17drJgwWw0eaziGRcXx4cffoBKpaJz56506dLNZLHnRPecynMohDAHoxKk7du3M3ToULZs2ZLltdTUVP1s2LnZuXMn7du358UXX2TUqFHcvXuXKVOm8M4775CammpMWCIXGo2GsLD8NbFFRkbk+cEpzC8+Pp5fftkLaEeVGaJDh07MnbsQhULB1q0/snTpohzLOiUlhUmTJnDnzm18fHz56KNZRTK44unZtPPbFCiEEAVl9AyN7dq1Y8aMGcyaNSvDXEiG2LdvH5MnT6ZFixYsXbpU/4u5a9euHDp0iNWrVxsblsjB48ePSU5OAgxPkNLS0oiLe1TosYmC+eOPX0lKSqRq1QCaNGlq8HHPPfc806fPAeDbb9czffpUEhMTMuwTHR3FmDFvcvz4URwdS7N8+RrKlHE3afw5cXf3wMbGBo1GQ1RUVJFcUwghdIxujR01ahQ9e/bkww8/5MaNG6xYsSLHuZEy++KLLxg4cCAzZ87MkFz17duXqKgofvrpJyZMmGBsaCIbuuY1FxfXPPuO2Nvb4+bmxqNHj4iIiMDNrUwRRCiMdeDAHwA891yvfNfs9OnTj5SUFD79dB67d+/gyJF/ePHFvgQEVOfWrZts3fojcXGPcHJyYtmyVUU6YaNSqcTLy5uwsFAiIsJzXB5HCCEKQ4HW+OjRowebN2/m3r17vPTSSwQFBWFrm3fOdfv2bbp06ZLtaw0bNtQ3BQnTMXQEm46n55NmNmG5Hj9+zIkTRwHo1Cn7n6m8DBz4GmvXfkOFChWJjo5i/fqvmDZtEl9//SVxcY+oWbM269dvplmz3EenFoaS2FFbCGEZCtyfv27dumzbto2xY8cycOBARo8enecxnp6e3Lx5k1atWmV57ebNm3h6Zr9OmDCeoR20dby9vbl164YM9bdwhw8fJC0tjSpVqlK1aoDR52naNJCff97LH3/8ytGjh4mICMfLy5s2bdrRuXM3g/7wKQySIAkhzMUkv/W8vb3ZtGkTH3/8MUuWLMmzmr9Hjx4sX74cHx8f/WzcCoWCS5cusXr1almjrRDoPmAy1yApFdCqrEr/vY6MZLMOhw79DZDtvEf5ZWdnR48evejRo1eBz5WXnJ67zJ48hyUjQTL0fbFklnYPlhaPsB5GJUhjx47N0h/A3t6ehQsXUqtWrTznOZowYQLXrl1jwoQJ+vlXBg0aRGJiIk2bNmX8+PHGhCVykVMTWykb+Lx9Upb9n4xkKxkfTNZIo9Ho11xr2bKNmaPJn5yeu8yezMlVMhJ1Q98XS2Zp92Bp8QjrYXSClJNhw4YxbNiwXI+3t7dn3bp1HDlyhOPHjxMbG4uLiwuBgYH6pUuEaeW3D9LTQ/2FZbpx4xrR0VE4ODjSoEEjc4dTKKQmUwhhLgYnSIMHD2bGjBkEBAQwePDgXPdVKBRs3Lgxx9d37NhBu3btaNWqVZZ+SBEREezYsYM33yzcZQxKGmP6IIF8MFmy48e1tUfPPNM032uqWQtJ1IUQ5mLwKLanJ5HTaDS5fqnV6lzPNXXqVIKDg7N97cqVKyxfvtzQsISBdAvVZq5BSlJB6y3OtN7iTNJTc/HJB5PlO3lSmyA1b/6smSPJv5yeu8x0iXpUVMl4Dg19XyyZpd2DpcUjrIfBNUibNm3K9ntDjRo1ihs3bgDaBGvMmDHZ/tUbFRVFxYoV831+kbO0tDSio7UT7WXXxJacnrVJs6T1/bA2arWa8+fPAfDMM83MHI1xsnvuMvP09AK0vxfS09OxsbEp7LDMzpD3xdJZ2j1YWjzCOhTZ2N1Ro0axdetWQLtUSZ06dfDw8Miwj1KpxNXVlb59+xZVWCWCbskQW1s73N098j6AJ/MgJSQkkJSUiKNj6cIMUeTTnTu3efw4DgcHB2rUqGXucAqNh4cnCoUCtVpNTEy0vmZTCCEKm8EJUq1atQzuPK1QKLh8+XKGbU2aNKFJkyb6/7/99ttUqFDB0MuLAtD1P/L29jZo1XYAJycnHBwcSU5OIjIykgoVpFbPkly8eB6AunXrYWdnZ95gCpGtrS0eHp5ERUUSGRkhCZIQosgYnCCNGTPGZKPLFixYYJLzPE2tVrNy5Uq2bt1KXFwczzzzDDNmzKBSpUrZ7r99+3amTJmSZfvvv/+e4zHW6kmCZFgHbdAmud7e3gQH3yMyMkISJAtz4YK2ea1hw8ZmjqTweXl5ExUVSUREBLWKb2WZEMLCGJwgvfPOOya7aHR0NPPmzePvv/8mKSkpyyri2dVA5WX16tX8+OOPLFiwAF9fXxYtWsSbb77Jnj17su3rFBQURGBgIEuWLMmwPXOzX3GQUwftvHh5aRMkGclmeS5cOA9AgwYlI0EKCroi/eGEEEXK6D5IycnJBAUFkZaWpk9w1Go1SUlJnD59mvfffz/HY2fOnMnBgwfp2bMnfn5+Bjf75CQ1NZX169fzwQcf6GfmXrp0KW3atOGPP/6gZ8+eWY65du0atWrV0ndGLs50NUi+vn75Ok4mi7RMcXGPuHVLO+ChuM5/9DQZMCCEMAejEqTjx48zfvx44uLisn3dyckp1wTpn3/+4cMPP2TAgAHGXD6Lq1evkpCQQIsWTxbTdHV1pU6dOpw6dSrbBCkoKIhu3bqZ5PqWLrc5kBRAEx+V/vunyVB/y/TvvxcBqFChktXWeOb23GVWkiaLzM/7Yqks7R4sLR5hPYxKkJYtW0aZMmWYO3cuu3btQqlU0rdvXw4dOsQPP/zAV199levx9vb2Ju2gHRoaCoC/v3+G7T4+PoSEhGTZPzo6msjISE6dOsWmTZuIjY2lYcOGvP/++1SpUsXoOGxsClYTVlh061j5+/tja5sxRmdbWN895f//y/ian5+2SS4yMiLLcZZG995bahmY0tWr2ubnBg0aWFS55KcMcnvuMvP11Sb20dGRFnW/hSE/70tmlvIzUJB7KAxFGY+llEFJZsqFOIxKkIKCgpgzZw5dunQhPj6e77//nnbt2tGuXTvS0tJYs2YNa9euzfH4Ll26sGfPHlq2bGl04E9LStKus5O5r1GpUqV49OhRlv2vXbsGgI2NDQsXLiQxMZHVq1fz6quvsnv3bry8vIyKw9XV0ajjCpuuiSwgoBLu7k4GH1epUnkAYmOj83WcOVlqGZjSrVva57dJk0YWWS6mLgPdcxgTE2WR92tpSsLPgKWTMigejEqQ1Go1fn7a/ixVqlTRTwAJ0K1bNyZPnpzr8XXq1GHZsmUEBwfTsGFDHBwcMryuUCgYM2aMwfHojk9NTc1wrpSUFBwdsz6oLVq04OTJk7i5uem3rVq1ig4dOvDzzz8zcuRIg6/9tLi4JNLTc59FvKhpNBp9LZqjoxsxMQkGH+vkpH1/Hj4Myddx5mBjo8TV1dEiy8DU/v33EgAVKlS1qHIprDJwdHQFIDQ0zKLu19KUpJ8BSyVlYH5ubo4F7tesY1SCVLFiRYKCgmjatCmVKlUiKSmJmzdvEhAQgEqlIiEh919is2fPBuDUqVOcOnUqy+v5TZB0TWvh4eEZZuEODw+nVg7jgp9OjgBKly5N+fLlCQsLM/i6maWnq1GpLOuH4tGjWFJStNXLHh5eWeJLUkGvndq/ynf3TsDxqSfCw0PX9yPc4u4rJ5ZYBqaUkBBPcPA9AKpVq2GR92pIGeT23GXm4aGt0Y2ICCctLb1YL2adn/clJ+b+GTDFPVh7POYug5Is06D4AjHqUenVqxeLFy9GrVYzaNAg6tWrx9y5cxk0aBBffPEF1apVy/X4q1evGhVsTmrVqoWzszMnTpzQJ0hxcXFcvnyZ119/Pcv+33//PZ9//jkHDx7U1zjFx8dz584d+vXrZ9LYzE3XQdvNzS1LTZ1ObEr22bZu9NCjR49ISUmhVKlShROkMNj169fQaDR4e/vg4eFp7nAKJKfnLjNdJ+3U1FQeP47D1dUtjyOsm6HviyWztHuwtHiEdTDqqXnjjTcYOHAgFy9qR9PMmDGDK1eu8Pbbb3Pr1i0mTZpk0iDzYm9vz+uvv87ixYs5cOAAV69eZeLEifj5+dGlSxfS09OJiIggOTkZgA4dOqDRaJg0aRLXr1/n33//5Z133sHDw4M+ffoUaeyFTTcHUn6H+AO4uLjqkyIZyWYZgoK0f1zUrFnbzJEUnVKlSuHiom1mKwkj2YQQlsGoGiSlUpmhn1H9+vXZv38/t27domrVqjg7O2c5ZvDgwcyYMYOAgAAGDx6c6/kVCgUbN27MV0zjxo1DpVLx0UcfkZycTLNmzfj666+xt7fn/v37dOrUiQULFtC3b1/8/f3ZuHEjixcv5pVXXkGj0dCqVSu+/fbbHGtZrFVYmHaEn7d3/iaJBG05eHl58+DBfSIiwilXrrypwxP5dO2aNkGqUaOmmSMpWt7e3jx+HEdkZAQBAbnXUAshhCmYrDXW2dmZBg0a5Pj607NlZ545O7d9DWVjY8MHH3zABx98kOW18uXLExQUlGFb7dq1+frrr/N9HWvzZJLI/CdIoF2eRJcgCfMriTVIoG1mu3XrJpGRkeYORQhRQhiVID18+JDZs2dz9uxZHj9+nOX17JYK2bRpU7bfi8Kl63Se32VGdGSySMuRnp7OjRvaIf45DT4ormRWdyFEUTMqQZo2bRrnz5/npZdeokyZMiYOSZiSscuM6OgWuJUaJPO7d+8uycnJODg4Ur58yVo8WBJ1IURRMypBOn/+PB9//DF9+/Y1dTzCxMLDtX2QcqpBUgB1PNL132emG8kmnWPNLyjoCgA1atTAxsbGzNEUTF7PXWa6yVuL+3OY3/fFElnaPVhaPMJ6GJUgeXt7Z5lHSFimvPogOdjCt90TczxeapAsR3Hqf5TXc5dZSalByu/7Yoks7R4sLR5hPYwa5j9q1ChWrVrFgwcPTB2PMKHk5GT9UivSB8n6PRnBVrL6H8GTmkx5DoUQRcWoGqT27duzbt06OnfujIeHR7ZLhezfv98kAQrj6WqPHBwc9fPI5JfUIFmOJzVIJS9B8vLSPoeSIAkhiopRCdLUqVMJDg6mVatW+r/s8rJjx458XePFF1/Mf2AiA12C5OPjk+PyDMkq6L9XOw3/1p4JOGR6Inx8tB9MMpu2eUVFRRIZGYFCoaB69RrmDqfA8nruMtPVZMbHx5OUlJTtGovFQX7fF0tkafdgafEI62HUo3Ly5EmmT5/Oyy+/bPAxU6ZMMXhfhUIhCZIJ6Ib45zaCTQOEJCj132fm4uKKvb09qampREZGyGSRZqKrPapUqTKOjqXNHE3B5fXcZebs7IyDgwPJyclERUVSvnyFQo3PXPL7vlgiS7sHS4tHWA+jEiRXV1fKli2br2MOHDhgzKVEATypQTKu/xFok9WnJ4uUBMk8dAlSSex/BE9mdb9/P5iIiIhimyAJISyHUQnSq6++ytq1a2nUqFG2y4pkp1y5cgaf35iZtEVWuiH+xs6iraNbbkT6f5iPboh/Sex/pKNLkGSySCFEUTB6Ju3Lly/TunXrbNdeM2Qttb1793Ly5EnS0tL0CZFGoyExMZHz589z6NAhY0ITTzFFDRJIR21LoBvBVhyG+BtLRlQKIYqSUQnS7du3qV37yS/qzDU+edUArVy5kpUrV+Li4oJKpcLOzg5bW1uio6NRKpX079/fmLBEJk+WGTFuFm0dXYKlO58oWsnJydy5cxsoeYvUPq0kTBapUqnMHYIQ4v+MSpBmzpxJQECA0Rfdvn07L7zwAgsXLmT58uU8fPiQhQsXcunSJUaOHEn16tWNPrd4wlQ1SP7+/gCEhj4scEwi/27cuI5arcbd3UNfm1cSFecapOTkZNauXcWWn3fCyHMADB36KmNGjqRt2/bmDU6IEsqoiSJHjBiR72H7TwsLC6N3794oFArq1q3LuXPaXwj16tXjrbfeYuvWrUafW2ipVCr9B4luqH52FEBVt3SquqXnOA2/n582QQoJCTFxlMIQT/c/ymm6BmtjyHOXWXFNkGJjYxg27FXWr/+KhPg4iLqGJjKIoKuXGTfuLZYtW2xV/TKNKdvCZGnxCOthVA2SSqXC3d3d6IuWLl1a/4u+cuXK3L9///+LcDpQu3Zt7t+/b/S5hVZUVBRqtRobGxs8Pb1y3M/BFn7qmfs0/H5+2hGLoaGSIJlDcZxB25DnLjNd7VlxSpDS0tIYP/5trly5jLu7Ox9/PId27XyIi4vj69QBfPfdRr75Zh0qVRrvvz/V3OEaxJiyLUyWFo+wHkbVII0fP565c+fyn//8h4sXL/Lw4cMsX7mpX78+27dvB6BixYrY2Nhw9OhRAG7evIm9vb0xYYmnhIRol4Hx8fEt8MKmuia2iIhw0tLSChybyJ/itAZbQTypQYo0cySms3btai5cOIezswvr1m2iY8fO2NjY4O7uzvvvT2X69DkoFAq++24jO3f+bO5whShRjO6DlJ6ezrRp03Ks8r9y5UqOx7/11lsMGzaMx48f88UXX/DCCy8wZcoUmjdvzuHDh+ncubMxYYmnPHyoTZDKljV8eoWceHh4YmdnR1paGhER4SY5pzCMWq1+agRb8alBMoZu1v6YmGhUKhW2ttY9JfKNG9f4+usvAfj449kEBFTLsk/fvv2JjIxg9erlzJ8/i4YNG1G5ctWiDlWIEsmo3zBz584t0EWbNWvGtm3bCAoKAmD69OkolUrOnj1L9+7d8zXrtsheSIi2Fi+vZCZZBYN/087M/G23xGyn4Vcqlfj5+RMcfI/Q0BBJkIrQgwf3SUxMxN7ensqVq5g7HJMx5LnLrEwZd2xtbfX963R946zVsmWfoVar6dSpC926PQdk/7688cZbnD17muPHjzJ79nTWrfsWpdKoyv8iYUzZlqR4hPUw6lHp06dPgS9cq1YtatXS/kVcqlQp5syZU+Bziid0NUj+/rnPeK4Bbj2y0X+fE12CJB21i9bVq5cBqFatutXXmDzN0OfuaUqlEh8fXx4+fEBISIhVJ0jnzp3h8OGD2NraMm7ce/rt2b0vSqWSjz+eTb9+L3D27Gn27NnJCy8U/HdwYTGmbAuTpcUjrIfRv3Gjo6PZsGEDJ06cIC4uDnd3d5o2bcrQoUPx9PTM8/jHjx9z/PhxEhMTsx2hIWuxFYwpm9jgyUg2GepftK5c0SZItWvXNXMklsHfv+z/E6QHNG7cxNzhGO3bbzcA0KtXHypVqpzn/uXKlWfkyNF8/vlnrF69nK5dn8PBwaGQoxSiZDMqQQoNDWXAgAFER0fTqFEj6tSpQ0REBBs2bGDHjh1s27Yt1+UtDh48yIQJE0hKSsr2dVmstuB0TWz5WeIlN7qaKBnJVrR0NUi1atUxcySWQfcc6p5va3T37h3+/lu7NuWgQUMNPu6VVwaxZcv3hIaG8MMP3zFs2BuFFKEQAoxMkBYtWoStrS379u2jQoUni0YGBwczfPhwli5dyieffJLj8UuWLKFq1apMnToVX19fi25Pt0YajUb/AeLvb9oaJF3NlCh8Go1GX4MkCZKWrkbUmhOkbdt+RKPR0Lp1O6pWNXzCXQcHB8aMGc/HH09h/fq1vPzyQJycDFsLs6QKCwvj5LnzQD8Azp8/S9OG9bCzk5HSIm9GZSaHDx9m3LhxGZIjgAoVKjBmzJg811G7desWEyZMoGnTplSoUIFy5cpl+RLGi46OIiUlBaVSWeCFanUqVKgIQHDwPZOcT+QtPDycmJhobGxsqF69hrnDsQjWniClpaWxd+9uAPr3H5Dv43v06EXlylV4/DiObdu2mDq8YuPmzRu8884oundvz8cfPxn0M3r0CLp168CaNStISpK5kUTujEqQ0tPTc5wo0sPDg/j4+FyPL1u2bJ77COPpanl8fHxN9pdSxYqV9OeW9aKKxtWr/wWgSpWq0t/k/6y9ie3YscNER0fh4eFJy5Zt8n28jY0NQ4dqm9Y2bfqGlJQUU4do9X766QcGDHiRf/45iEajyVD7WqaMB9HRUXz55Sr69n2eCxfOmTFSYemMSpBq1qzJzp07s31tx44d1KiR+1+7o0aNYtWqVTJjdiExdAQbaKfh93dS4++kznUafm9vH0qVKoVKpZJ+SEWkODevGfrcZaZ7ph8+fGhVy2/o7NqlnSC3R4/nsbOzy/K6Ie9Lz5698PPzJzIyQn8+S2Js2ZrCypXLmD9/FiqVirZt27Nz5y98s2GzPp49u39j4cIllC1bjpCQh4wYMZhff91bxFEKa2FUH6S3336bESNGEBsbS69evfDy8iIyMpLdu3dz9OhRli9fnuvxu3fvJiwsjC5duuDh4ZHlr2OFQsH+/fuNCU2AfiZzQ0awOdjC7t4Jee6nVCopX74iN29e5969u5QvXyHPY0TBXL2qnWy1OI5gM/S5y0zXFy45OYnY2NgCLXlU1B49iuXvv/8C4IUX+ma7jyHvi52dPUOGDGfhwnl88806+vTpZxFTQGg0Gi5d+pejR/+hYfA97O3t+TmhOu3adaRcufKFfv1vv13PunVfAPDOOxMZPnykfiLjJ++pLd269aB167bMmPEh+/f/zocffoBaraZHj16FHqOwLkb9VLVq1YqFCxeyaNEijhw5ot/u5eXF/Pnz6dKlS67H+/n54efnZ8ylhQHyU4OUHxUqaBMk6YdUNJ6MYCvZS4w8zd7eHm9vbyIiIggJeWBVCdLff/+JSpVGtWrVqVGjZoHO9eKL/Vi7djUPHtznzz/307VrdxNFaZwbN64zd+4Mzp8/m+W1RYsW0LXrc7z77mST9YnM7NSp4yxbthiA8ePfz3OEn5OTM59+uozZsz9mx47/MH36VLy9vWnWrEWhxCesk9F/dvTu3Zt27dpx/fp1bG1tcXNzw97eHqVSycOHDylbNucP5wULFhh7WWGAwkqQKlbUddS+a9LziqxiYmL0TZklfQ22zPz9yxEREcH9+/epU6eeucMx2IEDvwPQuXO3Ap/L0dGRl19+lS+/XMXGjV/TpUvBz2ms/ft/48MPPyA1NRV7e3vat+9EzZq1SElJ4ezZ05w+fZLfftvHkSP/MG/eQtq162jS60dFRTJlyvuo1WpeeKGPwdMfKJVKpk+fQ0pKCr/8sof33x/P5s3bpHZc6BmVIN25c4cpU6Zw4cKFHPfJbS223BazVSqVlC5dGldXV2NCEzxJYHQJTW6SVTByv3Ya/rWdc5+Gv0IFbUfte/ckQSpsly9fArSd452di99Q7vw8d5lVrFiJixfPc/funcIJrhDEx8dz7Ji2tj23BCk/78uAAa/yzTfr+O9//+Xs2dM0b97cpDEb4rfffmHKlHfRaDS0atWG6dPn4Obp9+QeRiZy58YV5s6dwaVLF5kwYQwffjiD/v0HmiyGhQvnERUVSbVq1Zk6dXqW13N7T5VKJTNmzOXu3TtcvnyJyZPf5Ztvvs+2f5goeYxKkObMmcOdO3f+x959hzdVdwEc/ybp3i10sMooS1aZBVlCEUQQkCVDmQq8DBkOpkJBpiDIFBVFZCkgICAuQPZGhsjeBTqALrqbJu8fMYHuNk2bjvN5njxtb+44ufc2OflNRo0ahZeXV47HMfL3989wkls9Z2dn+vfvz4gRI4wJsdhKSkriwQNd43dv76zn7tICl8KyNwy/vqu/JEh5T9+7pk6duuYNJI/k5L5LTT8n3d27t00bVB46ePAvkpKSqFChYrqT0url5Ly4uZWgU6fX2bLlR77//tt8T5DOnz/Lxx9PQKvV0rVrTz76KACVSkWcOuVrqF79BVavXs+8eTPZsuVHZs0KwMLCgq5de+Q6hkOHDvDHH7+iUqmYOXMetra2adbJ6pza2NiwcOFSevbswr///sOqVSsZPvzdXMcmCj+jEqTTp08za9YsXnvtNaMOOnfuXKZOnYqfnx+vvfYaJUuW5MmTJ/z+++/s37+fESNGEBMTwxdffIGLiwt9+/Y16jjF0cOHD0hOTsbGxhYPDw+T7lv/wXT/fiBJSYky2Foe0idIdevWM3MkBY/+Prxzp/AkSM9Xr2X15TAn+vUbyE8/beLAgb+4efMGDRv6mmzfmYmOjmbSpA9ITEykdeuXDclRRiwtLZkyJQAbGxvWrVvDjBkf4+bmlqvqtri4WGbPng7Am2/2z1VvTy+vUkyZMo2JE99n1aqVNG/ektq18+dcioLLqG7+Dg4OODs7G33QX375hY4dO7Jq1Spef/11mjdvTpcuXVixYgU9e/bk4sWLTJgwgREjRrBx40ajj1Mc6asdvL3Lm/SNGMDT0wsHB0fUajW3bxeeD6fCJjk5mX/+0VVf+/pKgpTa8wlSYejqHxcXy5EjhwDTtD96XvnyFWnVqg3wbH63/PDZZ3N5+PABpUuX4ZNP5maaHOkpFAref38i3br1RKvVMmnSB9y4cd3oGL74YhlBQQ8pVaq0SUp82rfvSPv2HUlOTiYg4COSkpJyvU9RuBmVIHXp0oX169cb/eZ08uTJDEuf2rVrx/HjxwFo0KABgYGBRh2juNJXf+kHdjQlhUJhGNH5+vVrJt+/0Llx4zqxsbE4ODhQqVLG1THFVblyuuQ/OvopYWFPzB1Olg4fPkh8fDxly5ajWrXqJt//gAGDAdixYzuhoaEm339qZ8+eYdu2LSgUCmbMmJOjNnIKhYJJk6bSsKEfsbGxjB07gsjIiBzHcOXKZdavXwPApElTsbW1y/E+0jNx4ke4urpy8+Z11q1bY5J9isLLqATJ1taWM2fO0LZtW8aNG8ekSZNSPCZPnpzp9i4uLly5ciXd565cuWL4h4uNjU23TllkTJ8gZWeGcGNUrqxPkK7myf7Fs+q12rV9s/XNvLixtrY2jPFVGKrZ9NVrbdq0M3mpLkDduvWpU6cuSUlJrF6dt6VIWq2WJUsWAtC1aw8aNvTL8T4sLS2ZP38xZcqU5f79QCZOfJ/k5ORsb5+cnMyMGR+TnJxM27btadmyVY5jyIiLiyvjxo0H4Msvlxnac4riyagEadu2bTg6OqLRaDh//jwnTpxI88hMp06dWLJkCWvWrCEkJISkpCRCQkJYu3Yty5Yto1OnTkRGRrJmzRp8faUeOCeer2LLC1KClPcuXDgHFN0G2qag/wJQ0BOkhIQEDh7cD8DLL7fLs+PoS5G+//57YmNzPgBndh05coizZ89gbW3NsGGjjN6Pq6srixYtx8bGlmPHjrB8+efZ3nbDhrVcunQRBwdHxo/P/Mu4MTp1ep0GDRoRHx/P3LmfFIpqXJE3jGqkvW/fvlwddOzYsTx58oS5c+cyd+5cw3KlUkn37t0ZN24cv//+O5cuXWLNGinmzIl79+4A4O1dIdvbuFhrsr2uPkG6cUMSpLyg1Wr5++/TQNFvf5ST+y61ihV9OHr0MDdv3jBhRKZ34sRRYmNj8fT0ombN2tnaxpjz0qpVG7y9y3Pv3l22bfuJXr3eyvE+sqLRaFi6dBEAvXq9memgj9l5DVWrViMgYCYTJ77Pt99+TfXqNbMc8PLBg/ssX74YgPfeG4+7e/Y6ouTknCoUCj76aDo9e3bh0KED7Nv3J23a5F1yKwous4xPb2FhwZw5cxg+fDgnTpwgPDwcT09P6tevT7lyukG6WrZsyaFDh7Cykp5S2RUTE22YxLNixay7+APYWsCe7tn/xunjUwWAkJBgIiMjcHZ2yXGcImOBgfd4+PABlpaW1KtX39zh5Jmc3nep6Ueivno14/HWCoI9e3TVa/7+L2drOBRjz4tKpaJ//0HMnBnA999/R/fuvU0+/ciff/7G1auXsbe3Z9CgIRmul5PX0L59Ry5d+pfvv/+WadMmU6lSJUM1fmpqtZqPPppAfHwcDRo0yvYwAcac04oVKzFw4NusWrWSTz+dTZMmTbG3L3rjkYnMGVXFZire3t707NmToUOH0qVLF0NyBBhG5hbZp+8R4u7ugYtL3kzB4OTkZBgw8uLFf/LkGMXZ8eNHAV3pkakanhZF+i7dV69eKbBVIElJSRw4oCtt9/fPfPolU+jSpStubm48eHCfvXv/NOm+1Wq1oeSmf//BJp3iZfTo92jc+EXi4mJ5993/GWYCeJ5Wq+Xzz+dz9uwZ7O3tCQiYlSftuZ73zjv/o2zZcoSEBLNy5bI8PZYomPItQWrTpo2hYba/vz9t2rTJ8PHyyy/nV1hFir5dkL4aLK/4+tYFnjUmFqZz4oQuQWrcuKmZIynYKlXywdLSkujopwW2Ie2ZM6eIjIzE1dWN+vUb5vnxbG1tGThwIABr1nxj0sRxx45t3Lt3F1dXV956a4DJ9gu6GoW5cxdSvnwFgoIe8vbb/QzzEIKuam/FiiWGXmXTps0yDFqbl2xsbJg48WNA1+7p2jXpmFLc5FsVm5+fH/b29obf8zr7L4707YIyKqJOT7waRu/X9RRc0iouW1M+1K1bj127fpYEycTUajUnT+o6ODRpUrQTJGPuu+dZWlpSpUpVLl36l3//vVgg58/Sl+K0atUm270Rc3teBg4cyPLly7l06SJnzpwyqpdZagkJCXz55XIABg8elmVVkzGvwdXVla++WsOQIf25d+8u/fr14rXXXqd8+Qrs37/XMAnu++9PzPHEvLk5p82bt+Tll9uxZ88fzJw5je++25DjmSNE4ZVvCdLzE9Q+3zBbmI4xJUha4O9QC8Pv2aFvPHzhwnnUarXJ2zoUV3//fZqnT6NwcXGhRo2a5g4nTxlz36VWp05dLl36l3Pn/uaVV141WWymoFar2bdPlyDlpPdabs9LiRIl6NKlG5s2beSbb740SYK0adNGQkKC8fT04o03+mS5vrGvwdPTk3XrNjF16iT279/Htm2bDc9ZWVkxfvwUevTolcPoc39OP/xwMkePHubChXNs27aF7t3fMGIvojAyWyocHR1NSEgIAImJiaxatYqZM2dy6tQpc4VUqGm12nyrYvPxqYKDgwNxcbEyHpIJ6Rv0tm79sox/lA316jUAdAMXFjQnTx7jyZPHuLi44OeXv3OkDRz4NhYWlhw7doSjRw/nal8xMdF8++2XAAwbNhJra2tThJghJydnFi1aztdfr6FPn7do374jI0eOYefOP4xKjkzB09OL4cNHA7B48WeEhYWZJQ6R/8ySIF24cAF/f3/Wrl0LwMyZM1mwYAE7duxgwIAB7N271xxhFWqhoaFERUWiUqmoWNEnT4+lVCqpW1f34XT8+LE8PVZxodFo+OsvXYmDdCnOHv09eO3aFZ4+fWrmaFLatWsHAK+80iHf5yz09vamVy/d/JWLFn2ao0EYU1u3bg3h4eGUL1+Bzp27mirETCkUCho1asyECR8xd+5nDBkyHE9Pr3w5dkb69HmLqlWrExUVKWMjFSNmSZAWLVpEpUqV6NWrF/Hx8ezcuZO+ffty8uRJevTowcqVK80RVqF28aJu7i4fn8p5/i0PoEWLlwDdLOUi986ePcOjR49wcHDAz6+JucMpFDw9PfH2Lo9GozE0bi8IYmNj2LdvDwCvvdbFLDEMHTocJydnrl+/xs8/bzVqH48fP2LNmm8AGDFidLGuSrewsGDatE9QqVT88cev/PrrLnOHJPKBWRKk8+fPM3z4cMqVK8exY8eIj4+nSxfdG0mHDh24ft34CQyLq/PnzwH5N/qyPkE6f/4sERHh+XLMomzbti2AbjJTGd4i+/TTTBw6dMC8gTxn794/iY+Pw9u7PLVq1TFLDM7OLgwdOgKAxYsX8PjxoxzvY+XKZcTGxlKzZm3ats1Zw+iiqGbN2gwZMhyA2bNnEBwcZOaIRF4zS4KkVCoNHwIHDhzAycmJOnV0byTR0dHY2NiYI6xCLb+npyhdugxVq1ZDo9EYZioXxomMjOCPP34FoHt387SzKKxatGgFwMGD+wvM7OubN/8A6KasMGdv3V69+lK9eg0iIyOZNWt6jqqFbty4ztatukbS778/QXpu/eftt4dRs2ZtoqOfMn78WBITE80dkshDZrnra9WqxZYtWzh79iy//vorrVq1QqFQ8OTJE77++mtq1apljrAKraSkRC5dugg8G6MoJ2xUWmxUOa9Tb9WqDQC//LIjx9uKZ7Zv/4nExESqVq1OrVrZm46iKDD2vnte/foNcXMrQXh4GMeO5a5BsilcunSRCxfOYWFhme2RnlMzxXkB3VAIM2bMwcLCgr/+2mMopcyKfjJYjUaDv39bo8ZwMtVrMBVTntO5cz/D0dGJCxfOM2/eTBNEJwoqsyRI48eP59ixY/Tp0weVSsXw4bpiy9dee407d+4wduxYc4RVaF25coXExERcXFxyNAcb6IbhP9wrmsO9orHNYRODTp1eB+DYsSMFdrC+gi4uLpbvvtO18+jbt1+xGR8sN/fd8ywtLenYsROAocTDnDZs0HU8adeuPSVLuud4e1OdF72qVasxfPi7gK5aSD+eUGbWrfuOCxfOYW9vb9RksKZ+Dbll6njKlfNm7tzPUCgU/PTTJtav/z73OxUFklkSpBo1avDHH3/w448/smfPHipUqABAQEAAu3btkhKkHDp9+iSgq17Lzw/YcuW8ady4KVqtNtvfTkVKGzeuIzw8jLJly9GxY2dzh1Modev2BgqFgv3795l18tq7d2+ze/dOAPr27W+2OFIbNGgIL7/cDrU6iXHjRmU6NMepU8dZsmQhAOPGjcfLq1R+hVmoNGvWgtGj3wNg/vzZBSI5F6ZntoplBwcHfH19sbN7Nt/UK6+8grt7zr91FXdHj+raADVt2jzfj92jh27QtB9+WE9kZES+H78wCwy8x1dfrQB0Y8xYWlqaOaLCqWLFSvj766YnWrx4gdm6YK9cuRyNRkPLlq0KVFWpUqlkxow51KhRk/DwMN55pz+HDx9Ms97Jk8cZM2YEycnJdOzYWQZEzMLAge/Qv/8gAD75ZCpbtvxo5oiEqUnLu0IuJiaas2d1xeZNm7bI8fYJyTBmvy1j9tuSYMRwKf7+balSpSrR0U/59tuvc76DYiopKZFp0yYTHx9Po0aNi13pUW7vu9RGjhyLhYUlBw/uN0ubuFOnjhu6fo8YMdro/Zj6vOjZ2dmzcuVq6tTxJTIyklGjhjJ27Eh+++0XDh7cz6xZAfzvf4OJjY3Fz68JH388w+jS6Lx6DcbKq3gUCgXjxo3njTf6otVqmTlzGvPnzy0wnQVE7kmCVMgdOPAXanUS3t7l8fYun+PtNVo48tCCIw8t0BjxxVulUvHuu7qi5vXrv+fy5X9zvpNiRqPRMHv2DP7++zR2dnZMnfpJsesllNv7LrVKlXx4551hgO7bfH72rIyOjmbGjKkA9OzZm+rVaxi9L1Ofl+c5OTmxatVa+vR5678qyb1MnPg+o0f/j82bf0Cj0dCxY2eWLv0yVz2J8/I1FLR4FAoFkyZ9bGjntWbNt3Tq1IkbN2SomqKgeL0rF0H6b63t23c0WwwtWryEv39b1OokJk36gKioSLPFUtAlJiYSEDCFbdu2oFQqmTt3Yb7MTF4cDBkynFat/ElISGDMmBGsWrUyz7thJyUlMX78WAID7+Hp6cWYMR/k6fFyy8rKigkTPmLr1l94880B1K7tS9Wq1ejYsTNff72GWbM+zZeBZosShULBsGEjmT//c5ydXfjnn3/o0aMLs2YFGKbTEoVTkUmQNBoNS5YsoUWLFvj6+jJ48GDu3r2b4frh4eG8//77NGrUiEaNGvHxxx8TGxubjxHn3sOHDwxzLb366mtmi0OhUDB16gw8PDy5c+c2I0YMkfZI6bh69QpvvfUGO3ZsQ6VSERAwyzDQocg9lUrF/Pmf8+qrr6FWJ7Fs2ee8+qo/y5Z9zoUL53I15UZ6wsPDGTVqKEePHsbGxpZFi5bh4JD5TPcFRcWKlfjww0msXfsjmzb9zKxZn9KoUf7OGVfUtG3bnu3bd9G2bVvUajWbN/9Ax44v88EHozl48C/i4uLMHaLIoQLQCdM0VqxYwQ8//MCcOXPw9PRk/vz5DBkyhF27dqU7MvHo0aNJSEjgu+++IyoqiilTpjB9+nTmzZtnhuiNs27dGpKTk2ncuCkVK1YyaywuLq6sWPE1b7/dj4sXL9CnT3c++WQuDRo0Mmtc5qbVarl06SLr13/Pr7/uQqvV4urqyowZcw2jkQvTsbS0Yvbs+TRv3pLFiz8jNDSEVatWsmrVSuzs7PDxqULlylUoVao07u4eeHh4UqJECRwdnXB0dMTe3iHTiYKTkhK5fv0af/21l40b1xEd/RRbWzvmz/+cGjWk921x5+7uwXfffceff+5nyZJF/P33afbs+YM9e/7A0tKS+vUbUrNmbapVe4EqVapSqlRpbG1tzR22yIBCWwRm3UtMTKRJkyZ8+OGH9OnTB4CoqChatGjB7Nmz6dgxZfXT2bNn6d27N7t378bHRzex6+HDh3nnnXc4cOAAnp6eRsURHh6DWq3J3YvJpps3b9Cr1+uo1WpWrFhldA+2ODW02OQIwKE3nuZ6nJBr167y3nujuH8/ENB1h+3RozdNmjTN0zcCCwslrq72+XoNMhIdHc3Fixc4efI4hw7t5/r1a4bn2rZtz4QJU4waI6egy8k1MPV9l56kpCT27tV9OJ04cYynT6OytZ29vT12dvZYWlqiUllgYaFLmJ4+fUpERDhqtdqwbtWq1fnkk7lUq1bdJDHn5rwUlP+B/Li2BTWe1Nfg2rWrbNu2hf379xIU9DDdbZydnfH0LGVI1B0cHP776YiDgz2WllZYW1tjZWWFlZX+57OHUqlCpVKm+ql7KJVKw0/98wqF4r8G+LqfSqUSXXt8heG55x+FjZubPSqVaSrHikQJ0pUrV4iJiaFJk2eTfDo5OVGjRg1OnTqVJkE6ffo07u7uhuQIwM/PD4VCwZkzZ+jQoUOOY3jy5AnTp3+CVkuqm0uBUqlIc1PqHvzXODf1TQnW1jZ4enpRunQZvL3L4+HhaWjIGxwcxHvvjUKtVtOyZStefLGZMactT1StWo0NG7awZMlCfvppE0eOHOLIkUNYWVlRp05dqlSpSsWKPnh6euLi4oqrqxsODo6Gf3ZLS8ss/ym1Wi1qtZqkpEQSE3WP5OQkHj+24PHjCOLiEkhISCApKYmkpCTUajVqtZrkZLXhd91D/1wyyclqkpOTUz10z2k0z5ap1Wo0Gs1zzz37PSYmmnv37hIW9iRFvFZWVvj7t6V//0FSypCPLC0tad++I+3bd0StVnP37h1u3LjOrVs3CA0NITQ0lEePQggLCyM6+inx8fEAxMTEEBMTk+F+HR2dqFu3Hq+91oWXX34l0xInUbxVrVqNCROmMH78ZO7cuc3Jk8e5evUy165d5datG8TGxhIZGUlkZMFut5k2adJ9TukTrGefYWT4WZf+ckWGyVlWx027XPfcxo0bKF26tEled5FIkIKDgwEoVSrloGYeHh4EBaWdUDAkJCTNulZWVri4uKS7fnZER0fz0095N1iYra0t5ctXwMXFlfPnzxIXF0epUqUJCPgES0vj36Atnis/tFApMcWE3W5urgQEfMLgwe/w448b+e233YSEBHP69EnDoJaZsbKyQqFQoNVq/3uAVqt57u+CX+jp5VUKP7/GNG7chFat2uDs7GzukPKc/ltbdr695cV9l+nxLKyoVq0q1apVzXCdpKREnj6NJjr6KdHR0YbENzk5Ga1Wi6OjAy4ubnh6eubZN+vcnJecnP+8lN/XNiv5GU9m16BKlcpUqVLZ8LdWq+Xp06cEBwcRHBxEeHg4T58+JTr6KU+fRvH06VNiYmIMXwJ1X/qe/Z6YmEhSUiLJyZr/vsQ9+6n7wqf7W6PJfWliYXnfBUw6zEKRSJD0jd9StzWytrZONzOPi4tLt12StbU1CQkJRsXg4uLC+PHjU9xIz3+gazRpP+Azek6r1RIbG8uDBw8IDAzk3r17xMXFceXKZcPxGjRowLJly/D2zl0PKFfg7hj9X/a52leafbvWwNf3E2bNmsHNmzc5ffo0169f5+bNm4SGhhIWFsaTJ0/SNI7Pac8jlUplKIJ+/qelpSVWVlZYWFgYHpaWlml+qlQqLC0tUSqVWFhYoFKpDD+z87uFhQVKpRIbGxsqVqxIxYoVcXR0NOWpLFScnLKuSs3L+8549nh4uJo1AlOcl+yc/7xU0K6tOeLJ7jVwc3OgfPm8Ha1c/xmjLwXXL8vu51Nmj+f3n9U62dmPKdbz8PAw2bkrEgmSfsyOxMTEFON3JCQkpNvuxcbGJt0P4YSEhBQje+eEs7MzgwYNJTnZ9HX/SUlJ3L8fyJ07t4mMjMTHpzK1atVGoVAQHp5xVUBBUqJEKV55pROvvJL2OY1GQ1JSUopvSVqtNt0qSv0yffJjZWX1X8KixMnJlqiouDy5BjmhVlNorospFaRrUBzJ+Te/wncNFP89npV46QtHC2HzIwCTDlNRJBIkfXVZaGhoihKV0NBQqldP23jSy8uLPXv2pFiWmJhIRESE0Q20AZKTNXnSOFKhUFGuXAXKlavw3LG0QOEo8swOlcoSW1tLbG1z9g1PqyXFOc+rayCyT66Becn5Nz+5BuZjyprAIjEOUvXq1XFwcODEiROGZVFRUVy6dImGDRumWb9Ro0YEBwenGCdJv239+vXzPmAhhBBCFGhFogTJysqKt956iwULFuDm5kaZMmWYP38+Xl5etG3bluTkZMLCwnB0dMTGxgZfX1/q16/PuHHjCAgIIDY2lmnTpvH666/nqgRJCCGEEEVDkShBAt3Ajz169OCjjz6iT58+qFQqvvnmG6ysrAgKCqJ58+bs3r0b0HURXLZsGWXLlmXAgAGMHTuWli1bEhAQYN4XIYQQQogCoUgMFFlQFI5GeUWXSqWUa2Bmcg3MS86/+ck1MC99px5TkARJCCGEECKVIlPFJoQQQghhKpIgCSGEEEKkIgmSEEIIIUQqkiAJIYQQQqQiCZIQQgghRCqSIAkhhBBCpCIJkhBCCCFEKpIgCSGEEEKkIgmSEEIIIUQqkiAJIYQQQqQiCZIQQgghRCqSIAkhhBBCpCIJkhBCCCFEKpIgCSGEEEKkIgmSEEIIIUQqkiAJIYQQQqQiCZIQQgghRCqSIAkhhBBCpCIJkhBC5AOtVmvuEIQQOSAJkhAiz/Tr149+/fqZOwyTO3HiBK+88gq1atXi7bffZunSpVSrVs3wfOrXvXnzZubNm2eOULN069Ythg4dSoMGDWjcuDGTJ08mKioqy+02bdpEx44dqVOnDq+88gpr1qyRJFAUKRbmDkAIUXRNmzbN3CHkiXnz5qHRaPjqq68oUaIEzs7OtGjRIsP1v/jiC/z8/PIxwuyJiopi4MCBeHh48Omnn/LkyRPmz59PcHAw3377bYbbbdiwgenTpzNkyBCaNWvG+fPnmTdvHnFxcfzvf//Lx1cgRN6RBEkIkWcqV65s7hDyREREBI0aNaJp06aGZV5eXmaMyDgbN24kKiqK7du34+bmBoCnpydDhw7l9OnTNGzYMM02Wq2Wr7/+mldffZUPPvgAgBdffJE7d+6wbt06SZBEkSFVbEIUAf7+/ixatIg5c+bg5+eHn58fH374IeHh4YZ1Jk6cyIABA5g2bRoNGzaka9euqNVqEhISWL58Oe3bt6d27dq0a9eOr776Co1GY9i2X79+TJ06lS+++IIWLVrg6+vLkCFDePz4MT/99BNt27alXr16DBw4kPv376fY7vmqpmrVqrF+/XqmTJmCn58f9erVY/To0Tx+/DjF69mzZw/dunWjdu3aNGvWjJkzZxIbG2t4funSpbRt25b9+/fTqVMnatWqxSuvvMK2bdtS7OfJkydMnjyZpk2bUq9ePd58803OnDljeF5fCtS2bVvDPtauXZvheb5//z7VqlXjwYMHbN++nWrVqnHixIk0VWypr82DBw/Ytm0b1apVM5yfhw8f8t577+Hn54evry8DBgzg0qVLaY61evVqXn31Vfz8/Ni6dWuGMWX0yKyK8/DhwzRo0MCQHAG0aNECe3t7Dh48mOF2q1at4sMPP0yxzNLSksTExAy3EaKwkRIkIYqIDRs2UL58eWbPnk1YWBifffYZt27dYvPmzSiVuu9Cp0+fRqFQsHTpUmJiYlCpVAwZMoRz584xcuRIXnjhBU6cOMHnn39OYGAgn3zyiWH/v/zyCzVq1GDWrFk8fPiQTz75hLfeegsbGxsmTJhAREQEs2bNYsaMGXz11VcZxrlo0SLatm3LwoULCQwMZM6cOVhYWLBw4UIAdu7cyQcffECnTp0YO3YsDx48YNGiRdy4cYPVq1ejUCgAePToETNmzGD48OGUKVOGb775hokTJ1KnTh18fHyIjY2ld+/eJCUl8f777+Pl5cWaNWt455132LJlCz4+PgQEBLB161aGDRtGvXr1OHXqFLNnzyYqKoqRI0emid3Dw4Mff/yRUaNGUaNGDUaMGEHlypU5efJkhq932bJlDB061LC+h4cHYWFh9O7dG1tbWz7++GNsbW1Zs2YNb775piG258/X1KlTcXJyolatWhnGlBEHB4cMn7t58yYdOnRIsUypVFK2bFnu3LmT7jYKhcIQn1arJTIykj///JPt27fz9ttvZ3gsIQobSZCEKCIUCgWrV6/G0dERADc3N0aOHMnBgwdp1aoVAGq1munTp1O+fHkADhw4wNGjR5k/fz6dO3cGoFmzZtjY2LB48WIGDBhgqCZLSkpi2bJlODs7A/Dnn39y+PBh9uzZQ7ly5QC4fPkyP//8c6ZxVq1alTlz5hj+vnDhAr/99hug+8BdsGABLVq0YMGCBYZ1KlSowMCBAzlw4IDhtcTFxTFr1ixefPFFwzqtW7fmwIED+Pj4sG3bNgIDA9m+fTvVq1cHoGHDhrz++uucOnUKpVLJpk2beO+99xg6dCgAzZs3R6FQ8OWXX9K3b19cXV1TxG5lZUXdunWxsrLCzc2NunXrZnldatSokWb9NWvWEBERwcaNGylTpgwALVu2pEOHDixevJglS5YYtm/Xrh09evTIcP/6mIwRFRWFvb19muX29vZER0dnuf3ff/9N3759AahZs2aRbJAvii+pYhOiiGjdurUhOQJd1Y6lpSWnT582LLOxscHb29vw98mTJ1GpVGlKEfTJ0okTJwzLfHx8DMkRgLu7O25ubobkCMDFxYWnT59mGmfqD3MvLy/i4uIAXY+q4OBg/P39UavVhkejRo1wcHDgyJEjGe5L3wZIXxV3+vRpypYta0iOAKytrfn111/p3bs3x48fR6vVpjmWv78/CQkJKariTO3YsWO88MILeHp6Go6rVCpp2bIlR48eTbFu1apVs9zf8/GnfiQnJ2e6rb5E7nlarTbd5amVLVuWtWvXsmDBAqKjo+nevXua6lIhCispQRKiiPDw8Ejxt1KpxMXFJUWX7RIlSqT44IuMjMTV1RULi5RvBe7u7gApkp30qmpsbW1zHGfqbZRKpaF7eEREBADTp09n+vTpabYNDQ3NcF/6asTn91WiRIkM49Afq2PHjuk+HxISksmryJ2IiAju3r1LzZo1031enzAClCxZMtN93b9/nzZt2mT4vJ+fX4btqhwcHNItKYqNjc1Wo3NPT088PT0B8PX1pV27dmzevJnhw4dnua0QBZ0kSEIUEfoPfL3k5GTCw8NTNMBNzdnZmfDwcNRqdYokSZ+IpK5iymtOTk4AjB8/Pt1u8c+XYGXF0dExRYNxvbNnz+Lg4GA41po1a9KtZipdunS2j5VTjo6O+Pn5MX78+HSft7Kyyva+PDw82LJlS4bPp/fa9CpWrMi9e/dSLNNoNNy/f5927dqlu010dDT79u3D19fXUFUL4O3tjbOzM0FBQdmOXYiCTKrYhCgiDh06lKIX0d69e1Gr1YY2Ounx8/MjOTmZ3bt3p1i+Y8cOABo0aJA3wWagUqVKlChRgvv371O7dm3Dw8vLi88++yxFL6+sNGzYkMDAQK5evWpYlpiYyLvvvsumTZto1KgRAOHh4SmOFRERweeff54m4cwNfemWnp+fH7dv36ZixYopjr1jxw42b96MSqXK9r6trKxS7CP1o1KlShlu26xZM06dOkVYWJhh2aFDh4iJiaFZs2bpbqNSqZgyZQqrVq1KsfzChQtERESkqNIUojCTEiQhiojg4GCGDx9O//79CQoKYuHChTRv3pzGjRtnuE3Lli1p3Lgx06ZNIzQ0lBo1anDy5Em+/vprunbtmu/jGKlUKsaNG8fUqVNRqVS0bt2aqKgoVqxYQUhISIZVUunp1q0ba9euZfjw4YwZMwY3NzfWr19PfHw8/fr1w9vbm86dO/Pxxx/z4MEDatWqxe3bt1m0aBFly5alQoUKJntdTk5OXLp0iZMnT1KnTh0GDhzIzz//zMCBAxk8eDCurq7s3r2bTZs2MWnSJJMdNyt9+/Zl3bp1DBo0iFGjRhEREcH8+fNp2bIl9erVM6x37tw53Nzc8Pb2xtbWliFDhrBixQpcXFxo2rQpt2/fZtmyZVSvXp3u3bvnW/xC5CVJkIQoIjp27IiTkxNjx47Fzs6Orl27Mm7cuEy30ffYWrJkCd9//z1hYWGULVuWcePGMWjQoHyKPKWePXtib2/PqlWr+PHHH7Gzs6N+/fosWLAgRYPwrDg4OLBu3To+/fRTZs2ahVqtxtfXl7Vr1xoaqs+ZM4cvv/ySH374geDgYEqUKEGHDh0YO3ZsjkpxsjJ48GBmz57N22+/zerVq2nYsCE//PADn332GQEBASQkJFChQgVmzZqVaY81U3Nzc+P7779n9uzZfPDBB9jb29O+ffs0VX+9evWia9euzJ07F4BRo0ZRsmRJNm7cyJo1a3B2dubVV19l7NixWFtb51v8QuQlhVYmzxGi0PP398fPz8/wASaEECJ3pA2SEEIIIUQqkiAJIYQQQqQiVWxCCCGEEKlICZIQQgghRCqSIAkhhBBCpCIJkhBCCCFEKpIgCSGEEEKkIgmSEEIIIUQqMpK2iWi1WjQa6RBoTkqlQq6Bmck1MC85/+Yn18C8lEoFCoXCJPsqkgnSihUrOHbsGGvXrs1wnfDwcGbOnMnBgwcBaN++PZMmTcLOzs6oYyoUCqKiYlGrNUZtL3LHwkKJq6u9XAMzkmtgXnL+zU+ugfm5udmjUpkmQSpyVWzfffcdS5YsyXK90aNHExgYaFj/yJEjTJ8+PR8iFEIIIURBV2RKkEJCQpgyZQpnzpyhYsWKma579uxZTp48ye7du/Hx8QFgxowZvPPOO7z33nt4enrmR8hCCCGEKKCKTAnSv//+i7OzMzt27MDX1zfTdU+fPo27u7shOQLw8/NDoVBw5syZvA5VCCGEEAVckSlB8vf3x9/fP1vrhoSEUKpUqRTLrKyscHFxISgoyOgYVKoik28WOvpzL9fAfHJyDU6dOsny5Uuwt7fnvfc+xMencl6HV+TJ/4D5yTUwPxO1zwaKUIKUE3FxcVhZWaVZbm1tTUJCgtH7dXKyzU1YwgTkGphfVtfg77//Zvjwd4iPjwfgypVL7N+/Hycnp/wIr8iT/wHzk2tQNBTLBMnGxobExMQ0yxMSEozuxQYQFRVHcnLh6rmg0cKtSF3KXclZi9KE2Xd+UqmUODnZFsprUFRk5xpoNBomTJhIfHwCtVv15NGjUIL/Pci8eQv44IMJ+RxxwZOb/0f5HzA/uQbm5+xsi1JpmhK8YpkgeXl5sWfPnhTLEhMTiYiIyFUD7eRkTaHr2hmnhh47HAE49MZTbAv5HVEYr0FRk9k12LfvTy5d+hd7F3cu+32uW3itMps3/8CwYaOwtS3e37xN8f8o/wPmJ9fAfLQmHIKqWFaUNmrUiODgYO7evWtYduLECQDq169vrrCEKPI2b/4BgG7dehqWlS5VhpiYGPbt25PRZkIIke+KRYKUnJzMo0ePDG0efH19qV+/PuPGjePChQscP36cadOm8frrr0sXfyHyyP37gRw7dgSALl26GZa3f/U1AP74Y7dZ4hJCiPQUiwQpKCiI5s2bs3u37g1YoVCwbNkyypYty4ABAxg7diwtW7YkICDAvIEKUYTt2LENgBdfbEaZMmUNy1u0eAmAU6dOkJSUtm2gEEKYQyFvcZK+uXPnpvi7bNmyXL16NcWyEiVKZGvEbSGEaezd+ycAHTt2TrG8atVquLq6ER4exrlzZ2nUqLE5whNCiBSKRQmSEMK87ty5xc2b17GwsKBly9YpnlMqlTRp0hTQlSIJIURBIAmSECLP6UuP/PyapDveUd26us4RFy6cy8+whBAiQ0Wyik1kn4UC+r2QaPhdiLywd+8fALRp0w5Ie9/5+tYF4OLFC2g0GpONY1LYyP+jEAWHJEjFnKUKxtQzfvRwIbLy8OEDLl36F6VSSevWbYC0913lylWxtbUjOjqaW7duULlyVXOFa1by/yhEwVE8v6YJIfKNvnqtXr0GuLmVSHcdCwsLqld/AYCrV6/kW2xCCJERsyRIbdu25YsvvsjVxLDCNDRaeBit4GG0Ao0JRyAVQm/fPl2C1KZNW8Oy9O47fanR9evX8j3GgkL+H4UoOMySIL344ousXr2aNm3aMGjQIHbt2pWrSWKF8RKSofMOBzrvcCAh2dzRiKLm8eNHnDv3NwD+/s8SpPTuu6pVqwHFO0GS/0chCg6zJEgzZszg8OHDLFiwAEtLSyZMmEDz5s2ZOnUq586dM0dIQog8sG/fHrRaLTVr1sbLq1Sm6z4rQbqa6XpCCJEfzNZI28rKig4dOtChQwceP37M77//zo4dO+jTpw8VKlSgV69e9OjRAwcHB3OFWCxoTTmznxCp6HuvvfzyK1muW7lyFQBCQ0OIiorEyck5T2MTQojMmL2RdkJCAseOHePIkSNcuXIFR0dHqlSpwsqVK3n55Zc5duyYuUMssjQaDZMmfWD4Ozo6xozRiKImIiKc06dPAvDyy+2yXN/R0ZHSpcsAxbuaTQhRMJgtQTp+/DiTJk2iadOmjB8/npiYGGbOnMnhw4dZsmQJ+/fvp1KlSnz00UfmCrHIO3LkEAcO7DP8vXHjWjNGI4qa/fv3kZycTNWq1SlXzjtb21SpIg21hRAFg1kSpFatWjFo0CCOHTtG//79+fPPP1mzZg2dOnXCysoKABsbG5o2bUp0dLQ5QiwWfvnl5xR//7p7p1S5CZP588/fAWjbNuvqNb0KFSoBcPfunbwISQghss0sbZB8fX3p0aMHzZs3R6HIeLjYbt260aNHj3yMrPiIi4tj//59wLPzHxT8kPv3A7P9bV+IjERFRXHihK56XD96dnZ4e5cHIDDwXp7EJYQQ2WWWEqQqVapQtWrVdJOj+/fvM2PGDABKly6Nl5dXfodXLFy+/C/x8fGUdHOlR5VEStzfDZpkTpw4au7QRBFw6NB+1OokKlXyoVIlnzTPqxTQs0oiPaskonrubcDbW5ec37t3J1/iLGgyOi9CiPxnlgRp+fLlhISEpPvc+fPn2bx5cz5HVPycP38OAN9aNZnYKIHuLv9AcqKhUa0QubFnT+a916xUMKFRAhMaJWClera8XDldCdLDhw9Qq9V5HmdBk9F5EULkv3yrYuvduzfnz58HdF3Le/XqleG6tWvXzq+wii39rOl16tQFoEaNWgBcuyZj0IjciY2N4ejRQ0DOqtcAPDw8sba2JiEhgaCgh1LdK4Qwm3xLkGbNmsWvv/6KVqtl+fLldO/ePU31mVKpxMnJiXbtcvamKnLu33//AaB27bqExyvwKK+bB+vOndskJCRgbW1tzvBEIbZ37x4SEhLw9i5vGB07Na0WIhJ0dUgu1lr0te1KpZKyZb25efM6gYF3i12ClNF5EULkv3xLkHx8fBg1ahQACoWCnj174unpmV+HF8+JiooiNFRXxVm2YjXabnUAHHAuWYrIx0HcunWDF16oad4gRaG1a9cOADp06JRhJ4z4ZP677+DQG0+xfe6dyNu7PDdvXufevbs0bdoiz+MtSDI7L0KI/JVv/34PHz7E3d0dS0tLunXrRnJyMg8fPsxw/dKlS+dXaMXO7ds3AV11hqPjs5HKfXyq8PfjIK5evSIJkjDKo0ePOHbsCKBLkIyhLzW6d096sgkhzCffEqQ2bdrw448/UqdOHfz9/TPt3g9w+fLlfIqs+Ll1S5cgpe5dVLFiRf4+cbDY9iASubdjxw40Gg21atUxdNnPKX2CdP++JEhCCPPJtwRp9uzZlCtXzvB7VgmSyDs3b14HoFKlyimWly0r39xF7mzbtg2Ajh2NKz0CKFVKV3ocHBxskpiEEMIY2U6QJk2alKMdz5kzJ8XfXbt2NfzerVu3HO1LmNadO3cAqFSpUorlZcvqElgZpE8Y4+7dO5w9exaVSsUrr3Qwej9eXqUACA4OMlVoQgiRY9lOkE6cOJHi79DQUNRqNaVLl8bd3Z2IiAgCAwOxsrKievXqWe7v1KlTqFQq6tevbxgcMigoiPbt2zNy5MicvxKRbQ8eBALPSoz09H/fv38PrVYrpXwiR3bu1E1d8+KLTXFzK2H0fkqV0iVIUVGRxMREY2/vkMUWQghhetkeKHLfvn2Gx7hx4yhRogSbNm1i3759/Pjjj/z+++/s2LEDT09PXn311Uz39fPPP9O/f3/27NkDQEBAAKdOnaJ8+fKsXLmSr776KnevSmRIo9Hw8OEDAMqUKZviudKlS6NQKIiJiSE8PMwc4YlCKjk5me3btwLQuXPXLNbOnL29A05OzgAEBUkpkhDCPIwaSXvRokW8//771KlTJ8XyypUrM2bMGFatWpXp9qtXr6Zr166MHz+eJ0+ecPToUUaNGsWyZcsYN24cP/30kzFhiWx4/PgRCQkJKJVKvLxKoVLAaxWTeK1iErbWVobqjXv37po5UlGYHD16mODgIFxcXGjTpm2W6z9/36U3pUZxrWbL6rwIIfKPUY20w8PDcXR0TH+HFhbExsZmuv2tW7cMbZoOHjyIVqulTZs2gG4U7c8//9yYsEQ2PHigKz3y9PTC0tISgIAX4w3PlypVmqCgh8Xug0nkztatuumBevTogbW1NWq1JtP1rVQp77vUSpUqxbVrVwgOzngokKIoq/MihMg/RpUg1a1bl2XLlhEeHp5ieWhoKEuXLqVx48aZbu/k5ERMTAwABw4coHTp0lSoUAHQ9aBydXU1JiyRDQ8f3geeNchOzdNTN7q59CAS2fXoUSgHD/4FwJtvvmmSfepLkDIbK00IIfKSUSVIEyZMoF+/fvj7+1OvXj1cXV158uQJZ8+exdnZmS+++CLT7Zs0acKyZcu4fv06f/75J4MHDwbg999/Z/HixTRv3tyYsEQ23L+va6Ctb3+k1epG7wWwUT37YAoJkRIkkT0//7yV5ORk6tatT9WqVQkPj8lym9T3Xer+AKVKlQGKXxVbVudFCJF/jCpBql69Ort27aJ3797ExMRw8eJF4uPjGTx4MDt27KBs2bKZbj9lyhRcXV1Zvnw5TZs2ZdiwYYBuaIDSpUvz/vvvGxOWyIYHD3QlSPoEKT4ZWmxypMUmR+KTpQRJ5ExSUhKbNm0EoGfPjCegTi31fZeavidbcUuQsjovQoj8Y/RAkZ6enkyYMMGobV1dXfnmm2/SLN+wYYNMMZLH9F38U/dg05MSJJETf/75G6GhIZQs6c6rr3Y02X71iXpQkFSxCSHMw+gEKTExkS1btnD06FEePXrE7NmzOXnyJDVr1kzTuy0jkZGRxMXFodE8a9Cpb3MgiVLe0J/frBIkKUESWdFqtaxbtwaAN97og5WVlcn27eGhm8j68eNHMiaXEMIsjEqQwsLCGDBgALdu3aJSpUrcuHGD+Ph4Dhw4wNy5c/nuu++oV69ehtvfuXOHiRMncv78+QzXkbnYTE+j0fDoUSjw7Bt6al5euuVhYU9ITEw06YeeKFrOnfubS5cuYmVlRY8evU2675Il3QFdFV5kZAQuLtJxQwiRv4xKkD799FNiYmLYvXs3ZcqUoVatWgAsXryYt99+myVLlrB69eoMt//kk0+4c+cOo0aNwsvLC6XSqKZQIofCwp6gVqtRKpWUKFEy3XWcnV2wsbEhPj6ekJBgw8ShovBJTk4mODgIe3v7PEkwvv1WN6Brx45dcHNzM+m+rayscHV1JTw8nEePQiVBEkLkO6MSpL/++ovJkydTvnx5kpOftSS0trZm8ODBTJw4MdPtT58+zaxZs3jttdeMObwwUmhoCAAlSpQwjIGUmkKhwNPTi7t37xAcHCQJUiGk0WhYv/57vv32S8NQHHXr1ufdd8fRoEEjkxzjn38ucOjQAVQqFQMHvm2Sfabm7u5hSJCqVKmWJ8cQQoiMGFV0k5CQgIuLS7rPqVQqkpKSMt3ewcEBZ2dnYw4tciE0VFe95u7umel6zxpqSzukwkar1TJjxsd89tlcwsPDDYnwuXN/8847/fnii6VotdpcH2flymUAdOjQifLlK+R6f+lxd/cAnt23QgiRn4xKkGrXrs2GDRvSfW7nzp2GKreMdOnShfXr15vkjVpkn74ESd8AFkCpgDblkmhTLgnlf+1g9e2TJEEqfNat+47t239CpVIxadJUjh07yx9/HOD117uj1Wr58svlzJnzSYqOETl15swpjhw5iEqlYsiQ4UbtI737LjV9gvTo0SNjQy10snNehBD5w6gqtjFjxjBw4EC6dOnCSy+9hEKhYNeuXSxdupTDhw9nORebra0tZ86coW3bttSuXRsbG5sUzysUCmbPnm1MaCIT6SVI1iqY1yLl1Ab6BrKPHxefD6aiIDg4iGXLPgfgww8n06tXX0B3vQMCZlGrVh1mzQpg06YNaDTJTJkSkOPeYWq1mnnzZgLQtWsPvL3LGxVrevddas8SpOJTgpSd8yKEyB9GJUgNGzZk9erVfPbZZ6xatQqtVst3331HjRo1+PLLL2nSpEmm22/btg1HR0c0Gk26PdmkS2/eeJYgeWS6nru7LkEqTt/ci4IVK5aQkJBAgwYNDcnR83r06IWtrS0ffzyRLVt+xNbWlvfem5Cj/7efftrEtWtXcXJyZuTIsSaMPq3imCAJIQoOo8dBatSoET/88APx8fFERkbi4OCAvb19trbdt2+fsYcVuZBeCVJ6SpSQEqTC5t69u+zcuR2AsWPHZ5j0dOzYmaSkJAICprB27XfY2dkzfPi72TrGgwf3WbLkMwBGjHg3z+dMlARJCGFORrVBmjRpEqdPnwbAxsYGT09PQ3J0+fJl2rRpk639aDQarly5wsGDB4mOjiYiIsKYcEQ2pZcgxamh4QZHGm5wJE6tW6YvQZIEqfDYsuVHtFotzZq1pHbtzAdqff317kyYMAWAL79czpo1aUe1Ty0pKZEpU8YTExND3br16dmzT67iTe++S604JkjZOS9CiPxhVIK0bds2Bg4cyI8//pjmucTExGzNwP3zzz/TqlUrXn/9dYYNG8bdu3eZOHEi7777LomJicaEJbKQ3RKkZ22QHktD+kIgMTGRHTu2AvDGG9kbsLFPn368++44ABYtmm+YTy09Wq2WmTMDOHfub+zt7Zk5cx4qlSr3gWdBnyA9fvwoV43KhRDCGEaP0PjSSy8xbdo0pk+fnmIspOzYvXs3EyZMoEmTJixatMjwIdyuXTsOHjzIihUrjA1LZCA2Nobo6Ggg+wlSfHwcMTFZz8wuzOuvv/YSERGBp6cXzZq1zPZ2b789jMGDhwIwe/Z0vv56ZZpEJDExkWnTJvPzz1tRKpXMm7eIsmXLmTT+jJQoUQKFQkFycjLh4WH5ckwhhNAzug3SsGHD6NixI5MnT+bGjRssXbo0w7GRUlu5ciW9e/cmICAgRXLVrVs3njx5wqZNmxg7dqyxoYl06EuP7OzscHBwyHRdW1tbHBwciI6O5vHj0CzXF+a1d+8fgG5MIguLnP1Lv/vuOBISEli/fg3Ll3/O3r1/0Lv3m/j4VOHWrRusXv01d+7cRqVSMW3aTJo3z34CllsWFhaUKFGSx48f8ehRaIajvwshRF7I1RwfHTp0YP369dy7d4/u3btz9erVbL1B3759m7Zt26b7nK+vLyEhIbkJS6RDP9heVqVHevpSJOnJVrAlJCRw6NABANq0aZfj7RUKBR98MJGAgFnY29tz5colAgKm0K/fG0ybNpk7d25TokRJPv98BZ07dzV1+FnSt4eTwSKFEPkt15Og1axZky1btlCyZEl69+7NkSNHstymRIkS3Lx5M93nbt68SYkSJXIblkglu+2P9GQspMLh+PEjxMXF4unpRc2amQ/QmhGFQsHrr3dn1649DBs2kjp16uLlVYratX0ZMWI027btpkWLl0wcefYUx4baQoiCwegqtue5u7uzdu1aPv74YxYuXJjluCodOnRgyZIleHh48NJLujdehULBxYsXWbFihczRlgckQSqa9u//CwB//5dzPX6Yq6srw4e/m+1u//nhWUmmJEhCiPxlVII0atQoPD1TftBaWVkxb948qlevnuU4R2PHjuXatWuMHTsWpVJXiNWvXz9iY2Np2LAhY8aMMSYskYmMBolUKqBZabXhd72SJXXtPaSKreDSarUcP64rsc1J4+yCIKP7LrXilqhn97wIIfKe0QlSRgYNGsSgQYMy3d7KyopVq1Zx5MgRjh8/TkREBI6Ojvj5+RmmLhGmlVEbJGsVLG4Vl2b9kiV1idSTJ4/zPjhhlPv3AwkKeoiFhSX16zcwdzg5ktF9l9rzXf2Lg+yeFyFE3st2gtS/f3+mTZuGj48P/fv3z3RdhULBmjVrMnx++/btvPTSSzRr1oxmzZqleO7Ro0ds376dIUOGZDc0kQ05rWKTwSILvhMnjgK6jg12dtkbxb6wkc4CQghzyXYj7ecHDNRqtZk+shrUbdKkSQQGBqb73OXLl1myZEl2wxLZpE+Q3N2lF1tRcfz4MQAaN25q5kjyTnGrYhNCFBzZLkFau3Ztur9n17Bhw7hx4wagS7BGjhyJlZVVmvWePHmCt7d3jvcvMpacnGyoKktdghSnhrY/6cY5+rN7NLb/3RHywVSwabVazp37G4CGDf3MHE3OZXTfpaYvyXzy5DEajcbQZrGoyu55EULkvXz79xs2bBibN28GdFOV1KhRAzc3txTrKJVKnJyc6NatW36FVSw8efKY5ORklEplukMoxCenbfOl/2CKiookISEBa2vrPI9TZN/Dhw94/PgRFhYW1KhhXPd+c0vvvktNf7+q1WoiIiLSvGcURdk5L0KIvJftBKl69erZbjytUCi4dOlSimX169enfv36hr9HjBhBuXL5M2VBcadvoF2iRMlsj7Ts6OiElZUViYmJPH78iDJlyuZliCKHzp8/C0D16jWwsbExczR5x9LSChcXFyIiInjy5FGxSJCEEAVDthOkkSNHmqx32Zw5c0yyn+dpNBqWLVvG5s2biYqKokGDBkybNo3y5cunu/62bduYOHFimuV//PFHhtsUVjltoA26JLdkSXdDSYUkSAWLPkGqU6eueQPJByVLuhMREcGjR4+oUqWaucMRQhQT2U6Q3n3XdIPHhYWFMWvWLPbv309cXFyaGePTK4HKyooVK/jhhx+YM2cOnp6ezJ8/nyFDhrBr16502zpdvXoVPz8/Fi5cmGJ5UfyGakyCBBgSJOnqX/BcuHAOAF/feuYNJB+ULOnOjRvXpT2cECJfGd0GKT4+nqtXr5KUlGRIcDQaDXFxcZw+fZoPPvggw20DAgI4cOAAHTt2xMvLK9cNLxMTE/n222/58MMPDSNzL1q0iBYtWvDnn3/SsWPHNNtcu3aN6tWrG9raFGX6BCn14J5ZkZ5sBVNcXCzXrl0FwNe3rnmDyQfSYUAIYQ5GJUjHjx9nzJgxREVFpfu8vb19pgnSoUOHmDx5Mr169TLm8GlcuXKFmJgYmjRpYljm5OREjRo1OHXqVLoJ0tWrV3nllVdMcvyCztgSJH3yKNM8FCwXL/5DcnIyHh6eeHmVMnc4ee7ZfGySIAkh8o9RCdLnn3+Oi4sLM2fOZMeOHSiVSrp168bBgwfZuHEjX3/9dabbW1lZmbSBdnBwMAClSqX8sPDw8CAoKCjN+mFhYTx+/JhTp06xdu1aIiIi8PX15YMPPqBixYpGx6FSFcwuyI8e6RIkLy8vLCxSxmgJNPBM1v1uoeT5Ntz6hOrJk8dptito9Oe+oF4DU7pyRVf97Otbt0Bdl5xcg8zuu9T00+OEhRX8+zC3cnJeUitO/wMFlVwD8zPlRBxGJUhXr17lk08+oW3btkRHR7NhwwZeeuklXnrpJZKSkvjiiy/46quvMty+bdu27Nq1i6ZNTTPAXVycbmj+1G2NrK2tiYyMTLP+tWvXAFCpVMybN4/Y2FhWrFhB37592blzp2EespxycrI1aru8pq+a8PEpj6tr2hGXt/bW/5byuYoVdUlsZGRYutsVRAX1GpjS7dvXAahXz7dAXpfsXoOM7rvUKlTQdRAID39SIF+vqWX3vGSkOPwPFHRyDYoGoxIkjUaDl5cXABUrVjQMAAnwyiuvMGHChEy3r1GjBp9//jmBgYH4+vqm6aasUCgYOXJktuPRb5+YmJhiXwkJCdjapr1RmzRpwsmTJ3F2djYsW758Oa1bt2br1q0MHTo028d+XlRUHMnJmY8ibg5BQboSNjs7Z8LDY7K9nZ2dEwAPHjzM0XbmoFIpcXKyLbDXwJQuXPgHAG9vnwJ1XfLqGujvw6Cg4AL1egua4vQ/UFDJNTA/Z2dbkw0oa1SC5O3tzdWrV2nYsCHly5cnLi6Omzdv4uPjg1qtJiYm8zexGTNmAHDq1ClOnTqV5vmcJkj6qrXQ0NAUo3CHhoZSvXr1dLd5PjkCsLOzo2zZsoSEhGT7uKklJ2tQqwvWP0V0dDSxsbrrUaKEe47ic3PTtUEKDQ0tcK8rIwXxGphSQkICt2/fAqBKlWoF8rWa+hq4uupKdB8/flwgX29BU9T/BwoDuQbmk6pTfK4YlSB16tSJBQsWoNFo6NevH7Vq1WLmzJn069ePlStXUrly5Uy3v3LlilHBZqR69eo4ODhw4sQJQ4IUFRXFpUuXeOutt9Ksv2HDBhYvXsyBAwcMJU7R0dHcuXOHHj16mDQ2c9M30HZwcEh3QtM4NXT6Wbd8Z5eYFFMb6HsPhYeHkZSUhKWlZd4HLDJ18+Z1kpOTcXFxyXGj+4Iks/suNX2Vd1xcLDEx0djbO+RHiGaRk/MihMhbRpVDvfPOO/Tu3ZsLFy4AMG3aNC5fvsyIESO4desW48ePN2mQWbGysuKtt95iwYIF7N27lytXrjBu3Di8vLxo27YtycnJPHr0iPj4eABat26NVqtl/PjxXL9+nX/++Yd3330XNzc3unbtmq+x57VnPdi8MlwnIkFJRELaW8HFxQULC11SJGMhFQxXr+q+XFStmv2R7QuqjO671Ozs7LGzswOKR1f/7J4XIUTeMur7iVKpTNHOqHbt2uzZs4dbt25RqVIlHBzSfsPr378/06ZNw8fHh/79+2e6f4VCwZo1a3IU0+jRo1Gr1Xz00UfEx8fTqFEjvvnmG6ysrLh//z5t2rRhzpw5dOvWjVKlSrFmzRoWLFhAnz590Gq1NGvWjO+//77ITdsQEqJrf6TvCZQTSqWSkiVLEhwcxKNHj4pFl/KC7to1XYJUrVr6VcdFVcmS7ty7d5dHjx5RvrzxPU2FECK7TFaA6+DgQJ06dTJ8/vnRslOPnJ3ZutmlUqn48MMP+fDDD9M8V7ZsWa5evZpi2QsvvMA333yT4+MUNvp52Dw9My5Byoy7u8d/CZKMhVQQ6EuQqlV7wcyR5C93d12CVBxKkIQQBYNRCdLDhw+ZMWMGf//9N0+fPk3zfHpThaxduzbd30XeCg3VlyAZ115FP0iffDCZn0aj4erVy0BxLEGSwSKFEPnLqARpypQpnDt3ju7du+Pi4mLikIQpGTvNiN6z6UakBMncHj58QExMDJaWllSoUMnc4eQrmW5ECJHfjEqQzp07x8cff0y3bt1MHY8wMf2wBbktQZIEyfz07Y98fKoUux6F+gRJOgsIIfKLUQmSu7t7mnGERMGUVS82BVDDLdnwe2rP5mOTb+7mduVK0aley+q+S6243Ic5PS9CiLxjVII0bNgwli9fTvXq1SlTpoypYxImkpSUSFjYEyDjEiQbC/i+fWyG+5ASpIJDX4JUtWrhT5Cyuu9SKy5VbDk9L0KIvGNUgtSqVStWrVrFyy+/jJubW7pThezZs8ckAQrj6XuwWVpa4urqatQ+issHU2HwrAdb4U+Qcko/WOTjx5KoCyHyh1EJ0qRJkwgMDKRZs2aGou+sbN++PUfHeP3113MemEhBnyB5eHgaPaigvgQpLOyJjKZtRlFRkQQFPQSKRglSTukT9cjISBITE9NMTC2EEKZmVIJ08uRJpk6dyhtvvJHtbSZOnJjtdRUKhSRIJpCdLv7xauj5i25qg80dY7BJdUfoRtO2QK1WExb2xOjxlETu6EuPSpUqjZOTk5mjyb2s7rvUnJ1dsLS0JCkpicePH1G6dNGs2s/peRFC5B2j/v2cnJwoXbp0jrbZu3evMYcSuZCdLv5aIChGafg9Nd1o2u4EBwcRGhoqCZKZXLumG+i0qAwQmdV9l5pCoaBkSXeCgh4W6QQpp+dFCJF3jEqQ+vbty1dffUXdunXTnVYkPTlpzG3MSNoirWfTjORuUlN9giQNtc2nuA4Q+bznEyQhhMhrRo+kfenSJZo3b57u3GvZmUvtl19+4eTJkyQlJRkSIq1WS2xsLOfOnePgwYPGhCae86wNUu5KfWQ0bfMrrlOMPO9ZhwEZC0kIkfeMSpBu377NCy88e6NOXeKTVQnQsmXLWLZsGY6OjqjVaiwtLbGwsCAsLAylUknPnj2NCUukYqoSJH2CpN+fyF9JSYncunUDkBIkkERdCJE/jEqQAgIC8PHxMfqg27Zto3PnzsybN48lS5bw8OFD5s2bx8WLFxk6dChVqlQxet/imdxOM6JXqlQpQBIkc7l9+zZJSUk4ODgU2bY32VGUB4vUaDTs2LGNDZt/go47AZj68USGvT2YypWrmjk6IYonpTEbvf322znutv+8kJAQunTpgkKhoGbNmpw9exaAWrVq8b///Y/NmzcbvW+ho9FoDG2GcluC5OWlS5D03cxF/nq+/ZGxwzUUBc9KkIpWW7jExETef380AQFTuHbtsmH5n3t+p0+f7mzdKu+HQpiDUQmSWq02euBBADs7O8MbfYUKFbh//z7x8fEAvPDCC9y/f9/ofQud8PAw1Gq1ofdPRhRAJedkKjknZzi1gZeXrsdicHCQ6QMVWSpKI2jrZee+S+3ZYJFFpwRJq9UyefKH/PXXHqysrBgxYgzl7BIobR1Ds2YtSEpKYsaMj/nhh3XmDlWIYseoKrYxY8Ywc+ZMHj9+TJUqVQxvXM/LbBiA2rVrs23bNpo2bYq3tzcqlYqjR4/i7+/PzZs3ZRA4E3j4UFfa4+7ukengjjYWsKlj5lMbPKtiCyE5ORmVSmW6QEWWimID7ezcd6kVxTZImzf/wJ49v2Npacny5V/RqFEThpIIgLbbYpYsWcjq1V/z6aez8fauQNOmzc0csRDFh9FtkJKTk5kyZUqGRf6XL19OdznA//73PwYNGsTTp09ZuXIlnTt3ZuLEiTRu3JjDhw/z8ssvGxOWeI6+OqxUqZyNV5WekiXdUalUqNVJPHnyONdVdiL7tFqtdPH/jz5BevLkSZFI1IODg1i4cB4AY8Z8QKNGTVI8r1AoGD36PSIiIti2bTOTJr3PTz/tyrREWAhhOkYlSDNnzszVQRs1asSWLVu4elU3+N3UqVNRKpX8/ffftG/fPkejbov0PXz4AMAkjXotLCzw8PAkKOghwcFBkiDlo9DQECIjI1GpVFSqVNnc4ZiVm1sJlEolGo2GsLAnht6VhdXy5YuJj4+nfv2G9O3bL911FAoFkyZ9zOXL/3LlyiXmzp3JggWL8zlSIYonoxKkrl275vrA1atXp3p13Tdia2trPvnkk1zvUzwTFJS9BCleDf1/twPg+1diM5zawMurFEFBDwkKCqJOnbqmDFVk4sqVSwBUrFgJa2trM0djOtm9755nYWGBu7sHISHBBAcHFeoE6caNa+za9TMA48aNR6nUNQdN77xYWVkREDCLN9/swZ49v3Po0AFatHjJbLELUVwYPdNPWFgYq1ev5sSJE0RFReHq6krDhg0ZOHAgJUqUyHL7p0+fcvz4cWJjY9MdN0nmYssdfQlSVlVsWuBWpMrwe0b0PdmCg6UnW366fFmXIFWvXsPMkZhWdu+71EqVKk1ISDAPHz6kdm3fPIktP3z//Wq0Wi1t2rSldu06huUZnZfq1V/gzTf78/33q/n88wU0bdq80FcxClHQGZUgBQcH06tXL8LCwqhbty41atTg0aNHrF69mu3bt7Nly5ZMx945cOAAY8eOJS4uLt3nZbLa3NM30jbVuDn6htrSky1/6UuQXnihppkjKRhKlSrNuXN/F+ohJx49CmX37l0ADBjwdra3e+ed/7F9+1Zu3rzOzp3bef317nkVohACIxOk+fPnY2Fhwe7duylXrpxheWBgIIMHD2bRokXMnTs3w+0XLlxIpUqVmDRpEp6enobiZWEaWq3WUMWWkznwMqPv6q8vmRL548oVXQPtF14oWiVIxtKXiOrv78Jo69bNqNVJ+PrWy1F1tZOTM0OG/I/PPpvHF18spUOHTtLjNwtJSYncvHmDkJBgrK1tqFKlKiVKpO11LUR6jEqQDh8+zOTJk1MkRwDlypVj5MiRfPrpp5luf+vWLVasWEHDhg2NObzIQmRkBLGxui7U+sQmt8qW1V3rwMBAk+xPZC0sLMxQYleUxkDKDf3wIYW1BEk/YjbAG2/0yfH2b7zRl++/X01ISDC//LKDrl17mDrEIiEiIpyvv17Jzp3biYqKTPFczZq16du3P6++2lG+nItMGXV3JCcnZzhQpJubG9HR0ZluX7p06SzXEcbTf3iULOlusoa93t7lAbh//x4ajcYk+xSZ01eveXuXTzMhdHFVqpSuRLSwJkh//32aBw/uY29vj79/zoczsba2pn//QQCsXv01ycnJpg6x0Dty5BBdurRn/fo1REVF4uTkTI0atahYsRIKhYJ///2HKVM+ZNCgN3nwQAYlFhkzKkGqVq0aP//8c7rPbd++napVM587aNiwYSxfvlxGzM4jz7r4m6b0CHSNtC0sLEhMTDTM8Sbyln78I2l/9MyzKrbCmSDpS4/atXsVW1s7o/bRvfsbODs7c+/eXfbs+cOU4RV627f/xLvvDiMyMpIqVaqybNlX/PXXUTZs2MK2bbvZu/cwI0eOwc7OjvPnz9K3b3fOnv3b3GGLAsqoKrYRI0bw9ttvExERQadOnShZsiSPHz9m586dHD16lCVLlmS6/c6dOwkJCaFt27a4ublhY2OT4nmFQsGePXuMCU3wrIG2/tt2ZhRAKXuN4feMWFhYULp0Ge7du0tg4F1DrzaRd571YCs6I2jrZfe+S03fWSA6OpqoqCicnJxMH1weiYuL5c8/fwegc+f0h0rJznmxs7OnT59+rFy5jG+//Yp27doXmDn6wsKecOLEMe7fD8TKyorKlatSv35DbG1t8/zYf/zxG9Onf4RWq6VLl25MmRKQpo2Wm1sJhgwZzmuvdeHDD8dy8eIFRox4h+XLv6J+fWnyIVIyKkFq1qwZ8+bNY/78+Rw5csSwvGTJksyePZu2bdtmur2XlxdeXl7GHFpkQ04GibSxgJ1dYrK133LlynPv3l3u3buXZtRfYXpFtYs/5Oy+e56trR2urq6Eh4cTFPSwUCVIR44cIi4ultKly1C3bv1018nueenT5y3WrPmWq1cvc+LEMZo0aWrqcHMkLCyMxYsX8MsvO1Grk1I85+joRJ8+bzFo0JA8S5Ru3LjO1KmT0Gq19OjRiylTAjJNGkuVKs3XX69h7NiRnDhxlFGjhvL99z9SuXKVPIlPFE5Gj4PUpUsXXnrpJa5fv46FhQXOzs5YWVmhVCp5+PBhptU7c+bMMfawIhv0PXxMMc3I87y9vTlyBAID75l0vyKt6OhoAgPvAkUzQcqNUqXKEB4ezoMH9wvV9Ct79uhKj15++ZVcl/g4O7vw+uvd2bhxLWvWfGPWBOmffy4wZsxwwsKeALr7tVq16iQkxHPu3FmCg4P46qsV/PrrLubPX2zyEtHY2Bg+/HAM8fFxNGnSlEmTpmbr/Nra2rJ48QpGjhzCmTOnGDt2BOvWbcLFxfiJ2EXRYlSCdOfOHSZOnMj58+czXCezudj0VUDpUSqV2NnZFapvhgXNvXu6BEbf88xUypXzBjB8cIu8c/nyv4Cu7VdGHSKKK2/v8ly6dJG7d++YO5RsS0hI4ODB/QC0bfuKSfb51lsD+PHH9Rw7doRr165So0b+V8WePXuG4cPfIT4+jsqVq/DxxzPw9a1neF6j0bB37x8sWDCXwMB7DBzYlwULFtO8eUuTxbB06efcvn0LDw9PZs9ekKMBNG1sbFiwYAlvvtmD+/cDmTp1EosXf1FgqiyFeRmVIH3yySfcuXOHUaNG4eXlleOukv7+/lnegM7OzvTv358RI0YYE2KxlZyczP37ugSpfPkKWa4fr4ahe3SNRb96OfMpH8qV0/Vku3dPEqS8duHCOYAiO61LTu671PT39d27t/Mgsrxx7NgRYmNj8fT0ombN2hmul5PzUqZMWdq2bc/vv+/m+++/Ze7c+aYOO1N3795h7NgRxMfH8eKLzfjssyXY2dmnWEepVNK2bXsaN36R8ePHcfz4Ud57bxSff76Cpk2b5zqGixf/4Ycf1gEwffps3NzccrwPV1dXFi1azltv9eTgwf389NMmevTolevYROFnVIJ0+vRpZs2axWuvvWbUQefOncvUqVPx8/Pjtddeo2TJkjx58oTff/+d/fv3M2LECGJiYvjiiy9wcXGhb9++Rh2nOAoODiIxMRFLS8tsNaTWApfCsjflQ4UKFQHdG6NarcbCwugaWpGF8+fPAqT4Nl6U5OS+S01/H965U3gSJH31Wps27TL9QpnT89K//yB+/303v/32C2PHvo+rq48Jos1aUlIiEya8R2RkJLVr+7Jw4bJM2xc5OTmzdOmXTJjwHvv2/cl7741i1aq11KqVcbKYFbVazSefTEWr1dKhQydefLGZ0fuqVq067747joULP2XBgrn4+TUxDG0iii+juvk7ODjg7Oxs9EF/+eUXOnbsyKpVq3j99ddp3rw5Xbp0YcWKFfTs2ZOLFy8yYcIERowYwcaNG40+TnGkL90pV87b5HM1lSlTFhsbWxITE6UdUh7SarWGBKmoliDlxrNEvXAkSElJiezfvw+Al19uZ9J916xZmwYNGqFWq1m3bo1J952Zr79eyZUrl3B2duazz5Zkq/G1paUl8+Z9RrNmLYmPj2fcuJE8ehRqdAwbNnzP1auXcXZ25oMPJhq9H7233hpIo0aNiY+PY/r0KenOESqKF6MSpC5durB+/Xqjb6CTJ09mWPrUrl07jh8/DkCDBg1k5OYc0rfL8PauYPJ9K5VKfHwqA3D9+jWT71/o3L17m8jISKytralevfA0Qs4v+iq28PBwIiMjzBpLdpw8eYLo6KeULOmeJyWC+vncNm/+gaioKJPvP7UbN67zzTdfAjBlynQ8PDKedzM1S0sr5s1bSKVKlXn0KJRx40aRkJCQ4xgePLjPihVLARg3bjxubllPkJ4VpVJJQMAsbGxsOXPmNDt3bs/1PkXhZlSCZGtry5kzZ2jbti3jxo1j0qRJKR6TJ0/OdHsXFxeuXLmS7nNXrlwxjBocGxubL+NnFCX6EqS8Kh6uUkU3COiNG5Ig5ZXz588ButIBS0uZays1Ozt7w4dyYWiorR/MsXXrl01eqgvQvHlLKlXyISYmhg0bNph8/6ktX76Y5ORkWrd+mXbt2ud4ewcHBxYvXoGTkzMXL15g9uzpOfqyrdVqmT17BvHxcTRo0JAuXbrlOIaMlClTlmHDRgKwaNGnRESEm2zfovAxKkHatm0bjo6OaDQazp8/z4kTJ9I8MtOpUyeWLFnCmjVrCAkJISkpiZCQENauXcuyZcvo1KkTkZGRrFmzBl9fX6NeWHGV9wlSNUBKkPJSUW9/ZAqFpR2SWq1m/37doLemrl7TUyqV9O8/GICvv/6apKTEPDkOwD//nOevv/agVCp5991xRu+nXDlvPv10EUqlkp9/3srmzT9ke9vffvuFI0cOYmlpyUcfzTB5j7O33hpA5cpVCA8PZ/Hiz0y6b1G4GNXKdt++fbk66NixY3ny5Alz585l7ty5huVKpZLu3bszbtw4fv/9dy5dusSaNflXr14U6L9RZ6cHmzGkBCnvnTunm/pA2h9lrHz5ipw8eZxbt26aO5RMnT17hvDwcJydnWnQoFGeHadDh04sXbqI4OBgfv11Nx06dM6T4yxb9jkAr73WhUqVctcgvEmTpowe/T6ffz6fTz+dRZUqValXr0Gm20REhPPpp7MBGDJkOBUrVspVDOmxtLRkypTpDBrUl23bttC5c9cs4xJFk1mmMrawsGDOnDn8/vvvzJgxg3HjxjF37lx+++03ZsyYgZWVFS1btuTQoUPSBiMH4uPjefBA12ZL/w07O1ysNbhYZ28C2sqVdQnS/fuBxMbmfCRkkbmQkBBu3bqJUqmkQYOiPfVBTu671KpV05Vk6uerK6j27tVVr7Vq1SbbvT6NOS9WVla8+WY/AL777ps8aWB84sQxTpw4hoWFJf/73yiT7HPAgMG0a/cqarWaDz4YQ0hIxvM8arVaZs4MIDw8DB+fKgwa9I5JYkhPvXr16dq1JwCzZgWQlJSUxRaiKDJLgqTn7e1Nz549GTp0KF26dKFcuWcDG+pH5hbZd/v2TTQaDS4uLpQs6Z6tbWwtYE/3GPZ0j8E2G+/fbm5ueHp6odVquXTp31xGLFI7ceIoADVq1MLJyfieogVdTu+71KpV040ufuXK5QLb20ij0bBvn656rU2bzKdf0svNeenVqw92dnZcu3aV48eP5jTcTGm1WpYuXQRAz569sjWNUXYoFAqmT59F5cpVePLkMWPHDs+wofmGDWvZs+d3LCwsCAiYleft88aMeQ9XV1du3LjO+vXf5+mxRMGUbwlSmzZtDA2z/f39adOmTYaPl19+Ob/CKlL07YIqV66apyPB6tvG6KuChOmcOHEMgMaNXzRzJAVblSpVUalUhIeHERpqfFfxvHTx4gVCQ0Owt7enceO8nwrE2dmFPn36ALBmzTcm3fdff+3l4sUL2NjY8s47/zPpvm1t7Vi4cBmurq5cvnyJ4cPfTlOStHPndhYs0E1RNWbMB9SuXcekMaTHxcWVsWM/BGDlymWGOS5F8ZFvI/35+flhb29v+F2Gcjc9fbsgfTuhvOLrW48//vjV0JhYmIZWqzUkSOaefLSgs7GxoUKFSty8eZ3Ll//F0zP7Xc3zy969fwLQosVLWFtb58sxhwwZwurVqzl+/ChXr14xyVx1ycnJhrZHb77ZnxIlSuZ6n6l5e5dn5crVDB06gH///YfevV+nf/+3qVChIn/9tYcdO7YB8MYbfXnrrQEmP35GOnfuys8/b+Xvv0/z6aez+fzz5fl2bGF++ZYgPT9B7fMNs4XpXLt2FXjW0yw74tUwer9uKIUlreKyNeWDvgTpwoVzaDSaHE81I9J38eI/PH78CDs7uyLfg82Y+y61OnV8uXnzOufPn6VVK38TR5g7Wq3W0P6oTZvs917L7XkpV64c7dq157ffdrN69dfMnZv7Xli//rqLW7du4OTkbBhzKS9Uq1adtWs38cEHo7l27SqLFy9I8Xz//oMZO/aDfP1yrVAomDx5Gr17d2X//r3s37+vwN1rIu+Y7ZMtOjraUIyamJjIqlWrmDlzJqdOnTJXSIXejRvXgZyVIGmBv0Mt+DvUIttTPlSrVh0bGxsiIyMLxTg0hcW+ffoSh1ZFvv2dMfddanXr1gfg779PmywuUzl//iz37wdia2uXo4lZTXFe3n57KKDrDv/vv/8YuRedpKREvvhCNyDjoEHv5Pkk4t7e5Vm/fjMffzyDZs1aUKNGLV57rQtr1mzkvffGm+XLWOXKVejXbxAA8+bNJC4uNt9jEOZhlgTpwoUL+Pv7s3btWgBmzpzJggUL2LFjBwMGDGDv3r3mCKtQCw8P5/HjRwCG0a7ziqWlJbVq6doA6BsVi9zRarWGAQX9/bPXoLe4q19f18vv338vEh8fb+ZoUvrllx2ArnG2ra1dvh77hRdq0LGjrpv/woWf5qoR+9atW3jw4D4lS7rTu/dbpgoxU5aWVnTv/gbLl3/Nhg1bmDlzntlLVIcOHU6pUqUJCnrIsmWLzRqLyD9mSZAWLVpEpUqV6NWrF/Hx8ezcuZO+ffty8uRJevTowcqVK80RVqF28eIFQDf+UeoZtfNC8+YvAXDo0IE8P1ZxcPXqFQID72JlZUWLFtkvcSjOypYth4eHJ2p1EmfOFJyS56SkRH7//VcAQ6KS3959dxzW1tacOXPKMA9cTsXERPPVVysA3ZhDxXlWA1tbO6ZMCQBg/fo1nDx53LwBiXxhlgTp/PnzDB8+nHLlynHs2DHi4+Pp0qULAB06dOD69evmCKtQu3DhHJB/gwu2bNkKgJMnj8t4SCawffsWAFq2bJ0vCW5RoFAoDNVXhw7tN2coKRw6dJCoqEjc3T3w82tilhi8vErx1lsDAZg/fzYxMdE53sd3333DkyePKVeuPN269TBxhIVP8+Yt6dGjFwBTp07Kl3nvhHmZJUFSKpWGNhYHDhzAycmJOnV0VTbR0dHY2NiYI6xCTZ8g+frWzZfjVaxYiXLlvElKSuL48WP5csyiKi4ujl27dFUy3bu/YeZoCpeWLVsDcODAX2g0xg06aWo//fQjoBvdOi/mXsuut98eSunSZXj48AGLFy/M0bYhIcGsXbsagHHjPpA5Af/z3nvjKVfOm+DgIKZNm1xg7jmRN8ySINWqVYstW7Zw9uxZfv31V1q1aoVCoeDJkyd8/fXX1KpVyxxhFVrJycn88895AOrUyZ+6eoVCYfhw+vXXXflyzKLqt99+ITr6KWXKlJXxj3KoceMXsbe3JyjoIWfPnjF3ONy9e5sjRw6hUCgMpQ3mYmdnT0DALAA2bdrAkSOHsrWdVqtlzpxPiI+Pp169BrRuLePS6dnZ2TN79gIsLS356689fPPNV+YOSeQhsyRI48eP59ixY/Tp0weVSsXw4cMBeO2117hz5w5jx441R1iF1s2bN4iNjcXe3t6oBto2Ki02qpw35OzcuSugG0QuLCwsx9sLSEpK4ptvvgTgjTf6FKshE4y9755na2tLu3YdANi2bYspwsqVH37YAOiqY8qV8zZqH6Y4L3p+fk14442+AEyc+H62ep3+9tsv7N+/FwsLSyZPnipj1qVSu3YdJk+eBsCKFYsNo6WLoscs78Y1atTgjz/+4Mcff2TPnj1UqFABgICAAHbt2iUlSDn099+6Bqq1atXJcZG+rQUc7hXN4V7ROZ7aoFq16tSsWRu1OskwkJvImV27fub+/UDc3Erwxht9zB1OvsnNfZeavn3Mb7/tJjg4yATRGefRo1C2bt0EQJ8+/YzahynPi94HH0ykTp26PH0axbvvDiM0NOP5zm7cuMaMGVMBXRVdTsZUK066du1Bz5590Gq1TJgwjqNHD5s7JJEHzPZ11cHBAV9fX+zsnnWBfeWVV3B3z94cYuIZ/T9nkybN8v3Y+jYzGzZ8X+C6Whd0YWFhLFmiG8hv0KB38r07eFFRu7YvDRv6oVYnsXLlMrPF8e23X5GQkECdOnV58cX8/1/MiJWVFQsXLqVUqdLcu3eXt9/ux/XrV9Osd+vWTUaMGEJcXCx+fk0YMmS4GaItPCZMmMLLL7cjKSmJ994bJUlSEVR8yvOLqMTERE6ePAFA06bN8/34r73WhVKlShMaGsIPP6zP9+MXVrp2HjMIDw+nSpWq9O79prlDKtRGjRoLwPbtPxmma8lP165dZfPmHwAYOXJMgauWKlnSnVWrvqd06TIEBt7jrbfeYOHCT7l06SJ3795m7drV9O/fi9DQECpV8mHevEVYWOTbRAuFkoWFBXPmLKBFi5eIj4/n3XeHsWnTDwV28mSRc5IgFXLHjh0mPj4Od3cPqlbNeXF4QjKM2W/LmP22JCTn/PhWVlYMH/4uAKtWfcGDB/dzvpNiaNWqL/nzz99QqVRMm5b3M5MXNLm971KrW7e+oTRz4sT3DNPu5IekpCSmT/8ItVpN69Yv56qhvanPy/PKlCnLunWbadasJQkJCXz//bf07duDLl1e5bPP5hEdHY2vbz2++WYdrq6upj14EWVpacVnny2lY8fOJCcnM2PGVIYOHSptMosISZAKOX0PsldeedWob60aLRx5aMGRhxZojPzi07FjZ+rUqUt0dDSTJ39IYmKicTsqBrRaLV9/vZLlyz8HYOLEj6lVq7Z5gzIDU9x3qX344WRq1KhFeHg4b7/djz/++C3Pv81rtVpmz57Ov//+g4ODI5MmfZyr/eXFeXmem5sby5Z9ydKlX9K8+Us4OTljY2NDrVp1+Oij6Xz7rSRHOWVlZcXMmfMYPfo9LCws2L17N126vMratd+RkJBg7vBELii0RaQ8UKPRsGzZMjZv3kxUVBQNGjRg2rRplC9fPt31w8PDmTlzJgcPHgSgffv2TJo0KUWbqJwKD49Brc6/cTHCw8N59dXWxMfHs27dZqM+aOPU0GKTIwCH3nhqdMPQBw/u88YbXYiJicHfvy3z5n2Wr6UiFhZKXF3t8/0a5ERY2BNmzPjYMLLx0KEjGDFitJmjMp2cXANT3XepRUVFMXr0/zh37m9A13GhV6++NGvWEjc3N9Mc5D9JSYnMmfMJW7duRqlU8vnnKwwDqBorN+elMPwPFHXXrl1m6tRJXLlyBdBVbXbu3JXOnV+nQoVKZo6ueHBzs0elMk3ZT5FJkJYtW8aGDRuYM2cOnp6ezJ8/n8DAQHbt2pXuxJ/9+vUjISGBadOmERUVxZQpU2jUqBHz5s0zOob8fmP68svlfPHFUmrUqMn69VuMKkEy5QfVsWNHGD36fyQlJVGnTl3mzFlAmTJljd9hDhTkD4ewsDA2bdrAunXfER0djaWlJe+/P7HItTsqCAkS6Ce/Xsl3360ylGYqFAqqVKlK1arV8fGpQunSpXF398DDw5MSJUpgY2Ob7f+fp0+fsn//XlatWsndu3dQKpVMnjzNJOMeSYJUuFlYKHF0tOa779bxxRfLUvSqLFu2HC++2JxatWpTrVp1KlWqXOQnpTYHSZBSSUxMpEmTJnz44Yf06aPrKh0VFUWLFi2YPXs2HTt2TLH+2bNn6d27N7t378bHxweAw4cP884773DgwAE8PT2NiiM/35hCQ0Po2rUDMTExzJ37Ge3bd8x6o3SY+oPqyJFDTJjwHtHRT7Gy0k062bNnHypV8sndjrNQ0D4cHj58wMmTxzl0aD8HDuxHrU4CoHr1GsyYMceo9mIFXUFJkPTCwp6wZcuP7NnzB9euXcl0XQsLCxwcHHBwcMTR0RE7O3ssLS1RqSywsNANnfH06VMePQolMPCeYTtXVzemT5+d65IjPUmQCrfnr0FcXDwHD+5n69YtnDhxzPAeoKdUKilZ0h1PTy88Pb0oWbKk4f5zcNA/HLCyssLKygpra2ssLXU/9cusrKxQKlWoVEqUShVKpbLAdRDIb6ZMkIpEN4UrV64QExNDkybP5j1ycnKiRo0anDp1Kk2CdPr0adzd3Q3JEYCfnx8KhYIzZ87QoUOHHMcQGRnJt99+h1arRaFQ/HeTKgy/KxQ897syxfKU6+ke1tbWeHmVplSpUnh4eKYYQDA2NoYJE94jJiaG2rV9adfu1RzHm1eaNWvBxo0/8cknUzl58jgbN65j48Z1lCvnTaNGjalSpSoVK/rg5eWFi4srTk7OJhscUa1WExsbS1xcPAkJCSQlJaFWJ5GUpEatVpOcrPuZ8pFEcnIyanUyyclqNBrNf+smp3qoSU7W/Pcz5XMajW77mJho7t27y927dwgLe5Iitho1ajJgwNu0bdu+WA0GaU5ubiUYOnQEQ4eO4NGjUC5e/IcbN65z69YNQkODCQ19xKNHIcTHx6NWq4mIiCAiIiJb+y5fvgKvvdaF3r3fwtHRMW9fiCiULC2taNOmHW3atCMmJprTp09y8uQJrl69zLVrV4mKiiQ0NITQ0BDDTAimoFQqUyRNqX+m/tx5PqlK/TmkWyej5brndO9naT/r0n6ukc6yjJend+znj5tyfaVh+YIF8/HwMM1wQUUiQQoODgagVKlSKZZ7eHgQFJR24LiQkJA061pZWeHi4pLu+tkRERHBwoWfGrVtVmxsbPD2Lk+FCpVwcXHl4MG/CA4OwsHBkYCAWQXuA7dcOW++/HI1x44dYdOmDRw+fJDAwHspvnnrKZVK7OzsDd+GdN+QrFAoFGi1WrRa/vup+e+n7pGUlERSUhKJiYn/PRIK1LxIKpWKmjVr4+fXhHbtXi2SJUaFibu7B61bt6F16zYplmu1WuLiYnn6NJqnT6OIjn5KdHQ0MTHRhqRZrVaj1WpxdHTC1dUFH5+qJm/PJIo2e3sHXnrJn5de8gd0992TJ48JDg4mJCSI4OBgIiLC/7sHn78XY0hK0r3H6b70JZKQoHu/S05Ov5ujRqP574tefr7CgiMuLtZk+yoSCVJcXBxAmvpca2trIiMj010/vbpfa2tro3sd2Nvb06VLVzQajeGDHbQpPtT1tZlarfa59bT/rUeK9WJjYwkOfkhwcDDx8fFcu3Y1RddlL69SfPbZYqpVq2pUvHoWz1WwWqiUmHLok5YtW9KyZUuio3Xfns6ePcOtW7e4c+cWjx8/5unTp2g0GqKjn5ruoP/RT4isqyZRYWFhiYWFBRYWFlhaWvxXdaJ7qFS6ZbpvWSosLFSoVBYolcr/nleleligUikN1S/6dW1tbSlXzpvy5StQsWJF7OzsTf66CjJ9sXZ2irfz8r7LKUtLR5ycHIFSWa6b13JzXnJy/kXeyMk18PLyxMvLE/A16lhqtZqkpCQ0mmSSkzUpfqrVyamWJ6PRaP5LqtJ+3ui+gKZepv9sSrl+2s810nyBzewz8PnPwewvTy/m9OMzZS/MIpEg2djYALq2SPrfARISErC1tU13/fS6oickJBjdi61kyZKsWGH6UXzVajWBgYHcuHGDmzdvEh4eTvXq1Wnfvn26ry2nXIG7Y/R/5c0HuqurPeXKdaJr104plicmJhIWFkZMTIzhG1JiYmKKEbn1xb/6n/qHpaWloV4+vZ8yyJ35ODllfV/mx31XGJnivGTn/Iu8JdegaCgSnyL66rLQ0FC8vZ9NEBkaGkr16tXTrO/l5cWePSknGExMTCQiIsLoBtoAUVFxJCebvprHxcWDhg09aNiwqWFZfLyG+PgYkx8rv1lbO2Jtnfs2HCqVEicnW6Ki4v4rBZTxR/Lb89cgL/4PRObk/JufXAPzc3a2NVmzkyKRIFWvXh0HBwdOnDhhSJCioqK4dOkSb731Vpr1GzVqxIIFC7h7965hnKQTJ3TTddSvX9/oOJKTNdJ7xMzkGpifXAPzkvNvfnINzMeU/fKLRIJkZWXFW2+9xYIFC3Bzc6NMmTLMnz8fLy8v2rZtS3JyMmFhYTg6OmJjY4Ovry/169dn3LhxBAQEEBsby7Rp03j99ddzVYIkhBBCiKKhyLTmGz16ND169OCjjz6iDT2Z0QAAYLBJREFUT58+qFQqvvnmG6ysrAgKCqJ58+bs3r0b0HUPXLZsGWXLlmXAgAGMHTuWli1bEhAQYN4XIYQQQogCoUgMFFlQSJ2zealUSrkGZibXwLzk/JufXAPzUir1YyblniRIQgghhBCpFJkqNiGEEEIIU5EESQghhBAiFUmQhBBCCCFSkQRJCCGEECIVSZCEEEIIIVKRBEkIIYQQIhVJkIQQQgghUpEESQghhBAiFUmQhBBCCCFSkQRJCCGEECIVSZCEEEIIIVKRBEkIIYQQIhVJkIQQQgghUpEESQghhBAiFUmQhBBCCCFSkQRJCCGEECIVSZCEEEIIIVKRBEkIIYQQIhVJkIQQQgghUpEESQgh8oFWqzV3CEKIHLAwdwBCiKKrX79+AKxdu9bMkZjWiRMnmDp1Kg8ePKBx48bUrVuXZcuWcfXqVSDt6968eTM3b95k4sSJZos5I7du3WLu3LmcOXMGCwsL2rRpw8SJE3Fycsp0u2bNmvH48eM0yw8fPoy7u3tehStEvpEESQiRZ6ZNm2buEPLEvHnz0Gg0fPXVV5QoUQJnZ2datGiR4fpffPEFfn5++Rhh9kRFRTFw4EA8PDz49NNPefLkCfPnzyc4OJhvv/02w+0eP37M48ePmTRpEnXr1k3xnIuLS94GLUQ+kQRJCJFnKleubO4Q8kRERASNGjWiadOmhmVeXl5mjMg4GzduJCoqiu3bt+Pm5gaAp6cnQ4cO5fTp0zRs2DDd7S5dugRA27ZtKVOmTL7FK0R+kjZIQhQB/v7+LFq0iDlz5uDn54efnx8ffvgh4eHhhnUmTpzIgAEDmDZtGg0bNqRr166o1WoSEhJYvnw57du3p3bt2rRr146vvvoKjUZj2LZfv35MnTqVL774ghYtWuDr68uQIUN4/PgxP/30E23btqVevXoMHDiQ+/fvp9hOX90EUK1aNdavX8+UKVPw8/OjXr16jB49Ok1VzZ49e+jWrRu1a9emWbNmzJw5k9jYWMPzS5cupW3btuzfv59OnTpRq1YtXnnlFbZt25ZiP0+ePGHy5Mk0bdqUevXq8eabb3LmzBnD8/pSoLZt2xr2kVl14P3796lWrRoPHjxg+/btVKtWjRMnTrB06VKqVauW4bV58OAB27Zto1q1aobz8/DhQ9577z38/Pzw9fVlwIABhsTj+WOtXr2aV199FT8/P7Zu3ZphTBk9nj//qR0+fJgGDRoYkiOAFi1aYG9vz8GDBzPc7sqVKzg5OUlyJIo0KUESoojYsGED5cuXZ/bs2YSFhfHZZ59x69YtNm/ejFKp+y50+vRpFAoFS5cuJSYmBpVKxZAhQzh37hwjR47khRde4MSJE3z++ecEBgbyySefGPb/yy+/UKNGDWbNmsXDhw/55JNPeOutt7CxsWHChAlEREQwa9YsZsyYwVdffZVhnIsWLaJt27YsXLiQwMBA5syZg4WFBQsXLgRg586dfPDBB3Tq1ImxY8fy4MEDFi1axI0bN1i9ejUKhQKAR48eMWPGDIYPH06ZMmX45ptvmDhxInXq1MHHx4fY2Fh69+5NUlIS77//Pl5eXqxZs4Z33nmHLVu24OPjQ0BAAFu3bmXYsGHUq1ePU6dOMXv2bKKiohg5cmSa2D08PPjxxx8ZNWoUNWrUYMSIEVSuXJmTJ09m+HqXLVvG0KFDDet7eHgQFhZG7969sbW15eOPP8bW1pY1a9bw5ptvGmJ7/nxNnToVJycnatWqlWFMGXFwcMjwuZs3b9KhQ4cUy5RKJWXLluXOnTsZbnf58mWcnJwYNWoUx44dQ6PR0KpVKyZNmoSHh0eG2wlRmEiCJEQRoVAoWL16NY6OjgC4ubkxcuRIDh48SKtWrQBQq9VMnz6d8uXLA3DgwAGOHj3K/Pnz6dy5M6BrfGtjY8PixYsZMGCAoZosKSmJZcuW4ezsDMCff/7J4cOH2bNnD+XKlQN0H5w///xzpnFWrVqVOXPmGP6+cOECv/32G6Dr6bVgwQJatGjBggULDOtUqFCBgQMHcuDAAcNriYuLY9asWbz44ouGdVq3bs2BAwfw8fFh27ZtBAYGsn37dqpXrw5Aw4YNef311zl16hRKpZJNmzbx3nvvMXToUACaN2+OQqHgyy+/pG/fvri6uqaI3crKirp162JlZYWbm1ua9jfpqVGjRpr116xZQ0REBBs3bjSUwrRs2ZIOHTqwePFilixZYti+Xbt29OjRI8P962MyRlRUFPb29mmW29vbEx0dneF2ly9fJiQkhDfeeIOBAwdy8+ZNlixZQr9+/di2bRt2dnZGxSNEQSJVbEIUEa1btzYkR6Cr2rG0tOT06dOGZTY2Nnh7exv+PnnyJCqVKk0pgj5ZOnHihGGZj4+PITkCcHd3x83NzZAcga6B7tOnTzONM/WHuZeXF3FxcYCuR1VwcDD+/v6o1WrDo1GjRjg4OHDkyJEM96VvA6Svijt9+jRly5Y1JEcA1tbW/Prrr/Tu3Zvjx4+j1WrTHMvf35+EhIQUVXGmduzYMV544QU8PT0Nx1UqlbRs2ZKjR4+mWLdq1apZ7u/5+FM/kpOTM91WXyL3PK1Wm+5yvTlz5rBp0yaGDRtGw4YN6dWrF0uWLOHOnTts3749y3iFKAykBEmIIiJ11YZSqcTFxYWoqCjDshIlSqT44IuMjMTV1RULi5RvBfpu2s8nO+lV1dja2uY4ztTbKJVKwxhBERERAEyfPp3p06en2TY0NDTDfemrEZ/fV4kSJTKMQ3+sjh07pvt8SEhIJq8idyIiIrh79y41a9ZM93l9wghQsmTJTPd1//592rRpk+Hzfn5+GbarcnBwSLekKDY2NtNG5/Xq1UuzrEGDBjg6OnLlypVM4xWisJAESYgiQv+Br5ecnEx4eHiKBripOTs7Ex4ejlqtTpEk6ROR1FVMeU0/9s748ePT7Rb/fAlWVhwdHVM0GNc7e/YsDg4OhmOtWbMm3Wqm0qVLZ/tYOeXo6Iifnx/jx49P93krK6ts78vDw4MtW7Zk+Hx6r02vYsWK3Lt3L8UyjUbD/fv3adeuXbrbREVF8ccff1C3bt0UvRS1Wi1JSUn5fs8IkVekik2IIuLQoUMkJiYa/t67dy9qtdrQRic9fn5+JCcns3v37hTLd+zYAehKBfJTpUqVKFGiBPfv36d27dqGh5eXF5999lmKXl5ZadiwIYGBgYbBGwESExN599132bRpE40aNQIgPDw8xbEiIiL4/PPP0yScuaEv3dLz8/Pj9u3bVKxYMcWxd+zYwebNm1GpVNnet5WVVYp9pH5UqlQpw22bNWvGqVOnCAsLMyw7dOgQMTExNGvWLN1tLC0tmT59epqG+Hv37iU+Pp7GjRtnO3YhCjIpQRKiiAgODmb48OH079+foKAgFi5cSPPmzTP9wGrZsiWNGzdm2rRphIaGUqNGDU6ePMnXX39N165d830cI5VKxbhx45g6dSoqlYrWrVsTFRXFihUrCAkJybBKKj3dunVj7dq1DB8+nDFjxuDm5sb69euJj4+nX79+eHt707lzZz7++GMePHhArVq1uH37NosWLaJs2bJUqFDBZK/LycmJS5cucfLkSerUqcPAgQP5+eefGThwIIMHD8bV1ZXdu3ezadMmJk2aZLLjZqVv376sW7eOQYMGMWrUKCIiIpg/fz4tW7ZMUY127tw53Nzc8Pb2xtbWlnfeeYcVK1ZQokQJWrZsydWrV1m6dCmtWrVKMTaUEIWZJEhCFBEdO3bEycmJsWPHYmdnR9euXRk3blym2+h7bC1ZsoTvv/+esLAwypYty7hx4xg0aFA+RZ5Sz549sbe3Z9WqVfz444/Y2dlRv359FixYkKJBeFYcHBxYt24dn376KbNmzUKtVuPr68vatWsNDdXnzJnDl19+yQ8//EBwcDAlSpSgQ4cOjB07NkelOFkZPHgws2fP5u2332b16tU0bNiQH374gc8++4yAgAASEhKoUKECs2bNyrTHmqm5ubnx/fffM3v2bD744APs7e1p3759mqq/Xr160bVrV+bOnQvAu+++S8mSJdm4cSPr16/HxcWFXr16MXr06HyLXYi8ptDKDIpCFHr+/v74+fkZPsCEEELkjrRBEkIIIYRIRRIkIYQQQohUpIpNCCGEECIVKUESQgghhEhFEiQhhBBCiFQkQRJCCCGESEUSJCGEEEKIVGSgSBPRarVoNNLe3ZyUSoVcAzOTa2Becv7NT66BeSmVihQTcudGkUyQVqxYwbFjxzKcwRp08y/NnDmTgwcPAtC+fXsmTZqEnZ2dUcdUKBRERcWiVmuM2l7kjoWFEldXe7kGZiTXwLzk/JufXAPzc3OzR6UyTYJU5KrYvvvuO5YsWZLleqNHjyYwMNCw/pEjR5g+fXo+RCiEEEKIgq7IlCCFhIQwZcoUzpw5Q8WKFTNd9+zZs5w8eZLdu3fj4+MDwIwZM3jnnXd477338PT0zI+QhRBCCFFAFZkSpH///RdnZ2d27NiBr69vpuuePn0ad3d3Q3IE4Ofnh0Kh4MyZM3kdqhBCCCEKuCJTguTv74+/v3+21g0JCaFUqVIplllZWeHi4kJQUJDRMahURSbfLHT0516ugfnk5BrcuXOb1atXYW9vz9tvD6NEiRJ5HV6RJ/8D5ifXwPxM1D4bKEIJUk7ExcVhZWWVZrm1tTUJCQlG79fJyTY3YQkTkGtgflldg9u3bzNgQF+ePHkCwMmTx9m9ezfW1tb5EV6RJ/8D5ifXoGgolgmSjY0NiYmJaZYnJCQY3YsNICoqjuTkwtVzQaOFW5G6lLuSsxalCbPv/KRSKXFysi2U16CoyM410Gq1fPjhBJ48CaOsrz9Pnz7lypXTLFv2BYMHD8nniIsW+R8wP7kG5ufsbItSaZoSvGKZIHl5ebFnz54UyxITE4mIiMhVA+3kZE2h69oZp4YeOxwBOPTGU2wL+R1RGK9BUZPZNTh16gTHjh3BwtaJ4Ff+G4ZjUWVWr/6GPn36Y2lpmY+RFk3yP2B+cg3MR2vCIaiKZUVpo0aNCA4O5u7du4ZlJ06cAKB+/frmCkuIIm/Tpo0AvPZaF8MyV9cShIeHcfToIXOFJYQQaRSLBCk5OZlHjx4RHx8PgK+vL/Xr12fcuHFcuHCB48ePM23aNF5//XXp4i9EHnny5DF//aUrue3atadhefv2rwLw66+7zBKXEEKkp1gkSEFBQTRv3pzdu3cDulGvly1bRtmyZRkwYABjx46lZcuWBAQEmDdQIYqwXbt+Rq1WU7u2L1WrVjUsb9myNQDHjx8lOTnZXOEJIUQKhbzFSfrmzp2b4u+yZcty9erVFMtKlCiRrRG3hRCm8eefvwPQqdPrKZbXrFkbBwcHIiIiuHz5ErVq1TZDdEIIkVKxKEESQphXcHAQFy9eQKFQ0Lp1mxTPWVpa4uf3IgAnThw1R3hCCJGGJEhCiDynb3vk61sPd3ePNM/Xq6frHHHhwrn8DEsIITJUJKvYRPZZKKDfC4mG34XIC3v2/AFAmzbtgLT3XZ06dQFdgqTValGYcjhcIYQwgiRIxZylCsbUM370cCGyEhb2hLNndXMc+vu/DKS976pXr4GFhSXh4eEEBt7D27u8WWIVQgg9qWITQuSpv/7ai0ajoUaNmpQpUzbddaytralWrToAV65czs/whBAiXWZJkNq2bcsXX3yRq4lhhWlotPAwWsHDaAUaE45AKoTevn1/AuDv39awLL37rmrVagDcuHEt32MUQojUzJIgvfjii6xevZo2bdowaNAgdu3alatJYoXxEpKh8w4HOu9wIEGGoBEmFhUVxYkTx4Fn7Y8g/fuucmXd2EjXrl1Nsx8hhMhvZkmQZsyYweHDh1mwYAGWlpZMmDCB5s2bM3XqVM6dO2eOkIQQeeDgwb9Qq5OoVMmHihUrZbqufvBIKUESQhQEZmukbWVlRYcOHejQoQOPHz/m999/Z8eOHfTp04cKFSrQq1cvevTogYODg7lCFELkkr732ssvv5LlupUr66rY7t8PJDY2Bjs7+zyNTQghMmP2RtoJCQkcO3aMI0eOcOXKFRwdHalSpQorV67k5Zdf5tixY+YOsUhbvmyx4fekpCQzRiKKmtjYGI4dOwykrF7LiKurK+7u7gDcuHE9T2MTQoismC1BOn78OJMmTaJp06aMHz+emJgYZs6cyeHDh1myZAn79++nUqVKfPTRR+YKscg7e/Zv1q3/zvD3tm2bzReMKHIOHTpIQkIC5cp5GxpgZ0XfDun6dalmE0KYl1mq2Fq1akVISAienp7079+f7t27U7Zsyu6/NjY2NG3alLVr15ojxGJh585tKf7++edtDOjb10zRiKJmzx7d3Gsvv/xKtgd+rFSpMseOHeHu3Tt5GJkQQmTNLAmSr68vPXr0oHnz5pm+cXbr1o0ePXrkY2TFR1JSkmHyUL1bt24QGhqCh4enmaISRUV8fDyHDx8Esle9pleunDcA9+7dzZO4hBAiu8xSxValShWqVq2abnJ0//59ZsyYAUDp0qXx8vLK7/CKhatXr/D0aRRODvZ0r5yA850doEnmxAlp8yVy7+jRw8TFxVKqVGlq1qyV5nmVAnpWSaRnlURUz70N6EfQDgy8l1+hCiFEusySIC1fvpyQkJB0nzt//jybN0tbmLx24cJZAOrUrMkkv0S6OJyF5EROnTph5shEUbB3r37utbbpfhGyUsGERglMaJSAlerZcn2CdP/+PTQaTb7EKoQQ6cm3KrbevXtz/vx5ALRaLb169cpw3dq1a+dXWMWWftZ0X9+6ANSu7QvoSpaEyI3ExEQOHNgHQJs2WXfvf56XVyksLCxISEggNDQEL69SeRGiEEJkKd8SpFmzZvHrr7+i1WpZvnw53bt3T1N9plQqcXJyol277LdZEMa5ePEfAGrV8iU8XoFnhRqArh1SUlISlpaW5gxPFGKHDx8kOjoad3cPQwKemlYLEQm6kiUXay36QiYLCwvKlCnL3bt3uHfvriRIQgizybcEycfHh1GjRgGgUCjo2bMnnp7SGNgc4uJiuX8/EIDylWvQdqsDUBU755LERj7m7t07VK5cxbxBikLrl192AtC+fQeUyvRr8eOT+e++g0NvPMX2uXeicuXKGxIkP78meR6vEEKkJ98SpIcPH+Lu7o6lpSXdunUjOTmZhw8fZrh+6dKl8yu0Yuf27VsAuLq64erqYlju41OZf/5+zLVrVyRBEkaJiopi/35d9VrHjp2N2oe+HZL0ZBNCmFO+JUht2rThxx9/pE6dOvj7+2c5Lsrly5fzKbLi59atmwBUquSTYnnFij788/dx7ty5bY6wRBHw66+/kpCQQKVKPlSr9oJR+yhXrhyAoZRTCCHMId8SpNmzZxve+GbPnp3tgeOE6d26dQPQDcr3PBmDRuTW1q1bAXj11U5G/4+XLl0GgODgjEuYhRAir2U7QZo0aVKOdjxnzpwUf3ft2tXwe7du3XK0L2Fat27pqtgqVUo5u3q5sroEVsagEcYIDQ3hyJEjAHTo8JrR+/Hy0lWvBwUFmSQuIYQwRrYTpBMnUo6PExoailqtpnTp0ri7uxMREUFgYCBWVlZUr149y/2dOnUKlUpF/fr1DYNDBgUF0b59e0aOHJnzVyKy7cEDXdVFuXLlUywvXUZftSEJksi53bt3odVqqVevPmXKlM16gwyUKqXruRYeHkZ8fDw2NjamClEIIbIt2wNF7tu3z/AYN24cJUqUYNOmTezbt48ff/yR33//nR07duDp6cmrr76a6b5+/vln+vfvz549ewAICAjg1KlTlC9fnpUrV/LVV1/l7lWJDGm1Wh48uA+Q5kOsbFld1UZkZCSRkRH5HZooxLRaLVu3bgGgU6fXc7UvR0cn7OzsAAgJkVIkIYR5GDWS9qJFi3j//fepU6dOiuWVK1dmzJgxrFq1KtPtV69eTdeuXRk/fjxPnjzh6NGjjBo1imXLljFu3Dh++uknY8IS2RAeHk5sbCyga+uhUsBrFZN4rWISDnZ2uLu7AxAYKA1kRfadO3eWW7duYmtrm63qtefvO1WqpkoKhYJSpXTJemY9XYUQIi8ZlSCFh4fj6OiY7nMWFhaGD+CM3Lp1iy5dugBw8OBBtFotbdq0AXSjaEvbg7yjLz1yd/fA2toaKxUEvBhPwIvxWKkwfDAFBT0wZ5iikNm6dRMAnTt3xsHBIcv1U993qekHiAwOlvcCIYR5GJUg1a1bl2XLlhEeHp5ieWhoKEuXLqVx48aZbu/k5ERMTAwABw4coHTp0lSoUAGAe/fu4erqakxYIhsePtQlSGX/a5Cd2rMPpuB8i0kUblFRUfz5528A9O3b1yT71LdDCgqSEiQhhHkY1c1/woQJ9OvXD39/f+rVq4erqytPnjzh7NmzODs788UXX2S6fZMmTVi2bBnXr1/nzz//ZPDgwQD8/vvvLF68mObNmxsTlsgG/dgy+vZHWq1uVGMAGxWG6V+k7YfIrl9/3UV8fDyVK1ehQYMGRERkXoIMae+71CMCSAmSEMLcjCpBql69Ort27aJ3797ExMRw8eJF4uPjGTx4MDt27KBs2cx7sEyZMgVXV1eWL19O06ZNGTZsGKAbGqB06dK8//77xoQlsiF1A+34ZGixyZEWmxyJTwZPTylBEtmn0WjYuHEtAD169Mr22Eep77vUnlX1SgmSEMI8jB4o0tPTkwkTJhi1raurK998802a5Rs2bJApRvJYRj3Y9J6VIEmCJLJ29Ohh7ty5jYODA127mm58M30Vm5QgCSHMxegEKTExkS1btnD06FEePXrE7NmzOXnyJDVr1kzTuy0jkZGRxMXFodFoDMv0vVYkUcobWSVIz0qQ5INJZG3duu8A6Nq1B/b2WTfOzi4PD91E1o8ehaLVamXkfSFEvjMqQQoLC2PAgAHcunWLSpUqcePGDeLj4zlw4ABz587lu+++o169ehluf+fOHSZOnMj58+czXEfmYjM9rVZLaGgI8KyNR2r6EqTHjx+RlJSEpaVlvsUnCpcbN65x/PhRlEolvXu/ZdJ9lyypG24iPj6ep0+f4uTkZNL9CyFEVoxKkD799FNiYmLYvXs3ZcqUoVatWgAsXryYt99+myVLlrB69eoMt//kk0+4c+cOo0aNwsvLC6XSqKZQIociIiJITEwEwMPDI9113NxKYGFhiVqdxKNHoYZ5sYRI7bvvdNXk/v5tczVydnpsbGxwcnImKiqSR49CJUESQuQ7oxKkv/76i8mTJ1O+fHmSk5+1sLS2tmbw4MFMnDgx0+1Pnz7NrFmzeO014+drEjmnLz1ydXXD0tIq3XWUSiWenp48eHCfkJBgSZAKqYMH/+Lrr1dy+fK/ODg40LJla4YOHZHh8A45dffubXbv3gnAwIHvmGSfqbm7exgSJB+fyllvIIQQJmRU0U1CQgIuLi7pPqdSqUhKSsp0ewcHB5ydnY05tMgFfYKkb9+REX01m7RDKpy++eZLRo8ezj//nEetVhMREcGOHdvo2bMLv/yywyTH+OqrL9BoNLRs2YpatWqbZJ+p6Ud1f/QoNE/2L4QQmTEqQapduzYbNmxI97mdO3caqtwy0qVLF9avX49WqzXm8MJIzxKkZ9VrSgW0KZdEm3JJKP9rB6tvqB0SEpLvMYrc+f333SxdugiAvn37s3PnH3zzzVoaNGhIXFwsU6aMZ926Nbk6xo0b1/j1110A/O9/o4zaR3r3XWr6dkiSIAkhzMGoKrYxY8Yw8P/t3Xd4U3UXwPFv0nQA3QMKyF5lQ1mVVWQ5QAGRJUtQhiwBmYKCDAFBNshUhiBLQUVU1sveUxFo2ZTVpgPa0pk27x8xKZ20aZp0nM/z9KFNcu895N72nvzG+X3wAR06dMDX1xeFQsHu3btZsmQJx44de+labIUKFeL8+fO0adOGmjVrplqtW6FQ8NVXXxkTmshAWi1ItlYwp1lMstd5eOgSqOBguTHlJc+ePWXmzC8BXbfXyJFjAChVqjSrVq1n0aJv2LDhO+bNm0VCgoa+fT/M8jG0Wi1ff/0ViYmJtGrVhmrVMv4wlJ60rruU9Im8JEhCCEswKkGqX78+33//Pd988w1r1qxBq9Wybt06qlWrxsqVK/Hx8clw+507d+Lg4EBiYmKaM9lkSm/OCArS3Whe1sWm/+QeHKzO8ZiE6axdu4rw8GdUrFiJYcNGJnvOysqKUaPGUrhwYVasWMqCBXOxsytEt25ZWxrkwIG9nDlzCltbW0aPNq4OWmbpE3W1Wq5DIYT5GV0HqUGDBmzZsoWYmBiePXuGvb09RYoUydS2Bw8eNPawIhsyOwYpaeyH3JjyCrU6iC1bfgBg5MixqFSpf7UVCgWDBw9Do9GwZs0KZs2aRqFChXjnnU6ZOsbTp2HMmTMDgL59PzT5zLWUkhIkaUESQpifUWOQJk6cyLlz5wDddNxixYoZkqNr167RqlWrTO0nMTGR69evc+TIESIjI3n69Kkx4YhMCgrSVcd+MUGK1kD9zQ7U3+xAtEb3mLQg5T27dv1MXFwctWrVoUmTZhm+dujQT+jRozcAU6dOMiw0mxGtVsuMGVNQq9WUK1ee/v0HZivetK67lCRBEkJYklEJ0s6dO/nggw/YunVrqufi4uIM1bAz8ssvv9CiRQs6duzIoEGDuHfvHhMmTGD48OGGWj3CtNIapJ0WfQuSJEh5Q0JCAj//vA2Arl17vLSLWqFQMHbsRDp1eo/ExEQmThzL0aOHM9xm1arl7N+/F5VKxcyZX6caN5gTXkyQZEKHEMLcjK7Q6Ovry5QpU/jyyy+T1ULKjD179jB+/Hh8fHxYsGCB4Y9f27ZtOXLkCMuXLzc2LJEOfVcovLyLzc1NlyA9f/6c6OiXr8wuLOvUqRM8fvwIJycnWrd+PVPbKJVKJk/+kjfeeAuNJp4xY0awd2/qliStVsvq1Sv49tslAEyc+IXRA7OzSt+SGR8fz7NnT81yTCGE0DM6QRo0aBDz5883tCZlpXtsxYoVdO/ena+//pq2bdsaHn/33XcZNmwYv//+u7FhiXTouylsbW1xdMy4BlWRIkWwsysEQHBwcI7HJrJH30X2+uvtstSyY2VlxfTpc2jRoiWxsbGMGzeSsWNHcvHiecLDn3Hx4gWGDh3AsmULARg0aCidO3fNif9CmmxsbHBxcQGkm00IYX7ZWuPjrbfeYtOmTdy/f5/OnTvj5+eX5uDQlO7cuUObNm3SfK527dpSfycHvDhAOzNdMNLNljdoNBoOHToAQJs2bV/y6tSsra2ZN28x/fsPQKFQsG/fn/Tr15PmzRvRr9/7nDhxDGtrayZMmMzHHw83dfgvJeOQhBCWku1F0KpXr86OHTtwd3ene/fuHD9+/KXbuLm5cevWrTSfu3XrFm5ubtkNS6SQ2fFHeklF+iRBys0uXjzH06dPcXZ2pm7d+kbtQ6VSMWLEp2zbtos332xvaLVxdHSiXbt32LHjN5MvRptZ+gRJX6JCCCHMxehp/i/y8PBg48aNfP7558yfP/+lLRRvvfUWixcvpmjRovj6+gK6VosrV66wfPlyWaMtB+gTJA+PjMcf6SXNZJMbU272v//pSmb4+rbMVOttRipVqsKsWfPQarXEx8djbW1t8Zpk0oIkhLAUo/6iDhs2jGLFkt9obWxsmDNnDl5eXi+tczRy5Ej8/f0ZOXIkSqWuEat3795ERUVRv359PvnkE2PCEhlIr0ikUgFNSmgM3+vJVP+84dSpEwA0a+Zrsn0qFApsbNJezNhU0rvuUpKWTCGEpRidIKWnX79+9OvXL8PtbWxsWLNmDcePH+fUqVM8ffoUBwcHGjZsaFi6RJhWekUiba1gUYvoVK+XYpG5X1BQILdv30ShUNCgQSNLh5Ml6V13Kbm7uwMQEiLXoRDCvDKdIPXp04cpU6ZQoUIF+vTpk+FrFQoF69envyDmrl278PX1pUmTJjRp0iTZc2q1ml27djFgwIDMhiYyIbNVtPWkBSn3O3PmFABVq1bHycnZssHkEGlBEkJYSqYHab9YqE2r1Wb4lZiYmOG+Jk6cSEBAQJrPXbt2jcWLF2c2LJFJWR+krf/kLtP8cyt995qPz6sWjiTnSKIuhLCUTLcgbdy4Mc3vM2vQoEHcvHkT0CVYQ4cOTXOcQ0hICKVLl87y/kX6EhMTDZ/AU7YgRWugzU/2AOzrHEmh/64Id3dZKDS3u3BBt9xP/fp5q3sN0r/uUtIP0g4OVqPVaqX7XQhhNiaZxZYZgwYNYvv27YBuqZJq1arh6uqa7DVKpRJHR0feffddc4VVIDx9GoZGEw8kjS16UUxC6puO/pN7WFioYUaTyD3U6iAePXqIQqGgVq06lg7HKGlddynpr8O4uDgiIsJfWuRUCCFMJdMJkpeXV6Y/vSkUCq5evZrsMW9vb7y9vQ0/DxkyhFKlSmX28CIb9N1rrq5uWFtnbnaSs7MzKpUKjUZDaGgIxYp55mSIIov+/vsSABUrVsLe3t6yweQgW1tbHBwciYgIR61WS4IkhDCbTCdIQ4cONVnz9qxZs0yynxclJiaydOlStm/fTnh4OPXq1WPKlCmUKVMmzdfv3LmTCRMmpHp879696W6TV+kTpJSlGTKiVCpxc3MnMPAJarVaEqRc5vLlSwDUrl3XsoGYgYeHBxER4QQHq6lQoaKlwxFCFBCZTpCGDzfdMgOhoaHMnDmTQ4cOER0dnWql7rRaoF5m+fLlbNmyhVmzZlGsWDHmzp3LgAED2L17d5pjnfz8/GjYsCHz589P9njKbr/8IKsz2PTc3T0IDHwiA2RzocuXLwLk2e61rHB39+D27VuyLqAQwqyMHoMUExODn58f8fHxhgQnMTGR6Ohozp07x5gxY9LddurUqRw+fJh27drh6elpKBZprLi4OL777jvGjh1rqMy9YMECmjVrxr59+2jXrl2qbfz9/fHy8kpzTE5+k16RyJdJWo9NqhjnJnFxcVy79i9QMFqQpKq7EMISjEqQTp06xSeffEJ4eHiazxcpUiTDBOno0aN89tlndOvWzZjDp3L9+nWeP3+Oj4+P4TFHR0eqVavG2bNn00yQ/Pz8eP31101y/NwuOy1IIDPZcpvr168SFxeHi4sLpUvnr+7gtOhLTkhLphDCnIxKkBYuXIizszMzZszg119/RalU8u6773LkyBF+/PFHVq9eneH2NjY2Jh2g/eTJEwCKFy+e7PGiRYvy+PHjVK8PDQ0lODiYs2fPsnHjRp4+fUrt2rUZM2YM5cqVM1lcuUVgoO790U+ZfpEC8C6qMXz/IqlBkzv9++8/ANSoUSvPTnvP6LpLSRJ1IYQlGJUg+fn5MX36dNq0aUNkZCSbN2/G19cXX19f4uPj+fbbb1m1alW627dp04bdu3fTuHFjowN/UXS0bsmClGONbG1tefbsWarX+/v7A2BlZcWcOXOIiopi+fLlvP/++/z222+GT6xZZWWVva7CnKJf6LN48eKoVMljtFfBd2/E/vdT8uc8PXUtTsHB6lTb5Tb69z63ngNT8vf3A6B69Rq56rxk5RxkdN2lpJ9cEBISnKv+v7lNQfodyK3kHFieKT8zGpUgJSYm4umpm9VUrlw5QwFIgNdff53x48dnuH21atVYuHAhAQEB1K5dGzs7u2TPKxQKhg4dmul49NvHxcUl21dsbCyFChVK9XofHx/OnDmDk1PSlOFly5bx2muv8fPPPzNw4MBMH/tFjo6pj5Ub6BOkSpXK4uJSJNPblSunK9gZFhaSpe0sKbeeA1O6eVOXINWrVydXnhdTn4Ny5XStzaGhwbny/5vbFITfgdxOzkH+YFSCVLp0afz8/Khfvz5lypQhOjqaW7duUaFCBTQaDc+fP89w+2nTpgFw9uxZzp49m+r5rCZI+q61oKCgZFW4g4KC8PLySnObF5MjgMKFC/PKK68QGBiY6eOmFB4eTUJCxsusmFt0dLShFc3OzpGwsIzPzYsKFXIE4PHjJ1nazhKsrJQ4OhbKlefAlOLj4/Hz0yVIJUuWy1XnJafOgZ2dAwCBgYG56v+b2xSU34HcTM6B5Tk5Fcr2xC89oxKkt99+m3nz5pGYmEjv3r2pUaMGM2bMoHfv3qxYsYKKFTOuVXL9+nWjgk2Pl5cX9vb2nD592pAghYeHc/XqVXr16pXq9Zs3b2bRokUcPnzY0OIUGRnJ3bt3ee+994yOIyEhEY0md/1SPHqkG4NlZ1eIQoWKpIovWgNv/6L7VP5bh+fJlnxwdU1ajy02Nh4rKyvzBJ0NufEcmNKtW7eIi4ujSJEieHqWyJX/18ycg4yuu5RcXHTXYWRkJBERz9NsFRZJ8vvvQF4g58ByUlQNyhaj0qyPPvqI7t278/fffwMwZcoUrl27xpAhQ7h9+zbjxo0zXYSZYGNjQ69evZg3bx4HDhzg+vXrjBo1Ck9PT9q0aUNCQgJqtZqYmBgAXnvtNbRaLePGjePGjRv8888/DB8+HFdXVzp16mTW2HPai0Ui0xvQ+zRWydPY1JeCi4srSqWSxMREQkNDcjROkTl+froPF5Ure5nsU5KlpHfdpWRvb2/4ICOLJwshzMWoFiSlUplsnFHNmjXZv38/t2/fpnz58mkufdCnTx+mTJlChQoV6NOnT4b7VygUrF+/PksxjRgxAo1Gw+TJk4mJiaFBgwasXbsWGxsbHjx4QKtWrZg1axbvvvsuxYsXZ/369cybN48ePXqg1Wpp0qQJGzZsSDUeKq8zdoo/6Aaxu7m5o1YHoVYHpTkLTphXUoJUxcKRmI9CocDd3YMHDwJQq9W88oosUSSEyHkmW6zW3t6eWrVqpfv8i9WyU1bOzui1mWVlZcXYsWMZO3ZsqudeeeUVw7gNvapVq7J27dosHyevSWpBMm6pEA8PD9TqIJnqn0voE6QqVapaOBLzcnNz58GDACkWKYQwG6MSpEePHjFt2jQuXLhAREREqufTWipk48aNaX4vcpa+BlLRosa1/uhajf41VOMWlqPVavH3vwZAlSppTz7Ir5KqukuiLoQwD6MSpEmTJnHp0iU6d+6Ms7OziUMSppS0zIhxLUhSLDL3CAoKIiwsDKVSSYUKlSwdjllJsUghhLkZlSBdunSJzz//nHfffdfU8QgTy84YJEiqvq2vpSQsx99f171Wtmz5fDdW7mUkURdCmJtRCZKHh0eqOkIid9J3semrEaekAKq5Jhi+T0luTLmHn1/+6V572XWXklyHQghzMypBGjRoEMuWLcPLy4uSJUuaOiZhIhqNxjAtOr0WJDsVbHgjKt196McuSQuS5b04xT+ve9l1l5K+JVMSJCGEuRiVILVo0YI1a9bQunVrXF1d01wqZP/+/SYJUBgvJCSYxMREVCoVrq5uRu1DuthyD30XW35oQcqqpBYkqYMkhDAPoxKkiRMnEhAQQJMmTQyzS15m165dWTpGx44dsx6YSEY//sjd3cPoKtj6G1NISAgJCQl5opp2fhQV9Zz79+8BBTNB0v+dCQsLRaPRoFKZrEKJEEKkyai/MmfOnOGLL76ga9eumd5mwoQJmX6tQqGQBMkEkqb4pz9AO0YDXX7XLfmwvd1z7FJcEa6ubsmqaUuxSMu4ccMfrVaLh4cHbm7ulg4n21523aXk7OyClZUVCQkJhISEpDumTgghTMWoBMnR0ZESJUpkaZsDBw4YcyiRDZmZwaYFHj9XGr5PSVdN2w21Wk1wsFoSJAvx99cVOs0P44/g5dddSkqlEldXt/+KlgZJgiSEyHFGJUjvv/8+q1atok6dOmkuK5KWrAzmNqaStkgtMDB7U/z1PDyKolarUauDqFq1uilCE1mUn2awGUuqugshzMnoStpXr16ladOmaa69lpm11H7//XfOnDlDfHy8ISHSarVERUVx6dIljhw5Ykxo4gUvLlSbHVKkz/IK6hIjL5LrUAhhTkYlSHfu3KFq1aQ/1ClbfF7WArR06VKWLl2Kg4MDGo0Ga2trVCoVoaGhKJVKunTpYkxYIoWgoJePQcoMfbeafkyTMK+EhARu3PAH8k8XmzGkFpIQwpyMSpCmTp1KhQoVjD7ozp07eeedd5gzZw6LFy/m0aNHzJkzhytXrjBw4EAqVSpYyyjkFP0yI8YuVKvn6akbbyYJkmUEBNwjJiYaOzs7SpcuY+lwLCa/J0gXLpxjy5ZN3LjhR5Ei9jRu3JTu3Xvh6upq6dCEKJCUxmz04YcfZnna/osCAwPp0KEDCoWC6tWrc/HiRQBq1KjB4MGD2b59u9H7FjparTZTs9gyo3jx4gA8efI423GJrNN3r1WqVKVAl1lIKhaZv2ohJSYmMn/+1/Tv34u9e//gzp3bXLnyN6tWLadz53acPHnc0iEKUSAZlSBpNBpcXFyMPmjhwoVRKHQLDJQtW5YHDx4QExMDQNWqVXnw4IHR+xY6z549JS4uDiDDmWcKoLxTAuWdEtJd8sHTU5cgPX78yMRRisxIqqBdxcKRmE5mrruU8msL0sKFc9mw4TsAOnXqwrffrmXGjDlUqlSZsLAwRowYzKFDBy0cpRAFj1FdbJ988gkzZswgODiYSpUq4e6eui5LRmUAatasyc6dO2ncuDGlS5fGysqKEydO0LJlS27duoWNjY0xYYkX6Ft7XF3dsLW1Tfd1dirY1i7jJR+KFy9h2KdWqzUkt8I88uMA7cxcdynlxwTp0KGDbNjwPQDTps3inXc6GZ5r2/ZNJk0ax759fzJhwmjWrfsRL6/8cw0IkdsZPQYpISGBSZMmpXuzvHbtWrrbDx48mH79+hEREcGKFSt45513mDBhAo0aNeLYsWO0bt3amLDECx49eghAiRLZXyuvaNGiKBQK4uLiCAsLNXrZEmEcf3+Z4g9J1bSDg4PzRaIeHv6ML7+cBECfPv2TJUcANjY2zJo1j6ioKI4fP8Knnw5n27ZdFCmSudIqQojsMSpBmjFjRrYO2qBBA3bs2IGfn6743RdffIFSqeTChQu88cYbWaq6LdL26JGuO0zf+pMd1tY2uLvratA8fvxIEiQzCg0NQa1Wo1AoqFSpsqXDsSg3N911p9HEExYWlucHL69Zs4KwsDAqVKjE8OEj03yNSqXiq6++pnv3d3n48AFLlixgwoTPzRuoEAWUUQlSp06dXv6il/Dy8sLLS/eJ2NbWlunTp2d7nyJJZluQYjTQ56/CAGx4PSrdJR+KFy+OWh3EkyePqV69pkljFem7fl3XelSqVGkKFy5i4WhMJ7PX3YusrW1wc3MnJCSYwMDHeTpBevz4ET/++AMAo0aNxdo6/WEFTk7OTJkyg8GD+7N162batetAzZq1zBWqEAWW0Ss+hoaG8v3333P69GnCw8NxcXGhfv36fPDBB4ZPehmJiIjg1KlTREVFpVk3SdZiyx79gOqXJUha4PYzK8P36fH0LMHff1/m8WOZyWZO169fBch3Fcwze92lVLx4CUJCgnn8+FGefk82bVpPfHw89es3pEmTZi99vY9PY9q378Du3b+wcOHXrFmzMc93MQqR2xmVID158oRu3boRGhpKnTp1qFatGmq1mu+//55du3axY8eODKs3Hz58mJEjRxIdHZ3m87JYbfbpW5BM0cUGSTPZnjyRmWzmpG9B8vKqZuFIcofixUtw5crfhi7kvCgiIoKdO3cA0K/fgEwnOsOGjWTfvj85f/4cR478D1/fljkZphAFnlEJ0ty5c1GpVOzZs4dSpUoZHg8ICKB///4sWLCA2bNnp7v9/PnzKV++PBMnTqRYsWIolUZVGxAZMOUgbUiqhSRT/c3r2jVdC5LMXtLRJ/x5+Tr89dedPH/+nPLlK9K4cdNMb+fpWZyePfvw3XerWbRoPs2atZC/nZnw/HkkQUFB2Nra4ulZXN4zkWlGJUjHjh3js88+S5YcAZQqVYqhQ4fy9ddfZ7j97du3Wb58OfXr1zfm8OIlIiIiiIgIBzIut5AVJUvqznVAQIBJ9ideLiIigoCAe4C0IOnpr+e8nCD98svPAHTr9n6Wu8k++GAA27Zt4fbtmxw6dICWLdvkRIh5Xnx8PDt37uDnn7cbuqkB7O0daNbMl/ff703NmrUtGKHIC4xKpRMSEtItFOnq6kpkZGSG25coUeKlrxHG0988nJ2dTTawt3Tp0gAEBNx/6Vp7wjT8/XX1j4oXL5Gtwqz5ib5F9PHjhxaOxDjXr1/D3/861tbWvPHGW1ne3tHRke7dewKwdu0q+V1Mw82b/nTr1omvvvrSkBzZ2ztgbW1NZGQEf/yxm969uzF58ni5D4kMGZUgValShV9++SXN53bt2kXlyhlPRx40aBDLli2Titk5RH/zMFX3mm5fr6BUKomOjiIkJH8t9ZBb6bvX8lOByOzK611sv/66E4AWLVrh5ORs1D7ef78PdnZ2/PvvP5w+fdKE0eV9J08ep0+f7ty+fRMXFxfGjv2MgwePc+zYWU6evMiGDVto3163zNXu3b/w/vuduXfvrqXDFrmUUV1sQ4YM4cMPP+Tp06e8/fbbuLu7ExwczG+//caJEydYvHhxhtv/9ttvBAYG0qZNG1xdXbGzs0v2vEKhYP/+/caEJsja+CMFULxIouH79NjY2ODpWZxHjx4SEHDfUNVY5JykGWz5r3sts9ddSsWL667pp0+fEh0dRaFChU0fXA6Jj4/njz9+A0hVFDIrXF1deffdrmzevIG1a1fi49PYVCFmm0ajwd//OgEBAdjY2FCpUmVKlnzFLDPuLl68wKhRQ4mJiaFBg0bMnbsQZ+eklleVSkWtWnWoVasOXbp0Z/z40dy/f4+PPurDmjXrKVOmXI7HKPIWoxKkJk2aMGfOHObOncvx40kLKbq7u/PVV1/Rpk3G/eKenp54emZvhXmRvqzMYLNTwW8dnmdqv6VKleHRo4fcv3+PunXrZStG8XL5OUHKynX3Int7exwcHImICOfRo0dUqFAxB6LLGWfPnvqvwKUbr77aJFv76tOnH9u2bebs2dP8++8/Fq9NFh8fx4YN3/Pjjz+kWgqmYsVKfPDBR7z11ts5NkA6MDCQ0aOHERMTQ5MmzVm4cGmGtaVq167Lpk3bGTiwH7du3WDAgA/44Ydt2V7YW+QvRtdB6tChA76+vty4cQOVSoWTkxM2NjYolUoePXqU4eDgWbNmGXtYkQmZrYGUVaVLl+b06RMEBNw36X5FatHR0dy+fQuQAdopFS9e4r8E6WGeSpD27dsLQKtWbVCpjP7TC+hmtL3xRjt27/6FDRu+Z86c+aYI0SgPHz5g5Mgh3LjhD4CDgyMVKlQkLi4Wf39/bt68weTJ49m16ydmzpybYQkYY8THxzNhwmjCwkKpXNmLefMWZZgc6bm5ubN69Xo++qg3t2/fYvTo4axduzHDtStFwWLUb+ndu3eZMGECly9fTvc1Ga3FllENE6VSSeHChXF0dDQmNEHSTLOSJV8x6X5LlUoaqC1y1o0bfiQmJuLq6oaHR1FLh5OrlC5dGn//69y7d5dmzXwtHU6maDQaDh3SDRto1aqtSfbZu3c/du/+hX37/mTEiNGUKVPaJPvNinv37vDhh30IDlbj4uLKqFFjefPNdoYEJTw8nG3bNrNmzUrOnTtDr15dWLJkpUnLVqxfv5aLF89jb2/PvHmLKFSoUKa3dXV1ZdGib+nZswtXrvzN11/P5PPPp5ksNpG3GZUgTZ8+nbt37zJs2DA8PT2z3GzasmXLl/ZJOzk50adPH4YMGWJMiAWWVqvl/n3d1PAyZcq+9PUxGhi4XzeOY1XrjJd8KFWqDIBh6rnIOZcvXwKgZs1a+bJiclauu5T0Y0Xu3buTE6HliAsXzhEWFoazszP16jUwyT6rVPHi1VebcPLkcX74YT2TJpl3jbbQ0FCGDh1IcLCaihUrsWzZaooVSz50wtHRkY8+Gkzbtm8ycuRQbt++yeDB/Vi9ej2VKlXJdgz3799j1arlAEyY8DmlS5fJ8j5KlSrNnDnzGTLkI376aRu+vq/RvPlr2Y5N5H1GJUjnzp1j5syZtG/f3qiDzp49my+++IKGDRvSvn173N3dCQkJ4a+//uLQoUMMGTKE58+f8+233+Ls7Mz7779v1HEKIrU6iOjoKKysrChR4uUtSFrgamjmlnzQ//G5e/cOiYmJUnAtB12+fBHQjZXIj7Jy3aVUtqwuQbp7N+8kSPv367rXWrRohbW1tcn226dPf06ePM6uXT8xbNhwXFzMs16fVqtl8uRxPHgQwCuvlGLVqnUZLmJdunQZ1q//kY8//pArV/5m0KD+bNy4NVut3FqtlpkzvyQuLg4fn8a0a/eO0ft69dUm9O79ARs2fM/UqZPZseO3PL3WnzANo+5w9vb2ODk5GX3Q33//nXbt2rFmzRo6duxI06ZN6dChA8uXL6dLly5cuXKF8ePHM2TIEH788Uejj1MQ6aeslijxikn/EIPuj5xKZU1UVFSenWadF2i12nyfIGVHXkuQEhMTOXhwHwCtW79u0n37+DSmcmUvoqOj2LrVfH8rt2/fwokTx7C1tWXhwuUZJkd6Dg4OLF++mipVqhIaGsInn3zM8+fG1yHas+c3Tp8+ga2tLZMmTc12S+vQoSOpWLESoaEhzJol3WzCyASpQ4cObNq0yegiZWfOnEm39alt27acOnUKgHr16knl5izSd68Z09T8MtbW1pQvXwHAMCBTmN6TJ49Rq4NQqVRUq1bD0uHkOvquY7U6KFs3WHO5fPkiwcFq7O0daNTIx6T7VigU9O3bH4BNmzYSGxtr0v2n5cmTx8yfr1stYcSIT6lYsVKmt3V0dGLx4hW4u3tw8+YNJk0aT2JiYpZjePo0jHnzdJN9Bgz42DA+MjtsbW2ZMeNrrKys2LfvT44dO5LtfYq8zagEqVChQpw/f542bdowatQoJk6cmOzrs88+y3B7Z2dnrl+/nuZz169fx97eHoCoqKgsDbgTSS1ImRl/ZIxKlXRFQCVByjn61qMqVarK9Z8GR0cnXFx03R95ochfUvday0zNrsqqtm3fpFgxT0JCgtm5c6fJ95/SypXLiImJpk4db3r06JXl7YsVK8aCBUuxsbHh0KEDrFy5LMv7mD//a8LCwqhQoZIhQTQFL6+qvP9+bwBmzZqW7oLqomAwKkHauXMnDg4OJCYmcvnyZU6fPp3qKyNvv/02ixcvZv369QQGBhIfH09gYCAbN25k6dKlvP322zx79oz169dTu7asl5MVOdmCBFCxoi5BunlTEqScIt1rL5dXutm0Wq2he81Us9dSsra2pmfPPgCsWLHCqBaZzLp797ahGvjIkWOMHodYs2ZtJk/+EtAlXIcOHcz0tqdPn+TXX3eiUCj4/PMvTZ50fvzxcIoV8+ThwwesWbPCpPsWeYtRg7QPHsz8xZyWkSNHEhISwuzZs5k9e7bhcaVSSefOnRk1ahR//fUXV69eZf369dk6VkGT0wlSUguSX47sX8ClSxcAqF27jmUDycXKli3HxYvnc32CdPXqFR4/fkShQoWzXRwyI+++25VVq5Zz48YNjh49TJMmOVP+YPnyJSQkJNC8eQvq1PHO1r7eeacTV69eYcuWTUyePI4ffthG2bLlM9wmJiaGGTOmANC1a49sx5CWwoWLMH78ZEaPHsb69d/x1ltv56l6W8J0LDINSaVSMWvWLP766y+mTZvGqFGjmD17Nn/++SfTpk3DxsaG5s2bc/ToUby8vCwRYp4UHx9vmIKflS42Z9tEnG0z96lTnyDdu3fXLOMdCpqnT8O4fl1XQ8zbu76Fo8lZWbnuUtJfh35+6ddbyw0OHNB1rzVt2jzVkkqmZG9vT5cu3QH4/vu1OXKM69evsnfvHwAMGzbKJPv89NMJeHvXJzIyklGjhr108dglSxYQEHCfokWLMXz4aJPEkJbXXmuFr+9raDTxfPXVl7IocAFl0XnapUuXpkuXLgwcOJAOHTpQqlQpw3P6ytwi8+7du0t8fDxFihTJdBXtQirY3/k5+zs/p1Am2hOLFi2Gi4sLCQkJhtXmhemcOXMarVZLxYqV8nWByKxedynpq4vrk8ncSKvVGsYftWqV8fJLptCzZx9UKhXnzp3hypV/TL7/JUsWAvDGG+2oXDn7NYxA1z04d+5CihYtxp07t5k48VPi4+PSfO3Bg/vYtEnXozB58peGsao5QaFQMH78ZOzsCnH+/Fl27057cXaRv5ktQWrVqpVhYHbLli1p1apVul+tW7c2V1j5ir7bq2LFyjlWXFChUFCrVh0ALl26mCPHKMhOnz4BQKNGuWcB0tyocmVdy3Jg4BPCwsIsHE3abt26wf3797C2tjZLxW9PT086dOgAwIYN35l03xcunOP48SOoVCqGDBlh0n27ubnzzTeLsbW15ejRw4wbN5ro6Khkrzl79jSffTYWgN69P6B58xYmjSEtJUqUZNAgXaHi+fPn8OzZ0xw/pshdzJYgNWzYkCJFihi+z+irQQPTVJotaPQzy/TdDzlFP3hYP5hYmM6pU7oEKTet0J4b2dvbGyq7X7v2r4WjSduBA7rB2a++2oQiRXKuteNFgwcPBmD//r94+PCBSfap1WpZsmQBAB07ds6R8Y01a9Zm/vylWFtb87//7adXr24cPLifW7dusnbtSoYOHUBMTAzNmvkyYsSnJj9+enr16kv58hUJCwtj8WLLrXcnLCN7KyZmwYsL1L44MFuYjn5mmX6mWWbEaGDEId1U8sUtojO15ENSgnQBrVabL5fCsIRbt27y8OEDrK2tqVcvf48/Mua6S6lGjZoEBNzj8uWLNG7c1MQRZp9+/FFOzV5LS7Vq1WjcuCknThxjw4bvmDjxi2zv89ixI1y8eB5bW1sGDMi5pZ+aNGnGypXfM27cKG7dusHo0cOSPd+iRSvmzJlv8gK4GbG2tmHSpCl8+GFvfvppG++800lmlxYgFhuDFBkZSWBgIABxcXGsWbOGGTNmcPbsWUuFlOcZ04KkBS4EqbgQpMr0kg/Vq9dEpVKhVqt59Ohh1gMVadJPB/fxaUzhwuZZMsJSjLnuUqpbtx6QNOsvN7l50x9/fz9UKmtatGhp1mN/+OEAAH76abthVquxEhMTWbp0IQDduvWkWLFi2Q0vQ97e9dm27Rf69v2QUqVKY2/vQK1atZk+fTYLFizF1tY2R4+flnr1GvDOO50AmDnzSzQajdljEJZhkQTp77//pmXLlmzcuBGAGTNmMG/ePH799Vf69u3LgQMHLBFWnhYREWFY/iOnu9js7OwMg2TPns245pXIvKQBveZrccjLvL11CdLly5eIj4+3cDTJ7d79KwDNmvni5ORs1mM3avQqjRs3RaOJZ/Hib7K1r337/sTP7xpFihShf/8BJoowY66urowaNZbfftvLsWNn2bBhK2+/3dGiLdUjR47F0dEJf//rbNy4zmJxCPOySIK0YMECypcvT7du3YiJieG3337j/fff58yZM7z33nusWCHFubJKPw6jePESODoav05eZum7NI4dO5zjxyoIAgLu4+d3DSsrK3x9zdvikFeVL18RJycnYmKi+eefy5YOxyAhIYE9e34DoH174xdQzY7Ro8ehVCrZv38vFy+eN2of8fFxLF26CNAtiuvs7GLKEPMUV1dXRo8eB8Dy5Yvw95c6cAWBRRKky5cv8/HHH1OqVClOnjxJTEyMYfbFW2+9xY0bNywRVp52+fIlAMMMs5zm6/saACdOHCMuLu1puSLzfvnlZwAaNvTBxaXg3oiyQqlU0qRJcwCOHs09ifr582cJCgrE0dGJZs1aWCSGihUr07FjZwBmz55hVAvb9u1bCAi4h5ubO7169TV1iHlOhw7v4uv7GvHx8UyaNFb+7hUAFkmQlEqlocbR4cOHcXR0pFatWoBubFJOFlTLr/755xKgmw1iDlWrVsfd3YOoqCjOn5dxY9kRHx/PL7/8BMC773axcDR5i376/OHD/7NwJEl+/nk7AG3bvmHRWm5Dh36Ck5MTfn7XWLduTZa2DQ9/Zlgj7eOPh5ttFl5uplAo+OKL6bi4uHDjhj/z58+xdEgih1kkQapRowY7duzg4sWL/PHHH7Ro0QKFQkFISAirV6+mRg1ZwTwrtFqtoYvBXMtTKJVKw6fjvXv/NMsx86sjR/6HWq3G1dXN7AN687omTZpjbW3N7ds3c0XRSLU6iP37/wLgvfe6WTQWNzd3xo+fDMDKlcuzVA5hyZIFPHv2jAoVKhlaooTuPZ06dSYAW7Zs4rffdlk2IJGjLJIgjRs3jpMnT9KjRw+srKz4+OOPAWjfvj13795l5MiRlggrz7p//x5hYWHY2Njg5VU1y9vbWWmxs8r6XCL9+Io///yd588zXiJApE2r1RoWxOzU6b0cWe09tzL2unuRo6Mjr72mKyyrb4WzpB07tqLRaKhTx9swkcGS3nyzPa+91hqNJp7Ro4cTGhry0m3Onj3N9u1bAJgwYTIqldmqweQJvr4tGThQV+5gxowp/PPP3xaOSOQUiyRI1apVY+/evWzdupX9+/dTtmxZAKZOncru3bulBSmL9IMwq1atnuUbbCEVHOsWybFukVle8sHbuz5ly5YjOjqKP//ck7WNBQCHDh3k2rWrFC5cmN69P7B0OGaTnesupY4d3wV047gsWe04IiKCH3/8AYAePXpZLI4XKRQKvvxyJqVLl+Hx40eMHj2cqKjn6b4+KCiQiRPHALoWsAYNGpkr1Dxl8OBhNG/egtjYWIYOHSCDtvMpi9VBsre3p3bt2hQuXNjw2Ouvv46Hh4elQsqzTpw4Buim95qTQqEwjJn54Yd1Uh8ki6Kjo/jmG13R1B49ehfoWULZ8eqrTalc2YuoqCjWr8+ZhVozY9Om9YSHP6NcufK0bv26xeJIydHRiYULl2Nvb8+lSxcYMmRAmi1JoaEhDBs2iOBgNRUrVjLM2hKpKZVKZs2aR61atQkPf8bgwf25eVMmF+U3Fl2sVmSfRqMxLE/RpEkzsx+/U6cuODk5cefObVnQMYuWLFnIgwcBFCvmSb9+5qkxkx8pFAo+/ng4ABs2rDOsSWhOT548Nqx/NnjwcKysrMweQ0bKl6/At9+uxd7egUuXLtC1a0d++mkbERERxMfHc/jwQXr37oa//3VcXFyZP39pvi9Wml1FitizdOlqvLyqERoawgcf9ODEieOWDkuYkCRIedzFi+cJD3+Go6MT1avXzPL2sQnwyaFCfHKoELEJWT++g4MDH344CIBlyxbJgo6ZtHv3L2zevAHI+ZXJc6PsXncptWjREl/f1/4bazOCoKDA7O80k7RaLTNnTiUqKopaterQpk3uaT16Uc2atVm//kcqVKhEcLCa6dO/oFmzBvj41OGTT4bw8OEDSpQoybp1m3JkvbX8yNHRkRUr1uLtXZ/IyEgGD/6QWbNmSQmAfEISpDzujz92A9CqVRujBlMmauH4IxXHH6lINHK8bLduPSlTpixqdRDTpn2OVpu9gbf53Z9//s7UqbrZRf37DzTLSu+5jSmuuxcpFAqmTv2K4sVLEBBwj379evLvv/9kf8eZsGbNSo4ePYy1tTVTpsxAqcy9f1YrVKjIpk3bGTNmoiEJSkhIwMnJiT59+rNt2y+UKVPOwlHmLc7OLqxY8R0dO3b+b2mWpXTt2okjR/4nfwvzOIU2n5xB/YW5fft2wsPDqVevHlOmTKFMmbQ/CYWFhTFjxgyOHDkCwBtvvMHEiROTjYnKqrCw52g0iUZvn1XR0VG0bduCiIhwVq1aR8OGPlnfhwaabXMA4GjXCKMHzF69eoU+fXqg0cTTq1dfPv10glmXBlCplLi4FDH7OciK2NhYli1byMaN69Bqtbz5Zntmzvw6V99QsyIr58BU111KDx8+YPDg/gQE3EepVPLmm+3p2rUHNWvWNvn7rNVqWb/+OxYunAvAZ59NoWvXHiY9RlYY8zvw9GkYsbFxeHh45Jvr0JL+9799zJgxlZAQ3Riv6tVr0qVLd9q2fUO6LM3E1bUIVlamuZbzTYK0dOlSNm/ezKxZsyhWrBhz584lICCA3bt3p1msrXfv3sTGxjJlyhTCw8OZNGkSDRo0YM4c44t/mfvmvGXLD8yePYNSpcqwa9ceo8Y9mPJGtWvXT0ydOgnQTS+ePHmq2QrM5eYESaPRsG/fnyxfvoSAAN3ioT169GbMmAm5bqxKduSGBAl0H37mzJmebGali4sL9eo1pHLlKlSsWInixUvg4VEUV1e3LCcG+rpjK1YsNUyQ+OCDjxg5cozp/hNGyM2/AwWFSqUE4liwYBGbNm0kJiYGAFtbW+rVa8CrrzalRo1aVK5cWYpv5hBJkFKIi4vDx8eHsWPH0qOH7hNceHg4zZo146uvvqJdu3bJXn/x4kW6d+/Onj17qFChAgDHjh3jo48+4vDhw0avWG3OP0wRERF06vQWwcFqJk78gm7d3jdqP6a+Ue3YsZVZs6aRkJCAh4cHH344iPbtO+b4GJvcdnOIj4/jypV/OHLkELt370KtVgPg6urGF19Mz5cFIXNLgqR39eoVNm3awKFDB3j+PO2p7SqVChcXFxwcHLG3d8DBQfdVuHARVCprrKysUKl0SWxERARqtRo/v2sEB6v/296aTz8dR/fuvSy6mKoultz1O1AQvXgOAgOD+OWXn9m58yfDB6MXlSz5CsWLl8DTszjFinni5uaW7Dq0t3fA3t4ea2sbbG1tsLGxwcbGVupSvYQpE6R88U5fv36d58+f4+OT1MXk6OhItWrVOHv2bKoE6dy5c3h4eBiSI4CGDRuiUCg4f/48b731VpZjiIqK4sCBfSQm6sZDKBT89wdT8d/PihceV6Z6LOXrbG1tKV68BC4urqn+8CYkJDB9+hcEB6spXbpMrqp0+9573ShfvgJTpnxGQMB9Zs+ewcKF86hXrwENG/pQqVJlypWrgIdHUbP8omu1WjQaTbKvhIQXf45Ho0kgISGBhATNf/8mfWk0GhITEw3PaTQJJCamfk6jSeD580ju37/H/fv3uH79GtHRUYY4XFxc6NGjNz179pFPjmZSrVoNZs78mvj4eP755zJ//32Zmzf9uX37FkFBgYSEBKPRaFCr1YYENrPs7ArRunVbBg4cIgOaRZrc3Nzp338g/foN4NatG5w8eZwzZ07h53edoKBAHj58wMOHD7K8X91SXbb/JUw2KJVKrKysUCqVKJVWWFkpsbJSYWWl+/nF562srFLdb3QtqEn3LP1X0mvSezzz9zP9PSzlY0n7e/mxUx83rccVjB79Ca6upimZki8SpCdPngBQvHjxZI8XLVqUx48fp3p9YGBgqtfa2Njg7Oyc5uszQ61W88knQ43aNiN2dnaUKlWaMmXKUbZsOZydXdi79w/+/vsSKpVuUKitra3Jj5sd3t71+emn3fz88za2bt3MnTu3OX78KMePH032OicnJ5ydXbC3dzD8sus/LSkUCrRaLVot//2b+N+/uq/4+Hji4+OIi4snNjaW+Pg4EhI0REfHEBcXS1yc7nlL1mZycXGhfv1GvP76m/j6vlagqmTnJtbW1nh718fbu36yxzUaDSEhwYSGhhAZGUFEhO4rMjKS588j/0umdcmwVqvF3t4BFxdnKlWqQuXKXhQqVMhC/yORlygUCipWrEzFipXp3bsfoOsGvn37Jk+ePCEw8DFPnjzh6dMwIiLCiYyMNPwbGRn539+2pKmeiYmJxMREExMTban/Uq42YEA/SZBeFB2tu1BSjjWytbXl2bNnab4+rXFJtra2xMbGGhWDra0tderUTXYTT/oi1Q1e17Gp+z4xMfG/2Q5JCUFUVBTBwWpiYmK4ccOfGzf8kx2vUKHCfPXVHBo1yl6lW9ULHawqKyWmatRRqezo1asPPXv2xt/fj1OnTnDx4gVu377F/fv30Gg0PHv2LM3zk9MUCgUqlQqVyhpra9V/3SjWKJVKVCrdz8m/VKhUViiVuu4W3acx/fdJr09KZstSsWIlKlasVKAGvuqbtTPTvJ1T111WqFQ2lCxZgpIlS5j/4DkgK++/yBmZPQceHm54eLhler8ajYa4uLj/PhTGERsbS1yc7ntdK3ZCin81JCQkGlq7X3wu5f0JSPX4i/ei1I8nfw60L2xPitdpX/J48nthWrGl/Xjq+PT7cHBwyNpJy0C+SJDs7OwA3Vgk/fegmzWU1qc8Ozu7NOtUxMbGGj2LzdPTk99/323UtumJi4vj4cOH3L59m1u3bnHr1i3CwsLw8vKiW7dulCxZMtvHcAHufaL/KWdmWfj41MPHp57h54SEBMLCwggNDSUkJITIyEjDL3tsbCyxsbFotdpkTcApm2Wtra2xsbHB1tY23X/1r9ElQ7ova2vrfDUwOjdydHx5y4o5rruCKjPvv8hZcg7yh3yRIOm7y4KCgihdurTh8aCgILy8vFK93tPTk/379yd7LC4ujqdPnxo9QBsgPDyahATTDo50di6Kt3dRvL1TT+EPC0t/TaXczsqqEB4eJfHwyH6Sp9ufEkfHQmmeA60W4uMhPj6B6GgTVCUUacroHIicJ++/5ck5sDwnp0Ima7nPFwmSl5cX9vb2nD592pAghYeHc/XqVXr1Sr1oZIMGDZg3bx737t0z1Ek6ffo0AN7e3kbHkZCQKLNHLEzOgeXJObAsef8tT86B5ZhyXn6+SJBsbGzo1asX8+bNw9XVlZIlSzJ37lw8PT1p06YNCQkJhIaG4uDggJ2dHbVr18bb25tRo0YxdapuiYApU6bQsWPHbLUgCSGEECJ/yDej+UaMGMF7773H5MmT6dGjB1ZWVqxduxYbGxseP35M06ZN2bNHVzhOoVCwdOlSXnnlFfr27cvIkSNp3rw5U6dOtex/QgghhBC5Qr4oFJlbSJ+zZVlZKeUcWJicA8uS99/y5BxYllKZVHcpuyRBEkIIIYRIId90sQkhhBBCmIokSEIIIYQQKUiCJIQQQgiRgiRIQgghhBApSIIkhBBCCJGCJEhCCCGEEClIgiSEEEIIkYIkSEIIIYQQKUiCJIQQQgiRgiRIQgghhBApSIIkhBBCCJGCJEhCCCGEEClIgpQNy5cvp3fv3skeu3btGr169aJOnTq0aNGCtWvXWii6/C+t9//gwYN07tyZunXr0rJlS+bMmUNMTIyFIsz/0joHL5o8eTItW7Y0Y0QFS1rvf1BQEKNHj6Z+/fo0atSITz/9lNDQUAtFmP+ldQ7++ecfevXqRd26dfH19eXrr78mLi7OQhHmP0+fPuWLL76gefPmeHt706NHD86dO2d43lT3YUmQjLRu3ToWL16c7LGwsDD69etH2bJl+emnnxg+fDiLFi3ip59+slCU+Vda7/+5c+cYNmwYr7/+Ort27WLq1Kn88ccffPnllxaKMn9L6xy8aP/+/Wzfvt2MERUsab3/cXFx9O/fn4CAAL7//ntWrlzJ1atXGT9+vIWizN/SOgehoaF89NFHlC9fnl27djF9+nR27tzJggULLBRl/jN69GguX77M/Pnz2bFjB9WrV+fDDz/k1q1bJr0Pq3Ig9nwtMDCQSZMmcf78ecqVK5fsuW3btmFjY8PUqVNRqVRUqFCBe/fusXr1ajp37myhiPOXjN7/LVu24OPjw8CBAwEoU6YMo0aN4rPPPuPLL7/ExsbGEiHnOxmdA72goCA+//xzGjZsyMOHD80cYf6W0fu/e/duHj58yL59+3B3dwcwXP+RkZHY29tbIuR8J6NzcOHCBZ4+fcq4ceOwt7enTJkyvPPOOxw7dkwSVRO4d+8ex48f58cff8Tb2xuASZMmceTIEXbv3o2dnZ3J7sPSgpRF//77L05OTvz666/Url072XPnzp2jQYMGqFRJeaePjw937twhJCTE3KHmSxm9//3792fcuHGpttFoNERGRporxHwvo3MAoNVqmTBhAh06dKBhw4YWiDB/y+j9P3r0KD4+PobkCKBZs2bs379fkiMTyugcODs7A/Djjz+SkJDAgwcPOHz4cJq/KyLrXFxcWLVqFTVq1DA8plAo0Gq1PHv2zKT3YWlByqKWLVumO6biyZMnVK5cOdljRYsWBeDRo0e4ubnleHz5XUbvf7Vq1ZL9HBcXx/fff0/16tVxdXU1R3gFQkbnAHTdDmq1mhUrVrBy5UozRlYwZPT+3717l/r167Ns2TJ27dqFRqOhadOmjB07FkdHRzNHmn9ldA7q16/PwIEDWbRoEQsWLCAhIYGGDRvy+eefmznK/MnR0RFfX99kj/3xxx/cv3+fpk2bsmDBApPdh6UFyYRiYmJSdePY2toCEBsba4mQCiyNRsO4ceO4efMmU6ZMsXQ4Bcb169dZunQpc+fOlS5NC4iMjGTXrl34+fnxzTffMG3aNM6fP8+QIUPQarWWDq9ACA8P5+7du/Ts2ZPt27ezaNEi7t+/z9SpUy0dWr50/vx5PvvsM1q1akXLli1Neh+WFiQTsrOzSzVTQX9CChcubImQCqTIyEhGjhzJ6dOnWbx4sTRtm0lsbCxjxozh448/xsvLy9LhFEjW1tYULlyYb775BmtrawCcnJzo0qUL//zzD7Vq1bJwhPnfvHnzCA8PZ8mSJQBUr14dJycnPvjgA/r27Su/Gya0f/9+xowZQ+3atZk/fz5g2vuwtCCZkKenJ0FBQcke0/9crFgxS4RU4AQFBdGzZ08uXrzI6tWrZYq5GV2+fJkbN26wdOlS6tatS926dVm5ciWPHj2ibt26/Prrr5YOMd/z9PSkXLlyhuQIoFKlSgA8ePDAUmEVKOfPn6dmzZrJHtN/SLtz544lQsqXfvjhB4YPH07z5s1ZvXo1dnZ2gGnvw9KCZEINGjRgy5YtJCQkYGVlBcDJkycpV66cjD8yg2fPntG3b18iIyPZvHkzVapUsXRIBUqtWrXYu3dvssc2btzI3r172bhxo/wOmEH9+vXZsGEDMTExhhuGv78/oJvVKXKep6cnfn5+yR7Tn4OyZctaIKL8Z/PmzUyfPp3evXvz2WefoVQmtfWY8j4sLUgm1LlzZyIjI5k0aRI3b97k559/Zv369QwaNMjSoRUIs2bNIiAggLlz5+Lq6oparTZ8JSQkWDq8fM/Ozo4yZcok+3JyckKlUlGmTBmZRWUG3bt3x8rKik8//RR/f3/Onz/P5MmTadSoEdWrV7d0eAVCv379OHr0KAsXLuT+/fucPHmSCRMm4OvrS9WqVS0dXp53584dvvrqK9q0acOgQYMICQkx/J2PiIgw6X1YWpBMyM3NjTVr1jBz5kw6deqEh4cH48aNo1OnTpYOLd9LTExkz549xMfH07dv31TPHzhwgFdeecUCkQlhPq6urmzatIlZs2bRtWtXbGxsaN26NRMnTrR0aAVG06ZNWblyJcuWLWP9+vW4uLjQpk0bPvnkE0uHli/89ddfxMfHs2/fPvbt25fsuU6dOjF79myT3YcVWpnaIIQQQgiRjHSxCSGEEEKkIAmSEEIIIUQKkiAJIYQQQqQgCZIQQgghRAqSIAkhhBBCpCAJkhBCCCFECpIgCSGEEEKkIAmSEMLipBybECK3kQRJCGFRBw4cYPz48YafT58+TZUqVTh9+rRF4pkwYQJVqlShSpUqjBkzJlv7qlKlimFV98zo0aOH4dhZ2U4IYXqy1IgQwqLWrVuX7Ofq1auzdetWKlasaJmAAA8PD5YuXYqrq2u29rN161Y8PT0z/frp06cTGRlJt27dsnVcIUT2SYIkhMhV7O3tqVOnjkVjsLGxMUkMWd2HJZNCIURy0sUmhLCY3r17c+bMGc6cOWPoVkvZxbZkyRLeeOMN9u/fT/v27alZsyYdOnTg4sWLXLp0iS5dulCrVi3at2/PyZMnk+3f39+fQYMG4e3tjbe3N0OHDiUgICDLcVapUoUff/yRCRMmUK9ePRo2bMiMGTOIiYlhzpw5+Pj40KhRIyZNmkRsbGyy7fRdZfr/18mTJ+nfvz+1a9emcePGzJkzB41Gk413UQiREyRBEkJYzJQpU6hWrRrVqlVj69atVK9ePc3XPXnyhFmzZjF48GAWLlzIs2fPGDFiBKNHj6Zr167Mnz+fxMRERo0aRUxMDAB37tyhe/fuhISEMHv2bGbOnElAQAA9evQgJCQky7HOmzcPGxsbli5dSocOHdi4cSMdO3bk8ePHzJ07l+7du7Njxw42btyY4X7GjBlDvXr1WLFiBW+//TbfffcdO3bsyHI8QoicJV1sQgiLqVixIvb29kDG3VHR0dFMmTKF5s2bA3Dr1i2++eYbZs6cyXvvvQdAQkICI0aM4M6dO1StWpWlS5diZ2fHunXrDMd49dVXad26NWvWrEk2MDwzKlSowLRp0wBo0KABO3bsID4+nnnz5qFSqWjWrBkHDx7kwoULGe6nS5cuDB061BDP/v37OXToEN27d89SPEKInCUJkhAiT/D29jZ87+7uDiRPqpydnQEIDw8H4NSpUzRq1Ag7OztDF5a9vT3169fnxIkTWT5+3bp1Dd+rVCpcXFyoUaMGKlXSn1FnZ2ciIiIyvR8AT09PoqKishyPECJnSYIkhMgT9K1AL7Kzs0v39U+fPmXPnj3s2bMn1XPGzE5L6/iFChXK8n5SxqxUKqUOlBC5kCRIQoh8ycHBgcaNG9OvX79Uz73Y6iOEEGmRvxJCCItSKpUkJiaafL8NGzbk5s2bVK1a1ZAQabVaxowZQ5kyZahatarJjymEyD9kFpsQwqIcHR25c+cOJ0+e5NmzZybb75AhQ7h//z6DBg1i//79HD16lOHDh/P777/j5eVlsuMIIfInSZCEEBbVs2dPrK2tGTBgAEeOHDHZfr28vNi0aRMKhYJx48YxYsQI1Go1y5Yto23btiY7jhAif1JoZXSgEEIYTJgwgTNnznDw4EGLxVClShWGDRvG8OHDLRaDEAWdjEESQogU4uLiuHTpEq6urpQuXdpsx7158yaRkZFmO54QIn3SxSaEECmo1Wq6devG4sWLzXrczz//XBaqFSKXkC42IYQQQogUpAVJCCGEECIFSZCEEEIIIVKQBEkIIYQQIgVJkIQQQgghUpAESQghhBAiBUmQhBBCCCFSkARJCCGEECIFSZCEEEIIIVKQBEkIIYQQIoX/AwmvwN3DqZbZAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the  original trace and overlay vertical lines with location of peaks\n",
    "fig, ax = plt.subplots(4, 1, figsize=(6, 8), sharex=True)\n",
    "for a in ax:\n",
    "    a.plot(df['time_min'], signal_norm, 'k-')\n",
    "    a.set_ylabel('normalized\\nsignal intensity')\n",
    "\n",
    "# Plot for a few prominecne values\n",
    "for i, p in enumerate([0.01, 0.1, 0.3, 0.5]): \n",
    "    peak_locations, _ = scipy.signal.find_peaks(signal_norm, prominence=p) \n",
    "    ax[i].vlines(df['time_min'].values[peak_locations], 0, 1, linestyle='--', color='dodgerblue')\n",
    "    ax[i].set_title(f'prominence filter = {p}')\n",
    "\n",
    "# Add necessary labels\n",
    "ax[3].set_xlabel('time [min]')\n",
    "ax[2].set_xlim([10, 20])\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The choice of a prominence filter is going to be dependent on the size of peaks \n",
    "that you care to resolve in your chromatogram, their degree of overlap, and how \n",
    "noisy your signal is. The prominence filter can be passed as a keyword argument \n",
    "in the `fit_peaks` method of a `Chromatogram`. For example, passing a restrictive \n",
    "prominence filter of `0.1` can be done as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Performing baseline correction: 100%|██████████| 299/299 [00:00<00:00, 2412.60it/s]\n",
      "Deconvolving mixture: 100%|██████████| 2/2 [00:06<00:00,  3.20s/it]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<Figure size 640x480 with 1 Axes>,\n",
       " <Axes: xlabel='time_min', ylabel='intensity_mV (baseline corrected)'>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from hplc.quant import Chromatogram\n",
    "\n",
    "# Load the signal trace as a Chromatogram object and crop between 10 and 20 min.\n",
    "chrom = Chromatogram(df, cols={'time':'time_min', 'signal':'intensity_mV'},\n",
    "                     time_window=[10, 20])\n",
    "\n",
    "# Pass a prominence filter, fit the peaks, and show the result\n",
    "peaks = chrom.fit_peaks(prominence=0.1)\n",
    "chrom.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that even though the small peak at ≈ 13 minutes was not detected by the prominence filter, \n",
    "`hplc-py` still attempted to fit its signal as if it was part of the peak with a \n",
    "maximum at ≈ 14.2 min. This because the small peak was considered part \n",
    "of the same window of the major peak, as we will explore next.\n",
    "\n",
    "## Clipping the signal into peak windows\n",
    "Once peak maxima are identified, `hplc-py` slices the chromatograms into *windows*–regions \n",
    "of the chromatogram where peaks are overlapping or *nearly* overlapping. This \n",
    "is achieved by measuring the widths of each peak at the lowest [contour line](https://en.wikipedia.org/wiki/Contour_line).\n",
    "Peaks which have overlapping contour lines are considered to be close enough that their signals may be influencing one another. \n",
    "This is achieved under the hood in a method `_assign_peak_windows` of a `Chromatogram`\n",
    "which is called as part of `fit_peaks`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x17f5e5690>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fit the peaks using a permissive prominence filter \n",
    "window_df = chrom._assign_windows(prominence=0.01)\n",
    "\n",
    "# Plot each window\n",
    "for g, d in window_df.groupby('window_id'):\n",
    "    plt.plot(d['time_min'], d['intensity_mV'], '-', lw=3, label=f' window: {g}') \n",
    "plt.xlabel('time [min]')\n",
    "plt.ylabel('signal [mV]')\n",
    "\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Peaks within each colored region are considered to be interacting signals, and \n",
    "are fit together as one unit. In the above example, the peak at ≈ 11 min (in window 1) \n",
    "is considered to be isolated from the peaks at ≈ 13 min onward. \n",
    "\n",
    "The extent of each peak window can be controlled by a buffer parameter passed \n",
    "to `fit_peaks` and `_assign_windows`. This, given in units of time points, extends each peak window \n",
    "on to account for nearby baseline signal. The above windows can be expanded by \n",
    "increasing this parameter, which has a default value of 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x17f9390c0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Increase the buffer and plot the change in the peak window.\n",
    "buffer = 75\n",
    "window_df = chrom._assign_windows(prominence=0.01, buffer=buffer)\n",
    "\n",
    "# Plot each window\n",
    "for g, d in window_df.groupby('window_id'):\n",
    "    plt.plot(d['time_min'], d['intensity_mV'], '-', lw=3, label=f' window: {g}') \n",
    "plt.xlabel('time [min]')\n",
    "plt.ylabel('signal [mV]')\n",
    "plt.title(f'buffer size = {buffer}')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that increasing the buffer size expanded the extent of the orange window\n",
    "by half a minute or so.\n",
    "\n",
    "Once the chromatogram is clipped into peak windows, each window is passed \n",
    "to an inference stage where the peak mixture is inferred."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "<small> © Griffin Chure, 2024. This notebook and the code within are released under a \n",
    "[Creative-Commons CC-BY 4.0](https://creativecommons.org/licenses/by/4.0/) and \n",
    "[GPLv3](https://www.gnu.org/licenses/gpl-3.0) license, respectively.</small>\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  },
  "orig_nbformat": 4
 },
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 "nbformat_minor": 2
}