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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# Create plots for panels used in figure 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import dclab\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [],
   "source": [
    "result_folder = r\"data\\RTfDC\\RBC\"\n",
    "\n",
    "# folder to save all panels for figure #\n",
    "savefolder = r\"plots\\fig4\""
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [],
   "source": [
    "color_dict = {'VS': 'C0', 'VL': 'C1', 'RS': 'C2',\n",
    "              'KM': 'C3', 'LM': 'C4'}"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [],
   "source": [
    "data_LM_9w_RBC = {'date': '2017-11-07','events': 19455, 'flow rate': 0.02, '% gated': 88.4278,\n",
    "                     'median area_um': 41.7316, 'mean area_um': 41.733, 'sd area_um': 3.67772,\n",
    "                     'median deform': 0.180168, 'mean deform': 0.178471, 'sd deform': 0.0270663}\n",
    "\n",
    "data_LM_9w_reti = {'date': '2017-11-07','events': 1088, 'flow rate': 0.02, '% gated': 5.59239,\n",
    "                     'median area_um': 43.0032, 'mean area_um': 42.8963, 'sd area_um': 3.90582,\n",
    "                     'median deform': 0.169558, 'mean deform': 0.170496, 'sd deform': 0.029235}\n",
    "\n",
    "rbc_ctrl_medians = {'area_um': 34.62220001220703, 'deform': 0.26245954632759094}"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "outputs": [],
   "source": [
    "def plot_errbars(patients, labels, y_value, fontsize= 20):\n",
    "\n",
    "    flow_rate = 0.02\n",
    "    linewidth = 8\n",
    "    markersize = 18\n",
    "    #errorbar formatting\n",
    "    errbar_width = 8\n",
    "\n",
    "    with sns.axes_style('darkgrid'):\n",
    "        fig = plt.figure(0,(12,8))\n",
    "        ax1 = plt.subplot(111)\n",
    "\n",
    "        ax_xlabel = \"Day since treatment start\"\n",
    "        ax_ylabel = dclab.dfn.feature_name2label[y_value]\n",
    "\n",
    "        ax1.set_xlabel(ax_xlabel, fontsize=fontsize+2)\n",
    "        ax1.set_ylabel(ax_ylabel, fontsize=fontsize+2)\n",
    "\n",
    "        for ind, patient in enumerate(patients):\n",
    "\n",
    "            result_file = \"20200527_results_RTfDC_\" + patient + \".tsv\"\n",
    "            result_path = os.path.join(result_folder, result_file)\n",
    "\n",
    "            df = pd.read_csv(result_path, sep='\\t')\n",
    "\n",
    "            df_date_grouped_mean = df.groupby(['date', 'flow rate']).median().reset_index()\n",
    "            df_date_grouped_std = df.groupby(['date', 'flow rate']).std().reset_index()\n",
    "\n",
    "            dates = pd.to_datetime(df_date_grouped_mean.reset_index()['date'])\n",
    "            day0=dates[0]\n",
    "\n",
    "            time = dates - day0\n",
    "\n",
    "            df_date_grouped_mean['delta_days'] = time.dt.days #convert datetime in ns to days\n",
    "            df_date_grouped_std['delta_days'] = time.dt.days\n",
    "\n",
    "            color = color_dict[patient]\n",
    "\n",
    "            #flow rate range from 0.004 - 0.02 ul/s\n",
    "            ii = np.round(df_date_grouped_mean['flow rate'], 3) == flow_rate\n",
    "            x = df_date_grouped_mean['delta_days'][ii]\n",
    "            y = df_date_grouped_mean[y_value][ii]\n",
    "            yerr = df_date_grouped_std[y_value][ii]\n",
    "\n",
    "            x = np.array(x)\n",
    "            y = np.array(y)\n",
    "            yerr = np.array(yerr)\n",
    "\n",
    "            if patient=='LM':\n",
    "                date_LM_9w = pd.to_datetime(data_LM_9w_RBC['date'])\n",
    "                time_LM_9w = (date_LM_9w - day0).days\n",
    "\n",
    "                y_LM_9w = data_LM_9w_RBC['median ' + y_value]\n",
    "                yerr_LM_9w = data_LM_9w_RBC['sd ' + y_value]\n",
    "\n",
    "                x = np.insert(x,1,time_LM_9w)\n",
    "                y = np.insert(y,1,y_LM_9w)\n",
    "                yerr = np.insert(yerr,1,yerr_LM_9w)\n",
    "\n",
    "                ax1.errorbar(x[:-2],y[:-2], yerr=yerr[:-2], ls='-', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
    "                             markersize = markersize, elinewidth=errbar_width, label = labels[ind])\n",
    "                ax1.errorbar(x[-3:],y[-3:], yerr=yerr[-3:], ls='--', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
    "                             markersize = markersize, elinewidth=errbar_width)\n",
    "            else:\n",
    "                ax1.errorbar(x[:-1],y[:-1], yerr=yerr[:-1], ls='-', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
    "                             markersize = markersize, elinewidth=errbar_width, label = labels[ind])\n",
    "                ax1.errorbar(x[-2:],y[-2:], yerr=yerr[-2:], ls='--', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
    "                             markersize = markersize, elinewidth=errbar_width)\n",
    "\n",
    "        ax1.axhline(rbc_ctrl_medians[y_value], c='darkgray', alpha=.75, ls='--', lw=1.5*linewidth,\n",
    "                    zorder=0, label='CTRL')\n",
    "        ax1.legend(fontsize=fontsize-4, ncol=2)\n",
    "        ax1.tick_params(axis='both', labelsize=fontsize-2)\n",
    "        #set alpha of errorbars\n",
    "        for collection in ax1.collections:\n",
    "            collection.set_alpha(.5)\n",
    "\n",
    "    return fig, ax1"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## A"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['VS', 'VL', 'RS']\n",
    "labels = ['P1', 'P2', 'P3']\n",
    "y_value = 'deform'\n",
    "\n",
    "fig, ax = plot_errbars(patients, labels, y_value, fontsize=24)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [],
   "source": [
    "save_name = \"fig4A_RBC_dasatinib_deform\"\n",
    "savepath = os.path.join(savefolder,save_name)\n",
    "fig.tight_layout()\n",
    "fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['VS', 'VL', 'RS']\n",
    "labels = ['P1', 'P2', 'P3']\n",
    "y_value = 'area_um'\n",
    "\n",
    "fontsize=24\n",
    "fig, ax = plot_errbars(patients, labels, y_value, fontsize=fontsize)\n",
    "ax.set_ylabel(r\"Projected area [µm$^2$]\", fontsize=fontsize+2)\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.1f'))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "outputs": [],
   "source": [
    "save_name = \"fig4B_RBC_dasatinib_area\"\n",
    "savepath = os.path.join(savefolder,save_name)\n",
    "fig.tight_layout()\n",
    "fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## C"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 1 Axes>",
      "image/png": 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xBCpKsEizcmqzYeM5u9dDpCHoHd0XLMOCszPOwOmhtdYhVBbmrTAJIYQQQnxO3+8xyC9sA6tvWbt1OHU89Nf80+15du8+6PQ9q1Ytw5w5HyA1tQPmzPkCYWHCR01aMjqDRZp1qkp4e2B6RAakEililXGC40oNLe8AKCGEEEKIEFtYW1RPWw9jl4ngNMJb4gIBp0mEsctEVE9bD1tYW58/f/nyJfj44/fRoUNHfPbZfERHx/g8Bl+iFSzSLLECFxkR3QEAsco4FBvslyctNZSgY1gnj8ZGCCGEEOJvtpB41N3kfEU+xlyH6G/7gOGMLj+bZ5WouO8weHmoy3P4yvff/xfz589F585d8PHHXyAiIsLfIXkdrWCRJnieR1b1CcExXSPqK8TEq4Sb1ZUaiz0WFyGEEEJIS8fLQ2HsMgE8q3DtflZRf38LSK7++9+vMX/+XKSldcWcOfNaRXIF0AoWaUapsQSVpgrBMV0jMgAAcaoE4bloiyAhhBBCSCPawa9DVvQn2JoLYHirw/fxjBRcaBtoB7/uxeg8Y8OGdfj66/lgWRa9evXGihVNi4IkJiZhzJjxfojOuyjBIk2cqs4SvJ6sboNweQQAiJ/BolLthBBCCCGNyUNQPXElIlZPBlubD8ZmFr2FZxXgQtugeuJKQB7igyDdU1hYAADgOA7Lly9tdkzv3n0pwSKtwykHtwcCDmwRpGbDhBBCCCFN8OpYVE3dAM3uV6HMWQMwDBiroek4qRrgbTB2mVC/cuXH5MqZ6oGzZj2EWbMe8mI0gYsSLNKEowUuACBOKbJFkFawCCGEEEKaJw+BdvgH0A1+FYrTq6A68jVYXTHAmQBWAS4kAYbe98OUNrlFnLki9SjBIo1YbBbk1JwWHJMR+fcKVpxKeItgmbEMHM+BZViPxEcIIYQQEmx4eSiMPe6Fsce9/g6FeABVESSNnKs9A4vAPmC5RI4OoX+XXQ+RaqCWqu2Ot/EcKk2VHo2REEIIIYSQQEUJFmlEbHtgWnhXSCV/L3wyDINYpdg5LCrVTgghhBBCWgdKsEgj2SIJVvr/yrNfiQpdEEIIIYQQUo8SLNKIeIGLbk1eixNbwTJSLyxCCCGEENI6UIJFLqs2VaFQXyA45soKgg1iRQpd0BZBQgghhBDSWlCCRS4TazAco4xtNpmKp1LthBBCCCGEAKAEi1whS6TBcHPbAwEgTvQMFm0RJIQQQgghrQMlWOSyUyLnr7o2sz0QAGKVIlsEaQWLEEIIIYS0EpRgEQAAx3PIrhHeIti1mQqCgHiCVWOuhokzuRwbIYQQQgghLYVUfAhpDS5qL0Bv1du9LmFYdAlPb/aanJUjUh6FKrP9hsKlhhKkaNq6HSchhBBCSLDRWXTYXLAeq84vR7mxDBabBTKJDDHKWExOnYbM5DEIkYX4O0ziIEqwCADx7YEdQztBySrtXo9TxQsnWEZKsAghhBBCrmSw6jE36xNsLdwMCSOBkTNevma2mVGoL8BX2fOwIPtzjEjKxOyMJ6CSqv0YMXEEbREkAFwvcNGAmg0TQgghhDiu0lSBh/bMxJbCTTDbzI2SqysZbUaYbWZsKdyEh/fch0qT/S+0SWCgFSwCADhVJVLgIlI4wYoVbTZMCRYhhBBCCFC/cvXE/kdQpC8Ex3MO3WOxWVCoL8CT+x/B/EHf+mUla/Dgfo1+LZFIEBoaio4dO2PcuAnIzBzd6PoXX3yK06dP4dKli6iuroZCoUBCQgJuuGEoJk+ehvDwCB9G7zuUYBHoLDqc1+YJjmmuwfCVxEu1U4JFCCGEEAIAc7M+QYmh2OHkqgHHcyg2FGFu1hw80/MFL0UnbubMBwAAVqsVFy+ex+7dO3Ho0EGcPp2Ff/7zqcvjli9fgi5d0tGv33WIjIyC0WjAyZMn8O23X+KXX1ZjwYKFiI8X7qfaElGCRXC65hR48Havh8nCkKxuIzhHPK1gEUIIIaQVKTeW4cvsz3G08gjKjL7r+WmxWbAhfy025K91+J5YZRx6RfXGQ+mzEa2McTuGWbMeavTrgwcP4MknH8Xy5UsxZcp0JCYmAQA2bdoBhULR5P4FCz7H4sULsXjxf/Gvfz3vdjyBhs5gEdECF+kR3cAwjOCYWFrBIoQQQkgrUaQvxMN77sOWws0+Ta5cVWYsxZbCzXh4z30o0hd6fP5+/a5Du3ap4Hkep0793fanueQKAIYPvwkAkJ9/0eOxBAJKsAiyRBIssQIXgGNFLnje/ioZIYQQQkhL8cPZRag0Vfg7DKdVmMrxw7lFXpm74XOeyHfyAIA9e3YCADp27OyVWPyNtgi2cjzP45RIBcGuDiRYEfJIyCQyWGyWZq+bbCbUWmoRLg93KU5CCCGEkEDxR9k+f4fgsj9KPR/7n3/+gYsXL4BhGHTt2vRz45Ili2Ew6KHTaZGdfQrHjh1Bx46dMWPGvR6PJRBQgtXKFRkKUW2uFhzTNSJDdB4JI0GMMlZw2bnUUEwJFiGEEEJIC/fNNwsA1Be5uHTpAnbt2gGe53HbbXcgISGxyfgff/welZV/r/j17z8QL730KiIjI30Wsy9RgtXKiZVnb6dJhUYW6tBc8coE4QTLWIrO4WlOxUcIIYQQEmj6x16P9U4UmQgk/eOud3uOhQu/AgAwDAONJhQ9e/bGuHG3YtSoMc2O/+WXTQCAysoKHD9+DPPnf4aZM+/Ee+99grS0dLfjCTSUYLVyYg2GHdke2CBWFSd4nQpdEEIIISQY3NnpHvxRtg8VpnJ/h+KUaEUM7ux4j9vz7N590KX7oqKiMWTIMKSlpeP22yfh//7v31i8eLnb8QQaKnLRyokVuHAmwYqjUu2EEEIIaQUS1UmYP+hbjEzKRKxS+AvmQBCrjMPIpEzMH/QtEtVJ/g4HCQmJSE1tj7y8XFRXV/s7HI+jFaxWzMyZcK72jOAYRyoINnCkkiAhhBBCSDCIVsbgxd6vOX2fzqLD5K1jYbaZXX62QqLAyhHrECILcXkOfysvr1/9k0iCb70n+H4i4rAztTmw8la715WsCqma9g7PF0srWIQQQgghgkJkIRiRlAmZRObS/TKJDMOTMgM+ubp48QK0Wm2T1202GxYs+BxVVZXo0aMnwsLC/BCdd9EKVismtj0wPbwrWInjf0TiaAWLEEIIIUTU7IwncKLqGAr1BeB4zuH7WIZFgioRszMe92J0nrF//x7Mn/85evbshcTEZISHh6OysgJHjhxCYWEBoqOj8eyzL/s7TK+gBKsVO+XB81eA+BmsCmM5OJvVqaSNEEIIISTYqKRqfDzgCzyx/x8oMRTb7SN6JZlEhgRVIj4e8AVUUrUPonRPv37XYdy4Szh27CjOnDkNrVYLpVKJlJR2GDVqDKZOnY6wsOBs30OfdFuxrCrhCoIZkc4lWCGyEIRINdBZmy4HA4ANNpSbyhGvSnBqXkIIIYSQYBOliMKCQQsxN2sOthZuhgQMjDZjk3FKVgkbz2NEUiZmZzzu1+TKmeqBHTp0wlNPPefFaAJXwCZYRqMRixcvxsaNG3HhwgVYLBZER0eje/fuuOeee3DNNdf4O8QWrcJYLnomytkVLKC+0EVuXfMJFgCUGUopwSKEEEIIQf1K1jM9X8AjXR/D5oINWHV+GSqM5TDbzJBL5IhWxmBy6m3ITL454M9ckb8FZIJ16dIlzJo1CxcuXEBsbCz69+8PlmVRWFiIrVu3Ij09nRIsN4ltD4xXJSBKEe30vLHKOOTWnbN7vcRYjO7o6fS8hBBCCCHBKkQWgompUzAxdYq/QyEeEHAJll6vx3333YdLly7h6aefxqxZs8Cy7OXrVVVVQVkv39fEClw4U579SnEiq1NU6IIQQgghhASzgEuw5s2bh4sXL2LGjBl48MEHm1yPjIxEZGSkHyILLuIFLrq7NG+8aKn2UpfmJYQQQgghpCUIqD5YZrMZy5cvBwDce++9/g0miHE2K07XnBIc4+oKVqxKuJs5rWARQgghhJBgFlArWCdPnkR1dTXi4+ORkpKCkydP4rfffkNlZSWio6MxaNAg9OvXz99htnh52lwYuaZVahrIJDJ0Cuvi0tzUC4sQQgghhLRmAZVg5eTkAADi4+Px7rvv4ttvv210/YsvvsDIkSPx/vvvQ60O/Pr/gSqrSnh7YKewLpCzcpfmjlcKn8EqE6lcSAghhBBCSEsWUAlWTU0NAODUqVM4duwY7rnnHsyYMQMRERH4888/8frrr2PLli14/fXX8e677wrOxbIMIiICKwljWUlAxHTuVLbg9d5xPV2OMySsLRgw4ME3e73WUgt5CKCW+f73IVB+/1szeg/8j94D/6P3wP/oPfC/lvYelJQwYNmAOlnjEcH4M3kCw7iXRwRUgmWz2QAAFosFt9xyC1588cXL10aMGIG4uDhMnToVP//8Mx599FG0bdvW7lwcx6O6Wu/1mJ0REaEOiJiOlh4TvN5BneZWnFGKaFSYyu1eP1NyHu00qS7P76pA+f1vzeg98D96D/yP3gP/o/fA/1rae8DzPDjO5u8wPIplJUH3M3kKzzuWR8TGhjb7ekClrSEhfzdQmzZtWpPrPXr0QLdu3cDzPA4cOODL0IJGnaUWF3UXBMdkuFhBsEE8ncMihBBCCCGtVEAlWG3atGn2fzc3przc/goJsS+7OkvweqQ8EgmqRLeeEStaqp0SLEIIIYQQEpwCKsHKyMi4/L/tNROuqqoCACpy4SKxBsNdI7qBYRi3niFWSbDMQL2wCCGEEEJIcAqoBCs+Ph69evUCAOzbt6/J9ZqaGmRl1a/AdO/u3ja21kqswbC72wMBIE4p3AurxFDs9jMIIYQQQggJRAFV5AIAHn74YfzjH//AggULcO2116JHjx4AAJPJhNdeew11dXXo1q0b+vTp4+dIWx6e50UTrK6RrjUYvlKcSrhUO20RJIQQQkgwOV+QD6PJfo9Rf1MqlEhNbv74DfG8gEuwhg8fjvvuuw/ffvstbr/9dvTq1QsRERE4duwYSktLER8fj48++sjtbWytUb7uEuosdXavM2CQFp7u9nPEilzQFkFCCCGEBBOjyQiNOkR8oJ9o9TqPznfhwnn89NNyHDp0EKWlJTCZTAgPj0CXLmkYMmQYMjPHYPjwgU7N+eKLr2LMmPF4883XsGHDukbXFAoFEhOT0L//QMyYcS8iIyOb3D979oM4cuQQPv10Pvr27efWz+eugEuwAOC5555Dnz598P333+PUqVMwGAxISkrCzJkz8eCDDyIqKsrfIbZIYqtX7UM7QC11/x+HWLEtgsYS8DxPSTIhhBBCSAuzcOFXWLjwK9hsNnTv3hM333wtVCo1KisrcPjwX3jnnf/D6tWrMHPmA03uXbFiKbRaLaZOvR0ajabRtc6duzT69Q03DEGnTvWvVVVVYt++PVi27Afs2PE7vvlmMcLDI7z2M7orIBMsAMjMzERmZqa/wwgqWdUnBK93jXB/eyAARMgjIZPIYbGZm71usZlRba5CpIISZUIIIYSQluK7777FN98sQFxcPN54411069b07P6ePbvw44/fY9ash5pc27BhHbRaLaZNux2JiUmCz7rhhqEYM2b85V+bTCY89NBMnD2bg1WrluO++x50/wfykoAqckG8S6yCoCcKXAD13a/jRUq1lxlpmyAhhBBCSEtRVFSIb7/9ElKpFB98MKfZ5AoABg26AR9++JnHn69QKJCZORoAkJ0t3HbI3yjBaiUMVgNy684JjvHUChYAxKrEKglSoQtCCCGEkJZi/fq1sFqtGDJkODp06CQ4Vi6XezUWlg3YTXgAKMFqNXJqs2HjObvXQ6QhaKtp57HnxYmuYFGCRQghhBDSUhw7dgQA0K/fdX55vslkxKZN6wEAPXv29ksMjgrs9I94zKkq4e2B6eEZkDCey7fFmg3TChYhhBBCSMtRUVEOAIiNFd6l5Cm7dm1HUVEhAKCqqgp79+5CaWkJevfui4kTp/gkBldRgtVKnKoW3qvqif5XVxJLsEopwSKEEEIIIXbs2rUDu3btaPTatdf2x/vvz4FUGtgpDG0RbAV4nhetIJjhwfNXAG0RJIQQQggJJtHRMQCA8nLfFCp78cVXsXv3QezY8QeWLv0JI0bchD///AMffPC2T57vDkqwWoEyYykqTOWCYzxZ4AKgLYKEEEIIIcGk4dzTwYN/+vS5LMsiJaUtXn31TWRkdMe6dT9j9+4d4jf6ESVYrYBYefZkdRuEyyM8+sw4kWbDlaYKWGwWjz6TEEIIIYR4x5gx4yGVSrFjx+/Iy8sVHGs2N98L1R0SiQSPP/4vAMC8eZ+B4+wXb/M3SrBagVM+ajB8JZVUjTBZmN3rPHhUGIVX1QghhBBCSGBITEzCffc9CIvFgmeffcJuL6r9+/fiX/96zCsxdOvWHQMH3oALF85j48ZfvfIMTwjsE2LEI3zVYPhqscp41Fpq7V4vMRYjQZ3olWcTQgghhBDPuvvu+8BxHBYu/Ar33383evToibS0DKhUKlRVVeLIkcPIz7+I9PQMr8Vw//0PYd++3Vi48CtkZt4MmUzW6Pr33y/Chg3rmr13ypTpSEtL91psDSjBCnIWmwVnak4Ljuka4Z2/BHGqeJyrO2P3OlUSJIQQQkgwUCqU0Op1/g7DLqVC6bG5Zs58AMOGjcTq1Stw6NBBrF+/FmazCeHh4ejUKQ0zZtyNzMwxHnve1bp0SceNNw7Fjh3b8PPPqzBlyvRG1w8c2Gf33htuGEoJFnFfbu1ZmG3298HKJXJ0CBPuxu0qsUIXZQbfVKEhhBBCCPGm1OQ2/g7Bp1JT2+PJJ591+r6VK9eKjnnppdfw0kuvCY558833m7w2d+6XTsfjLXQGK8iJbQ/sEp4OmUQmOMZVYoUuSqhUOyGEEEIICTKUYAU5fxS4aCC+gkUJFiGEEEIICS6UYAU58QIXXkywRJoNl9IKFiGEEEIICTKUYAWxalMVCvUFgmO8VUEQoGbDhBBCCCGk9aEEK4idqm6+P0GDaEUMYlXC56TcEaOIgUTgj5jOqoXOErgVdwghhBBCCHEWJVhB7FSNf/pfNWAlUkQrYwTH0DZBQgghhBASTCjBCmKnqoQTrK6R3jt/1UBsmyD1wiKEEEJIS8DzvL9DID7gifeZEqwgxfGcAytYPkiwRApdlNEKFiGEEEICnETCguM4f4dBfIDjOEgkrFtzUIIVpC5qL0Bv1du9LmFYdAn3fidrKnRBCCGEkJZOoVDBaKRz462B0aiDQqFyaw5KsILUKZHy7B1DO0HJKr0eh/gKVqnXYyCEEEIIcUdISBj0+jpotTWwWq20XTDI8DwPq9UKrbYGen0dQkLC3JpP6qG4SIDJEm0wnOGTOOJEqhTSGSxCCCGEBDqpVIaoqHjodLWorCyGzdbytwsyDEOJ4hUkEhYKhQpRUfGQSmVuzUUJVpDKFinR7u0Kgg3EVrBKjMU+iYMQQgghxB1SqQzh4dH+DsNjIiLUqK62f5yEuI62CAYhvVWHvLpcwTFdfVDgAgDiVAmC18uNZbDxNp/EQgghhBBCiLdRghWEsqtPgYf9Jd9QWSjahKT4JJYwWRgUEoXd6xabBdXmKp/EQgghhBBCiLdRghWExApcdI3oDoZhfBILwzBUSZAQQgghhLQalGAFoSyRBMsX/a+uJJZglVGCRQghhBBCggQlWEGG53mcEq0g6OMES7TQBSVYhBBCCCEkOFCCFWSKDIWoNlcLjvFVifYGtIJFCCGEEEJaC0qwgozY+au2Ie2gkYX6KJp6YitYpbSCRQghhBBCggQlWEFGvMCFb7cHAuIrWFTkghBCCCGEBAtqNBxksqpEClxE+qbB8JXEVrDKjKU+ikQYY66DInslVEe/BqsrBjgzwMrBhSTA0Ot+mNKngJf7dvWPEEIIIYS0LJRgBREzZ8LZ2hzBMb6uIAgAsao4weuVpgqYOTPkrNxHEV3FrINm96tQ5qwBz0ggsV7R1ZwzQVp7AZp9b0Gz900Yu0yAdvDrgDzEP7ESQgghhJCARlsEg8iZ2hxYeavd60pWhVRNex9G1PBcJcLlEYJj/LWKxehKEbniZihP/wSGMzZOrq4cZzWA4YxQ5qxG5IoxYPRlPo6UEEIIIYS0BJRgBRGx/ldp4elgJf5ZtAzIbYJmHSLWTAFbcxGMzezQLQxnAltzARGrpwBmnZcDJIQQQgghLQ0lWEEkOwALXDSIE9kmWOqHQhea3a+Crc0HI7Dq1xyGt4Kty4dm96teiowQQgghhLRUdAYriIitYPnj/FUD8WbDxT6KpB5jroMyZ43DK1dN7udMUOasgW7wqy4VvtCarPg1qwQ/HipAmdYMs9UGuVSCWI0c0/smY2xGPDQK+utJCCGEENLS0Ce4IFFhLEeJQThJ8e8KVoLg9TKDb7cIKrJXgmckYNyZhJFAcXoVjD3udfgWvZnDh9vOYlN2GRgGMFpsl6+ZrDbkVxsxd2cePtuZh1HpsXh6WCeo5aw7URJCCCGEEB9yK8HS6/X45ZdfkJubi4iICIwaNQodO3b0VGzECWL9r+JVCYhWxvgomqbilCJbBH3cbFh19Gu7BS0cxVj1UB352uEEq1xnxkPLjqKo1ggLx9sdZ7TWJ10bT5XiaEEtFtzWC9EhfqqwSAghhBBCnCJ4BuuPP/7AxIkT8fDDDze5Vl5ejgkTJuD111/H4sWL8dlnn+HWW2/FypUrvRYssS+QtwcC4s2GfX0Gi9V5Zkuio/PozRweWnYUBdUGweTqSmaOR361AQ8tOwq9mXMnTEIIIYQQ4iOCCdaWLVtw6tQppKWlNbn27rvv4uLFi+B5HhqNBgzDwGq14rXXXkNubq7XAibNE1vB6hrh+wbDVxI9g2UoAc87lnh4BOfa2aum85gcGvbhtrMoqjXCwdzq7+l5oKjWiA+3nXUhOEIIIYQQ4muCCdZff/0FhmFw/fXXN3q9uroaGzZsAMMweOGFF/Dnn39i165d6NKlCziOw5IlS7waNGmMs1lxuiZbcEzXiAwfRdO8KGU0JIz9s0QGTg+dVeu7gDzV1JhViA7RmqzYlF3m8MrV1cwcj03ZZdCanKt2SAghhBBCfE8wwaqoqAAAtG/fuDnt3r17YbVakZKSgnvuuQcAEB0djUcffRQ8z+OPP/7wUrgti86iw+rzKzBj+1SM3jgU1yzpg9Ebh2LG9qlYfX4FdBbP9FE6r82DkTPYvS5lpOgc1sUjz3IVy7CIVcYKjin1YaELLkS46IYn5/k1qwSMW9U0AAbA+izfl7InhBBCCCHOEUywKisrAQBqtbrR6wcOHADDMBg2bFij13v06AEAKCgo8GSMLY7Bqsf7x97C5K1j8dXpeSjUF8BsM4MHD7PNjEJ9Ab7KnofJW8fi/WNvweBGsQWdRYclZ78THNMprAvkDqy0eJvYNsFSH5ZqN/S6HzapWnygAF6qhqH3/aLjfjxU0KhaoCuMVhuWHmrdf68IIYQQQloCwQRLKq0vMlhdXd3o9b/++gsA0K9fv0avh4bW9wOyWCyeiq/FqTRV4KE9M7GlcBPMNjOMnLHZcUabEWabGVsKN+HhPfeh0lTp1HOuTOJ2lmwXHsvp3UriPEWs0EWJDwtdmNKngOHdS3rA22BKmyw6rEzrmfNeRTVGnCyq9e1ZNUIIIYQQ4hTBBCspKQkAcPz48cuvXbp0CWfOnAEA9O3bt9H4hkQsJsZ/5cD9yWDV44n9j6BIXwiLzbEk02KzoFBfgCf3P+JwEnR1EsfxwhXm8nWXXEriPE1sBavM6Lstgrw8FMYuE8C7uLLHs4r6+x1oMmy2upnI/Q/HA/cuOYLpi/7CDwfzUan3UKEOQgghhBDiMYIJ1oABA8DzPObMmYMzZ86guroab775JgCge/fuiI6ObjT+9OnTAIC4OOGeR8FqbtYnKDEUiyY8V+N4DsWGIszNmiM61pUkjuM5p5M4b4hTifTCEmmU7Gnawa+DC20DnnGuHRwPgNMkQjv4dYfGy6WCf82clluhxyc7cjFmwR945ueT2HmuAlYbrWoRQgghhAQCwU+W9957L1atWoWLFy/illtuufw6wzC4//6mZ0927twJhmHQq1cvz0ca4HQWHbYWbnY46bmaxWbBxvx1OK/NRbgsHBpZKDSyUIT+7/9rpBqEykKx7tIvKNYXuZXEPdPzBZdidFecUrggRKkPV7AAAPIQVE9ciYifJoOtyYWjdSgYAKaO4wB5iEPjYzVy5Fc3v1XUHZyNx/azFdh+tgLRIXKMzYjD+G4JSI1272wZIYQQQghxnWCClZKSgnnz5uGFF15AcXH96oJCocATTzyBUaNGNRprMBiwceNGAMCgQYO8FG7g2lywHhLGvZUKHrxoPyt3WGwW/F64GY90fQwhMseSA08SX8HyfZU8Xh2L6vHfI+b7gU7dp8z5Cfr+zwAS+6XnG0zvm4y5u/LcLnQhpEJnxnd/5uO7P/PRMykM47vFY2RaLDQK51bnCCGEEEKIe0Q/fV1//fXYtm0bcnJyYLPZ0L59eyiVyibjamtr8cIL9SsjAwYMcDmg559/HqtXr7Z7vX379pcTuUCy6vxyuwUtAgnDMNhcsAETU6f4/NliRS7KjKXgeA6sQL8sb2D1zq+csdpCyC9shbl9pujYsRnx+GxnniuhueRYYS2OFdbiw23nMCItFrd0j0ef5HAw7taKJ4QQQgghohz6epthGKSlpQmOiY+Px8SJEz0SFFBfQKNdu3ZNXo+NFe6l5C/lxjJ/h+AQI2fEqvPL/JJgaaShULFqGLjmz4FxPIcqUyViRPpleRpbc96l+1QnFjmUYGkUUoxKj8XGU6Uwu9hs2BVGqw2/nizBrydLkBKhxPjuCRiTEY/4UP+X7CeEEEIICVYBu39o6tSpmDRpkr/DcJirZ6/8ocJY7pfnMgyDOFUcLmjP2x1TaihpMQmW/OIOSKrzYItoLzr26WGdcLSgFvnVBvgwx7rsUrURX+w+j/l7zqN/u0jc0j0BN3aM9ngBDkL8TWfRYXPBeqw6vxzlxjJYbBbIJDLEKGMxOXUaMpPH+GWLNCGEkNbD4QTr+PHjWLduHU6cOIHKykpYLBZs2bLl8vWysjIcPnwYMpmsSQPi1kAmkcFsaxlls/0ZZ5wyXjjBMpYgA919FxBcT7AAQHXye+gGvSI6Ti1nseC2Xnhw2VFcqjLAkRxLzjJIDFPiqaEdsONcJTZll0Jndq64ydVsPLDvfBX2na9CuFKK0V3jML57AtLiNG7NS4i/Gax6zM36BFsLN0PCSBpt2b6ywfuC7M8xIikTszOegMrNZuOEEEJIc0QTLIPBgJdffhnr168HgMtNTq8+z6FSqfDiiy9Cp9Nh9erVSE9P90K4gStGGYtCfYG/w3CIXCL327PFzmH5o9CFOwmW8tSP0PX/FyBViY6NDpHjuzv7YOQXeyHUGkvxv1WlUemxeHpYJ6jlLAZ2iMaTQztg29ly/HKiBAcvVrscc4MaoxXLDhdi2eFCpMVpcEv3eIxKj0O4Sub23IT4UqWpAk/sfwQlhmLB3QRGW33StaVwE05UHcPHA75AlCLKV2ESQghpJQQTLJ7nMXv2bOzduxc8z2PAgAFIS0vDokWLmozVaDTIzMzETz/9hM2bN7udYP3xxx84ffo09Ho9oqOjcc0112DQoEGQSAJzS9Pk1Gn46vS8FlHoIlrpv0bQYs2GS40tK8GSmGqgOLMWpq7THBpv4myCyRUAzL6hPcZ1i29SAVApY3Fz13jc3DUeBTUG/HqyBGtPlKC4zuRq+JedLtXi/d+1+GRHLoZ2isH47vG4rm0kWAkVxiCB7cregI62r7iywfv8Qd/SShYhhBCPEkywfv75Z+zZswcqlQpffPEFrr/+euj1+mYTLAAYMmQIfvrpJxw8eNDtwNasWdPktU6dOuGjjz4SLbjhD5nJY7Ag+3O35pBJ5Hi9z5uw8FZoLXXQWupQZ62D1qKF1lKLMzU5uKi7AN6hDWbNU7JKTE69za043SG2glXi4xUsxlgNiana7nUeDGyhyWDr8u2OUZ1Y5HCCJdYPKyVCiel9k0XnSQ5X4cGBqbj/+nb482I11p4oxrYz5W4X0bBwPH47XYbfTpchTiPHuO4JGN8tHm0ixFfoCPEHTzR491dvQEIIIcFJMMFas2YNGIbBI488guuvv150sobEJy/P9ZLU6enpePnllzFw4EAkJiZCq9UiKysLH3/8MbKzszFz5kysXr0a8fHCH9RZlkFEhO++lYyAGjenjsGG8+tdOuMkl8hxc+oYjE67ye4YrUWLm34aARPn+ooFDx5Tu02CRuafb2w7mJpWhrxSpaXca+8by0qazM0Unha+KSwZ6Hc/8PtrdofISo8iUn8afFIf0Rgqz1cJXk+N0Tj984+KDMGoXsmoMViw7ngRVh3Kx/GCWqfmaE6p1oxv91/Et/svon/7KEzpm4xRGQlQyV0vo9/ce0B8K5jeA61Fi9+LfnOrwfvvRZvxwvXPQSPz3TnEYHoPWip6D/yP3gP/o/fAewQTrFOnTgFAk6bC9kRF1e9lr66udjmge++9t9Gv1Wo14uLiMHDgQNx11104cuQIFixYgH//+9+C83Acj+rq5suBe8uDnWbjUMkhFOoLnPo2lWVYxKsS8GCn2SIxSzA88SZsKdzk0gcKmUSG4YmZsOokqIZvf28aqK3hgteLtIVee98iItRN5lYUZCNM4B5LaDvUpk5CNPs2GIHE1rL/S2iHfygaQ05hjeD1BI3crZ9/bJcYjO0SgzNlWqw9UYL1WSWoMVpdnq/BH3mV+COvEq+tzcJNabG4pXsCuieGOt1bq7n3gPhWML0Hq8+vAgP3trEyYLDi5E8+bV0RTO9BS0Xvgf/Re+B/9B64LzY2tNnXBQ806XQ6AEBkZKRDD7Fa6z/ISaWer/4ul8vx4IMPAgB27Njh8fk9QSVV4+MBXyBRnQSZxLFCATKJDEnqZHw84AuHzgHMzngCCapEp5vxsgyLBFUiZmc87tR9nhYrUoK92lzt1gqds8TOX3HhqeBVUTB1Gi84TpmzBoyxWvR5l0S2CLaJaNrE2xWdYzV4alhHbHh4AN4d3xWDO0TBE8epdGYOa44X476lR3Dbf//C4j8voULXdMVWa7Ji2eECTPzmAAbP2Y3rPtyJwXN2Y8THO7DscAG0JveTPkI80eC9oTcgIYQQ4imCCVZDYlVW5lgT3dzcXABATIx3iih06NABAFBS4vtCCI6KUkRhwaCFGJk0GnKJAkpJ8x+YlawScokCI5NGY/6gbx2uZOWLJM6b5KwCkXLhhL3MWOqjaAC25oLgdS48FQBg6H634DiGM0GZvUL0eQXVBsHrnj7rJGMlGN4lFh9P7I51D/bHo4NT0TbSM8/Iq9Tj0515GLtgP55ecxI7zpaj1mDBG5tOY/T8/Zi7Kw/51UaYrDbwAExWGy5WGjB3Zx5Gz9+PNzadht7NsvOkdfNUg3d/9QYkhBASnAQTrO7d6/sR7dy506HJ1q1bBwDo00f8LIorGrYehoQEdpNIlVSNZ3q+gFUj1uGB9EeQpE6GQqIAAwYKiQJJ6mQ8kPYIVo1Yh2d6vuB00uPtJM7bAqlUu/gKVv2ZMWt8H1hiewiOVZ74DuCFSwT6agWrObEaBe7t3xYrZ/bDV7f1wi3d46GSuV+Vk+OBnecq8K+fs3DTvH1Yd7IEJqsNRkvzvxdGqw0mqw0bT5Xi7u8PNbsCRogjPNXgvaX0MCSEENIyCO7lGz9+PLZt24Z58+Zh+PDhaNu2rd2xO3fuxIoVK8AwDCZOnOjxQAFgw4YNAP5O/AJdiCwEE1OnXN7b78m9rg1J3CNdH8Pmgg1YdX4ZKozlMNvMkEvkiFbGYHLqbchMvhkhssBKSOOUCThdk233ui9LtUsc2CIIAGAYGLvfDdm2Z+yOldbkQZa/G5aUG5u9rjVZUW2w/4GQQX11QG9jGAa924Sjd5twPD2sE7bklGHtiWIc8UBhDJsTRQzNHI/8agMeWnYU383oC7UbxTNI6+SpBu/+7A1ICCEk+AgmWGPGjMGSJUtw8OBBTJs2DQ899BD69et3+XphYSEuXryIDRs2YNWqVbDZbBgyZIhDFQebc+rUKRQXF+PGG28Ey/79YctqteK7777D4sWLATQthNGaXZ3EtQSxqjjB6z5bwTLrwOqFtyNeTrAAGDvfipA9b0Bitp+IqI4vsptg5YtsD4zVyC83GfYVtZzFLd0TcEv3BFyo1GPdyRL8mlWCMq1vvtHneKCo1ogPt53FK6MCr/0CCVwVxvLLje/d5c/egIQQQoKPaDWKuXPn4oEHHsDx48fx3nvvAcDlymEjRoy4PI7nefTp0wcffPCBy8EUFBTg0UcfRUREBDIyMhAVFYXq6mrk5OSgtLQUEokEzzzzDG644QaXn0H8L16s2bCPEiy2VuT8lToeuLKcvUwNY/pUqI99Y/ce+fnfIKkrhC00qck10R5YHjob5ap2UWo8ekN7PDQoFX+cr8IvJ4qx81wFrM4sS7nAzPHYlF2GJ4d2bNJcmZDmnKk5jZf/eg4W3v0tgv7uDUgIIST4iH6aiYiIwNKlS7Fo0SL88MMPKCwsbDImJiYG9957L+655x7IZI4VXmhOWloa7r77bhw/fhxnz55FdXU1GIZBQkICJk2ahDvvvLPFbA8k9omewfLRFkFHKghezdj9bsEEi+FtUGb9AH3/plsJL4kVuPDB9kBHSCUMBnWIwqAOUajWW7AhuxS/HC/G2XKd157JAFifVYJpfcSbLJPWbWfxdrxz9D9uVw9swPM8MpNv9shchBBCCOBAggXUl12fNWsWZs2ahQsXLiAvLw91dXVQq9VISUlBly5dPBJMSkoKXnrpJY/MRQJXoBS5EEuwbOFNmyJzkR1hbjMY8vzddu9TnVwCfb/HAbbxuY4CPxa4cFWEWobb+yZjep8kZJdq8cvxYmzKLkOdh8usG602LD1UQAkWsYvneSw59x2+yVngsTllEhmGJ2UG3DlVQgghLZvT+3HatWuHdu2afvAkxFFxYlsEjaXged7pJrbOcmUFC6gv2S6UYEkMZVDkboSp8y2NXhddwfJwiXZPYhgGXeND0TU+FE8M7YgdZ8vxy4liHLhQDU9tIPTVuS/S8pg5Ez44/ja2FG722JyB0huQEEJI8BE8Uf/CCy/gxRdfhMXi2D53nucv30OIPZGKKEgZ+7m9kTOgzlLn9Tgc7YF1NXP7THAhwkmi8sSiJq+JFblICeAE60oKqQSZ6XGYO6Unfn7gOo/Na7YKl7gnrVOlqRJP/fFPjyZXgdQbkBBCSPARTLBWr16N1atXw2p1bDuQzWa7fA8h9kgYCWKVIpUEjcVej8PVFSxIpDB2myF4r7zwD7AVf5eiN1o4lIqs0CQH4BZBMYlhSo9VPpT7uIIiCXznas/gkT2zkFV9wuF7WIZtcb0BCSGEBBf6REP8QvwclnD5dLdZjZBomxZsuRLXzBmsBsaM28FLhHfYqk4uvvy/C2uFz19FqmQttoJerMYzPYQ8NQ8JDntKduGf+x52uOhNiDQE71z7EdaM3OiVBu+EEEKIozz6ia6qqgoAoFAoPDktCUKiK1heLnTB1l4CI3B6yKaMBK8It389JAGm9qOhPLfO7hhF9iroBrwAXq7BpaqWV+DCUdP7JmPurjwYLa5v8VNKJbi9LxW4IPVbzZfl/oCvTs8D7+AJv0R1Et7q9wHaaVIBoMX1BiSEEBJcHFrBcqTYgM1mw5IlSwAAycn0QYkIixct1e7dLYKiPbDsbQ+8grHH3YLXJRYtFDn122ULalpugQsxYzPi4W6/VxvPY0yG8J8JEvzMnBnvHXsTX57+wuHkqldUH3wx8JvLyRUhhBDib41WsK5sHHylMWPGCCZZNpsNVVVVMJlMYBgGN954o2ejJEEnTpUgeN3bWwRdPn91BUvS9bBGdoa06ozdMaoTi2DsNkO0yXBLXsHSKKQYlR6LjadKYeZcy7SUUhZKGevhyEhLUm2qwquHXsTxqqMO3zOmzXg83v1fkElc779ICCGEeFqjBKugoKDJAJ7nm20ubE/v3r3xyCOPuB8ZCWriRS68vEWwJk/wOhfmQCsChoGh+90I3fWK3SHSimxIi/7EpWrhFaqWvIIFAE8P64SjBbXIrzbAlRyr1mTFskMFuLNfG88HRwJeXt05vHTwWRQbihwaz4DBw13/iSmpt3m9nQMhhBDirEYJ1uzZsxtdnDt3LhiGwYMPPgiZzP43hFKpFBEREcjIyEDPnj29EykJKqJbBL19BktsBSsi1aF5TGmTodn3Nhir3u4Y1YlFKKi+R3Celp5gqeUsFtzWCw8uO4qiWiMsLmRZ8/ecx4guMUgIa7mrecR5+0v34I3Dr8LA2f87dCW1VI2Xe7+OAXGDvBwZIYQQ4hrRBAsAHn74YahULfsDIAkscUrhLYLlpnJwNitYkUp9rmKrzwte58LbOzQPrwiDMW0SVCe/tztGcW49TMbRAOwXzUhpwVsEG0SHyLF4Rl98uO0sNmWXgQFgdKK3ldFqw3tbz+LDCd1oVaIV4HkeK/N+xPzsuQ6ft0pQJeLNfu+hfWhHL0dHCCGEuE7w0+t3330HAFAqW/6HPxJYQmQhCJGGQGfVNXvdxnOoMFWIlnN3CWeBRNt0O2yjIQ6cwWpg6H63YILF2CyYwmzDF5jw94sSI2Thf0EetReMtAZTtnOQSWSIUcZicuo0ZCaPQYgsxOEYAoVazuKVUWl4cmhHrM8qwdJDBSjTmmG22iBjGdEzWrtyK7H9bAWGdY7xUcTEHyw2C+ac+ADr89c6fE+PyF54ve9biFBEejEyQgghxH2CCVbPnj0puSJeE6eMR5421+71UmOpVxIsibYAjM1+82ybTANe6XgDUi4mA5aEfpAVH7Q75k7pVsznboGNsUCRsBaysCMALwHD1jcf5gGYbWYU6gvwVfY8LMj+HCOSMjE744kW2a9Ho5BiWp9kTOvTuKLo94cLMef3s4L3fvD7WVzXLgIh8pbZF4wIqzFX49VDL+JY5RGH7xmVPAZPdn8WcpZ6pRFCCAl8gmXaBw0ahJdeegkHD9r/4EiIq2JFz2F5p1S7QxUEndyiZuguXLI9manAYNk+qNt/BlnYETAS6+Xk6mpGmxFmmxlbCjfh4T33odJU6VQsgeyBGzogNUp4u3Gp1oz5e4TL6JOW6XxdHh7Ze7/DyRUDBg+mP4pne75EyRUhhJAWQzDB0ul0+Omnn3DXXXchMzMT8+bNQ1GRY1WeCBETr/RPoQtPlGi/mqnTWNgEVr30DIOCtr9CIq8EI7G/enYli82CQn0Bntz/CAwCRTRaEoVUgudHdhYdt/xwAU6V1PkgIuIrB8r245/7HkSR3rGqtEpWhf9c8w6md7iTzuQRQghpUQQTrMceewxt27YFz/O4ePEiPv30U4wYMQIzZ87EL7/8ApPJ5Ks4SRAS2/5XavROLyy2Rnh1xOZCggVWAWPG7XYvvxMViWqpFQzjeNEHAOB4DsWGIszNmuN8TAHqmpQIjO8m/N7beOCtzWdgtbnZwZj4Hc/z+On8crz457/snrm8WpwyHp9dvwCD4m/wcnSEEEKI5wkmWI888gg2bdqEpUuXYtq0aQgNDYXNZsO+ffvw3HPPYdCgQXjllVfw119/+SpeEkRiVSK9sPy2RdCBHljNMHSbAR5Nv2nXMgzWa9QwSwT/utllsVnwe+Fm6CyOfThtCR67sQPClcJnrLJLtVhxxPEefCTwWG1WfHLifczN+gQ2OPblQkZEd3wx6Bt0DOvk5egIIYQQ73DoE1+fPn3wn//8B7t378ZHH32EG2+8ERKJBFqtFitXrsSMGTMwatQoLFiwAMXF3vlQTIJPvEipdm81G/bGFkEAsIWlwJw6osnrv2hCHPuLJoBhGGwu2ODmLIEjQi3DE0M7iI6bv/s8SupopbwlqjXX4rk/n8TaS2scvmdk0ih81P8zRCkcLzJDCCGEBBqnPvfJ5XKMGTMGX375JXbs2IFnnnkGnTp1As/zuHDhAj755BOMGDEC9913H9atW0dbCIkg0S2CBi9sEeRtYGsvCg5xNcECAGMzxS6+Dw+FwcXVq8vzckasOr/MrTkCzdiMeFyTYr83GADoLRw+EKk6SALPRe0FzN77AA5XOL674f4uD+OFXv+GnFV4MTJCCCHE+1z+1BcTE4NZs2Zh7dq1+Omnn5CZmQme58FxHPbt24dnnnkGgwcPxhtvvIELF6giGGkqRhkLppktdQ1qLTUwckaPPlOiLQbD2U/8eakSthDXS8Ob2w4FF9a20WulLOvyfFcq89KZNH9hGAbPj+wMGStcwGD72QrsOFvho6iIuw6WHcDsvQ8iX3/JofFKVonX+r6FOzrdTcUsCCGEBAW3vlY3m81Yv349PvroI2zduvXyfxwZhoFEIkFdXR2WLFmCsWPH4oMPPgDP04F18jeZRIYoRbTgGE9XEmRr8gSvc2HtAMaNvxaMBIZudzV6yeyhD40WmwWz9z6IncXbwfGcR+b0t9QoNe69LkV03Pu/n4XeHBw/czD7+cIqPH/waWitjlWAjFXGYc6AebgxYah3AyOEEEJ8yKVOnocPH8bq1auxceNG1NXVXU6c2rRpg4kTJ2LSpEmQyWT4+eefsWzZMly8eBHffPMNoqOjMXPmTI/+AKRli1XGocJUbvd6qaEEbTWuFZ1ojrfOX13J2PU2hBz44PJKmZznYfJQkpVVfQKvHXoRSepkTG0/HaPajIWSbdnNwO+5ri02ZZfhYpXB7piSOhMW7D2PJ4d29GFkxFGczYq5p+bg5wurHL4nPTwDb1zzDqKVMV6MjBBCCPE9h7+qLyoqwvz58zFq1CjccccdWLFiBWpra6FQKDB+/Hj897//xZYtW/Doo48iMTHx8hbCDRs24LbbbgPP81i2LLjOkBD3iZdq9/QK1nnB655IsHhVFEydxl/+tdoLK7eF+gLMOfkhpv8+Ad/mfNmimxHX98YSrxi37FABTpdofRARcYbWUofnDz7tVHI1LHEkPh7wOSVXhBBCgpLgCpbRaMSmTZuwevVqHDhwADzPX16t6tGjByZPnoxx48ZBo9HYnYNlWTz22GNYtmwZ8vPzPRs9afHiRQtdeDjBqhU+D+iJBAsADN3vhuL0SiyICEOVh85gNafWUovvz/4Xy3KX4KbkUZja/na006R67Xnecm3bSIzJiMP6LPvnzDgeeGvLGXx7e2+wEjqrEwjydZfw0sFncEknXDjmSjM7P4AZne6l81aEEEKClmCCNWjQIOj1+stJVVRUFG655RZMnjwZnTt3dvghERERAACOozMUpLFYpY9XsKrPC173VIJljuuFt5I74Ue52SPzibHYzFh/aS3WX1qLAXGDcFv7O9AzqneL+hD7xJAO2JNbiRqj1e6YrOI6rDpahGl9knwYGWnO4Yq/8NqhF1Fncey8lUKiwHO9XsHQxOFejowQQgjxL8EES6fTgWVZ3HDDDZg8eTKGDRsGqdT5Y1ssy+Ltt992OUgSvMRLtXswweJ5rzUZvpLVZsW7x/4PW32UXF1tf+ke7C/dg7TwdExrfwduTBgKVuLScUufilTL8c8b2+P/Np8RHPfF7jwM6xyNWA2V8/aXdRfXYM7JDx0uthKtiMH/XfMu0iK6ejkyQgghxP8EP3U9/fTTmDBhAmJjY91+0MSJE92egwSfeNEVLA+WJteVgrHq7V7mJTLYNO6tjBisBrx++GUcKNvn1jyecLomG28c+TfiVQmYnHobxqSMg1oa4u+wBI3vnoBfT5bgcEGt3TE6M4cPt53DO+MzfBgZAeqLWczLnoufzi93+J4uYel4o9+7iFW6/98RQgghpCUQLHLxwAMPeCS5IsSeWNEVrGKPlfdnqsRKtKcAbqz01Jpr8cyBxz2WXMkkMsQrEzAo7gZIGNfPcZUYivHFqTm47feJ+DL7C5QZyzwSnzdIGAbP39QZUpEzVltzyrE7l3pj+ZLWosVLfz3rVHJ1Y8IwfHL9F5RcEUIIaVUCf98QCWoR8gjIJHJYbM1vpzPbzKi11CBcHuH+w8QSLDfOX5UZy/D8gSeRp811aDzD81DwPIySpt9xKFklbDyPEUmZmJ3xOFRSNYoNRfgpbzl+vbQWBs7+KpwQnVWLH3O/x8q8HzEiKRNT29+ODmGBV/a8Q3QI7r62Db79Q7hR7Xtbz+KalAioZN4rIkLqFejy8fJfz+KC9rzD99zd6T7c3fk+SNzpK0cIIYS0QIL/5du1axe6du2Km266CTabTXAijuMwcuRIZGRk4NChQx4NkgQvCSNBnDJOcEyJh85hMZXCyQ8X5tr5q3zdJTy+72GHk6t+BiM2XyzAU5XVSLFYoOB5MGCgkCiQpE7GA2mPYNWIdXim5wtQSdUAgARVIh7JeBzLhq/Gg2mPIFrhenlrK2/FpoL1uH/3XXjuwJP4q/zPgGsCPrN/W7SJEO7vVVRrwtf7hKtCEvcdrTyMR/c+4HByJZPI8VLv13Bvl/spuSKEENIqCf7Xb/369eB5HpMmTYKkmW/ar8SyLKZOnQqbzYb169d7NEgS3GJVwglWqaHYI88R2yJoc2EF60zNaTy+72EUG4ocGj9Mp8f8klIk2Gy4vU6L9flFOHj+EnZ3fh4bRm/D90NXYGLqFITImj8rpZGFYnrHGVgybBWe7/kKOoS6twL1Z/kfeObA43hg9z3YXLABFpvFrfk8RSlj8fwI8UqlPxzMx5ky6o3lLRsurcMzfzyOWkuNQ+OjFNH4ZMDnGJGU6eXICCGEkMAlmDWdPHkSDMNg0KBBDk02cOBAAMDBgwfdj4w4hDHXQXlsISIXD0LM/I6I+TwFMfM7InLxICiPLQRjdqyEsj/FKxMEr3us0EXVecHLzm4RPFpxGE/9MRtV5iqHxk+o0+Kj0nIomlksUp5Y5NSzZRIZMtvcjK8Gf4d3r/0Y18Rc69T9V8utO4t3jr6BO7dPwY+5P0Br8X/S0j81EqPShc/ucDzw9m9nYAuwFbiWjuM5zDv1Gd4//hasvP2y+VfqFNYZXwz8Gl0junk5OkIIISSwCSZYJSX1W7NSUlIcmqxNmzaN7iNeZNZB8/u/EP1tH4TsexvS2gtgOBMY8GA4E6S1F6DZ9xaiv+0Dze//Asw6f0dsl/gKloe2CFaJbBGMaO/wXHtKduLZP5+EzurY72v3ygT8p7zS7qFHeeF+sBWnHX5+A4ZhcG1sf7x/3Rx8NXgRMpNvButGQYxyYxm+zP4c07dNwLxTn6LEQ6uHrnpyaEeEKoSPih4vqsPqY46tIBJxOosOrxx8Divyljp8z+D4IZgzYL5o2wVCCCGkNRBMsIxGIwA4fD6jYZxOF7gf5oMBoytF5IqboTz9ExjOCImd0uOM1QCGM0KZsxqRK8aA0Qdm9bg4HzQbZoxVYIzVdq/zjARcaBuH5tpwaR1e/etFu4U5rmYsuRnnSu6BlRdOfFQnv3NoPns6hnXG871ewZKhqzC9w50IcaMku96qx4q8H3Hn9ql488hryKlxPvnzhOgQOWbfKJ74zt2Vh3Kdf/qOBZNifREe2/cQ9pftdfieOzvejdf6vgmVVOXFyAghhJCWQzDBiompP0h/5oxw488GDeOioqLcDIvYZdYhYs0UsDUXwTj4AZ/hTGBrLiBi9ZSAXMmK90GzYbEGwzZNMsDKRef5MfcHvH/8LdggXPQFAHiegaFwMiyVQ1CKSGyy9RMcr8heBcbs/ta8WFUcHkx/FD8OW4N/dH1MNIEVYuM5bC3cjIf3zMRTf8zG/tK9sPHiP7snTeiRgJ5JYYJjtCYOH28756OIgtOJymN4ZO8sh4u1yCQyPN/rFcxKe5iKWRBCCCFXEPyvYp8+fcDzPJYsWeLQZEuXLgXDMOjVq5dHgiNNaXa/CrY2H4yD5yIaMLwVbF0+NLtf9VJkrov1wQoWWyNcbU7s/BXP8/gy+3N8mf25Q8+TQAZj/gxYa/4+G/U9d5PwPRYtFDmrHZrfESGyEExtPx0/DF2Bl3u/js5haW7Nd6TiEF48+C/M2nUXNlxaBzPnmxUjCcPghZs6gxXpjbX5dBn2na/0SUzBZlP+ejx94J+oNlc7ND5SHomP+s9FZvLN3g2MEEIIaYEEE6xJkyYBADZv3oy5c+cKTjRv3jxs3Lix0X2tndZkxbLDBZj4zQEMnrMbXV7ZiMFzdmPiNwew7HABtCYnkyRzHZQ5axxeuWpyP2eqvz/ACl/EiZzBqjCWw2pz7vfqamIrWEIJFmez4oPjb+PH3B8cepZaqkZvyVOwahsf9t9v64oztmTBe1UnFgEeLtjASqQYnnQT5g/6Fh/1n4sBsQPdmu+CNg/vH38Lt2+bhB/OLkKtudZDkdrXKSYEM/qJb+F8Z8tZGC2c1+MJFjbehi+zv8C7x/7P4QqSHUI74vNBX6NbZA8vR0cIIYS0TIKnxwcOHIibbroJv/32Gz7//HNs3rwZ48ePR3p6OkJCQqDT6XD69GmsXbsWOTk5AIDhw4djyJAhPgk+UOnNHD7cdhabssvAMIDR8veWKpPVhvxqI+buzMNnO/MwKj0WTw/rBLVcvDCBInsleEYC4e/xRfAcVH99Af2AZ4AA2dajloYgVBaKOkvziR8PHuWmMiSoEl1+hniC1XwPLDNnwhtHXsWekp0OPSdCHoF3rv0YH282Aai+6iqDxdxI/Ediv2KgtCIb0qI/YU26zqHnOYNhGPSO7ove0X1xvi4PK/N+xG+FG10uzV5lrsQ3OQvww7lFGN1mHKa0vw1JauEE0h33D2iL306XobDGaHdMYY0R3+y/iEdvcLxgSWtlsOrx1tHXsadkl8P3XB83GC/1fhVqN873EUIIIcGO4UUqWBgMBjz++OPYubP+AybDNP143zDFkCFDMGfOHCiVwg1CfcFi4VBd3XzxB28q15nx0LKjKKo1wsKJr0TIWQaJYUosuK0XokOEzwBFLh4Eaa1nGqva5GGwJvSFJeEaWBL6wRrfB7xc49QcjLkOiuyVUB39GqyuGODMACsHF5IAQ6/7YUqfAl4e6tBc9++6G7l1Z+1e/2TAF+gZ1dup+K4UsWoCZMX22wfU3Pw1zB1GN3pNZ9Hhlb+ew5FKxxpnx6sS8N61nyBF0xbjv/wDxXWmJmNCocd+xaMIYZpea2DsfCvqMh3biuiuSlMF1lxYhV8u/IRai3srURJIMDhhCG7rcIfdUt0REWq3/l7uyavEEz+dEBzDShj8cFdfdIyhJKA5ERFqnC7KxcsHn8O5OsfO1wLA9A53Ylbaw25VqST13P17QNxH74H/0Xvgf/QeuC82tvnPuaIJVoOff/4ZP/zwA06cOAGb7e8VGZZl0aNHD9x5550YP368Z6L1AH8kWHozh7u+P4SCagMcyK0uYxmgTYQK383oK7iSFTO/IxjO/gdzd/CMBFxUen3ClVifdNnC2gHNJNQw66DZ/SqUOWvAM5JmqxjyUhXA8zB2mQDt4NcBufCH3RcPPoP9pXvsXn+p12sYkex689Lob/tAYrBfRbFy+hZw0emXf11lqsRzfz6Fs7U5Ds2fqmmPd6/7BLHKWJitNgyesxv2/gi8Jf0ad0h/tzsXL5Gh4p4D4NXCPaA8yWA1YFP+eqw4vxRF+kK35+sR2QvTOtyO6+MGNyqA4Il/zF9YewpbcoQrYvZKCsOX03tB0tyf31buguUMntrxJKrMjp1XkzJSPNXjOYxuM9bLkbUe9KHG/+g98D96D/yP3gP32UuwhBvMXOHWW2/FrbfeCq1Wi4KCAuh0OoSEhCA5ORkajXMrH8Hqw21nUVRrdCq5AuqbpRbVGvHhtrN4ZZRAIQIvFhVgeBukFVmQVmRBdXIxAMCmivnfCtf/VrnieoAx1dVXMazNB2Mz292uyFgNAABlzmrIiv5E9cSVgglDnFL4HFaJ0fV+TIxZK5hcAQAX9vcWwWJ9EZ498ATy9Zccmj8johve6vchwuT1le4Ka4x2kysAWCMdjTtgP8FibBaosn6Evt8/HXq+J6ikKkxInYzx7SZgT/FOLM9bgqzqky7Pd7zqKI7/dRRt1CmY2uF2ZCbfDAWr8EisTw/rgH3nK6Ez2z9rdbSwFr8cL8aEnq5vKw1GWwo24YPjb8Ps4DnOcHkE/tP3bfSIosJFhBBCiKOcPoSj0WiQlpaGvn37Ii0tjZKr/9GarNiUXebQtsDmmDkem7LLhAtfOFBG3JMkhnIo8jZBs+8tRK6ehJgvuyJ68fVgq/M8XiJerEGpO6XaJWIVBEMSAFl9D5+8unP4576HHE6urosdgPev+/RycgUA+TUGwXt0EV1hSRAu2a48uRiw+b5YA8uwuDFxGOYO/AqfXr8Ag+OHgHHj1F++/hI+PvEepm+biP/mfI0qo/tV/mI0Csx24IzVpzvzUEG9sQDUF7P45vQCvHX0dYeTq1RNe3wx8GtKrgghhBAnBUaVgyDwa1ZJs7vpnMEAWJ9lP5HgQhLce4CbGN4KhjOBEVyfaf4+sRLx8Urhn63UWOrUM6/E1uQJXm8ocHGy6jie2P8IKkzlDs07PPEmvHHNu00arF6qtl+EAQDaRChh6H634BhWWwj5ha0OxeEt3SN74D/XvI1FQ37ELW0nQi5xPcGvMVfju7PfYszPN+Pj4+/hkvaiW7FN6pWI7onC5/vqTFZ8ssOxnk7BzGA14PVDL+OHc/aLq1ytf+z1+Oz6L5GoTvJiZIQQQkhwcjjBys3Nxfvvv4/p06fjxhtvxDXXXIMbb7wR06dPx/vvv4/c3Nb9QebHQwWNqgW6wmi1YemhArvXDb3uh02qdusZ/iJWIj5WpFS7OytYrEhhEC48FQfK9uOZA4/brWR4tQntpuDF3q9CJpE1uVZQLbyC1SZCBVOnsbAphRtyq05851As3tYmJAVPdH8GPw5bjXs7348IeYTLc5k4E9ZeWoN7d96OV/56Dscrj8LBY6CNSBgGL4zsDFbkS42Np0rxx4UqF6Nt+coMpXh8/z+wq2S7w/dMbT8d/9fvPYTIqEgIIYQQ4grRBIvjOLz11lsYN24cvv32Wxw5cgSlpaXQ6XQoLS3FkSNH8O2332LcuHF4++23wXGtswdNmdYzW5GE5jGlTwHDt+DfX0YCxelVzV7y5hZBsRLtG+QMXjr4DIyc8MpTg3s7349/ZjzZqHjDlfIdWMECq4Ax43bBcfKL2yERid2XIhSRuLvzfVg6bDWe6v4s2oS0dXkuHjz2lOzC4/v/gdn7HsSOot/BOflnu0ucBrdfI94b690tZ2CyuvflR0t0qjoL/9g7y+FCLSzD4ukez+MfXR+jSoGEEEKIG0QTrOeffx6LFy+GzWYDy7K4/vrrcdddd+Hhhx/G3XffjYEDB0IqlcJms+G7777DCy+84Iu4A47ZQx/ghObh5aGwJFzj8tw8IwGniADvp/5XjFUP1ZGvm70Wo4iFROCPo9ZaB73V/hkuIUIJ1pJQDV6r3evQh3sGDB7v9jTu7nxfs+0KGlwSWcFKiajfUmjoNgO8yPkm1YnFonH5moJVYFzbCfjvjUvwf9e851b5fAA4VX0Srx9+GXdvvw0/nV8BQzNVKe15cGA7JIQKF8+4VG3Ewj/c25LY0mwr3IIn9z+CSlOFQ+PDZGF4/7o5GJtyi5cjI4QQQoKfYBXB7du3Y+3atWAYBmPGjMFLL72E6OjoJuMqKyvx5ptv4tdff8XatWsxduzYVtdsWC6VeORbcrlUIPnheTCmapfm5RkpuPB2qJq6Hgx4SEuPQlZ8ENKig5CVHILEVONawE5idc1XA5RKpIhSRqPcaL/aX6mhFKmhzjeQbS7B4gF8ERGO+ZHhDs0hZaR4ode/MSxppOA4zsYLNsIFgOT/JVi2sBSYU0dAcX6L3bHKU8ug6/8v4KpzXoFAwkgwMH4wBsYPxqnqLKzIW4qdRdtgg2t/D4oMhZib9TEWnfkat7SdiAntpiBaGSN4j0rG4tkRnfDUGuGKh4sOXMKo9Di0j26ZW2wdxfM8Fp35Bt+d/dbhe9qGtMOb/d5Hcoj4aiAhhBBCxAkuZaxcuRIAMHLkSHz00UfNJlcAEBUVhQ8//BA33XQTeJ7HihUrPB9pgIvVeKbCn9A8svxdkJVnOT0nzyrAhbdD9cSVgDwEvFwDS5tB0Pd7HLXjF6Ni1nFU3v476oa9D0PX22CN7OTOjyBMoI9XnFJ4m2CZ0YVtglYDWG1Ro5dsAN6MjnQ4uVKySrzZ7z3R5AoASupMsNrsnylSySSIVv99bssoUuxCYqqG4uw6h+L0p64RGfh3nzeweOhyTEqdCiXrekJYZ6nDD+e+wx3bJ+P9Y28hr074fOcNHaMxvLNwIma18Xh7yxmXznu1FEbOiDeO/Nup5OramP6YO/ArSq4IIYQQDxJMsI4cOQKGYfDAAw84NFnDuKNHj7ofWQszvW8ylDL3tt4ppRLc3jfZ7nX1X587NR8vVYNnlTB2mYiqqevt96FiJOCiusCYcTu0wz9E1R3bUT7rOGrGLoLumsdgTh7oZN1AAQK9kOJFzmGVuHAOi61tXG7dAuC52GgsCxOuQNcgTBaGD677FNfGDnBofL4DBS6u3F5objsUXJjwWSbVccerv/lbojoJszOexLLhq3F/2sOIUjT/pYwjLDYLNuSvw6xdM/D8n0/jUPlBuwnS08M6IkSgSTcAHM6vwdqTrp/lC2TlxjI8uf8RbC9yvPLkpNSpeKvf+9DIqNUGIYQQ4kmCGUF1dTUAoF27dkLDLmsY13BfazI2Ix7ufjnOAxiT0XySIS05DHnBHuH7GRY8GPCsEtawVGgHvoiK+w5DO/wDQO5cRTBeGQlz6gjoBzyLmgnLGzXidYdQqflYkRWsUhdWsK7cHqhnGMyOj8VGjWO/FzHKWHwyYB4yIrs7/DyxBCs5XNn4BUYCQ7e7BO+RlR6BtLRlfWkRKgvDHR3vxpKhq/Bsz5eQqnF+a+eVDpTtw78OPIaH9szE1oLNsNoa94uLC1XgH4NSRef5dEcuqvTB1RsrpyYb/9gzC6drsh0azzIsnuj2DGZnPAlW4nCveUIIIYQ4SDDBCg2t/5a/tNSxHkRlZfXnZzzdfPijjz5CWloa0tLS8M0333h0bk/RKKQYlR4LuVjdaDvkLINR6bHQKJr/wKM+9IXoHFW3bUb5o5dQ/vBZVN21G8Ye94KXO7ZSI8YTJeJ5qRqG3vfbvS5WSbDM4HwvrIYEq1oiwQMJcdirdmzrWpuQtvj0+vlOn/kSqyDYUODiSsaut4EXWNkDAGWAlGx3lpyVY3Sbsfjmhu/xzrUf4br4/m7Nd7Y2B28efQ0ztk/Fityl0Fn+LnwypXcSusYL/9tTY7Rizk7hvmgtyY6i3/H4vn843LtNIw3F3GFf4JZ2E70cGSGEENJ6CSZY6enpAODwmarly5c3us8Tjh07hq+//lqwalugeHpYJySGKUV781xNwgCJYUo8Paz5s09s1TnIczcKzmFKzQQXnebcg51QXyLezSIevA2mtMl2L8cphXthlRibL5AhhK05j2KWxT2J8TimFE5iGnQJS8enA+YhQZXo9PPEKgi2iVA2eY1XRcHUabzgfcqcNWCM1U7HEygYhsF1sQMwf8QCLBi0ECOTMiFxoxR4qbEE87I/w/RtE7Ag+3OUGUrBShi8eFNnSET+/v16sgQHL1a7/OxAwPM8Fp9diNcPvwyTzf65xiu1CWmLzwd+hf4J7iW5hBBCCBEmmGCNHTsWPM/j+++/x5dffmn3/APP8/j666+xePFiMAyDcePGeSQ4s9mM559/HtHR0RgxYoRH5vQmtZzFgtt6ITlCBZkTWZZKVn+f2s4ZEtXheWBETkHpr3nUqVidxctDYewyQXSlxe79rKL+foEVtTiV/e2DgGu9sPJrzuLupHjkyps2BG5O7+i++LD/Z4hQRDr9LAAoEKkg2KaZFSwAMHQX3ibIcCYos4OjeEzn8DS82Ps1LBm6EtPa3wG1GyujOqsOy3J/wB3bJ+OtI69DqirCdIFzjA3e3nLGY60VfM3EmfDmkdewMOcrh+/pG90Pnw/8Eika13uXEUIIIcQxghvwJ02ahJUrV+LIkSP4+OOPsWzZMowYMQKdOnWCWq2GXq/HuXPnsHXrVhQUFIDnefTt2xeTJk3ySHBz5szBuXPnMG/ePGzevNkjc3pbdIgci2f0xYfbzmJTdhkYAEaRD3JWzma3QIZEWwSlnea8DcxJ/WF1oz+Wo7SDX4es6E+wNRfA8FbxG/6HZ6TgQttAO/h1wXFiRS7KjGWw8Ta7DX6vllOTjRck+ahy8JzJDfFD8VLvVyF3NYnkeYeKXDTHGt8XlpjukJWfsHuv8sR3MPSaBfipj5mnxani8XDX2ZjR6V6sv/QLVp1fjjKj89tAAYDjOWwp3IQthZvQO6ofomP6oqK8PWCnz9jFKgMWHbiEBwZ65myhr1SaKvDKX8/jVLVwWfor3dJ2ImZnPAkpnbcihBDiJsZcB0X2SqiOfl3feoczA6wcXEgCDL3uhyl9iseOp7Rkgv/FlUgk+PLLL/H4449j3759KCgowOLFTRufNqxsXX/99fjkk088sp3v6NGjWLhwIcaNG4fhw4e3mAQLqF/JemVUGp4c2hHrs0rw3Z/5KKmzv43HxPHYmlOOW7o3XcFRHf0ajM0i+DxDX++uXl0mD0H1xJWIWD0ZbG0+GJt4sQCeYRuViBcSJguHXCKH2c68FpsZ1eZqRCmiRJ97uOIvvHzwWRgczEXGpIzHk92fBevGtrUKvQUGi/1kWiphEG+vKS7DwNjjbsi2PWv//po8yPJ3w5Jyo8sxBiKNTINpHe7ApNRp2F60FcvzluBs7RmX5ztSeRCIPQh1aALMlTfAWtMLzf1Tt/DARWSmx6JdVMvojXW2NgcvH3zO4WIvEkjwaMYTmJg6xcuREUIICXpmHTS7X4UyZw14RgKJVf/3Nc4Eae0FaPa9Bc3eN2HsMqH+S3UnC6wFE9GPn2FhYVi4cCHmzJmDIUOGQKPRgOf5y/8XGhqKoUOH4rPPPsPChQsRHu5YbyEhJpMJzz33HMLDw/HSSy+5PZ+/aBRSTOuTjHUP9kdGgnA2/2sz5aMZYxWUJ78XvM8a3RXmtsPcitMZvDoWVVM3wJg2CTyrBC/yrbhNkyhcIv4KDMM4sE1Q/BzWzuLteP7Pp2DghFeTGtze4S483f15t5IrAMivEn5eUrgSrMABIWPnCbDJwwTnaEkl250llUgxMnkUFgz6Lz647lNcF3u9W/OxymKoklYgpNN7kEdvByT6RtctHI93WkhvrN3FO/DYvocdTq5CpBq8fe2HlFwRQghxG6MrReSKm6E8/RMYztg4ubpynNUAhjNCmbMakSvGgNGX+TjSwOHwnpFRo0Zh1KhRAIC6ujro9Xqo1erLlQY96eOPP0ZeXh4+/vhjREWJr1a0BGMz4pFVXGf3+qH8GhTUGJAc/vcWMtWJ7yC5okpac/R9HwV8XQBEHgLt8A+gG/wqQva+BdXJpqual/G8U99gxCvjka+7aPd6qbEU6ciwe/3XS7/g4+PvwQbHztc8nD4b0zrc4XB8QvJrhBOs5ioINiJTw5g+Fepj9itlys//Bom2EDZNkishtggMw6BvTD/0jemHvLpzWJH3I7YUbILViW2pV5LIaqGI2wh5zO+wVF8Lc+Ug8Jb6f1cOXqrB+qxSjO0mvD3VX3iex9Lcxfj69HyH70lSJ+Otfu+jrSbVe4ERQghpHcw6RKyZArbmosPHQxjOBLbmAiJWT0HV1PWtciXLpU35oaGhXkmsAODQoUNYtGgRRo4ciTFjxrg8D8syiIgInK0/U/u3xZwduTBz9j/4/55bhX8O+19jVose0uPfCs7JR7SDqt80qPx2tkIN3PQyIJBgsdoCRMh0QIj4ChYAJIcn4a8K+9frUNns+8rzPBad+i8+PT7HoeewPI/X5O0xtq/9svHOKjNwgtc7xGvE/0wOfBAQSLAY3oaIc8thG/KiKyH6HctKnPp72SeiB/qk9MCT+sfxY86PWHlmBeos9r+oEMJIzJBH7YEsci+stT1grrwRNmMbzNmZizF9khGplrs0r7eYOTPe+OM/+PX8Oofv6RfXD+/d8AEiFBF2xzj7HhDPo/fA/+g98D96D/zPkfdAsu55SOoKnDp7DwAMbwVbl4+oA2/ANu5Td8JskQLq1LPRaMQLL7wAjUaDV1991a25OI5HdXXzS5j+wAAYlhaLTVn2t/is+isfM3ongmEYKI8tRKheINMAoO31EIy1ZgD+bJwagihNMlhtgd0R+jP7YU51rApkhCRa8PrFqvwm76uNt2FB9udYkbfUoWcobDa8X1aB67pO8OifkXMltYLX41Qy8eexyQhvMxjy/N32xxz6DtXdHwHYwEoIHBERoXbp91wGDe5KvR9T2tyBDfnrsDJvGYoNRS7FwDA8ZOHHIAs/BquuPWorb8Qbv0Tg36O7ujSfN1SZKvHvQy/gZNVxh+8Zm3ILHuv2NGCQodpg//fY1feAeA69B/5H74H/0Xvgf2LvAWOuQ/SJlWA4x9qBNLmfM0FyYiWqrnspaAtfxMY2/3MFVDmyjz76COfPn8fzzz+PuDjhnkgt0cQ+wuWjC2qMOFJQC3AWqI8sEBxrU8XAmD7Vk+G5zBrfS/C6tPSow3OJNRsuuapUO2ez4v1jbzmcXGlsNswvKcMwvQFceKrDcTnikkiT4eZ6YDXH0P1uweusvhSK3E0OxxVMVFI1JqVOw+Ihy/DvPv+HtHD3kiJpSB7UKYuw1fA8vjj6I8wu/kfEk87VnsUje+93OLmSQIJHuj6Op7o/B5nEsXYEhBBCiBhF9krw7lYuZiRQiFTDDkaXV7C6dvXct7cMwyArK8vp+7Zs2QKJRII1a9ZgzZo1ja7l5uYCAJYuXYrt27ejbdu2ePPNNz0Rrs/c2DkGkSoZqgz2qwL+erIEA3THwdblC86l73U/IBU50+MjltieUJxbb/e6UwmWUjjBurIXlokz4T+HX8G+UoHVnitEWznMLylFurn+99/m4QSrwMUS7Vczt88EFxIPVmd/tVN5YhFMnYWbEwczViLF0MThGJIwDMerjmJ57hLsdfDPQbPzKcqwsuBTbClbjIntpuCWdhMRLo/wXMAO2luyG28eeQ0GzrFvddVSNV7p/Qb6x7lXEIQQQgi5muro13YLWjiKseqhOvI1jD3u9UxQLcTlBCtQKmnZbDYcOHDA7vVLly7h0qVLqK0V3o4ViGSsBKO7xmHpIfvb6bbmlOCDis8F57HJNDCKNKb1JWtcb8HrstJj9cUuHCjGIbaC1dAnSWvR4qWDz+B4lWPJW7LFiq+KS5Fi/XsPsSdXsGqNFtQY7e9PZgAkhTm2ggWJFMZuMxBy4EO7Q+SF+8FWnAYXneZkpMGFYRj0jOqNnlG9cVF7ASvzfsSmgg2wONBCoDnV5iosPPMVlpz7DqPbjMWU9tORHNLGw1E3xfM8luctxZfZn4MXaSreIFGVhP/r9x7ah3bwcnSEEEJaI1YnXrnZl/O0JJcTrLffftufcQAAfv/9d7vXnn/+eaxevRrPPvssZs2a5cOoPGtst3jBBOs661+QVeUIzmHsfhd4hfvl8D3FGtdD8LrEUAaJtgi2UPHKd2IJVoWpHCWGYrx88Dmcq3OsV1JnsxkLiksRe0WBEV6qgk3tuW2o+SLbAxPCFJBLHV9mN2bcDvXBOWBs9pM21cnvoL2xZa3ielNbTTs81eM5zOzyAH6+8BPWXFiFWkuNS3OZbCb8fPEn/HJxNQbHD8G0DrejW6Twn3NXWWwWfHziPWzM/9Xhe3pE9sJ/rnnbL6tshBBCWgnOQ2f8A2D7va9dTrAmTpzozzhajbQ4DTrHhuBMWfPl1/8h/UXwfl4ih6GX5yrfeQKvCIc1vD2kNXl2x0jLjsLsQIKlZJUIk4ULfjC+b8edMNgc63HVx2jEZyVlCLc1XhXgwtt5tLx9vsj2wGQHtwc2sIUkwNR+NJTn7FeQU2Svgm7AC+DlGqfmDnaRiijc2+V+TO84A5vzN2Bl3o/I119yaS4ePHaVbMeuku3oFtkDU9vfjkHxN7jdM61BtakKrx560eGVWAAY3WYsnuz+LJ23IoQQ4jzeBjh6roqVeyY5YhXuz9HCBFSRi9ZinJ2eO/2YbFwrEVm9Sp8KW0jg9eyxxgkXupCVOPYB0mDVi26RcjS5ukFvwILipskV4NntgYD4ClaKgwUurmTsIVzsQmLRQpGz2ul5Wwslq8Qt7SZi4ZAl+E/ft9E9sqdb852sOo7XDr2Ie3ZMx88XVsHICb/nYvLqcvHo3gccTq4YMHg4fTae6fEiJVeEEEIcxpi1UJz5BaGbHkHUdwMcXpniQhI88nxPzdOSBFSZ9tZiVHocPt2RC+6qz/3/kK4VvI9nJND3ediLkbnOGtcLOLPG7nVHCl1UmirwxP5HoHWxz9GVRsuS8FbJftj7GOr5CoIiBS7CnS9IYkm6HtbIzpBW2d8KqTqxCMZuM3zfbLoFYRkWgxOGYHDCEGRVncAHf32DPNMBMIxr504L9QWYc/JDLMz5Gre2m4Rb201GlKJxQ3SdRYfNBeux6vxylBvLYLFZIJPIEKOMxeTUaYhSxOD9429C7+DhYRWrxsu9X8f18YNcipkQQkjrwhgqoMjbDHnuRsjzdzcqtS4r2AtL26Gicxh63Y+QfW+7VeiCl6ph6B1YO698ocUkWO+88w7eeecdf4fhEdEhclzfPgq7cysvv5bOXMQI9rDgfaaOY2GLaO/t8FxiEVnBkpYJF7owWPV4Yv8jKNIXOnzI355JqdPw/PnjdpMrwPMJlmgFwUgXKj4yDAzd70Lorn/bHSKtyIa06E9Yk65zfv5WKCOyO74c9iHuWLoZhfgNsoiDYCT2q3oKqbXUYPHZhfgx9wdkJo/G1PbTEauMw9ysT7C1cDMkjKTRKpfZZkahvgDzTn0GqxMNG+NVCXjzmvfRIayjS3ESQghpHSS1+VDkbYQ8dyNkRQfA8LZmxynObXAowTKlT4Fmr5tnvXkbTGmT3ZujBRJMsO6+W3iLkj0Mw2DRokUu3dtajOsW3yjBekhk9QoADH0f8WZIbrHGdgfPSOz+ZZaYaiCpOW83QZyb9QlKDMXgeM6tOO7r8iDu7HgPZMduEhzHhaW69ZyrifbACnd+iyAAmNKmQLPvbTBW+wmc6sQi1FGC5TApK8G/RwzEfUvUMJWPhDziD8ii9kIi1bo0n8Vmxq+XfsGvl36BklXCarMKJlDOJFfdInvgP33fRuRVK2SEEEIIeB5s1RkocjfUJ1VljvVPVORthnbIW+LTy0Nh7DIBypzVLjUb5lkFjF0mBG2TYSGCCdaBAwfAMIxoCXfmf6sSDeMY2q4k6oYO0QhTSlFrtKINU4rxkn2C480pQ2CN9U4VM4+QqcFFdoa08rT9IWXHYGomwdJZdNhauBkWm2srCQ0e6fo4prS/rf4fnJoLgmM9uYJlsHAo1wnvZ3a0B9bVeEUYjF0mQZX1g90xinProdWXgVfHuvSM1qh7Yhgm90rEyqNFMFcMh7nyBsjCjkAWvQusotTled09l3WlzOSb8VT35yBn5R6bkxBCSAvH2yAtOXJ5pUpanev0FBJDGaQlh4CoIaJjtYNfh6zoT7A1F8A48QUhz0jBhbaBdvDrTscXDAQTrAkTJggmS1arFWVlZTh69CgMBgNSUlLQr18/jwcZjORSCTLTYrHyaBEeYH+FlGl+5aeBPoBXrxpY4noLJljSkqMwdb61yeubC9ZD4mancBkju1zZTaIvFVzx4SVy2DSJbj3vSgUiq1dRahnUcterzhm63y2YYDE2C5SnlsFwzWyXn9EaPXpDe2w7W4EKnRngZbDUXAtLzTVgQ3Igj94JaYjz/9HyBAYM7k97GNM7zKAvqwghhACcBbLCP6DI2wB57iaP9JVS5G4EuoonWJCHoHriSkSsngy2Nh+MA30meVYBLrQNqieuBOQhbsfaEgkmWI6eedJqtfjkk0+wZMkS3H777bjvvvs8ElywG9ctHtuOZuM2drvgOEtcb1iSB/okJndY43oC2cvsXrdX6GLV+eVuf/Nv4S1YdX4ZJqZOAVtzXnAsF94WkHimzDYgXqI9xcXVqwZcbDdYEvpBVnzQ7hjVicUw9PmHR3+uYKdRSPH0sI54cd2pK16VgNOlw6BLh0SZD3nULkjDjoMR+QLEU5SsEi/2ehWDExz4jx4hhJDgZTFAfmkHFLkbIT//GyQm1/o62qPI3QgbL75NEAB4dSyqpm6AZverUOasARim2S+yeaka4G0wdplQv3LVSpMrwENFLjQaDV5++WXU1NTggw8+QLdu3dC/f39PTB3UMhJC8YRmK5RW4a1x+msebRFV4kRLtZcdB2xckySg3FjmkedXGMsBABKxBCusnUee10C0gqALJdqvZuh+t2CCxWoLIL/wO8zthc+ekcZGdonBuvaR2JtX1eSazdgGxsLbwZSORrv2B6FX7IWBc6xFgCs0Ug0+GjAXncK6eO0ZhBBCAhdjqoH8/Jb6pOridsHdOO6yKSMAYzUAB3tUyUOgHf4BdINfheL0KqiOfF2/ksaZAFYBLiQBht73w5Q2uVWeubqaR6sI3nPPPVi7di2+/fZbSrAcILFoMZXfJDjmnC0RlrhhiPZRTO6wxnQFL5GBsXOWirHqwVadBRed1uh1d89eNTD/b9nal+evAKCgRqTAhZsrWABg6jQWtt2vQWKstDtGdWIRJVhOYhgGz47ohNv++xdM1uZXqXhrJM6fuQmvjJ4JvXIvfrqwwmNfClxJIwul5IoQQloZxlAJxblfocjdAFnBXjA2x885OYNnJLAk9Yepw80wtx8NW2gSIlRqwORcCXZeHgpjj3th7HGvV+IMFh5tNNy2bVsAwLFjxzw5bdBSnvwBSk6459N8bjw2nS73UURuYhWwRncVHCIta/pnw1NNU+WS+mIA4lsEUz3yvAaXqsRWsNxPsMAqYMy4XXCI/OJ20dU70lRyuAoPXC++qvnFrlKMTZ6OH4auxPO9XkGH0E4ejaPKZD95JoQQEpykVWcQuuMFyC/t9HhyxbMKmFJvQu3wD1Ex8whqJqyAsed9sIUmefQ5pCmPJlhlZfXf6ur1rjckazU4E1RHvhIcUsRHYQ03GOtOlvgoKPeJbhMsPdLktRilZ6rfRStjAPg+wcoXWcFK8cAWQQAwdJsBHsJbRVUnFnvkWa3Nndcko2OMWnBMhc6Mz3fnQSaRITP5Znw1eBHeu/YTj8VgduDgMCGEkOBiSegHm8pz+5Rs8lAYO09Azaj5KL/vGGrHLoSp623gVdTuw5c8mmAtWLAAAJCSkuLJaYOS8vQqsHrhxOlr6xhYIMWZMh1Ol7rWo8fXrHE9Ba9LS5uuYE1OnQYl614SomSVmJzaUKL9vOBYW7jnzmBZOBuKa4UTrGRPrGABsIWlwJw6QnCM8tQywIt7toOVlJXghZGdRcf9dLQIxwtrAdRvL+wXe93llVN3eWoeQgghLYiEhal9pltT2FSxMGTciepxi1Fx31HUZc6FudO4Vl1kwt8Ez2D9+eefohMYjUZcuHAB69atw9GjR8EwDMaOHeuxAIOSjYPq0DzBIdV8CJZywy//+teTJUiL03g7MrdZRFawpOVZAGcGrujtk5k8BguyP3fruTzPIzP5ZjCmakjMtfbHMSy40DZuPetKRbUm2ATaxIUqpAhXeu6oo7H73VCc32L3usRUDcXZdTClT/XYM1uLXsnhmNgzAauP2S9/ywN4e8sZfHdnH0jZ+u+nYpSxKNQXuP38hhVYQgghLRRnBmPWOr1aZG4/Gqqspc49KqwtTO1Hw9RhNKwJ11AV4QAj+MnvrrvucrgPS0OT4WuvvRazZs1yP7IgJs/dAGlNnuCYRVwm9Ph7VWfjqVI8dmP7yx/qAhUX1QW8VAnG2vyqDsOZIK083ahpcogsBCOSMrGlcJNLBS9kEhmGJ2UiRBYCtsJ+Hy4AsIW2aZTcucuRCoKe7GVkbjsUXFhbsLUX7Y5RHV9ECZaLZt/QHjvOVqBSb//P4ZkyHZYeKsBd19av1E9OnYavTs9zq9XA5RVYQgghLYtZB/nFbVDkboD8wu8wdRoH7bD3nZsiZTBsMg0kFuHdStbodJg63AxTh5vBRXdtERWmWyvRT+s8z4v+H8uy6NGjB1555RX897//hVxOW13s4nmoD30hOMTAy7HIOqrRa1UGC/aeb1pKOuBIpLDGdBcc0lw/rNkZTyBBlXi5WbCjWIZFgioRszMer/+1j89fFYgmWJ7ZHngZI4Gh212CQ2SlR+z2HCPCwpQyPDm0o+i4L/deQOH/zt5lJo+BjXevT1bDCiwhhJDAxxgqoTi1DGG/3ouYb3sifNPDUJ75GRJzHRR5m+tb0jiDVcDcbniTl3kwsCT0g3bgy6iYsRtV07dAf93T4GIyKLkKcIIrWFu3bhW8mWEYKBQKhIeHQyr1aMX3oCXL3w1ZM5X0rvQjNwyVCGvy+rqTJbixY+AXbLfE9RLs2SQtPQp0m9HoNZVUjY8HfIEn9v8DJYZih1ayZBIZElSJ+HjAF1BJ6wsUiCdYnu6BJVai3TMFLq5k7HobQg58AIYz2R2jPPEdtMM/9PizW4NR6bFYd7IYf1yotjvGaLXh/d/P4qMJ3Ty6AksIISQwSeoK61ep8jZCVvgHGDtfrEkMFZAVH4Qlybl2ReYOo6E8+wt4iRSW5EEwdRgNc/tM2ELiPRE+8THBrCg5OdlXcbQa6kPCZ42svARfW8c0e23XuQpUGyyIUHmmrLm3uFLoAgCiFFFYMGgh5mbNwdbCzZCAgdHWNIFRskrYeB4jkjIxO+Pxy8kVALC1vu2Ble/rFSwAvCoKpk7joDy9yu4YZc4a6Aa+Al4Z4fHnBzuGYfD8yM6Yvsh+bywA2J1biW1nyjG8SyxmZzyBE1XHUKgvAMc7/s3l1SuwhBBCAgdbeaa+6W/eRsic2Bkiz93ofILVbjhqR34Kc+oI8IpwZ0MlASawD/QEGabwEOT5uwXH/GwbiAI0X7bcauOxOdvzDU49zRrXW/C6tCLbbqU7lVSNZ3q+gFUj1uGB9EeQpE6GQqIAAwYKiQJJ6mQ8kPYIVo1Yh2d6vtAouQL8sUXQ9ytYAGDofrfgdYYzQZm9wivPbg3aRKhwX/+2ouM+2HYOWpP18gpsojrJ4b5uMokMSerkRiuwhBBC/IjnIS05gpB97yDyhyGIWjoMIX+861RyBQCK3A0AL1ABq7lHyzUwpU2i5CpI0L4+H5LsmyM6Zlf07YD9Imb4NasE0/oEdoM4LqI9bPJQSMzNN1FmeA7S8qz6qjd2hMhCMDF1CiamTnHq2b5MsGw8j4IakRWscM+vYAGANb4vLDHdISs/YXeM8sR3MPSaBTD0PYor7rq2DTaeKkVepf2+fmVaM+bvOY9/De/kkRVYQgghPmazQlb4x/+2/20Cqy1ye0q2Lh/S8pOwxgqfSSfBS/CT165du9C1a1fcdNNNsNmED3FzHIeRI0ciIyMDhw4d8miQwYCtOgcme53gGFPqTejZS3hJOau4DrkVOk+G5nmMpFGVwOZ4owgDY66DxFBh9zoPBlyY+KqEo0rrTDBz9r+hUkgliNF4qeALw8DYQ3gVS1qTB1n+Hu88vxWQsRK8cJN4b6zlhwtxsrj+ywR3V2AJIYT4gNUAed5mhG59CtEL+yDi59ugOv5fjyRXDeS5Gzw2F2l5BFew1q9fD57nMWnSJEgkwt+CsyyLqVOn4uOPP8b69evRt29fjwbaEjHmOiiyV0J19GuwdflgILxcrO/7KIZHx+C9rWdhFDj78evJEvzzxg6eDtejrHE9IS/Ya/e6rPQonClqrTVZ8WtWCX48VIAyrRlmqw1yqQSxGjmm903G2Ix4RIicv0JoIiD13Ja9fJHtgcnhSki8WOXH2HkCQvb8n2DfL9WJRbCk3OC1GIJdnzbhuLV7An4+IdIb67cz+O+dfSCV1L/frq7AEkII8Q7GVAP5+a1Q5G2E/MJ2MFb7uxPcZYntCVtoitfmJ4FPMME6efIkGIbBoEGDHJps4MCB+Pjjj3HwoP0Kcq2CWQfN7lehzFkDnpFA4sBfYnNif1gT+yEEwPAuMVifVWp37IZTpXhkcHuwksAt0WkRO4dlp9DF1fRmDh9uO4tN2WVgGMBo+TvxNFltyK82Yu7OPHy2Mw/PtcnCfQJz8VGeTUrFClykeKHARSMyNYzpU6E+9o3dIfK8zZBoC2HTBPa20kA2+8b22PG/AjP2nC7VYvnhAtxxjeeaWBNCCHGfImcNlKdXQJa/F4wLlV4dwTMSWJL6w/y/xr+2UCoS19oJLkuVlJQAAFJSHMvC27Rp0+i+1ojRlSJyxc1Qnv4JDGd0KLkCAGO3Oy//77EZwiU5y7RmHLgY2D2xrHG9BK+zVWfBmIUb6pXrzLjr+0PYcKoUJqutUXJ1JaPVBpPVhqoC4SbDiGwvfN1JYiXak71U4OJKRrFiF7wNypM/eD2OYBahkuHJoeLJ+fw951Fc63qzYUIIIZ4nK9gH+cUdHk+ueFYBU+pNqB3+ISpmHkHNhBUw9JpFyRUBIJJgGY31HxZ4ByuhNIzT6QL8jJC3mHWIWDMFbM1FMDazw7fxANQH5wDm+t+3fm0jEB+qELzn15OBncTaQtvApoy0e50BD6lAPzC9mcNDy46ioNoAi8A5pyu14YV/T/hIz65giRW48PoKFgAusiPMbQYLjlFmLQU4x/88kqZu7hqHfm0jBMcYLDZ88Ps53wRECCHEIaYOoz02l00eCmPnW1Ezaj4q7juK2rELYep6G3hVlMeeQYKDYIIVExMDADhz5oxDkzWMi4pqnX/QNLtfBVubD4a3OnUfg/qKM5rdrwIAJAyDMRlxgvdsP1sBrcm55/gUw4iuYgltE/xw21kU1RrhYG4FAEiVCJRfBMBHpjo+mQMuVYn1wPL+ChYgXrKd1ZdCkbvJJ7EEK4Zh8PyITpCxwttyd5yrwPYz5T6KihBCiBhLm0GwyUNdvt+mioEh4w7UjPsOFfcdQV3m5zB3GgdervFglCTYCCZYffr0Ac/zWLJkiUOTLV26FAzDoFcv4Q/WwYgx10GZs8aplatG93Om+vv/V9pcbJugyWrDb6cDuyeWRTTBar6SoNZkxabsModXrhq0ZeyfWwM8u4LF8zwKasR6YHl/BQsAzO0zwYl0eleeWOSTWIJZuyg1ZjrQG+v9389CZw7gLz8IIaQl4syQXdwB2Bxv5g4AYOUwtxvh3KNCU6Dv9SCqJv6Einv/gnbYezC3Gw6wwruLCGkgmGBNmjQJALB582bMnTtXcKJ58+Zh48aNje5rTRTZK8G722+IkUBxehWA+g9zPRLDBIcH+jZBsRUsmZ0VrF+zSuBs8T0lTEhkKoUHeXAFq8pggc5s/x95VsIgIcw3K1iQSGHsNkNwiLxwP9gKkTNqRNQ916agXaRw4lyqNWPBHpGKloQQQsSZdZCfXYfQzbMR/W1vRKy9E7LiP52expFtgtbodOj6PYHKaZtQedde6Ab/G9ak6wAJ60rkpJUTrCI4cOBA3HTTTfjtt9/w+eefY/PmzRg/fjzS09MREhICnU6H06dPY+3atcjJyQEADB8+HEOGDPFJ8IFEdfRrhwta2MNY9VAd+RrGHvcCAMZ1i8PxIvsluI8W1uJSlQEpIh/4/MUa11PwOlt7AYyxCvxVZ7V+PFRgt6CFPWKrVzZVLKAIBQyeKcsqVqI9KUxxuWS3Lxgzbof64BwwNvsrJ6qT30F745s+iykYyaX1vbEeXi5cBXPZ4QKMyYhDerzr21IIIaQ1YoxVkOf9BkXuRsgv7QDDmRpdl5/bAEvSAKfmNLcdBp5VNJnLknANTA2V/yI8WwiLtG6CCRYAvPfee3j88cexc+dO5OTk4KOPPmoypqG4xZAhQ/Dhhx96PsoWgNUJn/9xZZ6b0uLw4bZzgs1sf80qwcODUj3ybE+zhSSAC4kHq7O/0iYtPQZL278TcqOFQ3Gtye54e1IZ4d9/Lryd03MKESvRnuyj7YENbCEJMLUfDeU5+82sFdmroBvwAu0bd9M1KREY2y1ecAXZxgNv/XYGC+/oE9DtFAghJBBItIWQ526CIncDZIV/gOHt7xBR5G6EbvBrcGqrizwE5pQbIb+4DZbkQTB1GA1z+0zYRLbXE+Iq0T1tKpUKX375Jd5991307NkTDMOA5/nL/yeRSNC7d2+8//77WLBgAZRKH22LCjSeqtJ2xbcroUopbuwYIzh8fVYJbA5WefQHq0g/LNn/zmGVa02Yt+c8xn91AFab8z+P2AoWF57q9JxC/N4DqxnGHsLFLiQWLRQ5q30UTXB74sYOCFcKfz91qkSLlUcKfRQRIYS0MOU5UP01FxErxiJ60XUI3fUK5AV7BZMrAGC1BZCWn3D6cdrBr9WXU7/lBxi730XJFfEq0RWsBrfeeituvfVWaLVaFBQUQKfTISQkBMnJydBo6BtxsPJGyZHr8zQ+QDmuezy25NgvZlFUa8Lh/BpckxLh/rO9wBrXE4o8+xXsjJf+wmtl2diUXeZSYtVAfAUrFZ7cRS3WA8tXFQSvZEm6HtbIzpBW2a/6qTqxqP68lrOH3EgjEWoZHh/SAf/ZlCM4bt6e8xjaOUa07QIhhAQ9vr49izx3IxS5GyGtOgOZi1PJz22ANbaHU/fYPLyThRAhTldl0Gg0SEtLQ9++fZGWlkbJ1f9wIQlemad/u0hEh8gF71kbwMUuxCoJmgsO49esUreSKwBoxwj/Hnh6BatAZAXLVxUEG2EYGLrfJThEWpENafFBHwUU3MZ1i0ffNuGCY3RmDh9uo95YhJBWymaFLH8PQna+gqjv+iNyxViE/PWZ4BeBjlDkbvRQgIR4h5tl70gDQ6/7YZOq3ZqDl6ph6H1/o9ekEgY3dxXuifV7Thn0AhXt/MkaK1zoIpGpRCyq3H5OqmiC5dlvrgJxBQsATGlTwEuFkzvVcSrZ7gkMw+CFkZ1Fi5lsO1OOnecqfBQVIYT4mdUIed5v0Gx9GtEL+yDi59ugPr4QrNZzW6alVTlgq+jLKxK4KMHyEFP6FDC8c5XvmuBtMKVNbvLy2G7C+4QNFhu2BWhzU14VBZMmRXBMT0muW8+QwYokRvjn9+QKltZkRbXBYvc6AyA53D+VHXlFGIxdhNskKM79CkYfmH9eWprUaDXuuU74zzcAvL/1LAyWwPwShBBC3MWYaqHIWYOwjQ8h5pueCF8/E6rsZZAY3f8C9WqW2B7Q9X/GrebBhHjb5TNYI0bUN2FjGAZbtmxp9JqzrpyjteDloTB2mQBlzuomZUAdup9VwNhlAvhm/sHoFBOC9DgNsku1du9fl1Uimoj5Es/zOFZYiyV/FWBSTTLGsZfsju0pycVW2zUuP6sNUwaWsb/F0KYIb1IK3h1iBS5iNXIopP777sLQ/W6osn6we52xWaA89SMM18z2YVTBa2b/tticXSq4qllcZ8KXey/g8SGea3ZNCCH+JtEVI/T3f0GWvweMzf4Xj+7gGQksidfB3GE0TO1HwxbWxivPIcSTLidYBQUFAOqTo6tfcxbTSg/Qawe/DlnRn2BrLoDh7fcjuhrPSMGFtoF28Ot2x4zrFi+YYP11sRpFtUYk+qq5rR1WzoYtOeVYeqgAWcV1AIBObHuMY/fbvacX494KVjsHClx4klgPLH/3JeNiu8GS0A8ygbNWqhOLYejzD2qg6AEKqQTPjeyM2SuPC45b+lc+bu4ahy5xdG6VEBIcbMooSIsPeTy54iVymFNu+F9SlQleFe3R+QnxtssJ1uzZTb/Nbu41IkAeguqJKxGxejLY2nwwNvHS7TyrABfaBtUTVwLyELvjRqXH4ZMduXaLQfCoL9k+a4B/quTUGCxYfawIK44UolTb+Oc+xncUvLeHJBf1P8HfiXmsRo6xGfHYcroMJVoTLAK9wMTPX6WKhe+US2IFLvy0PfBKhu53CyZYrLYA8gu/w9z+Jh9GFbz6t4vEzV3jsOGU/XYBHA+8veUMvp7em3pjEUKCAyuHOXUElB5oAWKTaWBuNxzmDjfD3G4Y9WwkLRolWB7Gq2NRNXUDNLtfhTJnDcAwYKxNP5DzUjXA22DsMqF+5UoguQLqy0IP7hCF7WftH5Zfn1WK+/q39ekK4vkKPX48XIB1J0tgsjZ/Bu2ELRU2noHEzja+aKYObZhy5POx6BqvwR3XtMHILjGQshLM7N8WH247i03ZZWAAGJt5hu8rCAZmgYsrmTqNhW33a5AYK+2OUZ1YRAmWBz0xtAP25FWi1mh/9fpEUR1+OlaEqb2TfBgZIYR4j6nDzS4nWDZVNEztM2FuPxrmlMFNWtUQ0lI53AeLOEEeAu3wD6Ab/CoUp1dBdeRrsLri+j5ZrAJcSAIMve+HKW1ys2eu7BmbES+YYF2sMuBYYS16JQuXjnYXz/M4cKEaSw7lY2+e+AFWLdTI5RPRibFfQej2pDKk3TASPZPCGiWIajmLV0al4cmhHbE+qwRf7r2Amqs+wPo6wRJdwfJHifarsQoYM26H+tDndofIL25HzPwO4EISYeh1P0zpU5z680gai1LL8c8b2uPN34TLD3++Kw9DO0UjVkMfJAghAYIzQ1awFxJTHUydxzt1q7ntUPCswuHz51xoG5g6jIa85wRUaXrQVnUSlAQTrDVr1gAAbrnlFkgkjh3ab7hnwoQJ7sQVFHh5KIw97oWxx70AgIgINaqr9S7PN6hDFMKV0iYJxpV+zSrxWoJltHDYeKoUSw8VILfCuZ/jKN8BnWA/wZrZtgI6gbg1Cimm9UnGgNQoTP72z0bXfJ1giRW5SAmEBAuAodsMqA59AQb2t1cynBnS2gvQ7HsLmr1vOryiSpp3S48E/JpVgiMFtXbH6MwcPtqWi7fHd/VhZIQQchWLHvKL26DI3Qj5+a2QmGvBaZJg6jTOuWb0MjXMbYdCkbfJ7hBrVBpMHUbD3OFmWGO6AQwDWYQacOMzESGBTDDBev755yGRSDBq1CioVOIfGjmOu3wPJVieJ2MlGN01DssO209UfjtdhqeGdoRS5rlvhMq1Jqw4WoSfjhYJlicXctzWAZPZ3XavS0uPOjRP20gV2kepkVdZ/4+yBDakMPbPvQCeTbCMFq7JGbOrJQfAFkEAsIWlwNxmMBT5u0THNmxjVeashqzoT1RPXAleHevtEIOOhGHw/MjOuHPxIXACzbO35JRhXF48BrWP8mF0hJDWjjFWQX5+CxTnNkB+aUeTVSdWWwhp2TFY/7+9+w6Polr/AP6drem9AEkgjST0FnrvIE3FXhABu/4s6LX3jihXUK+ICIJUUVREgtKL9F5CSSWF9N62zu+PmJWQbM0m2ZDv53nuc3HnzOzZnZ3svnPOed+AHlYdVxU+oU6ApQns/U9QNQE6L2ZQpdbF7BRBUTT+I8Ge+5BlJncJNBlglal02JOYj3ExposTW+JidhnWHE/H1gu5RpNrWOq03vQfV1nuGUDUA4L5kdKhEb6GAKudkA+FYLy+kChzgejsZ11nTcgsMb3+yttZDjelg8y8VZdDVmh6utr1BJ0K0uJUeG28DYW3/8GRLBtE+LliRt9gLDtkvDQBAMzbdhnrZsba9WYIEdH1JGWZUCRthTIpDvLMgxBE0zX5lIlbrA6w1KFjIEqV0LTtVx1UhY2D3q1tQ7pN1KLZtVhPeXk5AEAmc5AfmDeg6AA3RPi5mGzz+znTU+ZM0elF7E7IwyPrTuG+H45j8/mcBgVXMomAmzoHYO6dUyEKxn9IStSlkBYlW3TMYRH/3vW3KEW7HZN+pBU6foKLGm773oSk0niSC2MEUQtpaTrc9r3ZCL1qHWb1b48gT9OfhcwSFZYcuNJEPSKi1kRamAjnY1/A68fJ8P2+H9z3vg5Fxn6zwRUAKJLjrH4+0ckbebPPoHjaGlR1e4DBFbV6do2EDh06BADw87PfiAHVJggCJnUOxMI9xoORQ6mFyC1TWbWIvlytxaaz2Vh3IsNsnSdLeDrJML1nO9zeoy38/umHzicasvzzRveR5ZyCztt0SncA6NrWA97OchRWasynaPcKtarf5mQUt4AEFwAEdSmcLv1iUamAevfXqeB06ReUD3mTiS9s4CSX4sUxkfi/n86abLfqn9pYkf4cKSSiBhBFyHJPQ5EUB2VSnNWzF64lK0yAtDABOu9I63aUm775S9Sa1AqwXn755Xobvfnmm5BKjY8+6PV65Obm4tixYxAEAbGxsfbtJdUysVMAvtibDGMDS3oRiIvPwf19Q8weK7O4CutOZODXM1koV5u/s2VOmK8L7u4dhImdAupMfdIEdDcbYKmibzX7HFKJgKERPvjtbHbTZxAsNBdgOcYIlvLCBoiCBA0auxMkUF78yZCkhawzMNQH46L98efFXKNtdHoRH/x1Gd/e3QOSVlqgnYhspNdCfvXwP0HVVkjLMux2aEVSHCr7sFQPka1qBVgbN26sU0NJFEVs2rTJ7IFq1l15eHjg0UcftWMX6Xp+bkoMCPU2mSJ94Z5kLN6fCn93Be7qHYRJnQMNa4NEUcTpzBKsOZ6BnZfzjAZq1hgU5o27ewehfwdvo3W4tAE9gfi1Ro8hzz1t8fMNi/C1LMDysG/h5fRic1MEHWMEy/nUt5BoG5adSdBWwPnktwywGuDZkRH4O6UAZSrjNy/OXC3BL6ev4tYerI1FRGZoq6BI3wdF4hYoU/6EpMp8qRRbKJO2MMAiaoBaAVbfvn1rbTxy5AgEQUDv3r1NpmmXy+Xw8vJC586dMW3aNPj7M/tYY5vcpY3ZGlQqnR7pRVX4Yk8yFu1Jxrhof/QM8sRPp6/ifFZpg/uglEkwqXMg7uodhDBf81MDtIGmF83Kcs8Aei0gMT9ztV8HbyhlEodL0e4oAZa03PTatKY+Tmvl51pdG+vDbQkm232xNwXDIv3g56poop4RUUshqEuhSNkORVIcFFd2QqIpb7Tn0vh1hTp8AlThExrtOYhag1q/ZFeuXFlrY0xMDADg22+/tShNOzWdYRG+cFVILZrWV6XVAwA2ncvGpgYkwKjh76bA7T3b4ZbubeHlLLd4P61PNESJwui6IEFbBWnBJej8Ops9lrNcin4hHuiQaS7ACrO4f+ZodXpcLTFdSDHEQaYIQmfb2qu6x7GscCQZd3P3tvj9XA7OXDVeG6tUpcV/dyXivUmsjUVE/3I+sRiuBz+2eT2tOSIEaNr2MwRVeg/zSwuIyDyTQwVPPPEEBEGAXG75j2hqGjq92LD1NTboFOiGe/oEY3SUH+RSGxJQShXQ+nWGPOek0SbynNMWBVgAMD5EhPNV4186KlGOKqcA2GtMIKtUZbK2katCalXA2aikCjsFRwIkJWn80m0AiSDglbEdcd8Ppmtjbb2Qi8ldAjEglLWxiKiazrOD3YMrUaKAOmRIdVAVOg6iCxOTEdmbyQDrqaeeaqp+kJU+3ZlgGJlqTBIBGBHph7t7B6FHkIfR9VWW0gb0MBlgyXJOAZ3vsuhYQ7yNjwgAwBUxABcySuz2g9WS6YENfX/sRefaBrKS1AYfR4AePmtGo2zQK6jqOsOiOmVUV6S/K+7tE4QVR9JNtvtoWwLWPtCHtbGICACgDhkOUeYEQduw7L56uSvUHUZBHT4R6g4jmR2WqJFZlaa9tLQUZ8+eRWFhIdRqNW6++eZG6haZUqbS2qX4rymuCimmdWuDO3q1Q5Cn/aaHagJ6wNTRZFYkuvBVm86YlCIGYk9igd0CrDQz6esdJYMgAFT2mAPXAx82ONEFUJ3swn3Pa1Am/I7SkZ9A72W/aZetyZyBHbDtYi4yTUwzzSiuwrJDV/DYEL7HRARA7gx1+xFQJllfm0rv5ANV2LjqoCp4MCBznO8oohudRQHWxYsX8dlnn2Hv3r2GbIEAagVYycnJ+L//+z8oFAr88MMPXLPViDafz7Zn7dxa2nk64a7eQZjS5d+sg/Zkrjq8LO989dQ2qfkaXtLiFJPbU8VA7EnMxwujIuwysmRuBMuegWhDqWJug9vf79v1mIrMg/BZNxbl/V9EZfdZgISjLNZwlkvxn9Ed8cxG07WxVhxJx7iYAET4sTYW0Q1Bp4E88wCUiVtQ1eVeaP27WrW7KnyCxQGWzi0IqvAJUEdMhKZNX/6dJmomZn9Bb9u2DXPnzoVara4VXF3/gzUsLAxKpRLnzp3Dtm3bMGXKFPv3lgAAa49noEpj3+mBvYI9cU/vIAyN8IVU0njT3HTekRBlLhCMjKwIeg1kefHQBvY0eyyJmQArRWyD7FIVLuWWIzrAzYbe1mauALPDJLgAICrcURV1M5wubYRgx0QVgrYKbvvfhjLxd5SO+tT6QpSt3OBwH4yJ8sO2S3lG22j1Ij7adhmL72RtLKIWS1MBxZVdUCbFQZG6HRJVMQBAVHpYHWCpO4yBKJFB0Gvr3a71ia4OqsInQOvXFY12B5aILGYywEpPT8fzzz8PlUqFfv364f/+7/8QHh6OQYMG1dv+pptuwtmzZ7F3716bA6yVK1fi6NGjuHTpEgoKClBWVgZ3d3fExMTglltuwdSpUx1mnUtzyS2z34LXmzoH4O7eQYgJbKL52BIpNP7doLh6yGgTWe5piwIsqZk1RlfEAADAnsR8OwVYLSNFe42yIW9DfvUIpMWpEMT6v5htJc86Bu9141Heby4qez5sUWp9qvbcyAgcSCk0mQH0ZEYJNp3NwrRubZuwZ0TUEEJVIRQp26FM2gJF2u56100pkragfMBLVgVBopMXNEGDoEjbY3hME9jrn6BqInRe4XbpPxHZj8lfRd999x2qqqrQt29fLFu2DFKpFBUVxtd09OrVCwBw/vx5mzu0ZMkSFBQUoGPHjujVqxecnZ2RmZmJgwcP4sCBA9i6dSu++OILk3W5bnRqOyW3EAC8PTHGLseyhjagu+kAK/sUYO4GnyianSKYIrYBAOxNzMdDAxtWcFgvisgwW2TYcUawAAAKVxTdsgFeG6dDWpJuUSYqEbA4O6WgU8HtwAdQJm6uHs3ybfrPUkvk76bE40PC8MkO07WxFu5JxtAIX/i4sDYWkaOSlF2FInkrlElxkGccgCCaLp0iK0qCtPAydD5RVj2PKnIyIIrVQVXYOOjdePOFyJGZDLD2798PQRDw+OOPQyo1P483ODgYAHD16lWbO/TZZ5+hc+fOcHGpXbj28uXLmDlzJrZv346NGzdi+vTpNj9HS6eQSaCyQ5ClkDVPkGpuHZY895TZYwhVBZCojRdL1ohSZIjVqWfjs8uQXaqCl5f5YsjG5JWpTb7nCqmAAHfz68aamujij8Lbt8Bt35twuvQLIAgQtHVH4kSZCyDqoQ4eAmlxEmRFSRY/hzznFLzXT0RF32dQ0etxQOogqeod2PQebfHH+WycM1Hwu6RKi893JzXLTRAiMk5alARF0pbqoCr7hNX7K5PiUGFlgFXV+R5Udb7H6uciouZh8hd2VlYWAKBTJ8uKXzo5Vd/BV6lsX/MRGxtbJ7gCgI4dO+Kee6r/uPz99982H/9G4O9mnzva9jqOtbQB3U1ulxZcAjSms9+ZG71KF/2gw783BfYl5Vvcv3qPV2w+wYXDrpdRuKJs1HzkzzqBskGvQusRClHqBBECRKkTtB6hKBv0CvJnnUDJ5OUovPNPVPR+HKIVKdkFvQauhz6B14bJkOaea8QXc2OQSgS8PLYjpGY+Mn+cz8Hh1MKm6RQR1U8UIcs9A5dDn8B79Sj4rBoGtwMf2hRcAYDChoyARNSymBzBksvlUKvV0OlMD3nXKCys/iHg7t4463lksuruKhSte8rMXb2D8MXe5AYlunCSSXB37yA79spyOs8w6JWehkW/1xNEPWS5Z6Ft18/oMcwFWFfEwFr/vScxH7OH256QIb3Q9PTAIEebHlgPUeGOqm4zUdVtpumGMieUD3wFqvCb4L5jLmQFFy1+DnneOXhvmISK3k+gIvbp6oLHVK/oADfc1TsYq46Zro318fYErJ7RB8pmGnEmapX0OsivHoYiKQ7K5K2Qlpq+Tq0hzz0NSUk69B7BdjsmETkWk9/Y7dq1AwBcuHDBooMdPnwYABAebv8Fl2lpaVi7di0AYNSoUXY/fksyqXMgxAaWwBIB3NQ50Gy7RiEI0PqbHsWSm6mHZX79Ve3XduRKEcpVtid6MDeCFeJgCS7sQRvYE4V3/IHy2KchCpan+hX0Wrge/Rze6ydWF44mox4e1AGBZqaWXimsxPJDV5qoR0StmLYKipTtcNvxPHyX9YLXL7fD5fRSuwZXNRTpe8w3IqIWy+QI1uDBg3Hp0iWsWLECgwcPNnkglUqF7777DoIgYNiwYQ3u2E8//YQjR45Ao9EgOzsbJ06cgF6vx6OPPoqxY8c2+PgtmZtShvEx/oiLz4FaZ32kpZAKGB/j3yh1riylDegORfpeo9tl2SdN7m++BlabWv+t0YnYl5CH/kEelnaxljQzI1gOl+DCXqRKVPR/AerwiXDbMRfyPMun/8kKLsJrw1RU9noU5X2fZZHLergopPjP6EjM/cX0+/r9kTSMjwlAqK/t6wiJqC5BXQpF6k4okrZAkboDEk15oz2Xxq8L1OEToAqfCJ1PdKM9DxE1P5O/sB944AGsXr0ae/bswfvvv48XXnih3nZZWVl4+eWXkZSUBDc3N9x1110N7tjx48excePGfzsqk+Hpp5/Ggw8+aNH+UqnQoKQGjUEqlditT+/c3A1nsg4graACWr3lQZZMIiDI2wXv3NwNrs0YYAlh/YDjXxrdrsw/C6mJ90paZvqO/vUjWACw81IuxndpU09r87LKTK8rjAn2crjPm1159QPCd0D3938h2Tcfgl5j0W6CqIPL8S/hnPondJMXQeI74MZ+n2wwtY8Ltl7Kw5/ns4220ehEfLIrET/M6tfgMhX2/DtEtuE5aH5SqQReHgrI/jsIQmXjrHMUIUAMGQAxehL00ZMArw5QAODE6Wq8Dpofz0HjEUTR9GSzX3/9FS+++CIEQYCnpydiY2Oxbds2CIKAm2++GWlpaTh58qRhndaiRYswZswYu3WwqqoK6enp+Omnn7By5UpERETgm2++QWCg6eltGo0ORUWmEyU0NS8vF7v2Kb9cjYfXncLVkipoLBjJUkgFtPVwwuI7e8DXtXn/xEtKM+C7or/JNnlzzkFUeta7zXdpN0iqjH8pjlZ9gkSx9hozbxc5tjwywOpCyqIoYtSXf6NMZXwt4k+z+qK99403TbA+0vx4uO94HnIrp/+JEKDv/xgKejwLyFvHe2Wp7FIV7lh2FBUa0+td3xgfhSldbbtJUMPef4fIejwHza/mHHhseQjKpC12O64okUMdPKR6pCpsHEQXf7sd+0bD66D58Rw0nL9//XknzK6anjZtGr744gt4eXmhqKgI27ZtM2z75ZdfcPToUWi1Wnh5eeGrr76ya3AFVGcmjIyMxIsvvojnnnsOFy5cwLvvvmvX52ipfF0VWHlfb0zsFAClTAInI4vgnWQSKGUSTOgUgBX39W724AoA9G7toHf2M9lGlnu23scFVbHJ4EovCkj7p8jwtQorNDidWWJdRwEUV2lNBldSAWjr4Xgp2huLzrcTiqb/irKBL0OUWv66BYiQHvoK3uvGQp5pvA5aaxTorsRjQ0LNtvt8dxKKKiwbPSQi81ThExt8DFHmgqqIySgZ9yXyZ59GyZSVqOpyL4MrolbMojliY8aMwdChQ/H777/jwIEDSE5ORllZGVxcXBASEoJBgwZh2rRpcHZu3LvSt9xyCz7++GPs3LkTGo0Gcjnr7bgopHh9fDSeHRGBP85nY83xDOSWqaHW6qGQSeDvpsDdvYNwU+fAZl1zVYcgQBPQA8rU7UabyHJOQhNcd+2ftDjV5KEz4Qs16v9s7EnMR6/g+kfFjEkvMp3gItDDCXJpK8vwJpGhsvcTUIeNh/v25yDPPm7xrrLiFHhuvA2V3WaifMBLgMK1ETvactzesx3+OJ+N+Owyo22Kq7T4fE8S3pzA9RtE9qAOHQ1RIoOgty4Jkt7JB6qwsVCHT4Q6eAjXmBJRLRb/4lYqlZg+fbpFBX61Wq0hpbo9eXp6QiaTQavVori4GH5+pkdAWhM3pQx39ArCHb2aJ/W6LbQB3U0GWPKcU6gvtDGb4EJvfPronsR8PD3cuiyX6UWmE1yE3KgJLiyg845E0a0b4Xz6O7ge+hiC1vR7VUOACJczy6BM3Y7SkZ/UG0i3NjW1sWauOgFTyyp/P5eNyV0C0SfEq8n6RuSwdBrIMw9CmRQHacFFFN/8I2DFOkVR6QlN0GAo0nabfyq3dlCFT4A6fAI0bfsBEge6aUlEDsWufx1UKhXWrl2L5cuXY+fOnfY8NADgyJEj0Gq18PDwgLe3t92PT01LG9DT5HZZTv2p2s1nEDQeYF0prERKQQVCfSxf1JlmZgQr+AZM0W4ViRSVPR+COnQ03Ha8AMVVy6f/SUuuwOvXO1HZ5T6UD3oVoqJxaui1FJ0C3XFHryCsPZ5hst2Hf13G6hl9oGBtLGqNNJVQpO2GMikOipS/atVUlBZchM43xqrDqcInGg2wtN4doQqfCHX4BGj9u1kVvBFRw5SptNh8Phtr65mddVfvIExytNlZ17BLr8rKyrBq1SqsWLECBQUFNh/n6NGjKC0txdChQ+uMgB07dgyvvvoqAOC2226DVGp5XR5yTJoA07WwpKXpECrzITr71npcYmaKYK68HWBitsfexHyrAqwMBlgW0XmFo/iWH+F05nu4HfgQgtbyhbPO536AInUHSkfOg6b9iMbrZAvw6OAO2HEpFzllaqNtUgsrseJIGuYM7NCEPSNqPkJVERSp26qDqiu7jI6WK5PiUGFtgBU2Dm67X4aA6qFjTUDPf0aqJkLnHdHgvhORdSrUOny6MwFbL+RCEIAqjd6wTaXVI72oCl/sScaiPckYH+OPuSMj4aJwrLig3gBr//79OHbsGPLz8+Hp6Ynw8HBMnDgRSmXtBe2lpaX47rvvsGrVKpSWlqImIaGthYavXLmCl19+GR4eHujcuTP8/PxQXl6OtLQ0JCQkAABGjBiBp59+2qbjk2MRXfyhc2sHaVmm0TbynFNQd6hdWNrcCJZ7m0gg2fj2PYn5uL9viMX9TDMzRTDYs/VOEaxDkKCq+4NQh46G+44XoMjYb/Gu0rJMeG26D5Wd7kT54DeMZpC80bkqZHhhVCRe+O28yXbLDl3B2Gh/dLDiZgFRSyIpz4YieSuUSXGQZ/xt0TopRVIcKvo+Y9XziK4BqOw+CzrPUKjDx0Pv1s7GHhNRQ+WVq/GIBRmyq7TVQVdcfA5OZZQ4RIbsa9UKsK5cuYKnnnoKly5dqtNw3rx5WLhwIWJjYwEAP/74Iz755JM6gdXjjz+OSZMm2dSZvn374vHHH8fRo0eRmpqKEydOQBRF+Pv7Y/z48Zg6dardsxRS89IGdDcZYMlsCLDah3cBko1nWjudWYLCCjW8XSy7EM0luQhuJenZraH3aI/iaWvhdH4VXPe/B4nGeOKG6znHr4Piyi6UjfgY6tDWeb2P6OiHYRG+2JOYb7SNWifio+0J+Oq2bg2ujUXkKKRFSVAkxVUHVVYkz6khzzsLSUka9B6W30QDgPKhb1v9XERkXxVqHR5ZdwoZRZWwoPoQgOrvwvSiSjyy7hRW3NfbYUayDAFWRUUFZs2ahYyMDNRXGqugoAAPP/ww4uLi8NVXX2HdunWGdpGRkXj88ccxceLEBn3Rh4SEcHSqldEE9IQyKc7odtn1tZY0FZBWGC/ICgAxUV2h3H0KKq2+3u16EdifXIDJFhQdLldrUWAmLTZHsIwQBFR1uQ/q9iPhvus/UFwxv4i8hrQ8G56bZ6Iq6laUDX0bolPrW3P5wqgIHLlSiEpN/Z9jADh6pQhb4nNwU2fTdQGJHJYoQpZ3DoqkLVAmxUFWcLHBh1Qmb0Vljzl26BwRNaVPdybgakmVxcFVDZ0IXC2pwqc7E/D6eMfIsmsIsH788Uekp6dDEAR06dIFs2fPRlhYGERRRHJyMpYuXYrz58/jiSeewNmzZyGKInx9ffGf//wHU6dO5R1Usok2oIfJ7bKc04AoGhYWS0tMr7/SuQRA6eKOAR28sdvE3f89iZYFWBlmpgf6uyngJHeMuyWOSu8ehOLJP0B54Ue4738LgsryWmROl36GIm0vSkd8ALUd6tW0JG08nPDIoFD8d3eSyXb/3ZWEwWE+8HRm2QpqIfQ6yLOOGkaqpKVpdj28ImkLAyyiFkIURVRq9MgprcKW+ByT0wJNUetEbL2Qi2dHRDhE4gtDD3bs2AEAiI2NxYoVK2oFTJ07d8ZNN92E+++/H0ePHgUAhIWFYcWKFfD3ZyE9sp3Wv5vJ7dKKHEjKrxrmxJubHqj3DAUADIvwNRlgHUwpgEqrh9JMFjaz0wM5emUZQYCq0x1w7joe+t+egTLlL4t3lVTmwnPLQ6iKnIKyYe/VSXpyI7uzdxD+OJ+NS7nlRtsUVmqwaG8yXhsX1YQ9I7KSTgVF2j4okuOgTP4Lksq8RnsqSXkOoFMBVhRCJyLriKKIKq0e5SotytS6f/9frUOZSovymsdUOpSrtbUfV2tRrtKhTK1FhVpnsjSJNQQAf5zPdoiSRYYAKyEhAYIg4Iknnqh3NKpm24MPPghBEPDcc88xuKIGE528oPUMhcxE4CTLOQ11TYBVZLwdAOj+CbAGh/tAAGDsmq3U6HE0rQiDw3xMHs9cDSxmELSSe1uU3PQdlJc2wm3vG5Coiize1SlhExTp+1E27D2oIqe0inTJMomAV8Z2xIOrTxr9LAPAr2eyMKlzoNVFtIkak6AugyJ1JxTJcVCkbLdqLaa1tL6doQqfAFX4BOh8O7WKvw9EthBFESIAiZXXyMub4pFaWFEreLJxsKnRVGn1WHM8w7ECrOLi6joSkZGRRhtfu60m2QVRQ2kDepgJsE5BHT4BgPkRrJoAy9dVga5tPXDmqvHpaHsT880GWKyB1QgEAaroW6EOHgL3Pa9CmbTF4l0lVQXw+PNxqBJ+Q+mwDyC6BjRiRx1Dl7YeuL1nO6w/aTwZDAB8uO0yVt3fG3Ipa2ORY1CkbIPHX082yrFFCNC2jYUqfCJUYeOh92TJArrxqbV6lP0z+lOurn90qMywrWa06LoRJbUOb4yPsnrtbmphBS6bmE3hKHJNlDhpSoYAS6vVQhAEuLq6Gm187TYW+iV70Qb0AC7/anS7/JpEF2bXYF3zJTsswsdkgLUnMR8vjo40uX4wvdjcCBanCNpKdA1AycQlUCT8Dvc9r0JSaXxK5/Wq0zYfQNnQt6GKmn7D361+bEgodlzOQ1658S+O5PwK/HA0HQ/2b9+EPSMyTt1hFESJHILedKIgS4kSOTTBg6tHqkLHtYobLHRjK6xQY9ulvFrT7GpPpasdSNm6Pul6ZSqd1fu4Okh2PnPURhKcNbXmXwVGrZ75RBenDIkuLB3BAoBhkb74cp/x9rllalzIKUOnQHejbdILOYLV2NSRk1EQNBBue9+Ak4lA+3oSVTE8tj0DVcLvKBv+IfRubRuxl83LTSnD86Mi8NKmeJPtlh6sro3FzyU5AlHpAU3wYCiu7LL9GDIXqDuMrC7822E0RKWH/TpIZIZWp68OeAyjRrXXERlGkP75/9fHR0MqsfyGX36FBvO2JzTiK6hfudp8TbnrOULiCEsozKytbyp13i1mA6SmpvHrClGQQBDrv+sgURVDUpIKvVtbSEozTB5L5/HvCFaYjwuCvZxMrqPak5BvNMBSa/XILlWZfD6OYNmH6OyL0nFfQhU5Be67XoakMtfifZUp2yDPPITywW+gqtNdN+xo1qiOfhgS7oN9SQVG26i0eny8LQELp3fl33KyL1FfnThCZl3wrgqfYHWApVd6QR02DqrwiVCHDLH6OYl0etEwda5cdX1Q9M8o0bWJGeoZOSpTaY2WezFm7shIuDtZHoi4NdOo0I08guXv5hjFhut8Cnr16mVyh5ov7U6dOplsc/78+QZ2jVoNhSt03h1N1j+R55yGVq+FYGKpv97JG6KTl+G/BUHAsAhfrD5mPCjbk5iPRwaH1rsts7jKZGIBTycZPJyYGtue1OETUNCuP9z2vQ2nixss3k+iLoX7zhegTPgdpSPnQe/e/Atc7U0QBLwwKhJHrhw1+aV/MLUQf17IxfhOnD5FDaTTQJ55CMrkLVAkbUVV53tQ0e85qw6hChsPt10vm/zbDQA6t7ZQhU2AOnwCNO36A5KWcbec7EunF1GpqQ5uagIfJ7kU0QFuVh3n6/0pWH7Yvun/LVGm1loVYLkqmudzbssIVnP11RpOMgnu7u0Y3/+13q36CgwTNQVtQHeTAZYs5xREufH1gUDt0asa5gKsS7nlyCqpQhuPuiNR6cWcHtgcRCdvlI75L1SRU+C260VIy7Ms3leRthvea0ahfNBrqOpyLyA4xlQBe2nn6YRHBnXAwj3JJtt9tisRA8O8eQOArKephCJtN5RJcVCk/AWJqtiwSZkUZ3WAJbr4Q9u2L+RXD9fZpvWOhDqsOvOfNqDHDTv63BroxZrAqHYKblPJGFR6EcXl6lrbytV1R1YGhXnj81tNl3S5XnONtpRbOTLk0lz9rOd9Nqcx31OlTAIXuQSFldYHftcSAauTdzQWQ4B1yy23NGc/qJXTBPSA04UfjW6X5Zw0u8bm2vVXNXq084CHkwwlVcYv2j2JBbijV7s6j6eZTdHO6YGNSR06GoV374Dr/nfgHL/W4v0kmnK4734ZyoRNKB35yQ2XXezu3kH443wOEvKMZ3MqqNDgy70peHlsxybsGbVUgqoYipRt1UHVlV0QtPXfXJLln4ekONXqa0oVPsEQYGkCelRP/QufAJ238azF5JjmbU9AWlGlIXCqCZgq1DozY5S2szZoAQDXZlovVKayLkCQSgS4yKWo0Fj/GhvC2n4C9a/BkkkEuCllcFNK4aqQwVUhhZuy+v9r/VtZe5ubQgZX5b//X5P99t2tFxEXnwO1Dck8FFIB42P8HWatmKEXH374YXP2g1o5rX93k9tluWeh84k22aa+AEsmlWBQmA/i4nOM7rc3Mb/eACuDKdqbnaj0QNmo+dVrs3b+B9Iy02vwrqXI+Bs+a8egfMBLqOz+4A0zmiWTSvDy2I6Ys8Z0bayfT1/FpC6B6N6OSQGoLkl5NhTJW//JyPk3BL1lP7iUSXGo7PWIVc+lipgEUSKDOmwC9O51/9aS9URRhEqrR1k9Kbjrrie6fkSpetszI8IxOsq6eqbH04uQmFfRSK+qfo422mKKTX1VNn2AVWnD803uEohBYd7VgdQ/wZG9E0rMHRmJUxklSC+qtKrGllQA2no4Ye5Ix7lp4xhhHrV6Wr/OECUyo1/yEk05FKk7TB5D5xVa7+PDI3xNBlhH04pQptLWuethvgYWR7Caiqb9cBTevR2uBz6A89kVFu8naCvhtu9NKBM3o3TUfOi8whuxl02nezsP3NqjLX46ddVkuw/+uoQf7usNGWtjEQBJUTKUSXFQJsdBlnXc7Lqo+iiTrQ+w9O5BqOo+y+rnai1Kq7Q4llZkPENdfcGTWgedvmFjRoUV1qfPb451OPYabWkKtq1tksLStE5SAXVGg1wVRkaQlMa3KW0IjALclQhwV1q9nzVcFFIsvrMHHl53CldLqixKS6+QCmjr4YTFd/ZotimX9WGARY5B5gStbyfIc88YbSItTTd5CJ1nWL2PDwj1hkwiQGvky0irF3EwpRBjomvfyTOVfRAAQjiC1aREhRvKhn8AVcSk6tEsMzXRriW/ehjea8eivP9/UNljDiBxnD/CtnpiSBh2Xs5DgYkfSYl5FVh1LAMP9Atpwp6RwxBFSPPOQ5m0BcqkLSbXuVpKdvUohIpciC7WjXzcCFRavQXri3R4YmgoJFasJ8sqrcILvzV9YjBbApfmGBlqSSNYtrynN3UOREmV1jCVzu3aKXXXPeYkk9zwGWJ9XRVYeV9vfLozAVsv5EIAUFVPYicnmQQigPEx/pg7MtKhgiuAARY5EK1/d5MBljn1JbkAqu9kxYZ44WBqodF99yTm1wqwdHoRmWaKDAcxwGoWmuDBKLjrL7ge/BjOp7+z+C68oFPB7e93oUz8HaWjPoXOJ6qRe9q43J1kmDsyAq9uvmCy3ZIDqRgT7YcgT35eWwW9DvKso1AkxUGZFAdpqX0zqQkQoUzeiqou99n1uI1Jo9PXCorK1FrgahmyC8trjxpdN0p0/YiSpUVeH+wfYtUISvONttgSuDR9X8vVWoiiaFVg4WanfgqoHlX5N/ipmR53bRD075S57kHWT8lmcfi6XBRSvD4+Gs+OiMAf57Ox5ngGcsvUUGv1UMgk8HdT4O7eQbipc6DDrLm6nmP2ilolbWAP4Pwqm/bVy90gOvsa3T40wtdkgLU/uQBavQjZPwUCs0tVRke8AMBZLoGvCzO0NRu5C8qHvl09mrVjLmTFprPq1do1+wS8101Aeb/nUNnr0RadDnpstD82ncvGwRTjn22VVo952xPw31tYG8vRZJdW4bOdididmA/dNTdopZLqqc3PjYxAoLsFU5F1KijS91cHVcl/QlKZ12h91nl0AISmuVOs1VWvMSpXayEVhHqzvZqy5EAqlh+6YtOC+Yaob8q5KS1pvZCbsun7qheBSo3eqhEKV6UULnJprUQKpqbVuRpJ1OCikFo1Gkn25aaU4Y5eQbijl2OkXrdGy/1lQTccjX8Pm/fVeYaaTPE7LMIHn5hYwlVSpcWpjGL0CfECYMn6K2f+WHUA2nb9UHjXn3A9NB/Op5YYLVZ9PUGvhtvBj6BM/AOloz+Fztd4XT9HJggCXhwdibu+P2ayNtbfyYXYfimvzjRYah65pVW4c+lho5lKdXpgx+V87LicjxAvJ3xzZ0/41VM8U5EUB2XCJihSd0CiLm20/mp9O0EVPhGq8AnV14qZv31avYiKa1Nyq64dDaqdgMFUsddrP9ODw3zw31u7WtVvmURo8uAKsD5wcWmm+kK2TRFs/L46ySS1ss+5KaTQ6vUALA+wgr2csfv/BjdeJ4nMYIBFDkPnEwVRqoSgU1m/bz0ZBK/VxsMJndq4Iz7L+I+QPYn5hgDLXAbBIE8muHAYMmeUD379n9Gs5yErvGTxrvLc0/BefxMqYv8PFb2fBKQtb1Qy2MsZswe0x1f7Uky2m78zEQNCveHVJL0iYy7lluGBH06YHCG/VlpRFaYsOYSV9/VCpH/tYqtO59dAmbrd7n0UIUDbNhaqf2pUXZ+WfcnfqcgsqTJMq7t+Kl2lxrIbHdawNXlAc7A2cJFJBDjJJPWuM2lMtma8M0Ypk9RJzV1rDdF1I0gBPi4QNLpayRhcFDLDTBKilowBFjkOqRxa/66QZx2zeldL6rKMjgkwG2A9MzwcgiCYrYHFBBeOR9umNwrv3AKXI/+Fy/GvIIiW/XgQ9Bq4Hv4UysQtKB39KbT+1hW0dAT3xQYjLj4HSfnG0yfnl6vx1b4UfDDddEkEajx5ZWqrgqsaWr2I+384gU0P9a81kqUOn2C3AEuUyKEJHgRV2ESowsZBdA0w2vavS7lINvFZawwtZb0QYOvUOxmqtOpG6I1xtoxgjY3yR0yAW70Z6uRWZiv18nJBUVHTfo6ImgoDLHIoGv/uNgVY5kawgOoA64tdiUa3pxdVIbmgAuG+rkhnivaWSapExYAXoQ6fWL02Kz/e4l1l+efh9eNkVPR+AhV9nwakjZuO1p7kUgleGdsRc9aeMtluw8lM3Nm/PTrUM92MGt/D605aHVzV0OpFTP/uMLoHeRqy18mqfLBFFCAVbDtmhajEVb/B8O99C9QdRkFUelq0n1tzZJKzKVV3y1nb5KqQwkTt8HrJpcI164uMF3s1tr7Iw8n6n4Chvi4I9XWxej+i1oYBFjkUbWAPwIZEgpYEWF3aecDfTYHcMuN3Cfck5P8TYJkewWKRYcemDeiOwts3w+XYF3A5ttDiIqqCqIPrsYVQJm9F6aj50Ab2auSe2k+PIE/c3K0NfjmTZbSNCOC1X89h2d09OQ2niWWXVpkYGRfRSbiCeNH0SHyFRn9dQhNnHFVEo79gOpPktQpFN2zT9cZWfV/s1XfDw+HRmBFlXRp/12bI2lXWkkawbAgGB4f7oFOFpk4CBjcTyRnsXeSViOyHARY5FK2NiS4sCbAEQcCwCF+TxVn3JBbggX4hyCg2n+SCHJxUgYp+z0EVPgHuO+ZaVQJAVnARXj9NQ2XPh1Heby4gaxnn+8mhYdiTmG+yNtaFrFKsPZ6B+2KDm7Bn9NnO2qPnUujQT3IB4yVHME56FO2EAgxTLcAVMdCq427V9UV/iekAK1P0wZ+6WGzV98VhfQx01yQLsGVtU3ONYFmdqtvOI1g1RV5rpeiuJ/DpFOhu9bGfHRFh174SUfNqUICVkpKCoqIiODk5ITQ0FE5OnDZFDaPzjoBe7gqJxvK5EqJUCb2rZT9KhpoJsM5eLcHl3HKTi7RlEgGBjVzNnOxH59cZRdN/g8uJr+FyZAEEvWXrHARRD5cTX0OR/BdKR30KbdvYRu5pw3k6y/HMiHC88YfpgrKL96dgdJQf2lqZ9ppstzsxH0qoMVRyBhOkRzBachzeQlmtNuMlR7BEN9mq4/6pj8UbWFnn8QR9O2zVx2Krri9Oi+GoruhTV0tZ26QTq0sOOMmtSNX9Tz8lAq5Jx12dttvLVQGFRKh/Wt11wZPbP/9WtoIir0RkH1b/ldRoNFi8eDFWrVqFoqIiw+NSqRQjR47Ef/7zH4SEWDfdgMhAkEDr3w2KzIMW71Kdot2yqRKxIV5wlkuMBlAigLXHM0weo52nE6ScXtWySOWoiH0KqrBx1aNZOSct3lVWlAivn29BZY/ZKO//H0Du2OsPJsQE4Pez2Th8pchom6p/amN9dnMX/mBsZIKqGIqU7Vgk/QHD5afgKhjPkjpeetTqACtd9McZfSi6SVJwSh+Orf+MVCWKltWNsSlVdxOtbbq2yGt1EgjrAqx2nk7Y/dRgOMvrBkZMsEBEjUkQRdGq1bEPPfQQ9u3bBwAICQmBj48P8vPzkZZWXS3e29sba9euRYcO5rO6Nab8wiLMX7oMPaM74fKVFJRXVmJwzz7Yf/IY2vkHQKlQIDkjHX06d8XZhEvQ6nSI7dwNh86cREibtgCAtKyr6N+tJ46ePwOZVIqukVE4dv4swoKCoVKrkZmbYzimq7MzOrYPxcmL8ejYPhTFZaXIKcg3bPdwc8PDd96O+UuXISYsAjkF+SgoLjJs9/H0QoCPLy4kJ6JrZBSuZGWipKzMsD3Axxeebu64fCXFoV5T+zbtcDbhkl1f0xzPU4jI2GjxuT4njcblfh+bfU09u0Zj+U8bcbAiBGfzjR9PKlTfLTWmo6eIWPnlVn+ebHlN/3loNj79bnmzvqa/TxzBBPlpDCreDJlofCpdfcqUbbBaMgHaoIEOfZ6C28fgs+M66IyMWtQY5pmFW3uHt4rPnqWvKVCuwq3iDgQVHYEE/96IESHFWUkUdvtMh09wZ5Ovqb27FIrkreivSEVg6XlIYdkokV4U0F/1BXLhbdXnsruQiFzRC1dhvNi6McGKMkxqV2LVefr5QgmOFXmYPK5M0MNNIYVeWwVXuRROMgFadQXaenuirKwQUugQ3iYQV7PT0MbbE0qJiKKiPPSJjsLFpAtwlgno2TESJ+LPNcpn7+kH7sfWPX871GfvRryeTL2mnl2jsfKX326o19TSztOLD8/Bx998e0O9pqY+T7PuuKXev4FWBVhxcXF45pln0KNHD3z88ccIDQ01bEtISMALL7yA+Ph4jBs3DgsXLrT0sI2itKwCCcnpzdqH60VHtMfFxCvN3Q2H55X+F8IOvWJx++yO9yKz+zNm29W8/zuSSrDoQLbN/ZsU7Yk5scZTGJNxjnQNKEtT0f7Yu3DLN515rz654bchs9tT0MscdzTrxzMFWH3axJ0EAL7OMiyc0h4uVowK3KhkVXnouOthKMurbxbWF5rWfFmqXENwecQ30Dr5GbYpytLhlbkTnpm74Jp/BgJsy+z3qmYWVunG2LSvLboFOuOdMdatx0vMr0JioQouMgmc5RK4Kqr/3+Wf/znJJA4/yu9If4taK56D5sdz0HC9ukXV+7hhimBpaSnc3U0vzDx48CAEQagTXAFAZGQk3nvvPUyfPh0HD1o+vYvoehVenaxqr3a17sdBn3YukAiAjdmS0YYprm8IKvcOuDx8MfwT1qPduS8hsaLAtX/SBnhk7Uda71dRGti/EXtpu5s7e2F3SgkySoyP0uVXarH6VAHmxPo3Yc8cj1PRJUTveACCqDU55lezTVmehi5/TEFKv/fgXJIIr8xdcC6+bJe+jJccsSnAUkgFQ4DjIv8n4FFIrnlMWisIqmnj5WR9cB3h64QIX67fIyIyxhBgTZgwAXPnzsWtt95qtLFaXb043MOj/qkBNY9rNNZNuyG6lto1CFqFJ2TqYovaq9ysW/Pn6SRDtJ8T4nNNp2I3po273Kb9yAEJUuR2vBvFbYei/fH34J5reQ02ZcVVRO57Enmh05DR/Rno5W6N2FHryaUSPNYvEK9tMz2Sv+VSEUaEuSOylf5gllXlWRRcXUsAAFGL8EMv2b0/AyXn4YFylMC13u0xfkrc19PfEDzVBE1Mu09E5DgMmQEqKirw6quv4q677sK5c+fqbdypUyeIoogvv/yyzrZrH4+JiWmk7lKrIAio8Kh/yLU+vsm/QKK1brFy32Dbfwy3ZYB1w1G7BSNh6FdI6/kidFZO+/NL+RWd/roTHln7G6l3tusS6IzREabXyuhF4H+Hc6CzdUi3heu462GrgqsajRHOXNH7Y7luPBQwnnhi7tC26BLojDBvJQLd5PBQShlcERE5GMMIVlxcHD788EPExcXhjjvuwPTp0/Hcc8/By8vL0PjWW2/FsmXLsHr1auzZswcDBw6Et7c3CgoKsH//fly9ehUSiQSPPfZYc7wWukHIqvLgUmI6zfS1PK/uQfT2Gbg8fDG0TpYt8u4X7IoVJ/Ks7psAIMCV5eNuSIIEeRG3objNYLQ//j48cg5ZvKuiMgcR+59BfodJyOj+HHQK00FNU5rRyw9H0stRojKeaCGpQIU/LhVhSox1yRVaOllFNpTlaY0SLFkqXh+CP/V9Eafri3ixPUyFbu3c5fBz4Q0eIiJHZxjBCgwMxH//+18sX74cYWFhWL9+PcaPH4+1a9caGru6umLFihXo2bMn0tLSsH79eixevBg//vgjMjMz4eXlhfnz52PYsGHN8mKo5ZNoK9Bx9yOQqsvMN67ZR6+GojwdHXc/YvFIVpCHAkEe1v9Q8XOVQS61LCU8tUwa17ZIHLIIqb1fg05W/zQtY3xTN1ePZmXubqTeWc9DKcXM3n5m260+lY+88tY1vTv41GfN8rzH9B3xvuYeDFd9honqj7FAexvixQ4wFVzJBOA9K5NREBFR86hzK37AgAH49ddfsXLlSnzxxRd4++23sX79erzxxhvo2bMngoODsWbNGly4cAGnTp1CYWEhnJycEB4ejgEDBkChYAIAsl3QyU+hqLgKAcYL/dZHIuqgqLiKoJOfIi32dYv26RvkhoySQquep40b7x63CoKAgrBpKA0cgJATH8LTiul/8qo8RBx4HgUh45He43nolF6N108LjQhzx46kEpzNrjTapkor4tujuXhpeLsm7Fnz8ry6u0lGrzSiFAf0nbFV3xd/6vpYnYZdJgDzJ7aHtwtHz4mIWoJ6/1pLpVLMnDkTkydPxrx587Bp0ybcc889mDZtGp5//nn4+voiJiaGa63IriSaMvikbYVEb9tddIleDZ/0rcjo8axFCQf6Brvil3jrAiyuv2pdNC6BSBq0AD5X/kDQqU8h05RavK9P2la45xxBes//oCh4dCP20jxBEPBovwA8s/kKtCbWWh1KL8ehtDL0D3GshB2NRRAtq09liwpRid367tiq64sd+p4oQe33VAAsSuTezl2O98YEM7giImpBTM518vPzw7x587Bq1SpER0dj48aNmDBhAlasWAG93roRBiJzfFI3QxQadj9ZhACf1D8sahvt5wR3pXXT/TiC1QoJAgo6TEL82PUoajvcql3lqgKEHXoJoQdfgqyqoJE6aJkgDwWmdzE/cvLt0VxUam7sv+9SdSkC45fa/bhFois26IbhIfVz6K36Go9pnsUv+iF1gqtgLycsmtIBS24JxaAQV0iv+7MnFYBBIa5YcksovpwayuCKiKiFseivdu/evfHzzz9j9erVWLhwIT788ENs2LABr7/+Ovr27dvYfaRWwj9hLaQ621Kn15DqquCfsAZ5kXeYbysREBvkip1Jlo9KtHHnFNjWSuvsh+SBn8Ar/S+EnJxncRkBAPDO2A733KNI7/E8CkPGAw28kWCrW7t441BmFVLyja9VzKvQYu3pfDzY58arjSVTFcL/8hr4J66HVFtut+OKInCv5hUc1sdAa+ZrtaOvEt/N7Iu8rCwAwAvDWs+UTCKi1sLo7fuKigrk5OSgvLz6S0gQBNx7772Ii4vD9OnTkZCQgBkzZmDu3LnIzs5usg7TjUtRmWuf41RZfpy+QdZNhdqVXHLD390nEwQBRSHjED92PQqDrCsGK1MXI/TI6wg78DxkldZnsLQHhVSCN2+KNtvu94tFSCpo2M0ORyKrzEXQqQXovGUq2lxcZtfgCgC0kOJvfVezwVW/YFe8OyYYvq68UUNEdCOrFWBVVlbi888/x+jRo9GnTx8MHz4csbGxGDVqFD777DOUlZXB29sb7733HtatW4euXbti8+bNmDhxIr799ltotcZrdxCZI+jV9jmOzvLjhHpZ90PnRGY5Xoi7gqJKftZbM62TD1IGfIikAR9Do/Sxal+vq3vQ6a874JP6e/XQRxPrH+aDEWHuJtvoReB/h1p+bSxFeSaCT3yELnHTEJCwusEj5PURRSBO38dsu5uiPPGfoW2hlDELKRHRjc7wl76goAC33XYbvv76a2RkZEAqlcLX1xdSqRSZmZlYsmQJbrvtNhQUVK8j6NatG3788Ue8++67UCqV+PTTTzF16lTs3+94xTapZRAl9rmrK0otO06lRo/3dmVadWyNHsgq1eC1bekcySIUB41C/Nh1KAiZYNV+Mk0pOhx9G+H7n4G8oulnAMzs7Qc3hekf+gkFKmy9bPk0SEeiLE1B+6Nvo/PWW+Gf9JPNiXMs9Z7mfpPbZ/b2w5xYf0hZEJiIqFUwfMMuWLAAiYmJaNOmDRYvXowzZ85g3759OHv2LL777ju0b98eqamp+Oyz2nVDbr/9dvz555+4++67kZqaijlz5uCpp55q8hdCLZ/a2T5rPtROlh1n6dFc5JZbPxKlE4GcMi2WHrPPlEZq2XRKL6T2exeJA+dD42S+3tS1PLP/Rqe/7oRv8sYmHc3ydJLhAQtqY/1wMh/5FS1ntNap+DJCD72CTn/eAd/U3xs1SyBQfcqSxDbIRv0FzuUSAc8PaYNpnbwhNNO6OyIianqGAGvHjh0QBAHz5s3D8OHDa30ZDBo0CJ999hlEUcTOnTvrHMTd3R1vvPEGfvrpJ/Tu3Rvbtm1rmt7TDSU38i7opE4NOoZO6oTcyLvNtqvQ6LA3tRQaG6dAafQi9qaUokLTuD/gqOUoaTcc8WPXI7/DFKv2k2rL0f74B4jY9yQU5daNqDbE6HAPdA5wNtmmUqtvETcSXArOIezvuei07R54p/8FwaIE6A0jioAGUtypfqPe7W4KCd4eHYTBHUxPxyQiohuPIcAqLa3OpBYcXH+l+JrHy8rKjB4sJiYGq1atwscff2zPPlIrUdBhEoQG3sUXIKKgw01m2+1MKmlwIjcBwC4rMhDSjU+ncMeV2DeQMPhzqJ0DrNrXI+cwYv66C36J6wGx8aef1tTGMrck6MCVMhzNsG9SCHtxzT2OiL1PInrnTHhd3WPzcTRyd4iQWByW1QRXk1UfIA9edbYHusnx0fgQdDITwBIR0Y3J8NUaEREBAFi9enW9DdesWQMACA8PN3vQqVOn2qNv1Mro5W4oCBkPvY1rsfQSBQqCx1tUZPj3C8VQaRsWzKl0IjZdKGrQMejGVNpmEOLHrkNe2K1W7SfVVSLk5CeI3PMYFGXpjdS7f4V4KnBLZ/NJOr45koMqrYOsORRFuGf9jY67HkLUnkfgkXPI5kOpnfyR3v05nLvpD5ydtBkq1/YQYbwAsCj+Oy1wkGoRLiGkTpuOvkp8ND4YQR7MFEhE1FoZcsrOnj0bzz//PL799lscPXoUw4cPh6+vLwoLC7Fv3z4cOXIEgiBg1qxZzdlfusFl9JwLt/xTUJSnQ2LF+gm9IIXapS0yes61qH2BnbIA2us4dOPRy92Q1vtlFAaPRvtj70NZYfn0P/e84+i07S5kdnkcuZF3AoK00fo5vYs39qaUIqvMeCKI3HIt1p0usGjdVqMR9fDM3IM2F76DS1F8gw6lcmmH7OgHUNBhsiEpjlbmhPgJP0FWkY3gUwvgeXVX9Rquf6ItLaSI0/fBe5r7ja656hfsiucGt2GmQCKiVs4QYE2ePBlFRUWYP38+Tpw4gZMnTxoaiaIIpVKJuXPnYsoU69YXEFlDL3PB5eGL0XH3w1BUXLUo+5deooDapS0uD18MvczFoufR6OyzRsNex6EbV1lAP1wYuwbtzn4J/8T1Fu8n0akQfHoBvDK240qf16FyD22U/illEjzSzx9v7zAdAP52oRDDwtwR5q1slH4YJergnb4NgRe+g3NJUoMOVeUeiqzoB1EYMg6Q1F+zSusSiMT+H2L58Tz8frHI4mPfFOWJWX2YKZCIiFC7KuJ9992HyZMnY/v27bh06RLKy8vh6uqKjh07YvTo0fD29m6uflIronXyxcXRKxF08lP4pG2FKAj11q/RSZ0giCIKQsYjo+dci4MrAJBLBajtEBzJpfwxRebpZS5I7/kCCoNGo8Oxd6Est3z6n1v+acRsuxdXOz+CnI73GA0MGqJnW1cMC3XHnhTjawr1IvD1oRx8OD4YkibIiCfoNfC+sgWBF5bDqTytQceq8OyI7JhZKAoaaXY0UKXVY8HfWTiUZvm6s5m9/TA1xouZAomICADqlp338vLC9OnTm6MvRAZ6mQvSYl9HRo9n4ZP6B/wT1kBRlQtBp4YoVUDt5I/cyLtR0OEmi9ZcXc/HWWZySpQ1xyGyVLl/b8SPWYN25/8H/8trLM52J9GrEXR2UfVoVuwbqPKIsHvfHuzth2OZ5ShXG19rdSm/Cn9eLsaEKC+7P38NQVcF35TfEHhxBRSVDasRVu7TFVkxs1DSZggsyWpTXKXFB7uv4lKeZQWJ5RIBzwwOxKD2zBRIRET/4q9Dcmh6uRvyIu9AXuQddj3u5BhPrDyZ36BEF0qpgCkxXvbrFLUKoswJGd2fNYxmOZWmWLyva+F5RG+/H1md5iA7aoZdR7O8nGWY0csP/zuUY7LdypP56BfiZvebCxJtBfySfkLA5VWQV+U36Fil/rHIinkQZf59LQqsACCzRI13d2ZafOPFTSHBK8PbMVMgERHVwZW41CqNDPdocF1XEcCIcN65JttU+HbHhdE/IDtqBkQr/hRL9Bq0O/c/RO+cCeeiS3bt05gID8T4m65FV6HRY5kda2NJ1aUIjP8WXbZMRdCZhQ0KrorbDMalEd8iYdj/UBbQz+Lg6kJuJV76M83i4Ipp2ImIyBQGWNQqucilGNrBHXIbF6TLJQKGhrrDRd542d3oxidKlcjs9hQujfwOlR7mS2Bcy6XoIqJ3zECb84shWJAMxhKSf2pjmVtauC+1DMczG1YbS6YqRNuzX6LLlilod34xZOpim49V1G4kLoxaiaTB/0W5bw+r9j1wpRRvbs9AqcqyNPRRvk5Mw05ERCYxwKJWa3asPwLcZGZ/TF5PKgABbjLM7uPfOB2jVqfCpwsujlqJqzGzIVqRkl0QdWgb/y2it8+Ac2HDUpfX6OClxLRO5hMafXMkByobamPJK3MQdOozdNkyBW0uLodUa1ugJkKCgpAJiB+7FskD56HSO8bqY2y6UIhP9mZZnPCmX7Ar3hkTBC8nzq4nIiLjHOpbQqPR4OjRo9i9ezcOHz6MlJQUqNVqeHt7o1evXrj33nvRv3//5u4m3SCc5RK8NyYYr/6VjtxyLTR68z+y5BIBAW4yvDcmGM5y3p8g+xGlCmR1eRTFQSPR/ug7cCm2fPqfc0kConc+iOyo6vVZorRhqdTv6OaD/VdKkV1mvM5bdpkWP54twH09LauNpSjPRMDFFfBN/c2i8gvG6AUZCjpMQnb0A1C71S30awmdXrQ6DfukaE882Jtp2ImIyDyHCrCOHDmCBx98EADg7++Pvn37wtnZGYmJidi6dSu2bt2Kxx9/HE8//XQz95RuFF7OMsyf2B5Lj+Vib0opBACqeu5mK6XV+d6Ghrpjdh9/BlfUaCq9onFx1PcIvLgcbeKXQiJaVsxaEHVoc3E5PDN340qf11Hh283mPihlEjzcNwDv7jRdG+uX84UYGuqODl7GAzplaQoCLy6Hz5W46sK9NtJLlMgLuxk5UfdB49LG5uNYm4ZdQHUa9ilMw05ERBZyqABLEASMHz8eM2bMQGxsbK1tf/zxB55//nl89dVX6N+/PwYMGNBMvaQbjbNcgicHBGJWHz/sSirFpgtFKKjUQqMTIZcK8HGWYUqMF0aEc80VNRGJDNmd5qC43Qi0P/YOXK2Y/udcmoyoXXOQ0/FuXO3yKESp6aQVxvRu54ohHdywL7XMaBvdP7Wx3h9XtzaWc9ElBF5cBq/07Rano6/3OWQuyAu/DTkd74HWydfm4wBMw05ERE3DoQKsgQMHYuDAgfVuu+mmm7B//35s2LABv/32GwMssjsXuRQ3RXvhpmiv5u4KEQCgyjMSl0Z8h4DLq9D2/DeQ6NUW7SdAj8DLq+B5dS+u9Hkd5X49bXr+B/v443hmBSo0xtdaXcirwrbEEoyL9AQAuBScRZsL38Hz6l6bnrOGVu6O3Mi7kBt5J3QKzwYdC7A+Dbu7UoKXhzENOxERWc+hAixzOnfuDADIzm5Y8UkiohZDIkNO9AMobjscHY69A9eCMxbv6lR2BR13P4zciDtwtesT0MusCxZ8nGW4v6cvFh8xnZZ9xYlcjHO6iIjk7+GRc9iq57ieRumNnI73Ii98uk1FxOtzIbcSH+zOtDhTYKCbHK+PbMdMgUREZJMWFWClpKQAqF6fRUTUmqg8QnFpxBL4J6xDu3NfQaJTWbSfABEBiesMo1mIaG/V847r6ImdSaW4lF/ftDoRIySn8AR+Qa9DDavJpXYOQE7U/cgLvRmizLZpjfU5cKUU//072+JMgVG+Tnh5RFtmCiQiIpu1mG+Q3NxcbNy4EQAwbty4Zu4NEVEzEKTI7XgPStoMQcjx9+Ced8LiXZUVmei49zFoSg9C0v5B6OWuFu0nEQQ81j8Ac7dcQU2iTQF6jJMcw5OyjegmSbHhhfxL5dIO2dEPoKDDZIhS+44YbbpQiGXH8ixeAdY/2BXPDm4DpYxJbIiIyHYtIsDSarV44YUXUFpaioEDB2LUqFHN3SUiomajcm+PhGFfwy9xA9qd/QJSXaXF+8pPfo9Ol7biSu9XURo4ABJNGXxSN8M/YS0UlbkQ9GqIEgXUzv7IjbwLBR0mIdTbDVNjvLEpPg+TJAfxhOxXREvSG/QaqtxDkRXzIAqDxwES+34V6fQilh3Pw2amYSciomYgiKJoe3qnJvLqq69iw4YNaNu2LX788UeLpghqNBpoNLanBG4MSqUCKpVli9TJ/vj+Nz+eA/sTilKhiHsO0iv7rN5X7x0OoSQDkEghaCrqbBdlzgBEaGOmocqvO4p3LUIwshrUX31AV2gGPgNd1CRAsP9IUaVGhxc3nsO2C6bXjdUQAPxnXEfM6B/SZGnYeR00P56D5sdz0Px4DhrOxaX+Ke0OH2C99957WLlyJfz9/fHDDz8gNDTUov1KyyqQkNywO6z2Fh3RHhcTrzR3N1otvv/Nj+egkYgifJM3IujMQki1ltV3surwqA5EGqLcpxuyYmahpM1goJECmeIqLT7YddXIerG6misNO6+D5sdz0Px4Dpofz0HD9eoWVe/jDj1F8KOPPsLKlSvh4+OD5cuXWxxcERG1KoKA/PBbUdJmENoffx8e2Qfte/gG7FvqH4usmFko849ttMAKsC0N+yvD2yHGn2nYiYjIvhw2wJo3bx6WLVsGLy8vLFu2DJGRkc3dJSIih6ZxaYPEwQvhk/o7gk5/BpnGeJHgxpbo0Q+63g+j3LdHoz8X07ATEZEjccgAa/78+Vi6dCk8PT2xbNkyxMTENHeXiIhaBkFAQegUlAQOQPsTHza44K819KKAOH1ffKmdhtSiCHzh2gENLxFs2oErpViwPxsaveVp2F8Z0RaeTMNORESNxOG+YRYsWIAlS5bAw8MD3333naG4MBERWU7r7I+kgZ/COy0Owac+hUxd3GjPpRMF/KofjK+0U5EgBlc/qNZj+fE8PD2oTaM972/xhVh+nGnYiYjIsThUgLV9+3Z8/fXXAID27dvjhx9+qLddeHg4Hn744absGhFRyyMIKGw/EaUBfRFyYh68Mnfa9fBqUYoNumH4WjcVV8TAOtt3JZdiVLgHurVxsevz2paG3QsP9vZjGnYiImp0DhVgFRf/e4f17NmzOHv2bL3t+vXrxwCLiMhCWic/JA+chx4/D4RE1Db4eCKA3Ig7sUh1E1YmyE22/fpwDhZMag+F1D6jRiqtHgv2Z+FQumXZEgUAM3v7YWonb7s8PxERkTkOFWDdeuutuPXWW5u7G0RENyRBtFdtQAEZPZ/HRI0eWzJTkVdhPGjLLNXg53OFuKu7b4OftaWkYSciotaNE9GJiFoJUWKfrHmitPo4znIJHuprvvD7T+cKkVHSsGKWGSVqvLQ13eLgyl0pwTtjghhcERFRk2OARUTUSqidzQdDFh3H6d/j9At2Q/9gV5PttXoRXx/Oga117S/kVuLlP9MsrnHVxk2Oj8aFsMYVERE1CwZYREStRG7kXRDlDUs4oZM6ITfy7lqPzYn1h5PMdPKIs9mV2JVcavXzHbhSije2ZVhc4yrK1wkfjQ9GO9a4IiKiZsIAi4iolSjoMAkQLQtUjBEgoqDDTbUe83OV454e5tdYLT+ehxKVZevARFHEb/GF+GRvlsU1rvqHuOKdMUGscUVERM2KARYRUSuhl7tB2+lW6G1ci6WXKFAQPB56uVudbTdFeSHcR2ly/xKVDitO5Jl9Hp1exNJjeVhmRY2rSdFeeGFIW9a4IiKiZsdvIiKiVkQz+j2oXdpCL0it2k8vSKF2aYuMnnPr3S6VCHisXwDMlZnanliCs9kVRrertHp8sveqxTWuBACz+vhhTqw/a1wREZFDYIBFRNSaKFxxefhiqF2DoJeYrmFVQy9RQO0ajMvDF0MvM76GK9LXCROjvMwe7+vDOdDo6k5VLKrS4o1tGRbXuFJIBbwwtA2mxLDGFREROQ5OVCciamW0Tr64OHolgk5+Cp+0rRAFAVJd3fTnOqkTBFFEQch4ZPScazK4qnFPDx8cvFKG/ErjtbEySjS4e10i9CIglwrwcZZhSKgbdieXIrfcskLI7koJXhnejpkCiYjI4TDAIiJqhfQyF6TFvo6MHs/CJ/UP+CesgaIqF4JODVGqgNrJH7mRd6Ogw031rrkyxkUuxexYf8zbe9VkO90/i6vUOhFZZRpsOFto8XO0cZPj9ZHtmCmQiIgcEgMsIqJWTC93Q17kHciLvMNuxxwQ4oq+Qa44kmHZVD9rRPk64ZURbZkpkIiIHBbXYBERkV0JgoA5sf5Q2PkbhmnYiYioJWCARUREdhfgJkcHb9Np260xmWnYiYioheBtQCIisrsKjQ6pRWq7HGtWHz9mCiQiohaDtwKJiMjudiaVQLBDWaoxEe4MroiIqEVhgEVERHb3+4ViqLRig49zNrtu+ngiIiJHxgCLiIjsrsBEHazmOA4REVFTYYBFRER2p9E1fPTKnschIiJqKgywiIjI7uRSOyzAsuNxiIiImgoDLCIisjsfZ/skqbXXcYiIiJoKAywiIrK7yTGeUMoaNvqklAqYEuNlnw4RERE1EQZYRERkdyPDPSA2cPmUCGBEuLtd+kNERNRUGGAREZHducilGNrBHXKJbaNYcomAoaHucJFL7dwzIiKixsUAi4iIGsXsWH8EuMlgbZ4KqQAEuMkwu49/43SMiIioETHAIiKiRuEsl+C9McEIdJNbPJIllwho4y7He2OC4SznVxQREbU8/PYiIqJG4+Usw/yJ7TEszB0KqQClkeEspVSAQipgWJg7PpnQHl7MHkhERC0Uv8GIiKhROcsleHJAIGb18cOupFJsulCEgkotNDoRcqkAH2cZpsR4YUQ411wREVHLxwCLiIiahItcipuivXBTtFdzd4WIiKjRcIogERERERGRnTDAIiIiIiIishMGWERERERERHbCAIuIiIiIiMhOGGARERERERHZCQMsIiIiIiIiO2GARUREREREZCcMsIiIiIiIiOyEARYREREREZGdMMAiIiIiIiKyEwZYREREREREdsIAi4iIiIiIyE4YYBEREREREdkJAywiIiIiIiI7YYBFRERERERkJwywiIiIiIiI7IQBFhERERERkZ0wwCIiIiIiIrITBlhERERERER2wgCLiIiIiIjIThhgERERERER2QkDLCIiIiIiIjthgEVERERERGQnsubuwPWSkpKwd+9enDlzBmfPnkVKSgpEUcTnn3+OCRMmNHf3iIiIiIiIjHK4AGvNmjVYsWJFc3eDiIiIiIjIag43RTAqKgqzZ8/GggUL8Ndff6Ffv37N3SUiIiIiIiKLONwI1u23397cXSAiIiIiIrKJw41gERERERERtVQMsIiIiIiIiOyEARYREREREZGdONwaLHtxUsoRHdG+ubtRi1KpcLg+tSZ8/5sfz0Hz4zlofjwHzY/noPnxHDQ/noPGc8MGWFUqDRKS05u7G7VER7THxcQrzd2NVovvf/PjOWh+PAfNj+eg+fEcND+eg+bHc9BwvbpF1fs4pwgSERERERHZCQMsIiIiIiIiO2GARUREREREZCcMsIiIiIiIiOyEARYREREREZGdOFwWwXPnzuHtt982/HdCQgIAYMGCBfjuu+8Mj69fv77J+0ZERERERGSKwwVYZWVlOHXqVJ3HU1JSmr4zREREREREVnC4AKt///64ePFic3eDiIiIiIjIalyDRUREREREZCcMsIiIiIiIiOyEARYREREREZGdMMAiIiIiIiKyEwZYREREREREdsIAi4iIiIiIyE4YYBEREREREdkJAywiIiIiIiI7YYBFRERERERkJwywiIiIiIiI7IQBFhERERERkZ0wwCIiIiIiIrITBlhERERERER2wgCLiIiIiIjIThhgERERERER2QkDLCIiIiIiIjthgEVERERERGQnDLCIiIiIiIjshAEWERERERGRnTDAIiIiIiIishMGWERERERERHbCAIuIiIiIiMhOGGARERERERHZCQMsIiIiIiIiO5E1dwcai1qjxvqtm9EzuhMuX0lBeWUlBvfsg/0nj6GdfwCUCgWSM9LRp3NXnE24BK1Oh9jO3XDozEmEtGkLAEjLuor+3Xri6PkzkEml6BoZhWPnzyIsKBgqtRqZuTmGY7o6O6Nj+1CcvBiPju1DUVxWipyCfMN2Dzc3tA++Heu3bkZMWARyCvJRUFxk2O7j6YUAH19cSE5E18goXMnKRElZmWF7gI8vPN3ccflKimO9pjbtcDbhUot4Tf7+nti8Z8cN9Zpa2nn6z0Oz8dO2uBvqNbW08+Tv74nEtNQb6jW1tPMUEuTveN9Prew8Pf3A/Th96cIN9Zpa2nny9/dE3P7dN9Rramnn6cWH52D91s031Gtq6vPUq1tUvXGIIIqi2PBwxvFoNDoUFVU0dzdq8fJycbg+tSZ8/5sfz0Hz4zlofjwHzY/noPnxHDQ/noOG8/d3r/dxThEkIiIiIiKyEwZYREREREREdsIAi4iIiIiIyE4YYBEREREREdkJAywiIiIiIiI7YYBFRERERERkJwywiIiIiIiI7IQBFhERERERkZ0wwCIiIiIiIrITBlhERERERER2wgCLiIiIiIjIThhgERERERER2QkDLCIiIiIiIjthgEVERERERGQnDLCIiIiIiIjshAEWERERERGRnTDAIiIiIiIishMGWERERERERHbCAIuIiIiIiMhOGGARERERERHZCQMsIiIiIiIiO2GARUREREREZCcMsIiIiIiIiOyEARYREREREZGdyJq7A8Zs2rQJa9aswcWLF6HX6xEWFobp06fj7rvvhkTCuJCIiIiIiByPQwZYb7/9NlavXg2lUomBAwdCJpPhwIEDeOedd3DgwAEsXLiQQRYRERERETkchwuwtm7ditWrV8Pf3x8//PADQkNDAQB5eXmYMWMG/vrrL6xcuRIPPPBA83aUiIiIiIjoOg43DLR48WIAwPPPP28IrgDAz88Pb731FgBgyZIl0Ov1zdA7IiIiIiIi4xwqwMrKysK5c+cgl8sxYcKEOtv79euHwMBA5Obm4uTJk03fQSIiIiIiIhMcKsA6f/48AKBjx45wcnKqt023bt0AAPHx8U3WLyIiIiIiIks4VICVnp4OAGjXrp3RNm3btq3VloiIiIiIyFE4VJKLiooKAICzs7PRNq6urgCA8vJyk8eSy6Xw93e3X+fsxBH71Jrw/W9+PAfNj+eg+fEcND+eg+bHc9D8eA4ah0ONYBEREREREbVkDhVgubi4AAAqKyuNtqkZuaoZySIiIiIiInIUDhVgBQUFAQAyMzONtsnKyqrVloiIiIiIyFE4VIDVuXNnAMDly5dRVVVVb5szZ84AADp16tRk/SIiIiIiIrKEQwVYbdu2RZcuXaDRaBAXF1dn++HDh5GVlQV/f3/06tWrGXpIRERERERknEMFWADw8MMPAwDmz5+P1NRUw+P5+fl4++23AQAPPfQQJBKH6zoREREREbVygiiKYnN34npvvfUW1qxZA6VSiUGDBkEmk+HAgQMoKyvDmDFjsHDhQkil0ubuJhERERERUS0OGWABwKZNm7Bq1SpcunQJer0e4eHhmD59Ou6+++4WNXq1adMmrFmzBhcvXoRer0dYWFiLfB2O6qWXXsLGjRuNbg8LC6t3uqler8eaNWvw008/ITk5GRKJBNHR0bjnnnswefLkxuxyi5SUlIS9e/fizJkzOHv2LFJSUiCKIj7//HNMmDDB5L62XgN79uzB8uXLcfbsWahUKoSEhGDSpEmYPXs2FAqFvV+iw7PlHNh6fQC8Rq6n0Whw9OhR7N69G4cPH0ZKSgrUajW8vb3Rq1cv3Hvvvejfv7/R/XkdNJyt54DXgX2tXLkSR48exaVLl1BQUICysjK4u7sjJiYGt9xyC6ZOnQpBEOrs15D3kr+larPlHNx///04fPiw0WMOGTIES5curXebWq3G0qVLsXnzZqSlpUGpVKJbt26YOXMmhg4datfXdqNwqELD15oyZQqmTJnS3N1okLfffhurV6+GUqnEwIEDDSNx77zzDg4cOICFCxe2yj8MjaF3797o0KFDncf9/f3rPKbT6fDkk09ix44dcHNzw+DBg6FWq3HgwAHMnTsXJ0+exGuvvdYU3W4x1qxZgxUrVli9n63XwJIlSzB//nxIpVL069cPHh4eOHLkCP773/9i165dWL58ucmC5DciW88BYN31AfAaqc+RI0fw4IMPAqh+3/r27QtnZ2ckJiZi69at2Lp1Kx5//HE8/fTTdfbldWAfDTkHAK8De1myZAkKCgrQsWNH9OrVC87OzsjMzMTBgwdx4MABbN26FV988UWtz3RD3kv+lqrLlnNQY8iQIfV+5qOioup9roqKCjzwwAM4ffo0fHx8MHz4cJSUlODAgQPYt28fXnrpJcN1SdcQqVHExcWJUVFR4uDBg8Xk5GTD47m5ueLEiRPFqKgocfny5c3XwRvEiy++KEZFRYk//fSTxfssXbpUjIqKEm+66SYxNzfX8HhycrI4aNAgMSoqSvzrr78ao7st1vr168WPP/5Y3Lx5s5iamired999YlRUlLhlyxaj+9h6DZw+fVqMjo4We/ToIZ48edLweFlZmXjvvfeKUVFR4vvvv2/X19cS2HIObLk+RJHXSH3+/vtv8amnnhKPHDlSZ9vmzZvFTp06iVFRUeKBAwdqbeN1YD+2ngNeB/Z15MgRsby8vM7jly5dMrwvGzZsqLXN1veSv6XqZ8s5qPnOOHjwoFXP9c4774hRUVHifffdJ5aVlRkeP3nypNijRw8xOjpaPHfunG0v5AbGAKuR3HLLLWJUVJS4cePGOtsOHTpk+IOh0+mavnM3EGu/OLVarThw4EAxKipKPHz4cJ3tP//8sxgVFSVOnz7d3l29oVjy497Wa+Cpp54So6KixEWLFtXZ78qVK2JMTIzYpUsXsbi4uMGvoyVrrACL14htXnnlFTEqKkp8+eWXaz3O66DpGDsHvA6azhdffCFGRUWJzz33nOGxhryX/C1lvfrOgSjaFmAVFhaKXbp0EWNiYsQrV67U2b5o0SIxKipK/L//+78G9/tG07rGVJtIVlYWzp07B7lcXu/aiH79+iEwMBC5ubk4efJk03ewFTtx4gTy8/PRpk0b9O3bt872CRMmQC6X48yZM8jOzm6GHt4YbL0G1Go19uzZAwCYOnVqnf1CQkLQs2dPaDQa7N69u9H635rxGrFNTR3Ha98TXgdNq75zYCteB7aRyapXnly7PtDW95K/pWxT3zmw1e7du6HRaNCrVy+EhITU2V6zlGfPnj3QaDQNfr4bicOuwWrJzp8/DwDo2LEjnJyc6m3TrVs3ZGdnIz4+Hr17927K7t2QDh06hIsXL6KiogK+vr7o06cPBg8eXGf+cXx8PIDq978+zs7OiIyMRHx8POLj4xEYGNjofb8R2XoNJCcno7KyEl5eXmjfvr3R/Y4fP47z58+3+HWaTcXS6wPgNWKrlJQUALXX8/A6aFr1nYNr8TpoXGlpaVi7di0AYNSoUYbHbX0v+VvKesbOwbX++usv/PXXX1Cr1QgICMCAAQMQGxtbb1tz565Dhw7w9PREcXExUlJS0LFjRzu8ihsDA6xGkJ6eDgBo166d0TZt27at1ZYa5pdffqnzWGRkJD777DNER0cbHrP03MTHx/PcNICt10DNv2u21afmmBkZGQ3uZ2th6fUB8BqxRW5uriFL3bhx4wyP8zpoOsbOwbV4HdjXTz/9hCNHjkCj0SA7OxsnTpyAXq/Ho48+irFjxxra2fpe8reUeZaeg2utXLmy1n8vWrQIvXv3xmeffVbnb44l56BNmzYoLi5Geno6A6xrMMBqBBUVFQBgMruTq6srAKC8vLxJ+nSjiomJwWuvvYZBgwahbdu2KCsrw/nz57FgwQJcuHABDz74IDZu3Gi4I2bJuXFxcQHAc9MQtl4DPD/2Ze31AfAcWEur1eKFF15AaWkpBg4cWOuuMa+DpmHqHAC8DhrL8ePHa6W/l8lkePrpp+tklLP1veRvKfMsPQcA0KdPH0ybNg2xsbFo06YNCgoKcOLECXz22Wc4fvw4Zs6ciY0bNxrOBfDvObj2seu19uvAGK7BohZt5syZuP/++xEREQEXFxcEBARgxIgR+PHHH9GzZ0/k5+dj8eLFzd1NombB66Pxvfnmmzhw4ADatm2LTz75pLm70yqZOwe8DhrH+++/j4sXL+LUqVPYvHkzZsyYgS+++AJ33HEH16U1EWvOwTPPPIPbbrsNoaGhcHJyQrt27TBp0iT88ssvCAkJQUpKCtasWdNMr+TGwwCrEdRE85WVlUbb1ET6NXdfyL4UCgUefvhhAKi1CNySc1Nzx4bnxna2XgM8P03D2PUB8BxY47333sOGDRvg7++P5cuX11n7w+ug8Zk7B6bwOrAPJycnREZG4sUXX8Rzzz2HCxcu4N133zVst/W95G8py5k7B6a4u7tjxowZAIxfBzXnpz68DurHAKsRBAUFAQAyMzONtsnKyqrVluwvPDwcQO2MUjw3TcPW97nm31evXjW6X802np+Gqe/6AHiNWOqjjz7CypUr4ePjg+XLlyM0NLROG14HjcuSc2AOrwP7uuWWWwAAO3fuNGSVa+h1wHNgnfrOgTm8DuyPAVYjqEkVe/nyZVRVVdXb5syZMwCATp06NVm/WpuioiIAte+q1Jybmvf/epWVlbh8+XKttmQ9W6+B8PBwODk5oaioCFeuXKl3v9OnT9fZj6xX3/UB8BqxxLx587Bs2TJ4eXlh2bJliIyMrLcdr4PGY+k5MIfXgX15enpCJpNBq9WiuLgYgO3vJX9L2aa+c2COrddBamoqiouL4ezsbNMNjhsZA6xG0LZtW3Tp0gUajQZxcXF1th8+fBhZWVnw9/dHr169mqGHrcOWLVsAAF27djU81qtXL/j4+CArKwtHjhyps09cXBw0Gg26devGtLsNYOs1oFAoMGzYMADAb7/9Vme/tLQ0nDx5EnK5HCNGjGi0/rcG9V0fAK8Rc+bPn4+lS5fC09MTy5YtQ0xMjNG2vA4ahzXnwBxeB/Z15MgRaLVaeHh4wNvbG4Dt7yV/S9mmvnNgjrHrYPjw4ZDL5Thx4gTS0tLq7Ldp0yZDO3vU3bqRMMBqJDXzuufPn4/U1FTD4/n5+Xj77bcBAA899FC99TfIMvHx8di5cyd0Ol2tx7VaLb777jtDKtKZM2catkmlUsyZMwcA8NZbbyE/P9+wLSUlBZ9++ikA4NFHH23k3t/4bL0GHnroIQiCgG+//dZwlx6onmv/yiuvQK/X45577oGHh0cTvIqWy5brA+A1YsqCBQuwZMkSeHh44LvvvrNo5ILXgX1Zew54HdjX0aNHsXPnTmi12jrbjh07hldffRUAcNttt0EqlQJo2HvJ31J12XIODh06hMOHD0MUxVrtKysrMW/ePGzbtg0ymQz3339/re1eXl644447oNfr8corr9TKFHjq1Cl8++23EAQBjzzyiL1fZosniNe/22Q3b731FtasWQOlUolBgwZBJpPhwIEDKCsrw5gxY7Bw4ULDh5+st23bNjzxxBPw8vJC586d4ePjg6KiIly6dAk5OTmQSCSYO3eu4Q97DZ1OhyeeeAI7d+6Em5sbBg4cCK1Wi7///hsqlQr3338/XnvttWZ6VY7p3Llzhi8zAEhISEB5eTlCQ0Ph6elpeHz9+vW19rP1GliyZAnmz58PqVSKAQMGwN3dHUeOHEF+fj569OiB77//3mTq3huRtefA1usD4DVSn+3bt+Pxxx8HUH2X11i9l/DwcMOPwhq8DuzDlnPA68C+fv75Z7z88svw8PBA586d4efnh/LycqSlpSEhIQEAMGLECHz++ee1igM35L3kb6nabDkHy5cvx4cffgh/f3/ExMTA09MT+fn5iI+PR1FRERQKBd5//31MnTq1zvOVl5fjgQcewJkzZ+Dr64u+ffuitLQUBw8ehE6nw4svvohZs2Y16XvQEjDAamSbNm3CqlWrcOnSJej1eoSHh2P69Om4++67W9Udl8aQlpaGFStW4MyZM8jIyEBRUREEQUCbNm3Qp08f3HvvvXWGu2vo9XqsXr0aP//8M5KSkiCRSBAdHY177rkHU6ZMaeJX4vgOHTpkyDJkysWLF+s8Zus1sGfPHixbtgxnz56FSqVCSEgIJk+ejNmzZ7fKqQjWnoOGXB8Ar5Hr1fyoMadfv351CnkCvA7swZZzwOvAvtLS0vDzzz/j6NGjSEtLQ0FBAURRhL+/P7p27YqpU6dizJgx9e7bkPeSv6X+Zcs5OH/+PNatW4ezZ88iKysLxcXFkMlkCAoKwoABA3DfffchLCzM6HOqVCosXboUv//+O9LT06FUKtGtWzc8+OCDGDp0aGO/5BaJARYREREREZGdtK6wn4iIiIiIqBExwCIiIiIiIrITBlhERERERER2wgCLiIiIiIjIThhgERERERER2QkDLCIiIiIiIjthgEVERERERGQnsubuABG1PosWLcIXX3xR53EXFxe4ubnB19cXnTt3Rq9evTBhwgS4u7s3Qy+b17VFVesr4ExERESOiSNYROQwKioqkJOTg/j4ePz000947bXXMHToUHz44Yeoqqpq7u5RE4mOjkZ0dDR+/vnn5u6KXdx///2Ijo7GSy+91NxdcQiLFi1CdHQ0Ro0a1SzP//PPPxs+Y46iud8TIrIvjmARUbPavHkz2rZtCwDQarUoKSlBamoqDh8+jA0bNiA/Px/Lly/H/v378f3338PX17eZe0xERERkHEewiKhZOTk5wdXVFa6urvD09ERISAiGDBmC5557Djt27MD06dMBAJcvX8ZTTz0FrVbbzD1uGrfeeisuXrzI6YFEREQtDAMsInJYTk5O+OCDDzBu3DgAwLFjx/D77783c6+IiIiIjBNEURSbuxNE1Lpcm+Ri+/btCA4ONtk+Ozsbo0aNglarRadOnfDLL7/U2q7VanH06FFs374dR48exZUrV1BVVQUPDw906tQJkydPxrRp0yCVSmvtd+rUKdxxxx0AgJUrV6Jfv35G+3D06FHce++9FrW9XllZGVauXIkdO3YgOTkZlZWV8PDwgK+vLzp16oQhQ4Zg8uTJtfpnKslFeno6Ro8eDQBYsWIFevXqheXLl2PTpk1IS0uDTCZDly5dMGvWLAwfPtxk3yorK7Fu3Tps374diYmJKCkpga+vL9q1a4f+/ftj+vTpCAkJqbOfKIrYsmULfvvtN5w9exZFRUVwdXVFTEwMbr75ZkybNg0SiXX38O6//34cPnzYZJtrPy+jRo1CRkYGnnzySTz11FP4+eef8fPPP+Py5csoKirCyy+/jJkzZxr2LSoqwsqVK7Fr1y7DZ8Tf3x/9+vXDzJkzERMTU+9zqlQqHDhwANu3b8eJEyeQkZEBjUYDLy8vdO3aFbfddhvGjBlTZz9jyVyu9eGHH+LWW28FALz00kvYuHEj+vXrh5UrV+LEiRNYunQpTp48idLSUrRv3x6333477r33XsNnJSsrC99++y12796N7OxseHp6YtSoUXj66afh4+Nj8rlPnTqFNWvW4MiRI8jLy4NUKkWHDh0wduxYzJgxA25ubnX2achn79ChQ5gxY4bJPt1yyy346KOPTLa5ljXX1rV9N6bmva+RmpqK7du3Y+/evYbPlVKpRFBQEIYOHYoHHngAAQEB9R7r+ms4LS0NS5cuxb59+5CdnQ2lUokvv/zS7u8JETU/rsEiIocXGBiIwYMHY/fu3YiPj0dBQUGtH4+rVq3CBx98UGe/goIC7N+/H/v378dvv/2Gr7/+Gk5OTobtPXr0QGRkJBISEgw/bI2pCepCQkLQt29fi/uenZ2Ne++9F2lpaXX6VlBQgMuXL+O3337DyJEj4eHhYfFxa5SXl+Pee+/F6dOnaz1+8OBBHDx4EO+88w7uvPPOevc9c+YMnnjiCWRnZ9d6PCsrC1lZWTh+/DiysrLq/LgrLCzEU089hSNHjtR6vKioyPC8mzZtwqJFi+Dq6mr1a7KWKIp4+umnERcXZ7TN/v378cwzz6CkpKTW4xkZGdi4cSN+/fVXvP7667jnnnvq7Pvpp5/i+++/r/N4bm4udu7ciZ07d2Lq1KmYN28eBEFo+AsCsGHDBrzxxhvQ6XSGxy5duoT3338f586dw8cff4yzZ8/i4YcfRn5+vqFNTk4O1q5di8OHD+PHH3+sN0jS6/X44IMPagUSNc6fP4/z589jw4YN+PbbbxEeHm60jw357NlDY19bpaWlhtHza2k0GsP03Q0bNmDx4sXo2bOnyWMdO3YMjzzyCEpLSw2PKZVKq/tERC0DAywiahF69eqF3bt3A6i+8z5y5EjDNicnJ0yZMgXDhg1DaGgoAgICIJPJcPXqVcTFxWHVqlU4cOAAFixYYLijXOPWW2/FvHnzsHXrVrzxxhtwdnau89xVVVXYsmULAODmm2+26kf0vHnzkJaWBmdnZzz99NMYNmwYfH19odPpkJGRgaNHj2LTpk22vCUAgPfff98wWjN69Gi4ubnh9OnTePfdd5GWloYPP/wQY8aMqZMcJCUlBTNnzkRZWRlcXV0xZ84cjBkzBoGBgSgvL0d8fDy2bdsGuVxeaz+NRoOHH34Yp0+fhqenJx555BGMGDECfn5+KCwsxJ9//okvv/wS+/fvx+uvv47PPvvM4teyZMkS6HQ69O7dGwDw9ttvY8qUKbXauLi41Nlvw4YNyM7Oxl133YU777wTbdu2RVZWlmH7mTNn8Mgjj0Cj0aBnz56YM2cOunfvDqVSiaSkJHz77bfYvn073nnnHQQHB2PYsGG1ju/u7o4777wTgwYNQkhICPz9/SGKIjIyMvDrr79iw4YN+O2339CtW7daoxGPPPIIZs2ahYceegjHjh3DlClT8Pbbb9c6dn0/slNSUvDWW29h6NCheOSRRxAWFoa8vDwsXLgQf/75J3755ReMGDECn3zyCby9vfHOO++gV69eUKlU2LBhA7788kskJSXhf//7H1544YU6x//444+xcuVKSKVS3H333Zg2bRpCQkKgVqtx8OBBfP7558jIyMCjjz6KjRs3Gg2Srf3sxcbG4vjx41i8eDEWL16Mdu3a1Znye/3nzRRrr62goCAcP34cmzZtwptvvgkAOH78eK1jXj/K3aNHD0yYMAFdu3aFv78/vL29kZ+fj1OnTmHp0qVISEjA008/jS1bttT72azx7LPPwtPTE2+99Rb69u0LQRBw5swZu78nROQgRCKiJrZw4UIxKipKjIqKEtPS0izaZ/PmzYZ91q1bZ9Xz7d27V4yKihJ79OghlpaW1tqWm5srdu7cWYyKihI3btxY7/6bNm0So6KixOjoaIv7W6Nv375iVFSU+P3331u1308//WR4vddLS0szbOvcubN44sSJOm0uXLhgaPPDDz/U2f7AAw+IUVFRYs+ePcX4+Hij/dBoNLX++9tvvxWjoqLEfv36iUlJSfXus3//fsNznzp1yswrratm359++slku5EjRxrafv755/W20ev14uTJk8WoqCjxscceE7Vabb3tXnjhBTEqKkqcNGmSqNfrrerv2rVrxaioKHHYsGH17nvfffeJUVFR4osvvmjyOC+++KLh9TzxxBN1jqVWq8XRo0cbzvvo0aPFkpKSOseZO3euGBUVJQ4aNKjOtlOnThmeY8uWLfX2IysrSxw4cKAYFRUlfvPNN7W22eOzV3P9jxw50tTbYVZjXFvWKC8vF8eOHStGRUWJ69evN/k8AwcOFHNycowey17vCRE5Bia5IKIW4dpiw0VFRVbtO2TIEPj4+KCyshInTpyotc3Pz8+wVuT6tV01Nm7cCKB6fYa59WLXq5niZWydRkPddNNN9U5Pio6ORqdOnQAAZ8+erbUtMTERBw4cAAA88cQTRtceAYBMVnuiww8//AAAeOihhxAWFlbvPoMGDcKAAQMAoEGjc5by8vLCo48+Wu+2gwcP4tKlS5BKpXjrrbfqjFDUePbZZwFUZ6u8cOGCVc8/depUANVTK5OTk63a15gXX3yxzkipXC7H2LFjAVSvO3z88cfrLcI9adIkAEBeXh4yMzNrbas5f8OHD8eECRPqfe7AwEDDekNTSWVs+ezZU2NfW+a4uLgY1t7VXE/GzJkzB/7+/k3RLSJyAJwiSEQtgnhNPp76puiVlZVh/fr12LlzpyFZg0ajqdMuJSUFQ4cOrfXY9OnTsX37dhw6dAhXr1411OUCqtd51Px4qklGYI1OnTrhyJEjWLBgAfz8/BAbG2v1MUwZMmSI0W0dOnRAfHw88vLyaj1+8OBBw7+nTZtm8XOlpKQYfrD369cP5eXlRttGR0fj4MGDjfoDu8aAAQOgUCjq3VbzWqOiouDq6mq0zx4eHvDx8UFBQQHOnj1rCBBq5OXlYe3atdi3bx+Sk5NRVlZWb8mAlJQUk+uWLNGhQ4d6E4sAqPX44MGD623Tvn37Wv1u166d4b9rPssDBgwwef46duwIoHrdl1qtrvf9teWzZ0+NfW3V2L17N3755RecOXMGeXl5qKysrNMmJSXF5DGun3ZKRDc2BlhE1CKUlZUZ/u3p6VlrW0JCAmbPnl1r3Y0x1y4yrzF8+HD4+/sjNzcXv/zyCx577DHDtt9++w06nQ4uLi71Lng3Z+7cubj//vuRkpKCe++9FwEBAejXrx9iY2MxePDgWj+GbWHq7n3NerKqqqpaj1+5cgUA4Ovra9Vd9WtHZ26//XaL9ikoKLD4+LYyNapY0+f4+HjD2i5zru/z4cOH8eSTT6K4uNjsvvV9vqzl5+dndNu1SVqMtbt2Xde15768vBw5OTkAqtdhffzxx2b7otfrUVRUVO/nzJbPnj019rWl1Wrx/PPPG9ZfmmLuvFs78k1ELRsDLCJqEa69Q3xtUKDVavHUU08hKysLrq6umDVrFgYNGoSgoCC4uLgYUoVPmjQJV69erZWVrYZMJsPUqVOxdOnSOgFWzbTBMHT32wAACZVJREFUCRMmmFzEbkyvXr2wbt06LFq0CPv27UNOTg5+//13w9Sr2NhYvPjii+jevbvVxwZgdSp0AIaRC2sz/NkSPNQ3imhv1wYd17Olz2q12vDvkpISPPXUUyguLoa/vz9mzZqF2NhYtG3bFs7OzhAEAaIook+fPgBQ7+fLWsamMdrS7tqR32tvUljj2vfjWrZ89uypsa+tb775xhBcjR8/HtOmTUPHjh3h4eFhSDzx9ddf45tvvjF73k19RonoxsMAi4hahJMnTxr+3aNHD8O/Dx8+jKSkJADVdYeMTZsy9+Ny+vTpWLp0KVJSUnD8+HH07t0bZ86cQUJCgmG7rbp06YKvv/4a5eXlOHnyJE6cOIG9e/fi5MmTOHr0KO677z6sWbMGXbp0sfk5rFETWJmaIlafawPMbdu2GZ3G5khq+ty3b1/D+iNrbN26FUVFRZBKpfj+++8RERFRp831qd8d1bXn74MPPmjQZ9pRNOa1tW7dOgDA5MmT8emnn9bbpjFH6Iio5WKSCyJyeNnZ2di/fz8AoHPnzrVqYNUU4fX09DQaXGVlZZkdyYiIiECvXr0A/DtqVfP/7du3t8v6DldXVwwePBhPPvkk1q1bh1WrVsHJyQkqlQpLlixp8PEtVTN1Kj8/H7m5uRbvd21AlZ6ebvd+NYaaPl9fK8lSNZ+vqKioeoMroHqdUkvg7u4OLy8vALa/H47K3tdWUVGRYcrxxIkTjba7fPmyzX0mohsXAywicnjvv/++IaHAgw8+WGtbzfQlU1N0LM1kV3NH/48//kBZWZlhqtHNN99sbZctUrNWBIBhFK4p1GT4A6rXmFkqKirKMD3TknUptqrJXGiP6XaDBg0CUB1kX59B0hKWfL5MZdoD7Pt6Gqrm/di6dSv0en2z9KEp3g9T19a1mTGN9eHaaZHG3qfs7Ow6xbZt5UifESJqOAZYROSw1Go13njjDWzduhVA9TSvmhTUNWoWj5eVleHw4cN1jpGSkoLFixdb9HwTJ06Ei4sLSktL8dprr6GoqAiCIOCWW26xqf8VFRUmE2/o9XrDSFDNyEJTiIiIMPzQ/uqrr0yOwFybKU8QBDzwwAMAqov71hR+NqasrMyQVMEaNe+FNaNrxgwZMsSQEe+NN94wm+L/+h/jNZ+v5ORkpKam1ml/7Ngx/PjjjyaPac/X01AzZ84EUP06//vf/5psq9PpDAlR7Knm/SgsLKw3E6MlGnJtXfvfxs6Jj4+PYUrlzp0762zX6XR48803be7/9ezxnhCR42CARUTNqqqqCuXl5SgvL0dJSQnS09Px999/Y8GCBRg1apRhHURUVBQWLlxYZ2H/kCFDDGuKnnvuOWzatAnZ2dnIysrC+vXrcc8990CpVFoUwLi5uWH8+PEA/h2hGTBgQK0019YoKCjA6NGj8cQTT2Djxo24fPkyCgsLkZOTY8hMVzMF7frAsbG99dZbcHNzQ1lZGe655x58/fXXSEhIQElJCbKysrBr1y68+uqrePfdd2vt98ADD6BXr17Q6XR47LHH8Oabb+Lo0aPIz89HcXExkpOTERcXh1deeQXDhw/H8ePHre5b586dAVRP0Tx16hQqKiqg1Wpt+uEpkUjw0UcfQalU4tKlS5g2bRpWrFiBxMREFBcXIy8vD6dPn8aqVaswY8aMOuuSxo4dC4lEAo1Gg4cffhg7d+5Ebm4u0tLSsHTpUsyZMwcdOnSw6PUcO3YMf/75J4qLiw2v59okFE2hR48emDVrFgBg8eLFmD17NrZv326YRpuZmYl9+/Zh/vz5GDt2LJYvX273PtSsh1KpVPjyyy+Rm5treD8sHVVryLXVqVMnQ4KORYsW4erVq9BoNNBqtYYRJJlMZqhx9fPPP+Ojjz5CYmIiCgsLcejQIcyePRs7d+40Om20Od4TInIcTHJBRM3KXGDh4uKCu+66C88880yt9NM1PD098cYbb+Dll19Gbm4unn/++Vrb3dzc8L///Q8vvfSSRQWKp0+fbigsDMDm0asaWq0W27Ztw7Zt24y2ufXWW3HHHXc06Hms1aFDByxbtgyPP/44cnNzsWDBAixYsKBOu+tfv0KhwDfffIMXXngBu3btwtq1a7F27Vqjz1OTbc0a9913H/bs2YPU1NQ678v27dutTnndtWtXfPfdd3jmmWeQlZWF999/32jb60sAhIWF4amnnsLnn3+OlJSUOgWN/f39sXDhQpOf42nTpuGbb74xZCS81ocffmhTfbWGeOGFFwzncd++fdi3b5/RtracP3O6d++Onj174uTJk/jqq6/w1VdfGbbdcsst+Oijjyw6jq3Xlr+/PyZMmIA//vgDGzZswIYNGwzb+vXrh5UrVwIAnn/+eRw5cgRXr17FsmXLsGzZslrHmTFjBjw8PPDFF19Y1F9T7PWeEJFjYIBFRA7DyckJ7u7u8PX1RefOndG7d29MnDgRbm5uJve7+eab0aZNGyxZsgQnT56EWq1GQEAABg8ejDlz5lhVD6dv377o0KEDUlNT4ebmZlPtqxrt2rXD6tWr8ffff+PIkSPIzMxEXl4edDod/P390aNHD0yfPt1kwdbG1L17d8TFxWH16tXYsWMHkpKSUFFRAT8/PwQHB2PkyJGYPHlynf08PDywePFi7N+/Hxs3bsSJEycMr8vLywthYWHo06cPxo8fX6dgryWGDx+OxYsXY+XKlTh37hxKSkoavDYlNjYWf/75J3788Ufs2LEDly9fRnFxMeRyOQIDAxEdHY1BgwZhwoQJdfZ9/PHHER4ejhUrViA+Ph6iKKJNmzYYOXIkZs+ebbJuFVBdL2rNmjX43//+Zxjta4r09cZIJBI8++yzmDp1KtasWYNDhw4hMzMTlZWVcHNzQ0hICHr06IGRI0caTRzTUN988w3+97//Yffu3cjIyIBKpbJq/4ZeWx999BEiIiLw559/4sqVK/UWDw4MDMSGDRvw5ZdfYufOncjLy4OHhwc6deqEu+66C2PHjsWiRYtsev31aeh7QkSOQxCben4CEZGDmzx5Mi5fvozbbrvN5GgHERER0fW4BouI6BpnzpwxpF5u6qlbRERE1PIxwCIiukZNMdqIiAj06dOnmXtDRERELQ3XYBFRq6fValFVVYUtW7YY6kLVZFojIiIisgYDLCJq1dLT0zF69Ohaj/Xo0aPB2QOJiIiodWKARUSE6iK6AQEBGDFiBJ577rk69baIiIiILMEsgkRERERERHbCJBdERERERER2wgCLiIiIiIjIThhgERERERER2cn/A0A8x1H7/kwQAAAAAElFTkSuQmCC\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['VS', 'VL', 'RS']\n",
    "labels = ['P1', 'P2', 'P3']\n",
    "\n",
    "flow_rate1 = 0.02\n",
    "\n",
    "fontsize= 24\n",
    "linewidth = 8\n",
    "markersize = 18\n",
    "#errorbar formatting\n",
    "markerwidth = 12\n",
    "errbar_width = 8\n",
    "linealpha = 1\n",
    "\n",
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    "#format the reticulocyte control region\n",
    "ctrl_clr = 'darkslategray'\n",
    "\n",
    "with sns.axes_style('darkgrid'):\n",
    "    plt.figure(0,(12,8))\n",
    "    ax1 = plt.subplot(111)\n",
    "\n",
    "    ax_xlabel = \"Day since treatment start\"\n",
    "    ax_ylabel = \"% Reticulocytes\"\n",
    "\n",
    "    ax1.set_xlabel(ax_xlabel, fontsize=fontsize+2)\n",
    "    ax1.set_ylabel(ax_ylabel, fontsize=fontsize+2)\n",
    "\n",
    "    for ind, patient in enumerate(patients):\n",
    "\n",
    "        result_file = \"20200527_results_RTfDC_\" + patient + \".tsv\"\n",
    "        result_path = os.path.join(result_folder, result_file)\n",
    "\n",
    "        df = pd.read_csv(result_path, sep='\\t')\n",
    "        dates_uniq = df.date.unique()\n",
    "        date_datetime = pd.to_datetime(dates_uniq).sort_values()\n",
    "        day0 = date_datetime[0]\n",
    "\n",
    "        times1 = []\n",
    "        percent_retis1 = []\n",
    "\n",
    "        for date in date_datetime:\n",
    "            df_date = df[pd.to_datetime(df['date'])==date]\n",
    "            ii = np.round(df_date['flow rate'], 3) == flow_rate1\n",
    "            df_fl1 = df_date[ii]\n",
    "\n",
    "            date = pd.to_datetime(date)\n",
    "            time = (date-day0).days #convert datetime in ns to days\n",
    "\n",
    "            #check if data exists for this date and if only nan values are in\n",
    "            #'syto13_pos' column\n",
    "            if len(df_fl1)>0 and not (df_fl1['syto13_pos'].isnull().sum() == len(df_fl1)):\n",
    "                percent_reti1 = len(df_fl1[df_fl1['syto13_pos']==True])/len(df_fl1)\n",
    "                times1.append(time)\n",
    "                percent_retis1.append(percent_reti1*100)\n",
    "\n",
    "        color = color_dict[patient]\n",
    "\n",
    "        if patient=='RS':\n",
    "            ax1.plot(times1, percent_retis1, 'o', c=color, ls='-', label=labels[ind], lw=linewidth,\n",
    "                     alpha=linealpha, markersize = markersize)\n",
    "        else:\n",
    "            ax1.plot(times1[:-1], percent_retis1[:-1], 'o', c=color, ls='-', label=labels[ind], lw=linewidth,\n",
    "                     alpha=linealpha, markersize = markersize)\n",
    "            ax1.plot(times1[-2:], percent_retis1[-2:], 'o', c=color, ls='--', lw=linewidth,\n",
    "                     alpha=linealpha, markersize = markersize)\n",
    "\n",
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    "    ax1.axhline(0.5, ls='--', lw=.5, c=ctrl_clr, zorder=0)\n",
    "    ax1.axhline(2.5, ls='--', lw=.5, c=ctrl_clr, zorder=0)\n",
    "    axis_limits = ax1.get_xlim()\n",
    "    ax1.add_patch(patches.Rectangle((axis_limits[0], 0.5), np.diff(axis_limits), 2,\n",
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    "                                    color=ctrl_clr, alpha=0.15, zorder=0,\n",
    "                                    label = 'CTRL')\n",
    "                  )\n",
    "\n",
    "    ax1.tick_params(axis='both', labelsize=fontsize-2)\n",
    "    ax1.legend(fontsize=fontsize-4)\n",
    "    ax1.set_ylim(0,7.5)\n",
    "    plt.tight_layout()\n",
    "\n",
    "    savename = r\"fig4C_RBC_dasatinib_reti_number\"\n",
    "    savepath = os.path.join(savefolder,savename)\n",
    "\n",
    "    plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## D"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['LM', 'KM']\n",
    "labels = ['P4', 'P5']\n",
    "y_value = 'deform'\n",
    "\n",
    "fontsize=24\n",
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    "\n",
    "with sns.axes_style('darkgrid'):\n",
    "    fig, ax=plot_errbars(patients, labels, y_value, fontsize=fontsize)\n",
    "    plt.xlabel('Day since treatment start', fontsize=fontsize+2)\n",
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    "    ax.legend(fontsize=fontsize-2, ncol=1)\n",
    "    ax.yaxis.set_major_formatter(FormatStrFormatter('%.2f'))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "outputs": [],
   "source": [
    "save_name = \"fig4D_RBC_lithium_deform\"\n",
    "savepath = os.path.join(savefolder,save_name)\n",
    "fig.tight_layout()\n",
    "fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## E"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['LM', 'KM']\n",
    "labels = ['P4', 'P5']\n",
    "y_value = 'area_um'\n",
    "fontsize=24\n",
    "\n",
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    "with sns.axes_style('darkgrid'):\n",
    "    fig, ax = plot_errbars(patients, labels, y_value, fontsize=fontsize)\n",
    "    plt.xlabel('Day since treatment start', fontsize=fontsize+2)\n",
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    "    plt.ylabel(r\"Projected area [µm$^2$]\", fontsize=fontsize+2)\n",
    "    handles, labels = ax.get_legend_handles_labels()\n",
    "    ax.legend(handles=handles, labels=labels, fontsize=fontsize-4, ncol=1)\n",
    "    ax.yaxis.set_major_formatter(FormatStrFormatter('%i'))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "outputs": [],
   "source": [
    "save_name = \"fig4E_RBC_lithium_area\"\n",
    "savepath = os.path.join(savefolder,save_name)\n",
    "fig.tight_layout()\n",
    "fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## F"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['LM', 'KM']\n",
    "labels = ['P4', 'P5']\n",
    "\n",
    "flow_rate1 = 0.02\n",
    "\n",
    "fontsize= 24\n",
    "linewidth = 8\n",
    "markersize = 18\n",
    "#errorbar formatting\n",
    "markerwidth = 12\n",
    "errbar_width = 8\n",
    "\n",
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    "#format the reticulocyte control region\n",
    "ctrl_clr = 'darkslategray'\n",
    "\n",
    "with sns.axes_style('darkgrid'):\n",
    "    plt.figure(0,(12,8))\n",
    "    ax1 = plt.subplot(111)\n",
    "\n",
    "    ax_xlabel = \"Day since treatment start\"\n",
    "    ax_ylabel = \"% Reticulocytes\"\n",
    "\n",
    "    ax1.set_xlabel(ax_xlabel, fontsize=fontsize+2)\n",
    "    ax1.set_ylabel(ax_ylabel, fontsize=fontsize+2)\n",
    "\n",
    "    for ind, patient in enumerate(patients):\n",
    "\n",
    "        result_file = \"20200527_results_RTfDC_\" + patient + \".tsv\"\n",
    "        result_path = os.path.join(result_folder, result_file)\n",
    "\n",
    "        df = pd.read_csv(result_path, sep='\\t')\n",
    "        dates_uniq = df.date.unique()\n",
    "        date_datetime = pd.to_datetime(dates_uniq).sort_values()\n",
    "        day0 = date_datetime[0]\n",
    "\n",
    "        times1 = []\n",
    "        percent_retis1 = []\n",
    "\n",
    "        for date in date_datetime:\n",
    "            df_date = df[pd.to_datetime(df['date'])==date]\n",
    "            ii = np.round(df_date['flow rate'], 3) == flow_rate1\n",
    "            df_fl1 = df_date[ii]\n",
    "\n",
    "            date = pd.to_datetime(date)\n",
    "            time = (date-day0).days #convert datetime in ns to days\n",
    "\n",
    "            #check if data exists for this date and if only nan values are in\n",
    "            #'syto13_pos' column\n",
    "            if len(df_fl1)>0 and not (df_fl1['syto13_pos'].isnull().sum() == len(df_fl1)):\n",
    "                percent_reti1 = len(df_fl1[df_fl1['syto13_pos']==True])/len(df_fl1)\n",
    "                times1.append(time)\n",
    "                percent_retis1.append(percent_reti1*100)\n",
    "\n",
    "        color = color_dict[patient]\n",
    "\n",
    "        if patient=='LM':\n",
    "            date_LM_9w_retis = pd.to_datetime(data_LM_9w_reti['date'])\n",
    "            time_LM_9w_retis = (date_LM_9w_retis - day0).days\n",
    "            percent_retis_9w_LM = data_LM_9w_reti['% gated']\n",
    "\n",
    "            times1.insert(1, time_LM_9w_retis)\n",
    "            percent_retis1.insert(1, percent_retis_9w_LM)\n",
    "\n",
    "            ax1.plot(times1[:-2], percent_retis1[:-2], 'o', c=color, ls='-', label=labels[ind], lw=linewidth,\n",
    "                     alpha=linealpha, markersize = markersize)\n",
    "            ax1.plot(times1[-3:], percent_retis1[-3:], 'o', c=color, ls='--', lw=linewidth,\n",
    "                     alpha=linealpha, markersize = markersize)\n",
    "        else:\n",
    "            ax1.plot(times1[:-1], percent_retis1[:-1], 'o', c=color, ls='-', label=labels[ind], lw=linewidth,\n",
    "                     alpha=linealpha, markersize = markersize)\n",
    "            ax1.plot(times1[-2:], percent_retis1[-2:], 'o', c=color, ls='--', lw=linewidth,\n",
    "                     alpha=linealpha, markersize = markersize)\n",
    "\n",
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    "    ax1.axhline(0.5, ls='--', lw=.5, c=ctrl_clr, zorder=0)\n",
    "    ax1.axhline(2.5, ls='--', lw=.5, c=ctrl_clr, zorder=0)\n",
    "    axis_limits = ax1.get_xlim()\n",
    "    ax1.add_patch(patches.Rectangle((axis_limits[0], 0.5), np.diff(axis_limits), 2,\n",
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    "                                    color=ctrl_clr, alpha=0.15, zorder=0,\n",
    "                                    label = 'CTRL')\n",
    "                  )\n",
    "    ax1.tick_params(axis='both', labelsize=fontsize)\n",
    "    ax1.set_ylim(0,8)\n",
    "    ax1.legend(fontsize=fontsize-4)\n",
    "    plt.tight_layout()\n",
    "\n",
    "    savename = r\"fig4F_RBC_lithium_reti_number\"\n",
    "    savepath = os.path.join(savefolder,savename)\n",
    "\n",
    "    plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
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  },
  {
   "cell_type": "code",
   "execution_count": 34,
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   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}