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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": 1,
   "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",
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   "execution_count": null,
   "outputs": [],
   "source": [
    "result_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\result_data\\RTDC\\RTfDC\""
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
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   "execution_count": null,
   "outputs": [],
   "source": [
    "color_dict = {'VS': 'C0', 'VL': 'C1', 'RS': 'C2',\n",
    "              'KM': 'C3', 'LM': 'C4'}"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
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   "execution_count": null,
   "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": 5,
   "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 = \"Days 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": 6,
   "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": 7,
   "outputs": [],
   "source": [
    "save_name = \"RBC_dasatinib_deform\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\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": 8,
   "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": 9,
   "outputs": [],
   "source": [
    "save_name = \"RBC_dasatinib_area\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\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": 10,
   "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",
    "\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",
    "linealpha = 1\n",
    "\n",
    "with sns.axes_style('darkgrid'):\n",
    "    plt.figure(0,(12,8))\n",
    "    ax1 = plt.subplot(111)\n",
    "\n",
    "    ax_xlabel = \"Days 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",
    "    #     ax1.set_title(\"flow rate = {} ul/s\".format(flow_rate1), fontsize=fontsize)\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",
    "    ax1.axhline(0.5, ls='--', lw=.5, c='tab:red', zorder=0)\n",
    "    ax1.axhline(2.5, ls='--', lw=.5, c='tab:red', 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",
    "                                    color='tab:red', alpha=0.075, 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",
    "    savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
    "    savename = r\"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": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 864x576 with 1 Axes>",
      "image/png": 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ZKIqCqqrNGXKr0eoTgW+++YaVK1cSGRnJ8uXL6dGjBwC5ublMnTqVb7/9lmXLljFt2rQG9ffUU0/Ro0cPQkNDa7yenZ3NXXfdRWpqKh988AEPP/xwk8YhhBBCCNESbJUO1r6VSnFuudsk4FxOu0pxbjlr30rlpseHt6onA4899jiXXHJp9dfl5eXcd98MVq1ayYMP3s+VV15JRERErfNmzXqUEydOMH36vbz//sJmjLj1aPW3rxcurLows2bNqv7wDdCxY0fmzJkDwKJFi3A6G/adHB8fXysJAOjcuTMzZswAYPPmzU0ehxBCCCFES9j870P1Pgmoi+qEkvwKNv/nUNME5iOBgYG8884CgoKCKC4uZsOGDbXarF+/jqVLP+Lhhx8mMTGxBaJsHVr1E4Hs7Gx2796NXq9nwoQJtY4nJiYSFRXFqVOnSE1NZdiwYY0aT6er+us4f41Ac8chhBBCCFGXsqJKtn5+hJOHiigrrGz28Z12lf1bstm/Jdvjc4PMRqJjwxh1Qy9MYcYmiO5XISEh9OnTl9TUHaSn11xHUFhYyP3330dsbCxz5/6Vf/3r0yaNpTVr1U8E9uzZA0CfPn0ICAios01cXBwAe/fubdRY+fn5LF68GIArrriixeIQQgghhKhLcW45n72ynUMpp1skCWisssJKDqWc5rNXtlOcW97k45WUFANVC4jP9ec//4msrCzee28hgYGBTR5Ha9aqnwhkZmYC0KVLF5dtoqOja7RtqP/9739s2LABh8NBTk4O27dvp7Kykptuuonbb7+92eIQQgghhGiIHRvSKS+2tnQYjWYptpK6IZ2xt/VrsjFSU1M5evQoAIMHD65+/csv17J8+TLuvXeGbJRGK08ELBYLgNtsLSgoCICysjKP+t63bx+rV6+u8dq0adOYOXNmralBvo5Dq1Uwm2tXJWoKAQE134tGo9R4rbniEI2n1WrkevkxuX7+S66df/PX65eTo6DV1py4kbEnv4Wi8b30Pfm13t/5FIV62wBoNJrqdgUFBfz444/8+c9/wul0MmTIEC677DI0Gg0FBQU8+OADdO/enVdeeaX6HEVRzo7YoPEaSqNR3B5vzFgajW8+S7bqRKApPfDAAzzwwANYrVaysrJYt24d77//Pt999x3vv/8+sbGxTTa2w6FSWGhpsv7PVVFhq/F1QIC+xmvNFYdoPLPZJNfLj8n1819y7fybv14/p1PF4ThvNW9bqnCpUvv9nUer1dTbBuCKKy6v8/WhQ4fx6af/Qj0z1syZMzl58iRr1qzFZAqq7vvX0qF1/J03gtPp/oI1Ziyns+GfJSMjQ1wea9WJwNla/uXlrueRnb0Df/aOvKcMBgM9evTg/vvvp1evXjz88MM8/vjj/Oc//6nOEJsjDiGEEEIId7oPivBqkW5rFDOodjlPb527j8DZDcV+85vfcOmll1V/lluzZg2rVq3kjjvuZMKE3/psbH/XqhOBrl27ApCVleWyTXZ2do22jTF+/HiCg4PZvXs3mZmZdO/evUXiEEIIIYQ439DxMWTszsfi5+sETKEGhoyP8Vl/5+8jUJcvvvgcgF27djFuXM0nCNnZpwD4+eefq499/vkagoODfRZja9WqE4GBAwcCcPDgQSoqKuqs2JOWlgbAgAEDGj2eoiiYzWZKS0vJz8+vTgSaOw4hhBBCiPOFdgzkpseH8XMLlg9tjOYsH+pKauoOl8fy8/PZtGkTAHa7vblCalGtOhGIjo5m0KBB7N69m/Xr13PDDTfUOJ6UlER2djaRkZEMHTq00eNlZGRw4sQJNBpNdRLQEnEIIYQQQtTFFGbk8mne33S0lttZ9swWHDbv56dr9RrufGE0hsBW/TGyhsWLP2Tx4g/rPPbxx0v5wx/u4eqrr+bzz9c0c2Qtq1XvIwBw7733AvDaa69x/PivG0Lk5eUxd+5cAKZPn45G8+tbWb58ORMmTODxxx+v0dehQ4dYu3YtlZW1M+gDBw7wyCOPoKpqnVtRexOHEEIIIURrYgjUETu8Exqd+4o2rmh0CrEJnfwqCRCutfqrOGHCBKZMmcKqVauYOHEiY8aMQafTsWXLFkpLSxk3bhx33HFHjXMKCgo4evQokZGRNV7Py8tj1qxZmEwmBg4cSFRUFFarlRMnTrB3715UVSU+Pr76g31j4xBCCCGEaG3G3BxL9pEiinPLUT14MKBoICQigDGTmq6yomherT4RAJgzZw7Dhw9nxYoVJCUl4XQ66dWrF5MmTWLKlCkNvgvfp08f/vjHP5KSksLRo0fZvXs3drud8PBwxo4dy29/+1uuu+46tFptk8bRnE6cyKjxtU6nxW53tFA0QgghhGhpeqOWiY8MYe1bqZTkV+C011+XVKNTCIkIYOIjQ9Ab6/6cJPyPov5aPFU0E5vN0Ww1jVev/qTG1+cnAjfeOLlZ4hCN56+1sEUVuX7+S66df/PX63fqVDr9+vVv0jFslQ42/+cQB7ZmgwJqHfcJFW3Vhl2xCZ0YMym2WZOAhu4j0FqVlZW6PR4U5H1Vov379xEV1bDKS367j4AQQgghhGgaeqOWS27rhzMqm6LjUHAA7BVVCYGiBV0AhPeFq6f418Jg0XByVYUQQggh2jGtHiJiq/7URZKAtkuurBBCCCFEOzZ27CUtHYJoIa1vdasQQgghhBCiyUkiIIQQQgghRDskiYAQQgghhBDtkCQCQgghhBBCtEOSCAghhBBCCNEOSSIghBBCCCFEOySJgBBCCCGEEO2QJAJCCCGEEEK0Q7KhmBBCCCFEO7Zp00a3x2XDsbZLnggIIYQQQgjRDskTASGEEEKIdkwpLydw61aCv/8ebVER2Gyg1+MIC6P0sstwDhuOJji4pcMUTUCeCAghhBBCtENOi4VTs2fT+amnCP3iC3S5uSg2Gwqg2GzocnMJ/eILjl56Cadmz8ZpsbR0yDX06dMbg0FX409ISBB9+8Zy112/JzU1tUb7jz9eWqv9+X+ys7Nb5s20EHkiIIQQQgjRzthzcznx+99jO5lV/eG/LhqrFRUo/epLKnZsp+uSj9B17NicodZr/PjxREV1BiA/P59t21JYsWI5n3zyT5YsWcrkyZNrtO/duzdjxlxUZ1+BgYFNHm9rIomAEEIIIUQ74rRYqpKAE5lgtzfoHNVqxZaZyYm7fk/3Tz5FYzI1cZQN99hjj3PJJZdWf11eXs59981g1aqVPPjg/Vx55ZVERERUHx8z5iIWL/6wBSJtfWRqkBBCCCFEO5Lz8svYTmY1OAmoZrdjz8oi528vN01gPhIYGMg77ywgKCiI4uJiNmzY0NIhtVryREAIIYQQwk/YT58m9++vU5GSgv3UqWYfX7VaKfnsM0o++8zjc3VRUQQkJNDx0VnoIiObILpfhYSE0KdPX1JTd5CefrxJx/JnkggIIYQQQvgBW2YmmXfegSM3t6VD8Yr91ClKv/qK8qQkun28DH23bk06XklJMQBGo7HG64cPH2L27GfJyckhNDSEIUOGMXHiRILbYWUkSQSEEEIIIfxAwaL3/TYJOJcjJ4eCDxbRac7cJhsjNTWVo0ePAjB48OAaxzZv3szmzZtrvBYeHs67777HpEmTmiym1kjWCAghhBBC+IGyH39s6RB8pmzTpibpt6CggLVr1zJ58i04nU4GDx5SvTNy586deeqpp9m8eQsnT54iJyePH3/8P66//gYKCgq4/fYpbNjwTZPE1VrJEwEhhBBCCOG3rrxyXJ2vDx06jE8//RcaTdV97/Hjr2L8+KtqtBk5chT/+te/efzxWbz55ps8/vjjtdq0ZZIICCGEEEL4gaCLL6bYi0W6rVHQ2LE+6+vcfQSMRiPR0dH85je/4dJLL0NRXO2QUNNTTz3D22+/zZ49u0lPTycmJsZn8bVmkggIIYQQQviB8On3Uvbjjzhyclo6lEbRRkYS/ofpPuvv/H0EvBEeHk6nTp04efIkWVkn2k0iIGsEhBBCCCH8gL5bN7p/8inB11yDLiqqpcPxmC4qiuBrrqH7J582ecUgTzkcDoqKigAICmo/1YPkiYAQQgghhJ/QRUbS+eW/eX2+s7SUo5deglpZ6XUfitFIzx82omlD5Ta/+uorLBYLISEh9O/fv6XDaTbyREAIIYQQop3QBAcTfPU1KAaDV+crBgPB11zjd0mAxWJh4cL3KC0trXXs66+/4v77ZwBw3333o9frmzu8FiNPBIQQQggh2pHIJ5+kYsd2bJmZYLc3/ESdDl2XLkQ+8WTTBddErFYrM2c+xGOPzWLo0KF069Ydq9XKvn372L9/HwA33HAjc5pwb4PWSBIBIYQQQoh2RGMy0XXJR5z4/e+xncwCq7XecxSDAV2XLnRd8hEak6kZovQtk8nEU089TUpKMgcOHGDnzp1YrVYiIyO59tqJ3HnnVG688caWDrPZSSIghBBCCNHO6Dp2pPunn5Lzt5cpXrsWVVHQ1JEQOA0GtIpC8DXXEPnEk60qCTh48HCD2xoMBubOndeE0fgnv0kE1q5dy6pVq9i/fz9Op5OePXsyadIkpkyZUr1RRH2cTiepqals3LiRrVu3cvjwYSwWC2FhYQwaNIjJkyczblzdm1IAFBUVsXjxYr7//nsyMjKw2+1ERkaSkJDA3XffzYABA3z1doUQQgghmpTGZCJq7jwOjBlD4NatBP/wA9rCwqrpQjodDrOZ0ksvZdifH/W7NQGiYfwiEZg7dy4rV67EaDQyevRodDodW7ZsYd68eWzZsoX58+c3KBnIyMhgypQpAJjNZuLj4wkNDSUjI4NNmzaxadMmbrrpJl588cVaG1BkZWVx++23k5WVRXh4OCNHjsRoNLJ3717WrFnD119/zd///neuuqr97EYnhBBCCP+nBgZiufRSLJdeWudxSQLarlafCHzzzTesXLmSyMhIli9fTo8ePQDIzc1l6tSpfPvttyxbtoxp06bV25eiKIwaNYp77rmHiy66CK1WW30sKSmJGTNm8Nlnn5GQkMCkSZNqnPv666+TlZXFJZdcwltvvUVgYCBQ9ZRhwYIFvPPOO8yePZvLL7+8Xa02F0IIIYR/Gzv2kpYOQbSQVl8+dOHChQDMmjWrOgkA6NixI3PmzAFg0aJFOJ3OevuKiYlh6dKljB07tkYSAJCYmMj06VW73K1Zs6bWuVu3bgXg/vvvr04CADQaDQ888AABAQEUFhZy/Phxj96fEEIIIYQQLaFVJwLZ2dns3r0bvV7PhAkTah1PTEwkKiqKnJwcUlNTGz3ewIEDq8c9n6GeertnpxKFh4c3Og4hhBBCCCGaWqtOBPbs2QNAnz59CAgIqLNNXFwcAHv37m30eMeOHQOgU6dOtY795je/AeAf//gH5eXl1a+rqsq7775LeXk5l19+OR06dGh0HEIIIYQQQjS1Vr1GIDMzE4AuXbq4bBMdHV2jrbfKy8tZtmwZAOPHj691/I9//CN79+5l48aNXHbZZQwZMgSDwcC+ffvIysriuuuu47nnnmtUDEIIIYQQQjSXVv1EwGKxANSYk3++oKAgAMrKyho11ty5c8nMzCQ2NpbJkyfXOh4REcHSpUu58cYbKSgo4Pvvv+ebb77h+PHjdOvWjcTERIJlVb0QQgghfERV1ZYOQbRCvvy+aNVPBJrLggULWL16NSEhIbz55pt1rgc4fPgwDzzwAGVlZbzyyiuMGTOGgIAAdu3axauvvspf/vIXtm/fzksvvVTveFqtgtncPBty6HQ1F0UrSs3XmisO0XharUaulx+T6+e/5Nr5N3+9fvn5OkCtVdykPVGUquvnrzQaxe1xb9+bw+FAp9P55Pu6VScCpjO71507J/98Z58EnH0y4KklS5Ywf/58TCYTixYtok+fPrXa2O12Hn74YY4fP86qVasYOnRo9bHRo0fz4Ycfcs011/DZZ59x/fXXM2rUKLdjOhwqhYUWr+L1lN3uqPG1Tqet8VpzxSEaz2w2yfXyY3L9/JdcO//mr9dPo9FTXFxCWFhYS4fSYrRaDQ5H/VUhWyun0/2de2/fW2lpGRqNrsHf15GRIS6Pteo0q2vXrkDVZl6unK3wc7atJ5YtW8bLL79MQEAACxcurPEB/1y//PILhw4dolu3bnW2MZvNjB07FoAtW7Z4HIcQQgghxLkCAoIoKMjH4XDU31i0G6qqUlRUiMFQdxEdT7XqROBsOc+DBw9SUVFRZ5u0tDQABgwY4FHfK1as4Pnnn8doNPKPf/yDxMREl21PnjwJQEiI64zq7LHCwkKP4hBCCCGEOJ/RGIhGYyAjI52ioiLsdrusGWjHVFWlsrKSU6eyqay0YjK5/kzqiVY9NSg6OppBgwaxe/du1q9fzw033FDjeFJSEtnZ2URGRrq8m1+XVatWMW/ePAwGAwsWLGDMmDFu258tJ3rkyBGKi4sJDQ2t1eaXX34BoFu3bg2OQwghhBCiLoqiEBJiprKynIKCQk6fPtWgzVPbEo1GqXd6TWtmtVa6PW4wGD3qT6vVYjQGYTZHVu9f1VitOhEAuPfee3nkkUd47bXXGDp0KBdccAEAeXl5zJ07F4Dp06ej0fz6cGP58uUsX76c+Ph4XnnllRr9ffrpp8ydOxeDwcA777zDxRdfXG8MQ4YMoVOnTpw+fZpnnnmGl156qbpCkNPp5L333iM1NRWdTsdVV13lq7cuhBBCiHZMURQCAkwEBPjfYmdf8Nf1HWclJW12ezwx0f2N6ObQ6hOBCRMmMGXKFFatWsXEiRMZM2YMOp2OLVu2UFpayrhx47jjjjtqnFNQUMDRo0eJjIys8frevXuZPXs2qqrSrVs31q1bx7p162qNGR4ezhNPPFH9tcFg4OWXX+aBBx5gw4YNJCUlERcXR0BAAHv37iUzMxONRsPTTz9NTExM0/xFCCGEEEII4UOtPhEAmDNnDsOHD2fFihUkJSXhdDrp1asXkyZNYsqUKTWeBrhTXFxcPb/uyJEjHDlypM52Xbt2rZEIAFx00UV88cUXLFmyhJ9//rk6jo4dO3LNNdcwdepUhgwZ0qj3KYQQQgghRHNRVFl50uxsNkezPepavfqTGl+fXz70xhtrb54mWid/f0Ta3sn1819y7fybXD//5e/XrrVMDfLb8qFCCCGEEEKIpiGJgBBCCCGEEO2QJAJCCCGEEEK0Q5IICCGEEEII0Q5JIiCEEEIIIUQ7JImAEEIIIYQQ7ZBf7CMgvKetrKTTnj103b4dQ2kpGocdp1aHNTiYE8OG4Rx/DZqg4JYOUwghhBBCNDNJBNoo1WKhdP7fGbn+a1SNgs5mqz6mddgJLCqk54+byP/ptxivvIrgh/+MYmqfW5gLIYQQQrRHMjWoDXLm5VLwh6lUbliH1mGvkQScS2u3g7WSyg3rKZg+DWd+XjNHKoQQQgghWookAm2MarFQOPM+nFknwEUCUIvNivNEJoUz70O1+O8OfkIIIYQQouEkEWhjSuf/HWf2SXA4PDvR4cB58iSl8//eNIEJIYQQQohWRRKBNsRZVkrlt980/EnA+WxWKr/7BmdZqW8DE0IIIYQQrY4kAm1I5fqvQaM0rhNFqepHCCGEEEK0aZIItCHl//onVFQ0rpOKiqp+hBBCCCFEmyaJQBvizMnxTT+5vulHCCGEEEK0XpIItCU2q2/6sfqoHyGEEEII0WpJItCW6A2+6cfgo36EEEIIIUSrJYlAG6KJjPRNPx19048QQgghhGi9JBFoQwJv+R0EBDSuk4CAqn6EEEIIIUSbJolAG2KccDU41cZ1YrdX9SOEEEIIIdo0SQTaEE1QMMYrr2rcWgGHA2dmpu+CEkIIIYQQrZIkAm1M8MN/RhMdDVqtdx2oKsWzn8JZKrsLCyGEEEK0ZZIItDGKyYT57ffQdOkKer1XfTizTlD68vOoaiOnGQkhhBBCiFZLEoE2SBPRgfAPPsY4/rc4dDocOp3HfVg3/o+K/3zaBNEJIYQQQojWQBKBNkoxmQh58i9snXEfR8eOpTzMjEOnQwUcOh1OTf2XvmzBW9j27mn6YIUQQgghRLPz/Fax8CsOo5GTQ4ZycshQAHQ6LXa7g8CCfIYsX47OZnN9st1OyXNPYV68HE1ISDNFLIQQQgghmoNPEoHDhw+TlpZGXl4eFRUV9c4tf+ihh3wxrGiE8vAIDo4fz4CvvnLbznnyJKUv/5WQ5/+GoijNFJ0QQgghhGhqjUoE9uzZw3PPPceuXbs8Ok8SgdYht19/AvQBVHz+H7ftrJt+oOJf/yTw1inNFJkQQgghhGhqXicChw8f5s4778RisVQ/AYiIiCCgsTvbtgMWSxk7diQ1y1ilpSU1vg4NDanx2sGLLyIqZSuGevYOKHt3PrpBcegHXdioeHJzT5ORcbRRfTS3oUNH+qyvfft2UV5e5tW5I0cmNtv3zVkdOnQiJqanT/qyWMrYv9+zmwYtrV+/CzGZgnzSl9VayY4dW33SV3MIDAyif//G/byfy5/eO0D37j3p2LGTT/qS33ve/97zBU9/d8rvPd/93ktPP0pe3mmvz2/uf/d8/XsvO/uE2+PN9Xtx/PhxLo95nQi8++67lJWVERgYyKxZs7juuusIkXnkrY9Dg6Y4HG1hJIpdT6WqYFBUVJ0NhzkHB3py77qbzq++gqaiwk0/Dkqeexrzh8vQhIY1X/xCCCGEEKJJeF01aOvWrSiKwlNPPcXtt98uSUAr47TDqW0KhiOD0OVGo7EZUVQNoKCoGjQ2I7rcaI5+pZCV3om8ybfX3+epbEpfnCf7CwghhBBCtAFeJwJFRUUAXH755T4LRviGvQLS/6dQkgGKqkFR695lWFG1qM6qdvvyhlJ00SX19m396UfK/7nC1yELIYQQQohm5vXUoE6dOpGVldVslWTWrl3LqlWr2L9/P06nk549ezJp0iSmTJmCpgE18QGcTiepqals3LiRrVu3cvjwYSwWC2FhYQwaNIjJkyczbpzreVQADoeDTz/9lC+//JJDhw5hsViIiIhgwIAB3HrrrS2eGDntkLlJwVYGqA27NqpTwVamkhZ6AyO6H8WYke62vWXhAvQXxqOPi/dBxEIIIYQQoiV4nQhcdtllrFixgm3btjF+/HhfxlTL3LlzWblyJUajkdGjR6PT6diyZQvz5s1jy5YtzJ8/v0HJQEZGBlOmVFW+MZvNxMfHExoaSkZGBps2bWLTpk3cdNNNvPjii3UmOAUFBUyfPp20tDTMZjNDhgwhMDCQ7OxsNm/eTIcOHVo8Ecj5RcFuocFJQDVVwVapZ/+Iu7kw929oystdt3U4KJnzdNX+AmZzY8L1e0lJm90eT0wc00yRCCGEEEJ4xutEYPr06Xz99de88cYbjBo1itDQUF/GVe2bb75h5cqVREZGsnz5cnr06AFAbm4uU6dO5dtvv2XZsmVMmzat3r4URWHUqFHcc889XHTRRWi1v06ZSUpKYsaMGXz22WckJCQwadKkGuc6nU7uv/9+0tLSmDp1KrNmzcJoNFYfLy0t5cQJ96vDm5rDBiUZVXf4vaE6FfKKOpI7+XY6ffSB27bO06cpeWEOoX/7O0oDn8gIIYQQQojWw+tPcFFRUSxZsgSbzcYNN9zAZ599xqlTp3y+kHThwoUAzJo1qzoJAOjYsSNz5swBYNGiRTidznr7iomJYenSpYwdO7ZGEgCQmJjI9OnTAVizZk2tcz/99FN27NjBZZddxjPPPFMjCQAIDg6mX79+nrw1nytOB3wwU+tU2GBKLr2s3na2nzdTvnJZ4wcUQgghhBDNzusnAgMGDKjx9TPPPNOg8xRFYc+ePQ1qm52dze7du9Hr9UyYMKHW8cTERKKiojh16hSpqakMGzasQf26MnDgwOpxz7diRdUC2d///veNGqMpFR1SUB2NywRUh0LhISi87joMR49iPH7MbXvLB++hj4tHP3hoo8YVQgghhBDNy+snAqqqev2noc4mDH369HG5UVlcXBwAe/fu9fatVDt27BhQtRD6XKdPn+bAgQNotVqGDh3K0aNHWbBgAbNnz+b1119n06ZNraKkpt3NtH6P+qkAdDry7roLh8nkvrHDQcmcv+AsKPDN4EIIIYQQoll4/UTgpZde8mUcdco8s9ttly5dXLaJjo6u0dZb5eXlLFtWNc3l/MXPBw4cAKoWGK9atYpXX30Vu91effz9999n6NChLFiwgA4dOjQqjsZQ658d1bB+HFX/dUREkH/7HUQuet9te2duDiXPP0foq2/KegEhhBBCCD/hdSJw4403+jKOOlksFgACAwNdtgkKqtoGu6yscduXz507l8zMTGJjY5k8eXKNY2f3TCgqKuKll17i2muv5YEHHiAqKopdu3Yxb948duzYwSOPPMLy5csbFUdjKBrfJAPKOcsnKuLi4Pqb4IvP3J5jS/qZ8uUfYZp6d+MDEEIIIYQQTc7rRKAtWbBgAatXryYkJIQ333wTg8FQ4/jZhch2u53hw4fz+uuvVx8bNWoUH374IVdddRXJycn8/PPPjBo1yu14ISHBXHZZ/YtxPXVq01aKcysa3U9IeCCXXTay+mv1N7/hxPEjVKSmuj3Psvh9zKMTMY1IdNnGbO5BbGyPRsfYWgQE6N0eN5trTq0aNcr13019tFpNk3zfNBez2USXLv4bf2P5+/VrLH9+71qtptbPsifa2u89TzXm954vtOTPXnv/vWc2DwIGeX2+v//ePLfITV3Gjq1/I9em1qoTAdOZ+enlbmran30ScPbJgKeWLFnC/PnzMZlMLFq0iD59+tRqc27ft956a63jnTt35pJLLuGbb75h69at9SYCDodKYaHFq3jd6Z3YiZ3fZuKwef9YQKvX0Htkp1rxBf7lr1TecwfqmacjdXI6OTnrMcKXLEcT0XJTpJpTRYXN7XFfXmez2dQk3zeiecj1819y7fybXD//5e/Xrjk/I7gTGRni8phPEoHi4mK+/PJLtm3bRlZWFmVlZQQFBdGlSxeGDx/Otdde69U+A127dgUgKyvLZZuzFX7OtvXEsmXLePnllwkICGDhwoUMHVp35Ztu3brV+f91tcnNzfU4Dl/pMbQjv2zIaFwnqkqPIR1rvayNiiLkL3MpfuyP7k/Pz6Nk3mxCX5+Pcl6JViGEEEII0Xo0OhFYunQpb775JhUVVVNSzq2ek5qaytdff82rr77Kn/70J6ZOnepR32fLeR48eJCKioo6KwelpaUBtcuZ1mfFihU8//zzGI1G/vGPf5CY6PrRZc+ePTGZTFgsFgoLC+tsU3Cmao6pvio7TUgfoOWC+A4c35mH0+55FSONTiEmvgP6gLo/wBtGjSHw9mmUr1jqth/btmTKP/4Q013TPY5BCCGEEEI0j0YlAq+//joffPBB9Yf/mJgYYmNjCQoKwmKxcOjQIY4fP055eTkvvfQSOTk5PProow3uPzo6mkGDBrF7927Wr1/PDTfcUON4UlIS2dnZREZGurybX5dVq1Yxb948DAYDCxYsYMyYMW7b6/V6Lr30Ur7++mu2bNnCuHHjahy32WykpKQAcOGFFzY4jqYw5OoYctNLKc2v8HjhcJDZyJCrY9y2Mf1hBrZdv2D/JdVtO8uSD9DFDcaQ0LJzQ4UQQgghWoJSUUFIchJhP25CW1SEYreh6vQ4wsIoungszkHxaIKCWzRGr2s9bt++nUWLFqGqKsOHD2f16tVs2LCBd999l1dffZUFCxbwzTff8Pnnn5OQkICqqnzwwQfs2LHDo3HuvfdeAF577TWOHz9e/XpeXh5z584FYPr06WjOKVu5fPlyJkyYwOOPP16rv08//ZS5c+diMBh45513uPjiixsUx4wZM9BoNHzyySf8+OOP1a87HA5ee+010tPTiYqK4sorr/To/fma3qjlsnv6ExxuRKNt+OZiikbh0rv7oTe6n86j6HSEPPc8ijncfYeqSsm82ThbcKqUEEIIIURzUy0WSl5+nguee5aIr79En5eLxm5DATR2G/q8XCK++pL8635LycvPo1pabh2E108Ezu60O2LECD788EP0+rqrp/Tv35+PPvqIu+66i+TkZFasWOHR3fsJEyYwZcoUVq1axcSJExkzZgw6nY4tW7ZQWlrKuHHjuOOOO2qcU1BQwNGjR4mMjKzx+t69e5k9ezaqqtKtWzfWrVvHunXrao0ZHh7OE088Uet9PP3007zwwgtMnz6d+Ph4OnfuzJ49e8jIyCAkJIS33nrL5cZnzSkgWM+4+weR+nU6R3ecrnpRdZ/zqU6VihIbgSEGt+0AtJGdCHl2LsWzHgE3G6mpBfmUzHuW0L+/jaJr1evShRBCCCEazZmXS+HM+3Bmn0Rjd71YWGOzAlC5YT22tF8wv/1eixRa8frT2bZt21AUhZkzZ7pMAqoH0emYOXMmU6dOZdu2bR6PNWfOHIYPH86KFStISkrC6XTSq1cvJk2axJQpU2o8DXCnuLi4ehrTkSNHOHLkSJ3tunbtWisRALjzzjvp27cvH374IampqezZs4fIyEgmT57Mvffe63IhcUvQG7WMuLEnGY5knHkhOE+HgVUHuH5KkL4zn/AuDau+ZEgcReDUuyhf+qHbdrYd27B89AFBf7jPk/CFEEIIIfyKarFUJQFZJ8DhaNhJNivOE5kUzryP8EVLUZp5ramiqm5u6boRFxeH3W5ny5YtmM3metsXFhYyatQoDAYDO3fu9GbINsNmczRbyajVqz+p/n9HegecuWEu2waG6rn20cEomoZNKVIdDor/9BC2HfUkd4pC6GtvYUh0X1bVHyUlbXZ7PDHR/foTT/h7GbX2Tq6f/5Jr59/k+vkvf7t2JS8/T+WGdWBzXza0TnoDxvETCHnyLz6Py135UK/XCJytjlPkrq78OYqLiwH3uwSLpqVElLo9Xl5sIzfdfZsa/Wm1hMz+K0pEhPuGZ9YLOHJON7hvIYQQQgh/4SwrpfLbb7xLAgBsViq/+wZnWcM/h/mC14lAr169AFi7dm2D2p9td/Y80fyUoEoUg91tm/S0PI/61HTsSMiz80Bx/xRBLSqkZO5fUO3uxxdCCCGE8CfO3FxK334TGjijwiVFoXL91z6JqaG8TgSuuuoqVFXl/fff5+uv3Qe9bt063nvvPRRFYcKECd4OKRpJUUAbUea2TeauApwOz+qOGhISMd31h3rb2X9JxbL4fY/6FkIIIYRoTVSLBeuWnyid/3cKpk0h/8arsX61Bs7sqeW1igrK//VP3wTZQF4vFr7tttv45z//ybFjx3j00UdZsWIF48ePJzY2tnrzrcOHD7Nhwwa2bduGqqr06tWLKVOm+DJ+4SFthzLs2a7XCVRa7Jw6UkJ0H9dt6hI49W5sO3/BlpLktl358o/QDx6CYZTv5s4LIYQQQjQV1W7Hvn8ftpStWJOTsO9Ogyaa4eDMzWmSfl3xOhEwGAwsXryYGTNmcOjQIbZv38727dvrbKuqKrGxsbz//vsYDPWXpxRNRzHZwGiFStfXIX1nnseJgKLVEvLsXAruugM13/30opLnn8O8eDnaqCiPxhBCCCGEaGqqquLMzMCakoQtJQnb9hTU0maau2+1Ns84ZzSquHvXrl357LPPWL58OZ999hmHDh2qcVxRFGJjY5k0aRK33XabJAGtgKKAJqIU50nXC3xP7C3AbnOi03s2c0wT0YGQOc9T/McHwel6epFaVETJnGcIe/s92V9ACCGEEC3OWViIbVty9Yd/Z/bJlgmkmT8rN/pTmMFg4O677+buu++mqKiIkydPUlZWRlBQENHR0YSFeXZnWTQ9TXiZ20TAXukk+0Ah3QbVUw2oDoahwzHdPR3LBwvdtrPv2onl/XcJeuBhj8cQQgghhGgMtbICW9pObMlV030cB/e3dEgAaDpG1t/Ih3x6OzYsLEw++PsBJcAGgZVQbnTZJn1nvleJAEDgnXdh+yUVW/JWt+3KVy1HP3gohosu9mocIYQQQoiGUJ1OHAcP/DrdZ+cvYK1s6bBqCggg8JbfNeuQMi+jndJElOI84ToRyDpQiK3CgT5A63HfikZDyLPzKLz7jnoXvZS8MBfzh8vQdo72eBwhhBBCCFcc2Ser7vinJGPbloxaVNjSIbmnqhgnXN2sQ3pdPlT4N024+0UvTrvKib0Fjeg/nJA5z4PWfSKhlhRT8twzqN5uwCGEEEIIcZ7SN16l4JbrKX3lRaz/+7bJkwAlzIwmugtovbzHrjdgHHcVmqBg3wZWjwZFe8UVVwBVi3+/++67Gq956tw+RMtRDA6U4HLUUtc7Paen5dNjaEevx9APHorpD/dhWbjAbTv7nl2UvfcOwTP/5PVYQgghhBBn6XrHNu0ABiP6wUPQDx+BYcRItLF9oKKCgunTcJ7IBIej4X1ptWiiowl++M9NF68LDUoETpw4AVR9iD//NU8p9exAK5qPEl7qNhE4dbiIijIbAUF6r8cIvO3OqvUCP//ktl3Fp6vQDx6KceylXo8lhBBCCAGgT0j0bYeKgrZPPwwjEtEnJKKPi0cxBtRsYzJhfvs9Ch+aUVV1qCGzHfQGNNHRmN9+D8Vk8m3MDdCgROChhx5q0GvCv2jMZagnIlFdVPpUnZC5u4DYxE5ej6FoNIQ88xyF99yB8/Rpt21LX/orutg+aLt09Xo8IYQQQrQdjtwc7Kk7MFxxpUc3k7VduqLp2q3q7ryXNJ2j0SckVn34HzYCjdlc/zkRHQj/4GNK5/+d8m/WgaKgsdXeG8BpMKBBwXjlVQQ//OcWSQJAEoF2TdE7ieodRvbBIpdt0nfmNSoRANCYzYTMeZGimTPcPipTS0uq9hdYsAhF7/1TCCGEEEL4J9ViwZa6HWtKEsU7UrCe2aPK3Kcvugt6eNSXISGRCg8SASU4GP2whDMf/kei6drNq5ksislEyJN/Yd+YMYSkJBO2aSPa4iIUux1Vp8MRGkbR2EvoO+PBZl8TcD6pGtTOxcRFuE0Eco+XYimqxBTmusJQQ+jj4jHNeBDLu/PdtrPv3UPZu/MJfuTRRo0nPJOUtNnt8cTEMc0UiRBCiPZEtdux79+LLTkJa8pW7LvS6rxpaEve6nEioE9IpOKLz1w30OnQXRiPIWEE+oSR6Pr19+lGp2pAAMW/uZji39RdJr2lkwBoRCLw+eefA3Ddddeh0TSs+NDZc2644QZvhxU+1nVAOFrdMRx21WWb9LR8+v+m8eU9A393O/ZfdmD96Ue37Sr+/UnVeoFLL2/0mEIIIYRoPVRVxZmRjnVbMrbkrdh2bEMtdV/JEMCWkkTgzZM9Gks/PAE0GnD+Ogda26t31R3/hET0g4e22JSc1sLrRODJJ59Eo9Fw1VVXERjoesHpWQ6Ho/ocSQRaD32Alui+ZjL3uC4VmuGjREBRFIKfnk3hPVPr3bq79OW/ouvTF23Xbo0eVwghhBAtx1lQgG1bcvVmXs5T2R73YduxHdVu9+iOvSYkFMOY31RN+UkYiWH4CDQdva+G2BY16vmHqrq+i+zLc0TTiomPcJsIFGRZKMmrIKRDgMs2DaUJDSNkzgsUPXQv2O0u26llZRTPfhrzu4tQjI2bliSEEEKI5qNWVmDb+Uv1Zl6Og/sb36elDPue3ejjB3t0XuhLrzV67Las2dYIlJWVVQ3ow7lXwjc69zWjM2qwV7ooH0TVouFBl/mmmo9+0IUE3T+TsrffcNvOcWAfZQveIvjPj/tkXCGEEEL4nup04jh4AGvKVmzJSdjSfgFr7Uo5jWVN2epxIiDca7ZP5Vu3bgWgozySaXV0eg1dB4RzPDXPZZv0nfkMvLSLz/aBCLjld1VVAX7c6LZdxep/V60XuOJKn4wrhBBCiMZzZJ88c8c/Cdu2ZNQi14VHfMWWnAR339vk47QnDU4EnnrqqTpff+6559BqtS7Pczqd5OTksG3bNhRFISEhwfMoRZOLie/gNhEoya2gMLuc8GjfLKpRFIXgp56l8NABnCfrWS/wyovo+vZD2z3GJ2MLIYQQwntl771D+YqPm208JcxctcB31OhmG7O9aHAisHr16lp3g1VVZe3atfWee3ZdQGhoKPfdd5+HIYrmENUrBKNJR6XF9bz99J15PksEoGoRT8jclyh64A/u1wtYyiie/RTm9xbX3sVPCCGEEM1KF9u3aQcwGNEPHkLoxRfhuHAY2t6xKA2sUCk80+BEYMSIETW+Tk5ORlEUhg0b5rZ8qF6vx2w2M3DgQK6//noiIyO9j1Y0GY1WQ7cLwzmclOOyTUZaPvFXdkPR+GZ6EIB+wECCHnyEsrded9vOceggZfPfIPixup9MCSGEEKJ56IePqL+RJxQFXd9+6BNGok8YgT5uMIrRiNlsorDQ4tuxRA0NTgSWLVtW4+v+/fsD8MEHHzSofKho/WLiOrhNBCxFVvIySul4QYhPxw2YdCu2X3Zg/eF/bttVrFmNbshQAq6c4NPxhRBCiPbIkZuDbVsKxnHjUdxM8z6fJjwcbZ9+jaoGpImOrirpOSIR/dAENGaz130J73m9WPjBBx9EURT0er0v4xEtqGNMMIGhesqLbS7bpKfl+zwRUBSF4Cf+QuHBAzjr2Qq89NWX0PUbgC7mAp/GIJrH6tWfuD1+442ebRYjhBCi4ZyWMuypO6oW+CZvxXHsKADa7jHoBw7yqC9DwgjKPUgElOAQ9MMTqub6jxiJpktXnxUgEd7zOhGYOXOmL+MQrYCiUYiJ68D+n1xv9JGxK58hv41Bo/XtD68mOJjQuS9SeP89YHOdiFBeTsmzT2Fe+CFKgKwXEEIIIVxR7Xbs+/ZgS0nGmrIV+640cDhqtbOlbPU4EdCPGEn5quWuG+h06OMGV031SRiJrl9/j546iOYhRf1FDTHxEW4TgcoyO6ePFtM5NsznY+v69Sdo5p8o+/srbts5jhyi9M3XCHnyLz6PQQghhPBXqqrizEivvuNv27EN9cw+Tu5Yk5MwTb3bo7H08YPBYKixX4C2Vyz6EYkYEhLRDx6KIlPHWz2fJQLHjh3j2LFjlJSU4Kgj2zzXDTfc4KthhY+Zo02EdAigJK/CZZv0nflNkggABNwwCVvqDqz/+9Ztu8qv1qAfMoyACVc3SRxCCCGEP3AWFGDbVnXH35aSjPOU65t5rth37UQtL/fog7tiDMB46RWg0aAfMRLD8AQ0HWSvKH/T6ERg+fLlLF68mOzshn3jKYoiiUArpigK3eMj2PN9lss2J/YU4Jh4AVq970t5KYpC8ONPUXhgH87MDLdtS19/GV2//uh69vJ5HEIIIURrpFZWYPslFVtKEtaUJBwHDzS+U7sd2y87MIwa49FpIc/ObfzYokU1KhF44oknWLNmTfU+AQ3hSVvRMmLi3CcCtkoHJw8W0W1geJOMrwkKJvSvL1E44x6wVrpuWFFByeynML//kTx+FEII0SapTieOg/uxJidhS0nClvZLjek4vmJNSfI4ERD+z+tbut999x1ffPEFWq2Wv/71r+zYsQOouqO7bds2kpOTWbFiBb/73e/Q6XTExsby1VdfsW/fPp8FL5pGaGQg5no2Dkvf6XoXYl/QxfYl+JFH623nOHaU0nrWFAghhBD+xHEyi4o1n1M8+ynyr7uKwj9Mw7JwAbZtyU2SBADYkpOapF/Runn9ROA///kPiqJwyy23cMstt9Q4ptFoCAoKYvjw4QwfPpyJEycyffp07r77blavXk1ERITH461du5ZVq1axf/9+nE4nPXv2ZNKkSUyZMsXthmbncjqdpKamsnHjRrZu3crhw4exWCyEhYUxaNAgJk+ezLhx4xoc0yeffMLs2bMBuP3226v/vy2IiYug8KTrTTxO7i/EVulAb2y6CgDGiddjS91O5bfr3barXP9V1XqBayY2WSxCCCFEc7As+QDLh+8323iKORxDwgj0I0ahqqqU9GxnvE4Edu3aBcD1119f65jT6azx9fDhw3nwwQd59dVXWbx4MY899phHY82dO5eVK1diNBoZPXo0Op2OLVu2MG/ePLZs2cL8+fMblAxkZGQwZcoUAMxmM/Hx8YSGhpKRkcGmTZvYtGkTN910Ey+++GK9PwgnTpzgb3/7G4qitMnpTt3jIti5wXVNf4ddJWtvARcMabqFQYqiEDzrSewH9uE4fsxt29I3XkE3YCC6Xr2bLB4hhBCiqen6D2jaAQxG9IOHVC3wHZGItlcsSgNvqIq2x+srX1BQAEDXrl2rX9PpqvKKioraFWeuuuoqAL7//nuPxvnmm29YuXIlkZGRrFmzhoULF7JgwQI2bNhA7969+fbbb2vteuyKoiiMGjWKRYsWsXnzZhYvXswbb7zBv//9b5YtW4bJZOKzzz7js88+c9uPqqo888wzqKraZhc+B5mNdIwJdtsmPS2/yeNQTCZC5r0ERqP7hpWVlMx+CtUiW5ELIYTwX/rBQ0Hnw+ruioKu/wACb59G6JsL6PD1d4T9/W1MU+5AF9tXkoB2zuurf3ZH4XPvnAcFBQFw8uTJWu0Dzmz+VNcxdxYuXAjArFmz6NGjR/XrHTt2ZM6cOQAsWrSo1lOIusTExLB06VLGjh2L9rxNLRITE5k+fToAa9ascdvPqlWr2LJlC3/+859rJEJtTfd491O4sg8VU2mxN3kcul69Cf5T/U+RHMePUfray23yCY0QQgj/4sg5TcW6L1ErXZfjrotiMqEbFNeosTXRXQi47kZC5r1IxNpvMC9aStB9D2IYPgKlvhtrol3xOhHo1q0bADk5OdWv9epVVcYxJSWlVvuzU4k8mXuWnZ3N7t270ev1TJgwodbxxMREoqKiyMnJITU11ZPw6zRw4MDqcV3JyMjg1VdfZfjw4dxxxx2NHrM16z4oAsXNd4jqVMnc3fRPBQCMV0/E2IA9Ayq/XU/l2i+aISIhhBDiV05LGdaffqT0rdcpuGMyBTddS+mL87Cl7fS4L0NCokftlZBQDJdcTtCsJwn/52dEfPo5wY89hfGycWjCzB6PL9oPr589DRkyhEOHDpGRkcGAAVXz2S666CJ27NjB4sWLufTSS6vv4GdkZPDyyy+jKEr1h+2G2LNnDwB9+vSpfqJwvri4OE6dOsXevXsZNmyYt28HqNoUDaBTp051HldVlaeffhqHw8ELL7zQ5hfUBATr6dQrlFOHil22Sd+ZT+8Rdf99+ZKiKAT/+Qns+/biOHbUbdvSt15DN3Aguti+TR6XEEKI9km127Hv3XOmnv9W7Lt3QR0bqtpSkjz+YK8fkQiLF7puoNOhjxuMPiER/YiR6Pr2Q9E2XfEO0XZ5nQiMGzeOf/3rX/z000+MHz8egClTprBs2TJyc3O59tpr6du3Lw6HgyNHjmC3V00hmTp1aoPHyMysWqzapUsXl22io6NrtPVWeXl59VqDs+/nfMuXLycpKYlHH32Unj17Nmo8fxET18FtIpBzvARLsRVTqKHJY1ECAwmZ9xKF9/4e6liHUs1qpWT204R9sBSNKajJ4xJCCNH2qaqKIyMdW/LWqnr+O7ahlpXVe541OYmg+zwbS9dvAEpwMGppafVr2t6x6BMSMYwYiT5+iOyfI3zC60Rg9OjRTJs2jZCQkOrXOnTowNtvv83DDz9MYWFh9R19qCopOnPmTJcfsutiObPwM9DNN/vZdQllDfhhdGfu3LlkZmYSGxvL5MmTax1PT0/n9ddf58ILL+See+5p1Fj+pOtAM9vWKjjtLubdq5CRlk+/izo3Szy6nr0IfvQJSl9wv5uhIyOd0ldeIuS5v7b5JzdCCCGahrMgH9u25OrNvJynT3nch+PgfpyFhWjM5gafo+h0GK8Yj2q1Vn34TxiBJqKDx2MLUR+vEwGDwcBTTz1V6/XExES+/fZb1q9fz/79+7FarXTr1o3x48fXWOzbmixYsIDVq1cTEhLCm2++icFQ8+722SlBdrudF154odZCY09ptQpms/sNu3xFp6sZq6LUfK0hccQM7MCxnbkuj2ftKWTkNb28D9JTv7uFU3t2UrJ6tdtm1v9uQDNmJGG31k7sfCUgQO/2uC+vs1arabLvm+Z6H+d/PzbVOK1RU14/0bTk2vk3T66fs7ycih3bsWzZgmXLFqz79zc+AFVFv28nIXWsdXTH/Py8xo/t5/z9Z685PyN4y4f1qX4VEhJSa5Mxb5hMVX9B5eXlLtucfRJw9smAp5YsWcL8+fMxmUwsWrSIPn361Grz8ccfk5yczIMPPkj//v29GudcDodKYWHzlLm022vOV9TptDVea0gc0QPC3CYCOeklZBzOJ6RD3es4moLhgT+h/WUnjiOH3bbL+dvfsPXoi65vvyaJo6LC5va4L6+z2Wxqsu+b5nof538/NtU4rVFTXj/RtOTa+Td31091OLAf3I8tJblqys+unU2yc2/hpv/DMWqsz/tt6/z9Z685PyO4ExkZ4vJYkyQCvnK2NGdWVpbLNmcr/HhTxnPZsmW8/PLLBAQEsHDhQoYOHVpnu++++w6AzZs3k5ycXOPYiRMnAPj22285ePAgJpOpuuRpWxHdz4zOoMFudV2iNX1nPoMuc72Ww9eUgICq9QLTp4GbRBGrleLZT2H+4GM0we73RRBCiMZKStrs9nhi4phmikS44sg6cWaBbxK2bcmoxa7XwfmKLWWr7NorWqVWnQicrTB08OBBKioq6qwclJaWBlBduaihVqxYwfPPP4/RaOQf//gHiYn1r+jfsWOHy2OnT5/m9OnTNdZMtBU6vYauA8I5/kueyzYZaXkMvDS6WX/J6S7oQfBjT1E6b7bbds4TmZT+7XlC5r0kv4SFEKIds/xzBZYFbzXbeEp4BIaEEeiHJ4LTCVLZR7QyjU4EHA4HW7ZsYefOneTm5lJRUeF2QydFUXjxxRcb1Hd0dDSDBg1i9+7drF+/vtYuvklJSWRnZxMZGenybn5dVq1axbx58zAYDCxYsIAxY9zfoXG3c/Hbb7/NO++8w+23387s2e4/kPqzmPgIt4lAcU4FRdnlmKObd75bwJUTsKfuoGJNPesFfvgfFZ/9i8BJtzZTZEIIIVob/YCGlzD3itGIfvBQ9CNGYkgYgbZXrOzcK1q1RiUCmzZtYvbs2Zw61bBV9GcfizU0EQC49957eeSRR3jttdcYOnQoF1xwAQB5eXnMnVtVOWb69OlozvlBW758OcuXLyc+Pp5XXnmlRn+ffvopc+fOxWAw8M4773DxxRc3OJb2LKp3KAaTDqubnYTT0/KaPREACHr4T9j27MJx6KDbdmXvvIlu0IXo+zfxPwRCCCFaJd3ACyEw0P2UUk8oCrr+A9APT0Q/IhH9oDjZuVf4Fa8TgeTkZB544AEcDgeqqhIeHk737t0x+vgHYMKECUyZMoVVq1YxceJExowZg06nY8uWLZSWljJu3LhaO/wWFBRw9OhRIiMja7y+d+9eZs+ejaqqdOvWjXXr1rFu3bpaY4aHh/PEE0/49H34O41WQ7dB4RxJznHZJj0tn7gruzX79BvFGEDovJco/MM0VIubMrJ2OyWzn8a8eBmaNjiFSwgh2gtHzmlsyUkYxl7q0fovRa9HP2QYti0/eT22pktXDAmJVZt5DU9AExrmdV9CtDSvE4EFCxZgt9uJiori5ZdfZvTo0b6Mq4Y5c+YwfPhwVqxYQVJSEk6nk169ejFp0iSmTJlS42mAO8XFxdXTlo4cOcKRI0fqbNe1a1dJBOoQExfhNhGwFFrJyyilY0zzf8jWdo8h+ImnKXnuGbftnCezKH35r4Q8/zdZLyCEEH7CaSnDtmP7mc28knEcr9phPiQ4COPYyzzqy5CQ6FEioISEoh+eULWRV0Ii2i6eFycRorXyOhFIS0tDURTmzZvXpEnAWRMnTmTixIkNajtz5kxmzpxZ6/WRI0ey3xc1gRswVlsUeUEIgaF6yotdl8NK35nfIokAgPHyK7Gl7qBi9b/dtrNu+oGKf/2TwFunNFNkQgghPKHa7dj37sGWshVrchL2PbvAUbv8sC0l2eNEQD+inuIgej36uHj0CSPRj0hE16cfiizyFW2U14nA2bvwQ4YM8VUsopVTNArdL4zgwGbXa0IyduUz5LcxaLQtc7c96MFHsO1Kw3HQfcJX9o+30V0Yj37goGaKTAghhCuqquJIP44tpWoHX9v2be6nep5hTd7q8VjaHr3QdOiIM+/X/XG0sX1+ne4zeChKHVUKhWiLvE4EevTowa5duyguLiYsTObHtRcx8R3cJgKVZXZOHy2mc2zLfE8oRiOhf32JwnvuRC2rZ73Ac09jXvyxzO8UQogW4CzIr6rln5KMLWUrztOnPe8jMwNH9km0naMbfI6iKBivnICzqBD9iEQMw0egiejg8dhCtAVeJwI333wzaWlprF+/nunTp/syJtGKhXcxERxhpDS/0mWb9LT8FksEALRduxH85LOUPPuk23bO7JOUvvRXQl58VdYLCCFEE1MrKrD9sqNqM6/krTgOH/JJv7bkrWgn3uDROUEPPuyTsYXwd14Xt73lllu45JJLWLBgARs3bvRlTKIVUxSFmHj3d05O7CnAYXe9C3FzMF56OQEN2DPA+n+bKP9kZTNEJIQQ7YvqcGDbuwfLso8oeuR+8q6+guJZj1D+zxU+SwIArCnJPutLiPamUWsE3n77bV5//XUeeOABhg8fzkUXXUTHjh3R1rOo5vyNwYR/iYmLYM8PWS6P2yocZB8oouvA8GaMqragBx7GvmcX9r173LazvPcO+gvj0F8Y30yRCSFE2+TIOoE1eeuZef4pqMXFTT6mbVsyqtMpG3cJ4YVGbSiWn59Pbm4uqqqSnJxMcnL9WbmiKJII+LnQToGYOwdSmO16Q5b0tLwWTwQUg4GQOS9QeM9U1NIS1w0dDkqeewbzh8vQhJmbLT4hhGhLylf/m7K/v1J/Qx9RwiMwJIxAnzCyqqKQJAJCeMzrRCA7O5vf/e53nDp1qro2f0N40la0Xt3jOlCYnenyeNb+ImyVDvTGli25pu3SleCnnqXkmcfdtnOePkXJ83MJ/dvrcldJCCG80ORPVY1G9EOGoU9IxJCQiLZ3rKzvEqKRvE4E5s+fT3Z2NjqdjnvvvZerr766SXYWFq1TTHwEad+6TgQcNidZ+wq5YHDLV2Iwjr0U261TqPh0ldt2tp9/onzVMky3T2umyIQQou3Q9o5FMYejFhb4pkNFQdd/QFVJz4RE9BfGoxgMvulbCAE0IhHYvHkziqLw9NNPc9ttt/kyJuEHgsxGOsQEk5de6rJNelpeq0gEAILuewj7rrSqTWncsCx6D33cYPTxQ5onMCGEaGUcp09hS0nGMHoMmvCIBp+naDToh4/A+t8NXo+t6dIVw4jEqs28hg2X8s5CNDGvE4HCwkIAxo8f76tYhJ+JiYtwmwicOlRMpcWO0dSopSg+oej1hMx9gcK770QtcbN4rXq9wHI04S27xkEIIZqDs6wU247t2JK3YtuWjOP4MQCCn3mOgAnXeNSXYUSiR4mAEhKKfngChhEj0Sckou3S1aPxhBCN4/UntKioKNLT030Zi/Az3S+MIPXrdFwt+3A6VDL3FNA7IbJ5A3NB2zmakGeeo/jJR922c+bmUPL8c4S++qasFxBCtDmq3Y59z26sKVuxpSRXPSl1OGq1s6UkeZwI6BMS62mgr3rqmpCIfkQiuj79UOqpNCiEaDpeJwLjxo3jww8/5Oeff+baa6/1ZUzCTwQE6+nUK5RTh13fYc/YmddqEgEAw0UXEzjlDspXLXfbzpb0M+XLP8I09e5mikwIIZqGqqo4jh+rKumZkoRtx3ZUi5ud18+wpSSjqqpHC3K1UZ3Rdo/BkfHrjUJtbB8MCSPRJ4xAP3goSkCAV+9DCOF7XicCM2bMYN26dbz22msMHz6c6OiGb+8t2o6Y+Ai3icDpYyWUF1sJDG09C7xM9z6ALW0n9l073bazLH4ffdwQ9EOHNVNkQgjhG878PKwpyVUf/Lcl4Tx92vM+8nJxHD2Crldvj84zXjkBR/bJqrn+wxLQRLSOtWJCiNq8TgRKS0t55ZVXeOKJJ7jhhhu48847G7yhWJcuXbwdVrQyXQeEs23NcZwOF/ODVMjYlU/fMZ2bNzA3FJ3uzP4Cd6AWFblu6HRSMvcvVfsLyD9kQohWTK2owPbLjurNvHy1c68teavHiYDprj/4ZGwhRNPzOhG44oorqv9fVVUWLFjAggUL6j1PURT27HG/06vwH4ZAHdF9wzixt9Blm/S01pUIAGijogj5y1yKH/uj23bOvFxK/vocoa+9JfNYhRCthupwYD+wv2qBb0oStl07wWbz+TjWlGQCJ0tlQCHaKq8TgfM3BpONwtqvmLgObhOB/MwySvMrCI5oXfNCDaPGEHj7NMpXLHXbzpaSRPnHS+QulxCiRTlOZGJNScKWnIRte4r7Cmg+YvtlO6rNhqLXN/lYQojm53Ui8PHHH/syDuHHovuFoTNosFudLtuk78xn4KWtb0qY6Q8zsO36BfsvqW7bWZYsQhc/GMPwEc0TmBBCnKNi/VeUvjC32cZTIiIwDK+q7IPT9e92IYR/8zoRSEysp0SYaDd0Bi1d+ptJ35nvsk16WutMBBSdjpDnnq/aX8DdbpiqSsm8Zwn/cDmaDh2bL0AhhAD0cYObdoCAAPSDh2JISEQ/YiTaXr09qhYkhPBPXicCN954I4qi8Kc//YmLL77YlzEJPxQT38FtIlB8upzCbAvmzqZmjKphtJGdCHl2LsWzHsHlpgiAmp9PybxnCf37O7JeQAjRrLRdu6GJ7oLzZJZvOtRo0PUbUFXSc8RI9IPiUAytp7qbEKJ5eJ0IHDx4EIfDQd++fX0Zj/BTUb1DMQRqsZbX3pTmrPS0/FaZCAAYEkcROPUuypd+6Ladbfs2LEs+IOgPM5opMiFEW+I4fQpbclLVLrpRUR6dq09IpHLt516PrenarfqOv37YcDQhoV73JYRoG7xOBCIjI8nOzkYvC4gEoNVp6DYogiMpOS7bZKTlEzeua6t93Gy6azr2nb9g27HNbbvyjz9EHz8YQ+KoZopMCOGvlIoKAg8dJPDAAQIP7Kcgp6qef9CfHiPwpls86sswwrNEQAkNRT98RPVmXtouXT0aTwjR9nmdCIwYMYK1a9eSlpbGJZdc4suYhJ+KiXOfCJQVVJKfWUaH7sHNGFXDKVotIbP/SsE9d6Dmu57mhKpS8tfnMC9xvzuxEKIdcjgwHj+O6cB+Ag8ewJh+HKWOxba25K0eJwL6YQmgKK6nMBoM6OMGo09IxDAiEW2ffigajTfvQgjRTnidCNx9992sX7+et956i8TERAIDA30Zl/BDHXuEEBCip6LEdS3r9J15rTYRANB07EjIs/Mo/vNM9+sFCgsomfMM3H4nyHoBIdotVVVxHD+GLSUJa/JWemxLRlNZWe95th3bUO12FF3D/xnWhJnR9e2Hff++6te0ffpWTfdJSEQfPwQloHWVaRZCtG5eJwL9+/fntdde48knn+TWW2/lkUce4aKLLpKEoB3TaBS6XxjBwS2nXLbJ2FXA4N/GoNG0zulBAIaEREx3/QHLh4vctrP/kkp4x44UXH1tM0UmhGgNnHm5WLelVG3mtS0Z55npPgANvf+ulpVh37cH/YXxHo1tHHcV2tg+VdN9hiegCY/w6HwhhDhXo3cW1mq1HDp0iJkzZ6IoChERERiNRpfnKYrCd9995+2wopWLiXefCFSU2sg5WkJU79a9SC1w6t3Ydv6CLSXJbbvw/35HRa/elPcf0EyRCSGam9Niwfrz5urNvBxHDvmkX1tykseJQODvbvfJ2EIIAY1IBE6cOFHrNVVVyc3NdXtea10oKnwjomsQwRFGSvNdPxpPT8tr9YmAotUS8uxcCu66AzU/z23bTiuWk/noYzjM5uYJTgjRpFSHA/v+fdhStmJLSSZ3106wuZ7y6C3rtiTZsVwI0aK8TgQeeughX8Yh2ghFUegeF8HejSddtsncXcCway9Aq2vdi9g0ER0InfMCRX98wO3OmlpLGd1feh4AxW5H1elxhIVRdPFYnIPi0QS13jURQoiqm1jOrBNYk7diS0nCti0FtbSkyce170rDaSlDYwpq8rGEEKIukggIn4uJ6+A2EbBVOMg+WETXAeHNGJV39EOHYbrnXiyL3nPbTmO3V/+/Yrehycsl4qsvyf/6K4xXXkXww39GMbXOPRSEaO+sG7+n5Nknm208JaLDmQW+I1CU1n1DRAjRtnmdCAj/0LVr9xpfBwToqajw/SPuc4VFBRIWFUjRqXKXbdLT8v0iEQAIvOP32FJ3YEve6tF5GpsVgMoN67Gl/YL57ffQRHRoihCFEI2gjx/cpP07DYaqtUR9+9H7plvR9uot02SFEK2CJAJtXGLimBpfm80mCgstTT5uTFwEaadqryM5K2tfIXarA52h9ZfeVDQaQp6dR+Hdd+DMdb1Pgks2K84TmRTOvI/wRUvlyYAQrYwmogPa3rE4DvtmEbCqKFR27055336U9+1HxQU94EyZUF3vWJ+MIYQQvuCTRMDpdPLjjz+ybds2srKyKCsrIygoiK5duzJs2DAuvvhiNLKpSbvSPb4Dad+5TgQcNidZ+wqJifePO+Sa8HBC5jxP0UMzvOvA4cB58iSl8/9OyJN/8W1wQggAHKdOYUvZij5+CNruMR6dq09IbFQioOnWHUNCIsfCQqmI7YNTEn4hhB9odCLw3Xff8cILL5Cdne2yTXR0NM8880x1yVHR9gWHG+nQPYi8jDKXbdJ35vtNIgCgje1TtXmYw+FdBzYrld99Q9DMP8oCYiF8wFlaim3HtqoFvslbcWSkA2Ca8SCmO6Z51JdhxEgqPlnZ4PZKWBj64SOqN/PSRncBwJK02aNxhRCiJTUqEVi+fDkvvPAC6pkdWAMCArjgggsICgrCYrFw7NgxKioqyMrK4qGHHuIvf/kLt9/uXQ3ktWvXsmrVKvbv34/T6aRnz55MmjSJKVOmNPhpg9PpJDU1lY0bN7J161YOHz6MxWIhLCyMQYMGMXnyZMaNG+ez89q77nEd3CYC2YeKqLTYMZr8Y4Za5fqvQa/3PhEAUBQq139N4KRbfReYEO2Eardj352GNSUZW8pW7Hv31PnzaEveCh4mAvrBQ6t+vl2VCTUY0McNRj8iEUPCSLR9+qLIk24hhJ/z+hPYoUOHeOmll1BVlR49ejBr1iwuvfRSdOdsl+5wOPj+++95/fXXOXr0KC+99BIjR44kNtazOZJz585l5cqVGI1GRo8ejU6nY8uWLcybN48tW7Ywf/78BiUDGRkZTJkyBQCz2Ux8fDyhoaFkZGSwadMmNm3axE033cSLL75YYyGXt+e1d90vjOCXdemcyRNrcTpUTuwpoFdCZPMG5qXyf/0TKioa10lFBeX/+qckAkI0gKqqOI4dxZaShDUlCfuO7ajl9a9xsqX9glpRgRIQ0OCxlIAA9HHx2LZvq35N26cfhoQRhF86lsre/VGMDe9PCCH8gdeJwJIlS3A4HPTt25cVK1YQEhJSq41Wq2XcuHGMGjWK2267jYMHD7J06VL++te/Nnicb775hpUrVxIZGcny5cvp0aMHALm5uUydOpVvv/2WZcuWMW1a/Xd/FEVh1KhR3HPPPVx00UVotb8uVE1KSmLGjBl89tlnJCQkMGnSpEaf194FhuiJ7BnK6SPFLtukp+X5TSLgzPFioXBd/Xiz4FiIdsKZl1t9x9+WkuzlAn0btp2pGBJHeXSa4fIr0UR3rZruM3wEmvCqymYmswlrMxRZEEKI5ub1c82tW7eiKAqPPvponUnAuYKDg3n00UdRVZWff/7Zo3EWLlwIwKxZs6qTAICOHTsyZ84cABYtWoTTzYZPZ8XExLB06VLGjh1b48M8QGJiItOnTwdgzZo1PjlPQEx8hNvjp4+WUF5ibaZoGsnmozgrK7Ht/MU3fQnh59Tycqw/b6b07TcomDaF/BuupvT556hc/3WjkmZbcpLH5wRefxMhT/4F47jx1UmAEEK0ZV4/Ecg5c3c0Pj6+Qe3j4uIAOH36dIPHyM7OZvfu3ej1eiZMmFDreGJiIlFRUZw6dYrU1FSGDRvW4L7rMnDgwOpxm+O89qDbwHC2rz2O0+FifpAKGbvy6Tu6c/MG5g29AayVPumq6MHp6Mf8hqDp96OL7eOTPoXwB6rDgX3fXmzbkrAmJ2HftRPO2ZDPV6wpW5H9eoUQwj2vEwG9Xo/VaqW8vJzwBtw5qTgzt1qv1zd4jD179gDQp08fAlzM9YyLi+PUqVPs3bu30YnAsWPHAOjUqVOznNceGAJ1dO4TRta+Qpdt0nf6RyKgiYzEeSLTZ/3ZNv8fhVt+wnjlBEz33Iu2S1ef9S1Ea6GqKs4TmViTt2LbloxtWwpqaUmTj+s4dBBnQT6acPdPJYUQoj3zempQTExVjeb//ve/DWp/tt3Z8xoiM7PqQ1eXLl1ctomOjq7R1lvl5eUsW7YMgPHjxzf5ee1JTJz7f4jzM8sozW/kItxmEHjL78CDxYcNoqpUblhHwe23UPrGqzjzcn3bvxAtzJb0MwVTJlH291ewbvy+yZMAJaIDxvG/JfiZ58BobNKxhBDC33n9RODyyy9nz549vPXWWwwaNMjt3fjU1FTeeustFEXxaC8Bi6VqcVZgYKDLNkFBVQ9/y8pcl6lsiLlz55KZmUlsbCyTJ09u8vPaky79zWj1Ghw21+s40tPyGXiJ64SvNTBOuJqyd99ums7tdio++xcVX68l8NYpBE65E02w7DUg/J8uLr5x+2/UJzAQ/eBhGEacqeffs5dUbxNCiAbyOhH4/e9/zz//+U/y8vK48847ufbaa7nyyiuJjY3FZDJhsVg4fPgwGzZs4KuvvsJutxMZGdmg6j7NbcGCBaxevZqQkBDefPNNDAZDk56n1SqYzS2z66RWq2mRsXvEd+TwNtfrQ07sLmTM9Z6VlW12ZhO2a66h9KsvUa1NtMC5ooLyj5dQ+cVnhN9zD2FTbkNz5ilEU167gAD3U/Z8Na5Op3V7vKV+LppDS/3stTizCUt8PBU7dvimP40G44UXYho1GtPo0QQMHoziwZRTb3hy7ZrrZ0k0XLv92WsD/P3a+cPvA68TgeDgYBYtWsQf/vAH8vLyWLNmjcuqOaqq0rFjRxYtWkSwB3c5TWe2aC8vL3fZ5uyTgLNPBjy1ZMkS5s+fj8lkYtGiRfTp07CFm96eB+BwqBS2UCk6s9nUImNH9w9zmwgUnCzj+P5cwqJa/ofCHcN9D6Ns24Z6IrPp7nACzqIi8v7+dwqWLcf0+z9gvPpawjuGNtm1q6hwsYnSGb4a1253/3fWUj8XzaGlfvZ8xXEqG1tKErr+A9H19ixp1wxNgEYkAppu3atKeo5IRD80Ac2ZSnWVQGWZDXD//dtYnly75vpZEg3n7z977Zm/X7vW8vsgMtJ1dc9Gbek6YMAA1q5dy4IFC/jiiy8oLS2t1SYkJITrr7+eBx54gIgIzxZtde1atXgyKyvLZZuzlXrOtvXEsmXLePnllwkICGDhwoUMHTq0Sc9rz6JiQzEEarGWu/4gmL4zn7grW3cioJhMmN9+j8KHZuDMPul6F9Jz6fSg00GF64TWFWfOaUpffZHyfy5H/8gjqCMukt1MRbNwlpZi256CLSUJW0oSjox0AALv+L3HiYA+YSR8uKjB7ZWwMPTDEzEkjEA/YiTaztEejSeEEKJhGpUIAERERPDss8/y9NNPc+DAAU6cOIHFYsFkMtGtWzf69u3boF1/63K2LOfBgwepqKios3JQWloaUJWUeGLFihU8//zzGI1G/vGPf5CYmNik57V3Wp2GrgPDObrN9WLY9LR8LhzXtdXP79VEdCD8g48pnf93yr9ZB4qCpo49BpwGAxoUjFdeRfDDf8Z+cD9lC9/Fnub5HgKOjHSyZz2Ktm9/gmY8gH7EyFb/9yT8i2qzYd+zC2tyEraUrdj37oE69mexbUsCHvCob92AgSimIFSLi7VcBgP6+CHoExIxJCSi7dNXEl4hhGgGDUoEHnroIRRF4fXXX3c5D16r1TJgwACPP5C7Ex0dzaBBg9i9ezfr16/nhhtuqHE8KSmJ7OxsIiMjPborv2rVKubNm4fBYGDBggWMGTOmSc8TVWLiO7hNBMoKKsk/UUaHbq1/kaxiMhHy5F/YN2YMISnJhG3aiLa4CMVuR9XpcISGUTT2EvrOeBBNUNX70Q8eStiC97Ft/j/K3n8Xx5HDHo/rOLCP4kcfRj9sOKZ7H0Q/6EKfvB+nDUozNRQf0eCoANUJiga0ARDay4kt3oE+wP38fuFfVFXFcewItpRkrMlbsafuQC2v/zG1fd9enMVFaELDGjyWotOhHzYc6/9tqn5N26df1QLfESPRx8WjGH1ckUsIIUS9GpQIfPfddyiKguOcOdH9+/dHo9Gwbds2t1V9Guvee+/lkUce4bXXXmPo0KFccMEFAOTl5TF37lwApk+fXuOpw/Lly1m+fDnx8fG88sorNfr79NNPmTt3LgaDgXfeeYeLL764QXF4e574VWSPEAJC9FSUuJ5Ok74z3y8SgbPUgACKf3Mxxb+p+/vhbBJwlqIoGC66GP2oMVR+twHL4vdwnjzp8bi27dsouu9uDBdfgmn6/eh69vIqflulg9Sv08lI1YECquPXpwyqE+wWKNir4Yt9O7ggvgNDro5Bb5SEwF85c3OxpiRh25aELSXZu517VRXbthSMlzW8AhyA4dIrUMLMGEaMRD8sQXbuFUKIVqBBicDZKQjO8x4Tq6qL3WJ9aMKECUyZMoVVq1YxceJExowZg06nY8uWLZSWljJu3DjuuOOOGucUFBRw9OhRIiMja7y+d+9eZs+ejaqqdOvWjXXr1rFu3bpaY4aHh/PEE080+jxRk0aj0P3CCA5uOeWyTcaufAZP6I5G07anvShaLQFX/Rbj5eOoWPs5lqWLUfPzPe7H+uNGrD/9iPGqqzHdPd2judTlJTZ+WLyXskIrqtP137fqUFBROb4zj9z0Ui67pz8BwU1bpUX4hmqxYPtlR/VmXt48haqLbVuSx4lAwFW/JeCq3/pkfCGEEL7RoEQgJCSEkpISTp48SWxs85d4nDNnDsOHD2fFihUkJSXhdDrp1asXkyZNYsqUKQ1eg1BcXFydvBw5coQjR47U2a5r1641PtB7e56oLSbOfSJQUWIj91gJnXqFNmNULUfR6wm86RYCJlxD+b//SfnKZaie7onhdFK57ksqv/uGgBsmYbrzrnrvttoqHfyweC+lBZWorrd3qDmMXaU0v4LvF+9j3H0D5clAK6Ta7dj378OWshVrchL23Wlgt/t8HGtyks/7FEII0fwalAj069ePlJQU5s2bx1133VWjBOi2bdswerh744gRIzyLEpg4cSITJ05sUNuZM2cyc+bMWq+PHDmS/fv3ezy2t+eJ2iK6BREUbqSsoNJlm/S0/HaTCJylmEyYpt5NwPU3Ub78Y8o/+xdYXf8d1clmo+Jf/6TyyzUE/O42AiffVmtq0lmpX6efeRLg2RCqE8oKK0n9Op0RN/b07GThc6qq4szMqJruk5KEbXsKah3V23zNmXUCR9YJtF08r9YmhBCi9WhQInDrrbeSnJxc/ecsVVWZPn26RwMqisKePXs8i1K0GYqiEBMXwd5NrufFZ+7OZ+g1MWh17a9qiCbMTNCDDxNwy2QsHy2m8uu1Hu9XoJZbKF/yARWf/RvT1LsIuP4mlHOSdVuFg+M783A6vJva57SrpO/MY8hvY2QBcQuzp+2k6EHPfgc3hqZDR/QJI9AnjEQJa/hiYSGEEK1TgxKBiRMnkp+fz6JFi8jNrVn1pTnWCYi2JSbefSJgLXdw6nAxXfqZmy+oVkbbKYqQx5/G9LvbKVu8EOv/vvO4D7WokLK336D8k5WY7r4X41W/RdHpOLYj98y6n0b87CoKx1Jz6TMqyvs+RKPp+g+AgACoqGiaAQID0Q8ZVr2Zl7ZHLylbK4QQbUiD9xGYNm0a06ZNIz8/n/Lycq644goUReHLL7+ss76/EK6ERZkI6xRI0WnXG2yl78xr14nAWdqYCwid+yL22+6k8sOFlG/e7HEfztOnKH35r5SvWo7p3vs4mBKBw+bhnKDzOGxODm45VW8ioKqqfHBsQorBgH7IMGw/e/59USeNBt2AgegTRmJIGIFuUByKXhaGCyFEW+XxhmLn7w7cpUuXJi0fKtqm7vERFH13wuXxrH2F2K0OdAaZegKg6zeAjgvf5/R/N2JZ+C72vbs97sNx/CglzzxB/9AeHO55HQXh/RoVU3lx7U3Uzrf130cozC7H3DmQ8C5BOEsCUAKtKLrGJSJtjSP7JLaUJLSxfdD3H+jRuYbhIxqVCGi7x6BPSKz6M3Q4mhDXW9ELIYRoW7zeWfill14C8HihsBBQVT1ol5tEwG51krW/kJi4Ds0YVetnGD4C/cIPsf64Ecv7/8Bx/KjHfYQWH2PoL/PJD+/P4V7XUxIS41UsjgasMSg4YaEkr4Li0+Wk78wHulQdMNiqEoJAK4qpEsVUCXrP1kL4M2dJCbYdKdWbeTkzMwAIuOkWjxMB/YiRHrVXwszoh4+o2swrIdGjkrNCCCHaFq8TgRtvvNGXcYh2JjgigIhuQeRnui6Vmb4zXxKBOiiKgnHspRguupjKb9Zh+fB9nKeyPe4nomAfEdv2cSpyKEd7TsRi8my+v1brfsqPrdJBSb6LuetWPapVj1oUdE6HDn4o2oc52kR4dBDmziZCOgagqWccf6DabJSnpFD2wyZsKUnY9+4BZ+2nIrZtyXWc7Z62V2+UiAjX+1AYjOgHD0GfkIghIRFtbB+UBpZcFkII0bZ5nQicy2q18uOPP7Jr1y7y8/Ox2Wy8+OKL1cdtNhtlZWVotVpC5LGzOCMmLsJtIpB9sAhruR1DoE++TdscRasl4OprMY4bT8UXn2FZ+iFqUaHH/UTl7CAy5xeyo0dx9IKrqQxo2I6vgaEGt8eLsi2erUd2aDl9pITTR0qqX9LqFMI6mzB3Np1JEEyERQW2+iljqqriOHYEW3IS1uQkbL9sh3LXa2LOchw/huP0KbSdGp6UKYqCYXgild+uP/sC2j79qu/46+MG16gaJYQQQpzV6E9Yn376KW+++SYFBQXAr4sDz00ETp8+zfjx41EUhf/973906tSpscOKNqD7hRGkrs9w+WHR6VDJ3FNAr+GRdTcQQNWC0cBbfofxmolUfLKS8lUrUMstHvWhwUmXk5uJyk4is9slHI8Zj11f9x4EAFq9hj6j3X9YLcj2LIa6OOwq+ZllNRJGRYGQjgGYo39NDszRQRhNLZswOnJzsKUkY0vZii0lGWdebv0n1cGWnIT2mobtmXKW4dLLwGis+vA/bAQas9mrsYUQQrQvjfqX84033uD9999HVVUCAwPp1asXu3fXXsTYtWtXLr74YjZu3Mj69euZOnVqY4YVbURgqIFOPUI4fbTEZZuMtHxJBBpIYwrCdNd0Am64Gcvyj6hY/W+w2TzqQ6vauSDjv3TN+on07uPI6HYZDl0dVcFUlR5DOrrtq/Bk4xOBuqgqFOdUUJxTcWbdQRVTmAFzZxN9RnciqnfT17hXLRZsqdurN/NyHK17x3FP2bYlEeBhImAcexnGsZf5ZHwhhBDth9cTRVNSUli4cCEA999/Pz///DMff/yxy/bjxo1DVVW2bNni7ZCiDeoe734NwOkjxZSXePZhtr3ThIcTPPNPhK/8N8arJ4IX88F1jgp6HfuS0Vvn0DXzBxSn/df+dQox8R3q3UysqRIBVyxFVrL2F2Itb5pFx6rdjm13GpaPFlP40L3kXX0FxU/8mYp//dNnSQCANSUZtY71A0IIIYSvef1EYPny5QDcfPPNPPLIIwA43OyAeuGFFwJw8OBBb4cUbVC3geHs+PK4y11uVbVqp2HZuMpz2s7RhDz1LIG/u53Shf/A/tNGj/sw2Erod+hfxGT+jyM9ruV0dAJBZhNDrnZfaUh1qg0qL9oUzNEmj89x2Jxo9TUTJlVVcWakY92WjC15K7Yd21BLS30VpktqQT6OI4fRxfZp8rGEEEK0b14nAtu3b0dRFG677bYGtT+7LuD8nYlF+2Y06YiKDeXk/iKXbdJ35kki0AiamB6k9vsDFeUj6H1kDeGFBzzuI7Aij0H7ltIz6zsi/vQwOoP7pwyKRmHi40OwFFopOGmh8MyfrCO5YGu6ufw6g4bgcM8WxtptTj5/YTtB4cZz1hyYCLFkUv7gXU0UaW2aDh3Rj0hEnzASTVTnZhtXCCFE++X1v8hnFwd369atQe212qppBE555C3OExPXwW0ikJdRRllBJUEefsATVXe1d3yVzukjxRDakx2DHya8YB+9j6whtDTd4/5MxSeomPsE9v/EEzTjAfRDhrlsqygKQeFGgsKNdBtYVYlo9ertqDYNarkRtdyAajGiWgxQqQcaXybU3NmEovGsn6JTFpwOlZLcCkpyK8hIO7PuQHVysSEIvdV1ZavGUAJN6IYOw3BmMy9tj56yC7MQQohm5XUiEBQURFFREaWlpQ0qCXry5EkAzFLNQpynS38zWr0Gh811kpiels+AsbLxkacObT3N4eScX19QFAoiBpAS3p/InB30OrqWoPLTHvdr37WTopn3oR81hqB7H0DXp2+Dz1X0ThR9OYT+Wk5TdSioFQYG9x1T/fSg6JQFh92T+qPeTQtyuZZB0ZAf1o+onO0e91knrRbdgIHoE0ZiSBiBbuCFKHq9b/oWQgghvOB1ItC7d2+2b9/Otm3buPbaa+tt/8MPPwAwcKBnu2aKtk9v1NKln5mMXS42RKJqepAkAp45ebCI1K9d3PVXFHI6DSO342C65GylV+aX6EtcP5VxxfbzZgp/3oxx3HhM98xA2627V7EqWhUlqJLYxF9LC5+9S194sqxqelF2VYLgbjFwXYmAI/sktuStaGMuQD94aK3j7hY1F4T3b1QioO0eg37ESPQJiXS89DeUOFr3/gdCCCHaF68TgSuuuIJt27axcOFCrrzySoxuNqw5ceIES5YsQVEUxo8f7+2Qog2LiY9wmwgUnSqn6HQ5YZ0CmzEq/1V0upyfPzmMWs8NdVWjpftDd5BZMpjQ//s/zP/7Dq3F82o/ld9toPL7/xJw7fUE/v4etB0bX/JVo1UIiwokLCqQC4aciVdVsRRZKcyyUJD969oDS1HVwuTwaBPOkhJsO1KqNvNKScKZmQGAccI1dSYCBW4Sgfzw/h7FbNUHUxDej/zw/uRH9MfQpUvVfgeqCWumDX2Ik4BgeQoghBCidfA6EZgyZQpLly7l0KFDTJs2jWeffZaePXvWaGO1Wvnuu+94+eWXKSoqomfPnlx33XWNDlq0PZ37hKEP0GKrcH23N31nHnHjGrYmpT2rLLPxf8sPYqusv4zmwEu7EBPfgewkA0WXXU7xqNGYf/iesE0/oLF6WPXH4aDii8+oWP8VgTf/jsDb70QTEurlu6iboigEmY0EmY10PbPuQLXZsGxLpWzTTzDnXfL374U61iLZtiVXb3h4ltOpUnTK9Y6/FYEdsAR0xFRRd5EDh0ZPYVhs9Yf/0uCuoPy6kLoyr4KSvAoyduWT9m0mAIEheszRJhIn9WrxTdCEEEK0b17/KxQYGMh7773HtGnTSE1N5eabbyYs7NdNfC6//HJycnKw2+2oqkp4eDjvvPMOOp38wydq0+o0dBsYztHtrqtKZaTlc+EVXWVBpRsOu5OfVh2irKCy3rbdLwxn0GVdarymBgZS8NurKf7NxZi/3UDoz5tR3JQFrlNlJeUrllLxxWcE3jGVwEmTUQKqNiUzlJTQ64fv6XDoMIr664d1VdGQF9sbx0WXou3kvkKUqqo4jh7BlrwVa0oytl+2Q3k5GsBdpM6c0ziOH0PX49cbFqW5FW7XpgDkR/THlPV/VWOjUBLcnfyI/hSE96MotDdOrWd3+MtLbFgrSurdh0EIIYRoao36VD5gwAA+//xz5s6dy6ZNmygsLASq/qHOysqqbjd27FjmzJlDly5dXPQkRNX0IHeJQGl+JQUnyojoFtyMUfkPVVXZtuY4ucfrr3Uf3tXEiBt7uqyw4wgJIe+mSRRdcinh36wjZPs26p1ndH48pSVY3ltAxb8+wXjzZCq/WkPimWk654+qqE46HjxIwaSJaLp3x/z2QjQdft252JGbgy0lqXq6j5qf51EsZ9lSkmokAuUlNgyBWrfrDnI6DkFRVfLD+1No7ovN0Pjvv7CoQDQeVjeyWx2oatWaGiGEEMIXGn17vkuXLixcuJCMjAx+/vlnjhw5QmlpKSaTie7duzN69Gh69+7ti1hFGxfZM5SAYB0VpXaXbdLT8iURcOFwcg7HdtS/T0dgqJ7f3N4HnaH+D5T2Dh3Iue0Ous/8M5ZF/8D6048ex+XMy6V84QLAfYHQs8ecGRnk33wdpof+iPNEJrbkrTiOHfV43LrYUpIIvHly9ddRvUO5/qmhlBdbKcg6s+Yg20LBSQuWwqqpUQURAyiIGOCT8c8K96K6UcaufJI/P0ZwhPHMXgdB1fseyLoDIYQQ3vDZPJ3u3bvTvbt3FUOEANBoFLpdGMGhn12Xs8xIyyf+qu4e301tD7pfGEFGWj45x0pcttHqNfzm9j4Ehhg86lvXO5bQl1/HlraTsoXvYP8ltZHR1sNux/Lmaz7v1rZjO6rdjnLOFEVFUTCFGTGFGek6ILz69UqLnaIzSUHhyar/luSWo/pgKxRvypwWnLSACqV5lZTmVZKxq6D6WECIHnPnXzdDC+9iIshs9HhPBSGEEO1LoxKBwsJCfvnlF06fPk1RURGKohAaGkqnTp0YPHiw7BkgPBYT18FtIlBeYiP3eAmdevp2EWpbYDTpGDutL9vXHnc5xWrkpJ6Edwnyegx9XDxhby/EtnULZQsX4Dh00Ou+WoJqKcO+Zzf6+MH1tjWadHTqFUqnXr9+r9ltTopPWWqUMy3MLq93ncH5fLrfAVBRYiO7pIjsg7+WgNUZNTWSA3N0EKGRAWh17neFFkII0X54nAg4nU6+/PJLPvroI/bu3eu27YABA7jnnnu4+uqrZYGnaJAO3YMIMhsoK3RdsSZ9Z77XicDq1Z+4PX7jjZPdHm/ttDoNCTf0ILRTIL98kwHnTOuPG9eVboMiGj2GoigYRo1BnzgK6/++peyDhThPZDa636ak6RiJPiER/YiRaM+rbuYJnV5DRLfgGtPTnE6V0ryK6qcGZ0uaVlrqnuKmKHhcBld1qhRme1bW1V7pJPd4aY01IxqtQmhkIOYuZxKEzlV/ZOGyEEK0Tx4lAvn5+Tz88MNs27YNqFqc6M7evXuZNWsWn3zyCW+99Rbh4eFu2wuhKArd4yLY92O2yzaZu/MZek2M3Nl0QVEU+l3UmZAOAfz8r8PYrU4uGNyB/j7ekE3RaDCOuwrDpVdQ8eUXWJZ84PUiXl9TAk3ohg7DcGYzL+0FPZrsZoRGU/XhOjQykJj4DkDV78byYlvVeoMsC4Unyyg+VUFJfgUhHQMatD7jXKUFldgrGz8nyemoSigKsy0cO+f14AjjmacGpur1B4Ehsu5ACCHaugYnApWVlUybNo1Dhw6hqio6nY6LLrqIoUOHcsEFFxASEoKqqpSUlHD8+HFSU1P56aefsNvtJCcnc9ddd/Hpp59iMHg2N1m0PzHxHdwmAtZyB6cOF9Oln7n5gvJDXfqbuXz6APZuOknCDU33QVjR6Qi8YRIBV11N+X8+pXzFx6ilrtcpNAmtFt2AQegTEjGMSEQ38MIa6wCaW9W6AwOmMEP196nZbOL0yWIqSmwe9+duWpAvlOZXUppfSebuc9YdBOvofmEEQ6+5oEnHFkII0XIa/C/lG2+8wcGDVfOBx48fzzPPPENUlPt636dPn+b5559nw4YN7N+/n7feeovHHnuscRGLNi8sKpDQyACKcypctknfmSeJQAOYO5sYfWvzVO1SAgMx3TGNgOtvpHzFMspXLG3S8bQxF1RN90lIRD90OJrg1l9NyhCowxDoeYLS1IlAXSpK7ditPlgZLYQQotVq0NyK0tJSPvnkExRF4eabb2b+/Pn1JgEAnTp1Yv78+dx6662oqsqqVasoKytrdNCibVMUpXqKhStZ+wqxWz3c6Eo0C01IKEH3PejzfhVzOMZx4wl+8i+E/3sN4Sv+RfCfHsN48SV+kQQ0ikKL7ELszaLm0oJKrBWuSwALIYRoPRr0L8u6desoLy+nY8eOzJ492+NB/vKXv/C///2PvLw81q1bx8033+xxH6J96R4Xwa7/nnB53G51cnJ/Ed3jGr/4VbR+5g+Xo+0di6Jpn+tC4sZ148IrulJeYqtalJz1a9Wihuwi7S1v9jtIWX2U00dLCAo3nlOx6Mx+ByF6KRwhhGg3EhPHtHQI9WpQIpCamoqiKEyaNMmrOf4Gg4FJkyaxcOFCduzYIYmAqFdIhwAiugaRf8L1E6T0tDxJBFozrRYcPnhqo9Wi69O38f34OUVRMIUaMIUaakyLs5bbq5OCs1WLinMqUJ2e7QRde0AI6+xZIqCqatV+B0BZQSVlBZVk7vl13YExSHfOguSqikUhHQJkvwMhhGghDUoE9uzZA8DIkSO9HmjUqFEsXLiwui8h6tM9PsJtInDyQBHWcrtXc679jd3qoDinHPyokIv+4kuw/fA/H/RzaeODacMMgTo69QytUVLXYXNSdLq8xk7JRdkWj+b8B0cY0Rs9q25kKbJiq3Cd/FWW2Tl1qJhTh4qrX9MZNIR1PqecabSJsKhAqQomhBDNoEGfoPLyqkoCxsTEeD3Q2XNzc+ve6EiI88VcGMEv62vWwj+X06FyYm8BPYdFNm9gzUx1qmz9z1Fyj5UwenLvGhtctWbBM/9EgQ8SgeCZf2x8MO2MVq8homsQEV1/3TzO6VQpy6+k4GRZ9V4HBSctVJbVPZ/fm2lBhVmeL2q2W53kpZeSl/7rfgeKRiE0MqDW04P2kPQLIURzatBv1ZKSqlKAYWFhXg8UGlr14aW0tLSelnVbu3Ytq1atYv/+/TidTnr27MmkSZOYMmUKmgbOG3Y6naSmprJx40a2bt3K4cOHsVgshIWFMWjQICZPnsy4cePc9rFp0yY++ugjdu3aRWVlJd27d+eaa67hnnvukdKoPhYYaiCyRwg5R12Xokzfmd/mE4Fd/z3BiTPTKzYuPcCwiRfQO6H1v2dtpyg03bvjzMjwug9N9xi0neovTCDqp9EohHQMIKRjADFxv+53UFFy7n4HVU8QSvMrMXs4LQionhbUWKpTpehUOUWnyjme+uveFEHhRsydAzFHBxHepSpBCJR1B0II4bUGJQLl5eUoioKuEXW5tdqqR8wVFa5LQroyd+5cVq5cidFoZPTo0eh0OrZs2cK8efPYsmUL8+fPb1AykJGRwZQpUwAwm83Ex8cTGhpKRkYGmzZtYtOmTdx00028+OKLdf7DsmjRIl577TW0Wi2JiYmEhoaSnJzMm2++yQ8//MBHH31EYKBnO4YK92LiItwmAqePFFNRaiMg2I/mzHjgeGouezedrP5adaps++IYJTnlxF/VHU0rn1ttfnsh+TdfB3YvqsjodJjffs/3QYlqiqIQGGogMNRAdF9z9evWCrvLJ3HueLr7safOrjs4sbew+jWjScfw6y7wya7ZQgjR3rT656zffPMNK1euJDIykuXLl9OjRw+gaorR1KlT+fbbb1m2bBnTpk2rty9FURg1ahT33HMPF110UXVyApCUlMSMGTP47LPPSEhIYNKkSTXOTUtL4/XXXycwMJClS5cyePBgAMrKypgxYwbJycm88cYbPP30075784JugyLY/mW6y4WPqgoZu/PpM7Lt3TXOTS8h+fNjdR47sPkUJbkVjLqlN/oAz+ZxNydNh46YF39M4T1TPUsGdDrMiz9G06Fj0wUnXDIEePdPQ0vsd1BpsWNogdKqQgjRFni0GuvkyZNkZWV59efkyZP1D1CHhQsXAjBr1qzqJACgY8eOzJkzB6i6U+901r8ILiYmhqVLlzJ27NgaSQBAYmIi06dPB2DNmjW1zl20aBGqqvKHP/yhOgkACAoK4qWXXkKj0bBy5UqKi4trnSu8ZzTp6Bzrfk58xs78Zoqm+ZQVVPLTykM4Ha5vy548UMT/Fu3FVtm691PQ9Yol4t9r0HSPQcX1jeazr2u6xxDx7zXoesU2U4TCFxx2J6GdAlvk6Zyn05hUVeX00WKs5bLfgRCiffPoNso111zTVHHUKTs7m927d6PX65kwYUKt44mJiURFRXHq1ClSU1MZNmxYo8YbOHBg9bjnslqtbNq0CYDrrruu1nndu3dnyJAhbN++nY0bNzJx4sRGxSFqionvwMkDRS6P56aXUlZYSZDZ2IxRNR1bpYP/W37Q5SLOc0X2CvG4sktL0HToSMTKf/PVxx/Qc+MPdDx4CEX9NXlXFQ25fWLp99LrsibAT2l1GsZOrSrzWrXfQVmNkqal+U2z30GQ2eDxIuLyEhs/fLgfAJPZUKNiUXgXE4GhBq/XHThtUJqpofiIBkcFqE5QNKANgNBeTmzxjlb9FE8I0b40+LenqjayJrUXzpYa7dOnDwEBAXW2iYuL49SpU+zdu7fRicCxY8eAqh2Rz3X06FHKy8sxm80uKyfFxcWxfft29uzZI4mAj3Xpb0ar1+CwuX7qk5GWT/+Lo5sxqqbhdKr8/Olhik6X19u2c2woQyZ4X8mrJVhDQth/7UT2uzg+UJKANiEwRE9giLnGugNbpaP2fgeny90+9WoIb3Y/PncKk6XQiqXQWmPdgcGkw9z514pFal8V1YjbNTm2SgepX6eTkaoDBVTHr21VJ9gtULBXwxf7dnBBfAeGXB3jF0m8EKJta1Ai8NBDDzV1HHXKzMwEoEuXLi7bREdH12jrrfLycpYtWwbA+PHj64zj7Fh1ORvjiROud8MV3tEbtXTpF0bGrgKXbdJ3to1EYOc3GW6ffpwVGhnAqMm90Whb92JhIc7SG7VEXhBC5AUh1a857E6KcyrOlDMtq0oQsi3YKxu+34E5Oqj+Ruepby2D1WLn9JFiTh+pmuq5lSNo9RrCogJrlDQNizKh02uqnjAs3ktZoRXV6fpnUnUoqKgc35lHbnopl93Tv80WOhBC+IdWnQhYLFW/rN1V4gkKqvpHoKzM9cZTDTF37lwyMzOJjY1l8uTJHsdhMpl8EoeoW0xcB7eJQGG2heKcckIj/bdq05GUHA5sPlVvO4NJx2/u6OP1gk4hWgutTkP4mQ/WULUwXHWqlBVW1ihnWnDSQkWJrc4+wrs0T5lTh81JfmYZ+Zm//o5XFAjuYKS82Ibd5mxwpSWnXaU0v4LvF+9j3H0D5cmAEKLFyCcJYMGCBaxevZqQkBDefPPNJt8PQKtVMJs9/8fLN2NrWmzsxggZEUDy50exlrteGHv6QAkxfTq47Uenc/8Prqd/NwEB7u/mNbS/rIOFbFt7vN52Gq3CVdMHEd3L3KB+G8pX76M+vv779yf++rPXEsIjgujWq2Y5UEuxlbwTpeRllJKbWUreiVKKcsqJ6duBYA/XBxWfqn/qXUOoKpTkerf2QXVCWWEle/6bxSW39fNJPKJu8rPnv+TaNb1WnQicvcteXu76l/bZO/D/3959h0V15f8Df8/Qe5EiItgHwYpGVIw1GjF2zWbFFhNjYkzcmKLGEqP+1paYZkyyBmNXorG7tiSGdS0oWEBUVBQQEAeQKgjCMPf3B9+ZdRxmGGBgBub9ep59Fu85994z98y5mc+9pyjeDFTX5s2bsW7dOtja2iIsLAzt2rWrUTkUbw10KUd5uYC8vPqfZg+o+KFlqHPXVjN/FyRf0bwy9Z1oKdoEu2sd5CeTaZ9hp7rXpqSk8qeU1Tne4+wSnAq7qXGK1Gd1H9UCNm6Weq9DfXwOXej7+jckDbntGQsHL2s4eFmjZVDF24Oyp+Uogwx5ebrPnFVaLMPj7OqvZ1MX5DIBd6MzEDCoGQcQ1yG2vYaLdacf7u4OGtOqNX1offP29gYApKena8yjmOFHkbc6tm/fjtWrV8Pa2hobNmxAYGCg1nJomwJVkVaTcpBufDtpXzCoMLuiO0FDUlosw9kdCVrfdCh0fql5o19Fmag6LKzMqj27T10velZtIhGSYzQ/4CAiqktGHQgopvNMSEjQuCJxXFwcAMDf379ax965cyf++c9/wsrKCj/99BOCgoI05m3dujWsra2Rl5eHlJSUSvNcu3atRuUg3Xm0coSVnfaXWClx2fVUmtqTlwuI3H0Pjx9V/XSyWXtnBI1qXQ+lImrcxGZieEmcYONoHIN0y8vkSIisemwQEVFdMOpAwMvLCx06dEBZWRlOnDihlh4VFQWpVAp3d3eNT/MrEx4ejuXLl8PS0hI//PADgoODtea3tLREv379AFS+2FhqaipiYmJgYWGBAQMG6FwOqh6xmQg+HbW/FUiNy9Gpi40xiDmegox7VS9A5+Rpg56vttY6dSER6cbN1x59p0gwcm5XjJrfFf1el6Dzy83h08kVDm7WgAGaWXFBaf2flIgIRh4IAMDbb78NAFi7di3u3//fYMrs7GwsW7YMADBjxgyIxf/7KDt27EBISAjmzZundrw9e/Zg2bJlsLS0xPr169G3b1+dyjFjxgyIRCJs3LhR+fQfqBijsHDhQsjlckycOBGOjtpXwaXaqap7UHFBGR6lFNZTaWou4WIG7l7MrDKflV3FDEGcVYRI/6ztLdC0rRPa9/VC79faYNgHnTBucTcMmuGPbiNaoPUL7nDxtoWZed1GB+W1XEuBiKimjHqwMACEhIQgNDQU4eHhGDlyJIKDg2Fubo7IyEgUFhZi8ODBmDx5sso+ubm5SEpKgru7an/q+Ph4LFmyBIIgoHnz5jh+/DiOHz+udk4XFxfMnz9fZVvnzp3x8ccfY+3atZgwYQJ69eoFBwcHREdHIzs7G126dMGHH36o/wtAKpr42MPWyRJP8jU/QUu5lg33lpoHxhia9G4+Yo5V3sXsWWJzEV6c1K7RrJhM1BCYW5rBzdcebr72ym2ODtZISchRWxCtrET3QcramHE9ECIyEKMPBABg6dKl6N69O3bu3ImoqCjI5XK0bt0a48ePR2hoqMrbAG0KCgqUKyQnJiYiMTGx0nze3t5qgQBQ8VbAz88PmzdvRlxcHJ4+fQofHx9MmTIF06dPr/NpRwkQiUXw6eSK22elGvOk3shF4HBfiM2M74VXQWYxInffg6DDekk9xrRCEx/7qjMSUZ0Sm4nh3NQWzk1tga4V2wRBwNGvrml9KKErG0f+t4OIDKNBBAIAMHLkSIwcOVKnvLNnz8bs2bPVtvfs2RO3b9+uVTn69eunHC9AhuHbuYnWQKD0iQwZ9wrgJXGuv0Lp4OkTGc7uTNDpKaJ/fy+06KJ9TQQiMhyRSAS/Pk1x7Y80lJfpvhLy88wsxGjX21OPJSMi0p3xPTIlqoJzU5uKQX1apFzLqafS6KZcJsf58LsozKl68aHmHVzQcRCnoSUydi0D3ZRvmWtMENCyq5t+CkREVE0MBKjBEYlE8O2sfdDwg/hcyGrxlE6fBEHAlSP3kZX8uMq8Ls1sETSuFUScIYjI6FlYm6FF5yYQ13AwsdhcBN/OTbiYGBEZDAMBapB8O2vvNiMrlePh7bz6KUwV7pzPQJKWFZEVbBws0GdSO5hb8kcBUUPR9RVf2DlbQVTN/5qKxICdsxW6vuJbNwUjItIBAwFqkByaWMOlma3WPClxhu8elH4rD7EnU6vMZ2YhRp9J7WDLQYNEDYqFlRkGTm8PexcriHWc/UdsLoK9qzUGTm/PqYGJyKAYCFCDVdVbgYd38lBaIqun0mgoQ0I+oEMX4qBxreDqbVf3BSIivbO2t8DgdzugRZcmEIkFiMwqb/QiMwFm5iK06NwEg2cGwNreOFY3JiLTxUCAGiyfjq5aVwGVywSkx+fVW3kq022ELzoNaa41T8eXvKtcMZmIjJuFlRl6jG0Fn5dlcPGXw9xWgEgsAKj4f3NbAS7+coyaH4geY1vxTQARGYUGM30o0fNsnSzh3sJB6yDclGvZaBlouBk5RCIR/Pt5wcHNGhf3JqpNM+jb2RX+/b0MVDoi0jexBeDYSg7HVpVPVsCBwURkTPhGgBo0n07an6RnJBagpKisnkqjWfMAFwx6qz1sHP/XFaCJjx16jGkFkYgzBBEREVH9YyBADZpPBxetU20KciDtem49lkgzl2Z2GDwzAK7edrB1skSfie1gZsEmSERERIbBXyHUoFnZWcCzjaPWPClx2fVUmqrZOFhiwPT2GPCmHwcKEhERkUExEKAGr6rFxR7dL0RRXtUr+tYXcwsx7F21r4xMREREVNcYCFCD5+3vArMqVvZMvW74NQWIiIiIjAkDAWrwLKzM4OXnrDVPyjUGAkRERETPYiBAjYJvFbMH5T18goKs4noqDREREZHxYyBAjYKXxLnKBXpS4vT7VuBGRDoep3DqTyIiImqYGAhQo2BmIYZ3gLPWPKnXciAI+jnf/dhs3PjrAbJjzZFzU6y34xIRERHVFwYC1Gj4dmqiNf1xdglQbFnr8zxKKUT0wSTlvwvumSEz2gxyWa0PTURERFRvGAhQo+HR2hFWduZa88hz7Gt1jqK8pzi3KwFymeorgOIMMR6eM4fsSa0OT0RERFRvGAhQoyE2E6F5B+2DhuW59jXuxlP2tBxndyTgaVHlj/7LCkRIP2uOklyOGyAiIiLjx0CAGpWqFhdDmTmEouov5iWXC7j4WyLyM7TPPCR/KkJ+ApsVERERGT/+YqFGxc3HHrZO2scBCDl21T5u3B9pSL+dV2U+C3sBboHl1T4+ERERUX1jIECNikgsgk8VawrI86rXPSjpShZun5VWmU9sIcAjSAYzC92PTURERGQoDASo0alqcTHIzCAU2Oh0rMykAlw+fL/qjCIB7i+Uw6L6LxuIiIiIDIKBADU6zl62cHDTPg5Anlv17EGFOSU4/+s9yMurfn3QpHM5bNy4mAARERE1HAwEqNERiURVvhUQ8uwgyDXP7lNaIsPZHQkofVL14gCOrcvh4MsggIiIiBoWBgLUKPl21r64GORiCPmVdw+SlwuI3H0PBVklVZ7HxlMOlwB5TYpIREREZFAMBKhRcnCzhkszW615NHUPijmRgoy7BVWew8nTBu7dyiHisgFERETUADEQoEarqtmDhHxbCOWqv+LvRmXi7oXMKo9tZWeOFye3g1j7QsZERERERouBADVaPh2rmD1IEEPI+980P/ICG1w9WvUMQWIzEfpMbAs7Z6vaFpGIiIjIYBgIUKNl52wFtxbaZwdSdA8SSixQnuQBQYfu/j3GtoKbr4M+ikhERERkMOzYQI2ab6cmeHS/UGO6UGCDsiut/u9fVXf29+/vhRZdqhiITERERNQA8I0ANWrNO7pApPVbLnrmf1UcK8AFHQd566lkRERERIbVYN4IHDlyBOHh4bh9+zbkcjlatWqF8ePHIzQ0FGKx7vHMw4cPERERgevXryMuLg737t1DeXk55s2bh+nTp2vdNz8/H7/88gsiIiKQmpoKmUwGd3d3vPDCC3jzzTfh7+9f249JemZtZwHXZrbITntSq+O4NLNF0PhWEIk5RRARERE1Dg0iEFi2bBl27doFKysr9O7dG+bm5oiMjMTy5csRGRmJdevW6RwMnDx5EqtWrap2GdLT0zFp0iSkp6fDxcUFPXv2hJWVFeLj43H48GEcO3YMX3/9NYYOHVrtY1PdKX5cipwHtQsCrB0s0GdSO5hbmumpVERERESGZ/SBwMmTJ7Fr1y64u7tjx44daNmyJQDg0aNHmDp1Kv744w9s374dr7/+uk7Ha968OaZOnYoOHTqgU6dO2LBhAw4dOlTlfl999RXS09PRv39/fPfdd7CxqViMSi6X44cffsD69euxZMkSDBo0CBYWFjX+vKRfEb/cglDLRX9fnNQOto6W+ikQERERkZEw+jECGzZsAAB88sknyiAAANzc3LB06VIAQFhYGORy3VZ3HTx4MBYtWoQxY8agTZs2Or9JuHjxIgDg3XffVQYBACAWizFr1ixYW1sjLy8P9+9XPf0k1Y8n+aUozH5a6+NY2zOwIyIiosbHqN8ISKVS3LhxAxYWFggJCVFLDwoKgqenJzIyMhATE4Nu3brVWVksLbU/ERb93/KyLi4udVYGqp6rx/QTlMUcv4/gCe0qTQsKCtbLOYiIiIjqm1G/Ebh58yYAoF27drC2tq40T6dOnQAA8fHxdVqWF198EQDw008/obi4WLldEAT8+OOPKC4uxqBBg9CkCaeWNBbpt/L0cpwH8fo5DhEREZExMeo3AmlpaQCAZs2aaczj5eWlkreuzJkzB/Hx8Th9+jQGDhyIrl27wtLSErdu3UJ6ejpGjRqFzz//vE7LQNWjy+Jg9XkcIiIiImNi1G8EnjypmO3l2T75z7OzswMAFBUV1WlZXF1dsXXrVowdOxa5ubmIiIjAyZMncf/+fTRv3hxBQUGwt9e+ii0RERERkbEw6jcCxuTevXuYNWsWioqK8MUXXyA4OBjW1ta4fv06vvzySyxevBhXrlzRaWpSMzMRnJ1t66HUlZ1bbLBzN2TGcM3qsu6srbUPiNbXec3NtU/BagzXua6w7TVc1am7+mpLpDu2vYaLdVf3jDoQsLWtqPxn++Q/T/EmQPFmoC7IZDL84x//wP379xEeHo7AwEBlWu/evbFp0yYMHz4c+/fvx+jRo9GrVy+txysvF5CXV7u57WvK2dnWYOeubyKxfrr1iMQwimtWl3VXUlKmNV1f55XJyuvlPMbIlNpeY1OduquvtkS6Y9truFh3+uHu7qAxzagDAW9vbwAVi3lpIpVKVfLWhdjYWNy9exc+Pj4qQYCCs7Mz+vXrh/379yMyMrLKQIDqR7P2znhwM6/Wx/H2d671MYwdZz8iIiIyPUY9RiAgIAAAkJCQgJKSkkrzxMXFAQD8/f3rrBwPHz4EADg4aI6oFGl5eXl1Vg6qnsBXWujlOF2H6ec4RERERMbEqAMBLy8vdOjQAWVlZThx4oRaelRUFKRSKdzd3St9Uq8vHh4eAIDExEQUFBRUmic2NhZAxcrFZBxsnSxh38SqVsewb2IFWyeuKkxERESNj1EHAgDw9ttvAwDWrl2rsmpvdnY2li1bBgCYMWOGygrBO3bsQEhICObNm6eXMnTt2hUeHh4oKSnBokWLUFhYqEyTy+X48ccfERMTA3NzcwwdOlQv5yT9GDi9PURiUY32FYlFGDi9vZ5LRERERGQcjHqMAACEhIQgNDQU4eHhGDlyJIKDg2Fubo7IyEgUFhZi8ODBmDx5sso+ubm5SEpKgru7u9rxMjMz8f777yv/nZKSAqAieDh58qRy+/r165VvAiwtLbF69WrMmjULv//+O6KiotCpUydYW1sjPj4eaWlpEIvFWLhwIXx9feviMlAN2ThYYsisAPzx441qDRwWiUUYMisANg58G0BERESNk9EHAgCwdOlSdO/eHTt37kRUVBTkcjlat26N8ePHIzQ0VOVtQFVKS0uV3XielZ6erjIoubS0VCW9T58+OHToEDZv3owLFy4oy+Hm5obhw4dj6tSp6Nq1a40/I9UdZ09bjPikCyJ+uYXCbMVYk8reEggARLBvYoWB09szCCAiIqJGTSQIgmDoQpiasrJyTh9qIPt2/4byVDcgv5LpZp2KMGJGH6MdE9AY6u7Agd1a08eO/Xs9laT+NYb6M1XVqbuoqPNa0zlDV/1j22u4WHf60WCnDyXSN7GlHOI2mRrTjTUIICIiItI3ox8sTERERERE+sdAgIiIiIjIBDEQICIiIiIyQQwEiIiIiIhMEAMBIiIiIiITxECAiIiIiMgEMRAgIiIiIjJBDASIiIiIiEwQAwEiIiIiIhPEQICIiIiIyAQxECAiIiIiMkEMBIiIiIiITBADASIiIiIiE8RAgIiIiIjIBDEQICIiIiIyQQwEiIiIiIhMEAMBIiIiIiITxECAiIiIiMgEMRAgIiIiIjJBDASIiIiIiEwQAwEiIiIiIhPEQICIiIiIyAQxECAiIiIiMkEMBIiIiIiITBADASIiIiIiE8RAgIiIiIjIBDEQICIiIiIyQeaGLgARmY6xY/9u6CIQERHR/+EbASIiIiIiE8RAgIiIiIjIBDEQICIiIiIyQQ1mjMCRI0cQHh6O27dvQy6Xo1WrVhg/fjxCQ0MhFusezzx8+BARERG4fv064uLicO/ePZSXl2PevHmYPn16lfuXl5djz549+Pe//427d+/iyZMncHV1hb+/P1577TUMGjSoNh+TiIiIiKheNIhAYNmyZdi1axesrKzQu3dvmJubIzIyEsuXL0dkZCTWrVunczBw8uRJrFq1qkblyM3NxYwZMxAXFwdnZ2d07doVNjY2kEqlOH/+PJo0acJAgIiIiIgaBKMPBE6ePIldu3bB3d0dO3bsQMuWLQEAjx49wtSpU/HHH39g+/bteP3113U6XvPmzTF16lR06NABnTp1woYNG3Do0KEq95PL5Xj33XcRFxeHqVOn4pNPPoGVlZUyvbCwEA8ePKjRZyQiIiIiqm9GP0Zgw4YNAIBPPvlEGQQAgJubG5YuXQoACAsLg1wu1+l4gwcPxqJFizBmzBi0adNG5zcJe/bswdWrVzFw4EAsWrRIJQgAAHt7e/j5+el0LCIiIiIiQzPqQEAqleLGjRuwsLBASEiIWnpQUBA8PT2RlZWFmJiYOi3Lzp07AQDTpk2r0/MQEREREdUHo+4adPPmTQBAu3btYG1tXWmeTp06ISMjA/Hx8ejWrVudlCMzMxN37tyBmZkZAgMDkZSUhGPHjiEjIwNOTk7o0aMH+vbtC5FIVCfnJyIiIiLSN6MOBNLS0gAAzZo105jHy8tLJW9duHPnDgDA2dkZ4eHh+PLLLyGTyZTpP//8MwIDA/HDDz+gSZMmdVYOIiIiIiJ9MepA4MmTJwAAGxsbjXns7OwAAEVFRXVWjvz8fOX/r1q1CiNGjMCsWbPg6emJ69evY/ny5bh69So++OAD7Nixo8rjmZmJ4OxsW2fl1X5uscHObQzMzc20phvztTH1umvoWH8NV3XqztraQms6vwP1j22v4WLd1T2jDgSMhWIgskwmQ/fu3fHVV18p03r16oVNmzZh6NChiI6OxoULF9CrVy+txysvF5CX96ROy6yJs7Otwc5tDGSycq3pxnxtTL3uGjrWX8NVnborKSnTms7vQP1j22u4WHf64e7uoDHNqAcL29pWRIHFxcUa8yjeBCjeDNSFZ4/92muvqaU3bdoU/fv3BwBcvHixzspBRERERKQvRh0IeHt7AwDS09M15pFKpSp560Lz5s0r/buyPI8ePaqzchARERER6YtRBwIBAQEAgISEBJSUlFSaJy4uDgDg7+9fZ+Vo1aqV8u1EXl5epXlyc3MB/O8tBhERERGRMTPqQMDLywsdOnRAWVkZTpw4oZYeFRUFqVQKd3d3BAYG1lk5LCwsMGDAAABAZGSkWnpZWRkuXboEAOjYsWOdlYOIiIiISF+MOhAAgLfffhsAsHbtWty/f1+5PTs7G8uWLQMAzJgxQ2WF4B07diAkJATz5s3TWzneeecdiMVi7N69G2fOnFFuLy8vx9q1a5GSkgJPT08MGTJEb+ckIiIiIqorRj9rUEhICEJDQxEeHo6RI0ciODgY5ubmiIyMRGFhIQYPHozJkyer7JObm4ukpCS4u7urHS8zMxPvv/++8t8pKSkAKoKHkydPKrevX78eHh4eyn+3b98eCxcuxIoVKzBjxgx07twZTZs2xc2bN5GamgoHBwd89913Ghc+IyKixi8oKNjQRSAi0pnRBwIAsHTpUnTv3h07d+5EVFQU5HI5WrdujfHjxyM0NFTlbUBVSktLERsbq7Y9PT1dZVByaWmpWp4pU6ZAIpFg06ZNiImJwc2bN+Hu7o6///3vePvttzUOJCYiIiIiMjYiQRAEQxfC1JSVlXMdAQM5cGC31vSxY/9eTyWpPlOvu4aO9ddwse4aNtZfw8W6048Gu44AERERERHVDQYCREREREQmiIEAEREREZEJYiBARERERGSCGAgQEREREZkgBgJERERERCaIgQARERERkQlqEAuKEemLMa8TQERERFSf+EaAiIiIiMgEMRAgIiIiIjJBDASIiIiIiEwQAwEiIiIiIhPEQICIiIiIyAQxECAiIiIiMkEMBIiIiIiITBADASIiIiIiE8RAgIiIiIjIBDEQICIiIiIyQQwEiIiIiIhMEAMBIiIiIiITxECAiIiIiMgEMRAgIiIiIjJBDASIiIiIiEwQAwEiIiIiIhPEQICIiIiIyAQxECAiIiIiMkEMBIiIiIiITJBIEATB0IUgIiIiIqL6xTcCREREREQmiIEAEREREZEJYiBARERERGSCGAgQEREREZkgBgJERERERCaIgQARERERkQkyN3QBqO4dOXIE4eHhuH37NuRyOVq1aoXx48cjNDQUYjFjwbqWmJiIM2fOIC4uDtevX0dycjIEQcB3332HkJAQrfvWtO7++9//YsuWLbh+/TqePn0KHx8fDB8+HNOnT4elpaW+P2KjVFZWhkuXLuH06dOIiopCcnIySktL4eLigsDAQEyaNAk9e/bUuD/rzvC2b9+OS5cu4c6dO8jJyUFhYSEcHBzQvn17jB07FqNGjYJIJFLbTy6XIzw8HPv27UNSUhLEYjH8/PwwceJEjBgxQus5eb+tO19//TU2bNgAAJg3bx6mT59eaT62PcP79NNPceDAAY3prVq1wokTJ9S2s+3VP64j0MgtW7YMu3btgpWVFXr37g1zc3NERkaiqKgIQ4YMwbp169hA6tiKFSuwbds2te1VBQI1rbuwsDCsXbsWZmZmCAoKgqOjI6Kjo5GTk4OuXbtiy5YtsLGx0etnbIzOnz+PN954AwDg7u6ODh06wMbGBvfu3cOdO3cAALNmzcIHH3ygti/rzjj069cPOTk5aNeuHTw9PWFjY4P09HTExsZCEAS89NJLWL9+vUpdlJeX4/3338dff/0Fe3t79O7dG6WlpYiMjERpaSmmTJmCxYsXV3o+3m/rzrVr1zBhwgTI5XIIgqAxEGDbMw6KQKBbt25o0aKFWrq7uzs+/vhjlW1sewYiUKN14sQJQSKRCH369BGSkpKU27OysoRhw4YJEolE2LJli+EKaCL27NkjrFmzRjh69Khw//59YfLkyYJEIhGOHz+ucZ+a1t21a9cEPz8/oUuXLkJMTIxye2FhoTBp0iRBIpEIK1as0Ovna6zOnz8vzJ49W4iOjlZLO3r0qODv7y9IJBIhMjJSJY11Zzyio6OFoqIite137twRgoODBYlEIuzdu1cl7ZdffhEkEonwyiuvCFlZWcrtSUlJyn3++OMPtWPyflt3nj59KgwbNkx48cUXhVmzZgkSiUTYuHGjWj62PeMxf/58QSKRCPv27dN5H7Y9w2Ag0IiNHTtWkEgkwoEDB9TSLl68qGw45eXl9V84E6ZLIFDTups9e7YgkUiE77//Xm2/lJQUoX379kKHDh2E/Pz8Wn8OU7dw4UJBIpEICxYsUNnOumsY1q9fL0gkEuGjjz5SbpPJZELv3r0FiUQiREVFqe2zf/9+QSKRCOPHj1dL4/227nzxxReCRCIRTp06pfyBWVkgwLZnPKobCLDtGQ7fkzRSUqkUN27cgIWFRaXdT4KCguDp6YmsrCzExMTUfwFJo5rWXWlpKf773/8CAEaNGqW2n4+PD7p27YqysjKcPn26zspvKgICAgAAGRkZym2su4bD3LxiiNyzfb+vXr2K7OxsNG3aFD169FDbJyQkBBYWFoiLi9NLvVPVYmNjsXnzZowYMQKDBg3SmI9tr2Fj2zMcBgKN1M2bNwEA7dq1g7W1daV5OnXqBACIj4+vt3JR1Wpad0lJSSguLoazszN8fX217qc4B9VccnIygIq+rgqsu4YhNTUVv/76KwCo/LhU1IniWj/PxsYGbdu2VckL8H5bV54+fYr58+fDyckJixYt0pqXbc84Xbx4EatWrcJnn32Gb7/9FmfOnIFcLlfLx7ZnOJw1qJFKS0sDADRr1kxjHi8vL5W8ZBxqWneKvxVplVEc88GDB7UupynLyspSzojx8ssvK7ez7ozTvn37EB0djbKyMmRkZODq1auQy+WYOXMmhgwZosyna/3Fx8dXWn+83+rXN998g6SkJHzzzTdwdXXVmpdtzzgdPHhQbVvbtm3x9ddfw8/PT7mNbc9wGAg0Uk+ePAEArbMc2NnZAQCKiorqpUykm5rWnS772draqu1H1SOTyTB37lw8fvwYvXv3VnmizLozTleuXFGZytDc3BwffPCBclYohZrWA++3+nflyhVs3boVgwcPxiuvvFJlfrY949K+fXssXrwYwcHB8PLyQmFhIW7evIlvvvkGt27dwhtvvIEDBw7A09MTANueIbFrEBFRNXz++eeIjIyEl5cXvvzyS0MXh3SwYsUK3L59G7GxsTh69CimTp2K9evX47XXXlPpb0zGoaSkBAsWLIC9vT0+//xzQxeHamDatGmYMmUK2rRpA1tbW3h4eGDAgAH47bff0LVrV2RnZyvXhCDDYiDQSCki5+LiYo15FNGxIlom41DTutNlP8XTE9Z5zfzzn//E3r174e7uji1btqiMDwBYd8bO2toabdu2xfz58/HRRx/h1q1b+H//7/8p02taD7zf6tfXX3+N5ORkfPrpp/Dw8NBpH7a9hsHS0hJvv/02AKgMvmbbMxx2DWqkvL29AQDp6eka80ilUpW8ZBxqWneKvx8+fKhxP0Ua67z6Vq9eje3bt8PV1RVbtmxBy5Yt1fKw7hqOsWPHYs2aNYiIiEBZWRksLCxqXX+83+rHn3/+CbFYjIMHD6r1MU9MTAQAhIeH4z//+Q98fX2xYsUKtr0GpHXr1gBUZ1xj2zMcBgKNlGJqw4SEBJSUlFQ6mj4uLg4A4O/vX69lI+1qWnetW7eGtbU18vLykJKSUukMGNeuXVPbj6r2xRdfYPPmzXB2dsbmzZuVs1c8j3XXcDg5OcHc3BwymQz5+flwc3NT1p+ijp5XXFyMhIQEAP+r62f/5v1Wf+RyOaKiojSmp6amIjU1FQUFBQDY9hqSvLw8AKpP6Nn2DIddgxopLy8vdOjQAWVlZThx4oRaelRUFKRSKdzd3REYGGiAEpImNa07S0tL9OvXDwBw+PBhtf1SU1MRExMDCwsLDBgwoM7K39isXbsWv/zyC5ycnLB582a0b99eY17WXcMRHR0NmUwGR0dHuLi4AAACAwPh6uoKqVSK6OhotX1OnDiBsrIydOrUSTnIEeD9Vt/++usv3L59u9L/jR07FgAwb9483L59G4cOHQLAtteQHD9+HADQsWNH5Ta2PcNhINCIKfrhrV27Fvfv31duz87OxrJlywAAM2bMgFjMr4GxqWndzZgxAyKRCBs3blQ+xQIq+kguXLgQcrkcEydOhKOjYz18iobvm2++QVhYGBwdHbFp0yaVJ1GasO6Mw6VLlxAREQGZTKaWdvnyZeW89K+++irMzMwAAGZmZnjrrbcAAEuXLkV2drZyn+TkZHz11VcAgJkzZ6odk/dbw2PbMw7x8fGIiIhAeXm5ynaZTIZNmzZh+/btACoGFCuw7RmOSBAEwdCFoLqzdOlShIeHw8rKCsHBwTA3N0dkZCQKCwsxePBgrFu3TvkfQaobN27cUN6MAODu3bsoKipCy5Yt4eTkpNy+Z88elf1qWndhYWFYu3YtzMzM0KtXLzg4OCA6OhrZ2dno0qULtm7dqnWqNapw6tQpzJo1C0DFk6t27dpVmq9169bK/xApsO4Mb//+/ViwYAEcHR0REBAANzc3FBUVITU1FXfv3gUADBgwAN99951Kd4Ly8nK89957iIiIgL29PXr37g2ZTIbz58/j6dOnmDJlChYvXlzpOXm/rXuffvopDhw4gHnz5mH69Olq6Wx7hvfnn3/ivffeg7OzMwICAuDq6oq8vDzcuXMHmZmZEIvF+Pjjj5U//BXY9gyDgYAJOHLkCHbu3Ik7d+5ALpejdevWGD9+PEJDQxkh14OLFy9i6tSpVea7ffu22raa1t1///tfbN68GdevX8fTp0/h4+ODESNGYPr06bC0tKzV5zEVih+SVQkKClI+4XoW686wUlNTsX//fly6dAmpqanIycmBIAhwd3dHx44dMWrUKAwePLjSfeVyOXbt2oX9+/cjMTERYrEYfn5+mDhxIkaOHKn1vLzf1q2qAgGAbc/QUlNTsW3bNsTFxeHBgwfIy8uDSCRC06ZN0b17d0yaNEmlW9Cz2PbqHwMBIiIiIiITxBCJiIiIiMgEMRAgIiIiIjJBDASIiIiIiEwQAwEiIiIiIhPEQICIiIiIyAQxECAiIiIiMkEMBIiIiIiITJC5oQtARIbz/fffY/369WrbbW1tYW9vjyZNmiAgIACBgYEICQmBg4ODAUrZME2ZMgVRUVEYO3YsVq9ebejiEBERqeEbASJS8+TJE2RmZiI+Ph779u3D4sWL0bdvX6xatQolJSWGLh4Zsf3798PPzw9+fn6GLopepKWlKT/PxYsXDV0cozBo0CD4+fnh+++/N8j5p0yZAj8/P3z66acGOX9lDH1NiGqKbwSICABw9OhReHl5AQBkMhkKCgpw//59REVFYe/evcjOzsaWLVtw7tw5bN26FU2aNDFwiYmIiKg2GAgQEQDA2toadnZ2yn87OTnBx8cHL774ImbNmoXly5dj3759SEhIwOzZs7Ft2zaYm/MWosn27dsNXQQiIiKt2DWIiKpkbW2NlStX4uWXXwYAXL58Gf/+978NXCoiIiKqDZEgCIKhC0FEhvHsYOFTp06hefPmWvNnZGRg0KBBkMlk8Pf3x8GDB1XSZTIZLl26hFOnTuHSpUtISUlBSUkJHB0d4e/vjxEjRmD06NEwMzNT2S82NhavvfYagIon6UFBQRrLcOnSJUyaNKnSvKmpqdiyZQsiIyORnp4OmUwGV1dXuLm5oVu3bhg8eDB69eql8/VRiI+Px7Zt23D58mVkZGRAEAS4urrCw8MDQUFBGDp0KDp16qSyj7bBworr7u3tjb/++guJiYkICwvDuXPnkJOTgyZNmqBv3754//330bRpU61lu3fvHnbt2oULFy5AKpWivLwcnp6eaNOmDV566SWMGDECVlZWavvl5eVh+/bt+M9//qOsJ3d3dwQFBWHatGlo3759ta5RWloaXnrpJa15goKClG9KLl68iKlTpwKo+O7Z2toiLCwMERERkEqlKC4uRnR0NBwdHZX7x8bGIjw8HNHR0Xj06BHMzMzQokULDBkyBFOnToW9vX2l583IyMCpU6dw+vRp3Lp1C9nZ2bCwsEDTpk3Rq1cvTJs2DS1atFDbb9CgQXjw4IHWz3T79m3l34pxEatWrcKYMWOwa9cu7N+/H8nJybCwsEDHjh3x/vvvIzAwULnPuXPnsGXLFty8eROPHz9Gq1atMGnSJGV70KSsrAz79+/HiRMncPv2bRQUFMDR0RGdO3fG3/72N411UZvv3qeffooDBw5oLde2bdvQs2dPrXmeVZ22pWlyg2etWrUK48aNA1Dz+5HC8234zz//RHh4OG7duoWcnBxMnjwZjx8/1vs1IapPfK9PRDrz9PREnz59cPr0acTHxyMnJweurq7K9J07d2LlypVq++Xk5ODcuXM4d+4cDh8+jH/961+wtrZWpnfp0gVt27bF3bt3ceDAAa2BgCL48PHxQY8ePZTbIyMjMXPmTLXBzBkZGcjIyMCNGzcQHR2NQ4cOVeszHzx4EAsXLkR5ebnK9ocPH+Lhw4eIjY1FYmIifvzxx2odV+H8+fN477338OTJE+U2qVSK3377Df/5z3+we/dueHt7V7rvTz/9hO+//16tbMnJyUhOTlYGd8//CDl37hzmzJmDgoICle0PHjzAgQMHcOjQIXz22WeYOHFijT5TdSUnJ2PBggXIzMysNF0ul2PlypWVdre6efMmbt68ib1792Ljxo1o3bq1Wp4RI0aofdaysjIkJiYiMTER+/fvx9dff11lIKMrmUyGGTNm4OzZsyrbz549i4sXL+Knn35C37598cMPP2DdunUqeW7duoXPPvsMaWlp+Oijjyo9flpaGmbOnImEhASV7dnZ2YiIiEBERARGjx6NlStXau2+V5vvnj7Udduq6f2oMmvWrMGmTZtqVA4iY8ZAgIiqJTAwEKdPnwZQ8YR24MCByjRra2uMHDkS/fr1Q8uWLeHh4QFzc3M8fPgQJ06cwM6dOxEZGYlvvvkGCxYsUDnuuHHj8MUXX+DkyZNYsmQJbGxs1M5dUlKC48ePAwDGjBkDkUgEoOKH4oIFC1BSUoIWLVpg9uzZ6NKlC5ycnFBcXIykpCRERkaqPL3VRX5+PpYtW4by8nJ07NgR7777Ltq3bw9HR0c8fvwYd+/exZkzZ1R+SFVHQUEB5syZgzZt2uAf//gHOnbsiJKSEhw5cgTffvstsrKysGbNGrUfiwAQFhaGb7/9FgDg7++Pt99+G4GBgbCxsUFmZiYuXbpUadATFxeHd955B2VlZejatSveeustdO7cGVZWVkhMTMTGjRtx6tQpLF++HM2bN0e/fv10+ize3t64cuUKjhw5gs8//xwAcOXKFZU8mp68Lly4EDKZDMuWLUO/fv1gZWWFa9euKd9krFmzBtu3b4eZmRlCQ0MxevRo+Pj4oLS0FBcuXMB3332HBw8eYObMmThw4IDKWBcAaNu2Lfr27YvAwEB4eHjA1dUV+fn5uHXrFjZv3oyYmBjMnTsXx44dU3kKfvToUTx48ADDhw8HAPz888944YUXqrwW//rXv5CVlYUPP/wQw4YNg6OjI2JiYrB06VJIpVIsWbIE8+bNw7p16zBu3DhMnjwZ3t7eSEtLw8qVK3H58mWEhYVh5MiRaNeuncqxHz9+jNdffx1paWlo2rQpZs6cieDgYDg7OyMzMxMHDx7E5s2bcejQIXh6euLjjz+utIw1+e4tX74cn332GUaMGIH09HS88847eOedd1SOW9UPaoWatK133nkHb775JmbMmIHLly9j5MiRWLZsmcpxn337VZv70bPOnTuHzMxMDB06FG+88QZatmyJnJwc5Ofno2PHjnq7JkQGIRCRyVq3bp0gkUgEiUQipKam6rTP0aNHlfvs3r27Wuc7c+aMIJFIhC5dugiPHz9WScvKyhICAgIEiUQiHDhwoNL9jxw5IkgkEsHPz0+lvPHx8coyxcfHV6tM2vz555+CRCIR/P39hdzc3GrtO3nyZEEikQjz589XS3v2uo8bN04oKSlRy7N69WpBIpEIHTp0EAoKClTSUlNTldfqjTfeEJ4+faqxHGVlZcq/5XK5MGLECEEikQjvvvuuIJPJKt1n7ty5gkQiEYYPHy7I5XJdP7IgCIKwb98+5WfT5sKFC8p8nTp1EhISEirNFxsbq8x3/PjxSvNIpVKhd+/egkQiEX7++edqlVcmkwkTJ04UJBKJ8PXXX6ulp6amKs9/4cIFrcdS5JNIJMIff/yhln7+/HllekBAgLBq1Sq1PLm5uUK3bt0EiUQifPnll2rpy5YtEyQSifDSSy8Jjx49qrQce/bsUX53pFKpSlptv3uCIAgDBw4UJBKJsG7dOo3Xoip11baqQ9v96NnzSCQSYd68eVqPpY9rQmQIHCxMRNXy7KJieXl51dr3xRdfhKurK4qLi3H16lWVNDc3N/Tv3x8A1MYeKCj64gYFBamMZ5DL5cq/PTw8qlUmbRTHtbGxUemrrk+ffPJJpX34R48eDaCiC0t8fLxKWnh4OGQyGSwsLLBq1SpYWlpqPP6zXUMuXLiAO3fuwMzMDEuXLtX4hP7DDz8EACQkJODWrVvV/kzV9be//Q1t27atNG3Hjh0AgP79+yMkJKTSPJ6enspxI9UdxG5mZoZXXnkFQMX10YcePXpg8ODBatt79eql7EpnaWmJ2bNnq+VxdnZGnz59AADXrl1TSSsqKsL+/fsBAB9//LHGKXxfffVV+Pr6oqysTPkGrTI1+e7pS320rapoux89y9zcHHPnzq3HkhHVH3YNIqJqEZ6ZX0DRNedZhYWF2LNnDyIiInDv3j0UFBSgrKxMLV9ycjL69u2rsm38+PE4deoULl68iIcPHyrXNQAq+vpHRkYCgHIwoEKrVq1gZWWFp0+fYuHChVi4cCF8fX1r9TmBisGfIpEIhYWFWLx4MebMmaPXQMPS0lJlnMOznh28+ujRI5U0xQ/Wnj17wtPTU+fzKfaTSCSws7NDUVFRpfkcHR3h6uqKnJwcXL9+Hf7+/jqfoya0dT9S1HmvXr00lheAsgvNnTt3UFpaqhYcXb58GXv37sXVq1eRkZGB4uJile8yUPGd1AfFD/nniUQiNG/eHDk5OejatataFyYFHx8fAOr1HhMTg+LiYgDACy+8oPV6tG/fHikpKbh+/Xql6TX97ulLXbcthdrcjxT8/f3h5uam97IRGQMGAkRULYWFhcq/nZycVNLu3r2L6dOnQyqVVnmcx48fq23r378/3N3dkZWVhYMHD+Ldd99Vph0+fBjl5eWwtbVVTmOqYGNjgzlz5mDNmjXKwZLt2rVD9+7dERQUhODgYLi4uFT3o8LX1xeTJk3Cjh07sG/fPhw4cAD+/v544YUXEBQUhN69e2v8MacLV1dXjYM5nx0j8fTpU5W01NRUAKj2zD5JSUkAKmZq6datm0775OTkVOscNaFptqqioiLlAOI1a9ZgzZo1VR5LLpcjLy9P5UflqlWrsGXLlir3rew7WRPafjQq+ovrkuf5ge+K+gMqnmbrIjc3t9LtNf3u6Utdty2g9vcjhapmUyNqyBgIEFG1PPvU1N3dXfm3TCbD7NmzIZVKYWdnhzfffBPBwcHw9vaGra0txOKKnojDhw/Hw4cP1WYKASpewY8aNQq//PKLWiCg6C4UEhICW1tbtX3ffPNNeHl5YePGjbh+/ToSEhKQkJCAX3/9FRYWFggJCcH8+fNVyqyLxYsXo127dti2bRvu3buHGzdu4MaNG9i6dSusra3x6quv4sMPP9Q4daU2mrrmPO/5J9eKJ8HV/aFUkx+6paWl1d6nuirrngKoBp3V8WyZDx06pAwCevbsidDQUEgkEri6uirfGhw+fBhLly6t9DtZE7rUq651/yx91l9Nv3v6VJdtSx/3IwUO9qXGjIEAEVVLTEyM8u8uXboo/46KikJiYiKAivm+NXWPqOrH3fjx4/HLL78gOTkZV65cQbdu3RAXF4e7d+8q0zUZNmwYhg0bhqysLFy5cgWXLl1CREQEUlNTceTIEcTExODgwYPV+mEhEokwYcIETJgwAWlpabh69Sqio6MRERGBzMxM7NixA3Fxcfj111+VPy7qmp2dHfLz87V2DamMIoDq0aOHsu+9MXs24Fu5cqXWutfk119/BQB0794dW7ZsqbSO6uqpt74prodIJMLNmzfr7ftWV+qybenrfkTU2DXsuwgR1auMjAycO3cOABAQEKCyhoBiak4nJyeN/9GVSqVVPtVs06aNcsElxVsAxf/7+vrqNH2ju7s7hg4dikWLFuGPP/5QTg2YmpqKw4cPV7m/Js2bN8fIkSOxfPlyREREYNq0aQAqplE9c+ZMjY9bXYrxD9WdDlXR91zRtcjYOTg4wNnZGUDNy6y4RkOHDtX4Y/L5+fiNlaL+BEFAWlqagUujX/puW/q6HxE1dgwEiEhnK1asgEwmAwC88cYbKmmKLgjaXrEfOXJEp/MonvweO3YMhYWFyplgxowZU90iQyQSYdq0acrZjhRPCWvL3Nwc7733nvLfz/bfrmu9e/cGUDH4NyMjQ+f9goODAVT8ANI2S0ptPNvvXB9dbRRlPnnypMrsULpSfC817VtcXIw///xT4/4WFhbKv2tyfn3q0aOHsjzaZgOqa4o61ldXqsqOr61t6XJ+fd6PdFHX14SorjAQIKIqlZaWYsmSJTh58iSAih8kikWWFBQD6goLCxEVFaV2jOTkZGzYsEGn8w0bNgy2trZ4/PgxFi9ejLy8PIhEIowdO7bS/BkZGVoX9crOzlZ2o1E8YdZFamqq1j7yKSkpyr+rc9zamjBhAszNzVFWVoZFixZpLaMicAMqBpgqZtdZsmRJldO/1iRoevY6ZGVlVXv/5ymeDCcmJioXUNOkvLxcpU6A/30vIyIiKt1nzZo1Wq+Do6OjcnYsTSsf1xcHBwe8+uqrACoWLdM0I5BCdnY28vPz9V4ORR3Xpn5r07Z0Ob8+70e60Mc1ITIEBgJEBKBihpKioiIUFRWhoKAAaWlpOH/+PL755hsMGjQIu3fvBlAx9eS6devUBhu++OKLysGrH330EY4cOYKMjAxIpVLs2bMHEydOhJWVlU4/mO3t7TF06FAA/3vy2atXLzRr1qzS/OfOnUP//v2xZMkS/Pnnn0hJSUFBQQEePHiAkydPYtq0aZDL5TA3N1ceVxcHDx7EoEGDsHLlSpw+fRoPHjxAQUEBUlNTceDAAeU88HZ2djqvwKsP3t7emDNnDgDgzJkzmDBhAo4fPw6pVIr8/HzcvXsXe/bsQWhoKC5fvqzcTywWY/Xq1bCyssKdO3cwevRo5UDN/Px8PHr0CNeuXcPOnTsxderUGvXJ9/f3V3bB+f777/Hw4UOUlZVBJpPV6Glply5d8OabbwIANmzYgOnTp+PUqVPKbh3p6ek4e/Ys1q5diyFDhqjNDqRYe+DixYuYO3cu4uPjkZubi2vXrmHOnDkIDw9HmzZtNJ7fxsYGrVu3BgDs3LkTt2/fRklJCWQymUqQVV8++ugjtGzZEk+ePMGkSZOwdu1aXLt2DTk5OcjNzcXdu3dx+PBhfPjhhxg4cKBaYKQPAQEBAIBTp04hMjIShYWFyuuh6+Di2rQtxfkvX76M33//Hfn5+Wrn1+f9SBf6uCZEhsDBwkQEAGpP+J9na2uLCRMmYM6cOZXO8uLk5IQlS5ZgwYIFyMrKwieffKKSbm9vj59++gmffvqpTguRjR8/XrmAGACNbwMUCgoKsHv3bmXA8jxzc3N8/vnnyifiusrKysLWrVuxdevWStNtbGzw1VdfqYyXqA8zZszA06dP8cMPP+DGjRvKwKAqHTt2xKZNmzBnzhxIpVKsWLFCY97np4fVhbu7O0JCQnDs2DHs3bsXe/fuVaYFBQVh+/bt1T7m3LlzYWlpiZ9//hlnz57F2bNnNeZ9tisPUHGdIiIicOvWLRw+fFhtjMjLL7+M/v37Y9GiRRqPOWXKFCxduhSxsbEYNWqUSlp1x2nUlqOjI7Zt24bZs2cjNjYWYWFhCAsL05j/+euhDxMmTMDevXuRm5urfGOjsG3bNvTs2VOn49S0bY0ePRo///wzCgoK1BZlW7VqFcaNG6f3+1FV9HVNiOobAwEiUmNtbQ0HBwc0adIEAQEB6NatG4YNG1blbDtjxoxB06ZNERYWhpiYGJSWlsLDwwN9+vTBW2+9Va1Fvnr06IEWLVrg/v37sLe3V1s74FnDhg2Di4sLzp07h9jYWGRmZiI7OxsWFhZo1qwZgoKCMHnyZK1Pfivz+uuvo23btoiMjMT169eRmZmJ3NxcWFlZwdfXF8HBwZgyZYrKwmf16f3338eQIUOwc+dO5XgBMzMzeHp6ws/PD8OGDVMOvH7WCy+8gN9//x2//fYb/vrrLyQkJCA/Px8WFhbKfYODgzWu5FuV1atXo02bNvj999+RkpKiXASrpsRiMT788EOMGjUK4eHhuHjxItLT01FcXAx7e3v4+PigS5cuGDhwoNrAUDs7O+zcuRMbNmzAiRMn8PDhQ9jZ2aFNmzYYN26cWsBZmdDQUNjY2OC3337DnTt3UFhYaNDxAp6envj111/x+++/49ixY4iNjVWu9+Di4oK2bduiZ8+eGDp0KFq2bKn387dv3x7btm3Dxo0bce3aNeTm5lb77Uht2paHhwfCw8Px008/4dKlS8jOzq50kTB93o+qoo9rQmQIIoHvrIjISI0YMQIJCQl49dVXtT65JiIiourjGAEiMkpxcXHKaR3HjRtn4NIQERE1PgwEiMgoKRa8atOmDbp3727g0hARETU+HCNAREZDJpOhpKQEx48fVw7qVMwYQ0RERPrFQICIjEJaWhpeeukllW1dunSpcrYgIiIiqhkGAkRkVEQiETw8PDBgwAB89NFHausVEBERkX5w1iAiIiIiIhPEwcJERERERCaIgQARERERkQliIEBEREREZIIYCBARERERmSAGAkREREREJoiBABERERGRCfr/bobCystm+rkAAAAASUVORK5CYII=\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['LM', 'KM']\n",
    "labels = ['P4', 'P5']\n",
    "y_value = 'deform'\n",
    "\n",
    "fontsize=24\n",
    "fig, ax=plot_errbars(patients, labels, y_value, fontsize=fontsize)\n",
    "plt.xlabel('Days since treatment start', fontsize=fontsize+2)\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "ax.legend(handles=handles, labels=labels, fontsize=fontsize-2, ncol=1)\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.2f'))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [],
   "source": [
    "save_name = \"RBC_lithium_deform\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\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": 13,
   "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",
    "fig, ax = plot_errbars(patients, labels, y_value, fontsize=fontsize)\n",
    "plt.xlabel('Days since treatment start', fontsize=fontsize+2)\n",
    "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": 14,
   "outputs": [],
   "source": [
    "save_name = \"RBC_lithium_area\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\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": 15,
   "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",
    "with sns.axes_style('darkgrid'):\n",
    "    plt.figure(0,(12,8))\n",
    "    ax1 = plt.subplot(111)\n",
    "\n",
    "    ax_xlabel = \"Days 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",
    "    #     ax1.set_title(\"flow rate = {} ul/s\".format(flow_rate1), fontsize=fontsize)\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",
    "    ax1.axhline(0.5, ls='--', lw=.5, c='tab:red', zorder=0)\n",
    "    ax1.axhline(2.5, ls='--', lw=.5, c='tab:red', 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",
    "                                    color='tab:red', alpha=0.075, 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",
    "    savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
    "    savename = r\"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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