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{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Create plots for panels used in figure 5"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import dclab\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "Manually add means for missing data for LM-9w-20171107"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "data_LM_9w_lympho = {'date': '2017-11-07','events': 77, 'flow rate': 0.08, '% gated': 8.43,\n",
    "                     'median area_um': 39., 'mean area_um': 38., 'sd area_um': 5.5,\n",
    "                     'median deform': 0.0264, 'mean deform': 0.0316, 'sd deform': 0.0154}\n",
    "data_LM_9w_myelo = {'date': '2017-11-07','events': 47, 'flow rate': 0.08, '% gated': 5.15,\n",
    "                     'median area_um': 63.3, 'mean area_um': 64.1, 'sd area_um': 5.68,\n",
    "                     'median deform': 0.0319, 'mean deform': 0.0378, 'sd deform': 0.017}"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "# result_folder = r\"D:\\ChoreaAcanthocytosis\\RTDC\\WBC\\results\n",
    "result_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\result_data\\RTDC\\WBC\""
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Plot results with gates from brighntess plot (created 20200521)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [],
   "source": [
    "lympho_ctrl_medians = {'area_um': 37.88789749145508,\n",
    "                       'deform': 0.04369187355041504,\n",
    "                       'emodulus': 0.7527109307300333}\n",
    "myelo_ctrl_medians = {'area_um': 64.04239654541016,\n",
    "                      'deform': 0.08041012287139893,\n",
    "                      'emodulus': 0.7098496091718063}"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [],
   "source": [
    "def plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize= 28, figsize=(8,6)):\n",
    "\n",
    "    flow_rate = 0.08\n",
    "\n",
    "    linewidth = 6\n",
    "    markersize = 15\n",
    "    #errorbar formatting\n",
    "    markerwidth = 12\n",
    "    errbar_width = 8\n",
    "\n",
    "    try:\n",
    "        ylabel = dclab.dfn.feature_name2label[y_value]\n",
    "    except:\n",
    "        ylabel = y_value\n",
    "\n",
    "    color_dict = {'VS': 'C0', 'VL': 'C1', 'RS': 'C2',\n",
    "                  'KM': 'C3', 'LM': 'C4'}\n",
    "\n",
    "    if cell_type == \"lymphos\":\n",
    "        plot_title = \"Lymphocytes\"\n",
    "        ctrl_value = lympho_ctrl_medians[y_value]\n",
    "    elif cell_type == \"myelos\":\n",
    "        plot_title = \"Myelocytes\"\n",
    "        ctrl_value = myelo_ctrl_medians[y_value]\n",
    "\n",
    "    with sns.axes_style('darkgrid'):\n",
    "        fig = plt.figure(0, figsize)\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)\n",
    "        ax1.set_ylabel(ax_ylabel, fontsize=fontsize)\n",
    "\n",
    "        ax1.axhline(ctrl_value, c='darkgray', alpha=.75, ls='--', lw=1.5*linewidth, label='CTRL')\n",
    "\n",
    "        for ind, patient in enumerate(patients):\n",
    "\n",
    "            result_file = \"20200522_results_\" + patient + \"_\" + cell_type + \".tsv\"\n",
    "            result_path = os.path.join(result_folder, result_file)\n",
    "\n",
    "            df = pd.read_csv(result_path, sep='\\t')\n",
    "\n",
    "            if y_value=='emodulus':\n",
    "                emod = dclab.features.emodulus.get_emodulus(area_um=df['area_um'],\n",
    "                                                          deform=df['deform'],\n",
    "                                                          medium=\"CellCarrier\",\n",
    "                                                          channel_width=20.0,\n",
    "                                                          flow_rate=flow_rate)\n",
    "                df['emodulus'] = emod\n",
    "\n",
    "            df_date_grouped_mean = df.groupby(['date', 'flow rate']).median().reset_index()\n",
    "            if err_type=='std':\n",
    "                df_date_grouped_std = df.groupby(['date', 'flow rate']).std().reset_index()\n",
    "            if err_type=='sem':\n",
    "                df_date_grouped_sem = df.groupby(['date', 'flow rate']).sem().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",
    "            if err_type=='std':\n",
    "                df_date_grouped_std['delta_days'] = time.dt.days\n",
    "            if err_type=='sem':\n",
    "                df_date_grouped_sem['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",
    "            if err_type=='std':\n",
    "                yerr = df_date_grouped_std[y_value][ii]\n",
    "            if err_type=='sem':\n",
    "                yerr = df_date_grouped_sem[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",
    "                if cell_type == 'lymphos':\n",
    "                    dict_LM_9w = data_LM_9w_lympho\n",
    "                if cell_type == 'myelos':\n",
    "                    dict_LM_9w = data_LM_9w_myelo\n",
    "\n",
    "                date_LM_9w = pd.to_datetime(dict_LM_9w['date'])\n",
    "                time_LM_9w = (date_LM_9w - day0).days\n",
    "\n",
    "                if y_value=='emodulus':\n",
    "                    area = dict_LM_9w['median area_um']\n",
    "                    deform = dict_LM_9w['median deform']\n",
    "                    y_LM_9w = dclab.features.emodulus.get_emodulus(area_um=area,\n",
    "                                                          deform=deform,\n",
    "                                                          medium=\"CellCarrier\",\n",
    "                                                          channel_width=20.0,\n",
    "                                                          flow_rate=flow_rate)\n",
    "                    yerr_LM_9w = 0\n",
    "                else:\n",
    "                    y_LM_9w = dict_LM_9w['median ' + y_value]\n",
    "\n",
    "                    if err_type=='std':\n",
    "                        yerr_LM_9w = dict_LM_9w['sd ' + y_value]\n",
    "                    if err_type=='sem':\n",
    "                        yerr_LM_9w = dict_LM_9w['sd ' + y_value]/np.sqrt(dict_LM_9w['events'])\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",
    "            if patient=='LM':\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",
    "        if 'LM' in patients:\n",
    "            ax1.legend(fontsize=fontsize-4, ncol=1)\n",
    "        else:\n",
    "            ax1.legend(fontsize=fontsize-4, ncol=2)\n",
    "        ax1.tick_params(axis='both', labelsize=fontsize-2)\n",
    "        plt.title(plot_title, fontsize=fontsize+2)\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_deform\"\n",
    "        savepath = os.path.join(savefolder,savename)\n",
    "\n",
    "        #set alpha of errorbars\n",
    "        for collection in ax1.collections:\n",
    "            collection.set_alpha(.25)\n",
    "    #     plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')\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": "[None, None]"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 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",
    "cell_type = \"lymphos\"\n",
    "y_value = 'emodulus'\n",
    "\n",
    "fontsize=24\n",
    "fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
    "ax.set_title(\"\")\n",
    "fig.set(figwidth=8, figheight=6)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [],
   "source": [
    "save_name = \"lympho_dasatinib_emod\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\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": [
    "## B"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "[None, None]"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 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",
    "cell_type = \"myelos\"\n",
    "y_value = 'emodulus'\n",
    "\n",
    "fontsize=24\n",
    "fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
    "ax.set_title(\"\")\n",
    "fig.set(figwidth=8, figheight=6)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [],
   "source": [
    "save_name = \"lympho_dasatinib_emod\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\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": "[None, None]"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['LM', 'KM']\n",
    "labels = ['P4', 'P5']\n",
    "cell_type = \"lymphos\"\n",
    "y_value = 'emodulus'\n",
    "\n",
    "fontsize=24\n",
    "fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
    "ax.set_title(\"\")\n",
    "fig.set(figwidth=8, figheight=6)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [],
   "source": [
    "save_name = \"lympho_lithium_emod\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\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": [
    "## D"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "[None, None]"
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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E/WO65h9T8O3SwijlbNq0HoBqtQEbG1t07hyEsWOfwejRY9VDyCMjI7Bt2ya8/PJkBAZ2Nsp1G4tqrV1VQSgU4pVXXsErr7xi7HgIIYSQaun4tKpzbV12PK6pxzseG8PFi9d07lcoFPjyy0/h7e2D1177P6NcszHRmuRER0dj165diIyMhFQqhZ2dHTp37oxJkybB39+/rmMkhBBCqsQJOAQO8UTgEM9qn8sYw/GVt1GcJ6v2udaO5hj9XidwT/bwbUBKS0uRlJQIABg8uK/WY7755kt8882XmDhxEubNm6/1mMaqUpKzdetWLF++HIwxjZXGw8PDsWvXLnz11VcYP358nQZJCCGEmALHcQh4ygNhJ5OglBs+uZ9QLEC7/u4NOsEBADMzMcaOfUbrvtjYO4iNjUHnzkHw8fFFYGCnOo7O9DSSnPDwcCxfvhw8z8PMzAyBgYFwc3NDWloawsPDoVAo8L///Q/BwcHw9qZpyAkhhDR+rbs5I/F2DnKTiw2aEFAg4uDY0gqtujb8KVPMzS2wYMH/tO7bsGEdYmNjMGrU2Aa7rENtaQwh37FjB3ieR9u2bXH06FH88ccfWLlyJXbt2oV9+/bBw8MDMpkMu3btqq94CSGEEKMSCAXoP1UCJy9rMCh1HisUC+DkaY3+UyW0SGcjoPEO3bhxAxzHYenSpfDx8dE4sF27dvj444/BGKOlGwghhDQpYnMhBs0IgNTuAZTCUvCcEgxKMDAwKMFzSiiFpQga5Y1BMwLqdXFOYjiN5qrMzEyIRKIqVxHv2bOn+jhCCCGkKREIBSi3Tke5VTpEcluI5LbgeCGYQAmFuAgKcRH8ewyo7zAB6B9VZYhZs96otPZVU6OR5JSVlcHZ2RkCgfZHcE5OTgBA61MRQghpujhAYVYEhVlRfUdCaqlG8+QQQgghTdGcOe/XdwjEiKjXFCGEEEKapEpPcnJyctC+ffsqT+A4TucxHMchKirKeBESQgghhNRApSTn8QkACSGEEEIaK40k5+uvv66vOAghhBBCjEojyXnuuefqKw5CCCGEEKMyesdjuVxu7CIJIYQQQqpNZ5JT3eUbZDIZ3nrrrVoFRAghhBBiDDqTnM8//xxHjx41qKDy8nK88cYbuHDhglECI4QQQgipDZ2TAXIchwULFsDa2hpPP/10lceVlpZi9uzZCA0NhbNzw1+VlRBCCNFm7dofdO6nyQIbF51PcpYtWwalUol3330XV69e1XqMVCrFzJkzERoaCldXV2zdutUkgRJCCCGEVIfOJOfZZ5/F4sWLUV5ejjlz5uD27dsa+4uKijBjxgzcvHkTHh4e2LZtG1q3bm3SgAkhhBCTYgwtsrLR9k4MOkREoO2dGLTIygZoHrlGR+/aVZMnT0ZhYSFWrVqF119/Hdu2bYNEIkFeXh5mzZqFqKgoeHl5YfPmzfDy8qqLmAkhhBCjYwoFWt+9i3bRd2BRVgaOMQh4HrxAAMZxKLOwQKmnHyzGPgNOREs/NgYGvUv/93//h8LCQmzatAkzZ87EqlWrsHTpUsTGxsLX1xebN2+Gh4eHqWMlhBBCTIKVlKDgw3kIioyASKnU2CfkeQCATXExitesQvnpU7D/7kdwVlb1ESoA4Kmnumv8LBAIYGtrC3//thg79lmMGjVaY/8LL4xDenqa1rKcnFrg8OFTJou1Phmcin788ccoKirCn3/+iSlTpoAxhlatWmHz5s1wc3MzZYyEEEKIyTCFAgUfzoMiOrpSglNJWRkU0ZEo+PBd2K9aW+9PdGbMeB0AoFAokJgYj4sX/8WNG9cQGxuNuXPf0zjWxsYGEydOqlSGpWX9JWumVq1354svvkBxcTFOnDiBtm3bYvPmzWjRooWpYiOEEEJMruzoIShiYwC5zLAT5HIoYu+g7NhhWD7zvGmD02PWrDc0fr52LQTvvfcWdu/+AxMmvAQPj5bqfTY2tpWOb+rUSc60adMMOkGhUIDjOAgEArz33nuV9nMchy1bthgvQkIIIUQHxvMo2bge5X+dAJ+WWjcXLStD8ffLUfz98mqdJvBoCfPho2A183VwAqMvOoDu3XvC19cP8fFxiI6O0khymiN1khMSElKtE2NiYrRu5ziudhERQggh1VCycT1Kt2yo7zAMwqelqmO1fs00T1XYw1FgT34dy+UynDp1HBkZ6bCwsESbNm3RpUswhEKhSeJoCNRJDq1ATgghpDEq/+tEfYdQbeV/nTBJkhMaehWJiQngOA7t23fU2JeTk4MvvvhUY5uHhyc++eRTBAd3M3osDYE6yanPFcgfPHiACxcuIDw8HBEREYiPjwdjDKtWrcLIkSNrXG5ZWRm2bduGkydPIiEhAXK5HC1atEBgYCBeffVVdOvWNN9UQgghzcOGDesAqLqSJCUl4MKF82CM4eWXJ8Pd/dGo59Gjx6FLl2C0atUaVlbWSE1Nxr59e3D48AF88ME7+PXXTWjbVlJfL8NkGsRA/507dxp9puSkpCTMmjULCQkJcHFxQa9evSAUCpGamoqzZ8+iXbt2lOQQQkgTYD58VKNprqpgPnyUUcrZtGk9AFVXERsbW3TuHISxY5/B6NFjoVTy6uNmzpytcV7r1m3w4YefwNLSCrt2bcfGjb/h66+/N0pMDUmDSHIkEglmzZqFwMBABAYGYtGiRdXuI/S4kpISzJw5E0lJSZg/fz5mzZql0eaYl5eH/Px8I0ROCCGkvlnNVA2jrtOOxzX0eMdjY7h48Vqtzn/22QnYtWs7wsJuGiWehkad5KSmpkIoFBp1zhtDy5w4caLRrgkAv/zyCxITEzFlyhTMnj270n5HR0c4Ojoa9ZqEEELqBycQwPq1N2rUx4UxhryXnqtRciRo6QnHXfsb9YAbBwfVd2FZWWk9R2Ia6vFrgwcPxgsvvGDUwk1Rpj4ymQx79uwBAEyfPr1Or00IIaRx4TgOlq9MBSwsqneihQUsX5naqBMcAIiMDAcAtGzpWc+RmIZGcxUzweJjpihTl8jISOTn58PNzQ3e3t6IjIzE6dOnkZubixYtWqBfv37o3r27/oIIIYQ0CxZjn0H56ZNQREcBcrn+E8RmEAW0g8WY8aYPzgji4+Pg5uYOS0tLje1paalYufJbAMBwI/URamg0khy5XI5r167VeWJiTLGxsQAANzc3fPPNN9i4caPG/rVr12Lo0KH47rvvYFWP644QQghpGDiRCPbfrULBh++iLDJc99IOFhYQBbSD/bc/1vuSDoY6e/Yv7Nq1A0FBwXBz84CVlRVSU5Nx6dJ/kMnK0adPP0yaNLW+wzQJjXeosLAQU6c27hdaUFAAAIiOjsbt27fx6quvYsqUKXBwcEBoaCiWLl2KM2fOYOnSpfjmm28MKlMo5ODgYPyESCgUmKTc5obqsfaoDo2jqnosKDDXeR7V/SP67sWMDA5CofFnCoatDZx+/hXH35+LdtHRMC8vg4B/tAo5L+BQbm4Bj7fegWUDWoVcV11U7OvevSeSkxMRExOD8PAwlJaWwdbWBl26BGHkyDEYNWpMg21247jaff+q36WWLU0z9XNdr23FP1wtVi6XY/z48fjkk0/U+4YMGQJXV1dMnDgRhw4dwltvvQUfHx+9ZSqVDPn5JUaP1cHByiTlNjdUj7VHdWgcVdWjVFqu8zyq+0f03YuMMY2h0UbFCfCgbRs8aOOPFtk5cMrNgUiugEIsQm6LFshp0QJzxj0HHgBMFYOBKkZVVVUXQqFAva9Ll2B06RJcZVk8zwA0zBYcxgz7/nVxsdW6XZ3k/P3338aLqh5ZW1ur//3iiy9W2t+pUyd07NgRERERCAkJMSjJIYQQ0oxwHHJcnJHj4lzfkZBaahjP24zIy8tL67+fPCYiIgLZ2dl1FRYhhJBGYM6c9+s7BGJEJmjYrF8dOnRQ/7uqCf/y8vIAgDoeE0IIIU1Yk0ty3Nzc0KVLFwDA5cuXK+0vKChAVFQUACAwMLBOYyOEEEJI3Wm0Sc6KFSswcuRIrFixotK+N998EwCwbt06hIeHq7eXl5djyZIlKCoqQseOHREcXHVHLEIIMSbGGArTZUi9XYyk61Kk3i5GYbqsUU/ZQUhD1yD65ERGRmLp0qXqn+/duwcAWLlypcY8NxUzGQNAVlYW4uLikJWVVam8wYMHY+bMmdi4cSMmTZqELl26wMHBAbdv30ZmZibc3Nzwww8/NNghc4SQpoNX8kiLLEbKrRLIS3kwnoHxACcAOAEHsaUAZYMs0LqbMwSmGBpNSDPWIJIcqVSKsLCwStvj4+NrXObHH3+M4OBgbN++HdHR0SgtLUXLli0xY8YMzJ49G05OTrWImBBC9JOXK3FhWyxyU4rBKzSf2DAeYDxDeZESYSeTkHg7B/2nSiA2F1ZRGqnAGKM/UpsBYzzl5Bg9K9VLLlfSPDkNGNVj7VEdGsfj9cgrefyzKQa5ycXglfo/ZgVCDk5e1hg0I6BZP9HRdy9mZibDyckdogYyGV9D9fg8OY2VQqFAbm46XF21j5R+XFXz5DTf3yRCCDGhB9ezkZdaYlCCAwC8kiEvtQRxN2hqC13MzS1RVlZc32GQOlBWVgxzc0v9B+pASQ4hhBgZYwwxF9OglFfvL2mlnMedC2nUGVkHa2s7lJQUQSotgEKhoLpqYhhjUCgUkEoLUFJSBGtru1qVV6vnfbm5uYiIiIBMJkP37t3h4OBQq2AIIaQpyEmSokyqqNG5ZVIFcpKkcPbR/vi9uROJxHByckNxcSFyc9PB8zoW02zGOI5rtAmgQCCEubklnJzcIBKJa1WWziTn1q1b2LZtGwICAjB79myNfYcOHcLSpUtRWloKALCwsMDnn3+OcePG1SogQghp7HKTi8H4mn3BMJ4hN6WYkhwdRCIx7O3rdl3Exob62anobK46fPgwjh8/DhsbG43tCQkJWLRoEUpKSiAUCmFmZobS0lIsXLgQsbGxJg2YEEIaOnk5b3BfnCfxSgZFeePuMEpIQ6Ezybl+/ToA1bwzj9u1axcUCgV69OiBq1evIjQ0FKNGjYJCocDWrVtNFy0hhDRwpYUyJEfl1vh8gZCDyJy6SxJiDDp/k7KzsyEUCuHm5qax/fz58+A4Du+88w6sra1hZmaGDz74AAAQGhpqumgJIaQBuxuagROrw1GQXlrjMjgBBydPayNGRUjzpTPJKSgogLW1tcakS/n5+Xjw4AFsbGzQvXt39XZPT09YWloiPT3ddNESQkgDZmEtrnVTk4WNGC28bfQfSAjRS2eSY2lpiaKiIshkMvW2iic1QUFBlWacFIvFEAjoMSshpHny7uAEr46ONT5fKBagXX93ms2XECPRmZH4+/uDMYa//vpLvW3//v3gOA49e/bUOLa4uBhFRUVwdXU1TaSEENIIBI32qVGfGoGIg2NLK7Tq6myCqAhpnnQOIR81ahRu3bqF//3vf7h+/TqysrJw7tw5iEQijB49WuPYmzdvgjEGX19fkwZMCCENmZWdGQKHeOHW8USAAyxtxSgvlkPXdC5CsQCOLa3Qf6qkWS/pQIix6UxyXnnlFZw5cwahoaHYtWuXemKht956C56enhrHHjt2DBzHoXfv3qaLlhBC6olSwQNMlZDo06aXKwozS9GmlyvsXCxw42xslauQm1kJ0HGQF1p1pVXICTE2nUmOWCzG5s2bceTIEYSFhcHGxgYDBgxAjx49NI6Ty+UoLy/H4MGD8fTTT5s0YEIIqWtZ8UW4fjgeLds7ovMw/YsFCgQcuj/jp/7Zo6M13DtYoShDDmmmHEo5g1DMwcZVDFs3Mby8qJmfEFOgVcgNQKuQN2xUj7VHdahdebEcYaeSEX9TtWgmJ+AwfE5H2LtpXzSwqnpMSUnSeR1PT+/aB9tE0L1oHM2tHmkVckIIMRDjGR5cz8KJVeHqBKdi+/Uj8TVesoEQUrdqtUAnIYQ0NQUZpbh+JB7ZCVKt+7MTpIi/lY1WXV3qODJCSHXpTHKGDBlS7QI5jsOZM2dqHBAhhNQHhUyJqH9SEfNfht4nNWGnkuHZ3hFmlvR3IiENmc7f0JSUlGoXSJNYEUIam7TYfNw4koDifJneYy1sxAga7Q2xhbAOIiOE1IbOJEffYptFRUUIDw/Hn3/+CblcjsWLF1da54oQQhqqkgIZbh1PRHJUnv6DOaBNT1cEDvGkJziENBJGGV2Vl5eHGTNmoKioCPv374e9vb0xYmswaHRVw0b1WHvNrQ55JcO9kAxEnEmBQqZ/rSkHDyt0H+8LJy/da0rR6Kraa273oqk0t3o06egqR0dHLFmyBCkpKVizZo0xiiSEEJPISZbizLoo3DqepDfBEZkJEDTaG0Pf6KA3wSGENDxGG0IeFBQES0tL6nRMCGmQZGUK3DiagLO/RSM/Tf9fuF4dHDFyXidI+rhDIKS+hoQ0RkZrWFYqlVAqlcjKyjJWkYQQUmuMMSRF5OLW8SSUSeV6j7d2MEPwWF+0DHAwfXCEEJMyWpJz/vx5yGQy6nhMCGlQbv+VjJiL6XqP4wQcAvq5ocOglhCZ0cgpQpqCWiU5MpkMGRkZOHv2LH755RdwHIdBgwYZKTRCCKk93y4tEHspHUxH9xtnXxt0G+dX5XINhJDGSWeS0759e4MLYozB29sb8+bNq3VQhBBiLA7uVpD0ddf6NMfMUojOI7zRKtgZnID63RDS1OhMcgwdXe7p6YlRo0Zh9uzZsLOzM0pghBBiLB2fbomk8FyUFDya7M8v2BldRnjB3Fpcj5ERQkxJZ5Jz9uxZ3SeLRLC1tYWVlZVRgyKEEGMSmQkRPMYH//1xD3YuFug6zheuregPMkKaOp1JjqenZ13FQQgh1ZafXgJzazEsbfU/jfFs74g+L/qjZXsHCEVGmz2DENKA0dzkhJBGRyFTIvJcKmIvpcO7oxN6v+hv0HnenZxMHBkhpCGhJIcQ0qik3snHjaMJ6v41ieG58OvqDPc2TWs5GUJI7amTnIULFxqlQI7j8NVXXxmlLEIIqVBSUI6bxxKREp1fad+NIwkYMTcQQjE1QxFCHlEnOQcOHADHcQaPqKoKJTmEEGPilQx3r2Qg8u+qF9OU5pYj+t80BA6hfoSEkEfUSc7cuXPrLYgHDx7gwoULCA8PR0REBOLj48EYw6pVqzBy5EijXOOHH37AunXrAAAfffQRZs2aZZRyCSGmk5MkxfXD8chPL9V77P2QTLTr706zFRNC1BpEkrNz505s3brVZOXfvn0bv//+u1GeVBFCTE9WqsDt08l4cC0LMOBX1qujI4JH+1CCQwjR0CA6HkskEsyaNQuBgYEIDAzEokWLEBISYpSyZTIZFixYgBYtWqBz5860SjohDRhjDIm3c3HrRCLKixV6j7d2NEfXsT7wkDiYPjhCSKPTIJKciRMnmqzsVatW4f79+/jll1/w119/mew6hJDaKcouw/UjCch8UKj3WIGQQ0A/d7Qf6EFPbwghVdKZ5KSmptao0JYtW9boPGMLCwvDpk2bMHbsWAwePJiSHEIaIKWcR/SFNNz5Nw28Un/blIufLbqO84W9Ky2mSQjRTWeSM2TIkGoXyHEcoqKiahyQsZSXl+Pjjz+Gvb09Fi1aVN/hEEK0yLhfgOtHEiDNKdd7rJmVCEEjveEb1AIcR4tpEkL0M8oCnbU9xxRWrlyJuLg4rFy5Ek5ONMspIQ1JmVSOWycSkXg716DjW3VzRufh3jC3ahAt7ISQRkLnJ8adO3d0niyVShEeHo7ffvsNUVFRWLlyJfr27WvUAGvixo0b2LJlC4YOHYrRo0fXdziEkCeEn042KMGxc7VEt/G+cPG1rYOoCCFNTa3+LLKxsUGfPn3Qp08fvPfee3jrrbewZ88etG3b1ljxVVtZWRkWLlwIGxsbfPbZZ0YpUyjk4OBg/JXWhUKBScptbqgea6+u67Df822QHJUHeZlSezxiAbqN8kWnp70a1WKaVdVjQYG5zvPo/n2Efp+Ng+pRxWjPfufPn48TJ05gzZo1+PHHH41VbLX98MMPiI+Px1dffQVXV1ejlKlUMuTnlxilrMc5OFiZpNzmhuqx9uqjDgOHeuLm0cRK2z0k9ug61hfWjuYokpbVaUy1VVU9SqW6+xzR/fsI/T4bR3OrRxcX7U97jZbkeHl5wc7ODqGhocYqskbOnDkDgUCAgwcP4uDBgxr7Hjx4AEA1+eA///wDHx8fLFu2rB6iJIT493BF/M1s5KWoPogt7cQIHu0Dzw6O1LGYEGIURktySktLIZVKIRLVf8dAnud1TiaYlJSEpKQkFBbqn4+DNG0pKUk693t6etdRJM2PQMCh+3g/nP0tGm16uaLjYE+IzWnOG0KI8RgtI9m+fTt4noeXl5exiqyRv//+u8p9CxYswIEDB2jtKkJMhFfyiL2cAfc29nBw198fwLGlNcbM7wxLW7M6iI4Q0tzoTHL0NT2Vl5cjPT0dZ8+exfnz58FxHJ599lljxlelFStW4PTp0xg2bBjmz59fJ9ckhFQtO7EI1w8noCCjFKnR+Xh6VjtwAv3NTpTgEEJMRWeSM3XqVIPaxivmxhk+fDhmzpxZ7SAiIyOxdOlS9c/37t0DoJrrZuPGjerte/bsUf87KysLcXFxyMrKqvb1CCHGU16iQHjFYpoPZSdKEXczG627udRjZISQ5k5nkqNveQaRSARbW1tIJBKMGjUKAwYMqFEQUqkUYWFhlbbHx8fXqDxCiOkxxpAQloOwk0laF9O8fSoJLds5wMJaXA/REUIIwLGGMkVxAyaXK2kIeQNWm3qkjscq1a3DwqxSXD+SgKy4Ip3H+QW3QM/nW9c2vEajqnqk+8xw9LloHM2tHk0+hJwQ0vQp5Dyiz6ci5mK6QYtplhTIoFTwjWpCP0JI00FJDiHEIOn3CnDjSAKkufoX0zS3Vi2m6dOFFtMkhNQfSnIIITqVFslw63gSkiIMW0yzdXcXdBrmRYtpEkLqnfpTqH379kYpkOM4REVFGaUsQkj94XmG+6GZiDidAnm59jWmHmfvplpM09mHFtMkhDQM6iTHWP2PqR8zIY1fXmoxrh9OQG5Ksd5jhWIBOg5uCUkfNwiE1PeGENJwqJOcs2fPaj3g1q1bWLJkCcRiMSZNmoQePXrAzc0NAJCZmYnQ0FDs2rULMpkMS5YsQZcuXeomckKI0cnLlIj4OwX3rmTAkL9XWgY4IHisD6wddK+yTQgh9UGd5Hh6elbaef/+ffzvf/+Dv78/fv/9d9jb22vsb9WqFXr16oWpU6fitddew+LFi/Hnn3+aPmpCiNElR+Xh5tEElBbJ9R5rZW+G4DE+8GzvWAeREUJIzeh8trxmzRqUlpZi2bJllRKcx9nb2+PLL79ESUkJ1qxZY/QgCSGml5ss1ZvgcAJA0s8NI94OpASHENLg6Rz+EBISAhsbG0gkEr0FBQQEwNbWFlevXjVacISQutNhUEskheeiOF+mdb+TlzW6j/eDg4f+hTcJIaQh0JnkFBYWAgCUSiWEQqHOghQKBcrLyyGTaf+AJIQ0bCIzIYLH+uLi9rsa28UWQnQa5gX/7i4GLbhJCCENhc7mKk9PT8jlchw5ckRvQUePHoVMJtO73hUhpOFqGeAAzw6PmqF8Ojth1LxOaNPTlRIcQkijozPJGTt2LBhjWLp0KQ4ePFjlcYcPH8bSpUvBcRzGjx9v7BgJIbVUnakdgkf7wLGlFQZOD0Dvif6wsKEFNgkhjZPOBTplMhmmTJmC27dvg+M4uLq6onv37nB1dQWgGkJ+/fp1ZGRkgDGGoKAgbN26FWZmZnX2AuoCLdDZsNECnboVZqoW02w/wAPubbUPIHiyDhljtBxDDdACnbVHn4vG0dzqsUYLdJqZmWHz5s346quvsH//fmRkZODYsWPqD7+K/EggEOCFF17AwoULm1yCQ0hjpZApEX0+DTH/qRbTLCmQYcTbgRCJ9U/YRwkOIaQp0Lu4jJWVFb788kvMmTMHf/31F6KiopCbq1rDxsnJCR06dMDw4cOpLw4hDUjaXdVimsV5jxbTLM4rR/T5VHQa6lWPkRFCSN0xeAW9li1bYvr06SYMhRBSW6WFMtw8nojkyDyt+2MupsO3cwvYuVrWcWSEEFL3aKEZQpoAnme4eyUDJ1aHV5ngAACvZLh+JIHWmCOENAsGP8kBgNu3byMyMlKjuapjx47o3LmzSYIjhOiXm1KM64fjkZeqv5OhyEyAlu0dwBhA3W4IIU2dQUnOkSNHsGrVKqSkpGjd7+XlhXfffRdjxowxanCEkKrJyhSIOJOCeyGZgAEPZjzbOyB4jA+s7GkxTUJI86A3yVm5ciV+++039eNtNzc3uLu7AwDS09ORkZGBpKQkfPDBB4iNjcV7771n2ogJaeYYY0iOyMPNE4koM3Axza5jfdGynYPpgyOEkAZEZ5Jz5coVrFu3DgAwZswYzJ07F61atdI4Jj4+Hj/99BOOHTuG3377DX379kWvXr1MFzEhzZg0tww3jiYi/W6B3mM5AQdJXzd0fLolRGa6l2UhhJCmSGeSs337dnAchylTpmDRokVaj/Hz88OKFSvg6OiI7du3Y9u2bZTkEGJkSgWPmP/SEf1PKpQK/W1TLXxs0G2cLxzcaTFNQkjzpTPJuXXrFjiOw9y5c/UWNHfuXPzxxx+4efOm0YIjhACZcYW4cSQBhVlleo81sxSi83BvtOrqTGtNEUKaPZ1JTn5+PmxtbWFvr30q+Mc5ODjA1tZWvXI5IaT2bh5PxN3LGQYd6xfcAp1HeMPCmtaaIoQQQE+S4+DggNzcXOTn58PBwUFnQfn5+SgqKoKTk5Mx4yOkWbN1tjDomG7jfeHayq4OIiKEkMZD52SAQUFBYIxhzZo1egv6+eefwfM8goKCjBUbIc2ef3cXOHlZa90nEHEIHOKJ4W91pASHEEK00JnkTJkyBYwxbN++HR988AHu379f6Zjw8HDMnTsXO3bsAMdxmDp1qsmCJaS54QQcuo33qzRxn1sbO4yYG4gOg1pCKKKJywkhRBudzVW9e/fGG2+8gXXr1uHYsWM4duwYnJyc4ObmhvLycqSlpaG0tBSAau6O//u//6ORVYQYmaOHFdr2cUPspQxY2IgRNNob3oFOtFI4IYTooXcywPfeew8SiQSrVq1CYmIicnJykJOTo3GMr68v5s2bh9GjR5ssUEKamtIiGSysxQaNguo42BMCkQDt+rvDzKJaq7EQQkizZdCn5ZgxYzBmzBhER0drXbuqffv2Jg2SkKaEVzLcu5qBiLMp6DLSG/49XPWeIzYXovMwrzqIjhBCmo5q/UnYvn17SmgIqUJY2HWd+7t06YacZCmuH05AfppqMc3bfyXDs70jLGxo2DchhBgb9VgkpA4oZQzXjyTg7G/R6gQHAORlSoSdTKrHyAghpOmixn1CTIgxhqJkIDOMQVmWqfWYhLAc+HV1hltrGgZOCCHGpJHkTJs2rdYFchyHLVu21LocQho7mZQh4wZDifbcRsPNY4kYMbcjjZgihBAj0khyQkJCwHEcGNO/AGBVavIh/eDBA1y4cAHh4eGIiIhAfHw8GGNYtWoVRo4cWa2y5HI5rl27hvPnzyMkJATx8fGQyWRwdHREcHAwJk+eTMPc61FKiu6mGU9P7zqKxHR4JUNuDJB7h4Hx+o939rVBt3F+lOAQQoiRaW2u8vT0xLBhw2BhoX9KeWPYuXMntm7dapSyQkNDMWPGDACAi4sLevToAUtLS9y/fx+nTp3CqVOnMGfOHMybN88o1yPkccWZqqc3cqn+Y82sROgywgt+QbSYJiGEmIJGkuPo6Ii8vDykpKRgz549GD58OJ555hn06dPHpEFIJBLMmjULgYGBCAwMxKJFixASElKjsjiOw4gRIzBt2jR0795dY9/x48fxwQcfYO3atejVqxd69+5tjPAJQZlUjrQQHoWJhh3v19UZXYZ7wZwW0ySEEJPRSHIuXLiAf//9FwcPHsQ///yDgwcP4tChQ3B3d8e4cePwzDPPwN/f3+hBTJw40Whl9enTp8qkbPTo0fjvv//w559/4vDhw5TkkFpjPMODG9kI/ysJslL9x9u5WKDbeD+4+NmaPjhCCGnmNJIckUiEwYMHY/DgwSgsLMSxY8dw6NAh3Lp1C7/99hvWr1+Pjh074tlnn8Xo0aMb5YrjHTp0AABkZGTUcySksctPL8H1w/HISSrWeywnAAIHe0LSz53WmiKEkDpS5RByOzs7TJo0CZMmTUJiYiIOHDiAw4cPIyIiApGRkVi+fDmeeuopPPvssxg8eDDMzMzqMu4ai4+PB6Dqr0NITShkSkT+nYrYy+kGdSy2dgdcgzi079fS9MERQghRM+hPSh8fH8ybNw9nz57Ftm3b8Pzzz8PS0hL//PMP3nvvPaxatcrUcRpFVlYWDhw4AAAYPnx4PUdDGqsL2+8i5j/9CY7IAmjZm4NnPw5mNtSxmBBC6lq1JwPs0aMHfHx84O7ujnXr1kGpVNZqyHldUSgU+PDDD1FUVIQ+ffpg8ODBBp8rFHJwcLAyekxCocAk5dYFnudx51I6kqNzIStTwsxCCK/2TmjX1x0CQdW5c0GBuc5ya1IftanHggJzMMaQn1qOgnQZlDIeQjMB7N3N4NDSXGu53Ub44uSvEVUXygHOAUJ4dBFCaPYouWnI73Vjvhcbkqrq0RT3fVNF96JxUD2qGJzklJaW4tSpUzh48CBCQkLAGANjDG3btm0U88589tlnuHz5Mjw8PPDdd99V61ylkiE/v0T/gdXk4GBlknJNSSFTIvRgHJIj8yo9yYi/nYP/9t6FV0dH9Hi2FURmwkrnS6XlOsuvSX3UtB55JY+7V3ORcqsE8lIejFfNa8MJAE7AQWwpQPYgDq27OUMgfJS42XlawqujI5Ij8yqVaeEIuHXlYOHIIFMqgMc6Izfk97ox3osNUVX1aIr7vqmie9E4mls9urhoH8yhM8lhjOHSpUs4ePAgzpw5g7KyMjDG4OzsjLFjx+KZZ55pFAt2fvnll/jzzz/h4uKCzZs3U3+cGiotkuHEqnAoyqtup2E8kBSeh7TYAoya1wmWtg2zr5a8XIkL22KRm1IMXqH5JJLxqlFT5UWqdaUSb+eg/1QJxOaPkrbg0T5Iv1egrguRuQBO7Rkc/Gs2ISYhhBDj05rk3L17FwcPHsTRo0eRmZkJxhjMzc0xatQoPPPMM+jfv7/OJomGZPny5di2bRucnJywefNm+Pn51XdIjZJCptSb4GgcX87jxKpwjP8oSOsTnfrEK3lVgpNcDF6pu6lVKeeRm1yMC9tiMWhGgPqJjqWdGToN9cLNY4nwDnRC0ChvxMaF10X4pBFqCjN5E9IYaSQ5mzdvxqFDh3Dnzh0wxsBxHLp164ZnnnkGo0aNgo2NTX3FWSPffvstNm3aBAcHB2zatAlt2rSp75AardCDcQYnOBUU5Tyu/Hkf3ce3AscB4DgoynlwAgDgVM1CHACubp9+PLiejbzUEr0JTgVeyZCXWoK4G9nw7+Gq3u7f0xX2bpZwbUULaxJCSEOkkeQsX74cHMfBw8MD48ePxzPPPANPT0/1fplMZlChDWE4+ffff48NGzbA3t4emzZtQrt27eo7pEaL53mt/U8MkRpdgMPRtww7mAMEggxwnKpPzLgPgyC20P0UKDUmH6f+ilAl5QJOfS7HcarkqWIbxz1MroCcRCmUiup1llfKedy5kIbW3V3UCZlAwFGCQwghDZjW5qq0tDSsW7cO69atq3aBHMchKiqq1oHps2LFCpw+fRrDhg3D/PnzNfatXLkS69evh52dHTZu3KieAJDUTNz1LIPmg6k1hseerjDAgIc78jIlCjINmGrYCMqkCuQkSeHsQ7MVE0JIY1ApyamP4eCRkZFYunSp+ud79+4BUCUrGzduVG/fs2eP+t9ZWVmIi4tDVlaWRllnz57Fr7/+CkA1v8/27du1XrN169aYPXu20V5DU5YWW1gv1zVk0UrG1939yniG3JRiSnIIIaSR0EhyjLUSeHVJpVKEhYVV2l4xO3F1FBQUqP8dERGBiAjt85n07NmTkhwDycuV9XJdQ7rp1GVSzitZtfslEUIIqT8aSU7Pnj3rJYhevXohJiamWucsX74cy5cvr7T9+eefx/PPP2+s0AigMXS6LhnSGbkuHzwKhBxE5o1jVCEhhBADl3UgzZuHpHada4VmAphZCiG2EEIo5iAQcRAIVZPu6ep3wxlwd9ZlcxUn4ODkaV1n1yOEEFI71V7WgTQ/fsHOuH44sUbncgLguUXB6nmVUlKStB7HmGq24ZYtvVQzDzPDnuR4BzqhdScXFBaUqibxY6pzK8pgjAHqnxl4niF0fxzKpIpqvxYLGzFaeDeuaRQIIaQ5oySH6HX3SmaNz/UOdDJo4kiO48AJAaGoeg8XzSxFcHCwAmdh+Dw7HZ72RNjJJCjlhvevEYoFaNffnWYzJoSQRoSaq4hO2QlFCD+dXKNzReYCdH/Gz7gBGUHrbs5wbGkFgdCwhEUg4uDY0gqtujqbODJCCCHGRE9ySJXKiuW4vOd+jebIEZkLMGpepwa3pAMACIQC9J8qebh2lRS8jpYroVgAx5ZW6D9VorFIZ5V4HlaXLsIiKgpcWRmYhQXKOnRASd+njPcCCCGEGISSHKIV4xlC/nyA0kJ5tc7jBKomqu7P+DXIBKeC2FyIQTMCcONsbJWrkJtZCdBxkBdadXXWm+DwZWVw2LQBVjdvALxmVmhxOwwOe3ajYPBQ2H68GAILC1O+NEIIIQ9RkkO0ir6QhvR72icBNLMUYsib7ZF5vxDpdwshL1dCbC6Ee1t7tOrm3GgWbxUIBfDoaA33DlYoypBDmimHUs4gFHOwcRXD1k0MLy9XveXwOdnIfWUirEqKqx4sxvOQn/kLuZf+g9MfeyFoQU1fhBBiapTkkEoy4woReTalyv09J7SGrZMlbJ0s4d/DrQ4jMw2O42DnbgY79+qvucaXlSH3lYmArgTncSXFyH1lIpwOnaAnOoQQYmKN409uUmfKpHJc2fugykn22vV3R8sAhzqNqSEr+uZLoKS4eieVFEP67TLTBEQIIUStVk9yzp8/j9DQUMhkMjz11FMYMGCAseIi9YDnGa7sfYCyIu39cJx9bRA4xKuOo2qYmEIBRVoq5H+fqdH5sr/PgF+8tNE07RFCSGOkM8k5fvw4vvrqKwwaNAhffvmlxr5PP/0Ue/fuVf+8bds2vPTSS1iyZIlJAiWmF/1PKjIfaO+HY24lQu8X/Q0edt0kKORQJCaAT06CMiUZyor/pySDT0sFlLVY00upRN6zoyDu2AlCH18IfVtB6OsLoY8fBLa0ACghhBiDziTn7NmzyMnJwcCBAzW2h4aGqlcEDwoKgrm5OUJCQrB79248/fTTlY4nDV/G/UJE/pOqfScH9HqhNazsqt9npcGTycBlZoBLTweXkab6/8N/Iysb+TUZP28glpcH2cV/K23nnFpA5OsHYcV/D5MggasrTUZICCHVoDPJiYyMBAB0795dY/u+ffsAAC+++CI+//xzAMCvv/6KH3/8EXv37qUkp5EpLZLhyt77QBX9cNoP8IB7W3vjXZAxcLExENy/B5SWApaW4P3bgEkCjHeNxy9XVvbwCUwSlMnJ4FOSoUxOhDI5GWZZmeDqcpVPA7DcHMhzcyC/eV1zh6UlRD6+sH7vI4g7BtZPcIQQ0ojoTHLy8vJgbm4OR0dHje0XL14Ex3F49dVX1dsmT56MH3/8Ebdv3zZNpMQkeCXDlT0PUF6sfUY8l1a26Pi0p1GuxRQKCE6fgvDIQXAFBarmHoUCEIkgFArB7O1ROnUGLMY+A05Uve5ifEkx+ORHiczjCQ2fnVXleY3quUhpKRQxd8AZMCqLyWRg5eXU9EUIadZ0fpMUFxfD4okP1OTkZGRnZ8PNzQ3+/v7q7ba2trCzs0Nubq5pIiUmEXkuBVnxRVr3WdiI0Htia6P0w2ElJSj4cB5EMXfAlZdr7lQoAIUCXGYmitesQvnpU7D/7kdwVlYah/FFRVCmJD2RzCQjLzUZypycWsfYKAgEEHp56z1MfvsWCt+bC87JCSLfVg+bvB41gQlcXMFRp2dCSBOnM8mxt7dHbm4u8vPz4eDgAAC4dOkSAKBbt26VjpfL5bC2tjZ+lMQk0u8WIPrfNO07OaDXC/6wtK19PxymUKDgw3lQREeDk8t0H1xWBkVUBPJeexXmQ4aCT019mNAkgRUU1DoWo7K1BYq0J4imIvBoCc7cXO9xyvg4AADLzYU8N1dr05fQ2xciX1XyI2ofAIWzB4Re3uDMmmDfK0JIs6QzyenQoQMuXryIzZs3491330VZWRl27NgBjuPQp08fjWOzsrJQWloKT0/jNG0Q0yopkOHqnw+q7IfTcVBLuPnbGeVaZUcPQREbA+hLcCooFOCTElC6eYNRrl8bnKMThJ5eEHp5QejlDaGnNwReXhB6ekFga4eCpYshP/NXtcsVDxwMq5degTIxHsqEeCgS4qFMTACfmlJpWYjHCX18DSpfmZig+4DSUihj70AZewcAUFKxXSCAoKUnhD6+jzo/+/hB6OcHga1x7gdCCKkrOpOcl156CRcuXMC6detw+vRpFBUVITMzE/b29hg1apTGsVevXgUABASYpvMoMR5eyePKnvsoL9HeD8fN3w7tB7U0yrUYYyj9YxtQVmaU8kyBOTqBubuDubmDuXs8+rebOzzb6r6fbT9ejNxL/1VvQkBra9guXgKBhQXEnTprxiKTqYaqJ6iSH2ViPBTx8VAmJQBlZRD5+hl0CWVCvOHxPI7nwScngU9OgvzSRY1dnKMTzIeNgM3b79WsbEIIqWM6k5yhQ4fijTfewPr163H//n0Aqiasb7/9FjY2NhrHHjhwAAAqPeEhj6SkJGn8XFBgDqn0Uf8UT0/9fS2MIfxMCrITpVr3WdiK0euF1hAIjNMlVxERDj4vzyhl1YbA1Q1CLy8IPL0fPplR/T+DA1CL5RUEFhZw+mMvcl+ZCGbI0g7W1nDasbfKJR04MzOIWvtD1NpfYzvjefBZmYCB/WhqnOTowPJyVf2nDLl+ehoEjk4GNa0RQoip6B3C8t577+HFF1/E7du3YWNjgy5dusDOTvOxtVwux8CBAzFgwAAMHjzYZMGS2kuNyUfMxXSt+zgO6D2xNSxsxEa7niI6ElAa9sVYKwIBBG5uED5MYgRe3upERtiyJTjzKhKZJxLPGl26hTOcDp1A0sL5sLpxXXtzk0AA8yHDYPPRohqtWcUJBBC6uRt0LCsvBywtVQmRjqavmjC0uaxg3hzw6WkQeLR82PT1cLLDh/8X2BlxSgJCCKmCQeN0PT09dfa1EYvFmDZtmtGCIqZRnF+OkH0PqtzfcYgnXFsZt9+FIu4BINe+TES1CYWqL01PL42nMQ7t26LY2rFeO8wKLCyQP30m8qdNh9WlizCPioagvBS8uSXKO3RASd9+6BLco05i4czN4bRzn2bTl7rvTwKUifE1bj4UGtBcxsrLVTNCM6Yawp+SDPnl/zRjdHBUdXh+fNJDXz8IXN1o1BchxGhoFfJmQqlQ9cORlWpfisC9rT3a9/cw2vVYeTlKNqxD+dFDNS9EIIBZ/4GwGPes6umMu4fW+XPMHKxQkl+ipYB6IBCg5KkBKHmq/tdx09f0pXzY2VkZHwcuNQll9x+A5eoeim9IkqNMSkSVK7xWxJCfB0V+HhRhNzV3mJs/6vT8sMOz0MdPNeqLmr4IIdVESU4zEX46GTlJ2jvHWtqJ0WtCK3BG6ocjvxMF6bKl6mHMNWZmDsuXJlfqnEtqp6LpS+jmDvTsDQBwcLBCfn4J+KJCVeKTkABlQhyUiQlQxMeBT0sFZ24BgbOL3vKVifE1D668HMq7sVDejdXcLhBA4NESDj//BoGzc83LJ4Q0KxpJTvv27bUexHEcoqKi6iQgYnwpUXmIvZShdR8nAPq86A9z69r3w2FyOUq2bETp9s21W7zyIYGTE0SBnWpdDjGcwNYOgo6dIO6oWe9MJgOfnWXQ2lmm6PQMngefmQHu4XxdOg/NywUrK4PAzZ2avghp5jSSHFbFI+aqtpOGT5pXjpADVT9R6TTMC86+tZ/6X3H/HoqWLan8F3hNWVjA8pWptCBlA8GZmUHY0sA5sDgBOKcWepu+qkvo5W3Qch9lJ46h5Jef1E1fQp+Kvj+qfwu9fajpi5BmQuMT486dO/UVBzEBpYLH5d33IC/T/lTFI8AeAX0NG7FTFaZQoHTndpRs/M3g4cV6ic0gCmgHizHjjVMeqVNW02fBavos1TIciQkaHZ+VCfFQpqbU6EmfIf2BgMeayx5r+tKYhpLjHo768oPIz09jyQuBvUO14yKENFzUJ6cJCzuZhLwU7R1yrezN0PP51rXqh6NIiId02VLVMHE9xP2eAsvLh/zeXXCy8qoPtLCAKKAd7L/9sdqLdJKGRWBrC0HHwEorpjO5XDXqK/Fhv5+HI76UCQlgpVV3IDc4ydHXXMYY+NQU8KkpkF95YtSXvYN6qLvo8eTH3YOavghphOhbpIlKisjFvauZWvcJhBz6vOQPc6uavf2M51G2dxeKf/sF0JWwAOBsbGH93ocwHzYCUCqRvmMLhIcPgivIB5S8ag4doQgQCsDsHWA7bQYsxoynBKcJ48RiiFq1hqhVawBPq7czxh6N+qoY+fUwCeJzsg0bvs4YlAl6lrTQdX5BPhS386G4HQaNO9vMHFavvQGrSVNqXDYhpO7RN0kTVJRThtCDVffD6TzcCy28barcr4syNQVFX31eeeivFuLefWHz0ScQuriqNohE4IcOBz9kGLjYGAju31PN12JhAb5NW7C2Elh6+dQoLtL4cRwHoasbhK5uQI9eGvv4oiKDEl+WnwdWVGj84GTlENga1ndNHhmuWuPMgE7ShBDT0vmpsXDhwmoVZmZmBjs7O/j7+6NPnz5wc3OrVXCk+pRyHpd33YeiXPtMt57tHdC2T/XfF8YYyg7tR/Ha1UBpqc5jOStrWL/9LszHjNfecZjjwALaQRnQrtpxkObJ0ASDLyqCqF17vU1fNSH08dN/fakUBW/OAgBw9vbqBU4fn/RQ4OYOTig0amyEEO10JjkV61E9/kX15EirJ/dV/CwQCDBq1CgsXrwYDvQXTZ25eSIR+enaP9ytHc3R47lW1R6xpMzIgPSbLyEPvar3WHHXbrBZ+CmE7sabWJAQQ4l8fOGwfsujpq+Kjs+PNYHx2Vk1Klvoq39JC1ncoyeorKAAitthWpu+hN7e6iUuRBWTHnr7VL38CCGkRnQmOXPnzoVMJsOuXbtQWFgIb29vdOvWDa6uquaHrKwsXLt2DUlJSbC3t8fLL7+M0tJSREZG4vr16zh27BgePHiAXbt2wawep9xvLhJv5+BBqPYP8Ip+OGaWhrdQMsZQfuIYilevACvWs8q2uTms/+9tWDz3AnXQJPVOo+mre0+NfbxUqkp+EuOhjH848isxAcrkpCpHfXEOjgaNvJLFVb1syqODyqG8fw/K+/eeDBoCd4+HT3801/uipi9CakbnN97s2bMxbdo0KJVKrFy5EqNGjdJ63KlTp/DJJ5/g+vXr2LRpE8RiMW7evIk333wT0dHR2LVrF61tZWKFWaW4dii+yv1dRnnDydPa4PL4nGxIv/sasv8u6D1WFNgZtp98CqE39achDZ/AxgaCDh0h7tBRYzuTy6FMTXlixJdq1JchT3EAQPbAgCSnKoyBT0sFn5YK+ZVLmjF7eMBx90GaN4qQatKZ5Kxbtw5hYWH4/vvvq0xwAGDEiBFQKBSYP38+fv/9d/zf//0fgoODsXDhQixYsAAnT56kJMeEFDIlLu++D4VMez8cr46OaNPT1eDyys+ehvSHb8AK9XTgNDOD1WtvwvLFSdTHgDR6nFgM0cNFQx/HGAMr0fMk8yF5XC2XMqmCwN7BoARHEXcfUChVTV81WO2eEGNKSUnSud/T09vkMehMco4fPw6xWIyRI0fqLWjkyJFYuHAhjh49iv/7v/8DAAwfPhyffPIJ7t+/r/PcBw8e4MKFCwgPD0dERATi4+PBGMOqVasMunZVjhw5gp07dyImJgY8z6NVq1aYMGECJk2aBEETalK5eTwRBRnaOwPbOJmjx7OG9cPh8/Mh/eEbyM6d1XusqF172Hzy2cNhwIQ0XRzHgbM2bDSiyEPV3KSr6asmDJ0jqHTrJpSf+eth05e7aobnitXefVRNX5yDYQkTIU2BziQnNTUV5ubmEBrwV7pQKIS5uTlSUlLU26ysrGBra4uSEt2jHHbu3ImtW7caGLJhli5dij/++APm5ubo06cPRCIRLl++jM8//xyXL1/G6tWrm0SiE38zG3HXs7XuE4g49Hm5DcQW+t+/8gvnIf3ua7C8XN0HCoWwmv4aLKe8SnPZEPIElwULIc4vAVMoVE1f8XGakx4mxBv8VOhxhozsAgBFxRxBjIFPSwOflgb51csax3B2durkR+jrp5r00K+VasJDeiJLmhid31LW1tbIy8vD/fv34e/vr7Oge/fuoaioCI6OjuptPM9DKpVqbNNGIpFg1qxZCAwMRGBgIBYtWoSQkJBqvAxNp06dwh9//AEXFxds374dfn5+AIDs7GxMmzYNp0+fxrZt2/Dqq6/W+BoNQUFmKa4fqXris+DRPnD0sNJZBl9UhOLVK1B+8rje6wlbt4Htos8gkgRUO1ZCmhNOJILIxxciH82+PIwx8DnZmiO+KkZ9ZWmfvBMw7EkO43kok/RPhMgKC6GIuA1FxG3NHWZmEHr5qNf4Ui158XDUl6Wl3nIJaYh0Jjk9e/bEyZMnsWjRIvz++++wsdH+yFYqlWLx4sXgOA69ej2axCslJQVKpRLu7rrXR5o4cWINQq/aunXrAAAffPCBOsEBAGdnZyxZsgRTp07F+vXrMXXq1Eb7NEchU+LyrntQyrX3w/Hp7ITW3V10liG7ehnSb5bp/HAFAAgEsJw8DVbTXwNHo+QIqTGO4yB0doHQ2QXo1kNjH19SrH7a82i9rwQokxMNSnL4zAzV5Jo1JZNB+eAelA/uVdpl+8VymA8aXPOyCaknOpOct99+G+fOnUNYWBhGjhyJl156CV27doWLi+rLMysrC9evX8eePXuQnZ0Nc3NzzJ07V33+8eOqpwM9evTQWr4ppKenIzIyssq+RD179oSbmxsyMjJw69YtdO3atc5iy87WTCaKi8UoLZWrfza0ExZjDNcPJ6AwS/sHmq2zBbqN96uy3Z0vKUbJmtUoO3xA77WEPr6w+eSzSusPEUKMS2BlDUH7DhC376CxnSkUgAF/jOlds6sWhB76573ii6VQ3LqpmvDQoyU1fZEGQWeS4+/vj19++QXvv/8+srOzsXbtWq3HMcZgb2+PFStWoE2bNurtjo6OePPNNzF27FjjRq1DVFQUAKBt27awqGJ0QadOnZCRkYHo6Og6TXKMJe5GNhLCcrTuE4oF6POSP8Tm2j9gZDevQ/r15+DT0nRfhONgMfFlWM/+P5qgjJB6ZHDfNzMziLv3hDIxHnymnqez1ST01j+EXhkbi8IF81U/iMUQevuoOzsLfR/O+0NNX6SO6f3t6du3L06cOIFt27bh9OnTuH//Pnhe1UQiEAjg7++PYcOGYcqUKXByctI498UXXzRN1DokJycDAFq2bFnlMR4P/yqpOLYxyU8vwc2jVbe7dx3rAwf3yv1wWFkZin9bi7K9u/ReQ+DREraffApxUONLAAlprsyCu8EsuBuAh01fiQmakx3Gx0OZnFjtUV8CVzdwVrr79gGAIjH+0Q9yOZQP7kP5oPLIWoGbu7rTs6rjsx+Evr7gHJ1o1BcxOoP+RHB0dMQ777yDd955BzKZDIUP50+xs7NrcDMZV4zkstTx14K1tWpSvGJ9s/g+JBRycHDQ/0uuj6WlWONnjhNobNN3DVmZAqf2RkCpYFr3S3q6IXhw5b+4Sm/dQubiRZAbsDqz3Usvwfn9+RAY8KFWEwUF5jr316SehUJBjd8fY8bz5Ptbm7LqWm3qkDzSYOrRwQpo6QL07q6xmcnlkCcnQxYXB3lcHGQPHkAWHwf5gwfgpVKtRZm38TfoNcnTU/QeAwB8Rjr4jHTIQ65obBfY2cGsVSvI/f0h8vODWavWELduDXHLljSSswYawr1ois/76qr2nWNmZgZnZ2dTxNJgKZUM+fm1X+zv8f43gOpL8fFtuq7BGMPVvQ9QkKl9Phw7FwsEjvDUKIPJZCjZ+BtKd24HeO0dlCsIXF1hs+B/MOvRC4UyADLjLm5YQSot17m/JvXs4GBV4/fHmPE8+f7Wpqy6Vps6JI80inp0dAMc3cB17Q1zAOZ4OOFhTg4UCXGa630lxoN5+hj0mkpi79YqLL6wEGVhYSgLC9PYLg7uBvvVv9Sq7OaoIdyLpvi8r4qLi/ZFfJtcemz18AlEqY6Vsiue4FQ80WkMHlzLQmK49jlshGIB+r7cBiKzR/1wFDF3UPTVUq2Pi59kPnocrN9+D4IqRs8RQpo2juPAOTvDzNm50qgvpucPpArKRP1PimtC4GXYgAzZ1cuAmRlEvn7U9EXUDEpyeJ7HjRs3cPfuXRQWFkIu1/0X6+MjrOqap6cnANVEhlVJT0/XOLahy0stxs3jiVXu7z7eF3auquY5plCgdNsmlGzZqLftnXNqAduPPoFZv/5Gjbe56tKlW32HQIjRGbLgLuN5iLt1V01+mBAPVkXTV008OddQVYp/WqkeYcbZ2KoXN1V1flbN+izwoKav5kbvu3369Gl88cUXyMrSvrr14xhj4DiuXpOcDh1Uwy/v3r2LsrIyrSOswsPDAQDt27ev09hqQlamwOXd98FX0Q+nVTdn+Aapmg8VD+6jaNlSKGPv6C3XbMhw2Lz3gUErKxNCiC6cQADbBf8D8LDpKzcHisebvR7+x2dmVLtsoV8rvccwhUK1lEbFz9IiKCIjoIiM0DxQLIbQy/vhjM+qJEjk6wuht69BnatJ46Mzybl06RLmzZsHnuchFovRuXNnuLm5wdxcd2ei+uTh4YGOHTsiMjISJ0+exLPPPquxPyQkBOnp6XBxcUFwcHD9BGkgxhiuHYyHNFd7u6a9myWCx/iCKZUo3bUdJRt+A/Q8ZePs7WEz/2OYPz3UFCETQpo5juPAtXCGWQtnIFjz6SYrKYEyKRGKiskOK0Z/JSUCCoXW8oQGPMlRpiQbNmpMLocy7gGUcZVXixe4uj0a9fXY0x/OqQU1fTViOpOcX3/9FTzPo0ePHlixYgVcXQ1fydrUVqxYgdOnT2PYsGGYP3++xr7Zs2dj3rx5+P777xEcHAxfX9UvSU5ODpYuXQoAeP311xv8bMf3rmYiOTJP6z6RmaofDpeWhIKvP4ciIlxveWb9B8LmgwUQOLUwdqiEEKIXZ2UFUUA7iALaaWxnCgX4tFQoEhNglpECacxd1Xw/aWkQuOmeMR8wzkSIfGYG+MwMyEOvamx32LqLFiJuxHQmOZGRkeA4DsuXLzdpghMZGalOPgDVOlgAsHLlSmzcuFG9fc+ePep/Z2VlIS4uTmsz2siRIzFp0iTs3LkT48aNQ9++fdULdEqlUgwdOhRTpkwx2esxhtxkKcJOVr1MfffxPhCdO4i8dWuAct092DkbG1jP+wDmI0bRXySEkAaHE4lUkwd6+8DBwQpcNUfdmGy2Z6EQQgM6PisTEyCPjlJNeujjR01fDYjOJIcxBhsbG5N30JVKpQh7YtggAMTHx9e4zCVLlqBbt27YsWMHQkJCwPM8WrdujQkTJmDSpEkN+imOrPRhPxyl9n44ARIG+w2fovjmdb1liXv2hs3HiyB0dTN2mIQQ0iAIfXxhNmiwqu9PcpLeZnuDy23pCU6se/4rQDWyq3j1D+qfBa6uGiu9V0x6yLWgpq+6pndZh+joaJSXl5u0H06vXr0QExNTrXOWL1+O5cuX6zxm3LhxGDduXG1Cq3OMMYTsj0NxvkzbTviXhMJz217IS3X/pcNZWsF67rswH/cM/VIRQpo084FPw3zg0wAeNn2lp6n6/Ty+2Gl8PJi0qFrlGrIwKlD5SRKfmQk+MxPyayEa2zkbG1Xy4+MLYcUq775+qmSKRn2ZhM5afeWVV7Bw4UIcOnSoXpZoaI5iL2cg9U5+pe3mZXlof/cPOOVE6S1DHNwNNgv/B6FH1UtbEEJIU8SJRKoRVF7ewGPTYzDGwPJyoUxIeDTpYbzq/3xGutayDE1yFAY2lzGpFIqoCCiinhj1JRJB6On9MPHxVSU/D/8tsGo887k1RDqTnOeeew7Xr1/HV199BWtra4wZM6au4mqWcpKkuH3qifW0GIN7Rgja3t0LsbLqCQ4BAObmsH5zLiyen2jQ3BaEENJccBwHzqkFBE4tIA7WXJePlZZCmZgARWI8lAkJUD5MgoSt21RRmibl4+t21YRCobpmQpzGZosJL8Lm3Q9qV3YzpzPJWbhwIQDVUg4ffPABVqxYgcDAQJ0zBXMch6+++sq4UTYDynKGy7vvg/GP+uGIZYVoF7MTLjm39Z4v6hgI208+M2i4JSGEkEc4S0uto74MwRcVguVqn42+tgx9klS6bw8ELq4Q+rWipq8n6KyJAwcOgOM4MKb64k1NTdU5kzBASU5NMMaQFspQUvCoH45L5g0ExO6CmULPIqJiMaxmvQHLlyeDEwp1H0sq8fQ0bMp4QgjRSqGAxcSXH/b9SQCfnma0og1JclhZGYp//P7RhodNX6VtWoP38H5s7h8fCKyb39I9OpOc+py5uMliDGZxDyBOiIeZUg6BUIxszhfFWa0AjoNILkXA3T1wy9Q/ckooaQfbRZ9B1Nq/DgInhBDyJIGjE2zeeV/9MysthTIpEcrEeCgqJjtMSIAyORGQaRlQooPIgCRHmfTEkj8Pm76Kn2j6AqB62vNwokP1pId+rSBo4Wy6ASqMgYuNgeD+PaC0FLC0BO/fBkwSYJrrPYGSnDrCFApYXfgXtmf+gqCwCOCV4JRKWAiEsIEQnma2yHbsANfsWzCX6xkBIBTC6tVZsJw6vdE9lqQnJ4SQpoyztIRIEgCRJACPj0lmSiX49DQo4+MqLXnBigorl2NjA86AiVuf7MejC5+VCT4rE/LroZrXsrJ+uMyFn8aSF0Jvnxr372QKBQSnT0F45CC4ggLVjNQKhepJk1AIZm+P0qkzYDH2GZN+jzWub8hGipWUoOCDebCLjoZQoZnJc7wSAighKsuBd9oFvWUJW/vD9pPPatR2TAghpH5wQiGEnl4QenppLIrMGAPLz1d3dq4Y+s5ZWBr0dEWRUPvV31lJMRTRUVBEPzZ618wcLf76p4bllaDgw3kQxdwB9+RktQoFoFCAy8xE8ZpVKD99Cvbf/WiyCRQpyTExplAgf/48yKMiIeS1r81iEIEAlpOmwmrm6+DMzIwXICGEkHrDcRw4R0cIHB0hDuqq/4Qn1HpkVxWE3t4G9fOUhV5VjUR72ATGOTii8MN5UERHg5PraZ4rK4MiOhIFH74L+1VrTfJER2eJoaGhunZXqUePHjU6rykqPXwQsjvRtUpwhN4+sFn0GcQdOxkxMkIIIY2dWZ+nwFlZP2z6igMrrNz0VRNCX/2rvwNA+V8nUX7y2KMNYrHqaQ3TPmN/JXI5FLF3UHbsMCyfeb4GkeqmM8mZOnVqtTsjcRyHqCj9E9Y1B4wxFG3ZUqmJqjosJr4M69lzwFlYGDEyQgghTYHFyNGwGDla/TOflwdlYjzMstJQFB2jmvQwIQ58errhiQcAoa9h05FUWjesJktqlJWhdMdWWIx/zugdoHUmOS1b6p4xVyqVovBh1mhpaQlHR0fjRdYEyMNvAwX5NTqXAbB+9wNYTaCZpgkhhBhG8LDpy96hH9hjC52ysjIokxOhjI9/OOnhw/+StI/6Evn46b0WY8xozWV8Xh4UEeEQd+pslPIq6Exy/v77b70FJCYmYt26dThy5AjeeecdPPvss8aKrdErvHwTqGEzFc+JUJJTAlrLlhBCSG1xFhYQtZFA1EZSedRXRjqUCfGP1vtKjIfQX//UJCwnB6xYz1xuhlIqoLgTVbdJjiF8fHywbNkyWFpaYvHixfD29ka3bt2MEVujV5KRD0umrNG5AqZASWaBkSMihBBCHuGEQghbekLY0hNmffpV61xFNYav6y9MAVZipITpMUZb4GjOnDlQKpX47bffjFVko6cUWoDnajYLMc+JoBRSPxxCCCENk9DVDZYzXoPZ4GEQtmkL1GbWfZEInAkWIzXaeC0nJyfY2tri1q1bxiqy0WOtAgBOCNTgaQ4TCMD8JCaIihBCCKk9obcPrGfOVv8sC7uJwvnvAE/OjWNQYSKI2nUwYnQqRnuSU1RUhMLCQpTX5MU1UXb9ukFmblujc+VmdrDrS81+hBBCGgdx5yAIDJilWRuBkxNEgcafJsVoSc7q1asBAK1aGTa2vjlo4WOLdMlIKATVm7xPKTBDWsAotPCpWYJECCGE1DWO42D5ylSgulOeWFjA8pXqT1ljCJ3NVQcPHtR5cnl5OdLT0/H3338jNjYWHMfhpZdeMmZ8jRrHcXCcPBHSr67AtiABQqZ/pJWSE6HIzgctJk8w3YJphBBCiAlYjH0G5adPqpaIMGTOHLEZRAHtYDFmvEni0ZnkLFiwwKAvWsYYOI7Dq6++ipdfftlowTUFrXu649/RH8Hr2LewLUqCkK96YkClwAxFdj5IHv0hBvRwr8MoCSGEkNrjRCLYf7cKBR++C/mdaHAyHV1YLCwgCmgH+29/NNkinTpL1bc8g0gkgq2tLSQSCUaOHIk2bdoYNbimQCAUoN/Mzrgg/ARmIafhm3AaYlkROMZDwBTgOREYJ4DMzA7JfsNR1mMI+r/aAQKh0VoSCSGEkDrDWVnBftVapO/YAuHhg+AK8gElDygVgFAECAVg9g6wnTYDFmPGm3QVco6xaszz3EzJ5UrkPzZzZE3wSh7/HrqOvBgGq4w42BYmQCQvg0JsgSJ7X5S4tkLnoX5o1dWZEpxqcnCwqvX709xRHRoH1WPtUR0aR0Oox5SUJIAxcLExENy/B5SVARYW4Nu0BWsrgaeXj9Gu5eKivQ8rrUJeRwRCARz9BXBozVCW44+yPH8oIAAPHvZOgJsT4B/kWt9hEkIIIcbDcWAB7aAMaFcvl6ckp45xHAdLZ6j+sxShtLQGi5kRQgghRC+Dk5yrV6/ixIkTiIqKQm5uLgDVBIAdOnTAqFGj0KtXL5MFSQghhBBSXXqTnNzcXHz44Ye4dOkSANVIqgrJyckIDw/H7t270bdvX3z33XdwcnIyXbSEEEIIIQbSmeTIZDLMnDkTMTExYIwhKCgIvXv3hru7anhzeno6rly5glu3buHSpUuYNWsWdu/eDTOz6k1+RwghhBBibDqTnB07duDOnTuwt7fHDz/8gH79tK9QevHiRcyfPx937tzBH3/8genTp5siVkIIIYQQg+kcq3z8+HFwHIcvvviiygQHAJ566il8/vnnYIzh2LFjRg+SEEIIIaS6dCY5cXFxMDc3x7Bhw/QWNGzYMJibm+PBgwdGC44QQgghpKZ0JjkKhQIikcigpR0EAgFEIhGUSqXRgiOEEEIIqSmdSY6HhweKi4sRGRmpt6CIiAgUFxfDw8PDaMERQgghhNSUziRn4MCBYIxh0aJF6rlxtMnOzsaiRYvAcRwGDRpk7BgJIYQQQqpNY3TV0aNHMXbsWPXPr7/+Og4cOICYmBiMGjUKEydORM+ePeHm5oby8nKkpaXh6tWrOHDgAEpLS2Fvb4/XXnutzl8EIYQQQsiTNJKcDz74ACdOnMCSJUvg4uKCFi1aYP369ZgzZw6ys7OxYcMGbNiwoVIhjDG4uLhgzZo1aNGiRZ0FTwghhBBSFY0kRyAQ4O+//0ZoaCgWLFiA559/Hp07d8bx48exbds2/PXXX7h79y54nlcf37ZtW4wYMQJTpkyBnZ1drYI5cuQIdu7ciZiYGPA8j1atWmHChAmYNGkSBILqrcxdUFCADRs24Ny5c0hKSoJCoYCLiwu6d++OmTNnon379rWKlRBCCCENG8ceW6chIiICixYtQkxMDDiOQ79+/fDll1+qZzgGALlcjoKCAgCAvb09xGKxUQJZunQp/vjjD5ibm6NPnz4QiUS4fPkyiouLMWzYMKxevdrgRCc1NRWTJ09GamoqHB0d0aVLF5ibmyM6OhqJiYkQiUT44YcfMGLECIPKk8uVRlmyPizsusbPlpZijQU6u3TpVutrNEcODlZGeX+aM6pD46B6rD2qQ+NoCPWYkpKkc7+np7fRruXiYqt1u0bWEBgYiH379uGdd96BWCzGf//9hzFjxmDnzp3qY8RiMZydneHs7Gy0BOfUqVP4448/4OLigsOHD2PdunVYs2YN/vrrL/j7++P06dPYtm2bweWtWLECqampGDhwIM6dO4d169Zh9erVOHXqFObOnQuFQoFPP/0UcjmtAE4IIYQ0VZUejYhEIsyZMwcHDhxAly5dUFxcjM8//xzTpk1DUpLurKym1q1bB0DVJ8jPz0+93dnZGUuWLAEArF+/Xt1Mps/Vq1cBAP/3f/8HS0tL9XaBQIA5c+bAwsIC+fn5SEhIMM4LMJCzs6vGf25u7ho/E0IIIcR4qly7yt/fHzt37sTWrVvx448/IiQkBOPHj8fLL78Ma2trnYXOnTvX4ADS09MRGRkJsViMkSNHVtpfMZorIyMDt27dQteuXfWWqW+B0IrJDR0dHQ2OkxBCCCGNi84FOjmOw6uvvoohQ4Zg8uTJyMjIwObNm/UWWp0kJyoqCgDQtm1bWFhYaD2mU6dOyMjIQHR0tEFJzlNPPYXdu3fjl19+wapVq9RPcxhjWLt2LUpLSzF48GAaCUYIIYQ0YTqTHEDVifezzz5DZmYmANXTj6qSkZpITk4GALRs2bLKYypmUa44Vp93330X0dHROH/+PJ5++mkEBQXBzMwMd+7cQWpqKsaPH4/PPvus9sETQgghpMHSmeTs2LEDK1asQElJCcRiMd566y28/vrrEAqFRgugpETV+/vxvjNPqmgeKy4uNqhMJycnbNmyBZ9//jkOHDiAc+fOqfe1atUKPXv2hI2NjcExCoUcHBysDD6+KgUF5ho/CwQC2Ng82maMazRHQqGA6q6WqA6Ng+qx9qgOjaMh1OOT33lPqov4tCY5CQkJWLRoEa5fvw7GGDp37oyvv/4a/v7+Jg/IGO7fv485c+aguLgY3377Lfr27QsLCwtERETgu+++w+LFi3Hjxg18/fXXBpWnVDKjDMWTSss1fraxMdfYVt/D/RqrhjBUsrGjOjQOqsfaozo0joZQj/b2ugfUGDM+g4aQM8awYcMGPPPMM7h27RrMzc3x0UcfYdeuXSZLcKysVJlcaWlplcdUPMHR1+EZUK2c/s477yAhIQE//fQTnnnmGbi4uMDW1hZ9+vTBxo0b4ezsjP379+PKlSvGeRGEEEIIaXA0kpwXX3wR33//PcrKytC9e3ccOnQIM2fOrPZsw9Xh6ekJQNX3pyrp6ekax+oSFhaGe/fuwcvLC8HBwZX2Ozg4YMCAAQCAy5cv1yRkQgghhDQCGs1V4eHhsLKywvz58zF58uQ6CaBDhw4AgLt376KsrExrp+bw8HAAMGgphrS0NACAra32R1eP78vPz69uuIQQQghpJDQe0fTt2xdHjhypswQHUI2c6tixI+RyOU6ePFlpf0hICNLT0+Hi4qL1ycyTXF1VbYAPHjxAYWGh1mPCwsIAAF5eXrWInBBCCCENmUaSs3HjRoOahIxt9uzZAIDvv/9eYxbinJwcLF26FADw+uuvazSbbd++HSNHjsRHH32kUVZQUBBcXV1RVlaGRYsWQSqVqvfxPI+1a9fi1q1bEIlEBq9dRQghhJDGR+88OXVh5MiRmDRpEnbu3Ilx48ahb9++6gU6pVIphg4diilTpmick5eXh7i4OLi4uGhsNzMzw/LlyzFnzhz89ddfCAkJQadOnWBhYYHo6GgkJydDIBDgk08+gY+PT12+TEIIIYTUoQaR5ADAkiVL0K1bN+zYsQMhISHgeR6tW7fGhAkTMGnSpGp1fu7Xrx8OHTqETZs24cqVK+rynJ2dMWbMGEybNg1BQUGmezGEEEIIqXccY4zVdxANnVyuNMp4/ieXnX9ynhxjLjvfnDSE+SAaO6pD46B6rD2qQ+NobvVo0Dw5hBBCCCFNBSU5hBBCCGmSKMkhhBBCSJNESQ4hhBBCmiRKcgghhBDSJFGSQwghhJAmiZIcQgghhDRJDWYywObgyXlwmts8BoQQQkhdoic5hBBCCGmS6EmOAeRyGW7evGr0ckUiIRQKpUHHWlpao127wBpd586dCJSWFtfoXGNxd/eEh0f1V32Xy2WIiLip85jq1GNNBQQEwsrKutrnZWdnIikpzgQRGU4sFiMwsGuNzr1/PwaFhfnGDaiaWrRwhY9Pqxqda4rfW1203YutW0tgb+9Y7bIKCvLw4EGssUKrseDgXjU6LzExDjk5mdU+z5i/z3Z2DvD3D6jRuRERNyCXy40SR015e7eCs7Nrtc8rKSlGePg1k38u6hMYGAyx2Kza56WlJSM9PaVa5wwfPlTrdnqSQwghhJAmiZIcQgghhDRJlOQQQgghpEmiJIcQQgghTRIlOYQQQghpkijJIYQQQkiTREkOIYQQQpokSnIIIYQQ0iRxjDFW30E0dHK50iTLL9CyDsZB9Vh7VIfGQfVYe1SHxtHc6tHFxVbrdnqSQwghhJAmiZIcQgghhDRJlOQQQgghpEmiJIcQQgghTRIlOYQQQghpkijJIYQQQkiTREkOIYQQQpokSnIIIYQQ0iRRkkMIIYSQJolmPCaEEEJIk0RPcgghhBDSJFGSQwghhJAmiZIcQgghhDRJlOQQQgghpEmiJIcQQgghTRIlOYQQQghpkijJIYQQQkiTJKrvAJqjI0eOYOfOnYiJiQHP82jVqhUmTJiASZMmQSBoHnnngwcPcOHCBYSHhyMiIgLx8fFgjGHVqlUYOXKkznNrWn///vsvNm/ejIiICJSXl8Pb2xtjxozBrFmzYGZmZuyXaHJyuRzXrl3D+fPnERISgvj4eMhkMjg6OiI4OBiTJ09Gr169qjyf6lFl27ZtuHbtGmJjY5GbmwupVApbW1u0a9cOzz33HMaPHw+O4yqdx/M8du7ciX379iEuLg4CgQABAQF45ZVXMHbsWJ3XbA6fAT/88APWrVsHAPjoo48wa9YsrcfRffjIggULcODAgSr3t2rVCidPnqy0ne7FqtFkgHVs6dKl+OOPP2Bubo4+ffpAJBLh8uXLKC4uxrBhw7B69eomcWPps2zZMmzdurXSdn1JTk3rb/369fj+++8hFArRs2dP2NnZITQ0FLm5uQgKCsLmzZthaWlp1NdoapcuXcKMGTMAAC4uLujYsSMsLS1x//59xMbGAgDmzJmDefPmVTqX6vGRAQMGIDc3F23btoWbmxssLS2RmpqKsLAwMMYwZMgQ/Pzzzxr1oVQqMXfuXPz999+wsbFBnz59IJPJcPnyZchkMkydOhWLFy/Wer3m8Blw+/ZtvPzyy+B5HoyxKpMcug81VSQ5Xbt2ha+vb6X9Li4umD9/vsY2uhf1YKTOnDx5kkkkEtavXz8WFxen3p6VlcVGjRrFJBIJ27x5c/0FWIf27NnDvvnmG3bs2DGWkJDApkyZwiQSCTtx4kSV59S0/m7fvs0CAgJYly5d2K1bt9TbpVIpmzx5MpNIJGzZsmVGfX114dKlS+ztt99moaGhlfYdO3aMtW/fnkkkEnb58mWNfVSPmkJDQ1lxcXGl7bGxsaxv375MIpGwP//8U2Pfhg0bmEQiYaNHj2ZZWVnq7XFxcepzTp8+XanM5vAZUF5ezkaNGsWeeuopNmfOHCaRSNjvv/9e6Ti6Dyv7+OOPmUQiYfv27TP4HLoXdaMkpw4999xzTCKRsAMHDlTad/XqVfUNp1Qq6z64emZIklPT+nv77beZRCJhP/30U6XzEhMTWbt27VjHjh1ZQUFBrV9HQ/LJJ58wiUTCFi5cqLGd6tFwP//8M5NIJOz9999Xb1MoFKxPnz5MIpGwkJCQSufs37+fSSQSNmHChEr7msNnwLfffsskEgk7e/as+ktbW5JD92Fl1U1y6F7Ur5E/h2o80tPTERkZCbFYrLU5pmfPnnBzc0NWVhZu3bpV9wE2cDWtP5lMhn///RcAMH78+ErneXt7IygoCHK5HOfPnzdZ/PWhQ4cOAICMjAz1NqrH6hGJVN0WH+/jcfPmTeTk5MDd3R09evSodM7IkSMhFosRHh5ulLpvTMLCwrBp0yaMHTsWgwcPrvI4ug+Ng+5F/SjJqSNRUVEAgLZt28LCwkLrMZ06dQIAREdH11lcjUVN6y8uLg6lpaVwcHCAj4+PzvMqrtFUxMfHA1C141egejRcUlISdu3aBQAaX9gV9VLxep9kaWmJNm3aaBwLNP3PgPLycnz88cewt7fHokWLdB5L96FuV69exddff43//e9/+PHHH3HhwgXwPF/pOLoX9aPRVXUkOTkZANCyZcsqj/Hw8NA4ljxS0/qr+HfFPm0qykxJSal1nA1FVlaWepTG8OHD1dupHqu2b98+hIaGQi6XIyMjAzdv3gTP83jzzTcxbNgw9XGG1mF0dLTWOmyqnwErV65EXFwcVq5cCScnJ53H0n2o28GDBytta9OmDX744QcEBASot9G9qB8lOXWkpKQEAHT2+Le2tgYAFBcX10lMjUlN68+Q86ysrCqd15gpFAp8+OGHKCoqQp8+fTSeQlA9Vu3GjRsaw3dFIhHmzZunHsFWoaZ10ZQ/A27cuIEtW7Zg6NChGD16tN7j6T7Url27dli8eDH69u0LDw8PSKVSREVFYeXKlbhz5w5mzJiBAwcOwM3NDQDdi4ag5ipCmpjPPvsMly9fhoeHB7777rv6DqfRWLZsGWJiYhAWFoZjx45h2rRp+Pnnn/Hiiy9q9GcgmsrKyrBw4ULY2Njgs88+q+9wGrXp06dj6tSp8Pf3h5WVFVxdXTFo0CDs3bsXQUFByMnJUc89RAxDSU4dqcimS0tLqzymImOuyKDJIzWtP0POq/irpinU+5dffok///wTLi4u2Lx5s0Z/HIDq0RAWFhZo06YNPv74Y7z//vu4c+cOvvjiC/X+mtZFU/0M+OGHHxAfH48FCxbA1dXVoHPoPqweMzMzzJ49GwA0OlTTvagfNVfVEU9PTwBAampqlcekp6drHEseqWn9Vfw7LS2tyvMq9jX2el++fDm2bdsGJycnbN68GX5+fpWOoXqsnueeew7ffPMNzp07B7lcDrFYXOs6bGqfAWfOnIFAIMDBgwcr9SV58OABAGDnzp34559/4OPjg2XLltF9WAOtW7cGoDlaku5F/SjJqSMVw3nv3r2LsrIyrT3aw8PDAQDt27ev09gag5rWX+vWrWFhYYH8/HwkJiZqHZFx+/btSuc1Nt9++y02bdoEBwcHbNq0ST2i4klUj9Vjb28PkUgEhUKBgoICODs7q+uwop6eVFpairt37wJ4VN+P/7spfgbwPI+QkJAq9yclJSEpKQmFhYUA6D6sifz8fACaT1boXtSPmqvqiIeHBzp27Ai5XK517ZGQkBCkp6fDxcUFwcHB9RBhw1bT+jMzM8OAAQMAAIcPH650XlJSEm7dugWxWIxBgwaZLH5T+v7777FhwwbY29tj06ZNaNeuXZXHUj1WT2hoKBQKBezs7ODo6AgACA4OhpOTE9LT0xEaGlrpnJMnT0Iul6NTp07qDqJA0/0M+PvvvxETE6P1v+eeew6Aau2qmJgYHDp0CADdhzVx4sQJAEBgYKB6G92L+lGSU4cq2lS///57JCQkqLfn5ORg6dKlAIDXX3+98a8VYiI1rb/XX38dHMfh999/V/+VB6janD/55BPwPI9XXnkFdnZ2dfAqjGvlypVYv3497OzssHHjRo2/1qpC9fjItWvXcO7cOSgUikr7rl+/rp7v5YUXXoBQKAQACIVCvPbaawCAJUuWICcnR31OfHw8VqxYAQB48803K5VJnwGP0H2oKTo6GufOnYNSqdTYrlAosHHjRmzbtg2AqnNyBboX9aMFOuvYkiVLsHPnTpibm6Nv377qBdGkUimGDh2K1atXqz9Mm7LIyEj1LxIA3Lt3D8XFxfDz84O9vb16+549ezTOq2n9Pb6gX+/evWFra4vQ0FDk5OSgS5cu2LJlS6Nb0O/s2bOYM2cOANVfd23bttV6XOvWrdUfaBWoHlX279+PhQsXws7ODh06dICzszOKi4uRlJSEe/fuAQAGDRqEVatWaTzSVyqVeOutt3Du3Dn1oogKhQKXLl1CeXm5zkURm9NnQMWCk1Ut0En34SNnzpzBW2+9BQcHB3To0AFOTk7Iz89HbGwsMjMzIRAIMH/+fHVSU4HuRd0oyakHR44cwY4dOxAbGwue59G6desmtbS9Ia5evYpp06bpPS4mJqbStprW37///otNmzYhIiIC5eXl8Pb2xtixYzFr1iyNafsbi4ovaH169uyp/ivwcVSPquaN/fv349q1a0hKSkJubi4YY3BxcUFgYCDGjx+PoUOHaj2X53n88ccf2L9/Px48eACBQICAgAC88sorGDdunM7rNpfPAH1JDkD3YYWkpCRs3boV4eHhSElJQX5+PjiOg7u7O7p164bJkydrNFU9ju7FqlGSQwghhJAmqfGnaYQQQgghWlCSQwghhJAmiZIcQgghhDRJlOQQQgghpEmiJIcQQgghTRIlOYQQQghpkijJIYQQQkiTREkOIQ1YcnIyAgICEBAQUN+hEEJIo0OrkJMGp2KW1MeJRCLY2NjAzs4Obdu2RefOnTFmzBh4e3vXU5TEmPbv34+UlBQMHTq0Ua56HB0djTNnzsDT0xPPP/98fYdTp+rjvSssLMSWLVsAAG+//XadXLMqP/30EwDg1VdfbXTrZTUHlOSQBkssFqvXsWKMQSqVIj8/H4mJiTh79ix+/PFHjBgxAp999hmcnJzqOVrTEIvFaNWqVX2HYXIHDhxASEgIPD09G22S8/PPP6Nnz57NLsmpj/eusLAQP//8M4D6T3Iq4njuuecoyWmAKMkhDVZwcHClNZcKCwtx69YtHDhwACdPnsTJkydx8+ZN7NmzB+7u7vUUqem4ubnh5MmT9R0GIYQ0StQnhzQqdnZ2GDBgAFauXIl169bB3NwcGRkZeOedd+o7NEIIIQ0MLdBJGpyKPjlVrZ79uB07duDzzz8HAPzyyy8YPHiwxv7Q0FCcOnUKYWFhSEtLQ35+PmxtbdGhQwdMnDgRI0eO1DieMYbhw4cjMTER//vf/zBlypQqrz1lyhSEhobijTfewPvvv2/Qa+N5HgcPHsSBAwcQGxsLqVQKW1tbtGjRAp07d8aoUaMwYMAA9fHJyckYMmQIgMorslfU09y5czFnzhxs27YN+/fvR0JCAszNzREcHIy5c+eiU6dOVcZTUlKCnTt34vTp03jw4AFKS0vh6uqKtm3bYvTo0Rg1ahTEYnGl13D48GEcOnQI0dHRkEqlcHBwQPfu3TFjxgx06dLFoLoA9K+k7unpib///lvj2Ir74vDhw9izZw/u3r2L/Px8rFmzRmPF8GvXrmHHjh24fv06cnNzYW1tjfbt2+OFF17AmDFjwHFcpetFRkbixIkTuH79OtLS0pCdnQ1ra2tIJBKMHz8ezz//PIRCocY5+jqFb926Fb169dI49uzZs5DJZFizZg2uXr2KoqIitGrVCtOnT8ezzz4LQHUv7tmzB7t370ZcXBzEYjH69euHDz/8EC1btqzyesnJydi0aRMuXryI9PR0CAQCtGrVCiNHjsSUKVNgZWVV6ZzH4xIIBFi7di3+/fdf5ObmwtXVFSNGjMBbb70FGxsb9TnVee/0qc7vxdSpUxESElJlWXPnzlU3YUmlUvz11184f/487t+/j/T0dMhkMri5uaF3796YNWsW/Pz8tJbzeJ2Ul5fjt99+w5UrV5CdnY2BAwfCzs6uUt/Bxz333HNYvny5Qa+fmA41V5FGbeLEiVizZg1ycnJw9OhRjSSnuLhYI0mxtraGubk5cnNzcfHiRVy8eBEvvfSSOkkCAI7jMGHCBKxcuRL79++vMslJTEzEtWvXAKBafTA+/PBDHD16VP2zra0tpFIp8vLycO/ePdy/f18jyTGEQqHA7NmzcfHiRYjFYojFYhQUFOCff/7B5cuXsWXLFgQHB1c67969e5g9ezZSUlIAPOrcnZ6ejuTkZJw7dw5du3aFl5eX+hypVIq3334bly5dAqCqL2tra2RlZeHEiRM4deoUFi1apDM5fJyFhQWcnZ1RUFAAuVwOGxsbWFhYqPc7OjpqPe/LL7/Etm3bIBAIYGtrC4FA86H0d999h99//139s42NDQoKCnD58mVcvnwZf//9N77//vtK582cORP5+fkAAEtLS1haWiI/Px8hISEICQnB6dOnsXbtWohEjz46nZ2dUVZWBqlUqtGPrMKTSSIA3L59G4sXL0ZxcTFsbW1RXl6O6OhofPzxx8jNzcWMGTPwwQcf4OjRoxrv6fHjx3Hz5k0cOHBAa9389ddf+OCDD1BeXq5+DXK5HJGRkYiMjMSRI0ewadMmODs7a63XO3fuYNGiRcjPz4e1tTUYY0hJScHGjRsREhKCXbt2qV9PTd87barze2Fvbw9HR0fk5eWp6/9xjydxBw8exBdffAEAEAqFsLW1Bc/zSExMRGJiIo4ePYo1a9agb9++VcZ27do1LFmyBKWlpbC2tlYnuTY2NnB2dkZ2drb69T6eAD+eEJJ6xAhpYD7++GMmkUjYlClTDDr+/fffZxKJhPXv319je0lJCXv77bfZ6dOnWV5ennp7QUEB2759OwsKCmISiYQdP35c47z09HTWvn17JpFIWHR0tNZr/vDDD0wikbBXXnnF4NcVEhLCJBIJa9++Pdu0aRMrKipijDHG8zzLyMhg+/fvZ8uXL9c4JykpiUkkEiaRSCqVV1FP3bt3Zz179mTHjh1j5eXljDHGoqOj2dixY5lEImETJkyodG5eXh4bOHAgk0gkbPDgwez06dPqc2UyGbt27RpbsGABS0tL0zhvzpw5TCKRsOeee45duHCBlZWVMcYYy8/PZ2vXrmUdO3Zk7dq1Y9euXTO4XhhjbMqUKUwikbB9+/ZVecy+ffuYRCJhQUFBLCAggP3000+soKCAMcZYUVERy87OZowxtnnzZiaRSFjfvn3Z7t27WWFhIWOMsdLSUnbs2DHWr18/JpFI2K+//lrpGu+//z47evQoy8zMVG8rLi5mBw8eVJ+3fv36KmPTd89WvJfdunVjb7zxBktMTFTH/+mnnzKJRMK6dOnCVq5cyYKCgtjBgwdZeXk543mehYaGqmP45ptvKpUdFhbGOnbsyDp06MB++OEHlp6ezhhjTKFQsBs3brDnn3+eSSQSNnPmzCrj6t69O5s2bRqLiYlhjDFWXl7O9u7dywIDA5lEImHbt2+vdK4h750uxv69eNzRo0fZDz/8wMLCwtT3N8/z7N69e2z+/PlMIpGw3r17s+Li4irrJCgoiE2ZMkVdJzzPs4SEhErHJSUl1ej1E9OiJIc0ONVNcn799Vf1B41MJjP4OgcOHKjyOm+++SaTSCRs2bJllfYplUo2YMCAan+w//bbb0wikbBZs2YZfI4hSY5EImGhoaGV9oeHh6v3p6SkaOz75ptvmEQiYb169VJ/Gerz33//MYlEwkaMGKFOHJ60bt06JpFI2OzZsw0qs0J1khyJRMJWrFih9ZiCggIWFBTEOnXqVGWCeuPGDRYQEMB69Oih/uIzRGhoKJNIJOzpp5+uMjZDk5zhw4czuVyusU+pVLJhw4apjzlw4ECl8yvu2cGDB1fa9/LLLzOJRMJ27typ9dp5eXnqJOn27dta4xozZozWOvn888+ZRCJhU6dOrbSvtkmOsX8vDMXzPJs+fTqTSCRs//79lfZXlD9kyBBWWlpaZTmU5DRs1PGYNHqPD9ssKCgw+LyKpq2wsDAolUqNfRMnTgQAHD58GHK5XGPff//9h/T0dFhbW1fq06NLxePr3Nxc8Dxv8Hn6dO/eHd27d6+0PTAwUD3i7O7duxr7Dh06BEDVPOPm5mbQdSr6H7z44ouwtbXVesy4ceMAAFevXq1Up8YiFAoxffp0rftOnTqFkpIS9O3bF+3atdN6THBwMLy8vFBQUIDIyEiDr9u9e3fY2dkhJSUFGRkZNQldbebMmRpNXgAgEAjQu3dvAIC7uzvGjx9f6bw+ffoAUPW7KSkpUW9PTEzEjRs3YGdnhxdeeEHrNR0cHNRNPhXNjU+aPn06zMzMKm2v6Ov05H1kDKb6vdCH4zgMHDgQAHDjxo0qj5syZYpGMxxpXKhPDmnSFAqFerh5TEwM8vPzKyUt5eXlKCgo0JhrZ+DAgXB1dUVmZibOnTuH4cOHq/ft27cPADB69GitnTir0qdPH4jFYkRGRmLq1Kl48cUX0bt3b4OTjKro6ljs5uaG9PR0jeQvOTlZ3Y+g4kPeEDdv3gSg6uC9YcMGnceWlpYiPz8fLVq0MLh8Q/n4+FQ5L1JFjFeuXEG/fv2qLKOiPtLS0ir1Vzpx4gSOHDmCqKgo5Obmqvu3PC4zM7NW75tEItG6veJ1tWnTplJ/IUCz/0lRUZH6/qv4ki4pKdH5nlYkRmlpaVr3V3Uvubq6AlBN4WBspvq9qJCeno5t27bh8uXLSExMRHFxcaVkKjMzs8rzg4KCjBIHqR+U5JBG7/EP3sc7fRYXF2PWrFnqLz5A1Vny8Y6qFV/2paWlGmUKhUI8//zz+PXXX7F//351kpOfn4+zZ88CACZMmFCtOP38/LBkyRJ88cUXuHbtmrrjsqenJ/r374+XXnoJHTp0qFaZgKpDdVXMzc0BqJK9Cjk5Oep/6xql86SsrCwAhn/RPVmnxqJr4seKGEtLSw26fllZmfrfCoUC7777Lk6fPq3eZmZmptGhtOJpQ21fm4uLi9btFdfRtx+ARrJe8boVCoX6ntbl8df9uKruJW33kbGY6vcCAEJCQvDGG29oPPWytbVVv56KDuOP739SU51otLmgJIc0erGxsQBUj/gfH8mydu1a3Lx5E46OjliwYAH69++v8WRBqVSqPzyZlpkUXnjhBaxbtw4XLlxAVlYWXFxccPToUchkMvj7+2sdsaTPCy+8gEGDBuHYsWO4evUqrl+/jpSUFOzatQu7d+/Gu+++izfffLPa5daFir9+nxyqXdeeHML9uIoYp02bhkWLFlWr3D179uD06dOwtLTE/PnzMWzYsEoTTA4cOBDp6ela75f6VBFPu3bt1E2RjYkpfi/kcjk+/PBDdfPlW2+9hU6dOqkTHADYu3cvFi9erLMcbU/USONB7x5p1GQyGS5fvgwAlfqlVMwU/L///Q/PPvtspaYTfX/xent7o3fv3lAoFOovjoqmqtpM3e/s7IxXX30Va9euxZUrV7B3714MGzYMjDGsWrUKd+7cqXHZhni8HiqGjxuioqkkNTXV6DEZS0WMVTXH6FJxv8yZMwdTp06tlOAolUr1sOWGpuI9TU9Pr+dIas7Yvxe3bt1Ceno6HBwcsHbtWnTv3l0jwQE0n2qSpomSHNKo7d27V/1BVdHptUJF59Cq1tOpSI50qeiAvH//fty5cwdRUVEQiUTqCdtqi+M4dO7cGatWrYK7uzt4nsf169eNUnZVvLy81M0h//77r8HnVfRNqM45hqqYmK+2T0gqYgwJCamySaYq+u6XGzduaO2fAzz6a7++nvBUvO78/HyEhYXV6bWN9d49Waau34vHn65Udd2KhM/Pzw+WlpZaj6mqA3Z1Y9UVB6lflOSQRuvChQv49ttvAahGzAwaNEhjf8WojYrmrMcVFxfjl19+0XuNYcOGwcHBAffv38fSpUsBqJosqppMTReZTFblPqFQqB5t82THaFOoGLmzceNGg0cKPffccwCAixcv6k10qjPKDXj0XhUVFVXrvCeNHDkSVlZWKCgowJo1a3Qe+2SMuu4XhUKBH3/8scqyKs41RcdcQ/j7+6sTne+++07nPVRWVqbzXqyu2r53Nfm9eHyivarqvGIEYHx8vNbk9OLFi7h69WqNYn6cse5dYhqU5JBGpaioCBcuXMD777+P2bNno6ysDB4eHli1alWlYytG1yxfvhwhISHqv7Ru376N6dOnq2e21cXMzAzPPPMMgEcjWKrb4bjCypUr8c477+DMmTMa187OzsaXX36J5ORkcBync/ZVY3n99dfh5uaGvLw8vPLKK+plBgDVl0lISAjee+89jeaPAQMGYPjw4WCMYe7cufj999+Rm5ur3p+fn48zZ87gzTffrPZ09m3btgWgmrG3Nl8Wjo6O6iU2fvvtNyxevBhxcXHq/WVlZbh27Ro+++wzvPzyyxrnVtwva9euxZkzZ9RD4O/fv48333wTt2/frnI0XZs2bdTH1vWTlAqLFi2CmZkZQkNDMX36dFy7dk3dR0mpVCImJgY///wzhg4dqnM0UXXV9r2rye+FnZ2desTX/v37tZbbtWtX9YzVH330kfo1l5WV4c8//8Tbb78NBweHasf7pIr3/uDBgyabNoHUHHU8Jg3WzZs31V88jDEUFxdrNEFwHIdRo0bh008/1ToC4t1338V///2HtLQ0TJ06Febm5hAKhSgpKYGFhQXWrFmDWbNm6Y1j4sSJ2LJlCwDVqJfqDLt+nEKhwKlTp3Dq1CkAqr8AK17X4zFXNbzYmBwdHbF+/XrMnj0bycnJmDNnDsRiMaytrSGVStWjaObPn69x3jfffAOe53HmzBl89913+P7772FrawulUqnxOqrbZ2n8+PHYsGEDrl+/jt69e8PJyQlisRhubm7YuXNntcqaOnUqioqKsHr1auzduxd79+6FlZUVxGIxioqK1F/8np6eGufNnDkTJ06cQGJiIt566y2IxWKYm5tDKpVCKBTiyy+/xM8//6x1JI6fnx969OiB0NBQvPjii3BwcFCPVPrhhx/qZBhy586d8fPPP2P+/Pm4du0aJk+eDDMzM1hZWaG4uFjjSYi2dbtqqrbvXU1/LyqWdFm+fDlWr16tXkZi2rRpmD59Ouzs7PD+++9j2bJlOHnyJE6ePAlbW1uUlpZCoVCgffv2mDBhAr788stavf6JEyfi5s2b2LJlC3bt2oUWLVqA4ziMGDECH3/8ca3KJrVHSQ5psORyubpzsFAohI2NDVxcXNC2bVt06dIFY8eO1VhX6Une3t7Yu3cvVq9ejf/++w+FhYVwcHDAkCFD8MYbb6j/AtWnbdu28PPzQ3x8PMaPH19pEjdDTZ8+HT4+Prh8+TLu37+PrKwsyGQyeHh4IDg4GJMnT9Y6qZ+pBAQE4NixY9i2bRvOnDmD+Ph4lJaWwsPDAwEBARg9enSlzrdWVlZYs2YN/vnnH+zbtw9hYWHIzc2FQCCAr68vOnTogAEDBmDEiBHVisXf3x+bNm3CunXrEB4ejuzs7FpNDDdnzhwMGTIEO3bswNWrV5Geno6SkhL1/dOnTx+MHTtW4xwHBwfs3r0bq1evxrlz55CTkwMLCwv07t0bM2fORLdu3fDzzz9Xec2ffvoJq1evxr///ouMjAz1U4mq+vGYwsCBA3Hq1Cls27YN//77LxISElBUVARbW1u0atUKPXr0wMiRIysleLVR2/eupr8Xb731FiwtLXHkyBEkJiaqO9E//jRp2rRp8PDwwMaNGxEdHQ2lUonWrVtjxIgReO2113D8+PFav/4JEyaA53ns2bMH9+7dQ1paGhhjDbaTenNDq5ATokdaWhoGDx4Mnudx/Phx+Pv713dIhBBCDEB9cgjRY/fu3eB5Ht27d6cEhxBCGhFKcgjRISoqClu3bgUAvPrqq/UcDSGEkOqgPjmEaDFp0iQkJSUhOzsbjDH06NEDw4YNq++wCCGEVAMlOYRokZGRgaysLDg7O2PQoEH44IMPjDoihRBCiOlRx2NCCCGENEnUJ4cQQgghTRIlOYQQQghpkijJIYQQQkiTREkOIYQQQpokSnIIIYQQ0iT9P0U4KBpj6MRuAAAAAElFTkSuQmCC\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patients = ['LM', 'KM']\n",
    "labels = ['P4', 'P5']\n",
    "cell_type = \"myelos\"\n",
    "y_value = 'emodulus'\n",
    "\n",
    "fontsize=24\n",
    "fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
    "ax.set_title(\"\")\n",
    "fig.set(figwidth=8, figheight=6)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [],
   "source": [
    "save_name = \"myelo_lithium_emod\"\n",
    "savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\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": 13,
   "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
}