{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# Create plots for panels used in figure S4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import dclab\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "result_folder = r\"data\\RTfDC\\RBC\"\n",
    "savefolder = r\"plots\\SI\\fig_S4\""
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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_retis(patients, labels, y_value, fontsize= 32):\n",
    "\n",
    "    flow_rate = 0.02\n",
    "\n",
    "    linewidth = 6\n",
    "    markersize = 15\n",
    "    linealpha = .8\n",
    "    #errorbar formatting\n",
    "    errbar_width = 8\n",
    "\n",
    "    if patients[0]=='KM':\n",
    "        colors = sns.color_palette('tab20')[6:]\n",
    "    else:\n",
    "        colors = sns.color_palette('tab20')\n",
    "\n",
    "    with sns.axes_style('darkgrid'):\n",
    "        fig = plt.figure(0,(10,6.6))\n",
    "        ax1 = plt.subplot(111)\n",
    "\n",
    "        ax_xlabel = \"Day since treatment start\"\n",
    "        ax_ylabel = dclab.dfn.feature_name2label[y_value]\n",
    "\n",
    "        ax1.set_xlabel(ax_xlabel, fontsize=fontsize+2)\n",
    "        ax1.set_ylabel(ax_ylabel, fontsize=fontsize+2)\n",
    "\n",
    "        for ind, patient in enumerate(patients):\n",
    "\n",
    "            result_file = \"20200527_results_RTfDC_\" + patient + \".tsv\"\n",
    "            result_path = os.path.join(result_folder, result_file)\n",
    "\n",
    "            df = pd.read_csv(result_path, sep='\\t')\n",
    "            df_retis = df[df['syto13_pos']==True]\n",
    "\n",
    "            df_date_grouped_mean = df.groupby(['date', 'flow rate']).median().reset_index()\n",
    "            df_date_grouped_mean_retis = df_retis.groupby(['date', 'flow rate']).median().reset_index()\n",
    "            df_date_grouped_std = df.groupby(['date', 'flow rate']).std().reset_index()\n",
    "            df_date_grouped_std_retis = df_retis.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",
    "            time = dates - day0\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",
    "\n",
    "            dates = pd.to_datetime(df_date_grouped_mean_retis.reset_index()['date'])\n",
    "            day0=dates[0]\n",
    "            time = dates - day0\n",
    "            df_date_grouped_mean_retis['delta_days'] = time.dt.days #convert datetime in ns to days\n",
    "            df_date_grouped_std_retis['delta_days'] = time.dt.days\n",
    "\n",
    "            color = colors[2*ind]\n",
    "            color_retis = colors[2*ind+1]\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",
    "            ii = np.round(df_date_grouped_mean_retis['flow rate'], 3) == flow_rate\n",
    "            x_retis = df_date_grouped_mean_retis['delta_days'][ii]\n",
    "            y_retis = df_date_grouped_mean_retis[y_value][ii]\n",
    "            yerr_retis = df_date_grouped_std_retis[y_value][ii]\n",
    "\n",
    "            ax1.errorbar(x[:-1], y[:-1], yerr=yerr[:-1], ls='-', lw=linewidth, marker='o', c=color,\n",
    "                         ecolor='gray', alpha=linealpha,\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",
    "                         alpha=linealpha,\n",
    "                         markersize = markersize, elinewidth=errbar_width)\n",
    "\n",
    "\n",
    "            if patient=='RS':\n",
    "                ax1.errorbar(x_retis, y_retis, yerr=yerr_retis, ls='-', lw=linewidth, marker='o',\n",
    "                             c=color_retis, ecolor='gray',\n",
    "                             alpha=linealpha, markersize = markersize, elinewidth=errbar_width,\n",
    "                             label = labels[ind]+\" reticulocytes\")\n",
    "            else:\n",
    "                ax1.errorbar(x_retis[:-1], y_retis[:-1], yerr=yerr_retis[:-1], ls='-', lw=linewidth, marker='o',\n",
    "                             c=color_retis, ecolor='gray',\n",
    "                             alpha=linealpha, markersize = markersize, elinewidth=errbar_width,\n",
    "                             label = labels[ind]+\" reticulocytes\")\n",
    "                ax1.errorbar(x_retis[-2:], y_retis[-2:], yerr=yerr_retis[-2:], ls='--', lw=linewidth, marker='o',\n",
    "                             c=color_retis, ecolor='gray',\n",
    "                             alpha=linealpha, 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",
    "        plt.legend(fontsize=fontsize-4, ncol=2)\n",
    "        ax1.tick_params(axis='both', labelsize=fontsize-2)\n",
    "\n",
    "        #set alpha of errorbars\n",
    "        for collection in ax1.collections:\n",
    "            collection.set_alpha(.3)\n",
    "\n",
    "        plt.tight_layout()\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": "<matplotlib.legend.Legend at 0x21f058fc0b8>"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 720x475.2 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",
    "fontsize = 24\n",
    "fig, ax = plot_retis(patients, labels, y_value, fontsize=fontsize)\n",
    "ax.set_ylim(0.124,0.34)\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "handles = np.roll(handles, -1)\n",
    "labels = np.roll(labels, -1)\n",
    "\n",
    "ax.legend(handles, labels, fontsize=fontsize-8, ncol=2, loc='upper right', facecolor=ax.get_facecolor())"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [],
   "source": [
    "save_name = \"fig_S4A_RBC_retis_dasatinib_deform\"\n",
    "savepath = os.path.join(savefolder,save_name)\n",
    "fig.tight_layout()\n",
    "fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## B"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.legend.Legend at 0x21f05149fd0>"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 720x475.2 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_retis(patients, labels, y_value, fontsize=fontsize)\n",
    "ax.set_ylim(29.5, 49.9)\n",
    "ax.set_ylabel(r\"Projected area [µm$^2$]\", fontsize=fontsize+2)\n",
    "\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "handles = list(np.roll(handles, -1))\n",
    "labels = list(np.roll(labels, -1))\n",
    "empty_r = patches.Rectangle((0,0), 1, 1, fill=False, edgecolor='none',\n",
    "                            visible=False)\n",
    "handles.insert(2, empty_r)\n",
    "labels.insert(2, \" \")\n",
    "handles.insert(5, empty_r)\n",
    "labels.insert(5, \" \")\n",
    "ax.legend(handles, labels, fontsize=fontsize-8, ncol=3, loc='upper left', facecolor=ax.get_facecolor())"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [],
   "source": [
    "save_name = \"fig_S4B_RBC_retis_dasatinib_area\"\n",
    "savepath = os.path.join(savefolder,save_name)\n",
    "fig.tight_layout()\n",
    "fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## C"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Need to create custom color palette to fit the color scheme of other plots"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [],
   "source": [
    "colors = sns.color_palette(sns.color_palette('tab20')[8:10] + sns.color_palette('tab20')[6:8])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 720x475.2 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",
    "y_value = 'deform'\n",
    "\n",
    "flow_rate1 = 0.02\n",
    "\n",
    "fontsize= 24\n",
    "linewidth = 8\n",
    "markersize = 18\n",
    "linealpha = .8\n",
    "#errorbar formatting\n",
    "markerwidth = 12\n",
    "errbar_width = 8\n",
    "\n",
    "with sns.axes_style('darkgrid'):\n",
    "    plt.figure(0,(10,6.6))\n",
    "    ax1 = plt.subplot(111)\n",
    "\n",
    "    ax_xlabel = \"Day since treatment start\"\n",
    "    ax_ylabel = dclab.dfn.feature_name2label[y_value]\n",
    "\n",
    "    ax1.set_xlabel(ax_xlabel, fontsize=fontsize+2)\n",
    "    ax1.set_ylabel(ax_ylabel, fontsize=fontsize+2)\n",
    "\n",
    "    for ind, patient in enumerate(patients):\n",
    "\n",
    "        result_file = \"20200527_results_RTfDC_\" + patient + \".tsv\"\n",
    "        result_path = os.path.join(result_folder, result_file)\n",
    "\n",
    "        df = pd.read_csv(result_path, sep='\\t')\n",
    "        df = df[np.round(df['flow rate'], 3) == flow_rate1]\n",
    "        df_retis = df[df['syto13_pos']==True]\n",
    "\n",
    "        df_date_grouped_mean = df.groupby(['date']).median().reset_index()\n",
    "        df_date_grouped_mean_retis = df_retis.groupby(['date']).median().reset_index()\n",
    "        df_date_grouped_std = df.groupby(['date']).std().reset_index()\n",
    "        #line above doesn't work for unknown reasons\n",
    "        df_date_grouped_std_retis = pd.DataFrame()\n",
    "        for date in df_retis.date.unique():\n",
    "            stds = df_retis[df_retis['date']==date].std()\n",
    "            stds['date']=date\n",
    "            df_date_grouped_std_retis = df_date_grouped_std_retis.append(stds, ignore_index=True)\n",
    "\n",
    "        dates = pd.to_datetime(df_date_grouped_mean.reset_index()['date'])\n",
    "        day0=dates[0]\n",
    "        time = dates - day0\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",
    "        dates = pd.to_datetime(df_date_grouped_mean_retis.reset_index()['date'])\n",
    "        day0=dates[0]\n",
    "        time = dates - day0\n",
    "        df_date_grouped_mean_retis['delta_days'] = time.dt.days #convert datetime in ns to days\n",
    "        df_date_grouped_std_retis['delta_days'] = time.dt.days\n",
    "\n",
    "        color = colors[2*ind]\n",
    "        color_retis = colors[2*ind+1]\n",
    "\n",
    "        x = df_date_grouped_mean['delta_days']\n",
    "        y = df_date_grouped_mean[y_value]\n",
    "        yerr = df_date_grouped_std[y_value]\n",
    "\n",
    "        x_retis = df_date_grouped_mean_retis['delta_days']\n",
    "        y_retis = df_date_grouped_mean_retis[y_value]\n",
    "        yerr_retis = df_date_grouped_std_retis[y_value]\n",
    "\n",
    "        x = np.array(x)\n",
    "        y = np.array(y)\n",
    "        yerr = np.array(yerr)\n",
    "        x_retis = np.array(x_retis)\n",
    "        y_retis = np.array(y_retis)\n",
    "        yerr_retis = np.array(yerr_retis)\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",
    "            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",
    "            date_LM_9w_retis = pd.to_datetime(data_LM_9w_reti['date'])\n",
    "            time_LM_9w_retis = (date_LM_9w_retis - day0).days\n",
    "            y_LM_9w_retis = data_LM_9w_reti['median ' + y_value]\n",
    "            yerr_LM_9w_retis = data_LM_9w_reti['sd ' + y_value]\n",
    "\n",
    "            x_retis = np.insert(x_retis, 1, time_LM_9w_retis)\n",
    "            y_retis = np.insert(y_retis, 1, y_LM_9w_retis)\n",
    "            yerr_retis = np.insert(yerr_retis, 1, yerr_LM_9w_retis)\n",
    "\n",
    "            ax1.errorbar(x[:-2],y[:-2], yerr=yerr[:-2], ls='-', lw=linewidth, marker='o', c=color, ecolor='gray', alpha=linealpha,\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,\n",
    "                         ecolor='gray', alpha=linealpha,\n",
    "                         markersize = markersize, elinewidth=errbar_width)\n",
    "            ax1.errorbar(x_retis[:-2], y_retis[:-2], yerr=yerr_retis[:-2], ls='-', lw=linewidth, marker='o',\n",
    "                         c=color_retis, ecolor='gray',\n",
    "                         alpha=linealpha, markersize = markersize, elinewidth=errbar_width,\n",
    "                         label = labels[ind]+\" reticulocytes\")\n",
    "            ax1.errorbar(x_retis[-3:], y_retis[-3:], yerr=yerr_retis[-3:], ls='--', lw=linewidth, marker='o',\n",
    "                         c=color_retis, ecolor='gray',\n",
    "                         alpha=linealpha, 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', alpha=linealpha,\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,\n",
    "                         ecolor='gray', alpha=linealpha,\n",
    "                         markersize = markersize, elinewidth=errbar_width)\n",
    "            ax1.errorbar(x_retis[:-1], y_retis[:-1], yerr=yerr_retis[:-1], ls='-', lw=linewidth, marker='o',\n",
    "                         c=color_retis, ecolor='gray',\n",
    "                         alpha=linealpha, markersize = markersize, elinewidth=errbar_width,\n",
    "                         label = labels[ind]+\" reticulocytes\")\n",
    "            ax1.errorbar(x_retis[-2:], y_retis[-2:], yerr=yerr_retis[-2:], ls='--', lw=linewidth, marker='o',\n",
    "                         c=color_retis, ecolor='gray',\n",
    "                         alpha=linealpha, markersize = markersize, elinewidth=errbar_width)\n",
    "\n",
    "    ax1.axhline(rbc_ctrl_medians[y_value], c='k', alpha=.5, ls='--', lw=linewidth,\n",
    "                zorder=0,label='CTRL')\n",
    "    plt.legend(fontsize=fontsize-8, ncol=2)\n",
    "    ax1.tick_params(axis='both', labelsize=fontsize-2)\n",
    "    plt.tight_layout()\n",
    "\n",
    "    savename = r\"fig_S4C_RBC_retis_lithium_deform\"\n",
    "    savepath = os.path.join(savefolder,savename)\n",
    "\n",
    "    #set alpha of errorbars\n",
    "    for collection in ax1.collections:\n",
    "        collection.set_alpha(.3)\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": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 720x475.2 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",
    "y_value = 'area_um'\n",
    "\n",
    "flow_rate1 = 0.02\n",
    "\n",
    "fontsize= 24\n",
    "linewidth = 8\n",
    "markersize = 18\n",
    "linealpha = .8\n",
    "#errorbar formatting\n",
    "markerwidth = 12\n",
    "errbar_width = 8\n",
    "\n",
    "with sns.axes_style('darkgrid'):\n",
    "    plt.figure(0,(10,6.6))\n",
    "    ax1 = plt.subplot(111)\n",
    "\n",
    "    ax_xlabel = \"Day since treatment start\"\n",
    "    ax_ylabel = r\"Projected area [µm$^2$]\"\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",
    "        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",
    "        df = df[np.round(df['flow rate'], 3) == flow_rate1]\n",
    "        df_retis = df[df['syto13_pos']==True]\n",
    "\n",
    "        df_date_grouped_mean = df.groupby(['date']).median().reset_index()\n",
    "        df_date_grouped_mean_retis = df_retis.groupby(['date']).median().reset_index()\n",
    "        df_date_grouped_std = df.groupby(['date']).std().reset_index()\n",
    "        #line above doesn't work for unkown reasons\n",
    "        df_date_grouped_std_retis = pd.DataFrame()\n",
    "        for date in df_retis.date.unique():\n",
    "            stds = df_retis[df_retis['date']==date].std()\n",
    "            stds['date']=date\n",
    "            df_date_grouped_std_retis = df_date_grouped_std_retis.append(stds, ignore_index=True)\n",
    "\n",
    "        dates = pd.to_datetime(df_date_grouped_mean.reset_index()['date'])\n",
    "        day0=dates[0]\n",
    "        time = dates - day0\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",
    "        dates = pd.to_datetime(df_date_grouped_mean_retis.reset_index()['date'])\n",
    "        day0=dates[0]\n",
    "        time = dates - day0\n",
    "        df_date_grouped_mean_retis['delta_days'] = time.dt.days #convert datetime in ns to days\n",
    "        df_date_grouped_std_retis['delta_days'] = time.dt.days\n",
    "\n",
    "        color = colors[2*ind]\n",
    "        color_retis = colors[2*ind+1]\n",
    "\n",
    "        x = df_date_grouped_mean['delta_days']\n",
    "        y = df_date_grouped_mean[y_value]\n",
    "        yerr = df_date_grouped_std[y_value]\n",
    "\n",
    "        x_retis = df_date_grouped_mean_retis['delta_days']\n",
    "        y_retis = df_date_grouped_mean_retis[y_value]\n",
    "        yerr_retis = df_date_grouped_std_retis[y_value]\n",
    "\n",
    "        x = np.array(x)\n",
    "        y = np.array(y)\n",
    "        yerr = np.array(yerr)\n",
    "        x_retis = np.array(x_retis)\n",
    "        y_retis = np.array(y_retis)\n",
    "        yerr_retis = np.array(yerr_retis)\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",
    "            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",
    "            date_LM_9w_retis = pd.to_datetime(data_LM_9w_reti['date'])\n",
    "            time_LM_9w_retis = (date_LM_9w_retis - day0).days\n",
    "            y_LM_9w_retis = data_LM_9w_reti['median ' + y_value]\n",
    "            yerr_LM_9w_retis = data_LM_9w_reti['sd ' + y_value]\n",
    "\n",
    "            x_retis = np.insert(x_retis, 1, time_LM_9w_retis)\n",
    "            y_retis = np.insert(y_retis, 1, y_LM_9w_retis)\n",
    "            yerr_retis = np.insert(yerr_retis, 1, yerr_LM_9w_retis)\n",
    "\n",
    "            ax1.errorbar(x[:-2],y[:-2], yerr=yerr[:-2], ls='-', lw=linewidth, marker='o', c=color, ecolor='gray', alpha=linealpha,\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,\n",
    "                         ecolor='gray', alpha=linealpha,\n",
    "                         markersize = markersize, elinewidth=errbar_width)\n",
    "            ax1.errorbar(x_retis[:-2], y_retis[:-2], yerr=yerr_retis[:-2], ls='-', lw=linewidth, marker='o',\n",
    "                         c=color_retis, ecolor='gray',\n",
    "                         alpha=linealpha, markersize = markersize, elinewidth=errbar_width,\n",
    "                         label = labels[ind]+\" reticulocytes\")\n",
    "            ax1.errorbar(x_retis[-3:], y_retis[-3:], yerr=yerr_retis[-3:], ls='--', lw=linewidth, marker='o',\n",
    "                         c=color_retis, ecolor='gray',\n",
    "                         alpha=linealpha, 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', alpha=linealpha,\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,\n",
    "                         ecolor='gray', alpha=linealpha,\n",
    "                         markersize = markersize, elinewidth=errbar_width)\n",
    "            ax1.errorbar(x_retis[:-1], y_retis[:-1], yerr=yerr_retis[:-1], ls='-', lw=linewidth, marker='o',\n",
    "                         c=color_retis, ecolor='gray',\n",
    "                         alpha=linealpha, markersize = markersize, elinewidth=errbar_width,\n",
    "                         label = labels[ind]+\" reticulocytes\")\n",
    "            ax1.errorbar(x_retis[-2:], y_retis[-2:], yerr=yerr_retis[-2:], ls='--', lw=linewidth, marker='o',\n",
    "                         c=color_retis, ecolor='gray',\n",
    "                         alpha=linealpha, markersize = markersize, elinewidth=errbar_width)\n",
    "\n",
    "    ax1.axhline(rbc_ctrl_medians[y_value], c='k', alpha=.5, ls='--', lw=linewidth,\n",
    "                zorder=0,label='CTRL')\n",
    "    plt.legend(fontsize=fontsize-8, ncol=2)\n",
    "    ax1.tick_params(axis='both', labelsize=fontsize)\n",
    "    plt.tight_layout()\n",
    "\n",
    "    savename = r\"fig_S4D_RBC_retis_lithium_area\"\n",
    "    savepath = os.path.join(savefolder,savename)\n",
    "\n",
    "    # set alpha of errorbars\n",
    "    for collection in ax1.collections:\n",
    "        collection.set_alpha(.3)\n",
    "    plt.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": [],
   "source": [
    "def plot_violins(dataframe, x_axis, y_axis,\n",
    "                 pal='tab10', color=None, saturation=.9, order=None,\n",
    "                 fontsize_labels = 18, figsize = (6,6),\n",
    "                 stripplot=False, stripalpha=0.3, stripjitter=.1):\n",
    "\n",
    "    ort = \"v\"     #plot orientation\n",
    "    color_ctrl = sns.color_palette('Set2')[7] #color for the control sample\n",
    "\n",
    "    if pal == 'chac_paper_custom':\n",
    "        # adapt new color palette, so that P4 is purple and P5 is red\n",
    "        pal_custom = sns.color_palette('tab10', 5)\n",
    "        palette = pal_custom.copy()\n",
    "        palette[3] = pal_custom[4]\n",
    "        palette[4] = pal_custom[3]\n",
    "        palette.insert(0, color_ctrl)\n",
    "    elif pal is not None:\n",
    "        palette = sns.color_palette(pal)\n",
    "        palette.insert(0, color_ctrl)\n",
    "    else:\n",
    "        palette = None\n",
    "\n",
    "    sigma = .1    #cloud smoothness\n",
    "\n",
    "    #some plotting parameters\n",
    "    y_label = dclab.dfn.feature_name2label[y_axis]\n",
    "    sns.set(style=\"darkgrid\")\n",
    "\n",
    "    f, ax = plt.subplots(figsize=figsize)\n",
    "\n",
    "    ax = sns.violinplot(x = x_axis, y = y_axis, data=dataframe,\n",
    "                        order=order, hue_order=order,\n",
    "                        palette = palette,\n",
    "                        bw = .2, cut = 0.,\n",
    "                        scale = 'area',\n",
    "                        inner = 'box',\n",
    "                        saturation = saturation,\n",
    "                        orient = ort,\n",
    "                        color=color)\n",
    "\n",
    "    if stripplot:\n",
    "        ax = sns.stripplot(x = x_axis, y = y_axis, data=dataframe,\n",
    "                           order=order, hue_order=order,\n",
    "                           palette = palette,\n",
    "                           alpha = stripalpha,\n",
    "                           jitter = stripjitter,\n",
    "                           orient = ort,\n",
    "                           zorder=1,\n",
    "                           color=color)\n",
    "\n",
    "    ctrl_median = dataframe[dataframe['patient']=='CTRL'][y_axis].median()\n",
    "    ax.axhline(ctrl_median, c='gray', alpha=.5, ls='--', zorder=1)\n",
    "\n",
    "    ax.set_ylabel(y_label, fontsize = fontsize_labels+2)\n",
    "    ax.xaxis.label.set_size(fontsize_labels)\n",
    "    ax.tick_params(axis='both', which='major', labelsize=fontsize_labels)\n",
    "    ax.tick_params(axis='both', which='minor', labelsize=fontsize_labels)\n",
    "\n",
    "    for tick in ax.get_xticklabels():\n",
    "        tick.set_rotation(0)\n",
    "        tick.set_horizontalalignment(\"center\")\n",
    "\n",
    "    #adapt the sizes of the inner box in the violinplot\n",
    "    for child in ax.get_children():\n",
    "        #adapt widths of IQR range and 95% ci\n",
    "        if isinstance(child, matplotlib.lines.Line2D):\n",
    "            lw = child.get_linewidth()\n",
    "            child.set_linewidth(1.75*lw)\n",
    "        #change size of median marker\n",
    "        if isinstance(child, matplotlib.collections.PathCollection):\n",
    "            sizes = child.get_sizes()\n",
    "            child.set(sizes=3*sizes)\n",
    "\n",
    "    return f, ax"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "read rbc data from file"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [],
   "source": [
    "result_folder = r\"data\\RTfDC\"\n",
    "results_name = \"20210610_RBC_baseline_plotdata.tsv\"\n",
    "savepath = os.path.join(result_folder, results_name)\n",
    "\n",
    "df_rbc = pd.read_csv(savepath, sep = '\\t')\n",
    "df_rbc['patient_label'] = np.nan\n",
    "\n",
    "patients = ['CTRL', 'VS', 'VL', 'RS', 'KM', 'LM']\n",
    "patient_labels = ['CTRL', 'P1', 'P2', 'P3', 'P4', 'P5']\n",
    "for patient, patient_label in zip(patients, patient_labels):\n",
    "    ind = df_rbc['patient'] == patient\n",
    "    df_rbc['patient_label'][ind] = patient_label"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 0, '# Control measurement')"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x432 with 1 Axes>",
      "image/png": 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ZbEZXVxcuuugiPPnkkzmfa2xsBABMnDixxKsQzmh5WAKBdBImwzCqiRBXcHQ6nSqJmQMDAwCQIUDEbdzf38f7nZGIdgvjaj9TqjaXIpGIc85B7cAe5VIbNM8DmjdvHj799FM0NDSkXvvkk0/Q2NiYcq1lM3nyZPh8PrzyyiuIRtOhtm1tbXjnnXcwZ84cOJ1OVFdXY3h4GFu2bMnITG9vb8frr7+OM844A1VVVcpd3FccCTkxaradXQVArQx9rvCpJUB9faz1zi3/pNPpYLPZUu+NVDL7lDZ9W+0gF60mddxxTsvkbrkjSzWvhHDjjTdi69atWL58OVauXIlIJIL169ejpqYmVbmgpaUFO3fuxKmnnopJkybBaDTi3nvvxapVq3DNNdfg0ksvxcDAQKoEz3333Zc6/gMPPIBbbrkFV111Fa644goEAgG89NJLMBqNeOCBB1S5xiNBgOLxmKzRK4Xw+XzQ6XSp9n0+H5xONYIB0oLDJoMqXw6nt5etPpBdf9But6O3d2QLkJb5Xlo9U1yhVTPKUUsB4oq83JGlmltA5eXl2Lx5M2bMmIF169bhhRdeQF1dHdavX5+qA7djxw6sWrUKO3bsSH1vwYIFWLt2LWKxGNasWYNNmzZhzpw52LJlC6ZNm5b6XF1dHZ566inYbDY89thjeP7553HKKafgt7/9rWrVEcgMQtuqAOptkObzDWU8mD6fOkmZ3OoDalUj6O3thsVihdGYOZdzOBzo6elR5TfXyi1EKjCw56DNrFzrkGS10DK1gWsByS1AmltAAHDcccfhueeey/v+okWLsGjRopzX58+fn9dNx6Wurg51dXUlnWMppGdrWvpuo8iapCvG8PAQ9Hp9au1HraRMruDo9Xr4/T7FZ6nd3V1wOnNvrNPpRCwWxfDwEMrKPIq1z6KNAsViWgqQ9s9ULBaFyWRSpV2u60vta+au4cq90aLmFtBogPyAatfq0qIuGsMwGBoazBj0h4YGVWnb5xvOKIeTSCQQCikXCccwSfT0dPOmCpDXurs7FWs/fR6jT4DIszRavArcCE+GYVS7bobJTG2Q+3miAqQw3B9QS9NZrY20wuEQotFoKhRZp9NhaGhAlbZJSRzSLpCu06YE/f39iMdjvIl55LWuLuUFSCtiMS0XxtM5MVq0C6g3qQNyLQ+1xC8cTl+jEoE9VIAUhjvwq286c2cu8prO+RgcZMWGCIBer0+FKivN0NBgRj02AIoWBSXiwidAJpMJNptNFQHSqkaYtgvj2lhAXMFTc3fU7Jw2tSJLg0FlI0upACkMNzQ4O1NfaTLroqkjQCQBmCsEAwPK58MwDMNrAQ0NKSdA7EZwurzVOpxOJzo62hVrn8At0aImmUVn1evXXMtL7WeK25ZatQaBXMFRS4C4kaRKBPZQAVIYbmgwoJ4QAJkCpFaHJdn/XBdcIBBQ3F0RCgURi8UyhE+n06csMiXo7OyA0+nIW0vQ7Xajv783Y8AcSWRa9+qJQLY1oKYlosWkDkgn2HP/VqfdtACxgT3ypjZQAVKY7O0k1NyojPuwqNVh+/t7YbFYMlxw7OvKWkFEaLjbYttsVkXXnzo62goWZnS73WAYRnE3nFYuOK4FoOZaTHZf5g6SSsN1oysZ4JJNIODPEiB1rpk7frGTSb+sSwlUgBQmexFcyP5GcpFMsomCpOOoQV9fL29dtL4+ZQWIWF7ch9RmsykmfIGAH36/D263O+9nyHtKu+G0CknOjMxSr22/fzjrb20mdWrWkczNrVMntYG7hqrT6ZBMJmWdzFIBUpjsjqLWTpmJRJyzNqBTLRenvz+fAPUq3G6m6w9gqxEUK0orlfb2NgBsNfZ8WK1WmM1mdHS0KXIOBK2qAnADW9SM8MyexKk7qWMFSM1JHcDm0nHd2mo9z1zhI+3LmVZBBUhhuJFZ5G814D6U7A6dygtfOByG3+/PqYtmtVoVr4vW398Hi8WaMUu02+0Ih0OKuEqIqBSygHQ6HVwuF9rbW2Vvn4tWVQG46xJquuCy+7Ka25+TrS/UKvUEsBUXuC44NrVhUJW2BwcHM4QPkDewhwqQwgwODmjScbjtcHfoVBK+wpzk797ebkXb7u3tht2eubMuOQ8larK1t7fC4XDklODJpqysDD093Rlla+RGKwuIOygSd68aaJXozFZ2T7u11XODDQLIjCxVK7duYKA/xwKSM7CHCpDCDA72Z8wg1NojhttJ9Ho9otGo4lE7PT2syPALkHJ10RiGQW9vbkUCpQWokPVDcLvdSCaTigYiaFVpw+/3pQYn7uaHSsOd1Kk5GHMtabbdQVXaHRxk2+FOZAcHlZ9QxuNx+P2+jPHLZDLJOoZRAVKQSCSS4abQ6/Wq7RHD7SRqRaL19vZAp9PnbCLodDoRjUYVmzEGAn6Ew+Ec4bPZbNDr9SlhlAufbxg+n6/g+g+BfKatTTk3HHf9hbtvjNIMD6fdM8lkQjULrL+/L8MaUDrAhcB1PZGcGG5FcKXITm3Q6/WIxaKKp1aQ/L3cdVX57jcVIAXJ/gHJWoyS7hhCX19vjumsdCBAT08XHA5HRocF0pZId3eXIu3mq0ig1+vhdDplr8dG1nSECJDVaoXFYlF0HSgzNFid3JREIg6/PzM0WI1cs1iMnchkehX6VInCGxzMndSpYQURwc2u8qH0hJKMF9kCJOd6LhUgBSGuH5KoqFZIMmk7s8PqFN+fJl9laCIMclsihEIlcZxOJ7q6OmRtr729LRVgUAydTge32422thZZz4GQveOsWvleJAqLOzgpmfRLIM8OaddgMCCRSCha8YLAHfDVEgG2DW0iS/kEyOFwYGhoMKMQbSlQAVIQMuBnWyJKL8gnk0n09nZndRw7enqUsUAAti7Y4OAAb1kas9kMi8WioAXUAYvFmto/iovL5YLf75c1ZLatrRVOp7NoAAKhrKwMvb09imTsZ5eDUSs0uL8/d3BSY32TWLPZkzo1qo739fXllHoi90FJenq6cwRIp1N+QtnT0wWrNTOylDzfcllBVIAUpKenC3a7PUOAdDqdYpYAYWCgH/F4PKNEDGsJKPeQEnHLVxfN4XCgu1teS4TABgTwWyPpZFB5cnEYhkFbW4sg9xuBfFaJfKDsJEy1kjLJzJ87OKlhDXR3d0Gny3VHdXUpN7kicCd1er0eRqMRPT3KikAiEcfAQD9vgI3SE9murq6cddX0NiPy3G8qQArS2dmR4abR6XSw2+3o7FRmIE63y2bec2enLpcLAwP9itXNKuQGI693d3fLHqkVjUbR19ebNyKNvE4SR0tlcHAA4XBIUAQcgQiQEutAJEQ3/bc6OTE9Pd0wGo0ZazFKD4gAa+1y3bw6nQ42m02xyQ2BYRh0d3dlPFNOp1NRrwLAinoymeQVoO5u5e53MplAb293zvNst9uh1+tlm8xSAVKIaDSC/v6+nB/Q5XKhq0vZ0izt7W3Q6/UZFhAZMIk4yU1XVycMBkNOBBzB5XIhHo/J7qbp6GgDwzB5LRKTyQSHwyFbFJqYAASC2WyGzWaTTQS5ZK99qLEWArAzYO7smB2UlB2MGYZBe3tbjvi73W5F7i0Xn28YkUg4R4C6uzsVjf4j9zRbgNgJZZ9ihW57e3sRj8fzBvbINY5QAVIIUv+L72EZHBxUNGKovb01p8MqOQsHyMzUmXf7a9KR5bb+yOJ+IUEoKytDW1uzLAMFEXchAQhclApEyM734kZqKQWxBrh9jA2H7lE0LNnnG0YwGMi592zV8T5Ft0cgAy53UudyuRAKhRTec6oDOl3ulh9yu8KyIdfLZ+m7XC50dLTL8jxRAVKIfDPltBAoM2NLJhNoa2uBx+PJeN1iscBut6OlpUn2NhmGQWdne0G3FBEnuSPSWlubYbfbYbFY8n7G4/EgEAjIEjLb3t4Kl8uVE2pejLKyMgwODsg+8cjNiVF+UXx4eAihUDDj9ybRaEqubxIBz+7bSk+ugPSEkvu7K+1VAFgB4kttUHrH3Y4OdqKVvQYEsNcdCgVlEV4qQArR2toMm82WMzCSh6W1tVmRdru6OhGLxXIeUtJ2c3OT7C6DwcEBRCKRglaBwWCQfYM2hmHQ0tJc1B1G7kWp4sswSV4XkBCUqozd19eTVRVgUPFkVL5CrMQyULLwamtrC/R6fc79Tz9TyoS6A+w1OxyODAvf5XJBp9MpmmTc0cE/sbPb7TAajYpVWm9rYyt98E205BR8KkAKwDAMmpubeEXAaDTC5XIrYokAwOHDjQCA8vLynPe8Xi8CAb/soaOFzHUurOku3wA1NDQIv98Hr9db8HNOpxMGgwEtLaWJfn9/H6LRiKj1H4ISli8bbp+Z75VMJhXPM2tra4FOl+mG1Ov1MJlMiopAS0sTr/XJrvM5FXumGIZBa2vuRId9ll2K5Xj5/b68W36QPLSODvnFL5lMoKOjPW8/d7vd0On0sggvFSAFGBwcKDgwer0etLQ0K+IvP3y4AQ6HA1arNee9iooKAEBj4yFZ2+zoaBeUmOl2uxEI+GUrydPcfBhArksmG71ej7KyMrS0HC6pPSIeUiwgk8kEu90uq5tocDAz3F6tnJjm5sMoK3Pn7ATr8XjQ1NSoSJvxeAzt7a1FnqkmRSoiENdpPq9Ca2uLIu0W629lZWXo7OyUfRzp7u5CPB7LK0CsFeqSxYtDBUgBGhsbAPBbIeT1WCwqu7sikUjg8OHGvA+p3W6H1WrFoUP1srbb3t6WsjIKIbcbqqWlKTULLYbX60VXV2dJYegdHe2pKCApuN1uWX9zEtDBrQqg0+kUDfMnQsA3GHs8HvT19SgSYNPe3oZEIlFAgLyIRMKKhCYXmuh4PB5EoxFFggFYS1NXUIASibjsbRMrttDErqysDO3trSVXQacCpACHDzfAYrHwLuABaWE6dKhB1nZbW5sRjUZQWVnJ+75Op0NFRQUOHaqXrXw+wzDo6BBeGRqQb52AnYmX5Y284+LxeFKuFKlIDUAguN1uDA3JFwHJlgTS50RmKbkO09zchEQikbKmuaQtbHn7NQA0NR0GgIICxJ6f/BZYc/NhmEwm3okOaZecn5y0tbUUrLiRLnQrrwuwtbUJFosFNpst72c8Hg9isVjJ4kcFSGYYJomGhoMoLy/POzCazWa43W4cOnRQ1rYPHtyfEpl8VFVVIRIJy+arZ0Njg4IEyGg0wuFwyDJAhsNhdHd3FV3/IZDPSV0nYJhk3gVhochtAba1tcDlyrTG2JyYVsWKczY0HIROp+e97263GyaTCQ0N8lrYANDUdAhOp5O33BLAVj63Wq2pNVA5OXy4ER6Ph/d5Ju02Ncnr1hZSccNms8FsNssuQM3NTUUndsQ6am4ubd2NCpDMdHR0IBgMoqqqquDnKioq0NLShEhEvtyFAwf2wuv1wmQyFWxXp9PhwIF9srQpdl1ErqRBYskUW/8hEFed1Aemv78f0WjkiBGgfOH2Ho8H4XAYvb3KhGPX1++H1+vhnZXr9XqUl5ejoWG/rJGWiUQCzc1NeV3aAGvde71eNDUdkrXt4eEh9Pf35m1bp9OhvLwchw8fklX0+/p6EQ6HC/ZvnU731dqmfMEXfr8PAwP9RSd2RHhLbZsKkMzU1+8HgIJWCMBaIslkUjY33MBAP3p6ujFmzJiCnzOZTPB6vdi/f48s7XZ0tBX0U2fjdrvh8w2XXDSzpaUJOp1OsAAB7ODc2tosyf1IrDYpEXAEs9kMu90uiwWYL9xerpBzPgYHB9Dd3VVwclVVVYXh4WFZ81M6OtoQi0ULChDAurYDgYCsRTqJO7HQ81xeXo5gMCjr+hP5/Yr1b3bdrVe2beeFtkuePbI+JhUqQDJz4MA+lJWVFUyMBNgf2Gg04uBBeSyR/fv3AkBRywsAxowZg97eHlmSFjs62uBwFA9AIMi1DtTS0gyXyyW4IjXAuuFisaikgYJUQJAagEBwuVyyRMIRV1P2TNXhcMBsNsvuEgKQspqLCRD72b2ytUuiNovNyolIHD4s3xpUY2ND3vWf7HblDO5pbW1OlZEqRHrCIU9eYXNzUypqtBgejwfDw0MlJXhTAZKRQMCPtrYWQSKg1+tRWVmJAwf2yWK67927Cy6Xq2iHBYDq6moAwL59u0tut6OjLW8laj7SxUGlu6GSySTa2oonoGZDHlYpgQgdHW0lBSAQSEWEUjeOa2ysh8PhyFkoJi6hQ4fqZU843rdvNxwOR0ERtlgs8Hg82Lu39L5FOHy4AU6ns+ikjnUL2WQLgmAYBg0NB1Ju60LtOhwOWdd0W1qKr8MASH1GrsR2EtgjpJ+Xuq4KUAGSlYMHWfebEAEinwsE/CWvCQQCfjQ3Hy7qfiPYbDaUlZVhz55dJbXLJsr5Ra2LkHyYUgqy9vR0IxqNinK/AUhVphD7sLKRfvkDECKRCPbv35/aDC4cDucN95bDAiTh9vlcUhUVFfD7/bJWpw4GAzh8+FBq8lKI6upqdHa2y1J4Nh6Po7n5cFGXNkDE1yvbekxPTzf8fn/eqFIuFRUVOHy4EfF46VUoQqEQenq6BQXYkLVNOVyu0WgUnZ3tgp8r4oEoJQJQuP+CwyeffILf//73aGtrQzQa5Z1p6XQ6vP7665JP7GjkwIF9sFqtggfkqqoq6HQ67N+/F+PHT5TcLpltjh07VvB3qqurceDAAQwNDaKszCOpXZJvIrYwJ+uGki5A+WqCFYOsVYmNAGS3sQjz/q6xWAyfffYZgsFgzmtnnnlmTkAIV4COO+4EUedBaG4+jFgsmndgJK8fPHgAVVXFBUMI+/btAcMwggVo//792LNnF77+9W+W1G5bWwvi8XjR9R9CRUUF2tvb0dXVhbFjx5XUdkPDgdQxi1FZWYnm5ma0tDRhypTjS2pXbICN1+tFa2sLkskE9HphrnA+2tpakEwmBd9r4qorZR1ItAX07rvv4oYbbsC2bdvw+eefY8+ePdi7dy/vf0JpaWnBrbfeitraWtTW1mLVqlXo7y8+e/r000+xdOlSzJ49G2eddRYeeugh3i2JpR5fDIlEHA0NB1BZWSkoLwVgF6U9Hk/J/vI9e/5T1DWSDRlISrGCiACJjQxjK4JL35uovb01ZUmJpaysDH19PaKiD/NVNgeAgwcPZogPIRgM4uDBXJcM2ZqhFAuIDbfX5x0YbTYbnE6nbOuLALB7939gt9sF/dZ2ux1lZWXYvfvLktstltSdDfmcHOtABw8egNPpLJgPw21Xp9OnvCCl0NranIpwE4LH40E8His58ENoZREuXq8X3d2dCIeluZRFC9Cvf/1rmEwmPPbYY9ixYwf27dvH+59QARoYGMB1112Hzz//HDfccANWrFiB999/HytWrEA0mn+vi08//RQrV65ELBbDj370IyxYsACvvvoqbrjhhoxNz6QeXyxNTYcRjUYFu8EIlZWV6OzskFyeJhDwp1wjQoUPYBer3W439uyRPkh0d3fAZrMVDPvmg1hMUkvGkEKJYq6XkN6dVLgF1tmZv9RQoYlMvvfYigjSLcD9+/eivNxbMACjqqoKzc2HJQ8MXILBABob60X1sbFjx6Kjo61kN9zhw4dS+UVCsNlssNvtJZebikajaG5uFOR+A1hXmNfrSUXBlgKpeSc0wEauQITm5sNwuVyinudS14FEC1B9fT0uueQSXHzxxaJdL3xs3LgRnZ2deOGFF3DTTTfhe9/7HtatW4d9+/bhzTffzPu9Rx99FOPGjcPmzZuxbNky/OhHP8Ldd9+NnTt34uOPPy75+GI5eHBfKg9CDESwpM6ciGtEjPuNUF1djdbWFsll1Ts7OyRFhZVSSj6RiKOnp0tyPo6UXBxynXwLs4X2oMn3nsvl+qqwqfgJUE9PN/r7e4tOdMaMGYNkMilLvtfevbvBMAzGjRPu0iL9sRQrKB6PobW1WfQzVV5ejqamQyXtvnv48CEkEgnBAgSwot/T013SNgVsgI24Ld+tViusVmtJgQjJZAItLc2CE7sJJAhCan6daAFyu92CTFKhbNu2DbW1tTj++LTfdO7cuZgyZQq2bdvG+51IJAKv14slS5ZkFN2sra0FAOzfnx7MpRxfCvX1B+D1Fp6V8uF0OmG1WiXPnPbs2QW73S5pMlCKGy6RiKOvr1eSAFmtVhiNRkllPHp6upFIJCQLkMVigdVqRWencBdYZ2e7LJMtQikWIIlcLLYW4/F4YLFYZIl03L37SzgcDlH3gA108ZQkQK2tLUgkEpIEKBKJlOSSqq8/AIPBIGpAJmJVX39Acru9vT2iA2yIu64UAWLzysQH9hiNRrjdbsnrQKIF6LzzzsP7779fUlFHwtDQEFpaWlBTU5PzXk1NDXbv5n94LBYLNmzYgO9+97sZrxO33/jx40s6vliGhgbR29sjOPqNi06nQ2VlJQ4dahCdIBkKhXD4cINo9xvB6XTC6XRKGqT6+ti96qUMzDqd7qs97cUPEGRQKUUQXC6X4IKd4XAIfr+v5Pyf7PYBabtZ7tnzH3g8Ht5q51x0Oh2qq6tx8OD+klzNxMU7duxY0X1s3Lix6OzskJxvdviwsPyfbNLrQNLdcPX1+1FeXi44vw3gTialC5CQHX75KCsrw8BAv+Q6g8SCEXuvAXay097eKmkfKtEC9MMf/hAejwfXXnst/vjHP+LLL7/Muw5UDLLfOd9srqqqCj6fDz6fr+hx2tra8Prrr+Ohhx7CtGnTcP7558t6/GI0NLCLzUKiZfioqKhAJBIWXaLmwIG9SCaTgiKT8lFdXY3m5sOiKxOQnS+lDswulws9PeIH4K6uTuj1ekkBCASn04neXmHbRxORkFOAbDYbDAaD6Ovv7+9FZ2eH4N977NixiMfjJQUjiIl+y4Z8R2pOkNj1H4LVaoXdbpecjDsw0I+BgX5R7jcgu9ivNPdfa2uLoATUbNKFSaUlObe0NMFqtUrybnm9XsTjcUnrmqLDsGtra6HT6cAwDL78srB5XSwQgUSs8V00SToLBoMFZ7uDg4M499xzU8e59957U9+V4/hCOHz4ECwWi+RBirtPz8SJxwj+3v79e2GxWEoqDzNmzBg0NDTg4MH9OOWU0wR/j+SYiH1QCA6HA62trQiFgrDZhItJd3dX3vUYobhcrq82buvFmDGFB1ZS1kVOASIWYE+PuJIxu3f/B4DwcHuv1wuLxYLdu79ETc3Jos8TYF1+Ul28JN9s375d+MY3viXqu4lEHG1tLZgwYYLodgH22pubD4NhktDpxPWVUiaUlZWVaGtrQ3t7q6hnmdDeLi3AhrtL6dSp00W329JyWLT7jcAt/yT2mkUL0MKFCyW5e/gQkqldrC2dToe1a9ciGo3ixRdfxIoVK7B27VpccMEFshw/m4qKzIGIYRg0NR2C1+uVfF/MZvNXuTFNqKoS9qAnEgkcOnQwlUskFbfbDavViubmBpx//tmCv+fzDcBut4tyUXAhwhWPB0TlqvT390gWPQIRk2jUh6qqwrk44bAPer1e1nVPgB2ch4b6Bf/eALBv3y54PB7B58J1w7lcpqJuu2xCoRAaGxswadIkyX1szJgxOHjwIEymhKgBrrGRTeqU4hICWAFqa2tDIhEUFTwBAG1th1PVDcRCRKurqwWzZ+e6/gsRi8XQ09OFY44RL1yk0nxfX5eoPgWwkcLDw8OppQuxEMupp6dDdNuiBegXv/iF2K/khbhR+NaTyGvFZp5lZWWYP38+AODCCy/ExRdfjDVr1uCCCy6Q5fjZ9PX5kUymha2/vw/Dw8OYOFF6IinAPjD19Q3o6hoUlEx2+PAhRCIRSetOXMga1O7dewS3DQBtbR0lucHIw93Q0AyXS9g1xGJRDAwMYOrUqZLbBdL97tChZkycWFiA2to6YbPZZJt0cc+hqalJ8D3v7e1Ge3s7ZsyYIaqdcePGobm5GX//+3acfPJsUd/ds2cXEomE6NQCLkSA/vGPf+G002oFf+/LL1nviVQBImL35Zd7YTQKf8YZJon9+/dLnlCyk0k3du3ag9NO+7qo75JN96R6NNxuNw4fPoyeHnHLCnv2sC5aqRYQwI7DDQ0NvG3r9bqciXvqPcktglXs/fv344svvkBTUxNisZio7xPF5XNFdHd3w+12ixrkrFYrzj77bHR0dKC/v1/24/NBIk+kPiiEdDKZsHWBxsaGVN2vUqmoqEA0GhHsw2UYBv39fSXdOzKoi1mgJp/lm5mKKYdjNBphs9kEVU0eGhoUbTkIwWazIZlMwu8Xtva2axfr7hYbbk8CFoj7TgwHD+6DyWQqaWAiiZxi0wxaW5tgs9mL1n/Lh8PhgMlkEp0b09XVhVAoJHk9FwDKy71oaWlCPC5uPOzszJ/wLAS20rxPdCBCW1vLV9tsS99qhC1MOiw6n1GSAA0PD+Pee+/F6aefjoULF+Kqq67ChRdeiP/6r//Cfffdh+FhYSfhdrsxceJE3mi0PXv2YObMmbzfa2howLnnnouXXnop571AIACdTpfa9E3K8cVAtoUudY1AbEJXY2ODpAVaPoiICU3eCwYDiEYjJQkQCSTo7+8T/J2+Pvaz2e2S0jeNjY2pxV/yWr5JEdt2cfEbHh6SPAgWgoia0Ad2z57/wOv1ihZD4oZraDggqvoDwzCor2cLcZay3paO8qwXFPRBaG1thscjfW2TbBfQ2iouP4XsqFrKxK68vByJREJ0UFFnZ3tqciQFIiBit2QvdadfgLsGJe6aRbfo9/uxdOlS/O53v4PH48F5552HpUuXYv78+XC73diyZQuWLVsmuNrvvHnz8Omnn6KhIV0645NPPkFjY2PKtZbN5MmT4fP58Morr2SEmLa1teGdd97BnDlzUoIg5fhikLpomI3VaoXFYhFUoiUej6O9vbVkq4tAAiiEbmdMstv5BEiMJWKz2URlyhOxym5XbDkccoxi4scwDAIBvyICRI7p9xd3l/T0dKOnp1tSsjHAWk2JRCK1ZYcQ+vp64ff7ZLOwY7Go4PJDPt8wfD5fScE1ADso9vb2iEoZIdFgpVi96e3BD4v6XmdnB1wul+SxhASKEEtKCGyh3baSrB/Stk6nE73ViOg1oGeeeQYNDQ248cYb8YMf/CBji1yGYfCrX/0Kv/71r7F+/Xr84Ac/KHq8G2+8EVu3bsXy5cuxcuVKRCIRrF+/HjU1NViwYAEAtpbbzp07ceqpp2LSpEkwGo249957sWrVKlxzzTW49NJLMTAwgJdeegl6vR733XefqONLJZFIoKurE5MmTSrpOABSpV6E/IBdXR1IJMQt6hajrKwMbW2tYBim6AMwODgAIDe6UGxhTtYNJtwF19/fB4vFkpPsK6Ucjt1uRygUQjgcgtXKP+OMxaJIJpN5t4EuBXIvhEzUSBiz1HB74obbu3e34HUgkkNTiiuKwLWwhURJkVm0HAIEsAPy5MlTBH2nubkp7/bbQjGbzXA4HKKqAzAMg+7uzpJSKsxmMywWq6j8usHBAUQipe30C6SDIMSGYksqRnrKKafghz/8Yc6DqdPpcMcdd+CUU07BW2+9Jeh45eXl2Lx5M2bMmIF169bhhRdeQF1dHdavX586/o4dO7Bq1Srs2LEj9b0FCxZg7dq1iMViWLNmDTZt2oQ5c+Zgy5YtmDZtmqjjS4XkkpT64xHcbjd6erqLlnQnsf6lPqBcysrKEAwGBG0ulU+AxFoiNpsNoVBI8Ax1cLCf1z0hpRwOOc7AwEDR74qtbiEEcsxC504g0W9SZ+U6nQ5jxoxBff1+xGLCklJbWppgsVhKXiMF2IHR6XQKdi8TS6nU9Ij03lPCLC+/34fh4SFZJnZlZWVob28VvCfT8PAQIpFIya58p9MheB0ZkCexO922U3Ryuegnq6OjA3V1dQU/M3v2bLz88suCj3ncccfhueeey/v+okWLsGjRopzX58+fL8iNVuz4UiE3W64yLS6XCwzDoK+vB9XV+UNHu7u7YDLlD6uNRCI4fPhwjhuskCuJm53v8RR27Q0PD8FkMpVsiaTXQYZgsRSPtBoY6IfdLk84NBGgwcF+jBvHH35K1kyUFKBi6zLDw0Po6GjPmFRJYcyYMWhubsahQ/WYPv2kop9vbW0WtCGaUEipGCEWdmdnBxwOR8n33WKxwGKxoKtL2JoIET45JpRutxvt7e3w+YbhdhefKMqV8OxyudDa2opkMiloTYeMYXztih1H2AojnUXHGi6iLaCysjK0tBTeT6W5uVnWxL0jle7urlRSIR9i1kOAdCcoVqKlp6cLDoeD90GWsiDPbVtIdv7w8DAsllzxE2uJkE4qJGglmUzC5xuWLR+HHKeQxRePs4vmpe6Cygd7TF3RhXmxmxzmo7y8/Kst4IuXiQmHQ+jv75Pdwg6FginruRBdXfLV3mMHRWFuoY4OaduL8CG26rpcCc8OhwPxeFzwNtk9Pd2w2Ww5Yi9lHCHnLmYjRNFP1plnnokPPvgAf//733nf/+ijj/DBBx/gzDPPFHvoo46+vl7Y7XbeAUrKD8gKma5oeHBfX/5kTCkL8gC7JmGxWAStyfh8w7BYSl8XERMJ5vf7kEwmZQuJNplMMBgMBR9UUttKCQECAINBL0iAyP4+pUAqtR88uK+oW4i4ZeRyLXOPVaxAaDQaxeDgoGwCRMouCSmN09PTCZvNLovFK2ZCB7ACZDabeZcFxExk0yIgrMpGf38vr5tVamAPe0zhka2in6xbb70VZrMZN998M1avXo3f/e53eOedd7Bp0ybcfvvt+N73vgebzYZbbrlF7KGPOvr6evL6yKX8gCTjvtAPGIvFEAgE8rYrZUGewGbnF5+hyhUZll0yqRBEKOQSIJ1O99X15i+dTwYtuZNQuedQqABtMpnE4cMNqKiokOUcKisrMTw8hIGBwgOEkHUBqdZ9MXcYGTjl9CokEgkMDhaPtuzq6oTTWVqVDQJxkQsXoG7eaxY7kSXHEC5A/Pl8UgN7yDGFIlrqjz32WGzcuBGrVq3CG2+8kdpTh8yqJk+ejF/84heYMkVY1MnRCsMwGBjoz1u+QqoQ2O22gvkpRCDyuaKkLMgTrFaroLDoQCAAr9dT9HPFMBgM0Ov1ggqhkqKxciaFms3mgtYXGfSFLiSLhV0PyT8H7OzsQCQSkSUUGsiMRisvz19os6enO2UR8yE22hFg17zsdnuqiG0+iPuGz+KT0m7aEukueM3JZBL9/X15I1qlrKuKqfc3MNAPlyv3motNZE86KXM9z2QywWQyCXqOI5EwwuEwrwBJGUcMBgOsVqsgNytBkq05a9Ys/PnPf8bOnTuxb98++P1+OBwOnHjiiTjttNMUmzEeSYRCQcRiMdmFgLWA8v+AZCBWKjelt7fw7CUejyEej8mSAEsShkOh3AcsG79/OHWOcmG1WgtuHqZ0Py4mbE1NpSdFcnE4HLBYLGhqaixYFoe4lvNdv9hBkWC324tWvmDf10lyC/G1SyyCYrNyn28YiUSCt10pwgfgK8EtLkDxeAw+3zCqq3MDccROZIllX8zKBZDq+3I+UxaLRXAhAkCiAAGsu+j000/H6aefLvUQRzWDg4MA8lsiUrHZbAgGWxGL8Q/yxFpQSoDi8Rii0QjMZv7jk7wVOQSIHEfIttF+vz8lWHLBRkh15Y3MMhjYx6OUnTXzwTAMkkmm4HpDW1szbDabrG5HtjpA4fI07Bpj/vBr6da9HZ2dnQUj4ViXkI133U1Ku6xFYE5V0chHoeTqUgQ3HA4jFAoVHCfIWCKXJcJOYotbQESA5PQqWK1WwQEQgAABWrNmDc466yx84xvfSP0tBJ1Oh3vuuUfwiRxt+Hzy/3jc4/l8wygvz00CJHWe5BIALmRwDwQCeQWIiIVc7RuNRkHJmMFgAGazWVarxGw2I5FIIBaL8l4vEQelBAgoLEAtLc2yRqIBbHTWgQMHEAwGYLfnrjkkkwn4fMOorMyfgCrVurfb7YhGowiHQ3m34BgY4M/1Kq1dW9E1IDJo8rUtVXDJsYaHBwsKkNyWiNVqRX9/8dBzUodQbgtoaEj4NiNFBeiFF16Ay+VKCdALL7wg6MAjX4CUcYWR4+UTILktEC7kmIUeZrLgK1dujNFoFFSjLBgMyn7N5HjBYJBXgMj7YmqYGY3GoonEQFrUjEb+awqFQhgeHsLYsfkz46WsS3DrhR13XG4lcJ/PB4ZhZLfsgfTkamhoMK8ADQ0NyC66QtYliNuIb0IpVfjSaQZDBfP6yDqkXJNZq9WKWCyKSCTMmy5BIJNZOb0KxKORTCYEVXkvOops2rQpY1OoTZs2lXaGIwTSaeQu05IWIP4aYeFwOLV4Lzfp7Pz8FoncAmQwGARVQgiFgrInhKbL4QR5k2/JbytEUMxmMyZPnoxZs2alqsMXEi5yzHxiUSzJWeq6RDrhuJNXgOSONuTCFaCxY3ODdxKJOPx+f0nlaPK129bWXtD15/MNp0Lz5WwXKJ7nRsYSuSaz3Py6qqpCAhSETqeT9bkiz0woFILDUTx1oGjLtbW1Bf/mIxqNor1d/PasRxPEJSS3EJAfMF9J9Wg0qkhmPpAWlWg0vyCQ9+R6UI1GI3y+4lFwkUhYdgsoXY2A/3rJgyzEApo8eTJuu+026HQ6fOtb38K6desyCuBmU1yACmfGS12XsFgsMJvNeZOdSXFUJQUo3xYU5HUl3NpkbTOfRRAM+mWfTBZ7ltNtB2EwGGR7rtMiUDi4Jxxmnyk53dpcL4oQARI9ep544ol46qmnCn7mySefxBVXXCH20EcVRIDkJu0W4u+0sVhE1lkaF3JcboXxbMh7clpAQuqTRSLyX3cxATIYjDAajUX3uTIajZg1a1bqQdbpdJg1a1bBe0SOmW9AHBjoh16vzzsYl5LvVagSOLG8lejb5Jj5Qt+VCrAh7RbaeykQCMg+wSGiUizPTe6xpNgYQohEwrJPZos9UzmfL/aBXbt2ZRS3YxgGhw4dwnvvvcf7+Vgshg8//FCQ2+JoJhQKKWKJ6PV6mEymvAvzsVhMYwGS3wKKRqNFa4SxIe/yzozJNRTaOMxmsxcVoHg8ji+++ALf+ta3oNPpwDAMvvjii4LPADlmvoTigYG+gqHQpeR72e32vGG6rAjIG21IYPu2OW/eFxEIpdzagYAfFRX8uUBKTSjZNIPCQhAOh2QVP6GV1iORiOxjGHmmhO49VbT1oaEh3HLLLRmzu7feeqtgtWuGYWTZa+dIRonZA4EdlPlnELFYTMHSMGznISVo+IhGYxmflatNNrco/wCQSMRlv25yvEJCIUSAAKCpqQnr1q3LWAMqJqjk+HwotRMrwLqkOjo6eAtWhkJBmM3yumW4mM35J1dyR1gS0m6h/ANyOByWrQoCF6PRiHC4sDUQiURk7dtpV3phz0I8Lv9YImRSx6XoCPr1r38d999/P/r7+8EwDJ566inMmTMHZ5xxBu/nTSYTqqurR4EARWAyKSNA7MI8/wwiHpd/ICaQ48ZihQRIXguIa3UVFqCE7NdNBtlCazxOp1PQzqnRaBQHDx5EY2NjStAKTVDI4JDPT85uyCZfLTYuFosFDMMgGAzA6cwMcgiF5I825GIymXjXroC0QCjlFipkEUQiYVmqe2RjMBiK5rnJva4rxJMBKDOZFTKp4yLoqr/zne+k/r19+3ZcfvnlWLhwofizG0HE43FZCnLyodfr8/6ASgzE3HYBFKxPFo2yZrtcM2Suz7jQoqUS5XCElNpxOp2idpgU+uAR9wef24eIw5gxpVXAzkd6N1Z/jgCFw8pZ9gAJu+cfkCMRedcXuW0C+YNrGIZBNBpVxLXNXm9hCygWi8r6TKcnkoUFSCuvAhfRv/SLL74o9isjEqWFIN+sPJFIKFock7SRj0gkmqoQIAdCZ2tC9pGRSiEBcjhcCIfDsrdPBJfvmNEouxOrUpZIIZeUEusCXAoNyMRto5RbKJ9ln0jEwTCMIgJkMBiK9m32t5bvnut0Ouh0+qIJ1Mmk/M+U2PqJkq66t7cXH3zwAfr6+pBIJDIai8ViGBwcxN/+9re8gQojAYaRPzuewFZJ5j9+MplUXIAKdVzWApLvQRUS+q0lbncZkskkYrGYrIvU4XAYZWUe3veU3AiPe1w+IYhGlYuyBNgB2e/PF+HJBtjI3b+LWQRkPU45ASochKBEpQ2drrgIKDGWCBlDuIju4fv27cPVV1+NQCCQMSskF0uigOTY1vbIRrlClQzD5J0FKmkJAMULcMo9QAkN29Tp9LK74cjxCs24yW6W4XBYVgGKRCKYMIE/45/MmJWPdsy95/F4HGazcmtAhax7pSZXxWblxF2k1MaDhVza5LyUEILiz4syVd7FIFqAnnjiCfj9fixduhS1tbV45JFHMHPmTHz7299GQ0MDXnzxRZjNZvz5z39W4nyPGIT9wNIo3CGV7zSFrktuF02hwZCLXq+cABV6+ElZmHA4LNsGbQzDfHU8fgEiA7TSa318QsC6luUvdMttO58AKTW5KiZASt7vQtfL/YwSfbvYvWTddPKmywh5priIvuM7d+7EnDlz8MADD+Db3/42/uu//gs9PT2YP38+fvCDH2DTpk0YHh7Gs88+K/bQRxUmk0kR0xlgf8R8NcKUFD627cKdJxIJa2IBKSlAhQYe4iYTUjBVKJFIBMlkMq+XgMyYlbJ0CwmQki5eoLB7WenJVb7+o+T91umKb7uulHVfTFC1eqYyzkFsAz6fDyeffHLq72nTpmHfvvQ2vzNmzMDZZ5+Nv/71r2IPfVRhMplEFakUQyKRyLsArdSsGEhXaC4sQNpYQAaDQbhfWeD5kT5bKKjC4XAKrtgtFHKssrLc+nNcRuq+WvmuS4mBGCg+KJImlbS+CmEwyHvdDMMIEiCDwaCgAAmbpIoezVwuV0ZUx6RJkxCJRNDY2Jh67dhjjx3xteDMZotiAsT64fnXG/R64QOxWNIDcv7OI3clBiIWxZI9hQiQ2WzG1KlTsXDhQkydOhVms7ngA0aOV+h6dDodysq8igiQ18svQGrsxMptJ7ttZS1sBvnGZCVm5KRN4MgVdJPJLOtYQvp1obw69n35J9HptoVNAkULUE1NDf7617+mXCYnnHACGIbBzp07U59pbm5WNJLmSMBmswnKkJdCLBaD1cpfDt9oNComQOktAgrXMJPzt2VDRnVFQ1UNBmPRwYkUBD377LNx2223YfLkyYIEqJjFVF5eLqsAkURMj4d/p1O1BIhvhqxk/wLYe57vfrML9soJUL5+S3RJKfErJnxyu/OJqBQL41diGYG0nW8JIRvRArRs2TI0NTXhsssuw7/+9S8ce+yxOOmkk/DYY4/ht7/9LZ544gn85S9/QU1NjdhDH1VYrTZF6t0lEgkkk0nZBEiMu0zIgByPyy9ABoOhaOkOo9FQcLYmpSCoUAHyessRDAZlG6BCoRCcTmfeAULJjfC4x+W7brln49mw7mX+mbnRaATDJGUXgmK/M3HBKiFAyWSy6PMitzdFqACRDRnlhBxPaMSoaAE655xzcO+996K7uzu13/nq1asRDofx4IMP4qmnnoLdbscPf/hDsYc+qiC7O8oNOWa+IpVCO6tYdxSQDkfNtxsqwyR564flQ6j4sZUfCl+T0Vh4tkYKgpJrFFIQND1bKy5A8XhcNos3GAyivJy/KCZ7PuI3whNDoc3wzGazooWECwuQKeP85GwTyL/WRwRCqZ1vi62HWCwWWe85OVaxWoJms1X23zq9zYiwOoaSVpOvvvpqLFmyJPWDzZkzB2+99Rb+8pe/wGKx4Oyzz5Z9U6kjDbvdiXg8LnhAFrpTZrpGGH9hRItFmACJ3Z8GKD57Ie8XcymI3ZytUOkhgslkQiBQ+LrFFgRN+6sLzxS9XnZnWnbn1NJzgUKhECZPPi7v+6QNJYNcAP7rttvtRbevzkZo3wbY/u1y8Yefk/yjRCIhq5VdrF8rKfiFAooI7A6m8gkBmSjl86IQxAif0N84vc2IsFB+yeFM2T/m+PHjce2110o93FEHEYhIJFJw+2Kxg3HaAsonQFbJ+9M0NTUV/F6xjkv888UEV6z4sedZ2Dozm81FZ6hiC4IKdVWUl7NrNcFgsOQE60QigXA4DK+Xf/0HSFugSlki6d85d5ZqszkEW3pi+zbAXlO+vs29bjmTftMCxD8ocoVPbhKJRNFrsVrZ9WS58qCEWkA2mw2JRKKg4Evd6TdflfdsJAlQJBLB9u3b0dbWVtANNRIF6cCBvQiHIxgc7IfVakVPT0+OAHEHKb7BuL6+PuW+5FJeXp5RJbm5+TCGh4cyPhMKBWA0GtHd3Z3qrJWVlRkdN9/+NLFYLNWuTqdDZWWmG2hoaAhWqxWdnW28m1mxBVhzH+Le3t5U6Gc+8Tt8+HDGdxiGQW8vW2XaZDLB7x/Grl1f5Bzb7XbjmGOmpNYmEolEzoZr2a5FvoGblIji4vf7YbVa0djYgI4ONmqzqmoMqqvHpT7j8w2jo6MNVqsVAwMDOWJVyK3JMEzO7xwOh2G1WhEOh7Br1xeYNGlyRkme3t5udHZ2wG63IxQK8faTYvC1S/B6vRm7sba2NmNwcCD1fiwWgU6ny+hfAFBRUZEz8RDSt6uqMguqJpNJJJMJ3t+6p6crdZ+zXdB9fX0595o7K2cYBgMDAzmRhT09PQgGg7BarejqaufdasTpdGUcK5lMoq8vvV+S0LWheDyOgYGBnNdMJnPG9VZUVGHcuPSW5EajEVarBV1dXTlCUKxtvt95cHDwq23IW9Df34cJEyZlTHj6+nrQ0dEOn2/oq/vSlbdfixm/gPTGftzjdXV1oKJiKu/nJZXi+e53v5vapC7fDdLpdCNSgEKhIEKhcCrOni8vhtyTQoMx3yyTVOUFWAHq7+/LEQKdTge9Xl+0ajGfOwpIz37zFcEk6zF8ApSvei5xRTIMg0QiIXhzNu65JBL8bRLB4659Zd87IQMEwzA53yPl6GOxaMq6yv4MsVhsNhui0aiotvnaDIVC0Ov1MBgMCAYDOQNiLBb7anM0i+R1J752+d6z2ewYGhrKuO+kFlux/iW2bwPswJ5IJGA0Gnl/a+LO5pvUxuPx1L3mm5XHYrG8fYz063x9zGQywWLJXA/hXkMh4ePCd9/JpIzbbnYFDIvFknqms62lYqLLd69Jv47H47x9jLzOMEiNYXzXIuU3ZiepmZZXoT4sWoB+/vOfo7OzE5dddhlmzZol+/a5Rzo2mx06HZvAlW8NgfxghXbK5HP7kHBkvV4Pi8UCi8WS465wOl2C1i743FEGgyH1HT4BYmenbIY+38JpIhHndYOx0Utp94HQtRhyLmykkJHXNUP6l8ViTnXkfPe7EDqdjvd+JZNJuFxukNp+2Z8xGAyw2x2w2x28e+UUapuvTRLlWF5eAZPJnLMwbjKZYLc7YDKx91RKRex810reS7tobDl9zOUqE9S/xPZtgLX+kskknE4X728djUbyulm5W4Dkm5XzR/Wl+5jD4czTx6w5aRXcayDtFnNH8d134jXgtpsdhGG3O1MVKPL1r3xt891rIloulwuALqePGY3ss1ZoLCH9ROxvnEwmc6zXQv1ItADt3r0b3/72t7FmzRqxXx0RTJt2IpJJBqFQCG+//SeYTKYcNwMXvsFYr9fn/U4sFkttxXzMMcfmvF9W5sHf//5X2Gy2gu0SuDM1nU5X8DusGw04+eRT857bm2/+LmdWRlx55GERshbDPZfdu3fD6XRj5sxZec/NarWltqLIvgYhAsT3OxHX4cyZp+T9nsvFnldjYwN27fpCVNt859rd3Q1Ah9mz5/B+p7JyDCorx+Cf//wMw8ODgn5jIe1yiUajMJvNMBgMmDjxGEyceEzqvfLySvz97x/BYrEUbVts3w6Hw4hGo5g27UQcf3yuS6avrwfvvfcu76S2oqICOp2u4PomX2JvVVUVgsEgwuEwZs6clbP/EcFmsyMQ8AFAzjUUEj7u2qbRaMy59i+//BLl5VUF+3ZFRWXKNZuvf+Vrm+9ed3Z2wmAw5u3XFRVVqKioQk9PNz788C8F2xX7G9fX16OyckzGa1yXdjaiBchut0t6KEYaVqtVUAKllJ0yCy3gcaszy02xgpsGA9mwTli4qtBFdHYvlsKBDeSexGIx2azuQgm/2ZSXV6RccKXs08OGYFcU/ZzD4UBfn/D1H7GRaPkCAcggnm/X0uzjiOnb5Jj5KkCQ37jQM1VoVp6PYtufA+zGg4Wi/6QE9pBtPPJFtHLbBvJft9i2o9Fo6piF4AZS5UPK+FVoY8lsROcBXXrppXjvvfdkzQxvaWnBrbfeitraWtTW1mLVqlU5C818fPzxx/jOd76DWbNmYfbs2Vi+fDk+//zznM8tXrwY06dPz/nvtttuk3zOOp0OVqvwOHqhn4vFYgUfFJfLlfLRyw27R03++mR6veGrbHX58zSKZU4Ts17O6hPsQCwsWqeigrXyhAzMhQgGgznBH3zY7Y7UDqGFkJLvVWiQsFptMJstop5voX07FAp9VdrIk7dtoPhvTGblH374IdatW1c03J7s5VQotNtudxYciKXkmRXbdj3dtiPj86W2XWx3YYLNZs+7BsR3DsVgGAaRSCSvlcmHaAvo9ttvR0NDAy699FJceeWVmDBhQt4ww/POO6/o8QYGBnDdddchGo3ihhtuQCKRwIYNG7B//35s2bIl77G3b9+OG2+8EVOnTsWdd96JeDyOl19+GVdffTVefvnlVMFUhmHQ0NCAuro6zJs3L+MYEyZMEHn1mZDwSTmJx+MFBUivN8Dlcsk6ASCEQqG8gwPBYJC/VEuh8iwE8kCxHVz4DKsQ0Wg0leNTDCJAgUAgtUWDWBKJBEKhUMEkVILD4UwFRxQKe5eS7xWNRlFRMYb3PZ1Oh/Ly8pKFlo9gMAi3uyxvQqher4fNVjzBW8qsPJ/FR3A6namdaPPdb7F5ZmRgLyYGRqMRFou1oBCIaTsajQkSAZ1OB4ejsPCKgQQjKSpAXV1daG5uRktLC375y1/yfoYsSO/du7fo8TZu3IjOzk788Y9/xPHHHw8AmDVrFlasWIE333wTS5Ys4f3ez3/+c4wbNw6vvfZaKgx64cKFmD9/PtauXYvnn38eANDa2opgMIjzzjsPCxYsEHu5BWEtIPkFyGot7GLyeiswNDRQ8DNiicViiMViqZyXfMhdwJAEPhRza7ELqsW3bRBDJBIV/LB4vewaRCBQeHfLQpBBnYhZIcigFY1G8+ZzSM33KuYmqaioxOHDh4qeo1hY92Nh973D4RBcYUSMy7HY70zeL3S/xQof6auk7xbC4XAWvG6hbbNWSFiwG8zlciMSkWcyS65XzARRtAD993//Nw4dOoTZs2dj9uzZgl0Y+di2bRtqa2tT4gMAc+fOxZQpU7Bt2zZeARoaGsK+ffuwYsWKjBycyspKzJkzB3//+99Tr9XX1wNAxvHlwmy2IByW1xKJxxN5E+YIXm8FOjvlrTae9s8XFiC5S7UQMSu2rsNGqsknQMlkUpS7wGg0oqzMU5IA+f1+AMhZpOWDnFckEsk7IEpZDyGh/oUGCa+3Anv27BJVdkkIwWAQJ5xQuH85nS7ZJ1fRaBRVVYUrs5D+RYIBCiG0/6cH5OJ9zOVyYXh4sOjnirVNElqFCpDb7UZr61DxDwqALAvk22iRD9EC9O9//xvf+MY3sH79erFfzWFoaAgtLS244IILct6rqanBRx99xPs9p9OJt99+m7cCwcDAQIav9+DBgwDSAhQMBksWTYLVakV/v3yDMcMwiMdjRQWooqICkUgE8Xhctr15iAAVcw/JXTiRPFDFSsdbLFZYLOLWJgrBPiwMPJ7Ce/JwqaoakyP8Vqs1JSzZZA9kRLyEWEDFFqYJYt1C0WgUDMMUHBQrKirBMGykZ7EFdKGQAI5i1+5yudDd3SlLmwQhEw0SfCOnhU0GZCEWkNPpRG9vd8ltkv4i1AphLSB51pPFWHwE0dMbi8WC6dOni/0aLySZla9uXFVVFXw+H3w+X857BoMBxx57bM739u3bh507d2L27Nmp1w4ePAiHw4E1a9akrLa6ujps27at5POXezAmyZzFCvlx1yPkghyrWIQWW7dKPrcjNyelGGVlHpkFCEXXvLhUVVUjEAhkrIEVcllmv+f3++HxeARF0XEtoEIQ18ybb76JgwcPIhqNClqXKDQgkz4g5zqQ0AmO0+lGOByWrTJ1MpkU5IJTIrqUBAMU2vCQUMwFJ6ZNQJjVBbB5X7FYTJZxLC24wreuFy1A5513Hv7617/KMgiRQY/PkiEuGaEPQSAQwN133w0AuOmmm1Kv19fXIxAIwOfz4ZFHHsHPf/5zOBwO3HXXXXjzzTdLOn+lqthaLIWtAaUEyO0uKzo4kvpRciG0bhXADoxyCZBQlyOXqqoxSCaTGecwdepUXovabrdj6tTMXJdAIICqqrGC2hK75iXWLVRolqrkBKeiovAEx+12p8KX5UCoW8hut8NgMMgqQKFQSLA7yuFwySIEQiPvCMTyk+O6WXexrag3g4to/82PfvQjXHvttbjmmmtw1VVXYfLkyXmLcc6YMaPgsYTMcoQkGYZCIXzve9/Dvn37cPPNN6O2tjb1HqnavWzZstRrF110ES6++GI8+uijuOSSS0RV3q2oSP+wXq87VSJEziKCVVVeVFXlHyA8HnawlnOACAaDGD9+XMF2AaCszIXmZvksIDLQjBtXUbTtiRPH48CBfbLc72AwCL1ejxNOmCT49582bQoAdlt64poymUw444wzcPjwYTQ1NSGZTMJsNuOMM87IEPNkMolAIIDJkycWvU6CzWaTPdyeCNCxx45HeTn/eVRWOmGxWGS3gHQ6HaZOnVzQbTxxIivQfGVppEDu36RJY4ved69X3p1vI5EIJk2aJOj3HjeOFX02D1BYblq+NgFg8uSxgtxwkyal73ep7la2yK5HcP8GJAjQ17/+dQBI1fwqRLEoODJz5JvlCY2oGB4exs0334ydO3fi8ssvx5133pnx/tKlS3O+Y7VasWDBAjz55JOor68X5VLs6/OnqkInk4aM+lalQgbjWAzo6cl1PXIpdUGcC8MwCAQCcLk8RdvV602y7oNEjhWJFL9mq5UtHUJqs5UCG07tRX+/8EHWaGT7YvaaD3FL9/b2wufzpcooZbfHlv0pL3qdBNY/L9+aBJAekCMRXcHz8HorZJ/guN1lGBgoNsCzolMsKVoo5HoZxlz0vjudbtFbUeSDrKFZrU5Bv3cyyY4fpQoQccEGgwmEQsXbZRh2kiTHRCccDmPMmHE516vX6zIm7lxEj5qXXHKJbHurjx/PVoTlq6za3d0Nt9tdMGCgr68P119/Pfbu3Ysrr7wSP/3pTwWfG7fEvlRIR4nFYrIKkJD1kMrKKvT0dJXcJsB22ng8joqK4hUubDZH0RLuYhCSpU7guoZKFaBgMIhx48TlgZnNZng83rxBB4Ug3xkzRpgLDmDdRnIvyIfDYdjtjqL9taKiAo2NhfOJxBAMBgX1L7ImJ5flRywaIWt9Ho83VRW9VIg7TegaI5lolzrhIDlPOp2w1RU5177YRHZxOXKiR81bb70VEydOFPs1XtxuNyZOnIjdu3fnvLdnzx7MnDkz73f9fn9KfJYvX47Vq1fnfKarqwsrV67Et7/9bdx6660Z7zU2NgJASddCktvY6gWlDYjkOED+zei4VFRUoqmpURZ3lJjoLHJupc7UCNFoFAaDQVB5naoqNnzZ7/cLqiaQD2LxCQmHzqa6ehxaWwvn2fDh8/m+2gJDeBkrt7sMzc2HRbdVCKGDhNyh2MFgEFOnFk/6dTqd0Ov1sgab2Gw2Qe48j8eLSCQsy+SqWNmhbLh5X6UgtAoCwWQyy+LqTSQSiEajcLs9or4numdde+21uOOOO8R+LS/z5s3Dp59+mpG9/cknn6CxsRHz58/P+70HH3wQe/fuxbXXXssrPgAbXTc8PIwtW7ZkzFrb29vx+uuv44wzziiprp2QWkpiSG9GV7wDVVRUIh6Py9K21ARJOYhEIl/N2IqLqN3ugNVqLdk1FAwGkUwmRYkBobp6LAKBoOjFYp/Ph8rKKlGWsttdhmg0KmvQRzgcETRIlJdXpNxIpUJCsIVUndDp9HC7y2QTICHVPQgkJF+OtskxPB5hQS7FyvEIRWgdOC5lZZ6SBSgdVaqwBdTb2yubBQQAN954I7Zu3Yrly5dj5cqViEQiWL9+PWpqalKVC1paWrBz506ceuqpmDRpEhoaGrB161a43W6ceOKJ2Lp1a85xyXcfeOAB3HLLLbjqqqtwxRVXIBAI4KWXXoLRaMQDDzxQ0rnLZTYTIpEIDAaD4IgwAF/5mYXtv56PQCAAvV4vqPPIfc1iHhjWghgDv1/YGko+iIARi0oM1dVjATDw+/2iHja/389bAboQXHeUHPk4DMMgHBY2IHNDsUttmwzGQoqwAmxk4sBAX/EPCiAcDmPSpMJJqNx2AfZ8Sy33lBYgYRaQ2WyGyWQq+bkSUvw0G4/Hi9bWlpLaFePq5CJagObMmYNPPvkkVdK9VMrLy7F582asWbMG69atg9VqRV1dHVatWpU6/o4dO7B69WqsWbMGkyZNwvbt2wGwAQj5rB8iQHV1dXjqqafwm9/8Bo899hisVitqa2tx1113lVwdgextL9dgHA6H4XS6BFkDZDYZCAQEm/n5CAaDKCvz8u4BlI3cFQmi0WjR8ixcqqqqS14XEVORIBtWgFiLRqgAxWIxhEIhUes/gPwCFI/HEY/HRQmQHNZAOgdImDVQVuZFe3trye0SC04LCygYDMJms4mq3G63Cy9DlA+xLjgAcLs9CIcPlOTOV02ArrjiCvy///f/cMEFF+Css87CxIkT887Ahe6Ietxxx+G5557L+/6iRYuwaNGi1N9Lly7ljW7LR11dHerq6gR/XigmkwlWq3yhsqx/3iPosx6PBzqdTjZ3gdDBUW4LKByOiMqcrqqqQjQaLWkC5Pf74XS6JFmOXm8FjEYjb4J0ofaAtHgJRc4BkXscIbNysk21HKHYYnOuPB4PIpFIyWsxxH0p1ApxuVwwGAyyPVNC3W8Ep9OFcFj6/Y7H40gkEnA4hD9PAHu/ye67Up+pcDgMnU4nqgwPIEGAuOs/r732Wt7PjdQtubPxeOTNzp80abKgzxoMRrjdZSUPEGSWKHRwIDuXyiG6bJZ6RFTmNLFaAoGA5IeFTQgVb/0AZLOyMaIi4YhYibWA3O4y2SYZgDgB0ul08HrlqYodDAbhdLoEJyjK5QoTuw6j0+llq7YRDodRXT1e1HccDid8Pul12dJJqOKsZbIFSym5V+xv5RI9YRAtQKN1J9R8eDzlkqKisiH5LYX248nG6y0vOW+BVMEWM1srKyuTLWyTPZ5H8He4kXBSXI8kAm7atJNEf5dQXT0Oe/fuEvx5v98Ps9ki2j1hMBjgcrkVECBh51FeXom2tuaS2xW6CR+Ba/nJI0AeEW2Xo6+vtJpsZFInps4gULoLjkTRFtt6Ihvu/ZaaeyXlegEJAnTZZZeJbmQk4/F4cPBg6dn5pP6VmB/R6y1HR0eb5DaB9EMqpiRNWZlXFtGV4jcuKyuD0WiUHAlHiriWEsY9Zkw1Pv/8X4LdgD6fD2PGVEvqHx6Pt6RZMZdQKPRV2K2wYrzl5RWy9O1gMIhjjxW+3iqX61FK3/Z6S+/bkUgEyWRS9IDscLCbEEq93+n9h8QKkAdAafdbjPeGi+TsyUAggP/7v//Dvn37vlI/D6ZOnYpzzjlHtgq6RwNeb3kqBr6UraKlPCweT3nJVbHT7Qp/WMrKynDwYKjkgSktQML9xjqdHuXl0rP00yHn0sPvx4xho6p8Pl/R2mbE4poy5QRJbXm95bIlo7KuVq+IZO2KkitPkFQBMRYQWYuRY/dZu91etLo8F4/Hm0rMVvOZAljhYJgk4vG4pG3f02kc4sZfm80Ok8kkWYCkeG8Iku7w+++/j9WrV2N4eDijnhu7COXGL37xC5xzzjlSDn3UQQQjGAyWJEBSimOSDh4KhUQt5PO1K8YFJ6fosls0i+u4FRVVaG5uTP2t1JYI+SB7ywQCgaICRAImiu1Hkw+Px4twOCxLQmgoFML48cJTKOSoPCHlfut0eng8pddlkxIIwLW+pD5T6YmVeBccwPYZKQIkJpGdC9kmXer9luK9IYju0bt27cJtt92GSCSCFStW4KmnnsKWLVuwYcMG3HTTTUgkErjjjjuwb98+0SdzNMJdMC0FUhxTTBSJHG2HQiHYbDZREWHkoZZjhupyuUUvXJaXVyAYDKW2RRCzJUIwGITBYJC8rTbAhqKbzWZBgQjpEjzSBQgovX+lQ5KFDxIkUbeUxN+0AImzOL3e0iufs9ufC7e8AHnut5S1J6D0ZFRSVUSMxUfweMolr+tKWcsliBagp59+GgaDAb/97W+xatUqnHfeefja176Gr3/967jzzjvxwgsvAACeffZZ0SdzNEI6bKmDMRkcxMxyudYXoZCQ8L0XDAZFWV1AuqR+9jVLaVuKJcJm6SdTHV/MlgjBYBAeT7ngWll8pBNiiwsQGYClVF0A5JvgxGIxxONxUW4hp9MFs9ksiwAJzQEikAg8qfsCkW0zxPZtMoiWKkB2u0PUtgRAujiz1K0oSHksaWuNHoRC0gRIquACEgToX//6F+rq6nDiiSfyvl9TU4O6urpUsuhIx2g0weVyy2INiH1YSCfnti3GGgCkzRK93vKvKu5mXrPYtksRIPJ9IL0lwpQpU1ICzrclAvmO2Ovlo6qqStBv7vf7YTKZRYWac5FzgsMeT3gfI7XrShUgj8cLo1GcS6m8vDyVmyIF4hYS+0w5nc6S9wUia+JiKdUCisViotd/CGVlHsRiUUn7m6X3XPKI/q5oAQoGg0UjiCoqKjA8PCz6ZI5WvN7ynBmTWGuAFQJxDwtfroYYayA9SxQ3IBsMRt7tIMS0TeqDFdshkw8+y49siUD833xbIhA3lNj7zEdFxRiEw+GiDyy7TlQpOViDuCjlcPEC4hfGq6rGlCxAUta/+H5jMUhZUwXkyQUKh8Oi154AeSygUgQIkFYVm7X47JLWrUQL0DHHHINPP/00Y1tiLolEAv/4xz9krRd3pEPWJDJfE24NSMnFIVRWVmY8LGKsgVCIjWSTYhHwDUxi2ibuKynFYN1uaYNy2g1VugUkdNfQUCgk2f0G4KsafR5ZLGxA/IBcWVmNcDicMSgKnVyRTfikJP2S36hUAZLStz2e3AmlUKTmAAGA2WyBXq+XbAHF4/GC29cUopRtGdi9mzyS2hUtQJdccgkOHDiA++67L6dzDAwMYPXq1Th48CAuueQSSSd0NMIt404Quy4BiPeTA+yDSqo7E4RYA5ntShGgagQCgRwfvdC20wIkfnbMzlK9ogcnqVYAH/nWwbgkEglZXH5ybEVOioqKXaAeMyad+Js+H2GTK9IvpQRgcCM8pRAKhb5K5BUfyVZKBB7JAZKyIK/T6WCz2UtcA5JmAZUiQJFIRHJQj+gw7JUrV+Kvf/0rfv/73+Ott97CSSedBJfLha6uLhw+fBihUAizZ8/G9ddfL+mEjkb4SocI3aqZfA8Q558nVFRUflXlOCx69pNeIJZmASWTScnVksnaiNTM6/Jy8fkxUq0A/vaLCxD5XUsJ+SZtHT58qKS8K1YIxZ8HmSBwK09MnToVvb29OdeePbkqJQLQZDLD6XTmBNgIDbcnBXalBJuUkgskNQeIIFWAGIZBNBqTbAGRNUqpFhApzCwW0b+O2WzGxo0b8YMf/ACVlZX417/+hQ8//BB79+5FRUUFfvCDH+CFF16QpVL20UK+SCWh1kApnVaoK4gPkrsktnoukK5rJqYoJxe/3/9VdQBp0Wh8627FEFsivxDsAOkqKEClWJhcysvZvZ9KKdMSDIYkCaHH44HJZM74nYW6WtOb8Emru5ftChPj1i5lra8U66uUySTA5vBI+Z1Z0WIkC5DRaITNZk9VUxDqZk0kEojFYpInkkXl/bvf/S4uvPBCLFy4EAC7mZvb7cYtt9yCW265BYFAAH6/Hw6Ho+Q9NI5W5FgwtVptgrbizoYrQGLXUwKBAMrLpS2QV1WNgU6ng8/nw9ix4opsMgy7n46Y8izZeL3lqbUzoYufbFFMp+jw2HyUl1cULJMjl8XF/Y2lJP6y1QjCkiwgnU6PMWNyQ87J5Kq3txc+n493csVaTeWSFqcB9r719fWk/hZqeQHSklC57QIkT80l2vICpE9yHA5HxjULRWodOC4ulyslQOXl5XmvmSvs5PNSozyLTj8//fTT1PbVAHDeeedh48aNqb8dDgeqq6tHrfgAbBXbUkrXkxIpUrDbHbBYpO0SykY0SlsgN5lM8HorJFlAkUgE0WhUdHVoLlJEnw11Lz0AgXsOhWbJbO01U0mDAsCfEComyjKdiyTNFThmzDj4/X7ROTl+v1/0FhRc2LWYcGp9U6jlRSYmUp+pbI+G2ERntvK3NNG12RyIRsW74KSW4eHicrlTgiJ0DZt83umUVjWiqABZrVZ88sknaGlpgc/n+8rXGIXf7y/632iBhEOXsmAq1U3DujgqRQtQIpFAKCTNLUMYN26cpN+ZiNbYseMkty1FgOQKwSZwy+Tka8/jEV57LR+kAKuUQACAK0DSXGHV1WMRjUZF7QGVSCQQCARkmGQwGesSQtzapbrBbDa2fhzpW2ICikp5lskxo9GoaLGXW4CEin3aApImQEVdcOeeey7eeOMNzJs3DwA74D333HMFN5Ajn9uzZ4+kkzoa8Xor0NEhfhdHspBfysy8srIK+/fvFfWdUjP0AXZbgt27/yN6sZbkiFVXqydAiUQC4XBYVguImzvBN0CFQuGSRJag0+lRUZE5yRDjjvL7/dDpdJLFl7sLrNCSTelN+KRfP7csjpi1jVLX+si9yk50FhpQNHnycZLaBfDVeiyT2hxOqPtP6l5AXJxO1gVHgl2EuFlLtYCKjhr3338/KisrsWfPHkSjUfzzn//EuHHjMGHCBEkNjlTKy8vR0CB+W1upGdtcKiqqEA7/W5QQSK3RxYUMrj6fT5S7w+fzwePxSNqRlGA2W+BwOAQLkJRq48Xglm3hGyDDYeHbQRdjzJixqK/fn/pbzKDo9/tRXl4Jg0FadWciQH6/X/A6I7Fyq6ul1cADpNdlK6U0DKG8vAJNTemlByGDsRyTHCIgZKsPoWsx8giQEwzDiNoZNRKJpMLHpVC0R9psNvzwhz9M/T1jxgwsWrQIt956q6QGRyrl5ZVIJBKIRCKiBtb09gDSXWHcNQKh8fhpAZL+sIwdy+74ODw8LFqApOwdkk15eSX8fmEVN+SKSONC7jVf6CopIyM1QS+bqqpq/Oc/n2dMMoQMigDg9wcwefIUyW3bbHY4nU5R630+nw9Go7EkwXe73ZJ2hBW77xEfXm8F9u7dI2pCWUo+H4FEpEYiETidTsGWLhEssSWPMtt2pdoWKkCk+oLUSu2iv7Vp0ya6KR0PUsOhS8nFIUipWsyKlaekiDCn0wW73S6q7FI8HkcgECjJNUMQk6CphAAVSt5L18eSFh2UDV9CqBDYZFjpW5Cn2xe33sdaS9LD7AG25JPT6ZIkQGVlnpLW3kjBWzFtyxH1SASIWDRi1mKkpFNwIYFkYsLAiVBKRXTvqK2txYQJE1BfX49HH30U119/PRYvXgwA+OCDD/Dmm2/mXZQdyZQiQCSnRCpebwV0Op1oAZK6KE3Q6XSorh4vamZMBjFiPZVCeXkFwuHMChT5YHOerCXNirMxmcywWKy8i/PkNTHbaxSCLOaLFSDSJ0oJBmC/P4a38kU+/P6A5C0ouEgJ7mHdYKXlekmpQi7HJIe40Lh9SkjgRTQaLWkMAdICJCbYhG1X+iRLklP42Wefxa9+9avUg09mGtu3b8fGjRvx7rvv4le/+pXkUMSjEbfbLWmraFYIpBerBNgkMo/HK3hwIrt0nnhiaRn6ALsO1NR0SPCGacRakmNxnluNoFgUDpvzVFFyRFo2ZOE2m1IXZ7PxeDwwGk2iw97J54kFJZWqqupU5GSxgIBYLIZIJFyy1QWw60A9PV2iviO1FhsXbt8S6qYOhUIlT3Lsdjt0Op3oZFQ2raFUCyjtghNKJBJV1wJ655138Pjjj+Pkk0/G888/jxUrVqTeu+qqqzB37lx88MEHePnllyWf1NEIX6SSEErJxeFSVTVG8II8sRpKtYAAdoGaRPIJgaxVyLE4L6QcDqHU8Nh8cJP3uJQanpqNTqdHVVWVaAvI7/dDr9dLSkLlQsREzCZ8cvSv7FygYpAcICnbQ3NxudzQ6/US8sxKC3LR6fSw28VXQ4hGoyW74CwWKwwGg+C2GYZBJBIuaZIlWoCef/55HHPMMXjhhRdw5plnZkRdTJ48Gc8++yyOO+44vPHGG5JP6miFLdApvMPG4/GvqiWX/qBWVgp3kaQHiNKFjxsJJwQ2OXGcLJaIUAGSujmZEJxOF+8DS3antFikR/plI7Z/AentIMTuOpsNcTELGZDlCPEnsJYMI7hGWam12AikCrkYF5xcfczhcIqyQpLJ5FeusNIESKfTiWo7FouBYRh1LaD9+/fjvPPOyxslYTAY8M1vfhPNzc2ST+popbKyCqFQUNCaBCDvg1pZWSXYEiHtyuEiqaysgl6vFxSIwDAMfD5fyesRBLZ8kbXoNZNQdyUsoHwPbCQSgd3ukNXlV1U1BuFwSNSmYVK3Q8jGbnfAarUJsvDJ9vJy1NwTG4qdLoVTuhCIWX8qZRuGbPJNavKRDsEuvRoNNxm1GGk3s/Q1INECZDAYinbCoaGhkmdcRyPEkhHqhpNbCIS2HQgEYLXaSi4RA7CRShUVlYJcM2QDt1LKs2RDtqMohJxVsLNxOJxIJBI5k45YLCbLgMBFbLQjmZDIYWEDEOxiJpWo5RgDxCYcy2UBAUBZmVew5RWNRpFMJmUSIKckAZKjHJrLJVz80gKkogX0ta99De+//37eGW9vby/ee+89zJw5U/JJHa2I8ZOTz7H++dJn5mLEz+/3o7KySrbZ+ZgxYwW3y36+9OgogtdbXnSQUFKA8u1iyfrkSxd4LkSAhPavYDAIhmFK3g6CUF5e/F6TduWyNt1udi1GqCUiRyAAwePxIBKJCPJoyJH8SiBWtdCIQyIEckx4HA7+Nc1C7ZayzilagG666Sb09fVh2bJlePfdd9Hb2wsAaGtrw9tvv41ly5ZheHg4IzhhtFBRwUZZiREgr7dccoY6F5vNBofDIajtYDAoi9VFIAEQxVxDpWxClw+Px5saaPMRCoWg1+slV+wtBLEis2eNsZj0vVny4fWWQ6fTCbYG0snG8giQx1OOYDBUNCBAzvU2vd4At7tM8DWzgQClWyGAuG2qyWfkCK5xOp1IJpOCXflKWEBCgj7kcMGJHvnOPPNMPPjgg/jZz36G22+/HQDr/6yrqwPALt7dfffd+OY3vyn5pI5WDAYjyssrRLngjjlGeoZ6NpWVYzA0NFDwM2yIbKSkEjzZEEEpVomB3bbDCZtN/LYT+fB6y7+KxslfgSIUCsHtLpOcrV2IfBZQLBaTvDtlPgwGo+jBGEDJEXAEbkBAPnFNby8vjwgArJu1v1/YFgWhUAjHHCOPi5ebaFzMmk0nHntKbpdbDUFIaS2514BI28We00gk8lUunPgtQgiSpt5XXHEFvvnNb2Lr1q3YvXs3fD4f7HY7pk+fjksvvRSTJ5deZuVoZcyYajQ3Hy76ObZasDwh2ISKiip0dLQV/IycgQ8EYk0JESA5LS8g7fIIhUIFBUiuQTgbsocTvwDJJ7SEiooq9PV1C/os2WdKrvMgolJIgMhALIcriuD1etHWVjyoSc5AAEDcNtXhcBhGo6mk+oYEbjUEIW7cSCQCg8Egert1Pog7LRwOCxKgUq0u0QKUTCaxd+9e9PT0YPz48TjhhBMwadIknHDCCbIn+R2NVFaOwd69e4omZrKzU0bW9ZDKykpEo9FUXSg+5HbLAEgleBZy/zEMg2AwiKlTT5StXQCpfI9CeyqFw2FZZ+RcyEPKdcERd6CUDQaL4fWWo7W1SdBn2bUYOYuvsgNysT2Q2M96ZGvX4ykXtEV2JBJBMpmUzQVHyigJFSBSu65UssvxFIPkAMnRNtcCKkYkEinZ4hMsQC0tLXj66afxzjvv8HZAt9uNb3/727j55psxblzpWe5HK6ygsJUGCi3OKbEewi0HVEiAyP5FcmEwGFJrMfmIRqOIxWKSN0XLB9cC4oMUiJVzQORCBIi7/kUESAkLyOv1pu5lsUojoVAIY8fKV7Xe5SpuEaRdUfKUIAIyt8gu9EyVug9QNiYTux2CkMGYneTI0y5fOZ5CyJEDRBAvQKWtqwoSoI8++gh33nnnV/W0LDjllFNQXV0Ns9mMQCCAtrY21NfX45VXXsGf/vQnPP7446NyDQjIjIQrJkA6na6katTZEDdToYVYNkTWI3uYfGVlFTo72/O+L/d6BIFUPc43KMq5OMyH0WiCXq/PcMEpaQGRQS4cDhcUINYdJa/lR/anKTQ4kfL8cu6QzM0FEiZA8l2zy+UWZAFFo1HZCs9yt2QQQjQalW2fK7vdDr1eX/SaGYZdCywlAAEQIECHDh3C7bffjkQigR/96Ee4+uqref2cQ0NDePXVV/H000/j9ttvxx/+8AdMmjRJ0Em0tLTg4Ycfxvbt2wEAZ599Nu65556i7oOPP/4YzzzzDHbv3g29Xo9Zs2bhjjvuwCmnnCLL8aVQUVEpKBKORMCVUj49G6/XWzRKio2Ak8/qIpSXV+DQofq85evl2P4hH2VlHs0ESKfTwWq18lpAcqwHZMO1+AoNxmwYrzx5KVyczsIDMlmw1+vlm+AITUaVMxSa4HaXobe38JobGYyJhVgqBoMRVqtVpAtOvpJP+eobconH40gmkyVHlhYNC9q4cSMikQieeuop3HDDDXkfqrKyMtx000145plnEAqFsGnTJkEnMDAwgOuuuw6ff/45brjhBqxYsQLvv/8+VqxYUfAH2L59O2688Ub4fD7ceeeduOWWW9Dc3Iyrr74aX375ZcnHl4rRaILXm38TKUKp2xXzUSxKiizSKlERwOutQCKRyHtPQ6EQdDpdyTW6+BAmQPK5hLKxWNQUIPb+FYuEU2ItBiieKc8uTMsb7u5wOGAwGAQJkN1uL2mLkWyEVAaIxWJfDcbyiAAgvBwPiQCVM+dMyDWT56pUASpqAX322Weora0V7FI788wzcfrpp+Mf//iHoM9v3LgRnZ2d+OMf/4jjjz8eADBr1iysWLECb775JpYsWcL7vZ///OcYN24cXnvttZSvfeHChZg/fz7Wrl2L559/vqTjl0JVVXXBqJ1kMilbiZRsvN5yDAz08b5HQmSVSMgk1iRx02YTDAbhdpcpUiHD7S7DoUMHed9TYk0iG9YCiuW8LmcdOILd7oDRaCzqIlHCGgDYKKnOzvyRlnK6gwg6nR5ud5mga1ZCcMPhSMGgovRgLF8fczpdGB4eLPo5Uo9Nzqobbre7aDqHXMV2i1pA3d3dmDFjhqiDnnTSSWhtbRX02W3btqG2tjYlDgAwd+5cTJkyBdu2beP9ztDQEPbt24cLL7wwY6G3srISc+bMwb///e+Sjl8qVVVsYdB8yVykaKhSApTvQVViW2pCMTeJUsVAAVZcYrEYbyIsG05ql9XVmY2aFpBOpxM0GCvleiyWpc+W55fPEiAUsnLTbUdkt7DZiQtT0FuS3vtJPstPaDkeOZNQ022rZwEVFSB2oUncxTmdTkELd0NDQ2hpaUFNTU3OezU1Ndi9e3fe47/99ttYvnx5znsDAwOpWbbU45dKVdWYVNgxH+lcHPkFyOMpz1s+RO4oIS7ccGg+lAyFLhQuy/rm5a+AwCXfGpAceRl8lJV5BbmjrFar7OdQKEufYRhEo6XvzMmHx+NFOFx8UJTb1crNiynULvtZ+fqZ0JI4cu87BbDXEYvFClZiSFtACguQmD3RUwcVmHHe1cVuNFVdnbsoXlVVBZ/Px1vm32Aw4Nhjj8353r59+7Bz507Mnj27pOOXSrG6bGkBkj85slBYslJuGYCNkMoXjZZMJr8aHORvFygcOsqGiirnfgPYHSqzBYhExylBWVmZoMFYjqz8bLhZ+tko4Q4ikGi0fF4FYgHL/VuT4xUSA9Ln5RQBp9OFeDxetByPHAVBsyGiW2ytz2KxlrzpqDJPiEDIQMyXL0HWEcTUvbr77rsBsPXq5D6+GIiw5AtE8Pv9cLvLZF0sJRSqXxUOh2E2WxQJDwaQ1zWkdCRaoQcmEonIujjMh9lsRTyeOVBYrcpYPwB7HyORwpu0sRanR/a2C4UIp0vCyFuCCCjuCpNrRp4NOV4hC4gNAnDKur4pdHtsOeqxZSP0muW414LygPbt24c333xT8EH37t0r6HNCqr0Ksb5CoRC+973vYd++fbj55ptRW1sr6/G5VFQImWm44Ha781pAwWAQ48ePQ1WV/AOjwTARQH4LqLzcq0i7AFBVVYGmptwsffKQTJo0VpG2nU5jRjsE1iUURXV1pWLXDABer+urIARLql2bzaZYmxMmsBZ9oXpdkUgE1dVVsp9DKMRa99mlh4C0AI0bJ//9njiRveZwOMy7tkYGy2OOkfe5qqhgI/CKueDkfq7I9bL7SuUvakvqxU2aJF91+1hsbOrYhdqtrq4u+ZoFCdB7772H9957T/BBhbrtyI0ttKVxMdNyeHgYN998M3bu3InLL78cd955p6zHz6avz49ksriweb0VvJEkZG3I6fSgp0d+918iwRq1fA9MJBJBZWW1Iu0CgMVi573X5FySSaMibTMMw7uVcDQa/aovmhW7ZgBIJHRgGCY14WFdcMq1qdOxQpevXhcJhzeZ7LKfA/l5C1lAsZhe9nYZxvRV+/yDInk9kTDI3naxkGhS3FfOdpNJ/kkVX9sOhxO9veK2ai9EPG4o2jZb/FdY/9LrdXkn7kUF6NZbby3agFTGjx8PAOjpya10293dDbfbXVD9+/r6cP3112Pv3r248sor8dOf/jRD+Eo9fimUl1fyFgYlodBKJGQC7PpYvgeGXRdQbj2E7OSY7RpSYqGUS76thJWIEOIjO+ycYZiSKgQXg1uTja/iRTr0XIntJ9jnhU+AiFWkxDNVzC2kRCg0oazMg0Ag/0ArZxIqQYgbDFBmjdNqtcFgMOQVILmqIAAaC5Db7cbEiRN5o9H27NlTcFM7v9+fEp/ly5dj9erVsh6/VMrL0wUUuaQ3R1NGgAD2urM7bjKZVHw9JF8wQCQSgV6vl2WTsHw4HA5eCwiALDu/FoJEmnFdvkrkABHIYJdvgFAy98lkMsNgMPC64JQUIIeD3d68kAUkx6I4H263G/39vbzvJRIJxGIx2cXeZmNL4gixgOSs9wfkn9ARSLCJHBNKTYMQAGDevHn49NNP0dDQkHrtk08+QWNjI+bPn5/3ew8++CD27t2La6+9lld8Sj1+qZCcl+y1GCVzcQhsJjP/YKxkSHK+Kr5yVuvNh93u4N2VlLynJMTa4brgLBb5A0y47ZlM5qLWgBIWkE6ng81myytARqNRkeAanU5fcFBUcnJFIvD41pSVCMEG8FU9veKh2GzlCfmvu1A1BLmSUAGJ+wHJyY033oitW7di+fLlWLlyJSKRCNavX4+amhosWLAAAFvLbefOnTj11FMxadIkNDQ0YOvWrXC73TjxxBOxdevWnOOS7wo5vhLkS8xUMhSawLrCIhkVseXsNPnIFyFFBEhJiABxI5GUnJFz4cu1MZuVs4B0Op3AAUKZyYbVas8rQEok3xKKXbNSXgWXy41EIsGb6KzkvWbLauVf24nH44qEngPsOJGvEoOcLnXNBai8vBybN2/GmjVrsG7dOlitVtTV1WHVqlWpAXTHjh1YvXo11qxZg0mTJqWKig4PD+e1foi4CDm+EpCQYz4BslptiiUpAkjNnPgESKl1GKCwAFVWehRrF2D91vkESKmwcwK/BaTc7wuw1s3gYD/veyTcXqk+Zrfb4fMN5bzOCpBy99rtdqO9nb/CitIWEGmDr11ybnLjdpflLasFKGvpFrK+5NyBVXMBAoDjjjsOzz33XN73Fy1ahEWLFqX+Xrp0KZYuXSrb8ZWAFFDMdpMoHQjAts12DK7LQM5Okw+7nd8FF4vFFMkN4ULcQtwZOOsSMgna1rgU+NaAlJxgAOwMtbu7k/c9pdf6bDYb78DI7kujnIuXHRRzgx9IQU6l2i4kQEq54MgxieuPz32tZNsOh5M3oAiQ15ui+RrQSCVfWXO2XpX6AkTOQ0kBslgsOXvjAOzAZLMpK0BEeLjXHI/HFU0IJfBZO0pa10B6WwS+dQm5kgTzYbXaeN1R8XhcUXcncS1nD4pKVKPObhfIbwEZjUZFgk7c7rK8rj9A2WATcs180Y7kmuWYZFEBUhC+zayUHhyAtCuM+6CyeSEmRaKECGSBOrvTxuNxRXYH5UIGAO6AHIvFFI1GI/BbQEoLkAvJZJJ3cIpGo4paQFZr7m8MEMFXdg0I4I+y5L4vN4UESMkAGyIs+YJNlHT/FarEIOc1UwFSEJfLlfOgKhW1woUIUPZgrHQ0GJC7QE3OQelAAD6hicfjKgkQK+qZYdjKWl6FBgiSnKgUNpsNiUSC1xJRcg0oX8klpdc3LRYLjEZj3nutVLvEU1Kour1Sld7zRbQC8l4zFSAFIX5UAhmg1IgI47YHsB1JDQGy2/kFSO1AAIDN0VBDgPR6Q846kxKhyFzyuUhIAUslJznEysm2vlgLSLnfmazx5LeAlEt0tttz88wAsu6lTLvFLCAlqn8Till9ciV3UwFSkHwCpHRmPnF3ZVtASgcCsG3bebcmUD4U2pzRHkAESPk1IAAwmUyquuAK5Vxx31cCIjJq7YFE0MoCYo/Nvz8P645S5rlyuVzQ6XQFXXBKFfglY1T+a6YCdMST7QojLgulLRG93gCLxZojQEqvwwDISVIk56BkFQQgvwWktBAQTCazygLE9qF8g7GyAsSKjNqWbqFrNpnMikYeZk8mgXSxW6XutV7PltUqtMeWUhG1JpMZJpOZt8BvJEIF6Kgg2xWWtgbUsERsPAKkrAgA6XwcglouOL7BJx6PqypAmX8rF+wB5K/JRu69VhaQki5Pvd4Au92eZ11VWa8CK0CZ0Z2kJI2S1n2+nWDj8fhXJYA8irWdv7yVfHs+UQFSECI0xPJRyx0F8AuQ0iJA2uUbmJQWPzLg51pA2rjglF4D0usNvBGH6fJDyt1vIjL8Ew1l19zyFZ1VOrDHZrMjGuUvdqvkhNLj8RTMP1IypYMUF+Yid4FfKkAKkr0Wkx6MlRcCq9WuSbtEaLLbVjofh09oEomE4pYIIbsdNdq12fLXv1NyvS9fEAL3PaXgc4WpVeopmUzmTOrIe0rhdnsQCoVy8r2IW06pNSAg/70m78kBFSAFyZ71MwzzVTVh5QtQ2GzpgUAtNxjbbq7oWq1W6HTKdjWTyZjTLqD8Wky6/UwLSInQ2Gz43FHRaFSxgqAEYgGp7YID2Jl3rugqH2BDLEq+6iLKClAZkslkzjUrmYRKKFRhXq77TQVIQfisATWsEAAZQQhquUeAfAKk/DXrdHoYjaaca1baFUbIFhwiiEpitztyrBA1XK2k0rfaUXAAeMOh1Ugx4EttUKPYbb5cICXL8BD4LCC5g1yoACmIyWSCXq8/YgRIjZwYMvhlXrPya15AOiE08zW1BMiQ8bdeb8jzSfng2xaBTThW9n7r9QaYTCbeNSClw96zt91g22VUEKBCFpBy9ztfLhC7IZwro/iu3NjtjoydfgG2f5GKJ3JABUhBdDodrFabJoMx30CgRk4MnwWkluhyQ6HTLjh1ghAMBiNvXTYl4SuJo1awicViQSKRyHjNaDQq7l7OFgK1AnuyvRkAUtXXlbSyCwmQ8kWNc62+SCQCm80um0udCpDCZEejaSFAas1OgVwLCFAn+AHgt3b4rCIl4A68Sm68x4WUxOHC1t1Tvo+ZzdYcF5waYk+K2qotQHwWEBF7JX9vUnONr6ak0gKUz+0op7VJBUhhbLbMaDQ1ZqdA5sxfTWuAzwWn5jVrZwEp73LLRssK4FarhUeAlHd35ossVbqP5asuorTY6/VsVX0tixpnux3lDPigAqQwXAtI3TUgvi0ClB+YiEtCCwGyWPgESJ01IIPBkGpTLQsofwVwNVxwuRaQOmuMmdesVooBW13EkjMYq5HTl70TLMMwiMViigsQtYBGAFZrZkkcNSLRgMyBNz0Yq+OOyhY/9a5ZG9EFMi0gtQQovwWk/P22WKw57j+toizZttXIrbPl3Gt1BCgzIVS9mpLstWVv6yLnNVMBUhiLxaaRAGW64IxGk+K5OITsB1WNmTHAiq6WFhBpT711Pn5rQI21PovFzGMBaePiZV9Xvo/Z7fYca8BqVf63zt4JNi1AylZ/MJnY3YSVdDtSAVKY7AdDvfWQzIGX5G6ogXZWnzaBFwDrqwcAr9erossx876qGW7PF4SgRrt8oqtG9B2QWV0EIDv9Kv9bs/k4mS44QHkLCMgMmiIh2VSAjiKyB181rQECqcCgFtkCpNY1Z/vodTqdKgMTkBagZDIJg0Gdx4pMKrLDv9WxgCw5SbBqrTFmz8rVmmRwxYZhGCSTSZUEiD/yT+nyQ0DuGjZ5TS6oAClM9uCr1XqIWmshQO6AoNYAkR16brFYVVuPIS64eDyuWkRc9lbgakb+kURnbtta/s5qkD2xIq8pjd3OCg1pO72tizrV7akAHcVoNRhnu6PUape0rcUMNXtgUmv9B0hXPkgmk6pUQQAKueDUWQMqdj5KkR1ur54A5Q7Garhb+ZJv2fUZdeoNKnnNVIAUJvvhUMsSyXbBqTkYZwuQWteslbUJpC2gRCKhmgVkMpmg0+lyZuVqWUAAsiYa6vSxXBev+v1LTbHXqr4iQC2go57cYAB1F8XVbpevrZHumgG0ESCdTsdbfkgNIeDbgVZNC4ig5u/Mva9qBnzwFzVWJ9KS3+1IBeioIXvwVdMSIWHXapVJIWRfo1rXnD1DHekWEJAv30v53zp7/UmtdoHcQrtqWV5a5ZlpWd6KKzbUBXcUkh19plZUFpBOiFRbgLKvWQ1fNZA7G9XCAlIzCAHIjfwjr6nRbu5rak00zBoJH195KzWszcxoR3VdcJmTOp1OJ+s1UwFSGO6PpdPpVIvKAgC9Pt2WukEImR1UvcoA2gVekIkFG4at3iQj2xrQ6/WqCL6WFpDZnDkoqjXR4E6s1BQgnU6fU2ZKjXp/QK5XwWKxyPo8UwFSGG6nVVN8stvTygJSq/oCwPewqG8BZf9babIFyGw2q9LP+NeA1LNEMoVPLRdcbjtq5ddpte6VbQHJ3S4VIIUxmbizUbUFKP3zqmsBpa9ZTc3V0gXH3ZBOTQHKtfrUT3ROv6Z+hKea7fJZQJnPt3JwJxrkb7XaLfR3qVABUhgtilQSuC44NYMftLKAjMZM15ea5Ye4bjetXHDkbzUgv7E2log2gT3Z26zr9XrVJhu5Vp86opttAckd2EMFSGG4oqOlC05NC4g7K9T2mrVxwWVvz60k2S44tSL/2LUm4xHhClOrb3PX1kgNOrXIFiD1Aj4yLWwqQEchZFBUezDmPjDqrgEdGQKk5jVzByM1LaDsGapa4bmAdhGeuakNarngTAX/VhKtrlnpddUjQoBaWlpw6623ora2FrW1tVi1ahX6+/tFHeO+++7DNddcw/ve4sWLMX369Jz/brvtNjlOvyhpAVKluRSTJ09J/Vs7F5x2615qXrNWQQhKLxIXgrv9hZoRntmDr3YWkHoCpF11EWWFT72pWh4GBgZw3XXXIRqN4oYbbkAikcCGDRuwf/9+bNmyRdAgsmXLFrz22muora3NeY9hGDQ0NKCurg7z5s3LeG/ChAmyXUchtLKAqqvHYteuLwCoF63DtqWdBaTX60D2SVNXgLSygDITBdVMvtVqoqGdBZT5u6orQGZNIg65fVmJ1AbNBWjjxo3o7OzEH//4Rxx//PEAgFmzZmHFihV48803sWTJkrzfTSQSeOaZZ/Dkk0/m/UxrayuCwSDOO+88LFiwQPbzF4JWAsQdINQcjLkPptpWX6YLThsLSM01IK32mwIy72926Se12uX7Wym4RWZJQVC10Crwgli2StW+09wFt23bNtTW1qbEBwDmzp2LKVOmYNu2bXm/F4lEcNlll+GJJ57AggULUF1dzfu5+vp6AMg4vtoQt5Carhkg0xJR82HJtIDU7WLce6zmNWu3BpQpOGq74CwWC8xms+K7c2a3W+hvpWAnN+kJjrYCpN76ppKTOk0FaGhoCC0tLaipqcl5r6amBrt378773UgkAr/fj7Vr1+Lhhx/OG5Fy8OBBAGkBCgaDMpy5ODweDwBg3LiJqrbLfUDUdBdkhp6r1iwAYMyYsal/q+l2PBLWgAD1aoQB7GBkMBjgcrngcrlVbFfLwZj9v9oWUHbUm5pRrZnrqiPIAurq6gIAXuulqqoKPp8PPp+P97tOpxPvvvsu5s+fX7CNgwcPwuFwYM2aNZg9ezZmz56Nurq6gtaV3JDZoddbrlqbQKboZPuvlUcbtyP3Hqs5QGgnQLasv9VdA0okEkgkEpoFubB/q19fke88lEQrFxygbD6hpmtAgUAAAP+sjSh8MBiEy5Vr3uv1ekF+5/r6egQCAfh8PjzyyCMYHh7Gpk2bcNdddyEWi2HhwoWlXYQAyICkZt5AdntqbZKWbk+HZFLdSCEg85rVvN9HigWkpguOCJBer1d5MM7sU2q6eTMFSL3+pZXbkWWEClB2FV8+Sp1BL1myBMlkEsuWLUu9dtFFF+Hiiy/Go48+iksuuUTUgFFRIX4fdrudHRRcLhuqqtTzlff3p9saM0Y9FwnAWh+RSAQzZ9aoes0uV3qflLFjvaotjpNtkgHA63Wqds3JpCPj77Fjy1Vru6zMkRIgl8uu6u9M0Ov1qrar1+uRSCTAMAxcLodqbVdVeTL+HjvWq0q7AGAw6BGLpc9DzmvWVIDIVrORSCTnPfKa0yl+wOeydOnSnNesVisWLFiAJ598EvX19Zg+fbrg4/X1+ZFMFhdOLvE4OzhFIgn09PC7FJXA74+m/q1mu0Da4nK7y1VtOxpNftW+Hn19AdXa5eL3R1W9Zm6UUiiUVK3teJzdfkKv1yOZ1Gl2zWr3bYCdPCcS6rUdCiVS/9bp1L3XXILBuOi29Xpd3om7pmtA48ePBwD09PTkvNfd3Q23250SKbkpL2fXCtQMSlDbDaa2y48LMVy1csGpfa+5GAzqPlbcdSA114BIbkosFlN1vQ1Iu93UDP9m29VqDejIqKov9zVrKkButxsTJ07kjXbbs2cPZs6cWdLxu7q6cNFFF/HmCTU2NgIAJk5ULzJN7YFJ7bBvLsS7qrYIkhBotaPvuKgtfg5H2g2n7hoQKzrJZFLVwRhIe0/c7jJV2+WuN6kbhn2kCJC816x5HtC8efPw6aefoqGhIfXaJ598gsbGxqIRbsWorq7G8PAwtmzZAr/fn3q9vb0dr7/+Os444wxUVVWV1IYQyGCsfiCAdgJEUF+AtL9mtc+BiA4pEKoWXNHRSoAcjtJc9GLhjv1aRcGpnVunpABpXgnhxhtvxNatW7F8+XKsXLkSkUgE69evR01NTapyQUtLC3bu3IlTTz0VkyZNEnX8Bx54ALfccguuuuoqXHHFFQgEAnjppZdgNBrxwAMPKHFJOZDfT30LSPP5heqDsZpVCPKhtluIRIyqmQ/DtsettKG2q5VtT23XH1fgR0t9RSWTbzUfocrLy7F582bMmDED69atwwsvvIC6ujqsX78+9QPv2LEDq1atwo4dO0Qfv66uDk899RRsNhsee+wxPP/88zjllFPw29/+VvXqCKPRAlKzKgC3PfUfUu45qHvfifCoG5qbXWlDm7bVXmOcNOnYnHNQg8xNHrVzwcl9vzW3gADguOOOw3PPPZf3/UWLFmHRokUFj/H+++/nfa+urg51dXWSz08u1J4Zq90eH2oPxuSaBUT4K34OakEGJ20FSBtLRG0Xb2Vl2mWvpuhyJ5PcxFA14AqQ3M+z9iPUKIIKkHrtjaYgBDIQqi9A2q0BaSVAWrod00KgdlFj5a5T+xFqFKGVNaANjCbnQO7xaLKAyOCvvhuMK0DauFrVdvFq6XbUqqr+SSd9TbFjUwFSEfWjV7T/ebVa99LWAtJmhqq2G4wrOupbQIaM/6tFpuhqYwGpLUDjxyu3b5r2I9QoQsu9cbRCfQtI+y6tvgXEDoRabvmu9mCs1xMLaHRscQJoJ0BKBnpo/7SOKtTfHVRrRqcLTpuKF+pveKjNdh9se+w91tIFp/Y1E9QXIOXuMRUgVVF3VNTWAmLbVlsEjwQXnNr3Xe1BmKCtBUQESG2x5wqQNvedChBFImqHT2r/82q5I6pWqD8oaiVA2mx9AaQHYS3vtVYuOLUtLyUnONqPUBTFGI1rQEdCHpD6FhAZhLVqVwsrjMk5BzXQUnRJ2aEZM05StV0lAz2oAKnKaHLBaXMOR0YekFZWn3b9S30rjLh41b3XXOtDbdElJZfGjRuvartKijwVIFXRLoNZK9Q+B7I2oK0FpLbVp73b8UiowacG3OvU6vlSW/iU7F9UgFSFWkBKk54Ra6dAagdepEPPtfu9tVtvHB0BH5nnoE11ESWgAqQq2gvCSCctQKNpMCbXqqHZpxnqXrOWmzyS33kkVVShAkRRCG1K8YxGCyh9rXSCozSjMcqSCtCIYTTOUNVFq4KNmedAH6uRypGw3jaSihrTJ0VVRt8MVbs1IO3Qbu2NTnCURttST9p4FZScUGn/tI4qRt8Aod3mWdrda+0EaPRNcNQvb6WlBaRN6LmS/Vn7kI5RxWgaINhrZVSOh9bSBTd//gLU1x9Qvd00o2+CozZHgoWtvguOChDlKEUrC0gLI2TOnP/CnDn/pX7DKUbTBIdAUxtUaFGxI2sv56MKOkNVGvJwapmISlET7QVBbdTu20oKHhUgVRmND4s2M9QjYKKqAaNRdUffNau/r5hyx6YCpCqj8WHRxgU3Oi2g0ai6o/Ga1YZaQCOE0fewqG0BjcZ7nGZUqu6og7rgKBSBqG8BqdrcEcZovPjRJ7rqu+CoAI0QRt/DojYkT+Okk2o0PhOKOoxG0R050DBsVRl9D4vaLjiTyYQbbvg+KiurVG33yIBOcEYDI2l9kwqQqoygniMQLfImJkyYpHqbRwajb4IzOp8prc9APqgLTlVGUM+hHIGMvsGYPlNHN1SAKIqifhTcaGY0Dsajr3+NpEeKCpCqjKCeU4QjoWQJZTQw+vrZSHq0qACpwgjqMQJxOp1an8IoZPRMcCgjAypAFEW49NLLccopp8Fud2h9KqOA0TfBSTP6RHckueBoFBxFESZMmDSKo9EoSjOS3FBiGUnXfkRYQC0tLbj11ltRW1uL2tparFq1Cv39/aKOcd999+Gaa65R7PhHKxMnHoOzz67T+jQoKkADPihHG5pbQAMDA7juuusQjUZxww03IJFIYMOGDdi/fz+2bNkCs9lc9BhbtmzBa6+9htraWkWOLxdajA/XX/899RulaMJoCvwYzVo7kq5dcwHauHEjOjs78cc//hHHH388AGDWrFlYsWIF3nzzTSxZsiTvdxOJBJ555hk8+eSTihxfLkbRuEDRBO1GpJUrv4tYLKZZ+6Nx/WskjSeau+C2bduG2tralDgAwNy5czFlyhRs27Yt7/cikQguu+wyPPHEE1iwYAGqq6tlPT6FcvSh/sg0adJkHHfcCaq3m2YEmQNHOCaT/N4iTQVoaGgILS0tqKnJLRxZU1OD3bt35/1uJBKB3+/H2rVr8fDDD8NozDXmSjk+hUI5chlJVoBYtHDBnXLKabjiiu/IflxNXXBdXV0AwGu9VFVVwefzwefzweVy5bzvdDrx7rvv8gqPHMenUI4Wxo2bAKvVitNPP0PrU6EoiJaiu2DBYkWOq6kFFAgEAAA2my3nPYvFAgAIBoO839Xr9QXFp9Tjy8mECccAAMrKyhRvizL6cLvLsGrV/Zg6dbrWp6IaI2khXihWa+44drSjqQUkJGy0lMgeJY5fUSE+w3/+/PNRUzMtYx2KQqFIx25n1yOcTiuqqrTxYKjd7lVXLcHbb7+NmpoTYDAYVG1bKTQVILvdDoBdz8mGvFZKSRcljt/X50cyKX765XaPQU+PT/T3KBRKLvE4+/9QKK76c+V0ulBdPVb1di2WMixYcCX6+5X32siJXq/LO3HXVIDGjx8PAOjp6cl5r7u7G263OyUiR+LxKRSKNtTWnonh4SGcfPIpqrf93e/epkhE2GhEUwFyu92YOHEibzTanj17MHPmzCP6+BQKRRucThcWLrxCk7YdDlpoVy40zwOaN28ePv30UzQ0NKRe++STT9DY2Ij58+cf8cenUCgUijR0jMYFpPr7+3HxxRfDYDBg5cqViEQiWL9+PY455hi88sorMJvNaGlpwc6dO3Hqqadi0iT+ApfnnnsuJkyYgBdffFH08cUgdQ2IQqFQRiOF1oA0t4DKy8uxefNmzJgxA+vWrcMLL7yAuro6rF+/PiUOO3bswKpVq7Bjxw5Fjk+hUCgU9dHcAjraoBYQhUKhCOeItoAoFAqFMjqhAkShUCgUTaACRKFQKBRNoAJEoVAoFE2gAkShUCgUTaACRKFQKBRNoAJEoVAoFE3QtBbc0YheP4q3YqRQKBSRFBozaSIqhUKhUDSBuuAoFAqFoglUgCgUCoWiCVSAKBQKhaIJVIAoFAqFoglUgCgUCoWiCVSAKBQKhaIJVIAoFAqFoglUgCgUCoWiCVSAKBQKhaIJVIBU5L777sM111yjSlsff/wxvvOd72DWrFmYPXs2li9fjs8//1zxdj/99FMsXboUs2fPxllnnYWHHnoIgUBA8Xa57Nu3DzNnzsQTTzyhSnuLFy/G9OnTc/677bbbFG+7v78f9957L+bOnYtTTz0V11xzjaK/c2trK++1cv/77LPPFGsfAHbt2oUVK1bglFNOwamnnorvfve7OHTokKJtAsA///lPLFu2DLNmzcJZZ52Fn/70p+jv71e0zXxjRktLC2699VbU1taitrYWq1atkv1cCo1XQ0NDmDt3Ll5//fWS2qC14FRiy5YteO2111BbW6t4W9u3b8eNN96IqVOn4s4770Q8HsfLL7+Mq6++Gi+//DJOPvlkRdr99NNPsXLlStTU1OBHP/oROjo6sGnTJuzatQsvvfQS9Hrl5zvxeByrV69GLBZTvC0AYBgGDQ0NqKurw7x58zLemzBhgqJt+/1+LFu2DN3d3Vi+fDncbjdeeuklXHfdddiyZQumTZsme5vl5eV45JFHcl6PRCL42c9+hoqKCsyYMUP2dgmHDh3CNddcA5vNhu9///sAgOeffx7f+c53sHXrVlRXVyvS7meffYbrr78ebrcbN998MwwGA1544QX84x//wCuvvIKysjLZ28w3ZgwMDOC6665DNBrFDTfcgEQigQ0bNmD//v3YsmULzGazYm0DQDQaxR133IG+vr6S2wFDUZR4PM488cQTzPTp05lp06YxV199teJtLliwgDn77LOZYDCYeq2np4eZM2cOs3z5csXaveyyy5hzzjmHCYVCqdc2b97MTJs2jfnwww8Va5fLk08+ydTU1DDTpk1j1q1bp3h7zc3NzLRp05jf//73ireVzeOPP85Mnz6d2b59e+q17u5u5uSTT2Z+/OMfq3ou/+///T9mxowZzI4dOxRt5/7772emTZvG7N69O/XaF198wUybNo35xS9+oVi7F198MXPyySczTU1Nqdfq6+uZmpoa2dstNmY8/vjjzIknnsjU19enXvv73//OTJs2jXn11VcVbbuzs5O58sormWnTpsnS76kLTkEikQguu+wyPPHEE1iwYIFiszMuQ0ND2LdvHy688ELYbLbU65WVlZgzZw7+/e9/K9JuJBKB1+vFkiVLYLVaU6+TGdT+/fsVaZfL/v378cwzz6RmxmpQX18PADj++ONVaxNgLa833ngDZ599NubMmZN6vaqqCqtWrcLpp5+u2rns378fmzdvxmWXXaZ4u62trfB6vTjppJNSr5188snweDw4cOCAYm0eOHAACxYswDHHHJN6/fjjj8c555yDN954Q7a2hIwZ27ZtQ21tbUafmzt3LqZMmYJt27Yp1vbf/vY3XHjhhdi/f79sSwlUgBQkEonA7/dj7dq1ePjhh2E0Ku/xdDqdePvtt7F8+fKc9wYGBmAwGBRp12KxYMOGDfjud7+b8frevXsBAOPHj1ekXQJxvX3961/HpZdeqmhbXA4ePAggLUDBYFCVdltbW9HV1YW5c+cCYAWJrLUtW7YMS5YsUeU8AGDt2rWwWq244447FG9r8uTJGBoayljvGBwchM/nw5gxYxRps6urCwB4XZrHHHMMBgYG0NHRIUtbxcaMoaEhtLS0oKamJue7NTU12L17t2JtNzQ04IwzzsDWrVtx/vnnS26HC10DUhCn04l3331XFeEhGAwGHHvssTmv79u3Dzt37sQ3vvENVc6jra0Nn332GR5++GFMmzZNtg6bj+eeew5NTU14+umnEY/HFW2Ly8GDB+FwOLBmzRq89dZbCAaDmDRpEu68805cdNFFirXb1NQEAKioqMDDDz+M1157DX6/H8cccwxWr16Nc889V7G2uezbtw8ffPABVq5cqZgAcLnhhhvwwQcf4K677sI999wDnU6HRx55BCaTSbEAH7vdDgC8wTSDg4MAgJ6eHowbN67ktoqNGUQM+Syjqqoq+Hw++Hw+uFwu2dteunQprrvuOgCQTXCpACmIXq9XZeG9GIFAAHfffTcA4KabblK8vcHBwdQAaLPZcO+998JisSjW3sGDB/HUU0/h/vvvx9ixY9Ha2qpYW9nU19cjEAjA5/PhkUcewfDwMDZt2oS77roLsVgMCxcuVKTd4eFhAMCvfvUrGI1G/H//3/8HvV6PDRs24JZbbsGGDRtS1pGS/Pa3v4XBYMDVV1+teFsAa0nffPPN+NnPfoYFCxYAYCdd69aty3DLycnxxx8Pp9OJd955BzfddBN0OnaDtUgkgr/97W8A2IV5OSg2ZhAR5LrXCeQZCwaDkgSoWNtyBDdkQwVohBMKhfC9730P+/btw80336xKFJ5Op8PatWsRjUbx4osvYsWKFVi7di0uuOAC2dtKJBK45557cNppp6nqdiIsWbIEyWQSy5YtS7120UUX4eKLL8ajjz6KSy65RBG3JxnwhoeH8c4776SisM4991ycf/75+OUvf6m4AIXDYfzhD3/Aueeeq3jEH+F//ud/8Mwzz6C2thZLlixBIpHAK6+8gjvuuAPr1q1TxPIzm81YsWIFnnjiCfzoRz/CTTfdhGQyif/5n/9BKBQCAMVc29kwAvYPJQJ5NKD99JyiGMPDw1i5ciU+++wzXH755bjzzjtVabesrAzz58/HwoUL8dJLL2H8+PFYs2aNIm2R8NMf/vCH6O/vR39/f8o6CIVC6O/vRzKZVKRtgHVLcMUHAKxWKxYsWIDe3t5UkILcELfQvHnzMkKA3W43zj33XOzevVvx/KvPPvsMwWAQF154oaLtEIaHh7FhwwbMnDkTGzduxCWXXIKFCxfixRdfxPHHH4/77rtPNkskm+9///u47rrr8NZbb+HSSy/FwoULodPpcMMNNwCAImHYfJDfPRKJ5LxHXnM6naqcixxQARqh9PX14dprr8XOnTtx5ZVX4qGHHtJkZmS1WnH22Wejo6NDkaS9jz/+GLFYDFdccQXOPPNMnHnmmbjssssAsOJ05plnor29XfZ2i1FeXg5AuaAEsgZA2slum2EYxQMiPvroI5jNZpx99tmKtkM4fPgwotEoLr744gyLw2Qy4ZJLLkFvb69iCal6vR4/+clP8PHHH+Oll17C+++/j1//+tcIBAIwGAyqWYAkmKenpyfnve7ubrjd7pRIHQ1QF9wIxO/34/rrr8fevXuxfPlyrF69WvE2GxoacOONN+L666/PsQgCgQB0Op0iPuS77747ZfEQent78eMf/xgLFizAwoULUVVVJXu7ALsgvHLlSnz729/GrbfemvFeY2MjAGDixImKtD116lSYzWZeC6u1tRUWi4VXnORk586dmDlzpmozbtJ/EolEznvEylXK2v3Tn/6EqqoqnHHGGaisrEy9vmPHDtTU1Ci6xsnF7XZj4sSJvNFue/bswcyZM1U5D7mgFtAI5MEHH8TevXtx7bXXqiI+ABse6/P58Morr2S4Qdra2vDOO+9gzpw5igxUM2fOxNy5czP+O/XUUwEAkyZNwty5cxUbHKqrqzE8PIwtW7bA7/enXm9vb8frr7+OM844QzHxs9vtOPfcc/Hhhx+mQsEBtkTL+++/j/POO0/RdYlYLIb6+nrFFv75mDp1KsaMGYM33ngjwwUViUTw5ptvwuv1YurUqYq0vXHjRvzsZz/LiLD88MMP8a9//StnwqU08+bNw6effoqGhobUa5988gkaGxsxf/58Vc+lVKgFNMJoaGjA1q1b4Xa7ceKJJ2Lr1q05nyHRQ3JiNBpx7733YtWqVbjmmmtw6aWXYmBgIFWC57777pO9zSOBBx54ALfccguuuuoqXHHFFQgEAnjppZdgNBrxwAMPKNr2j3/8Y2zfvh3XXnstrr32WphMJmzatAlWqxV33XWXom13dHQgFovJEnosFIPBgPvvvx+33XYbFi9ejMWLFyOZTOL3v/89Dh06lArHVoIbb7wRt912G26++WbMmzcPbW1teP755/GNb3wDl1xyiSJtFjqXrVu3Yvny5Vi5ciUikQjWr1+PmpoaRZ5tJaECNMLYvn07AHbBNp/1o1QnXbBgAUwmE9avX481a9bAbrfjv/7rv3DnnXdiypQpirSpNXV1dXjqqafwm9/8Bo899hisVitqa2tx1113KV4dYeLEiXjttdfw6KOPYsOGDWAYBqeffjpWrVqFSZMmKdo2yX9Re8H7/PPPx//+7//i6aefxtq1awEAJ510Ep599ll885vfVKzdCy64AI8//jieffZZrFmzBhUVFbj++utTdeHUpLy8HJs3b8aaNWuwbt06WK1W1NXVYdWqVYq4uZVExwiJ66NQKBQKRWboGhCFQqFQNIEKEIVCoVA0gQoQhUKhUDSBChCFQqFQNIEKEIVCoVA0gQoQhUKhUDSBChCFQqFQNIEKEEUxHnvsMVx++eWpvzdu3Ch4Qzy/34///d//xaJFi3DaaafhlFNOweLFi/Hqq68qWt2a0NfXJ2sxz2uuuUa1TeIoyiJ33xjNUAGiKMbevXszaoVl/52PQ4cO4fLLL8fjjz+O6dOn46677sLtt98Oi8WC+++/H6tWrRK0L4pUPvroI1x44YWKVO+mHN3QviEvtBQPRTH27NmD8847L+/ffEQiEXz/+9/H4OAgfve732HGjBmp91asWIGf/vSnePnll3HyySfj2muvVeS8v/zyy5wK2xQKQPuG3FALiKIIXV1d6O/vT1k80WgUhw4dQk1NTcHvvfzyy2hsbMTq1aszxIdw9913o6ysDK+88ooi502hUNSD1oKjyMq5556Ltra2gp+pra3Fiy++yPve4sWL0dDQgO3bt+etbHz48GGMHz8+o/DiP//5Tzz55JP44osvAABf+9rX8IMf/ABz5szJOLdvfOMbOO200/Dss8+iubkZ48aNw3XXXZcqqX/PPffgjTfeyDnXa665BmazGTNnzkxVnN64cSOmT5+O/fv341e/+hW2b9+OaDSKGTNm4KabbkJdXV3qONdccw3a2trw/vvv570v11xzDex2O6644gqsW7cOjY2NOOaYY7Bq1SqcdtppeOSRR/DnP/8ZRqMR559/Pn7yk5/AarWmvv/vf/8b69atw+effw4AmD17Nu644w6cfPLJqc8wDINXXnkFv//979HQ0IB4PI4JEyZg0aJFuPHGG1ObFg4NDWHNmjX4xz/+gd7eXowdOza17xHZ3iLfNWW/Xuje1dfXY+3atfjss88Qi8Vw4okn4pZbbsFZZ52l6n0ppW9QpENdcBRZ+clPfoJAIIA///nPOHDgAG6//XYAwN/+9jd88MEHuO+++zI29OLCMAz27t2LU089tWBZ/WOPPTbj7/feew+33norjjnmGHzve98DAGzZsgXLly/HunXrMtx+H3/8Md5++21cffXVqKysxKuvvooHH3wQEydOxLe+9S1ceeWV8Pv9+L//+z+sXr06Y3+ZnTt3oqWlBT/+8Y/R2tqKE044AV9++SWuvfZaOJ1OrFixAg6HA1u3bsUtt9yC+++/X/ReMbt378a///1vXHvttXC5XPjNb36DO+64AyeeeCJsNhvuuusu/POf/8Srr76KMWPGpDbC+/vf/46bb74ZM2bMwO23345oNIrXX38dy5Ytw/PPP4/TTz8dAPA///M/+PWvf43LLrsMS5YsQSAQwJtvvolf/vKXcDgcqfO94447sGfPHlx77bUYM2YM/v3vf+PZZ5/F4OAgfvazn4m6pnz3bv/+/fjOd76DyspK3HzzzTCZTPjTn/6Em266Cb/85S8z9rZR+r6U2jcoEmEoFAW45ZZbmLvuuiv19wMPPMBcffXVBb/T19fHTJs2jbnzzjsFtxOLxZhvfvObzLe+9S3G5/OlXh8aGmLOOuss5qyzzmKi0SjDMAxzzjnnMNOnT2f27t2b+lx3dzczffr0jHNdt24dM23aNKalpSX12tVXX81MmzaN+fzzzzPav+KKK5hTTjmF6ejoSL0WDoeZyy67jDn55JOZvr6+1PfPOeecgtdC2nj//fdTr23evJmZNm0as2TJktRryWSS+eY3v8lceeWVDMMwTCKRYM477zzmqquuYuLxeOpzgUCAOf/885kFCxYwDMMw0WiUOfXUU3Pur8/nY2bOnMncfPPNDMMwTG9vLzNt2jRm/fr1GZ+75557mOuuuy7jfPmuKfv1fPfu6quvZurq6phAIJB6LRaLMd/5zneYuXPnMpFIRJX7wjCl9Q2KdOgaEEUR9u3bl7GGk/03H3o92x35tlzOx549e9DZ2Ylly5Zl7E3jdrtx9dVXo6urC7t27Uq9PmXKlIzzqKqqQmVlJXp7e4u2ZbVa8bWvfS31d29vL7744gssWLAAY8eOTb1usVhw/fXXIxwO45NPPhF8LeS7XPcT2UeJa8XpdDpMmDABPT09ANh70NLSgrq6OgwNDaG/vx/9/f0Ih8M455xzsHfvXnR1dcFkMuGTTz7Bgw8+mNHmwMAAnE5nKrTY5XLBbrfj5ZdfxjvvvJN6fc2aNdi4caOo6yFk37uBgQFs374d3/rWtxAOh1PnPDw8jPPPPx+9vb34z3/+o8p94R5Tat+gSIO64CiyMjQ0hEAggNbWVkyYMCEVrnrgwAHMnz8f/f39MJlMcLlcOd8tKyuDyWQSFeLa2toKALwb3h133HEA2C2yZ8+eDYDdzCsbs9ksKLfI4/GkRBJAaq2Lr22yGV17e3vR42a3YTSmH0uy2VlFRUXG5wwGQyoUvbm5GQDwyCOP4JFHHuE9bnt7O6qrq2EymfDhhx/ivffeQ2NjI5qamjA0NAQAqeOZzWY8+OCDuO+++3DbbbfBbDajtrYW8+bNw8KFCyVtcZ5971paWgAAL774Yt51lI6OjozvK3lfgNL6BkUaVIAosnLZZZelBuY777wz472HHnoIDz30UN7FW51Oh9mzZ2PXrl2Ix+MZAw6XtWvXoqWlBatXry6YD0Te464ncQdBsWTvfFmobTJoid0iOt81k+CAQm3dfvvtOOWUU3g/c9xxx4FhGHz/+9/HBx98gNNOOw2zZ8/GlVdeiTlz5uC6667L+Pwll1yCs846C3/5y1/w0Ucf4ZNPPsHf/vY3vPzyy9iyZUvBnTf5LNjse0c+s2zZsoxgDS4nnHBC6t9K3hdCKX2DIg0qQBRZefTRR/HGG2/go48+wsMPPwyAXQjevHkznnnmGQCseywf559/PrZv345t27bxbh0eDofxu9/9DolEAh6PBxMmTADAJq9m09jYCAAZ7jE50bJtvvOw2+2YO3duxntffvklhoaGYLVa8c9//hMffPABvv/976eCQwAgHo9jcHAwtY13IBDA3r17MXXqVCxevBiLFy9GNBrFo48+ik2bNuFvf/sbzj33XOj1ekSj0ZzzEeKyIudsMBhyzrm+vh6tra2w2WzibkSeNordF4p2UMmnyMppp52GUCiEWbNmYe7cuZg7dy6SySROPPHE1N8zZ87M+/0rr7wSEyZMwCOPPIIDBw5kvJdIJPDf//3f6O3txY033giTyYSamhpUVVXht7/9Lfx+f+qzfr8fL7/8Mqqqqgq2xweZCReycACkjv2HP/wBnZ2dqdej0Sief/55mM1mfP3rXxfVthRmzpyJqqoqvPjiiwgEAqnX/X4/7rjjDqxevRoGgwGDg4MAMi0LAHjttdcQCoUQj8cBAAcPHsSyZcvwu9/9LvUZs9mcyuki1kxlZSX6+voy1lF27dqFpqamouc8ZswYzJw5E2+88UbG92OxGH7yk5/gtttuS52PVITeFzEI7RsUYVALiCI7u3btwmWXXZbxt1ARsFgsePLJJ7Fy5UosXrwYl1xyCb72ta9hcHAQb7/9Nvbu3YsLL7wQK1asAMC6uO69917ceeeduPzyy7F48WIAwO9+9zt0d3dj3bp1ol0rZC1g/fr1+OY3v1mwesO9996L6667DosXL8bSpUvhcDjwhz/8Abt378a9995b0NqTC+49WLRoERYvXgyLxYItW7agvb0djz32GIxGI2bPng2n04k1a9agra0NZWVl+Oyzz/DWW2/BYrGkBulZs2bh9NNPx9q1a9HR0YHp06ejo6MDmzdvxnHHHYczzzwTAHDxxRfjT3/6E2688UYsXboUfX19ePHFF3HsscciFosVPW9y7y6//HIsXboUHo8H27ZtwxdffIEf/vCH8Hq9qtwXMYjpG5TiUAGiyIrP50NTU1NKcBiGwZ49ezKKkhbjpJNOwtatW7Fx40b89a9/xVtvvQWGYTB9+nT8/Oc/x6JFizJ8/xdeeCHKysrw9NNP46mnnoLRaMSsWbPw0EMPZeR5COWiiy7Cu+++i9dffx3bt28vOMjMnj0bv/3tb7Fu3Tr87//+L5LJJGbMmIGnnnoq79qGEpB78Mwzz+Dpp5+GXq/H1KlT8cwzz+Ccc84BwFoszz77LB577DE888wzMJvNmDJlCh5//HF8+eWX2LRpE3p7e1FZWYmnnnoKTz75JD744AO8+uqrKCsrw7x583D77ben1n/OOecc3H///di0aRMeeughTJkyBf/93/+NHTt24MMPPyx6zuTePfHEE3j++ecRj8cxZcoU/OIXv8iYwCh9X8Qgpm9QikMrIVAoFApFE+gaEIVCoVA0gQoQhUKhUDSBChCFQqFQNIEKEIVCoVA0gQoQhUKhUDSBChCFQqFQNIEKEIVCoVA0gQoQhUKhUDSBChCFQqFQNIEKEIVCoVA04f8HvJNGgP+cVW4AAAAASUVORK5CYII=\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "color_ctrl = sns.color_palette('Set2')[7]\n",
    "fig, ax = plot_violins(df_rbc, 'syto_repeat', 'deform', pal=None, color=color_ctrl)\n",
    "\n",
    "ax.set_xticklabels(['1','2','3','4','5','6','7','8','9','10','11'])\n",
    "ax.set_xlabel(\"# Control measurement\")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [],
   "source": [
    "savename = \"fig_S4E_RBC_baseline_ctrl_data_deform\"\n",
    "savepath = os.path.join(savefolder, savename)\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": 23,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 0, '# Control measurement')"
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "color_ctrl = sns.color_palette('Set2')[7]\n",
    "fig, ax=plot_violins(df_rbc, 'syto_repeat', 'area_um', pal=None, color=color_ctrl)\n",
    "\n",
    "ax.set_xticklabels(['1','2','3','4','5','6','7','8','9','10','11'])\n",
    "ax.set_xlabel(\"# Control measurement\")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "outputs": [],
   "source": [
    "savename = \"fig_S4E_RBC_baseline_ctrl_data_area\"\n",
    "savepath = os.path.join(savefolder, savename)\n",
    "fig.tight_layout()\n",
    "fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "median deform =  0.26245954632759094\n",
      "median area =  34.62220001220703\n"
     ]
    }
   ],
   "source": [
    "rbc_ctrl_deform_med = df_rbc[df_rbc['patient']=='CTRL']['deform'].median()\n",
    "rbc_ctrl_area_med = df_rbc[df_rbc['patient']=='CTRL']['area_um'].median()\n",
    "\n",
    "print(\"median deform = \", rbc_ctrl_deform_med)\n",
    "print(\"median area = \", rbc_ctrl_area_med)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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",
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