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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"collapsed": true,
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"# Create plots for panels used in figure 4"
]
},
{
"cell_type": "code",
"execution_count": 1,
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.patches as patches\n",
"from matplotlib.ticker import FormatStrFormatter\n",
"import seaborn as sns\n",
"import pandas as pd\n",
"import dclab\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 2,
"outputs": [],
"source": [
"result_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\result_data\\RTDC\\RTfDC\""
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 3,
"outputs": [],
"source": [
"# color_dict = {'VS': 'C0', 'VL': 'C1', 'RS': 'C2',\n",
"# 'KM': 'C3', 'LM': 'C4'}"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"execution_count": 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 = \"Days since treatment start\"\n",
" ax_ylabel = dclab.dfn.feature_name2label[y_value]\n",
"\n",
" ax1.set_xlabel(ax_xlabel, fontsize=fontsize+2)\n",
" ax1.set_ylabel(ax_ylabel, fontsize=fontsize+2)\n",
"\n",
" for ind, patient in enumerate(patients):\n",
"\n",
" result_file = \"20200527_results_RTfDC_\" + patient + \".tsv\"\n",
" result_path = os.path.join(result_folder, result_file)\n",
"\n",
" df = pd.read_csv(result_path, sep='\\t')\n",
" 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",
" 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 0x221292d0c50>"
},
"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",
"# handles, labels = ax.get_legend_handles_labels()\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 = \"RBC_retis_dasatinib_deform\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
"savepath = os.path.join(savefolder,save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"## B"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"execution_count": 8,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.legend.Legend at 0x22128e1d7b8>"
},
"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 = \"RBC_retis_dasatinib_area\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
"savepath = os.path.join(savefolder,save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"## C"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "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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Llv3Ir351M2eccRLjxx/PlCmT+eST/0SOH3/8sbzyyktRbXbvzmPMmGE1pmvs27ePhx++n7PPHscpp4xhypTLmDPns5jz8vJ28fDDf+Tcc8/glFPGcPHF5/Hss08CMHv2TE45ZQyFhYVRbSzL4uKLz+OBB+5j6dIl3H57+MPJnXfeEnneS5cuiZz/4YfvM2XKZE499TjOPnscf/rTQ5SUFEf1+c47s7niios49dSxTJhwCtdffxXffjs34XOsC5lBFkIccfZvL036XDNk1bgor0YKmEaNy5QA2Lct+bElkpeXh6ZpuCpm1l588Tk6d+7ChAlnN1geozhy2fbvTfpcxTRrXpSXjEPycKtj27enTpc59L0CUFh4gLPPHkdZWRnt2nXgnHPOZfLkq9C0mss2lpWV8cADv2Py5CuZOvVmHA4nHk8ZN998PX6/n+uum0q7du1ZtOgHnnrqcYLBABdddBkTJ57P3r17+OSTD/nb315GVRNf67vv/ssf/nAvAwcO5je/+R1ZWdls2bKZ/Py6r3koLy/n1lunUlZWwtSpt9C6dRu+/PJzHn74fnw+H+eddyEQDo6nTp2Cw+Hk+utvolOnzhQU5LNo0Q8AnH32RGbMeJHPPvuIK66YEul/0aIf2L17F/fd90f69OnLr399L08//Wd+9au76dt3AADdunUD4IUXnuHdd9/iggsuYurUX7Jv317++c8ZbNq0geee+ztudxpffvk506c/yzXX3MDgwUPx+31s3LiR0tJiGkqTBsgff/wxs2fPZt26dZimSbdu3Zg0aRKTJ0+Oys2pyUcffcR3333H2rVr2bt3L6Wlpbjdbnr27MnZZ5/NpZdeis1Wfd5fbccxb948XnvtNX7++Wf8fj+dOnXi7LPP5vrrr6/z1y1CiMNMvUQM1TNNg1AohNfr5ZtvvmLevLmMHXsCTqeTn35axhdffMo//zmrYQchBBwsclxHSgO9ZxK9VwB69epNnz596datB4GAn3nz/stLL01n584d/Pa3f6yx//JyL/ff/xAnnHBy5LHXXnuZgoJ8Xn/9LTp16gzAiBGjKCsr5dVXZ3D++RfRunUbcnNbA9C//zHoCepBW5bFX//6FD179ua55/4eiUVGjBhV23+WKJ999hE7d27nuef+zrBh4VnsMWPGcuDAAWbMeJFzzjkPTdN45ZWX8Pv9vPbabFq1yo20P/PMcwDIzMxi3LjT+OijD7j88qsji5w//PB9unTpGum7a9dwMNylS7eoVJLdu/N4553ZXHXVtVx99bWRxzt27MQdd9zMggXzGTfudH7+eQU9evTk2mtvjJwzZszx9fJvUZ0mC5AffPBB3nzzTRwOB2PGjEHXdRYsWMBDDz3EggULeO6555IOkmfPns3y5cvp2bMnAwcOJCMjgz179rB8+XKWLl3Kxx9/zKuvvorbHZvDVNtxzJgxgyeffBJN0xg5ciSZmZksXryYZ599lv/+97+89tpruFyuOv87CSFS17JzBnlrC2s+sT4lGTC06lK79IfLL78o8mdVVTnttAncccddBINBnnjiMS655HK6deteq76FCLbMxb47yQoD9RAcA0mnaQRbtU6p3+reK5UuueTyqPPHjDkel8tV8RX+lEiAWx1d1znuuBOiHlu48H/0738M7dq1j6qYMXLkaD7++D9s3bqFnj17Jf0ctm/fRn7+bq68ckpKE4bJWr58Gbm5rSMBbKUzzjiTxx5bxNatW+jRoyeLFy/kuOOOjwqOD3XBBRfx+eefsGTJIkaMGMW+ffuYP38eN998e43jWLx4IaZpMn786RjGwX+3fv3643a7WbHiJ8aNO51+/QbwwQfv8cwzf+H4409i4MDBkQ88DaVJAuQ5c+bw5ptvkpuby8yZM+natSsQzoe5+uqr+eqrr3jjjTeYMmVK4o4q3HfffXTt2pXMzMyox/Pz87n22mtZvnw5L7/8MrffHn2zajuOlStX8tRTT+FyuXj99dcZPHgwAB6Ph5tuuonFixfzzDPP8Lvf/a4W/zpCiLrqPrwV+7eX4k8iD1nVlbqnWVjhfmricOt0G1a7lfKPPfYkrVu3xu1206ZNOxyO8OKmWbNep7S0hIsvvozS0nD6hs8XrkDg9Xrwej243Wm1uqY4evi69sS2f29SeciWqiadHpFQEoGfZXfg65LaQvLq3iuJjB9/Bu+8M5u1a1fXGCBnZ+fEpGIUFhayc+cOTj55dNw2h+bT1qS4uAiA3Nw2KbVLVklJCS1bxv4satGiZcXx4sg4ahpD//7H0KdPPz788N+MGDGKTz75D5qmR2aZE6nMC7/qqkurGWd4HBMmnI3f7+fTTz/kgw/eQ9d1Ro8ey2233Um7du1rvE5tNEmA/NJL4YTyu+++OxKUQrjEyrRp07jqqquYMWMGV111VVKfnAYNGhT38bZt23LTTTdx77338r///S8mQK7tOGbMmIFlWdxwww2R4BggLS2NP/3pT5x++um8+eab3HrrrTFBuxCi4bky7Yy6qDvrkyjzZndp+ErrvmmB3VX9j9P6KPPWvXuPyMr8qrZu3cL+/fs5//wzY45dd92V9OzZm9dee7NW1xRHD9PlpmTE2KTKvJk2B5qvvE4L9RQLjAS76dWlzFt175WkxpVETed452RmZjFwYA533HF33DadO3dJaRzZ2dkA7N2bOP/abrfH1EMvLq45GM/MzGTHjm0xjx84sL/ieFZkHDWNAcKzyE888Rh79+7h44//wymnjIv0kUhWVvicP//5GTIyYr9dq4yhFEXh/PMncf75kygpKWHx4h944YVnuf/++5gx4/Uar1MbjR4g5+fns2rVKmw2GxMmTIg5PnLkSNq0aUNBQQHLly9n2LBhdbpeZY7PoTnItR1HIBBg3rx5AJx77rkx7Tp16sSQIUNYunQp3377LRMnNl1hbiGOZo40GwPH11xvMxQw+OrF1aiagqqFf/HVtNo9Myc98mfTsDBNi9N+0R/dXvMCn/p25ZXXxMzULFy4gFmzXuf++x9O+RezOHpZDifeAUNqPjEUIuebz8IzyWp4c53CisCqOjkZVYIl00SxTApPOQsS5OE2pi+//AJFUejXb0Ct2o8aNYZ///sd2rRpS05Oi2rPq1yfFAj4E+Ygd+rUhXbt2vPJJx9y3nkXVhu4t2nTls2bN0Y9tmDB9zWOd8iQYcyd+zUrVixn0KAhkce/+uoLcnJaRHKGR4wYzbffzmXfvn0J60SfdtoZTJ/+Vx588A8UFORz/vmToo5XPu9D67OPGDEaVVXZs6eAY48dUeO4IRw0jxt3OqtX/xxVJaS+Nforc/Xq8O45vXr1qjZ/ZODAgRQUFLBmzZo6BcgHDhzglVdeAWDcuHH1Mo4tW7ZQXl5OdnY2nTvH/xpm4MCBLF26lNWrV0uALEQzp9s1Og9swdbl+7A5taR30oPwQppQwKDr0FZNEhwDdOnSlS5dukY9lp+/Gwh/9VnbmTQhqqXr+Dt2xbl9E6bNnvxOegCWhRoKhtMmmiA4zs/fzcMP38+4cafTsWOnikmvuXz++Secd96Ftd7E4tJLr+Cbb77i5ptv4NJLL6dz566Ul5ezbdtWVqxYFtmUpDLwnD17JqNHj0XTVPr27R/Tn6Io3H77r/n97+/h9tt/wfnnTyI7O4etW7dQVFTI9dffBIRTQ15//RVef/0VBgwYyE8/LePrr+fUON6zzprIu+++xe9/fw9Tp95Mbm5rvvrqcxYvXshvfvO7SArJ9dffxA8/zOeXv7yOq666lo4dO7F37x4WLlzA/fc/HOnP4XBy1lnn8Pbbb9KjR08GDhwcdb1OnTqjaRqffvoRmZmZ2O12OnfuQocOHbn00it4/vmn2bFjO4MHD8Fut7Nnzx6WLl3MmWdOZPTo4/jznx/F7XZzzDEDyclpwY4d25kz5zNGjIif0lIfGv3VuXNneBFA+/bV54y0a9cu6txkffPNN3z55ZcYhsHevXtZunQpfr+fCy+8kCuuuKJexlH558pj8VT2uWvXrpTGL4RoGn2Ob8uBXR5K9vqwOZNbEGNZFkGfSWauiz5j2zbwCIVoXry9+6MX7UMvLcGyJVm1qSI4DmVm4+0VGxQ2BrfbTWZmJrNmvU5h4QEURaFLl6786ld3c8EFF9e63/T0dF588Z+89toMZs36F3v37iE9PYPOnbtw8smnRs477rgTuOCCi/ngg/d47bWXsSyL779fErfPE044mWeemc5rr73M44+Hg9H27TtyySWTI+dceeU1lJaW8v777zBz5uuMGTOWP/7xIaZOvSbheF0uFy+88A9efPGv/P3vz+P1euncuQt//ONDnHHGWZHz2rVrz0svvcY//vE3XnrpBcrLy2nVKpcTTjgpps9TThnP22+/ybnnXhhzLCsrmzvvvIdZs/7FbbfdhGEYkQoaN9xwE126dOHDD9/no4/eBxRat27N0KHD6dgx/IFl0KDBfPrpR8yZ8xkeTxmtWuVy+ulnRj4oNIRGD5C9Xi9AwgoPaWnhBSUejyelvteuXcsHH3wQ9diUKVO47bbbYlIsajuOZNpVVstIdvyappCdnfwuQalyOqOfu6JEP9aQ1xbJ0TRV7kM9KChQ0LTUV3xrLpUxl/RkwbsbKdlTXmMZK8uEoN8gq7Wb0Rf3wJEg/7iuJk48j4kTz2vwNoeT2txjUc80O95RJ5C28Hu0kiIUElc6VCwLJRjEyMrCO/J4tAYohZrM6z4nJ4e//OWZWl/j/vsfStB3Nnfe+RvuvPM31Z6jaSr33HMf99xzX9TjHTt2ZMGCpTHnjxw5ipEjqy/t5na7uOuue7jrrnuiHj+0r3jjbtOmNdOmPVpt35U6d+7MI488XuN5CxZ8j8vl4uyzz4n7Hp006WImTYr9EKKqKmeccVZUYF6Vpqmcc865nHNObFprMhSldjFW80j+qSc333wzN998M4FAgLy8PD7//HP+8Y9/8PXXX/OPf/yDnj17NvUQ4zIMi6Iib4P1X3VbaYjdarohry2Sk53tlvtQDyzLwjBqt7ped6iMuaQH6+bns32FimVaKCpoukrlb38jZGKa4f93HdqKPmPbotvVWl9TpE7T5N+72dBsFI88gbRNa8jZtiX8yVFRsapUeFAMI/y4YeDr0j08c6zpIPewQTXm+2T9+rVs376Nd96ZzbnnXoDT6U7p2mYNFVHq+jwsK3GMlZsbv/RmowfIlbOr5eXl1Z5TOfNaOYObKrvdTteuXfnlL39J9+7duf3227nnnnv497//HckvrO04kmlXOctc2/ELIZqGbtcYcEoH+oxtS/6GEjYt2UN5cYBQ0ES3qbizHXQb1or2fbKbLOdYiGZF1/H1H4ynRz/s+Ttxbt2EVu5FMUJYmo7hTsPXtQeBth2bzYI8Ub9+97vfcODAAUaNGt2gKQ+NrdFfrR06dADCWz9Wp3Ibxcpz6+L0008nPT2dVatWsXPnTjp16lSncVT+effu3dW2qzxWH+MXQjQ+3a7RZVBLOg7IaeqhCHF40HUCHbsS6Ni1qUciGtl77x2ZW9s3eiJX//7hxPwNGzZEitkfauXKlQD069evztcL555kA+GqFnUdR/fu3XE6nRQVFbF9+/a47VasWFFv4xdCCCGEEI2r0QPkdu3aMWDAAILBIF988UXM8UWLFpGfn09ubi5Dhw6t8/V27NjBrl27UFU1Mntcl3HY7XZOPPFEAD766KO411u+fDk2m42TTz65zuMXQgghhBCNq0mWAk+dOhWAJ598km3bDu7ksn//fh588EEAbrzxxqjd62bOnMmECRO4557olZobN27k448/jik+DbB+/XruuOMOLMvitNNOo0WL6OLdtRlH5WOKovDyyy9HZoshnLP8u9/9DtM0ufzyy2UXPSGEEEKIw1CTZMxPmDCByZMnM3v2bCZOnMhxxx2HrussWLCAsrIyxo8fz5VXXhnVprCwkC1btpCbmxv1+P79+7n77rtxu93079+fNm3aEAgE2LVrF2vWrMGyLAYNGhQJeOs6DghvbX3XXXfx5JNPctlllzF69GgyMjJYvHgx+/fvZ/Dgwdx55531+49WB0VFhVF/t9s1AgGjiUYjRPNnGiZl+70U5ZcRChgVFS0UdLtGZus00lu4UKXUmBBCHLGabEnptGnTGD58OLNmzWLRokWYpkn37t2ZNGkSkydPjpm1rU6vXr341a9+xZIlS9iyZQurVq0iFAqRk5PDiSeeyJlnnsm5554b2RWmvsZx44030qdPH1599VVWrlyJ3++nU6dOXHXVVVx//fWRbRWFEIcP0zApzCslb3N+uGC4ZWJaB0sMqYpK0b4i0jMzyGjlJqd9hgTKQghxBFIsy0pU21s0gmDQaNAauHPmfBL190NnkM8445wGu7ZIjtRBrh/5+dto27ZLrdoaQYP8DQcIlAcpKS0m0bYH2dk5mIaF3WWjba8WaDYp+dZYpA5y8yP3pPk5nO6J3x+/UEIlh8NZp/5r+r1QXR1kmfoQQhz1TMOMBMeqVtOeYOHqOKqmECgPkr/hAOZh8otICCFEciRAFkIc9QrzSiPBceVmQjWpGiQX5pU2yLg+++xjjj/+2Mh/p512IlOmTObf/36bUCgUt82uXTsZN24sxx9/LDt37miQcVW1dOkSXnnlpZjdsHbvzuP444/ls88apkbqo49O46KLJjZI38nYvTuPV155iV27djbZGIQQDUe2tRFCHJFCQYPi3WX4ygIYweoXpVqWRbA8hAWR4NihuxP2HSg/GJxalkXhzhLK9nurDa41m4Yz3U52u/RapWM8/PDj5Oa2wev1MHfu1zzzzBMUFhZyww2/iDn3qaf+THp6etzKPg1h2bIfefXVGUyZcn3Umo2WLVvx97+/SocOHRtlHI1t9+48Xn11BoMGDTlin6MQRzOZQRZCHHFCAYOCDQfwFJYnDI4BjJAZFRynSlEULMAMVZ9mYQQNPIXl5G84QKgWFWR69erDMccMZOTI0dx77x8YOnQ47747O+a8L7/8gg0b1nHFFVNSvkZVgUCgTu0hXDP+mGMGkpMjuxEKIQ4/EiALIY44xQVlNQbGlcxQ/axTNpLoxwgalBSU1fla/fr1x+PxUFh4cHfQkpISXnjhGW655Q7S0+MvOonn0UenccEFZ/Hzzyv4xS+u49RTx/K3vz0HhMtrPvHEY5x//pmccsoYLr98Eh9++H6k7SuvvMSrr84A4OSTR0dSQaD6FItly37kV7+6mTPOOInx449nypTJfPLJfyLHjz/+WF555aWoNsmma+zbt4+HH76fs88exymnjGHKlMuYM+ezmPPy8nbx8MN/5Nxzz+CUU8Zw8cXn8eyzTwIwe/ZMTjllDIWF0eUxLcvi4ovP44EH7mPp0iXcfnt49v7OO2+JPO+lS5dEzv/ww/eZMmUyp556HGefPY4//ekhSkqKo/p8553ZXHHFRZx66lgmTDiF66+/im+/nZvwOQohGoekWAghjji+0uRnQOutkE+S/ZSnMLbq5OXloWkaLtfBVJAXX3yOzp27MGHC2Snn/ZaVlfHAA79j8uQrmTr1ZhwOJx5PGTfffD1+v5/rrptKu3btWbToB5566nGCwQAXXXQZEyeez969e/jkkw/5299eRlUTp498991/+cMf7mXgwMH85je/Iysrmy1bNpOfn1+Lf4Vo5eXl3HrrVMrKSpg69RZat27Dl19+zsMP34/P5+O88y4EwsHx1KlTcDicXH/9TXTq1JmCgnwWLfoBgLPPnsiMGS/y2WcfRc3EL1r0A7t37+K++/5Inz59+fWv7+Xpp//Mr351N337DgCgW7duALz44vO89dZMLrroMm655Q727t3DjBkvsnnzJv7+93+iaRpffvk506c/yzXX3MDgwUPx+31s3LiR0tJihBBNTwJkIYSoBw1ZL9M0DUKhEF6vl2+++Yp58+YyduwJOJ3h8kc//bSML774lH/+c1at+i8v93L//Q9xwgknRx577bWXKSjI5/XX36JTp84AjBgxirKyUl59dQbnn38RrVu3ITe3NQD9+x+Drlf/K8WyLP7616fo2bM3zz3390i+8ogRo2o15kN99tlH7Ny5neee+zvDhoVnsceMGcuBAweYMeNFzjnnPDRN45VXXsLv9/Paa7Np1ergxlNnnhkud5mZmcW4cafx0UcfcPnlV0dSbz788H26dOka6btr13Aw3KVLN445ZmCkn92785g9+w2uvfZGrr32xsjjnTp15uabb2D+/O848cST+fnnFfTo0TPqnDFjjq+XfwshRN1JioUQ4ojjzGj8jXqSzWB21WJsl19+ESefPJqzzjqVp5/+M6edNoH77rsfgGAwyBNPPMYll1xOt27dU+4bQNd1jjvuhKjHFi78H/37H0O7du0JhUKR/0aOHE1xcTFbt25J6Rrbt28jP383Eyeel/RGUKlYvnwZubmtIwFspTPOOJOiosLIeBcvXshxxx0fFRwf6oILLmLXrp0sWbIICKduzJ8/j3PPvaDGcSxevBDTNDn99DOj/t369z8GtzuNn35aCkC/fgPYsGE9zzzzFxYvXojPl7gWrBCicckMshDiiJPVJh1faeLqFZUURamfNIskFvlpNo3MNukpd/3YY0/SunVr3G43bdq0w+FwRI69886blJaWcPHFl1FaGi43Vxlseb0evF4Pbndawv6zs3NidhstLCxk584dnHzy6LhtDs2nrUlxcREAubltUmqXrJKSElq2bBXzeIsWLSuOF0fGUdMY+vc/hj59+vHhh/9mxIhRfPLJf9A0PTLLnEhlXvill54f93hxcXgcEyacjd/v59NPP+SDD95D13VGjx7LbbfdSbt27Wu8jhCiYUmALIQ44uh2jba9WlCURJk3VVcwgnUPkDW9+gC5rmXeunfvQceOneIe27p1C/v37+f888+MOXbddVfSs2dvXnvtzYT9x6vgkZmZxcCBOdxxx91x23TunNqOhdnZ2QDs3bsn4Xl2uz2mxnNlUJlIZmYmO3Zsi3n8wIH9FcezIuOoaQwQnkV+4onH2Lt3Dx9//B9OOWVcpI9EsrLC5zzzzAtkZGTGGWf4uKIonH/+JM4/fxIlJSUsXvwDL7zwLPfffx8zZrxe43WEEA1LAuSjgMcTvWre71cJJShJJcSRQLNptOxcc0BjGibbVxSgKAcDRU9hScI27owWkT9bloVlQedBbVC1xs9au/LKa2JmNhcuXMCsWa9z//0PpxzIVho1agz//vc7tGnTlpycFtWeZ7eHU0YCAX/CHOROnbrQrl17PvnkQ84778Jqy+q1adOWzZs3Rj22YMH3NY53yJBhzJ37NStWLGfQoCGRx7/66gtyclpEcoZHjBjNt9/OZd++fbRqFTvjXOm0085g+vS/8uCDf6CgIJ/zz58UdbzyeR9ab3rEiNGoqkpBQT4jRsSffT9UZmYm48adzurVP0dVCRFCNB0JkIUQRzVVU8lo5aZkjwdVS60esmVZmIZFZuu0JgmOAbp06UqXLl2jHsvP3w2EUwWqm3muyaWXXsE333zFzTffwKWXXk7nzl0pLy9n27atrFixjMcffxo4uFht9uyZjB49Fk1T6du3f0x/iqJw++2/5ve/v4fbb/8F558/iezsHLZu3UJRUSHXX38TAOPHn8Hrr7/C66+/woABA/npp2V8/fWcGsd71lkTeffdt/j97+9h6tSbyc1tzVdffc7ixQv5zW9+F0khuf76m/jhh/n88pfXcdVV19KxYyf27t3DwoULuP/+hyP9ORxOzjrrHN5++0169OjJwIGDo67XqVNnNE3j008/IjMzE7vdTufOXejQoSNXXDGFp59+gu3btzFkyHDsdjt79hSwePFCJk48n2HDjuXPf34Ut9tdUSu6BTt2bGfOnM+SDqqFEA1LAmQhxFEvp30GvtJAxXbTybWpDI7tLhs57ZOvO3y4SE9P58UX/8lrr81g1qx/sXfvHtLTM+jcuQsnn3xq5LzjjjuBCy64mA8+eI/XXnsZy7L4/vslcfs84YSTeeaZ6bz22ss8/ng4GG3fviOXXDI5cs6VV15DaWkp77//DjNnvs6YMWP54x8fYurUaxKO1+Vy8cIL/+DFF//K3//+PF6vl86du/DHPz7EGWecFTmvXbv2vPTSa/zjH3/jpZdeoLy8nFatcjnhhJNi+jzllPG8/fabnHvuhTHHsrKyufPOe5g161/cdttNGIYRqaBx00230KVLV95//13ef/9dFEWhdes2DB8+IvKBZdCgwXz66UfMmfMZHk8ZrVrlcvrpZ0Y+KAghmpZi1VsRUFFbwaBBUZG3wfp///23ov6u69EpFhdeeFmDXVskJzvb3aCvgaNFfv422ratXUqBETTI33CAQHmQktJiEhVuy87OiQTHbXu1qFVesagdTVMxjMZJEXvppem8995b/Oc/n5OWlvriyqNFY94TkZzD6Z74/YkruDgczjr1X9Pvhdzc+BMcMoMshBCEc5bb9WlJYV4piqpUxMdW+M8VLNMCK7wnSGbrNHLaZzRZaoVoOOvXr2X79m28995bnHvuBRIcC3EUkgBZCCEqqJpKy05Z5LTPoLzYT+HuUoyAgWlaqKqC7tDJapNGWo5LAuMj2O9+9xsOHDjAqFGjJeVBiAYWDIYSHq9S1bJRSYAshBCHUDWVzNw00lq4mnooogm8915qW3ULIY48MgUihBBCCCFEFRIgCyGOKLLuWAghBNTt94EEyEKII4am6QSDgaYehhBCiGYgGPSj67ZatZUAWQhxxEhPz6aoaC+BgF9mkoUQ4ihkWRaGEcLjKaWoaB9paTXvqBqPLNITQhwxXK40AIqL92EYiVdG10RRFAmymyG5L82P3JPm53C6J4du136osrLUy1ioqobNZicnpzU2m71W45IAWQhxRHG50iKBcl3I5i3Nk9yX5kfuSfNzON2ThQvnJzw+atTYRhpJNEmxEEIIIYQQogoJkIUQQgghhKhCAmQhhBBCCCGqkABZCCGEEEKIKiRAFkIIIYQQogoJkIUQQgghhKhCAmQhhBBCCCGqkABZCCGEEEKIKiRAFkIIIYQQogoJkIUQQgghhKhCAmQhhBBCCCGqkABZCCGEEEKIKvSmHsDHH3/M7NmzWbduHaZp0q1bNyZNmsTkyZNR1eTid9M0Wb58Od9++y0LFy5k06ZNeL1esrKyGDBgAJdeeinjx4+Pabdz507GjRuX1DVmzpzJiBEjIn9//vnneeGFF6o93263s3LlyqT6FkIIIYQQzUeTBsgPPvggb775Jg6HgzFjxqDrOgsWLOChhx5iwYIFPPfcc0kFyTt27GDy5MkAZGdnM2jQIDIzM9mxYwfz5s1j3rx5XHjhhTz22GMoihJp53a7ueCCC6rtd+PGjaxcuZK0tDQGDBgQ95y+ffvSr1+/mMd1vck/ewghhBBCiFposihuzpw5vPnmm+Tm5jJz5ky6du0KwL59+7j66qv56quveOONN5gyZUqNfSmKwujRo7n++usZO3YsmqZFji1atIibbrqJ999/n2OPPZZJkyZFjrVo0YLHH3+82n5vvPFGAM4++2zcbnfcc8aPH89tt92WzFMWQgghhBCHgSbLQX7ppZcAuPvuuyPBMUCrVq2YNm0aADNmzMA0zRr76ty5M6+//jonnnhiVHAMMHLkyEig+9FHHyU9voKCAr7//nsALrrooqTbCSGEEEKIw1uTBMj5+fmsWrUKm83GhAkTYo6PHDmSNm3asHfvXpYvX17n6/Xv3z9y3WS9//77mKZJr169GDx4cJ3HIIQQQgghDg9NkmKxevVqAHr16oXT6Yx7zsCBAykoKGDNmjUMGzasTtfbunUrAK1bt066zQcffADUPHu8atUqnnjiCUpKSsjKymLw4MGcdNJJ2O32Wo9XCCGEEEI0nSYJkHfu3AlA+/btqz2nXbt2UefWVnl5OW+88QYAp59+elJtFi1axLZt27DZbJx77rkJz507dy5z586Neqxt27Y88cQTjBw5snaDFkIIIYQQTaZJAmSv1wuAy+Wq9py0tDQAPB5Pna714IMPsnPnTnr27Mmll16aVJt///vfAJx66qm0aNEi7jmdOnXirrvu4sQTT6Rjx44EAgHWr1/P9OnTWbRoEVOnTuWtt96ib9++NV5P0xSys+MvAqwPuh6bSVP1sYa8tkiOpqlyH5oZuSfNk9yX5kfuSfNzON0Tp9OW8HhTPY8juhbZ9OnT+eCDD8jIyODZZ59NKu2hrKyMOXPmAERVvDjU+eefH/PY6NGjGT16NLfffjtz5szhmWeeiSxGTMQwLIqKvDWeV1tmuZ8WmzfR9udVOMpK0UIhDF3Hn55B/jEDKNy9HyXBhxXR8LKz3Q36GhCpk3vSPMl9aX7knjQ/h9M98fmCCY839PPIzc2I+3iTLNKrLJlWXl5e7TmVM8eVM8mpevXVV3nuuedwu93MmDGDXr16JdXu008/pby8nLZt23LCCSfU6to333wzAPPnzycYTHzjG5Ll8+H55wyGzZpJt/nzcZSWYqoaIacTU9VwlJbSbf58im64Gs8/Z2D5fE02ViGEEEKI5qJJAuQOHToAkJeXV+05lRUnKs9NxRtvvMHjjz+O0+nkpZdeYujQoUm3rUyvuOCCC5Leye9Q3bt3ByAYDFJYWFirPurKLC6i5I+/xf/Fp5iaTsjhxLTZQFVBUUBVMW02Qg4n2Gz4v/iUkvvvwywpbpLxCiGEEEI0F00SIFeWXduwYQO+amYtK7dpjrdLXSKzZs3ikUceweFw8OKLL6a0UG7jxo389NNPKIqSML2iJkVFRZE/V7fBSEOyfD5KH5mGsX0bSkYGVg2BvqLrKBkZGNu2UvrINJlJFkIIIcRRrUkC5Hbt2jFgwACCwSBffPFFzPFFixaRn59Pbm5uSrO/s2fP5qGHHsJutzN9+nSOO+64lMb13nvvATBq1Cg6deqUUtuqPv/8cwC6detGenp6rfupLe+bb2Bs24qSnh61tTZYKKYBlhXTRlEUlPR0jK1b8M6e2XiDFUIIIYRoZppsJ72pU6cC8OSTT7Jt27bI4/v37+fBBx8Ewls9V01zmDlzJhMmTOCee+6J6e+dd97hwQcfxG6388ILL6ScPxwMBiM77dVU+zgvL4+PP/6YQCAQ9bhlWfznP//h6aefBuCaa65JaQz1wSovJ/B/X6K43VWCYwvdV46rsBBXURGuAwdwlJagHLJLoaIoKG43gf/7EitBfrgQQgghxJGsyapYTJgwgcmTJzN79mwmTpzIcccdh67rLFiwgLKyMsaPH8+VV14Z1aawsJAtW7aQm5sb9fiaNWu4//77sSyLjh078vnnn0dmcavKycnh3nvvjTue//73v+zfv5/MzMwa6yUXFxdz991388ADDzBgwABat26Nx+Nhw4YNkbrNV155JZdddlkq/yT1wj//OyzDQK1SlcLm82HzRq8C1YJBnCXF+DIzox5XdB3T58P/v+9xjjutUcYshBBCCNGcNGmZt2nTpjF8+HBmzZrFokWLME2T7t27M2nSJCZPnpz0IrmSkhKsirSBzZs3s3nz5rjndejQodoAuXJx3jnnnIPD4Uh4vbZt23L99dezcuVKtm/fzooVKzBNk9zcXM466ywuueQSxowZk9TY65v/s49RNC3yd8u00KuZDVZME0dZGVaLllGpGIqm4f/0IwmQhRBCCHFUUiwrTkKqaFTBoFFvdf4Kr7wEbLZIkGwFgwS2b0vYRs/KQm2VSyQhwzAgFCLnjbfrZUyiZodTzcqjhdyT5knuS/Mj96T5OZzuycKF8xMeHzVqbINev1nVQRYNxwr4w6XcIpRqz420KfNglZQcfEBVsfz++h+cEEIIIcRhQALkI4xid0DVxXc2HVOvOZPGLDxwcGGeaaLUkGYihBBCCHGkkgD5CKO2bgNVqmsoQCCZWswWmPv2YoVCEAig5rZuuEEKIYQQQjRjEiAfYRxnTQznEFdh6jYCSWzZbRkm5p4CrFAIx9nnNtQQhRBCCCGaNQmQjzCOsSegaFp4JriKkMNBKIm0CcsfwCorxT6mYZPihRBCCCGaKwmQjzCKy4V93OlYXi/RBUoUAmlpifORLQtMA2w2AnO/bvCxCiGEEEI0RxIgH4Hcl1+F1rUbVllZTJDsz8jAildf2rLACi/OU1u0xPeffxP8aVmjjVkIIYQQormQAPkIpDidZPxhGlrnLlilpVFbSluKSiAjA6psDFI5c6zY7ajt2qOoKlgWnhl/x8jf3QTPQAghhBCi6UiAfIRSM7PIfPhxHGeeg2IY6H4fajAIpompaQRcrorA2AIslKws1PYdonbhw1eO54VnsbyHR7FxIYQQQoj6IAHyEUxxOkm79gaWXXEFW8Yejz8zA9UMB8umruPPyCCQnobWpStaq9zwzPEhzPzdeF55CatqbWUhhBBCiCNYzTtIiMOeodopyB1GwaCTsQI6WAooFqrup/f6t0lXyhO2D/20DN9HH+A6f1IjjVgIIYQQounIDPIRLBQwWPXNLox1HbF2t8AKaKCYoJmgmJghOxs7XsT+EjvlpUGi1vMdwv/JhwR+XNx4gxdCCCGEaCKKZcUPizZt2sTKlSvZv38/Pp+Pak6LuPXWWxtkgEeDHTt28txz0+u1T9Wy0ap8ADYzDVQTlIP3z2azYRgGWkW+cWt8dFn4T3TVJC3HQbwiFwCFXi9f9OpDaRKbjtSne+75XUrn5+fv5l//erWBRlO9M844k8GDh6bU5vXX/0lBQT63335Lvb8GqtOmTVumTLkupTY//bSMOXM+b6ARVe/qq6+lbdt2KbX5y18eq5drp3JPBg8eyhlnnJlS/3PmfM5PTVAp5nB/P2Vnuykqir8uovL91Jjk/ZTaeyUZ8n6qu0PvSV1+PzU0m+3g2qe0tHQGDx4SdXzUqMT7MtT1/fTEE3+K+3hMisXq1at54IEH+Pnnn1O6gATIzYdiqZHg2CSEWrViRRzBnPYUDDyXtj+9j6fQT3oLB/GaqKEQI1etZN7Q4QRttgYavRBCCCFE04oKkDdt2sRVV12Ft8omEy1atMDpdDbJ4ETtZAa6RoJjEsfGEaUdBuEozSdn8//wlQVxZcQPgNN8PoavXc0PxwwibhQthBBCCHGYiwqQ//a3v+HxeHC5XNx9992ce+65ZGRkNNXYRC0olkpaqA0mRnRwbCmolg6WSiT1XItuu6/3eBwl+Sj7N+NMt1Ub/7YuLKT/ls2s7t6jIZ5Cs6NpiVP1DUMqfAghhBBHkqjf/AsXLkRRFO677z6uuOIKCY4PQ65gLoqlRuUcYylophPFtKFYGhgqqmGD0CEZNqrK7qEXE3DmEPAZCa/Tc+cOOuwpaIBn0PyoqpLwPyGEEEIcWaIC5OLiYgBOPfXUJhmMqLuMUHssomc0NdMRLu12qJAKZvTsqGlzsWPwxfj8NQd+Q9avI7OstE7jFUIIIYRobqKmEFu3bk1eXh6K5JYetjTTGRUgKyjoCnTNKqV/yxIy7CF0xSJkKZQFdNYUZlJEBkaVfItQdjt29j2XrPxPariWychVPzNv6HACdnuDPSchhBBCiMYUNX14yimnAPDjjz82yWBE3SlVbqmuWIxqXcKlfXYwpt1+0u0hQqaCz1AxTIV0e4hRbQ8wocU6jknbjVYZWCtQmNMHx9nn1ng9t9/PsWtXo8hOe0IIIYQ4QkTVQS4oKOCCCy4gKyuLt99+m8zMzKYc21EjGDSqreuZqs+fW4mmKTg0gzFZ28jUyvEFFKwE5Sw0TcGumZQYThYUd8FvaJiGxRm3DsDzwrOEViyv8br2cafjnnxlvTyH5mbhwvkJj9dUozEZiWq7iqYh96R5kvvS/Mg9aX4Op3vSGL9jE8nNjb/eLmoGuU2bNrz66qsEg0HOP/983n//fQoKCmrcJEQ0H+5MOxihiuDYR8DSEgbHAKYJAUslU/MxJnMbGCFcWXYUVSXthl+gJlFYPvB/X+Kf/119PQ0hhBBCiCYTlYPcr1+/qIO///3vk+pEURRWr15df6MStdZtWCvUxUvJ0srxWxqghLeXrlikpyoWlqVQ9SOPBViWQgCVTN1H/7S9mMOGAaC43aTdcgelj04Dny/htctnvobWvj16t6Oj/JsQQgghjkxRAbLMFB/+OvRMx7mmiICpRW3k4dQMnLoRmUsOmirekIZZEThbpoWiKQRNlW7pRfh6pEfaau3ak3bDL/C88GziiweDeP72PBl/mIaalV2/T0wIIYQQRxzF78e9ehWZixehFxWhBINYNhuh7GxKRozEGjQMxeVq9HFFBch/+lP8/ajF4cO9fze6XcHrUyLxsVMzcOkmVaeNbapJpt2kNGDDQKmYRgbTUnA6FZQDuwm4ux48f8gwnOddiO/D9xNe3yo8gOdvz5P+m/tQ9JidzIUQQgghsHw+vG++QcdPPwTDxNJUTF0Hmw6WhVZUSIsvPqPou3nhdU6XX4XSiDs7R0UwF1xwQaNdWDQMx7ZNqG47WiiEEbJQVHBq8StMKECGPUhp0I5hKpimhW5Tsbl0tK2bCHTsGt332edi7NhOcOmShGMwNm2g/M03cF99bT09KyGEEEIcKcziIkofmYaxbSumpsGhpWIVBctuD8/r2Wz4v/iU0NrV4W+oM7MaZYyJ99AVhx2t3AO6RlqOA01XUC0TRQlnWyiaglrlP0VTUBXIsAVRFRNFUUjLcYCuoZXHrn5VVBX3dVNR23eocRyBeXPxfzu3IZ6iEEIIIQ5Tls8XDo63b0PJyABNS3i+ousoGRkY27ZS+sg0rBrWQ9UXCZCPMIoR3iJaUcPBrs2lo6oKiqLE1LJQKs7TNMhyhtBUq0o/ofj9O52k3fIrFHdajWMpf/MNQhvX1/apCCGEEOII433zDYxtW1HS05PemE5RFJT0dIytW/DOntnAIwyrNkm0pKSETz75hB9//JG8vDw8Hg9paWm0b9+e4cOHc84550id5GbIqvwkZkEoYKBo4U1BtBoWYKoKpNuCBMp17G4bllZ9/rDWpg3uqb/E89zT4Rpx1TFC4UV7f3wQNadFbZ6OEEIIIY4QVnk5gf/7EsXtTnnXZkVRwO0m8H9f4r7sigZfuBd3Bvn111/npJNO4uGHH+azzz5j2bJlrF+/nmXLlvHZZ5/x8MMPc9JJJ/Gvf/2rQQcnUme40lBCBkF/CMsMB8UB1UYy9UlULOzBcpRQEMPlTniu7ZhBOC+8uMY+rZJiPNP/ihUMJjN8IYQQQhyhyr/4FNNTVus0CUXXsUIh/P/7vp5HFitmmvCpp57i5ZdfjpR869y5Mz179iQtLQ2v18vGjRvZtm0b5eXl/OlPf2Lv3r3cddddDT5QkRx/lx44VizFsipmkhUwUfGrdhxmoIYtQ8JBMt5y/H2OqfFajjPOwti2jeDiHxKeZ2zdgveNV3Ffe2PKnxiFEEIIcXgy9+0juG4NoXVrCK1bS2j5UqxgCAIBSE+vuYM4FE3D/+lHOMedVs+jjRYVIC9dupQZM2YAMHz4cP7whz/EbB4CsHbtWh555BGWLFnCyy+/zKmnnsrQoUMbdKAiOeWt22MzlwImqAe/IDAUlYBmx2EEaujBAsvCvnsngQ6dsWz2as9UFAX3NddTlp+HsWN7wl6D//ueQOeuOMafnsKzEUIIIcThwty/j9DaNYTWryW0bi3mvr1Rx61QKFyhIhDEMgyUGhboxWW3Y+7dU08jrl5UgDxr1iwARowYwT//+U9sNlvcRn379uW1117j2muvZfHixcyaNUsC5GairCRIyN2aVp58QpYS2SxEURQMdPyagsPwV9M6vCl1UNGhpIz05YsoGzIKq5rXAYDicJB2y68ofeQBrLLShGMrf+dN1I4dsfXtX8tnJ4QQQojmwjywPxwQr1tLaN2amIA4toEVXvREuJqFklbzgv8Yqorlry6OqT9ROcg//vgjiqJw2223VRscV9J1ndtuuy3STjQPJXs85Gd1odyejmaGwLIq0hrCL0hD0fBr8WaFwyk1BioBxU4oaKCVlpD+02IIxa9oUUlt1Qr3L26JmrGOyzTxvvgCRk1vICGEEEI0O+aB/QQWzMf76suU3Hc3Jffcifef/yAwf17NwTFEgmMA/LUs12aaKA5H7dqmIGoGef/+/QD07t07qcaV51W2S9XHH3/M7NmzWbduHaZp0q1bNyZNmsTkyZNRawq2KpimyfLly/n2229ZuHAhmzZtwuv1kpWVxYABA7j00ksZP3583LbPP/88L7zwQrV92+12Vq5c2aDjr2+hgIGi62xtPYCuBT/jCnoIWhpWldekoegEVLCblekW4ZljA5VyxUk4cTkcMGslRaT/tJiyISMgQWULW9/+uC65nPK3EpdfsTxleKf/lfTf/rFRXuBCCCGEqB2z8ED0DHEdUxsUXQ/nICtK7esZBwKobdrWaRzJiIp43G43JSUlFBcXk52dXWPjkpISAFy1KLXx4IMP8uabb+JwOBgzZgy6rrNgwQIeeughFixYwHPPPZdUkLljxw4mT54MQHZ2NoMGDSIzM5MdO3Ywb9485s2bx4UXXshjjz1W7QKxvn37xs211hNslVxf469vlmmhaAqGZmNz20G0KdpGTsluFNPCVBTMii8NQoqGoujYrHB1iQA6AcUeScnAquhLVdCLC0lf8SNlg45NWNDbPu40jB3bCMz/LuEYjR3b8b72Cu6pv5RFe0IIIUQzYRYeiATDoXVrMfcU1O8FsrJg3z6ASB5yqizDwHH2ufU7rjiiIsDu3buzfPlyPv74Y2699dYaG3/88ceRdqmYM2cOb775Jrm5ucycOZOuXbsCsG/fPq6++mq++uor3njjDaZMmVJjX4qiMHr0aK6//nrGjh2LViWAW7RoETfddBPvv/8+xx57LJMmTYrbx/jx4yPpIo09/vqmVPn6wlI18lt0Z6vehhb+A7TxFeAw/GiWiaGoeHU3Xs1NVqC4Yg45WtBvYHeFXyJ64X7SVy6lbNAwUOMHyYqi4LryGoxdOzG2bkk4zuDiH/B36YJzwtl1eLZCCCGEqAurvJzyd2cTWrum/gPiQ6jpGRj794Nl1WoW2QqFUHQdx3HHN9AID4qa4jzjjDOwLIt//OMffPbZZwkbfv755/z9739HURQmTJiQ0kVfeuklAO6+++5IcAnQqlUrpk2bBsCMGTMwE21CUaFz5868/vrrnHjiiVHBMcDIkSO58cYbAfjoo49SGmMi9Tn++qbbtUj940ohYJ8zl1XZx7C05XCWtBrB0pbDWZU9kC0ZPdjl7hh1vqKAZVkEfdGf7PQDe0n7eVnCzUEUm420W+5ASWKvdN/77xL8eUXyT04IIYQQ9cvhIPjj4gYPjgEUVQ2nR9jtKC1bojidSbe1LAvL68U+7vQG3yQEDgmQL7/8crp27UogEOCuu+7iiiuu4PXXX2f+/PksW7aM+fPn869//Ysrr7ySX//61wSDQbp16xZJcUhGfn4+q1atwmazxQ2sR44cSZs2bdi7dy/Lly+v8xPs379/5Lr1obHHn6rM1mkcuiuIYVWzyE4Jn7jP1YZdjnbRbUIWRsjEDEV3Ztu3h7RVy8GqPkhWc1qQdvNtCXOWgfCivX+8iFHQ8G9KIYQQQsRSVBW9d2yaab3137IV9rEn4L72RjIef4qcf87ENnBQ+HvrJFNRLcvCKitD69oN9+QrG2ysVUVFMHa7nVdeeYWbbrqJjRs3snTpUpYuXVrtYHv27Mk//vEP7Pbqa+UeavXq1QD06tULZzWfHAYOHEhBQQFr1qxh2LBhSfcdz9atWwFo3bp1teesWrWKJ554gpKSErKyshg8eDAnnXRS3OfV2ONPVXoLFwd2lmBFqleAaZmEo+bq8333utqiWBbtA+EPEqZRsQufL4QzPbqiiW1vPu7VK/D2H3wwZ/kQes/euC6/ivI3Xk04XsvrwTP9WTJ+90BKnySFEEIIEc0sLgrvXJvdJaV2ep++BJctqZcxKC1aovfth96nH3qfvmitcmPOyfjDNEoffgBj21bASri+yQqFsLxetK7dyPjDtEaLFWKm+Dp06MD777/PzJkzef/999m4cWPUcUVR6NmzJ5MmTeLyyy9PKTgG2LlzJwDt27ev9px27dpFnVtb5eXlvPHGGwCcfnr1G1TMnTuXuXPnRj3Wtm1bnnjiCUaOHBn1eGOOvzZUTSWjlZuSPR5UjSpBsoGqVD+jq2oKu21t0BSLXO/B2fag38CZZouJre0FeaCqePsOrDZIdpx0Csa2rQTmzY17vJKZtwvvK//A/ctbUZqo+ocQQghxuDGLiyoW1VVszJGfh+244+HXv0qpH71P31qPQcmpDIj7ovfth9qyVY0L8NXMLDIffhzv7Jn4PvkPBAJYmoal65V5niihEIphgqbjOPMc3JOvbNSJtLgRk91u57rrruO6666juLiY3bt34/F4SEtLo127dmRl1ZxfWh2v1wskrnyRVlE42uPx1Po6EK40sXPnTnr27Mmll14ac7xTp07cddddnHjiiXTs2JFAIMD69euZPn06ixYtYurUqbz11lv07XvwhdMQ49c0hexsdypPLaGMDCebfHn4ygKomoJCOEDWqgTIkZeucnBmWbOpbA+1weP109l+IHzcDM8m2xyxn+5ce/Jwuh2Yg4ZUGyRn/XIqe/blE1i3LuGYzRVLUed+Qdaki1J7so3A6UxcE7w+7p2mqfX6GtiwYX3C4716JVfK8WhW3/dE1A+5L82P3JPGYxQX41+1Cv/q1fhWrya06+BEnEL4XiibN6R8T6zM3viyMjHLymo8V2vREseAATgHDMDRvz9a69a1rEjlJufO29k0oA+On38mbcECtKIilGAQy2bDaNGCsjFj6PuLX6K6G//1VUOSKGRlZdUpIG4q06dP54MPPiAjI4Nnn3027kz3+eefH/PY6NGjGT16NLfffjtz5szhmWeeiSzKayiGYVFU5K3XPlt2zSJ/wwEC5UEswLBM9Io0C4XoNOXKbURM02LvjnIKjFZYbpPOzkIA/N4gql7Ni3/TJvx+g/Je/aoNkm3X/xLfI9OwCg8kHHPh7LcItGyLbUjjpqXUxOcLJjxeH/cuO9tdr68BjyfxLkP1/Xo7EtX3PRH1Q+5L8yP3pOGYJcWE1q+rqEW8BnN3Xo1tjPwC/LvzKbOnp3ax7r0x4qRZKDktIukSep++qLnhgDgIBAGKy1O7ziHKLZXyAYMoGjAo7vGSABBouNdXbm5G3MdrDJDrm7viU0B5efX/oJUzr2m12YIQePXVV3nuuedwu93MmDGDXr16pdzHzTffzJw5c5g/fz7BYDCys2BjjL8+aDaNdn1aUphXSllZKYqiYJoGqhp9yxVFQVUUQoHwgrzw2juFNd7WaIpFB0cRIb+JZYJSTfaDY+dWUFXKe/SJGySrWdmk3Xw7ZX95FIKJg03Py38n4/fT0NpVn8IihBBCHIkiAXFlHeK8XbXqx79qFQwdlVKbyjxkJTsnnDLRuyJlIre2M8SHt0YPkDt06ABAXl71n4IqK05UnpuKN954g8cffxyn08lLL73E0KFDazXOytrOwWCQwsLCyCK/hh5/fVI1lZadspi3ZA4Z9hxautvhVtNBUVAsCwuLoBEgLS0dv9dAURWc6RrlpQag8LOnDQoW7R3FBP2hSE3keBzbN2OpKr7u8b+617t1x3XlNZS/OiPxoH0+PC88S8bvp6E0wVcqQgghRGMxS0uq5BCvqXVAfCjf6lVoKQbItlFj0AcORq11ysSRRR8/fjxff/01AOPGjatVJ4qiRPqoSWXZtQ0bNuDz+eJWgqjc3jne7naJzJo1i0ceeQSHw8GLL74Ys8AuFUVFRZE/u6sEag05/oZiWSYl/v2U+PfTMasXTt0dlWKh6SqaTcUImrgy9IoAGcJBcltUxaKDryxhgAzg3LoRVBVf155xjzvGnoCxfRuB//syYT9mQT6el/9O2q2/kkV7QgghjhhmacnBlIn1azF3Ncxifv/q1biqVLNKhpqRARnx0w2ORvquXQc/rVT9cypSuQHt2rVjwIABrFq1ii+++CImD3jRokXk5+eTm5ub0uzv7Nmzeeihh7Db7UyfPp3jjjsu6bbxfP755wB069aN9PSDeTwNNf7GUuovxKnHzszanRrlQRNHmo6q+TErYmQLhRVl7VDJo3tmEFVLfK+dm9djqSr+zvF3V3RdfBnmrh2E1q5J2E9oxXJ8H76P64Lmt2hPCCGESIbl8xFctfLgDHEDBcSHMvbtw9y/L26JNZEc/ZZbbon8JZntpevD1KlTueOOO3jyyScZOnQoXbqE6/Xt37+fBx98EIAbb7wRtcrs4cyZM5k5cyaDBg3iL3/5S1R/77zzDg8++CB2u50XXniBE044ocYx5OXl8eOPP3LGGWdELeCzLIsPP/yQp59+GoBrrrmmXsbfXJT5i8hNi0390B0alAXBAmeGjrfo4OYiFgo/lbUjyzxArlZzZQ7XxrWgavg7xtZhVHQd9023UPrINKz9+xL24//0I7ROnbEfW/tvAoQQQoimYpYU433x+Ua9ppKZhXvwwBrX/IjE9KpBcWMFyBMmTGDy5MnMnj2biRMnctxxx6HrOgsWLKCsrIzx48dz5ZXRO6UUFhayZcsWcnOjPw2tWbOG+++/H8uy6NixI59//nlk9reqnJwc7r333sjfi4uLufvuu3nggQcYMGAArVu3xuPxsGHDhkj94iuvvJLLLrusXsbfXBhWiPJQKU49+msURQGbQyPoM3AfEiADmKj8UNCGCQOLsRXur/E6rvWrsBSFQIfOMcfUjEzSb7mD0j89DMFAwn68r85Aa9sOrWOnJJ6dEEII0Xyoua1RclrUWMWpLpTMrOgqE23bkZOTJpVF6qjRF+lVmjZtGsOHD2fWrFksWrQI0zTp3r07kyZNYvLkyUnPvpaUhHeNA9i8eTObN2+Oe16HDh2iAuS2bdty/fXXs3LlSrZv386KFSswTZPc3FzOOussLrnkEsaMGdPg428KZYGimAAZwOYMB8g2p4ZmUzCC0dtM+zwGO1r0pbO1Br2o5je7e93PoKoE2nWMOaZ17oL72hvw/uNviTvx+/G88Czpf3wQNS3FkjWiwSxcOD/h8VGjxjbSSIQQovFYKeb1KoqC3qcfwR8S/8xMhZKZFa4wURkQt2svi+oagGJVRpfAf/7zHwDOPffcpAO8yjbxagqL5ASDRoN+0nv//bei/m7TdTpl9kOpqNuWk50TOVa6349lWpTuD1B2IPbrmba9shh4clvSf1qMXlxY88UVBU//wQTbxC/bVv7e2/i/+LTGbvT+x5B2x10oCbajbCiNEQzWdx3RrVs3JTzetWuPOvV/NATIUtu1eZL70vwcyffE9JRhbFgfqUNsP/EUHKekVtDA//08yl97udZjUDIyI8Gw3qdfUgHx4XRPmvr3SVJ1kH/729+iqipnnHFGwp3iKhmGEWkjAfLhw8LEEygm3ZETc8zu1PB7Q7gz9bgB8p4tpYRObEfZ4GPJWL4IraS4hotZpK3+CY+qEsxtG3PYeeHFGDu2E1q1MmE3odU/43v/XVwXx6a8CCGEEPXB9HowqlSZMHZsh4PziITWrk45QE51G2clPeNgQNy3v8wQN5GYFIsqE8pJq00b0bRK/YVxA2RbRYCs2VRsTpWgz4w6boZMCjaV0KFfDmWDR5C+bBFaWUnii1kWaT8vxzNwGMFWraMOKaqKe+ovKXtkGubePQm78c/5LLxob3TdKpQIIYQQUCUgrqhFbOzYFhUQHyq0bi2WaaZUglRtlYuS0xKrmvU7Slp6RTDcTwLiZqROOciVO8bpepOlMota8gZLMcwgmmqLelzVlEj+sStDJ+iLXUSXt66IDv1ysGx2yoaMIH3ZQjRPDfu3WyZpPy+lbNBwQi2iF1qqaemk3XYnpY9OA3/iLZK9r7+C2q49epeuyTxNIYQQIsLyegltOCQgNs2aG1a2LyvF3J2H1iF2bU11wnnIfSN5yFEBcWXKRDNet3S0qlNku3DhQgBatWpVL4MRjavMX0SWK7ZGos2hYwSDuDJ0SvbGBshFu714SwK4M+1YdgdlQ0aRsewHVG8NJeBMk/QVP1I2eAShnJZRh7T2HXBfN7XmcjjBIJ4X/krGH6ehZmbV+ByFEEIcvSyvl9DGyhzi1APieELr1qQUIAPYx56A3q17eFFd+w4SEB8G9Pvuuy/mwQceeAAtwWIo0zTZu3cvP/74I4qicOyxxzbkGEUDKfUXxg+QnRo+T3hTEEeaht9jxJyze10RPUaE0yUsh4PSyiC5vIZFAaZJ+oollA4eiZEdneJhHz4C45zz8H/yYcIurML9eP4+nfRf34Mi314IIYSoYJWXV5khXoOxve4B8aFCa9fgOPW0lNrY+vWHfv3rdRyiYemVVSgqWZbFxx9/XGPDyrzjzMxMfvGLXzTE2EQD8xvlBI3YlAZFAZtdI+g3cGXo1QTIxXQfnouihvOkLKeTsiEjSV+2ENVXnvjChkH6T4spGzoSIzM76pDz3AvCi/Z+Wpa4i/VrKX/7TdxXXJ34WkIIIY5Y4YB4PaH1awmtXd0gAfGhapOHLA4/etXZ38WLF6MoCsOGDUtY5s1ms5GdnU3//v0577zzYjbvEIePUn8hrYmtLmFzhgNkZ7qGooJ1yM+b8tIARflectqnRR4zXW7KhowkY9lCFL8v4XUVI0T68oogOeNgqoSiqqTd8AtKH30QMz8vYR+BuV+jdemK4/gTk3imQgghjiTBlSvwPP90gwfEMSwL68ABFEkvPaLpb7zxRuQvffuGS5G8/PLLSZV5E4e/Un/8Wsa6XUVRAVPBma5TXhKKOSdvXVFUgAxgutMoHTqSjKULUQKJF9wpoSDpyxdTOnQUZvrBOoSKy0XarXdQ+sg0qGE2unzma2jtO6B3r1tdXyGEEIcXrVPnRgmOFXcaWq/e6H37YevTD7VjJ5k9PgpEJXDecsstKIqCzWar7nxxhAmZARxpdvye2MV4NqdOwBvClRE/QC7YVEKf49uh26J/UJju9INBcg1bSSvBABnLF4WD5Co75Wlt25E29Zd4nn8mYckdQiE8f3uOjD88iJqdnfjJCiGEOGKo2dmobdvX+G1jylxu9N59wts39+2HJgHxUSkqQL7tttuaahyiCbmznfEDZIdGwBvC4dZQNQXTiA5UjaDJ3i0ltOudHdPWTMsI5yQvX4gSjN1wpCol4Cdj2UJKh43GdB+ckbYNGoLz/En4PngvYXurqBDPi8+TfvdvUeTDnRBCHDYsv4/Qxg2E1q3FPmpMytUh9D59CdQ1QHa6wgFx3/7offqideosAbGoW5k3cWRwZzspzCuNmanVdAVNVzBC4ZrInqLYQDdvXVHcABnAyMgMbyayfBFKKHYGuiol4Cd92ULKho3GdLkjjzvOmoixfRvBHxcnbG9s2kD5m//CdfV1UmBdCCGaqXBAvLFiUd0ajC2bwQwvBFdcrtoFyN9+k9ogKgPiPv3CAXHnLhIQixgJA+StW7eydetWSktLMYzYSgZVyVbThy9NV3Fl2Ckvic0Ztjl1jLIgrsz4AfKBXR58ZUGc6fFnbo3MbMoGjyBj+SKo4TWk+n2kL1tI6bAxWE4nEC6w7r72Rkrz8zF37UjYPvDdt2hduuE4+dSE5wkhhGgclt9PaNNGQuvWhMuubdkCRvwJk9C6tXDmOSn1n9Q2zk4neu++4f8qA+IEpWyFgGoC5JkzZ/LKK6+Qn5+fVCeKokiAfJhz57jiB8gODV9ZEJtDRbcrhAKH5ANb4Vnk7sOrr2RiZOVQNuhY0n9aEpkpqI7qKydj+UJKh47CclQEyU4nabfeQdkjD2B5Em9GUv7mG+FFe737JDxPCCFE/UslID5UaON6rFAopfr2alY2arv2mLurpFk4nei9+oR3q+vTTwJiUSsxr8J7772Xjz76KFLnOBmpnCuaJ1emA0VTsYzoFcGKGq5oEQqYuDJ0SvfHziLvXldEt2GtEqY2hHJaUjZoOOkrltS46lj1eiIL9yy7AwAttzXuqbfg+euTidubBp6/v0DGH6ahtmhZ/XlCiCPW1q2bEh7v2lWq3tQXKxDAt3IT5UuWhXeq27I56YA4hs+HsX1bylWJbIOHYrRsVbF1c1+0zl0lIBZ1FhUgf/3113z44Yfous4DDzzAOeecw9ChQ1EUhSVLlmCaJuvXr+fjjz/mvffeo2vXrvz1r3+lRw/5YXO4U1UFd5YDz4HYsmo2p04oEMCVGT9A9hYHKC4oJ7utO+ZYVaEWrSgbOIz0FUtjCysfOh5PGenLF1E2dBSWzR4ex4BjcE66FN+7sxO2tUqK8Ux/jvR7f49ityc890hVUJD42x8JEIQQtWEFAlVmiNdibNlEmWViGPVTbi20dk3KAbLrokvr5dpCVBUVIP/73/9GURQuvvhiLr744qgTVVUlLS2N4cOHM3z4cCZOnMiNN97IddddxwcffECLFi0adeCi/qVlO+MGyLpdRVHCucp2l0qgPPYH4e51RTUGyAChlq3xHDOEtJ+XJS7fBmhlpeHNRIaMxKqoTuE4fQLGjm0Ef/hfwrbGti14//Uq7uunyqI9IYSoJSsQILR5Y8XWzWsxNm+EQxdda/W3wC20bg2clVoeshANIepV/fPPPwNw3nnnxZxoHvK19vDhw7nlllsoKCjglVdeacAhisbiSLej2WK/llKU8M56AK6M+Llh+ZtKMELJzSAEc9vi6T8k3HENtNJi0n9aHPmBrCgK7quvQ+vctebr/DAf/9dzkhqTEOLIUVCQn/A/UbPgqpWU/uUxim//BZ4nH8f/8X8w1q+NDY7rWWUeshBNLSpALiwM76rWoUOHyGN6RbK8zxe7dfAZZ5wBwNy5cxtsgKLxKIpCWo4z7jGbM/w6cGXoECeuDfkN9m0rTfpawTbt8PYblNS5WklROHe5Iq9NsdtJu+V2lIzMGtv63n2L4OpVSY9LCCEEEAo1SkAMgN2BPmAgzgsuJv3Oe0BKrolmIGo60GazYRhG1FfSaWlplJSUsHv3blq2jF705KwoxbV79+5GGKpoDO5sJyV7YitFaLoS3iwEcKZp+Mpiq1HkrSumTY+spK8VaNsBTBP32pU1nqsXHSB9xY+UDToWNA21ZSvSfnErZU/9OXFlDNPE+9J00v/4IFqr6ittCCGEOEjr1TscqDbEVs52B3rPXgerTHTtllLlCiEaQ9THtI4dwwW69+7dG3mse/fuACxZsiSmcWVKhuR4HjnsLltktjjmWA1pFvu3l+H3pjbbEGjfCW/vAUmdqxfuJ+3npZGAWO/TF9dll9fYzvKU4Xnhr1j+2G9BhBDiSGYFg4TWrcUKxO6WmojqTkPr1KV+BmGzo/cbgPOCi0j/7R/Ieu5F0n99D86zz0Xv2UuCY9EsRb0qhwwZwsaNG9mxYwf9+vUDYOzYsSxbtoxXXnmFk08+ma5duwKwY8cOHn/8cRRFoX///o0+cNFw0nJcFO2OTZfQnRp4QjjSNBQ1thCFZVnkry+iy5BWKV0v0LELimXi2rCmxnNt+/eS9vMyPMcMA1XFfsp4jG3bCMyfl7CduXM73ldfwX3TzfKBTghxxLKCQYwtmyNVJkKbNkAwSNqv78XWP7nJiEp6n74Y27akPgibDb1n74MzxN26SxAsDjtRr9jx48fz7rvvMn/+fE4//XQAJk+ezBtvvMG+ffs455xz6N27N4ZhsHnzZkIVuUlXX311449cNBh3tjNugKyqSlRNZG9x7Gxx3rpiOg9umXIQ6u/UDUwT16Z1NZ5r27eHtNXL8QwYgqKouK6cgpG3C2NL4tqnwSUL8XfpgjPFnZqEEKK5skKhgwHx2jWRgPhQoXVrahUg+7/8vMbzFJsNvVeP6IDYFn93VSEOF1EB8pgxY5gyZQoZGRmRx1q2bMnzzz/P7bffTlFREatXr44cU1WV2267LRJMiyODbtdwpNvxl8V+JWdzagkD5LIDPkr3+cjMdaV8XX+XHiimiXPLhhrPte3Jx62swNt/MIrNRtrNt1P68P1YJcUJ2/nefxetY2dsA5NbICiEEM2JFQphbN0cnh1eu4bQxg0QrDl9IrRubcrX0nv1iZ+HbLOh9+iJ3rsfet9+tBx6DMWe2KBciMNZVIBst9u57777Yk4aOXIkX331FV988QXr1q0jEAjQsWNHTj/99EjKhTiypOW44gbIul1DUYLYXRqarmCEYmsZ715fXKsAGcDXtSeYJs5tiWeDAewFeaCqePsORM3JIe3m2yl74k+Jd3GyLDz/+BsZf5iG1qZtrcYohBCNJRwQbzk4Q5xkQHwoY8tmLL8fxeFIuo3idqN17oKxayd6954HZ4i794iaIQ7/WQJkcWRJOikoIyMjZvMQceRyZzko3KVgmdEBsKKA7tAI+gxcGTplhbE/FPM3FNNrdBtUrRa5voqCr3tvFNPAsWNrjafbd+/EUlXKew9A79kL1xVXU/6vfyZuVO7F88KzZPx+Goozflk7IYRoClEB8bq14YA44K97x0aI0KaNKadZuH9xK2pWtqRMiKOOZM2LuFRNxZXhwFscW/nB7qwIkDPjB8iB8hD7d5SR2zUj5lhSFIXynv3ANHHs2l7j6Y5d20FVKe/ZD8eJJ2Ns30bgv/+XsI25Ow/vKy/h/uVtKFJzUwjRRKxQCGPb1vDs8Pq1hDauB389BMRx1CYPWcpjiqOVBMiiWu4cZ9wAWbOpqFp4wZ7uUAn5Y+tk5q0rqn2ADOEgufcAFNPEvntnjac7dmzFUlV83fvguuwKjF07MTYkXvAXXPYj/k8+xHnuBbUfpxBCpMjI20Vw+bLwLHEDBsSHCq2ruVKQEI1NM01a+7x08pbiMgw0y8JQFMo1jR3ujPBmNU1QBSXuFQ3DYMGCBaxYsYJ9+/bh8/mwrNhc00qKovDYY4812CBF03BlOFA1FdOIDYBtTg2/J4Q7Q6fEH5sPt3drKQFfCHs1NZWToih4+w4Ey8Kev6vG053bNoOq4evWi7Rf3krpww9gFR5I2Mb30QdonbpgGzqs9uMUQogUBJcswvfRB413QU1H694j5dljIRpUKIR7/WqO35uHYllYgKEoGBVVsFyhEH1KCnF+8xn+jl3x9u7fqIFyzJXmzZvH/fffT0FBQVIdWJYlAfIRSlEV3NlOyvZ7Y47ZHOEA2ZWhU7IvNkC2TIuCDSV0GtiijoNQ8PYbiGKa2PbUvGOjc8sGLEXF37VHeNHeXx6NW/KoKs8rfyfjdw+gte+Q8DwhhKgPep++DXsBTUfr1h29bz/0Pv3Qu/dIaXGeEA1N8fvJWDIfvbSYMsCKk+pYGShbqopz+yb0on2UHjsWy944r+WoAHnx4sXcfPPNGIaBZVnk5OTQqVMnHPLGOmql5cQPkFVNQbOpgIndpRIoj59mUecAGUBR8fQfTJppYttX8wc31+Z14dJE3brjvvo6vK+8lLiBz4dn+l9J//0DqO60uo9XCHHUsEwz5XUMWveeYLPV+OE9+Q4rAuKKKhN6j54SEIvmKxQKB8dlJZg2O1ZN7wNVxbTZ0UtLyFjyP0pGntAoM8lRV5g+fTqhUIg2bdrw+OOPM2bMmAYfgGje7G4bul0jFDBijzk1yoMm7kwbgfLYHLqSveWUHfCR3qIeKkWoKp5jhpC2cim2/XtrPN21cU04SB4zFmPbVvxfz0l4vlmQj/cfL5J2+69l0Z4QolqWYWBs3xauMLFuDcamjWT86QnUtPSk+1BsNrRuPTDWp16bGABVQ+vePRwM9+mH3qMHikMq8ojDg3v9avTSYkybPVwaKxmKgqnb0EuKcG9Yjbdfw+9lEBUgr1y5EkVReOihhyQ4FkA4v9yd7aRkjyfmmO7QUMqCONM1lD0QL009b10xvcfU0w9uVcNzzDDSV/yIXrivxtNd61dhqSrWxZdh7NxBaO3qhOeHfl6B7z//xnWhlDMUQoRZphkOiCurTKxfB77yqHOM9etRU1zHYOvbL/kAWdUOpkz07oves6cExOLwFArh2LkVU7eBoqCYJooFVjJxckWQ7Ni5FW+vhs9HjupdrZg5GzJkSINeVBxe0nJccQPkqjWRHWkavrLYWeb8DcX0GtUaRa1FTeR4NI2yQcNI/2kJelHiBXgA7rUrQVWxbrqFskenYe5LPPvs/+xjtE6dsY8YVT/jFUIcVizTxNixPRwQr1sTNyA+VGjdmpQX+up9+gHVLNSrDIj79A3/17OXBMTisKcEgzg3rkGtrOttGmBZ2FAIKEl+c6uqEAxhz99JoGPXBhsrHBIgd+3alZ9//pmSkhKysrIa9MLi8GFz6thdNgLlsXlCtoqayO5MPW6A7PcE2b/TQ6vOyX/9WCNNp2zQsWQsX4RWUlTj6e41K7D6D8a6+XZKH3+kxqL73ldfRmvTFq1zl3oasBCiubJMs+IbpioBcXnsuotEalM+Teve42Aesqqida1cVNcXvUcv2cRIHN4sC9Vbhl5chF5ciFZShOYpQysrCW9dXiW1QrNMIIXURkXFuXVT4wbIF110EStXruSLL77gxhtvbNALi8OLO8cZN0DWbSqqquBI01E1P2ZsjEzeuqL6DZABdJ2ywSNIX74IrbQ48bmWRdrqn+CYoRjX3oD3pemJzw/48fztOdL/8CBqej2PWwjRtEyT0PZtka2bjQ3rsbyx35Clwti5A9NTlnIesuuyK1FbtkTv2VsCYnFYU4IBtJJi9OJC9JIitJIilFAo9jzT5NBsTDVBGeF4LE1DS/FDbG1EBcgXX3wx33zzDdOnT6d3796cdNJJDT6Ajz/+mNmzZ7Nu3TpM06Rbt25MmjSJyZMnR1I+amKaJsuXL+fbb79l4cKFbNq0Ca/XS1ZWFgMGDODSSy9l/Pjx9dYO4Pnnn+eFF16odkx2u52VK1cm949wGEjLdlK0uyxuorHNqeH3hnCm63iLY98Qe7eUEPQb2BxavY7JstkoGzKC9GUL0cpKazjZIu3n5VgDh2GceQ7+zz9JeLq5by/el6aT9qu763HEQohGZ5rY9u/DsWMHjp07cezaSVl95y5aVq3ykB0nnVK/4xCiMVgWqqcsEgzrxUWo3rIk2wKHZFwqhINkM9kFe4BixMYa9S0mB/n555/nqaee4uabb2b48OGMHTuWVq1aoWmJg5vzzz8/5Ys/+OCDvPnmmzgcDsaMGYOu6yxYsICHHnqIBQsW8NxzzyUVJO/YsYPJkycDkJ2dzaBBg8jMzGTHjh3MmzePefPmceGFF/LYY4+hVLkBtW1XVd++fenXr1/M43oT7PrSkDSbhjPdjq80Nj2hMkB2ZcYPkE3DomBTCR3759T7uCybnbIhI8NBsqeGN6hlkv7zUqyTTg7nGP68IuHpoTWr8L33NnSVVAshDheWaWLbuyccDO8MB8WK/5AdQfX6/2aoNnnIQhwOwrPDRRXpEhWzw7UNUKuJgbUUA2RLa+QybwAHDhxg3759WJbF4sWLWbx4cY2dKIqScoA8Z84c3nzzTXJzc5k5cyZdu3YFYN++fVx99dV89dVXvPHGG0yZMiWp648ePZrrr7+esWPHRgXzixYt4qabbuL999/n2GOPZdKkSXVuV9X48eO57bbbUnruh6u0HGfcALmyJrId0GwKRjB2lnn3uqIGCZABLLuDsiGjyFj2A2pNX5WaJhk/L8O6dDJFe/dgFuQnPN3/1Re4jz8Bb7/+9ThiIURD8f7jb7T+9pvGvaiqYpYlOYMmRHNmWWhlpRUBcXiGuMbfq6l0r6rhHORDpJJmoRgGRiPsWRA1PZufn89ll13GZ599hmmaWJaV1H9mnCdbk5deCm/ecPfdd0eCY4BWrVoxbdo0AGbMmJFU3507d+b111/nxBNPjJnpHjlyZCSf+qOPPqqXdkcrV6aj2moUNmf438+VEf9TXVG+F29x4sVxdWE5HJQOGYXpctd8smmQuf5nsq65HpLI+8v5+its+YkDaSFE86B17dbwF1FVtK7dcJxxFmm3/5qsZ/9G2g03Nfx1hWhgzi0byFj8Pe51P2PP31WvwTGAaXOgxImFtVTykC0TX9ce9TeoakRFM8899xz5+fnous7UqVM566yzGmQnvfz8fFatWoXNZmPChAkxx0eOHEmbNm0oKChg+fLlDBtWt6+t+vfvH7luY7Q7UqmaiivTgbfIF3PM5tDwlQVxZeqUHYi/K07eumJ6jmzdYOOznM5IuoVaQ1kmDIPM3dswr7qW4hkvJj43GKD1rDcw3W700lKUYBDLZiOUnU3JiJFYg4ahuFz190SEELUWLp9WzxQFrXPXSNk1rVdv2XVTHJFCmdkN2r9lt2P5y8PrmSpSKkyUyLbSNTJNUFUCbTs24CjDogLk//3vfyiKwu9+9zsuv/zyBrvo6tXhDRt69eqFs5oZvIEDB1JQUMCaNWvqHCBv3boVgNatUwvOkmm3atUqnnjiiUhpvMGDB3PSSSdht9trO9xmLS3HFTdAVhSw2TWwwOZUCfpiZ/53ry+ix7G59VcTOQ7T5aZsyEgyli2MzTs8hBIKkU0ZxsTzKPv4w5jjlmliHtiPvbgYLAvLZiOY0wJsevhrqKJCWnzxGUXfzcM+7nTcl18lK9GFqCPLNDF354V3qdu9G/cVV6fUXuvcBcvuQKmhnGNCioLWqcvBgLh3HwmIxWFHCQawbKnFIkZWdsMMpoJldxDKykH3lIW3mdZ1vMnOUlsWaiiIr0uPxt9quqioCIDTTz+9QS+6c+dOANq3b1/tOe3atYs6t7bKy8t54403gNSeV7Lt5s6dy9y5c6Mea9u2LU888QQjR46sxYibN2eGHVVXMUOxAbDNqRH0G7gydIK+QMxxX2mQwt1eWnRo2F80pjuN0soguYZfkkooSMucTELDj8X345LI45ZhYO7Ow/JXtFdVFMNA93gIZWaAooQ/CQPYbPi/+JTQ2tVk/GEaaqbUEBciWZZlhQPitasrtm9ei1WlKo3zrImoOcmvX1A0DX+HDji3bE5+EIqC1qlzeJe6vv3CM8QplGwTosmZJlpZabjEWnEhWnkpWaVlFJ0wHnRb0t1YNjumO61+UisUBSMtg1BWNkZWDqHM7HAapGGQuWgeemlJTMm36gcWDo5DmdnhXfQaQVSA3KZNG7Zv397gF/V6w/XrXAm+lk5LCwdRHk/dbtKDDz7Izp076dmzJ5deemm9tevUqRN33XUXJ554Ih07diQQCLB+/XqmT5/OokWLmDp1Km+99RZ9+/at8VqappCdnUTubC3pemwlkKqPpXptXzs/B/JKYh7XXCq+siDuTB3PgfgrXA9s89B9QG5K16uVbDdknIQ2fx4EYoP1KJZBh0ED2F10AP/WrVimSTB/N1YgAJoWtaBALfei222YVV67usOOZbdh7tiG788P0/bJp1BTTLnQNLVeXwNOZ+IfiHW9VkP33xzU9z0RYZZlEdq5E//q1fhWr8a/ehVmycGfJyqAdvDnk2PXFtK6dYj8PZn7Ynbrirp1S7XHNV3D1rkLjgEDcA4YgKNvX6l5XgfyXmkCPh9K4QGUAwdQCg9AUSEYBzciUBQFTVXIsfxY2alN2qitc1F21JCmGI/DgZXTIvxfixaQnYOm68StgTZuPMq3c9GLitAUsBKkWGhK+Btfq0UL1BNPJruRdpWMCpDHjx/PP//5T3744QfOOeecRhlAQ5o+fToffPABGRkZPPvss0mnPSTTLl7VjtGjRzN69Ghuv/125syZwzPPPBNZjJiIYVgUFTVc0es2bTpE/d3ptOHzHcwTTvXaqlPDMOIvntQdGqZhoTsU/N7YXUO2r95P12NbotvrtyZyfDraMcNJX7YIJRQ/LzrC8NNq1Cjy9h8gsHEDls8Hqka8mjRqSQmmpmHawkFi5b+F5U7Dt2Eju/8+g7Rrb0hppNnZ7np9DVS9v/HU9VoN3X9zUN/35GgVmSFetzayU51VUsPmPlUUL11O8JiDaXbJ3Jey1u1wRy36UQjm5uLv2Al/x460PW9SZIbYD/hDgNzrWpP3SgMzTbSykkiJNb24ENVXjgXVzsBqmophmPh27sZnS+3Dn92Rjrua3/ERioKRnhmeHc7MPjg7XDXQLQsACSaoho3FvWE1bFiDaoU3EDGidtizUAAzGMLfqVt45rjcTHmny5rk5mbEfTwqQL7pppv4/PPPefLJJxk+fHgkzaG+ud3hT5rl5dV/QqmcOa6cSU7Vq6++ynPPPYfb7WbGjBn06tWrQdtVdfPNNzNnzhzmz59PMBjEZkv+643Dgd2lozt0Qv7YWWK7UyNQURM5XoBsBE32bCmlfZ/sRhgpGBlZFZuJLKqxbqOKRbtTT2HHurWEVC36jV6VZaEVFWO1aIFVZaZLURRwuwn835e4L7tCFu6Jo5JlWZj5u8MB8do1hNavTSkgPlRo3dqU2wRbtybQvgOB1m0iQbFVZX2ApE+I5kzx+8I1hyvSJfTS4ril0ZKhlRSl3MaIs1AvnDucTSgzByMzK7yYr4b9MWqk63j7DWJJUTGtfV46eUtxGQaaZWEoCuW6zg53Bp1PGNcoOccxw6v6l7KyMv7yl79w7733cv7553PVVVclvVFIonziQ3XoEJ7RzMvLq/acysoRleem4o033uDxxx/H6XTy0ksvMXTo0AZtd6ju3bsDEAwGKSwsTHlxYHOnKAppOU6K82PrfqqagqYrONM1FCXuxnvsXlfUaAEyhN/sZUNGkLF8UdRXUPGoAT9tx53C7v+bi1Fe/SI/xTSw7d+P4XZjudwoFRvaKLqO6fPh/9/3OMedVq/PoznZtWtHUw9BNBOWZWEW5B8MiNetqVNAfCizIB+z8ABqTovkG6kqey+5rN7GIESDMQ200lL0ksLIDHGNVZhSoJcURVWMSIaRnk4ouwVGegahrByMzGxMpyulPlJhqCq73ensdsf/4Nq5iTZei7rquHHjIn+2LIvp06czffr0GjtRFCVSmSIZleXTNmzYgM/ni1vJonKb5ni71CUya9YsHnnkERwOBy+++GLSC+Vq2y6eysWOcHC2/Ejjzo4fIAPYnDpGKIgzXae8NHbW9kCeh/LSIK6MxptZN7JyKBt0LOk/LQGz+iDZLC7ClpFBu1NPZvfXczH8CRb5WSaapwzD70PNzETJzEJR1fAioU8/OqIDZHH0siwLc09BOBhugIA4ntC6tdhHH9eg1xCiMSg+X1QwXJfZ4aSuFwyilnswqwk+4zdSKRs2usHGdLiICpCtQ6b7Dv17fWnXrh0DBgxg1apVfPHFFzH5vIsWLSI/P5/c3NyUZnFnz57NQw89hN1uZ/r06Rx3XHI/UGvbrjqff/45AN26dSP9CF34YXPo2N02At7YXNSqNZHjBchY4ZJv3Yc3wmK9KkI5LSkbNJz0FUuq/4EUCoGiYMvKou0pJ7J77reYCVKBADAtzKJiKClBzcyEtHTMvXvq/wkI0cS8b75B8MfFWMVFjXrd0Lo1EiCLw5tlkbHoOzRP4++4qBcXEUglQBbAIQHyv/71r0a78NSpU7njjjt48sknGTp0KF26dAFg//79PPjggwDceOONqOrBHM+ZM2cyc+ZMBg0axF/+8peo/t555x0efPBB7HY7L7zwAieccEJS46hNu7y8PH788UfOOOOMqAV8lmXx4Ycf8vTTTwNwzTXXJDWGw1VajitugKyooDvC903VFEwj/tbT3Ya1CuftNqJQi1aUHTOM9JVLwYoTJFsmKBooYG/RgrYnHk/eN//FDNawyA8OBsrFxSh2O2ZpCWpGZv0/CSGaiFVS3GjBsdq+A3qffuFaxL37NMo1hWgwioLlcEIjB8imw9mgM9RHsqgAuTHr9k6YMIHJkycze/ZsJk6cyHHHHYeu6yxYsICysjLGjx/PlVdeGdWmsLCQLVu2kJsbPfO4Zs0a7r//fizLomPHjnz++eeRWdyqcnJyuPfee+vcrri4mLvvvpsHHniAAQMG0Lp1azweDxs2bIjUbb7yyiu57LIjOwfOne2kMK80bqKx3akT8gdwZWh4imJnkb3FAYoLyslu2/gpKKFWrfEcM4S0n5fFjl2pUhJPAUerVrQ7+UTKtu8gq08vbOnpqJqOaYQIlpVRtHotnu07sUJVnqNpYfl8lPz2LhynjMdx+gSpjSyOCHqfvgSXLGqQvsMBcd9wUNy7j7xnRPOWYl4vhHep0w/sa6ABAapKKCMLIzMLZ/u2FGvuqMWpIjVRAfIFF1yAoijceeedSc/A1sW0adMYPnw4s2bNYtGiRZimSffu3Zk0aRKTJ0+Omj1OpKSkJJIOsnnzZjZvjl8gvkOHDlGBbm3btW3bluuvv56VK1eyfft2VqxYgWma5ObmctZZZ3HJJZcwZsyYpMZ+ONN0FVeGnfKS2Dxd3a6iqODK1OMGyAB564qaJEAGCOa2xdN/MGmrf4oOknU9kmYBoDkdZPboTkbXLgQ9XiwjhFGZhpGeTuvRo2DUCEo2bGL/8p+wQgZYFopNB78f/xef4v/maxwnn4pjwlnyS180OcuyMPfuwTywH1vf1Aru1+c2zmq79gdniPv0lfeGaL4sC9VXHimxppcUEcrIorzPMSl1E8pKfsObZJgOZ3gDjqxwmTUjI7OiPCk4st1YUnqvTqIC5A0bNmAYBr179260AUycOJGJEycmde5tt93GbbfdFvP4qFGjWLduXcrXrm27nJwc7rnnnpTbHYncOa64ATKEc5EtE3S7QigQO8tcsLGEPmPbosXZyKQxBNu0x2tZuFf/FHlMzcrG3LcXFBWby4WiaVimCZqG7nISLK34esyysEIhLEKgqGT16Y2zdS55//dfzHIvStXtOgN+/F9+jn/u/+E46RQcZ56N2sDbeQpRybIszH17o6tMFB5Ayc4h84lnU0pzUtu1R8nMqtWiPLVt+3Aw3LefBMSieTOMcIm1kuLIgrqYXVlrqIgUt9u6vOYrZ4crSq2FMrNldriBRQXIubm55OfnH3F1e0XDcWU6UDQVK05RcZtTJ1Ae3nq6dH9sDm8oYLB3ayltezbdL8pA2w5gmrjXhqumKOnpsH9fODhW1ajcLcVmQ8/IIFRaSlR5dsvC8Ptx5GTTftzJ7JrzVbifQwUD+L+eg//bb7CfdCrOCWejZmc37BMURx3LsjD376tSZWItVuH+2POKCjH3FKC1aZt034qioPfuS3DJwhrPjQTElTPE8qFQNEcVs8N6cWHFDHERWllJ/BqlVWieMpRgECuFeCm8jXM6qrfmPGTT6QpvwFExQ2ykZ0KS36qL+hEVII8YMYKPP/6YlStXctJJJzXVmMRhRFUV3JkOPIWxlR40XUHVlGoDZAinWTRlgAwQaN8JxTRxrV8FqoqemYmCFfcHpGrT0TMzCHo8KIZJ1UDZ8Adw5GTTctQIivIKqr9gMEjg6zkEvv0G+wkn4zzz7PDW2ELUkrFvbyQYDq1bg3UgNiCOJ7RuTUoBMoDet1/cAFlt2w69d8UMce++8uFPNE9GCL2kuEq6RHHs7HCStNIiQi1Sq8YUysrGfmiAHJkdPpguYTXSdsqielEB8nXXXccXX3zBX//6V0aOHIlLdgITSUjLccYNkAHsrvDW03aXSqA8dpb5wA4Pfk8QR1rTfmvh79gFTBPXhtWoNh0SVK1QdR1bWhpBbzmYJoplVsTJFkYwSGaPHhQX7MOq6Su4YJDAN18R+O6/KKedhnXK6althpCAGQJvgYpnh0rIp2AZ4eIcutMirZNJKGA00nbfoiEYlSkT6ypmiPfXbuFPaO0aHCeeklIbvU9fANQ2bavkEPeTgFg0P5aFWu6t2JGuCL2kEK0s/sLy2tCLaxEgZ2ajF+4Pb8BRmTsss8PNUlSA3LdvX5588kl++9vfcskll3DHHXcwduxYCZRFQo50O5pNwwjGBoThmsghXBk6gfLYPdkty2L3+mK6Dm3VGENNyN+5G/q+PeglxVg2OwQD1f4gVXUdm8tFsLwcRdXCi/OwUHQbiqqQltuKsvwEs8hVBYOUzfkC48svsR9/Es4zz0ZtWbt/j1DAYN33+exepIOlgGKhaFakOEeoHIrXaXy1YzWdB7agz/FtJVA+DJj79hFat4ZgHQPiQ4XWrcWyrNTykNu2I/OJv6Lm1O+CIyHqLBRCLy2OSpdQgrG/d+pLbbZxDrTvRKBD5/ofjKh3cXfS0zSNjRs3ctttt6EoCi1atMDhcFTbiaIofP311w07UtFsKYqCO9tJ6V5P7DFVQberONN1ivcGolJ3K+WtK6LLkJaNXhM5Hs1bhmm3oYRCYLODEQovxrCAQ4an2nRsODF8ftTsHNScHCyvF6u0hMxOHZIPkCuFQgT++38EvvsW+9gTcJ41EbVV8oGy3xti4XubKdlbjqKCosb+Yys6gIWqKWxdvo8DuzyMnNQdh7tptvIU8UVyiNevJbRubXjhaAOwiotqlYesSHAsmhGtuBD3ulVonvqbHU6GXlyUerm3ZvB7TiQn6rfirl27Yk6wLIt9+xLPVjSHwEY0rbSc+AEygM2pEQqYON0aPk/sLLOn0E/pXh+ZrZv+mwqt3IPpdKMG/OG8NF3HUlQU0zy4RXWVYFl1OFGzsjBd6aCAkpGBkpaG3VOG0qJl0rmgUYwQgXlzCcz/DvvY43GcNRGtVeKv8UIBg4XvbaZ0nw+7SyNUQ3UfVVOwOTVK9vpY9O/NjLm0h8wkNyHLNAn+8L9I2kRDBcTxhNamnocsRHNi6bbwwrpGplgmit+H5Wz6312i/kUFyLfeemtTjUMc5mxOHZtTJ+iLrXms2zUUJbz1dLwAGSBvfVGzCJAVw8BSNUyHExXCQbIClqaCFj9HTDUMtHIPhssdnh1QFFSHg8zHniDwv+/wf/ZJ7QIeI0Rg3n8JfP8d9uOOx3H2RLTc1nFPXfd9PiV7y7G7tKQ/sCqKgs2pUrK3nHXz8xlwSofUxyjqhaKq+D76oFEDYzW3NXqffmjt2jfaNYVoCKY7DUu3oYSS2PG0jtcJVVSWMDKzMdLTozeXEkcUCZBFvVAUhbQcF0W7S+McA92h4TDDubDxdnjO31BM7zFtUKsJQhuLpR2cRTUdTlTLAr+v5oZGqCJITqvoR0fRdRwnnoL9uBMI/PA//J9+hLl3T+qDMg0C339L4H/fYR9TESi3bhM5HAoYbF95AJsjNji2DDBDSuRbQEWtuAeVf1cUdLvG9pUH6DNW8pGbkt6nH4EGDJDV3NYHq0z06YvaomWDXUuIlISC6JUl1kqKKO/ZFzMtI/n2ikIoKxvb/vp7/1iaXlFmrWIhXVZ2eG2KOGpI4qGoN+5sZ9wAGcDu1Aj6DFzpOt6S2FnmoM9g3/YyWnfLbOhhJmS40tC8Hiw9/NYwnS6MQAA9XlQf09hA83ow7Q6MtIN1kBVdx3H8idhHH0dg4QL8n3xYy0DZJDB/HoEF32MbfRzOs89Fa9OWvLVFWKaFao/+cGEEFMwq61PCmXnhALrU70NVFVRdQdNVTNNi89J99BzZGlWVlKm6soJBlBTryet9+hKYP6/exqC2yg1XmehbsXVzLRd+ClGvLAvVW4ZeXBRZTKd5osueBVu1IZBKgAwYmXULkE13eiQYDmXlYKalS77wUU4C5KNAm0PyC9PSHHg8tav7mIhu13Ck2/GXxa4a1mxquCZyZvwAGcKL9Zo6QPZ36YF79fKox3yahtMguSDZNFB95Xh7x27hq+g6jrEnYB99HMGFC/B9+hFmQX7qgzRNgv/7nuAP/8M2cgw7y49BUaN/mZhBooLj+N1YmAGLUMDEMi1+/nonO1bsJy3HQXpLJxktwv9Pb+lMKXXjaGQWFlYsqAtXmVDbtiP9tjtT6qOyfFptRQLiPn3DdYhTWOApRENRgoGKHekOBsRKKP7vgEp6SVHKlR5CKWxEY+kVs8ORdIksmR0WMaoNkE3T5LvvvuPHH38kLy8Pj8dDWloaHTp0YNiwYZxwwgmoUrdPHCIt2xk3QIbwYj3TsNB0BSMUu9J437YyAuUh7K6m+9zmb9cR95oV4R30qry+fZqGwwBbTUGyZQEWjrydBNp1jLt4Q9E07Mcdj23UGIKLfsD3yYewr3YzysEf5tN+zzdktBvAgZ4nEUhvRdBvYPhTDGYVMA0L07Ao3eejdJ+P3VUO21066RUBc5seTfshpjkwi4oiwXBo3ZqYDzpWaSmWaYZ3Y0yS2rIVam7rpL9dUFq2wlaxKYfWp2+NCzmFaHCWheopq9iAI5wykcyucYfSi4tSbhPKzK72mJGWHrUrnemW2WFRs7iRyNdff82jjz5Kfn71s1vt2rXj97//faQ0nBAAriwnyq5SrDildmxODb8nhDNDx1MYu5jCMi3yNxTTeVAT5kbqOv6OXXFu34Rps0f9EPVrGphgM6sJki0LxbIwHQ5UfzkZS3+gbMhITHda3NMVTcM+Ziy2UWOwr17O/rfewczPS33Mlklm/koy83+muHV/drQcDc5abDiSoDpSoDzEgV0hDuzykJZ99M20mEVF4RniitJrZv7uhOdbXg/Gzh3onbukdB29d18C1QTISouWFfnD4VliCYhFUwvPDheh7vaSnr8nPDtsJJ4dTobqLUMJBlKb1dVtGGnpqH7/wdzhrGyMjOyUtoMWolJMgDxz5kweffTRSIDjdDrp0qULaWlpeL1etm7dis/nIy8vj1tvvZU//OEPXHHFFY0+cNE8abqKK9OBtzh2YZuqKug2FXdm/AAZwmkWTRogA97e/dGL9qGXlmDq0T9Y/aqGBdgPDZItC6zwwg7TEZ41Vn3lZCxbSOmQkeF8tmooqkra8ccT6D+E4JJF+D75EDMvtuRite0VIjv5ZeT9TL+8VRTm9Cav/XH43CkEUUlOqKS3SH0L1MNt5z6zuAjv6mV4lyxPKiCOJ7RuTeoBct9+kTxkJadlZEGd3rcfastWkuYimo5loZWVVtmiuQjVGy7tqWgqupFECloKtJJiQi1T+xBYNnRUOKiW94moB1EB8saNG/nTn/6EZVl07dqVu+++m5NPPhldP3iaYRjMnTuXp556ii1btvCnP/2JUaNG0bNnz0YfvGie3DnOuAEyVNREDprodpVQIPYHauk+H2UHfLUKwuqNrlN67FgyFs9HLy1GsSysKj9wA6oGKNgjdZHDM8eWpmO406J+OCt+HxnLwjPJRnri1ARFVf+/vTuPj6o6/wf+ucvsaxKyAWEnEPZFwmLFDRUVV/y2ouJS6lKrrdZ9rdgq2lqtqL+WYisKirUqCLVIRXHDyCoh7DskZCXLTGYy2733/P6YzGQms2Qme8Lzfr3Q5K4nc+fOPHPmOc+BOn8aVGflw7d9K9xrVycUKPMCD1ny5xGDARwYUmr2I6VmP2pTR6Cs79lwtRQoM4AXE3tTMaTGnjQo6qEVhm/eOQhRLcCYpoExVQtTmj9dw2BVd3nlEgBQ7DZ/7/CBxok5ykvhFHjIbXjTl/bvAy6andQ+4ugx0N36C3+ViT7pFBCTLqc+dQLqynIIdlu79A4nSrTVJh0gM3Vyr02ExBMWIL/11luQZRm5ubl49913YTJFjiIVBAGzZs3CtGnTcMMNN+DQoUN4++238fvf/77TGk26N51JA17goUQJLkSNAM7hr4lcfzp6rnLpgTrkTu/aiQuYWgP71JnQH9oL/tA+cIoCBkBuDFi8HAeO4/1BMsdB0Wj8PcdRAhrO64Xxx81wjJ8COU6eXHB7nod6ylSoJk+Bb8c2uNd+AuVUcczt1ToBDTY5aopESs0BpNQcQF3KCJT2mw6XPjNyo+BxWs791ppUUGmS6wl2O3yQfQpknwKP04fqk005iRzPwWDVwJimgSlNG8xz1hjEDg0OFbstGAxLB/ZBKWtFaksLpIMHks9DNlug+cnMdm8LIa0l1tdDrG3FhEdtPW8rpnEmpD2FvSNu3rwZHMfhgQceiBochzIajXjggQdw55134ocffujQRpKeheP9U087qiOncwvURNaZWMwAueygDcOmZnZ9uTFRREPeOGyrsyHD3YCchnroZBkCY5A5DvUqFeyiAQNFocWv9DifD8Yft8Ax/izI1sTygzmeh/qsfKgmnQXfj9vh+c8nkItPhm3DGCB5lLj5wwBgrT0Aa+0B2FKH41Tfs+ExNk0OwRgDOH8pvpaY0pLv2XfUxK6YwhQGR43/W4PyQ7bgclEjNAXMgWoaqZpWp2kodhukgweCA+uSSWFpNVcD5OKTEAcO6vhzEdJBJIsV6tKTLW/YRkylDtYblhorTBDSlcIC5Koqfw3BcePGJbTz2LFjAQCVla0YgU96tVgBMuBPs/C5Zah1PLyuyF5mb4OEmhIH+gxIrg5mR5F5HmV6I8r00fOI+wwcDMO+wsYKFrFxsgRT4VY4xk6GlJp4CS6O56GePAWqiZPhK/wRnjWrgoGy2+mDLCngeH/hjXhhOscD1rpDsNYdQkNWHioHngOnPhM+twy9RQNBLUCR4qcUtCb1pb46gYlWmpE8MmpLnagtDZ++XGdWBwNmU5oWxjQN9GY1uDgfphSnA/YHft3i9WlvnDUFrBWj8QlpV4oCwVkP0VYHTvLBPSi5dMhkyqcljOMgG0z+QXSBusOBmUgJ6SbCAmSVSgWv1wuXy4WUlJQWd3a73cH9CAmlMaggqAXI3sippcWQmsheV6w0C1u3CZBb4svqCyfPw7BnZ/RpAkPJMoy7tsExdhKktOjTRsfC8TzUEydDNWESpMIf4V6zGprjxyD7FDDG+fOgWfQguflsqKaqgzBWHYA9ZTgaJl2EyXfMhCDyaLB74aj2wFHjRn21G45qD1z2pmtkTEs+x8/RigA5FpfdC5fdi6rjTRPS8AIHY6o2mN8c+L9G73954w1G8H37x01TaQ+cxdo0qG5EHviMTMohJp2O83qC9YZFWx3EehsgN74OCwLcA4ckNT2yojOAqVTgfK2fxpmp1I2TcKT4e4hNFkCkaRhI9xb2DB0wYAD27duHL774AvPnz29x5y+++CK4HyGhOI6DwaqFvdIZdb1KI0BnFGGr9EZND6g6ZofPLUOVwNf+3YEvIwsOYRKMRTv8XbnxKAqMu3bAOXoCfBnJ51pzHAfVhEkQx0+EtGsnhE9WwbHrICSvDEVmER2l0d4LWWMwbbUdQb+dJXD/dQe0V14Nw+ChMFg1YbWOJa8MZ60H9dUeWLP0SbfXUd3+k9KEUmQGe5UL9ipX2PIp1wwOtlccMRLedg6QObOlqezaSAqISRdQFAgOO0R7HYTGmel4tyv29rIMweGAbEqiljnHQUpmljqOg2w0NQXDZiv1DpMeKSxAvuCCC7B37168+uqrGD16NCZNmhRzx507d+LVV18Fx3FUC5lEZUjRxQ6QtQI8DRK0BgFuR2QvsyIzVByxof/oVtTz7SJSWgYc486CsWh7U49NLEyBYc+PaFDGwZvVr1Xn4zgOqvETYR43AdrCnahYuhJ88TEwhQVj9KjvSY0BtEYvQmtUgeMAqagQjqJCiGPGQXvF1RCHNn0NK6oFWDL1sGQmHxzLkoIGWwtT+iWA9zZAX3sC+prj8JgyYesf+7UpwJDS1NstjhgJ75eft6kNnNnSNHXziJHgM7MoICadivO4/b3C9joItlp/73BLH8ibEex1yQXIiD+NM1NrwNL7wKVtnIzDbAEE6h0mPV/Ys/jWW2/F+++/j+rqasyfPx9z5szBRRddhGHDhkGv16OhoQFHjhzB//73P3z66aeQJAnp6em45ZZbuqr9pBtTaUWodSp4XZFfzfECB0HFQ2cWowbIAFB6sGcFyAAgpfZB/fh8GHdtbXE6VTAG/d5C/xucdUSrz8lxHDQTJqL/4vE4/q+v4Vu/FurqE+BFf8YHU+APijl/bzKvBkwWXdTgWdq9C47duyCOGgPtlVdDHJbb6nYBgMcpQWMQ4XYk9/Us73NBX+MPiHU1x6GprwimjjhTB7cYIDevtiHmtjyNs6IweJwSBJEHL3IQrVaoho9sTJkYCT4rmwJi0nkUBUK9HaK9FqKtzj8hR7ze4QSJttpWTOPcmHLJcZBN5sZBdP4eYkWrgzXFAE9d9DEnhPRUYQGy0WjE0qVL8Ytf/ALV1dVYs2YN1qxZE3VHxhj69OmDpUuXwmiMPQkCObPpU7RRA2TA34us1YvgeU/UThBbeQOcdR4YrD2rtqVsTYFjQj6MhVsTytvT7y8CpxWB1Ow2nZcXeAy54XycyBuD4o0b0LdkE9Qxype1FOdJe3fDsXc3xLzR/h7l3PAAXmxowIDNPyBz/34IXq9/ABzHQVarUTFyJJTzLgafmgq9RY1z5ufC55b91SqqPaivccNR44Gj2g3Z57/w8QLi5nR1J8HJElicXqrm1TZ4kwl8/wFQSmKPxpc1RlSrMuFKHYSG1EGQzRlQ6UUYnRoYTwgwOuwwpWmgt2jACxQok/bFud1hwXBreocT0ZryaZLFCsekaf7cYaFnpL0R0lYR7zB5eXlYu3Yt3njjDXzyySdwOCLnUTeZTLjqqqtw9913IzW1Z/XwnYkGDRoa9rvVqkddJ33a11u1qCutj7pOpRHg5n3QmkQ02KL3tpYdsGHY1OQGs3UHstkKx8SpMO7cCs7bcg4uX1QIzaAGeAYObXHblgycmI4yzwBUIQea4pMw/1AAdSvLmkn79sCxbw/EkXnQXnEN+Mws2J96FNN27QQaJ1BhHBeMuHmvF30LC1Ezdw7EMeNg/v0L4K1WqLQCUvoakNLXP+224nRAOnAA7qI98OzeA+VUCWRJgSIpUOT41SZ4RYbWdgqu1Niz1EWrtiGOGAlvSIDMmczB3mFxRB5OlKpQtrXpa2SB4+B2+OB2+HC6ee3mlNC6zY2DAju4djPpZSQJmrJif0BsqwXvab/BrPHwDc7kp3EWREgJlqckpLeI2gWTmpqKp556Co8//jgOHjyIU6dOoaGhAXq9Hv3790dubi74JIrfkzOXqBKgNarhdkTmoXIcoFIL0JnjBMgH6zB0SnrcMl7dlWw0o37iVJh2bgGXwJuf7sgBcLIM9+DhbR7Q4t+dg2fAQFTlDICmuBjmzQVQnypp1fGk/ftg31UI5VQJIEn+oDjaawDH+VOceR7Srp2onf8zWP72JnhrCuRDB/2z1R3c7y9T1ziaUAUAegGAv2eKMX8Ouj9gbvy/zPwzBTbS1xyPHyBHqbahGjMOrK62cermUeCz+4YFtI7diQ3iYwqDo9odUZ1DpRH89ZrTNDA1VtMwpGohqui1kkTBAbrD+zu9/CDgz0NOtooOIWca0ev1Qq2O/klSEATk5eUhLy+vk5tFehN9ii5qgAz40yzUHgGCioPsi3yjcDt8qC11IrV/z0zjUQxG1E+cCuPOLQnlD2qPHwanKHANHdF+o745Dp4BA1A1YADUJcUw/1AAY21tUodQJAnKyRPBwYccx4HxfOw2NgbQzFaHuvnzwA8clPCU0hwHCCIHQQz/KldRAEVSIEsMfZQy+NJ1cNS4o/Y4G6NMaKIaOw6qsbFrvLe12oYvWu1mDtCZ1MGazYEJT1qq3UzOAIII2WCC4LB3/Ll4HrLR7C+1ZklJaEZPQs50ohwy2n7kyJHgeR7bt2+HTqfrwmaR3kRv0aD2FBfWAxggqnlwPAedSYSjJnq+bukBW48NkAFA0RtQP2kaTD9uAe+KXtUjlObkUUCW4cod1e6lkbz9c3D6uhwMtKbBvXY1pP17E9pPKT3VVJmD89dc5mTZn2IRCJQZA8eYv0cssC1jgM8L5VQx+AGxe3wTwfMAr+YhqgGNuxQ5V+UAgthYu9mN+mp/XnNDnRd6SxJfH6P9qm1EYE21myuPNS3mRR7GFH/APOrcbAqWeyrGwLtdEOx1UAxGyMbkqkNIFmuHBMiKRgvZktJYe9jqr1rBU+4wIckQlWaDAFgXfN1Dejde4KEza9BQFz3NQKUV4gbIlUftkM7JavU0w90B0+pQP8nfkyw4I/P6m9OcOoGakzZg6mTozO0/SFEcMRLGEY9COnQQ7jWrIO3bE3NbRZIAV2Pvd7OAPRAoRwhs1xg4w+WCIsngxXa6hj4f5KNHII4YCYNV01i7ufWHc9Z6OvW1T5EU2Ktc8LllCo57ElmGWG/z1xxuHFAXGGPgHjg06QBZtqQAp9o4jTPPQzJZQqZoTgHTJj/jJSEknFhWVoZhw5KbepKQZBlSdDEDZLVWgFfNQ6Xh4fNEjtqWJQWVR+vRd6Q1qXNu3rwp7vqpU89O6nhtxTRaOCZO8wfJLfQaeZw+GBrKUPXpd5BmTYcpPfkaxIkQh+fC+MAjkA4f8vco7ymK2EY53ThwrbW92Y1BslJdBT4z+YlRgocxGCDm5jWVXevXv9XHaq6jJzOJpTUzE3oaJCiSAq1JRYMCO1KgdzgkGBYc9pg5w6ItubQlAJBakeqgaHWN0zM3pksYzdHHAxBC2kR89tlncdttt4WVatu+fTs0muReuKdMmdLebSO9iNakBi/yUKTIAJgXOAiif+ppX1Wsqafrkg6QuyOmVsMxMR/Gwm0QYpRb8rokeBr8gxbT+Tqc/nwTas6ZhtScjpt6Wxw2HMb7H/IHyv/5BNLuXU0r66NXIUma3Q4kESD7A+LGKhO5I8H3zwHXQYFAan8DxlzYD44aT3CKbcndwmQv7SBarnRLTu2txZGtlRDVAgypGphSG3ObG/ObQ+s/kyTIEkS7rWmKZntdQhVoAsR6m7/oeFLTOOvBVGpwvhjpPcHe4RR/77DFCqah3mFCOoO4detWbN26NbiAMYbbb789qYNwHIe9exPLZSRnJo7joLdq4TgdvbycSitCZ1JgjxEg15Y64bJ7oTMnl1vaHTGVGvUT8mHctQ1iXU3YOp9HjphUo49gR/U336NiyhRk5nZsqSVx2HAY73sQ0rEjcK9ZDamosP1qsbZwHE5vgJA7AuKIkVCNyOvQgLg5rVGF7Fxr2DK9Ro1Tx2r9tZurG2s31zTVbm4PxtTke5AdNf5vYiSvDFt5A2zl4feU1qhqqqYRGBRItZvDMQbe1dA0RbO9FoKjvm0VJWQZgqMessmS+D4cB8lihep0JQB/77BkaZqimXqHCek6YlpaGk6fPh22kPKQSUcwxA2QBfAODhq9AE9D9J67soM2DDkrvSOb2HlEEY7xU2As2g6xxn//SV4FLnv0POw00YGarZtR3DAZORM6vjyTOHgojL95ANKxo6i7ZV6HlKLi9AYIw3Mhjszr9IA4EWqdGFa7GfCXeHM5fGGDAh3Vbrjsvla9bjaf0CQR9S2kgwRrN59o6vnnBQ4Ga1MVDWOaFqY0DdT6M6N2M68oMEk+mH1emHxeWDZ9Ac7b/oMyBVtdcgEyAE/OYHiz+/tzh5P85pYQ0nHE7777DjU1NXC5XLjwwgvBcRz+85//QEtJ/qSdqfUqiBoRkiey5jHHAaLGXxM5VoBceqAOgyf36T1v6IIAx7jJMOz+EaiqhMvuhX9O6OhSxQbwe7ahSj8N6R3ckxwgDh7inzmL4xrrrLWh95TjII6fCHFEHsSReRC6WUCcCI7noDeroTerkTG4abnsU+CobQyYG3uaHdUeeF2xpxvnBQ66VlTbcLWi2oYiM9RXu1HfvHazVggGzf7eZi0MqZoeX7tZLcuw+jww+bww+7wwSOEfPDlV7FkY20K018GL5Kq1SClpHdIWQnqKzDaMTelIIoCI2fD69u1LZd5Iu+M4DgarFraK6FUc1FoBWqMQLHzQnMvuRV25CynZHTNgrUvwAk4PGAP3vu+RhpbrJPfRe6Gu2wunLz+5mbDagNPrwRoaAFHlz7GU5aYybi3hef8/RQFnMMB47/0d29guIqh4WDJ0sGSEv256GqRg0Fzf2NvsrPVAkRkMKRrwSVawcNa0b7UNn1tG7Sknak+F127Wm9Vhvc3mPtoeld6U4W7AIGcn1BduRrTVdfo5CSEdI+xj9KJFiwAg6QF6hCRKnxI7QBbVPHiBg9YowlUfa+rpul4VIHtdEnb8txgeRxZGaRX01dhibiuIPHRmNTiHHcYdm+GYkN8pX8mqL5oNz+qP/L9wPCDyUNBY4q15mcjGaac5UWysetEYACoK1Bdf2uFt7W40ehEavRFpOU2DoBWFwWXzQvIm3xvvqOmEahsMaLB50WDzovKof1H6IBMmXDqg48/dTuyd9OExQNEbGgfRpfg/3feWb7kIOYOFBcjXXHNNV7WDnCFUGhFqvQrehui5tiqNCJ1ZjhkgVxyxY8RPsiCIPfsrYACQfAp2rjuJBpsXgsCjyJkFmXHI0dZFbMsLPPQWdfB9V3DWw/TjD6ifMDV6zVPGQc100DADeIjwB6oMCiR4OCcUWUl4ZjvDzT+H55OPw0foc1zTJCHRAoLQkfyN+xnm35bQ+Xo7nudgSGndB5vmKRKdpTXVNtqF5INYb086DcGhUoGBAxcnZam1mCBCNluCAbFstoLFmI2WENJzxUzE8nq9+Pbbb7F7927U1NTA5/Ph+eefD673+XxwOp0QBAEmU+vKT61duxYrV67EgQMHoCgKBg8ejLlz52LevHngE8xNVBQFO3fuxNdff43NmzfjyJEjaGhogMViwejRo/Gzn/0Ms2bNinuMb775BsuWLcPu3bvh8XiQk5ODyy+/HAsWLIg5DTcAFBYW4u9//zt27NgBh8OB7OxszJo1C7/85S9b/ZicCQwputgBslaARi+AF7ioUwhLXhlVx+qRNTy5gTDdjaIwFH1eAltFaFoFh70NmZDBY5C2qboFx3P+4LjZ1/F8gxOmHQVwTJwKRefvVVdkBbWl9TArWY0hMQODEnIGATpmwcldFTD10SOlr6nFQJlPTYU4ZhykXTsBUYwsYxWvt4wpgCRBHD8RfGrn5E33ZmqdAEOKBg02b9SZKTtKa6ptHCwoh9shNeU3p2mgNcap3cwY+AZHsMSaYKsNTqpjO/uCpMqbKRwPpyjCKEV/nUmGojdAaiyzJluskA0m6iEm5AwQNUD+4IMP8Je//AW1tf7C54wxcBwXFiBXVlbi4osvBsdx+PLLL5GRkdzI+oULF+K9996DRqPB9OnTIYoiCgoK8Oyzz6KgoACLFy9OKEguLi7GvHnzAABWqxXjxo2D2WxGcXExvvnmG3zzzTe49tpr8fzzz0d9YV66dCleeuklCIKA/Px8mM1mbN26FX/5y1/w1VdfYdmyZVHzsf/zn//g4YcfhizLmDRpEjIzM1FYWIh//OMf2LBhA1auXIm0NBp8EY3eokFtafREY0HkwIscdCYBzrrovcilB+p6dIDMGMO+r0vDqgw04XCgIR0y4zBUV+0vj2dRxyzRxbtdMO74AY6JU+FTaVF+qAZelw+AEqPvzB8ycxxgr3TCXe9F1vBUCKr4tXPNv38BtfN/BlZvBxIts9uYr8yZLTA/uyjBnUg8gyelY/CkdP/U2HVeOGoaq2k0Dgr0ONseEEbTmmobVccdaKjzoCJkmagWgnnNlhQBqRoPTFwDNE47BHsduBgBrWivgy898YE8igScdmmg8UqAEvIlBw8I6thZEP7e4ZBJOMyWTsv1J4R0LxEB8iuvvIK///3vYIxBp9NhyJAh2LMnchrafv364ZxzzsHXX3+Nzz77DDfffHPCJ12/fj3ee+89pKenY8WKFRg0aBAA4PTp07j55pvx+eefY/ny5bjllltaPBbHcZg2bRoWLFiAs88+G4LQ9O69ZcsW3Hnnnfj4449x1llnYe7cuWH7FhUV4c9//jN0Oh3efvttjB8/HgDgdDpx5513YuvWrXjllVfw+OOPh+1XXl6OJ554AowxvPHGG8EeakmS8NBDD+G///0vnn76abzxxhsJPyZnEkElQGdSw2WPnk+pbpx6OlaAXFPihNvpg9ag6shmdpgjW6tQur8uzhYcDrvSoUDA+Cxbi+kkvMcN4/YCHDENh1dWJVTvluM48ALgdflQfqgG2SPS4vYk81YrLH97E7a7FoDZ7f7oIoGeY85sgeVvb4K3WltsE0mcIPIw9dHC1EeL7JDlXrcER0jAHPi/HGWCnkS1T7UNBqPghZVzwVrvgtXlhqHMf//LANw8B0HkwYs8eLHx55DnsWhLLECWvDIOfFeOsi0iRL0O/fr4Bx8Gn6oKILsBu9cFjU6EmGGFYk0J9hArBiP1DhNCAABh74jbtm3DkiVLAAC//OUv8cMPP+Cdd96JufOsWbPAGENBQUFSJw2c48EHHwwGxwDQp08fPPPMMwD8PbtKAiWlBgwYgLfffhszZ84MC44BID8/PzjpyZo1ayL2Xbp0KRhj+MUvfhEMjgHAYDBg0aJF4Hke7733Huz28NHQb7/9NtxuN66++uqw9A1RFPH73/8eRqMRGzZswOHDh1ts/5lKb43dI6XSiFBpBYiq6G9UjDGUH4w9mK07K9lTg2PbqxLa1nD2OPhGj05oW8XpQv9TRdDLDQmXwfMHyRy8Lh9qS1ueLU/sl4OU5R9AHD/RP0BPlv1l3xhr+qcojcsZxPETkbL8XxD75STUHtJ2aq2I1H4GDBibhlHn9UX+tUNw/oKROPuG4Rh/SQ6GnJWOjCFm6C3q4PjJlrSm2kZDpQNpYj2G6U7jLFMxLkw5jLMtxzDaUI5+GhsMQviHY0Vh8HlleBp8cNkbe8ar/BU/XPU+uI6Vo7rYAU+DFLOKh6dBwvfvH8GxH0+D44FaufFvbPznYzwqPVrsr7dgm60/Pjmag3WHs1E7cBS8fXOgGCl1ghDSJKwHecWKFQCA6667Dr/5zW8AAHKcck5jxowBABw6dCjhE5aXl2PPnj1QqVSYPXt2xPr8/HxkZmaioqICO3fuxKRJkxI+djSjRo0KnjeU1+vFN998AwC48sorI/bLycnBhAkTsGPHDnz99de44oorgus2bNgQcz+j0Yjzzz8fa9euxYYNGzBs2LA2tb+30lm04IR6MDnyQxDH+yta6Mwi6qujf+VaeqAOAyek9aiayJVH7dj/bXnLGwLInZGFrOEWeGAB4wXoD+yOvTEDFEmBAGDg6f0o7jMCzmD0w4EHj0A0xBoTLxSZAVxTT3L96YbE8pGtVlgX/xVrVvwTOZs3I3P/PgheLzjGwDgOslqNipF5GL9wEeUcdxOBHHa9RY2MIebg8ojazY2Tn/jc4d/ctJhewRgEZ33jjHR1EG21MNTYYTG1bSIOBgZZYv7eb1ctfvzPcTBw0JvU0JpVYWXotEYVNn94FPWn3VDrBEgNQIMs4IjDBJtPhVqvBvVSYLAqYDAYwWkY7FVubPnoKKb/bChENU3RTQhpEhYg79ixAxzH4YYbbkho50DecfOZ+OIJTEk9fPjwmJORjB07FhUVFdi3b1+bA+Tjx4+HtTXg2LFjcLlcsFqtGDAgevmisWPHYseOHdi7d28wQHY4HDh58mRwfaz91q5dS9Nvx8HzHPRmDZy10Wv/qhrTLGIFyM5aD+xV7oi6s91VbVkDijaUJFTDduD4NAwc35S/7u03ABAE6Pftipq3LQc+ZHAAz2TknD4At6E/nCpLY3DchGsMECRv+AdfxhhKdldCa1RDUAsQVAJEFQ9BJUBo/D8vcMEPJJJej2Pnn49j558f9W+YSMFxtxetdjNjDF6XHJwhsL7ag9SQEnUAwHm9wUF0or0Ogt0GTg4Pqr1tSOmIhucUmAQP7LIWngYJDfVe1ITUbnbVe+FzydCaQwcBciiypcQ8JsdxUGl52KtcOLCpHKPP79eubSaE9GxhAXJgUF7//v0T2jmQ0pBIKkRASUkJAP9kJLFkZ2eHbdtaLpcLy5cvBwBcfPHFUdsROFc0gTaeOnUqYj+z2Qyj0Rh3v7a2v7czpGhjBsiiWoCo5qHS8vC5oz+/yg7U9YgA2VHjxs51J6NW5Wgua7gFw6dlRiz3ZvUD43kY9uyMCJIVX/jjwzMZw+wncNw0BPVqMxIVb9Y3wN8TGQiYM40DICk+SIrX/3/ZB0nxQWbxj0G6N47jotZuDmXe+h04T/xyc4k815NlFV2wy5GdKkzxB/UAkv5GieM4iGoBJ4tqMOLsLOpFJoQEhQXIBoMBNpsNDocjoTJlZWVlAPzVIxLV0NAAAHFn6jMYDAD8g+XaYuHChSgpKcGwYcPws5/9LOl26PX6iHa0dr94BIGD1dp5k18IAt+p54uFWXSwlTkiejMD1DoRBosK9b7ovcinjzlgulQbcxCbVht/EF+ij0FbjuOq96Jg/SkwiUGIk77AcRyyh1gx45qhsdMcrEPBmfXgt24Om/LZ21iVIphGwRh4xjC4/iiOGwfBrrFGni9GO+K1EQCYpECSFJg00Xvm6r3VqHaVdovnV1t1l/uku+Ez+oArLY27jSKx4LcVbeVjAmyyDl6oIQg8OI4Le5663T6A+b+VUqtF/zcdLeRMh+4vCP4Ph7ZiF4ZOTq4aE/Gje6X76UnXxGCIX0ayq/6OsAB56NCh2LFjB7Zv3445c+a0uPNXX30FoCnPtzt54403sGrVKphMJvzlL3+JW8+4q8kyQ11dQ6edz2rVd+r54lEb1fBURf8gIap5aAwC6iqiV7twOb04vKsSmUOi95K63fFLXiX6GLT2OD63jG2fHIOjruXZz1KzjRh5fhbs9S1MBKG1QBw9CcZd2wGl8YMFgz+zmAvvteMYwyDHMZzEINQ1C2ib9+8xAGCsKV2jBbH6B72SF5KkJPX8ctS4/DnUjakcgdSOloKcjtad7pMOoSjgJCnpSS40GiN0LTxP9FY1FFmBLDEokgJFYpBlhtjPnAAO9ZIGdZIWdZIOdZIODYoKTR/pFAgCH/Y8dTeWtmMAGOc/T0s1ops/zxkYdn93CmlDo/eak/h6/b3SA/Wka+J0xn+P7Oi/Iz09eodwWIB84YUXYvv27ViyZAkuuuiiuFNOnzp1Cm+99RY4jotIX4gn0LvqckX/ah1o6nkN9CQn66233sLixYuh1+uxdOlSDB8+vFXtCPQWh7ajtfuR6AxWLepjBMiCig8GyR5n9F7msgN1MQPkU6eK262dyZIlBYXrixOaGlhnUuPs/xsGd4ye8uak1D5wTJgCQ+G2iNxPAADnf8PnwIFjwID64+CZghpt/Lrc7RGOSkrydXidNS54nJEDuniRhxiSA908gBZUfMKzARKA83og2moh2OsaJ+OwwdcnA84xE5M6jmS2trgNL3DgBQFiaOzN/KkXsqQEg2ePj0eNRxMMhm2SFjKSu6aK5B9wKoitfwYLIt+sLB0h5EwXFiDPmzcPb7/9Ng4fPoxbbrkFTz31FAYPHhy2g9frxYYNG/DCCy/AZrNh8ODBUas5xNKvn38gRGmcr+gCFScC2yZj+fLleOGFF6DVarFkyRJMnBj9xT9w7ECaSDSBdaHtCPxst9vhcDii5iEH9ks0l/tMptKJUGnFiJHzwfVaAXqzGDNAPn3SAa9LgloXc1LITscUht1fnEJtacspNiqtiIlzBkBrUMFdl3hwKVlT4ZiYD+POreC46KWvgkEygBzHSXBMQbUuPfZB26EiiCQnHyDLvujXVpEU/2Cv2J9FwQt81MBZUAkQ1P5lHM/1qGon7UJRIDjsjYPp/JUleHfkAynYapM+tGyy+J8rCQw4DcNzYGYzFHMKZIsVktkKTqeHyS2Dq/FAVe2GttpfTcNZm3ztZr4t089z/qnfCSEkICyq0Ol0+Nvf/oZbbrkFO3fuxHXXXQeLpWnGsgsuuABVVVWQJP8bckpKCl5//XWIYuLBSSAd49ChQ3C73VErWRQVFQEA8vLykvpj3n33XfzhD3+ARqPBX//6V+Tn58fcdsiQIdBqtairq8PJkyejVrLYtWtXRDtMJhMGDBiAkydPoqioCNOnT09oPxIdx3HQW7WwlTuirldpBWgMAjjeP/dEc0xhKD9kw4Bx3WPWQsYYDmwqR+VRe4vbCiKPiZflwGBNfhpfAJDNVjgmToV2awHQED01IxAkA0B/Zwl4KKjSRQ4C9LenHQJkJbleOMYY5DYEJors742M9QELaBpcGBpAq/Uq6C3Jzw7XXXEed9gUzWK9LSxPPRbe4wbndoPFqCgUlSBANpkh2OPXImdqDaTGWelksxWS2QIIke8Vap2I1H7++s3BfRWGBrs3WH4u8P8Ge+znV5uevwwQVfRtBCGkScQrQl5eHlavXo1zzz0XAFBXVwfA/0ZWWloKn88HxhhmzpyJjz76CEOHDk3qhNnZ2Rg9ejR8Ph8+++yziPVbtmxBeXk50tPTY/b+RrNy5Uo8++yzUKvVeOONNzBjxoy426vVasycORNA9ElEiouLsXPnTqhUKpx33nlh6y688MKY+zkcDmzcuBEAcNFFFyXc/jOZISX2gEee56DSCNAaY38Iiz8rXec6/uNpFO+uaXE7juMw7uL+sGS2bfCBbDKj4azpkARVzPROFrIi23kKGQ2l4Hk09qw2TiWPNvbANZKU5KpYKDJLqPRdWzCFQfJIcDu8cNa6YK90wlkTp1u6u1MUCPY6aIqPwbD7R5i/3wjLpi9h2L0DmpNHIdpqEwqOA0R7XdJNkMzNBmlyHGSTBZ7+A+EcNQH26efBdvYFcI6bDM/AoZBS0qIGx7FwPAeDVYPMIWYMnZKB8Zfk4OwbhuP8BXk4b/5IjDq3L3LGpiKlr8Ef2DK0Kd1GlpSkZwskhPRuUV+x+vbtiyVLlqC4uBg//PADjh49CofDAb1ej5ycHEyfPj3pwDjUHXfcgd/85jd46aWXMHHiRAwcOBAAUF1djYULFwIAbr/9dvB80wveihUrsGLFCowbNw5//OMfw473wQcfYOHChVCr1Xj99ddxzjnnJNSO22+/HZ9//jnefPNNzJw5E+PGjQPgz4F+/PHHoSgK5s+fD7M5PMf1lltuwcqVK7F69WrMmjUrGDBLkoSnn34aDocDs2bNoklCEiSqBWgM6qh5qEBjmoVJhMsePfiqr3ajvtrd8oQGHUyRGapORO8Jby7v3Gz0GdhypZhEMLMZVcMnoc+hH6GSvVGTiUOD5KyGcmjUAqrMOWCN7Tam6WDOMEL2yZB9CmSfDKnx/7LXv6ylQFZRJDAk1xscK72iowmq5Mt51ZXVw1nnjsiLbv57e6dzcG43RHttU7pEgr3DiRLtdfBltDyNcygpNQ28xwUpkC5hsvjLQXQwUcXDmq4Hr2t6jNMHGVG04RSENvQAMwUYPKlPezSRENJLxP1In5OTg5yc9p8mdvbs2Zg3bx5WrlyJK664AjNmzIAoiigoKAgGlzfddFPYPrW1tTh27BjS08NzKPft24enn34ajDH0798f69atw7p16yLOmZKSgkceeSRs2bhx4/DAAw/gpZdewvXXX49p06bBZDJh69atqK6uxvjx43H//fdHHCs7OxvPPfccHn74YfzqV7/C5MmTkZGRgcLCQpw6dQoDBw7Es88+2w6P1JnDkKKNGSD7A2gBvMj5B+REUXqgDiNmJPcm3954gcPkOQNRtKEEVcdjT908ND8D/fJiT2DQGqbBGShpGIt+p3ZDLbc8MDCtvgycoqDMmAO1Xo20HEtjD1z0knaMMf8Aq8aA+eB3RRB5FURB5f8/r4KsJB/syjFK/HW01gRTkrfxw0ILbY41oDA0oI5ZoUORIdTbG2ek86dL8C3UHG6r1uQh+/pkwtcneqpOZ+uXl4K9X5WBKQyckPyHE0X279d3hLX9G0cI6bEiAuS6ujoUFhaisrISNpsNHMfBbDYjIyMD48ePT6rmcTzPPPMMJk+ejHfffRdbtmyBoigYMmQI5s6di3nz5oX1Hsdjt9uDPVtHjx7F0aNHo27Xr1+/iAAZ8PcijxgxAm+99RaKiorg8XiQk5OD+fPnY8GCBTHLw82ZMwc5OTlYsmQJduzYgcLCQmRnZ2PBggX45S9/mVAdadJEZ9GCO1UftZeS4wBR459Zz1kbfRBY+UEbhk/LBN/FpcEEFY9xl+Rg/7dlOLU3MvDoPzq1Q3qqeIFHn7xslIBDv9LdUHlbKIvDgFRHBUQe4Mad1eLX0xzHQRA5f81pnQp2T3W7tLurBka1ZkKIRHOl/b3wMoDYAxZ5MTKA1rls6HOkEBxj/l7oTnoqB3ukE3zN7W5EtYABY1NxfOdpqLRCUj34jDFIXhmDJvahSUIIIWFEwD8T3n/+8x8sW7YM+/bti7tDXl4eFixYgMsuu6zNXyVeccUVwSmcW3Lvvffi3nvvjVg+depUHDhwoE3tmDlzZjAfORnjx4/H//t//69N5yZ+gshDa9bAZYveW6ZuTLOIFSB7XRKqix1Ib6e0hbbgeQ55M7Oh0Ys4uq0quDxjiBkjf5LV6vtG8spxv8IXVAIyRmfjtEkN677t0Enx82x5kUcfXw28h3ajYdQ4gOv8AEmjV8GSZQymdcg+BZJPhtLOUxU315oUi/ZMB/HXBlbgC7lETkmGNaTmNgcOHA+Img6s0MLzkI1mcF5vcgP1upkRP8lCzSkn7FVuqLSJPY8ZY/C5FZjTdRhxdtd++0QI6X7Empoa/PrXv8b27dsBoMU8w3379uHBBx/Ev/71L7z66qtISWnfr4rJmcuQoo0ZIPsrD/inn5a8saee7g4BMuDvcR06JQMagwr7vymDJUuHMRf2a/XkF54GH6qO1sKQqoM12xgzSOYFHimD07G9zIixNh/MPh/CuyIZFE6BVqcJLlZXlIJTFDhHT+j0XkS1XgW1PjKtgyksPA+6WQAd+L21kk2xSLraRuB1NIkPQ5KohiSoIcr+VCN/3njyzxfGGJjiP3XznmhFo4VsSYHUWGZNNpkBvuf3nIpqAflzh2Dzh0dhr3L5//44l1iR/T3H5nQd8ucOod5jQkgE8ZZbbsHhw4fBGIMoijj77LODA+dMJhMYY6ivr8eJEyewc+dObNq0CZIkYevWrbjtttvwwQcfdOtZ6kjPoTNpwAs8lBizdKm0AnRmEfWno+cqVx2vh88tQ6XtPm92/UelQGdSwZyuizkldks8Ti+qjtVBkRXUVznBcYA1O/4HAUngsMtqxWhbNcy+KI9Xs7hLVVUOQ9F2OMdM6pTBVi3heA6iRoQYpwJeIGiNFjiHDjSMVq832WuhSPEHKXJMgdbrgM7rgM7jhM7rwKm0YXBpkvvA5lIbYXI1VUFpzXTNTGaQfDIYeLjVerg1Jnj0ZniNFkCng6gW/Gkd4CG4FQgq/+PR02tFa/QiZlw/FAc2lePAlhIwHwdwDFzI05nJABgHRcUwaGIfjDg7i4JjQkhU4qFDhwAAF198MZ544glkZsYfeFFZWYk//OEP+N///ocDBw7g1VdfxUMPPdQZbSW9HMdz0Fs0cMQowaXSCNCZBNSfjr6/IjOUH7YhZ0xqB7YyeWk5rZ++1l3vQdXxurCpc+2VTnA8B0tm/OPKPI/d1jSMstXA6m154J6qugrGXdvgGDc5qZJcXYXjOIhqIW6Aw5h/quOwnmhJSbokWFjvMWNQyV7ovPXQefxBsdbXgOZ19nReR9sD5CSaqWh1kM1W2BQtajwqeFR6sNADeADEGvDH+fPL/cFz7JkLu3sQLaoFjD6/H+zq43BVcnCcFCC7AUXmwAsMog4wDpAw8/JRFBgTQuISOY7D3Llz8Yc//CGhHTIyMrB48WI8/fTT+OCDD7By5UrcfffdNK0yaRf6FF3MAJkXOKh1ItQ6Hl5XjDSLg3XdLkBuLZfdg9MnwoPjAFu5AxzPwZwe/75TOB57LGnIs9Ug1dtyNQSxthrGnVvhGH8WIEavaNGTcBzXGNwJiFWho0WyBL76NFLtZdA39hILCUyprfMmVvIvlEvd7ENPrICU5yGZLP50icbJOJjGn0Ncd6IO7rokK18wFjK4MLZoFTkCv2sMqm4TQPMCh5QsHbIyDeAhwv+VCYMCCR7OCb4V1S4IIWcWMS0tDU8//XTSOz755JP48ssvUV1djXXr1uG6667rgOaRM43GoIKgEmK+Uasb0yy8ruhpFrYKF5x1nlbPTtddNNjcqD5hi/u1fl1pPXiegzEt/mQjjOOwz5KKEfZa9PG0PEGGaKuFaecWOMZPAVOdYelTjIF3NUC014E/6YSpohKCo96fpsEa83tFAEzwZ24w5l8VWB/Si9yaANmtNjTOfeg/TiDeVLQ6SJamKZplozlmvnhbZiZsSbwKHTljMzut8kYsiqygtrQeZiWrMSRmYbW5OQjQMQtO7qqAqY8eKX1NbZpghBDSe4lz585tVQ6xWq3G3LlzsWTJEvz4448UIJN2wXEcDCla2CudUdf7y72pYKv0xpw5rvRAHYZPbf8arYoE8J2QeeCsdaG62B41d7a52jIHdGZNi1UZGMdhvzkFufUcMtwtlIADINhtMP64GY4J+WDqnv1hIy5Jglhvg2irhWD3T9XMef0fvjiBhxCaD9846I0L/BJNIEhWAJHJSE0V4eXUCVfoYBzvT8tggEtjgHZQX/CZ6WCaxK9BV0y+Ioh80gNQvS4f6socUSdbEVQCeIFLqkda9skoP1QDr8sHQInx8uAPmTnOn6rkrvcia3hqq6qaEEJ6N3Hq1Kmt3nnatGlYsmQJ9u7d245NImc6fYouZoDMcf5eZK1BgNsRPRAoO2DDsCkZ7domVxUH+xEBKaNkqM0dNzWyo7oBNSX2hLblBB4Zg62Jv7lzHA6arFA4DonMgyk46mHasRn1E/J7dAmwoEDvcCAYttVBcNYn9EEkYVzjwDrB//8UjQ++jPC61y1V6DiVPRpyYxCdndkHqiTKvCVdbaOdCK3I55U8Mtz1sXPjOZ6LPtmKAnjdPggqHnzj4EJFVoLBcSLpExzHgRf8QXr5oRpkj0ijnmRCSBhxwIABrd45sO/p0zFGTRHSCmqtCJVOBZ8rep6nSuufNCRWgOxx+lBTGj3Abg1PLYe6AwLAgJoiAdY8GdrU9g+S66ucqC2NPQNfKF7gkT4kBZooJdLi4jgcNlrQPzUVmpLjLZ+nwQHTjz/AMSEfii5+Kkd3pj2yH5rSEnDRKnp0INFWC19GdtiyZCp0JFuOrqVqGx2lNRVapBZ6upnCIHkkSM1iaHu5A3Jjz74/x5yHzyPD55HA8xwUABz4kHSX6I9HaJBcW1qPtBxL0n8DIaT34i2W1r8omM1mAIDDkXyuHSHxGKyxeyxFNQ+dWRV3hH/ZAVu7tKP+tBu1+4TgeyxTgNo9AhrK2zfZsqrYlnhwLPLIGNqK4DiA4+Aangf3wET6kQHe1QDjjh/AN7Tfh47OxjF0enAMoNXTRAcqdCQ76I0BMKTooDGqIWrEVtfdTlZrepDbo6ebMQafR4LP5QNTAtOhK+AhQIDY+E+FWCkx/iCZQ/3phpjlJQkhZyZRFFufVCk01kt1u1v3JkBILHqrFnVlsQNGdWMvcoNNirq+4qgdzMqBE1rfm+aye7Hj0xP+2qnN2A4JkL0KjDlte1NljMFW7oCzuuXBc0DjbHlDUqDStjEZmuPgHjoCEARojx5scXPe44Zpxw+on5gPxdA9JmNJhmS2oqMzqZkgQjZb/IPoLCmQzJZOz98WVQLSBjR1ejAWCBrDa0PLPhmytzGtQ1LA2hgcil04M6Es+fONW1tBg+M4MFmBs9YFUx+qxkQI8ev+xU7JGUlUC9Aa1XA7ovf6qVoIkBVJAXPowFlaHpAWjdclYcd/TsDbEP34AOA4wUPxAiyftaqnjjGGutJ61J9ugJBA/qOoFpA+JCWpnNSWuAcNA+MF6A7Hn2IeADivB6Ydm+GYMKXdzp8QxsA3OCHaaiHa6wBZRsPoCUkdQrJY271Zit7QWGItBbLZCtloSmrmvM7AcRwE0V/jGLrY2ymyEnWyFckrB3+O18OabCoI0H7VNhQpkQ/BLWzDAbYKJwXIhJAgsaysDNpWDsBxuRLr9SKkNfQpupgBMi9w0JlECCIHOcYbJLMZgFYEyJJPwc51J9Fga/kreU+df+rrZGfvY4yh9lQ9HNWJtU/UiMgYktIhkxt4BgwGE3joD+xpcVvO54Xxxy3IhIwhYBgOQI1AlVnAC+AQALjdQCtfVzifL1hRQrTVQbDXgZNC8tE5Dg0jxyY14x/TaKFodeDdrXvN8vcO++sNSxYrZLO1V5XA4wUevMDH/WZCkf2TrAR7nkOCabEVH9raqwe5pZzrRMJnjucgezu/+gchpPsSL7/88q5uAyFR6S0a1J7iok6UAQAqrQidWYSjJvpgPtagBvMJ4FSJv/EpCkPR5yWwVbQcSPFqIHWM1KrguKbYDmdtYsGaSusPjjuyFJW330CAF6DfXxS/qoOiQKw9jSsbww6l8V+wrQBGA+DXfQxfajpsU8+JHygzBr7BAdFWF6wuIThbGNPAGIR6G2RrchPCyGZrwgGyYjCCz0hHg9oAyZICxWDsdr3DnS0YRLfDNxiMMf804J0isTQrJcbrDCHkzCR2xYhnQhLBCzx0Zg0aYswKptIK0McJkAGA2fTg+iQ2+I0xhn1fl+L0iZa35wQgdbQEMclOUqYwVJ+0ocGWWN6+WqdC+pCUVlUJSJY3uz8Yz8OwtzB6kCxJEBvLosV61WCN/zgAquoKpG5Yi7rzZkMx+vOWOZ8Xgt0WTJfw9w7HTmOJRbTVJR0gSxYrVJVlkW0WA73D/lnpZLMFTKWG1aqHt651KTqkZZlDU6KmdQT+39nvTXwnDWgkhPQM4j333NPVbSAkJoNVGzNA5jhAY1RBpfHA54neG8XsBrC0+oQ6/45srULp/rqWN+SAlDwZKmPLm4a1RWE4faIOLnvs2q+hNAY10gdbO7U+qy+zL5y8AMOeHwEl5DFVlGBwHIqHvwc5IpThOTCFB+/zIuXL/8I1eDhEpwN8Q/tUvBHttUjsUWwimVMAALLB2BQQW6xQ9NQ73Nk4joPGEDtFhTEGRYqeFy1wHBqcXsg+GUxh/kF2cYLp2B/nQrZRWKvSRAghvRcFyKRb05o04EU+5uxjgWoWPk/0fGHmFQCXGtDHzycu2VODY9urEmqTNVeGJiW53i1FVnD6eF3MnOrmNEY10gd1bnAc4EvPhGPsZBiLtgeD5HgTaoQGyVzgn6IEt+ckH3RHD0I2mdutjaKtzn/8ZGZaM5tRN/MiQGxleTzSafz1jQUIKgFqhF8vq1WPurqGYIUOW4UDdWX14DkuOO23HEyXSPD5wQBLJg3QI4Q0oamDSLfG8Rz0lvg1kfXW+AEPs8V/46s8asf+b8sTao9psAJdRvLBcdWxxINjrUmD9MEpXTqzl5SWDsf4Kf6BcIoCTo6dx80BEOAvicM3/t48mOZkKbxHuo04ryf5AXccT8FxL+Kv0MHDmmUEL/DgBP+kIaJagAKp8Z8PDC1MSMIYwHMwpMQp80EIOeNQgEy6PUNK/ERfjV6ERh97AJtSrwNTovck1ZY1oGhDSUL5joZ+Coz9kwvyZElB5dFaeJyJBcc6i9bfc9wN8iGllDTUT8gH70k8EI3X6tZWkIhFsLfPZDCkZ+MFHqY+eigySzpvOdALbeqjp6mmCSFhKOmKdHtqvQqiWoAUowxToCaypyFGT5HCgdVH1kR21Lixc91JKHLLb6radAbT4CSDY5+MyqO18LkTG4SmT9EhLcfc6gkPOoJsSQGX5CQSsVrP+7xQ0MqvsTkOssEULLEmWVJ69NTXpH2l9DXBXe+F1+UDn2Cxl0BwrNapkNK3501+QwjpWBQgk26P4zjoU3SwV0Qf4CWIHAwpKtgqPTErlDG7PqwmMvMJ2PGfk5A8LZeAU1sZrLlyUuO4JK8/OJY8iQXHKVkm6NK03So4DuBk2Z/ry4BES2ZFlUTvHlOpw4JhyWQB2jDrJ+ndeIFH1vBUlB+qgdcVu6pNQGhwnDU8lXqPCSER6B2H9AgGqzZmgAwAap0IrVGEqz56QMoaNMGayEzmoJT0gUff8hupKU0L1q8OXJLvnz6PFLPHO+IcffTIHpoKm627TrzDwDjOH7wrUWtWtA3HQTaaQqZotvp7h7vhhwXSfQkqAdkj0lBbWg93sbtx8ppA4cEADhz8g/nMGQak9DVRcEwIiYoCZNIjqLQi1HoVvA3Rg1qVRoDO3CxAVgD4REDxDx2Tdw/0L+cYwCtQNAy8EDsI05nUmDhnIHYWJTaAL3xfDfoMsOD0SVvcnlNzhgGWLGO37Dlu4m8b4wCO5yOCZIaEawX4t1erw6ZolswWQKCXItJ2vMAjLceCw6f2QMW00DAjeAjgwINBgQIZHs6B3HGDKDAmhMRF70qkxzCk6GIGyBwPGKwq1JW7IXkVOGo8gE8T/UCMA2QBtgoXBDUPY6omYlCcSiti4pwB0Ohbf4vorVqkKQzVxdEHk1myjLBkJllMuQsoKhG8zwfGcWAcAJ4HlNi94xEBM8f5JxcRRNinnwdFq6PeYdKxOAYf54IP0b+VoeCYENISepUgPYbeookbWPl7mQXYK92QfYmlAcheBfYKF6SQOsuCyGPiZTkwWGME2EkwpOqQ0j+y/q+1r6lHBMcA4Ok/OHwBB8iInmgR/EKb58F4HkwQwHge4Di4Bg2l1AlCCCE9AgXIpMcQVAK0xtizbwkiB7WGT3wsWGOcxhjgqHJDaZyVa9zF/WHJbL8KCaY0Pawho+RT+pthTu85kxI4R44FwAFK+AOrhPyTQ/4pABjHNQXCin9Cj4YRYzux1YQQQkjrUYBMepR4NZGdtR5ojSJUWj7xpNjQILnGg7xzs9FnYPuXfDKn+3ON03IsMKX1sPJkWi18qengmBKRT82a/YvAGDimwJeaDmjj17MmhBBCugsKkEmPojNrwEWZRENRGCSvP03CnJFkakSgo9OnIC2n43p2LZlGGFJ75mxdtqnnQFFrwPnn8k1sJ8bAMQZFrYEt/5yObSAhhBDSjihAJj0KL/BRp5521zcO3uMAS5/kc4c5ngM4YO/XZW1tYu+k1aLuvNlQVGpwiUwZrTBwigJFpUbdebOp95gQQkiPQlUsSI+jT9HCWRs+Ot3rairvptIK0BrFpqC5BRwH8IK/etnJwmpMunxg2PrMzKy2N7oXUIwm1My6ApYt30I4XQEgMrWCC/nn65Pp7zmm4JgQQkgPQz3IpMfRGtUQxPCnLgvt1OQAc3pivcj+4Ngf0nFAME0jFsXFQa5PYiBgb6PVwjbzIqwAj90AfPAHw0Lj/30AdgM4fem1sM28iIJjQgghPRL1IJMeJzD1dH2Vs9mKph/NfdSoPIa4k775S/oG+jv9/2Ny7B2UBh6K0x+YKwB4o3LGVixzg8cP4PFDjPXXUmBMCCGkB6MeZNIjGaxRArCQ2FYQeRissUvCAY09x6ERLkPUAYBAeHAMAMzt//2M7UkmhBBCejEKkEmPpNKJEDVNX4BwzZ/JLaVZcCxiwgoGQFQ3S91gDLIzPDgOrnPxYA10CxFCCCG9DaVYkB6J4zgYUrSwlTsAAGqdCI9TCtvGmKoGL3BQmqdNcDG6fRkwYHxa06+Moa7METcIVhp42CudMGd0r4k/aGAhIYQQ0npdHiCvXbsWK1euxIEDB6AoCgYPHoy5c+di3rx54PnEe+fKysqwceNG7N69G0VFRThy5AhkWcbDDz+MBQsWRN2npKQEF154YULHX7FiBaZMmRL8/bXXXsPrr78ec3u1Wo2ioqKE20+SZ7A2Bchak8ofIDMEU4p5HjCmqWCv8rR4LKYo4DgOo87N9v/OGGpP1cNR3dDivnVl9eBFHsYeWuOYEEIIIeG6NEBeuHAh3nvvPWg0GkyfPh2iKKKgoADPPvssCgoKsHjx4oSD5PXr12PRokVJnV+v1+Oaa66Juf7w4cMoKiqCwWDA6NGjo24zcuRI5OXlRSwXxS7/7NHriRoRGoMaHqcXPM9BVPMRVSjM6doWA2TGFCgKkD7IAK1RDcYYaortEaXkYlFpRehM8fOdCSGEENJzdFkUt379erz33ntIT0/HihUrMGjQIADA6dOncfPNN+Pzzz/H8uXLccsttyR0vP79++Pmm2/G6NGjMXbsWCxZsgSffPJJ3H1SU1PxwgsvxFx/++23AwAuv/xy6PXRpweeNWsW7r333oTaSNqfPkULj9MLADCkamCvdPlLvjX2IustqqiBcwBjCpgMaPQipv9sGJjCUH3ShgabO7EGiAwZQ1Mjys4RQgghpOfqsnf1JUuWAAAefPDBYHAMAH369MEzzzwDAFi6dCmURGbtgj9QfeKJJ3D11Vdj6NChSaVnRFNRUYHvvvsOAHDddde16Vik4+gtWnCNg+14noOpj84/YK8xzZgDYIoxsx5TFCgyoNaLuOD2PGh0Ik6fqEsqOBYsMgXHhBBCSC/TJe/s5eXl2LNnD1QqFWbPnh2xPj8/H5mZmaiqqsLOnTs7v4EAPv74YyiKguHDh2P8+PFd0gbSMkHkoQ1JbxBEDuYMXVg1CnMfTdOUb8F//vrH6YOMuOTeMTBY1ag6VguXveV8ZQDgVP7gOKJ6BiGEEEJ6vC5Jsdi7dy8AYPjw4dDGmFBg7NixqKiowL59+zBp0qTObB4AYNWqVQBa7j3es2cP/vSnP8Fut8NisWD8+PE499xzoVZTTmpnMaTowgJbf0+yFrW1tYBPgNYgQm0Q4HUq/goWPANSbJiz4DxojWoosoKqY3XBVI2WcGoG3iyfsZOEEEIIIb1dlwTIJSUlAIC+ffvG3CY7Ozts2860ZcsWnDhxAiqVCldeeWXcbTdu3IiNGzeGLcvKysKf/vQn5Ofnd2QzSSOtWQNe4KHIzdJxOABqGVDLSJngRHVDWfh+RjVkSUHVsVp4G3wJnYuCY0IIIaT365IAuaHBXzpLp4tdFstg8NeVdTqdMbfpKB999BEA4IILLkBqamrUbXJycvDAAw9g5syZ6N+/P7xeLw4ePIg33ngDW7ZswR133IH3338fI0eObPF8gsDBao0+CLAjCALfqefrDK5MF+oqHGHLQmNYszYFNm9F2HqjXoMTeyoge2QIQuxciUA+u6gHtGkAx4XfNu3xWLb3NTEY4kySgra3WWwh77o3PL96433SGyRyXbRaVdz1dF3bF90r3U9PuiYd/X7VWlSLrBmHw4H169cDAObOnRtzu6uvvjpi2bRp0zBt2jT8+te/xvr16/HKK68EByPGI8sMdXUt19ttL1arvlPP1xkEnQi5WQ9y6HQgPKeCCB3ckv8Dl8CrcHDHKUie8MlFolEUBZxWgaxV0BDlYWuPx7K9r4nTGT+Xuq3nkqT4g2d7w/OrN94nvUEi18Xtjv+NEF3X9kX3SvfTk65JR79ftSQ93RR1eZcEyIGSaS5X7DqzgZ7jQE9yZ/n000/hcrmQlZWFc845p1XHuPvuu7F+/Xps2rQJPp8PKlX83gzSdhqDCoJKgOyTw5areDUEXgQHDsPSxoOBQVFkyEyCz+0LVsCIh9Mp4A0KpVUQQgghZ4guGYPfr18/AEBpaWnMbcrLy8O27SyB9Iprrrmm1aXihgwZAgDw+Xz+gWKkwwWmngb8Pb5elw860QCRV4ELTbZgDAIvQi1o4W2Q4HX5wFiMqacBmDMMFBwTQgghZ5guCZBHjRoFADh06BDc7ug1ZwPTNEebpa6jHD58GIWFheA4Lm56RUvq6uqCP8eaYIS0P71VC0VR4HPJ/slCouCa1WVjCuBtkKAokUGyJcsIS5aRgmNCCCHkDNMlAXJ2djZGjx4Nn8+Hzz77LGL9li1bUF5ejvT0dEycOLHT2vXhhx8CAKZOnYqcnJxWH2fdunUAgMGDB8NoNLZL20jLeIGDzy23vGEUPpcU1pNs7WuCJdOYUAoGIYQQQnqXLpvm4I477gAAvPTSSzhx4kRweXV1NRYuXAjAP9VzaJrDihUrMHv2bDz88MPt3h6fz4c1a9YAaLn2cWlpKdauXQuvN7xuLmMMq1evxssvvwwAuPXWW9u9nSS2soPV4SPzkuRz+wfspfQ3w5zelPs+aNDQuP8IIYQQ0rt0WRWL2bNnY968eVi5ciWuuOIKzJgxA6IooqCgAA6HA7NmzcJNN90Utk9tbS2OHTuG9PT0iONVVlbinnvuCf5+8uRJAP6gOlCVAgBef/11ZGRkROz/1Vdfobq6GmazGRdffHHctttsNjz44IP43e9+h9GjRyMjIwNOpxOHDh0K1m2+6aabcP311yf+gJA2kbwS3PWJTfQRC1MAS7YJpjRKiyGEEELOZF1a5u2ZZ57B5MmT8e6772LLli1QFAVDhgzB3LlzMW/evKQGyXm9XhQWFkYsLy0tDRsM2LzXNyAwOG/OnDnQaOLX5MvKysKCBQtQVFSEkydPYteuXVAUBenp6bjsssvw05/+FNOnT0+47aTtqovtAAM4ngOLkk+cKI/DA2R0buUUQgghhHQvHIs3hJ90Cp9PpjrIbXRkcwkUmYHjOYAxMIa41SkAhOUXc/7dwAschk7t39HNjdDe1+T48SNx17c1NeTjj9+Pu/7aa3v+tye98T7pDRK5Lps3b4q7furUs9uzSWc8ule6n550TTr6/aolseogd1kOMiHtSVFY09R5SQ6s47jG/3CIWs2CEEIIIWcWCpBJ79A8rk0wRg4Gx7GOQwghhJAzDgXIpHfg4v4afZfmwXGiOxJCCCGkV+vSQXqEtBee56DIzdMsFMSKeBlTAK7Z078xB5kQQgghnaO7lkulHmTSKxj7RJZmY4yBReRMMDCmxMykMKVTiTdCCCHkTEcBMukV0nLMABdeuYKhMUhmChgUMKZAYZEhMxq3Awek9jd3WpsJIYQQ0j1RgEx6BVEtQmtSA1HKu/kD5djj71jjSq1JDVFNWUeEEELImY4CZNJrZOemgRf5qEFyLIHgmBd5ZOemdXALCSGEENITUIBMeg1RLSJnbEYwSG5JaHCcMzaDeo8JIYQQAoACZNLLqHUqDJyQCa1ZDQ4cOI6LrOTGNc2ipzWrMXBCJtQ6VRe0lhBCCCHdEQXIpNcR1SJyxmRiX9VWVDvLoCgKOHDgOQ4cOCiKgmpnGQZPzkbOmEzqOSaEEEJIGIoMSK+lMAnljuModxyPul5UT+vcBvUi/frldHUTCCGEkA5DPciEEEIIIYSEoACZEEIIIYSQEBQgE0IIIYQQEoICZEIIIYQQQkJQgEwIIYQQQkgICpAJIYQQQggJQQEyIYQQQgghIShAJoQQQgghJAQFyIQQQgghhISgmfQI6YUGDRra1U0ghBBCeizqQSaEEEIIISQEBciEEEIIIYSEoACZEEIIIYSQEBQgE0IIIYQQEoICZEIIIYQQQkJQFQtCCCG9SmZmVlc3gRDSw1EPMiGEEEIIISEoQCaEEEIIISQEBciEEEIIIYSEoACZEEIIIYSQEBQgE0IIIYQQEoICZEIIIYQQQkJQgEwIIYQQQkiILq2DvHbtWqxcuRIHDhyAoigYPHgw5s6di3nz5oHnE4/dy8rKsHHjRuzevRtFRUU4cuQIZFnGww8/jAULFsTc77XXXsPrr78ec71arUZRUVGHt590jH79crq6CYQQQgjpgbosQF64cCHee+89aDQaTJ8+HaIooqCgAM8++ywKCgqwePHihIPM9evXY9GiRa1uy8iRI5GXlxexXBRjPzzt2X5CCCGEENJ9dEmAvH79erz33ntIT0/HihUrMGjQIADA6dOncfPNN+Pzzz/H8uXLccsttyR0vP79++Pmm2/G6NGjMXbsWCxZsgSffPJJwu2ZNWsW7r333i5rPyGEEEII6T66pItzyZIlAIAHH3wwGFwCQJ8+ffDMM88AAJYuXQpFURI63qxZs/DEE0/g6quvxtChQzu857a9208IIYQQQrqPTg+Qy8vLsWfPHqhUKsyePTtifX5+PjIzM1FVVYWdO3d2dvNa1NPbTwghhBBC4uv0FIu9e/cCAIYPHw6tVht1m7Fjx6KiogL79u3DpEmTOrxNe/bswZ/+9CfY7XZYLBaMHz8e5557LtRqdcS23bH9hBBCCCGk/XR6gFxSUgIA6Nu3b8xtsrOzw7btaBs3bsTGjRvDlmVlZeFPf/oT8vPzw5Z3x/YTQgghhJD20+kBckNDAwBAp9PF3MZgMAAAnE5nh7YlJycHDzzwAGbOnIn+/fvD6/Xi4MGDeOONN7BlyxbccccdeP/99zFy5MgObb8gcLBa9W34S5IjCHynnq+raLWquOu702PQ065JT3psW6unXZMzRSLXxWDQxF1P17V90b3S/dA1absurYPc1a6++uqIZdOmTcO0adPw61//GuvXr8crr7wSHJTXUWSZoa6uoUPPEcpq1Xfq+bqK2+2Lu747PQY97Zr0pMe2tXraNTlTJHJdnE5P3PV0XdsX3SvdD12TxKWnm6Iu7/RBenq9/xONy+WKuU2g5zXQE9sV7r77bgDApk2b4PM1BQM9pf2EEEIIIaR1Oj1A7tevHwCgtLQ05jbl5eVh23aFIUOGAAB8Ph9qa2uDy3tK+wkhhBBCSOt0eoA8atQoAMChQ4fgdrujbhOY3jna7Hadpa6uLvhzoNcY6DntJ4QQQgghrdPpAXJ2djZGjx4Nn8+Hzz77LGL9li1bUF5ejvT0dEycOLGzmxe0bt06AMDgwYNhNBqDy3tK+wkhhBBCSOt0yUx6d9xxBwDgpZdewokTJ4LLq6ursXDhQgDA7bffHjYj3ooVKzB79mw8/PDD7dKG0tJSrF27Fl6vN2w5YwyrV6/Gyy+/DAC49dZb26X9hBBCCCGkZ+iSKhazZ8/GvHnzsHLlSlxxxRWYMWMGRFFEQUEBHA4HZs2ahZtuuilsn9raWhw7dgzp6ekRx6usrMQ999wT/P3kyZMA/EH1+vXrg8tff/11ZGRkAABsNhsefPBB/O53v8Po0aORkZEBp9OJQ4cOBesX33TTTbj++uvbpf2E9CZTp57d1U0ghBBCOkyXlXl75plnMHnyZLz77rvYsmULFEXBkCFDMHfuXMybNy+p3lev14vCwsKI5aWlpWGD6UJ7i7OysrBgwQIUFRXh5MmT2LVrFxRFQXp6Oi677DL89Kc/xfTp0zul/YQQQgghpPvgGGOsqxtxpvP5ZKqD3AE2b94Ud3136gU9U65JT0LXpHtK5LocP34k7vpBg4a2Z5POeHSvdD90TRLXbeogE0IIIYQQ0p1RgEwIIYQQQkgICpAJIYQQQggJQQEyIYQQQgghIShAJoQQQgghJAQFyIQQQgghhISgAJkQQgghhJAQFCATQgghhBASggJkQgghhBBCQnTZVNOEEEJIR6CZ8gghbUUBMum1utNU0oQQQgjpOSjFghBCCCGEkBAUIBNCCCGEEBKCAmRCCCGEEEJCUIBMCCGEEEJICAqQCSGEEEIICUEBMiGEEEIIISEoQCaEEEIIISQEBciEEEIIIYSEoACZEEIIIYSQEBQgE0IIIYQQEoICZEIIIYQQQkJQgEwIIYQQQkgICpAJIYQQQggJQQEyIYQQQgghIShAJoQQQgghJAQFyIQQQgghhISgAJkQQgghhJAQHGOMdXUjCCGEEEII6S6oB5kQQgghhJAQFCATQgghhBASggJkQgghhBBCQlCATAghhBBCSAgKkAkhhBBCCAlBATIhhBBCCCEhKEAmhBBCCCEkhNjVDSCdY+3atVi5ciUOHDgARVEwePBgzJ07F/PmzQPP0+ek1jh69Ci+/fZbFBUVYffu3Th+/DgYY3j11Vcxe/bsuPu29np88803WLZsGXbv3g2Px4OcnBxcfvnlWLBgAdRqdXv/iT2Oz+fDtm3b8PXXX2PLli04fvw4vF4vUlJSMHHiRNx4442YOnVqzP3punSM5cuXY9u2bTh48CBqamrgcDhgMpkwcuRIXHPNNbjyyivBcVzEfoqiYOXKlfjoo49w7Ngx8DyPESNG4IYbbsCcOXPinpNe85L38ssvY8mSJQCAhx9+GAsWLIi6Hd0nHefRRx/FqlWrYq4fPHgwPvvss4jldK+0P5oo5AywcOFCvPfee9BoNJg+fTpEUURBQQGcTicuuugiLF68+Iy+CVrrueeewzvvvBOxvKUAubXXY+nSpXjppZcgCALy8/NhNpuxdetW1NTUYMKECVi2bBl0Ol27/o09zffff4/bbrsNAJCeno7Ro0dDp9PhyJEjOHjwIADg7rvvxm9+85uIfem6dJyZM2eipqYGw4cPR2ZmJnQ6HUpLS1FYWAjGGC688EK8/vrrYY+vLMu455578OWXX8JoNGL69Onwer0oKCiA1+vF/Pnz8eSTT0Y9H73mJW/Xrl24/vrroSgKGGMxA2S6TzpWIECeNGkSBg4cGLE+PT0dDzzwQNgyulc6CCO92meffcZyc3PZ2WefzY4dOxZcXlVVxS699FKWm5vLli1b1nUN7ME++OAD9uKLL7JPP/2UnThxgt10000sNzeXrVu3LuY+rb0eu3btYiNGjGDjx49nO3fuDC53OBzsxhtvZLm5uey5555r17+vJ/r+++/Zvffey7Zu3Rqx7tNPP2V5eXksNzeXFRQUhK2j69Kxtm7dypxOZ8TygwcPshkzZrDc3Fz24Ycfhq37xz/+wXJzc9lll13GqqqqgsuPHTsW3Ofzzz+POCa95iXP4/GwSy+9lP3kJz9hd999N8vNzWVvvvlmxHZ0n3S8Rx55hOXm5rKPPvoo4X3oXukYFCD3ctdccw3Lzc1lq1atili3efPm4M0hy3LnN66XSSRAbu31uPfee1lubi577bXXIvY7efIkGzlyJBs9ejSz2Wxt/jt6s8cff5zl5uayxx57LGw5XZeu8/rrr7Pc3Fz229/+NrhMkiQ2ffp0lpuby7Zs2RKxz8cff8xyc3PZ3LlzI9bRa17y/vjHP7Lc3Fz2xRdfBAO0aAEy3ScdL9kAme6VjnOG9pufGcrLy7Fnzx6oVKqoX/nn5+cjMzMTVVVV2LlzZ+c38AzT2uvh9XrxzTffAACuvPLKiP1ycnIwYcIE+Hw+fP311x3W/t5g1KhRAICKiorgMrouXUsU/UNhQnNQf/zxR1RXVyMrKwtTpkyJ2Gf27NlQqVQoKipql2t5JissLMRbb72FOXPm4IILLoi5Hd0n3RPdKx2HAuRebO/evQCA4cOHQ6vVRt1m7NixAIB9+/Z1WrvOVK29HseOHYPL5YLVasWAAQPi7hc4B4nu+PHjAPx5fAF0XbpOcXEx3n//fQAIC84Cj3Pg8WtOp9Nh2LBhYdsC9JqXLI/Hg0ceeQQWiwVPPPFE3G3pPulcmzdvxqJFi/DUU0/hL3/5C7799lsoihKxHd0rHYeqWPRiJSUlAIC+ffvG3CY7OztsW9JxWns9Aj8H1kUTOOapU6fa3M7eqqqqKjg6/OKLLw4up+vSeT766CNs3boVPp8PFRUV+PHHH6EoCu666y5cdNFFwe0SvSb79u2Lek3oNS8xr7zyCo4dO4ZXXnkFqampcbel+6RzrV69OmLZsGHD8PLLL2PEiBHBZXSvdBwKkHuxhoYGAIg7MthgMAAAnE5np7TpTNba65HIfnq9PmI/0kSSJDz00EOor6/H9OnTw3or6bp0nh07doSVsBJFEb/5zW+ClUcCWvvY0mte4nbs2IG3334bs2bNwmWXXdbi9nSfdI6RI0fiySefxIwZM5CdnQ2Hw4G9e/filVdewf79+3Hbbbdh1apVyMzMBED3SkeiFAtCSK/3u9/9DgUFBcjOzsaf/vSnrm7OGeu5557DgQMHUFhYiE8//RQ333wzXn/9dfz0pz8Ny48kHcvtduOxxx6D0WjE7373u65uDglx6623Yv78+Rg6dCj0ej0yMjJw3nnn4d///jcmTJiA6urqYK1q0rEoQO7FAp8aXS5XzG0CnwwDnxRJx2nt9Uhkv0BvAF3HSH/4wx/w4YcfIj09HcuWLQvLPwbounQFrVaLYcOG4ZFHHsFvf/tb7N+/H7///e+D61v72NJrXmJefvllHD9+HI8++igyMjIS2ofuk66lVqtxxx13AEDYYEa6VzoOpVj0Yv369QMAlJaWxtymvLw8bFvScVp7PQI/l5WVxdwvsI6uY7gXXngBy5cvR2pqKpYtW4ZBgwZFbEPXpWtdc801ePHFF7Fx40b4fD6oVKo2XxN6zYtvw4YN4Hkeq1evjsh1PXr0KABg5cqV+OqrrzBgwAA899xzdJ90A0OGDAEQXoWH7pWOQwFyLxYoaXXo0CG43e6oI1WLiooAAHl5eZ3atjNRa6/HkCFDoNVqUVdXh5MnT0YdCb5r166I/c50f/zjH/HWW2/BarXirbfeCo7kbo6uS9eyWCwQRRGSJMFms6FPnz7BaxJ43JtzuVw4dOgQgKbrF/ozvea1TFEUbNmyJeb64uJiFBcXw263A6D7pDuoq6sDEN6jS/dKx6EUi14sOzsbo0ePhs/nizp3+5YtW1BeXo709HRMnDixC1p4Zmnt9VCr1Zg5cyYAYM2aNRH7FRcXY+fOnVCpVDjvvPM6rP09yUsvvYR//OMfsFgseOuttzBy5MiY29J16Vpbt26FJEkwm81ISUkBAEycOBGpqakoLy/H1q1bI/b57LPP4PP5MHbs2OBgJYBe8xL15Zdf4sCBA1H/XXPNNQCAhx9+GAcOHMAnn3wCgO6T7mDdunUAgDFjxgSX0b3ScShA7uUCOUsvvfQSTpw4EVxeXV2NhQsXAgBuv/32M3eu9U7W2utx++23g+M4vPnmm8HeFsCfI/b4449DURTccMMNMJvNnfBXdG+vvPIKli5dCrPZjH/+859hvSax0HXpONu2bcPGjRshSVLEuu3btwfr71533XUQBAEAIAgCfvGLXwAAnnnmGVRXVwf3OX78OP785z8DAO66666IY9JrXseh+6Rj7du3Dxs3boQsy2HLJUnCP//5TyxfvhyAfyBfAN0rHYdjjLGubgTpWM888wxWrlwJjUaDGTNmQBRFFBQUwOFwYNasWVi8eHHwjYkkbs+ePcEXEQA4fPgwnE4nBg0aBIvFElz+wQcfhO3X2uuxdOlSvPTSSxAEAdOmTYPJZMLWrVtRXV2N8ePH4+23345bsudM8MUXX+Duu+8G4O9lGT58eNTthgwZEnxzCKDr0jE+/vhjPPbYYzCbzRg1ahT69OkDp9OJ4uJiHD58GABw3nnn4dVXXw37mleWZfzqV7/Cxo0bYTQaMX36dEiShO+//x4ejwfz58/Hk08+GfWc9JrXeo8++ihWrVqFhx9+GAsWLIhYT/dJx9mwYQN+9atfwWq1YtSoUUhNTUVdXR0OHjyIyspK8DyPBx54IBgQB9C90jEoQD5DrF27Fu+++y4OHjwIRVEwZMgQzJ07F/PmzTtjPx221ebNm3HzzTe3uN2BAwcilrX2enzzzTd46623sHv3bng8HuTk5GDOnDlYsGBB2FS9Z6pAMNaS/Pz8YG9MKLou7a+4uBgff/wxtm3bhuLiYtTU1IAxhvT0dIwZMwZXXnklZs2aFXVfRVHw3nvv4eOPP8bRo0fB8zxGjBiBG264AVdccUXc89JrXuu0FCADdJ90lOLiYrzzzjsoKirCqVOnUFdXB47jkJWVhcmTJ+PGG28MS68IRfdK+6MAmRBCCCGEkBBn7kcDQgghhBBCoqAAmRBCCCGEkBAUIBNCCCGEEBKCAmRCCCGEEEJCUIBMCCGEEEJICAqQCSGEEEIICUEBMiGEEEIIISHErm4AISTca6+9htdffz1iuV6vh9FoRFpaGkaNGoWJEydi9uzZMJlMXdDKnmn+/PnYsmULrrnmGrzwwgtd3RxCCCHdFPUgE9JDNDQ0oLKyEvv27cNHH32EJ598Eueccw4WLVoEt9vd1c0j3djHH3+MESNGYMSIEV3dlHZRUlIS/Hs2b97c1c3pFi644AKMGDECr732Wpecf/78+RgxYgQeffTRLjl/NF39mJCejXqQCenGPv30U2RnZwMAJEmC3W7HiRMnsGXLFnz44Yeorq7GsmXLsGnTJrz99ttIS0vr4hYTQgghPR8FyIR0Y1qtFgaDIfi7xWJBTk4OfvKTn+Duu+/Gs88+i48++giHDh3Cvffei3feeQeiSLd1LMuXL+/qJhBCCOkBKMWCkB5Kq9Xi+eefx8UXXwwA2L59O/7zn/90casIIYSQno9jjLGubgQhpEnoIL0vvvgC/fv3j7t9RUUFLrjgAkiShLy8PKxevTpsvSRJ2LZtG7744gts27YNJ0+ehNvthtlsRl5eHubMmYOrrroKgiCE7VdYWIif/vSnAPw9r/n5+THbsG3bNtx4441Rty0uLsayZctQUFCA0tJSSJKE1NRU9OnTB5MmTcKsWbMwbdq0hB+fgH379uGdd97B9u3bUVFRAcYYUlNTkZGRgfz8fFxyySUYO3Zs2D7xBukFHvd+/frhyy+/xNGjR7F06VJs2rQJNTU1SEtLwznnnIN77rkHWVlZcdt25MgRvPfee/jhhx9QXl4OWZaRmZmJoUOH4sILL8ScOXOg0Wgi9qurq8Py5cvx1VdfBa9Teno68vPzceutt2LkyJFJPUYlJSW48MIL426Tn58f7FnfvHkzbr75ZgD+555er8fSpUuxceNGlJeXw+VyYevWrTCbzcH9CwsLsXLlSmzduhWnT5+GIAgYOHAgLrroItx8880wGo1Rz1tRUYEvvvgCX3/9Nfbv34/q6mqoVCpkZWVh2rRpuPXWWzFw4MCI/S644AKcOnUq7t904MCB4M+BvOtFixbh6quvxnvvvYePP/4Yx48fh0qlwpgxY3DPPfdg4sSJwX02bdqEZcuWYe/evaivr8fgwYNx4403Bu+HWHw+Hz7++GN89tlnOHDgAOx2O8xmM8aNG4f/+7//i3kt2vLce/TRR7Fq1aq47XrnnXcwderUuNuESubeijWoONSiRYtw7bXXAmj961FA83t4w4YNWLlyJfbv34+amhrcdNNNqK+vb/fHhJx56LtYQnq4zMxMnH322fj666+xb98+1NTUIDU1Nbj+3XffxfPPPx+xX01NDTZt2oRNmzZhzZo1+Nvf/gatVhtcP378eAwbNgyHDx/GqlWr4gbIgaA8JycHU6ZMCS4vKCjAXXfdFTGIsKKiAhUVFdizZw+2bt2KTz75JKm/efXq1Xj88cchy3LY8rKyMpSVlaGwsBBHjx7F//t//y+p4wZ8//33+NWvfoWGhobgsvLycvz73//GV199hX/961/o169f1H3/+te/4rXXXoto2/Hjx3H8+PHgh57mb86bNm3CfffdB7vdHrb81KlTWLVqFT755BM89dRTuOGGG1r1NyXr+PHjeOyxx1BZWRl1vaIoeP7556Omrezduxd79+7Fhx9+iDfffBNDhgyJ2GbOnDkRf6vP58PRo0dx9OhRfPzxx3j55ZdbDPATJUkSbr/9dnz33Xdhy7/77jts3rwZf/3rX3HOOefgjTfewOLFi8O22b9/P5566imUlJTgt7/9bdTjl5SU4K677sKhQ4fClldXV2Pjxo3YuHEjrrrqKjz//PNx06Da8txrDx19b7X29SiaF198Ef/85z9b1Q5CWkIBMiG9wMSJE/H1118D8PfonX/++cF1Wq0WV1xxBWbOnIlBgwYhIyMDoiiirKwMn332Gd59910UFBTglVdewWOPPRZ23GuvvRZ//OMfsX79ejz99NPQ6XQR53a73Vi3bh0A4OqrrwbHcQD8AdRjjz0Gt9uNgQMH4t5778X48eNhsVjgcrlw7NgxFBQUhPX2JcJms2HhwoWQZRljxozBL3/5S4wcORJmsxn19fU4fPgwvv3227AAIxl2ux333Xcfhg4dil//+tcYM2YM3G431q5di7/85S+oqqrCiy++GBFEAcDSpUvxl7/8BQCQl5eHO+64AxMnToROp0NlZSW2bdsW9cNAUVER7rzzTvh8PkyYMAG/+MUvMG7cOGg0Ghw9ehRvvvkmvvjiCzz77LPo378/Zs6cmdDf0q9fP+zYsQNr167F7373OwDAjh07wraJ1VP3+OOPQ5IkLFy4EDNnzoRGo8GuXbuCPd8vvvgili9fDkEQMG/ePFx11VXIycmB1+vFDz/8gFdffRWnTp3CXXfdhVWrVoXl0gPAsGHDcM4552DixInIyMhAamoqbDYb9u/fj7feegs7d+7EQw89hP/+979hvaaffvopTp06hcsvvxwA8Pe//x1nnXVWi4/F3/72N1RVVeH+++/HpZdeCrPZjJ07d+KZZ55BeXk5nn76aTz88MNYvHgxrr32Wtx0003o168fSkpK8Pzzz2P79u1YunQprrjiCgwfPjzs2PX19bjllltQUlKCrKws3HXXXZgxYwasVisqKyuxevVqvPXWW/jkk0+QmZmJBx54IGobW/Pce/bZZ/HUU09hzpw5KC0txZ133ok777wz7LgtBZoBrbm37rzzTvz85z/H7bffju3bt+OKK67AwoULw44b+m1JW16PQm3atAmVlZW45JJLcNttt2HQoEGoqamBzWbDmDFj2u0xIWcwRgjpVhYvXsxyc3NZbm4uKy4uTmifTz/9NLjPv/71r6TO9+2337Lc3Fw2fvx4Vl9fH7auqqqKjRo1iuXm5rJVq1ZF3X/t2rUsNzeXjRgxIqy9+/btC7Zp3759SbUpng0bNrDc3FyWl5fHamtrk9r3pptuYrm5ueyRRx6JWBf6uF977bXM7XZHbPPCCy+w3NxcNnr0aGa328PWFRcXBx+r2267jXk8npjt8Pl8wZ8VRWFz5sxhubm57Je//CWTJCnqPg899BDLzc1ll19+OVMUJdE/mTHG2EcffRT82+L54YcfgtuNHTuWHTp0KOp2hYWFwe3WrVsXdZvy8nI2ffp0lpuby/7+978n1V5JktgNN9zAcnNz2csvvxyxvri4OHj+H374Ie6xAtvl5uayzz//PGL9999/H1w/atQotmjRoohtamtr2aRJk1hubi7705/+FLF+4cKFLDc3l1144YXs9OnTUdvxwQcfBJ875eXlYeva+txjjLHzzz+f5ebmssWLF8d8LFrSUfdWMuK9HoWeJzc3lz388MNxj9Uejwk5c9EgPUJ6gdDJQurq6pLa9yc/+QlSU1Phcrnw448/hq3r06cPzj33XACIyG0OCOT65efnh+VLK4oS/DkjIyOpNsUTOK5OpwvLhW1PDz74YNQc4auuugqAPxVg3759YetWrlwJSZKgUqmwaNEiqNXqmMcP/Yr9hx9+wMGDByEIAp555pmYPbr3338/AODQoUPYv39/0n9Tsv7v//4Pw4YNi7puxYoVAIBzzz0Xs2fPjrpNZmZmMC892cGjgiDgsssuA+B/fNrDlClTMGvWrIjl06ZNC6YkqdVq3HvvvRHbWK1WnH322QCAXbt2ha1zOp34+OOPAQAPPPBAzFKL1113HQYMGACfzxf8xiWa1jz32ktn3Fstifd6FEoURTz00EOd2DJypqEUC0J6ARYy1jaQ4hDK4XDggw8+wMaNG3HkyBHY7Xb4fL6I7Y4fP45zzjknbNncuXPxxRdfYPPmzSgrKwvWZQb8ucQFBQUAEByEEzB48GBoNBp4PB48/vjjePzxxzFgwIA2/Z2Af9AVx3FwOBx48skncd9997VrAK5Wq8PyqEOFDho7ffp02LpAIDd16lRkZmYmfL7Afrm5uTAYDHA6nVG3M5vNSE1NRU1NDXbv3o28vLyEz9Ea8dI4Atd82rRpMdsLIJiKcPDgQXi93ogPDdu3b8eHH36IH3/8ERUVFXC5XGHPZcD/nGwPgQC3OY7j0L9/f9TU1GDChAkRqSABOTk5ACKv+86dO+FyuQAAZ511VtzHY+TIkTh58iR2794ddX1rn3vtpaPvrYC2vB4F5OXloU+fPu3eNkICKEAmpBdwOBzBny0WS9i6w4cPY8GCBSgvL2/xOPX19RHLzj33XKSnp6OqqgqrV6/GL3/5y+C6NWvWQJZl6PX6YLm5AJ1Oh/vuuw8vvvhicJDS8OHDMXnyZOTn52PGjBlISUlJ9k/FgAEDcOONN2LFihX46KOPsGrVKuTl5eGss85Cfn4+pk+fHjPISURqamrMQVShOdgejydsXXFxMQAkXWni2LFjAPyVAyZNmpTQPjU1NUmdozViVU9xOp3BgXsvvvgiXnzxxRaPpSgK6urqwoKtRYsWYdmyZS3uG+052RrxgqlAPmoi2zQfcBq4foC/9zMRtbW1UZe39rnXXjr63gLa/noU0FJ1H0LaigJkQnqB0F629PT04M+SJOHee+9FeXk5DAYDfv7zn2PGjBno168f9Ho9eN6fZXX55ZejrKwsYuQ64P8q88orr8Q//vGPiAA5kHYxe/Zs6PX6iH1//vOfIzs7G2+++SZ2796NQ4cO4dChQ3j//fehUqkwe/ZsPPLII2FtTsSTTz6J4cOH45133sGRI0ewZ88e7NmzB2+//Ta0Wi2uu+463H///TFLjMUTK8WhueY9nYGew2QDiNYEgF6vN+l9khXta34g/MNYMkLb/MknnwSD46lTp2LevHnIzc1FampqsJd5zZo1eOaZZ6I+J1sjkeua6LUP1Z7Xr7XPvfbUkfdWe7weBdAgO9LRKEAmpBfYuXNn8Ofx48cHf96yZQuOHj0KwF+vNNbXzC0FPXPnzsU//vEPHD9+HDt27MCkSZNQVFSEw4cPB9fHcumll+LSSy9FVVUVduzYgW3btmHjxo0oLi7G2rVrsXPnTqxevTqpN1yO43D99dfj+uuvR0lJCX788Uds3boVGzduRGVlJVasWIGioiK8//77wTfdjmYwGGCz2eJ+xR5N4IPFlClTgrm93VnoB6Hnn38+7rWP5f333wcATJ48GcuWLYt6jTqql7S9BR4PjuOwd+/eTnu+dZSOvLfa6/WIkM7Qs+9kQggqKiqwadMmAMCoUaPCaiAHSqhZLJaYb0bl5eUt9oINHTo0OJFCoNc48P8BAwYkVGYrPT0dl1xyCZ544gl8/vnnwRJOxcXFWLNmTYv7x9K/f39cccUVePbZZ7Fx40bceuutAPzl7r799ttWHzdZgfzqZMvWBXJbAyka3Z3JZILVagXQ+jYHHqNLLrkkZpDVvJ5wdxW4fowxlJSUdHFr2ld731vt9XpESGegAJmQHu65556DJEkAgNtuuy1sXeCr3HhfVa5duzah8wR6Cv/73//C4XAEKxNcffXVyTYZHMfh1ltvDVbfCPQqtZUoivjVr34V/D00P7SjTZ8+HYB/0F1FRUXC+82YMQOAPzCIN2q/LULzWtsjZSHQ5vXr14dVK0lU4HkZa1+Xy4UNGzbE3F+lUgV/bs3529OUKVOC7YlXnaKjBa5xe6WkRDt+vHsrkfO35+tRIjr6MSG9GwXIhPRQXq8XTz/9NNavXw/A/0YdmDwhIDCQxeFwYMuWLRHHOH78OJYsWZLQ+S699FLo9XrU19fjySefRF1dHTiOwzXXXBN1+4qKiriTdVRXVwfTEQI9kokoLi6Om4N78uTJ4M/JHLetrr/+eoiiCJ/PhyeeeCJuGwMfaAD/wK5AtYenn366xTJ9rfkwEfo4VFVVJb1/c4GexKNHjwYnRolFluWwawI0PS83btwYdZ8XX3wx7uNgNpuD1VpizfTXWUwmE6677joA/slIYlWoCKiurobNZmv3dgSucVuub1vurUTO356vR4loj8eEnLkoQCakG3O73XA6nXA6nbDb7SgpKcH333+PV155BRdccAH+9a9/AfCXCFu8eHHEIJ+f/OQnwUFjv/3tb7F27VpUVFSgvLwcH3zwAW644QZoNJqEAkmj0YhLLrkEQFNP2bRp09C3b9+o22/atAnnnnsunn76aWzYsAEnT56E3W7HqVOnsH79etx6661QFAWiKAaPm4jVq1fjggsuwPPPP4+vv/4ap06dgt1uR3FxMVatWhWsY2swGBKeca499OvXD/fddx8A4Ntvv8X111+PdevWoby8HDabDYcPH8YHH3yAefPmYfv27cH9eJ7HCy+8AI1Gg4MHD+Kqq64KDpCy2Ww4ffo0du3ahXfffRc333xzq3J+8/LygqkMr732GsrKyuDz+SBJUqt618aPH4+f//znAIAlS5ZgwYIF+OKLL4Jfj5eWluK7777DSy+9hIsuuiiiWkWgdvLmzZvx0EMPYd++faitrcWuXbtw3333YeXKlRg6dGjM8+t0uuD01e+++y4OHDgAt9sNSZLCPnx0lt/+9rcYNGgQGhoacOONN+Kll17Crl27UFNTg9raWhw+fBhr1qzB/fffj/PPPz/iA0N7GDVqFADgiy++QEFBARwOR/DxSHRQX1vurcD5t2/fjv/973+w2WwR52/P16NEtMdjQs5cNEiPkG6seY9wc3q9Htdffz3uu+++qFUHLBYLnn76aTz22GOoqqrCgw8+GLbeaDTir3/9Kx599NGEJhiZO3ducGIQADF7jwPsdjv+9a9/BQP55kRRxO9+97uIqXtbUlVVhbfffhtvv/121PU6nQ5//vOfw/KxO8Ptt98Oj8eDN954A3v27AkGzC0ZM2YM/vnPf+K+++5DeXk5nnvuuZjbNi/jl4j09HTMnj0b//3vf/Hhhx/iww8/DK7Lz8/H8uXLkz7mQw89BLVajb///e/47rvv8N1338XcNjQlAvA/Ths3bsT+/fuxZs2aiBz0iy++GOeeey6eeOKJmMecP38+nnnmGRQWFuLKK68MW5dsHnhbmc1mvPPOO7j33ntRWFiIpUuXYunSpTG3b/54tIfrr78eH374IWpra4M9/AHvvPMOpk6dmtBxWntvXXXVVfj73/8Ou90eMdnKokWLcO2117b761FL2usxIWcmCpAJ6SG0Wi1MJhPS0tIwatQoTJo0CZdeemmL1R+uvvpqZGVlYenSpdi5cye8Xi8yMjJw9tln4xe/+EVSk3dMmTIFAwcOxIkTJ2A0GiNqH4e69NJLkZKSgk2bNqGwsBCVlZWorq6GSqVC3759kZ+fj5tuuiluT2E0t9xyC4YNG4aCggLs3r0blZWVqK2thUajwYABAzBjxgzMnz8/bEKTznTPPffgoosuwrvvvhvMRxYEAZmZmRgxYgQuvfTS4IDHUGeddRb+97//4d///je+/PJLHDp0CDabDSqVKrjvjBkzYs5c15IXXngBQ4cOxf/+9z+cPHkyOLlFa/E8j/vvvx9XXnklVq5cic2bN6O0tBQulwtGoxE5OTkYP348zj///IgBWQaDAe+++y6WLFmCzz77DGVlZTAYDBg6dCiuvfbaiA9i0cybNw86nQ7//ve/cfDgQTgcji7NR87MzMT777+P//3vf/jvf/+LwsLCYL3qlJQUDBs2DFOnTsUll1yCQYMGtfv5R44ciXfeeQdvvvkmdu3ahdra2qR709tyb2VkZGDlypX461//im3btqG6ujrq5B/t+XrUkvZ4TMiZi2P0PQMhJAlz5szBoUOHcN1118Xt6SSEEEJ6KspBJoQkrKioKFh+q/nU0oQQQkhvQQEyISRhgYkshg4dismTJ3dxawghhJCOQTnIhJC4JEmC2+3GunXrgoOpAhUMCCGEkN6IAmRCSEwlJSW48MILw5aNHz++xeoVhBBCSE9GATIhpEUcxyEjIwPnnXcefvvb30bUWyaEEEJ6E6piQQghhBBCSAgapEcIIYQQQkgICpAJIYQQQggJQQEyIYQQQgghIf4/8m0Af3rRvfoAAAAASUVORK5CYII=\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 = \"Days since treatment start\"\n",
" ax_ylabel = dclab.dfn.feature_name2label[y_value]\n",
"\n",
" ax1.set_xlabel(ax_xlabel, fontsize=fontsize+2)\n",
" ax1.set_ylabel(ax_ylabel, fontsize=fontsize+2)\n",
"\n",
" for ind, patient in enumerate(patients):\n",
"\n",
" result_file = \"20200527_results_RTfDC_\" + patient + \".tsv\"\n",
" result_path = os.path.join(result_folder, result_file)\n",
"\n",
" df = pd.read_csv(result_path, sep='\\t')\n",
" 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",
" savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
" savename = r\"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",
"colors = sns.color_palette('tab20')[6:]\n",
"\n",
"with sns.axes_style('darkgrid'):\n",
" plt.figure(0,(10,6.6))\n",
" ax1 = plt.subplot(111)\n",
"\n",
" ax_xlabel = \"Days 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",
" savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
" savename = r\"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"
}
}
}
],
"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
}