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{
"cells": [
{
"cell_type": "markdown",
"source": [
"# Create plots for panels used in figure 5"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import dclab\n",
"\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"outputs": [],
"source": [
"result_folder = r\"data\\RTfDC\\WBC\"\n",
"\n",
"# folder to save all panels for figure #\n",
"savefolder = r\"plots\\fig5\""
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Manually add means for missing data for LM-9w-20171107"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"outputs": [],
"source": [
"data_LM_9w_lympho = {'date': '2017-11-07','events': 77, 'flow rate': 0.08, '% gated': 8.43,\n",
" 'median area_um': 39., 'mean area_um': 38., 'sd area_um': 5.5,\n",
" 'median deform': 0.0264, 'mean deform': 0.0316, 'sd deform': 0.0154}\n",
"data_LM_9w_myelo = {'date': '2017-11-07','events': 47, 'flow rate': 0.08, '% gated': 5.15,\n",
" 'median area_um': 63.3, 'mean area_um': 64.1, 'sd area_um': 5.68,\n",
" 'median deform': 0.0319, 'mean deform': 0.0378, 'sd deform': 0.017}"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"Plot results with gates from brighntess plot (created 20200521)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"outputs": [],
"source": [
"lympho_ctrl_medians = {'area_um': 37.88789749145508,\n",
" 'deform': 0.04369187355041504,\n",
" 'emodulus': 0.7527109307300333}\n",
"myelo_ctrl_medians = {'area_um': 64.04239654541016,\n",
" 'deform': 0.08041012287139893,\n",
" 'emodulus': 0.7098496091718063}"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
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"outputs": [],
"source": [
"def plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize= 28, figsize=(8,6)):\n",
"\n",
" flow_rate = 0.08\n",
"\n",
" linewidth = 6\n",
" markersize = 15\n",
" #errorbar formatting\n",
" markerwidth = 12\n",
" errbar_width = 8\n",
"\n",
" try:\n",
" ylabel = dclab.dfn.feature_name2label[y_value]\n",
" except:\n",
" ylabel = y_value\n",
"\n",
" color_dict = {'VS': 'C0', 'VL': 'C1', 'RS': 'C2',\n",
" 'KM': 'C3', 'LM': 'C4'}\n",
"\n",
" if cell_type == \"lymphos\":\n",
" plot_title = \"Lymphocytes\"\n",
" ctrl_value = lympho_ctrl_medians[y_value]\n",
" elif cell_type == \"myelos\":\n",
" plot_title = \"Myelocytes\"\n",
" ctrl_value = myelo_ctrl_medians[y_value]\n",
"\n",
" with sns.axes_style('darkgrid'):\n",
" fig = plt.figure(0, figsize)\n",
" ax1 = plt.subplot(111)\n",
"\n",
" ax_xlabel = \"Day since treatment start\"\n",
" ax_ylabel = dclab.dfn.feature_name2label[y_value]\n",
"\n",
" ax1.set_xlabel(ax_xlabel, fontsize=fontsize)\n",
" ax1.set_ylabel(ax_ylabel, fontsize=fontsize)\n",
"\n",
" ax1.axhline(ctrl_value, c='darkgray', alpha=.75, ls='--', lw=1.5*linewidth, label='CTRL')\n",
"\n",
" for ind, patient in enumerate(patients):\n",
"\n",
" result_file = \"20200522_results_\" + patient + \"_\" + cell_type + \".tsv\"\n",
" result_path = os.path.join(result_folder, result_file)\n",
"\n",
" df = pd.read_csv(result_path, sep='\\t')\n",
"\n",
" if y_value=='emodulus':\n",
" emod = dclab.features.emodulus.get_emodulus(area_um=df['area_um'],\n",
" deform=df['deform'],\n",
" medium=\"CellCarrier\",\n",
" channel_width=20.0,\n",
" flow_rate=flow_rate)\n",
" df['emodulus'] = emod\n",
"\n",
" df_date_grouped_mean = df.groupby(['date', 'flow rate']).median().reset_index()\n",
" if err_type=='std':\n",
" df_date_grouped_std = df.groupby(['date', 'flow rate']).std().reset_index()\n",
" if err_type=='sem':\n",
" df_date_grouped_sem = df.groupby(['date', 'flow rate']).sem().reset_index()\n",
"\n",
" dates = pd.to_datetime(df_date_grouped_mean.reset_index()['date'])\n",
" day0=dates[0]\n",
"\n",
" time = dates - day0\n",
"\n",
" df_date_grouped_mean['delta_days'] = time.dt.days #convert datetime in ns to days\n",
" if err_type=='std':\n",
" df_date_grouped_std['delta_days'] = time.dt.days\n",
" if err_type=='sem':\n",
" df_date_grouped_sem['delta_days'] = time.dt.days\n",
"\n",
" color = color_dict[patient]\n",
"\n",
" #flow rate range from 0.004 - 0.02 ul/s\n",
" ii = np.round(df_date_grouped_mean['flow rate'], 3) == flow_rate\n",
" x = df_date_grouped_mean['delta_days'][ii]\n",
" y = df_date_grouped_mean[y_value][ii]\n",
" if err_type=='std':\n",
" yerr = df_date_grouped_std[y_value][ii]\n",
" if err_type=='sem':\n",
" yerr = df_date_grouped_sem[y_value][ii]\n",
"\n",
" x = np.array(x)\n",
" y = np.array(y)\n",
" yerr = np.array(yerr)\n",
"\n",
" if patient=='LM':\n",
" if cell_type == 'lymphos':\n",
" dict_LM_9w = data_LM_9w_lympho\n",
" if cell_type == 'myelos':\n",
" dict_LM_9w = data_LM_9w_myelo\n",
"\n",
" date_LM_9w = pd.to_datetime(dict_LM_9w['date'])\n",
" time_LM_9w = (date_LM_9w - day0).days\n",
"\n",
" if y_value=='emodulus':\n",
" area = dict_LM_9w['median area_um']\n",
" deform = dict_LM_9w['median deform']\n",
" y_LM_9w = dclab.features.emodulus.get_emodulus(area_um=area,\n",
" deform=deform,\n",
" medium=\"CellCarrier\",\n",
" channel_width=20.0,\n",
" flow_rate=flow_rate)\n",
" yerr_LM_9w = 0\n",
" else:\n",
" y_LM_9w = dict_LM_9w['median ' + y_value]\n",
"\n",
" if err_type=='std':\n",
" yerr_LM_9w = dict_LM_9w['sd ' + y_value]\n",
" if err_type=='sem':\n",
" yerr_LM_9w = dict_LM_9w['sd ' + y_value]/np.sqrt(dict_LM_9w['events'])\n",
"\n",
" x = np.insert(x,1,time_LM_9w)\n",
" y = np.insert(y,1,y_LM_9w)\n",
" yerr = np.insert(yerr,1,yerr_LM_9w)\n",
"\n",
" if patient=='LM':\n",
" ax1.errorbar(x[:-2],y[:-2], yerr=yerr[:-2], ls='-', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
" markersize = markersize, elinewidth=errbar_width, label = labels[ind])\n",
" ax1.errorbar(x[-3:],y[-3:], yerr=yerr[-3:], ls='--', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
" markersize = markersize, elinewidth=errbar_width)\n",
" else:\n",
" ax1.errorbar(x[:-1],y[:-1], yerr=yerr[:-1], ls='-', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
" markersize = markersize, elinewidth=errbar_width, label = labels[ind])\n",
" ax1.errorbar(x[-2:],y[-2:], yerr=yerr[-2:], ls='--', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
" markersize = markersize, elinewidth=errbar_width)\n",
"\n",
" if 'LM' in patients:\n",
" ax1.legend(fontsize=fontsize-4, ncol=1)\n",
" else:\n",
" ax1.legend(fontsize=fontsize-4, ncol=2)\n",
" ax1.tick_params(axis='both', labelsize=fontsize-2)\n",
" plt.title(plot_title, fontsize=fontsize+2)\n",
" plt.tight_layout()\n",
"\n",
" #set alpha of errorbars\n",
" for collection in ax1.collections:\n",
" collection.set_alpha(.25)\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",
"outputs": [
{
"data": {
"text/plain": "[None, None]"
},
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 576x432 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['VS', 'VL', 'RS']\n",
"labels = ['P1', 'P2', 'P3']\n",
"cell_type = \"lymphos\"\n",
"y_value = 'emodulus'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
"ax.set_title(\"\")\n",
"ax.set_ylabel(\"Young's modulus (stiffness) [kPa]\", fontsize=fontsize-2)\n",
"fig.set(figwidth=8, figheight=6)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"save_name = \"fig5A_lympho_dasatinib_emod\"\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",
"outputs": [
{
"data": {
"text/plain": "[None, None]"
},
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 576x432 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['VS', 'VL', 'RS']\n",
"labels = ['P1', 'P2', 'P3']\n",
"cell_type = \"myelos\"\n",
"y_value = 'emodulus'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
"ax.set_ylabel(\"Young's modulus (stiffness) [kPa]\", fontsize=fontsize-2)\n",
"ax.set_title(\"\")\n",
"fig.set(figwidth=8, figheight=6)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"save_name = \"fig5B_lympho_dasatinib_emod\"\n",
"savepath = os.path.join(savefolder,save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"## C"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"text/plain": "[None, None]"
},
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 576x432 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['LM', 'KM']\n",
"labels = ['P4', 'P5']\n",
"cell_type = \"lymphos\"\n",
"y_value = 'emodulus'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
"ax.set_ylabel(\"Young's modulus (stiffness) [kPa]\", fontsize=fontsize-2)\n",
"ax.set_title(\"\")\n",
"fig.set(figwidth=8, figheight=6)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"save_name = \"fig5C_lympho_lithium_emod\"\n",
"savepath = os.path.join(savefolder,save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "markdown",
"source": [
"## D"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%% md\n"
}
}
},
{
"cell_type": "code",
"outputs": [
{
"data": {
"text/plain": "[None, None]"
},
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 576x432 with 1 Axes>",
"image/png": 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tWmHRokVYuHAhfvnlFxw9elRrQcucnBxYWFjg888/19tERQghpIVigERpD4nSHhwvBhOpoZIWQyUtbujISA01SFIjl8sRHR1dbXtiYmKtyhs3bhxkMhk2b96MqKgonD59GgDg4eGBp59+GjNmzEC7du3qEjIhhJBmhlfzsCrxhHWJLzjeAhwDKhsweDAOYCIFbkdko00PV4iawRwwLQHH6msVyyZEqVTTPDWNGNVj3VEdmoZQPaalpeg9z8en+kjNlsrQvZiZmQRPzwCTX1dZocbJrXHITi6EiIkFjxNLRXD2tsGAqTJILYWPM7f+/cO0XotEItjb26Nt2/YYNWoshg8foXeemsOH/8Inn3wEAHj33Q8wevRYc4Zba8Z+v2s1T01MTAzOnTuH69evIzc3F0VFRXB0dISLiwtCQkLQu3dvTVMPIYQQ0hTwah4nt8YhL7VEb0IDAGolj7zUEpzcGofHZgQ1+BObGTNeBACoVCokJyfi1Kn/cPFiFOLiYjFv3us6z8nKysSKFV/B2toGZWXN+4+ZaklNXl4edu7cid9//10zXFrXw5y//voLAODl5YVJkybh6aefhouLi5nDJYQQQuom/sJd5KeXglcb11DBqxny00uRcPEu2vZ0N3N0+s2a9ZLW66ioCLz++lz8/vuvmDDhf/Dy8tbazxjD559/DAcHRwwcOAjbt2+tz3DrnSapUSgUWLduHX7++WeUlZVBIpGgc+fO6Nq1K9q1awdHR0fY2dlBLpejoKAAt2/fxuXLl3H9+nUsX74ca9aswYsvvohZs2bB0lL/uieEEEJIbTGeIeZEOpKic1GSr39JClNRK3lc2JuEC3uTanSerbMlArq0Qsjj3uBEnMnjCgvrhYCAQCQmJiA29nq1pGbnzt9w8WIkvv9+LS5ciDT59RsbTVLz5JNPIiMjAx07dsSECRMwatQoODo6GiygsLAQ+/btw+7du/Hdd9/hjz/+wN9//23WoAkhhLRcMSfScf2f9IYOwygl+RWaWEOf8DHLNapaU7iHcqbExAT8+OMqTJw4CV27dm8RSY2mcdDR0RE//vgjdu/ejcmTJxuV0FSdN2XKFOzevRtr1qwx+jxCCCGkNpKicxs6hBozV8yRkeeRnJwEjuPQocP9Pq4qlQqffPIRPDw88NJLc81y7cZI86QmPDy8zoU9/vjjePzxx+tcDiGEEEKqW79+LYDKpCUlJQknT/4LxhgmTZoMT08vzXGbNv2MW7duYvXqn2FpadVQ4da7Jr9MAiGEkJYloEurJtP8VCWgSyuTlLNx4zoAAMdxsLOzR+fOXTFq1FMYMWKUZkh3TMw1bN26EZMmTUZoaGeTXLepoKSGEEJIkxLyeGVn2PrsKFxbD3YUNoVTp6L07lepVPj004/g5+ePF174P5NcsykRTGpSUlJw9epVdOnSBT4+9zs33bhxA0uWLMGNGzfg6+uLt956CwMHDqyXYAkhhBBOxCH0CZ9adbxljOGvFVdQkq8wfPBDbJ0tMeL1TuAe7pHbiJSVlSElJRkAMGhQP53HfPnlp/jyy08xceKzePXVN+szPLMTTGo2btyI7du34/Dhw5ptcrkcM2bMQH5+PgDg1q1bmDdvHsLDw9G2bVvzR0sIIYTUAcdxCOrvhehDKVArhWfgfZhYKkLwAM9GndAAgIWFFKNGPaVzX1zcDcTF3UTnzl3h7x+A0NBO9Ryd+QkmNZGRkWjbti38/f012/7880/k5+dj5MiReO2113D8+HEsXboUW7duxeLFi+sjXkIIIaRO2vRwRfKVXOSllhg1AZ9IwsHZ2watu7vWQ3R1Y2lphQULPtS5b/36tYiLu4nhw0c12mUS6kpwvuecnBytZicAOHXqFEQiEd577z34+flh+vTpaN++PSIjm//Yd0IIIc2DSCzCgKkyuPjagkGt91ixVAQXH1sMmCpr8CUSiGGC3yG5XA57e+0Fo6KjoxEUFARX1/vZatu2bZGVlWW+CAkhhBATk1qK8diMIMgd4qEWl4Hn1GBQg4GBQQ2eU0MtLkPX4X54bEZQgy5mSYwn2Pxka2uL7Oxszev4+Hjk5eVh2LBhWseJRCLwvPHtkoQQQkhjIBKLUGGbiQqbTEiU9pAo7cHxYjCRGippMVTSYrTt+WhDhwnA8KgnY8ya9VK1taOaG8GkJigoCJcuXUJycjL8/f2xc+dOcByHXr16aR2XmpoKNzc3swdKCCGEmAUHqCyKobIobuhISB0JJjX/+9//EBERgXHjxsHf3x83btxAq1attGYMlsvliI2NpSHdhBBCmqQ5c95o6BCICQn2qRk5ciTmzp0LtVqN2NhYeHt749tvv9VagfvgwYNQKpXVnt4QQgghhNQ3vTMKz58/Hy+99BLkcjlcXFyq7X/kkUcQHh4OPz8/swVICCGEEGIMg8skWFhY6ExoAMDb2xve3qaZ+pkQQgghpC5qtfbTmTNncOPGDXh7e2PIkCEQi2moGyGEEEIalmBSs2PHDmzatAkff/wxwsLCNNs/+OAD7Nq1S/M6LCwMGzZsgFQqNW+khBBCCCF6CHYUPnLkCO7evYsuXbpotl26dAl//PEHbGxsMHr0aPj6+iIqKgr79++vl2AJIYQQQoQIJjV37txB+/bttZ7AHDhwABzHYfny5fjqq6+wY8cOWFlZYffu3fUSLCGEEEKIEMGkJj8/Hx4eHlrboqKi4ODgoJmXxtnZGWFhYUhOTjZvlIQQQgghBgj2qeF5HgqFQvO6rKwMt27dwqOPak8Z7eTkhPz8fPNFSAghhJjJ6tXL9e6nyfmaFsEnNZ6enoiNjdW8Pn36NNRqNbp37651XHFxMRwcHMwXISGEEEKIEQSf1PTv3x/bt2/HkiVL0L9/fyxbtgwcx2ktkwBAM9swIYQQ0iQxhlZ3c+GSmwupSgmlRIq8Vq2Q69qqoSMjNSSY1Lz88ss4cuQItm/fjt9++w2MMYwePRrt2rXTHHP9+nVkZWVVW7mbEEIIaeyYSoU2t24hOPYGrMrLwTEGEc+DF4nAOA7lVlYo8wmE1ainwElqNa0bqWeC3yV3d3fs2bMHO3bsQG5uLjp37oynnnpK65i4uDg88cQTGDp0qNkDJYQQQkyFlZai8O1X0TXmGiRqtdY+Mc8DAOxKSlDyw0pUHD0Mx6+/BWdj0xChAgD69w/Tei0SiWBvb4+2bdtj1KixGD58hNb+p58ejczMDJ1lubi0wt69h80Wa0PSm3q6ublh7ty5gvvHjh2LsWPHmjomQgghxGyYSoXCt1+FKja2WkJTTXk5VLExKHz7NTiuXN3gT2xmzHgRAKBSqZCcnIhTp/7DxYtRiIuLxbx5r2sda2dnh4kTn61WhrV1wyVn5kbP0wghhLQo5fv/hCruJqBUGD4YAJRKqOJuoPzAXlg/Nd68wRkwa9ZLWq+joiLw+utz8fvvv2LChP/By+t+H1c7O/tqxzd3BpOaiIgIbNu2DZcvX0ZeXh7GjBmDzz//HEDliKjz589j6tSpcHNzM3uwhBBCCON5lG5Yh4ojB8FnpNfPRcvLUbJsKUqWLa3RaSIvb1gOHQ6bmS+CEwkOOK61sLBeCAgIRGJiAmJjr2slNS2R3qTm+++/x+rVq8EY02x78Gt7e3usW7cOHh4emDx5svmiJIQQQu4p3bAOZZvXN3QYRuEz0jWx2r5gnqcmVb+XOU57u1KpwOHDfyErKxNWVtZo1649unTp1qwXoRZMav7++2/88MMP8PLywoIFC9CzZ0/069dP65jOnTvDxcUFJ06cqFFSEx8fj5MnT+Lq1au4du0aEhMTwRjDypUr6zSSqry8HFu3bsWhQ4eQlJQEpVKJVq1aITQ0FM8//zx69OhR67IJIYQ0DhVHDjZ0CDVWceSgWZKayMjzSE5OAsdx6NAhRGtfbm4uPvnkI61tXl4+eP/9j9CtW/P8fSiY1GzduhUWFhb4+eef0bZtW8ECgoODa7xMwvbt27Fly5YanWNISkoKZs2ahaSkJLi5uaF3794Qi8VIT0/H8ePHERwcTEkNIYSQJm39+rUAKjsKp6Qk4eTJf8EYw6RJk+Hp6aU5bsSI0ejSpRtat24DGxtbpKenYteuHdi7dw/eeusV/PjjRrRvL2uot2E2gklNTEwMunTpojehAQAXFxdcvHixRheVyWSYNWsWQkNDERoaioULFyIiIqJGZTyotLQUM2fOREpKCt58803MmjVL6/Fafn4+CgoKal0+IYSQxsNy6PAm0/xUxXLocJOUs3HjOgAAx3Gws7NH585dMWrUUxgxYhTUal5z3MyZs7XOa9OmHd5++31YW9vgt9+2YcOGn/DFF8tMElNjIpjUlJeXw8XFxWABhYWFNb7oxIkTa3yOPmvWrEFycjKmTJmC2bNnV9vv7OwMZ2dnk16TEEJIw7CZWTmsuV47CtfSgx2FTeHUqag6nT927AT89ts2REdfMkk8jY1gUuPm5ob4+HiDBdy+fRs+Pj4mDaomFAoFduzYAQCYPn16g8VBCCGkfnAiEWxfeKlWfVQYY8j/37haJUMibx84/7Yb3MM9cpsQJ6fKP/DLy8saOBLzEBxf1rt3b9y+fRunTp0SPPmvv/5Cenp6tQ7E9SkmJgYFBQXw8PCAn58fYmJi8O233+Kjjz7CypUrERVVt6yWEEJI88FxHKyfmwpYWdXsRCsrWD83tUknNAAQE3MVAODt3XAPI8xJMKmZNWsWJBIJXn31Vfz+++/Iz8/X7CsrK0N4eDg++ugjWFtbY+rUqfUSrC5xcXEAAA8PD3z55ZcYP3481qxZg99//x2rV6/G5MmTMXfuXJSWljZYjIQQQhoPq1FPQSILAqRS406QWkASFAyrkWPMG5iJJCYmoKys+pOYjIx0rFjxFQBgqIn6+DQ2gs1Pbdu2xdKlS7FgwQIsXrwYS5YsAcdx2LdvH8LDwwEAYrEYX331Ffz8/Oor3mqq+vTExsbiypUreP755zFlyhQ4OTkhMjISS5YswbFjx7BkyRJ8+eWXDRYnIYSQxoGTSOD49UoUvv0aymOu6l8qwcoKkqBgOH71bYMvkWCs48eP4LfffkHXrt3g4eEFGxsbpKen4syZ01AoKtC37yN49tmGexhhTnq/QyNHjkS7du2wZs0anDp1CnK5HCqVClZWVujbty/mzp2L0NDQ+opVJ/7ewmNKpRJjxozB+++/r9n3xBNPwN3dHRMnTsSff/6JuXPnwt/f32CZYjEHJyfTr40hFovMUm5LQ/VYd1SHpiFUj4WFlnrPo7q/z9C9mJXFQSw2/Uy8sLeDy6of8dcb8xAcGwvLinKI+PurdPMiDhWWVvCa+wqsG9Eq3frqompfWFgvpKYm4+bNm7h6NRplZeWwt7dDly5dMWzYSAwfPrLRNqNxXN1+/xr8LgUFBeHbb7+t7FyVnw+e5+Hs7NxoZiS0tbXVfP3MM89U29+pUyeEhITg2rVriIiIMCqpUasZCgpM31zl5GRjlnJbGqrHuqM6NA2hepTLK/SeR3V/n6F7kTGmNVTZpDgR4tu3Q3y7tmh1NxcuebmQKFVQSSXIa9UKua1aYc7oceABwFwxGKlq1JNQXYjFIs2+Ll26oUuXboJl8TwDwAT3NyTGjPv96+Zmr3O70aknx3FGDfGub76+vjq/fviYa9eu4e7du/UVFiGEkKaC45Dr5opcN9eGjoTUUeN4nlYHHTt21HxdUFAALy+vasdUdXK2saFHvoQQQu6bM+eNhg6BmJDepEatVuPgwYM4e/YssrOzUVGh+5Eqx3HYvHmzWQI0xMPDA126dEF0dDTOnj2LDh06aO0vLCzE9evXAaDB+/8QQgghxHwEk5rCwkLMnDkT169f11qZW5f66HD0zTff4OjRoxgyZAjefPNNrX0vv/wy/u///g9r165Fz5490alTJwBARUUFFi9ejOLiYoSEhKBbN+E2RkIIIYQ0bYJJzYoVKxATEwMvLy9MnjwZbdq0gZ2dnUkuGhMTgyVLlmhe3759W3PNDRs2aLZXzRQMADk5OUhISEBOTk618gYNGoSZM2diw4YNePbZZ9GlSxc4OTnhypUryM7OhoeHB5YvX95oe3sTQpofxhiKs5SQZyuhVjKIpRzs3KWw9zBybhRCSI0JJjV///03HB0dsWPHDri5uZn0onK5HNHR0dW2JyYm1rrMd999F926dcO2bdsQGxuLsrIyeHt7Y8aMGZg9e3aj7ORMCGl+eDWPjJgSpF0uhbKMB+MZGA9wIoATcZBai1D+mBXa9HCFyBxDlQlpwTgm0LbUqVMn9O/fH2vWrKnvmBqcUqmmId2NGNVj3VEdmsbD9aisUOPk1jjkpZWAVwk324ulIjh722DAVBmklo1jeoyGYuhezMxMgoeHPz1pN+DBId1NFWMMWVnJ8PQMMHis0JBuwT8T3N3dIWkkkw0RQkhjx6v5yoQmVX9CAwBqJY+81BKc3BoHvon/IjI3kUgMtb4Zf0mzoVarIRLVLckXTGqGDh2KyMhIlJeX1+kChBDSEsRfuIv89FLwauMmNePVDPnppUi4SPNn6WNpaY3y8pKGDoPUg/LyElhaWtepDMGkZt68eXB3d8drr72G3NzcOl2EEEKaM8YYbp7KgFpZs6cuaiWPGyczDI4wbclsbR1QWloMubwQKpWK6qqZYYxBpVJBLi9EaWkxbG0d6lSeYPvSp59+ioCAABw9ehRDhw5FSEgIvL29dbZrchyHzz//vE6BEEJIU5WbIke5XFWrc8vlKuSmyOHqr7uPQEsnkUjh4uKBkpIi5OVlguepKUoXjuOabMInEolhaWkNFxcPSCR1Gx0omNTs2bNHk8CUlJQgIiJCsBBKagghLVleagkYX7tfKIxnyEsroaRGD4lECkfHVg0dRqNGnf8rCSY1X3zxRX3GQQghTZaygje6L83DeDWDqoI6CxNiCpqkRi6XQyqVwtLSEgAwbty4BguKEEKairIiBVKv59X6fJGYg8SS5qshxBQ0P0k9e/bUmuV31apVOH78eIMERQghTcGtyCwc/O4qCjPLal0GJ+Lg4mNrwqgIabk0SQ1jTKuT0apVq3Ds2LEGCYoQQpoCK1tpnZuOrOykaOVnmiVoCGnpNEmNtbU1CgsLGzIWQghpUvw6usA3xLnW54ulIgQP8KTZcgkxEU2fmtatW+PMmTP4448/EBBQOUXx3bt3ERkZaVRBPXv2NE+EhBDSiHUd4Y/M24U1fmIjknBw9rZB6+6uZoqMkJZHs/bTzp078eGHH2r+YmCMGf3XA8dxuH79uvmirGe09lPjRvVYd1SHplFVj3Fns3D5r2SAA6ztpagoUULfdCq09tN9dC+aRkurR6G1nzRPaiZOnAhXV1ccPnwYGRkZOH/+PFq1aoXWrVvXW5CEENJYqFU8wCoTEEPa9XZHUXYZ2vV2h4ObFS4ejxNcpdvCRoSQx3zRujut0k2IqWnNU/P444/j8ccfBwAEBwdjwIABNF8NIaTFyUksxoW9ifDu4IzOQ3wNHi8ScQh7KlDz2ivEFp4dbVCcpYQ8Wwm1kkEs5WDnLoW9hxS+vu5mjJ6QlkuT1Bw/fhze3t7o0KEDgMp5anr06NFggRFCSH2rKFEi+nAqEi9VLjJZnJuJgM6t4OhR80X2OI6Dg6cFHDwtTB0mIUSA5tnn3LlzsWXLFs2O1NRU5OfnN0hQhBBSnxjPEH8hBwdXXtUkNFXbL+xLrPUSCISQ+qV5UvPwYliRkZHw9TX82JUQQpqywqwyXNiXiLtJcp377ybJkXj5Llp3d6vnyAghNaVJauzt7ZGWltaQsRBCSL1RKdS4/k86bp7OMvgkJvpwKnw6OMPCWnC5PEJII6D5CQ0JCcH58+fxzjvvwN/fHwBw48YNrFq1ymAhHMdh7ty55ouSEEJMKCOuABf3JaGkQGHwWCs7KbqO8IPUqmUPvSakKdAkNXPnzsW1a9ewd+9ezc7Y2FjExsYKnlzVZEVJDSGkKSgtVODyX8lIvW5Ef0EOaNfLHaFP+NATGkKaCM1PalhYGPbv34/Tp08jPT0dq1atQocOHfDEE080ZHyEEFJnvJrhdkQWrh1Lg0pheOZfJy8bhI0JgIsvrclESFOi9eeHh4cHxo8fD6ByQcvg4GDMmzevQQIjhBBTyE2V48LeJBRkGJ5tVWIhQuhgH7Tr5QGRmNZjIqSpEXym+sUXX2j61hBCSFOjKFfh2rE03I7IBowYke3b0RldR/rDxoHmlSGkqRJMasaNG1efcRBCiEkwxpByLQ+X/0pBuVxp8HhbJwt0GxUA7yAn8wdHCDEr6v1GCGlWrhxJxc1TmQaP40Qcgh7xQMfHvCGxoJFNhDQHmqSmQ4cO4DgOBw4cQOvWrTXLJRijua3STQhpugK6tELcmUwwPf2BXQPs0GN0YK2WPyCENF6apIYxpjWj8INfG1KTYwkhxJycPG0g6+ep82mNhbUYnZ/0Q+turuBE1BGYkOZGk9TcuHFDa8fDrwkhpKkIedwbKVfzUFp4f3K9wG6u6PKkLyxtpQ0YGSHEnESGDyGEkKZFYiFGt5GVozcd3Kzw2Mwg9BrfmhIaQpo5waQmPDwcFy9eNFjA5cuXER4ebsqYCCFEp4LMUpQVGx7RBAA+HZzR95m2GDInBO6tHcwcGSGkMRBMahYsWICdO3caLOCPP/7Ae++9Z9KgCCHkQSqFGtGHU3B0TQyiDyYbfZ5fJxeIJfRAmpCWos5DuqmTMCHEnNJvFODi/iRN/5jkq3kI7O4Kz3aODRwZIaSxqfOfMJmZmbCxsTFFLIQQolFaWIHTv97CqV9uaXX4BYCL+5KgVhpew4kQ0rJoPal5uG9McnKyYH8ZlUqFO3fu4Ny5c+jUqZO54iOEtDC8muHWuSzE/C28+KQ8rwKx/2Ug9Amfeo6OENKYaSU1CxYsAMfdn7vh4sWLejsLM8YgEokwc+bMGl00Pj4eJ0+exNWrV3Ht2jUkJiaCMYaVK1di2LBhNXwLui1fvhxr164FALzzzjuYNWuWScolhJhPboocF/YmoiCzzOCxdyKyETzAk2YDJoRoaCU1Y8eO1SQ1e/bsgb+/P7p3767zRKlUCnd3dwwePBjBwcE1uuj27duxZcuWWoZs2JUrV/Dzzz+D4zjq80NIE6AoU+HK0VTER+UYt/hkiDO6jfCnhIYQokUrqVm6dKnm6z179qB79+744osvTH5RmUyGWbNmITQ0FKGhoVi4cCEiIiJMUrZCocCCBQvQqlUrdO7cGceOHTNJuYQQ02OMIflKHi4fTEZFicrg8bbOlug+yh9eMifzB0cIaXIERz8dP37cbB2AJ06caJZyAWDlypW4c+cO1qxZgyNHjpjtOoSQuim+W44L+5KQHV9k8FiRmEPQI57oMNCLns4QQgQJJjU+Pvo74OXn58PBwQFiceP5gImOjsbGjRsxatQoDBo0iJIaQhohtZJH7MkM3PgvA7zacFuTW6A9uo8OgKM7LT5JCNFPcEh3bGws1q1bhzt37mhtP3XqFAYOHIh+/fqhb9++2LFjh9mDNEZFRQXeffddODo6YuHChQ0dDiFEh6w7hTj8wzVcP5FuMKGxsJGg1/jWeGxmECU0hBCjCD6p2bp1K8LDwzFmzBjNtrt372L+/PkoKyuDSCRCUVERFi9ejODgYHTu3LleAhayYsUKJCQkYMWKFXBxcWnQWAgh2srlSlw+mIzkK3lGHd+6hys6D/WDpU2d5wclhLQggk9qLl26hKCgIHh4eGi2hYeHo6ysDM8//zyuXLmCVatWged5bNu2rV6CFXLx4kVs3rwZgwcPxogRIxo0FkJIdVePphqV0Di4W+PxF4LRc2xrSmgIITUm+KmRl5dXbTj32bNnIZFIMG/ePEgkEgwePBihoaGIjo42e6BCysvL8d5778HOzg6LFi0ySZliMQcnJ9N3khaLRWYpt6Wheqy7+q7DR8a3Q+r1fCjL1brjkYrQY3gAOj3u26TWahKqx8JCS73n0f17H/08mwbVYyXBpKakpKTa6KcrV64gJCQE9vb2mm3+/v44ceKE+SI0YPny5UhMTMTnn38Od3d3k5SpVjMUFJSapKwHOTnZmKXclobqse4aog5DB/vg0v7qi1F6yRzRfVQAbJ0tUSwvr9eY6kqoHuXyCr3n0f17H/08m0ZLq0c3N3ud2wWTGgcHB6Snp2tex8bGori4uNrTG57nIZE03GPiY8eOQSQSITw8vNqSDvHx8QAqJ/v7559/4O/vj88++6wBoiSEtO3pjsRLd5GfVvnBa+0gRbcR/vDp6Kw1kzkhhNSWYDYSGhqK06dPIzo6Gl26dMGmTZvAcRz69OmjdVxSUhLc3NzMHqg+PM/rnbwvJSUFKSkpKCoyPB8Gad7S0lL07vfx8aunSFoekYhD2JhAHP8pFu16uyNkkA+klo1nSghCSNMnmNRMmzYN//33HyZNmgQHBwcUFhbC398f/fv31xyTl5eHuLg4k63XVBt///234L4FCxZgz549tPYTIWbCq3nEnc2CZztHOHkabs939rbFyDc7w9reoh6iI4S0NII98vr374/PP/8c3t7eUCgU6NWrF9asWaM12d7evXuhVqvRq1cvswf6zTffYNiwYfjmm2/Mfi1CiGF3k4txdM11XDmciov7ksB449ZZo4SGEGIuejvDjB8/HuPHjxfcP2nSJEyYMKHGyynExMRgyZIlmte3b98GUDnXzIYNGzTbH5zYLycnBwkJCcjJyanRtQghplVRqsLVqsUn77mbLEfCpbto06Nhm6IJIS1bnXr4WllZwcrKqsbnyeVyncPAExMT6xIOIcSMGGNIis5F9KEUnYtPXjmcAu9gJ1jZShsgOkIIATjGmHHPjFsQpVJNQ7obsbrUI3UUrlTTOizKKcOFfUnISSjWe1xgt1boNb5NXcNrMoTqke4z49Hnomm0tHoUGtKt6VMzadIkREZG1ukiERERmDRpUp3KIIQ0Hiolj6vHUnHkhxiDCQ0AlBYqoFbx9RAZIYRUp2l+SklJwbRp0xAWFoaJEydi6NChRjUtlZeX49ChQ9i1axeioqLQqlUrswZMCKkfmbcLcXFfEuR5+ieSAwBLWwm6DvODf5dWNOcMIaTBaJKaw4cP44cffsDWrVsRFRWFxYsXo1u3bujatSvatm0LJycn2NnZQS6Xo6CgALdv38bly5dx6dIllJeXQyKRYMaMGZgzZ05Dvh9CSB2VFStw+a8UpFwzbvHJNmFu6DTEl9ZqIoQ0OM2nkJ2dHd59911MmTIF27Ztw+7du3H69GmcOXNG54lVXXGcnZ0xdepUPPvss/Dy8qqfqAkhJsfzDHcis3HtaBqUFbrXaHqQo4c1eowJgKu/7rZtQgipb9X+tPLx8cG7776L119/HVFRUTh//jxu3LiB3NxcFBcXw8HBAa1atULHjh3Ru3dvdO/eHVIpjXYgpCnLTy/Bhb1JyEsrMXisWCpCyCBvyPp6QCRuOotPEkKaP8HnxRYWFujXrx/69etXn/EQQuqRslyNa3+n4fa5LBgzDtI7yAndRvnD1kn/KtSEENIQqBGckBYq9Xo+Lu1PQlmx0uCxNo4W6DbSHz4dnOshMkIIqR1KaghpofJS5QYTGk4EtO/rgZDHafFJQkjjR0kNIS1Ux8e8kXI1DyUFCp37XXxtETYmEE5eNVsGhRBCGgr18iOkhZJYiNFtVEC17VIrMbqPDsATL3aghIYQ0qTQkxpCWjDvICf4dHRG2vV8AIB/Zxd0He4PKzsa0UgIaXooqSGkGWKMGT2zb7cR/igtqEDnoX7waOtg5sgIIcR8qPmJkGamKLsM/2y4icxbhUYdb+NogcEvd6SEhhDS5NGTGkKaCZVCjdh/M3DzdCZ4NUNpoQJPzg+FRGr4bxdar4kQ0hzU+klNfn4+1GrDU6kTQswv41YhDq+KQex/GeDVlbPoleRXIPbf9AaOjBBC6o9gUhMbG4t169bhzp07WttPnTqFgQMHol+/fujbty927Nhh9iAJIbqVFSlw5rfbOLklDiX51VfTvnkqE0XZZQ0QGSGE1D/BpGbr1q1YsWIF7OzsNNvu3r2L+fPnIysrCxzHoaioCIsXL8aVK1fqJVhCSCWeZ7h1LgsHv7uK1Jh84ePUDBf2JWkWoCWEkOZMMKm5dOkSgoKC4OHhodkWHh6OsrIyPP/887hy5QpWrVoFnuexbdu2egmWEALkpZXg+NrruHQgGaoKXu+xEgsRvDs4GbWuEyGENHWCHYXz8vLQvXt3rW1nz56FRCLBvHnzIJFIMHjwYISGhiI6OtrsgRLS0inKVbh2LA23I7IBI5IUnw5O6DbSHzaOtPgkIaRlEExqSkpKYGOjPZvolStXEBISAnt7e802f39/nDhxwnwREtLCMcaQei0flw4mo9zIxSe7jwqAd7CT+YMjhJBGRDCpcXBwQHr6/ZETsbGxKC4urvb0hud5SCQ0MpwQc5DnlePi/mSj5pzhRBxk/TwQ8rg3JBa0+CQhpOURzEZCQ0Nx+vRpREdHo0uXLti0aRM4jkOfPn20jktKSoKbm5vZAyWkJVGreNw8nYnYf9KhVhlua2rlb4ceowPg5ElrNRFCWi7BpGbatGn477//MGnSJDg4OKCwsBD+/v7o37+/5pi8vDzExcVh2LBh9RIsIS1BdkIRLu5LQlFOucFjLazF6DzUD627u4IT0QR6hJCWTXD0U//+/fH555/D29sbCoUCvXr1wpo1ayAW33+svXfvXqjVavTq1ategiWkubv0VzL+2XDTqIQmsFsrDHu1E9qEuVFCQwghMLBMwvjx4zF+/HjB/ZMmTcKECROqdSgmhNSOvauVUcf0GBMA99a0VhMhhDyoTj18raysYGVl+EOYEGKctmFuSLx0F3mpJdX2iSQcOg70RlB/T4gltBYtIYQ8jD4ZCWlEOBGHHmMC8fD6kh7tHPDkvFB0fMybEhpCCBGgt6OwsTiOw+bNm00SECEtnbOXDdr39UDcmSxY2UnRdYQf/EJdaCVtQggxQDCpiYiIMHgyx3FgjNGHLSFGKCtWwMpWalSn3pBBPhBJRAge4AkLK5oHihBCjCH4abllyxad23meR3p6Ov755x8cOXIEL774IgYMGGC2AAlp6ng1w+3zWbh2PA1dhvmhbU93g+dILcXoPMS3HqIjhJDmQzCpMTRMe/z48fjll1+wdOlSPPnkkyYPjJDGLjr6gt79Xbr0QG6qHBf2JqEgoxQAcOVIKnw6OMPKTlofIRJCSItSpx6HkydPho+PD1atWmWqeAhpFtQKhgv7knD8p1hNQgMAynI1og+lNGBkhBDSfNV5GIVMJsOlS5dMEQshTR5jDEUpDAlHGO4IrKadFJ2LrPii+g+OEEKauTonNXfv3kV5ueHZTwlp7hRyhtSTDBnnGdQGfiQuHUgGY4bXdCKEEGK8Og2rOHDgAC5duoTg4OAanRcfH4+TJ0/i6tWruHbtGhITE8EYw8qVK2u8jpRSqURUVBT+/fdfREREIDExEQqFAs7OzujWrRsmT56M3r1716hMYjppafqbWnx8/OopEvPh1Qx5N4G8GwyMN3y8a4AdeowOpFGDhBBiYoJJzXvvvSd4UmlpKeLj43H79m0AwNSpU2t00e3btwuOrqqpyMhIzJgxAwDg5uaGnj17wtraGnfu3MHhw4dx+PBhzJkzB6+++qpJrkfIg0qyGbIuMijlho+1sJGgy5O+COxKi08SQog5CCY1e/bsMXiyra0t5s6dq3d9KF1kMhlmzZqF0NBQhIaGYuHChUbNi6MLx3F48sknMW3aNISFhWnt++uvv/DWW29h9erV6N27N/r06VOraxDysHK5EhkRPIqSjTs+sLsrugz1haUtjXoihBBzEUxqvvjiC8GTpFIpPDw80KlTp1qt/TRx4sQanyOkb9++6Nu3r859I0aMwOnTp/HHH39g7969lNSQOmM8Q/zFu7h6JAWKMsPHO7hZoceYQLgF2ps/OEIIaeEEk5px48bVZxxm07FjRwBAVlZWA0dCmrqCzFJc2JuI3JTqi00+jBMBoYN8IHuEFp8khJD60uznX09MTARQ2d+GkNpQKdSI+TsdcWczjeoIbOsJuHfl0OERb/MHRwghRKNZJzU5OTmavkFDhw5t4GhIU3Vy2y3kJBQbPE5iVZnM2PmARjYRQkgD0CQ1+kY7GcJxHD7//HOTBGQqKpUKb7/9NoqLi9G3b18MGjTI6HPFYg5OTjYmj0ksFpml3PrA8zxunMlEamweFOVqWFiJ4dvBBcH9PCESCTevFBZa6i23NvVRl3osLLQEYwwF6RUozFRAreAhthDB0dMCTt6WOsvt8WQADv14TbhQDnANEsOrixhii/vJTGP+Xjfle7ExEapHc9z3zRXdi6ZB9VhJk9QYM9pJSGNMahYtWoSzZ8/Cy8sLX3/9dY3OVasZCgpKDR9YQ05ONmYp15xUCjUiwxOQGpNfrekl8UouTu+8Bd8QZ/Qc2xoSC3G18+XyCr3l16Y+aluPvJrHrfN5SLtcCmUZD8ZXzivDiQBOxEFqLcLdxzi06eEKkfh+oubgYw3fEGekxuRXK9PKGfDozsHKmUGhVgEPdB5uzN/rpngvNkZC9WiO+765onvRNFpaPbq56R58oUlq9I12amo+/fRT/PHHH3Bzc8OmTZuoP00tlRUrcHDlVagqhDuSMB5IuZqPjLhCDH+1E6ztLeoxQuMpK9Q4uTUOeWkl4FXaM/kyvnJUU0Vx5bpMyVdyMWCqDFLL+0latxH+yLxdqKkLiaUILh0YnNpSUxMhhDQWmqSmuYx2Wrp0KbZu3QoXFxds2rQJgYGBDR1Sk6RSqA0mNFrHV/A4uPIqxrzTVecTm4bEq/nKhCa1BLxa/9IEaiWPvNQSnNwah8dmBGme2Fg7WKDTYF9cOpAMv1AXdB3uh7iEq/URPmmCmsNM2YQ0Rc2qo/BXX32FjRs3wsnJCRs3bkS7du0aOqQmKzI8weiEpoqqgse5P+4gbExrcBwAjoOqggcnAgCuspmHA8DV79ON+At3kZ9eajChqcKrGfLTS5Fw8S7a9nTXbG/byx2OHtZwb+1grlAJIYTUQbNJapYtW4b169fD0dERGzdurPF6VOQ+nud19h8xRnpsIfbGXjbuYA4QibLAcZV9Wka/3RVSK/1PedJvFuDwkWtgjIETcZpzOY6rTJaqtnHcvWQKyE2WQ62q2eKRaiWPGycz0CbMTZOAiUQcJTSEENKICSY1q1atMroQjuMwd+5ckwQk5JtvvsHRo0cxZMgQvPnmm1r7VqxYgXXr1sHBwQEbNmzQTLhHaifhQo5R87HUGcMDT08YYMTDG2W5GoXZRkzlawLlchVyU+Rw9afZgAkhpCnQm9RwHAfGqv+F+2DTAWOsxklNTEwMlixZonldtTDmihUrsGHDBs32HTt2aL7OyclBQkICcnJytMo6fvw4fvzxRwCAv78/tm3bpvOabdq0wezZs42OsSXLiCtqkOsas8gj42v2xKUuGM+Ql1ZCSQ0hhDQRgknNvHnzdG7neR7p6emIiIhAeno6JkyYAC8vrxpdVC6XIzo6utr2qtl/a6KwsFDz9bVr13Dtmu75RHr16kVJjZGUFeoGua4x3Wx0JdnmwqtZjfsVEUIIaTg1TmqqVFRUYNGiRTh58mSN57jp3bs3bt68WaNzli5diqVLl1bbPn78+BqvEk70e3Aoc30ypvNwPeY0EIk5SCxp3SZCCGkqav2JbWlpiSVLloDneXz77bcmDIk0NC9Z3TrDii1EsLAWQ2olhljKQSThIBJXTnKnr98MZ8TdWJ/NT5yIg4uPbb1djxBCSN3UafSTpaUlQkND8e+//5oqHtIIBHZzxYW9ybU6lxMB4xZ20yydkJaWovM4xipn8/X29q2c2ZcZ96TGL9QFbTq5oaiwrHLSPFZ5blUZjDFA85qB5xkidyegXK6q8XuxspOilZ9djc8jhBDSMOo8pFulUiE/v3bDf0njdOtcdq3P9Qt10bsWVBWO48CJAbGkZg8LLawlcHKyAWdl/Dw3HR/3QfShFKiVxvePEUtFCB7gSbMFE0JIE1KnDgMJCQm4cOECPDw8TBUPaWB3k4px9Whqrc6VWIoQ9lSgaQMygTY9XOHsbQOR2LgERSTh4Oxtg9bdXc0cGSGEEFMSfFITHh4ueFJJSQkSEhLw559/ory8HCNHjjRHbKSelZcocXbHnVrNUSOxFGH4q50a3RIJACASizBgquze2k9y8HpaosRSEZy9bTBgqkxrUUtBPA+bM6dgdf06uPJyMCsrlHfsiNJ+/U33BgghhBhFMKlZsGCB3kfvVUNrH3vsMbNPvEfMj/EMEX/Eo6xIWaPzOFFlk1PYU4GNMqGpIrUU47EZQbh4PE5wlW4LGxFCHvNF6+6uBhMavrwcThvXw+bSRYDXzgKtrkTDacfvKBw0GPbvfgCRlZU53xohhJB7BJOasWPHCiY1UqkU7u7u6Nu3L3r06GG24Ej9iT2Zgczbuifds7AW44mXOyD7ThEybxVBWaGG1FIMz/aOaN3D1ag+NI2BSCyCV4gtPDvaoDhLCXm2Emolg1jKwc5dCnsPKXx93Q2Ww+feRd5zE2FTWiI8mIvnoTx2BHlnTsPl150QtaKmLEIIMTfBpEbXnDCkecpOKELM8TTB/b0mtIG9izXsXazRtmfT7z/FcRwcPC3g4GlR43P58nLkPTcR0JfQPKi0BHnPTYTLnwfpiQ0hhJhZ0/gTm5hNuVyJczvjBSe1Cx7gCe8gp3qNqTEr/vJToLSkZieVlkD+1WfmCYgQQogGJTUtGM8znNsZj/Ji3f1oXAPsEPqEbz1H1TgxlQrKlGQo/z5Wq/MVfx8Dz9OSC4QQYk6a5qearMr9sPpYpZuYXuw/6ciO192PxtJGgj7PtDV6GHSzoFJClZwEPjUF6rRUqKv+T0sFn5EOqOuwJpZajfyxwyEN6QSxfwDEAa0hDgiA2D8QIntaMJMQQkxBK6nRtSq3ocnHarNKN2l4WXeKEPNPuu6dHND76Tawcah5n5NGT6EAl50FLjMTXFZG5f/3vkbOXRTUZjy7kVh+PhSn/qu2nXNpBUlAIMRV/+4lPSJ3d5r8jxBCakCT1OhawDI1NRXh4eGwsrLCI488Ah8fHwBAWloazpw5g/LycowbN06znTQNZcUKnNt5BxDoR9PhUS94tnc03QUZAxd3E6I7t4GyMsDaGnzbdmCyINNd48HLlZffe8KSAnVqKvi0VKhTk6FOTYVFTja4+lwV0wgsLxfKvFwoL13Q3mFtDYl/AGxffwfSkNCGCY4QQpoQwaQmPT0d48ePx5NPPolFixbBxcVFa39eXh6WLFmCEydOYNeuXfUTLakzXs1wbkc8Kkp0z0Dn1toeIY+bJkllKhVERw9DvC8cXGFhZfONSgVIJBCLxWCOjiibOgNWo54CJ6nZih18aQn41PuJy4MJDH83R/C8JvXco6wMqps3wBkxaoopFGAVFdSURQhp0Tj2cHvTPe+88w7OnTuHY8eOwcJCdzOEQqHA4MGD0atXLyxbtsysgdYnpVKNgoJSk5fr5GRjlnJr4uqxVMT+m6Fzn5WdBEPmhMDavu7NTqy0FIVvvwrlzRvgKiqED7SygkQWDMevvwVnY6O1iy8uhjot5aHkJRUsPRXq3Nw6x9gkiERodeRfcJaWeg9TREWg6PV54FxcIAlofa8J636TlsjNHdwD8wk1hnuxOaB6rDuqQ9NoafXo5qb7DzjBP4/PnDmDXr16CSY0AGBhYYEePXrg7NmzdY+QmF3mrULE/qc7oansR9PWNAmNSoXCt1+FKjYWnFKh/+DycqiuX0P+C8/D8onB4NPT7yUwKWCFhXWOxaTs7YHi4nq9pMjL22BCAwDqxAQAAMvLgzIvT2dTltgvAJKAymRH0iEIKlcviH39wOn5GSeEkKZEMKkpKipCSYnh+ThKS0tRXM8f9KTmSgsVOP9HvGA/mpDHvOHR1sEk1yrf/ydUcTcBQwlNFZUKfEoSyjatN8n164JzdoHYxxdiX1+Iff0g9vGDyNcXYh9fiOwdULjkAyiPHalxudKBg2Dzv+egTk6EOikRqqREqJOTwKenVVtm4UFi/wCjylcnJ+k/oKwM6rgbUMfdAABo/p4TiSDy9oHYP+B+Z2X/QIgDAyGyN839QAgh9UUwqfHz88P58+eRkpICPz8/ncekpKTg3LlzgvtJ48CreZzbcQcVpbr70Xi0dUCHx7xNci3GGMp+3QqUl5ukPHNgzi5gnp5gHp5gnl73v/bwhE97/Z2X7d/9AHlnTtdsAj5bW9h/sBgiKytIO3XWjkWhqBw6nlSZ7KiTE6FKTIQ6JQkoL4ckINCoS6iTEo2P50E8Dz41BXxqCpRnTmnt4pxdYDnkSdjNf712ZRNCSD0TTGrGjx+Pr7/+GlOnTsVrr72GUaNGQXKvM6dKpcKBAwewcuVKKBQKjBs3rt4CbkrS0lK0XhcWWkIuv9+/xMenfpLBq8fScDdZrnOflb0UvZ9uA5HINF1oVdeugs/PN0lZdSFy94DY1xciH797T14q/8/iANRhuQKRlRVcft2JvOcmghmzVIKtLVx+2Sm4RAJnYQFJm7aQtGmrtZ3xPPicbMDIdbVqndTowfLzKjt2G3P9zAyInF2MaiojhBBzEUxqnn/+eURGRuKff/7Be++9h4ULF8LdvXKxv+zsbPA8D8YYBg4ciBkzZtRbwKRm0m8W4OapTJ37OA7oM7ENrOykJrueKjYGUBv3i7BORCKIPDwgvpe0iHz9NImL2NsbnKVA4vJQolmrS7dyhcufB5Hy3puwuXhBd/ORSATLJ4bA7p2FtVrziROJIPbwNOpYVlEBWFtXJkAmnrXY2OavwlfngM/MgMjL+15T1r3JBe/9L3Iw4RQBhBAiQDCpkUgkWLNmDbZt24bNmzcjNTUVGRn3O5n6+vpi6tSpmDp1apNZpbmlKSmoQMSueMH9IU/4wL21aftNqBLiAaXuZRdqTCyu/CXp46v1tMWpQ3uU2Do3aAdXkZUVCqbPRMG06bA5cwqW12MhqigDb2mNio4dUdrvEXTp1rNeYuEsLeGyfZd2U5am704S1MmJtW4OFBvR/MUqKipnXGasckh9WiqUZ09rx+jkXNlB+cFJBgMCIXL30BqVRQghdaF3chCO4zSJS1ZWFjIzK//i9/DwgKencX9FkoahVlX2o1GU6Z7a37O9IzoM8DLZ9VhFBUrXr0XF/j9rX4hIBIsBA2E1emzl0xdPL53z11g42aC0sQxdFIlQ2v9RlPZ/tKEjMdiUpb7XOVmdmAAuPQXld+LB8vQPjTcmqVGnJENwRdSqGAryoSrIhyr6kvYOS8v7nZTvdVAW+wdWjsqipixCSA0ZPeOZh4cHPDw8zBkLMaGrR1ORm6K7M6u1gxS9J7QGZ6J+NMob1yH/bIlmWHGtWVjC+n+Tq3WmJXVT1ZQl9vAEevUBcH9OC764qDLRSUqCOikB6uQkqBITwGekg7O0gsjVzWD56uTE2gdXUQH1rTiob8VpbxeJIPLyhtOqnyByda19+YSQFsXopCY7OxtZWVkAKhOcqv41pPFJu56PuDNZOvdxIqDvM21haVv3fjRMqUTp5g0o27apbos93iNycYEktFOdyyHGE9k7QBTSCdIQ7XpnCgX4uzlGrT1ljk7K4Hnw2VngnJwMH5qfB1ZeDpGHJzVlEdLCGUxqduzYgfXr1yM5OVlre0BAAGbNmoWJEyeaLThSc/L8CkTsEX5i0mmIL1wD6j6VvurObRR/trj6X9i1ZWUF6+em0gKOjQRnYQGxt5HLZXAicC6tDDZl1ZTY18+o5TPKDx5A6ZrvNU1ZYv+qvjuVX4v9/Kkpi5AWQu8nxoIFC/Dnn39qVuJ+cPRTYmIiPvroI1y8eBFffPFFvQRL9FOreJz9/TaU5bqfmngFOSKoX936QjGVCmXbt6F0w09GD/c1SGoBSVAwrEaOMU15pF7ZTJ8Fm+mzKpe1SE7S6qisTkqEOj2tVk/yjOnPAzzQ/PVAU5bWtI8cd29UViAkgYFaS0iIHJ1qHBchpPESTGr279+P8PBwtGrVCvPnz8f48eM1SyYoFArs3r0bq1atQnh4OPr374+RI0fWW9BEt+hDKchP092B1sbRAr3Gt6lTPxpVUiLkny2pHLZtgPSR/mD5BVDevgVOYWDtp6BgOH71bY0XtSSNi8jeHqKQ0GorijOlsnJUVvK9fjv3RmSpk5LAyoQ7fBud1Bhq/mIMfHoa+PQ0KM89NCrL0Ukz9FzyYLLj6UVNWYQ0QYK/RXbs2AGpVIrNmzejXbt2WvssLCwwadIkhIWFYezYsfj9998pqWlgKdfycPt8ts59IjGHvv9rC0ub2iUNjOdRvvM3lPy0BtCXoADg7Oxh+/rbsBzyJKBWI/OXzRDvDQdXWACo+co5bMQSQCwCc3SC/bQZsBo5hhKaZoyTSiFp3QaS1m0APK7Zzhi7PyqramTWvaSHz71r3HByxqBOMrBEhL7zCwugulIA1ZVoaN3ZFpaweeEl2Dw7pdZlE0Lqn+Bvkhs3bqBXr17VEpoHtWvXDr1798bVq1fNEhwxTnFuOSLDhfvRdB7qi1Z+drUqW52ehuLPP64+FFcHaZ9+sHvnfYjd7nUil0jADx4K/okh4OJuQnTnduV8KVZW4Nu1B2svg7Wvf63iIk0fx3EQu3tA7O4B9OyttY8vLjYq0WUF+WDFRaYPTlEBkb1xfc+UMVcr1wgzolMzIcS8BD81ysrK4GTED6mTkxPKG/E6P82dWsnj7G93oKrQPZOsTwcntO9b86H4jDGU/7kbJau/A8rK9B7L2djCdv5rsBw5RndHX44DCwqGOii4xnGQlsnYhIIvLoYkuIPBpqzaEPsHGr6+XI7Cl2cBADhHR82CoA9OMijy8AQnFps0NkKIboJJjYeHB65cuaLpJKwLYwxXr16l4d0N6NLBZBRk6v4wt3W2RM9xrWs8okidlQX5l59CGXne4LHS7j1g995HEHuabiI/Qowl8Q+A07rN95uyqjoqP9Ckxd/NqVXZ4gDDS0QoEu4/IWWFhVBdidbZlCX289MsGSGpmmTQz194OQ9CSK0IJjX9+/fH77//jq+++gpvvfUWxA/9pcHzPJYtW4aUlBRMmjTJ7IGS6pKv5CI+UvcHdlU/Ggtr4/uqMMZQcfAASr77BqzEwCrUlpaw/b/5sBr3NHWoJA1OqykrrJfWPl4ur0x2khOhTrw3Mis5CerUFMFRWZyTs1EjoxQJwsuQ3D+oAuo7t6G+c/vhoCHy9Lr3dEd7vSxqyiKkdgR/482ePRt//fUXNm3ahKNHj2LUqFHw9fUFx3FISUnBgQMHkJqaCgcHB8yePbs+YyYAinLKEPVnouD+LsP94OJja3R5fO5dyL/+AorTJw0eKwntDPv3P4LYj/rDkMZPZGcHUccQSDuGaG1nSiXU6WkPjciqHJVlzFMaAFDEG5HUCGEMfEY6+Ix0KM+d0Y7ZywvOv4fTvE2E1JBgUuPt7Y2ffvoJr732GlJTU7F27Vqt/YwxeHl54dtvv4WXV82aHuLj43Hy5ElcvXoV165dQ2JiIhhjWLlyJYYNG1a7dwJg37592L59O27evAme59G6dWtMmDABzz77bLNadFOlUOPs73egUujuR+Mb4ox2vYxvEqw4fhTy5V+CFRnocGlhAZsXXob1M89SHwHS5HFSKST3Ftl8EGMMrNTAk8p7lAl1XBpEgMjRyaiERpVwB1CpK5uyarEaPCGmlJaWone/j4+f2WPQ2zbRtWtXHDlyBAcPHkRkZKTWMgk9e/bE8OHDNXPX1MT27duxZcuW2kUsYMmSJfj1119haWmJvn37QiKR4OzZs/j4449x9uxZfPfdd80msbn0VzIKs3R33rVzsUTPscb1o+ELCiBf/iUUJ44bPFYS3AF27y+6NyyXkOaL4zhwtsaNFpR4VTYf6WvKqg1j5+gp27IRFceO3GvK8qycQblqNXT/yqYszsm4BImQ5sBghwsLCws89dRTeOqpp0x2UZlMhlmzZiE0NBShoaFYuHAhIiIial3e4cOH8euvv8LNzQ3btm1DYGAgAODu3buYNm0ajh49iq1bt+L555830TtoOImX7iLhwl2d+0QSDn0ntYPUyvBTlIqT/0L+9Rdg+Xn6DxSLYTP9BVhPeZ7mkiHkIW4L3oO0oBRMpapsykpM0J5kMCnR6Kc+DzJm5BUAqKrm6GEMfEYG+IwMKM+f1TqGc3DQJDvigMDKSQYDW1dOMEhPXEkz0yC/pUy9XlRV09hbb72lSWgAwNXVFYsXL8bUqVOxbt06TJ06tUk/rSnMLsOFfcITjXUb4Q9nLxu9ZfDFxSj57htUHPrL4PXEbdrBfuEiSGRBNY6VkJaEk0gg8Q+AxF+7Lw5jDHzuXe0RWVWjsnJ0T5YJGPekhvE81CmGJx5kRUVQXbsC1bUr2jssLCD29deskVW5hMS9UVnW1gbLJaQxMiqpUavVKCgoQEWF8Gyy3t7eJguqJjIzMxETEwOpVKqzP06vXr3g4eGBrKwsXL58Gd27d2+AKOtOpVDj7G+3oVbq7kfj39kFbcLc9JahOH8W8i8/0/thCgAQiWA9eRpspr8ArhbNi4SQShzHQezqBrGrG9Cjp9Y+vrRE8zTn/npZSVCnJhuV1PDZWZWTWdaWQgF1/G2o429X22X/yVJYPjao9mUT0kD0JjVRUVH44YcfcOHCBSiVSsHjOI7D9evXTR6cMaqu2759e1gJdJTr1KkTsrKyEBsbW69Jzd272slDSYkUZWX369HYTlOMMVzYm4SiHN0fYPauVugxJlCw3ZwvLUHpD9+hfO8eg9cS+wfA7v1F1dbvIYSYlsjGFqIOHSHt0FFrO1OpACOeKBtc86oOxEYM/uBL5FBdvlQ5waCXNzVlkUZBMKk5deoUXn75ZajurcTs5OQEGxv9TRsNITU1FYD+J0VVo7Oqjm1qEi7eRVJ0rs59YqkIff/XFlJL3R8oiksXIP/iY/AZGfovwnGwmjgJtrP/jyYEI6QBGd13zcIC0rBeUCcngs828PS1hsR+hoe0q+PiULTgzcoXUinEfv6azsnigHvz7lBTFqlngj89K1euhEqlwsyZM/HSSy/B0dGxPuMyWmlp5Wy61np+cGxtK+drKTE0oVwjVJBZikv7hdvNu4/yh5Nn9WSTlZej5KfVKN/5m8FriLy8Yf/+R5B2bZpNc4S0RBbdesCiWw8A95qykpO0JxdMTIQ6NbnGo7JE7h7gjPgDVpWceP+FUgl1/B2o4+9UL8/DU9NJubKjciDEAQHgnF1oVBYxOcGkJi4uDiEhIXjnnXfqM55GQSzm4ORU96dS1tZSrdccJ9LaZugainIVDu+8BrWK6dwv6+WBboOq/0VVdvkysj9YCKURqxc7/O9/cH3jTYjM9BSusNBS7/7a1LNYLKr198eU8Tz8/a1LWfWtLnVI7ms09ehkA3i7AX3CtDYzpRLK1FQoEhKgTEiAIj4eisQEKOPjwcvlOouybNfWqPekzEwzKjQ+KxN8ViaUEee0toscHGDRujWUbdtCEhgIi9ZtIG3TBlJvbxppWQuN4V40x+d9TQneOXZ2dlojiRqrqiaxMj2LLlY9oal6YmOIWs1QUFD3xfEe7D8DVP4SfHCbvmswxnB+ZzwKs3W/Lwc3K4Q+6aNVBlMoULrhJ5Rt3wbwujsUVxG5u8NuwYew6NkbRQoACtMuBlhFLhfuXA7orwMhTk42tf7+mDKeh7+/dSmrvtWlDsl9TaIenT0AZw9w3fvAEoAl7k0wmJsLVVKC9npZyYlgPv5GvafSuFt1CosvKkJ5dDTKo6O1tku79YDjd2vqVHZL1BjuRXN83gtxc9O96K1gUhMWFoa4uDiTBWAuPj4+AID09HTBYzIzM7WObQrio3KQfFX3HDJiqQj9JrWDxOJ+PxrVzRso/nyJzse/D7McMRq281+HyM64CcYIIc0Lx3HgXF1h4epabVQWM/AHURV1suEnwbUh8jVuAIXi/FnAwgKSgEBqyiIagknNvHnz8L///Q+bNm3C9OnT6zGkmunYsXLkwK1bt1BeXq5zBNTVq1cBAB06dKjX2GorP70El/5KFtwfNiYADu6VfYiYSoWyrRtRunmDwbZzzqUV7N95HxaPDDBpvC1Vly49GjoEQkzOmAVqGc9D2iOscrLBpEQwgaas2nh4rh8hJd+v0IwA4+zsNYuBVnZWrpxVWeRFTVktjeB3u3379tiwYQPeeOMNHD58GAMGDICnp6fg5HVjx441V4x6eXl5ISQkBDExMTh06FC1OCIiIpCZmQk3Nzd069atQWKsCUW5Cmd/vwNeoB9N6x6uCOjqCgBQxd9B8WdLoI67YbBciyeGwu71t4xaeZgQQvThRCLYL/gQwL2mrLxcqB5sxrr3j8/OqnHZ4sDWBo9hKlXl0hRVr+XFUMVcgyrmmvaBUinEvn73ZlSuTHokAQEQ+wUY1RmaND0G56kpKChARkYGLl++rLcgcyc133zzDY4ePYohQ4bgzTff1No3e/ZsvPrqq1i2bBm6deuGgHsr7Obm5mLJkiUAgBdffLHRzybMGENUeCLkebrbJR09rNFtZACYWo2y37ahdP1PgJ75gwCAc3SE3ZvvwvLxweYImRDSwnEcB66VKyxauQLdtJ9estJSqFOSoaqaXLBqdFZKMnBvupCHiY14UqNOSzVuVJdSCXVCPNQJ1VdTF7l73B+V9cDTHc6lFTVlNWGCSc1vv/2GZcuWAQCCg4Ph7+9vdEdbQ2JiYjTJBgDcvl05o+WKFSuwYcMGzfYdO3Zovs7JyUFCQgJycnKqlTds2DA8++yz2L59O0aPHo1+/fppFrSUy+UYPHgwpkyZYpLYzen2+WykxuTr3CexqOxHw2WkoPCLj6G6dtVgeRYDBsLurQUQubQydaiEEGIQZ2MDSVAwJEHBWtuZSgU+Ix2q5CRYZKVBfvNW5Xw7GRkQeXgaLNcUEw/y2Vngs7OgjDyvtd1py2+0cG8TJpjUbNmyBRKJBKtXr8ajjz5q0ovK5XJEP9TjHQASExNrXebixYvRo0cP/PLLL4iIiADP82jTpg0mTJiAZ599ttE/pclLlSP6kPCy7WFj/CE5EY78tT8AeparAADOzg62r74FyyeH018chJBGh5NIKifr8/OHk5MNuBqOijHbbMpiMcRGdFRWJydBGXu9cpJB/0BqympEBJOatLQ09OzZ0+QJDQD07t0bN2/erNE5S5cuxdKlS/UeM3r0aIwePbouoTUIRdm9fjRq3f1ogmQMjus/QsmlCwbLkvbqA7t3F0Ls7mHqMAkhpFEQ+wfA4rFBlX13UlMMNsMbXa63Dzip/vmngMqRVyXfLde8Frm7a62EXjXJINeKmrLqm2BS4+LiAicnp3oMpWVijCFidwJKChS6dqJtaSR8tu6Eskz/XzKctQ1s570Gy9FP0Q8RIaRZsxz4OCwHPg7gXlNWZkZlv50HFwdNTASTF9eoXGMWEgWqPynis7PBZ2dDGRWhtZ2zs6tMdvwDIK5aBT0gsDJ5olFZZiFYq0888QSOHDkChUIBC1qp2WzizmYh/UZBte2W5fnocOtXuOQaXihU2q0H7N77EGKvhlkpnRBCGgonkVSOcPL1Ax6YroIxBpafB3VS0v1JBhMr/+ezMnWWZWxSozKy+YvJ5VBdvwbV9YdGZUkkEPv43Ut0AiqTnXtfi2xM03e1pRJMal555RWcPn0a7777LhYtWkRPbcwgN0WOK4cfWmSTMXhmRaD9rZ2QqoVnSQYAWFrC9uV5sBo/0ai5JQghpKXgOA6cSyuIXFpB2k17XTtWVgZ1chJUyYlQJyVBfS/pEbdpZ1TZ6gfXvaoNlarymkkJWputJjwDu9feqlvZLZxgUvPFF1+gbdu2OHToEE6ePInQ0FB4enrqbNrgOA6ff/65WQNtbtQVDGd/vwPG3+9HI1UUIfjmdrjlXjF4viQkFPbvLzJq+CMhhJD7OGtrnaOyjMEXF4Hl6Z7tva6MfVJUtmsHRG7uEAe2pqashwjWxJ49e8BxHBhjkMvlOHfunNChlNTUEGMMGZEMpYX3+9G4ZV9EUNxvsFAZWElcKoXNrJdgPWkyOLFY/7GkGh8f46ZgJ4QQnVQqWE2cdK/vThL4zAyTFW1MUsPKy1Hy7bL7G+41ZZW1awPey++BuXf8IbJteUvh6H1SQ0yAMVgkxEOalAgLtRIisRR3uQCU5LQGOA4SpRxBt3bAI9vwyCaxLBj2CxdB0qZtPQROCCHkYSJnF9i98obmNSsrgzolGerkRKiqJhdMSoI6NRlQ6BgAoofEiKRGnfLQEjr3mrJKHmrKAlD5NOfexIKaSQYDW0PUytV8A0oYAxd3E6I7t4GyMsDaGnzbdmCyIPNc7yGCSc24cePqJYDmiqlUsDn5H+yPHYGoqBjg1eDUaliJxLCDGD4W9rjr3BHudy/DUmmgh75YDJvnZ8F66vQm95iRnowQQpozztoaElkQJLIgWD6wnanV4DMzoE5MqLaEBCsuql6OnR04IyZKfbgfjj58Tjb4nGwoL0RqX8vG9t6yEYFaS0iI/fxr3T+TqVQQHT0M8b5wcIWFlTM+q1SVT5LEYjBHR5RNnQGrUU+Z9fdY0/oN2USw0lIUvvUqHGJjIVZpZ+ocr4YIakjKc+GXcdJgWeI2bWH//qJatf0SQghpGJxYDLGPL8Q+vlqLCDPGwAoKNJ2Tq4aic1bWRj09USXVfXV0VloCVex1qGIfGF1rYYlWR/6pZXmlKHz7VUhu3gD38OSwKhWgUoHLzkbJDytRcfQwHL/+1mwTFlJSY2JMpULBm69CeT0GYl732iZGEYlg/exU2Mx8ERwNqSeEkGaB4zhwzs4QOTtD2rW74RMeUueRVwLEfn5G9dNURJ6vHCl2r0mLc3JG0duvQhUbC05poLmtvByq2BgUvv0aHFeuNssTG0pqTKxsbzgUN2LrlNCI/fxht3ARpCGdTBgZIYSQps6ib39wNrb3mrISwIqqN2XVhjjA8OroAFBx5BAqDh24v0EqrXwaw3TPiF+NUglV3A2UH9gL66fG1yJS/SipMSHGGIo3b67W5FQTVhMnwXb2HHBWViaMjBBCSHNgNWwErIaN0Lzm8/OhTk6ERU4GimNvVk4ymJQAPjPT+EQDgDjAuOlBqq27VZslKsrLUfbLFliNGWfyDsuU1JiQ8uoVoLCgVucyALavvQWbCc+YNCZCCCHNl+heU5aj0yNgDywMysrLoU5Nhjox8d4kg/f+pegelSXxDzR4LcaYyZq/+Px8qK5dhbRTZ5OUV4WSGhMqOnsJqGWzE89JUJpbClrrlRBCSF1xVlaQtJNB0k5WfVRWVibUSYn318tKToS4reGpQlhuLliJgbnUjKVWQXXjOiU1jVlpVgGsmbpW54qYCqXZhSaOiBBCCLmPE4sh9vaB2NsHFn0fqdG5qhoMJzdcmAqs1EQJ0gMoqTEhtdgKPCeGuBaJDc9JoBZTPxpCCCGNk9jdA9YzXqicXDA5EeqE+Mr5aGpDIgFnhsU7a5XUnDlzBjdu3IC3tzeGDBkCMU3XDwBgrYMATgzUIqlhIhFYoMwMURFCCCF1J/bzh+3M2ZrXiuhLKHrzFeDhuWmMKkwCSXBHE0ZXSXDqwB07dmDEiBGIiorS2v7BBx9g1qxZ+Prrr/H6669j+vTpUNam93Mz5PBIDygs7Wt1rtLCAQ79epg4IkIIIcQ8pJ27QmTELMi6iFxcIAk1/bQlgknNkSNHcPfuXXTp0kWz7dKlS/jjjz9gY2OD0aNHw9fXF1FRUdi/f7/JA2uKWvnbI1M2DCpRzSbLU4sskBE0HK38a5cQEUIIIfWN4zhYPzcVqOkUJFZWsH5uqlnWnxJMau7cuYP27dtDKpVqth04cAAcx2H58uX46quvsGPHDlhZWWH37t0mD6wp4jgOzpMnQu7gBzVnXMuempOg2MEfrSZPMN8CY4QQQogZWI16ChJZUOUkfMaQWkASFAyrkWPMEo9gUpOfnw8PDw+tbVFRUXBwcMDAgQMBAM7OzggLC0NycrKuIlqkNr08kTriHRQ7BEBt4ImNWmSBYsdApI54G617etZThIQQQohpcBIJHL9eCUmHEDALS/0HW1lB0rEjHL/61myLWgqWyvM8FA9M0FNWVoZbt27h0Ucf1TrOyckJ+fn5ZgmuKRKJRXhkZmecFL8Pi4ijCEg6CqmiGBzjIWIq8JwEjBNBYeGA1MChKO/5BAY83xEice1WRiWEEEIaEmdjA8eVq5H5y2aI94aDKywA1DygVgFiCSAWgTk6wX7aDFiNHNMwq3R7enoiNjZW8/r06dNQq9Xo3l17Aa7i4mI4ODiYLcCmSGopxmOzQvCfazmibvaHTVYC7IuSIFGWQyW1QrFjAErdW6Pz4EC07u5KCQ0hhJAmjZNIwA8eCv6JIeDibkJ05zZQXg5YWYFv1x6svQzWvv5mj0Mwqenfvz+2b9+OJUuWoH///li2bBk4jsPjjz+udVxsbCy8vb3NHmhTIxKL4NxWBKc2DOW5bVGe3xYqiMCDh6ML4OECtO3q3tBhEkIIIabDcWBBwVAHBTfI5QWTmpdffhlHjhzB9u3b8dtvv4ExhtGjR6Ndu3aaY65fv46srCwMGzasXoJtijiOg7UrKv9ZS1BWRsPfCSGEEHMQTGrc3d2xZ88e7NixA7m5uejcuTOeeuoprWPi4uLwxBNPYOjQoWYPlBBCCCFEH729ddzc3DB37lzB/WPHjsXYsWNNHRMhhBBCSI1RD1VCCCGENAuU1BBCCCGkWdA0P3Xo0KHaTo7jcP369XoNiBBCCCGkNjRJjZeXV0PGQQghhBBSJ5qk5u+//27IOAghhBBC6oT61BBCCCGkWaCkhhBCCCHNAiU1hBBCCGkWBCff0zUaSmcBEgmcnZ0RGhqK8ePHY/DgwUZffN++fdi+fTtu3rwJnufRunVrTJgwAc8++yxEoprlW4WFhVi/fj1OnDiBlJQUqFQquLm5ISwsDDNnzjT6/RBCCCGkaRLMHBhjRv1TKpXIzs7G33//jfnz5+O9994z6sJLlizBW2+9hWvXriEsLAz9+vVDYmIiPv74Y7zyyivged7oN5Geno6xY8di7dq1yMnJQe/evTFo0CBIJBLs3bsXTz/9NA4fPmx0eYQQQghpegSTmhs3bmDmzJmwsbHBCy+8gPDwcERGRiIqKgp//vknXnzxRdja2mLGjBn4559/sHTpUri4uCA8PBz79u3Te9HDhw/j119/hZubG/bu3Yu1a9fihx9+wJEjR9C2bVscPXoUW7duNfpNfPPNN0hPT8fAgQNx4sQJrF27Ft999x0OHz6MefPmQaVS4aOPPoJSSYtJEkIIIc2VYFKza9cubNmyBRs2bMBbb72F4OBg2Nvbw87ODkFBQXjzzTexYcMGbN26FSdPnsTYsWPxww8/gDGGPXv26L3o2rVrAQBvvfUWAgMDNdtdXV2xePFiAMC6deuMflpz/vx5AMD//d//wdra+v6bE4kwZ84cWFlZoaCgAElJSUaVRwghhJCmRzCp+eWXX9CjRw907dpV8OQuXbqgR48e2L59OwCga9eu6Nixo95ZiDMzMxETEwOpVIphw4ZV29+rVy94eHggJycHly9fNupNWFhY6N3PcRwAwNnZ2ajyTMXV1V3rn4eHp9ZrQgghhJiOYFKTkJAAV1dXgwW4uroiISFB89rX1xdyuVzw+KqEp3379rCystJ5TKdOnQAAsbGxBq8PAP379wcArFmzBmVlZZrtjDGsXr0aZWVlGDRoEFq1amVUeYQQQghpegRHP1lYWODGjRsGC7hx44bWkxKlUglbW1vB41NTUwEA3t7egsdULdlQdawhr732GmJjY/Hvv//i8ccfR9euXTXxp6enY8yYMVi0aJFRZRFCCCGkaRJ8UtO9e3fEx8dj1apVgievXr0ad+7cQY8ePTTbUlNT4e4u3LRSWloKAFp9Xx5WlRSVlJQIR/4AFxcXbN68GePGjUN+fj5OnDiBw4cPIykpCb6+vujVqxfs7OyMKosQQgghTZPgk5pXX30VZ86cwQ8//IADBw5gxIgR8Pb2BsdxSE9Px8GDBxEfHw9LS0vMnz8fQOXQ6lu3buG5556rtzcAAHfu3MGcOXNQUlKCr776Cv369YOVlRWuXbuGr7/+Gh988AEuXryIL774wqjyxGIOTk42dY6rsNBS67VIJIKd3f1tprhGSyQWi6ju6ojq0DSoHuuO6tA0GkM9Pvw772H1EZ9gUhMcHIwff/wRb7/9NhISErB69Wqt/YwxuLq64quvvtJMbGdlZYWNGzeiTZs2ghe0sal8Uw/2fXlY1RMafc1YVVQqFV555RUkJSVh+/bt6Natm2Zf3759sWHDBowcORK7d+/GU089hT59+hgsU61mKCgoNXicIXJ5hdZrOztLrW2muEZL5ORkQ3VXR1SHpkH1WHdUh6bRGOrR0VH/ABhTxufmZq9zu2BSA1QmBceOHcOhQ4cQGRmJrKwsAIC7uzt69uyJYcOGaTUjubi4oG/fvnoD8fHxAVD5VEdIZmam1rH6REdH4/bt2/Dz89NKaKo4OTnh0Ucfxe7du3H27FmjkhpCCCGEND16kxqg8unL2LFjMXbsWJNcsGPHjgCAW7duoby8XOcIqKtXrwIwbqmGjIwMAIC9ve6s7cF9BQUFNQ2XEEIIIU1EvS9o6eXlhZCQECiVShw6dKja/oiICGRmZsLNzU3nk5eHVXVKjo+PR1FRkc5joqOjAVQONyeEEEJI82RUUqNWq5Gbm4v09HTBfzUxe/ZsAMCyZcu0ZvnNzc3FkiVLAAAvvvii1qKW27Ztw7Bhw/DOO+9oldW1a1e4u7ujvLwcCxcu1Jojh+d5rF69GpcvX4ZEIsGTTz5ZozgJIYQQ0nTobX6Kjo7Gd999h6ioKCgUCsHjOI7TO4vww4YNG4Znn30W27dvx+jRo9GvXz9IJBKcPXsWcrkcgwcPxpQpU7TOyc/PR0JCAtzc3LS2W1hYYOnSpZgzZw6OHDmCiIgIdOrUCVZWVoiNjUVqaipEIhHef/99+Pv7Gx0jIYQQQpoWwaTmwoULmDFjhiaZcXR0NGo0krEWL16MHj164JdffkFERAR4nkebNm0wYcIEPPvss1pPaQx55JFH8Oeff2Ljxo04d+6cpjxXV1eMHDkS06ZN07vcAyGEEEKaPo4xxnTtmD59Os6dO4dnnnkGr776aotaYkCpVJtk6FlaWorW64eHdPv4+NX5Gi1RYxi62NRRHZoG1WPdUR2aRkurxxoP6b5y5Qratm2Ljz/+2GxBEUIIIYSYimAbD2MMQUFB9RkLIYQQQkitCSY1QUFByMnJqc9YCCGEEEJqTTCpmTZtGi5cuIDY2Nj6jIcQQgghpFYEk5oRI0bg5ZdfxowZM/Drr7/WeC4aQgghhJD6JNhR+MElCj755BN88skngoXUdJ4aQgghhBBTE0xqBEZ61/lYQgghhBBzEExqbty4UZ9xEEIIIYTUicFVukntPTy5XkubHIkQQgipT/W+SjchhBBCiDnQkxodlEoFLl06b/JyJRIxVCq1UcdaW9siODi0Vte5ceMayspKanWuqXh6+sDLy7fG5ymVCly7dknvMTWpx9oKCgqFjU3N1zq7ezcbKSkJZojIeFKpFKGh3Wt17p07N1FUVGDagGqoVSt3+Pu3rtW55vi51UfXvdimjQyOjs41LquwMB/x8XGmCq3WunXrXavzkpMTkJubXePzTPnz7ODghLZtazdp7LVrF6FUKk0SR235+bWGq6t7jc8rLS3B1atRZv9cNCQ0tBukUosan5eRkYrMzLQanTN06GCd240a/WQIjX4ihBBCSEOj0U+EEEIIaRZqPPqJMYa0tDT8+++/+O677zB58mS88sorZguQEEIIIcQYNe5Tw3EcfH19MXnyZAQFBeH5559H27ZtMXLkSHPERwghhBBilDqNfgoLC0PHjh2xefNmU8VDCCGEEFIrdR7S7e3tjVu3bpkiFkIIIYSQWqtzUnP79m2IRDTdDSGEEEIaVq3nqcnPz8f333+P+Ph49O3b15QxEUIIIYTUGMcExmM/8cQTgieVlpaioKAAjDFIpVJs3rwZ3bvXbrKvxkipVJtlOQNaJsE0qB7rjurQNKge647q0DRaWj26udnr3C74pCYtTf/sflKpFGFhYXjllVfQrVu3ukVHCCGEEFJHgknN8ePHBU+SSqVwcXGBREKrLBBCCCGkcRDMSnx8fOozDkIIIYSQOqFhS4QQQghpFgy2HymVShw+fBgRERHIysoCAHh4eKBXr1548sknIZVKzR4kIYQQQoghepOaa9eu4dVXX0V6enq1RSt37tyJb7/9FitXrkRISIhZgySEEEIIMUQwqcnMzMSsWbNQWFgIb29vjB49Gr6+vgCA1NRU7Nu3D6mpqZg1axb+/PNPeHh41FvQhBBCCCEPE0xqfvrpJxQWFmLq1Kl45513qjUzzZ8/H1999RW2bNmCn376CR9++KHZgyWEEEIIESLYUfjkyZPw8/PD+++/r7PfjEQiwYIFC+Dn54d///3XrEESQgghhBgi+KQmKysLQ4YMAcdxgieLRCJ07twZR48eNUtwDUUqFQvOVlhX5iq3paF6rDuqQ9Ogeqw7qkPToHrU86TGysoKBQUFBgsoKCiAlZWVKWMihBBCCKkxwaQmKCgIERERuHPnjuDJ8fHxiIiIQFBQkFmCI4QQQggxliapeXitpwkTJkCpVOL555/HH3/8AYVCodmnVCqxa9cuTJ8+HSqVChMnTqy/iAkhhBBCdNCs0t2jRw8sWLBAK0F58803ceDAAXAcB5FIBDc3N3Ach+zsbPA8D8YYRo0ahWXLljXYGyCEEEIIAR5IaoKDg8FxHPr3749PP/1UM+/ML7/8go0bNyI1NVXrRD8/P0yfPh2TJ0+u/6gJIYQQQh6iSWoiIiLw/vvvIzU1FQ4ODli4cCGeeuopzYFZWVlayyTQZHuEEEIIaUw0SQ0AlJWVYdmyZfj1118BAIMGDcInn3wCFxeXBguwOdi3bx+2b9+Omzdvgud5tG7dGhMmTMCzzz4LkahlrCkaHx+PkydP4urVq7h27RoSExPBGMPKlSsxbNgwvefWtv7+++8/bNq0CdeuXUNFRQX8/PwwcuRIzJo1CxYWFqZ+i2anVCoRFRWFf//9FxEREUhMTIRCoYCzszO6deuGyZMno3fv3oLnUz1W2rp1K6KiohAXF4e8vDzI5XLY29sjODgY48aNw5gxY3ROZcHzPLZv345du3YhISEBIpEIQUFBeO655zBq1Ci912wJnwHLly/H2rVrAQDvvPMOZs2apfM4ug/vW7BgAfbs2SO4v3Xr1jh06FC17XQvCtNKaqo8+NTG2dkZixYtMviLh+i2ZMkS/Prrr7C0tETfvn0hkUhw9uxZlJSUYMiQIfjuu++axY1kyGeffYYtW7ZU224oqalt/a1btw7Lli2DWCxGr1694ODggMjISOTl5aFr167YtGkTrK2tTfoeze3MmTOYMWMGAMDNzQ0hISGwtrbGnTt3EBcXBwCYM2cOXn311WrnUj3e9+ijjyIvLw/t27eHh4cHrK2tkZ6ejujoaDDG8MQTT2DVqlVa9aFWqzFv3jz8/fffsLOzQ9++faFQKHD27FkoFApMnToVH3zwgc7rtYTPgCtXrmDSpEmavpZCSQ3dh9qqkpru3bsjICCg2n43Nze8+eabWtvoXjSACSgtLWVLlixhwcHBLDg4mE2YMIFNnTpV579p06YJFdOiHTp0iMlkMvbII4+whIQEzfacnBw2fPhwJpPJ2KZNmxouwHq0Y8cO9uWXX7IDBw6wpKQkNmXKFCaTydjBgwcFz6lt/V25coUFBQWxLl26sMuXL2u2y+VyNnnyZCaTydhnn31m0vdXH86cOcPmz5/PIiMjq+07cOAA69ChA5PJZOzs2bNa+6getUVGRrKSkpJq2+Pi4li/fv2YTCZjf/zxh9a+9evXM5lMxkaMGMFycnI02xMSEjTnHD16tFqZLeEzoKKigg0fPpz179+fzZkzh8lkMvbzzz9XO47uw+reffddJpPJ2K5du4w+h+5F/QSTGsYYKygoYM888wwLCgrS+y84OLi+4m1Sxo0bx2QyGduzZ0+1fefPn9fcYGq1uv6Da2DGJDW1rb/58+czmUzGvv/++2rnJScns+DgYBYSEsIKCwvr/D4ak/fff5/JZDL23nvvaW2nejTeqlWrmEwmY2+88YZmm0qlYn379mUymYxFRERUO2f37t1MJpOxCRMmVNvXEj4DvvrqKyaTydjx48c1v6R1JTV0H1ZX06SG7kXDBJ8znThxAqNGjcKVK1fg5uaGDz/8EF988YXOf59//nl9PlxqEjIzMxETEwOpVKqzeaVXr17w8PBATk4OLl++XP8BNnK1rT+FQoH//vsPADBmzJhq5/n5+aFr165QKpXNbs2yjh07AoCmQz9A9VhTEknlyjEP9tG4dOkScnNz4enpiZ49e1Y7Z9iwYZBKpbh69apJ6r4piY6OxsaNGzFq1CgMGjRI8Di6D02D7kXDqiU1crkcCxYswJw5c5CTk4ORI0di//79mDx5MsaNGyf4j2i7fv06AKB9+/aCy0h06tQJABAbG1tvcTUVta2/hIQElJWVwcnJCf7+/nrPq7pGc5GYmAigsh2+CtWj8VJSUvDbb78BgNYv6Kp6qXq/D7O2tka7du20jgWa/2dARUUF3n33XTg6OmLhwoV6j6X7UL/z58/jiy++wIcffohvv/0WJ0+eBM/z1Y6je9EwrQUt//vvP3z44YfIysqCi4sLFi9ejKFDhzZUbE1a1bw+3t7egsd4eXlpHUvuq239VX1dtU+XqjIfnkW7KcvJydGMonjwZ5bqUdiuXbsQGRkJpVKJrKwsXLp0CTzP4+WXX8aQIUM0xxlbh7GxsTrrsLl+BqxYsQIJCQlYsWKFwRGydB/qFx4eXm1bu3btsHz5cq1liOheNEyT1CxcuBC7d+8GYwxDhw7F4sWLaSh3HZSWlgKA3h75tra2AICSkpJ6iakpqW39GXOejY1NtfOaMpVKhbfffhvFxcXo27ev1lMGqkdhFy9e1BpOK5FI8Oqrr2pGmFWpbV0058+AixcvYvPmzRg8eDBGjBhh8Hi6D3ULDg7GBx98gH79+sHLywtyuRzXr1/HihUrcOPGDcyYMQN79uzRzAtH96JhmuanXbt2wcHBAV9//TW+++47SmgIaSIWLVqEs2fPwsvLC19//XVDh9NkfPbZZ7h58yaio6Nx4MABTJs2DatWrcIzzzyj1R+BaCsvL8d7770HOzs7LFq0qKHDadKmT5+OqVOnom3btrCxsYG7uzsee+wx7Ny5E127dkVubq5m7h9iHE1SM3DgQOzbtw+jR49uyHiajapsuaysTPCYqoy4KkMm99W2/ow5r+qvluZQ759++in++OMPuLm5YdOmTVr9aQCqR2NYWVmhXbt2ePfdd/HGG2/gxo0b+OSTTzT7a1sXzfUzYPny5UhMTMSCBQvg7u5u1Dl0H9aMhYUFZs+eDQBaHaDpXjRM0/xE2aBp+fj4AADS09MFj8nMzNQ6ltxX2/qr+jojI0PwvKp9Tb3ely5diq1bt8LFxQWbNm1CYGBgtWOoHmtm3Lhx+PLLL3HixAkolUpIpdI612Fz+ww4duwYRCIRwsPDq/UFiY+PBwBs374d//zzD/z9/fHZZ5/RfVgLbdq0AaA9mpHuRcMkhg8htVE1vPbWrVsoLy/X2eP86tWrAIAOHTrUa2xNQW3rr02bNrCyskJBQQGSk5N1jpi4cuVKtfOamq+++gobN26Ek5MTNm7cqBnx8DCqx5pxdHSERCKBSqVCYWEhXF1dNXVYVU8PKysrw61btwDcr+8Hv26OnwE8zyMiIkJwf0pKClJSUlBUVASA7sPaKCgoAKD95ITuRcOa+HzIjZeXlxdCQkKgVCp1rt0RERGBzMxMuLm5oVu3bg0QYeNW2/qzsLDAo48+CgDYu3dvtfNSUlJw+fJlSKVSPPbYY2aL35yWLVuG9evXw9HRERs3bkRwcLDgsVSPNRMZGQmVSgUHBwc4OzsDALp16wYXFxdkZmYiMjKy2jmHDh2CUqlEp06dtBb6ba6fAX///Tdu3ryp81/V9B7vvPMObt68iT///BMA3Ye1cfDgQQBAaGioZhvdi4ZRUmNGVW2iy5YtQ1JSkmZ7bm4ulixZAgB48cUXm/5aG2ZS2/p78cUXwXEcfv75Z81fcUBlm/H7778Pnufx3HPPwcHBoR7ehWmtWLEC69atg4ODAzZs2KD115gQqsf7oqKicOLECahUqmr7Lly4oJlv5emnn4ZYLAYAiMVivPDCCwCAxYsXIzc3V3NOYmIivvnmGwDAyy+/XK1M+gy4j+5DbbGxsThx4gTUarXWdpVKhQ0bNmDr1q0AKjsTV6F70TCdC1oS01m8eDG2b98OS0tL9OvXT7OAmFwux+DBg/Hdd99pPjybs5iYGM0PDgDcvn0bJSUlCAwMhKOjo2b7jh07tM6rbf09uABenz59YG9vj8jISOTm5qJLly7YvHlzk1sA7/jx45gzZw6Ayr/e2rdvr/O4Nm3aaD7AqlA9Vtq9ezfee+89ODg4oGPHjnB1dUVJSQlSUlJw+/ZtAMBjjz2GlStXaj2iV6vVmDt3Lk6cOKFZRFClUuHMmTOoqKjQu4hgS/oMqFqgUWhBS7oP7zt27Bjmzp0LJycndOzYES4uLigoKEBcXByys7MhEonw5ptvapKYKnQv6kdJTT3Yt28ffvnlF8TFxYHnebRp06ZZLfVujPPnz2PatGkGj7t582a1bbWtv//++w8bN27EtWvXUFFRAT8/P4waNQqzZs3Smga/qaj6hWxIr169NH/lPYjqsbK5Yvfu3YiKikJKSgry8vLAGIObmxtCQ0MxZswYDB48WOe5PM/j119/xe7duxEfHw+RSISgoCA899xzBkeNtpTPAENJDUD3YZWUlBRs2bIFV69eRVpaGgoKCsBxHDw9PdGjRw9MnjxZq+npQXQvCqOkhhBCCCHNQtNPywghhBBCQEkNIYQQQpoJSmoIIYQQ0ixQUkMIIYSQZoGSGkIIIYQ0C5TUEEIIIaRZoKSGEEIIIc0CJTWENCKpqakICgpCUFBQQ4dCCCFNDq3STRpc1SykD5JIJLCzs4ODgwPat2+Pzp07Y+TIkfDz82ugKIkp7d69G2lpaRg8eHCTXBU4NjYWx44dg4+PD8aPH9/Q4dSrhvjeFRUVYfPmzQCA+fPn18s1hXz//fcAgOeff77JrTfVElBSQxoNqVSqWQeKMQa5XI6CggIkJyfj+PHj+Pbbb/Hkk09i0aJFcHFxaeBozUMqlaJ169YNHYbZ7dmzBxEREfDx8WmySc2qVavQq1evFpfUNMT3rqioCKtWrQLQ8ElNVRzjxo2jpKYRoqSGNBrdunWrtmZRUVERLl++jD179uDQoUM4dOgQLl26hB07dsDT07OBIjUfDw8PHDp0qKHDIISQJon61JBGzcHBAY8++ihWrFiBtWvXwtLSEllZWXjllVcaOjRCCCGNDC1oSRpcVZ8aodWlH/TLL7/g448/BgCsWbMGgwYN0tofGRmJw4cPIzo6GhkZGSgoKIC9vT06duyIiRMnYtiwYVrHM8YwdOhQJCcn48MPP8SUKVMErz1lyhRERkbipZdewhtvvGHUe+N5HuHh4dizZw/i4uIgl8thb2+PVq1aoXPnzhg+fDgeffRRzfGpqal44oknAFRfsbyqnubNm4c5c+Zg69at2L17N5KSkmBpaYlu3bph3rx56NSpk2A8paWl2L59O44ePYr4+HiUlZXB3d0d7du3x4gRIzB8+HBIpdJq72Hv3r34888/ERsbC7lcDicnJ4SFhWHGjBno0qWLUXUBGF5p3MfHB3///bfWsVX3xd69e7Fjxw7cunULBQUF+OGHH7RW1I6KisIvv/yCCxcuIC8vD7a2tujQoQOefvppjBw5EhzHVbteTEwMDh48iAsXLiAjIwN3796Fra0tZDIZxowZg/Hjx0MsFmudY6gT95YtW9C7d2+tY48fPw6FQoEffvgB58+fR3FxMVq3bo3p06dj7NixACrvxR07duD3339HQkICpFIpHnnkEbz99tvw9vYWvF5qaio2btyIU6dOITMzEyKRCK1bt8awYcMwZcoU2NjYVDvnwbhEIhFWr16N//77D3l5eXB3d8eTTz6JuXPnws7OTnNOTb53htTk52Lq1KmIiIgQLGvevHmaJim5XI4jR47g33//xZ07d5CZmQmFQgEPDw/06dMHs2bNQmBgoM5yHqyTiooK/PTTTzh37hzu3r2LgQMHwsHBoVrfvweNGzcOS5cuNer9E/Oh5ifSpEycOBE//PADcnNzsX//fq2kpqSkRCspsbW1haWlJfLy8nDq1CmcOnUK//vf/zRJEQBwHIcJEyZgxYoV2L17t2BSk5ycjKioKACoUR+Kt99+G/v379e8tre3h1wuR35+Pm7fvo07d+5oJTXGUKlUmD17Nk6dOgWpVAqpVIrCwkL8888/OHv2LDZv3oxu3bpVO+/27duYPXs20tLSANzvjJ2ZmYnU1FScOHEC3bt3h6+vr+YcuVyO+fPn48yZMwAq68vW1hY5OTk4ePAgDh8+jIULF+pNBh9kZWUFV1dXFBYWQqlUws7ODlZWVpr9zs7OOs/79NNPsXXrVohEItjb20Mk0n7I/PXXX+Pnn3/WvLazs0NhYSHOnj2Ls2fP4u+//8ayZcuqnTdz5kwUFBQAAKytrWFtbY2CggJEREQgIiICR48exerVqyGR3P+odHV1RXl5OeRyuVY/sCoPJ4UAcOXKFXzwwQcoKSmBvb09KioqEBsbi3fffRd5eXmYMWMG3nrrLezfv1/re/rXX3/h0qVL2LNnj866OXLkCN566y1UVFRo3oNSqURMTAxiYmKwb98+bNy4Ea6urjrr9caNG1i4cCEKCgpga2sLxhjS0tKwYcMGRERE4LffftO8n9p+73Spyc+Fo6MjnJ2dkZ+fr6n/Bz2YtIWHh+OTTz4BAIjFYtjb24PneSQnJyM5ORn79+/HDz/8gH79+gnGFhUVhcWLF6OsrAy2traapNbOzg6urq64e/eu5v0+mPA+mACSBsQIaWDvvvsuk8lkbMqUKUYd/8YbbzCZTMYGDBigtb20tJTNnz+fHT16lOXn52u2FxYWsm3btrGuXbsymUzG/vrrL63zMjMzWYcOHZhMJmOxsbE6r7l8+XImk8nYc889Z/T7ioiIYDKZjHXo0IFt3LiRFRcXM8YY43meZWVlsd27d7OlS5dqnZOSksJkMhmTyWTVyquqp7CwMNarVy924MABVlFRwRhjLDY2lo0aNYrJZDI2YcKEaufm5+ezgQMHMplMxgYNGsSOHj2qOVehULCoqCi2YMEClpGRoXXenDlzmEwmY+PGjWMnT55k5eXljDHGCgoK2OrVq1lISAgLDg5mUVFRRtcLY4xNmTKFyWQytmvXLsFjdu3axWQyGevatSsLCgpi33//PSssLGSMMVZcXMzu3r3LGGNs06ZNTCaTsX79+rHff/+dFRUVMcYYKysrYwcOHGCPPPIIk8lk7Mcff6x2jTfeeIPt37+fZWdna7aVlJSw8PBwzXnr1q0TjM3QPVv1vezRowd76aWXWHJysib+jz76iMlkMtalSxe2YsUK1rVrVxYeHs4qKioYz/MsMjJSE8OXX35Zrezo6GgWEhLCOnbsyJYvX84yMzMZY4ypVCp28eJFNn78eCaTydjMmTMF4woLC2PTpk1jN2/eZIwxVlFRwXbu3MlCQ0OZTCZj27Ztq3auMd87fUz9c/Gg/fv3s+XLl7Po6GjN/c3zPLt9+zZ78803mUwmY3369GElJSWCddK1a1c2ZcoUTZ3wPM+SkpKqHZeSklKr90/Mi5Ia0uBqmtT8+OOPmg8WhUJh9HX27NkjeJ2XX36ZyWQy9tlnn1Xbp1ar2aOPPlrjD/KffvqJyWQyNmvWLKPPMSapkclkLDIystr+q1evavanpaVp7fvyyy+ZTCZjvXv31vzyM+T06dNMJpOxJ598UpMoPGzt2rVMJpOx2bNnG1VmlZokNTKZjH3zzTc6jyksLGRdu3ZlnTp1EkxIL168yIKCgljPnj01v+iMERkZyWQyGXv88ccFYzM2qRk6dChTKpVa+9RqNRsyZIjmmD179lQ7v+qeHTRoULV9kyZNYjKZjG3fvl3ntfPz8zVJ0ZUrV3TGNXLkSJ118vHHHzOZTMamTp1abV9dkxpT/1wYi+d5Nn36dCaTydju3bur7a8q/4knnmBlZWWC5VBS07hRR2HS5Dw4jLKwsNDo86qaqqKjo6FWq7X2TZw4EQCwd+9eKJVKrX2nT59GZmYmbG1tq/XJ0afqcXReXh54njf6PEPCwsIQFhZWbXtoaKhmRNitW7e09v35558AKptbPDw8jLpOVf+BZ555Bvb29jqPGT16NADg/Pnz1erUVMRiMaZPn65z3+HDh1FaWop+/fohODhY5zHdunWDr68vCgsLERMTY/R1w8LC4ODggLS0NGRlZdUmdI2ZM2dqNWEBgEgkQp8+fQAAnp6eGDNmTLXz+vbtC6Cy30xpaalme3JyMi5evAgHBwc8/fTTOq/p5OSkacKpaj582PTp02FhYVFte1VfpYfvI1Mw18+FIRzHYeDAgQCAixcvCh43ZcoUrWY10rRQnxrSrKhUKs3w75s3b6KgoKBaklJRUYHCwkKtuW4GDhwId3d3ZGdn48SJExg6dKhm365duwAAI0aM0NnpUkjfvn0hlUoRExODqVOn4plnnkGfPn2MTiqE6OsI7OHhgczMTK1kLzU1VdMPoOpD3RiXLl0CUNkhe/369XqPLSsrQ0FBAVq1amV0+cby9/cXnJeoKsZz587hkUceESyjqj4yMjKq9Tc6ePAg9u3bh+vXryMvL0/TP+VB2dnZdfq+yWQyndur3le7du2q9fcBtPuPFBcXa+6/ql/KpaWler+nVYlQRkaGzv1C95K7uzuAyikVTM1cPxdVMjMzsXXrVpw9exbJyckoKSmpljxlZ2cLnt+1a1eTxEEaBiU1pMl58IP2wU6aJSUlmDVrluYXHVDZufHBjqVVv9zLysq0yhSLxRg/fjx+/PFH7N69W5PUFBQU4Pjx4wCACRMm1CjOwMBALF68GJ988gmioqI0HY19fHwwYMAA/O9//0PHjh1rVCZQ2QFaiKWlJYDK5K5Kbm6u5mt9o2gelpOTA8D4X2wP16mp6JtosSrGsrIyo65fXl6u+VqlUuG1117D0aNHNdssLCy0OoBWPU2o63tzc3PTub3qOob2A9BKzqvet0ql0tzT+jz4vh8kdC/puo9MxVw/FwAQERGBl156Seuplr29veb9VHXwfnD/w5rrxJ4tBSU1pMmJi4sDUPnI/sGRJqtXr8alS5fg7OyMBQsWYMCAAVpPDtRqtebDkumYyeDpp5/G2rVrcfLkSeTk5MDNzQ379++HQqFA27ZtdY4oMuTpp5/GY489hgMHDuD8+fO4cOEC0tLS8Ntvv+H333/Ha6+9hpdffrnG5daHqr9uHx46Xd8eHlL9oKoYp02bhoULF9ao3B07duDo0aOwtrbGm2++iSFDhlSb0HHgwIHIzMzUeb80pKp4goODNU2LTYk5fi6USiXefvttTXPk3Llz0alTJ01CAwA7d+7EBx98oLccXU/MSNNB3z3SpCgUCpw9exYAqvUrqZqJ98MPP8TYsWOrNYUY+ovWz88Pffr0gUql0vyiqGp6qstU+K6urnj++eexevVqnDt3Djt37sSQIUPAGMPKlStx48aNWpdtjAfroWo4tzGqmj7S09NNHpOpVMUo1LyiT9X9MmfOHEydOrVaQqNWqzXDiBubqu9pZmZmA0dSe6b+ubh8+TIyMzPh5OSE1atXIywsTCuhAbSfWpLmiZIa0qTs3LlT88FU1Um1SlVnTqH1aKqSIX2qOgzv3r0bN27cwPXr1yGRSDQTpNUVx3Ho3LkzVq5cCU9PT/A8jwsXLpikbCG+vr6a5o3//vvP6POq+hbU5BxjVU2EV9cnIFUxRkRECDaxCDF0v1y8eFFn/xrg/l/zDfUEp+p9FxQUIDo6ul6vbarv3cNl6vu5ePDpidB1qxK8wMBAWFtb6zxGqMN0TWPVFwdpWJTUkCbj5MmT+OqrrwBUjmh57LHHtPZXjaqoap56UElJCdasWWPwGkOGDIGTkxPu3LmDJUuWAKhsghCavEwfhUIhuE8sFmtGwzzckdkcqkbWbNiwweiRPOPGjQMAnDp1ymBiU5NRaMD971VxcXGNznvYsGHDYGNjg8LCQvzwww96j304Rn33i0qlwrfffitYVtW55uhIa4y2bdtqEpuvv/5a7z1UXl6u916sqbp+72rzc/HgxHZCdV41Qi8xMVFnMnrq1CmcP3++VjE/yFT3LjEPSmpIo1ZcXIyTJ0/ijTfewOzZs1FeXg4vLy+sXLmy2rFVo1+WLl2KiIgIzV9SV65cwfTp0zUzx+pjYWGBp556CsD9ESY17SBcZcWKFXjllVdw7NgxrWvfvXsXn376KVJTU8FxnN7ZTU3lxRdfhIeHB/Lz8/Hcc89ppu0HKn95RERE4PXXX9dqznj00UcxdOhQMMYwb948/Pzzz8jLy9PsLygowLFjx/Dyyy/XeHr49u3bA6icEbcuvxycnZ01S1b89NNP+OCDD5CQkKDZX15ejqioKCxatAiTJk3SOrfqflm9ejWOHTumGZJ+584dvPzyy7hy5YrgaLd27dppjq3vJyVVFi5cCAsLC0RGRmL69OmIiorS9DFSq9W4efMmVq1ahcGDB+sd7VNTdf3e1ebnwsHBQTMia/fu3TrL7d69u2ZG6HfeeUfznsvLy/HHH39g/vz5cHJyqnG8D6v63oeHh5ttGgNSe9RRmDQaly5d0vyiYYyhpKREq0mB4zgMHz4cH330kc4RCq+99hpOnz6NjIwMTJ06FZaWlhCLxSgtLYWVlRV++OEHzJo1y2AcEydOxOb/b+/uXpn94ziAv1nzMKZ5SksYS4sDEitOEGmSnIjS8pBE2RnKP0ARObjMgYRY8rAcycNKkZKEJMUJNaPQcGAeCtvuA93LY797dvvd92+/9+v8e+377bqu9rm+fT7fz8gIgOeqFHfKoF96enqCyWSCyWQC8PyF93NdL+f8Wbnv7xQaGoqBgQHU19fj5OQEjY2NEIvFCAoKws3NjavKpbm5+dW4zs5OOBwOLC4uoqurC93d3ZBKpbDb7a/W4W7OUUlJCQYHB7G1tYXMzEyEhYVBLBYjKioK4+Pjbl2rsrISNpsNgiDAaDTCaDRCIpFALBbDZrO5/uijo6NfjautrcX8/DwsFgt0Oh3EYjH8/f1xc3MDkUiEtrY26PX6DytlFAoF1Go1NjY2UF5eDplM5qok6unp+VfKglNSUqDX69Hc3IzNzU1otVr4+flBIpHg9vb21U7HR32vvsrTe/fV9+Jni5SOjg4IguBqy1BVVYWamhqEhISgqakJ7e3tWFhYwMLCAqRSKe7v7/H09ISkpCSUlpaira3No/WXlZVhe3sbIyMjmJiYQHh4OHx8fKDRaNDa2urRtclzDGror/H4+OhK5hWJRAgODkZkZCQSExORmpqK4uLiV32J3oqJiYHRaIQgCFhdXcX19TVkMhny8/PR0NDg+sL8J4mJiVAoFDCbzSgpKXl3aNqvqqmpQWxsLNbW1nB4eAir1YqHhwfI5XKkpaVBq9V+eIjed1GpVJidnYXBYMDi4iLMZjPu7+8hl8uhUqlQVFT0LllWIpGgr68Py8vLmJ6exs7ODq6uruDr64u4uDgkJycjOzsbGo3GrbkolUoMDw+jv78fu7u7uLi48OggtsbGRuTn52NsbAzr6+s4OzvD3d2d6/nJyspCcXHxqzEymQyTk5MQBAFLS0u4vLxEQEAAMjMzUVtbi/T0dOj1+k9/s7e3F4IgYGVlBefn565dh8/ycL5DTk4OTCYTDAYDVlZWcHR0BJvNBqlUivj4eKjVahQWFr4L6Dzh6b376nuh0+kQGBiImZkZWCwWV9L7y92iqqoqyOVyDA0NYX9/H3a7HQkJCdBoNKirq8Pc3JzH6y8tLYXD4cDU1BQODg5wenoKp9P51yaV/9+wSzfRG6enp8jLy4PD4cDc3ByUSuWfnhIREf0C5tQQvTE5OQmHw4GMjAwGNERE/yEMaohe2Nvbw+joKACgurr6D8+GiIjcwZwaIgAVFRU4Pj7GxcUFnE4n1Go1CgoK/vS0iIjIDQxqiPB8EJvVakVERARyc3PR0tLyWytGiIjo+zFRmIiIiLwCc2qIiIjIKzCoISIiIq/AoIaIiIi8AoMaIiIi8goMaoiIiMgrMKghIiIir/ADyKccxqD/mqkAAAAASUVORK5CYII=\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['LM', 'KM']\n",
"labels = ['P4', 'P5']\n",
"cell_type = \"myelos\"\n",
"y_value = 'emodulus'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
"ax.set_ylabel(\"Young's modulus (stiffness) [kPa]\", fontsize=fontsize-2)\n",
"ax.set_title(\"\")\n",
"fig.set(figwidth=8, figheight=6)"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
"save_name = \"fig5D_myelo_lithium_emod\"\n",
"savepath = os.path.join(savefolder,save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
},
{
"cell_type": "code",
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"outputs": [],
"source": [],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n"
}
}
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 0
}