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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\freiche\\AppData\\Local\\Continuum\\anaconda3\\envs\\py37_chac\\lib\\site-packages\\statsmodels\\tools\\_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
" import pandas.util.testing as tm\n"
]
}
],
"source": [
"import os\n",
"from glob import glob\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",
"from tqdm.notebook import tqdm\n",
"\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Manually add means for missing data for LM-9w-20171107 "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"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}"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# result_folder = r\"D:\\ChoreaAcanthocytosis\\RTDC\\WBC\\results\n",
"result_folder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\result_data\\RTDC\\WBC\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot results with gates from brighntess plot (created 20200521)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"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}"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize= 28, figsize=(8,6)):\n",
"\n",
" flow_rate = 0.08\n",
"\n",
" linewidth = 6\n",
" markersize = 15\n",
" #errorbar formatting\n",
" markerwidth = 12\n",
" errbar_width = 8\n",
"\n",
" try:\n",
" ylabel = dclab.dfn.feature_name2label[y_value]\n",
" except:\n",
" ylabel = y_value\n",
"\n",
" color_dict = {'VS': 'C0', 'VL': 'C1', 'RS': 'C2',\n",
" 'KM': 'C3', 'LM': 'C4'}\n",
"\n",
" if cell_type == \"lymphos\":\n",
" plot_title = \"Lymphocytes\"\n",
" ctrl_value = lympho_ctrl_medians[y_value]\n",
" elif cell_type == \"myelos\":\n",
" plot_title = \"Myelocytes\"\n",
" ctrl_value = myelo_ctrl_medians[y_value]\n",
"\n",
" with sns.axes_style('darkgrid'):\n",
" fig = plt.figure(0, figsize)\n",
" ax1 = plt.subplot(111)\n",
"\n",
" ax_xlabel = \"Day since treatment start\"\n",
" ax_ylabel = dclab.dfn.feature_name2label[y_value]\n",
"\n",
" ax1.set_xlabel(ax_xlabel, fontsize=fontsize)\n",
" ax1.set_ylabel(ax_ylabel, fontsize=fontsize)\n",
" \n",
" ax1.axhline(ctrl_value, c='darkgray', alpha=.75, ls='--', lw=1.5*linewidth, label='CTRL')\n",
"\n",
" for ind, patient in enumerate(patients):\n",
"\n",
" result_file = \"20200522_results_\" + patient + \"_\" + cell_type + \".tsv\"\n",
" result_path = os.path.join(result_folder, result_file)\n",
"\n",
" df = pd.read_csv(result_path, sep='\\t')\n",
"\n",
" if y_value=='emodulus':\n",
" emod = dclab.features.emodulus.get_emodulus(area_um=df['area_um'], \n",
" deform=df['deform'], \n",
" medium=\"CellCarrier\",\n",
" channel_width=20.0,\n",
" flow_rate=flow_rate)\n",
" df['emodulus'] = emod\n",
"\n",
" df_date_grouped_mean = df.groupby(['date', 'flow rate']).median().reset_index()\n",
" if err_type=='std':\n",
" df_date_grouped_std = df.groupby(['date', 'flow rate']).std().reset_index()\n",
" if err_type=='sem':\n",
" df_date_grouped_sem = df.groupby(['date', 'flow rate']).sem().reset_index()\n",
"\n",
" dates = pd.to_datetime(df_date_grouped_mean.reset_index()['date'])\n",
" day0=dates[0]\n",
"\n",
" time = dates - day0\n",
"\n",
" df_date_grouped_mean['delta_days'] = time.dt.days #convert datetime in ns to days \n",
" if err_type=='std':\n",
" df_date_grouped_std['delta_days'] = time.dt.days\n",
" if err_type=='sem':\n",
" df_date_grouped_sem['delta_days'] = time.dt.days\n",
" \n",
" color = color_dict[patient]\n",
"\n",
" #flow rate range from 0.004 - 0.02 ul/s\n",
" ii = np.round(df_date_grouped_mean['flow rate'], 3) == flow_rate\n",
" x = df_date_grouped_mean['delta_days'][ii]\n",
" y = df_date_grouped_mean[y_value][ii]\n",
" if err_type=='std':\n",
" yerr = df_date_grouped_std[y_value][ii]\n",
" if err_type=='sem':\n",
" yerr = df_date_grouped_sem[y_value][ii]\n",
"\n",
" x = np.array(x)\n",
" y = np.array(y)\n",
" yerr = np.array(yerr)\n",
" \n",
" if patient=='LM':\n",
" if cell_type == 'lymphos':\n",
" dict_LM_9w = data_LM_9w_lympho\n",
" if cell_type == 'myelos':\n",
" dict_LM_9w = data_LM_9w_myelo\n",
" \n",
" date_LM_9w = pd.to_datetime(dict_LM_9w['date'])\n",
" time_LM_9w = (date_LM_9w - day0).days\n",
" \n",
" if y_value=='emodulus':\n",
" area = dict_LM_9w['median area_um']\n",
" deform = dict_LM_9w['median deform']\n",
" y_LM_9w = dclab.features.emodulus.get_emodulus(area_um=area, \n",
" deform=deform, \n",
" medium=\"CellCarrier\",\n",
" channel_width=20.0,\n",
" flow_rate=flow_rate)\n",
" yerr_LM_9w = 0\n",
" else:\n",
" y_LM_9w = dict_LM_9w['median ' + y_value]\n",
"\n",
" if err_type=='std':\n",
" yerr_LM_9w = dict_LM_9w['sd ' + y_value]\n",
" if err_type=='sem':\n",
" yerr_LM_9w = dict_LM_9w['sd ' + y_value]/np.sqrt(dict_LM_9w['events'])\n",
"\n",
" x = np.insert(x,1,time_LM_9w)\n",
" y = np.insert(y,1,y_LM_9w)\n",
" yerr = np.insert(yerr,1,yerr_LM_9w)\n",
" \n",
" if patient=='LM':\n",
" ax1.errorbar(x[:-2],y[:-2], yerr=yerr[:-2], ls='-', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
" markersize = markersize, elinewidth=errbar_width, label = labels[ind])\n",
" ax1.errorbar(x[-3:],y[-3:], yerr=yerr[-3:], ls='--', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
" markersize = markersize, elinewidth=errbar_width)\n",
" else:\n",
" ax1.errorbar(x[:-1],y[:-1], yerr=yerr[:-1], ls='-', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
" markersize = markersize, elinewidth=errbar_width, label = labels[ind])\n",
" ax1.errorbar(x[-2:],y[-2:], yerr=yerr[-2:], ls='--', lw=linewidth, marker='o', c=color, ecolor='gray',\n",
" markersize = markersize, elinewidth=errbar_width)\n",
"\n",
" if 'LM' in patients:\n",
" ax1.legend(fontsize=fontsize-4, ncol=1)\n",
" else:\n",
" ax1.legend(fontsize=fontsize-4, ncol=2)\n",
" ax1.tick_params(axis='both', labelsize=fontsize-2)\n",
" plt.title(plot_title, fontsize=fontsize+2)\n",
" plt.tight_layout()\n",
"\n",
" savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTfDC_RBCs\"\n",
" savename = r\"RBC_dasatinib_deform\"\n",
" savepath = os.path.join(savefolder,savename)\n",
"\n",
" #set alpha of errorbars\n",
" for collection in ax1.collections:\n",
" collection.set_alpha(.25)\n",
" # plt.savefig(savepath+\".pdf\", dpi=900, format='pdf')\n",
" \n",
" return fig, ax1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Lymphocytes"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['VS', 'VL', 'RS']\n",
"labels = ['P1', 'P2', 'P3']\n",
"cell_type = \"lymphos\"\n",
"y_value = 'deform'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
"# fig.set(figwidth=8, figheight=6)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"save_name = \"lympho_dasatinib_deform\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\n",
"savepath = os.path.join(savefolder,save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['VS', 'VL', 'RS']\n",
"labels = ['P1', 'P2', 'P3']\n",
"cell_type = \"lymphos\"\n",
"y_value = 'deform'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='sem', fontsize=fontsize)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['VS', 'VL', 'RS']\n",
"labels = ['P1', 'P2', 'P3']\n",
"cell_type = \"lymphos\"\n",
"y_value = 'area_um'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='sem', fontsize=fontsize)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# save_name = \"lympho_dasatinib_area\"\n",
"# savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\n",
"# savepath = os.path.join(savefolder,save_name)\n",
"# fig.tight_layout()\n",
"# fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(36.625, 0.5, 'Projected area [µm$^2$]')"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['VS', 'VL', 'RS']\n",
"labels = ['P1', 'P2', 'P3']\n",
"cell_type = \"lymphos\"\n",
"y_value = 'area_um'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
"plt.ylabel(r\"Projected area [µm$^2$]\", fontsize=fontsize)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"save_name = \"lympho_dasatinib_area\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\n",
"savepath = os.path.join(savefolder,save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(32.0, 0.5, 'Projected area [µm$^2$]')"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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dPq0SFITaEEGQIDQB7733nk/HXXfddZWCoEGDBtGxY8fyibjDhw8vL2vQmPXu3ZtrrrmGp59+mm+//ba8DERFl156Ka+88kq9tOfmm29G13VefPFFbDYbK1asYMWKFW7HdenShdmzZ3ssngqugqlz5sxh1qxZLF++HJvNxoIFC7wO/VW3Esvfxzc6Opp77rmH999/n5KSErcitIMHD+bTTz8t/95oNPLBBx/wr3/9iy+//BKr1cr333/P999/7/UeFSeCw/l5SA6Hg7Vr13qdXyRJEtOnT+ehhx6q9ucQhNoSQZAgNHPDhw8vf5Ns7BOiK5o8eTLdunXj008/ZePGjWRkZBAUFES3bt244YYbqiyFURduueUWxowZw+eff87atWs5ffo0paWlREZG0qNHD66++momT55cZXZqcM3HefPNN9m+fTsLFy5k8+bNZGRkYLPZCA0NpX379gwYMICJEydWWVusjL+P76OPPkrXrl1ZsGABBw4cIC8vr8rJ6CaTiWeeeYY77riD7777jk2bNpGamkpBQQFGo5GYmBg6duzIgAEDGDNmDF27dq10/pQpU+jYsSPr169n586dHD16lMzMTGw2G8HBwSQlJTFgwACuv/56evTo4fPPIQi1IenVLQ0QBKHJcjqdXH755aSlpREdHc2qVauqLUfRUDZt2sQdd9wBwIwZM5g5c2YDt6jxa0qPryA0RmJitCA0YytXriQtLQ2ovJpIaB7E4ysItSOCIEFopjRN45133gFchU7LKpwLzYN4fAWh9sScIEFoRg4ePMjZs2fJz89nwYIF7NmzB3BNmK6Yf0VomsTjKwiBJYIgQWhGPv74Y7eVRq1ateLPf/5zA7VICCTx+ApCYIkgSBCaIUVRaNmyJaNGjWLGjBlERkY2dJOEABKPryAEhlgdFkBOpxNNC/yvU1GkOrmu0PDEY9t8ice2+RKPbdNiNHpPWyF6ggJI03Ty8gJfVycyMrhOris0PPHYNl/isW2+xGPbtMTFhXndJ1aHCYIgCIJwURJBkCAIgiAIFyURBAmCIAiCcFESQZAgCIIgCBclEQQJgiAIgnBREkGQIAiCIAgXJREECYIgCIJwURJBkCAIgiAIFyURBAmCIAiCcFESQZAgCIIgCBclUTZDEASfqKqD4uICbLZSnE6toZvT6J09KyFKMzZP4rGtf7KsYDYHERISjsFgDNh1RRAkCEK1VNVBTs5ZgoPDiI5ugaIoSJLU0M1q1BRFRtOcDd0MoQ6Ix7Z+6bqOpmlYrcXk5JwlOjohYIGQCIIEoQ6dPp1a5f7IyK711JLaKS4uIDg4jNDQiIZuiiAIFxlJkjAYDOWvP8XFBURExATk2mJOkCAI1bLZSrFYQhq6GYIgXOQslhBsttKAXU8EQYIgVMvp1FAUpaGbIQjCRU5RlIDOSaxyOOztt98O2I2qMmPGjHq5jyAI/hNzgARBaGiBfh2qNgiqjxc+EQQJgiAIglDffJoYXZdLAcWnS0EQBEEQGoJPQdCSJUvo1KlTQG986NAhrr322oBeUxAEQRAai3ff/U+V+//wh0frqSWCNw02MVr0AAmCIAiC0JDE6jBBEARBEC5KVQ6HzZ07F4CkpKSA3zgpKan8+oIgCBcDq9XKsmVL2LBhHSkph8jPz0OSJKKiounatRujRo1hzJjL2bt3Dw899IBf97j77t9z7733k5Z2hmnT3KccKIpCeHgEHTt2YuzYcYwfPxGDwfNbwUcfvc/HH/+XFi1a8t13i/1qj9D0/eMfz7Fs2RK37cHBISQmtmLQoCFMm3Yz8fEJ5ftUVWXLlk1s3LiOPXuSOXXqJDabjYiICLp168E110xm9Ogx9fhTeFZlEDR48OA6u3FQUFCdXl8QBKExWbt2Na+88g+ys7PLtwUFBSFJMmlpZ0hLO8PKlb8ye/ZbTJ06jehozxlxc3Jc54eEhGA2W9z2BwUFu20LCwvHaHSVGbBareTm5rB162a2bt3MsmVL+M9/3sZicb+WEAC6ThJptCIdM3ZsmDhNC07RsqFbVmMGg4HwcFfWZl3XycvLJSXlECkph1i8eCH/+tdr9O3bD4BXX32JxYsXVjrXZDKTnZ3NunVrWLduDWPGjOW55/7hNQivD6JshiAIQh1bunQxL730Ak6nkzZt2nLnnfcydOhwIiIiASgqKmLr1k3Mm/cNO3Zsw+Fw8P33yz1ea+TIgQA8/PCfmTBhkk/3/8c/XuaSSwaWf5+VlcXcuR8xf/637N69k//9733+8IeHa/dDCpVpDgbouxjOVkIpQcaJgoaGghOZIoIx7onH2v1mUAJXELQu9erVh7ff/qD8e6vVysqVK3j99X9TVFTIX//6f3zzzSLMZguqqhIbG8ekSVMYPXoMnTp1QZIksrIymTv3f8yf/y0rV67ggw8SG/S5J4IgQbhIVFfHrFWr1vXUkovL4cOH+Pe/X8TpdDJs2Aj+/vd/ufXghIaGMmbMWMaMGcuKFT+RkZFRp22KjY3l0Uf/j9TUk2zZsonly5eKICiQ7MVELJnOOLZjQq20y4AGaESTj77uecyHFpA/8VMwNb2yNBaLhauvvgaAv//9WbKzs1m9eiVXXnk11113A3/5y5OYTKZK58TGxvHoo/+H1Wpl6dLFzJ//Lffee7/HXs36ICZGC4Ig1KH//nc2druduLh4nn32H9W+2I8dO46bb76tXto2aNBQALKzsykoyK+XezZ7moOIJdMxZux0C4AuJKmlGM/uJGLJdNAc9dTAwLv88iuRZVc4cfDgAQB69OjlFgBVNH78RMDVm3T8+PE6b6M3XnuCsrKy2LFjB7IsM3DgQCIiPFeP3rx5M5s3bxZZnwXhIpeWdor09NMN2oagoBC6devl17n5+blEREQFtD2ZmRls2LAWgBtuuInQ0FCfzqu/FCLnE+FqmrOe7tm8WfZ/hSEzGUmz+3S85LRjzEzGsv9rrL1ur+PW1Q2TyURERCS5uTkUFxf7dE7FmCKQtcBqymMQNGfOHP7973+jqq4o1mKx8OCDD3Lfffe5Hbt582beeecdEQQJgiBcYMeObeUZ90eOvLSBW+Nu8+aNgGsydVRUYAPAJkN3Erz5VSyHFqAUnGyQJkhqKWGrniBs1RO1uo4W3gZrl+soGfwYSPU30GOzWcnLywUgLMy3QH/Hju2Aa8J069Zt66xt1XH7LW3YsIEXX3wRXdcZPnw4o0ePRtM0XnvtNR566KHywEgQBEGo2vHjxwDXJ+U2bRruhf5CWVlZvPbay2zduhmAq64a38AtajjBm18lZOsbDRYABZJScJKQrW8QvPnVer3vkiWLyoP9Hj2q74ktKSnh88/nAHDppZf53ENaF9x6gj755BMMBgNz5sxhwIABAJw5c4bHH3+cn376iT/96U+8/vrrDbqkTRAEoSkom2cTFhbWoFnyn3rq8UpL5EtKzg9ZdOnSjfvu+2NDNa3BWQ4taOgmBJzl0AJKhvylTu+h6zrp6Wn89tsKPvroPQBatGjJiBGjqz333/9+kYyMs4SEhPDAAzPrtJ3VcYtkdu/ezdixY8sDIIDExEQ++eQTZs2axeLFi/nTn/7EG2+8gaIo9dpYQRAEoeYKCws8bp84cTKPPfZEeYAkCFXZuXN7eYqGC8XExPLii/+u9rn06aef8NNPy5Akiccff5qWLRProqk+cwuCioqKaNeunfuBBgMvv/wyRqOR+fPn88gjj/Daa6/VRxsFQRCapLLEcoWFhei63mC9QW+++V55nqCcnGw2bdrA22+/xg8/fE+PHr249trrGqRdjYG1y3WEbH2joZsRUNYudfN4VkyWKElgsQSVZ4yeOHEK4eHhVZ6/cOE83n//bQBmzPgTY8deWSftrAm3ICguLo6cnByPB0uSxD//+U90XWfBggU8+uijtG/fvs4bKQiC0BS1a+d6fbTb7Zw8eYK2bds1bIOA6OgYxo+fSGJiEjNm/J7XXnuZ7t170Llz14ZuWoMoGfwYQINOjA6UShOj68CFyRJr4scff+A///kXAPfccx833VQ/aSCq4xYEdejQgc2bN1d50j//+U8AFixYQEhI00vwJAiCUB/69bsESZLQdZ21a1c1iiCoTN++/Rg3bjzLly/lzTf/w1tvvd/QTWoYkkzJkL/UaA6NosieUwroOtGfjfArmNLC25Jz+1pXF0sz8+uvv/Dii8/jdDq5+ebbuece95XmDcVtddjo0aM5ceIE27Zt83pSWY/Qdddd53NOAEEQhItNfHwCw4aNAGDevG8oLi7y6byylTZ17c4770GSJHbs2MaWLZvq5Z7NmiRR0v9BnIagGp2mG4Io6f9gswyA1q5dzfPPP42maUyZcj0zZvypoZtUiVtP0FVXXUVmZia5ublVnlgWCCUmJnLmzJk6a6AgCE1Dy5ZJtGyZ1NDN8FugEyWW+f3vH2Tr1s1kZJzlb397mhde+Bdms9nr8StW/ExGxlluuaXuE+e1adOOkSNHs2bNKubM+YhBg4bU+T2bO2v3mzEfWoDx7E4kZ/UJE3XFjCOuD9buN9VD6+rXli0b+etfn0BVVcaPn8hjj9UuD1JdcOsJSkhI4LHHHuOKK66o9mRJkpg5cyYvvvhinTROEAShqevcuSuPPvo4kiSxfv1a7rnnNpYvX1qpTEVRURGrVv3KzJn38+yzsyotYa9rt9wyHXCt/Nm1a6fHY5xOJ3l5eVX+s9t9y5Dc7ClG8id+iiOhH/ZqynPqhiAc8f3Inzi3yRRR9dXu3TuZNevP2O12xo4dx6xZf23QNBHeiGQ/giAIdcy1ciaSV175JydOHOeFF/4KuDI1S5JUKehp0aIlAwYMqre29enTj969+5CcvJs5cz7kP/952+2YjIyzTJxY9QfjJ5981ueq9s2eKYT8yV+z8b3fMaK8iryGjBPnuXryRQRjHDHL1QPUzAIggA8/fA+r1QrAtm2bmTLFe0LOhx9+jLFjx9VX0yoRQZAgCEI9GD16DIMGDWHZsiVs2LCWI0dSyMvLQ5KgZctEunbtzqWXXsall15eZeHJunDrrXcwa9af2bx5I/v376V79571ev9mSTGyXerLdr0PSaTRinRM2LFj4jQtOEVL/tBEa4X5wuk8P3E8Ly+vymNtNlsdt8Y7Sa+vGXgXAYdDIy+vJODXjYwMrpPrCnXv9OnUKvf37Nm13h7b6trSqlVrr/vS00/QokXjKfvQFHhdQSQ0eb4+tu+++58q9//hD48GqkkXlZq+HsXFhXndV6ueIFVVWblyJdu2bSM1NZXi4mI0repqsJIkMWfOnNrcVhAEQRAEodb8DoI2b97ME088QVpaWvm2qjqVynJlNMaJUYJw0dB1gnOSCcndh6yW4DQEUxzVg5Lo3g3dMkEQhHrnVxC0f/9+fve73+FwONB1HbPZTNu2bQkPDxdBjiA0RpqDmGMLiD/8GQZbLpKuIjlVdNmALhlQzVHYB83E2v3mZjlJUxAaghjuavz8CoLeeust7HY7JpOJJ554guuvv77KvBeCIDQgezERS6YTnbEbRbNW2iU5HYADpaQU07rnMR9aQP7ET8EkMsELgtD8ueUJ8sW2bduQJIkHHniAW2+9VQRAgtBYaQ4ilkzHmLHTLQC6kKSWYjy7k4gl00Fz1FMDBUEQGo5fQVBZUqxRo0YFtDGCIASWZf9XGDKTkTTfEtlJTjvGzGQs+7+u45YJgiA0PL+CoFatWgGu1WGCIDRSuk7wjtnIammNTpPUUoJ3vAsie4YgCM2cX0HQ2LFjAdiyZUtAGyMIQuAY0rchlWT5da5UkoUh3XsRZUEQhObAryDozjvvJC4ujv/973+cOnUq0G0ShGZF13UOFR/kx8wfWHh2Hj9m/sCh4oN1XincmLETSfevt1Zyqhgzdga2QYIgCI2MX6vDoqOj+eCDD3jggQe48cYb+dOf/sT48eMJC/OelbE+nDhxgkmTJpWn4H7xxReZOnWq23FvvfUWb7/tXh/nQrfddht//etfA95O4eKgOlVWZP3MD5nfU6Dmo+kaqq5ikAwokkK4IYLfm3/PmJirMMiBr2Aj2Yv8n+DsdCA56q+IpyAIQkPw+5W3W7dufPbZZ9x44408++yzPPfcc0RFRWGxWKo8T5IkfvnlF39vW6XnnnuuQWuQCEKZUrWEJ7Y8xsH8A9idlZ+Tqq6i6iqZ9gz+s/1VFocv4aVBrxJkCA5oG3RTqCvnj4+ToiuRjehGsUxeEITmze8gaPny5Tz11FMUFxej6zq6rpOdnV3teXWVTHHRokWsX7+epKQkn4foEhMTWbJkidf9RqNIGifUnOpUeWLLYxzI34/DWXUAYtWsHMjfxxNbHuPVIW8FtEfIEd8PXTIgUfMgSJcNOOL7BawtgiAIjZFfr7g7duzg0UcfLa8TlpiYSNeuXQkPD0eW/ZpmVCv5+fn861//QlEUZs2axR//+EefzpMkiZAQ8WlXCKylqYs5XHCw2gCojMPp4FD+QZalLmFS2ykBa4faYgB6cCwUnKzxuXpwHGqLAQFriyAIQmPkVxA0e/ZsNE0jLCyMf//731x66aWBbleNvPzyy2RnZ3PnnXfSrVu3Bm2LcHHTdZ2vj36OtZrEhBeyOa18dfQzJraZHLjeUkmipP+DhKx7vkbL5HVDECX9HwRRAkcQhGbOryBoz549SJLEzJkzGzwA2rp1K/PmzSMuLo6HHnqIvLy8Bm2PcHHbm7eHXHuuX+fm2nPYm7eHXlGBK2Zq7X4zlr2fI2ft8el4XTHjiOuDtftNAWuDv9599z9V7hd1mYTGTjyHGz+/xq5KS12fKgcMaNjucofDwbPPPouu68yaNYvQ0FC/ruN0OkXiRyEgDuTtQ3P691zSdI2DefsC2yDFiKPlYJ8O1RULjvh+5E+cK4qoCoJwUfCrJygpKYmUlJTyYKihfPjhh6SkpDB8+HCuueaaGp+fnZ3NNddcw7Fjx9A0jcjISHr37s2UKVMYP348iqLUQauF5qxULcHhZ24e1alSopUEtkFOFfMR75P/KyrtdgPFo14QAZAgCBcNv4KgcePGcfjwYdauXcvAgQMD3SafnDx5ktmzZ2M0GnnmmWf8uobVaiUlJaX8+7y8PNasWcOaNWv46quvePPNN4mOjg5Uk4WLQJAhGKNkwKHXPD+PQTYQrAR2mbzx1FqUkgyfjtWDYkUAVAf+8Y/nWLbMPRANDg4hMbEVgwYNYdq0m4mPT6i0PyXlMHv27GL//n0cOLCP48ddH9bGjr2Sv/3txfpqviD49Rx2OBz88MMi9u3bS0rKIbKzs8nPz8NkMpOUlMTgwcO44YabiY2Nrc8fxY1fQdDdd9/NkiVLmDNnDmPHjqV378DNYfBVWU6gBx54gA4dOtTo3LCwMKZPn86YMWNo27YtCQkJFBcXs337dv773/+yY8cOtmzZwh/+8Ac+//xzn3uEFEUiMjKwb2Ku68p1cl0h8AYl9efjwwYcqn9B0MCk/gF9rJWVC30+NqjgECYv9z57VkJR6n/lp65DhjOELD0Eh65glDRipWLi5eIGaU9NKYpcPtHdYDAQHh4BuCbQ5+XlkpJyiJSUQyxZspBXXnmdvn37l5/7j388y+HDh9yuKUkN81gIlfn6GOjoZJuzyTXn4pAcGHUjUbYoYmwxTeZx9Oc5nJdXyL///VL5NRRFITg4hKKiQg4dOsihQwdZuPA7XnrpVQYMGFTj9gTqddKvICg0NJQ5c+bw8MMPc/vtt3PXXXcxfvx42rdvj9lsDkjDqrJ48WLWrVtHq1atePDBB2t8/l133eW2zWQyMXbsWMaMGcOjjz7Kjz/+yI4dO1i0aJHHrNOeaJpOXl6AhzOAyMjgOrmuEHhtDJ2JNEZRWsOipQCRxijaGDoH7LGW7IXEHPRtKAxAT0v2em9d19E0Z0Da5QtVc3LAEUuy1hKrbsCJhBMJGR0ZHYuk0mL7KSb3aoGhkb6RKIqMpjnLy6P06tWHt9/+oHy/1Wpl5coVvP76vyksLOSppx7nm28WYTZbzp1voHPnLnTr1oNu3XqwatVvbN68od4fC8Fd2WNbFdWpciT0CAcjDmJTbOjoOCUnsi4jIWHWzLQ+2oEJrSfVScb4QPLnOawoRm688Rb69r2Enj17ER0dgyzLOBwOtm7dzNtvv8aJE8d56qnH+eqrhTWqOOEKwHx/nYyL835tv37z3bt3r9SYDz74gA8++KCKM86TJIl9+/yf/Jmfn89LL7miy6effrraDNU1pSgKzz33HKtWraK0tJQlS5b4HAQJgiRJ3NThNt478FaNlsmbZQs3d7g9oMlETUeWIqnubXDKJmQPOYyUwlQkWz66OSJgbfBHiV3j4fnJ7FFbo1K5F9YVDEGRrvD6yqP8uD+DN6b2JtjU9ObvWSwWrr7aNZfx739/luzsbFavXsmVV14NwPvvf1ypF3rPnt0N0k6h5soyxu+L3oMma5X2OSVX8FQilzB7/1usOPNTnWSMrw9VPYfDwsJ46KHH3M4xGo0MGzaCNm3actNNU8jPz2fdutXl16lvfn2EKssQXRYdVvzel3+18c4775CVlcXll1/O5ZdfXqtreRMVFUX//q4uvf3799fJPYTma0LrSXQO74pR9m1+jUEy0DWiG+NbTwxoOywHv/O4PT/xUmzBrTy3Jbthn++q5uTh+cnsSy90C4AuZFWd7E0v5OH5yahNuGfk8suvLE8ye/DggfLtYmFG01QxY/yFAdCFbM7zGeNVP1eVNgbensNVadUqibCwcACysjLrrG3V8asnaMaMGYFuh8/KSmL8+uuvdO3atcpjZ82axaxZswBYsWIFSUlJPt+nbEJ0YWGhny0VLlYG2cBLg151fRLM3YNG1S+EEaZIXhz074B2icsFpzCd3uBxX07r8UiaA3PJabd9StY+HIlDA9aOmlq0J50DZ4uwa759WHJoOgfOFvH9nnSm9k2s49bVDZPJREREJLm5ORQXi6K1TV1jyRhfn/x5Dp84cZzCwgIAWrb0/KGsPjS5IKi+ZGVlAdRonFIQygQZgnl1yFvMXH0fB0uq/mRklI1YlKCA3t9yaL7H7Q5zDIVxgwjO3Udk2kq3/YasvTW6j1PX+WD9CZbtz+BMfs2yZAeKVXXy4i8pvPhLSvUHVyExwsL47vHcN7wtcj1my7bZrOTluRJshoX5l+tM8J9TdzLn8Ef8cno5aaVnGqQNNqeV1/a+zGt7X67VdVoGJXJFq6u4s/O9yFL9zZXz9TnsdDrJyclh167tfPDBuwAkJLRg5MhR9dJOTxr3bCwPZs2axcyZM73uz8jI4L777gNg5syZjB07FoD4+Hif75GTk8OOHTsA6NGjRy1aK1zMDLIBk2yq9rj00jRSi0/SJrRtYG6s65gPzvO4K7f1OJANlEZ09rjfkFWz4bAP1p/go401r03WGJ3Jt5b/LA+MaFdv912yZFH5NIEePXrV230FlzmHP+LTlI8buhkBkVZ6pvxnubvL7+vtvtU9h1966QWWLFnktr1z5y48//xL5YsBGkK9BUH5+fkUFxcTGRlJcLD/E8Bat25d5f6KPTeJiYmVJnGDK8AJDQ3FZPL85uRwOHj66aex2WwATJo0ye+2CkKG3bccPZsy1gcsCDJk7MSQd8TjvpzWEwC8B0E5B8Gpgo9Dc8v2+/bzNSXL9mfUeRCk6zrp6Wn89tsKPvroPQBatGjJiBGj6/S+grtfTi9v6CYE3C+nl9d5EFST53BISCjR0TE4HI7yIbDOnbvwpz89TuvWbeq0ndWptyBo69atzJgxgwkTJvDqq6/W123dbN++neeee45rr72W4cOH06FDB8LCwigsLGTHjh189NFH7N3rGhIYPHgw1157bYO1VWjaNF0jy+7bhL9NmRuY1uGWgNzX24To0vDOWCM6AeAIaoFqDMPgqDznTdJsKLlH0GKqnm8n1NzOndsZOdJzctmYmFhefPHfGI0iWaXQePn7HJ458xFmznwEgOLiIjZsWMd7773NH//4O26++XZmzPhTXTa7Sn4FQVu2bKnR8Xa7nZ9++gld11m7dq0/twyozMxMPvroIz766COvx4wZM4ZXXnmlfMa7INRUZmlGtZOiy+zO2UmJWkywIaR2N9XsmA+5dzsD5LS++vw3koQ1vCOh2TvdjjNk7/M5CBrfPb7ZDIeVGd/d96HzmqiYaE6SwGIJKs+2O3HiFMLDw+vkvkLVrmh1VbMZDitzRaur6uS6gXgOh4SEcsUVV9G3b39uv30aX331Gb179+XSSy+rkzZXx68gaPr06X7nMwkJqeWLfC1dcskl/PWvf2X79u0cOuRK5V1QUIDRaCQ+Pp6+ffsyefJkRowY0aDtFJq+Mx5WX3mj6ipbs7YwusWYWt3TdOJXZFue23Zdkl3zgSoojejiOQjK2oety3U+3e++4a4hvIacGB0oFSdG14ULE80JjcOdne8FaNCJ0YFScWJ0XQjkczguLp7Roy9j2bIl/PDD900rCAL8yvcTHx/P3/72N39v6ZOkpCQOHjzodX90dDS33XYbt912W522QxBq+oK6OWNDrYMgb0NhjtajUS2Va/SUnhsau5Ahy/dkprIk8cCIdgGZQ6PrOlM+2uJXMNUqwsKCewcFNNmkcHGQJZm7u/y+RnNovGWM1nWd21dO8yuYahmUyGdjvr2onsOxsXEAnDlzqsHa4FcQNHfu3GqPcTgcZGRksGHDBpYuXYqu6zz22GOMGtVwS+EEoT6dKfbcExRrivM4V2hTpqskgr8vgpI1F9PxFR73Wbve4LatNKKLx2NrEgQFkiRJ3DEoiddXHsWq+p780GKQuWNQ0kX15iE0To0pY3xTkJbmChaDggKbIqQm/AqCBg8e7POx1113Hbfeeit33303Tz75JElJSQwYMMCf2wpCk+Lt0+Dl0VfwbfpX6FTuTc22ZZFScIjOEf5NSjYf/h7J6V641WkMxdb+KsjIqrTdGtYOXVKQ9MrzluTSTKTiDPSQupkbU5XJvVrw4/4M9qYX4vAhYaJJkeieEMa1vVrUQ+sEoXoTWk9ixZmfOJC/D4eHv8cLGWVjnWSMb2iqqmIweA8xUlNPsmbNSgD69Onv9bi6Vi+zfvv168cdd9yBpmm8//779XFLQWhwaV7mBHUI7kinYM9L1Ddmrvf7fhYvuYFsna4Bo/snLV0xY/WyLN+Q3TC9QQZF5o2pvenZIgylmknlFoNMzxbhvD61V6MtolobVquVvLy88n92uysDscOhVtpeUiKKKzcmZRnju0X0QHFWXfrELFvoHtEz4BnjG4PXX/83r7/+CsnJu8pTzoCrCsPSpYuZMeM+bDYbwcEh3HTTrQ3Wznr7rY8cOZL333+fXbt21dctBaFBeZsYHWdKoF/4JRwuOeS2b1PGBqZ3urvG91LyjmI8u93jPpuHobAypRGdCSo86rbdkLUPR5sxNW5HIASbFGZP68Ojb3/mtYp8kORgxpheXNuIq8jX1uefz+Hjj//rtn316t9Yvfq38u/Hj5/IU089V48tE6pTljH+/z57mEMRh7AqVrcq8hbNwn39/sj41hObXQAErizSCxcu4bvvvkaWZUJCQtF1naKi82k5YmJieP75fxEfn9Bg7ay333xZEsOyTzOC0JwVOgoodLjXnVNQiDHF0De8P9+mf+W2f3/eXvLteUSYImt0P28ZorWwJByJQwBo1co90ajp7EA45Z4srqblMwLNoMh0M2bR1ZBFhjOELD0Eh65glDTipGLi5GKm9h1X/YUEoYEYZAMdizrSoagD2eZsck25qLKKwWkg2h5NtC2aSZOnNHQz68ztt99F27bt2L59K6dOpZKbm4OqqkRHx9C+fUeGDx/BNddMJjS0YUvF1FsQdOaMa35EdRmfBaE5SCtJ87g9xhSLIim0sbQlyhBFrppbab+OzpbMTTXL86E7vQ6FWbteD1XUEFJjPZeFqWn5jLoiSZCgFJNA0y0s+tRTz/nVU3Pvvfdz7733B75BQr2SkIi1xRJri63+4EbKn+dw27btaNv2Lm6//a46aVOg1Fs/8jfffAO4JkoLQnPnbSgs3uTq9pUkib7hnicDbsyo2bwg45lNKIWel5jaul5f5bnegiAl7wiopTVqhyAIQlNT50HQ0aNHefjhh1m1ahXXXHMNd911V13fUhAanLdJ0fHm8yuu+oZf4vGYLVkb0XTfMk0DmL3lBkrojxbZocpz9eA4tGD3VWCSrmHIcZ+zJAiC0Jz4NRxWVpm9Krquk52dXT4HSJIkdu7cyRVXXOHxeEmS+OWXX/xpjiA0OmklnpfHl/UEAfQK7Y1BNqA61UrHFDoK2Z+7l17Rfaq/kaMUc8oPHnd5yg3kiRbbHeWkeyFUQ9Y+1Pi+Pl2jLvzhD4822L0FIRDEc7jx8ysIOn3a93IAZXRdr/K8iy1JlNC8VTccBmBRLAyIH8Cm9E1ux23KXO9TEGQ+thzZUeS2XZeN2Dr7VvxXje2J6eQqt+1KAyVNFARBqC9+BUFiXo8gVM1bT1CcqfLQ08jEUR6DoI0ZG7i36wPV3sdbmQx7u7HoligfWgpqjLfJ0SIIEgShefMrCHrxxRcD3Q5BaDZUp8pZ61mP++LNlfNhjEwcxavb/+123JHCw2SWZhAX5D1rs1ScgTF1tcd9vg6FQRUrxLL3g667lmgJgiA0Q80zy5ggNKCzpek4PUxsDlXCCFaCK21rG96WVsFJHq+zKXNDlfexHF6IpLvX2HKaI7G3vdzn9mqRHdAVs9t22V6A7GXVmSAIQnMggiBBCDDvk6I99+oMiR/mcfumakpoWA54HgqzdZkMiqnKcyuRDagx3TzuauikiYIgCHWpyiDowIEDHDhwoE6yPNvt9vLrC0Jz4q1w6oVDYWWGxA33uH1b1lbsmue/PSVrn9f6XjUZCiujxnT3uL3ivCBdr76gqSAIQl0K9OtQlUHQlClTmDp1KidPngzoTQFOnDhRfn1BaE58WRlWUd/oflgUi9t2q1bK7pydHs/xliFajeyIGt/Pp3ZWOi+2p8ftZYGWJMnoHobeBEEQ6pOuO5GqyIJfU9Veqa4//YlPl0Jz4y1R4oUrw8qYFDOXxAz0uM/jvCCnivnQAo/H27pe79dEZs1r+QxXEGQ0mrDbbR6PEQRBqC92uw2jsQbD/dXwKZwSOXwEwXdnvMwJSvAyHAYwJN7zkNgmDyU0jKlrUErckxsCWLv417PqbThMKTiJZC/EZAqitLRIfGgRBKHB6LpOaWkRZnNQwK7p0xL5e+65B4MhsLVWVVWt/iBBaGJ0Xa+iJ6iKICjO8+ToUyWpnCpOJSnkfOFhr7mBWg3DGe55pVl1dHM4WngblAL3oW8laz8hLQeRnV1MQUEOISFhKIpRfDgSBKFe6LqOpjkoLi7E6XQSHBwWsGtXG9nous7Zs55zngiCUFmBo4Bi1b3iuSIpRBujvZ4XH5RAh7BOHC1Mcdu3KWM9Se1vAkCyF2I++qPHa/gzIboiNaa7xyDIkLUXNXEw0dHxFBcXkpOTgdPpe22zi5UkSaLnrJkSj239k2WFoKBQoqIiA/oBrMogSGSGFoSaqWo+kFzNZL4hccM8B0GZG7j+XBBkOrIUSXOfm6MbLNg7TvCjxeepsT0xH1vutr1scrQsK4SFRRIWFlmr+1wsIiODycsraehmCHVAPLbNR5VBkMgMLQg1U9OVYRUNjR/Ol0c/ddu+K2cHpWoJQYZgr0NhtvZXo5tq10XsNXO0KJ8hCEIzJZIlCkIA+VozzJMekT0JM7oHMg6ng+3ZW5ELTmE67TmLtLVb7YbCoKryGQfAKebwCYLQ/IggSBACyFsQVNXKsDKKbGBg7BCP+zZlbMByaL7HfVpwAo6kkb430gtnWGucHnqTJM2Gknes1tcXBEFobEQQJAgB5G04rKqVYRV5L6GxAdPBbz3us3WZAnIAVm9KUhUV5UX5DEEQmh8RBAlCAHmfE1T9cBjA4NihSLivfMi0ZnC02HMxU2vX631vYDW0WC/lM7yU6BAEQWjKRBAkCAHicDrItHpOYujLxGiASHMU3SI998asCXZPEKbG9PCa7dkfXstniMnRgiA0QyIIEoQASS9JQ8c9d0i4IcJjbTBvhnopqLom2EN9sQBMiK7I2+RoRQRBgiA0QyIIEoQA8Vo93sehsDLe5gXtNJvJl8//yeqSjLXzlBpduzpqdBd0D/mMlJIMpJKsgN5LEAShoQW2FoYgXMS8JUpsF9meVq1ae9znSafwLkSbY8ixZVfa7pQk1gdZGF/sStJmb30pekjNAqxqGYLQIjthyD3kvit7H47g0YG9nyAIQgMSPUGCECDeJkW3DG5Vo+vIkszguKEe962uMC/IFuChsDKqt8nRmWKFmCAIzYsIggQhQLxVj28ZnFjja3mbF7QuyIIGOE1h2NqPq/F1feE9aaKYFyQIQvMigiBBCBBviRITa9gTBDAgdjCKpLhtz1UU9phN2DpeAwb31WKBIFaICYJwsRBBkCAEgK7rARsOAwgxhtAnrIvHfauDgupsKAzwmjBRyU0B1Vpn9xUEQahvtZ4Yres6+/fv58CBA+Tm5mK1WtF192XCFc2YMaO2txWERiXPnotVK3XbbpRNxJhj/LrmSIfMDg/b14SFc3PLwX5d0xd6SDzOoFjk0sqrwSRdw5B7GDWud53dWxAEoT7VKghasGABb7/9NmfOeB4G8EYEQUJz430oLBHZw5LzaulOLju9m7ei3YfE9hsksm05xFhia35dH6mxPTGlrnLbrmTtE0GQIAjNht/DYa+99hpPPvkkp0+fRtf1Kv8Bbt8LQnPidSgsqOaTogGMZzbSKf80rRyeq7dvztzo13V95XWFmKghJghCM+JXELRr1y7ef/99AEaMGMHChQtZsGABAJIksX//fjZs2MB///tfLr/8cnRdZ8CAAaxdu5YDBw4ErvWC0Eh46wnyZ2UYgPngPCRgVKn7EBvAxoz1fl3XV2JytCAIFwO/gqAvv/wSgMTERN5//326deuGwXB+ZE2SJKKiohg1ahTvvvsuf/3rX9m2bRu/+93vsNvtgWm5IDQi3nqC/FkZhqMUc8oPAIwu8RwEbcvejMPpqPm1feS9mvw+EL25giA0E34FQTt27ECSJKZPn14p+PHm1ltvZdy4cRw8eJAvvvjCn1sKQqMWyJVh5mPLkR1FAAyy2rA4nW7HlKglJOfsqvG1faVFdURXzG7bZXsBcqHnn1UQBKGp8SsIyshwVcru3Lnz+QtVqGnkcLh/Qp08eTK6rrNs2TJ/bikIjZq3umH+DIdZDn53/mtdZ7DV5vG4TZkbanxtn8kG1OiuHneJpImCIDQXfgVBquqarBkTc37pb3BwcPnXOTk5bue0aNECgBMnTvhzS0FotOyajSxrpsd9NQ2C5OKzGFNXV9o2ysuQ2KY6nxckJkcLgtC8+RUERUdHA1BUVFS+LSYmBkVxLec9evSo2zmZma43ieLiYn9uKQiNVlppmsftMeZYLIqlRtcyH1qIpFce/hrtZXL0yeITXofhAkGral6QIAhCM+BXENSpUyegcrBjMpnKty9dutTtnEWLFgEQHx/gqteC0MC8VY+v7VBYmURVo4Mc4vH4TRl1NySmxokVYoIgNG9+BUEDBw5E13U2bdpUafuECRPQdZ158+bx5ptvcvjwYXbv3s1zzz3HsmXLkCSJ0aNHB6ThgtBYeCucWtOVYUrWPgzZ+z3uGxI3zOP2TZl1NySmxngeDlMKTiDZC+vsvoIgCPXFryDoiiuuAOC3336rNCR2xx130KpVK5xOJ7Nnz+baa6/lpptu4uuvvwYgPDyc+++/PwDNFoTGw/vKsJr1BFkOzvO4XY3syOC2Uzzu25G9HatWN/W8dHMEWliSx31Ktsj3JQhC0+dXENS5c2fmzp3LO++8Uz5JGiAoKIi5c+dyySWXuGWN7ty5M3PmzCmfIC0IzUVAEiU6VcyHFnjcZet6Az2j+xBiCHXb53Da2ZG1zff71JBImigIQnPmd+2wwYM9F3Bs1aoVX3zxBUePHiUlJQVVVWnXrh09enieZCkITZ23OUGJwZ57UTwxpq5BKcnwuM/adSoG2cDA2MGsSv/Vbf+mzPUMSxjh871qQo3pjvnYcrftYoWYIAjNQa2ryHvToUMHOnToUFeXF4RGQdf1Koun+srThGgAe6vhOMNcc4uGxA/zGARtzFiPrutIkuTz/XylxooVYoIgNF9+F1AVBAFybNnYnO7JDC2KhShTtE/XkOyFmI/+6HGftesN5V8P9jI5OsN6luNFx3y6V015HQ7LOQBOrU7uKQiCUF9q3RPkdDrZtGkTO3bsICsri9LSUh555JFKS+HtdjuapqEoCiaTqba3FIRGw+t8oKBEn3tmzCk/IGnugZRusGDvOKH8+2hzNF0junEw331S8qaM9bQPC3zPqzO8NU5jaHkZjzKSakXJP4YW1Sng9xQEQagvteoJWrVqFePGjeOee+7hrbfe4ssvv2ThwoUUFBRUOu7bb7/lkksuYdiwYZSUlNSqwYLQmARiZZjZy1CYrcN4dFPlydBD4oZ7PLbOSmhIMprXzNFiSEwQhKbN7yBo3rx5PPjgg5w6dQpd14mIiED3Ul162rRphIaGUlJSwi+//OJ3YwWhsal14dS8k5jObPS4q+JQWJkh8Z6DoOTc3RQ56iZ3j5gXJAhCc+VXEJSamsqzzz6LrusMGjSIH374gY0bPb+Qgyub9JVXXomu66xbt87vxgpCY+OtcKqviRLlPd943K4FJ+BIGum2vWtEN6JMUW7bnbrG1qwtPt2zplQv5TMUsUJMEIQmzq8gaM6cOaiqSocOHfjoo4/o2LFjtecMHDgQgH37xKdHofmo1XCYriMnew6CbF2mgKy4bZcl2esE6boqqOp1crSoJi8IQhPnVxC0fv16JEnizjvv9Hmic9u2bQFIT0/355aC0CjVZnm84ewOpJwUj/us3dyHwsoMifccBG3O3IDzguKrgaDGdEWX3F8qlOKzSKXZAb+fIAhCffErCEpLc1XNrkkCxJAQVwHIUi8VsQWhqbFqVnJs7kGAhESLoJbVnu+tTIYjtieal7pdAANjByNL7r1EufZcDnlYOVZrhiC0SM8rz8S8IEEQmrJarQ6z2dyX9XqTn58PnA+GBKGp85YpOtYSh0kxV32yZsN8eJHHXTYPE6IrCjWG0Suqt8d9G+t7SEwEQYIgNGF+BUFxcXGAa4K0r3bu3Am4ymoIQnPgrXq8L/OBTCd+RbbluW3XJQVr58nVnj+0npfKe6soL8pnCILQlPkVBA0cOBBd1/nhhx98Ot5qtfL1118jSZLXmmOC0NR4nw9UfaBvOeClTEabS9FD4j3uq8jbvKCD+fvJseVUe35Nad6WyYvJ0YIgNGF+BUHXX389AGvXruXXX91rGVVUlkH6zJkzyLLMtGnT/LmlIDQ6/q4Mk0pzMJ3w/HdT3VBYmXahHYi3JHjctyXTe7oKf3kbDlNyU8BDtmtBEISmwK8gaMCAAUyePBld13nooYf4+9//zpYt53OUHD9+nA0bNvD2228zfvx4Vq5ciSRJ3HbbbT4tpxeEpsBr9figqnuCzCnfIzkdbtudpjBs7a/06d6SJHlNnFgX84KcwfE4g2Lc2+FUMeQcDvj9BEEQ6oPftcNeeOEFCgoK+O233/j888/5/PPPy2slzZw5s/y4sizSV199NU888UQtmysIjYfX4bCQqoMgb6vCbB2vAUOQz/cfGjecxScXuG3fmrUZ1alikGtdGvA8SUKN6YHp1Bq3XUrWPtS4XoG7lyAIQj3xe3WYyWRi9uzZvPDCC7Rp0wZd1z3+a9myJX/72994/fXXkWVRtF5oHpy6k7TSNI/7WgZ5Hw5Tco9gPLvD4z5bFbmBPOkXcwlG2T1PV7FaxN7c5Bpdyxdey2eIeUGCIDRRtf6oOG3aNKZNm0ZKSgp79uwhOzsbTdOIioqiR48e9OjRw+dq2oLQVGRbs3A47W7bg5RgIkyRXs8ze+kF0sJa42hZs0UDQYYg+sdcwmYPc4A2Za6nb0z/Gl2vOt5riIkVYoIgNE0B6y/v1KkTnTp1CtTlBKFRO1PqZT5QcCvvQb/u9DoUZu06FTxkZa7O4LhhHoOgjRnrua/bH2t8vapUWUhV10F82BEEoYnxa3xq7ty5zJ07l82bNwe6PYLQJJwprvnKMOOZjShFns+zdb3er3YM9TI5+njRMdK9DNf5S4vshO5h+E225SMXBfZegiAI9cGvIOif//wnL774Inl5eQFujiA0Dd6qx1cVBJkPeCmT0WKA17IU1UkMbkWbkLYe923KCHDiRMWIGt3F4y4xJCYIQlPkVxAUEREBQFJSUkAbIwhNRY0TJTpKMR9Z4nGX1cfcQN54S5xYF1XlRdJEQRCaE7+CoLLSF6InSLhYeUuU6K16vPnYj8iOYrftumLC1mlirdoyxEsJjR3Z27AFOJFhlfOCBEEQmhi/gqArr7wSXderzRYtCM2Vt0SJLb30BFkOei6ToXe+Ct0SVau29I7uS7Ah2G27zWljZ/b2Wl37Qt6CIEUMhwmC0AT5FQRNnz6dpKQkvv76a9auXRvoNglCo1aiFpNnz3PbLiOTENTCfXvxWYyp7kkGAZy9b651e4yykQExnpfXB7qgqhrjJQjKP4FkLwrovQRBEOqaX0FQaGgo//vf/+jQoQP3338/Tz31FBs3biQvL688Q7QgNFfe5gPFBcVjlI1u282HFiLpTrftTksUesexAWlTVfOCAvk3qVsi0ULde7skdJTsAwG7jyAIQn3wK09Q9+7dy7/WdZ358+czf/58n86VJIl9+8T8AaHpOuMlCPK2MszbUJit82QMiglQa92mwXFDPW5PKz1DavEJ2oS2q/U9yqixPTwu9Tdk70NtOTBg9xEEQahrfvUEVSyLceH3vvwThKbMa+FUD/OBlKx9GLL3ezy+tqvCKoq1xNEp3PPy9UAXVBWTowVBaC786gmaMWNGoNshCE2G1+XxHqrHWw547gVSozqhxvcNaLuGxg8npeCQ2/ZNmRu4scOtAbuPKJ8hCEJzIYIgQaghb8vj3YbDnCqWQ+5V3uFcL1CAy0wMiRvGZymfuG3fnbOTYkcxIcaQgNzH2+RoQ/YBcGogKwG5jyAIQl0TZd0FoYZ8TZRoSl2NXJrpdpyOhK3LdQFvV7fIHh6Lt2q6xrbsLQG7jzOiLU4PAZWklqIUnAjYfQRBEOqaCIIEoQY0XfNak+vCHEHeKsY7Wg3HGeYls3QtKJLCoNghHvcFNHu0JKPFdPe4y5AphsQEQWg6RBAkCDWQac1A1d1Xc4UYQgkzhpV/L9kKMB/90eM1rN0CNyH6Ql6XymduwOlhmb6/vCZNFOUzBEFoQvyaE1SRruvs37+fAwcOkJubi9VqrXYFWF3NKTpx4gSTJk3CZnOVCnjxxReZOnWq1+OLior45JNPWL58OadOnUJRFNq1a8fEiRO57bbbMBrdc74IF7eqhsKkCnN8zEeWInkoWaEbgrB3GF9n7RsUOxQZGSeVA54cWzYpBYfpEtE1IPcRK8QEQWgOahUELViwgLfffpszZzy/MXhTV0HQc889Vx4AVSc1NZW7776b1NTUStuTk5NJTk7m+++/5+OPPy4vFisI4D0IunBStNlbbqAOV6ObQgPerjLhpnB6RPViT+5ut32bMtYHLgjyNjlarBATBKEJ8Xs47LXXXuPJJ5/k9OnTPuUFqus8QYsWLWL9+vU+Vba32+08+OCDpKamYrFYeOaZZ1i9ejUrVqxg5syZyLLM3r17eeSRR+qkrULT5UvhVLkgFdOZjR6PC2RuIG+GeimouikzcPOC1Jhu6LivblOK05GsuQG7jyAIQl3yKwjatWsX77//PgAjRoxg4cKFLFjgWgosSRL79+9nw4YN/Pe//+Xyyy9H13UGDBjA2rVrOXAg8Kn18/Pz+de//oWiKMyaNava47/55hsOHz4MwEsvvcTtt99OQkICSUlJzJgxg0cffRSAdevWsXLlyoC3V2i6fEmUaDnkOXu6FpyAI2lknbSrIm/zgvbn7SPPFqAAxRiMFtnB4y4xJCYIQlPhVxD05ZdfApCYmMj7779Pt27dMBjOj6xJkkRUVBSjRo3i3Xff5a9//Svbtm3jd7/7HXa7PTAtr+Dll18mOzub22+/nW7duvnc/h49ejB+vPv8jLvuuovo6OhKxwoCVFUy41wQpOuYvSRItHW9rl5y6HQI60SsJc5tu47OlqxNAbuPSJooCEJT51cQtGPHDiRJYvr06ZWCH29uvfVWxo0bx8GDB/niiy/8uaVXW7duZd68ecTFxfHQQw9Ve3xqaiopKSkAXHXVVR6PMRqNjB3rKmy5YcMGSktLA9dgoUnz1hNUNifIcHY7hvxjHo+pj6EwcH0IGRLnuTcokCU0NK/zgkRPkCAITYNfQVBGRgYAnTt3Pn8h+fylHA6H2zmTJ09G13WWLVvmzy09cjgcPPvss+i6zqxZswgNrX7C6d695z+l9u3rvWxB2T6bzVYeNF0sTp9OrfLfxarIUUiBo8BtuywpJFgSALB4yw0U2wstpvpeykAZGu95XtDWrE1oztoXbAWxQkwQhKbPryBIVV0vojExMeXbgoODy7/OyclxO6dFixaAaxl7oHz44YekpKQwfPhwrrnmGp/OOXbs/Kf0qiZRV9xX8Rzh4uVtZVhCUAKKbADNhvnwIo/H2OowN5Anl8QMxCi7p3godBSyLy8ww1VecwXlHgYt8MPegiAIgebXEvno6GgyMjIoKioq3xYTE4OiKDidTo4ePUpCQkKlczIzXeUDiouLa9Hc806ePMns2bMxGo0888wzPp+Xm3t+YmjZvB9PKu7Ly8vzq41Nma7rHMy2cSjbRqnDSZBRpkuMma4x5oZuWoPxujLsXOFU04lfkW35bvt1ScHaeXKdtu1CQYZg+kT3Y1uWe7mMTZkb6B1d++KtzpAWOC3RyNbKH3okpwMlNwXNS5AkCE3Vrl3bAAgKMlJa6j7i0bfvgPpuklBLfvUEderUCYCjR4+WbzOZTOXbly5d6nbOokWuT8jx8fH+3NJNWU6ge++9lw4dPK9S8aTi/B6z2fsbusViKf+6pKTEv0Y2Qarm5MfDBTyw5BTP/pbO3F05fLknj7m7cnj2t3QeWHKKebvOoGqByz7cVFRXM8xbxXh7mzHowe4Tleuat6XyAZsXJElicrQgCE2aXz1BAwcOZN26dWzatIkbb7yxfPuECRM4ePBg+UTl8ePHU1payvz581m2bBmSJDF69OhaN3rx4sWsW7eOVq1a8eCDD9b6eoGiKBKRkcHVH1jj68p1ct0LFdtUHvx0G3tO52FVK+dzUp2gonO2WOWNVUf55XA2H04fQIi51knHm4xsLcPj9vYxbYk0lWI48avH/colt3h9/Orysb2y4+W8s/8Nt+1HC1OwGgtoEdKi1veQW/WBU2vdtocUHiKoHp6zjVl9/d0K9ScoyDXELEly+dcVice76fHrHeyKK67gjTfe4LfffqOoqKh8QvIdd9zBN998w+nTp5k9ezazZ8+udF54eDj3339/rRqcn5/PSy+9BMDTTz9dqcfGF0FBQeVf22w2r6vbrFZr+dcV5ztVRdN08vIC32sUGRlcJ9etSNWcPPjtbvalF2LXqk5oWepwsutUHnd9vJnZ0/pgUC6OEnTHcz3PZ4uS4rBu+5owp3v3uNMURm78peDl8avLxzacOJKCW3OqxH0y+y9HfmVimym1voc5rAvhHrZrp3eTX8fP2cauPv5uhfpVNgTmbThMPN6NU1xcmNd9fr17de7cmblz5/LOO++UT5IGV4Axd+5cLrnkEres0Z07d2bOnDnlE6T99c4775CVlcXll1/O5ZdfXuPzo6Kiyr/2NIHb077IyMga36epWbQnnQNni6oNgMo4NJ0DZ4v4fk96Hbes8ThT6j1RorehMFuniWAI8rivPgz2kjgxUENiVZbPqKPs8IIgCIHi91jG4MGDPW5v1aoVX3zxBUePHiUlJQVVVWnXrh09egRmkuSpU6cA+PXXX+nateo6SLNmzSrPIL1ixQqSkpJo3759pWu1bt26yvsAlc5pjnRdZ+6WU1jVms3zsapO5m45xXV9WlYqHtocaU6Vs6VnPe5LstswZuz0uM9WT7mBvBkaN5z5x79x2749eyt2zY5JMdXq+lpUJ3TZiHRBL5hsy0MuTsMZmujlTEEQhIZXZ+MYHTp0YNy4cUyYMCFgAVAg9OzZs/zr3bvdi0xeuM9sNpdP+G6udp8pILfEvyXNOSV2dp9xz53T3Jy1nsWpa27bw43hxBzxnPtKC2+Do+Wgum5alfpE98OiuPdEWTUru3J21P4Gigk1uovHXYas/bW/viAIQh1qcrNaZ82axcyZM73uz8jI4L777gNg5syZ5Zmfy1altW7dmk6dOpGSksLy5cs9zlFSVZUVK1YAMGzYsErziJqjvemFqE7/hi5Up86+s0X0bRUR4FY1Lt6rx7fymiDR2mUqSA07X8qkmBgQO5B1Z9e47duUuYFBcUNqfQ8ttgdGD6vBDFl7sbcbW+vrC4Ig1JUmFwR5G74qExZ2fgJUYmIi3bt3dzvmlltu4YUXXmDv3r0sX77crXzGnDlzyM7OLj+2uSuxa6g+zgW6kKrplNgDk4G4MfNWLqMVJpQizwGStev1ddkknw2JG+Y5CMpYz4wef6r19b3NC1JE5mhBEBq5JhcEBcKNN97IV199xeHDh3n88cfJysriiiuuQFVVFixYwLvvvgvAiBEjGDNmTMM21l+6jiF9G8aMnUj2InRTKI74fqgtBsAF83eCTQoGRcLhRyBkUCSCTc3/aeQtUWKboiyP2x0tBuKMbBxzyYZ4yRd0uuQUp4pTSQqp+oNFdbzmCsoWQZDQyDidmPd9gfnkb+Wvi7Y2l2HrcSvIF8cqV6Gy5v/u5YHJZGL27NncfffdpKam8vzzz/P8889XOqZnz5689tprDdTCWtAcWPZ/RfCO2UglWUi6CpoDFCO6ZEAPjqWk/4NYu98MiivPRc8WYSiShIOaB0GKJNEjofqabU2dt+rxbTMPetxeX8VSfREXFE+HsE4cLXSvgbcxYz03tL+pVtf3Wj4j7xg4SsAocqcIDcxeQthvf8F8ZAlcMLfPdGw5YaufwtZxIoWXvQIm8XytT7qus/tMAXvTCymxawSbFHq2CKNPYni9LLi5KIMgcA2rLVy4kE8++YTly5dz6tQpZFmmXbt2TJo0idtuuw2j0T0ZVqNmLyZiyXQMmcnIamnlfZodCTsUnCR03fOYDy0gf+KnYAqhR4swP8Kfc5fVdTrFhtS66Y2dtzlBbWzuZWB02eRaGt+IDI0f7jEI2pRZ+yBIt0ShhbZEKUqrtF1Cx5C939X7KAgNpTiDmM9HIzmK8PqWqmuYUxZhOrGC7NtWQ0hgKhtcFGow6lCRqjlZtCeduVtOkVtiR3XqqJqOQZEwyBJRwSbuGJTE5F4t6jQXXbMLgpKSkjh40POn8wuFhoYyY8YMZsyYUcetqgeag4gl011PxGqKV0pqKcazO4lYMp38yV/z9pqT2Gq4PL6MQ9OZtWQ//5nSs9kmTdR13etwWJLqPh/K3v4KdEtkHbeqZobGDeeLI3Pdtu/O2UmpWkKQoXafftXYnm5BELhWiIkgSGgw9pLqA6BzJABHETGfjyb7ru2iR6g6fow6lCmxazw8P5kDZ4vcUrM4NB2HplOab+X1lUf5cX8Gb0ztTbBJqZMfo3m+a12ELPu/wpCZXG0AVEZy2jFmJnNoxQd8sc3zG7yvNhzP5e8/HUJvpsnxCh2FFKtFbtsNuk6C6r5svjENhZXpHtmDMKN71lSH08H27K21vn6VSRMFoYGE/fYXnwKgMhIgOYoIW/l/ddmsps9eTMSimwhZ9zxKwUlktQRJsyOhI2l2ZLUE5dyoQ8Sim8B+vsdc1Zw8PD+ZfemF1eams6pO9qYX8vD85DqrV9nseoIuSrpO8I7Z7kNg1ZDUUlof+gh4DXx+mfDsh30ZxIaamTGqcUwGDiSvK8NUlQs/mzgt0djbjKnzNtWUIhsYFDuUX9N+dtu3MWM9IxJqV9NPTI4WGh2nE/ORJTV+ZZMA8+EFyMXpYDCjK65/KCa65RWgy0Zkkxm7JuOUjThlE07JiFM2YDaloEV2QPUhP5hkL0RHBsUEsqHKoaNGpRajDijGWlUnmNo38MlXRRDUDBjStyGVeF6lVJ0Y8rlEOsx2vXLCO5MMkiTh1HVUJxhkkCUJScKtuGqZOZtTiQ0xcfMlrfxqS2PldSjM4T4UZu082fWi1ggNiR/mMQjalLkBXddrNQlR81pNfj/ozgbPlyRcfMz7vnCbBO0rCTCd2eC2Pam6E4+Atds0Cn0IgiIW344xfRsAOlJ5wIVsQldc/1BM6AaL63+5wjbF7Dr+wm2KCXvby1Dj+1Z7fyV7f/m9UMruaT4flHnhz6iDISOZzPWfsClqEu+sOdaoqhOIIKiR0nWdvXl7OJC3D93gQFKNdIvsQc/IXm5PAmPGTtd4rB8MaPSVj7BdOx8EtQg18PIVLTlTpHI420ap6iTIINM5xkyHSBP/2VLAxhO5Hq/3n9+OEBNi4squcX61pzHyNina03wgW7fGNxRWZnDcUCQk9AumwWdZMzlamELH8M5+X1uLaIduCEZSKxeQlNQSlPzjaJEd/L62INSUXJBK8O7/Nci9ddnHD0EVgggJHVQrkmqt4gTfOIOiqw+CdJ2or8a57utptySXB1ZlgZGumEA2ouQdQ3LWrMKArJUSsnM2f7N3wd9Rh7LqBIFOzFtlEHTmjOcX/9pKTBT1hLxRnSpLUxfz9dHPybXnojlVVF3FIBlQZANRpihu6nAbE1pPwnAuWpfsRa4JaX4woBHC+T+8EJPCGzf0pUNMCN0BT/l+X2qp8uA3u9l/1n2ejA48u+wAUUFGBrSOKA/kyibfegvkGrMzxe5V2AFaX9ATpEZ2Qo3rUx9N8kuEKZLukT3Yl+c+T2djxvpaBUFIMmpMN4xnt7vtUrL2iSBIqHNy0RnMKUswH/7eay2/+qD72BPsa09KjfkShDlVrwEQgKQ7AxaUlYmVPI86+KquqhNUGQSVlZwIJEmS2LdPzBPwpFQt4Yktj3G44CBWrfKTz6E7cGgO0kpLmb3/LVac+YmXBr1KkCEY3RTqmn3vxx+VikIxFsAVn78woRsdYqpe8h5iMvDadb343Vc7OZXn/kfi0FT+/NuHxLdaT5GWj+ZUcegqxioCuUbLXkzGyZ9xm/yDh54gzerKi2NqvCkDhsQP9xgEbcrcwG2d7qzVtdXYnh6DIEPWPuyNLGWA0DxIxRmYjyzBkrIYY9qWhm6Oi8Hs02GBDDAq8ikIq6sArAqeRh1qoq6qE1Q5UK/rep38E9ypTpUntjzGgfz9bgHQhWxOKwfy9/HElsdQnSqO+H7okn/BhIrCLmdHAP44qj2jOsb4dF5MiIm3ru9NdPAFuZQkG0Ft/4sUvZgsezpWrRSH7gB0HLoDq1ZKWukZZu9/i8c2zaT0guGTRuXcBMAzuucJ5xfOCVKKzxKxZLrfvXL1wVv26H25e8i359fq2mJytFAfpNJsLHs+JWLhNGI+GUDYmr82ngAIXMNHvqjhkJLv9/ccBKmak1N5pWw6kcvS5JN1cu+qXDjqUOPz66g6QZVXfPHFF6s8+YsvviA5ORmDwcDIkSPp3bs3sbGxAGRlZZGcnMy6detQVZVevXpx6623Bq7lzczS1MUcLjiIw8c/DIfTwaH8gyxLXcKkNpPRg2KhsOZP7Cw9gu16Z67uHs8dg6qd9ldJUmQQr0/txf1f76LU4QQ0gtp8jGI5hSRXHbFXDOReHfJWnfYI+ZuR1LL/K/TMZNKTYj3uv7AnSHI6MGYmY9n/NdZetwf0ZwiUzuFdiDHHkm2rPJHeiZOtWZsYmzjO72t7DYJEDTGhliRrLuajP2JOWYzx1DokPyc8+0qXZPInfobkdIBmcw1daXZOnziMrDswK040mw1JdyA77chOB7KuEhsZjhrXy7d7KBbXpGfN7hp+CpCThU6SD2ZyOq+U0/nW8n9nC6yULchKIIc7LQG7pU8qjjr4wyDXTXWCKt95rrvuOq/7nnzySfbs2cPIkSP5xz/+QUJCgsfjzp49y9NPP83atWvZunUr//jHP2rX4mZI13W+Pvp5tT1AF7I5rXx19DMmtpmMvfWlBO37tEbnq7rMe9okuieE8dSVnf2ap9M9IYyXr+3BnxbsRQ7fgmI+XW0AVKZSINd2So3vXZ1aZSQ9l3bgFA6cHn4v0ZpGiIdeTUktJXjHu1h73tYol7xKksTguKEsO7XEbd+mjPW1C4JiuqOfm3pdkVJ0Bsmai26J8vvawsVHshVgOvYT5pTvMaWuRnLWT6FmHbB1moyjjXvaiNP2bTidTjZmwvZcO1ZVx2KQ6BWjMDpRoX//6leFlcm9vUJRY6fqCoY0G5JmO/e1vcK281+XBWXJqVlkFRRRXFJCcUkJVmspOO3M/62UY/r+au9/wNkaM3ZMkooJB2bO/S9VPV/IX05JQWrZn5AMhWJ7zYPY6GATfRLDA94uvz5+//jjj8yfP58+ffrwwQcfIFdReC4hIYH33nuPW265hfnz5zNixAgmTJjgd4Obo715e8i1e15tVZ1cew57s7czOnVVjc81SE7y9GDGdo7FYvQ/G+fQdtE8M64zrxx+CUmp2VCQzWnly3OBXCAnS9c2I2lZ2oFTRs9/Ip6Wx5eRSrIwpG9DbTkwMD9MgA2JH+4xCNqcuQlN11AkP58LxmC0iHYY8o+57TJk7cORNMK/6woXD3sx5uM/Y05ZjOnEbzVehVSRFpaErcNVWPZ+iaSW+LQmSQd0YxiFY/7lts9qV/lgdylbM5xc2G+zM1PjiwNw5el9PD2uC5aaDtvIBpANOA1B2FSnT6/H/96xix2n/BvCPks0V9vdf0aAq7vF8cLVnTwHZaqNiB/uRCk5W+N7msJb8OCN04jfncbrK4/WaJm8xSBzx6CkOllQ41fyjq+//hpJkrjrrruqDIDKKIrCXXfdha7rfPPNN/7cslk7kLcPzc9POZqucfTAXBQ/hsIAXjT+j7W799R6rlbbxExMJv/m95wtyWJ75q5a3b+iQGQkNWbsRHKqnDJ4CYI8LI8vIznVBl2dUp0BMYMweJhDVuDI50Be7Yau1NieHrcbsqv/ZCpcpBylmFKWEP7j/cR+3Jfwn2dgPrbcrwBIC2lBSd/fkXv9InKmb6B45N/Ivn0tujG02r6NsgAo+7ZVbiUzsorsXP3+JjZ7CIDKOIHlB7O4+v1NZBV5b7tNdXI8u4R1R3P4ZsdpXlt5hD8v3Mstc7Zx6VvreHKJb38rrSLqZjzrdL7NtdDGFIIeFI0ztCXOiLZo0Z3R4ntRMuhPOA1BNbqmbgiipP+DIElM7tWCbgmhGBXfAhqTItE9IYxre7Xw58epll89QWW1udq1a+fzOWXHHjp0yJ9bNmulagkOP/P8OJwOjqetdduuAztMZnaZLVhlCHY66Wu30ddmr/SJKFIqZpbtdXafHkrfpGj/fgBcgZwkOfGnF9Wpa7y09le+nNzHY/2xms7pqXVGUt2JIX0bOO2keqmAXlVPEE4HksO9sGpjEWIMoXd0X3Zkb3PbtylzAz2jevt9bS22Bxxx72US5TOESlQrppMrMacsxnzsZ7f8UjXhDIrD1mkCtk7X4mg5yD0xZ0g82XdtJ2zl/2FO+d5zAkXJgK3TJFcP0AUBkNWucsPHW3wewim2a1z/v828MrknWcV2TudZOZ1/fn5OZhUBEsDpfN+mRQQ6CFIkaBFuoUV41RO7rd1vxnxoAcazO30KVHXFjCOuD9burkLNBkXmjam9vfbUV2QxyHRPCOP1qb3qrDalX0FQcbHrBT4ry/csxdnZ2ZXOFc4LMgRjlAznVlHV3MIQM4XxsTyWk0cLVWVBWCgfR4SRrphxouOUdGRdwoSTWE3l7vxCrissomxd1xBpH+t3zIakp/z+GWoTyCFpZBQVuqVF92dOj67rzN1yyr+MpJtTuSlsN6Gb/1O+oslbT1DrKnqCkI3oxsa7TB5cBVU9BUEbM9ZzT5f7/L6ut8nRipgcLWh2TKlrXHN8jv2EbC/0+1JOSzS2jhOwdZqEI3EoyNUMH5mCKRz3FoVXvIF53xeYT65EchShG0Oxtb0MW/dbwMuoxt9/OlTjOSwlDid//C65RueUOZ1v9SmDe6vImgdBERYDrSKDaBVhoVWEhcRz/7eKtJAQZsEg+9A7oxjJn/ipq3RGZjJSFeWadEMQjrg+5E+cW6mIarBJYfa0Pnx/7vU9x8Pre/S51/drG2MV+cTERI4fP87ChQsZPdq3mkMLFiwAoGXLlv7cslnrFtkDRTbgqMXS6hUhwawKDiJa0yiQZayyDBU6bp2SjhWJU7KRV6Ij+SEkmNlnMwk+Nww29OQH5KePR21xiV/3r1Ugpys4VGOltOj+zOlRZIl5u86QUWiraQMYI+/iEet3RC47WmmPP8NhumzAEd+vhm2oX0PihzH7wFtu21MKDpFlzSTW4l/Gb68rxHIOu3KTNNKSIkIdcaoYT63DnPI95qM/Itv8T8PgNEdg63C1q8en1XC3yuQ+kWVsvW6ntOdtFNlUCqwq+VaVgpN5FJZ9bXWUb88rtrHueJ7fbfaHTXWSXeIgNqTqv5VWEe5DUgZZIrFicBNhqRT0hJoDtArXFEL+5K+x7P+a4B3vuqrIO1VwOlwfAmUDenDcuSryN3l8rAyKzNS+iVzXpyW7zxSw72wRJXaVYJOBni3C6N0yrF6S6vr1Gxk7diwffvghy5Yto2PHjvzhD3/w2lhd13nvvfdYunQpkiRx5ZVX1qrBzVHPyF5EmaJIK61ZAdQLqZJEhpc37Yqssswes4kHE+L4MD0DIyCjEf7zTHJvWu5KvlhD3SJ7uJ4DfgyHWdCwWxNJt1p5beVRruwWxxsrj7L/bGG1Q1pW1UnymQImfbAJq6r5PATmojNc3stjhm8ZIB/2sBdS/ZgYrQfHobYYUIN21L/WIW1pGZzosSTI5syNTGg9ya/rOkNa4jRHItvyKm2XnHaU3BSvNcaEZsSpYTyz0TXUdWQpsjXH/0sZQ7F3uApbp2uxtx7lFkSrmpMCm0pBqUr+ueDFFcC4vi60Vt5eUOHrxpyx7nReabVBUNuoIO4Z2uZ8sBNhIS7UjOJLb04gKEasvW7H2vM2DOnbXPMoHcXoxhAcCf1REy7xaYWsJEn0bRUR8EzQvvIrCLrvvvtYtGgRWVlZvP322yxdupTJkyfTu3dvoqOjkSSJ7OxskpOT+f777zly5AgAsbGx/P73vw/oD9AcSJLETR1u470Db9V4mby/7LLMPrOJhWEhTCt0DVEqBScIXf00hVe8XuPraU4Vu58rOWI1lSvsR/lK78CX20/z5XbPBUu93luHAlvNhuIGSQd4zPgtQ2XvkxBzZZkSD13kJqdOvOa5e7ziBMDGTJIkhsQNZ+GJ79z2bcxY73cQhCShxvbAdHq92y5D9j4RBDVXuhND2lYsKd9jOrIUpSTD70upShBn4i7lYPRY9gUPIseuUHDYQUFyCvnnApuyYMafpdaNndkgk1dafY96RJCRB0e0q/sGVUeSUFsObLSrYavjVxAUHh7OJ598wr333kt6ejpHjx7ltdde83q8ruu0aNGCDz/8kPDwwK/zbw4mtJ7EijM/cSB/Hw6nD0NKOv7WoStnlWX+FxHODYXF5ZeyHPwOe5tLsXXxniPqQofyD/L0tsf9aoPF6eTe/HwGK0v4ShtLrX+oavSTUnjU8C2jlerH670tj2+lqh6XVWqSidLoXuUTABu7ofGeg6BtWVtwOB0YZT+GG3CtEPMYBGXtx9bVr0s2Sbqus+t0fo2TdDYZuo7h7HZXj0/KEpTidL8vZdWN/OrszxJtKL86+2MtNsNxgLqpX9nQ4kJNFXpwgmgVeb43JzrEhNwcnh9NhN8DhB07dmTJkiW88847zJ8/n/x8z2O9ERERTJ06lT/+8Y+EhgY+22NzYZANvDToVZ7Y8hiH8g9ic3rvEbKg0M1WTD+rjS/Cw7HXovszW1HYZTbRz3a+Fyd01ZM4WgzAGd6m2vNPFh3n/7Y8QrFa8wnvJqeTnjY7UwqLsUtqrYrrVaendIxHDd8xVtnh8zm7FM/J/TzNByrRTSQ7O3D3yQcJ/XAbvRPD6d0ynF4tw+iWEIbZUHcT+/zVN7o/ZtmMzVl5DlWpVkJyzi4uifXvk533zNEXxwqxsgn9n207TXaRrWZJOhsB1alTZPUyvFTqIDRvL91yV9C/aCVRmv89PjbdwGpnXxZrQ1nhvIRiarbsuimICTFyVbf488FOhGv1VW3ysgmBJekBKOblcDjYu3cvhw4dIi8vD3AFP126dKFnz56YTBfHZEiHQyMvr3a1sFSnyrLUJXx19DNy7TlouobqVDHIBhRJIcoYyb1pR5ial40ROG1QeDg+loNmH+vVXMDodPJobj63F1ReqeFoMYC86+a5knh5kV6SxkMbHyDLmlnzG+s6/Ww23k93Tc626QZeUm/hY218za9Vha7SSR4xzONqxffaQml6NO+ok/kuEozxK9z235RfxKzsXFQUVBSy9Aje0ybxrXYpqofPFUZFomt8KL1bhp8LjsJoEe5a2REZGVzr50xtPLn1L2zMWOe2fVr7m3mw+0N+XVPJ3Ev0N1e5bXdaosm+Z1ejHyqsjaom9FdkMch0Swh1S9IZSDbVSaHVcW6yr2sIKf+CuTH5pa6vC23nJwUX2S4cYtLpJqUyUdnANfJG2ss1T5RXxqErrHH2Zok2lJ+dAynEcwqK5uKJKzpxfYUVr0LDiIsL87ovIFPFjUYj/fr1o1+/foG43EXNIBuY1HYKE9tMZm/eHg7m7UM3qkgOA90iezB452cE520uP76VqnFFSSkHTSa/3lxUSabYQ0+SMX0bwVtep2TInz2el23N4s+bH/IaAEm6TrSmUSLLlEqSe9skiVvyC8tXp9W2uF55u2WJdtFByDkpzFC+4xp5E7LkW5xfqESxqeUdfKaOZUe6FUxfejzugK0vr6mxFGNhl7Mj2/XOVDWM59B09qQVsietsHy+U3yoiV4twxncMYZOkZYG6y0aEjfMYxC0MWO930GQFt0ZXTa66i5VIFtzkEvO4gypm6RnDa1ikk5fJvSXJemcPc1zfixwDamVODRX4FKqUmA7v3KpoNS9p6ZisGOrYZqIC3WUTjNJ2cBEeSOdZP+HpVRdZr2zJ0ucQ1muDSKfxjEiEGxUCLcYXP+CjESUfW0xEm52fR1qVnjqhwM4/egqUCS4rnfzfK43J3VXtVKoFUmS6BXVm15Rvct7C5SsfQTtd39jDnHqGHQJ1Y8P2LoE+0xmbBKYL/hDD972Jo7Wo3AkDqm0vcBewOOb/8SZEs8TmCVd56XMbMYXl7DLbOKfMVHs99BTtTokmAklrhVxMjqjQtP4ASPH8v1LFWCQJWYNUri5dC7mooUoXnO7Vparh/J9yI1cdcvj9LWE0hfXm8+Da+dyyEMqkw22EazVajfBN6PIzq+Hs/j1sCvXlqfeooQwc53PHRkSPww8jFKlFp/ko4PvMyR+OD0je9WsHYoJLaqTxyzRhsy92JtpEORPks49aYU8/v0+kiKDPPfUWFU0f96B/dRWSmeivJGJyga6y6l+X8epS2xydmeJcyjLtMHkUDdzQSUgrGLwYjGcC2aM5QFORIWvK243+jgUufJwFssP+p4Tr8yVXeN8qqggNKyADIcJLoEYDvMkMjKYvNxiIhbd5HHC6XaTmbtatkL3sXCpJy1UlT/k5jOpqLhSZKyGJrL26tfZX5JKqVqCQTbw0+kfOVHkXh+qzDNZOdxYWFT+/Y8hwfwl3r0Se5jmZNXJU1ScflsU1pFH8qbxs6NPha06l0iH6ScfIYRSigli5wU9MElSJo8YF3CdsgbZxwrT+Xow/3NOYnPcDbx0/WC3YYmbfp1CptV9zsM14S+TmhHJnrQC8q11V9QxLtRUKSiqq96iu1fdyoni427bFRSMiokoUxQ3dbiNCa0nYahieLSisF8exnJwntv2oqFPUDpgRm2b3Ojous6Uj7Zwxsdsv41JkpTJNecCn97y8Vpda4uzC0u0YSzVBpOJ7wVzFVki4lzAElYevFQMWs711ARV+NpiINRsqPNJxFa7ytXvb6rRSrQQk8KP9w+peQ0xoU5UNRxW6yDI6XSyadMmduzYQVZWFqWlpTzyyCPEx8eXH2O329E0DUVRmvX8oEAGQRVLRThlmU5ZK5l0yPMKrM/VMfyzbS6yyb8irBW1tzuYmZvHpSWlLDyXeTrbaEaVJBy6hkTVqYAeycnlnvzK3SdFksSotkmoHl6sPkw7yxCre3LDlVpfXlJv5hL5MA8oi4mRCjCgYUTFgQEVhWw9nC+0y0mSMrlRWYVJ8u1FqkgPYo4+ge8tU5g6uKvHjKR2zcb45Zeje/hpl171KxbFgq7rnMwtJTmtgOQzhSSnFXAkq9ivrnNfGGSJbgmh5ROu+ySG17q3qFQt4c5Vt5Blq3pel1m20CWiKy8NepUgQ/XzOIJ2fkDouufdtls7TaLwqtl+t7ex2nU6n5nzkil11G4Iqr60IJtrlI1MUjbSTz5Sq2vtdHZksTaUpdpQcg1xrgAmyFi558XsedipLNAJMsqNesVcVpHd59IZISaF7+4eRGxo832va2rqLAhatWoVL7zwAqdPVx4WWbx4MZ06dSr//vPPP+fvf/87wcHBrFmzhuDg5jkZLiATo8tKRWxOpW3pHnqRQqizmOmGn4iWityOL9SDuMz2H/Ij92NJWAqy/1WXKwp2OlFx5RPy1e/y8nk41/MqwQcS4lgX7L7647b8Qp7I8Ry8OXXQkDFK3t9YdN33qVAO2cLW+BtITrqDjq2TqsxIerLoOHetvtVte7Q5hu/GLvZ6j2K7yt40V0C0J62Q5DONt7dIdao8tmkm+/P2ovpQ8sQoG+kW0YNXh7xVbY+QMXUtkd/f7H7PyI7k3rbKp/Y1JR+sP85HG0/WWQAcCHHkMkHZzERlA4Pk2tVwzArtxpnEq8hvMwFjTDsiLAbCLMZGuQoyUKx2lT9/s4ktZzWPA+2yBOO6xvHUlZ1FD1AjUycTo+fNm8czzzyD0+l6OkRGRpKXl+fxTWXatGm8/vrrFBUV8csvv3Dttdf6e9tmrcSu8ei8HfTKXMxX0vfEyK7eD5Osen2jf1udQhYRtGIULSOPcLTogG95hqprSw3HsqcVFPKQlwAI4LKSUo9B0G/BQfxfTq7HacWyBHI183p8CYB0xUxprzspueQPdAqOpVP1p3DGQyZlgMTgVlWeF2IyMLhtFIPbuoYC6rq3KPOCuUUG+dzconNBUVW9RUtTF3O44KBPARC4ivUeyj/IstQlTGo7pcpjvdYQyzsKjhLwUpi2KVGdOhuO5bAwOZ01R7LrIAOxjhx0EsWSiqTY0DUzmrU1ztI2+JJPS5GgrbmECcYtjNPX00vdg1yLVqox3bB1uhZbp4nokR1oCVxMRZAsJgO/723h3p5ONmbCjnQ7VlXHYpDoFaMwKlGhf//uDd1MoYb8CoJSU1N59tln0XWdQYMG8dxzz9GxY0e6devm8XiTycSVV17J/PnzWbdunQiCPFA1J/83bzNPZD1NT/k4wVL19a9OOmP5WLuaNlFBzJ7Wh7Cgvj7lGTLKJoySgRItMEN3sq7T1W53e1nWkZHOBTFjSkr5u4dzzxgNHDIZ6WqvfeB2IV02Ye15KyUDZtR4RZKnchIALYNrttxVkiTaRgfTNjqYiT1dbSi2q+xLLyT5TCH7M4vZcTI3YL1FqlNnb3ohe9ML+ercNk+9RSZF4uujn9c4Q7nNaeWro58xsc3kKocv9KBotJAWbgn0JHQM2Qf8rlHXGKQVWPk+OZ3v96STUU1FcP9oGCO3YIpZhWQoBjQkSQMUJBSMhNNWmkDXoMuJCra4TQqOkopJSF9BxLElGE+vR3L4n1VZjeqErdMkbJ0moUXXTQ6vpkaWZca2MzI8ofn2el1M/AqC5syZg6qqdOzYkY8++sineT4DBw5k/vz57Nsnqkl7snj3Kf6c9TS9pCNYJN/eEG2YiLAYee/GPsSFulZfvTrkrarzDJmiubnD7VyddA1bszbz0aH3OVqYUqu2OyWJTyLCufFc5mndEEzhqOfJz84gPuUzDLYc4nSNnjY7e83uz5VlvW+g08FVKEWByQ6rywas3W6iZOBDOMOq7rnxxtvKt5ZBtc/5EWIyMKhNFIPaRBEZGUxubnG99xa1a5lBVni2X9fLteewN28PvaJ6V3mcGtvDYxZhQ/a+JhcEqZqT1UdzWLg7jY3HcwPa62OQJa7r3YKuCaFYTCrfpD3PaesR7G4fZDR0NOxkcVL+BotlFw8OcM3RkmwFmI79hDn5e0ypq13FLP2khbfF2vlaV+AT071Z53USBL+CoPXr1yNJEnfeeafPE53btm0LQHq6/6nVmytd18ndNIce0nGfAyCAVlIWU+VVxIaMKt/mKc9QiVZCsBJMt8ge9Kiw3HlYwgiGxA/jtzO/8PHh/3p94/dFWebpnmFdKbzqHbTIDliAgpEzy4vrjcjbzN7iPW7nrlazuO3WVQTv+oDgrW8iaTWtAu+iA/Y2l1M0+gWcEW39/lkA0rz8LhJD/AuqqlJdb5ErOArc3CLVqXOi5CDmUBXJjw+zmq5xMG+fD0FQT8wnfnXbbsjyXq+tsTmVV8rC5HQW70knpyTwvZUACWFm/jK2E5qu8dimmZyyHsZRTR0+m9PKgbx9PLn6Lt63hhJ8YiWSn7X7ALSwJGydJmLrdC1qXG8R+AgXDb+CoLS0NAB69PA9V0pISAgApbWslN6YORx2duzYVOPzjuRp3KLO92kIrKJgyc5t2gLmrRxLx0jX8u6goBC6detVKc9QVWRJZmyrcVza8nL+b80j7CjeVuP2A6hAstmCPeEG8o5lAheuNupNeFAMeAiCDhcc5Nddq4hShtKncx4JBz4qH0arCadk4JjclpNH04HaBdtHczyvmCk6lceODO+PcdeuvQgODqnx/bKyMkhNrZx2wAD0N0P/dqC3lckoNXI0X+dogZMj+TqnizytXfONpNjAx9V0F1KdqttQ6pEjBykoyKu0LaHQSF8P51tPbPTr76Q6MTHxtGnT3q9zK7bH4dTZmelkzRmNA7l1O9PZJMOYFg527tzMoaAUDhccrDYAKm+n7uBgyUmW5uQyzY8AyGqK5mzMcNJjR5Af2tkV+JwuhdObqz/Zg/79h1R/kAcnTx4jO9v/8huBEB4eSceO/hW2KyzMR9ddr1d18bz2RevW7YmNja/+wAuUlBRz8KD7a3J969WrP0ZjzVfTpaWdIj29+g/v48Zd4XVfraaw22y+v2mX1RYrC4aE85xZB4ihwK9zY8hHzzoAkT1r1QaDbKCVqRU7irb5VcNUlSSKZYXw4uPkRfTyeEwLQ0uilWhytBy3fXutexkZMvLcJ1D/3nhkXUOp4RwXT3RdJ0fzPFQUo8TU+vr+kCSJhGCJhGAY1tIV8FpVneMFOkcKnOXBUbGPnRW6ZgZd8SsQklDILZKxqc4qVwMVhrTzuD2s+AToTvzqhqpDacVO1p5xsiFdo8iPTh+LAmYFihzgS75EgwRtwyRGtFTQdZ2Fp7+r8RwtT0WQq2IzRnI2ZijpsSPJC+va6B4DQahvfgVBcXFxpKamkpqayoABA3w6Z+fOnQC0ahX44YSmrqU1BQP+fSo3oNHCegSoXRAEYJEtGJBQ/QhCDLpOiFOtMgiRJIlell6sLl7ttm+vNZmRISNxGoNBMYJW80+2TsmAplhqfN6FCp2F2HX3+xsxEibXTeZbf1gMEt2iJbpFu97IdF0no1T3qbdIs7YGFPDjeac5ZT5fL/Plb+voGh9Kr5ZhJChWWhp1oi2UD7eWWFqgyWaUCwq0GpxWgmwZlFoaPnO01aHx6+EsPttm53C+f8F3pwiJUYkKl8TL6Dq8ucvByUIdexWdmSbZFQDN7GvEIEscsx8jz+F9dWVVPBVBrshuCD8X+AwnN7wHSKJ4pyCU8SsIGjhwICdPnuSHH35gypQp1R5vtVr5+uuvkSSJwYMH+3PLZi0EK0b8m+/hqrkVmCHGtub2KP4GQUAPu1ZtENLT3NtjEHTEfoRSZyklUT3QJQMSNQ+CdEkmP9SXBfBVy/bWC2SIadQJ3arqLTp6rrfoyLneImdpG3Q1BMnkx+9ZDcVZ2gYn51eilYkwQYcImY4REu3DZQYFtSGq+LDbNcKKj/kdBHnrgc7Pz+P06VRatWpd7TVSMotZmJzG0n0ZFNpq/rcXYoRhLRRGJsokhlTuTXm0v5F1aRo/nXSSb9Nx6qDqrp4fWYJwE1zVVmFESwXDubp9qY6TaD6mKriQCuwxmysFQQ4lhLMxQzgbO4Kc8F7oPmb6FoSLjV9/Gddffz3z589n7dq1/Prrr1x++eVejy0tLeXRRx/lzJkzKIrCtGnT/G5scxUaHIwj34DZj0BIRSEkOJhALHbvYO5AmByCTfdQMKsaMZpGH7vG9mqCkPam9gRLwZTolVusoXHAtp/2LSeiB8dCwckat8FujCQ/zL9x/YqyVc91gqIbaCisNqrqLdpUOoZU5xKQazb2oxZ3wtuYab4ddmQ62ZEJoBFtbM0tiqcg6DgZMcNq+NOcp+twrBBOFIFNcw1DdYvTGBTlPYAvdWj8fCCThclpJKfV/DkO0DVSYlQrhf5xMkYPhYfBtdrr0lYGLm8jcyhH5XiBE6sKFgO0C5fpEC6dD6Z1jaiCfYTlrUUzOvwsgixRLEuoShAZ0YNJjxlBdmQfdNlY/cmCcJHzKwgaMGAAkydPZtGiRTz00EPcfPPNXHXVVeX7jx8/TmZmJtu2beO7777j7NmzSJLEbbfdRseOHQPW+ObCENsJLV0BP4IgTVIwxta+9wNcPQmXhl7FD/nfYvXyAu+JxenknvwCHD4EIYqk0N3Sg22lW9327bHuYbw0iZL+DxKy7nlk1fceLqchiGOtpgRkVYu3nqBYQ9MLgi5UsbdosD6C2dk7OelIRavBc88Ylow9ayy6GlHtsXudbV2jbhfITj/Gcl2lQ4RM2zAJk+Lb46Y6ddamwS+nofDc3BtNdyUG/OFkCZF7T3H3MAOTK5RCOXC2kAW701l+IKNG9Z/KhBlhREuFEYkyCcG+z6GRJImOETIdIy44R3cSWbCfFlnrSMjeiNmRx4HwMAxRkTj8ePoakMmNvYyV3W7GKYtSDYJQE373kb7wwgsUFBTw22+/8fnnn/P555+Xf7qZOXNm+XFlVTmuvvpqnnjiiVo2t3nKD+uGVYkgWKv5ColSQwT5YZ6TVPpjSMhQ9hau4IgzB4cPgZDJ6aSnzc6kYpUj7ab4FIT0MvfyGAQdsO1HdapYu9+M+dACjGd3+rTsV1fMOGJ7cSbee49kTXibFN0Ue4KqokgKv4++n//mfMApRyoOfOsRkgylWBK/pvTk74Cqg4J9Ts+pChIdJ5h3RAM0FAlah0p0iJDpECHRIVwmpsLcojJWVT833wa3+TaaDpoGZ4tVXl95lB/2nuXKrnEs3ZfBgQz3cjPV/oxAj2iJkYkKfWPl8mErv+k6EUWHzwU+67HYKy8O6G2zYUDH4ceqBFkxExU5SgRAguAHv4Mgk8nE7Nmz+fbbb/nwww85ceKEx+NatmzJAw88wE033eR3I5s9SeJ06ykEHZ9DEL6vuCvFxJnWUwKa00ORFO6Me4wvT/+VQwYVaxXlMyznAqC3MvIoCenocxDS1dwNAwbUC3ofrLqV/UX7aK20I3/ip0QsmY4xMxmpih4h3RCEI64POVd/iH6wdvWQymSpjWtlWF0yy2YejPkDm0s28VvxrxRTfD7BpmRA1VWPRWQNIUcxxazGnj2myusf1D3Pz0mSsginiAJC0XQ4XqhzvFDj11Ou/eEm6BjhGjrqECGTFAJv7VY5XqCjVjNlzao6SU4r9GvIK9IEIxJd83Vig2of+IQVHaFF1jpaZK8nqIoitX1tdmI0jVM1LFcDEGmKpJ2xXS0aKggXr1rPlps2bRrTpk0jJSWFPXv2kJ2djaZpREVF0aNHD3r06NGoJ5M2FuktxpKYtRqlKAWTD0MTNowUh3UkPWFswNtiMoRwZ6u/ceboC3xlKSFHkVFxzT0w6DoGXHOA7skvYFKxSklIR3b0eMrnyZdm2Uxnc2f229yT5m3L38I4JoAphPzJX2PZ/zXBO95FKslyZcF1OkA2ossG9OA4Svo/iLX7TegBrFzpdXm8ITZg92hMFElhWMhwRkWMRkoyVUqwaVbMvLbn3+ge8jYFJ/zMPX0vJzM7gW3HMzmR7z6lvpggjjkTaC+fdTu/u5TKJt1zraWCC+YWgat3pi6y9sgS9IqWGdVKple0jFKbXh9dJ7TkxLnAZwPB1jSfTpOA6fmFvBQThV6D10uzbOG6xBuQSsVrrCD4o1ZV5IXKal1F3l5M+OLpyBm7MVZR+8shW3Am9KFg4qdgqsO8S5oD876vOLxnNvucRZRIOsGaSm+7k96qDhWCEJSaTcJccnIh/9nzstv2eEsCX142v3LgrOvlWaclRzG6MQRHQn/UhEsCntnWqlmZsNxzj9aPV/2GSTEH9H6RkcG1e87Ug08Pf8zHh//rcV+r4CTeH/kxwYYQSuyaK8v1uQzXyWmF5JU6eNf4OhMU9wR8f3NM52NtfF0336sWYWYm927BpF4tSAir3eOq5BzGnPI95pTFGHL9K0PzSXgYr8ZE+Xy8UTbSPaIn/x7yJgax+qte7NrlSiYbFGSktNR9+LhvX99Sxgj1K+BV5Lds2QJA7969sVh8y8tis9nYvXs3AIMGDfLnts2fKYSCKa7eD2nHu1CcCU4VWVdxSgaQDRASh7X/H/wKPGpMMWLrPZ02vW6nwwVBSEEtg5Bh8SMB9yAow3qWwwWH6BJRYYK1JKG2HIjacqCfP4jvvBVOjbXEBTwAaipu7XQHW7M2k5y7y23f6ZJTvLX3Nf6v79MEmxQGtolkYJtIwDUf8FSeFWnDJXDMPQjqLtV8BWBtKbLE6I4xTOndgiFto2rV66PkHcWcstgV+GQf8Ps6OhI5rQbzoSUXqvjwU5FZttA1ohsvDvq3CIAEoRb8+uuZPn06sizz/fff06mTbyuTzp49W36eKKJaBcWItdftWHveVt77EaTYsWqmOuv9qFYdBCExlli6R/Zkf95et33rz66pHATVI29BUGLwxZvkU5EUnuz3LL9bcwfFqvsk4+WnlzI4biiXJVZOTS9JEq2jgjB1HwLH3nM7b3DQKSJVI3kePlEHWlKkhcm9WjCxVwtiQ/yfQCwXpLp6fA4vxphVu3IDjpaDsHaahL3jNbyfOp/8o596PE6RFJy6060I8vjWE0UAJAi15PdfkL+jaGL0zUcVAg9zZDCljXzIxB8j4kd5DILWnV3DXV1+1wAt8l44NRDV45uyhKAWPNb7/3h+xzMe9/9nz8t0j+pJi6CWbvvUWM81Bttqqfx03wBOFWokpxWw+0wBe9IKScks8qnshK8m9Uzg6au6IPv54UEuOoM5ZQnmw99jzNhZq7Y44vth63wtto4TcYa5nlOZpRnMO/61x+M7hHXi6qRrKPVSBFkQhNqpt48RTqdrYqWiiJTtgsvwhFF8eMi9h+BI4WHSS9M8vqHWtTPeqsdfxD1BZca0HMvmzI38eOoHt33FahH/3Pk3XhvyNsoFvRPO0ESc5ghkW+WyEJLTjiH/KK1jutE6KogJPRIAKLFr7D9byO4zrrlFW1LzsDpqXlAXwKhIdI4PrXEAJBefxXTkBywpizGmbfHr3mUccb2xdZqErdNEnOFt3PZ/cvhD7F5SQTzS6y/0rKYIsiAI/qu3IOjMGdcwQ2hoaH3dUmjk2oa2o1VwEqdLTrntW392LVPb1X92cTEcVrWZPR5hT85uTpWkuu3bk7ubz4/M5Y7O91TeIUmosT0wnd7gdo4hay9aTOU8V8EmhQGtIxnQOhKAXafz+eN3ydjUmgdCBlmiR4JvrzlSaTbmI0sxp3yP8fRGpFqsRVNjuiH1up78pKvQIjt4Pe5Y4RGWn1rqcd/oFmNEACQIdcynIKgsgLlQZmYmwcHBVZ5rt9s5efIkb7zxBpIk0blz55q3UmiWJElieMIovj32pdu+9WfXNEwQVOr5ud4y+OIeDisTZAjmqX7PMWPDfWi6e/bluSkfc0nsIHpd8OatxngLgvZh63p9lffskxhOTIiJM/k1q7AOEB1sok+i96K3kjUX89EfMacsxnhqHZKHn8lXalSncz0+16JFdyYyMhitmmHs/x6YjdND+gFZUri3ywN+t0UQBN/4FASNHeuei0bXde655x4PR1dt8uTJNT5HaL5GeAmCduXsoMhRSKjR+9LGQHPqTs546QkSQdB5XSO7c2+X+/ng4Ltu+5y6xj93PscHI+cQajzfA6PG9vR4LUO2e66oC0mSxB2Dknh95VGsNegNshhk7hiU5DZ/RrIVYDr2E+bDizCdWuPKP+UnLbwt1s7XYus0CS2me40WLezM3s7GzPUe901sfS2tQ92HzoSGVbYEvimkthB841MQ5G0yc00mOZvNZqZPn84NN9zg8zlC89czqjcRpkjy7XmVtmu6xqaMDYxtNa7e2pJty8bhYW5GkBJMpMn3/C0Xgxs73MqWrE3syN7mti+9NI3X97zCU/2eKw9ANC+To6WzyZw+dbI8ePBWAX5yrxb8uD+DvemFOHyYNW1SJLonhHFtr3OV6u3FmI//hDllCaYTv/lUjsUbLSwJW6eJ2DpdixrX26/Vmrqu8/6BdzzusyhB3NH5Xr/bJwiC73wKgl588cVK38+aNQtJknj44YdJSEjwep4kSZhMJuLj4+nevTshIXWY2E9okhRJYWjccJafdp8XsS5jTb0GQV5XhgUnitU4F5AlmSf6/pXfr5lOgaPAbf+vaT8zOH4o41q5kiGq0Z3RZYNbr4vRnovBlo1qqTobt0GReWNqbx6en8z+9EJsVQRCFoNM94Qw3ri2I8HHlmJJ+R7T8RVImu8laS6khbQ4F/hMCkiailXpv3Iw33Mv2E0dbiXaHF2r6wuC4BufgqDrrruu0vezZs0C4IorrvA5T5AgeDMiYZTHIGhz5gbsmh2TUj+FIb2tDBNDYZ7FWeL4c+9Z/HX7LI/739z7Kj0je9MqJAkUM1pUJ49JBYPyD1NYTRAErgnTs6f1Ye7a/czfn0+eVcOp66hOMMggSxLxZo2nu55itGMtlk9/QVL9H7JwBsVh63QN1k7XunJkSTWv6+WJw+ngw4PuqyIBokzR3Nj+loDcRxCE6vm1Omzu3LkAJCUlBbQxwsVpQOxgTLLJbZlwiVrCrpztDIobWi/tECvDam5ki0uZ1OY6Fp9c4LavRC3hn7v+xhtDZ2OQDagxPbwHQQnDfLqfQZG5qlM44zqGcTDbxuFsG3aHjR7WnQy1raVN7nqU/cV+/zxOSzS2jhOwdZqEI3EoyIFP6bH45EKvAfedne8lyFD1YhNBEALHryBo8ODBgW6HcBELMgQxIHYwGzLWuu1bd3ZNPQZB3nIEiZ6gqjzYfSa7c3Zwoui42779eXuZc/gj7u16vytp4qH5bscE5de81pakawxy7uLK4l+ISFuFwVHzivFlnOYIbB2uxtbpWhxJI1zlaepIsaOYT1M+9rgvKaQNE1pPqrN7C4Lgzq+/9qysLF599VUA/vSnP1U5LwhcJTNef/11JEni8ccfJzIy0p/bCs3YiIRRHoOg9RlreVj/c73MyfE+HCZ6gqpiUSw81e85/rj+9zic7iUwvjgyl4GxgxnoZYVYaNZWgrN3UxJdTU4cp4bxzEa6pizGfGQpsjXH7zY7jaHYO1yFrdO12FuPgnoacv362OduiwDK/K7rA6IMhiDUM7/+4hYtWsSCBQvo1q1btQEQQEJCAgcOHODAgQN0796d6dOn+3NboRkbGj8CCQn9ggR1WdZMDuUfoGtk9zpvgxgO81+n8C78vusfeHf/G277dHT+uetvfHTJv4n0cK7BlkvH9Q+jmqOxD5qJtfvN54sD606MaVvOVWhfilya6XcbdUMwtvZXYus0CXubMWDwrfhzINk0G7Kk4LwgH1GPyF6MSri03tsjCBc7v2b6rV+/HkmSuOqqq3w+Z/z48ei6zurVq/25pdDMRZuj6RHVy+O+dRlr6vz+pWoJufZct+0SEglBLer8/s3B1HbTGOxl6DLTmsEba37vIS0gSICiWTGXnCF03fNELLoJw6m1hKx9jug5g4lccD1ByXP8CoB0xYyt4zXkX/UeWffsonDcO9g7XN0gARC4hg7/N+ozRl4Q8DzQbYZYgSgIDcCvnqCDBw8C0KdPH5/P6dWrV6VzBeFCI+JHsTc32W37+rNruKfLfXV6b29JEuMs8RhlY53eu7mQJZnH+zzN79bcTp6HIZ8Vio2FoSFMLfI+cVlSSzGmbSZq0c1+t0OXTdjbXubK3tzuSjA1rtQcbULb8vyAF9mTm8wHB94hwhRBr2jfX0sFQQgcv4KgvLw8AGJiYnw+JzralfciN9f907YggKugqqcsxEcLj5BWcqZOl6p7nRQdIobCaiLaHM3jfZ7mya1/9rj/pZgo+ttstHd4z9LsT3+ILhuwtx7tmuPTfhy62XupjMaiV1Rv3hg6m1JNZB4WhIbi13CYxeLqSi4qKvL5nLJjDQYx8U/wrE1oW1qHeC4VsO5s3Q6JeZ0PFCSCoJoaGj/ca923Ulnm/+JicZ8+XXO6pGBvPZrCy14h++4dFEyci63bDU0iACojSRLBhsbVUyUIFxO/gqCyydB79uzx+ZzkZNcwR3x8vD+3FC4SIxJGedy+vo6DIJEoMbDu6/oHOoR19Lhvv9nEW1GRfl1XR8LeahiFl75I9t3byb/2C6w9bkG3iLImgiDUnF9B0MCBA9F1nc8++wy7vfoaPDabjc8//xxJkhg4cKA/txQuEsMTRnvcvjt3FwV29/IMgeKterxYGeYfk2LmqX5/w4TnZIMfR4azwWL2+XqOloMoHPU8OXdtJX/Kt1h7TUcP8n04XhAEwRO/gqCyIqinT5/moYceqnJYrKioiIcffphTp04BcP311/tzS+Ei0T2yB1EeipU6dY2Nmevq7L6ienzgtQ/rwEOhfb3ufyouhlzZ+0uQDtjaXEb2nZvJm7oAa597cIZUn5JDEATBV34FQb179+a6665D13VWrVrF1VdfzWuvvcaaNWvK8wGtWbOG1157jauvvppVq1YhSRLXXHMNl1xySaB/BqEZUSSFYfEjPe6rqyExTddI9xoEiZ6g2pga3pdLS6we92UaDPw1NhqvpVBlE442l+IMbZqBaF32XAqCEBh+z1L+29/+Rk5ODqtWrSIrK4sPPviADz74wO04XXe9xI0aNYp//vOf/rdUuGgMTxjF0lOL3bZvztyEXbNhUnwfRvFFljUTVXdfrRRiCCXc2HQm2TZGakJ//ralmGkmA5keFkWsDAnmm7BQbip0703WZQOO+H710MrAK1GLuXPJzfSK7Mvvuj7gKiIrCEKj43dZZJPJxPvvv88zzzxDYmIiuq57/JeYmMgzzzzDBx98gMlUP6nphaZtQOwgLIp7Mjvr/7d333FNXf//wF9JCFtAkKHiQDEMJw6kjkpx1NattVbFXUdbta5WrW3V6qd2aKtirVq3UkHco9avIg4UEDeIirgA2YQlMyT39we/pIHcG0IIEOH9fDx4PMg9956c5NzcvHPuGdJC3Mm8rfPn4xoZ1tS0GU1gV02lDt1gZWyDtencS1z8am2FOKHqXEyMqS1KHbrVZPFqzOHnh5BZlIkrKZcw9ep4bH74G7KKtV/mgxBSM6o9Xn3ixImYMGECnjx5gocPH0IsLvugN27cGB06dICLiwt9kZAqMRIYoVsTT1xPVZ1d/EbqNXjZ9dLp83GNDKOFU3WAx0OBx2fwuv4DpmbnYq+VastaMZ+Pr+1scCgpBUb//94YY2CCAo/PgLfw2iEuzsThF4cUj6WMFCdeHcH5xH/wZfvFGOT4QR2WjhCiTCeT9vB4PLi6usLV1VUX2RGC3vZ92YOgtFAsYL4Cn6d1I6YK7tXjqT+QLhS5fQKj2OOYl3oPESbGeGSk2iL81NAQGxtbYak4G4zACBLbTihyG1cHpa2+fU93o0haqLK9UFoAe1NagoUQfaK7bxJCdOgdu97gs5ye4uJMPMl5pNPn4h4ZRkGQTgiEyBl6ALDvgnWZeTCRsa0gBhy0tMBVc0tI7LogZ+j+/xZRfYvEv3mFswmnWNO87Hqjs7VHLZeIEKJOtYMgmUyGsLAwbN26FT/88AOWL1+OtLS0cvuUlJSgsLBQozmFCAEAS0MrtG/ckTVN17NHc06UaEK3w3TG0Aw5IwJh6PoFFr/hHA+Gb+0d8GLwVr1b70tTO59sU1khHgD44GOmy2d1UCJCiDrVCoKuXLmCQYMGYfr06fDz88OhQ4dw4sQJ5OaWHxoaFBSErl274p133kFBAa2TQzTDNXu0roMgziUzaN0w3RIIkek0CqLeh+Flwn7rPEtWiF8e/gwZw95apM+is6IQmnqFNW2w4xA4NWpTyyUihFRG6yDo6NGj+Oyzz5CYmAiGYWBpaakYDl/R2LFjYW5ujoKCAly8eFHrwpKGpTfH7NGv3rzA6/xEnTzHG8kb5EpyVLbzeQLYGdPEfDWBx+djSpuvYC1kn/H5Zno4jr8MquVSVQ/DMNjx+A/WNCO+EaaIPq3lEhFCNKFVEJSQkICVK1eCYRj06NEDZ8+eRXh4OOf+hoaGGDhwIBiGwfXrNTfrL6lfmps5opW5E2saW6dpbXB1irY3tocBnxb7rSnmBuaY03IueBxrxu94shXPcp/Wcqm0dz31KqKzHrCmjXEaB1tj21ouESFEE1oFQfv27UNpaSnatGmDXbt2oW1b9oUSlcnXDIuJidHmKUkDVdO3xDhvhVGn6BrnZu6OYXYjWdMkMgnW3luJIin7bNP6RCorxc4n21jTLISW+KSNby2XiBCiKa2CoBs3boDH42HKlCkaT4DYqlUrAEBKSoo2T0kaKK4g6GFWFHJKsqudfxLHwqm0ZljtGOXwEdqaOrOmvXrzEn8+8qvlElXducQziM9/xZo2yXkqzIXmtVwiQoimtAqCkpOTAQDu7u4aH2NmVjbao7BQdf4MQri4WLrBxqiJynYZZAhLq/6t1eR8jpFhFATViObNW5T7a+XohFU9foSJwJR1/9PxxxGawt7ZWB8UlhZi79NdrGnNzZpjWMtRtVwiQkhVVGt0WHFxscb75uSUdT6VB0OEaILP4+Mdu96sabq4JZZUSBMl1rXmZo74ssNizvT1UeuQXpReiyXS3JEXARAXZ7KmfdF5LgwFtFQQIfpMqyDI1rask19CQoLGx9y7dw8A0Lw5fbmQqunFcUvsdsZNFEs1D8TZcK8bRudpbRrYbDD6NxvEmpYrycVP93/Qu2HzWcViBDz3Z00TWbhiUKv3a7lEhJCq0ioI6t69OxiGwdmzZzXav6ioCIGBgeDxePD09NTmKUkD1tWmG4wFJirbi6RFuJ0RqXW+UlkpUgvZ+6jRumG1i8fj4cv2S+Bg0pQ1/W7mbRx+/nctl0q9/XF7UChln/dsluvnOl3ahRBSM7T6lI4ZMwYAEBoaikuXLqndt7CwEAsXLkRSUhL4fD7Gjh2rzVOSBsxQYARP256saTeqcUssrSgNUpbZfS2EFjAXNtI6X6Idc6E5vumyinW5FADYFbsdT7J1u2SKthLzE3Am/gRrmqetF7o26V67BSKEaEWrIKhbt24YMWIEGIbB/PnzsXbtWkRG/veL/OXLlwgLC8OWLVvwwQcf4PLly+DxeJg4caJGw+kJqYjrllhYWihrIKMJ7lth1ApUVzo07ojJ7aazpkkZKf53bxUKS+t+1vldT7aznnc88DDT5fM6KBEhRBtazwa3Zs0a5ObmIiQkBP7+/vD39wePVzbx2bx58xT7yWeRHjx4MJYtW1bN4pKGysu2N/g8gcq6TFklWXiUHYMOHOuMqZNUwD7rNPUHqlsT207G7YxIRGXdV0lLLEjAlpiN+KrTN3VQsjKPsh/iSgp7C/ig5h+grQX7kH9CiP7R+qa1oaEh/vzzT6xZswYtW7YEwzCsf02bNsXq1auxceNG8Pl0j5xox8LQAp0ad2ZNu6Hl7NFcq8fTyLC6JeAbYHmX72FmwD6/zrnEM7icHFzLpSrDMAy2cyyPIeQbYiotj0HIW6Xa6wKMHTsWY8eORVxcHKKjo5GZmQmpVIrGjRvD3d0d7u7uihYiQqqjl31f3BPfUdl+PfUaZrl+UeX86HaY/nIwaYqFHb7C2nsrWdM3RP0MN6v2sDdxqNVylchK4GDSFFG4Dwbl10oc3XpsrZeHEFI9OlscydnZGc7O1AxMak5v+77Y+miTyvaE/HjEv3mFluatqpRfEse6YU1NKAjSBz7NBiIyPQLnX/+jkpZf+gY/3luN37y2QMAT1FqZjARGWNb5O4x1+gQ7Hm9FZEYEAKCRsBEmtJ1Ua+UghOjGW7lCZHJyMoKDgxEVFYXY2FhkZGQgKysLQqEQjo6O6NmzJ8aPH6+2E7afnx+2bNlS6XNNnDgR33//vS6LT7TU1LQZ2jRqi+d5z1TSbqReq3IQxLlumBndDtMX89ovRHTWA7xm6b8VlXUffz/bj0nO02q9XG0t2uFnz99xJ+MWtj/+A/2bDUQjoUWtl4MQUj1vZSed4OBgrFmzBidOnEBMTAzS0tIgkUhQUFCA2NhYHDhwACNGjMDBgwfruqhEx7hGiV1Pq9pQ+TxJLt6U5qlsF/AEsDW206psRPdMDcywossqztaefU9342FWVC2X6j9dm3THn713YUzrj+usDIQQ7altCUpK+u+XcrNmzVi3a0MgEKBRo0YwNWVfL6gyRkZG8Pb2hpeXF9zc3GBnZ4fGjRsjMzMTd+/exV9//YVXr15hzZo1cHR0hLe3N2dezZo1w5kzZzjThUKhVmUkNaO3XV8cjNursj0mKxriYjGsjaw1yieJY80wB5OmtXp7hVTO1cod00QzWVdqlzFS/HhvNXb02QczYd0sycPn8QGaGJGQt5LaIKh///4AymZzjYmJUdleXU2aNEG/fv0wZ84cODo6anycvDN2RY0bN4azszPef/99DBkyBGlpadi1a5faIIjH49F6Zm8RkaUrmhjbIqPCWlIMGISnXceHLYZplE8yx+rxNDJMP41rMxG3Mm7iXqZqx/jkwiRserge33Rh70RNCCFc1P58UR7qzrW9On/p6ek4evQoxowZgxcvXujsRVlYWOD998vW7YmOjtZZvqTu8Xg89LLrw5pWlQVVOTtF08gwvSTgCbC80/ew4Oh3czHpPC68/reWS0UIedupbQlat25dlbZrSiaT4c2bN3j8+DHOnDmD3Nxc/PHHH1i/fn218lVmYFD20gwNaRXn+qa3fV+cij+usv12xk0UlhbCxEB1nbGKuIMgagnSV7YmdljccTlW3lnOmr7p4Xq0b9yRWvMIIRpTGwSNGjWqStu14eTkhN9++w3h4eE6y7O4uFixplnHjprNJCyTySCTyRTBE9Ffna27wtTAFAUVlk8okZXgdsZN9HHoV2kenCPD6AtUr/V16IehLUbgTMJJlbSC0gL8eG8VNnr9CQO+bj7HaYWpsDOx10lehBD9U+e9+Xr2LFsYMysrq1r5yGQypKWlITg4GBMnTsSrV68gFAoxf/58tcdlZmZiyJAh6NChA9q3b4+ePXvi008/xZkzZyCVarcmFalZhgJDeNq+w5qm6S0x7iCIbofpu8/c5qOlGft0CDHZD3Egbo9OnudJ9iNMuPwRfr6/FmmFqTrJkxCiX+q82aNFixaYO3eu1sfPmDEDoaGhKtudnJzwww8/oFOnTmqPLyoqQlxcnOJxdnY2rl27hmvXriEgIACbN2+GtbVmI45I7elt15d16YTw9BuQMlK1I7wkMgnnlxr1CdJ/JgYmWNFlFeaGzYJEJlFJ94/bh65NuqOztYfWz8EwDLY/+QMyRorzr//BpeSLGNN6LCa0nQxzYaPqFJ8Qokd4TMVez1ooKSnB/fv3ERsbi+zsbACAlZUVRCIROnfuXKP9ctiCIGtra8yfPx/Dhw/nHPm1d+9eJCYmwtvbG61atYK9vT3y8/Nx584d/PXXX7h79y4AwMPDA/7+/hAIKh82LZPJIJVW++1UIRDwIZXKdJ7v2yyvJBf9j/qglClVSds5YDe62nXlPDY+Lx4jTw9X2d7YqDGCx4TotJyVobrV3sFHB/Db3Q2saQ6mDgj48DAsDLWbwPB6UijmXVb9cWZpaIn1fTegm333SvOguq2/qG7fLkIh9/d3tYKggoIC+Pn54ciRI3jz5g3rPubm5vjoo48wb948recFUqe4uBilpaVgGAZZWVm4ffs2duzYgWfPnsHZ2Rnbtm1DixYtqpSnVCrFokWL8O+/ZaNN1q1bh9GjR1d6nEQiRXZ2QaX7VZWVlWmN5Pu2WxIxH3cyb6lsH+s0Hp+5zeM8LjI9AksjF6psd7Nqjz96/aXTMlaG6lZ7MkaGZZGLcCvjJmt6PwcffO+xpsprF0oZKWaHTmWdmdzMwBwHvYNgaWhZaT5Ut/UX1e3bxdaWu/VW6z5BycnJGDlyJPbu3Yu8vDzOYfB5eXnYu3cvRo0ahZSUFG2fjpORkRHMzMxgbm6OFi1aYOTIkTh27Bg6d+6MuLg4fP7555DJqhaxCwQCrFq1CiYmZaOM1E2mSOoO1+zRN1KvqUzroIzWDKsf+Dw+lnX+DlaGVqzpV1Iu4d/Es1XO9+Lr86wBEABMbDtZowCIEPJ20CoIKi0txcyZMxEfHw+GYeDk5ITFixfjwIEDOHfuHM6dO4cDBw5gyZIlaNOmDRiGwatXrzBz5sxa6WxsbGyMxYsXAwBiY2O1GnnWuHFjeHiU9Sl49OiRTstHdKOXPft8Qa8LEvHqzUvO42jNsPrD2sgGX3dawZnuF/M7Et7Ea5xfsbQYu2N3sKbZGtthVGvVSVoJIW8vrYKgI0eOIC4uDjweTzGSaubMmejRowecnJzg5OSEHj164NNPP8Xp06cxc+ZMAEBcXByOHDmi0xfApXPnzor/lWe7rgp5h+i8PNU1pkjdczBpCmeLdqxpN9SMEuMKgqgl6O3kZdcbI1t9xJpWJC3E/+6tYu1Azeb4yyCkF6Wxpk0TzYSRwEjrchJC9I9WQZC8r4y3tzeWLFmittOwQCDA4sWL4e3tDYZhFMfWtNLS/zrMVrVPgFxGRgYAoFEjGg2ir3rZVX1BVa7bYTRH0NtrtusXcDJvw5oWm/sYezhad5TllOTA/9l+1rQ2jdpiYPPB1SojIUT/aBUExcbGgsfjsa7fxeXjj8tWWX7y5Ik2T1llt27912G2qh2jAUAsFitGiLm7u+usXES3enP0C3qU/RCZRRkq2xmGQXIhBUH1jZHACN96rIaQzz4SNfD537iTodqJXtnfz/Yhv5R9gMdMl89pYV1C6iGtgqDc3FwAgIODg8bHyPfVxa2lZ8/YOy3K5eTkKJbgMDMzQ69evcqli8VilJSUcB4vkUjw7bffori4GAAwbJhmi3KS2udsIYKdMfuMvmFpqvNH5UpyVGaaBgAhXwgb4yY6Lx+pPU6N2uIzV/ZRgQwYrLv/A3JKslnTUwqSceLVUda0LjZd4WnrpatiEkL0iFZBkKVl2eiI5ORkjY+RjwyzsNBu3g5lw4YNwxdffIETJ07g6dOnEIvFyM7ORmxsLPbv348RI0bg6dOnAIDFixfD3Ny83PF37tyBj48PfvnlF4SGhiIpKQl5eXlISkrC2bNnMW7cOAQHl03E5+npieHDVeeUIfqBx+NxjhJjmz2a61aYg0lT8Hl1PoE6qaYRrUbDy643a1pmcQbWR61jHTm4O3YHZ7+h2S5faH1LnRCi37SaMVokEiE8PBxBQUHo37+/RscEBQUBAFxcXLR5ynKkUikuXryIixcvcu5jZGSERYsWYeLEiazp6enp2LVrF3bt2sWZh7e3N3799Vfw+fTlqM962/fFiVeqHe7vZN5GYWkBTAz+m5+K+gPVbzweD193/Aafhk6GuDhTJf166jWcjj+B4a3+W//wac4TXEw6z5rfe00HwMXKrcbKSwipW1p9uw8ePBgMw+DKlSv4+eef1Q57l8lk+P333xESEgIej4fBg6vfudDf3x/z5s2Dl5cXWrZsCVNTUwiFQlhbW6NHjx6YO3cu/v33X0ydOpX1+K5du+L777/H0KFDIRKJYGNjA6FQCFNTU7Ru3RojRozA7t27sX37dp20XJGa1dnaA2YG5irbJbISRKZHlNvGOTKMgqB6w8qoMZZ2+pYz/c9Hm/Ey74Xi8Y4nW1n3M+AZYIbLbJ2XjxCiP7SaMbq0tBSjRo3C06dPwePx0LJlS4wcORJdunSBtbU1eDweMjMzcf/+fZw8eRIvX74EwzAQiUQ4fvy4RktQvI1oxui6s/buSlxKvqCyfWDzwVje+XvF418e/I91Ar3P3OZjrNMnNVpGNlS3NefPR34IenGINa2JkS3aWbggrSgVz/Kesu4zuvXHmOu+QOvnp7qtv6hu3y7qZozW6naYgYEBduzYgalTp+LVq1eIj4/H5s2bOfdnGAatWrXCX3/9VW8DIFK3etv3ZQ2CItJuQCorhYBfdqpzrx5PLUH1zQzRbNzNvI243FiVtIzidGSkp3Mea2ZghknOU2uwdIQQfaB1Z5emTZvixIkTmDFjBiwsLDiXzbCwsMCnn36K48ePw96efRQPIdXlafsODHiqMX2uJBdRWQ8Uj7mDIJoosb4xFBji2y6rYMSv+gSHI1qOhiXHchyEkPpDq5YgORMTE3z11VdYsGABoqOj8fTp03KryLdr1w4dOnSAUCjURVkJ4WQmNEMXm66si2leT72GLjZdUSIt4ZwN2IFmi66XWpq3xkzXz7El5vcqHXfi1VH4Ok+DsYFxDZWMEKIPqhUEyQmFQnh4eCjW2iKkLvS278saBN1IvYbP3eYjpTAZDFS7wFkb2cDEwKQ2ikjqQIw4qsrHFEgLsCHqJ6zwWKX7AhFC9IZWt8P279+P/fv34+ZN1S8cQuoK1xIayYVJeJH3XM3IMGoFqq9kMhmupIZodezllGDIZDIdl4gQok+0CoJ+/PFHrFu3TnHrixB9YGtiB5GFK2va9bSrnHME0cKp9deZxFOQMtxTeKgjZaQ4k3hKxyUihOiTas0Y7ejoqNPCEFJdXGuJ3Ui9hmSaKLHBiUwPr9bxt6p5PCFEv2kVBDVvXvalQS1BRN9wLaHxJOcxHojvs6ZREFR/FUjyq3V8fmn1jieE6DetgqCBAweCYRhcunRJ1+UhpFraNGoLB5OmrGmxuY9Zt1OfoPrLVGhWrePNDKp3PCFEv2kVBE2aNAmOjo4IDAxEaKjqSt2E1BV1C6pyoZag+qtHNVd/706rxxNSr2kVBJmbm2P37t1o06YNZs+ejRUrViA8PBzZ2dmsKzQTUpu4+gWxMeQbwtrIpgZLQ+rSUMfhEPC0m6VewBNgqONwHZeIEKJPtJonyM3tv1WVGYbBsWPHcOzYMY2O5fF4iImJ0eZpCdFIp8ad0UjYCHmSvEr3bWraHDwerxZKReoCn89HPwcf1iVVKuPt0B98vtaT6hNC3gJafcKVl8Wo+FiTP0JqkoBvgJ62vTTal26F1X9LOi6HqaBqfXvMBGZY3HFZDZWIEKIvtGoJmjt3rq7LQYhO9bbvi4tJ5yvdjzpF13/GBsbY3y8Ak698ggJp5aO9zARm2NcvgJbMIKQBoCCI1Es9bHtCyBdCIpOo3Y8WTm0YrI1tcKT/aWyI+gmXU4JZJ1AU8ATwduiPxR2XUQBESAOhk7XDCNE3pgZm6GzdFbcyItTul/AmHqWyUhjw6aNQ3xkbGGOFxyosl32PM4mncCs9HPml+TAzMIOnrRc+dBxOfYAIaWA0vvKXlJQgKCgI165dw+vXryGTyWBnZ4eePXti3LhxaNy4cU2Wk5AqKSwt4FwmQ9m5xDN4nvcMP/XYABMD01ooGalrfD4fw1uOxPCWI+u6KISQOsZjNOip/OLFC8yaNQuJiYms6ebm5vDz84OXV8OeU0MikSI7u0Dn+VpZmdZIvvVVqawUiyPm4VF2DEoZ9bfDAEDIF8LV0h0bevrVeosQ1W39RXVbf1Hdvl1sbRtxplXa9ltSUoLPP/8cCQkJnKO98vLyMG/ePKSkpOi04IRo45+E03ia+0SjAAgAJDIJYnOe4FzCmRouGSGEEH1SaRB08uRJvHjxAjweD506dcKePXtw584dPHjwAEFBQejfvz8A4M2bN9i9e3eNF5gQdRiGQeBzfxRJi6p0XLGsCAHPD9IUDoQQ0oBUGgQFBwcDANq2bYuDBw/inXfegampKQwNDdGxY0f88ccf8Pb2BsMwuHjxYo0XmBB1HmZHI6skS6tjs0rEeJgdreMSEUII0VeVBkGPHz8Gj8fDlClTYGhoyLrPnDlzAADJycnIy6t8ll5Casrj7BhIZaVaHStlpHiSTbOZE0JIQ1FpEJSVVfar2tXVlXMf5WU0srOzq18qQrRUWFoACaNdEFQqK0WBlDo7EkJIQ1FpEFRcXAwAMDEx4dzHyMhIZX9C6oKJgSmEPO1GeBnwDWAqoGHyhBDSUNDMYKRecbVyh0DLYe4CngAuVu46LhEhhBB9RUEQqVfaW3VAY0PtJu5sbGiN9lYddFwiQggh+krjn8x///03rK2tdbIfrT1GagqPx8O4NhOx7bFflYbJG/GN8UkbX/B4vBosHSGEEH1S6YzRrq6uOv9iePTokU7z0xc0Y7R+kM8Y/TgnptIFVIGyGaPdLNtjfc/NNGM00Rmq2/qL6vbtUq0ZowFwzhStzR8hNc2Ab4CfemyAq6U7DHns0zrIGfGN4WbZHut6rKdFVAkhpIGp9Kq/f//+2igHITplYmCKDT39cChqP86kn0JuaQ6kjBRSRgoBTwABTwBLA0tMbDcVH7QYSgEQIYQ0QJVe+T09PWujHITonAHfAD5NBuI9mwF4WhCLFwXPUCgrhAnfBG1MneFs2g6Oji3rupiEEELqCP38JfVa8+YtAACOaIn3MKCOS0MIIUSf0BB5QgghhDRIFAQRQgghpEGiIIgQQgghDRIFQYQQQghpkCgIIoQQQkiDREEQIYQQQhokCoIIIYQQ0iBREEQIIYSQBomCIEIIIYQ0SBQEEUIIIaRBoiCIEEIIIQ0SBUGEEEIIaZAoCCKEEEJIg0RBECGEEEIaJB7DMExdF4IQQgghpLZRSxAhhBBCGiQKggghhBDSIFEQRAghhJAGiYIgQgghhDRIFAQRQgghpEGiIIgQQgghDZJBXReAcLt48SIOHTqER48eIS8vD3Z2dujbty+mT5+Oli1b1nXxGhSGYfD8+XM8ePBA8ffkyRNIJBIYGhoiKipKo3wyMjKwe/duXLp0CcnJyTA2Nka7du0watQojB49Gjwer9I8IiIicPDgQdy9exc5OTmwsbGBp6cnpk6dCnd39+q+1AanqKgI165dw7Vr1xAdHY34+HgUFhaiUaNGcHFxwaBBgzBmzBgYGxurzYfqVr8kJycjODgYUVFRiI2NRUZGBrKysiAUCuHo6IiePXti/PjxaNu2baV5vXnzBnv37sX58+eRmJgIgUCA1q1bY+jQoZg4cSKEQmGlecTExGDv3r24efMmMjMzYWlpCQ8PD/j6+qJnz566eMlECzRPkB5iGAYrVqzA0aNHWdNNTU2xceNG9OvXr5ZL1nAlJiaif//+rGmaBkFRUVGYPXs2MjMzWdP79u2LrVu3wtDQkDOPLVu2YMuWLWD72AqFQqxcuRJjx46ttCzkP127dkV+fr7afdq0aYM///wTrVu3Zk2nutU/Bw8exJo1a9TuIxQKsWzZMvj6+nLuk5CQgGnTpiEhIYE1vX379tizZw8sLS058wgKCsLq1ashkUhU0ng8HubOnYu5c+eqLSupGXQ7TA9t375dEQB98MEHOHnyJMLCwrB161Y0b94cBQUFWLBgAV68eFHHJW2YHBwcMHDgQHTv3l3jY8RiMT777DNkZmbCysoKv/76K0JDQ3Hu3DlMnDgRAHDt2jW1F+1Tp07Bz88PDMPAy8sLhw8fRlhYGPbu3Qs3NzdIJBKsXLkSkZGR1X6NDUl+fj4MDQ0xdOhQ/P7777h48SJu3ryJkydPYvz48eDxeHj+/DmmT5/OGixR3eonIyMjeHt7Y9myZdi3bx/OnTuH8PBwnD17FmvXrkWrVq0gkUiwZs0aXL58mTWPkpISfPbZZ0hISICxsTG+++47XL16FcHBwZg3bx74fD4ePnyIhQsXcpYjMjISK1euhEQigZubG/bu3YuwsDAEBgbCy8sLDMPAz88Pp0+frqF3gqjFEL2Snp7OdOnShRGJRMysWbMYmUxWLj0+Pl6RPm/evDoqZcOTl5fHXLhwgUlLS1Ns27x5MyMSiZgOHTpUevxPP/3EiEQixtXVlbl7965K+sqVKxXpjx8/VkkvKipi3n33XUYkEjEjRoxgSkpKyqXn5OQwffr0YUQiETNmzJiqv8AGbPXq1Ux6ejpn+vbt2xmRSMSIRCJmx44dKulUt28n5ffV19eXdZ8DBw4o6v6ff/5RSd+xY4ciPSQkhDWP0aNHMyKRiOnTpw+Tk5NTLq24uJgZPnw4IxKJmHfffZcpKiqq9usiVUMtQXrmxIkTKCgoAAAsXLhQpR9BixYtFE3iFy5c4Gx+J7plbm6OAQMGwNbWtsrHSiQSBAUFAQD69++PLl26qOwzf/58CIVCyGQyBAYGqqRfunQJKSkpAIB58+ap9EGwsLDAp59+CqDs1oymfZQI8P3336NJkyac6dOnT4eVlRUA4OrVq+XSqG7fXhYWFnj//fcBANHR0az7HDp0CADg7u6ODz74QCV96tSpsLa2LrevsgcPHijynjlzJiwsLMqlGxoaYt68eQCAlJQUhISEaPlqiLYoCNIz8g9B69at4erqyrqP/IMrk8noQ/MWuHXrFvLy8gD8V3cVWVtbo0ePHgDKvhQrkteziYkJZ1+wwYMHK/5ny4Nox8DAQNEXKC0trVwa1e3bzcCgbGwQW1+thIQExMXFAeCuW6FQqOgrGBYWhsLCwnLpytdnrjz69esHExMTAFS3dYGCID0TExMDAOjUqRPnPh07doRAICi3P9FfynXUuXNnzv3kdZ6cnAyxWMyah7u7u+LCXZG9vT3s7e1VnpNUX0ZGBoCyFkFlVLdvr+LiYkXQ0bFjR5X0hw8fKv5XV7fytOLiYkXQJCevKwcHB0X9VSQUCuHm5lZuf1J7KAjSI6mpqYpbYS1atODcz9DQUHFbhjpH6z95HfH5fDRr1oxzP0dHR5VjgLIWv5cvXwJQf14o50Hnhe7ExMQgMTERAFRud1Hdvl1kMhnS0tIQHByMiRMn4tWrVxAKhZg/f77Kvsrvs3L9VcRVt8qPNa3bV69eQSaTVf5CiM7QPEF6JCsrS/G//D4zFxsbG6SkpCA7O7uGS0WqS16vFhYWnL/0gbI6lVOu1/z8fMXQWk3Oi4rHk+r55ZdfAJQNZf7444/LpVHdvh1mzJiB0NBQle1OTk744YcfWFveNb0eK6dVrBt5HprWbUlJCQoKClRaHEnNoZYgPSJvBQLKhneqI09XPoboJ3k/gcrqVHkyPuV6Vf5f3Twzys9B54Vu7Ny5E2FhYQCA8ePHw8XFpVw61e3by9raGlOmTEH79u1Z05X796irX666Vc5D07oFUOmcVUS3qCWIEEJYXLt2Db/99hsAQCQSYenSpXVcIqKtrVu3orS0FAzDICsrC7dv38aOHTuwatUqHDx4ENu2bav0lhWpn6glSI+Ympoq/i8uLla7rzxd+Riin+QjPyqr06KiIsX/yvWq/H9JSYnaPOi80I3o6Gh8+eWXkEqlaNq0KXbs2MG6bAbV7dvByMgIZmZmMDc3R4sWLTBy5EgcO3YMnTt3RlxcHD7//HOVvjjyugXU1y9X3SrnoWndAoCZmVnlL4joDAVBeqRx48aK/yuOIKlIni6fv4ToL3m95uXlobS0lHM/5TpXrlczMzPF3DF0XtS8Fy9eYObMmcjPz4e1tTV27dqFpk2bsu5Ldfv2MjY2xuLFiwEAsbGxCA8PL5eu6fWYq26V89C0boVCIQW5tYyCID1iZ2en+ADIR6OwKSkpUcxX4uTkVCtlI9qT15FUKkVycjLnfsp1rlyvfD5fMU+NuvNCOZ3OC+0kJydj+vTpEIvFMDc3x86dO9UusEl1+3ZTHvpecXi68vusrm646lb5saZ127p1a/D59LVcm+jd1iM8Hk+xUvT9+/c594uOjoZUKgUAWln6LaBcR+rq9cGDBwCApk2bqowmkecRExPD2eKQmpqqmHmYzouqE4vFmDZtGpKSkmBsbIxt27ZxdpqVo7p9uym/3xVn51eue3n9sZGnGRkZwdnZuVyavK6Sk5NVJtpULoPyXFGkdlEQpGfee+89AMDLly/x5MkT1n3Onz8PoOxXpHx/or+6d++ORo0aAfiv7ioSi8W4efMmAMDHx0clXV7PBQUFKks3yCnnzZYH4fbmzRvMmDEDL168gFAoxObNmxWzPKtDdft2u3XrluL/ih2jW7RooQhquOq2tLQUwcHBAIB33nmnXD8iAOWuz1x5XLlyRTGKjOq29lEQpGdGjhyp+CD9/vvvKumJiYk4fPgwAGDgwIHl5h8h+kkoFCrWewsODmb9VbllyxZIJBLweDyMGzdOJd3Hx0cx46yfn59ibhm5vLw87Ny5EwDQoUMH1hlwCbvi4mLMmTMHMTEx4PP5+OWXXziXr6iI6lZ/PXv2TG16Tk4O1q9fD6Csb1avXr1U9hk/fjyAstmj2YKYffv2KdZvlO+rrFOnTujQoQOAsukW5EusyEkkEmzZsgVA2azS9KO29lEQpGeaNGmCOXPmAChbd2bhwoV48uQJxGIxQkJCMGXKFBQUFMDU1BQLFy6s49I2LHFxcbh3757iT357gmGYctvv3bunMhpk5syZsLW1hVQqxaxZs3D69GlkZGTg5cuXWLt2Lfz9/QEAY8eOVZmLBihral+yZAmAstsmM2fOxIMHDyAWixEeHo7JkycjNTUVAoEAy5Ytq+F3ov6QSqVYsGABIiMjAQBLly5Fv379kJ+fz/pXcW0ogOpWXw0bNgxffPEFTpw4gadPn0IsFiM7OxuxsbHYv38/RowYgadPnwIAFi9ezDpB4ccff4x27doBAL7++mv4+/sjNTUVr1+/xpYtW7BhwwYAQO/eveHt7c1ajmXLlkEgECAlJQWTJ09GREQExGIxHjx4gJkzZypuhS1ZsqTS+aaI7vEYhmHquhCkPIZhsGLFChw9epQ13dTUFBs3btT41yrRjUmTJilua1QmODhYZar9qKgozJ49W/HLsaK+ffti69ataidW8/Pzwx9//AG2j61QKMTKlSsVLROkcomJiYoFMDXRvHlz1kUuqW71D1vAWZGRkREWLVqEqVOncu6TkJCAadOmISEhgTW9ffv22LNnDywtLTnzCAoKwurVq1Va+YCyvkhz587F3LlzKy0v0T0KgvTYhQsXEBAQgJiYGLx58wZ2dnbo06cPZsyYgZYtW9Z18Rqc6gZBQNlCnLt27cKlS5eQkpICY2NjODs7Y/To0Rg9erRK50w2EREROHDgAO7du4fs7GzY2NjA09MT06ZNo46VVaSrIAigutU3t27dQnh4OCIjI5GUlISMjAxIJBI0atQIbdu2Rc+ePTFmzBi1a77JvXnzBnv37sX58+eRmJioGNU3bNgwTJw4UTHNgToxMTHYs2cPbt68iczMTFhZWaFLly6YNGkSevbsqYuXTLRAQRAhhBBCGiTqE0QIIYSQBomCIEIIIYQ0SBQEEUIIIaRBoiCIEEIIIQ0SBUGEEEIIaZAoCCKEEEJIg0RBECGEEEIaJAqCCCGEENIgURBECCGEkAaJgiBC9MikSZPg4uKCSZMm1XVRCCGk3jOo6wKQ+iciIgKTJ09W2c7n82Fubo5GjRrBzs4OHTp0QJcuXTBgwAAYGxvXQUkJIYQ0ZNQSRGqNTCZDbm4uXr9+jbt37+LAgQNYvHgx+vbti/Xr16OoqKiui0j0iI+PD1xcXLBs2bK6LkqNcHFxgYuLC/z8/Oq6KHopMTFR8R4dO3asTsuizy20x44dU7xPiYmJdV2ctw61BJEaNX78eEyYMEHxuLCwELm5uXj69Clu3ryJq1evIjc3F3/99RdCQkKwbds2tGjRog5LXLcOHDhQ10UghJAGg4IgUqNsbGwgEolUtvft2xfTp09HQkICVqxYgYiICMTFxWHOnDkIDAyEubl5HZSWEEJIQ0K3w0idatGiBfbs2YO+ffsCAOLi4rBly5Y6LhUhhJCGgMcwDFPXhSD1i3LH6Llz52LevHmVHpOZmYn+/fujsLAQpqamuHTpEho3blxun4KCAly+fBnXr19HdHQ0EhMTUVRUhEaNGsHZ2RnvvfcePvnkE5iZmankv3//fvzvf/8DAAQEBMDDw0NteVavXo2///4bBgYGuHLlCpo0aaLpywcApKen4+DBg7h27Rri4+NRWFgICwsLWFtbw8nJCX369MGgQYNgbW1d7rhJkybh5s2b8PT0VLk1lpiYiP79+wMA1q1bh9GjRyMsLAwHDhzAgwcPkJ2dDRsbG/Tq1Qtz5sxBq1atKi3ns2fPEBgYiIiICCQnJyM/P1/xfnp5eWHEiBGctyffvHmDgIAAhISE4Pnz58jLy4OFhQXc3NwwdOhQDB8+HAKBoErvm/J7oI7y+8P2vly8eBFHjhzBw4cPkZmZiXbt2uHkyZPl8khMTIS/vz9u3LiB169fo7i4GDY2NujatSs++eQTeHp6cj5/Tk4OLl68iLCwMMTExCA5ORkSiQSWlpZwdXXFoEGDMGrUKBgaGqoc6+Pjg9evX6t9faNGjcJPP/0EoPznaf/+/fD09MSRI0dw7NgxPH/+HBKJBG3atIGvry9GjhypyKOkpARHjx7F8ePH8fLlS0gkEri4uGDy5Mn48MMP1T4/AIjFYvj7++Pq1auIj49Hfn4+rKys0KlTJ4wePRoDBgzgPNbFxQXAf5//6Oho7NmzB7dv30ZGRgasrKzQtWtXzJo1Cx06dOA8Xh1Nry3Kqvq5XLZsGY4fP642z+bNm+PSpUuKx9W5TslVfP8iIiIQEBCAe/fuIT09HcbGxvjjjz9YB6BUtH//fvTs2VOTt6dBotthRC/Y2Nhg6NChCAoKQkFBAa5fv46hQ4eW22f27NmsX45ZWVmIjIxEZGQk/v77b+zYsQNt27Ytt8+IESOwfv16FBcX4+jRo2qDoOLiYpw9exYA4O3tXeUA6Pbt25gzZw5yc3PLbReLxRCLxYiLi8OFCxfAMAzGjx9fpbyV/fbbb9i+fXu5bSkpKTh27BjOnz+PXbt2cb5OmUyGjRs3YufOnZBKpeXSlN/PiIgI1n5KkZGR+PLLL5GZmVlue2ZmJkJDQxEaGorAwEBs3bpVJdCrSQzDaPTFtW/fPvz666+QSCTlticnJ+Ps2bM4e/Ysxo0bh5UrV7IGcqNGjWINZDIyMhSvPyAgADt27ICtrW31XpSS0tJSfPbZZwgJCSm3PSoqCkuXLkV0dDS+/fZb5OTk4IsvvkBkZGS5/e7evYu7d+8iPj4ec+bM4Xyef/75B99++y3y8/PLbU9PT0dwcDCCg4Ph4+ODDRs2wNTUVG2Z/f398eOPP6K0tLRcPufPn8elS5fw+++/Y+DAgZq+BVqrrc9lda5TbDZt2oQ///wTyu0VNJpWdygIInqjd+/eCAoKAgDcunVLJQgqLS2FSCSCj48POnbsCDs7OzAMg9evX+PixYs4d+4cEhMT8cUXX+DkyZMwMjJSHGtpaYlBgwbh9OnT+Oeff7BixQqYmJiwluPChQvIyckBAHz00UdVeg0lJSVYuHAhcnNzYWpqik8++QReXl6wsbGBVCrF69ev8eDBA1y8eLFK+VZ0+PBh3L17F127dsX48ePh5OSEwsJCnD9/Hv7+/sjPz8dXX32Fc+fOQSgUqhz/ww8/4NChQwDKAtAJEyagW7dusLS0RE5ODmJiYnDhwgXW57537x6mTZsGiUQCKysr+Pr6wt3dHQ4ODhCLxbh48SKCgoJw9+5dfP755zhw4ABrGbj8+OOPKCwsxIwZM5CWlob+/ftjwYIF5fbhqrt9+/bhyZMn8PDwwIQJE+Dk5IT8/Hw8f/5csc+ePXsUrSxt27bFhAkT0Lp1azRu3BgJCQkICgpSBHFmZmZYunSpyvNIpVJ07twZ3t7ecHd3h42NDSQSCRITE3Hq1Clcu3YNMTExWLRokUoQuWvXLkgkEgwbNgyA6uABoOx8ZbNp0ybcv38fw4YNw7Bhw9CkSRO8fPkSfn5+ePHiBQ4cOAAfHx8cOHAAd+/exfjx4zFw4EBYWVnh0aNH2LRpE9LS0rB582b0798f7dq1U3mO8+fPY9GiRWAYBk2bNoWvry/atWuHJk2aIDU1FWfOnMHZs2dx6dIlLF++HJs2bWItKwCEhobiwYMHaNu2LaZMmQIXFxeUlpbi6tWr2LlzJyQSCb755ht07969XMvv6dOnkZaWhhkzZgAAFixYoGjtk7OxseF83oq0/VwuXLgQ06dPx/LlyxEdHY0OHTpg3bp15fapeG5X5zpV0YULF/DkyRO0a9dO8f6VlJTgwYMH6NixI06fPo3g4GBs3LgRQNm5ZWdnVy4PR0dHjd+nBokhRMfCw8MZkUjEiEQiZvPmzRof9+rVK8VxU6ZMUUl/8eKF2uOvX7/OuLq6MiKRiDl8+LBKekREhCL/Y8eOceYzdepURiQSMb1792ZKS0s1Lj/DMMyNGzcUzxEcHMy5n0wmY7Kzs1W2+/r6MiKRiPH19VVJS0hIUOQtEomYZcuWMVKpVGU/Pz8/xT4XLlxQSb98+bIiffTo0YxYLOYsZ1JSUrnHJSUljI+Pj6KMeXl5rMeFhISorQtNvPfee4xIJGKWLl2qdr+K78uiRYtY3xeGYZi4uDimffv2jEgkYn7++WfO/X755RdGJBIxrq6uzPPnz1XSKzsXjxw5oijPjRs3WPfR9DOi/HkSiUTM3r17VfZJS0tjPDw8GJFIxHh5eTEuLi6sdf/o0SNFvaxZs0YlXSwWM926dVO8j8XFxaxl8vf3V/v6lMs7ffp01nyOHz+u9jUp1+vRo0dZy6GpmvxcVlTd6xTDlH//fH19maKiIs78jh49qtg3ISGh0vKR8qhjNNEbVlZWiv/lLTHKWrdurfb4Xr16wcfHBwAQHBysku7p6anI4+jRo6x5JCUlITw8HEDZLY+q9mnJyMgo93xceDwe5699Tdja2mLVqlXg81U/wlOnTlX8Oq14OwQAtm3bBgAwNDTE5s2bVfpeKWvatGm5x//88w8SExMhFAqxfv16zlF83t7eGDRoEADu97omNGrUCKtXr2Z9XwBg9+7dkEgkEIlEWLJkCed+CxYsgJ2dHWQyGU6cOKGSXtm5OGbMGLi5uQFAtVv9lHXu3BlTpkxR2W5ra6u4pSQWi/HBBx+w9tlxdXVFt27dAJTdHqro0KFDyMvLg7W1NdauXcvapwkAJkyYgI4dOwIAjhw5wlleIyMj/Pzzz6z5DB8+XHGrkO081aXa+lwC1b9OKePz+fjxxx/VthaR6qEgiOgN5b4FFfsisBGLxXj58iViY2MVf/L+J48fP2Y9Rn57KzIyEq9evVJJP3bsGGQyGYCyL7KqUm6Krskv//fff5/zwmhubq64ECckJJRLy87Oxt27dwEAgwYNQvPmzav0vPKLtoeHB+zt7dXu26NHDwBAdHR0uf4gNem9995TO72CvAProEGDOAMgoOwWh7w/lfz94sIwDNLT0/HixYty56L8/eE6F7WhrkOzq6ur4v8hQ4ZUul/FcwP4r3779evHectRTl6/9+7d49ynV69enH3q+Hw+2rdvz1kWXaqtzyUbba5Tch4eHg163rTaQH2CiN5QDny4vshu376NAwcOICwsDNnZ2Zx5ZWVlsW4fPXo0Nm3aBIlEgqNHj2LRokWKNIZhFDPT9ujRo9JfdGy6du2KVq1a4dWrV/jxxx9x6tQpDBgwAD169EDHjh119ouuTZs2atPlv2YrBpOPHj1SdLCUtwhURXR0NADg5s2bGo3gAQCJRIKcnJwq9eHQlnIgUNHr168hFosBAFu2bNF4KgblVgRlly9fxqFDhxAZGak2aOc6F7Xh5OTEmdaoUSPF/+rOXfl+FcsslUoVX8rHjx+vtHO5HNf7A2h/nupabX0u5ap7nZJTdz4T3aAgiOgN5QsCW5O0n5+fxl9cXEtw2NjYwMfHB+fPn8eJEyfw5ZdfKm55hYeHK0b8aNMKBJS1IPz5559YsGABYmNjER0drQgcDA0N4eHhgWHDhmHEiBGctxo0UdmvdHkrh7xVS075Pa7YgVIT8iCiqgoLC7U6rqosLCw40yqOZNNUxXOJYRh8++23am8DqTu+OtSNClJu2dJkv4rnRk5OjlYtdupen7bnqa7V1ucS0M11Sk7d+Ux0g4IgojdiYmIU/1f8xRsWFqa4sLRo0QLTp09Ht27d0KxZM5iYmMDAoOxU3rRpE7Zu3ar2eT766COcP38eqampCA0NRb9+/QD817fB3NwcgwcP1vp1tG3bFidPnsTVq1cRHByMyMhIvHjxAiUlJYiIiEBERAR27tyJHTt2aDSXjz6RD6d/55138M0332h8XGW3znRFXR8u5S/aWbNmKUZnVabi6J8jR44ozhU3NzdMmTIFnTp1gr29PUxMTBRl+Prrr1XmJtJnylMljBgxAp9++mkdlkb3auNzqcvrFKD+fCa6QUEQ0RuhoaGK/7t3714u7fDhwwDKWogOHz7MOfcMW4fqivr06YNmzZohKSkJR44cQb9+/ZCXl6fowDpkyJBKf8FWhs/nw9vbG97e3gDKWiGuX7+OwMBA3Lp1Cy9fvsTChQtrfWFI5U7QaWlpWh2fmpqK4uJi1uVQ9Jnya+fz+VqXXz6NQ6tWrRAQEMDZ6qLJuahPrKyswOPxwDAMZDLZW1e/mqjpz6Uur1OkdlDHaKIXMjMzFRMUmpqaolevXuXS4+LiAAA9e/ZUO/mevIlbHT6fr7jdFRISArFYjNOnTyuaprW9FaaOjY0Nhg8fjoMHD6JPnz4AgIcPH7J2zq5Jbm5u4PF4AMrmYqoqd3d3AGWtdrV1i0tXHB0dFf1h7ty5o3U+T58+BVA28zNXAMQwDB4+fKj1c9QFoVComDfozp075Sbnqwvy87Qm6fpzqcvrlKZq432qzygIInVOKpVi6dKliiDkk08+KTdcHoCir0JBQQFnPjExMbh//75Gz/nRRx9BIBBAIpHg1KlTihEj7dq1Q+fOnbV4FZrh8Xjw8vJSPNZlp1lNyJcrAMomYqts+YaK5BPWFRUVITAwUOflUybvrFpSUqKT/AQCgaIFIDIyUusgRX7bSN25GBwcjPT0dLX56Pr16YJ86LZ8Yr+6pNxZuabfo8o+l5rWla6vU5qozfepPqIgiNSphIQETJs2DdeuXQMAODs744svvlDZT36P/s6dO6y/0sRiMb7++muNn9fBwUGxaOvOnTsVv8yqOkN0RfImdS4ymUwxDxGPx6vyEHVdmDVrFoCyC+b8+fPVjl5JTk4u93jEiBGKMv/222+KeuPy+PHjcusqVYV8Dpn4+Hitjmcze/ZsGBgYgGEYLFiwQO3QbIZhcOnSJZVhzPJzMSQkhPW9i4+Px+rVqystS028vuqaMmWKYmTmd999V2mgeOvWrUrXedOWlZWVoj9Wdd+j6n4u5XWVkJCgtoVM19cpTSgvy1LTUw3UR9QniNSozMxMxMbGKh4XFRUhJycHcXFxiIiIwNWrVxW/rJ2dnbFt2zbW4fEjR45ESEgICgoK4Ovri1mzZinmGLl79y727NmDjIwMeHh4VDqvi9zYsWNx+fJlxS92oVCI4cOHV+v1hoWFYevWrejWrRveffdduLq6wsbGBiUlJUhISMCRI0cQEREBABg4cKBO15XSlLe3N8aNG4fAwEBER0fjww8/xIQJE9C9e3fFshmPHz/G//3f/0EgEJRb9sHQ0BAbN26Er68viouLMWvWLAwaNAjvv/8+HB0dwePxIBaL8fDhQ4SEhODBgweYPn26ooWhKjw8PBAREYGoqCjs2LED7777rqKvlrGxsVadrdu1a4fly5djzZo1iI+Px/Dhw/HRRx+hT58+sLW1RUlJCVJSUnD//n2cP38er1+/xrZt28oNVR45ciR++eUXpKWlYdy4cZg5cyZEIhGKi4sRHh6Offv2oaSkBO3bt1cbRHh4eCAxMRGXLl1CQEAAunbtqvhVb25uXitTClRkbW2Nn3/+GfPmzUNWVhbGjRuH4cOH47333kPTpk0hk8mQlpaGqKgoBAcH4+nTp/juu+/UTkCoLQMDA3Ts2BF37tzB0aNH4e7uDjc3N0XnYktLS5UWYy7V/Vx27doVx44dQ2ZmJtatW4fhw4crbq0aGBgogqaauE5Vxs3NDUZGRiguLsamTZtgYGCAZs2aKUbe2dvb01pjalAQRGrUoUOHFGtUcbGwsMDHH3+MefPmcX5YBw8ejNGjR+PYsWNIS0vD2rVry6ULBAIsX74cubm5Gl9cvL29YWtrqwiCfHx8dLLYp0wmUyyUyMXT01PlNdSmVatWwcTEBPv27UNmZib8/PxY92P7cuvUqRP8/f3x5Zdf4vXr1/j333/x77//cj6XutWy1ZkwYQICAgKQnZ2NDRs2YMOGDeXKxbawqyZ8fX1hamqKNWvWoKCgAPv378f+/ftZ9+Xz+Sqd5CdPnowbN24gNDQUL1++xIoVK8qlGxsb4+eff8aVK1fUBkEzZszA+fPnUVJSgpUrV5ZLU15FvrYNGDAA27dvx9dff42srCwcPXpU7QSD6ianrK7Zs2djzpw5yM7OxuLFi8ulVXUV+ep8Lj/88ENs374dCQkJ2LdvH/bt26dIU15FviauU5UxNzfHpEmTsHPnTjx8+BDTp08vl06ryKtHQRCpNXw+H2ZmZjA3N4eDgwPat28PDw8PDBgwQKNfKuvWrYOXlxcOHz6MR48eQSKRwNbWFt27d4evry86derE+WXOxsDAAEOGDMHevXsB6KZD9IwZM+Dq6oobN27g0aNHSEtLQ0ZGBhiGQZMmTdC+fXsMGTIEgwcPrtMOjXw+H8uXL8eoUaMQGBiIiIgIpKSkoLi4GBYWFnB2dkavXr0wcuRI1uM7duyIf//9F6dOnUJwcDBiYmIUcwhZWVnByckJ3bp1w4ABAxS/hKvK3t4eQUFB2L59OyIjIxXl04XRo0fD29sbgYGBuH79Op49e4bc3FwIhUI0adIEzs7O8PLywvvvv6+ydIhQKMT27dtx6NAhnDhxAs+ePQPDMLC3t8c777yDyZMno23btrhy5YraMri5uSEwMBC7du3CnTt3kJGRoTd9Ot59910EBwfjyJEjuHLlCmJjY5GdnQ0+nw8bGxu0adMGnp6eGDhwYKUTIlaHt7c39u7di/379yMqKgpZWVmQSCRVzqe6n0szMzMEBARg+/btuH79OpKSkjgHBuj6OqWJJUuWoHXr1jhx4gTi4uKQl5dXbsoDwo3H1PUQAELq0LRp03Djxg04ODggJCRE7VIKhBBC6he64pMGKzExEWFhYQDKbj9QAEQIIQ0LXfVJg7Vr1y4wDAOBQICPP/64rotDCCGkllGfINJgFBUVITU1FYWFhbhy5QoCAgIAAMOHD0ezZs3quHSEEEJqG/UJIg1GREQEJk+eXG5bkyZNcOLEiToZqk4IIaRu0e0w0iDZ2tpiyJAhCAgIoACIEEIaKGoJIoQQQkiDRC1BhBBCCGmQKAgihBBCSINEQRAhhBBCGiQKggghhBDSIP0/IY6SOJnaDzEAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['VS', 'VL', 'RS']\n",
"labels = ['P1', 'P2', 'P3']\n",
"cell_type = \"lymphos\"\n",
"y_value = 'area_um'\n",
"\n",
"fontsize=28\n",
"plot_errorbars(patients, labels, cell_type, y_value, err_type='sem', fontsize=fontsize)\n",
"plt.ylabel(r\"Projected area [µm$^2$]\", fontsize=fontsize)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"[None, None]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['VS', 'VL', 'RS']\n",
"labels = ['P1', 'P2', 'P3']\n",
"cell_type = \"lymphos\"\n",
"y_value = 'emodulus'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
"ax.set_title(\"\")\n",
"fig.set(figwidth=8, figheight=6)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"save_name = \"lympho_dasatinib_emod\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\n",
"savepath = os.path.join(savefolder,save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 576x432 with 1 Axes>,\n",
" <AxesSubplot:title={'center':'Lymphocytes'}, xlabel='Day since treatment start', ylabel=\"Young's Modulus [kPa]\">)"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"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",
"plot_errorbars(patients, labels, cell_type, y_value, err_type='sem', fontsize=fontsize)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Myelocytes"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['VS', 'VL', 'RS']\n",
"labels = ['P1', 'P2', 'P3']\n",
"cell_type = \"myelos\"\n",
"y_value = 'deform'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"save_name = \"myelo_dasatinib_deform\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\n",
"savepath = os.path.join(savefolder,save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(36.625, 0.5, 'Projected area [µm$^2$]')"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['VS', 'VL', 'RS']\n",
"labels = ['P1', 'P2', 'P3']\n",
"cell_type = \"myelos\"\n",
"y_value = 'area_um'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
"plt.ylabel(r\"Projected area [µm$^2$]\", fontsize=fontsize)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"save_name = \"myelo_dasatinib_area\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\n",
"savepath = os.path.join(savefolder,save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[None, None]"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['VS', 'VL', 'RS']\n",
"labels = ['P1', 'P2', 'P3']\n",
"cell_type = \"myelos\"\n",
"y_value = 'emodulus'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
"ax.set_title(\"\")\n",
"fig.set(figwidth=8, figheight=6)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"save_name = \"myelo_dasatinib_emod\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\n",
"savepath = os.path.join(savefolder,save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Lithium"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Lymphocytes"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['LM', 'KM']\n",
"labels = ['P4', 'P5']\n",
"cell_type = \"lymphos\"\n",
"y_value = 'deform'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"save_name = \"lympho_lithium_deform\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\n",
"savepath = os.path.join(savefolder,save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['LM', 'KM']\n",
"labels = ['P4', 'P5']\n",
"cell_type = \"lymphos\"\n",
"y_value = 'deform'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='sem', fontsize=fontsize)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(36.5, 0.5, 'Projected area [µm$^2$]')"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['LM', 'KM']\n",
"labels = ['P4', 'P5']\n",
"cell_type = \"lymphos\"\n",
"y_value = 'area_um'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
"plt.ylabel(r\"Projected area [µm$^2$]\", fontsize=fontsize)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"save_name = \"lympho_lithium_area\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\n",
"savepath = os.path.join(savefolder,save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 576x432 with 1 Axes>,\n",
" <AxesSubplot:title={'center':'Lymphocytes'}, xlabel='Day since treatment start', ylabel='Area [µm²]'>)"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['LM', 'KM']\n",
"labels = ['P4', 'P5']\n",
"cell_type = \"lymphos\"\n",
"y_value = 'area_um'\n",
"\n",
"plot_errorbars(patients, labels, cell_type, y_value, err_type='sem')"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"[None, None]"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['LM', 'KM']\n",
"labels = ['P4', 'P5']\n",
"cell_type = \"lymphos\"\n",
"y_value = 'emodulus'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)\n",
"ax.set_title(\"\")\n",
"fig.set(figwidth=8, figheight=6)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"save_name = \"lympho_lithium_emod\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\n",
"savepath = os.path.join(savefolder,save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"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='sem', fontsize=fontsize)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Myelocytes"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['LM', 'KM']\n",
"labels = ['P4', 'P5']\n",
"cell_type = \"myelos\"\n",
"y_value = 'deform'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='std', fontsize=fontsize)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"save_name = \"myelo_lithium_deform\"\n",
"savefolder = r\"C:\\Users\\freiche\\ownCloud\\PhD\\Projects\\ChAc\\manuscript\\figures\\plots\\RTDC_WBCs\"\n",
"savepath = os.path.join(savefolder,save_name)\n",
"fig.tight_layout()\n",
"fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patients = ['LM', 'KM']\n",
"labels = ['P4', 'P5']\n",
"cell_type = \"myelos\"\n",
"y_value = 'deform'\n",
"\n",
"fontsize=24\n",
"fig, ax = plot_errorbars(patients, labels, cell_type, y_value, err_type='sem', fontsize=fontsize)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(36.625, 0.5, 'Projected area [µm$^2$]')"
]
},
"execution_count": 35,