dev_samir_xarray.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Build a validation ndvi and weather dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xr\n",
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "data_path = '/mnt/e/DATA/DEV_inputs_test'\n",
    "# data_path = './DEV_inputs_test'\n",
    "\n",
    "size = 10\n",
    "\n",
    "# Original sets\n",
    "ndvi_path = data_path + os.sep + 'ndvi_' + str(size) + '.nc'\n",
    "\n",
    "# Validation sets\n",
    "val_ndvi_path = data_path + os.sep + 'xls_NDVI_' + str(size) + '.nc'\n",
    "val_rain_path = data_path + os.sep + 'xls_Rain_' + str(size) + '.tif'\n",
    "val_ET0_path = data_path + os.sep + 'xls_ET0_' + str(size) + '.tif'\n",
    "\n",
    "val_outputs = data_path + os.sep + 'xls_outputs_' + str(size) + '.nc'\n",
    "\n",
    "# Modspa excel file\n",
    "xls_file_path = '/home/auclairj/GIT/modspa-pixel/SAMIR_xls/SAMIRpixel_Reference_Simonneaux2012.xls'\n",
    "\n",
    "# Scaling dict\n",
    "additional_outputs = {'Zr': 10, 'Dei': 100, 'Dep': 100, 'Dr': 100, 'Dd': 100, 'Kei': 1e4, 'Kep': 1e4, 'Ks': 1e4, 'W': 1e4, 'Kcb': 1e4, 'Kri': 1e4, 'Krp': 1e4, 'NDVI': 1e4, 'fewi': 1e4, 'fewp': 1e4, 'TDW': 100, 'TAW': 100, 'FCov': 1e4, 'Tei': 1000, 'Tep': 1000, 'Diff_rei': 1e4, 'Diff_rep': 1e4, 'Diff_dr': 1e4, 'Rain': 100, 'p_cor': 1e4, 'Zd': 10, 'De_1': 100, 'Dei_1': 100, 'Dep_1': 100, 'Dr_1': 100, 'Dd_1': 100, 'Dei_2': 100, 'Dep_2': 100, 'Dr_2': 100, 'Dd_2': 100}\n",
    "\n",
    "normal_outputs = {'E': 1000, 'Tr': 1000, 'SWCe': 1000, 'SWCr': 1000, 'DP': 100, 'Irr': 100, 'ET0': 1000}\n",
    "\n",
    "additional_outputs.update(normal_outputs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get input data\n",
    "modspa_excel = pd.read_excel(xls_file_path, sheet_name=0, header=10, index_col=0)\n",
    "modspa_excel = modspa_excel.loc[:, ~modspa_excel.columns.str.contains('^Unnamed')]\n",
    "\n",
    "# Dates\n",
    "dates = modspa_excel.index\n",
    "\n",
    "# Open empty dataset to get structure and reindex with correct dates\n",
    "empty_dataset = xr.open_dataset(ndvi_path)\n",
    "empty_dataset = empty_dataset.reindex(time = dates)\n",
    "\n",
    "# Transpose dimensions\n",
    "empty_dataset = empty_dataset.transpose('time', 'y', 'x')\n",
    "\n",
    "# Get the numpy array for 'ndvi'\n",
    "zero_values = empty_dataset['ndvi'].values\n",
    "\n",
    "# Transpose the numpy array for 'ndvi'\n",
    "zero_values = zero_values.transpose([0,2,1])\n",
    "empty_dataset['ndvi'] = empty_dataset.ndvi.transpose('time', 'y', 'x')\n",
    "\n",
    "# Assign the transposed numpy array back to 'ndvi'\n",
    "empty_dataset.ndvi.values = zero_values\n",
    "\n",
    "# Drop ndvi to get empty dataset\n",
    "empty_dataset = empty_dataset.drop_vars('ndvi')\n",
    "\n",
    "# Datasets\n",
    "ndvi_val = empty_dataset.copy(deep = True)\n",
    "rain_val = empty_dataset.copy(deep = True)\n",
    "ET0_val = empty_dataset.copy(deep = True)\n",
    "outputs_val = empty_dataset.copy(deep = True)\n",
    "\n",
    "# Inputs\n",
    "ndvi_val['NDVI'] = (empty_dataset.dims, np.zeros(tuple(empty_dataset.dims[d] for d in list(empty_dataset.dims)), dtype = 'uint8'))\n",
    "rain_val['Rain'] = (empty_dataset.dims, np.zeros(tuple(empty_dataset.dims[d] for d in list(empty_dataset.dims)), dtype = 'uint16'))\n",
    "ET0_val['ET0'] = (empty_dataset.dims, np.zeros(tuple(empty_dataset.dims[d] for d in list(empty_dataset.dims)), dtype = 'uint16'))\n",
    "\n",
    "# variables\n",
    "variables = list(set(list(additional_outputs.keys())).intersection(set(modspa_excel.columns[0:-2])))\n",
    "variables.sort()\n",
    "\n",
    "# Outputs\n",
    "for var in variables:\n",
    "    outputs_val[var] = (empty_dataset.dims, np.zeros(tuple(empty_dataset.dims[d] for d in list(empty_dataset.dims)), dtype = 'int16'))\n",
    "\n",
    "for x in ndvi_val.coords['x'].values:\n",
    "    for y in ndvi_val.coords['y'].values:\n",
    "        # Inputs\n",
    "        ndvi_val['NDVI'].loc[{'x' : x, 'y' : y}] = np.round(modspa_excel['NDVI'].values * 255)\n",
    "        rain_val['Rain'].loc[{'x' : x, 'y' : y}] = np.round(modspa_excel['Rain'].values * 100)\n",
    "        ET0_val['ET0'].loc[{'x' : x, 'y' : y}] = np.round(modspa_excel['ET0'].values * 1000)\n",
    "\n",
    "        # Outputs\n",
    "        for var in list(outputs_val.keys()):\n",
    "            if var == 'NDVI':\n",
    "                NDVI = np.round(modspa_excel[var].values * 255)\n",
    "                NDVI = NDVI / 255\n",
    "                outputs_val[var].loc[{'x' : x, 'y' : y}] = np.round(NDVI * additional_outputs[var])\n",
    "                continue\n",
    "            \n",
    "            outputs_val[var].loc[{'x' : x, 'y' : y}] = np.round(modspa_excel[var].values * additional_outputs[var])\n",
    "\n",
    "# Reorganize dimension order\n",
    "ndvi_val = ndvi_val.transpose('time', 'y', 'x')\n",
    "rain_val = rain_val.transpose('time', 'y', 'x')\n",
    "ET0_val = ET0_val.transpose('time', 'y', 'x')\n",
    "\n",
    "# Save datasets\n",
    "# Inputs\n",
    "ndvi_val.to_netcdf(val_ndvi_path, encoding = {\"NDVI\": {\"dtype\": \"u1\", \"_FillValue\": 0}})\n",
    "rain_val.Rain.rio.to_raster(val_rain_path, dtype = 'uint16')\n",
    "ET0_val.ET0.rio.to_raster(val_ET0_path, dtype = 'uint16')\n",
    "\n",
    "# Create encoding dictionnary\n",
    "for variable in list(outputs_val.keys()):\n",
    "    # Write encoding dict\n",
    "    encoding_dict = {}\n",
    "    encod = {}\n",
    "    encod['dtype'] = 'i2'\n",
    "    encoding_dict[variable] = encod\n",
    "\n",
    "# Outputs\n",
    "outputs_val.to_netcdf(val_outputs, encoding = encoding_dict)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Compare `modspa-pixel` and `modspa-excel` outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1600x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import xarray as xr\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "import matplotlib.dates as mdates\n",
    "\n",
    "# Settings for plots\n",
    "plt.style.use('default')\n",
    "rcParams['mathtext.fontset'] = 'stix'\n",
    "rcParams['font.family'] = 'STIXGeneral'\n",
    "rcParams.update({'font.size': 18})\n",
    "\n",
    "\n",
    "def plot_time_series(ds1: xr.Dataset, var: str, scale_factor: dict, ds2: xr.Dataset = None, label1: str = 'Dataset1', label2: str = 'Dataset2', unit: str = 'mm', title: str = 'variable comparison', date_intervals: int = 3, **kargs) -> None:\n",
    "    \"\"\"\n",
    "    Plot times series of a uniform modspa dataset.\n",
    "    Select first pixel (upper left corner) and plot\n",
    "    its value over time.\n",
    "\n",
    "    ## Arguments\n",
    "    1. ds1: `xr.Dataset`\n",
    "        first dataset to plot\n",
    "    2. var: `str`\n",
    "        name of variable to plot\n",
    "    3. scale_factor1: `dict`\n",
    "        scale factor dictionnary that contains\n",
    "        scale factors for each variable\n",
    "    4. ds2: `xr.Dataset` `default = None`\n",
    "        second dataset to plot, optional\n",
    "    5. label1: `str` `default = 'Dataset1'`\n",
    "        label for first dataset\n",
    "    6. label2: `str` `default = 'Dataset2'`\n",
    "        label for second dataset, optional\n",
    "    7. unit: `str` `default = 'mm'`\n",
    "        unit of value\n",
    "    8. title: `str` `default = 'variable comparison'`\n",
    "        title of plot\n",
    "    9. date_intervals: `int` `default = 3`\n",
    "        date interval integer for the date format (`matplotlib.dates.WeekdayLocator`)\n",
    "    10. **kwargs\n",
    "        keyword parameters for the pyplot.plot() function (e.g `marker = 'o'`)\n",
    "\n",
    "    ## Returns\n",
    "    `None`\n",
    "    \"\"\"\n",
    "    \n",
    "    # Date format\n",
    "    date_plot_format = mdates.WeekdayLocator(interval = date_intervals)\n",
    "    date_format = mdates.DateFormatter('%Y-%m-%d')\n",
    "    \n",
    "    # Plot\n",
    "    plt.figure(figsize = (14,7))\n",
    "    plt.grid(color='silver', linestyle='--', axis = 'both', linewidth=1)\n",
    "    plt.gca().xaxis.set_major_formatter(date_format)\n",
    "    plt.gca().xaxis.set_major_locator(date_plot_format)\n",
    "    (ds1.isel(x = 0, y = 0)[var] / scale_factor[var]).plot(label = label1, color = 'b', alpha = 0.8, **kargs)\n",
    "    if ds2:\n",
    "        (ds2.isel(x = 0, y = 0)[var] / scale_factor[var]).plot(label = label2, color = 'r', alpha = 0.8, **kargs)\n",
    "    plt.title(var + ' ' + title)\n",
    "    plt.ylabel(var + ' [' + unit + ']')\n",
    "    plt.legend()\n",
    "    \n",
    "    return None\n",
    "\n",
    "\n",
    "data_path = '/mnt/e/DATA/DEV_inputs_test'\n",
    "# data_path = './DEV_inputs_test'\n",
    "\n",
    "size = 10\n",
    "\n",
    "# Inputs\n",
    "rain_path = data_path + os.sep + 'xls_Rain_' + str(size) + '.tif'\n",
    "ET0_path = data_path + os.sep + 'xls_ET0_' + str(size) + '.tif'\n",
    "\n",
    "# Modspa-pixel output\n",
    "pix_outputs_path = data_path + os.sep + 'pix_outputs_' + str(size) + '.nc'\n",
    "\n",
    "# Excel output\n",
    "xls_outputs_path = data_path + os.sep + 'xls_outputs_' + str(size) + '.nc'\n",
    "\n",
    "# Open datasets\n",
    "pix_outputs = xr.open_dataset(pix_outputs_path)\n",
    "xls_outputs = xr.open_dataset(xls_outputs_path)\n",
    "rain = xr.open_dataset(rain_path).rename({'band_data': 'rain', 'band': 'time'})\n",
    "rain['time'] = pix_outputs.time.values\n",
    "ET0 = xr.open_dataset(ET0_path).rename({'band_data': 'ET0', 'band': 'time'})\n",
    "ET0['time'] = pix_outputs.time.values\n",
    "\n",
    "# Scaling dict\n",
    "additional_outputs = {'Zr': 10, 'Dei': 100, 'Dep': 100, 'Dr': 100, 'Dd': 100, 'Kei': 1e4, 'Kep': 1e4, 'Ks': 1e4, 'W': 1e4, 'Kcb': 1e4, 'Kri': 1e4, 'Krp': 1e4, 'NDVI': 1e4, 'fewi': 1e4, 'fewp': 1e4, 'TDW': 100, 'TAW': 100, 'FCov': 1e4, 'Tei': 1000, 'Tep': 1000, 'Diff_rei': 1e4, 'Diff_rep': 1e4, 'Diff_dr': 1e4, 'Rain': 100, 'p_cor': 1e4, 'Zd': 10, 'De_1': 100, 'Dei_1': 100, 'Dep_1': 100, 'Dr_1': 100, 'Dd_1': 100, 'Dei_2': 100, 'Dep_2': 100, 'Dr_2': 100, 'Dd_2': 100}\n",
    "normal_outputs = {'E': 1000, 'Tr': 1000, 'SWCe': 1000, 'SWCr': 1000, 'DP': 100, 'Irr': 100, 'ET0': 1000}\n",
    "\n",
    "additional_outputs.update(normal_outputs)\n",
    "\n",
    "# Parameters\n",
    "Irrig_auto = 0\n",
    "\n",
    "# Get list of common variables\n",
    "variables = list(set(list(pix_outputs.keys())).intersection(set(list(xls_outputs.keys()))))\n",
    "variables.sort()\n",
    "\n",
    "# Create empty dataset\n",
    "diff = pix_outputs.drop_vars(variables).copy(deep = True)\n",
    "\n",
    "# Compute differences (relative difference in %)\n",
    "for var in variables:\n",
    "    if var == 'Irr':\n",
    "        diff[var] = Irrig_auto * (np.abs(pix_outputs[var].copy(deep=True) - xls_outputs[var].copy(deep=True))) / np.abs(pix_outputs[var].copy(deep=True) + xls_outputs[var].copy(deep=True) + 0.00001) * 100\n",
    "        continue\n",
    "    diff[var] = (np.abs(pix_outputs[var].copy(deep=True) - xls_outputs[var].copy(deep=True))) / np.abs(pix_outputs[var].copy(deep=True) + xls_outputs[var].copy(deep=True) + 0.00001) * 100\n",
    "\n",
    "# Get values\n",
    "differences_mean = {}\n",
    "for var in variables:\n",
    "    differences_mean[var] = round(float(diff[var].mean(dim = 'time').mean().values), 3)\n",
    "\n",
    "# Plot difference on mean\n",
    "plt.figure(figsize=(16, 5))\n",
    "plt.grid(color='silver', linestyle='--', axis='y', linewidth=1)\n",
    "plt.bar(range(len(differences_mean)), list(differences_mean.values()), align='center', zorder = 2, color = 'firebrick')\n",
    "plt.xticks(range(len(differences_mean)), list(differences_mean.keys()), rotation='vertical')\n",
    "plt.ylabel('%')\n",
    "plt.title(r'Relative difference on mean $\\mid \\frac{pixel - excel}{pixel + excel} \\mid$');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save directory\n",
    "im_save_dir = data_path + os.sep + 'Images'\n",
    "\n",
    "# Plot all variables and save\n",
    "for var in variables:\n",
    "    \n",
    "    # Save name\n",
    "    im_save_name = im_save_dir + os.sep + var + '.png'\n",
    "    \n",
    "    # Plot\n",
    "    plot_time_series(ds1 = xls_outputs, ds2 = pix_outputs, var = var, scale_factor = additional_outputs, label1 = 'Excel values', label2 = 'Pixel values', unit = 'mm', marker = None, markersize = 1.5)\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(im_save_name, dpi = 600)\n",
    "    plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ccsstHuPRucafc/nggw8AOJ9jee/hkSNHokWLFgDg8b5z1QwAnTp18pjmyq68cdeIiKhxaxifdImIiKjKzp07p/4cGRnpxUqqx2w247fffgMAJCQk1GhdpZs71dGmTRuMHTsWgPOPbrvdrk5bvny5OqB2WQMHDsRnn32G4cOHAwCsViu+/vprXHfddTh79iwAz0ZkbdY9ceJEzJs3T20YZGdn4+2338aUKVPUeSrafnnNjcsvv1z9edeuXZWqxeFwYOPGjQCAFStWYP/+/R7/nTp1ChkZGcjIyFBrrkheXh42b94MQN50ApxNv1GjRiEoKEh9zHXzBIPBgKioqHLXf8EFF6g/b9q06fxP8h+lt3W+eYqLiyu9XpehQ4ciICAAgPsdVWNiYjB37ly3xuv69etx++23q++lutzfnnvuOQDADz/8gI4dO+Lrr78ud17XaxAfH1/uPIqiqA3X9PR0pKWlVboWf39/AHC7OQcRETUdbHYRERE1Qna7HadPn1b/XfbMh4bg8OHDKCkpAeA8E8bb7rvvPgDA8ePH8eOPP6qPf/zxx9KzukrLycnBCy+8gFGjRqG4uBgLFixAs2bN6rTe0g4fPowpU6Zg4sSJ6Ny5s3pWTXV17txZ/Tk3N7dSy2RnZ6tn+xQWFtZo+y7Hjh1TG4+KolR6Odd7w2q1QghR7nylz6wq/X6qTRVtvzwajQatW7cGIG+W2Ww2fPrppxg+fDh+//13vPTSSxgxYkSNaz2f8ePH48MPP4RWq8WJEydw3XXXYcSIEdi/f7/HvK48z3dXz/p4DYiIqPFhs4uIiKgR2rx5s9pQCAkJQb9+/bxcUdXl5OSoP1e2oVKXRo8ejfbt2wMA3n//fQDOs03WrVuHCRMmlLvcwoUL0bp1a2RnZ2PlypW45ZZbanRJZVXYbDY8/PDD6NatGy666CJ8//33GDlyZJUaQzIBAQEwGAwAKr6MtDSz2az+fOzYsRpt36X0fnHy5MlKL+c6Y00IgczMzHLnK32Gluv5+org4GAAUC+HdNm2bRu6deuG+fPnY8mSJXjyyScrPHuttt1+++34448/1MtDV69ejZ49e+K9995zm8/1GpzvMkNffg2IiMh3sdlFRETUCJW+fGjixIlu49s0FK7LtADg77//9mIlToqi4N577wXgvAwvJSUF8+fPxzXXXFNuw+ett97CzTffjN69e2PWrFlu4zHVNSEErrnmGsycORNPPPEErr/++lpdv+uMKlcD8HxCQ0PVn9esWXPe+V2XJ1akdKOnMut0KX2J5O7du8udr3SDrmXLlpVef31wjb3VpUsX9bHNmzdjyJAhyMzMxJIlS7x2+XLv3r2xbds2zJ07FzExMSgpKcHdd9+NL7/8Up3H9RocPHjQLeeySk+rzKWtREREAJtdREREjc7evXvVM4/Cw8PxxBNPeLmi6mnTpo06htDy5cvPe7lTfZg4cSKCg4MhhMD777+PefPm4a677pLOe/bsWTz22GMAoA50Xp+WLVuGpUuXAgCuuuqqWl33qVOn1GaXayyz8/H391cvvfvkk08qPKNn+fLl+Oabb867zrZt26pjM73zzjtuY6mV9c4776iX01100UXq46tWrSp3GdcYUTqdDsOGDTtvPfVFCIEjR44AcM//7rvvRklJCS688EKvXPp76623qj9rNBpMnjwZycnJ6Nq1KwC4nd3leg2sVit+//33ctfpeg26d+/eIMceJCIi72Czi4iIqBE5fvw4rr76alitVhgMBnz11VfSS5gqM06Qa57zzVvZ+aoqMDBQ/YP43LlzmDlzpsc8drtdvVyzorsK1mZNEydOBAC8/fbbCAsLQ+/evaXzbtiwQT0rpeyg4CUlJUhPTwfg/GO/uirK3DUguWz7KSkp6s/V2f7q1asBAIMHD3YbxP18rrzySgDOS1QnT54sbU7t2rULt99+Ox544IHzrk+v16uNvF27duHBBx+Uzrds2TKsX79evTPiFVdcod704PPPPy+3keo6W+yGG27wqUbL5s2bkZubi8TERFxxxRUAgKysLOzcuROAfBB612teV/sb4LwzZNmztMLDw9W7R5a+acY999yjXso4b968cte5du1aAP+OmUdERFQZbHYRERH5uPz8fPXnis5c+eabbzBgwADs27cPUVFR+OmnnzBq1KjzrrP0z6W5xkMqPXZWTearjqefflr9g/ipp57C66+/rg7InZubi1tuuQV5eXkAgG+//RaLFy/Gnj171OVLz1tb7r33XiiKAovFUuHA9K4zjgDnGS2uP/TPnTuH2267DUajEQCwY8cOAHC701xl667odSy9/ZdfflltciQnJ+PZZ59Vp+3YsQNCCHUcrdLjeckuL7NYLHj11VcRFhaGBQsWeEzPzs5Wfy7bgHzggQfUSz5/+OEHDBkyBD/88APS0tLw119/4dlnn8XgwYMxbdo0NG/evMLn7vL000+rl7y+/fbbuOiii7BkyRLs2rULq1evxj333IM77rgDb731lrqMXq/H3LlzodFocOzYMbz55pse6z127BgWLVqE2NhYvP76627TSg+wL2ssuW6sAJT/GroG66+o+XT06FHp488//zy0Wi3mzp2rXqJsMpnU98ry5cvx119/AXC+hq+++iqSk5MBOO/eWFxcXOv7G+BsuJUdmwv4N48BAwaoj3Xq1Ek96/Trr7/Gli1bPJZbvHgx0tLSMHLkSLXJ7FLRpY/Av/lWdMwkIqJGTBAREZHP2rdvnwCg/vfss8+KQ4cOib1794qtW7eKJUuWiKeeekp06tRJABBGo1Hcf//94ty5c+WuMy8vT3Tr1k1d58cff+wxz88//6xODwsLE0eOHJGuq7Lz1cTbb78tFEVRt+Pn5ydatGghNBqNePbZZ0XLli3VxydNmiR2794tHA6HWLZsWZ3VdvHFF4vQ0FBRWFhY7jy5ubkiJiZGrcFgMIgWLVqIwMBAsWjRInHVVVep06Kjo8XkyZOrVLfNZhO33XabOu+kSZOE1WpVp2/evFloNBp1elBQkIiPjxfNmzcXf//9t4iMjBQAhE6nE5GRkWLBggVCCCHOnj0rmjdvLgCIIUOGiIMHD6rrTEtLE2PHjhWJiYliz549HjXl5+eLSy+9VN3mlClThM1mc5vn559/FiaTyW2/Lv3fgw8+WKXXQgghli9fXu46w8PDxebNm6XLffXVV8JkMgmdTifef/99Nb/9+/eL7t27i8TERLF3716P5ebPn6+uf9SoUcJisbhN/+2339TpHTp0EBkZGW7Tf/nlF3V6mzZtRHZ2ttv00vvMfffdJ06fPi2EcOZ7zz33CIPBID777DOPusaNG6cuqyiKSEhIEP7+/uL//u//xDvvvKNOi4yMFO3atRNCOI8xsbGx6rRvv/223JwXLFigzte1a1ePuo1GozAajeLdd98VZrNZXX/r1q1FQkKCOHHihNv8DodDTJs2TQAQsbGxYvXq1eq0n3/+WYSFhYkxY8aI3Nxcj1quuOIKtZbU1FS3aYWFhSIoKEgAEHFxccJut5f7nIiIqHFis4uIiMgHff311+KSSy4RISEh5TYFjEajiIqKEr169RITJ04UCxYskP5RWNrQoUOFwWDwWFezZs3E/v37xdKlS0VUVJR0ezExMeKLL74QQohKz1db1q1bJ8aPHy8iIiKEyWQSvXr1Ep9//rkQQogxY8aIN9980+0Pb1cjp/R/iqKIuLg4t+ZNdf3888/i2WefPe98O3bsEBdeeKEIDAwUzZo1EzfccIPaPNm5c6dISkoSISEh4p577hFFRUWVrvuxxx5T/5gv/V9gYKD49NNP1fm+/vpr0aVLF2EymUSrVq3EQw89JLKysoQQQnz66aciNDRUJCQkiP/9739udefm5or//e9/4uKLLxbx8fEiPj5edOnSRQwZMkS8+eabori42OO5Pv/880Kv13vUFBAQIN588023eQ8cOCBuueUWER8fL/R6vYiIiBDjx48XK1eurPRrUNaBAwfEhAkTRGxsrNDr9aJFixbi3nvvFenp6RUul5qaKu6++26RlJQkIiIiROfOncWgQYPEzJkzRVFRkdu8586dk75GAQEB4pVXXhFms1nExsa6NWcBCL1eL26++WYhhBA9e/b0WF6v14uJEyeq23E9/vjjj4tnnnlGtGzZUrRs2VIkJSWJCRMmiOTkZOlzOXv2rJgwYYKIjIwUwcHBYsSIEeKnn34SQjib3EOGDBF+fn5i7NixIi0tTVx99dXS93BERITbfrR06VLp89br9eKuu+5S5zMajW7TYmJiRLNmzcStt96qNuxk1q1bJ66++moRExMj4uLiRKdOncS4cePE119/7THvnj17xLXXXuuWcdu2bcWMGTOEEEJ89913HhkPGTJE/PjjjxXuB0RE1LgoQtTyABtERERERFRtrktJn3nmGcyYMcO7xRARETVAHLOLiIiIiIiIiIgaDZ23CyAiIqLGy3X3u+rYv39/LVZCRERERE0Fm11ERERUZw4cOODtEoiIiIioiWGzi4iIiOoMhwYlqprCwkLpz0RERFR5HLOLiIiIiMhHLFq0SP35559/RlZWlherISIiaph4N0YiIiIiIi/LzMxEx44dce7cObfHtVot4uLisH79erRs2dJL1RERETUsbHYREREREREREVGjwTG7GhmHw4H09HQEBQVBURRvl0NEREREREREVCuEEMjPz0dcXBw0mvJH5mKzq5FJT09HQkKCt8sgIiIiIiIiIqoTx48fR/PmzcudzmZXIxMUFATA+cIHBwerj+fn52PXrl3o3r27Og8xl/IwFznmIsdc5JiLHHORYy5yzEWOucgxFznmIsdc5JiLJ2Yi561c8vLykJCQcN5tcsyuRiYvLw8hISHIzc11a3Y5HA6YzWYYjcYKT/VrapiLHHORYy5yzEWOucgxFznmIsdc5JiLHHORYy5yzEWOuXhiJnLeyqW8nkdZbHY1MpV94YmIiIiIiIiIGpLK9jzYlmwiiouLsW/fPhQXF3u7FJ/CXOSYixxzkWMucsxFjrnIMRc55iLHXOSYixxzkWMucszFEzOR8/Vc2OxqImw2G86ePQubzebtUnwKc5FjLnLMRY65yDEXOeYix1zkmIscc5FjLnLMRY65yDEXT8xEztdzYbOLiIiIiIiIiIgaDTa7iIiIiIiIiIio0WCzi4iIiIiIiIiIGg02u5oIg8GAli1bwmAweLsUn8Jc5JiLHHORYy5yzEWOucgxFznmIsdc5JiLHHORYy5yzMUTM5Hz9VwUIYTwdhFUeyp7G04iIiIiIiIiooaksj0PXT3WRF5ks9mQl5eH4OBg6HR82V2YixxzkWMucsxFjrnIMRc55iLHXOSYixxzkWMuctXJRQgBq9UKh8NRx9V5j81mQ0FBAQIDA7m//IOZyFU3F41GA71eD0VR6rA6NruajOLiYuzZswe9evVCUFCQt8vxGcxFjrnIMRc55iLHXOSYixxzkWMucsxFjrnIMRe5quRit9uRkZGB/Px8WK3WeqrQOxwOBywWCwwGAzQajnoEMJPy1CQXvV6PoKAgREZGQqvV1kl9bHYRERERERERSdjtdhw/fhxmsxkhISEIDAyEVqut87NSvMVut6OkpAQmk6nOmhANDTORq04uQgjY7XYUFBQgJycHxcXFSEhIqJNc2ewiIiIiIiIiksjIyIDZbEaLFi3g5+fn7XLqnN1uh8PhYGOnFGYiV5NcAgMDERISgmPHjiEjIwPR0dG1Xh/PwSMiIiIiIiIqQwiB/Px8hISENIlGF1F98vPzQ3BwMPLz81EX901ks6uJ0Gg0MJlMvMa4DOYix1zkmIscc5FjLnLMRY65yDEXOeYix1zkmItcZXKxWq2wWq0IDAysx8q8r7FeolkTzESuprkEBQWp77Papoi6aKGR11T2NpxERERERERUvpKSEqSmpqJVq1Y8s4uoDhQXFyMtLQ2JiYkwmUyVWqayPQ+294mIiIiIiIjKwbN6iOpGXb632OxqIgoKCrBp0yYUFBR4uxSfwlzkmIscc5FjLnLMRY65yDEXOeYix1zkmIscc5FjLnKuO+XZ7XZvl+IzmImcr+fCZlcTIYSA1Wqtk4HfGjLmIsdc5JiLHHORYy5yzEWOucgxFznmIsdc5JiLHHMpHzPxxEzkfDkXNruIiIiIiIiIiKjRYLOLiIiIiIiIiKgCe/fuxdtvv40RI0bgpZde8nY5sNls2LhxI5555hl0794d69at83ZJPoXNLiIiIqoTZ7cdw8YLn8RfzS/H37NWeEw/sDUPh7bne6EyIiIiqg/Tp09HbGwsFEWp9H8TJ070dtkefv31V8ybNw+PPfYYVq9eDYvF4u2S8OGHH+K9997Dc889h927d8PhcHi7JJ+iCF++yJKqrLzbcLoGjwsMDIRWq/Vihb6FucgxFznmIsdc5JpyLueSz2Lv/32EyE3fQxH/fvDKHngJen71ENJ2n8aRp79Bi53LYNUYYX7+dVxwfx8vVux9TXl/qQhzkWMucsxFjrnIVSaXkpISpKamIjExESaTqZ4r9A4hBOx2O7Raba3dKc9ms2HEiBHqmUe//PILoqOj1ekOhwN5eXnYs2cPXn75ZYwePRrz58+vlW3XhtKZXHHFFVi2bBmeeeYZzJgxw9ulQQiB8PBw5OTkYM2aNRg+fHi9brum+0p13mPl9TzK0lWrImpwtFotQkJCvF2Gz2EucsxFjrnIMRe5pppLwekCHB02AVHFmQCA060Hw94yCXGrP0PY5uXY1+kPGIpy0FrYAAB6uwXGJ+7FprNPYdCLl/y7IrMZMBiAJnK796a6v5wPc5FjLnLMRY65yDEXOUVRoNPVbptAp9Nh4MCBarNrzJgx0vmGDx+OpKQkLF68uFa3X1OlMwkLC/NyNe4URUFISAhycnK8su3a3ldqEy9jbCLMZjMOHz4Ms9ns7VJ8CnORYy5yzEWOucg11Vx2PLEE/sWZyA+KgzJ3Li7a/RZG/XAf7O99iHz/GPgVZkBjtyI7qRdCFr6L3H6joBU2hL71DDZe9iq2jHsO21tdif2RF2Bruxuxa9Yq2K2N/7T8prq/nA9zkWMucsxFjrnIMRc5h8OBkpKSWr8krrJn7YwePRr9+/ev1W3XVF1l0tD5ei5sdjURFosFJ0+e9Ilri30Jc5FjLnLMRY65yDXFXMx5Zvgv/QIAoLnzDnS8vrs6rdvNPdDury9x4up7sO/BB9Ft0yzE/6c/Bqx6ERnjbgEAhP22GMG/L4Pp3HE4HEBA+kHon34MW1pci9/uXIwTm48DjXT0haa4v1QGc5FjLnLMRY65yDEXOSEErFYrvDXakV6vx1133eWVbZfH25n4Kl/Phc0uIiIiqhV/PfsD/EqyUBgYg56PeV6iENYiCAP/dzWiRsWrjylaDYYunopzdz6Nk/H9cfTCich6+m1of1yGs5fdDoshCGF5aYhd+CryRl6J7fHj8df4GTj4/CLkrdsJFBXV4zMkIiKiuvLKK69g7dq16r8PHDiAtm3bug1eP2DAAABA165d1ce6du3qsS6r1Yo33ngDF154IS688EJ06tQJ//3vf7Fv3z6PeXNzc/Hoo4/ikksuQadOndCiRQs8/PDDKKrhZ4zly5cjODhYrTMsLAyffPKJOv37779HeHg4FEVBYmIiSkpK1Gk//vgjRo0ahTFjxqB169bo3bs3vvvuu0ptNzU1Fa1bt1a3W3pssZEjRyIgIECdJvPll1/isssuw9ChQxEdHY1x48Zh165dHvP9+eefuPzyyzFy5EgkJSVVuE5vYLOLiIiIasxusUP7+acAANsNE6AzVW0Mh2GzLsOog+9i7I/3YvCjF6D9hXEY/uUd6JTyIyx3PYDsxF5wKDqYck/Db/WPsL3yOk6MvQ0H44Zjz30f1cVTIiIiOi8hgOLixvWfN07UOXnyJD744AO3x9q3b4+DBw/illucZ4CHhIRg06ZNAIC1a9dCr9dj6dKl2LNnj9ty+fn5GD58OI4fP45ff/0Va9aswZdffokvv/wSffr0cZv/zJkzGDBgAHr16oXly5dj7969uP322zFz5kyMHj0aVqu12s/pkksuwdatW2E0GgEAzzzzDCZNmqROv/zyyzF37lxER0dj9+7d6qWes2bNwvjx43HHHXdgxYoV2LdvH6KionDVVVfht99+O+92ExMTcfjwYfTp43nzn1WrVmHZsmXlLvt///d/WLx4MRYvXox169Zh9erV2LBhAwYOHIht27ap8504cQJjx47FpEmTsGrVKqSkpGD27NmVzqY++O5oYkRERNRg/PXqKgTlp6PEFIqeMy6vtfUawgLQY+ZNwMybkHemGLsW7ETW6p3QHDmI8LMHEGY9C93cD3CgbUu0nzq61rZLRERUGSUlwJAh3q6iNmnw009AQEDdbaHsHQMzMzORnJwsvRxOURTMmTMHGzZswJEjR7Bo0SLccMMNeO655/Doo4/i8ss9P3PccsstKCkpwZtvvqk+1r17d3Tt2hV79uzBokWL1LPBpkyZgg4dOuC6665T533kkUfw2muvYePGjer2qqt9+/aYNGkS3n//fWzcuBEPPPCA2/SdO3fizjvvRFBQkPrYyy+/DADo3LkzAMBgMOD222/HihUrMH/+fIwYMeK821UUBR07dnRrULkkJSVJl/nuu+/w3nvv4ejRo2qDrnPnzrj++uvx0Ucf4bHHHsOqVasAAD///DNyc3MxevS/n72mTp2KL7744ry11Ree2dVE6PV6xMXFQa/Xe7sUn8Jc5JiLHHORYy5yTSkXh13A+tF8AEDhZTfAFFr+ILQ1ySU42g9DHhmIy3+5C+MPvYmep35CytBJEAAsTz2HU+sPV/MZeF9T2l+qgrnIMRc55iLHXOSYS/n0en2dXo62du1at//27NmD3bt3IzQ0VDq/v78/Pv74YyiKgoceeggrV67Epk2b8PTTT3vM++eff+K7777Dfffd5zFt9uzZuOGGG3DzzTcDAPbu3Ytly5bh0ksvdZvPaDSiV69eAIBly5ZBUZQaZXL//fdDURQsW7YMGRkZ6uNCCHz++ee49dZb3eaPi4uDv78//P391cciIiIAAKdPn670djUaebunvOfx8ssvo2/fvoiOjnZ7fODAgQCA3377Tb200zXW3cKFC93Wd/3111e6vrrGM7uaCJPJhLZt23q7DJ/DXOSYixxzkWMuck0pl00PfI3wzEOw6vzR44VrKpy3NnPx9wdGfXsX1vfYi7gTf+DE9Q8hZPtC+EcHnX9hH9OU9peqYC5yzEWOucgxF7naysVkAtavr4WCfIYCk8mE+h56qUuXLrjmmvI/QwwfPhxTpkzBBx98gEsvvRTbt2+XNipd41p17NhRuo7SZ5WtWLECAPDOO+9g4cKFbvNmZGSgZcuWEEJAo9FU+m6SMh06dMBFF12E3377DZ9++immTZsGwNn069ChAxISEtzm37JlC4qKihAZGQkAyM7OVmu12WzVrqMiWVlZ2LZtG5o1a+Zx5l1xcTFatmwJADh37hxatmyJ//znP3j88cfxyCOP4Pjx43j++ecRHByM+++/v07qqw42u5oIu92OoqIi+Pv7Q6vVerscn8Fc5JiLHHORYy5yTSWXdXd9ichPZwEACq6eiKD44Arnr+1cjH4adF/+Eo4MugnBOSewbexTGLLtTSga3xkgtTKayv5SVcxFjrnIMRc55iJXW7koCuDnV4uFeZkQAg6HAxqNpt4HG+/du3eF01977TV8//33OH36NPbu3ate5lfagQMHAABhYWHn3d6RI0cAAK+//jpGjRpV7nylM6muu+++G7/99hs+/vhjtdk1f/583H777R7zus7q+vvvvzF79mxoNBq0b99eraUupKSkQAiBESNG4PPPPz/v/LGxsfj2229xxRVXYPbs2ViyZAneeuutChuW9Y2XMTYRRUVF2L59e43vKNHYMBc55iLHXOSYi1xjz0UIYO3kT9VGV9b4iRj00aTzLFU3uUS1CUH43JmwawyIPLABf0z/vtbWXV8a+/5SXcxFjrnIMRc55iLHXOQcDgeKiorgcDjqfdt33HGHx1lFpR05ckQ9s+nee+9FZmamxzz5+fkAnAOon4/rUjzZekqrjUwuu+wyxMfHY9++fVi/fj0KCgqwefNmXHLJJR7zFhQUYNKkSbj66qsxdepUvP/+++jZs2e1t10Zlc2itAsvvBAbN27EhRdeiPT0dFx77bX473//q67L29jsIiIioipbf/eXaLbIeded7KunYPCX93j1bKp249sjb8I9AADTe2/i9O6zXquFiIiIambt2rVu/zabzZg4cSKWL1+OQYMG4ezZsx6DvQNAVFQUgH8vUZQ5e/as27wbN24sd95z587h1KlTVazek06nw5QpUwAAH330ERYvXoxrr70WOp37xXZWqxWjRo3CZ599hu+++04dSL+uubLYtm1bhc2q3bt3u/07KSkJK1euxJIlSxATE4Mvv/wSTz75ZJ3WWllsdhEREVXSyWN2LHl0Kw78VeDtUrzqxB8nEfrZOwCA3BvuwgULpqDeB/eQGDj7BmTHd4XBVojk/74Ih90L904nIiKiGjl48CBeffVVt8eefPJJjBgxAv369cPcuXNhNBrx2Wef4aeffnKbb9CgQQCA9957D8eOHfNY97Fjx/Daa68BAPr37w8AmDdvHlJSUjzmtVqtmDhxYq1d/nv77bdDr9djyZIlmDNnjsfA9ADw/fffY8uWLejcubPbuGPVuXzRddllXl6e2+M5OTke623Tpg0iIiKQmZnpdhfL0ubNm6c2IWfOnKk2DQHgqquuwurVq6HRaPDzzz9Xuda6wGYXERHReRQUAF//3ybs73kDOv3vLhwbfw/yc+v/9H5fIBwCh25/DTqHBZmt+2HAh5O9XZJKo9Mgaf7TcGj1iE3diPWP/3T+hYiIiKjOVfYSQCEE7rvvPlx44YXqY+vXr8e3336L559/HoBzwPdnnnkGgPPSx9zcXHXeG2+8EaGhocjLy8OIESOwbt06t/VcccUVePDBBwEAY8eORfPmzVFUVIQxY8Zg8+bN6rypqakYP348unfvjmbNmqmPu856stvtVY0AsbGxuPLKK1FcXIywsDAkJiZ6zJOamgoAHpfXusYik511VV5N8fHxAIBFixapl3UeOnQIzz33HAwGg/pvwHmHRlfz7YknnsBbb70Fs9kMACgpKcHMmTPxyiuvqGen2Ww2j0H9O3bsiLCwMAQHVzx+a31hs6uJUBQFWq223gcZ9HXMRY65yDEXucaey/afTmNVx6no8uF9iC1JgaIA8bnJ+O2OrytcrrHmsm3mWkQf2QiHRoe2Hz1a5UsX6zqX2EGJKJ7g/CAW+MFMnNiZcZ4lfENj3V9qirnIMRc55iLHXOSYS/06c+aM+nNycrJ0npSUFNxwww1YsWIFRo4cCQA4deoUbrzxRkyfPh0BAQHqvA8//DACAgJw4sQJ3HTTTSgpKQHgHJj+k08+gU6nw+HDhzFs2DCEhIQgKCgII0eOxAsvvIDY2FgAgF6vx/z582E0GnH48GEMGjQIMTExiI+PR+vWrSGEwLPPPqtus7i4GNu2bavwOZzP3XffDQBq06isPn36AHA2oWbMmIEdO3bggw8+wK+//goA2LNnD9atW6f+++DBg2q2ZWu6+uqrodVqkZ6ejtatWyM+Ph7du3fHAw88oN7JcvTo0eqZWE899RS6d+8Ou92O//u//0N4eDgSExMRGhqKl156CYsWLXK7K+ULL7zg1iBcvHgxsrKy8Mgjj1Qrm1onqFHJzc0VAERubq63SyEiavAsZof4NX6iSPbvLQ6E9xdH7ntTpD67QCT79xZ/BQ4Re1ad9naJ9Sr/TKHYEjlOJPv3FhtvfNfb5ZTLYbWJLe1uEsn+vcWKvk94uxwiImqgiouLxd69e0VxcbG3S2mwNm7cKF599VURHBwsAAgAwmQyiZ49e4qhQ4eKoUOHir59+4rY2Fh1ekREhHA4HOLHH39Ul4uJiRG7du1S13vxxRer87umHz16VJ2+YcMGMXLkSBEYGCgCAwPFuHHjxF9//SWt8c8//xTjxo0TISEhwmAwiK5du4o333xTWK1WdZ45c+aIyMhIt222adNG/PTTT1XKw+FwiCuvvNJt3WW9+uqrIjY2Vvj5+YkBAwaIL774QtjtdnHJJZeIwMBAMWrUKHHgwAExadIk4efnp9aj0WhEz549xalTp9R1ffPNN6JTp07C399fDB48WGzZskUIIcSYMWPEt99+61FHTk6OmDZtmmjRooXQ6XQiNjZWTJ482S1bIYR4+eWXBQChKIpo37696Nu3r+jfv79YsWJFlfKoznussj0PRYg6uncleUVeXh5CQkKQm5vrM6cPEhE1VGtf2YJmz98LGAxoveULGNu3AhwO7Oh7O4z7dyElfijG/D0LekPT+FZ41eWzEbfqUxQGx6H7wcUwBBm9XVK5Tv62D7mX3wwIAes7H6D75IpvZ05ERFRWSUkJUlNTkZiY6HZGCxHVjuq8xyrb8+BljE1EYWEhtm7disLCQm+X4lOYixxzkWMuco01F5tVwDbnQwBAySVXOxtdAKDRoM28J6DodUg6uQ4rp6+RLt/Ycsk5lofo374AAATMeLjaja76yiV+REdkDb/Kuc2nX4WtxFan26upxra/1BbmIsdc5JiLHHORYy5ydrsdhYWF1RqTqrFiJnK+ngubXU2Ew+FAUVFRpQcGbCqYixxzkWMuco01l02ztyEuczeE3oBOr9zsNi2oexIcN08EAITOnQlzkecv+caWy6GFW6AVNuRFJKLTHUOqvZ76zKX7B3ejxBSK0OwUbJv2RZ1vryYa2/5SW5iLHHORYy5yzEWOuZSPmXhiJnK+nAubXURERGXY7UDJOx8BAEouvhKm5pEe83R6fTKERotQy1lkHcqs7xLrXf4vGwEAln6DvVxJ5QXFB8M85T4AgP8XHyH30NnzLEFEREREjQGbXURERGVsfnc7mp/bDuj06PjKLdJ5FKMBJX5hAID8Y9n1WV69c9gcCE7eBABoduUFXq6mavo/fynORneDzlqM5Dve9nY5RERERFQP2OwiIiIqxeEAit5yjtVVNPoK+LdqVu68Fn9ns6voRFa91OYth3/cD39zNqx6f7S9qru3y6kSjU6DqJmPAgDC/liBE6sPerkiIiIiIqprbHY1EX5+fujcuTP8/Py8XYpPYS5yzEWOucg1tlx2LzmI5me2AVotOr0qP6vLxRbsbHaVnPI8s6sh5VKSVYSic+UP0Htq8QYAQE6HAdCa9DXaljdy6fyf9kjvPBoCQMpDc+ptu1XRkPaX+sRc5JiLHHORYy5yzEVOo9HAZDJBo2GrwIWZyPl6Lr5ZFdU6nU6HyMhI6HQ6b5fiU5iLHHORYy5yjS2X9NlLAAB5fUfAPymmwnlFiLPZZTnj2exqKLlYCizY0/Ea7Ot4JU5vOyGdR7PFeQmj38iaj9flrVzav3knhKJB5IEN2PfVrnrddmU0lP2lvjEXOeYix1zkmIscc5FTFAV6vR6Koni7FJ/BTOR8PRc2u5oIi8WCY8eOwWKxeLsUn8Jc5JiLHHORa0y5nDlSgLhdPwMAWvzf1edfINzZ7LJneDa7GkouhxZtR0DBGfgVZyH1P9NQlFHkNj3rSDbCTycDANpMGFjj7Xkrl4QLWiDjgssBAGee+h8cdlGv2z+fhrK/1DfmIsdc5JiLHHORYy5yDocDZrPZp++yV9+YiZyv58JmVxNhNpuRmpoKs9ns7VJ8CnORYy5yzEWuMeWy86WfYHAUozgmCXGX9Dzv/LpIZ7PLkenZ7KrNXCwFFqyfNA9HVx+p8brKyli6Qf05JDMFWy9+Cg7bvx9aDi/cDAUCOc3aI7x9VI235839pdvs2+HQGtAsfQe2zt5c79uvSGN6H9Um5iLHXOSYixxzkWMuckIIWCwWCOFbXwp5EzOR8/Vc2OwiIiICYLUImJY7L2E0/PdqoBKnZOubOZtdmty6vRvjjpd/QcTXc5D24OzaXbEQMG1zNrvOjpsEu8aAqH2/Y+MtH6izFP66EQBgH9Cw7sIoE9a+GQrHXQMAKJ71LqwW3/xwRkREREQ1w2YXERERgG0f7UBUfgocBj90fHBcpZYxxjibXdq8um12FW/fBwAwZJyq1fWe3HIcQXkn4FB06PfeJBRNexIAELF0LtZ3vB1/PL4UIfucZ0DFXF3z8bp8Qfe3JsFu8Eez7AP4882N3i6HiIiIiOoAm11EREQAsj92ntVVNGwsdKGBlVomoLmz2aUvrNtml/bIAQCAqSCjVteb9pnzrK6sVr3gH+mP/s+Ow9krpkBAQcSxHQia/QJMljyYDcFofXmXWt22t5hiQlF8yVUAAPP7n8BHh5kgIiIiohpgs6uJ4N1G5JiLHHORYy5yjSGXtL8y0eLgb1AAtH60EgPT/yOwRTgAwK8oC2WHK6itXBw2B4LPHAIAGC15sBTU3kC69t+dzS7tsH/P2hr++RRE/bEcmTfeh9yIJABA/uCx0Ohq5yODL+wvnV/4L4RWj5izu7Bj3g6v1VGaL+Tii5iLHHORYy5yzEWOucgpigKdTuezd9jzBmYi5+u5KMJXRxOjasnLy0NISAhyc3MRHBzs7XKIiBqEVbd9ibgvZ6GgVVf0S/6k0ssVnc5DWuuLAACtTm6Cf6ih1ms7ufkYckf+R/13+PpliOkVV+P1FmUUIaXVRdAIG0JWfYv4gS08ZxICOYczENwqHBq9tsbb9CVbLnsJwb99i5MtBmHk3tmVGaKNiIiamJKSEqSmpiIxMREmk8nb5RA1OtV5j1W258Ezu5oIX78tqLcwFznmIsdc5BpFLuvWAwB0F4+s0mJ+zYIgNM4mUO7RHLdptZXL6XUH3f6dl1I7lzIe+PQPaIQNecEJiBsgaXQBgKIgtG1UrTa6fGV/af/izYCiQfyxTUj+7uD5F6hjvpKLr2EucsxFjrnIMRc55iInhIDD4fDZO+x5AzOR8/Vc2OxqIgoLC7FlyxYUFhZ6uxSfwlzkmIscc5Fr6LmcSy1AzMm/AABJtwyp0rKKRkGJn3PcrvyjWW7TaiuXgu3ujZiC1HM1Wp9L7nLnJYwlfQbX61lNvrK/hHVtjpx+owAA6S/N92otgO/k4muYixxzkWMucsxFjrnIORwOFBYWsglYCjOR8/Vc2OwiIqIm7cD8zdDAjqKolgjtVs4ZThWw+DubXUUn62aQenHggNu/S07U/Mwu4RAI3OW8E2HkFY3jLovV0fq5iVAAxO9bhZTfj3u7HCIiIiKqJWx2ERFRk1b4i/MSRtvAodVa3hbsbHaVnKqbZlfACeeZXdnRHQEA1vSan9l16Ns98C/OgFXnh3bX9azx+hqq6MFtkdW6LxQ4kP7NZm+XQ0RERES1hM0uIiJqskoK7Yjc77ycL/76ql3C6CJCnM0uy5nab3ZlHc5CQPE5AArs/QYCABxna3Zm19FVh5B/x0PO9XceAkNg7Q+q35A4OnQCAFgOpHq5EiIiIipNCIGLL74YiYmJSE9Pr7ft5ufn48cff8Q999yDhISEettuRU6dOoWFCxfiuuuuw+WXX+7tchoE3meViIiarOQvd8PPlgerXzCaX9K9eisJdza77Bk1b3YdWH8WisOOdsNiAQAn1x6CFkBeSAL8OrQEfgA0WdU/syvlx73InXAv/Cx5yI5qj56fP1zjmhs6/86JwHJAezTF26UQERE1OmvWrMGiRYswb948WK1WAECnTp0QHByMvLw85Ofno0uXLhg3bhwmTJiAkJAQddmMjAysWLECALBx40Zcc801dV5vUVERZs2ahVWrVmHjxo11vr3K2L9/PxYuXIjPP/8cR48exbBhw7xdUoOgCF8dOp+qpbzbcAohIISAoihQeH91FXORYy5yzEWuIeey4tLZSFjzKXIGjMWg356v1jo2Tp6LsEXv4XTfy3DR2qfVx6uay5qn1yDijemwa/SIWrsEzXs1w/opnyLi89k4220kom6/EsrUe5AbnoSBx7+ucp1Hlu5BwcR7oLcWISO2G3r8/jaC44OqvJ6a8rX9JXX5XhRfezOKjOHonflrvQ7WX5qv5eIrmIscc5FjLnLMRa4yuZSUlCA1NRWJiYkwmUz1XKF3lG4P1Ob+cvPNN2PhwoUAnLkajUYAzjOWXnjhBcyZMwfR0dFYuHAhRo0apS539913IyUlBYsWLXJrhNW1HTt2oFevXgDgNgC7N99Db775JqZNm4Zhw4Zh7dq1XqvDpTb2leq8x8rreZTFyxibCEVRoNFo+AuuDOYix1zkmItcQ83F4QD8t60DAISOr94ljABgiHae2aXk5rg9XtlchAB+nfoDms16FDphhdFehL0PzQMA2JKd43XpOrZDUFIUAMBUUL3LGE8/+Dr01iKca9EbvTf/zyuNLsD39pfYga0AAP7mLGQfzfNaHb6Wi69gLnLMRY65yDEXOeYi52r+1XYurVq1Un92NboAIDY2Fu+++y4uv/xynDlzBldeeSVOnTqlTp8zZw5++eWXem10AUBYWJj6c11lUlWla/IFvpJLedjsaiKKioqwc+dOFBUVebsUn8Jc5JiLHHORa6i5HFl7HBH5aYBWizY3D6r2eowxzg8e2jz3yxgrk4sQwM8TvkDzec9CgQOFnfoBAGL/XIpjf5yC8aiz2RXSrz1C20Q6t2fJg6XAUqUaT25IRdjpvXAoWnT78WUERPlXafna5Gv7iyncH4WB0QCAM1u8N26Xr+XiK5iLHHORYy5yzEWOucjZ7XYUFRXBbrfX6no1mopbD65LFAsLC/HDDz/U6rZrqq4yaeh8PRc2u5oIu92O3Nxcn90RvYW5yDEXOeYi11BzOfaF8y6MuUm9YAgPrPZ6/JuHAwAMhVluj1cmlx1zt6PVd28AAEr+cyP6/vkuctr2g1bYsP++dxGSnQYAiB/eFkFxQbBrnIPJZx2s2tldR975CQCQ0e4ChLUOr9Kytc0X95fi2CQAQPZf3hu3yxdz8QXMRY65yDEXOeYix1zK541MmjVrpv6clZXlMb30pYTewP1EzpdzYbOLiIiaJOWfsQ4MI6p/CSMABLVwntllKspGVUfBzF31JwAgu8dF6PXpA4CiIP75OwEAzf/+BQocKDGFIrx9FBSNgqIA59ldeSnyZte5/ZlY1W86/nprvfqYw+aA35rlzlqvv6RqBTYVrRIBAOb9vCMjERGRN6Slpak/d+jQAQCQmZmJ999/H4MHD8Znn32mTn/zzTcREhKiXkIXEBCAN954A6tXr1YfDwgIwPPPe47H+uuvv+Kqq67CiBEjEB0djeHDh2PNmjU1rv+iiy5yu6yvd+/ebg0613SdTod3331XffzcuXN45JFHMHjwYAwePBjNmzfHrbfeKm34yTz22GPw8/PzuJxw8eLFaNOmjfr4jBkzPJY9deoU7rnnHowbNw6tW7dG27Zt8dJLL8Fms7nNZzab8fTTT2PAgAEYMGAAAgICoCgKnn322SqmVL94N0YiImpyTuzOQvSpHVAAtJ1yYY3WFZQQikwABnsRinMt8A81VH7hA87LFLX9esE1MnrL8d2wseMghO3bBAAojG+nTrMGRwL56ShIkze79tz8OuKSV8HyzEacHbkYzbo0w/7P/0JA4VlY9IHoenfNGnuNlaljIrASUNLY7CIioioSAigp8XYVtcduR5W/vashs9msNoA6deqEcePG4ddff8Xnn3+Or776ChaLBbfddps6///93//hmmuuQf/+/ZGeno7Jkydj2rRpAIAZM2Zg3rx5WLVqFaKjo92289Zbb2Hx4sVYvnw5QkNDcfLkSQwaNAgjR47E999/j0svvbTaz2H16tWYOHEiFixYgNDQUPz1118e07t3744bb7wR99xzDwDnGWx9+/ZFZGQkNmzYAJPJhLVr1+Kiiy7C4cOH8fvvv593u6+88goGDx6M8ePHuz1+zTXX4JprrsGQIUOwYcMGj+UOHDiAiy++GAsWLMDQoUPhcDhwxx134IknnsCuXbuwaNEidd7p06dj3bp1WL9+PUwmE9LT0zFmzJjqxFSv2OwiIqIm59CHaxANgbzmndCxfWyN1uXXLAhCo4XisCPvaDb8Q6PPv5Br2ZOHAAARA9q5Pd7ixTuR/x9ns0u0a68+bguLBE4CJcfPeaxr98d/IiZ5FQDAYCvE3xNn4sKtr+HMJz8hGkBOv9EwBFahEdeEhPVKhBWA3xk2u4iIqIpKSoAhjefLJA0A/PQTEBBQ59uyWq3YtGkTHnnkEezatQs9e/bE0qVLYTAYMHr0aIwePRo5OTlYtmyZx7LNmzfHvHnzcPHFF+Orr77Ciy++CEVRMGfOHCxdutSj0bVt2zY89NBD+OuvvxAaGgoAiI+PVxs806ZNwyWXXFKjwdZfeOEFfPHFF8jJyUFycjI6d+6sTisoKMCZM2dw1113qY998cUXOHr0KPr376/eiXD48OHo3Lkz1q1bhyNHjqB169bn3W6nTp3KnZaUlOTR7HI4HLjhhhtwxRVXYOjQoQCcY6rNmDEDH3/8Mb7++mtMnToVgwcPBgB89dVXuPHGG9Ua4+LiMHPmTGzcuLGSyXgHL2NsIkwmE9q1a9dkbplbWcxFjrnIMRe5hpiLY+VvAADtmJE1XpeiUVDi57yUMe/ov4PUny+XrLQ8BBc67zYUP6yN27SEMZ2Q3Xc0ACB6fP9/txXlvCOj9ZT7mV2WQisKnnkNAJDZcQiEokXMvtXY+vwvCNvhfK6xt/nGJYy+uL/EDnJexhhUeBoFZ70zULEv5uILmIscc5FjLnLMRY65lM9oNNbpHfaGDBmCwYMHo0uXLnjggQcQFxeHefPmYcuWLWjRooXbvBXdgXDMmDGYOHEiMjIyMH36dEyfPh133nmnW5PJ5bXXXkNsbCy6d+/u9vjAgQMBAIcOHcK+ffuk21EUpVKZNG/eHFdddRUAYN68eW7TFi9ejMsuuwxBQf/eDTs21vmFa2RkpNu8ERERAIDTp09XuD2Xigb/l9X8yy+/YMeOHR5nssXHx6v5l24wWiwWfPfdd8jI+Pfz56hRoxAVFVXn+0pN8MyuJkKv16tvJvoXc5FjLnLMRa6h5XJqXw5iTmyDAqD17RfVyjot/mHwK8xA0Yl/x1c4Xy4nfz8MLYCioBj4xwR7TB/463PIS74doT0T1ce00c4PQ44z7md2bXngK0TmpKHELwy9lz+Hv+7/FBE/fAL/156BRtiRHxyPfld3q+GzrB2+uL8ExoegxC8cpuIspG9KQ7sryv+GtK74Yi6+gLnIMRc55iLHXORqLReTCVi//vzzNRAKAIPJpA6hUBfW12Jeb7zxBn755RfMmTMHgwYNwttvv+0xjxACK1euhBACw4cPd5tmtVrRsmVLAEB2drbHsoCzmWQwVO7s+HvuuQdfffUVPv30U7z88svqcvPnz8esWbPc5r3qqqtw/PhxxMXFqY9t3rwZx48fBwCPsbNqy4oVKwAATzzxhMe4ZiaTCS1btoTValUfu+WWWzBr1iwMHDgQ77//PkaMGAGNRoOpU6fWSX21hc2uJsJqtSIjIwORkZHQ6/XeLsdnMBc55iLHXOQaWi4HP/odUXAgL649OnZtXivrtAWHAeeAktM56mPnyyXnz4OIAFCc0M5jGgBoDDq3RhcAGJs7z+zSZP3b7Drz9zkEf/0RAEDcOxX+0UHo/9Ft2NF+JYJyTwAALCMvgaLxjW/dfHV/KYxOhCktC1nbUwEvNLt8NRdvYy5yzEWOucgxF7lay0VRAD+/2ivMyxwOB2xWK3Q6XYVnDPmKsLAwzJ49G9deey1SU1ORn5+PkJAQt3kyMzORk5ODQYMGYe0/NyiqCofDAZvNVqlMBg8ejG7dumH37t347rvvcN111yElJQX5+fno06ePx/zNmzeH2WzGggUL8PPPP2P06NGIiIhASkoKRB2NnXbkyBEAwMKFC9G2bdvzzv/iiy/i8OHD+P777zFy5Ej897//xZtvvonIyMhK5+INvlcR1YmSkhIcPHgQJY1p8MRawFzkmIscc5FraLlYf3Fe1qcZOaLW1ukIdp5ibznz7zeC58vF8rdzcHpNB3mzS8avhbPZpc/59zTy5Ac+gsFWhOz4ruj1lPN0dEOQEcEvT1fnaXPfuEpvo6756v7iaJkEAChJTvHK9n01F29jLnLMRY65yDEXOeYiJ4SA2Wyus0ZLXfjjjz8QHByM9PR0PPjggx7TLRYLAGfTqzqqmolrXK4PP/wQALBgwQK3AfZL++WXX9CuXTucOHECX3/9Ne666y74+/tXq87KqmoeRqMR3333HWbPno2goCB88cUX6NKlC3777Tef3lfY7CIioibj3JE8xBz9AwCQNKXm43W5KBHOZpf9XOVuEw0AhjRnsyuod+WbXcFJzssY/QqcZ3Y5bA4E71gLAAh/4i4o2n9/rXe8pR/MT70IyzMvIbZv7ZzB1pgZO/xzFl0qB6knIiJqKNatW4fff/8da9euhV6vx9y5c7Fq1Sq3ecLDw6HRaHDkyBGcOXOm3HXt3r27Vmq66aabEBwcjDVr1uDQoUNYsmQJbrzxRo/5li1bhksuuQRDhgzBc889V29nXkb9MwZsRQPMp6WlIT8/X/23oiiYOnUqDh06hJtuugnnzp3DlVdeiXPnPG+a5CvY7CIioiZj3wfroIEdBdFtENGzxfkXqCRtZDgAQGTJx3ooy1JkQ0im8wyi2GGVb3aFtnV+ODFa8mApsCBlxSH4l2TBqvNH22t7eszf87Ex6PHI6EqvvykL6eFsdplOsdlFRETUEBQUFOC2227DBx98gJ49e2L6dOdZ7VOmTEFhYaE6n8lkQvfu3WGz2TBjxgzpulauXImFCxfWSl2BgYGYMGEChBCYPHky+vXr53FpJQBMnz4dDocDV199tdvjVT1TqvQlhHl5eW7TcnJyPNbZv7/z5kezZs2SjlOWn5+PW2+9FUajEQDw8MMPq9Oio6OxcOFC3HDDDSgsLMSmTZuqVGt9YrOLiIiaDMvPzksYxUW1MzC9i6FZKABAyc2p1PzHNxyFTlhg0/sjslvc+Rf4R1BcEOwa50CnWQczcOob5weMnLZ9oPPjOCw1ETPIeRljUN5JmPMtXq6GiIiocSkuLpb+fD6ugdJLD5juMm3aNFx++eXo1asXAGfzqEuXLkhNTcXjjz/uNu/tt98OAHj//ffx2GOPoaCgAABgt9uxYMECTJw4EQ899JA6v+tSP9c8VXX33XcDADZs2KBuu6zUf84mL92Ys9vtOHz4sEcNpf9dtp6YmBhotVoAUAfBt9vtmD17Nv7++28AUNcJADfccAMCAwNx6tQpjBkzBnv37lWn7dmzBxdeeCGuu+46dXD9xYsXu9UIAIMGDQIAt7tL+ho2u5oIrVaLkJAQ9U1ATsxFjrnIMRe5hpJL3pliRKduAQAk3lp743UBgDHGeRmjLu/fyxgryuXcRucljPkxbdwuPTwfRaOgKMB5KWNeSgYcmzYDAEzDB1a79vrmq/tLaFI4zIYgKHAgffPRet++r+bibcxFjrnIMRc55iLHXMpXF5ns3LlT/fn333+v1DJ2u11t1uzYscNt2meffYbPPvsMzzzzjPqYwWBQz+763//+h88++0ydNmXKFIwe7Tzb/dVXX0VkZCQSExMRHByMO++8E/PmzUN0dLQ6/7p169Sfk5OTq5xJp06dMHz4cHTu3FltDJXlGrD+hRdewJo1a7Bu3TpMmTIF4eHOKwa+++47LF26VD37ynUXy8OHD8NsNrs97yuvvBIA8NxzzyEmJgZBQUFYuXIl7rjjDgDAl19+iQkTJsBsNiMqKgpz5syBoijYunUrOnfujObNmyM6OhrdunVDt27dMGXKFHX9p0+fxpQpU9QmZX5+Pj777DP06dMHF154YZVyqVeCGpXc3FwBQOTm5nq7FCIin/LnmxtEsn9vsTV2vBAOR62u+9CSnSLZv7fYHH1ZpeZfdfnbItm/t1h3yStV3ta6tpNEsn9vsWX692JPQD+R7N9bnNp2osrrIU/r/8n2zxdWeLsUIiLyAcXFxWLv3r2iuLjY26U0WDNnzhSJiYkCgPqfTqcTPXr0EL/99lu5y02fPl3Exsa6LdexY0dx8OBBMXnyZKEoigAgxo0bpy6zY8cOj2VuuOEGdXpJSYl47rnnRJs2bYRerxeRkZHi2muvFXv27FHnKS4uFj179lTXD0AEBASIyy+/vMrP/ZtvvhFz584td/qhQ4fE8OHDhZ+fn4iLixN33HGHOHHihFixYoUIDw8XLVu2FK+99prYsmWLSEpKcnte0dHR4vnnn1fXlZmZKW688UYREREhYmJixOOPPy4sFov46KOPxMMPPyzS0tI8tr9ixQoxbNgwERAQIPz8/ES/fv3E/PnzPeYzGo0CgAgNDRV9+/YVXbt2Fffcc4/IycmpciZlVec9VtmehyKEjw6dT9WSl5eHkJAQ5ObmIjg4WH1cCAEhBBRFgaL4xu3nfQFzkWMucsxFrqHksmrsLMSt+xJZw/6DwT9NP/8CVXD6z2PIuvA/sGj90T13HRSl4lzWdL4H0Wl/oOj+6ejz0n+qtK21/R9Bs79X42yrfmiW9ifyQxLQP/272nw6dcqX95ffRz6PqM3f49zlt2PYF3fU67Z9ORdvYi5yzEWOucgxF7nK5FJSUoLU1FQkJibCZDLVc4XeUbo9wP3FiZnI1UYu1XmPldfzKIuXMTYRBQUFWL9+vXptMjkxFznmIsdc5BpCLkIApl3OuzCGXdy/1tcf3CIUAGCwF6E41zmeQnm5CAEEnjoEAIgcVPnB6V2USOdljFFpWwEAJT0bziWMgG/vL/r2znG7DKt/xtEtp+p1276cizcxFznmIsdc5JiLHHORczgcKCgogMPh8HYpPoOZyPl6Lmx2ERFRg1OUVYJVY17H3wt3nH9mACd3nEV4bgqgaJB0Xd9ar8evWRCExjmWQ97Riu/IeGZvJgLMWRCKBnFD21R5W9oY5x0ZFTi/TQu/pGE1u3xZp2kXoygoGiH5J3B63CTsWnzQ2yURERERUTWw2UVERA3OjmeWIm7DImQ9/79KzZ+2yHlWV058J/hFl3+6c3UpGgUlJucg9flHsyqc99TvzgZKQVgCDMFVvyTCEB+l/uzQ6ND2+t5VXgfJhbaOQNv1n6Agug2CzBlwTL4Nv7/+p7fLIiIiIqIqYrOLiIgaHMsGZ/Mq8FwqKjPyZMla510Y0b/2L2FUawpwNrsKT1R8ZlfuVmezy9yi6pcwAkBAy0j15+yWPWEK96/WekgupG0z9Nj2MQo79IbRUYSwZx/A38tSvF0WEREREVUBm11ERNSgWAqtCEv5CwBgsuQh51huhfPbrQ6EHnSenRNz+YA6q8sW7Gx2lZyuuNll3+9sduk7V6/ZFZT075ldmsG8hLEuGMID0WfTOyjs1A86YUHGnU8iP9Pi7bKIiIiIqJLY7GoiAgICMGDAAAQEBHi7FJ/CXOSYixxzkavvXA4v3QODrUj999k/j1Y8/8+H4G/Jhk3vj1bju9ZZXSI0HABgOeW8jLG8XEzHnIPTh/StXrMrtO2/za6Eaxpes6uhvI8UowGdv3kOVv9QNMs9iHXXv1un22soudQ35iLHXOSYixxzkWMuchqNBgEBAdBo2CpwYSZyvp6Lb1bVQK1ZswbLli3zdhlSGo0GRqPRZ3dEb2EucsxFjrnI1Xcu5374w+3fObsqbnalf+ecP69dH2gMujqrS4mMAADYz2YCkOdSmGVGaE4aACB+eNtqbSe4eTCyxvwXWcOvQsKFVR/g3tsa0vvIv0Ukgl5/GgqAxE2fY/ObW+psWw0pl/rEXOSYixxzkWMucsxFTlEUaDQaKIri7VJ8BjOR8/Vc+M6uBdu3b8eYMWNw0UUXYfv27dVax5o1azB69Gj0798fvXr1wogRI7B27dpaq7G4uBjJyckoLi6utXU2BsxFjrnIMRe5+s5Fs9XZvDIbnQPNFx84VuH8YouzQWEcWnfjdQGALtrZ7BKZzjO7ZLkcX3sEChww+4UipE2UdD2VMfjbaRi8/HEoGt/8cFGRhvY+Spo4FPljrgYAaJ9/Bqf3VXyZanU1tFzqC3ORYy5yzEWOucgxFzmHw4Hi4mI4HA5vl+IzmImcr+fCZlcN5OTk4PXXX8cXX3yBLVuq/23v3LlzMWLECFx55ZX4448/sH37dlx22WUYOXIkPv3001qp1WazISMjAzabrVbW11gwFznmIsdc5Oozl7wTeQg/vRcAkD/8MgCASCv/zK6CjBJEHd8BAGh5Xd2N1wUAhjjnwPGarAwA8lwytzgvYSyMawf46Ldgda0hvo96L3wAhc0SEWjOxJ7/vgzhqMRdEaqoIeZSH5iLHHORYy5yzEWOucgJIWCz2SAqcwegJoKZyPl6Lmx21UBISAgefvhhzJw5E2PHjq3WOv744w/cddddGDFiBO666y718fvvvx9DhgzBHXfcgf3799dWyUREDdrhr7ZBgQP5YS0RdnE/AIDxdPnNrgNfbodWWFEUFINmfVrUaW3+zZ1jdunzM8udp2T3AecP7ap3CSN5hzbAhPi5z0NotIg/uBpbZvzi7ZKIiIiIqAJsdtVA6WtTTSZTtdYxY8YMWK1WTJ482WParbfeipKSEjzzzDPVrpGIqDHJXfnPJYw9+iOqd0sAQFDOcThs8tOns79bCwAo6TWozs+kCmzpvIzRWJhV7jzaI84zuwJ6tq/TWqj2xV3UAXnX3g4AMM1+DeeSz3q5IiIiqi++euYKUUNXl+8tNru86OTJk/jlF+e3w8OHD/eYPmzYMADA0qVLkZubW5+lERH5HCEAv13OZlfoxQPQrHssHBo9tA4Lzuw67TG/zeJAyM61AIBm119U5/WFJDmbXX7mHFiKPC+JcNgFQs4edNZzAc/saoj6vz8JWTGdYbTmY/+Nz9XJ5YxEROQ7XIPX2+12L1dC1Di53lt1caMINru8aNOmTQCA0NBQxMbGekxPSEhAcHAwLBZLjQerNxqNSExMhNForNF6GhvmIsdc5JiLXH3lkr4tHcH5JyAUDdpc1xsanQb5oQkAgHN/eV7KuO+rXQgwZ8FiDEKb6/vUaW0AEJQQCqFooEAgOyXbI5eT207BaCuE0OgQO7BVndfjqxry+0ij16LFJ8/CpjEg4tAW7Hzqm1pbd0POpS4xFznmIsdc5JiLXGVy0ev10Ov1KCgoqMfKvEtRFBgMBp+9w543MBO52sglPz9ffZ/VNja7vCg5ORkAEB8fX+48cXFxAIC///67RtsyGAxo0aIFDAZDjdbT2DAXOeYix1zk6ioX4RBYMfwl/J5wE1b2nY79d7wBAMiO7wr/qAAAgCXGOQ5X/t+ed2Q8s2iNc1qPodAYdLVam4yi1aDELwwAkJeW5ZHL6XXOs7ryopKgMdb+L/SGoqG/j1oMbYXMG6YCALTvzkb2gdq5nLGh51JXmIscc5FjLnLMRa4yuSiKgqCgIOTm5jaZuzZqNBoYjcY6OdOmoWImcjXNpbi4GHl5eQgKCqqTRmLdf/qncmVlOcd1CQoKKnee4OBgAMDZs/IP02azGWazWf13Xl4eAGeHtPQOoygKSkpKEBwc7Da/i6uGoqIij9N0TSYT9Ho9LBaLx7JarRb+/v4QQki/8QgICIBGo0FxcbHHnU6MRiMMBgOsVitKSkrcpmk0GgQEBKjPpSx/f39otVqUlJTAarW6TTMYDDAajbDZbB6/lBRFQWBgIACgoKAANpsN+fn5CAoKglarhZ+fH3Q6HcxmMywWi9uyer0eJpMJdrsdRUVFHjW5MiwsLPS4/WpFGep0Ovj5+cHhcKCwsNBjvYGBgVAURfraVJSh67UB5BlW9NpotVoUFRUhMDDQI9/Sr01BQYHHddau16aqGZZ+bWQZul6b2s7Q9dpUlKFr/7bb7W77S2X2b9l+WNkMK9q/a5Kh7LU5X4YVHSN0Oh0KCwsREBAg3Zeqe4xI+/EwErZ+6/xH5r836rD26qVuT2nVEkgGivYdcdvPTUY/BP65GgDgf+lAt2lVOUaUfW3Od4ywBEbArygTmQdPIion2m1/Kdh+EAEAzC1ae7wnG9oxoqIMz7d/GwwG5Ofnq8+pbIYN4RjR4+Vx2PnrL4g+m4zdE17H0D9eq/bvQFeGpY8ver2+UR0javI5wmg0Ii8vT3rmhS98jqjqMaK2PkeU3l+MRmOjOkbU5HOEyWRCTk6O9EwDX/gcUVZ9fY4ovb/4+fk1qmNETf7WMBqNyMnJgU6ng1arLTdDk8kEjUaDtLQ0hISEIDAwUD0LpWxGrpoB+aWPGo0GiqLA4XB4vG6KokCj0UAIUeX1upatznpdNbnW65pPo9Go/8nW663n6o31As7XWqvVSqeVzVBWU0UZnu+18dUMS+8rruXOt16HwwGr1YrCwkLk5uZCp9O5jX9emWOE7HeSDJtdXuT6BVPRtwmuD3eyXxoA8PLLL+PZZ5/1eHzXrl3qL0EACAsLQ3Z2Njp16oS9e/d6zO8aH2z//v0eO0+HDh0QHR2Nc+fO4fDhw27TwsLC0K1bN9jtdmzfvt1jvQMHDoTBYMCRI0eQmel+h7KkpCQkJCQgJyfHo6bAwED07t0bALBjxw6PN0ufPn0QEBCAo0eP4vRp97F6EhISkJSUhIKCAuzatcttmsFgwMCBAwEAe/bs8fhF3b17d4SGhuLkyZM4fvy427SYmBi0b98eJSUlHs9VURQMHToUgDPDsr+MO3XqhKioKJw5cwYpKSlu0yIiItClSxfYbDZphhdccAF0Oh0OHz6M7Oxst2lt2rRBfHw8srKyPO7aGRQUhF69egGAdL39+vWDn58f0tLSPJqpMTExOH36NNq0aePxmptMJvTv3x8AsHv3bo8/Enr06IGQkBAcP34cJ0+edJsWFxeHtm3boqioyKMmrVaLwYMHAwD27t3r8QGsc+fOiIyMxOnTp5Gamuo2LTIyEp07d4bVapU+1yFDhkBRFBw8eNBj/Lt27dohNjYWGRkZOHjwoNu0kJAQ9OjRA0II6XoHDBgAo9GIlJQUZGRkuE1LTExEixYtkJOTo57F6eLv74++ffsCAHbu3OlxQO/VqxeCgoJw/PhxpKenu02Lj49HmzZtUFBQgJ07d7pN0+v1GDRoEADn2aBlP9h17doV4eHhOHXqFI4edb/sr1mzZujYsSPMZrP0uVZ0jGjZsiWOHj2KhIQEj/dNTY4RhbN/RSsAZ5L6IrdtArTHz0JjsUB/RRL279+P3r17w9S+JRw/OGA9fNBt/aHpQQguOg2Lxojcjjq3aXV5jLCFRABngKN/JcPc+98PzoqiwHHAOTh9Xmy4RxYN7RjRsmVLtGrVCnl5edizZ4/btPMdI9q1a4eDBw+iWbNmHuttSMeI3KmXIeKpvYhKXoO/3liLwj6e32ryGOFUk88RXbt2RXJyMkJCQjxeG36OcGpsx4iafI7o3r07kpOTYTKZPPZvfo5wamzHiJr8rdGuXTskJydDUZRKHSNclzMajUbo9Xo4HA6PY4CiKOrfb2azWfqFj0ajgc1mk35BWN56gX9viGaxWKRfFmm1Wul6NRoNDAYDhBDSkx6MRiMURZGuV6fTQafTwW63S78Ad/0dW3ZfKb1eV8NVtt6aZChbb2UzlK33fBk6HA61sV3ec63otakow/O9NhVlKFtv6Qxlr011M6yN/VsIgZKSErVuq9WK9PT0Kh0jyuuNlKUI3lqiVkycOBELFizAM888gxkzZlRqmalTp+J///sfBg4cqI7fVdbAgQOxZcsWTJ06FbNnz/aYLjuzKyEhASdOnFDPCnPNl5ycjB49ekhPM/TFb1vq4xvZwsJC7N+/Hx06dIC/vz/P7PqH1WrFnj170L17d49vuprymV1FRUVu+wvP7HKy2WzYvXs3unbt6nG9fXWPEflninC219Uw2Iuh+XgO4i/t6LacK8ODi3fBdsutyAuIQeeUL9Xpf96yALEr5uNct4vQ69enpBnWxVkbf457BZF//Ij0K+9A11mXue0vya1vRHBhOhzvvoWWV3V3W7ahHSNqctaG3W7Hrl270KVLF48vexraMWLbpLmI/vkzFPg1Q9ymTxAS6+82vSrHiNLHl8DAwEZ1jKjJ5wghBHbs2IHOnTt7nN3lC58jvHVmV+n9JTg4uFEdI2ryOcLVVOrYsSP8/PzcpvvC54iy6utzROn9JTQ0tFEdI2ryt4bD4cD27dvV39MVZegihIBGo4FOp4PNZpM2KFyvjSwHo9Go7odljz06nU59bWQNCtd6i4qKpE0GV4Zl16vVamEymeBwOKSXYvr7+0NRFBQXF6vzpKSkICkpCcHBwWqGZV9zjUajvs9kz9XPzw8ajUZtbJSm1+vV/btshoqiqK+HbL0mkwlarbbWM6zotbFYLDh06BA6duwo/Vu6bIaluV6bijIUQkh/L9R1hmaz2eN941pvZTIsKipS9xXXWaPlZVh6PzSbzdBqtW5n4FblGJGXl4fmzZsjNzfXredRFs/s8qKYmBgAqHDAQ9e06Oho6XSj0Sg9tT8oKEh6eaRGo6nwssmyB/rSDAZDuWehua5nL0/ZDxylnW9AuorWazKZ3E57LE2n01W4bGBgoHqQ8/f3d5u3vFwB5xu1ovWWPqOurIoyrMlrU5MMZa+N60Pt+Z6r6wORTGPKsOz+XXZ/qWj/rsx+WJ6K9u+aZFjRa1OdDF37i16vL3fZqh4jdj33G8LtxcgPb4l+1/WFopFfxx/drwVOKkBQ0Rno7Ab4hRohHAL+m52XMIb+Z2S5263Ja1Nehkqk846Mmuw8NSt/f3/YcjUILnR+u550cTf4l7PdhnKMcKlOhq79xWAwlLtsQzlGXDDvTuzquAaBOSfx990LcfGqh6TLViVDVyPdpTEcI1yq8znCtb8YjcZyt+vNzxHlqa/fga4v6oDGc4xwqU6Grv3Fz8+v3O36wueIsurrc4S/v7+aaWM5RrhU528N1/5S9nNdaRUdI4Dz51+daUDF+ddkvRXl71o2Pz8fQgiEhISouZxvvTWpqSFk6MrEZDKd93dKdaYBFe/Dvpqh60yt0vtKZdZb0X5YmWNEZc/X4ghrXtSpUycAwKlTp8qdxzWtc+fO9VITEZG3CQE4lnzn/PmyK8ptdAFASItQmA3BUCBweqvzkqHU1akIyTsGh1aP9pMvqJeaXfQxzmYXylxKcXKt8xLG4qBm8I8p/xsoalgMwSZEvP44FAAJm79GyroT3i6JiIiIiMBml1cNHToUGo0GGRkZOHfunMf0M2fOIDMzE1qtVh3Hobo0Gg38/f15B4kymIscc5FjLnK1ncuRXw4h8mwyhEaLTg9fUvHMioLCSOcdGbN2OMcPSf14FQAgu90AmCLK/0aqLhjj/jmzKyfTLZesLc5xXIqat6/XenxRY3sfJf13ALI7DoICB44882m119PYcqktzEWOucgxFznmIsdc5JiLJ2Yi5+u5+GZVTURERARGjRoFAFi/fr3H9HXr1gEARo8ejfDw8BptKyAgAH379q3wVMSmiLnIMRc55iJX27kcnf09ACCryzAEtzr/sc8e3xIAULjvKPYvO4io5fMBAEH/GVUr9VSFf4Kz2WXIy3TLxZrsbHZpO7St95p8TWN8H8U9MQkAELP1B5ze4/nlVWU0xlxqA3ORYy5yzEWOucgxFznm4omZyPl6Lmx21RLXYH+y23MCwKpVq9ClSxfMmjXL7fHp06dDURR88sknHsvMnTsXGo0G06dPr/2CiYh8UFGOBWGbfwIARE25slLLaJOczS7bjr+Rc9tD0DksyO54Abo/enGd1VmewJbOZpepyP0yRn2qs9kV2KtdvddEda/VlT2R07IHtMKK5Omfe7scIiIioiaPza5akJmZiQ0bNgAANm7c6HFHAwB46623kJyc7HGnxqFDh2LGjBn48ccf8fHHH6uPf/DBB1ixYgWef/559VbrNVFQUIANGzZUOBh+U8Rc5JiLHHORq81ctj37I0zWPBQFxaD9zf0rtUxAJ2ezK+bQOgQXpqMoJA49f3weirb+f8WFtfmn2WXNx9kTWdiwYQOyzuUiNNN5K/XYYWx2Ndb3UdiDkwEAEb9/g+y03Cov31hzqSnmIsdc5JiLHHORYy5yzMUTM5Hz9VzY7KoBu92OPn36oGXLlkhPd95la/Xq1YiLi8OVV7qfkXDdddchKCgIt9xyi8d6nn76aXz//ff47LPPMHDgQAwYMABffvklfvjhh1o7q0sIAbvdXuk7FzQVzEWOucgxF7nayiXvdBH8F7zvXOeNN1a6WRXRs4X6s0NrQMxnM702CLxfsyAIjfNGx7mp2bDb7Ujfchw6hwU2vR8iezT3Sl2+pLG+jzpMGojcZu1gsBdj1xOLqrx8Y82lppiLHHORYy5yzEWOucgxF0/MRM7Xc9F5u4CGTKvVYtu2bZWad8KECZgwYUK50y+77DJcdtlltVUaEVGD8+e9nyLOnIWCsAT0eenqSi8X068FDmr10NitsD/2BJpf5L2zpxSNgmL/CPgXnEHhsSygOZCxOQXNABREt/HK2WZUPxSNAtNdk4BnH0fIT1+hKOMm+EeWf/tsIiIiIqo7/NRNRERed3LHWTRbsRAAEPjYVGiM+kovawgyQjfrNYgXXkL36ee5e2M9sAQ5L2UsOp7t/Pce5yWMjtYcnL6x6z5tBPJCWsBoycPfs1d7uxwiIiKiJovNLiIi8rrkqe9D5zAjt2V3dLrnwiov3+H2Iej8f6ProLKqs4U6m13m9CwAgObIEQCAqXt7r9VE9UOj08BygXP/Ldqw3cvVEBERETVdivDVCyypWvLy8hASEoLc3FwEB/87Zo3dbkdRURH8/f2h1Wq9WKFvYS5yzEWOucjVNJd9yw7CccON0EAgcMl8JIztUgdV1p91o19A5MalOHvlFPSacwP2t7oGgeYM+H85D60u6+bt8ryusb+Pds/ZAN3DDyAvpAUGpH9b6eUaey7VxVzkmIscc5FjLnLMRY65eGImct7KpbyeR1k8s6uJ0Gq1CAoK4puzDOYix1zkmItcTXM5+dT7UCCQ1Wd0g290AYAS5Tyzy5GRg+KTVgSaMwBFQdzQNl6uzDc09vdR0pXdASgIzj2GzIOZlV6usedSXcxFjrnIMRc55iLHXOSYiydmIufrubDZ1USUlJTg0KFDKCkp8XYpPoW5yDEXOeYiV5Nc0jacQOzh9VAAtJ15R+0X5wWGmH+aXefOYufiDQCAgtAEGEI5WDnQ+N9HgbFByIlyjs+W9t2OSi/X2HOpLuYix1zkmIscc5FjLnLMxRMzkfP1XNjsaiKsVivS09NhtVq9XYpPYS5yzEWOucjVJJdDL33tPKurwyA069uyDqqrf6Z4Z7NLl5OJrC37AQGYW3Bwepem8D6ydu4BAMhfV/lmV1PIpTqYixxzkWMucsxFjrnIMRdPzETO13Nhs4uIiLwi91QRIjd8DwCImnq9l6upPf4JzmaXoSAbhmPpAABdp3beLInqWfCwngAA/d+Vb3YRERERUe1hs4uIiLxixws/wmgvREFES7SdMMDb5dSa4FbhAAC/4kyEnk4DAIT0ZbOrKWl1pbPZFZZxCHnpBV6uhoiIiKjpYbOLiIjqnd3qgOGbrwAAmhuug6JtPL+OQttEAgCMtmJEFRwHAMRfyGZXUxLWNhL5IQkABFKW7vZ2OURERERNTuP564IqZDAYEB8fD4PB4O1SfApzkWMucsxFrjq57JizGaH5x2A1BKLb45fWYXX1zxjqB7vOBCiAVgEspmCEtG3m7bJ8RlN5H5V0dJ7dlbN6e6Xmbyq5VBVzkWMucsxFjrnIMRc55uKJmcj5ei6KEEJ4uwiqPXl5eQgJCUFubi6Cg4O9XQ4RkdTqzlMRk7YZ2WNvxAVL/s/b5dS6P2MvR2DeSQBAdlIfXLDnfS9XRPVt29PL4D/rOWTEdcfQQ3O9XQ4RERFRo1DZngfP7Goi7HY7cnNzYbfbvV2KT2EucsxFjrnIVTWX7LRcxKRtBgB0ePrauizNa6zBzkHqIQQcbXgnxtKayvso4bJ/xu06tRfFuZbzzt9Ucqkq5iLHXOSYixxzkWMucszFEzOR8/Vc2OxqIoqKirBz504UFRV5uxSfwlzkmIscc5Grai4p3+0CAOSHt0JEt/i6LM1r7KERgAAcDgF9p5beLsenNJX3UXTv5ijxj4BWWHHk+7/PO39TyaWqmIscc5FjLnLMRY65yDEXT8xEztdzYbOLiIjqVe7aHQAAc+eeXq6k7oiICPXniEGtvVgJeY2ioKBdLwBAxqqd3q2FiIiIqIlhs4uIiOqVbo+z2RU4uPE2u3RR4QAAh0aDZv1aeLka8ha/C5zNLv2qn2Et8c1T/ImIiIgaIza7iIio3hRmFCP87D4AQMvLe3i3mDpkiIsEAGSFNIfG5Jt3qKG61/Xhi2ExBSMsNxV/PPWjt8shIiIiajLY7GoiFEWBXq+HoijeLsWnMBc55iLHXOSqksuR7/+GRthRFNgMEV1i66E672h/c3/Y45vDeulg7i9lNKX3kSkqCJabbgUAGD95H0VZJeXO25RyqQrmIsdc5JiLHHORYy5yzMUTM5Hz9VwUIYTwdhFUeyp7G04iIm9Y+98P0ez7D5HRawyGrn/R2+UQ1TlbkQU7kq5CQP4pnLv2Hgz7ZJK3SyIiIiJqsCrb8+CZXUREVG/Ejp0AAL9BjXe8LqLSdP4GaO+9CwAQ8u185B7N8W5BRERERE0Am11NRGFhIf744w8UFhZ6uxSfwlzkmIscc5GrbC6WIhvCT+4GAMRf2vibXdxf5JpiLj0euxg5Ue1gsBVix33zpPM0xVwqg7nIMRc55iLHXOSYixxz8cRM5Hw9Fza7mgiHw4GSkhI4HA5vl+JTmIscc5FjLnKVzeXITwegt5fAYgxG7KDEeqrOe7i/yDXFXDQ6DYKfuh8AELn6a5z7+4zHPE0xl8pgLnLMRY65yDEXOeYix1w8MRM5X8+FzS4iIqoXZ1fsAADkt+4BRctfP9S0dJ7cHxktekHjsGHvowu8XQ4RERFRo8a/NoiIqF7YtzmbXfq+PbxbCJEXKAoQ8ejtAIDwdUuReSDDyxURERERNV5sdhERUZ1z2BwISd0JAIi+uPGP10Uk0+nmPsiK7watw4I9j3zq7XKIiIiIGi1FCCG8XQTVnvJuw2mz2ZCXl4fg4GDodDovVuhbmIscc5FjLnKVyeXIyhSYr7gWdp0Rnc+uhcaor+cq6x/3F7mmnsvfH26C5v/ug01rRMKOHxDWOhwAcykPc5FjLnLMRY65yDEXOebiiZnIeSuX8noeZbHZ1chU9oUnIqpP66YuRuS8V5GV1AeD97zv7XKIvEY4BDa1uwVhp/bi7JibMfzb+7xdEhEREVGDUdmeBy9jbCLMZjPS0tJgNpu9XYpPYS5yzEWOuchVJhfr+i0AAN2g/vVVltdxf5Fr6rkoGgUh024DAIT9thjZR3MBMJfyMBc55iLHXOSYixxzkWMunpiJnK/nwmZXE2GxWHD06FFYLBZvl+JTmIscc5FjLnLny8VSZENEylYAQPxVA+qzNK/i/iLHXIDOdw5BbmRr6G3FOLxgEwDmUh7mIsdc5JiLHHORYy5yzMUTM5Hz9VzY7CIiojp18Js9MNiLYPYLRfMR7b1dDpHXKRoF5oS2AABzOu/KSERERFTb2OwiIqI6de4H5yWMBZ36Q9Hy1w4RACgRzoHp7WezvFwJERERUePDvzqIiKhOabc6m10BI5rOJYxE56ONjgAAODLY7CIiIiKqbWx2NRE6nQ7NmjXjrVLLYC5yzEWOuchVlEtWWh4izu4FACRe33QGpwe4v5SHuTgZop1ndmlynM0u5iLHXOSYixxzkWMucsxFjrl4YiZyvp6LIoQQ3i6Cak9lb8NJRFQf/nxpFQJffAx5kUkYcPRrb5dD5DP2fLAJ2mn3ITuqHS5I+8Lb5RARERE1CJXtefDMribC4XCguLgYDofD26X4FOYix1zkmItcRbnkr3Rewmjt1fQuYeT+IsdcnAKahwEAjAXOM7uYixxzkWMucsxFjrnIMRc55uKJmcj5ei5sdjURhYWF+PPPP1FYWOjtUnwKc5FjLnLMRa68XIRDIDDZ2eyKvLTpNbu4v8gxF6egVs4xu/xKsuCwOZhLOZiLHHORYy5yzEWOucgxF0/MRM7Xc2Gzi4iI6sSxDccQVHgadq0Bra/p5e1yiHxKaKLzzC5FOJCfnu/laoiIiIgaFza7iIioThz/ejMAIKdVDxiCTV6uhsi36P31MBuc40zkpmR6uRoiIiKixoXNLiIiqhPWjX8CALSDmt4ljESVUeLvvCNj4fEsL1dCRERE1Liw2UVERLXOYRcISdsFAIgey0sYiWSswc5mV9EJNruIiIiIapMihBDeLoJqT2Vvw0lEVJeOrUtDwdirYdca0PHM79D56b1dEpHPWTvgMTTbswo5tz6EQbOv93Y5RERERD6vsj0PntlFRES1Lv1n51ldOfFd2OgiKk+488wu61me2UVERERUm9jsaiKKioqwfft2FBUVebsUn8Jc5JiLHHORk+VSvMXZ7BLdunurLK/j/iLHXP6liYoAAIhzmcylHMxFjrnIMRc55iLHXOSYiydmIufrubDZ1UTY7Xbk5+fDbrd7uxSfwlzkmIscc5GT5eJ3YCcAIGx40212cX+RYy7/MkSHAQCU7CzmUg7mIsdc5JiLHHORYy5yzMUTM5Hz9VzY7CIiolqVnZKN4NxjAIBWl3XzcjVEvssY5zyzS5eb6eVKiIiIiBoXNruIiKhWpS3bDQDIDU9CUDxvlEFUnoAE55hd+sJsL1dCRERE1Liw2UVERLUqd51zvC5zh6Z7CSNRZQS1cp7Z5VeUCeHgzbGJiIiIagubXU2EyWRChw4dYDKZvF2KT2EucsxFjrnIlc1F+/dOAEDAoKbd7OL+Isdc/hXSyjlml9ZugSh0MBcJ7i9yzEWOucgxFznmIsdcPDETOV/PRRFC8KvERiQvLw8hISHIzc1FcDAvHyKi+mUpsOBA7DBoHVaErfkOsf0SvF0SkU/bFTIEelsxwlZ/i9j+LbxdDhEREZFPq2zPg2d2NREWiwUnT56ExWLxdik+hbnIMRc55iJXOpeU5fugdVhRbApHTJ/m3i7Nq7i/yDEXdyV+znG7so+cYS4S3F/kmIscc5FjLnLMRY65eGImcr6eC5tdTYTZbMbhw4dhNpu9XYpPYS5yzEWOuciVzuXcb87xugpad4eiUbxcmXdxf5FjLu7MQc5xu/KPnmMuEtxf5JiLHHORYy5yzEWOuXhiJnK+ngubXUREVGvsf+0EAOh6N+3xuogqyx7iPLPLfDrHu4UQERERNSJsdhERUa1w2BwITnWe2RU1ks0uokoJcza7bGeyvVwIERERUePBZhcREdWKoysOwWTOhVXnj8SxHbxdDlGDoIl0NruQmeXdQoiIiIgaETa7mgitVouwsDBotVpvl+JTmIscc5FjLnKuXM59+wcAILvDAOj99V6uyvu4v8gxF3f66H+aXdk5zEWC+4scc5FjLnLMRY65yDEXT8xEztdzUYQQwttFUO2p7G04iYhq24ZWNyH83H4UPvgM+j433tvlEDUIf732G/yefRRZzbtj8IG53i6HiIiIyKdVtufBM7uaCCEEbDYb2Nt0x1zkmIscc5ETQiB9ZzrCz+0HoKDdpAu8XZJP4P4ix1zc+cU7z+zS52cxFwnuL3LMRY65yDEXOeYix1w8MRM5X8+Fza4moqCgABs3bkRBQYG3S/EpzEWOucgxF7mCggKsf2UxIIDs+M4ISQz3dkk+gfuLHHNxF9TS+X4xFWYwFwnuL3LMRY65yDEXOeYix1w8MRM5X8+FzS4iIqoxv23JAABlyBAvV0LUsLiaw3prMWyFVi9XQ0RERNQ4sNlFREQ1UpRtRvP0PQCAhP+y2UVUFYExgbArzhs6WE4XebkaIiIiosaBzS4iIqqRw4t2w+AwoygwCs0vbOvtcogaFI1WQbG/8+wuNruIiIiIagebXUREVCP5P20GABT0HARFo3i5GqKGxxwQAQCwn/XNMS+IiIiIGhpF+OrQ+VQt5d2G0+FwwGazQafTQaNhj9OFucgxFznm4slhF/gzejyCi08Db76BTlOGerskn8H9RY65eFrb/X40O7wRufc+hv4v/4e5lML9RY65yDEXOeYix1zkmIsnZiLnrVzK63mUpau3isirNBoNDAaDt8vwOcxFjrnIMRdPB38+guDi07DrjOh4Y39vl+NTuL/IMRdPjjDnmV2OjDx+iC6D+4scc5FjLnLMRY65yDEXT8xEztdz4SeqJqK4uBh///03iouLvV2KT2EucsxFjrl4Sv9qHSCA0y26wqpxeLscn8L9RY65eNJEhgMCyD6SxlzK4P4ix1zkmIscc5FjLnLMxRMzkfP1XNjsaiJsNhsyMzNhs9m8XYpPYS5yzEWOuXjSbNoAACjo0Z65lMH9RY65eNJGOQeod2Qwl7K4v8gxFznmIsdc5JiLHHPxxEzkfD0XNruIiKhazh3MRtSZPQCAgDG8CyNRdRlC/QEAWovZy5UQERERNQ5sdhERUbUcWbgJCgRymrWBMSHI2+UQNViKQe/8v93u5UqIiIiIGgc2u4iIqFqKfl0PADD3G+TlSogaNo3Beb8gjd03LwMgIiIiamjY7GoijEYjkpKSYDQavV2KT2EucsxFjrn8y1pkRfj+zQCAuOuGMBcJ7i9yzMWTxqgHFMCg1TCXMri/yDEXOeYix1w8FedZsePjvYgOS2AuZXB/8cRM5Hw9F0UIIbxdBNWevLw8hISEIDc3F8HBwd4uh4gaqeT5W6HccxdKTGHocWYFNDp+d0JUXbveWQf9Y9OQFdsZgw8v8HY5RESN3u93fYWoT2fizBV34sLPb/N2OURUBZXtefCvkybCarXi3LlzsFqt3i7FpzAXOeYix1z+lfGd8xLGvG6DYRd25iLB/UWOuXhyXcYoLGbmUgb3FznmIsdc5JiLJ/vuvwEA1iOHmUsZ3F88MRM5X8+Fza4moqSkBHv37kVJSYm3S/EpzEWOucgxl3+Ztm0AAARfMoS5lIO5yDEXTxqDDhCAvaSYuZTB/UWOucgxFznm4kmffhQQgCUzg7mUwf3FEzOR8/Vc2OwiIqIqOf3nMQTlHINd0aHdhP7eLoeowdMYnXdj1Dg4QD0RUV1z2AWCso4CAAzFBV6uhojqCptdRETkwZaVh90jp+HY3JUe09IWOi9hzGzRC4HRAfVdGlGjozX+czdGh93LlRARNX4ZBzJhsBUBAAzmIi9XQ0R1hc0uIqJGQJSYsX/yazj707ZaWd+ul5ZDt3kdzjz7nsc067pNAADtsMG1si2ipk5rcp3ZxWYXEVFdO7v1qPqzyZLvxUqIqC6x2dVEaDQaBAYGQqPhS14ac5FjLnK+nMuel36AY9HXSHloTq2sr2TzDgBAQOYxFKSeUx+3l1gRkrYLABB3pfMSRl/OxZuYixxz8aQzOc/s0gkbcymD+4scc5FjLnLMxV3u7lLNLmsRFCherMb3cH/xxEzkfD0XRQghvF0E1Z7K3oaTiBqXjUMeQ9j2VSgKbIY+Z36q2cqEwM7oMTAUZgEA7M++iK4PjQEAHPl2F8wTbkWxIRQ9z/0Kjc43f7kRNSTHNxxF/pirYDYEoWf2Gm+XQ0TUqK0Z/waiV3+h/rvV8Q3wDzd5sSIiqorK9jz4VwoRUUMnBAL2/wUA8C/MgLA7arS6rF3H1UYXAOSt+Uv92XWZZG6b3mx0EdUS15ldWodv3rqbiKhROX7M7Z8F6XleKoSI6hL/Umki8vPzsW7dOuTn87r00piLHHOR89Vczv2ZCkNRtvMfwoG81Mware/Ysp0AAKtiAAAY9vzb7LL/6fxZP6C3+piv5uJtzEWOuXjSmvSAAITVzFzK4P4ix1zkmIscc3FnOvPPZYwCcNgdOHfklHcL8jHcXzwxEzlfz4XNriaEV6zKMRc55iLni7kc/859UPrsA2drtL7CjTsBACd7jYeAgsDMoyhIy4C92ILQo85pcZf1cVvGF3PxBcxFjrm40/u5zuyyQziYTVncX+SYixxzkWMuTuYCK4LzTgIALAZ/52PnCrxZkk/i/uKJmcj5ci5sdvmwvLw8rFy50ttlEJGPK17v3uzKO3SmRusz7N0JAIi8Yggyw9tBAEj7djuO/pQMjc2CQmM4Ei9KrNE2iOhfWqNO/dlh5R0ZiYjqyqmtJ6DAAaveH/kRrQAA5nO+eVYKEdUMm101cOTIEdx8883o2bMnBg0ahF69euGjjz6q8nr2798PjUYDRVHc/gsJCYGi8O4gRFQBhwOBB5yXFuYZmwEAio+fq2iJChUey0Rg1jEIKEi8ojvMXZyXK+au/gtnljubanltekOj5bGJqLa4xuwCAGuxzYuVEBE1bpk7nON1FYa3gC0gCABgzWSzi6gxYrOrmnbu3IlevXpBCIE///wTmzZtwjvvvIP/+7//w5QpU6q0rlmzZklP/+vYsSNGjBhRWyUTUSN0ZnMK9MW5sGpMyOs5DABgPV79M7vSvt8JASAztA2ikoIQfKGz2aXfsx2Orf+M1zWwdwVrIKKq0vnp1Z/tJRyknoiorhTudY7XZY1rCUeg8y5utiw2u4gaIza7qiE3NxeXXXYZdDod5syZA73e+SH1ggsuwMMPP4yPPvoI8+fPr9S6zpw5g2+++QYpKSnIzs52+2/37t21dmaXv78/+vTpA39//1pZX2PBXOSYi5wv5uIaryujeQ+YEmMBAI4z1T+zK3ftTgCAuWMPAEDSVT0hoCAoI1Udryu+zHhdvpiLL2AucszFk86kAxRAo9FA/8+NIciJ+4scc5FjLnLM5V+2w2kAAF3rltCGhkKj0UBTUOzdonwM9xdPzETO13Nhs6sa3n//fRw/fhxXX301goKC3KZNnjwZAPDkk0/Caj3/t7PvvPMObrrpJiQmJiI0NNTtP51Od97lK0ur1SIgIABarbbW1tkYMBc55iLni7mYN/4zXlefPjC2iAYAaDKqf2aXZvcOAID/BT0BAFGtg5EZ1hYCgGK3odAYgcThLd2W8cVcfAFzkWMunjRaBQ5FCyiAsDi8XY5P4f4ix1zkmIscc/mX7qTzzC7/Tq2gDQ91HnfzeGZXadxfPDETOV/Phc2uavj4448BAMOHD/eYlpCQgKSkJJw8eRKrVq2qcD2FhYV47733sGHDBjzyyCP4+eefYTab66JklJSU4MCBAygpKamT9TdUzEWOucj5Wi7C7kDgwe0AgGbj+iAg0TlmlyGnemd2WXOLEHzqIAAgYXwP9XFz517qz7mS8bp8LRdfwVzkmIucQ9FBOAQKc3lXsNK4v8gxFznmIsdcnIQA/DOdY3aF92wJBPlBOAQcOTneLczHcH/xxEzkfD0XNruq6Ny5czh8+DAAoFOnTtJ5unTpAgD49ddfK1zX3LlzkZWVhR07duD111/HuHHjEBsbi1deeQV2e+3ejclqteL06dOVOtusKWEucsxFztdyOb3hMPQleTBr/dF2fAeEtHU2u/wLzjg/0VXR0R92A8KBHP84JPRupj4eNPzfMboMF/TxWM7XcvEVzEWOucjZNToIIWAurJsvvRoq7i9yzEWOucgxF6fso3nwN2cDAGL6JkAJDYQQAkp+rpcr8y3cXzwxEzlfz4XNripKTk5Wf46Pj5fOExcXBwD4+++/K1zXwIED8dFHH+Hxxx/HgAEDAADZ2dl4/PHHceWVV9Z6w4uIGpcTS52XMGYl9IApUIeIDlEAAI3NgqLTeVVeX8aqnQCAgtY9UHq4wMSrekHA+UDZ8bqIqHY4NM6hCxwW3o2RiKgunN3qvISxKLAZjGH+MEYGAgB0hbyMkagxqr1BoZqIrKws9eey43W5BAc77+xx9uzZCtfVt29f9O3bV/33zp07ce+992Ljxo344Ycf8PTTT+PFF1+scB1ms9nt0se8POcfuPn5+W6D27vmcTgcyM/3PKC7nktRUZFHk81kMkGv18NisXhcZqnVauHv7w8hBAoKPC+9CAgIgEajQXFxMWw29w/wRqMRBoMBVqvV49RHjUaDgIAA9bmU5e/vD61Wi5KSEo9OssFggNFohM1mQ3Gx+4CTiqIgMND5i62goABFRUXq8wYAPz8/6HQ6mM1mWCwWt2X1ej1MJhPsdrs6f2muDAsLC+FwuI+5UlGGOp0Ofn5+cDgcKCws9FhvYGAgFEWRvjYVZeh6bQB5hhW9Nq5M7Xa7x7KlX5uCggKPO4m6XpuqZlj6tZFl6HptajtD12tTUYau/bvs/lKZ/Vu2H1Y2w4r2b7vdjqINWxEgAFuP7s73vE5BkSEU/pYcpO88iujARGmGstdGp9PBvnO38x89Orq97v6xGhz571OwF5RgVN9Ij33C9dytVqvHtIZ+jCj72lTlGFF2f2lMx4iKMjzf/u2q0WKxeGy3oR8jyqrKMcKm0cEIoCi3EIWFhbVzjKhmhuUdIyrKsK4+R7ieu2yYh4Z+jCirKseI0seXxnaMqMnnCJey2wQa/jGitKp+jii9vzS2Y0RVPkec3XoQkQIoiGiOwsJCGCKdNemKcz328YZ+jCitqvt36f2lsR0jqvs54nx/Szf0Y0RpVTlGVOVv6do8RsheAxk2u6qo9AtuMMjvmGQ0GgFA+iJWpEePHli3bh0mTZqETz/9FLNnz8bDDz+M0NDQcpd5+eWX8eyzz3o8vmvXLnUHB4CwsDAAzj8u9u7d6zH/sGHDAAD79+/32Hk6dOiA6Ohot0s4S6+3W7dusNvt2L59u8d6Bw4cCIPBgCNHjiAzM9NtWlJSEhISEpCTk+NRU2BgIHr3dl46tWPHDo83aJ8+fRAQEICjR4/i9OnTbtNc46YVFBRg165dbtMMBgMGDhwIANizZ4/6Jty/fz8AoHv37ggNDcXJkydx/Phxt2VjYmLQvn17lJSUeDxXRVEwdOhQdV1lD1adOnVCVFQUzpw5g5SUFLdpERER6NKlC2w2mzTDCy64ADqdDocPH0Z2drbbtDZt2iA+Ph5ZWVnqc3AJCgpCr17OsZZk6+3Xrx/8/PyQlpbm0ZiNiYkB4NyHy77mJpMJ/fv3BwDs3r3b4wDZo0cPhISE4Pjx4zh58qTbtLi4OLRt2xZFRUUeNWm1WgwePBgAsHfvXo+Da+fOnREZGYnTp08jNTXVbVpkZCQ6d+4Mq9Uqfa5DhgyBoig4ePAgcnPdT1Vv164dYmNjkZGRgYMHD7pNCwkJQY8ePSCEcFuvK+sBAwbAaDQiJSUFGRkZbssmJiaiRYsWyMnJcTsjFHD+gnE1unfu3OlxQO/VqxeCgoJw/PhxpKenu02Lj49HmzZtUJCfD79DO+BwOJCbGIjt27dDr9fDEdQM/pk52L9uF076u+8vXbt2RXh4OE6dOoWjR4+6TYuKiETQ0WRAALkJBo8cL/voMgDOfansMaJlS+eA9Tk5OR7vm8ZyjHCpzjFi//79je4Y0bJlS7Rq1Qp5eXnYs2eP27TzHSPatWsHwPmFUNn1NpZjhEtVjhHaf3bhYylpsO/V1vwYUVCAnTt3uk3T6/UYNGgQAOfZ52U/dFd0jGjWrBk6duwIs9ksfa519Tmia9euAIATJ054vDaN5RgBVP9zxP79+xvdMaImnyO6d+8OAEhNTfXYvxv6MaK06n6O2L9/f6M7RlTlc8TZP/cg3OFAdnAI9u/fj8BmgbAC0BXleqy7sRwjgOp/jti/f3+jO0ZU93OE6+9xm80mvXqrsRwjgOp9jnDtG/V1jKhsn0URZX/7U4W++eYbXH311QCcHV5Zw+vxxx/HK6+8gq5du2L37t1V3kZxcTHat2+P48eP4/fff1cPbDKyM7sSEhJw4sQJ9QwzwNmFzszMRGxsrEdXGPCNb1tKq69vZC0WC86ePYtmzZpBr9c3iG9bSqurb1sA5/h00dHRHs/FF79tqa9vZK1Wq9v+4s1vW85sTUXmsGtg1egRs+9H+IcaoCgK/rzgScQc3oCcux9G16fHSTOUvTa5O08g7+IJsGqMiDu0HKYA97uqVHSM0Gg0OHPmDJo1a+bxXBr6MaIm38iW3V8a0zGiJt/IarVanD59GpGRkW5nYsgyLK0hHCPKqsoxYk/bCQjJPYaS/72NDtf34pldpbZ76tQpREREQKNxH32joR8jyqrKMaL08cXPz69RHSNq8jlCr9fj5MmTCAsL87ireUM/RpRW1c8RpfeXgICARnWMqMrniC3DZiB+/+/IuGUqes+8GvmpOcjsexmERoOEE6ug0f17jGnox4jSqrp/l95fAgMDG9UxorqfI873t3RDP0aUVpXPEWazudJ/S9fmMSIvLw/NmzdHbm6uW8+jLDa7qmjjxo1qRzgzMxPh4eEe80ydOhX/+9//MHLkSKxcubJa23nooYcwa9YsfPnll7j++usrvVxeXh5CQkLO+8ITUcO247kfYHz1WZyN6Y7hR+aqj/824iXEbvkW2Vfdjgs+vaPS69v14o/QvzQDZ2J64MIjH9dFyURUgc0J1yIkKwV47310uplj4xER1SYhgM1xVyE07yjw9mx0um0QrIUWHGrmPEul+cE1CI6XD1FDRL6lsj0PDlBfRR07dlS/iT516pR0HtfjnTt3rvZ22rRpAwC11rCy2WzIycmRdqKbMuYix1zkfCmXgs3Os0ZtXbq7Pa6Ndd5F0X6q4jEDPdb3h/P0Z1uHLlWuxZdy8SXMRY65yDk0WkAIWIs8xxpqyri/yDEXOeYix1yA43+kOxtdigatLnV+1lGMGtg0zqt0Ck5xkHoX7i+emImcr+fCZlcVhYeHo1u3bgAgHfsK+PeOjRdeeGG1t+M6ZbBDhw7VXkdpxcXF2LVrl3TAzqaMucgxFzlfysWw1zlGRMjQHu6PN3c2u5SMqjW7tPuc4w8E9q96k96XcvElzEWOucjZNVo4HAIlhSXnn7kJ4f4ix1zkmIsccwHSPtsAAMhu2QP+Mc6TCYqLi1GgDQAEUHQqt6LFmxTuL56YiZyv58JmVzW4Litcv369x7QzZ87g4MGDCA8Px+jRo6u9jZUrV6Jv375ISkqq9jqIqHEqPpOH4Azn4KMtL+3qNs2/lbPZZcg6U+n1OUosCD7tHDAzdmT1z0glouoTWr3z/2breeYkIqKqsq51Nrt0wwe7PW42OsecKj7LM7uIGhs2u6phypQpiIqKwqJFizwGbfvkk0/gcDjw4IMPws/PDwCwatUqdOnSBbNmzVLnS09PxwsvvIAff/zRY/2rVq3CmjVr8O6779btEyGiBunoD7shAOQEtUCz9mFu04LbOJtdxvxzlV7fid8OAA47Cg3haNE/tjZLJaJKElrnTSHsFt+8FICoQvn5wO7dzoGRKuJwAHl59VMT0T/yzxYjKm0bAKDVTWWaXSbnOF3mc9wviRobNruqITw8HAsXLkR+fj7uvfde9Q4GW7duxcsvv4xx48bh0UcfVed/6623kJycjBkzZqiPLVmyBE899RTGjx+P0aNHY9++fXA4HPjmm29w22234YcfflBvF0pEVFrWWud4Xf/P3nmHSVKV+/9T1TnMTE/endmc8y4Lm8gZEUVRMKCCYAAxXMM1YUa9evX6UzFgBFQUEUGCKElYMsvC5jCbw+Tc09M5VP3+ON0Ttnt6umeqw8zU53l4mJ2uPn3m7VOnTn3r+77Hv2hN0mvlS2oBMIf6iXgysxR3PCNSGPtmLEc2SKMcraOjkwsUY9zZpYtdOhONQIDjF9zAsQtvpP3DX4EUu8gBsGsXXRdeQ+dplxI9ciL1MTo6OaDhT1sxqmH8ZXXUbpw77LWoVTi7It262KWjM9nQxa4xctlll/Hqq6/i8/nYuHEj55xzDjfddBO33XYbjzzyCIb4E1qAd7/73ZSUlHD99dcP/O6GG27gYx/7GDNmzGDz5s1s2LCBjRs3snPnTl577TUuueQSTfsrSRJmszlpm/epjh6X1OhxSU2xxEXdsQMAy4bVSa+56h2EDGLh1nMgM3dXaJuoMyitGFsKY7HEpdjQ45IaPS4jYDSCBGokNvqxUwh9vKSmmOJy7FM/xr//OIEA9Pz1SRov+iDq8SFiViiE77s/ofGyD9Gx9QSdbVEOPXE0J30pprgUE1M9Ln3/FKVnguvOhiExkCQJxekEdLFrKFN9vKRCj0lqij0ukqqO5jfWmUhkug2njo7OxEQJR9lbfR6GaAjLw/cz/+K5Sce8VHc15X3HMf7mDha9b3SH6NaZV+HoacT/vz/njE9szEW3dXR0RmHzus9Ts+9ZPLd8mY0/fGehu6OjkxG9Dz9Pxwc+SywGTy7+FOuP/AVXtAt7lR3r/Bng9aK63Xha/cQUiEhmTGqY0Ne+y2lfuqzQ3deZAigxlddr3owz2InhFz9j8Qc3DXv9ubf/mOqn/kzHZddx/oOfKlAvdXR0siFTzUN3duno6OhMIBr/cxBDNETAVMqc82anPCZcJup2eY+N7uwKtPXh7GkEYPbly7TrqI6OTnYYjYAQtHV0JgJKZzftH7+NWAzeWPJ+bnn1Opr/988ccKzF3+WnZ8tBeva20Nvsp0uu5oGzf0LzdPEAJuYPFbj3OlOFQ48dxBnsJGa0suDdpye9LpeLG2W1T3d26ehMNnSxa4rg9Xp55ZVX8Hq9he5KUaHHJTUTNS6tW07y0vW/ob85NwuWYohL+xM7AHDPXo3BlHoKV6qE2BU6OfqOjI2P70UFektmUT1/bG7QYohLMaLHJTV6XFITlWQURSHsG6He0RRFHy+pKXhcVJWGa7+F0uum2b6Ic/96C2YzXHNzJbP+eQePXPZLHrnodh59+508dt3faL3jYW7919lYyywAxHzBnHSr4HEpUqZyXFr+JnZhdC/ZgMFmHvaa1+ulI+gFFaR+XexKMJXHy0joMUlNscfFWKgPvvHGGzVvs6qqih/84AeatzsZUFWVcDiMnrU6HD0uqZmocTn48Z9Qvf959lSVs+lH12jefjHEJfTaTpyAYc2qEY+RaoXYFW3pGLW9nhf2Ugr4564Yc5+KIS7FiB6X1OhxGQGjAVRQ45ve6Aj08ZKaQsel7d5nkV5+mbBkRvrud5i9cFBEOH29gdMfXJ/6jVYrAEogN86uQselWJnKcZFfEvW67JecnfSaqqqoTjF2Ja8udiWYyuNlJPSYpKbY41Iwsevuu+/WvM05c+boYpeOzhQl4o/gOrQVgGhPf4F7kyNUFfthsRNjxYXJxekTmOqF2EXH6GJXbKfYidG0ZmzF6XV0dDQinsao78aoU/TEYnR84+cYgYPr3s/VH5mX+XstwtmlBMO56ZuOzhA6D/ZS1bEXCVhw/Vkpj5HKbAAYfbrYpaMz2SiY2GU2m/npT3/KkiVLNGnvwIED/PCHP9SkLR0dnYnHkQd3YooGAFACuUmPKDTuQ53YfJ2oyMy7YuT6WrbZQuwy9IwidikKjhNiJ8aq83SxS0enoCTErogudukUN0d//DDGlpN4jS7W/fx6stqEyyJcNGpQr9mlk3uO3f86TlTcNQtZurAm5THGCuE2NAV0sUtHZ7JRMLHrjDPO4KabbtKsvfPOO48///nPmrWno6Mzseh85BUq4z+rk1TsanpiLzLQU7mA5VXWEY8rmV9DDLB60otdrc/sx+x3EzLYWXTZIm07q6Ojkx2m+JJMT2PUKWJUfwDf//s1BqDl8g+zfrkjq/dLcWfXZL1O6xQXns3bcALR1cmF6RMYysWYNId0sUtHZ7JRsAL1JpNJ8zZlWa+3PxI2m43Vq1djs9kK3ZWiQo9LaiZiXIxbXxn8R44W0YWOi/vlfQCE56ffNdG1SDy9tPp70u7sdvJPmwHoWHAmjnLziMeNRqHjUqzocUmNHpfUGCwWZFlCVoqz7kWh0MdLagoVl31f/QuGvm56rXWc8+N3ZP1+ySYe1Kih3KQx6uMlNVM1LtZ9bwBQflFqsctms7H6nLUggTnqJxLQnbUwdcdLOvSYpKbY41IwdehNb3rThGhzsmA0GnG5XBiNBTPzFSV6XFIz0eLSd7Sbso6Dg78I5kbsKnhc9oqUQ8va9GJX5XwXMckEqor74MjuLsNzzwJgfdMF4+pWweNSpOhxSY0el9TIFgtIElJMKXRXigp9vKSmEHEJt/fCH/4AgOcDH6dyevYPSSSrcNEQyk0aoz5eUjMV49LR0EOF+ygSMPeda1MeYzQaqV8yc+Df3tZJWvM1S3I1XjxNHjaf8TleuOFOTdvNB1PxHMqEYo9LwcSuL37xi+N6/7333qt5m5OZUCjE0aNHCeVocTFR0eOSmokWlyN/fnX4L3IkdhUyLqqi4mzaD0D1KPW1jGYZT0kdAN07m1Ie07v9OPbO48QkI8s+krpoa6ZMtPGSL/S4pEaPS2pUg4SqqChhvXD3UPTxkppCxGXPV+5FCvppK1vC+d+9ZExtGGxxgSxH/dbHS2qmYlyOPbgdgL7qBTjqylIeEwqFOH7yOCGTE9DFrgS5GC+qorLtmu9Rs/85Kv92B00vHtes7XwwFc+hTCj2uEzIvL9YLMaXvvSlQndjQhEOh2lsbCSsL6KHocclNRMtLr6nRQqj1ybS96RQbsSuQsal441GzKF+orKZuRfPH/X4UFU9AJ79zSlfP/L7zQC0zVhH9VznuPo20cZLvtDjkho9LqlRDDKqqqKGi3PBmJYcfpf6eElNvuOihsIYHn0IAOnGG7A5xnYLMeDsytFDKX28pGYqxqV/s0hhTFevayAuFrEOCrT15aVvxU4uxsvrt/2Lml1Pxf+lcvjWieXumornUCYUe1yKzm+2c+dO7rvvPhoaGvB4PCjKcDu/qqocP36cpqbUbgUdHZ2phRpTcO4Vzq7+08/H+eLfkMKTr/Bty9P7sADu6kWY7aNP3cr0GXAUgkdSi12x/4gURvmi8aUw6ujoaIMUL1CvRidOzZio28uut3wZx/43qPz3PVStn1foLunkiEO/fgaTtwePpZr1nz9vzO0YHKJmlxQpzhsjncmDbe/rALhGqNc1lLCtFLxtBDp0Z1cuaN3ahPnH/wtA+5rLqN3xBNXbHqdly0eo2zBzlHfr6IydohK7fve733HzzTeLJ5tq+gKtUlb7HOvo6ExWmp5uwBJwEzbYcV26Hl78G/IkFLu8rwmxK7oofb2uBMY5M+AlUE4mPxjwHeugtHEvChILbjxX457q6OiMBcksNu6RJ4jY5TvWwf5LP4W95TAx4PhTh3SxaxLT97v7cQC9512Fo2zstw8Gu3B2SRPRwagzYeg82Ev5KPW6hhK1lwAQ7tSdXVoTC8c4fO3XqIz66Z6xhvOe+zbPn+Gj5tCLHPzyXdQ98/VCd1FnElNUYtc3v/lNHA4H119/PUuWLMHhSN7OOBqNsm3bNn71q18VoIc6OjrFRvMDr1IKdM9fz/QqMWcYJqHYJTWInRhtZ6Sv15XAsUikMRrbk51dh3//HCYV2qpWcuHaKu06qaOjM2ZkswGYGM6ujleO0PSOT2L3DG6AoUaKv986Y6Pn1YM4j+wkhoHFX7pqXG0Z7aJmlxzRxS6d3HH0ge2UAJ7q+TjqXaMerzpLAQh3684urXnlU3+hsmU3YZODRfd9G9koM/1rHyZ23YtUv/ZP2rZ9mGlr6wrdTZ1JSlGJXW63m9/85jdce+21aY/70Ic+xNNPP52nXk0OTCYT06ZNw2QyFborRYUel9RMpLgoL4l6XcZzN2F0WokCciQ3Yleh4qJEYpS2NABQe0Fmzi7X8noigK03WewK/HszJkA593y0MMlOpPGST/S4pEaPS2oMFjOSJCHHils08rf30/zWm7AG3PSUzEax2Knq2o8SiuTk8/Txkpp8xuXw9/+OE2hccAGXb6geV1sJZ1euHNj6eEnNVIuLd/PrlACRVelTGBNxaS4VYlesR3d2gXbjJdATwP43sYNr6JbPUrtmOgCL37mCzd/cSM3RV2n48t1Me+LWcfc510y1cyhTij0uRVWgfs2aNSxfnplrYf/+/TnuzeTCarWyePFirFZrobtSVOhxSc1EiYt7XwuuEzsBmPWuTZhLRX+NORK7ChWXlpeOYYwGCRvtzD53dkbvqTlNOLvMQQ+hTs/A78NdHkoPiToWMz9wvib9myjjJd/ocUmNHpfUmO02JFlCPqVWabGx67aHsATcuEtnsfilu1Bqxc1Lrpxd+nhJTb7iEnV7cTz3LwBcH33XuNszlYj+ytHc1OzSx0tqplpczHu3AVB20Rlpj0vExVjuAkDp051doN14eePWv2MNuekvncEZ33zLsNdqv/IRAKpeeoS2N1LXl80H7W808crH/kjfid60x021cyhTij0uRSV2ffzjH+e1117L6NgPfvCDue3MJCMWi+Hz+YjFYoXuSlGhxyU1EyUu+75+L6gKLTM2MOfMukGxK5obsatQcWl7RqQwuqctxWDKbNourbXhM1cA0LF9cBFx5N7XIBajq2Qeiy6epUn/Jsp4yTd6XFKjxyU1qlEGFaQciQBaoERiGB64DwD1uuupnl+KahRJArlydunjJTX5isv+/3sMKRyks2QeZ3zktHG3Z3QIZ5chmps0Rn28pGYqxaXzkJvK3sOiXtc70o/ZRFwkl6jZpfZ50h4/VdBivATdQWz3/0n848YbMcRT9RMsfc9qOuZtRFajHPzQ/6Iq6et1a40SVXj1M3+l/cL3UPbH29l5631pj59K51A2FHtcikrseu9738uWLVvYtm3biMdEo1FeffVVHnzwwTz2bOLj9/t5/fXX8fv9he5KUaHHJTUTIS7+Ng/Opx8CoOyT1yFJDIpdsSCMssnFmD6zQHHxb90LgLI0M+crgCSBr2IGAO69g2KX+2UhnIWWnYas0RVgIoyXQqDHJTV6XFITk1QURUGN5EY00oJdt2/G0d9GwOLi9FvfJH5piO8imSNnlz5eUpOXuKgq4b/cD0DoLVdjMo8/793kEDW7ciV26eMlmbAnyCtf+Bsv/vP5KRGXYw+I+0hP9TycM8vTHpsYL8TXj1K/LnaBNufRG195EFuwh/6SOk7/2ptTHjP/js8Tk01UHXqZHT/6z5g/K1vaXm/i5ZU3Ufqb/xt4QK40t6V9jz63pKbY41JUYlcsFqO2tpZ169ZhMBhS/mexWDjrrLMIBAKF7q6Ojk4B2fWNBzBGAnRXLOT0j60HwFIWX6yoCtFgcde9yQbDIZG27Vy3NKv3RWtFKqPv4KDYpewTbVnWZNeWjo5ObpEtot6FVMQ1u7y//rP4/6XvxFoW31XPFHd2hYu33zpjo/nh17G1Hyck21l96xWatGlyinGTKwe2TjIvv/NHVNzxI3w/3lzoruQF72vioV546ZqM32OsEDW7ZK8udmlByBPCcp+o1aVefwNGa+oy4TPPnk33lTcAEPvB/+Fr9+a8b80vHaflshuoOLmdiMFGx8KzAZB6e3L+2Tr5p6jErltuuYXvf//7qKo66n86OjpTl4gvjOnBvwIgX/cBZIN42mx1DeaLB/smx05PUX+YsvaDANRfmrmzC0CeKZxdkeNxsUtVKWkSYlfVuZkVutfR0ckPkkmkeBRrgfpDD+2lonkXimRkxbeuGfi9mihKW8SONJ2x0fQT4epqWfNmaucl75A+FhIObIMSzokDW2c4La+epPqVhwFwHT9U4N7kiWax5jEumJPxWyxVTvGegC52acEb33gYe6Abn6OW07/xlrTHbvrVB+krm4Xd38XrH7ojp/3q2NFC61W3YA320lO9mKr/3EfFR68GwNCfvmaXzsSkqHZjvO+++1i1ahVf+9rXWLJkCQ5H8oVVURSOHj3KO9/5zgL0UEdHpxjY8f3Hcfi78dpqWHfrJQO/N1qNqJKMpCqE+oI4pzkL2EttaHz2MLISJWguY+np07N6r2WecHZJLU0A9O5uwhj0EpXMLLhwnuZ91dHRGTsGqxCN5FhxikZNP/gLtUD36ZeyYnHVwO8lY27TGHUKg/94B6VvbEYF6j99zajHZ4rZKdIYVVXUeZOtZs3a1knmwOd+Q60qNr2o6jtBuD8EJSUF7lVuMXUIscuxsC7j99jrSlEAu6cNX3cQR2VxFtueCChRBcO99wAQ/cANmOzpd+mzlJgp+c6X4JO3UP3s33huYxeYTEgmI3JtNfZlc6g4fS51Z88bEMtHItjjx9vcR9XK5PVy76Eujr35Fkp8HfSWz2P5s7+gfK6LQKubMGDx6s6uyUhRiV2SJHHHHXewcePGtMfNnTuXa67R7sI7VZCk8ddamIzocUlNMcVl6w83E/rJHYQrp8OiRdhffhqA0Dveg9kxeBGVZImowYop6ifsyU2KRL7j0v74dkqBvpkrkOTsPrt0qRC7rJ1C7Gp+ej8y0Fu5AHupttN/MY2XYkKPS2r0uCQjm8U5WYxpjG27OqjeJebd2V9677DXEs6uXIpdWo2X9hcO0vrhr2L/1EdY9PFLRn9DkZPL86jhe//Aqig01azl4qvma9auucQy8HPQHcQ+TXuxS59fBMeeOkzNjicAiBgtGMIBmp89QuX7qkZ558TG7m4BoHx5ZmKXJElMP2sOB8vqcfQ18/rXHua8X747l12cEIz1PDp4/05K+luIGO2s/cZbM3rPihvX8+ydl1O7/d9U7z6ldtcj4Af2Wsso+8PPmPeW1JkJJ585TMd7PoXd10nDFR9g4x8+htEmrk/H/72f1pu+QVlfE/3OOhY+IYQugJLZFXQDtkAPqqKmXWvrc0tqijkuRSV2nXfeeXg8mdlH77gjtzbHyUZJSQnnnntuobtRdOhxSU0xxUVVIXz7r6hwHwH3ETjyIgARo53TbntH0vFRY+7ErkLEJfLiFgAMm9Zn/d7KVfW4EU8qlXAUz2sNuIDwAm1TGItpvBQTelxSo8clNSUVpYQNMka1+HY0avjho9SoMXpnrWHZ5cPr/Q04u6K5Ebu0HC9HPvNzXE1Haf/NwxNe7MrleaSGIxgeERtBGd99tWabmQBYHEZUZCQUIj7tdx7V55dBjn/pDmpR6Vx1MWowSM3BF/G8fgLet6HQXcsZnjY/trAbgOo19aMeP3S8yB+8Dn76Paz3/5HQD96BxZnekTSZGc951HbXv6kBek+7EEupZdTjE2x85FZ2/WgdUW8QJRxFCUWINbUinzxGafthrME+3Nd/itZ/3cn0DcN3E2/48+uEPv457BEfABWP/ZHXlm2h+vufo/W3/6TqlUcpQ8Vnq2LGo3dQs7x64L1lc8rpBmQlgr/Th6M2dVaIPrekptjjUlQ1u771rW9xzz33ZHTsmWeemePe6OjoFAPHnz5Mec9hFNmI96Ofo+ucq+iZvZbIpz+fMk0xahIW51w5u/JJLBih7KjYVaju7dmLXTXLqohKZlAVehvaYZ8o2qoXp9fRKT6K1dmlqmB6RrhDrO+6Mul1yZyo2VVc/T6V9pcOU77/ZQCsHScL3Jvi5sjvN2PydNNvruSMz1+gaduyQSJiEDfA4f7JUVuzGDnwwB5qG55DlWQW/N/NyMvFQ67w9n0F7llu6dwhUhjDllKsldnVmVv91bcSdFRS4m9n67cfz0X3Jj0Rf4SyrcIFXPWBy7N6r63CxobvXslZP30X59xxLefdeT0XPvklzm/4NYsOPEp3zVKsQTeNb/sEvYe6ALExyhu3PUb05k9iivjonHEans/dRtBciqvjAJEbP0rVK48AKm1rLmf25j9Sv364CGotsxAx2gHoO6anMk42isrZ1dnZidFo5HOf+xyrV68e8bgTJ06wY8eO/HVsEuDz+WhoaBixFtpURY9LaoopLid/+wTVQPfiszjvx+8d9XglLnZF+rUXu/IdlyMP78EYDeK3VLDkkuzTSIxmmf7Sesr7jtG9swlnUwMA1edqK3YV03gpJvS4pEaPS2oiagRFUZBj2rtdxsPhJ45Q7j6KKhtZekuy8JHYjTFXBeq1Gi9HvnUPrvjP9v42YsHIQJ20iUguz6Oe39yPE+g+5ypKK7WPUcxghliAsFd7sUufX0BVVFq/+gtqgO4NV7D8rDk0vToP5QEF8+G9he5eTunb34IV8JeP7uqC5PESueZ9WO++HemPfyD67SswmovKF5KS3ffuoe3rvyS6eBl111/KiqsWYjCOL61srOfRvt+/giXswW+rZO3168bVh6E4a+wsf+qnHDjnQ5R5Gmm46BYi1XWUHdmGLeIHoH35RZz5n29jKTHT8e517HvXN6k5voXuaSuo/v7nuPCalSO2H7RXYPL46T/ZCxtnpTxGn1tSU+xxKSqx65Of/CQHDx4sdDcmJYqi4PV6URSl0F0pKvS4pKZY4qIqKtbnhaOg5Jo3ZfSemFmIXVGv9mJXvuPS8c/XqAA8i9chG8e24ApV1UPfMdxPvIozFC9Of4G2xemLZbwUG3pcUqPHJTWSSQYVJKW4HFInf/cE04HepWeyvDa5sPWA2JWjNEYtxkv/kQ7KXhVODRWxiUnH9mamb5qjUS/zT67OI8/+ZkoObUNBZuEXk0sFaEEs7uyK5MCBrc8vsO32F6k5uRVFNrHsxx8BYPqFC/GoUNp7nEC3H1ulvcC9zA2+g81YgWhNZvW6Th0va779TvbfexflnuO8/n+b2XjrhTns7fhp3dVJ8OOfpT7UAy2vwbN388rHZ6F85KOc+93M1s2pGOt51Hvv49QA3rMuG/O6dSQqFlQw+5Gf0/qmGyjrPgrdRwEImkrpu+Rqzrv35oHPrFleTdWun9O6rZUlp00btS/hkgrwNOFvGtnZpc8tqSn2uBSV2HX55Zdz/PhxVq9ejc1mS3lMNBrl4MGDdHV15bl3Ojo6+ebQg7sHilwuu+mcjN6jJMQu38RPj5BeE/W6bOdln8KYQK2rhyNg2ixs5b1VCzUvTq+jozN+Ei4jg1I8uzEqMRX7C08CUPqu1DdOg2mMxdPvU9n7jfsojUVpnbYWS8RLRfdBurefnNBiV644+qeXMKvQOm0NF59Vk5PPiJmsEICov7hcjJOBsD9K6Ac/wQa433wtK1YJ0ad8QQVN1kpc4V5OPnWAxe85rbAdzRGRE6I4vTQjM2fXqVgqHATecg3mB+4k9Ou7Ub54AbKhOItvh3xRGq76MrWhHvqr56HMmkPpzhep8J3E9+ufwDjErrHg7/JTsec5AGZ8KDefXbeuntB9d3Dstj9hXDSPaW/bwOo3LcRgShazZINE/brMRM9YaQU0Q6hVT2OcbBTVHc8VV1zBihUruPHGG9MeFwgEmDdPW2eCjo5O8dF61+NUAz2rzsfqymwbaDUudsV8E7tml7/Th6t5DwCzrxm72GWcMwNeAEtvKwDh+Xq9Lh2dYsRgMQAgF5Gzq+Ef+ynzNhEzWlnykdQPHBK1xiiyWmMJwm4/9n89AID9pvcT+Pu/oPsg3v2NBe5ZcRL4z8uYAXVj7mrjxkxxZ9ckeChVbLz6xQep6jtB0FbO2p/dMOy17tp5uBrfoOuF/ZNW7JJahdhlmZuZyJGKld99L8ce/jPVXfs4+sQhFrx50bj79fzH7iXywiuc9dIPsZZlXrR9JFQVnnvn7cxo20HU7GD+g/9H1dpZ9OxtpW39W7EHeohFlJQiUK7Y+/NnccRCeMpmseEtuVtrzr14PnMv/qambarlFQBE2nWxa7JRVInI5557Lps2bRr1OJvNxuc///k89EhHR6dQKJEYzi3CjVRxbRZPiCxiERGd4GLX0fvfQFIV+kpnMn3t9DG341g0/Omm5TRtd2LU0dHRBoNViEayqqJEiyMdoPku4erqW30u5rLUjvtEGqNUpM6u3d9+CGPIS2/JbM74r7ORZot6LOHDepH6U1GCYUoPbAVg+jtzJ3apRjMAMV3s0pTeEx4c9/wagNiHb8ZeM3wTn8C82QBEdk7eIvXmTlGg3rlo7GKXc2Y5/a6ZAATb3Fp0C9vf/8j0Yy9z9J/a1Ex75dtPM+OFvyAB5u99i6q1Yl5zLa5FlcRup+7jbk0+K1P8D/4bgPDFlyPJxemGGwm5shyAWFdvgXuiozVFJXaZTCaWLs1MCf7zn/+c495MLqxWK8uWLcNqzcwdM1XQ45KaYojL/j9uxRboIWBxseyDmTubVIvos5IDsSufcel+QtxwBFasRxrHmsG1Ysawf1efu2Q83UpJMYyXYkSPS2r0uKTGUeYUNwgSRIOFd0lFQgqlrwqxq/K9l454XK6dXeMaL6qKcv/fAYi8632YLDLWheImVmqe2M6uXJxHJx7ajhQJ4bFUs+StCzVr91SUuLMrF7U1p/L8su0Td2IL9+GpnMfp3377sNesViv1F50OEliPTU6xS4mpODzC2VWxMrM0xpHGS2KMapElEAlEcfhF+Z1Ij3fc7QHIv/gZAH1vv54lN58/+HujTNDqEq8dGXvJn2zPo679nVQdfQ2ABR/Pb/qkFphqhbOLnpGdXVN5bklHscelqNIYExw8eJCGhgY8Hk9SsTNVVTl06BA7d+4sUO8mJiaTierq6kJ3o+jQ45KaYohL958fpwroO+NiTLYspqr4ZKv4tV9E5zMulu2iXlfpxWNPYQSoWVNHU/znqGRmocbF6aE4xksxosclNXpcUmMvsyPFle1oMIrZaS5of/b8ZRclwQ6iZgcrbhjZ5ZMQu6QcFagfz3hpeaYBR/dJopKZ1V8UN2BlK4UDwtoxsZ1duTiP2h98iVKgb+kmjKbcOTOU+EOpWED7ml1TdX458VITNc/+FYCyb3wa2WQY9rrJZGL51Rto+QaUuk/ia/fiqHWmamrC0nPUjTkWQAKqVmbmiB9pvKiJVFsNdgztPtAFqACEe33jbq/rUC+l3mYkYNWPb0h6PeSoxBbowXuye8yfke15tPer91KtKnTPWMOyDTPH/LmFwjJNOLvkvpHFrqk6t4xGscelqMSugwcP8t73vpcdO3YUuiuTjnA4THt7O7W1tZjNhV1AFxN6XFJT6LjEghHKtj0LQO31l2X35hyKXfmKS++hLkq7j6IiMf89Z4yrrdIaK15LFc5QFz1Vi7CVaD/tF3q8FCt6XFKjxyU1iqygqiqSJBWFs6vzz08yA/CuuwDZOvL3lChQL0Vzk8Y4nvFy/NdP4ALaF5/Lqnqx+1z12pl0Ao7+dqL+MEb7xByDuTiPjK+9DIDjktylMAKo5rhrxq99GuNUnV8Of+p2pqtRehZt4uwPJX9/4XCYfkM//c7plHhbOflkA0s/ML71RbHRtUu4uvyO6ozP65HGS2Kzo1hg/GPUfaB94Oeoxz/u9hqf2IcF6KuYk5SqChAtq4SuQwSaxi52ZXMe9bf043paOGhLP3HdmD+zkNhmVAJg7h9Z7Jqqc8toFHtciiqN8YMf/CDbt2/H5XJx+umnc+655yb9d+aZZ1JVVVXork44QqEQR48eJRTS6yMMRY9LagodlyMP7cYU8eG3lLP03auzeq9kEwsUNaC92JWvuBz9q7CC99QsoXx22bjbC1QIO39kQW4KhhZ6vBQrelxSo8clNVElgqKooArBv9DYDuwAwPX289MeN+DsylEa41jHixpTsDwv0jBLrhlMq6laWE7I6ABU2rc1jfDu4kfr86j/QAuOzuOoyCz6wAZN2hyR+A2RooGQcCpTcX7Z9YftTG94BlWSmXf7p1Mek4iLd5YoZdDz4uRLZfTsF/W6ghWZ1+sacbwkxqgGgqz3yKDYFfOM39nV97Ko+xWen7oGa6LYengcOwtmcx7t+Mr9mKJ++irns+qWs8f8mYXEOVM4uyy+kWM2FeeWTCj2uBSVs2v79u187GMf46c//SlG48hd8/l8zJo1K48909HRySftD75EJeBZtgnZmJ0mL9vjOePBiVugvv/Z17EBsbXjS2FM4F+wClp3Yjlvoybt6ejoaI8kS8RkIwaUgju7wkGFst7jANSenb52k2wRzq5i243x+EM7sPV3EDQ6WXXzoNNFkiW85bOwdO6nZ/tJ6s/Wd/cGOHLPK5iBttpVLJ9fktsPizu7ciF2TTViEQX3N35MFdB77ttZfs78tMdLyxfDvmeJ7Jp8YlfgSAtOIDYts3pd6VA1HKPBE+3Y4z9rIXape4XYZT5teeoDqoUpJNY+9ppdmRJ0B7E/ci8Apo98EMlQVD6ajCmdU4EXsIQ9xEJRDJaikkh0xkFRjci6ujo+9KEPpRW6ABwOB3fffXd+OqWjo5N3DK+9AoDz0uxTKQbEriJ9wpAJ1oO7AHCdv0aT9tb98ZM03f4PNn7hXE3a09HRyQ0xSax/ooHCOrtatjZjVMPEjBYqlqevfZNrZ9dYab3rcQC6V12I3TU8tSIyTdSU8e4brNvVf6CFI794HFQ1f50sIvxPvQSAsiG3KYzAYLkBXewaN69+83GqOvcRNdlZ9cubRz2+dMMiAOyTsEh9rFGkMRpmjn0nxgEs2oldkaZBZ5fqHZ/YpSoqJY3iu6s+L7Wzy1QrUvLU7rGnMWbKG994BFuwF29JHad9ceSNTIqd0hmlqJKQRfK9i6VObikqsevqq6+mqyszFbpYrXI6Ojrjo/dgJ67Og6hILPxA9k4kg10sUCaqs8vX1k9p3FEx+4oVmrRZVSNz6YdmYrZMrK2gdXSmGjFZCEexUGGFo87XjgHgrZoz6pP6xBNwuYjELiUUwfHK0wCUvzd5ZzBpzmwAIkcHd2Tcd+UXCX3hqxz6y9b8dLKIUIJhSg6Iv3vaO/IhdonrtBrU1/LjwdcdxPTrnwMQeO+NlM6pGPU9tWeKse/sbyXiL3y6tJbIrSKN0TpPA7FLQ0FW6hgidvnGV7OrdXsb9lAvqmRg1iWLUx5jmS7Ggdw79jTGBMG+EM+c8w2ev/FuVGX4g4BIIIrp3j8CoHzgOgxmQ6omJgSyUSZocQHgOT7+uOkUD0Uldn35y1/m7rvvJjrKjj6xWIzPfOYzeerV5MBoNFJZWTmqa26qocclNYWMy+F7hKurp3YZ5XNdWb8/4eySQtqLXfmIy/F/7wegv6SO8nnlOfscLdHPo9TocUmNHpfUGI1GMIiUwELX7PLtPgpAdOboKX4Gq+izHMtNn8cyXg7dswVT0IPPXMGqG5OLcNsWCWeX3CScXR1bjlHSJObe3n2tGvQ692h5Hp14eAeGcACfuYIlVy7SoHfpkS3CaZcLsWsqzS9bv/wAzkAHvtLpnP6ja9Mem4hL5YJqogYroNK5uy0/Hc0Tlm7h7Cpdmnka40jjRdJwjBq7B8UuyecdV1stTwtXV1/NAkyO1MXA7TOFs8vkGbuzKxGXPV95iGnbHqPqvp/z/I13D7yuqvDyzX/E6WsjYKtg7TeuHPNnFQtBp4ibvym12DWV5pZsKPa4FFWvXC4XV199NRs3bmTVqlUpjwmHw+zcuZOWlpY8925iY7PZWLFCG5fIZEKPS2oKGRf/Uy/jAGJjTKUwOuNiV1h7sSsfcel5fg+VgH/exBmX+nmUGj0uqdHjkhqbzYZktkCk8M6u6CHh7DIumjvqsQaLEQWQlNz0eSzjpeuexykHetdditma/Fy3bOUsVMDaJZxdR375BImtQCLdfePrcJ7Q8jxq/+dWSoHexRsxWXL/HFyKO7tyUW5gqswvSkzF9M+HAJBuuGHU3QeHxsVXVkdZz1F69rRQt2FmrruaF6JhBadXCNUVKzJ3do00XhJjVNVgjFo9Q8SuwPjSGPtf3YsdiC4aoV4X4JxTRT9g9Y29ZpfNZmNG6SwiD39i4HfV9/+Cl6tdrP/OlTx/5f8x7cX7AQi/7wbMzuLbhS9bYiXl0AWB5tRi11SZW7Kl2ONSVGLXAw88wLXXXkskEmHbtm1pj5UkPR0nGxRFIRqNYjQakeWiMvQVlKFxCftimKwGDCY9PoUaL0okRmnDFmDsqRQJsUvOgdiVj7gou/YAYD6teC8cp6LPL6nR45IaPS6pURRlMI2xwM4uU7MQu0pWji52JQrU58rZle14iflDlG5/DoBpH0xOYQSoXTeLNsDh7SDcF8D4zBOD7+/xaNLvXKPleaRu2w6A5czTtejaqOSytuZUmV8a/r6H8r5jxIwWln/2slGPH7beraqDnqN4DzTnoaeDqCrk6vatY28nBjWKKhuoWFqb8ftGGi+yLVESY3xjNOyLYAsMiidyYHxpjFKDcHbZTk9drwugbF6lELvCHsK+CGaHKevPURSFNz7xO6ZHvLirFhLbdBaVj95N2S+/xyt//wfTOvYBEn3XfZKNP37PGP+a4iJWFt/Fsr035etTZW7JlmKPS1GJXV/84hcBeMtb3sKSJUtwOBxJxyiKwtGjR/nLX/6S7+5NaHw+H9u2bWPt2rWUlOR4l50JQtgX4bn33E5k504q/N2UBDrod05ndcPfsJVbC929glKo8XLk4T1Ywv0EzaWsfvvIT63SkRC7DDkQu3IdF1VRcZ4QYlfV+RNH7NLnl9TocUmNHpfU+Hw+QlEF1MI6u6JhhbJuIXbVbsogjTFRsytHzq5sx8vRB3dgiATot9VwxrtSX0fKZ5dy3FSKNeKh4WdP4egZrN2l9E0MsUur80gJhiltFLu71V1xmlbdS4tsjbtAciB2TZX5pfU3jzIdcK+9CFtV8v3SqQyNizq9Dg5C6Fj+smSC/RGeO+3TKAsXc/m/P6V5+z27m5EBX8n0rHYEHGm8SDZtBNnuhk4kBmtdGUNjd3bFIgplLSLduvbCkdfIJXUlqJIBSY3hPtZLzYqarD/r+JbjVDx9n2jvK59kxYc38cLlfVS9+A8qO/YRNVqRvvMdNn3y/DH9LcWIVCXErkh7amfXVJlbsqXY41JUYldzczO//e1vue6660Y9dvfu3Xnokc5kZvv3Hqf+P/eiKIpQoiUo9bbQ9tpJ5l6W+5oVOsm0P/gSFUDfko1jdtiZSqxEADky8QrUd+5uwxboQZEMzL8sdeFRHR2dyUvMUPgC9S3b2zErAVSDkao1M0Y93mgtrgL1nf/cggvwLNmAwZjaRiJJ4K2YhbV9D+Ff34kRUDAgE0PyTIw0Rq1ofGIfUiyCz1zB2vPyk9KWcM1IYb1A/Vjw9wSpfF3sNjrtprdl/X7TnHp4DtTm/Ildx/61n5mtW4h07gK0F7v6D7RQBoSqNChOz+BmR+Mdo+4D7cP+bRiH2NX40kksUR8xo4UZ5478IEIyyPjtlTh8HXiOdo1J7DryhbuZrkTonHMa5354E5IscfZjX+bFt0gYD+2j7pdfY84kW6caKkWdXLUntbNLZ2JSVF6zJUuWsHx5Zm6ORx99NMe90ZnsBP/xbwAOLz8P5Xe/wOOaBYC/xV3AXk1tpC2iOL3tkrPG3Ia5VDyNM05AsavpCfF0va96IZZSS4F7o6Ojk2+UeBqjEi6ccNQR34nRVzELyTj67lqDzq7i2NlNfkPsKmg/b13a4yLTxTXf3tMEQOuSC8T7+yeGs0sr2h8XKYzuuWtGFAe1RishYaqy88fPYI768ZbVs+Ca7N149gVCEDK25y+Nsf+AENZM0QCh/rDm7QePivbV6ZkXp0+HbIu7D8c5RvsPC7HLb68CwBweu9jV9ky8OP30Jcim9HNzOF5s3Xsi+yL1B/6xj+nbxD1S5Tc+iiSLeUE2ypz7+K2ceeSeSSd0AZini5hJvWMv7K9TfBSV2HXLLbfw+OOPZ3Ts73//+xz3Rmcy07Gng+rjYkFs/tgFzH7rMiKl4kIUbHMXsGdTF/fRHsrbhD17wfs3jbmdAbErOvHErv5XRApjePHESWHU0dHRjgGxK1Q44ah/pxC7wjNGT2GEQWeXIUdpjNkQaPdQ2toAwNx3r097rGHOoIspaHTieu/l4ve+qSV2RbcKsctwen5SGGHIRjIRXewaC8H7HwEg+qa3ZpWyl8C1XAhCNnf+nF2BI4Of5WnU3j2pNArhzjhLI2dX3H043vqvoZNxsWuamE9NUT+qoqZ7y4j4t4oHourS0Y0hifpTwZbUKXmp6G/388zbfkrkAzcgqyrH565j9ltGrg022bBME84ug0d3dk0mikrs+shHPsKJEyfYs2dP2uNOnjzJL37xizz1SmcycuD2xwGVrhmrcCwUezDFSl0AhDrcBevXVObo314HoLdqEVWLKsbcjrlELFCMseCYFxSFQt4n5j77el3s0tGZiigG8bS+kM6u6MGjABgWZih22UTxY0mNFXzOPfK310FV6Smbx/SVVWmPtS2eNfBz96oLKZ0njjcGpo7YpcYUnEd3AVB72Zq8fa4h7pqRdWdX1jRtaaa28XVAYvHn3jKmNqpXC0HIFuzF3zW+gumZkhCjALxNbs3bN3YIMc2+UBtn16AgOz4XWrRFiF3qHDGfSqpC0D02Ac14UDi7nOtHF6DUCuFSCrdm5lLa8est7F/+TqY9/SdkNUbHkrMwffPtY+rnRMUxU9x7WLyZC4Q6xU9R1exavnw5HR0dumsrBzidTs466ywMhtFTEiY7qgry48Kea7nqCk5PxMXlAiDa6S5c54qEQowX75a9WIHwsjXjaifh7JJUhWgwisme/S40I5HLuMTCMcpahbOt7uKxFecvFPr8kho9LqnR45Iap9OJtaQUugvr7DI1JXZinJPR8Yk0RhC1xhLil1ZkM176nthCORBYuX7UXd9cK2cSi/9c8d7LcEwvxQNYghOjZpcW51HHy4cxhryEDHaWvTl/tUqNjrhrJqq92DXZ55dDP36UWqB74QaWLZ+W8fuGxkUqkQiZS7GEPXTuamX2hfNz1+E4Utugs0vrciHRsIKz/QgAVWtnjXL0cEYaLwNjdJzuQ6ldiF2WRbNRn5WRVAV/lx9bhS2rdsL+KK6OAwDUXZyB26paiPdKR9eoh/q7A6hf/BLOSD++snoc3/w8533kLGKx2KQ9j1JRMqucHsDq70FV1IH0zQSTfW4ZK8Uel6Jydi1fvpzu7m5UVR31P53skCQJo9GIlKs9fycQx586RHn3IRTZxLJPXTIQF6ncBYDS4y5o/4qBQowXab94YmVfNz7LtNU1uJPmWJ+eDUWJDc43uYzLyWePYIyFCJuc1J85W/P2c4k+v6RGj0tq9LikRpIkMAqhqFDOrlhUpSS+E2P1huycXQARv/YiXTbjxbzzNQDKLkmfwghQf848PNYaukrmsfKGM3DUCZe3KeIv6AYBmaLFedT82A4AeupXYbHn70YlISQYcpDGOJnnl1hEwfEfUbO45Nors3rvqXHxu4S7y703P3W7bN2DnxNo01ZQPvrMcWxRD1GTjbrzFmb13pHGi1Zj1NgjxC773FoiRjsAwe7s63adfPYIRiVM2FxCzemjbyRhrhUuJbV7dGfX9u88hiXSj7esntMO38+yj549qc+jkSibK2JmUMIEegJJr0/FmGRCscelqMSuK664gg9/+MPs27ePY8eOpfzv0KFD3H///ZjN5kJ3d0Lh9/vZtWsXfn9+7MrFzIlfCVdX17JzMJQbB+JirHSJA9zugvWtWMj3eFEig66m6ReNz9VktBpRJTG1hfrGJ3a98F/3s7P8PA78QwhxuYxL+39ECqNnxjJkY1FNzaOizy+p0eOSGj0uqfH7/QTCYVALJ3a17unGFu0HWab69MwcEomaXQDRoPb9znS89DW04uhpREVmwbtPH7VdZ5WVma89yJLX/ojZZqC0zjnwmrel+FMZtTiPAq/sAEBdk796XTDowDbkwNk1meeXPXdtxelvJ2wuYfnHz8/qvafGJVItxC7fodzX7YqGYjh9bQP/DmtcLqTtiR0A9M9aMWrh9lMZabwY7eI+0zDO+q9WTwcApYumETELsSvQlb3Y1fmicHV56xcnOY5Sfm69SGM0uNOn5ClRBflvfxU/X/Oegb97Mp9HI2ErtxKOC5J9R5NFwqSYqKr4b4pT7GOlqNIYL7/8cmpqaliyZEna4+bPn88f//jHPPVqchCLxejt7SUWi41+8CRGiSo4XhBil+u9bx4WF3ONCwDZ4y5cB4uEfI+XxuePYYwGiRjtzDhrfK4mSZaIGqyYon7CnrEvUmIRBeuf78QS89PxyKssvmpZTuMSfH0PpYC6YuLV69Lnl9TocUmNHpfUxGIxElKREi5MGmPHq0exAr7yGcjWzB4qGi2DN5e5cERlOl6O/W0rZqCjdgXLZzoyart+/qAT2GCSCZlKhMOhxTPwlL9YGfd5pKrYDoji9BUXrtGuYxlgcpgJAIaY9mLXZJ5fuu98mGmA56zLMTmye+h/alykGfWwF8Inci92dexuR1KVgX9Hu7V1doW37ABAXrsm6/eONF5MJVZCjM/ZFeoPYw8KsaliaS2tFif4Ogj1ZC92BXYepAxQF2aWbmybUYkCmPrTO7t2/24LZe7jREx2Vn110C04mc+jdIRs5Zj7/fSf7GX6+uEOuqEx6dzTzskLr8c3ZwXnvPrDjATIyUqxj5Wisg/U1NRw+eWXZ3Tsww8/nOPe6ExG9v3xdRz+TkLmUpZ/5Mxhr1mnuQAweN3579gUp/0ZscOMu14bV1PUKG5gIv1jF7v2/uF1HIFOAGJ5SG21HBLOLtdZE0/s0tHR0QbFIJ5BqgVydnkSOzHWz834PbJBIiaJfkcChUv/8z0rUhhja9eNuY2wtRQAf1vxO7vGS+/eFqz9ncQkIwvent/rjskZ30gmB86uyYr7pIeqvZsBmP3J7FIYU2GeE9+1sDn3aYy9e4cLarFut2Ztqyo4Du0AoPLC1Zq1m9jsyKCMvUB91z7h6ooaLJTUlxK1ChE+4s5e7DIcOQiA/bTFGR1fMkc4u+y+9DW7en55LwB9512JvTqzhwSTmbBTPOTwN6V3xO39wt3YfF1U7d3M1lv/kY+u6YyRgold11577YRoU2dy0XmnqHXQt+GSpKditukuAMx+d557pZPYTpml2mxxHDUJsSvcP/aFdPcfHxv4We3NbcFiT4uXsh5xkznr8olVnF5HR0c71HiBV7VAzq7wATEPyfMzq9eVQJGF2FWwWleqimOvELsq3rRhzM2E7aJuV7B9YhSpHw+NjwhXV1f1MkqrLXn97ITYhaqgRoq/PloxsOdHT2BUwvRVL2T2pZkJHulwLha7Fpo7c+/s8jSc8hl92p1frbu7KPO3gCQz560rNWt3YGfvaGjMu8z2HRJil7+kFkmWUK0iRS5bsUuJqZS2CbGr5uzMnF3lC4TYZYr68fekfvB78oUT1B55GZBY9NV3Z9WnyUqsrByAUOvIYpf7cDeVLwyabiy/+glde9tz3jedsVEwsau1tXVCtKkzeeg53EP1jqcAmPXJtye97pzhAsROTHoKdn4xHRRiV+mZ2jxdVkzjc3b5uwOU73x24N+5Tm099tBOQMVTNmtggaKjozP1UI1CNCpUzS7jyaMAOFdm7uwCUGRRpD4WLIxI1/7KUcy+HsKylSVXj/06EnMIZ1ewY/I7u/pf2AFAdMWavH/20I1kxvNQaqqgqqA+/AgA0tuuZNStRjOgfLlwdjnczWMWczIldEy4xxKue6nPrVnbJx/dCYCndgHmcu2cSYkH4hLKmB2r3sOiTlnYVQuAYhP9i/ZlJ3a1bmvFEvWiyCbqz5qT0XtsVQ5iBvE3uI+mFm4Of/c+ALqWns20daMXvZ8SlAtnV7i9d8RDDn79fgxKmK7pq+iavgpTxM++9//PwHl0+MFdvHjtL+k9NPpOmDq5p2Bil9fr1bQ9VVU1b3MyYbFYWLBgARZLfp/eFRN7vv0PZDVKT91K5l2xFBgel9JZLgCMsZAmu/hNZPI5XkKeEGVdhwGYcak2zq6YWSyoot6xfY97fvEc5uhgoUXZK55C5iouvc9sAyC4NL9FgrVCn19So8clNXpcUmOxWLCVlIBEQdwuigLOLuHsqjwjW7Erd86uTMZL49+3ANA18zTsrrFvYKSWCLFL65pCuWC855Fp3w4ASs9do12nMsTiHNzBM+TRVuyajPPL0ScOUdm5H0U2suxzmZV7OZVT41KzejognD+eptyKu0qTMCN4pgtHmlHDciHeF3cAYxdtRxovlrJBQXasYzR0Urh91BohduGIi12e7Ap5tz4nXF2e6nnIFtMoRwskWcJvrwLAezxZdPG0+qh8WWS71HzqvUmvT8bzKBOkKiF2KZ3Jtc4sFgvTbTVUPy9cXaWf/TCzf/c1YrKJqoMv8dL77+CFVbcQ/sCNVDx8J3u+/re89r1QFPtYKViB+jfeeIMPf/jDzJqV2W4/6VBVla1bt9KdwfaqUxWz2Ux9fX2hu1EwosEotn89AIDt+ncN/H5oXEwVJmKyCYMSob/Rja18WkH6Wgzkc7ycePIAshojYK2ganmtJm0q4xS7/H//F06ge+46Ko9txeQTNz65iou8U6STOM5Zq3nb+WCqzy8jocclNXpcUmM2m7GWlACgRvMvdnUe8eCM9CJJULthTlbvTdQay4XYlcl4Cb64FTsgbVg/vg8rFWmM0Z7id3aN5zwKdngo6TqOCsy5cpW2HcsAg1EiKpkxqmEiXm3Frsk4v5z4+aNMA7pXnMeK+IPZbDk1LuYSCwFbJbZAN507mimbVaZNZ1NgbBfOLnXpcmjciUnDciGm/cLZVXr22Op1jTReTHYTIAGqcB9OdyYdMxrRFpHGKE+rEb+Ii12KNztnV/8bB7ED0XnZpa9GSiqgvwXvieT742P/2IEpFsBbWs+69yfXOZyM51EmGKuF2KX2Jju7zGYz7T/dTGU0SE/1Es66eROSLPHcOz5C9d9/ScXDdw47PtbWmZc+F5piHysF3Y3xzjvvHP2gLJgzZ46m7U0mIpEIPT09VFRUYDJl9lRgMrHz9udw+DsIWCtY9ZmLBn5/alyCVhcOfyfeJjc1q6au2JXP8dL53D7KAe/s5ZrtZqKOQ+zqOthD9dFXAXB97L3wha1Ygm4gN3EJ9AapaBVpnLPeNjGdXVN9fhkJPS6p0eOSmkgkQigWF4sKULOre5e4IQ3aKzE4bVm9N5dpjKONFzUSpezQGwBMe+v4xC7JJZxdirv4xa7xnEcn/rkbFegtmc3SRa6c9G80okYrxkhY8zTGyTa/hH0Ryl7+FwCVHxx7YfpUcfFX1GNr7hY1ta7UxlmfCluvqNnlOGMpPAmWgFuTdj1tfqo6GwCY9daxiV0jjRexs7cZYyw0ZkFW6hDOLvMscT8hO0XNLrU/O7FLbTgg2lmZWb2uBLGySmiBYEtyGqP71f1UA/4Fq1KuvSfbeZQplulC7JLdyTHra+7F+c+/AmC95caBuJ35q+t45aUXqWjbR8emtyHXVFLz0G+QUrQxGSn2sVIwseuuu+7SvE2nM3vVfaoQDAZpaGhg7dq1RTkQc43vrvuwAb5LrxpWmP7UuETsLvB34m9xF6qrRUE+x0t4uxB65JXaFWZXLULsivmyF7safvoEFapCT90KVrx5JS1fAEu4n1g4RjCkfVyOPrwbWY3hd9SwbM10TdrMN1N9fhkJPS6p0eOSmmAwiCcQALUwaYz9B1spAYLl2c9Dag6dXaONl8Yn9mEI+/Gbylh9xcJxfZahPO5u0bCAdq4Yz3nUs3knZYB/4Wotyj+NiajRAhE0d3ZNtvnl4N93YQu5CdgqOO3GjWNuJ1VcYjV10LwL/+HcFakPesIDO1vXX7qc7v8Bc9RP2BfB7Bjf93Pkkb1YUAiU1OJaMrYH1OnGS8xgwRgLjVmQNXWLml32uSJrQS6N36f6shO77M0ijbFyY3Zil1opasBG25OdXco+IRKaVy9N+d7Jdh5liq1OFKi3uDuSXtt+69+oCvXTUzmPMz97/sDvTTYjm3b/hkggyooKKzt//gI8BAbPyHW/JhPFPlYKJnZdf/31hfponSnG8acOUXVyG6oks/Sr70x7bNTpgi4Itrnz0jcdsB0VYlf5WRo+VbQKsUvxZy92qf/6NwDGK99MSX3pwO89TR6M1dpPmd1Pb6cK8C5aq0nRWR0dnQmMUezGSDT/zq7AsTZKgFhN9mLXQBpjAQrUtz60hRKgd8F6TJbxlaI1V8XnfG//+DtWxKg7dgFgWZf/FMYEilE8eNRa7MoIVSWyfQ+mFYvBPPYab/mg6/HXqQG8S9Yhmwyati3PqIPtED3RrGm7Q+nYKep1RUx2qk+bQZckI6kKfSf7qF5aNa62ezfvZBoQWDQ2V9doxIwWCI99jFr7hWBStkiIXcZS4ezCn3nNrp7jHkp9Iob1F2QndhmqhdildCTX7HKc3A9A5VlLsmpzslN3/iIaZTMlfY0cfnAXC94h5shoIILjsQcBUN5/LbJx+LXGZDNisonroGNmBWHA4p0azq5ip2AF6nV08sXxH94PQOfyC6heXpP2WCVeryPc4c51t3QQAlJp30kAZl2unbNrQOwKZLdAcZ/0UNmxD4Cln7gYg9lAyCxq6Hib3Nr1bwjqNlGc3nrmxKzXpaOjoyEJsasAzq5Io7ihkurH4OySC7eLpPLqawCYzkyuO5MtCbHL6C1+Z9dYUaMxSk7uAWDapYUTu2JGUcw46su/2LX3xh9x+Nwb2P4p7bNMtEbaJlJ0beecoXnb1vmizo7UmjtnV+8eIaT5y6YjG2VCFnGO+Vo0OMd27gDAunHN+NtKQWKMjkXsCrhD2EJuACqXinsPQ6mo2SX7M99QrXnzIQB8pXXYa7LLYDJNE2KX2jNcdOk92ovTJ1IsZ16cXR2wyU75nDK6zhCbQDT/8M8Dv9/5f0/h8HfTbyln+WfOT9uGc6Zwh1kDPTnf6VRndHSxS2dS03ukh4pXHwOg9pPvGuVowOUCIDIBdmKaDJx4XDxZ8pbWUzpTw+KotrE5u04+LlxmHtcsyuaKvP2QzQVotDA7hbAvQkWjeMI+460Ts16Xjo6OhiSeFkfy75CS4ze8ltljELuMhRG7oh4/pSd3AzDz6g3jbs9aExe7/MVfs2ustD5/CEMkSMBYwtwL5hSsH4opXlszz2JX4x+eQb7/r6gq9DW05vWzsyXgDlHRLMb3rHdoL3Y5F9UBYOnKnbPLd0jMK5FqIayFbWKt52t2j6vdcFAZWD9Nv3zNuNoaCcU0dkG2e58QkyJGG45p4qGpuVyIXVIwc2eXe4uo1xWYnb0oZa0XYpfRPTyNsfEpkcLY75qFvdqRdbuTnblffR8AVbufpWNHC6qiErpTCF8nN100avpt2RwhdhliYQI9gdx2VmdUdLFrimAwGCgpKcFg0NYCXezs+u8/YoyF6Jm2nCXXJjtnTo2LXO4CQOlx57GXxUe+xkvvi0JcCszT0NUFSPHtb9VAdmKX+wXxtDs4pD9Ru1iYBdvcmsfl2L/2Y1DCBK0u6s+ao0mbhWCqzi+jocclNXpcUmMwGDDa4oXhC7Abo6lb3Pg7F46lZlfuCtSnGy/H/rEDKRbFba9j7tnj3w3KPk2IXeZg8T/wGut51PKEEAjcM1aOO+1zPIxHSEhHurgEjrTQ99+3oSbMFoqi6WdrzeEHdmJQI/gdNdSePmNcbaWKS8VKcc44+ltRormJRehY3DVWJ4S1qMMFQLB9fOdY88snMMf8RE026s5dMOZ20o2X8YzRrh1NAPhddQMlKhJilzGYec2u8B5Rr8uwNLsURgDHLCF2mb3DxS73q+JBc3Bu6npdMLWv03MvmkfHvI1IqsL+b/6VA/duw9VxgKjBTN0nzxs1JrYKGxGjuJb3HZv8qYzFPlZ0sWuKYLfbWbt2LXa7vdBdyRu9R3oo/49IYSz974+m3G3k1LgYq1wASG53vrqZN1RF5Y0fbaZ12+hPMvM1XpR43RDzadqKXbJdPDEmmJ3YpewR4ptl7WB/YiVC7Ap19Gkel47HRQqjZ/5azXaiLARTcX7JBD0uqdHjkhq73U5tfZ3Y7T7PNbtUFRweUUzZtXTsBepz4exKN166/iVSGL1L1yNrsKJ11In53hLqz9nNv1aM9TwKbdkpflidmzpHmaKaRK2smF9bsWvEuEQiHLjqS8h+L2ri9icW0/Sztab7SZHC6Ft6xrjXCKniUr2iFlWSMSgRug8k13XShGbhGjPPEWLX4JrKPa5mvcdE0Xt/6XQkw9hP/nTnUSy+s/dYxqh3z3EAwnVzBn5nKY/fa4QzF7vMJ4TYVbYue2dXyRwhdtl9XcPS6WJ7hLPLtHLkel1T/Tpd8Qnh7nI9+xCd//NbALrPvJJzrjgro5gEbSI7pP/E5Be7in2s6GKXzqRl1xfuibu6lrHypjMzeo+5xgWA7HHnrmMFYufPX8D29f+m6dIb6Tlc+Mk3GorhOrYdgOlXaFuvaixil6qolJwUYlf1+YNil1rqAiDcpf2TfuV1IXaZN+gpjDo6OiBb4ukReXZ29Tb5sEVF6l7lijEUqDeKfuc7jVF+Q4hd9vPXa9JeSV1J/CcVf0fmdXUmEtaD4iFT+XmFq9cFoJqFa0ZrsWsk9nzy15iP7MNvKOXoJnEjW+zOLnnb6wDYzzk9J+0bzAa8TrGLYc/e3KR0GjuFs8u+MO68LHMBEO1yj6td/0khzkXKxlfkPi3jEGTDh04AIM+ZPfA7a6VwdplCmYldAU8EV89RQBROz5by+UJwMShhvB2DqZP2k0LsqjhrZGfXVGfFhzfiLp+HKeqn8rg4Dxd87b0Zvz/sFLH3N0+NHRmLGV3smiL09/fz3HPP0d8/uXcYStB3wo3raeHqKvnMR0Z8InZqXKzTXAAYve58dDOv9P7lXwA4Ap3sufJWYuGRn2jmY7wc+dcBzFEfIXMJsy7RtkCm7Mhe7Grf0Yot2IsqGYb1R3KJp5BKt1vTuMQiCq7jOwCY/uaJLXZNtfklU/S4pEaPS2r6+/tpbG0GFaQ8i13de+I7pllLMZWN4elsDmt2jTReAi29lLYJ18Pca7SpZ2QpMRMxiPQTb0tx1+0ay3nkPdqBra8VFZm5b9HWUZ0tqiXumslyI5nRSBUXNaag/F3spNb5kVupXB0XXorY2eXvDlDeKh7AzX7n+Mf3SOMlahVFzyP92e9enQkOt3B2uZYJZ5eUKBfS7R5Xu6FWkZqnlFeOq51059F4BFlD03EAbEvnDPzOViXELnPUjxIbvXB54/PHMKhRwpZSKpbWZt0Hi8tGxCjm876jIl69J/oo8QoBMl1x+ql+nZYNEtL73zfw745F5+BaXZFxTGJlom5XsKXw5oJcU+xjpejErs7OzkJ3QWcSsOO/78EUDdBbs4RVt5yd8fvsdS4ATH53bjpWIHydfir3vQBATDZRdeJ1Xnr/HQXtU/tj4klJ//zTkrbwHS/GuNglhTJfvDU9IRaV7ppFmJ2DW5HLFS4A1F63Zv0DOPrYfkxRPxGTndmXZP/ETkdHZ/KhxudCKZZfscu9X4hdflf2ri4YrNml5nEXyaP3bUVVodO1iLoVFZq1G7LGd4trLW6xayyc+Kcodt5dsZDy+gKnnJjFdVbJg7Or5YndGAMe/MZSzv/WBcjxtDdJKV6x69ADuzCoUXwl06hZU5e7D5JELNSo9rHwtPqwhsV5VL1GCIyGSpf4vHGuqWLtQryRqsYndqVDjdd/zXazIwB7p3B2la8ZdHYNFoNXCfaOXri86yVRnN5bt3Cg7le2JOb0Y/e+CkDT06LN/rIZA4XzdVKz9iuXE7CKa0vVp9+f1XtVl3hfpEN3dhWaohK73vKWtzBt2jTe+c53FrorOhMYT5MH15N/A8Dx6ZFdXalwznABYA26J9V2sfvueA5jLISnbBahW28DoOqxu9n9i+cL1iflNSF2mTZpv8OQIS52yeHMFyjeLULsiixZMez3pmqX+KFPuzRGJarQ+qWfAuBevFFzsU9HR2diIplEgVcpzzW7/EeE2BWrHpvYlXB2qeH89dv99FYAgivXjfU+MCWJ3eLGW0C7GOl7XtTrCi0pbL0uABIbyQRzL3Y1/+0lALoXbsLmNCAZ44WUiziNsedJsUbyLzl9zEJHJqiyiEUuXJmdO4WDKGQtw1YpxNXEmkrqH9/5pXYJscs0PYdpjHH3oRIMZ/W2/jYfjoBIs5y+cVDsMpdYUOPior9z9FTG4L4jAKjzF2b1+UMxvkvcU1vuvZtAX5jel+PF6efoKYyjYSkxU/XArwn/8HZWXJ9dKrFcJcQupbN7lCN1ck1R3WG99JK4GC1ZMnLBPB2d0dj7/57AFPXjrlzA6k+em9V7S2eKRa5BiUyq7WJ9/3gSgMgFl3LGly+h7YJrAYh99RsEezLfAlkrIoEo5SdEva76t2kvdhmdcWdXJPNFtLxfiF2OdcNTOyw18THR79amc8Crn/87VY3biBhtLL7j05q1q6OjM7GRTInC2fl1dkWaRHF6qW6cYlcenV2mPTsAKLtI22tIzC6cXaFODZxdanE9NJP2iHpd9o2FrdcFDIhdisZpjKmQXnpRfOSFZ4lfJMSuIk5jNOwQYpfjPO3XSENR4zuoqTHthb++/ULs8rsGd0pNrKmM41xTyb1CTLLU5c7ZJVni7sMsBdm2LcLVFbBXYq9xDrYnS4RNwt0V6M5g7d0kdnQ0L5iV1ecP5bRvvR2/swZnoIOtt/6D2B4hdhlX6WJXJsw+fy5rbsms7vNQjNUijVHt0Z1dhaaoxK6bb76Zqqoqvvvd7456rO7+0hmJyL+fAkB9y1uz3r3G6rISk8XFzXPSrXXXCkJfo4eqQ68AMPfmywA4+2+fImAtxxzup/ml43nvk0jhCxCylDLzgrFvGT0SJqdYRBsydHbFwjHKWsUCYPrFw8WugTpuPm2e8rdta8Fx588A8N34SaatzWF6go6OzsTCJEQjOc/OLlqEs8s0e4xilyleoD6Un36H3X6c3ccBmHW5trWnFKcQu8a7Kcn2m37F7tlX4G5o06Jb4ybmD1HaIgpT119eeLFLsomHUmoot2KX/3gHztaDqEjM/8AmgKJPY/R2+KlsEw/g5rwzN8XpEww4uyLax8J/SNTritYMrnNs013A+NdUJo9wzNhn5k7sGnAfZinI9mwXYpe/enbSaxGzELtCPaM7u8ydIn7OJTOy+vyhGO1m1Bs+BIDtvruwH9sDQMUm3ViSSyzThbNL7pv8NbuKnaISu773ve/x6U9/mp/97Gdpj+vv72fz5s356dQkweFwsH79ehwOx+gHT2A693ZQdVI4hhbdcvGoxyfFRZII2lwAeJvcOeplftn/8/8gq1F6qxcx45y5AJjtRvyVMwHwHEjegSfX4yVRr8uz4PRxbRk9EglnlxzJTOw6ufkopliQiNFO3abhixP79PhW9AH3uOOiKioHr/sOpmiArplr2fjDq8fUTrExVeaXbNHjkho9LqlxOBzMXzwfpPzX7DJ1xXdMmzdtbA3k0NmVarw0Pd0AqkqfbRrTl2tXrwtALRVzfrR70NnV/tQuerYcyrwNRYUH/o6hu4Njj+3TtH8Jsj2Pmp45iBSL4jNXMGvDGEVNDZGt8dqYGqcxnhqXo396CVWFtqoVzFwp3BbFnsZ4+O87kFQFX2kdVau0eSA24niJi125qNkVaekAQJo2WFzdURdfUwXd42rb5hXOrpK540tjTHceSVYhdmWz2RFAoOE4AMrMOUmvxcwinXM0sUuJqTjdwtlVuao+7bGjsfabV+IrmYYj0EWJT4jvMy9JL3bp1+lksomJrU7MNSbP5Be7in2sGAvdgaF8+tOfpqWlhX379vHLX/6S6dOTL8bRaJSGhgbcbnf+OziBkWUZm81W6G7knIO/fJpyVLrrV7Nsxeg7l6SKS9juwuHrINDqzlEv80voUZHCyCWXDvt9tLoOmnfhP9yS9J5cjxd1qxC7zGflxp5vLrUSAYwZil3tz+ylFOibsTypfpazvgwfYAl7QGFccdn69UepOvYaUYOF+Xd/bdLU6poq80u26HFJjR6X1MiyjNXpQAXkWP6cXaoKdrd46OFaOsYb67gjjYj2/U41Xrqf34sD8M5apnk5I7lMFG2OuYXY5TneQ+c7byJqdlDe8VRGjvH2V49hCbiB3KSHQfbnUefz+7EDnhlLkQ25qwGVKQNCgsbOrlPj0v/ES5QB0fVnDX72gNhVnM4u9+Yd1AD+pdq5ukYaL4k0xlw4u9QucaNvnDYoSJXMdNEHWCJeIoEoJlv2t6JBTxhrRJyfZfPHJ3alO48G3IdZCrLqMeHsMi1IdnZFbfHdL93pxa7uw72YYwFAomrl+MRpg9WEdOON8NP/AcBbWoezrjTte/TrdDLZxMQxswI/YPFP/jTGYh8rRXWnVVVVxd///nf27dvHgQMH2Lx5c9J/L774Il1dXYXu6oQjEAiwf/9+AoHJU4cqFeoTQtgxXHFZRsenikvM6QIg2ObWunt5p6uhi+oTQlhacMtwsUueIW5qIieTnV25HC9hXwTXSVEkd0YO6nWBELsAjNHMxK7A6yJdgOXJ6TCJOm6SqtB1vHNccYn8WWyc4H7XTdRvnDmmNoqRqTK/ZIsel9TocUlNIBCgtbMNVJCU/Dm7+rvDOMLiprRyxdhuqqQcOrtSjZfQDpF2Li9fpvnnGSrEnE+fuJk++c9dyLEI5oA7ox3UAJoeen3g51w4ZiD78yi4XcSMJcVRq0e25UbsGhoXNRSmZN8WAGreMbgzd+JBU7GmMdIg0k2ta7Ub3yOOlxw6uwzxulrm6YOphkJkEWKrp2lsdfHcR8V8pcrGce8omO48MtjjYzScXYF6c6sQu0pXzUl6TbUKZ1fYnb5mV9dOkcLoc9ZgtJvTHpsJp339rfhKxfweyKA4vX6dTiabmJTOEY5ja9CNEi1OB6lWFPtYKSqx6+abb8bhcHDbbbdx1113pfzv97//PR//+McL3dUJRzQapaOjg2g0v6kR+aRtWwsVrXtQJZklt1yU0XtSxUUpdQEQ7nDnoJf55cDPnwJUeupWUnva8Cf2ljnioie1Jju7cjlejjyyF1MsSNDqGkir1JoBsSsWzGhXTfMhIXaVbkoWu0wOMxGjWJy4j/eMOS7t21so72hAlWRWfuXKrN9fzEyF+WUs6HFJjR6X1ESjUTwBL5C5s+uFq/4fL1z1/4iFx36j2rVHpLXETDZstemf9o+EZMqd2JVqvFiPijnbdab2YpepMh4Dj7gRd7+0d+C1/kZ3Rm0EXto28HMuHDOQ/XlkOizErpL1xSF2JXZNJqyt2DU0Lo2P7kAOBeg3V7L8qkUDxxRzGqOqgrP5AABVZy3WrN0Rx4shd2LXQF2tWYPuK9koE7IIgSrT8+lU+o6Kdv32yqxr855KuvMokWorZTFGlahCSe9JAKpOT3Z2KTaR6hXt86Ztx7NPpDCGKseXwpjAYDXh+Pp/E3aUU339FaMer1+nk8kmJmWzyhCirjppakCPRLGPlaJKY6yqquLGG2/kq1/9atrjbrjhBv7973/nqVc6E4XDv3qaCqB71lqWLxxHwUqXC4Bot1uLbhWMWDiG4QHhJDK85U1JrzsXCfHL3JUsduWSjn+/QTXQvyg39boALGXx3RhVhYg/gtk58lOxQE8AV/dhAGZclrrQcdDmwtTvJ9DmgTEaso789hlcQNfMtSyf6xpbIzo6OpMa2SzmRDmDml3dDZ1UPvkXAJ6/3M/5T31lTDd+7n0tWAG/azpjzgmMF6jPRRrjqQQ7PDh6m1GBWZdqX2TZVBXfgdcbL6C9Z8/Aa75mN6xJn+qpKirOg28M/jtHzq5siPlDlHQeBaDuoiIRu2wJISE710w2tP39RZxA79KzMFsH1xsJsasYnV2d+7uwB7tRJZmZFy7M+eepOXR2WXxClHLOHr4mD9tcWEIe/GMsF+I72Y0ViJTksDg9g+5DKZR5za62ne0YlRCKbKIm1VwRr2sU60ufxhg43EwJoNSNvTj9qSz72HnwsfM0a09nZAxmA0FLGdaQm77jvbjmaVtbUidzisrZBfD9739/1GNefvllnnvuuTz0RmciIT35BADmt1w6ypHpkStcACi92uy+Vyi2//BpSj2NhMylrPnqW5NeL18mnF12T2tG7ietUF8X6R3WHNXrArGrZoKQJ/0TuWOP7UNSFfz2aqqW1aQ8JmIXNz/B9v6Urx+6bxsvnvFpeg90jPg5ytPPAGC67MK0/dHR0Zm6SGZx4ylnkMbYe7Bz4OfaVx/imXf9CnUMU7nviEhlj1SOvS7MgLMrD092m57chwr0OmZSNW9sTrR0WGtEmwa/BzWmUNo46Ozyt46+LujYcmxYnZZiELuanjkIqoLPXEHd6upCdwcYFBLkDHdNHgvGV18EwH7p2cN+X8xpjC3PCldXf/lszGV5qIMji1hoPU7D/ii2kBsg6UY/4nABEByj2BVsEumRUdf46nWNRsJ9mI2zq+v14wD0l89MXZc1LnYp3vRpjEqjSGM0ztFO7NLJLyGHGPe+xslfpL6YKTqxK5MCZ3feeSd+f/pJQmfy0bK1mTcqL+GVme9i67f+RTQ4uKhufuUk5Z0HUCWZpR8fn5hgrHYBIE3gTRCUqEL413cC4L3yWmyV9qRjqleKXbdM0QCexvwIe2FvmMrGeL2ut+dO7DJajSiSuGkM9aVfSLf/9hEAfMvWjXhMzCnErnBH6ji1fvdOKva/yJ5vPZDy9Z4DnVQ07wJg4UfOT9sfHR2dqYtkiju7MhC7fCfEDV/EKNZN0//9ezbf8resPzN8Il63McWmQBkz4OzKvdjV/YLY3dA/R/vi9MBAKqc50EfrK8cxRgbXm8H20a+VjQ9vG/bvYhC7Op8XKYzFUpwewOiIu2Yi2qYxJvAeaMHWeRIFA4vev37Ya4POruJLY+x7TYhdobnauxZTkqi3p/E4HairJcmUzCgb9lqsxAVAuHNsa89Im3CMqVW5FbvGMkb794h6XeFpySmMALJTrMdVb3pnl6FVpDHaFmiTxqiTfyJOsSNjoGXyF6kvZgqSxnj11VfT0zM2ldPr9bJ9+3aWLl3K5z73OY17Nnkxm83Mnj0bs3n8RQ4LxcFv30dNsBdbsBd+8HW2/fIO/GvORG5uxNF6GBvQNW8Dy2e7Mm4zVVwsNeL9ssc96vu9XUF2/uoVzvj02Vicpuz+oByy6xcv4Oo+QsRoZ83/vCvlMWanGZ+9Goe/k86dLZQNiVuuxsvhh/ZgUMIEbBUsPXOOpm2fSsxgQY76CXtGFrt6DvdQtV1sajDjc+8e8Tg1XsdNdXuZPfv04XFR1YH6Guq+/Snff+A3mykDuupWsWx5avfYRGYyzC+5QI9LavS4pMZsNlM/ZyZIYFBGTwf0n+ykDOhdsB7r6cso/fMd1Pzxhxy8Yg2L3rJo1PcnUFtEzS7jzPE7u8iBs+vU8RLdJcQuw0rt63UB2KeXEQQsIQ+tT+1h6CPYTGp5Bl58g6GPl5QciV3ZnEfB7WInxmIpTg9gdArXjEFjsSsRl7bfv4YFaKtZxYoFzmHHFHMaY2yvKE5vXqldvS5IM14SNbs03jXUc0wIUgF7ZVLJCrVUiF+RTveY2o61C6HfUD3+NMZ051FC7JIjmafahg4JsUuaNyfl63KJcHaNJnbZeoSzq2xZYcQu/TqdTLYxUVwVcBJCrZPb2VXsY6UgYpfL5eLBBx9M+ZokSagZ+PAfeughXezKAovFwpw5cwrdjTET6g9T+sJjAHSuu4KS3S/j9LbifHHQSaNKMq6PXJNVu6niYp3mAsDoc4/6/i1v+x+m7/gXr/d9hbN+eFVWn50rVEXFd/vvMQPuS99FSf3IaR7B8uk4/J14DrQCgzcOuRovnf9+nWrAu/iMcRcVHY2o0YppFLFr920PUq1E6KlbwdlXpq7XBUCZWJipvd6kuPQc7MIaFE9tHE0NqIqa9LdFHhcpjPKFF4zhLyl+Jvr8kiv0uKRGj0tqLBYLs+fPpo24s0tV09bQijTH0xirqtj46xt58YVXqTi5nd5XGiALscvYIeo22uePXeySzbkTu04dL7bjQuwqPys3YldJfSk9iO/Av/m1YWJXtHsUJ4qq4jwg6nX122ooCXRAjsSubM6jYitOD2LzlxggR7Wt2ZWIS+uLv8YCxNYmu7Zlo4xKcYpd9kYhdpWfqa2za8Txkkhj1NiV6T3RjRkIOZMFKancBUC0Z2zOLqlHCGmmaeMXu9KdRwabGQUwRDJPtZUbhdhlX5La2WUsE2KX5B9Z7PK7wzgDoixGzdrCpDHq1+lkso5JuXB2RTomt9hV7GOlIGLXlVdeyY4dO/j2t7+N3T74/OvkyZN89rOf5ctf/jJr1qzBEH/aMJSmpiZ+/OMfc9ttt+WzyxOeaDSKx+OhtLQUo7Go9iXIiB0/2UxJuA+/o4Zznv4GEX+E7d95jNCRJqyLZ1O+di7Tz5xLSV12WxCniou9zkUAMPvdad/bc6SX2p3CFRQ92jiWPysn7LtrC+Vt+4gaLKz6/rVpj43V1EHzLvxHhhepz9V4kd6I1+s6O3cpjAmiJisEGVHsivgj2P/1dwBsH3xP2rYSW9Ervb309PQMi0vzswdJzFS2QA9d+zupHuLe6jvhpvKEuPmZ9+HJWa9ros8vuUKPS2r0uKQmGo3SH0zs0KWiRBVkU/I6KIHSLsQuw7RqkCSiFdVwEqLu9Lt8nYrNLdIYSxdNG1O/ASSzcDZLUe0L1A8dL+HWPqyeDlQkZl+qrfMlgb3CSkwyYVAjlOx9BYCesnlU9B0dtZZn+2snsPh7iEpmvPNXU7LnqZylMWZ6HkV9xVecHsBgtxAjOyEhE6LRKB63G/verQBUXr4+6RjZZCAGoBZXGmPvCQ+lXrEem3lh5oJ1Jow4XnK0G2OwWYhdsbJkQcpQ5RI/9LrH1LahT4hd1vrxi13pziOj00oYkKOZuw/tHccBKF8zitgVGLkcT/s24eqKmuw468tGPC6X6NfpZLKNiaFa1OxSuya32FXsY6UgPbrooovYs2cPl19++bDfv//97+exxx5j/frkC9NQvF4vL774IhdcMDldErkgEAiwe/du1q5dS0lJdoJQMeD7y0OUAKE3vQ3ZKGMptbDxB+8Yd7up4uKcIcQua9Cd0qWTYM/3HqVKFU/CFLdn3H3Rgs497fR953ZcQM+5V7FqfvrdP6QZdbAdoieHi125GC/BvhDlzbsBmHlV7sUuxSRSJKLe1AvpHf/vGRyBLvz2KtZ89qK0bSUWZkpvb1Jc+l47wNAotzy9b5jYdeC3z+NUFXqrF7Fs3eSsvTDR55dcocclNXpcUhMIBDh49CD1KiBBJBDFkkbskrpFKo+5Pl5w3ClStWKjbGk/7DP7ozgDQjSrXJl+l8F05NLZNXS8tDwpXF09pXNZPiO5FqUWSLJEyFKKPdiNOSDErdAZZ8F/jsIotTwbHxIpjN31qzDYxTVI6/SwBJmeR0OL0y8pkuL0AKYSC2HAENM2jTEQCPDGfU9T73UTMthZ/M4VSccUaxpj0zPi4ZmvtA7HdG03XxhxvCRuTjWuXxZujdfVqkgWpMzxHU8lz9icXeb++C6Pc8ZfsyvdeWROjNEMxS5fpx+nXziypm1ILXaZysS8ZQiOPE+79zZjAXzlM8a+Q+440a/TyWQbE1OtuDuQeie32FXsY6UgBeodDge33npr0u9PnDgxqtAFsH79eu6+++4c9EynGDn+YhPTTr4GksSSL1yZ888rnSkuwrIaw9eR2masRBVMj/1j4N9jvWBrhRJVePWzf6PlrGtwdRwkYrSz7PvXjfo+y2yRtiK1toxy5Pg58o9dGJQIfns109fPzPnnxcziRiPSn1rsCt79VwACb74aoy19vbVEHTdDvzvpteg+Ua8rURDfs2V43a7gY/8R/TkvvaCmo6OjI5sHl2XRQHqXlNEtRCrbLCFgSCVC7FL609eCGUrn3g4kFFSDCeessW+NLlty5+waivslIXYF5+UmhTFB2Dbopui31eA8bSEwei3P4EvCxauuPR1VjguVedihMh1dLxRfcXoAS6m4RhuzcM1kSvD5YwB0zDiNkvLk5/qJXfLkIhO73K+KFMbA7DwVp4ec7cYY6xBivFSdLEhZal1A6jXVaCgxFbtftF02b/zOrnSYnKJmlzFDQbZ1y0kAgrbyEcVKc4WYpw3BkZ1d3gPC2RWp1XdinMhYpotrqsGjF6gvJEW1G2MkktkiqaGhgebm5hz3RqdYOPyjhwHoWbyJyhXj2C0qQyylFqIGsQjrb0otYu39w+uUeQZTF2Vv4cQuX4ePF1fcROmvf4Ap6qerbhVl/7ibmhWjF0J3LhJP8s1drbnuJl2PixRG35LTc16vC0Axj+zsOvTQXipbdxOTTaz4+ugOwUQdN5Mv2cFnO3kQgM4l5wDDi9T7O7yUH34NgDk36E5UHR2d9AwTu4LpRRJrv7jhK5krbibluNil9mfu7OrdJ+Z+X+m0pCLS2TBQoD6WW2EntluIXcZVuRW7YvbBp9PeOSuw1grxy5DuWq+q2BuE2FV12elgzE16WLYEt8evSUVUnB5EzS4QtdG0dr9Zd4mHUNIID9AH0oOLLI0xskf027AsNym6KRlIY9T43O0WbpZUdbVs08T5ZMqgNu6peFq8GBVR5y3XYpe5JC52RUNkUE6anu2iXpeves6Ix1grhLPLGB75oUTkmNiJUZoxObMBpgr2GULsMnknt7Or2CkqsWvWrFncddddaY9pbm7mK1/5CvX1+gQwFQh6o5Q+9wgAFTe8PX+fa3MB4Gt2p3y98zdig4X+cmFTNqYQQfLFG5+5h6rG7USMdno/+kXO3v875lw4L6P3li8T4qHD04KqZHAlHwfSNnETYDsn9ymMAGpc7Ir5k5/INf1UbGzQvfZSykdJ9YTBhZk5MPx79nf6KOkTomf59W8DwNHYMBDL/b99EYMSoc81h5nnZfad6OjoTF1ko4wST1tJ5+yKBqPYgmIB7VogxC6DK77jnC9zsct7SIhd4crxPUgyWITYJeXSxaSq2E8IsavynByLXc5BZ5dh1YrBBx7+kcWu7t0tWH3dxCQTC96+AilHu9xli7EIi9PDoJCgIuqKaYUajlDTJBxStW9NL3YVm7PLelz027Uxj86uuCiLxuNUdo9cV8tR7wLAHMz+QXHfUdFu2OwccF7likT7EsqoDx8AAg1C7FLqZ414jLVS1OwypxG7pBZh6LDM151dExnnTFGg3urXnV2FpKjErm9/+9t86lOf4pprruHJJ5+kqamJaDRKe3s7W7Zs4bOf/SwrVqzgxIkTXHtt+sLbOsORZRmr1YosF9VXPirbbn8RZ6ibkKOCJR85R/P2R4pLxO4CwN/iTnpP98FuavY+C4DhxusBMAUKI3Z527yUPnYvANGvfIOzfnzNgD0/E6pXioLExmgQz0n3wO+1Hi/+niAVLXsAmPWOPIldlrjY5Rvu7Ir4I7i2i++v9qNvy6itRIFQa8iNxWwZiEvjM4cA8NlrWHLdelRJxhYUReoBvI+IXRjDZ19YqLILeWGizi+5Ro9LavS4pCYRF0UWwlG6m6veI0LoUiQDZbNdAJjiYpechdgV2CsKl8uzxpdanqjZJcW0T2NMxMV7oA2zrxcFA3MuWaj55wxFLRlMQao4Z/nANcASdI/4ntbnhMvXXTkPu8s86JiJ5UZQyeQ8ivpClBZhcXoQLvoEIY92YlfX5gYM0TBek4slV8xPeUxinSSpxSN2+bqDlLmFWDLjIu2dXSONl4Qoi8bj1OwRopRjVrLYNbCmCnuIhrL73P7jot2QQxtXV7rzyFqW3RhVWtsBMMwa2ZCRELtMUT9KNLXAaO4Uzq6SJYUzdujX6WSyjUnZ3LizK+on1KftRhzFRLGPlaIqmb948WL+9a9/cc011/Dggw+mPEZVVc4++2y+8pWv5Ll3ExuHw8GGDRsK3Y2s8f/5H7iA0MVvGagJoiUjxSVa4oIOCLW7k17b9/1HqFRj9NStYOE71tH9I1HMvhBs/9J9VEa89FXMY8Nns0+TMzvN+OzVOPyddO5qpWyOeAqh9Xg5+o+dyGoUn7OWZafn6eJtFWKX4h9+gWn401YskX78tkrWvntNRk2VznLRBRjUGKsWrsLuEDb07lcP4gJ8MxZjLbPgrphPefchWp7eR+mMUsobXgag/gOTcxfGBBN1fsk1elxSo8clNYm47JDNoESIBUcWjvoOC0E9YK8auHFP1IKRA5nX7JKOHAbAump8O78NOLtykMaYiMvOr/0dE9A2bTUrqnPr6JDKhNilIjPn8qUQi9GHeDAU8YUHUvCG0vf6IcqB8Ox4LA25rdmVyXlUrMXpAUwWmZhkxKBGCfdrJ3b1PLkHuyzTM389Flvqm6+Es0sqojTGk/85hIRCwF5J2fzxF14/lRHHS45EWVu8rlbJnGRRqmTGkJp4zR7K55Vn3K6/sRsnEC7TJkbpzqOh53m4PwS1jrRtSZ1C7LLOGrmMiKNmsI1AT2DYv0HUJCvpE86uipWFE7v063Qy2cbEUW0nJpsxKGH6jvdSszr3pXgKQbGPlaKT4M455xz27t3Ll770JebNm4eqqgP/LViwgP/93//lP//5D9b4jWwhOXLkCNdddx2nnXYaZ555JmvXruW3v/1t1u08++yzXHrppWzYsIG1a9dy0UUXsXnzZu07PME4ubWd6cdfQQIWfeHtef1stdQFgG/HwWG/7z3ai+XR+wGwvPedAxdsgxIm2Kd9kdV0+Lv8OB/+MwCmmz+UlaNrKMFyUbfL05C7IvXdTyTqdZ2Rv51lRhC7uu4TBeO96y7MOGZWl5WYLBY9Qx1w4URdkMXi5iY8Xzw592zZT8Ndr2CMBukvqWP+m/NYf0NHR2dCoxhGd3Z5jwmxK1QyeMNnrhA3TcY0u3wNRVXB0SbErsqN43NKJR5GyTksUO//zysAKOs35uwzEsjl4treWz6P0ml2nNOcqJK4Xgy9BgwldkA4fU3LRCwHaqAVMI2x859bAOivX1JUxelBLAWiBiFaRrzarZ+UV8TfbDxz5A2vijGNsfslkcLon5Hf9UJiZ0o0rC3n7w5gjooC7KnqaskmAyGzEJT7G91ZtR1qFiKaWp7bel0gdmaNGcTaL+wZ3Zlj7hU7MTrmjix2mRzmgQ2N/J3JDyY6G7oxKiFUSaZ61eQUR6YKkiwRsAkh13NCT2UsFEUndgFUVlby3e9+l0OHDtHf309TUxMej4cDBw7w+c9/HpNpuMNn165dee/jjh07WLt2Laqq8tprr/Hyyy/zs5/9jM985jN89KMfzbid3//+91x00UVcddVVbNmyhW3btnHllVdy8cUX88c//lGz/nq9Xl5++WW83szTGwrNoR89jISCe/7pVKwZOf99PIwUF+ebzgag5qm/sP1H8VQ0b5g9b/pvnP4OvKX1rPrcJdgqbKjxi9ZIxexzxbYv348l7MFTNou1X7xkzO1Ea4TYFTgyKHZpPV7kbULscpx7uibtZYQtWeyKBqMDKYw1781ud8SgzQUqbH36lYG4mI4Ksat0nVicWtaIOhvKvv30PiDGTWDDBXkpyF9IJuL8kg/0uKRGj0tqEnGJSULsioVGFrsCJ4XYFS0fdOtYK4WzyxTKLK4dh/ooDXYgAXXnpE73ypSBNEZFexeT1+vlpeeex7lfbPZR87ZNmn/GqVhWCMHKv1asBWSDRMDsAkau5ZnYrMS1Li4cGkVMclWgfrTzyN/YjfV+sY5U3/SmnPRhvMTiYpdWzi7F68d5fDdKTKHy8pUjHleMaYzh3fGHZ0tzU69rxPGSgzRG91GRZh0zWrBX2VMeE46XC2l56VhWbUfbhNhFlTbOrtHOo4QgG/aG07ajqmDvF86uskW1Ix4nyRIRk3gwEexOFru6dgpXl79k2sC8Wgj063QyY4lJ2CFSGf1Nk7dIfbGPlaIUu4bicDioq6vD6XSOeMynP/3p/HUI6Ovr48orr8RoNPLLX/5yQHw766yz+PznP89vf/tb7r777lHb2bJlCx/72Me46KKL+NjHPjbw+//6r//inHPO4aabbqKhoUGTPquqSiQSQc1kO5EiIBpWcP5H7MLoeP9VOfuckeJyxlffRMd57wJUDN/6Gocf2cdLl3+HyuadhM1O6v/+UyxlViRZImgRT4B9rfmr2xXoCWB78B4ADB8du6sLQJ4hnhxFTg7uyKjlePF3+alo2wvkr14XgBQXu9TAoNjV8JdtWMIeAtZyFr/ntKzaSyzMwh39qKpKNBiltOsIALXnCrGr8mxRNLmkcR/lu58HYNr7shPVJiITbX7JF3pcUqPHJTWJuCScXenErkhr/IavelDsslXHxa5wZgvOlueFq8vnqsPkSp+eMxoDzq4cpDGqqkr/y8cxhAL4TC6Wvi33zpd1nzuX8P2PcPZfbhn4Xdgev9a3JD/YCvX6ccZTj+rPT4hduamFlGC082jPx36BIeSnrWI553ynOMWuqElcp7Vydp14aDtEFbostcw9a2R3jcFcfGmMpmPxh2frcyN2jTReEs4uLTdS8BwTdbUC9soR3fzKuecDELv95wQ8mTtC1S7RtrFWG2fXaOdRzCjErtE2UfC2+zBHhXhVuSR9ynDEHBe7evxJr/XvF/W6QlWF3YhNv04nM5aYxEqFsyvQPHnFrmIfK0UvdmVCvoP7q1/9isbGRq6++mpKSkqGvXbjjTcC8NWvfpVIJP3k/c1vfpNIJDLwnqF86EMfIhgM8o1vfEO7jk8gdv3mVUr87YQtpSz7RGHqHZ3z0OfoXHAmxliIwPs+TO22f6FKMuYf/4D6s+YMHBe2iQVwoC0/zi4lqrDlhjuwBXvpL61n7a3jW8Ra5ghnl9SamzTGbV9/CVXcTgABAABJREFUCElV6C+po/a0upx8RirkuNhFcFDs6vrr0wD0n37BwGI3U2IO8T0r8cVJ80vHMSgRwiYH004TguHsixeiSjLWoBtTxIffVsWid6wY75+io6MzhUgUqFdCI68hlHbh7DJMG7ypslfHCx/HghkVfXZvFWl3oZkLxtzXBAM1u3Lg7AKIxIW5ngUbRqzDpCWyDGveXIfdOfhZ0bjYFWxPvtY3bT6MCnht1VTMcwFD0xjz7x7qeG4/JZsfBaDkm5/DbC3O5b5iFCliUX8YQiF633Mz7i/8z5jb63x6JwDtM5cPGJZSkRB45CJxdilRhdJu4XCq3jg+l2W2JGKhZb09/0khxodLRnZfrf3FhwjZKyjvP8nLn/prxm3LvULsstRrX9csFQmxazRBtqdBpDCGzSVYylO72QbatIjXw73Jzq7AYSGaK3X6ToyTAcUlnF2RjsKmMb78h4M8csvjHNubLLBOdorz6pclUp63Ofvd734HwPnnn5/02syZM5k3bx7Nzc08/fTTI7bR3NzM448/PmI75513HgAPPfQQfX35TY8rBtx3PwRA/7lXYLQnF4LNBwazgTOe+h7uyvkYFGFf9n78Syz74PA6EFG7qDuQagGsNb52Ly9s+G9qnv4LAPLNN2Ut2pyKc5EQoMzdraMcmT377tlG+R9/AoDy3vdp3n46ZHtc7AqJBYoSVSh5Q6QwVr07e7dVLF7HTXWLC0XHC+IprGfaogFnnbXMgrtycKHaf8YF43Ld6ejoTD3UDJxdUre4mTTXDd7w2WsGHfC+jtGL1EcbhIBkWDz+nQ2NVtHnXDi7AEr27QPAcn7uUxhHQikRYleoI/la3/OqSGH01S0cMLLkape7UVFVjn/y/1BVleNLL+eMG1fl9/OzQEm4ZrxBOh9+ibZ/vk7b7x4dc3uJMR2dl94VYzAl0hgVVKXwboT23R2YYkEU2Ujt2jw7emTtRdlgsxCkYq6R3VeWCgeGT38SgMoHf0vr7q6M2jb1ieNsM3JfswuGj9F09B0SYlegdGRHYYKoVTyYCPUkz9Nqo3B2GWcX1tmlow1SpRC7op09KFGFlz98J89ffBtKJH/Xhf1PNmL7xIdZ8Iev0rvxTTy0/n94+a4Dudo7pejQ78KypLOzk8OHxcV02bJlKY9ZsUI4OZ588skR23n5ZbFLm8vlYvr05AKEM2fOpLS0lHA4POWK1Xcd7KGm4TkA5n327QXti6PGwfxHfkLngjPp/cB/seF/35F0TCyxAO7MbRpj84vH2LP2Oqobnicmm+n/zDdY9403j7vd8mVi/Dn6WjRd9HXsbifwX19EUhU61l7Oxh+9S7O2M8HgGO7sOvDX7diCvYTMpSx5X/a1w6Qy8T1L/ULs8m0XYpeyYHhKTXje4PbuNe/OfodMHR2dqU3MIFIC0zm7TG7h7LLPGhS7jFbjQH0Zf8foqYymE8LZVbJ2/GKXwRpPY1S0L1Af6XRT1XkUgNnvzn1x+pFQy1wARLvcSa8FdotYqvOHxNIUr7eTZ7Hr4C+ewnlkJ2HZyrJffjJve8KMBcU0mCLW8pfNqCqooQgoY0upszSJ9bmcpmYSDBaoB4pC7Op47TgAXtfMvNdpkuLjVMs0xkibELuoTC9IrfzSFXhmLMcc87P7oz/LqG2LT7TtnJ0fsStmjqfa+tLX7PIdFfW6IhXpxx6AYhNiV7QvWewytgmxy7FIF7smA8ZqkcYoNTfz0pmfx3XvL6l65REOP7w3L5/vdUdp/dBXsSh+ZKsZm+Jn0d4HcX3iffzn4rG7aCcSutiVJXv3Dg7O+vrUE1FdnXDK7NmzZ9R2Rmoj03YyxW63s2bNGuz29NbaYmD/Dx5FVmP01q+k/tzc2rkziUvtmumct/N2zvrVB1IfUCKcXZGe3Ildhx7YRedbb6DEfRKvoxbbn3/Hhu+8VZO2q1fUAhLGWJC+E25gbOMl7A3T+PwxGp8/xsnNRzn4ts9jC/birl7Exke/kvci7Qa7WEQb+npofP4Y7fGnxX2nnT/gQsgGubwMJChHxm63Ix8ST/JtqxcNOy5RpD5kLmXxtXksyF9AJtL8kk/0uKRGj0tqEnGRjEI4SufssvYLsatk3vDaMBGzcHcFOtOLXeGggqs7XnPwbA3Erngao5yDNMbWh/cgI9FRtpA5Z+QndSkVkks88Ij1JDu7DEeE2OU4bfB6IOc4jXGk86j7dlHPs+2yDzJn/eguk0KixIUEpd+HZYuoc6kST2vMkli/H7u7BSRY+65z0s4vQ8WudOdZvujfJVIYQ/Vzc/YZI42XgTRGDXemVDqFIGWoSS9ISQaZ+p9+AQmYsesxdt2TfsOxsD+KLeQGwDVfG7FrtOuRahLZJTF/+jTGcKMQu9Tq0cUuNSF2eZJTyqx9bQCULM5f2Y9U6NfpZMYSE/M04eyq3reZyr3PDfy+/6D22TSnoqrwzHt+w7SevURtJcza+iC1D/2a4DmXIpmM1F++WpPPKfaxUrhtHiYoPT2DBeZOrdeVoLRUiB8dHR2jtjNSG5m2EwqFCIUGJ2CPRwgu/f39w9I7jUYjZWVlKIpCf39/UjuJfvj9fmKnLMysVismk4lwODzsswAMBgN2ux1VVVPuwuBwOJBlmUAgQPQUv6TFYsFsNhOJRAjG3TeqomL854OgguldVw38Ladit9sxGAwEg8Gk2mhmsxmLxUI0GiUQCAx7TZKkgc0OvF4vqqoiyzJ+v7jg2Gw2jEYjoVCIcHj4YstkMmG1WonFYgPHA0QdNlBB6XYD4PP5UE55KpkuhkajEZvNhqIo+HzJT3lO/G0vymf/G3MkSEfdSuY/+C1cc8vp7+9PGcMEie9mpBgmvpuYIYbXVoXT30nja0cwVC3GbDZTVlZGNBpNeq8syzgcjmExVKIKe1Z+mPKeYxAfdhVAwFxK7Z++RcQQIdIfGTGGp343qWKY+G4yjWHUCKhQ2bST/suvoQbxb8fbzhr2NyW+m3QxVFWVWIkdVLAe2MNzp3+GmhNvAFB99uJh43vG9Rs4+vAK5CvehNFiSDkOU8VwKJmM7/HEMNX4Hm0cjjZHlJWVEQ6Hk/qk9RyRYGgMcz1HDCXbOWLo/JKIodZzhNPpRJKklN+NFnNEqu8mXQwzGd9lZWWEQqGk8ZLPOWIo6WKY6Rwx1vE9NIayLBOTDeKaEnd2nRrDiD+CNX7DZ5tVMuy7C5tt2AIQ7PamjWHjK02YY0EUkwnzfNdAG2OdI0LxVH+DEtF8HeF5YgtlkoRv5Tq83uHjNJ9zhFIqrgGx7u6B47xeL0o0hrPtkLi+rKkjGo1iNBqJoYrjw6GBz083viH7OSIxvyS+m2CPl9KW/aDC3P+6aOBzi3WOUM1mMdZffA6lb/C7D/QFKHFas1qLtT25F1WBfksV686YSSAw8hwRU6NCVQP6evuwKNaCzhHhg8dFHGbWD4tzqjni1BhC5uuIxHgZuo6IxKLDxqkW6wi6u0AFtcI57O9JtY5wnTWLI6dfSs0bT9J1z78Jv2vJiHNEz5EeJFVFlSVwGQbaHu86oqysbMQ5Qo27D/29fcOOOXV8h5taxHdY7cLr9aZdR6jxmrLhnuFtKlEFWyB+fxhf559KPtcRifFSrOsIg8GQ1RwB419HpLuXThVDqcIq5hoJ/JZy/GXTqGrfT9+BkwNtaL2OSLD113uY/8JdSIDpm/9NrNqBqXoRC+//MtGOm3BOEw9DtLjXyPReerz3GkPHd6rvIBW62JUlQ79wszl1LSmLRUyMqb7EU9sZqY1M2/ne977Ht771raTf79y5c2CSAKiqqsJisVBdXc2OHTuSjk/UCGtoaEgaPEuWLKG2tnZYCmeC8vJyVq1aRSwWY9u2bUntbtq0CbPZzJEjR+geskAEmDdvHjNnzsTtdrMvXo8j2OoHkwOzwcrKz14CwPbt25N3SzzjDBwOBydOnKCtrW3Ya4m6aV6vl507dw57zWw2s2mTqPmxe/fupJNw9erVuFwumpubaWxsHPbatGnTWLx4McFgcNjf2qvEmKYoqH2egRieOlktW7aM6upq2tvbOXr06LDXKisrWbFiBdFoNCmGnfcdZPGf7sSoRDgx4zRM/+/dHO09Br3iKeCCBQuor6+np6cnaefOkpIS1q5dC5Dyu1m/fj02m43jx4/jtrmwe9tpeOYNeqb5BhyHJSUlSe1arVY2bNgAwK5du4hEIvS+1MaCriNEJYmouRRJkvCZS+j4yLvwKi00bRPF7+vq6li4cCF+vz+pTwaDgbPPFtu879u3L2lyXb58OVVVVbS1tXHs2PCtqquqqli+fDmRSGSg3cA8mUDJTEr83RjjW8B3VM7BtEQa9tmLFi1i+vTpdHV1cfDgwWHtlpWVsWbNGlRVpSvio1pRcHUchA5xXOfstZx90QIaDjXQ1TVYb0K66wbmzBVPaN1u9zBHKIiL9Lp16wDYsWNH0oS+du1aSkpKaGxspKVl+MYB9fX1LFiwAK/Xm3Qum0wmzjzzTEA4Qk9dlKxcuZKKigpaW1s5ceLEsNdqampYunQpoVAo5XhJN0fMnz+fYDCIyWTi+PHjw17Teo5I4HQ6Of104Zwr9jkCxOLg3HPPBbSdI0DsBGw0Gjl8+DC9vcOLoGo1R5z60GX27NnMmTMHj8fD7t27h72Wao4YyvLly3G73cRisaTvJp9zxFDOOeccJEni4MGDSXUyM50jUrW7ceNGLBYLR48eHTZHAMydO5dZs2YlzRGBSBRFVQYcJ6fOEd7DHuaqopB9Hx4ath0YeC0imShVVKI93mFzhKqK/ywWMUd0vHyYElWho7Se7p07Bt4/1jnC1+hnDsLZ1bB/P/2njO8xryNUldIdr6IqKqG1c5Nez+cc0RkJUKMohDoGj929ezfuPe3MDPkIySa6LV3M8HpxuVz4ggEqFAVff/9Av3M9Rxx7dBdqNEaPtZpY7CRt204CxTtHqCYLiqJgfvW5YTedvW29lNSX09jYSHNz87D3jjRHuB99g/mKgqdmPkePHqanpyfp5i8xR3T1dg583vY3dmB2mQs6RxhOHkNRFXpKjcOOGWmOAO3WER3dnVQqCv5+L9u2bdNkHWFwd6EoCh3K8O9opHVEV00F1aqK5O5NO0f0Hu4QQoO5gu1D5q3xrCNWrFgxEKNUc4RqtqAqKm3HTw77W06dI0KNJ1AUhS5DjN27d6ddR0RtNgB8nd3D2vS3BpkVi4AsYZlu19cRadYRa9asoaysLKs5Asa3jqioqMBms1FTU8P27duT/tZUc4S3PMw0yYyvtI75j9zOnu/ci/LEXtwNhwb6lot1hKc1Svlt/4uEiv+StxFYU0bHKW2vranABBPmXuPUdUQ6fWQoutiVJbb4BAUQiURSilWJEzKdnS/RTrodGzNp58tf/jKf/exnB/7t8XiYOXMmq1evHnCGgXCA7d27l+rq6oFJKRVLlixJqaQCVFdXD2sTxKSR+H+qdhMiw/z585k9e/aw1xJinsvlGv7eK87Gc6IPW4WI0WmnnZbUbqJPs2fPHkj3TJD4TpxOZ1KfhrrdVq5cic/no6GhgSVLlmC32we+l/r6eqqrh6eHmEymgc8e2u62Bc3Iz8kQd9UtWbIk5dMWgNraWlwu17DXEjEyGo3D2m189iiVf/gNMirtKy9h06NfwnDKjkqJGFZUVCT9rYYhWxGl+m4S750zZw7Ns+Yhdx+icss+TvvBe4nGouzevZvVq1cnvVeWB/uwatUqVFXltZ/dhSzLtC87j/O3/CDt0xYQYzrdd7Ns2bKUT1tA3CyUl5cPey0RQ5PJNNjuWuCt4oI22hNZEDfDiScVCRIxlCSJdR+7nLZHHsEvW4iceyGzbryQs9+0HINBZt68ecyaNStlfJPG9ykxTFzghpI452fOnMm0adOGvZbp+F6xYsWIMZw+fTqVp9TSSMTQYrFkPUdEo1GOHDnCypUrRxyHms4RDI9hLueIVM4uyGyO8Pv9w+aXBFrNEQkSMV6wYEFK1waMf46YMWP4zlCJGJaWlmY0RwwlFovR3NzMihUrkr6bvM4RKdpetGjRmOeIVO0m/p5M5ojEeDHZHMiSjBoWa4BT54ijjfvEU2JHFQtmz2J63WDdz9fLKpDcxwj3eAfGdyyq8vjZP0IyGLjk2c8A4Nt5mDJJxrBo2bB+j3WO8NR4SNz+L1qwCPWUIhljXUf0bTuGx9NFEBOrr99IzYzh8c/nHLF7RRD5HzLO6OB1beXKlex/vhdZlvFUzWfDmWcMxLDEVSbcCTbbQBsjrSNOJZM5Yuj8kohp77O7cMky/kVrOfP0wfaLdo6wWMTPYWWwUDpgUsTnzpw5k9ra4WlhI80RO/7vRWRZJjx7Ls3NzSxdunTYmh2GjO8Z9ZyIf96KJctw1pUWbI4wGk04Oo8jSzJLL9/AzLWDdUC1XEcMHS+Ja4zT6WTajDoxTq3ivNZkHeET58SiTauYs3ZJ0t986jpi15IepH9LyP2etHNEsKkXiywTc9UMi8d41hHhcJjm5uak6zSI71W1WJFkiaqS8mHvP3WO2BH6BbIsM3/jShatXDlwXKp1xLYKIRhZg+FhbZ549jiSLBGyluFwlYx7jhhKtuuIoeMlcT0tpnXE0PGd6RwB41tHjHYvnXKOWAueTf+gos6FzWHh+MLZyE/JuIKBgTa0XEck2HzdX6iI9hCsmsFp93wOP0rO7jW8Xm/Ke2mt7zVOXUckstlGQxe7smToYPB6vVRUVCQdk1DaTz35UrWTyq6YTTsWi2VgoA+lpKQkZYqkLMtpUyfTCWtms3lEJ5okSWnbPXXBMRSTyTRwIicoWTHYVrp2rVbrwOA/FaPRmPa9Tqdz4MS32+3Djh0priAmpaHHOuuqQAK5Xyz1hzrqTiVdDE/9brrue5UqVLrmrue8F7+bdle/VDEcymjfzbyvXofvXc8w7dBL7L71n6z6vqgHdurfeiqJRZ1t6ysgQelbLxqYtLOJ4aloFcNTSTe+08VQkiTmrJ9L5fH72bZtG+viT0wTpBvfmYzDkUg3vscTw3TfzVhiODRFZ6T3aj1HDCWXc8RIZDO+T51fim18w+hzxEiMJYaJ8WI2m0d870ScI7SKoWQygTRYS+jUGCrt4mlmqLQ6aXxL8Q1TIm7fQAzbdnWw6vhjAOz48dlc+J0L4dAhkMCxZmnKfmc7R8hVhgGxy4QJS0nqcy7bdcShxxuwAo3Vy1k4wzlijPMxR5TPqUWVwBwcfNrsdDoJ72vCIUFs7uJhn2OyWkACg6omfb6W43vozYWyYzdIYNuwNmX7RTdHWK0DpQ8CsgNVkrHH+lFC4iYnm3nWeOIESGBeOnegTyN9rs0x+Ll2q2PYcfmeI3qOe7CHekCC+Rctw1KS3L6W6wi73T4QU4PBgMVmF+OU5O94LOsIJaZiD3SDBNOXz8hoHJbOEvc5Rl9f2jki2NyDRQKlvDplu2NZRySuR6depweI/41GJfU5kPhuHN4ukKB21exh30eq78Y6U/y9ht6eYW0qHQFkIOSoLJproN1uH2irmNYRCSbCvcbQY0sW1YME1t7OpDa0Wkd0N/qZ/szfxDX+vz+G7LQzcgTHf6+REAyzuZfWQo84VbwbCb1AfZYsXbp0QNFsbU1dXC7x++XLl4/YTmInx5HayLQdncJjqRE3F0ZfctHa8SC/KnbstLztTWmFLi2Yd/li+j8sHIJlf/gpxx7ZN8o7Bmnb1oKr6xCqJLPoxrNz1UUdHR2dKYEaL1CvRlIXzg40iTSGWHl18osOsaSNDal/1H9isNao8bd34Pcq2JtFQfXydQs06bPJNvjsNBrUruB3oEGk4QVmFn5nMkeduNabA8Ov9bEGkbZmWnZKof/E03oNC3+nQ43GKD0uUoFqL9Wm8HCukSyDN5MnZp1LzCJucCKe4EhvSY2q4mgVqW+lp88b/XMNg2sqJardLoRjoX3LcQD8zhos5fkv8JwoUK/VRgr9Lf0Y4ruyls3LrIi8vVY4uYyB9E6NcGtmuzxqSWKMKoGRC9T7ugJYI6LvFUtGL1Bvny3mbpN7eFpfoFHM7ZGywm3EoZNbXIuF2cXuyV2B+te//AD2aB+Bqlks+vglOfuciYIudmVJRUUFq1atAkjK/U6QyJm94IILRmzn3HPPRZZlurq66OzsTHq9vb2d7u5uDAbDQH62TnFiny4WwKagdrsxuo/1UtEmxtf892/SrN10bPrR1bSvuhRZjRH8zLcIdQRGfxNw9C6xu0j3zDWUzSwd5WgdHR0dnbTEbf7KCGJXpDVes6MqxQ1RSVzs8gyKXf7mwforVd5jPHXzA7h8Ynv7unO1EbuG7nAbDY5cniFr4nXx1LrC3/w5Z7gAsIT7USKDwoDtpBC7ytYN35k3seOflKPdGE+l+bnDGCN+QgYH8y7V5nvNOUOe+psvuwDFKP6d7W6MgcYujH4PKjLTz5w16vGSBIokvp9C78bo3nEcgEBt7nZiTMfAONVIlO07KgSpsLkEk2PkusRDsU8Ta0dLMP1D41iHmPuk6jzOB4kxOqQu0a4n2zi5Z3DN39Ug7uOiJju2qpHdQgkSu+ha+ofXXwrFxTylPH9ink5+qVohxC5zxIe3Lf2uyWPB3R6i/LE/AWC75YZhwv5UpSARePjhh6mqquLnP/+5Ju1lamPTive85z0AvPDCC0mvtbe3c/DgQSoqKrj00ktHbKOyspJLLrlkxHaef15swXzppZemTJXMFpPJRF1dXVr76VREi7hkepHOhkP3bAFUeqsXUbU0xdP7HCDJEuse+gp9ZbNw+jqI/fA/GcUl+owYq4YLz89xDwuPfh6lRo9LavS4pEaPS2oScSG+1T3h1KKR2i5urIzTkm/45LjYpfYP2dmuRYhdkixc6XMe+gkAIWcVtrrhNUnGimyUUeNLymhAO/HA1NEEElSsmlvw8VI6Y/BhTn+TuN4Hu304PaKwb/35w51dA44ZJTfOoVPPo9bHRSF998yVmCwT4wZHsgohISJZWHLDJmLxne8ivuzErtYXhKurxzmLmhmOjOYXNS52qbHCOruCDcdFP2bPyennjDTvDo5TjZxdx4VgE3RkLtgMuCajfsL+NPNHfCd7U+3474sSjHo9iu+cqAaFs6t1TzfKO6/m8OWfIHH72XegHQB/yeiuLoDyRWJdbw/2DPt7Y+0idlJV4cUu/TqdjCb3jJU2gmYx3rv3aO/u2nLrwzjDPQTLp7P0s5dr3n4qin2sFORq+LWvfY2enp5hBc4AmpqaxtTeT37yEw16lTkf/ehHqa6u5r777kvaxeGuu+5CURQ+97nPDeTWPv3006xYsYIf/ehHw4699dZbkSSJu+66K+kzfv/73yPLMrfeeqsmfbZarSxcuHDEnNypihZxKZkRT2OMhQh5RrY5Z4PvKZHCGD0jP66uBM5aB85vfQGAypMNo8alv9lD5Yk3AJj3wcnvQNTPo9TocUmNHpfU6HFJTSIuhkTaTDj1TZ/ULcQuc33ygxBDWbwyh3dwl6JIhxC7elacS7S0EpMqrlP++oVJ7x8PiizcXVo5ZdSYgsMthKQlF59e8PFitBgImUSNEW+zELuaNh9GBby2Girmlg07PiEiSLHcOIdOPY9CW3YAoK5Zk5PPywVKmRBbj04/i/krbChGMfZjvuzSGHu3CrHLX78g4/lFlcQtUCxSWLGL+I5v1qW5dXaNFBetnV3+RiHYREozF2yc0wdr93hbRs6SMLhF25Y67cSg0caLbBMCbELs6njpEGYlyLSefbTsEGmI/mNC7IqU12T0maUzywbmy95Dg+4utUv8fcbawotd+nU6Ga1i4neJTWX6DrSNcmR2eLrClP3jbgDMH/kgkik/pdmLfawUROw6cuQIf/jDH/j4xz8+7PfXXXddxm08+OCDAz+vXp3f2gQVFRX86U9/or+/n0984hMDuyZu3bqV733ve7z5zW/mi1/84sDxP/nJT9i7dy/f/OY3h7Vz7rnn8s1vfpN//vOf/O53vxv4/a9//WueeOIJvv3tbw9sjzpeYrEY/f39STsbTHW0iIu9yj5gh0887R0PSlShZO8rANRcdea428uWuvPEDZC9v41gf/oF58G7X0ZSFfoq5jF93Yy0x04G9PMoNXpcUqPHJTV6XFKTiItiEAtUdQRnl8ktbo4SdV+GveYSKTSSb9DZFe0QbohobT3mj31o4PfSIm3FrpgsnupGA9qkMXoOdyDFIsQkI475jqIYLyGrELR8zW4Ael45IP5dt4BTnt8O1trMUc2uU88j20Hh7Ko4f2LU6wIof/8V3Ff7X0hf/hKSBGrc2RULZOfsCu8VNeik+E5ymcwviXXbSKJyvrC2HQfAtWZOTj9npLgk0py0SrcNtWSfiicbZULmuJCcRuwye0TbjlnaiUGjjReDNeG0FWPSd7R94LXGR3cAEGoUopdak5mzSzLI+B1i/u47PFjKRu4Vf5+1vvBil36dTkarmEQrRSqj78j4xC5VhZfuPcn9V/2F+1fexpbF11Ea6iBUWs2yL751XG1nQ7GPlYKIXeeccw4f+MAHkn6fTTrid77zHS27lDWXXXYZr776Kj6fj40bN3LOOedw0003cdttt/HII48M24r13e9+NyUlJVx//fVJ7Xz961/n4Ycf5p577mHTpk1s3LiRe++9l0cffVQzVxeA3+9n27ZtSU60qY4WcZFkiZAlvgBuHX/drqP/PoAt2EvEaGfhO1aNu71sqVhQQcRggViMk1uOpT22/zFRryu86bx8dK3g6OdRavS4pEaPS2r0uKQmERclnm44UoF6q1fcHCXqvgzFVC6cXXJgUOxSe4Szy1TlYvGXriJaXQdA9TlLtOs82ju7uraLel19juns3b+jKMZLxOECINAmHmyFtu4SLyxfkXSsbI4/Vc9RGuPQ86h3fxu2/nZUZOZdmdyXYuW0s+x89cAHePuNIi1NMcdrdvmyc8kbjwtnl2P1goznF0WOi10FLFAf6AtT2t8MwLRNuXV2jRSXxDjVytkVbUtTUzANEatIE/a3jbyOtvqFcO+cpV0a42jjJZFqK4XEw9/wyUGBwvviDgBiLUIAk6dnJnYBhEvF/O09Nih2mT0idraZha9RqF+nk9EsJtOE2BU+OfY0xhMNAe4/53bKPnwNy5/8fyw/+gj1wcMYDGD/1EeQrZnVy9OCYh8r+fG3ncK8efO4/fbbueSSS4Zt+xkKhWhsbEwreoXDYV599VX27NmTj66mZdWqVdx3332jHveBD3wgpbiX4Morr+TKK6/Usms6eSZsK8UW7El7kc6Ulr+/TBXgXrQeoy3/+c+SLOEtraOs6wh9e1vg4qUpj4v4wpTvfQmA6e+ZGmKXjo6OTs6JpxURSXZIhb1hrCEhtJQvTL4hMlcIscs4ROyS+oTYZaypQDKbWPSvn9Dzz5epu/kiTbsdM4jrlVZiV9/eJqxAoLKO/C3b0xMrKYM2CHWI78B2YDsAFReuST44j7sxnnx0Jyagu2oxy2tH3p6+GBlW5sU0+s53ScRi2DuPA1C9KYvC/PE0xkKKXS1bGpFQiJidlM7RTsDJBq1ryyVS8QxZpuJF7GXgaSbYnjpDwu8OY4mKec01P3/OJ9keT80KizGptA46u8wNwk0pdQpnl3lGZmmMALHyKmiGwMlBscviE7ErnVd4sUsndxhnijRGtSV7Z5enT+Xpr26m5p4fsSLchiRBZPU6rJtOo2L9AirPXIw0o/C7FxcTBRG7vv3tb3Peeefxmc98Jum1OXPm5L9DOjrjJGovhV5GvEhng/SKqNdluSD/KYwJQtX10HUE38GRnzocun8Hpqgfv62StVcuy2PvdHR0dCYxaXZj7DkonvwrsomS+uTdb62VDkKAITRYs8voEWKXdbqoj2RdNo+6ZfO07jVq3NkVDWojdgUPC7ErNq14Fu5qiXBxRzrd9Oxrw57GTZVIY5RzVLNrKP0v7qQCCC9fk/PPyiVq3NkV82cudrl3nUSKhAnJNuZtrCMS843+JoY4uwqYxtjzxjEcgLd6Lkl5sHliYJwq2sRB6hXuK2uWdbViDjGfhTpTPzR2H4mnRxpM2Guc4+hhdhgdcWdXXOySOwYFisruQ/Q0+jD1CAHMOT9zZxc1QhiLtAixK+SNYAuLe4iyeYVPY9TJHba5wtll6Mpc7HL3KGy+7Xls9/6eJd79ACi1ddT+8L+pfufkr5k8HgqSxlhZWcnWrVv5wQ9+wPr16ykrK0OWZVRVzfg/HZ1iQnGKBXC4c3xil6fJQ0XLbgDmvS+/xemHotSJNJfo8eYRj+l6ahsA/Us3DNYm0dHR0dEZH3Gri5TC2eU5KsQun6N6YHfFoVirxE2gOTTo7DJ7xc2nvV6bnRdHQok7u7QSD5STYtOi/8/ee8dJUpX7/5+q6hwm502zOQG7C7uwICwrIle9IggKIl/Fq6IiRsCEoKJyUS8oer0XJXj1Z0JUFCQoIiAgaYFNbE6zeSeHzqnO74/T1TM9fabDdKqqft6vly+X6Z6eM+8+VVP16ec5R5nTVZLXKwkNDQCA+NAoDj28CQAw2LYE3nZXxlO1hb/L1cY4EcsbfCyeNxlnvS4hdh4sqOH81+w68TxvYRxpnAeHK/9rET3sxhjY1gMASMzqrtoYUhsplKgC0ZJcV8s5s7DAhnl52BUbEF9Ha7s8hpxNFQ0GFRefk3Iy7LIP84BCAiBBxYGHt8Lh45VddQvyr+xSOnkbI+vl3zu8n38oocoWuDu8U34fYXzql/DKLsdIfmHXpgf347XF78eie27ALP8OyC4HrB/7ME7a/gAFXXlQtTtUp9OJ66+/Hi+++CKGhoYQi8Vw7rnnQlXVrP+LRCJ4/vnnYbPppajdGEiSBEVRMnbArHVK5UXVPu0dLK6Ncc+vX0ku+D4XbSs6i3qtYrDO5Z+ky0ePTf2kTZsAAM4zV5Z/QDqBjiMx5EUMeRFDXsRoXuTkDkqiNbsCB3nYFa0Tt7k4W5NhVywANcHAGGAPjQAAPLPKHXZpa3aVZoF6ywm+Zpdj4UzdzBeluYH/Y3gEvuc2AQDiU1RTSdpaSKw8bYzafImNhuDt44HPnAsNHnYlr+21ne/yYWwj/92js3kLY77nFyZXfzfGxL4eAIB1UXnX6wKm9qLYS7u2nMPPz1GeOQVWJyWD5MSw+Do6cJiH9jFvaauecs0Xi4vPSTkWgZpgcPt5QDHazdfUHXjsFbiiIwCApiX5h12OmTzskoe4r9F9/P/DrqbUpgHVhP5OZ1IqJ03LeGWXO9CfVyX0wI/vR2dwL+BywXL1h7Fo1yNY+INPAjrZ/VDvc6UqR9Px48dxww03YFPyZrkQrFYrzjrrLCxfvrz0AzMxHo8HZ599NjyeypX+GoFSeZEa+CdSiaEiK7v+xndhjJ5avaouAGg8ZR5kRYZzUNzGGA/F0HCYV6B1vWNlBUdWXeg4EkNexJAXMeRFjObF6kpWCcUzL4L92w8BABItHcLXcLdzpxJUhIZCCA2HYUvwRWPr55Z3TSCWDLvUUqzZxRjcQ7yyq2P1fN3MF0sz/2ALo6OwbuPrdXnPWSl8rqxVzJRphyptvgw+fxgSUzHm6kDHyZmbFhgKrbKrgDW7Ejt52KUs4WFXvueXVGXXFBtBVALbMb4JkPfk7rL/rKm8aJX5pQhl41EVzvAIgMJb8eTkdbQ6LL6ODh3llV3x+tKGXbnmi+LmgYIcj2C4ZxQWNQoJgO3fLwAA1L38dwBAwuKAqz3/iix3Nz9WrSO8jVH7ICPi1cd6XfR3OpNSOWnobkBCtgFgGNjel/P5yjH+dz/86S9i0Z2fhNzUUNTPLzV6nytVCbs+8YlP4Ac/+AHuvffetK8//vjjeb/GU089VephEcS0kRv4BTAbLa6yy7V9AwCg6R1rix5TMTSfzCu73KNHwdTMtuGDT+yCJRFB2FaPmeeU/xNJgiCIWiG1i58g7Eps5Lv/WVeJd9yzee1gyYW3A71+jPYkW2MUK5zNma12pSTVxliCyq7Q8REo0SAYJLSfqp81u2yt/G+9vf8w6vv3AQC6L14pfG4pQ4RsDD67DQAQmLOsWss+lQzZycMuFs2/jdF6ZD8AoG7l/IJ+FqvyboyJmIq6oYMAgNY13VUZAzDexliKNbtGDgxDggomyaibU1glqaUpuQbhmDjsip/gYReaKruQv83L56QSi2BoB1+bK+hqxsxLTgcA1If4h8Ihb1tB7ZV183nY5fLzsCOcDPMSJQ7zCP0hW2QEvPwDq+EdvFKQqQwvff5+7L7/9YznuwZ42NW0cnblBmkiqhJ2PfPMMzj//PPxzW9+M+3rN9xwQ96vYbFUZW19wxIIBLBhwwYEAvkt3FkrlMqLtTn5R3p0+pVdJ14/Bq/vGFRJwfxLVxY1nmJxL6hDQgUs8QiG9gxmPH7ir5sAAGPzVkBWDH51XQB0HIkhL2LIixjyIkbzEkPyA4Z4emikJhjqDvDdv9rfeorwNSRZQtTGP10N9fvhO8TDrrCjsfzr3KTaGIu/ae7fyKu6fI42KM6YbuaLs7MBAFA3sB8MwEjdbLQuFt98a2t2lWs3Rm2+hF/nVdbyySboeEhWdiHPNkYWjcE9zNcWbTu9G0D+5xetjbFaYdeJLX2wqmEw2YLWleUPdKfyMj5Pi/cwup9fL0YcDQWv5apVTUo+8YfGiX7exii3ljYMyjVftAXqlUQEvj08mIjUt6N1TTdijvFNQqKNBSxOD6BxEQ+7bPEAAv1BxJJhHmvSR9hFf6czKaWTSCMPu/x7eFi65cfPou7u2zHyuW+kPc/XH4Y3xAPRttX6DLv0PleqEnbNmTMHjz/+OJompfPbtm3L+zUuuOCCUg/L1KiqimAwCLUCC6UaiVJ50T7tlf3TD7sO/vFVAMBw13K4Wsr7CXwuFIeCUScvpR7YdCTj8fgG3r5hWb2qouOqNnQciSEvYsiLGPIiRvOirfWESe1VR188BEd0FAnFhu5/Wzzl68SSYVdk0I/gUR52Rd3lXa8LGG9jZNHiK7uGt/D1uoLNM3U1X1yd9Wn/HVq0csrnahV6cpnCLs2L6yDfmavpTcbfFVl2JNfjjeQXdg1vPQKmqojILnSt4OFBvvOl2m2Mg5v4HPc3zBjfzKCMTOVFsSXDrhJUIGqteGFP4a14jjYeHCkBcdglDfLXtrSXNgzKNV9SlV3xCIIHeGVXvKUDkiLDN398jTy1Jf/1ugDA1epGzMKv9Yd2DyDRz8MuuU0fYZeezrt6oZROWDsPu8IHeYA68sATAACP7xgCfeOh0YlX+T1YzO7N+PujF/Q+V6oSdi1ZsgSDg5nVIvkubObz+bBjx45SD4sgpo29jZ+ALFP8kc6H0LO8hVE9dU1JxlQsvnr+KdXotvSwi6kMdfs3AQDaLlhZ4VERBEGYGym5QL00qbLr2OO8qmt4xkmwOK1Tfn/cwcOu8FAA4eM87IrXlb/1h5Wwsiu0h//dSXTMLPq1Som7K/1mw3nW1B/4KNZkG2OZwi4AiPUF4BnlN0uzL1hStp9TKWRXcsHlPMOu/ld7AAAjDXNgsxdWuai1MVZrN0bfTj7HI63VneNa0FaKUDZ0hN/bxabRiudo58eWLSj+0FgZ5ZVdjq7KtjFaPTzssiQiiB1O7p7XwYMK65qVqefJnYVVdgHjoeDYvn5ggLuzdepjzS6ivMhdfA4ljpxAZCyChq3Pph47+tz+1L+HN/MWxmDzrIruQmomqtIL+IlPfAJz587F8uXL4Xa7U1/ftGkTzjvvvKzfG41GsWPHDoyMjJR5lASRP462OkQBWEPTq+xiKoNnJw+7Wt6uj7Ar3NIK9ALhvelh19EXDsIeGUVcsWPB24x/cU0QBKEn5GSlBRLpoVHoxU3wAsDJ4hZGjYSTh13RQT9ivfwGkTWUv7ILyeUl1BJUysR7+N8dec6sol+rlNTNbsDAhP+e8e8rp3yuthZSOdfs8m9IVgXUzcay2fkvjq1XUpVdea7Z5dt6EC4A0c7uafyw6rYxRvfxOS7NqO6adKVst40cG+TnqGm04rk66jAKwBYWf2hs9fFzmXt2ZSuftMoumSXAjvCWWdssHmx1XLACgZ8j7WuFEG1oBUYOIdDTD8sIP7M4Z+qjsosoL/Y5POySe49jx73/gi0eSj02/Np+4NKTAQDBnYfgARDv0mcLoxGoSth13nnn4eGHH8bnPvc5bNiwIe2xZ555Jq/X0Ov2lkRt4u6qRxSAPTy9sOvYiwfhCg4gIduw6JLsNzKVItbeAmwD1EPpYdexRzfCA2BkxkmwuaeuLiAIgiAKR2tjnFzZ5djFK7sazl2R8T0TUV087IqP+BEfGOGv1VSBNkYL/3vASrBAvXKc/91xLtRXZZejzoaY4oQ1EULQ3oQlZ049Pq09rFxtjACgvsFvvoNzTbBeFwDFycMuKZpfZVdsTw9/fvecgn9WaoH6aHXaGLXgxDpXJ5VdJQhlE328OklqKTyw8XTxsMse8yEeVWGxjTcfMQY4gzwM8sypbBhkr7On/m07watsHN08qJj1b8uwQ7FCSsTgnltYGyMAqM1tQA8QOdIHm4+7c82myq5awLOwEwBgHTqBkT88iTYAqqRAZgmEto1XdiUO8DmnzKWwa7pUbZX38847D1u2bMGuXbuwa9cujI2N4dZbb8WXv/zlrN8XjUaxYcMG3HfffRUaqTlwOp1Yvnw5nE5ntYeiK0rlxTujDsPgZc5RXyT1SVC+HH5wA+oADM5aAbvXVtRYSoHT6UTn6mXA04By4mjaY6EXN8EDgK1YWZWxVRM6jsSQFzHkRQx5EaN56XmZr4koTdiNcfTgCOpG+M5t3e/K/oEIc4+HXRji1RBKayXCrmRlVwnCA8cgD7saTpqpu/kScdTDGghhbP6qrBu0pCpmWHkqh5xOJxqP9wESYFth/PW6AEBx8zZGKZZf2CUd5seEa+l42JXvfKl2G6O1j89xz5LKhF1TeSnlml1ILlFj7Sg8kPLOGF/s3Xfch8Y54y3DoZEIbPEgAKB+XmnDrlzzxeYZvyavG+HBQ91CXsUlO2xg77wQ8oYXsfA9hX9QLbXxdebix/pRF+Tu6ubqo7JLb+ddPVBKJw1LOjAKwDN2DO5tvEJ34Mx3oe2FPwEHxsMu5Rhf28+1RL9hl97nStW3NFy8eDEWL+YLrd5333246qqrcn7P1VdfjaeffrrcQzMVFosFLS30acFkSuXF3eYGk2RITIXv6Bial7QW9P2Rf/EKR2mNPloYLRYLZpyxGGEAruH0yi7nrk0AgMbzamtxeoCOo6kgL2LIixjyIkbzcsSZvOGf0MbY8/AWWAGMNXajblaORWo9POxKjAWAEb5ml629AuvcaJVdRbYxxseCcASGwAC0rpqpu/kSdTUAgROwrF6Z9XnjayGVp3LIoiioP7obANB0jrkqu+RYHm2MjMHd1wMAaFzVnfpy3vMl2cZYjbCLqQye5LVV4ymVCbum8lLKyi55JLnuVFfhx6tssyBmdcEaC8J/ZDQt7Brey183odjganVP9RLTItd8kRQZCdkGRY3CovIQtmnpeMviSb+5cdo/W/PEDh6EVQ0DABrmVXZNsqnQ23lXD5TSSetJ7RgFoCT4uc7n7ULXx96J+At/gvv4vtTz3IM8YG1cod+wS+9zpSoL1E/FZz/72byf+61vfauMIzEf0WgUhw4dQjTPdRBqhVJ5kWQJYTv/wxw4Xtgi9Syhom73awCAtnesLmocpSIajSKW/FvuDA8jOMA/URva1Q/P2FEwyJh30clVHGF1oONIDHkRQ17EkBcxmheWXLJLSoy3A478k7cwhhdnb2EEANnLbwbVMT8sYzzscnY2lHawIkpU2dW/8QgYgIC1AS3dHt3Nl+D578JxzyLM//j5WZ9XyhBBRP/2o7D7B6BCRvcFi8ryMyqN4kqujxQN53xutHcYSsgHBgkdp4/fCOY7X6rZxjh8yAd73A8JQNvKyqzZNZWX1EYKTAVTWVE/wzamteJNrzop4uDX0cET6dfRvh7+umFXU8kX6c5nviQs49VdqmwpWXWZfRZvfaw7wjddi1tdsNXrozpGb+ddPVBKJzaPDUHn+DwKv+l8zDhnHgDAHezD2DE/Ro8H4Y7wud++Wl/rV05E73NFV2HXxRdfnPdzZ83S75uuRyKRCA4cOIBInjvc1Aql9BJ18BLswLHC1u06/PRe2COjiClOLHiXPloRIpEITvhOIGTjFx69r/FPIA8+tAkAMNK6EJ720n66ZgToOBJDXsSQFzHkRYzmRU2GXfKEyi5p6xYAgHNtHmFXPa/sgt8Pe4C3MTpnVKKyi4ddxVZ2DW3hf28CDTMhSfqbLxfcexnOO/EbzFiZvYLbYi9vG+Ohv24FUxmGGubC0+Ioy8+oNNrOd3I8901T78s9AIARRyeaOseXjsh3vmhhF9TKV3b1b+RzPOhuTf3O5WYqL7JtvMmn2MX67YFkK96c6Z1vYi5+zRnqTQ+7gkf4eSzqKX2LXz7zJaGMv0chTxskpTS3z955/BziivIPJUJu/VTH6O28qwdK7SRc35H694z/uADuDi+Cbj4njv3rAE5s4C2MEWcDHK363YBE73NFV2FXIeTT7kgQlSSe/CMd6Sss7Dr60KsAgOHuVbA6q95ZnEagkX/iOPIGvzAbe/xfAIDo8tprYSQIgqgEij25QH0y7IoGYmg8tg0AMPPfc4ddFi3sCvjhCPGbKO/sCuzGaE1uWBIrboH6wC7+9ybWoa/F6SeST3GJthsjwMqy45/vZd7CGJprnl2RLa5kG2MeYdfwZr5eV7B1zvSKfZTq7cY4uo3P8VBzdXdiBMbX7AKARHT6VYjhsSgcMR8AoGH+9EKphJt/aBztT7+ODh1JtjE2VGc9q4RlPOwKN3ZkeWZh1C9ID8xjdfpYr4uoDLFWvkj9WN1MzH8HX9Ip1MGru4Zf24/RrbyFMdis3xZGI1CVO+utW7fiiSeewGWXXZaq0GKM4bbbbkM8nv0TwVgshk2bNuHAgQOVGCpB5E3Cw8Ou6EBhbYyxF/l6XfIZ+livayLR9i6gdzsCu46g5/EdaH3lUQBA+5XZ2zcIgiCI6SFrYVdyraeev+6EokYRtjdg6drcF73WBl51axnqT60xU99d/rBLspamsit6gAcBksEr+CeGCGosAdlS2s+X5R289cmywkRhl9uOGABLPHcbY2h7D7wAErO6p/WzUgvUFzlfp0NozxF4AKid1Q90tTZGoLiwa2QfD6RU2QpX+/SqUFSv+Do63stfmzVWZz2rhHW8cpK1tmd5ZmE0LmxB/8Sf06Sfyi6i/FhOWgpsfRKRt74TkswTe3XefGDfywhv2wc0NvDzxAxj/y2sNlUJu9761reiv78ff/nLX/DMM88AACRJwnPPPYcnnngCAA+/REiSBMYYpBL3bBNEsTAv/0QqNpB/ZZcaV1G/93UAQMc79bFe10SkmTOALUB8/yEc/cxTaATDiRVvw3nvX1ntoREEQZgSJdn+JifX7Op7cguaAIzNPSV1QZwNWxOv7HIP8RaIhMUOe0MF1oEpUWWXdISP276g+kFAMUwOESxOa+lenDF4j+4CADSdvbh0r1tlbF47QgDkRO7KLvUAr+yyLZyT45lTUMXdGBMHeaCrzKn+HNfWlgOKC7tG9/NAKuRqzus8JUKq49fRiaH06+hEP29jlNuqU/mkWsfX7JI6S1fZZXHZEHHUwx7mv6/UTJVdtcQZd16BXeechHOuHO+WcS2fB/wdkA7sR2KEh5/KXKrsKoaqhF0XXnghfvvb3+KCCy5I+/r73/9+vPTSS7jqqqvQ2Cj+FFKr7Hr88ccrMVTToO2UYLHoq02u2pTSi9TAP5Ga/Ec6G0ee3gNrLICoxY3F79DPBavmZWQ+L7Fv2vBXWOJhRC0unHxv/htJmA06jsSQFzHkRQx5EaN5sYZkxMF38VPjKtSnn+GPn5a7hRHgYVcCgCPGqyPCjsaSL+osolSVXc5eHmLUncRDDKPOF60dFQASsdIGKgObj8Ie9iEq29B9/sKSvnY10davsiQiAGNZ563tOJ8nnpO6076e93yp4m6MynEedjkXVK6NcSovFkdp1uwKHh6EHUDUO/3ARruOZiOTrqMHeZBm7Sh9GJTPfGHW8TZG26zSVXYBQNjblgq7lCqFeSKMet4tJ6V2YvPYcPJVp6V9rWn1PEQAuE7sRyjMNwdzL9F3ZZfe50pVRnXPPffgnnvuyfj6JZdcgueeew533nlnzteYO3duGUZmXpxOJ5YvN8fW1KWklF7kBv6JlDqSfxvj8cc3wQtgeM6KtE+Bq43mZeeKKFSMtxT4rvg4WpdlX5TXzNBxJIa8iCEvYsiLGM3L0bFDyS3JY3jhw/ei5fBGJGQb5v7Hm/N6HUeLB4EJ/x31VKb1JxV25ViOIhvx0QCcvj4wAJ1ndgMw7nxJWwspUtpWuaN/3w6rBIy2LUGjjhcuLhSrO1lBwxjUaByyXVwNxyJRuEaOggFoXZ1e2ZXvfGFKsrIrXp7dMrPhGDoKAGg4qXKVXVN5mViFVcw8DR3lYVe8iHW1LE38OpqNpl9HW0Z52OXsKv25LJ/5ok4Iu9zzSht2xRpbgf49AAB7l37CLqOed8tJJZx0njUXPQA8oT7Yon4AQNNKfVd26X2u6OfuGoDb7cbHPvaxvJ57ww03lHk05kJVVUQiEahV2HVGz5TSi6WZ/5HGWP6VXZGXNwIA5FUri/75pUTz0nRKV+prI03zsPYHl1dxVNWHjiMx5EUMeRFDXsRoXqTkBx+2WABNf7wbABC87ibMODO/C15Xa/pOuYm6hpKOc0qSYRei029j7NtwEAyAz9aC1rm8HdOo82XiGl1qrLSBiu91fnMcnbvQcF6yYa8bDxWivql39hp54whYQkVYdmHGivR1jvKeL1rYlahs2BUei8IT7AMAtK6qXNg1lRdJlsAkPleLaWOMHx8AALDm6a87ZW3h19GSL/062uZLhl0zSx8G5TNfVPv4ml11i0rXxggAmODLOUs/a3YZ9bxbTirhxNXuRdDTBgCwJXhlV/safYddep8rugq7AGD16tUIhULo7e1FIssfoGuvvbaCozI+gUAAL730EgKBQO4n1xCl9GJtaQAAyP48K7sYg3vPJgBA81tWFv3zS4nmxTHTiZCDtxQ3/OeXdLdbZKWh40gMeRFDXsSQFzGal6iqhUV87dLj51yGM255R96v42rzpP03a6hMZZeshV1FVHYNbOCbD/lbu1MdbEadL7IyIUQocRsj238AYMBgvdNwXrJh94xXckX9U6/b1b+hBwAw0tANmz291THf+SJpbYwV3o2xd+MxSGCIW13wzmqo2M/N5kWVklWZRbR0Jvp5IKW0Tj+QsrfyNkZlwnU0Y4AjyNfsqptb+rArr/liHw9hW5aXtrJL7mhL/dszRz+VXUY975aTSjkJdc5L/TvsaoKtwVXWn1csep8rugm7nnnmGVxxxRVobW2Fx+NBV1cX7HY7ZsyYgauvvhr/+te/qj1EgsiKo53/kbb6hvJ6fv/mY3AGBpCQLJh3oT7LPyVZQuMv/xv437uw7AOn5f4GgiAIoigUx3j7W3/HKTjnj58v6PudLemVXVJT+XdiBADJxoMKKT79yq7g9h4AQGKWOZaqUCX+XhZTMSPCdoyHgvI8/VSClALFIiEu81bGbJVdvjf4el3Rzu7p/7DUml2Vrewa2spbGAONMyuyll4+MLn4yi4M8mtfa+f0AxtHG6/ssgTHw67gYChV4VI/rzphkGTjczJmdU17p8mpsM0YXxqkWr8foTPmjoddoRZ9V3UZgaqHXdFoFFdccQXe8pa34IEHHsDg4CAYY2CMQVVVHD9+HD/72c+wbt06fPzjH0c4nHs7YoKoBnUL+KczDl9/jmdyDj/MWxiHO5bB1WjP8ezqMe8dS7DsqjXVHgZBEERN4O6sw5irE6OuTiz+83dhcxe2i59skRGzjH8SbGmtUNhVgjW7Ent5iGNd2F2KIVUdrbJLjZZuzS41EoN3mO9Y6VxmvpvjuMJbxmL+qcOu6O4eAIA8d5o7MQJgilaJWNmwK7CLL04fba/+TowaqVC2iDW7lJFkq+GM6c9JVyf/0FhbsB0ARvbzEE1VbHA2V6nCJVnZFaprL3lA6ZqTDLskCXVzKnOuJvSN66TxsEudSWFXsVS1J4kxhne+8534xz/+AcZ4uX5XVxeWL1+OlpYW+P1+nDhxAps2bUIsFsO9996L/v5+PPjgg9UcNkEIaV7WjgAAe9SH8FAQjqbsf5T9z2+CA0Di5JWVGB5BEARhAKwOBUu3/xESGOpap/dBSNTugTXOqyFs7ZWu7Jr+DbPtWA8AwHtydwlGVH1YMkQoZpe7yfS+dgRgKiIWJzxz3bm/wWAkLDYgBsSDU7cxykd4ZZdjSfe0f46kVGc3xugBXtklz6zcToy50OZpMS7sPr5ml2vW9MMud2cdxsCvo9W4CtkiY+wAD9FCruaqVcIxRzKAbSxtCyMAtJzciSEAYU8rZKuS8/mE+WlaPQ+h5L+t8/S9E6MRqGpl1+23344nn3wSjDG87W1vwyuvvIIjR47gb3/7G37961/joYcewssvv4yBgQH89Kc/RWtrKx566CF897vfreawCUKIu9WFiJWvlTK4oy/n8+07NgEA6s9dWcZREQRBEEajvtU27aALAOL28XW7HGXYwUyEbCtuzS4Wi8OdrFhqWWOONsaEzJ2UcoH6/ld49dtY4xzIij7a4EpJQuHzPjo2RScHY3D39QAAmlZNv7KrWm2M0lFe2WWfr5/KLiYX127LVAZnkIdSxayr5Z2RXKAeKnwn+Po/wSO8sivqrV4Vo9Xr5P/oLPHi9AA6zl4A6xc/j87/vbnkr00Yk66zxyu73EupsqtYqhZ2hUIh3HbbbZAkCd/97nfx2GOPYfXq1cLner1eXH311di8eTPmz5+P2267DaOj+e94RwAejwfnnHMOPB5P7ifXEKX0IklAyMtbGUd29WZ9ru/QMLxDPQCA7otXFv2zSw3NFzHkRQx5EUNexJAXMaX0EneOv4ZrRmUqu7SwS0pML+wa2nIESCQQkV3oWjG+jo2h50sJdrmbjP+NHgBAfNY843rJQsLKw66pKruivcNQQn4wSOhYk1n1kO98YZZkOFvhsMvWz8Mu79LKhl3ZvGhtjNMNZf19QVhU3nbaOH/64brFZUPMwoMl/zG+blf4GA/REvXlCe3zmS9Lr3s7Ime+GYu/+t7SD0CSsPDrV6LzkjNL/9pFYOjzbpmolBN7sweh1tmQJGDG+oVl/VmlQO9zpWph1wMPPICRkRHccMMN+MIXvpDX97S3t+Mvf/kLQqEQ/vjHP5Z5hOZCkiTIsgxJJ4th6oVSe4kmS5yDB7KHXT0PbQYADDfOQ1N3XUl+dimh+SKGvIghL2LIixjyIqaUXtQJYZd3doXCLntxC9RrFUujjek77Bl5vqhycSGCiPge7klZMM+wXrKhWpJhV0C8Zlf/luNgAHz2VjR3ZVY/5jtfUrsxVrCNUU0weEd52NV8SmXbGLN5YUXO05F9PJCKWV2w1TunP0gAUQe/Jg4e50UNsRP8tVlzeSq78pkvTad2Y9WT/4W2cxaXZQx6xMjn3XJRSScn/f1OdP35LjSt1H9ll97nStXCrn/+85/o7OzErbfeWtD3LV68GB/84Afxt7/9rUwjMyfBYBCbNm1CMBis9lB0Ram9sFYedkUOZQ+7Rv65CQAQXrKqJD+31NB8EUNexJAXMeRFDHkRU0ovzD2+llN9tzEqu3xbewAA0a7utK8beb4UGyKIsB7hYZdtUZdhvWRDtfKd7xJBcdg1todfX4Xq24VLOOU9X5JrdlVygfr+HQOwqFEwSUbLSaVvictGNi/FhrK+Hr5eV9hd/O6gMSdfpD7Uyyu71D4edimt5Qm7jHx+KSfkJZNKOrEvnI36842xOZje50rVwq5XX30VV155JSyWwtfIf+9734vNmzeXYVTmJZFIYHR0FIkKl2vrnVJ7UTp5G2P8WPY1u5QtfCdG95tWluTnlhqaL2LIixjyIoa8iCEvYkrqxc0ru2IWJ2x1juJfLw9SlV2J6VV2xXbzEEee1532dSPPl9TC3yUKVFhChWegBwBQv3KmYb1kg+VoYwzuP8EfbxIvFp73fFEq38Y4sJlXdQW8neNr3FWIbF5Soew0N1IIHuKBVCnW1Uq4eWVXpJ+HXdIwX7PL2l6eNkYjn1/KCXnJhJyI0buXqoVdfX19OOOMM6b1vaeccgp6e7NXzhBENbDN5p/USf1Tz8/oaAj1x3cCAGa+c2UlhkUQBEHUEJKXh10RV+W2si+2sks53AMAcC3rLtGIqk+xC39PZnhnL5R4GAnJgo7VXSV5Tb3BbDzsUkPiyq7oYX59xdqL2xkvtRujWrk2xrHtfCfGSKt+dmIEJoRd0ekdu5HkulpqY/Fhl+rlYVd0gLcxyiP8tR0zqrdAPUEQxqVqYdfw8DC6uqb3h7q1tRV+v7/EIyKI4nF188ou29DUYVfPX7ZCUhPwO9swY3VnpYZGEARB1AhKHW9jjLkrF3YpDh52ydMJuxiDu78HANB0mjl2YgRKv2ZX78s9AICx+tmwOZWSvKbeYDnaGNXj/PrK0lVc2FWNNsbInkMAANaln50YAaQ2UphuBaK2rhZKsa5WHW9jjA+OYt+/TqDxxA4AQOsqnTkjCMIQVC3sisVicE9YU6IQFEWBLFdt6AQxJQ2L+cWXwzd1G2Pfwy8BAMaWnC5cb4IgCIIgisHSzKsjEg3laf0Rodi0sKvwNsbgwX7IkSAYZMw4w0Q3tXJp2xhHN/NWz0hnd0leT5fYs1d2KQM87HJ0F7fmlaQto6JWLuxiPQcBALZF3RX7mfmgJls6p9vGyAaS62q1FR92yQ383KUOj2HX9XfDwmLwLzoNXesXFf3aBEHUHpVtGJ/Eo48+ioaGhoK/74033kA8Pr1S21rF4XBg0aJFcDgqs3aHUSi1l6al7fADsEd9CA0G4Wx2ZTzH8sq/AACeC84qyc8sBzRfxJAXMeRFDHkRQ17ElNLL0o+fi90vPo+Z115WgpHlh2K3IIHptTGeeKkHADDsmYXlTda0x4w8X4pdC2ky0V09AABp3lxDe8mKFnaFxWt22UZ42OVdIK7syteL1saICu7GaDvOwy7vyd0V+5ka2bywIkNZaYiHXbau4heol5t4ZRc2b8acwR2QAMz67qdQrk+HTXscFQl5yYSciNG7l6qGXTfddBNuuummag6hZrBarejspJa5yZTai6fNhYjVA3vMj8EdfZh5dnfa48O7+lDXvw8MMhZ9YHpr1lUCmi9iyIsY8iKGvIghL2JK6aV+UTvWvPCjkrxWvigOHlLJauGVXSObe+AAEGrvznjMyPNFLXItpMnIh3hll3Npt6G9ZMXO2xhZWFDZlUjA6R8AA5/jIvL2onWIVGhR5URMhXeEtzG2rZlTkZ85kaxeki6mO08tozzscs4svrLL2sQru9oHtwEAxladi6UXnFz0607588x6HBUJecmEnIjRu5eq9gIyxqb9P6IwYrEYjh8/jlhserskmZVyeAl5+bpdo7sz1+3a96sXAQADHcvRNLe+ZD+z1NB8EUNexJAXMeRFDHkRY3Qvin36a3ZFdvAQh3VnrtdlaC8lbmN093FPTafNNbaXLEjJyi5R2BXo6QdTVSQkC1oXi1t08/ZirexujCc2nYBFjSKh2NB8UuVvDLN5KbYC0e7nYZd3TvFt0/bWutS/JUnC/O9fW/RrZsOsx1GxkJdMyIkYvXupamXX1VdfjdWrV8Nms+X9PfF4HHv27MGPflTZTyyNTjgcxu7du+HxeGC1WnN/Q41QDi+xxnZgaD8C+zPDruCTL8AFgJ1xZkl+Vrmg+SKGvIghL2LIixjyIsboXlJhlzqN6pCeHgCAY0l3xkNG9sKU0i1QHzg6AntoBADQuXaOob1kQ3Ikw65IZhvj0A5+XeVztMHpFn9en68XWWtjrNBujP0bemAD4G+cBdlS+VqDbF5Ycs2u6YSyalyFK8zDrrq5xVd22dsboL0jY2e/A0tPn1f0a2bDrMdRsZCXTMiJGL17qVrYtXDhQvz0pz+d9vcfPny4hKMhiNKhtrYD+8a3x059PZZA3c6XAQAdl76pGkMjCIIgiLKQamNkhYddzhO8Yql+pXl2YgQAJiUru0qwLtSJF7mjMVcnvG1O+Hy+ol9Tj2hhFyKZlV1je3ohAQjXF7kTI1DxNkbf1h40A4h1Vr6FMSdF7MY4emgUElMhAWiYV3xlV9OiFgwAgGLB0js/XvTrEQRR21Qt7LrmmmuK+v73vOc9JRoJQZQWpZO3McaPpe/IuO/PW2GL+hG21WPFu5ZWY2gEQRAEURYsjulVdsVHA7An12HqXKvDIKAIUpVdJViza3hjD1wAgh3mCgQnIzuS3R6CsCt04ARcAOLNxYddkrWyuzHG9vLF6eV53RX5eYVQTAXi8Vd48UHI2QTZVvxtZdvq2Rj5yhfhmt+JuiVdRb8eQRC1TdXCrs997nNFff+73/3u0gyEIEqMbTbfDlvqT6/sOvHgC2gGMLJ0LRRrVZfLIwiCIIiSojh5ZZfEVKhxNe9WraFd/WAMCCsetHR7yjnEiiPJ06+YmUxo+wG4AGBOd9GvpWdkV3JHL0HYFTuSvK5qL0HYVeHdGOUjPOxyLtFhoFvE2nJ9j7yCNgCBRatKNpxFN1VuF1mCIMwN3XHXCIqioL6+Hkry0xuCUw4v7rm8sss2lB52yS+/AABwnX9WyX5WuaD5Ioa8iCEvYsiLGPIixuherI7xz0/j4fwrmfyHhgAAYVdTqrNsIkb2omprIZUiUEmua2Zf3A3A2F6yoVV2SbHMNbvYCX5dZZ05ddiVr5dU2FWhyi53fw8AoHFVd0V+3mSyelGK2EhhwysAAMe5+t1hPBtmPY6KhbxkQk7E6N1LVReoJyqHy+XCypUrqz0M3VEOL/WL2uEH4PCNtzGO7B9CY+9OAMCC/6fvxekBmi9TQV7EkBcx5EUMeRFjdC8W5/jCtPFwHDZPfpsPBQ4PQQEQ9YjX+zG0F7l0C9Tb+o8AAOpO5pVBhvaSBYsrOW+imZVdyiAPuxxzO6b8/ny9aG2MUgXW7Bo7HoA7NAAA6DijOpVd2bywaVZ2+ftDaD66BQDQ/d41RY2vWpj1OCoW8pIJORGjdy9U2VUjMMagqioYY9Ueiq4oh5fmZfwTR3vUh9BgEACw55cvAQCGWpegZVHxC3iWG5ovYsiLGPIihryIIS9ijO7FMrGyK5T/FuSR47yyK1Ev/ttoaC9a9VC8uDW7WEKFe+w4AKDpJL6OkaG9ZEFx8zZGOZYZdtlHeNjlnT91ZVe+XqQK7sZ4/CXewhh2NsHVVp1W3axeplnZteeBjVBYHMG6TrSumlmKYVYcsx5HxUJeMiEnYvTuhcKuGsHv9+O5556D3++v9lB0RTm8uFtdiFj5xczgDl7dFXj0GQBA/HT9tzACNF+mgryIIS9iyIsY8iLG6F4UqwwGCQCQiOQf7kR7hwEArFEcdhnai1bZFS8uUBnZOwA5EQODjNblfKkEQ3vJguIUtzGySBSOAA9GGxZPHXbl66WSbYwjm3oAAMG27rL/rKnI6mWaYdfQ3zYAAEInnw5IUtFjrAZmPY6KhbxkQk7E6N0LhV0EUQbCXn4xOrq7F6MHR9Cy41kAwJyPvrWawyIIgiCIsiBJQELmrYyJcP6VXWr/IABAbtF/1XOhMEuy2q3IVrnBN3hVl8/TAZtTn+uilAqL2w4AUGLhtK/79vVBZUBMsqFtYX3RPyfVxliBsCu4g1d2JWZ3l/1nTQst7CpwbTnbppcBAHXnn17yIREEQZQCCrsIogxEG/mnjoH9vdj+/b9CVuMYal2CuRcsrPLICIIgCKI8qDIPEGKh/Cu72BCv7LK0my/s0nZjLHbNLt/OowCAcFNX0WPSO1rYJcfTK7uGd/IWRp+rAzZ78VVEqd1CK9DGyHp42GVfqMOdGIHxsCuW/3Hbv3sYzYO7IQGYe5kx1+siCML8UNhFEGVAbeVhV+RQL9jDfwEASBe9q5pDIgiCIIiyooVdaiT/yi5llFd22TvMF3alFv4usrIruI9Xdqnt5g+7rG7exqjE09fsGtvLw65ww9QtjIWgtTFWYoF6+/EeAID3JJ2GXclQtpA2xn2/exUAMNq2EHXd5jt2CYIwBxR2EUQZUDp5G6P8wvNo6NuFhGzF8uv+rcqjIgiCIIjywZJhVzycf4WIxccru1wzzXfDLFmSLYcFroU0mcThYwAAeUZnsUPSPVpll2VS2BXu4WFXorlEYVeF2hgTMRXekUMAgJbV3WX9WdMm2W5bSBuj/6lXAACJU6mqiyAI/WLJ/RTCDLjdbqxduxZWqzX3k2uIcnmxz+HbYjce3wYAGFi2DifPKX6NiUpB80UMeRFDXsSQFzHkRYwZvKgKv6wsZIF6Z4BXdnlmi8MuQ3tRSlPZJZ3gYZdj/ozU1wztJQs2b3LNrkR6G2P8KA+7pI7sYVe+XlJtjKy8bYwnNp2ARY1Cla1oXVG9yrysXpLzNN+15RgDPNv4el3N7zijVEOsCmY9joqFvGRCTsTo3QuFXTWCLMuw2+3VHobuKJcXV3db2n83fuDCkv+MckLzRQx5EUNexJAXMeRFjBm8qAUuUK+GIrBEg2DAlK1QRvbCUmshFRd22Qd52OVdNF7ZZWQv2dDCLkmNgyXUVLsh6+Vhl21W9rArXy+VamPs39ADGwB/46zxgK0KZPWSamPML6Q+9OJR1AWOgckK5l26qlRDrApmPY6KhbxkQk7E6N0LtTHWCKFQCNu2bUMoFKr2UHRFubzULxq/GAs6m3HS1WeW9PXLDc0XMeRFDHkRQ17EkBcxZvBSaGXX6IEhMABxyYaGGW7hc4zsRSqwYkYES6hw+04AAJpPHq8MMrKXbGhrdgFAPDDeyqgM8LDLObcj6/fn6yXVxsjKG3b53uCL00e6usv6c3KR1YvWbptnG+PhP20AAIzMPgW2BlephlgVzHocFQt5yYSciNG7Fwq7aoR4PI6BgQHE8/zUplYol5fmZeNhl3/dv8NiN9ZW4TRfxJAXMeRFDHkRQ17EmMGLqvDKLjWa3+8wdpCv1xVyNEKxiHfYM7QXS/Fh19DOPkhqAgnJgpalramvG9pLFux14xUCkbHxsMs5ygM/74LslV35etGqrKQy78YY28vDLrm7uovTZ/MiJdfsyneexvbyNcgSC5eWbHzVwqzHUbGQl0zIiRi9e6GwiyDKgLvVBZ+nE0ySMe+zxmphJAiCIIjpwAqs7Aoc4ut1hT3NZRtTVUntxjj9QGXoDd7C6Pd0wGIz/2W71S4jIfF5FAvwdbvUYBjW0BgAoHFJiXdjLPMC9crhHgCAa6lOd2IExtsY8w1lh4YAAEqbSY9bgiBMA63ZRRBlovMPP0aoz4fZ586t9lAIgiAIouxoYVe+lV2h48NwAkh4G8s4quqh7caY71pIIsZ2HYcTQKSpeoubVxJJAhKKDUo8juhYGAAwtqcXjAFh2YXWuZ6S/BzZZkEC5Q+77EM8rKxbPqusP6cYCt01VBrmYZetw5zHLUEQ5oHCLoIoE7PP0fGneARBEARRYpjWxhjJb4H62PFBOAGojSatECnBIujhfUe5o47aCLsAIK44YIsHU5VdQzv4el1+dwcsJbpzkS0yEkBZd2NMxFS4A30ASleRVhYKXFtO8Y0AABwUdhEEoXPMXw9NAADsdjvmzp2r690SqgF5EUNexJAXMeRFDHkRQ17EmMELsxRW2RXv52t2SU1T3zQb2Yu2FlIxbYyJI8cBAMqs9LDLyF5ykbDwReq1sCuwj6/XFWnIHRjl60VrY5TLWNk1uGcICouDSTKaFrfm/oYyks2LVODacvYAr+xyzRTvoGokzHwcFQN5yYSciNG7F6rsqhFsNhtmz55d7WHoDvIihryIIS9iyIsY8iKGvIgxgxetsotF86vsYgN8za5sa/8Y2ksJdmOUTvA2OMe89LDL0F5ykLDwm6a4n7cxhg/1wQ1AbWnL+b35epFt5d+NcXgHD+lCrhbI1upuVJTNSyFhF1MZHCEedtXNMX5ll5mPo2IgL5mQEzF690KVXTWC3ndKqBbkRQx5EUNexJAXMeRFDHkRYwovlsIWqJdGeGWXrX3qm2Yje9Gqh1DE2B2DyTWflqSHXUb2kgtVC7uCvLIrdpS3AsoducOufL0o1vLvxujby9svw40dZfsZ+ZJ1N0ZtnuYRdvn7Q7Co/H2p7zZ+2GXm46gYyEsm5ESM3r1Q2FUjhEIhbNu2DaFQqNpD0RXkRQx5EUNexJAXMeRFDHkRYwovWtteLL+LXusYr+xyzpy6ssvIXgptD5uMGkvA5eeBSdPyzrTHjOwlF8zK2xjjgQj/wsAAAMDalbsVMF8vqd0Yy1jZFerh712ipfrrdWX1oi2Elsc8HevhVV1xiwO2emcph1gVzHwcFQN5yYSciNG7Fwq7CIIgCIIgiKLR1uzKt43RGuCVXe6Zxq8QESFZkyHCNKuHhnb0QmIq4rINLYtNuoi/gISVV3YlgjzsUgZ5ZZdjVunWvdLaGMu5Zlf8CG9jlDqqX9mVjdSuoXnMU98hfsyGXcZfr4sgCPNDYRdBEARBEARRNFIBC9SzhApHaAQA4J1jzhvnQtrDRAxu5S2MAU9Hqu2uFmC29DZG+1g/AMAzL3cbY76k2hjLuBsjTvCwyzqz+pVd2ZAsSRd5tCEFj/KwK+Y2Z0BNEIS5qJ2/nARBEARBEETZYJb8F6gPHhsBmAoGCY1zG8o7sCox3sY4vbVMfLt42BVp7srxTHOhhV1qKALE47AHeetcw8LSVXZVoo3RMsjbGF1zdR52aRsp5FHlFjmebGOsN2dATRCEuaCwq0aQZRkulwuyTG/5RMiLGPIihryIIS9iyIsY8iLGFF6s+a/Zpa39E7LVw+Geeqc6I3sZD7umVz0UPnAcAKB2ZIZdRvaSk+SaXWoogsChQTCVISFZ0Dy/Iee35usl1cZYxrDLMcbDrvpF1Q+7snlJtdvmMU9jvfy4RYM5KrtMfRwVAXnJhJyI0bsXS7UHQFQGt9uNNWvWVHsYuoO8iCEvYsiLGPIihryIIS9iTOFFq+zKI+zyHeQ3zbnW/jGyFy3skqa5LpR6+CgAwDI7M+wyspec2Mcru0b28BZGv70FTnfum6l8vZS7jTEaiMEV4hswNC2r/ppd2bzIWhtjHvM0PjDCv6fZHGGXqY+jIiAvmZATMXr3os8IjiAIgiAIgjAWWmVXHmv/hI7ysCvmNW87VLG7Mcq9vLLLMa+22hhTYVckirF9fHH6sLd0LYzAhICHqWAqK+lrA0D/9n5IYEgoNnhnNZT89UtKso1RyqPdVhrmx63Sat7jliAI80BhV43g9/vx/PPPw+/3V3souoK8iCEvYsiLGPIihryIIS9izOBFLqCNUVv7J5Fj7R8je0mFXdOs7LIP8TW76pZkhl1G9pILyc7bGFkogtDhAQBAvDG/sCtfL1obI8A3Syg1Izv54vQhT9v4RgVVJJsX2Zr/bozyCD9u7R3mqOwy83FUDOQlE3IiRu9eqn/2JSoCYwyJRAKMlf7TKyNDXsSQFzHkRQx5EUNexJAXMabwYuVtjIjlXqBeW/tHasoedhnZixYiTKeNMRGOwR3gVU3NJ2eGXUb2kpNkZRcLRxA9zB2oLfntxJivl4m7W8YjpV+3y7+Pr9cVaaz+el1Adi+FzFOLj+/G6OwyR9hl6uOoCMhLJuREjN69UNhFEARBEARBFE1qoes8KrvUAR52yS3mbYdKrdk1jTbGoV39AGOIyzY0LzBHsJAvsjMZdkWjUE/wsEvpKE8bIwCo8dJXdkUO8bCLteoj7MpGIWvL2YI87HLNNO9xSxCEeaAF6gmCIAiCIIiikWy8skuK567s0tb+sXaY96a5mDbGsQN8cfOQsxmyIpVyWLpHcvCwS4pEgFHexmibWdqwS7GP3wKpsdJXdsWP8bBL7qr+4vS5yDeUVeMqnGEedtXNqa0AliAIY0KVXQRBEARBEETRpNZBymOBemVUW/vH/GHXdNoYA4e5n6iJF/CfCtmRXLMrEoF1mFd2uWaXOOwqcxuj1MvX7LLN1n/YlW8b4+hRP2TGn1M/p6HcwyIIgigaCrtqBJfLhVNPPRUul6vaQ9EV5EUMeRFDXsSQFzHkRQx5EWMGL+NtjLkru6x+Hua4Z2UPc4zsRbFNv40xfJRXdsXrmoWPG9lLLhS3AwAgRSNw+PoBAHUL8luzK18vE9sYy7FAvXWQV3a55uqjjTGbl3xDWd/BZABr80Bx2ko/yCpg5uOoGMhLJuREjN69UBtjjaAoCrxeb7WHoTvIixjyIoa8iCEvYsiLGPIixgxeJOd4SJEVxuAI8htnz+zsYZeRvaTaGFnhYUr0OA+7WJM47DKyl1xolV224Ags4QAYgIaF+VV25etFtshgkCCBlaWN0TXGK7vqF+kj7MrmJd/KLv8hfsxGXOapNjTzcVQM5CUTciJG716osqtGCIfD2LNnD8LhcLWHoivIixjyIoa8iCEvYsiLGPIixgxeLJ5k2BXJ/jvERoOQ41EAQMO87DfORvaihV1yIndb52QS/dkX8Deyl1xoVUOuwSNgACKyC82z8qsaKMQLk/htUKnbGP0DYThiYwCA5mX6CLuyedGq3HKFXcFjIwCAmMc863WZ+TgqBvKSCTkRo3cvFHbVCLFYDMeOHUMsj9aCWoK8iCEvYsiLGPIihryIIS9izOAlFXZFs1/0jh5IVogoLnhaHFmfa2Qv+YYIQoZ4ZZelQ1zZZWQvudDmkTU4AgDwu9ugKPl9byFemMRftNRtjIPbeQtj3OqCq81T0teeLtm8aGvt5ZqnkeP8uFXrzRN2mfk4Kgbykgk5EaN3LxR2EQRBEARBEEWjhRRKjrBLW/sn7GyEbOIr0dSC/dNoY5RHuCNHp3laxvLF4kouUM/4f0frSrs4vYYq87Cr1G2Mo7t4C2OwrgOQ9L+TptbGmGuexvv4nGRNtTcnCYIwJia+xCAIgiAIgiAqhdXLwy45lj3s0nYajLjFVUtmId+1kETYfNyRa2btBQuKy57234mm8oRdWhtjIlrasCuwn1d2RZv00cKYC60CUVazt9smBof585rNU9lFEIS5obCLIAiCIAiCKBot7LLEQlmfFz5mvnYoEfmGCCIcAd7G6Jlj7kBQhNWTHnahLb+dGAulXG2MkYO8sgttxgi7xndjzOFhmIddlrbaC2AJgjAmFHbVCDabDTNmzIDNZo6tgksFeRFDXsSQFzHkRQx5EUNexJjBi61OC7tyLFDfmwy7GnMHOUb2Ml7ZVViYEvNHYI0FAAD1c8XBgpG95MLqTv+dLJ35V3YV4iXVxhgvbdilHueVXUqXfsKubF4Ue3LNLpa9wk3RWms7zBNSm/k4Kgbykgk5EaN3L5ZqD4CoDHa7HQsWLKj2MHQHeRFDXsSQFzHkRQx5EUNexJjBi73eAR8ASyJ72JXaaTCPdigje0kt/J0jRJjM6H5e1RWXbfB2ihc4N7KXXFjc6ZVdjln5h12FeEm1MUYKr7zLhtzHK7vsczpK+rrFkM3LeAVi9nlq9fPKLmeXecIuMx9HxUBeMiEnYvTuhSq7aoREIoHR0VEkEqVdl8DokBcx5EUMeRFDXsSQFzHkRYwZvGiVXZKagBqdOkBggzzsUtpyV3YZ2YtizS9EmIy2W2XY2QRZES9wbmQvubB508Mud3f+YVchXphcnjZG2wiv7PLM109lVzYv+a4t5wjyeemZbZ42RjMfR8VAXjIhJ2L07oXCrhohGAxi06ZNCAaD1R6KriAvYsiLGPIihryIIS9iyIsYM3hxNDhS/w6PTF3dJY9qOw3mrhAxshdtLaRC1+xKLeDvmTpUMLKXXEwOu+oX5r9mVyFetDW7StnGyFQGl4+HXY1L9VPZlc2LFnbJWSoQY+EE7NExAEDdHPNUdpn5OCoG8pIJORGjdy8UdumYUCiExx57rNrDIAiCIAiCyIndYwVLXlpGRqcOu6xjybBrhrkXX1dsyYoZVliYEj6abGOsN7efqbB5xtd+YZDQtLA8HpjM52q2KsRCGT7kgy3BN2hoWlKehfVLzfg8nTrsGjk4CgkMgATPzIbKDIwgCKJIKOyaJn19fbj22muxcuVKvOlNb8Ipp5yC7373u4jHC/+DOTQ0BI/HA0mS0v7ncrlw7NixMoyeIAiCIAiitEiyhJiFV3dlC7tsQb72j3e2eSpERGghQraKGRHREzwMRKN52sUKwe62pELTgLUR3sbyLDFcjt0YR/f2AwCi9rrU7qR6J5/KLt/BZLWhoz61xhdBEITeoQXqp8Hhw4dx5plnYsmSJXj++efh8Xiwc+dOrF+/Hs888wweeeQRKIqS9+vdddddCAQCGV9vbm7GFVdcUcqhEwRBEARBlI24xQFbPIjomDjsUiMx2MNjYAC83eauXNLaGAtdoF7t55VdUou5/UyFrEiIyzZY1TCC3jZI4mXLioaVYTdG/8FBKADCnpaSvWa5mViByFQGSc4UHjg8BAVAxF2bASxBEMaEovkCSSQSuOiii9Db24t7770XHg/fJWfJkiX47ne/i7/+9a/41re+lffrRSIR/PjHP8bLL7+M4eHhtP8dO3YMbre7JOOWJAlWqxVSua4YDAp5EUNexJAXMeRFDHkRQ17EmMVLIlnZFRsLCR/3Hx4GA6BCQcNM8U6DEzGyl8khQr6wQR52WdqnDruM7CUfEgpvZYw15L84PVCYl3K0MQYP8/cu5tVXKJTNi1bZBUwd/IWO8WrMmNdc1ZhmP46mC3nJhJyI0bsXquwqkD/84Q/YuHEjLrjgAnR3d6c9dvnll+NTn/oUbr/9dnzqU59CS0vuT3V++ctfYs2aNTj99NPLNGKOx+PBWWedVdafYUTIixjyIoa8iCEvYsiLGPIixixeEtZk2OUTV3ZpOw0GHE2w2nN/5mpkL1rYBfBWOUnOr+pfHkmuadY1dWBiZC/5ELc4gNgY1ObCwq5CvJRjN0atBVVt1FdVXjYvE+dpIppI+2+NaC8Pu9R6c4VdZj+Opgt5yYSciNG7F6rsKpB7770XALB+/fqMxxwOB04//XQEAgH8/ve/z/lajDHccccd2LVrFz772c/iT3/6E/x+f6mHTBAEQRAEUREStuxhl7bTYNRtrptmERMrZuKR/FsZbWO8Osg5U1+BSSVRLbyyS2kvLOwqCInfBpUy7Ir3Gq8FdXLYJSLex49bqUlfFWsEQRDZoLCrAFRVxcsvvwwAWLZsmfA5J510EgDgiSeeyPl6f/nLX7Bz507s3r0bP/rRj3DJJZegvb0dN9xwA0Ihcfn/dAkEAnj55ZeFa4PVMuRFDHkRQ17EkBcx5EUMeRFjFi9qMuyK+8VhV/AIv2mOefMLA4zsJZ8QQYQ9yB1550wdLBjZSz4kLHYAgHVGYTsaFuIltWZXCdsY2QAPu5Q2fYVC2bwo1vHbwanmqTrIK7vkZnOF1GY/jqYLecmEnIjRuxcKuwrg0KFD8Pl8AIAZM2YIn9PV1QUAeOONN3K+3oIFC3DffffhG9/4Bs477zzIsoxgMIg77rgD69atK+mkUVUV4XAYqlq6T6/MAHkRQ17EkBcx5EUMeRFDXsSYxQtLhl2JgDjsivXyIIc15HfTbGQvE0MENZZf2BUPRmGL8ir/uu6pAxMje8mHgItXdFkXzS3o+wrxwpTStzFqLaj2Tn1VdmXzotjHV7VJxMQupGH+e9k69BXiFYvZj6PpQl4yISdi9O6F1uwqgKGhodS/vV6v8Dl1dXUAgL6+vpyvt2zZsrQKsX379uG6667Dww8/jFdffRUf+9jH8Otf/zrra0QiEUQikdR/j42NAQB8Pl/aQnHac1RVTQV2E9F+n2AwiEQi/YLM4XDAarUiGo2m/SwAUBQFLpcLjDFhC6bb7YYsywiFQojH0z85s9vtsNlsiMViCIfTL4plWU4tzi8ar8vlgqIoCIfDiMViaY/ZbDbY7XbE4/GMCjlJklKbCvj9fgSDwdTvDQBOpxMWiwWRSATRaDTte61WKxwOBxKJROr5E9EcBgKBjAM+m0OLxQKn0wlVVYUBp8fjgSRJwvcmm0PtvQHEDrO9N5rTRCKR8b0T3xu/3w/G0hfd1d6bQh1OfG9EDrX3ptQOtfcmm0Ntfk+eL/nMb9E8zNdhtvldjEPRe5PLYbZzhPa7x2KxjPli9HPE5PemkHPE5PlipnNENoe55rc2xmg0mvFzjX6OmEwh54iJ88XI54iEzQowIDQ8lnp/J87v4NFeeBkQr6uDz+fL6VD73Se/pxMd6vUcEY6FgeTDo0MjUOotOa8jRvYPAQyIyxZIdRA6jEQiafPFbOcIl8uFgWtuxjMP7sDH39ad9rNznSM0RB0Sk88RKgOfq4EgQqFQSc4Rykg/f89bXHnN70pdR0ycL5PPEUxlqXnqGx5B/Sx+LzPxHCGNDAIMsLbxx0p9HVGtew0N0fGoh+uIyVTqOmLifNHrOaLS9xq57qX1cB0xkUpdRxRyL13Kc4ToPRBBYVcBTHyzbTab8Dl2Oy+7nk5V1vz58/HQQw/h5ptvxre//W3cf//9+MY3voGFCxdO+T233XYbbrnlloyvb968OW0nx8ZG/glqNBrF9u3bM55/7rnnAgB27tyZMXmWLFmC9vZ29Pf3Y+/evWmPNTY24pRTTkEikcDrr7+e8bpnnnkmbDYb9u3bh8Hk7kIa8+bNw6xZszAyMpIxJo/Hg9NOOw0AsHHjxowDdPXq1XC73Th48CBOnDiR9tisWbMwb948+P1+bN68Oe0xm82GM888EwCwdevW1EG4c+dOAMCKFSvQ0NCAo0eP4vDhw2nf29HRgcWLFyMcDmf8rpIkYd26danXmnyyWrZsGVpbW9Hb24v9+/enPdbc3IyTTjoJ8Xhc6PBNb3oTLBYL9u7di+Hh4bTHFixYgBkzZmBoaCj1O2h4vV6ceuqpACB83dNPPx1OpxM9PT0Z4WxHRwcAPo8nv+cOhwNnnHEGAGDLli0ZJ8iVK1eivr4ehw8fxtGjR9Me6+rqwsKFCxEMBjPGpCgKzj77bADA9u3bM06uy5cvR0tLC06cOIEDBw6kPdbS0oLly5cjFosJf9dzzjkHkiRh9+7dGB0dTXts0aJF6OzsxMDAAHbv3p32WH19PVauXAnGWNrraq7Xrl0Lu92O/fv3Y2BgIO17586di9mzZ2NkZATbtm1Le8zlcmHNmjUAgE2bNmWc0E899VR4vV4cPnwYx44dS3tsxowZWLBgAfx+PzZt2pT2mNVqTS0S+cYbb2T8QT355JPR1NSE48eP4+DBg2mPtbW1YenSpYhEIkKH2c4Rc+bMAQCMjIxkHDdmOUdoTOccsXPnTtOdI+bMmYPu7m6MjY1h69ataY/lOkcsWrQIAP9QaPLrmuUcoTGdc8TOnTsNfY4IqAyqqqL34JHU8yZeR/gPHkarqmJY4ueEXOeIk08+GQBw5MiRjPdG7+eIQwcPoSV5M7Vl41bMleflvI4YOzAIlanwWbzYtHlj6vGpzhE7d+403Tli5cqVeP/n27H3Qh96Dm5Ez4SpmOscsWLFCgDAgQMHMub35HNEKBqFqqo40nMIdfv3l+QcYRntg6qqOB4eROD118tyjgCmfx2xc+dO4TmikTHIjGHHGzsw85TZACadI8YGoaoq4h5+/1Pq64hq3Wtof4927dql6+sIoDr3Gjt37tTtOaLS9xoNDQ0A+Ae8og4uPV1HAJW/19DmRrnuNSafI/LNWiQ2+cgmpuS1117D6tWrAfCTonaCnMhPf/pTfOITn4DX601VWRUKYwxr167FK6+8gl/84hf44Ac/OOVzRZVds2bNwpEjR1JVZtrztm3bhpUrV6Z9kqGhx09bKvGJbCAQwM6dO7FkyRK4XC5DfNoykXJWdm3duhUrVqyAoqTvyqPHT1sqWdk1cb7o/dOWSlZ2bdmyBSeffDKsVmtWh5PR+zmi2MquifPFTOeIYiu7Nm/ejJNOOinjgyOjnyMmU2hllzZfPB6PYc8RT77l2+h68c/oveg/sPruD6Y5jEajeHH1Z9G6dwP6PvkVnPb1C/Kq7Nq4cSOWL1+e+kBxskM9nyMOdpwHmTF4nvs92pZ35ryO2Po/z0L5wnXob12CU9+4K/WYqLJLmy91dXWmOkcUcx2h3TAuXboUTqcz7fHJ54hXT78B7Qdfw/D1N+HUG/+t6HNEOBjB3tazITMG7/O/R8PCFt1UbUycLw0NDRnniANdF8CSiMH19APoPmMegPRzxLZ570NdoBfKr3+Gxe8+xTSVXaqq4vXXX0/9nc7mcCK1UNmlzZfGxkZTnSOKqezKdi+th+uIiVTqXsPv9+d9L13Kc8TY2BhmzpyJ0dHRtMxjMjUXdv3kJz/BNddcU/D3felLX8KnP/1pzJw5EwAPvrQkeyJ33HEHbrjhBixYsAB79uyZ9jh//OMf49Of/jRuu+02fPnLX877+8bGxlBfX5/xxsfjcYyNjaGurg4WCxX0aZAXMeRFDHkRQ17EkBcx5EWMWbw8fdEP0P7krzH4jg/inN9/JuPxl+a9H3W9uxH+7o9w6qdyb1dudC9bvWdBUaNofekRtJ7ckfP5r9z4Z3h++G30LTwb6zfdOeXzjO6lXBTi5Z+nfAqt+15C4IvfxJqvv6Ponz24dxi9K94KCcDi4Zcg2/TzvuTysrn+HFjjITQ99zA6Tu3KePy1pvPhjIzA88jvMPvN8ysx5IpAx5EY8pIJORFTLS9TZR6Tqbl3qrGxEYsXLy74+9ra2tDV1ZWSevz4ceHztK8vX768qHEuWLAAALK+eYVgsVjQRNsFZ0BexJAXMeRFDHkRQ17EkBcxZvEiOfkC9SwkXqDe5ufrn7pn5fe7Gt2LKitQ1KkX/p5M9ERyAf/G7L+z0b2Ui4K8lHg3xtH9vIUu7KjXVdAF5PbCJF6pkoiIXVji/Hi21TlKP7gqQseRGPKSCTkRo3cv+joTV4DLL78cl19++bS/f/369XjooYewfft2/Pu//3vG41q/7Jvf/OZp/wxgfH2wpUuXFvU6GpFIBMePH0dnZ2dGG0AtQ17EkBcx5EUMeRFDXsSQFzFm8SJnC7tUFY4QXw/GOye/i2Oje8kVIkxG7eeBidSSfTc/o3spF4V40XZjRIl2EfMfGoIFQMStr50YgdxemJQM/uKZLtQEgzXBj2d7vbnCLjqOxJCXTMiJGL17yWw4JbLyvve9DwDw3HPPZTwWi8Xw0ksvwWKx4D3veU9RP+fvf/87Ojs7cc455xT1OhrRaBQHDx7M6J2tdciLGPIihryIIS9iyIsY8iLGLF5kV/JmOJwZdoX6fIDK1+FomNuY1+sZ3YsWIrB4Isczk88f5JVdlrbsYaDRvZSLgrwkg0iWKE3YFTrCg8pYnf7CrlxeVJnXP6ixzHka9Y9/j9nCLjqOxJCXTMiJGL17obCrQC655BIsWbIETzzxRMbuD3/84x8xMjKC//iP/8CMGTNSX9+yZQtWrVqF66+/PvW10dFR3Hbbbbj//vszFmDbtm0bfvGLX+B///d/qSeYIAiCIAjDoLj5zbAUyQy7xnp4kBOy1MFZZ8143IxoIUK+bYzyCA9M7F36C0xMR7KyS42Vpo0xepy/d2qDflt6poIlF9wWhV3h0fGFuh31+qvcIAiCmAoKuwrEZrPhN7/5DTweDz7ykY+kdhLYt28fbrjhBqxevRp33HFH2vfcfffd2LRpE77//e+ntsT95z//iRtvvBFXXHEF1q5di5dffhmMMTz11FO4+OKL8dOf/hQXX3xxpX89giAIgiCIaWPxZAm7DvKwK+JqhCRVdFhVQ2tjFIUIImxj/DrROZPCrrKjtTGWqLIr3sfnt9xqvPdOq0BMRAWVXWP8WFZli+7WIiMIgsgGhV3TYNWqVdiwYQNmzpyJs88+G+vWrcMll1yCq6++Gv/85z9T22ZqXHzxxWhsbMS73vWu1AJub3vb2/CVr3wF8+bNw5YtW3Deeedh1apVeOSRR/C3v/0NH/jAB6rxqxEEQRAEQUwbxeMEIA67Qkd4GBD1Gi8MmC6swEXQ7QHuKN81zYgikEvbxsgGeFCptBlvfqvy1O22kVF+LMct5mphJAjC/FA8P03mzp2Le++9N6/nnn/++RgaGkr7ms1mw3/+53/iP//zP8sxvAwsFgva2tqoLXIS5EUMeRFDXsSQFzHkRQx5EWMWL1pllxzNDLvCx4bgAZCoy2+9LsD4XrQQQbTw92TiwShsUR8AoG5u9sDE6F7KRUFekpVdrERtjPIwD7tsnfoLu3J60eapaM2uMfOGXXQciSEvmZATMXr3os9RESXH6XSWbGdHM0FexJAXMeRFDHkRQ17EkBcxZvFi9TrAACixzLBLa/NiTfmHAUb3wrKECJMZOcB3qkxIFtTP9GZ9rtG9lIuCvJR4N0bLGJ/frpn6q8rL5UXNMk9jPn4sJ6zmC7voOBJDXjIhJ2L07oXaGGsEVVURCoWglugPulkgL2LIixjyIoa8iCEvYsiLGLN4sXr5DbEo7Er08zBAacm/ssvoXgoJu3w9vDIo5GyCrGRf1MzoXspFQV5K3MboCPD3zz1bf5VdubywLG2MWtilmjDsouNIDHnJhJyI0bsXCrtqhEAggFdeeSW1oD7BIS9iyIsY8iKGvIghL2LIixizeLHVJcOueGbYhWEedlna8w8DjO5FW/g7n1Y5/0EelkTduSuDjO6lXBTkpYRtjPGoCmeYV+blakGtBrm8ZAtl4/5kZZfNfGEXHUdiyEsm5ESM3r1Q2EUQBEEQBEGUBC3ssgjCLmWEh12Ozvwru4wOU/Jfsyt8jPuJ1+mvDc6UlLCNcaRnBBJUABLqu403v1mWteW0sEs1YdhFEIS5obCLIAiCIAiCKAn2+mRlVyKa0R5m9fMwxzlTf5Uv5SJbe9hkosd5ZZfa1FLWMRFJtDbGEoRdYz18bkcc9ZCtStGvV3HkqavcEgEedjEKuwiCMBgUdhEEQRAEQRAlQQu7gPFd3DQcAR4IeGYZr/JluhSyZpe2gL/cQpVdFcGSDKVK0MaotaCGPQYNcpPBn2iepsIuB4VdBEEYCwq7CIIgCIIgiJLgqLen/h0eGQ+7Ev4QlFgIAFA/z6CBwHQoIOzCUHJNszYKuyqBVMI2xtARHnbF64w5t1XFwv9f0MaohvhxLNntGY8RBEHoGUu1B0BUBq/Xi3PPPbfaw9Ad5EUMeRFDXsSQFzHkRQx5EWMWL7IiIaY4YE2EERkdD7tGe/ji3XHJhvoOZ96vZ3Qv2ppd+bQxyiM8MLF15g5MjO6lXBTkpYRtjNETPKhUG/QZVOb0kgxlkcicpyyYPI5NWNlFx5EY8pIJORGjdy9U2UUQBEEQBEGUjLiF3xRPbGPU1jQKOpshK1JVxlUNClmzyzrGHblm6jMwMRtSCdsY4708qJRajFnZlWpjjGa6UJNhl+Q0X9hFEIS5obCrRggGg3j99dcRDAarPRRdQV7EkBcx5EUMeRFDXsSQFzFm8pIQhF2BwzzIiboLW6/L8F4KaGO0B3hg4p6dOzAxvJcyUZCXAtsYtz07iEM7AsLH2AB/7yzt+gy7cnlJrS2XyHTBwuYNu+g4EkNeMiEnYvTuhcKuGiGRSMDn8yEhKE+uZciLGPIihryIIS9iyIsY8iLGTF4SVn5THPONh13hYzzsitUXFgYY3ovWKpdj/IlwDPbIGACgYX5uR4b3UiYK8SIpydugPMKuoZ4xxP79YvSc/1Hh4/IIn9+2Dn1W5eXywizJlW1EFYjJNbtkl/nCLjqOxJCXTMiJGL17obCLIAiCIAiCKBmisEtb0wgNtbMTIwCw5MLfLEdl18gBvqaZKimon+kt+7gIjFd2xXO3Mfa+dAA2NYTmkX1IxDLDMesYr+xyzdJnZVcuJC2UFYVdEfOGXQRBmBsKuwiCIAiCIIiSodr4TXHcPx52xfuTYVezMcOAaaMtUC9oD5uIr4eHJSFHE2QLXZ5XgtSaXXlUdvn29vLvgQrfcX/G43Y/f/88c4w5v1mWdlsp2caouCnsIgjCWNBfU4IgCIIgCKJkqHa+2+LEsAuDPOyytNZWZVeqjTHHIuj+Q9xPxKPPNjgzUkgbY7jnROrf/qOjaY/FoyqckREAQF23Qd8/ZerdGKUIhV0EQRgTCrtqBIfDgSVLlsBhwm2Di4G8iCEvYsiLGPIihryIIS9izOSF2fnvkPCHUl+TtDWNOgsLAwzvRclvN8bQUV4ZFK/LrzLI8F7KRCFeUpVdebQxxo+Mh12B42Npj430jECCCkBC3Rx9hrk5vWSZp3KUh10Wj/nmGh1HYshLJuREjN69WKo9AKIyWK1WtLe3V3sYuoO8iCEvYsiLGPIihryIIS9izOQlFXYFxiu7rGM87HJ2FRZ2Gd1Las2uHG2M0WODcANgjfn5MbqXclGQlwLaGKW+3tS/w73plV2j+3lQGXY2QLYq+f3sCpPTS42GXXQciSEvmZATMXr3QpVdNUI0GsXRo0cRjUarPRRdQV7EkBcx5EUMeRFDXsSQFzGm8pL8hFcNTgi7giMAAPeMhoJeyuhetFa5XJVdieSaZlJzfmGX0b2Ui0K8aIuy5xN2WQfHK7sifelhV+BwsgXVrd8WxpxesixQr8TMG3bRcSSGvGRCTsTo3QuFXTVCJBLB3r17EYlEqj0UXUFexJAXMeRFDHkRQ17EkBcxZvIiOZNhV4jfJLOECkdoBADgnV1Ym5fRvWgLf+dqlWMDvDpIaW/J63WN7qVcFOIl1caYyN3G6Bwbr+yKDqS3MYaOFNaCWg1yerEkm30Ea3ZpYZfVa76wi44jMeQlE3IiRu9eKOwiCIIgCIIgSoYWdrFk2BXq8wGMV8/Uz2mo1rCqghao5GpjlJNrmtkLXNOMmD7aeyPlqOwKDIbhjI6k/jsxlF7ZFTnOwy61Ub9hV06y7BpqifPj2FZnvrCLIAhzQ2EXQRAEQRAEUTK0sAvJsMt3kAc5YYsXzjprtYZVHfJcoN7iS65pNoPCrkqR726MAzv60v5bHU4PuxL9w/z18mxB1SPj7baZVW6psMtrr+iYCIIgioXCLoIgCIIgCKJkyK5k2BVOhl2HeBgQdupzp7qykqqYyR52OQK8Osgzx8DVQQYjVdmVo41xdOeJtP9mo+ltjBjk752lzbhhlzZPMamyS42rUFS+Fo+9niq7CIIwFhR21QiKoqCxsRGKos9dYqoFeRFDXsSQFzHkRQx5EUNexJjJi+Jx8n+EQgCA4LERAEDM01D4axndizbuLJVdajQOR5hXC9XPzS8wMbyXMlGIl9TOibnaGPelh12yL72ySxrhYa6tXb9hbk4vyTW7JlcghsfGF502Y9hFx5EY8pIJORGjdy+Wag+AqAwulwunnHJKtYehO8iLGPIihryIIS9iyIsY8iLGTF4UN78pliK8sityYhgWAPG6witfjO5lfBH0qcOu0QNDYAAYZNTPrs/rdY3upVwU4iXVxsiyh12RQ3xx+rCrCY7gEJRAethlGeMtqI4Z+q3Ky+VlvKUzfZ5GRsd3VDXjml10HIkhL5mQEzF690KVXTUCYwzxeByMsWoPRVeQFzHkRQx5EUNexJAXMeRFjJm8pMKuKL9RjvXxyhc0FF75YngvSu6wa2Q/D0uCziYo1vwuzQ3vpUwU4iXfNkb1GK/sCs5YBACwTgq7bAH+/rln6reyK6eXKSoQtbArodggW8x320jHkRjykgk5EaN3L+Y7axFC/H4//vWvf8Hv91d7KLqCvIghL2LIixjyIoa8iCEvYszkxeLhYZecDLsS/TwMkJoKDwMM7yWPBeoDh7mfqDv/yjfDeykThXjR2hhz7cYo9/PKLiziYZctPL5ml5pgcIZ4mOudo981u3J6mWJtuegYP4bjivmqugA6jqaCvGRCTsTo3QuFXQRBEARBEETJsHr5jbGSDLvY8Aj/emtDlUZUPVLtYVkqu8JH+QLnsTr9tsGZkXzbGG3DvLLLcyoPu+wxH+JR/j2+434oLAYg//XW9IikBX9ThV1Wc4ZdBEGYGwq7CIIgCIIgiJKRCrti/EZZHuWVL5Z244YB00WyJpfHzRJ2RY7zyi7WWHt+qkk+bYxMZXD5eGVX29k87JLA4DvmAwCM9PC5HbO6YXXbyjncsiJN0W4b8yWrMynsIgjCgFDYRRAEQRAEQZSMVNgV5zfKFh8PBJyd+l3TqGzksWZXoo9XdqGZKrsqST5tjMOHfLAl+K6irStnIGZ1AQD8R/m6XYFDPKgMuwweVFrE7bZa2KVS2EUQhAGhsIsgCIIgCIIoGfZ6fmNsjfOQQFvA2zWj9sIuyZK7jZEN8LDL0mbwwMRgaG2MUpY2xqHtvIUx4miA1WNHxNkAAAid4GFX8Aif23Gvsee2VtklTdqNMe5Phl02CrsIgjAelmoPgKgMbrcbZ555JiwWessnQl7EkBcx5EUMeRFDXsSQFzFm8qKFXZZ4BCyhwhEeAQDUzW4o+LWM7mWq9rCJyCM8MLF35h92Gd1LuSjEi2xVoCJ7G+PYnl44AITq2wEAMWcdMHYMwRN8kfroiSG4ACTq9R1U5vKiVbmxSVVuZg+76DgSQ14yISdi9O5Fn6MiSo4sy7DZjLuWQLkgL2LIixjyIoa8iCEvYsiLGDN50cIuBsDfMwAkb6Dr5hRe/WJ0L6k1u9Spwy7rGK/scsxsyft1je6lXBTiJRV2ZansCh04AQeAeHMHAEB11wEAov28sivam1xvrUnfYVdOL1plVzw9+FODybDLbs6wi44jMeQlE3IiRu9eqI2xRgiFQnjjjTcQCoWqPRRdQV7EkBcx5EUMeRFDXsSQFzFm8uJoGL8xHth6HAAQtnjgrLMW/FpG9zK+G+PUgYrW5umdk39gYnQv5aIQL/nsxhg9zBenRzuv7FLrGvjXk2GXOsjXo5Ob9R125fIia+22k0LZRICHXTBp2EXHkRjykgk5EaN3LxR21QjxeByDg4OIx6cu1a5FyIsY8iKGvIghL2LIixjyIsZMXiw2GXGZf9I7tvMYACDsbIQkFf5aRveSa8c/NZaAI8yDk7ru/AMTo3spF4V40Vr3ZDXLbown+Jpd1lm8sgt1vLIrPsTbGKVBXpVn1flOozm9aC1Ik0JZNRTh/3CYM+yi40gMecmEnIjRuxcKuwiCIAiCIIiSElf4zXFoP6/sinmMvYD3dNHCrqnaGEd7hgEwMMho6G6o2LiI/HZjVPp5ZZdzLg+75KZ6AAAb4QGlPMYru+wdxp7fmovJ81RrY4TDXuEREQRBFA+FXQRBEARBEERJiVt52BU7witjEgbfrW66pEKEKdoYxw7wyqCQowGKlS7LK4nWupdtzS7HCJ+/nvm8jdGSDLswysMumy+50+hMfVd25UJr6ZQnVSCyEA+7JJNWdhEEYW7orypBEARBEARRUhIWfnMsHeeVXayhNsOuVBvjFJVdgUM87Iq4mys2JoKTq40xHlXhDvYBABqX8souazNvY5R8vI3RHuSVXZ7ZBg+7LOLdGLWwS3ZR2EUQhPGgsKtGsNvtmDdvHux2KkOeCHkRQ17EkBcx5EUMeRFDXsSYzYtq4zfHtkG+ZpfUNL2wy/BelOxrdgWP8MqgWF1hYZfhvZSJQryk2hinqOwa3D0ImSXAJBmNC/lOmfY2Xtml+EcR8cfgiPHQq5D11qpBLi+yja/ZJSUmhbLhZGWXScMuOo7EkJdMyIkYvXuxVHsARGWw2WyYNWtWtYehO8iLGPIihryIIS9iyIsY8iLGbF4SybDLPcoruyyt0wu7jO5FsWlrIYkDlciJIbgAsMbCwhKjeykXhXjJ1cY4vIO3MAbdralgzNFejxgAa2g0ud4aAEmGp9Nb3MDLTC4vWhujxMRhl2LSsIuOIzHkJRNyIkbvXqiyq0aIxWLo7+9HLBar9lB0BXkRQ17EkBcx5EUMeRFDXsSYzQtLhl1SPAoAsLVPL+wyupdcC9QnenkbI5oLq+wyupdyUYiX8cou8Xvj28sXp482tKe+5urklV228BjGDvKwK+RsTIVFeiWXl/FdQ9NdSJFk2OU2Z9hFx5EY8pIJORGjdy/6PjMTJSMcDmP79u0IJz+hITjkRQx5EUNexJAXMeRFDHkRYzYvzJ5+czzd3eqM7iXXml1skLcxWtoKq+wyupdyUYiX8TW7xO9N+CAPu+ItHamveWfwNbscMR/G9vUDMMZ6a7m8TLUbo9nDLjqOxJCXTMiJGL17obCLIAiCIAiCKCmTwy73zBpdoN4qrpjRkId5ZZetU/+BidlItTFC3MaYGEi2KTaNB5GerrrUv/3bDvLn1Rl/bk8V/MlRfgNr8Zgz7CIIwtxQ2EUQBEEQBEGUFkf6zbF3tvEDgemgWKeu7GIJFd5jOwEA3qUzKzouYnw9NYmpYCrLeFwd4YvPK43jAZdsVRC1eQAAsd0H+PMa9L04fT5MVYFIYRdBEEaGwi6CIAiCIAiitEwKu+rnNFRnHFUmFSII1oU6/MQO2MJjiChuLLhoeaWHVvOkWvcAqPHM6i5pbBQAoDQ3pH096uDhl3Kkh79Os/GD3KnaGJUYD7usXgq7CIIwHhR21QiyLMPj8UCW6S2fCHkRQ17EkBcx5EUMeRFDXsSYzYvkHL85jihuOOtt03odo3uRs7QxHvvTywCAwQWnw+ZUMh7P+roG91IuCvGitTECQCKa+f5Ifl7ZZWupS/t6zMUXqfcM9PDXadV/ZVcuL1O1MSpxc4dddByJIS+ZkBMxevdiqfYAiMrgdrtx2mmnVXsYuoO8iCEvYsiLGPIihryIIS9izOZFcjlT/w67GiFJ03sdo3uRLTJUiCu7Ei+8BACwnX1Gwa9rdC/lohAvWhsjACRimZVd1gCv7HK0pYddCTcPu1zREQCArUP/YVcuL6nKLpbuwZKs7LLVmTPsouNIDHnJhJyI0bsXfUZwBEEQBEEQhGGRXeM3xzG38du8pots458rT66YiY4E0XBwCwBg1nvXVnxcRHrYpcYyw0hriFd2Odrr077OvOnhl6NT/2FXLsYru+JpX1cSEQDmDbsIgjA3FHbVCD6fD88++yx8Pl+1h6IryIsY8iKGvIghL2LIixjyIsZsXmT3+M1x3Dv9sMvoXuQpFqjf//vXIKlxjLq70H124YvTG91LuSjES642RluEh13uzvRwCw0Naf/pma3/sCuXl9TOlBPmaTyqwqJGAQD2Onv5B1kF6DgSQ14yISdi9O6Fwq4agrHMnWYI8jIV5EUMeRFDXsSQFzHkRYyZvCgTKrtYQ3GVXUb2IgoRAGDwMb5eV+CktdNu8TSyl3KSr5eJYdfkBeoj/hhs8SAAwDMjvbJLbkgPv4yy02g2L1oFojShjTEyGk7929Fg3souOo7EkJdMyIkYPXuhsIsgCIIgCIIoKRbP+M2x1GSMMKAcpCq7Jq3ZZX2dr9flfSu1MFYLHnbxpHFyG6Pv6FjyXxLc7Z60xyxN6WFX/Vz9V3blQrRA/cSwy+qe3gYTBEEQ1YTCLoIgCIIgCKKkTAy7LK01HHYJ1uwa3d0Lz0APGGQseN/qag2NAKBK/FZochuj/yhfnD5i90JS0m+XrK0NqX/HrC5YPcZv8VOs/HecuGaXFnYlFHuGA4IgCCNAZy6CIAiCIAiipEwMu6xttRt2aSHCxPaw/b/lLYwDbcvQPLdO+H1EZWASr2ia3MYY6uWVXVFH5vtjbx3/WsRl/KouAJAsmbsxRsd42BW3mLeFkSAIc2Op9gCIyuByubB69Wo4HPQHayLkRQx5EUNexJAXMeRFDHkRYzYvVq8DWq2Mo3P6YZfRvWghgszGK2YC/3gJdgDx1dNvYTS6l3JRqBdVVqComW2Mod4xOADEXZlhl6uzHpHkv6NeY4Rdubwo9mQF4oR225gvGXZZzTvH6DgSQ14yISdi9O6Fwq4aQVEUuN3uag9Dd5AXMeRFDHkRQ17EkBcx5EWM2bzY6p0IJf/tnjn9sMvoXhRb+lpILKHCs51XdjX/+/TDLqN7KReFemHJNsbJYVe0f5SHXZ6GjO+ZGHYl6owRduXykmpjnBB2RZNhV8LEYRcdR2LISybkRIzevVAbY40QDoexa9cuhMPh3E+uIciLGPIihryIIS9iyIsY8iLGbF5sdeM3yJ5Z0w+7jO5FC7u0NsahHb2whUaRkKxY8p6Tpv26RvdSLgr1MlUbY2wwuUC9N7Oyy9054WtNxgi7cnkZ30hBBVP5zmrxZNilmjjsouNIDHnJhJyI0bsXCrtqhFgshhMnTiAWi1V7KLqCvIghL2LIixjyIoa8iCEvYszmxVbvTP27vnv6YZfRvWhhF8CgxlWMHeYLn4cdDXB4pt9gYXQv5aJQL6qcDLsmVXYlhvj7JNVnhl2errrkHo6A3GKM9ehyedHCLmA8+EsEkmGXzbxhFx1HYshLJuREjN69UBsjQRAEQRAEUVIa5jXhia5/R8Jdj6UNtmoPp2qkFv4GD1RCJ3iIEnXVV2tIxASmamNko7yyS2rIfJ9ki4yIzQtb1AdrmzEqu3JhsY/P00Q0AcWmIO4Pww5AtZs37CIIwtxQ2EUQBEEQBEGUFKtNwqVbb4GiAJKU+/lmJS1EiKkI9/K1oBKChc+JysNkcRsjG+Nhl6VZ/D5FnPWwRX1Fbb6gJyZWdsUjCdg845VdzMSVXQRBmBtqYyQIgiAIgiBKjsMBWK3VHkV1GW9j5BUz0f4R/m9vQ3UGRKShrdnF4umVXYqPV+BZm8UVePKSxZAVGTPfsri8A6wQE+epVuWWCPJl+BlVdhEEYVCosqtGsNlsmDVrFmy22m0lEEFexJAXMeRFDHkRQ17EkBcx5EWM0b1MrJhJROKIJxc+Z3XFtTEa3Uu5KNQLk8VtjHKAv0/2VnFl15onboU6NAK5raWI0VaOXF4mh7IAoAaTC047zBt20XEkhrxkQk7E6N0LhV01gt1ux7x586o9DN1BXsSQFzHkRQx5EUNexJAXMeRFjNG9KNbxJgo1riIxzCuG5Mbiwi6jeykXhXqZajdGW5C/T872KdpNLRbDBF1Abi+yMt5rrAV/WtglOc0bdtFxJIa8ZEJOxOjdC7Ux1gjxeBwjIyOIx+PVHoquIC9iyIsY8iKGvIghL2LIixjyIsboXmSLDCT37ktEE8AID1GUxuLW7DK6l3JRqBdtza7JbYz2MH+fXJ3m2EggpxdJgpoM/rTKLhZKhl0Oe0XGWA3oOBJDXjIhJ2L07oXCrhohFAph8+bNCIVC1R6KriAvYsiLGPIihryIIS9iyIsY8iLGDF4mhgjSGA9RLC0NRb2mGbyUg0K9iNoYo8E4bPEAAMDTZY6NBPLxkqpyS7pg4WTY5TJvZRcdR2LISybkRIzevVDYRRAEQRAEQRBlgknjgYrs52GXvc0cFUNGR7Qbo/+4L/Vvs4Rd+aAmXSRiSRfJyi7ZxGEXQRDmhsIugiAIgiAIgigTqsyXyFVjCVgDOdaCIiqKqI3Rf4wvTh+1edI2GDA7qcquaLIdKcLDLoXCLoIgDAqFXQRBEARBEARRJtQJ7WG25FpQzg6q7NIFyaq7iWFX8Dh/j6KO2gokJ1YgAoCkhV1uCrsIgjAmFHbVCJIkwWazQZKk3E+uIciLGPIihryIIS9iyIsY8iKGvIgxgxdtXah4KAZ7hLfIeWY2FPWaZvBSDgr1wpTMNsZwH6/sirnME0jm40WrQNTaGOUaCLvoOBJDXjIhJ2L07sVS7QEQlcHj8eDMM8+s9jB0B3kRQ17EkBcx5EUMeRFDXsSQFzFm8KK1h4VOjABgAIC6mcVVDZnBSzko1IuojTHSPwYbANVtnsqufLyok1zIUR52WTzmDbvoOBJDXjIhJ2L07oUquwiCIAiCIAiiTGgVM6EjQwCAqMUFm4s+b9YFgjbG2ABvY1S95qnsyouki0Q0Peyyes0bdhEEYW4o7KoR/H4/XnzxRfj9/moPRVeQFzHkRQx5EUNexJAXMeRFDHkRYwYvWhtj+BgPuyKOhqJf0wxeykHBXgRtjPEh3saIOvNUduXjRavs0tbsUmLmr+yi40gMecmEnIjRuxcKu2oExhii0SgYY9Ueiq4gL2LIixjyIoa8iCEvYsiLGPIixgxetFa5eF+ysqsEa0GZwUs5KNSL9t4gMV7ZxUZ4ZZfcYJ6wKx8vLFmBmGpjjEcAALY684ZddByJIS+ZkBMxevdCYRdBEARBEARBlAltzS51gIddZloLyvDI6TsQAgDGeGWX0lRjbYyTXFji1MZIEISxobCLIAiCIAiCIMqEqvCKGWk4GXbV2lpQOkbbjZElxtsY4eNhl62ltkLJiW2MjI2HXWau7CIIwtxQ2EUQBEEQBEEQ5SK58Lc8NgwAYA0NVRwMkYa2A+GENkaLfwQAYG+rrVBy4s6U8XAcCosDAOz1FHYRBGFMKOyqEZxOJ1asWAGn01ntoegK8iKGvIghL2LIixjyIoa8iCEvYszgRQsR7L5BAIBSgrWgzOClHBTsRc7cjdEa5JVdjnbzhF15eZHHF+sPj0ZSX3Y0mDfsouNIDHnJhJyI0bsX2ve4RrBYLGigTxIzIC9iyIsY8iKGvIghL2LIixjyIsYMXrRWOXuQV3aVYi0oM3gpBwV70doYJ+zGaAvzsMvVYZ42xny8pCq7YnFERsPJr0qwOK3lHVwVoeNIDHnJhJyI0bsXquyqESKRCPbv349IJJL7yTUEeRFDXsSQFzHkRQx5EUNexJAXMWbwooUIlngIAGBrLT7sMoOXclCwFyV9N8Z4VIU95gMAeGaYp7IrHy9swppd0TEedsUsDkiyVJExVgM6jsSQl0zIiRi9e6Gwq0aIRqM4fPgwotFotYeiK8iLGPIihryIIS9iyIsY8iKGvIgxgxctRNCwtTUU/Zpm8FIOCvYyqY3Rd9wPCQwA4On0lmWM1SAfL1oFohpXMbSrHwAQc5on8BNBx5EY8pIJORGjdy8UdhEEQRAEQRBEuZgUdjnbzdMeZ3gm7cYYODYKAIhZXVAc5m3fEzJhgfrhDXsBAOEZ86s5IoIgiKKgsIsgCIIgCIIgyoWSHna5u8xdLWMoJrUxBo7z9bqi9hoMJLUqt1gc0W17AADSooXVHBFBEERRUNhFEARBEARBEGVichujmdaCMjyT2hjDvcnKLlfthV2pNsaECssBHnZ5VlHYRRCEcaGwqwRs3LgRv/zlL6s9jKxYrVZ0dHTAaq2xkuwckBcx5EUMeRFDXsSQFzHkRQx5EWMGL2xCZReDjLouT9GvaQYv5aBgL5PaGCP9vLIr4TZXIJmPF6ZYAABqJI76ft7G2PYmc4dddByJIS+ZkBMxevdCYVcR7NmzB+973/tw2mmn4R//+Me0X2fjxo245JJLcNppp+GMM87AmWeeiQcffLCEIwUcDgcWL14Mh8NR0tc1OuRFDHkRQ17EkBcx5EUMeRFDXsSYwos8frkdsXkhW4q//DaFlzJQsJdJbYzRQR52qV5zVXbl40VKztPQniOwJYJgigXta2ZXaohVgY4jMeQlE3IiRu9eKOyaBrFYDHfeeSfuuece/Otf/wJjbNqv9be//Q1r167F4sWL8eqrr+Lll1/GDTfcgMsuuwy33nprycacSCQQCASQSP4xJzjkRQx5EUNexJAXMeRFDHkRQ17EmMJLsmIGACIl2t3OFF7KQMFeFFn7Rv5/g7yNEfXmquzKx0uqAnHXLgDAWMs8yDbLlM83A3QciSEvmZATMXr3QmHXNLBarfjc5z6H733ve7jyyiun/ToHDhzA5Zdfjrlz5+Lb3/42JEkCAFx66aX4wAc+gJtvvhlPP/10ScYcDAbx6quvIhgMluT1zAJ5EUNexJAXMeRFDHkRQ17EkBcxZvAysY0x5mooyWuawUs5KNSLNKmNUR3hlV1Sg7nCrry8JNeW8x7bCQCIz1lQiaFVFTqOxJCXTMiJGL17obCrSIop2fve976H0dFRXHXVVVAm7dTzkY98BIwxfPnLXy52iARBEARBEESVkCa0Maoec7XHGZ5JbYxshFd2WRpr8H1KunBHhwEAtmXmD7sIgjA3FHZViVgshv/v//v/AADr16/PeHzt2rWw2+145ZVXsGPHjgqPjiAIgiAIgigJExeorzNXxZDRkSa1Mco+HnZZW2rwfZr0wXvDGnMvTk8QhPmhsKtKbNq0KVXut2zZsozHLRYLFi9eDAB44oknKjo2giAIgiAIojSwCWt2mW0tKMOjtTGqvI1RDvA2RltL7VZ2aXSdS2EXQRDGhsKuKrFt2zYAgNvtRv0UFz5dXV0AgDfeeKMkP1NbE4xIh7yIIS9iyIsY8iKGvIghL2LIixije0lVDwFQmkoXdhndS7koxItk4QGPlKzsso/2AwC8c5pKP7Aqk9PLhLAr4myAt7u5zCPSB3QciSEvmZATMXr2Yu4tNnTM0NAQAMDr9U75nLo6/qlSX1/flM+JRCKIRCKp/x4b459I+Xy+tIlnsViwbt06qKoKn8+X8TraOILBYMZuCg6HA1arFdFoNO1nAYCiKHC5XGCMwe/3Z7yu2+2GLMsIhUKIx+Npj9ntdthsNsRiMYTD4bTHZFmG2+1O/S6TcblcUBQF4XAYsVgs7TGbzQa73Y54PI5QKJT2mCRJ8Hg8AJAa76pVq1I/x+l0wmKxIBKJIBqNpn2v1WqFw+FAIpEQLsKnOQwEAlCTnxBqZHNosVjgdDqhqioCgUDG63o8HkiSJHxvsjnU3hvtd5tMtvfGZrNh3bp1iMfjGd878b3x+/0Zu5Fq702hDie+NyKH2ntTaofae5PN4cT5PXG+5DO/RfMwX4fZ5ncxDkXvTS6Huc4R69atQzQazZgvRj9HTH5vCj1HTJwvZjtHTOUwn/m9bt06RCKRjJ9rhnPERAo9R2jzJRAImO4cUcx1xLp16xAKhTLmi1HOEXHGAAZAAizN9SW7jtDmSygUMt05YrrXEV6vF+vWrUMgEMgYs+gcEVPjAAMS0SiiwTg8wT6AAfa5dWnfr5dzRKEOJ85vbb5EIhHhOSKB8Xka6FyAQDBomHPEdK8jtPni8/ky5oteriMmUsnrCG2+RKNRU50jirmOyHYvbYZzhEYh1xFA/vfSpTxHiN4DERR2VQlt4thstimfY7fbAUA4GTRuu+023HLLLRlf37x5c2qCA0BbWxuWLl2KSCSC119/PeP55557LgBg586dGZNnyZIlaG9vR39/P/bu3Zv2WGNjI0455RQkEgnh65555pmw2WzYt28fBgcH0x6bN28eZs2ahZGREWzfvj3tMY/Hg9NOOw0AsHHjxowDdPXq1XC73Th48CBOnDiR9tisWbMwb948+P1+bN68Oe0xm82GM888EwCwdevWjINwxYoVaGhowNGjR3H48OG0xzo6OrB48WKEw+GM31WSJKxbtw4Adzj5ZLVs2TK0trait7cX+/fvT3usubkZJ510EuLxuNDhm970JlgsFuzduxfDw8Npjy1YsAAzZszA0NAQdu7cmfaY1+vFqaeeCgDC1z399NPhdDrR09OTEajOmTMH3d3dGBsbw9atW9MeczgcOOOMMwAAW7ZsyThBrly5EvX19Th8+DCOHj2a9lhXVxcWLlyIYDCYMSZFUXD22WcDALZv355xcl2+fDlaWlpw4sQJHDhwIO2xlpYWLF++HLFYTPi7nnPOOZAkCbt378bo6GjaY4sWLUJnZycGBgawe/futMfq6+uxcuVKMMaEr6utrbd//34MDAykPTZ37lzMnj0bIyMjqUpODZfLhTVr1gDgLc2TT+innnoqvF4vDh8+jGPHjqU9NmPGDCxYsAB+vx+bNm1Ke8xqteKss84CwCtCJ/9BPfnkk9HU1ITjx4/j4MGDaY/ROYJD54hx6BzBoXMEh84RnOmcI8YCfnSoKiRJgq21ns4ROjpHDA4Po01VEQoE0b+tDxJUxCBjz+ABSCPjx0AtnCNGfH60qypkRQYWLKRzBF1HAKBzhAZdR3D0ch2RLR+ZiMQmH9lEQXzjG9/ALbfcgquuugo///nP8/6+O+64AzfccAM6OzszJpjGFVdcgfvvvx8XXnghHn74YeFzRJVds2bNwpEjR1KVYQBfEP/AgQNYtGiR8HX0+GlLJT6RDQaD6OnpQXd3N5xOp2E+bdEo1yey8Xgc+/fvx8KFCzNKU/X6aUslqjZCoVDafNH7py2V+kRWVVXs3bsX8+fPz9hZ1ujniGI+kZ08X8x0jijmE1nGGPbs2YN58+bBYkn/zM3o54jJFHKOmDhf3G63qc4RxVxHAMDu3bvR3d2d8QGhUc4RL1/+P+h65g+ABCR+9L9Y9qHTir6OmDhfvF6vqc4RxVxHSJKEnTt3Ys6cOakPjTVE54hXP/8HtP/mf3B85QVo+/ilUD75cYzVz8TyXb/M26ERqjYmzpf6+nrhOeLl9/0vup7+PSABoRu+hiVffIshzhHFXEcA/MZ69uzZcDgcWR1OxOyVXRPnS0NDg6nOEdO9jsh1L230c8RECrmOCAQCed9Ll/IcMTY2hpkzZ2J0dDQt85hMzVV2/eQnP8E111xT8Pd96Utfwne+852SjaOjowMAprywm/hYe3v7lM+x2+0Zf8wBPlkmtkj6fL7U62VrndROWCJsNtuUlWha6fhUOJ3OKR+zWq2wWq1TPp7tdR0OR8YfJw2LxZL1ez0eDxhjqfL/ic+dyivAT0rZXndiRd1ksjnUyqmnItt7U4xD0XujzZdc76t2shNhJocTPYjmS7b5nc88nIps87sYh9nem+k41OZLtjEZ9RwxFfnOb9F80dv8Bgo/R2hMx6E2X7J9r5HPESLydajNl4m/nxnOERrTuY7Q5ovNZpvy5+r9HGG1O4Dk50auzvqSzW9tvmjzyyznCI3pXEdo88Vut0/5cyc6tDv5e6MA8O8+jnoA8ZauKb+32ucIEfmeI7T5ojmd7NDqcKbmacvaBYY5R2hM5zpCmy8Oh2PK1672dYSISvwN1OaL9lpmOUdoFOqwFPfSej9HTCYfh6qqFnwvXYpzRL71WjUXdjU2NqZ2OSyEtra2ko5D24HR5/Olrc0xkePHjwPgJZUEQRAEQRCE8WATKl7dXbQbo66wjO/GGDnAOy3Ujq5qjqh6aPNUktB19rzqjoUgCKIE1FzYdfnll+Pyyy+v9jCwYsUKNDY2Ynh4GNu3b0/11Gqoqprqi37zm99cjSESBEEQBEEQRaLt+AcA3pkUdumJibsxJo7ydZksszqrOaSqoe0a6m+YBatXXOlBEARhJOTcTyHKgSzLuOyyywAAzz33XMbjr732GgKBAJYtW4YVK1ZUengEQRAEQRBECZCSFTMJyQpXE4UIekJKrtsENQGlj3dUOObWZtgl23gNRGT2wiqPhCAIojRQ2FUk2mJwkxe4m8iWLVuwatUqXH/99Wlfv/766+FwOPDzn/88o+/0vvvuAwB89atfLck4HQ4Hli1bNmVPbq1CXsSQFzHkRQx5EUNexJAXMeRFjCm8JMOusKMekizleHJ+mMJLGSjUS6rqTlXhGOJtjN5F5gu78vGy6OpzEVl8Crqvv7SCI6sudByJIS+ZkBMxevdCYVcRhEIh/P3vfwcAbNiwQbhrBgDcfffd2LRpE77//e+nbYm7cOFC3HXXXdi+fTu+/vWvpwKvRx55BPfddx8+9rGP4f3vf39Jxmq1WtHa2pp1YcFahLyIIS9iyIsY8iKGvIghL2LIixgzeNHaw2LO0rUwmsFLOSjUi2xNtjHGYnAHegEAzSeZL+zKx0vb2Yuw6vWfYdalp1dwZNWFjiMx5CUTciJG714o7Jom73znO9HV1YWNGzcC4NvWdnV14Ywzzsh47sUXX4zGxka8613vQlNTU9pjH/rQh/D000/jtddewxlnnIGzzz4b3/rWt3Dffffhpz/9acnGG41Gcfjw4YwtQGsd8iKGvIghL2LIixjyIoa8iCEvYszgRbLy9rCYu3Rhlxm8lIOCvSTbGC3DfVBYHExW0LCwtYwjrA40X8SQFzHkJRNyIkbvXmpugfpS8cgjj+T93PPPPx9DQ0NTPn7OOefgnHPOKcWwpiQSiWD//v1oaGiYcjvaWoS8iCEvYsiLGPIihryIIS9iyIsYU3hJtjGqntKFXabwUgYK9aJVdnlHjwIAgp721NfMBM0XMeRFDHnJhJyI0bsXquwiCIIgCIIgiDLR9LbT0euYA+nfLqj2UIhJaGt2WRivSog0ma+FkSAIolahyi6CIAiCIAiCKBPLLlqIRb1/hIWuunWHtp6ahtpOYRdBEIRZoMougiAIgiAIgigjFHTpk8kti8pMCrsIgiDMAoVdNYLFYkFzczMsdLWVBnkRQ17EkBcx5EUMeRFDXsSQFzHkRQx5EVOoF62NUcPebc6wi+aLGPIihrxkQk7E6N2LxBhj1R4EUTrGxsZQX1+P0dFR1NXVVXs4BEEQBEEQBKFLtt79IpTPfzr138rdd2HxlWuqOCKCIAgiF/lmHlTZVSOoqopoNApVVas9FF1BXsSQFzHkRQx5EUNexJAXMeRFDHkRQ17EFOplchtj0/Kucgyr6tB8EUNexJCXTMiJGL17obCrRggEAnjxxRcRCASqPRRdQV7EkBcx5EUMeRFDXsSQFzHkRQx5EUNexBTqJS3skiQ0L20r08iqC80XMeRFDHnJhJyI0bsXCrsIgiAIgiAIgqg5Ju7GGHS3QrZbqzgagiAIopRQ2EUQBEEQBEEQRM0xsbIr3GjOxekJgiBqFQq7CIIgCIIgCIKoOWTL+K2Q2kZhF0EQhJmgsIsgCIIgCIIgiJpDsoxXdskzzbk4PUEQRK0iMcZYtQdBlI6ptuFkjCGRSEBRFEiSVMUR6gvyIoa8iCEvYsiLGPIihryIIS9iyIsY8iKmUC8H/rYboUveDwAIfOZGrLntknIPsSrQfBFDXsSQl0zIiZhqeZkq85iMpWIjIqqKJEmwWOjtngx5EUNexJAXMeRFDHkRQ17EkBcx5EUMeRFTqJeJbYyeReat7KL5Ioa8iCEvmZATMXr3Qm2MNUIwGMSWLVsQDAarPRRdQV7EkBcx5EUMeRFDXsSQFzHkRQx5EUNexBTqZeIC9U3LzbtmF80XMeRFDHnJhJyI0bsXCrtqhEQigeHhYSQSiWoPRVeQFzHkRQx5EUNexJAXMeRFDHkRQ17EkBcxhXrRwi4JQPPyjjKOrLrQfBFDXsSQl0zIiRi9e9FvzRlBEARBEARBEESZ6DilDcMNTYh3zILFba/2cAiCIIgSQmEXQRAEQRAEQRA1h+J24KR9DwM2W7WHQhAEQZQYCrsIgiAIgiAIgqhNHI5qj4AgCIIoA7RmV41gt9uxYMEC2O1Uoj0R8iKGvIghL2LIixjyIoa8iCEvYsiLGPIihryIIS9iyIsY8pIJORGjdy8SY4xVexBE6RgbG0N9fT1GR0dRV1dX7eEQBEEQBEEQBEEQBEGUhHwzD6rsqhFisRh6e3sRi8WqPRRdQV7EkBcx5EUMeRFDXsSQFzHkRQx5EUNexJAXMeRFDHkRQ14yISdi9O6Fwq4aIRwOY+fOnQiHw9Ueiq4gL2LIixjyIoa8iCEvYsiLGPIihryIIS9iyIsY8iKGvIghL5mQEzF690JhF0EQBEEQBEEQBEEQBGEaKOwiCIIgCIIgCIIgCIIgTAOFXQRBEARBEARBEARBEIRpoLCrRlAUBV6vF4qiVHsouoK8iCEvYsiLGPIihryIIS9iyIsY8iKGvIghL2LIixjyIoa8ZEJOxOjdi8QYY9UeBFE68t2GkyAIgiAIgiAIgiAIwkjkm3lQZRdBEARBEARBEARBEARhGijsqhF8Ph/++c9/wufzVXsouoK8iCEvYsiLGPIihryIIS9iyIsY8iKGvIghL2LIixjyIoa8ZEJOxOjdC4VdBEEQBEEQBEEQBEEQhGmgsIsgCIIgCIIgCIIgCIIwDRR2EQRBEARBEARBEARBEKaBwi6CIAiCIAiCIAiCIAjCNEiMMVbtQRClY6ptOFVVRSQSgd1uhyxTxqlBXsSQFzHkRQx5EUNexJAXMeRFDHkRQ17EkBcx5EUMeRFDXjIhJ2Kq5WWqzGMyFHaZjHzfeIIgCIIgCIIgCIIgCCORb+ZBsWSNEAqFsGPHDoRCoWoPRVeQFzHkRQx5EUNexJAXMeRFDHkRQ17EkBcx5EUMeRFDXsSQl0zIiRi9e6Gwq0aIx+Po6+tDPB6v9lB0BXkRQ17EkBcx5EUMeRFDXsSQFzHkRQx5EUNexJAXMeRFDHnJhJyI0bsXCrsIgiAIgiAIgiAIgiAI00BhF0EQBEEQBEEQBEEQBGEaLNUeAFFatP0GxsbG0r7u8/kQCAQwNjYG2pNgHPIihryIIS9iyIsY8iKGvIghL2LIixjyIoa8iCEvYsiLGPKSCTkRUy0vWtaR62dS2GUyfD4fAGDWrFlVHglBEARBEARBEARBEETp8fl8qK+vn/JxiVE0aSpUVcWxY8fg9XohSVLq62NjY5g1axYOHz6cdXvOWoO8iCEvYsiLGPIihryIIS9iyIsY8iKGvIghL2LIixjyIoa8ZEJOxFTLC2MMPp8PXV1dkOWpV+aiyi6TIcsyZs6cOeXjdXV1dIAKIC9iyIsY8iKGvIghL2LIixjyIoa8iCEvYsiLGPIihryIIS+ZkBMx1fCSraJLgxaoJwiCIAiCIAiCIAiCIEwDhV0EQRAEQRAEQRAEQRCEaaCwq0aw2+34+te/DrvdXu2h6AryIoa8iCEvYsiLGPIihryIIS9iyIsY8iKGvIghL2LIixjykgk5EaN3L7RAPUEQBEEQBEEQBEEQBGEaqLKLIAiCIAiCIAiCIAiCMA0UdhEEQRAEQRAEQRAEQRCmgcIugiAIgiAIgiAIgiAIwjRQ2EUQJkRV1WoPgSAIgiAIgiAIgtAxqqpCVVUEg0EAgJmWdKewy0D86U9/wtjYWLWHoTvIyzjayUmW+aF9zz334LnnnqvmkHTD5BM3BYIc8iJG80I+xpk8VxKJRJVGoi/oGCKI4jHTzVWpob9HmdB8yQ7dG4n57W9/iz179lR7GLph4n1jT08P/vznPwMAJEmq4qhKC4VdBuGpp57CpZdeiieeeIL+2E2AvHAYY1BVNXVyeuyxx7B48WJ8/OMfx8aNGwHU9kXSRDcHDx4EY4wulEBeRGi/v+ZFC45rnYlzpbe3FwCgKErq8VqdNxO9jIyMAKA5A/D5EA6H8Y9//KPaQ9EV5CWTydcv4XA44/Fahf4eZTJ5vvj9/rTHa/laV4PujcRs2bIFV155JR566CGEQqFqD6eqTD6OHn/8cVxwwQV4+umnU4+bBUu1B0Dkx8GDBwEAP//5z3HGGWdg1qxZVR6RPiAvvLpCURRIkoRdu3bh85//PP76178CAKxWK5588kl85jOfqcmLJMYYJEmCLMvYuXMnvvCFL2BoaAhDQ0OYO3cuvva1r2Ht2rXVHmbFIS9iNC8A8Mgjj+D+++9HfX093G43LrvsMixbtgwulwuqqtbc8STLMnbt2oUbb7wRo6OjGBwcxIoVK/CRj3wE55xzjqk+BSwE7Ri6+eabEQ6HMTo6inPOOQdXXXUVFi1aVO3hVQ1JkvDMM8/ghz/8ISwWC84999yaPG4mQ17S0c65kiRhz549uOOOO+D3++FwOLBu3Tp88IMfrNlzy8S/R08++SR+97vfweFwoKWlBe95z3uwfPnyjOfVAhPny3e+8x309/fD6/Xi7LPPxjXXXFOzx9JE6N5IzOHDhwEADz30EM4+++yavM7V0I6j3bt34/rrr8ejjz4KADj77LNTj5sGRuiaeDzOGGPsZz/7GbPZbEySJHbnnXeyaDRa5ZFVF/KSTiAQYJ/73OeYJElMkiQ2b9489vvf/559+MMfZmvXrmVHjx6t9hCrRjQaZTfeeCNbt24du+uuu9iRI0fYTTfdxNrb29ny5cvZc889xxhjTFXVKo+0spAXMfv27WMf+MAH2L/927+xe+65h11++eWsoaGBORwO9r73vY/5/f5qD7GiJBIJpqoq+/73v8/WrFnD7r77brZv3z52zTXXsLa2NiZJEvvKV77C+vv7qz3UiqKqKkskEuy2225jZ5xxBvvJT37CXnnlFXbhhRcyp9PJ6urq2B133FFzx4/G3r172eLFi5kkSexjH/sYCwaDjLHaO59MhrxkEo1G2Te/+c3U9cvE/1133XVsz549jLHadHT48GH23ve+N8PLggUL2G9+85tqD68qJBIJdvvtt6dcKIqS+vc999yTek4tQvdGYrT58Ne//jXl5brrrmODg4OMsdo7tyQSCRaLxdLuG+vr69kPfvCDag+tLFDYZRBuvfVWdtZZZ7GOjg62ePFi9sYbb1R7SLqglr1oJ+cf//jHrLGxkUmSxBwOB/va177GxsbGGGOM/eEPf2CSJLHjx4+nfU8t8dBDD7Grr76a+Xy+tK//7Gc/Y5IksW9/+9tVGll1IS9iPve5z7Hvf//7aV977rnn2CmnnMIkSWJXXHEFe/3116s0uuowNDTE1q9fz1577bW0rz/zzDPM4/EwSZLYVVddxfbv388Yq50bjYMHD7L169eznTt3pr4WiUTY7373u9QF5De+8Y2aPP/+5je/YaeccgpzuVxs5syZ7IEHHmCM1ZYDEeQlk//5n/9JHS9XXnklu/LKK9m6deuYJEmsoaGBfec732GRSKTaw6w4Pp+Pvec970l5+NCHPsTOPPNM1tzczCRJYmvWrGH//Oc/GWO1NX927NjBGhoaWHNzM7v55pvZ//3f/7EPf/jDTJIkNmPGjJpyMRW1fG+UjR//+Mds/fr17PTTT2ednZ3sscceq/aQqkYwGEyddz/1qU+xI0eOpB7TQlOzQGGXztFuGn74wx+yp556il1++eVMkiT2xS9+seYqDCZCXsZZsGBB6iZc+wSUMX6yeuGFF1hjYyP7yU9+whirrQsiVVWZ3+9na9euZddffz1jjKU+3VJVlfX29rIZM2awj33sY9UcZsUhL1Pz8ssvs6amJtbT08MYYywUCqU9ZrVamSRJ7CMf+UjahYHZufPOO5nH42EDAwOpuaKdg3/605+yuXPnMkmS2P/7f/+vmsOsODfddBPr7OxkqqqycDjMGBs/x95yyy3M6XSyhoYG9uUvf7maw6w4zz//PLv77rvZhg0b2Mc//nEmSRK76KKL2LFjxxhjtROGToa8pJNIJNjQ0BBbtmwZO/3009mOHTsYY4zFYjHGGGNXXXUVkySJvfnNb2Z9fX3VHGpF0c4hf/3rX1MVgNoHmIwx9re//Y2dfPLJzGq1sm9/+9umuzHNxRe+8AXW1dWVdr3LGGMXXnghkySp5j6MmgjdG4nRvPz6179mv/zlL9kNN9yQCtcPHTpU5dFVHu3c+453vIP96le/mvI5ZrlnpMbmKsLyWPxN6z1/8cUXIUkSrrvuOrS0tOCee+7Bq6++Wu4h6pZa8yKaK4wxRCIRnHnmmfjSl76E3/zmN1iwYAFUVU2t49XZ2Yn6+nrs27cPiUTCXD3YSaY6jiRJwvDwMHbv3o26ujpEIhFYrVbEYjFIkoS6ujp4vV6cccYZFR5xdSEvU/Paa6+l/ACAw+EAwOfY6aefjptuugkAX8/r97//fdXGWWqmOoa0r2/cuBHhcBihUAhWqzVtjZgPfOAD+PCHPwyv14tf//rX+M1vfgPAHDs1ZvsbzRjDq6++ilgshpGREdjt9rTv+fznP4/3v//9CIVC+MlPfpJaD6MWFgteu3Ytrr76aqxevRoXXXQRli5diqeffjp1zJh1TZ1c13TkJR1ZltHX14eBgQHcfffdWLJkCRKJRMrDLbfcgvXr1+OZZ57B6Oho1tcyE9q59amnnsL69evx05/+FF6vN3VOveCCC3D99dfD5XJh06ZNUBTFVOeVbO9xIpHAhg0bcOutt2LBggVIJBKIRCIAgGuvvRYtLS3o6OjI+TpGhO4Zp4/m5fnnn4fNZsMnP/lJrFq1Cn/+85/x1FNPIR6PV3mEpSfbfJFlGXV1dTh69ChWrVoFABgbG0NPTw+efvppHDp0CLIsp85FRj+WzPmXVedof5TyCR4YY0gkEpgxYwY6Ojpw+umn4/3vfz9GRkZw1113YXBwsNzDrRjawdTX1wcg+81SrXjJNlckSYLdbockSZg7dy4AIBaLQZZlKIoCxhi6u7vR3d1tyguifI4jp9OJ9vZ2/Pa3v01tp2u1WgEA27dvh6IoeMtb3pKaT2Ygn+OoFr1km/va7xgIBDA0NIQDBw6kPa45/fSnP43169ejr68P//jHPwy/fXUhf4sSiURqlx5tYVPGGJxOJ9773vfioosuAgBcd911iMViqXOQEcnlRQv7tP+9/vrrqcdkWQZjDF6vFx/5yEdw1llnYXR0FN/61rcQj8cNHWhoXo4dO5b1eRPf+3Xr1uHd7343QqEQfve732Hr1q1pr2UG8j2OyEsmvb29WL9+PVasWAFVVaEoSuoYmTNnDt75zncCADZt2pTztYxGKBQS3mRrc6Surg4XX3wxAKTcaE4vuOACnHrqqXj99dcRCAQMfV7RyDVfNAcrVqxILSyuKErqgwa73Y53vvOdCAQCpvpwl+4ZxeT792jic+fPn4/m5mbMnTsXV1xxBeLxOH7xi19g165dZR1rJdHOH5Pny8TrMa0g4owzzsBXvvKV1Idz8+bNw6WXXoru7m6sX78+dd1i9GPJ+GdHg8EYS/1Revjhh/GlL30Jt912G5588slUNcHEm0tJkqAoCg4fPowjR44A4J9eLF26FA888AD+/ve/IxqNVv4XKQOSJGH//v345Cc/CQBZb5ZqxYs2V375y1/igx/8IK677jrcc8892Lt3b+o5V111VSqZ1wKLibz5zW/Ghg0b0NfXl7oRMzr5HEcAD3UuvvhiHDhwAB/+8IfxqU99Cj/5yU/w9NNP44knnsBb3/pWWK3WjJO5kR3lcxzVkhdtzLIsI5FI4Pbbb8ftt9+O//3f/02FVYqiABjf8v7BBx9MOw/LsgxVVdHY2IhPf/rTAIBXX30VW7ZsqeSvUnK0Y+jRRx/FF7/4RfzXf/0XXnjhhdQNmFYl2traCgDYsWNH2jbv2txYvHgxLrvsMixcuBB9fX24/fbbARh3vuQ6t6iqimAwCIfDgYGBgYzQU/Ny5pln4j3veQ/a29vxyiuv4P/+7/9SP8OIyLKMEydO4LrrrkvtajUVWhjqdrtx8cUXY+3atdiwYQN++9vfpl7LLOTzd3riDUgteMn3b3RnZyeOHj2KaDSa9rtrN6eXX345JEnCzJkzK/sLVICf/exnuP/++zO+rp0/jh8/nnFNpznq7OzEqaeeCpfLBbfbbYqQNNdxJMsyRkdHsXr1asyfPz/1fdrvvmXLFvz+97/HFVdcgYULF+K///u/sW/fvrTnGA26Z5yaQv4eaQ5ff/31VOB3+eWX47zzzsMzzzyDRx55JFU9anS088cvf/lLfOpTn8I3v/lNPPzww+jv7089R7vmjUaj+Mtf/oIf//jHeOyxxwCMHyvPPvssvv71r+NLX/pS6gNgo1670JpdVWDz5s1s/fr1aTur1NXVsfPOOy9tjRjGeO9+MBhkl1xyCRsdHU19/Y477mCSJLGzzjqLDQwMMMYYe+ONNwy9s8TQ0BB7//vfzyRJYt/61rcYY1MvklcrXjZv3swuuugidumll7L/+Z//Ye94xztSi5X+8Ic/TFvHYSp+8pOfsObmZvbwww9XYMSVI9txpO1wxRhjPT097POf/3zG8yRJYrIsM4/Hw5YvX84uueQS9vjjjxtujkwm3+Po4MGDNeXl17/+NVu3bh370Ic+xD760Y8yWZaZJEns85//PNuwYQNjjJ8rNBd/+MMfUmvHqKqa+vdzzz3HWlpamCRJ7JZbbmGMGXetnW3btrFzzz03bQ7MmDGDfec730l7v++8804mSRI77bTTUovQa2jP6+vrY9dddx2TJIktWbLE0Gvs5Ps3+qabbmKSJLF169ZlHGOal3379rFLL72USZLE3va2t7Hh4eFK/iolQ1VVNjY2xj72sY8xSZLYZz7zmYK+90c/+hGrr69nixcvZk8++WTq62Yg29/pH/3oR2xkZIQxlnmeqAUvuY6jUCjEHnjggdT12kQSiQQbGxtjb3rTm9grr7xS6eGXBe293bJlC2tsbGT19fUZawZp82TLli3s7rvvzniNiTvLrV27NrVeoNHJdb07NDTEGON/ayYfI0NDQ2zFihVMkiTmcrmYJEnM4/GwSy65JPW326jQPWMmhf490o6Za665hu3evTv19V//+tespaWFLV26lG3cuJExxthrr73Gent7Uz/HaLz22mvs4osvZu9+97vZrbfeylavXs0kSWJz585lDz74YNrabTfeeCNzuVzsyiuvZDfffDN79tln2cMPP8x++9vfsk984hPM4/Ewt9vNbrrpJsNe5zJGC9RXnF27drFFixYxSZJYZ2cne/vb385mzZqVusn87Gc/yxgbPzC1A+2KK65gmzZtSr1Of38/e8tb3sIkSWJf+9rXUosQfuUrX6n471QqXnjhBXbqqacySZKYxWJhJ06cYIyJb9RrwYuqquzjH/84++53v5v29bvuuiu1dfmHPvShKU/G2tcPHDjAJEliv/jFLxhjxr0xn0i+x9FEN48//jj76le/yt761rcyu93OmpqamNvtTu0mJyV3s/zmN7+Z8b1GopDjiLHa8LJhwwb25je/mb3wwgupr7322mupc8X8+fPZ9u3bGWMsdfF06qmnCnfq+dWvfsW+9rWvMUmS2PLlyw3pgzHGRkZGUr//ySefzL785S+zFStWMJvNxpYvX85eeuml1HNHR0dZfX09kySJ/fd///eUr/noo4+yRYsWsYaGBvbHP/6xEr9Gycn33MIYY3v27GFut5tJkpT6fUU3VnfffTdrbm5mixYtYi+++GKlfpWSs2nTplQ4arFY8gogtONj7969qZ3lPvShD6U+qDHq8aOR799pUdDFmHm95DqOtJvTXEFEMBhkixYtYkePHq3EsCvGbbfdljqn3nDDDdN6je9///vs6quvZowZ/7puute72gdRN998Mzv33HPZr371K/aXv/yFffWrX019349+9CPGmDEd0T3j1Ezn79EVV1zB/v73v6f+e3h4mH30ox9NbTyknYs/8IEPlHPoZSMUCrErrriC3XXXXWlfv+mmm1hzczPzer3si1/8Yurre/fuZf/4xz9Sm6RM5o9//CNbsGABmz9/fto1odGgsKvCaJ98f/vb32aRSISFw2G2Z88e9p3vfCd1Y3nw4EHG2PjJ68iRI+xtb3tbamcE7ab1D3/4A7PZbKkKhUWLFrE//OEPVfvdimH79u3sa1/7GrvvvvvYO9/5ztRW9oxNfdFndi8vvfQSs1gs7KmnnmKMMRYIBFL//9BDDzGbzZaaS1N9CqF9+nHKKaewyy67rLK/QBkp5DiafDGdSCTYhRdeyF588UW2efNm9tprr7G7776bfehDH0p9r1bpY7QbjkKOo8n/bUYv2jn0wx/+MHvzm9/MGOM7T2rjf+ONN1Kezj33XLZt2zZ29OhR1tHRwSRJYrNnz2Z33nkn279/P+vr62M33ngju/7669mWLVvY7Nmz2apVq9iJEycM44Ox8ffu97//PVMUhf3nf/5n6rF9+/axa6+9llksFvbMM88wxsZDUq2Kqbu7O2MnSu01BwYGUlVM9913H2PMeDcYhZxbBgcHU+HowoULU6+h+dD+/+jRo2zVqlVMkiT217/+lTFmPC/79+9nt9xyC3vooYfY+973PiZJErvkkksK2gnu/vvvZ7NmzWLt7e3sl7/8ZRlHWzlK8XfajF6mc607mUQiwfbu3cs++tGPskgkkubt8OHDqRs0I51/Y7EYe/zxx9lXvvIV9qMf/YhJksQURSmock075n72s5+x73//+4wx7mBiNanRKOY4UlWVPfbYYxnz4NVXX2WKorCzzjrLsBW1dM8oZjp/j0ZHR9l73/teNjIykubl6aefZi0tLSkvixcvThUHGAVt7j/66KPM4XCwLVu2MMZYqstlaGiI/fCHP0wdR//3f/8n/KBBm0MTH/vNb37DJEnKCNCMBIVdFUKbiG9961vZTTfdlPF1xlgqXb799tszHn/3u9+dlrw++OCDbPbs2amT3Zo1azLaS4zEiRMnUp9obtiwIfV7vfzyy4yxzMCiFrzcc889zG63s6efflr4+Pe+971U29G999475QVjKBRi73rXu1I35kZGe9/PP//8KY+jD3/4wxnH0UQef/xxtnr1auFjt956a+qPphE5fvx46jh65ZVXch5HEzGrF7/fz1asWMEuvfRS4YXQvn37UtU5H/3oR1kwGGTPPvtsqoVClmW2dOlStnz5cva9732PMcbbKJqbm1lXV5dhW0huvvlmdumll6b+W3Pz6KOPssbGRvbII4+kPX/r1q1swYIFTJIk9qUvfWnK880PfvCD1KekRqKQv9H/9V//lXrskUceSf3N0ebHRDfa9994441MkiR24403lv13KQdDQ0Opdrze3t7UuSWfCj7NQX9/P/vkJz/JZFlmb3/723OGHUbg3nvvnfbfaTN6me617lSv8+KLL6ZVImjnqX/+85/sd7/7XUnHXglisRjbu3dv6vf7wAc+UHBwPPGc8uCDD2Z8/b/+67/Y3r17Szzy8jLd693Jx4jmULvWufbaa1l7e/uUlSt6he4ZszPx71FfX1/Ov0ealwsvvJBt3rw59fXJXpYsWcJeffXV8v8CZeLb3/42a21tZXv27Ml4zO/3sy996UupboYnn3wy44M5EYFAgK1cuZK9733vy/lcvWKOlTANgCRJGB0dxeHDh/He974XAFK7hWiLwV1//fUAkFo8kCV3fNq9ezcikQg6OzuxdetWrF+/HpdeeikOHz6Mt771rWhtbcXOnTtx9OhRw26f2t7eDq/XC1VVsXr1anzuc58DwLdvBwCLxZL2/FrwMjg4iGg0KlyEEgC+8IUv4PTTT8exY8fw29/+Fq+88krGa6iqCofDgVWrVqGnpydtcWkjoh1HR44cmfI4+uIXvwgg/Tia+P+PPfYYotFoykUikUi5vf7667Fs2TL09vamFis3Eh0dHanjaM2aNanjZ6rjCDC3F8YYfD4f+vr6MDw8nLEjaSKRwLx58/C9730PAPCnP/0J9957L84++2w8+uij+NOf/oQHHngAX/7yl/GPf/wDX/jCFwAAXq8XHR0daG1thdVqNdyOlYlEAsFgEJ/4xCcA8POEtoDr0qVLceqpp2LNmjVp3zN//nx86lOfAgD84Ac/wJNPPpnmUvv3e97zHlitVthstrSv651C/kbHYrHU96xZswbve9/7AAA333wzdu3albbQtnZ8vfvd7wbAd1gDjONFo7GxEfX19YjFYmhra8M3v/lNAMCtt96KkZGRrN8rJRfMbWlpwSWXXIKTTz4Zzz77LH73u9+Ve9hlZ2BgYNp/p83oZbrXuqLXAYDNmzdj4cKFqedrCyvff//9iEQiqdc3ChaLBfPnz0/9ft/5zncA8L89Dz30UF6vIUkSotEogsEgzj33XADjjgcGBrBt2zZ4vd7y/AJlYrrXu5M3dNDmh+b3qquuwtjYmOE2fqB7xuxM/HvU2tqa8++RJEk4evQo7HY7TjnlFLzxxhtpXt7+9rfjlFNOQU9PD7Zt24ZQKFTh36h4EokEDh48iIGBgdRi9BOPI7fbja9+9auYN28e9u/fj5///Oephee140WEoihYunQp7Ha7YXc5NdbRb2BUVUV9fT3OP//81Ne0k7J2Ep41axbOPvts9PT0ABiffFarFc3NzXj3u9+NFStW4Nlnn8VZZ52Fhx9+GH/7299w7bXXwu/34wc/+IHht5XVXHz2s59FZ2cnXnzxRfzqV78CgIyTstm9aMHEz372MwDj8wUYd3HbbbdBkiQ8//zzePrppzNO0NocOu+88zA6OpraNcxIF4cTyec4mjlzpvA40hgdHUUwGMTx48dT368oCsLhMOx2O1paWtDa2gqHw1GB36g8aC4+85nP5DyONMzoRZIk2O12hMNhPP3009ixY0dqZ0Vg3NMnP/lJrFu3DkNDQ/jLX/6CjRs3AgAuuugiXHrppfjgBz+I9vb21HFz4sQJ7N+/H4sWLYIsy2nHphFQFAVz5syBy+UCwD1ox0kkEsGBAwdw7bXX4pprrsEvfvEL4P9v777joyj+PoB/JwkplJBIDT1BkCIQkBZKAoQqggKKAgKCAiJNmj9Beu+IVJEigopUURCC0kEBKQJBWkiABOkljZBLcp/njzw73OXmQsolV/i+X6/n9fi729vsfpjZ2Z3dnaHUGTw//PBDatOmDSUlJdHMmTPp6NGjcp1altqFhY+Pj9Hnti4rbTQRUdGiRalHjx4UFBREOp2ORo8eTdevX5ffa7nGxsYSEZGXl5fROu2N1i6NGTOGSpUqRadPn5ZtVHq0Do1GjRpRx44dKTk5mbZs2UKnTp0iJycnmY+90cpIVttpR8slO+e6Kg8ePKAqVaoQEZGrqytFR0fTiBEjaNmyZbJzyN6Ov5qUlBQqUaIETZ48mYgy1nGsiY+Pp4SEBMqXLx8RpWZw/vx56tKlC61Zs4YuXbqUU5udIyxxvmtI+31UVBQFBwdTsWLF7GomOb5mzBhVe7Ry5UrlsgUKFKCUlBRq0aIFVa9e3SiXHTt20JAhQ8jZ2ZlWrlxpd/UHADk7O8uZs7/99lsiMq5Her2eChQoQPPmzSOi1FnHjx49+tzrQTc3N9LpdFSpUiW7Pdbya4y5KCYmBp9//rl89DItvV6PN998U76Drz2Oe/HiRVStWlWOl7Jw4UKj15GuXr0qxwNZtWqVXT5iqLJw4UIIIVC8eHGZheEjy5cuXXLIXLTtPHjwIPLmzQtPT085sLbqtQbtMfhmzZqZHavh2LFjKFasmNHgyvYqs/XIMLOUlBT5St7MmTPlOA5a+Xr69CneeOMNh5n5CXh+PdL+tyPmou2nNujooEGDTJbR9nHv3r0QQsDDwwOrVq0yGfDV8Pihzdpoj4Owa/thbibXgQMHytc3tUf7//e//8lxUiIiIuDn5wchBNq2bYuTJ08CeJbj+fPnUbNmTZMZxqwtI8f/zB5bDNubkydPytdhBwwYIGd80ul0AFKP57Vr11bOOpfbMvLqQnq0/d64cSOEEChSpEiGXpvS/t7p06fRuHFjuLq6IjAwECNHjsTLL79sV6/VWLKddqRcgOy10Ybi4uLQt29fWd4WL16MAgUKyOOSNi6gvTKsf6VLl4YQAnPnzs3Qb/fv34/+/fsDSJ1sZPDgwTKXUqVKyfE1bV1O1CPD306dOhUzZsww+d4e8DVjxmS0Pbp165YcnqJs2bImuURFReGtt96Sg/jb0xAV2r/hd999B3d3d1SrVg3nzp0z+s5Qq1atIIRAp06d5Di2qnF99Xo9bty4gerVq9v15Drc2ZVLtEKkXTCkpR2k+vbti8WLF5t8P3v2bPzvf/9DZGSk0W+0382bNw9vvPGG0ff2LiYmBvXr14cQQr6znnZMg1mzZmHkyJFGAyY7Si7//vsvGjVqJC+e0tL28cqVK/IkR5u6XDX2Q8WKFfHWW2/Z1QE8rezWIyB1MMoKFSqgYMGCmD59ulxXSEgIWrZsiUGDBiE+Pt4mTgAsMWZLRuoRAOzZswcVK1a02Vy0v3v79u1Mjb+h0+kwffp0uLm5oUqVKjh16hQAdbba4Ora2ATm8p85cyZq1KghB/+0FsNBVrVx2bJj//79qF69Ot555x2MGTNGDvzq4eGB5cuXy/3ds2cP3nzzTQiROiPl9u3bodPpsG/fPgQGBmL06NFISkqyeh06ceIENm7cmKFlLXFs2bBhg5wJtWnTpnLsj/3796Nhw4aYOnWq8qQyt+j1emWZzs72NGnSxGwblZ6ePXvKdqtFixY4f/58lrfBUrKSg6XbaXvPxRL1SBMREYFhw4bh6NGjqFatmsylU6dOdjkIu0pWO47Xrl2Lbdu2Yf369UYdgKNGjUJiYmJOb7bFZacepR2LVLvBcODAAUydOlUOdm9P+Joxa57XHq1Zswbjx483uWbU2sUffvgB3bt3l+Mm2psDBw7Az88PBQsWNJnZFIDR+aJWj7TB7DUJCQkAntWrbdu2yRlN7RV3dmVBZmYfyoyUlBS0aNFC3hE2/FsXL140Wk47EJobpDG35dTf//XXX01mHDE8MBk2craWS3b/dkpKipwZrXLlynK63LRPKgFAv379zA4KrZWht956C0FBQTbR2ZWT/y6qeqR9rj1tsnnzZnnnq1atWmjYsCHq1auHPXv25Nh2ZVRMTAxatmwpn6KyxPHGXD0ypNfrbTKXtBfo33//faanQN65cyd8fX3h7u6OkSNHmnyvZXHmzBmZU9onk7Rjy/nz5+Hj4yPvFlvrGGP473f27FlMmTIFSUlJWd6emJgYrF27FgcOHDD6fM2aNfDz80NAQIDRHeb4+HiMHDkSvr6+8PHxQWBgIJo1a2b1OqTX65GQkIBZs2Zh2LBhFu0syMixJSoqCj169ICXlxfKlCmDoKAgNG/e3Oq5GJaXS5cuoX79+vJkOCudPFrbe/r0aVlnDh06lKHfXrt2DWXLlkWlSpWwe/fuTP9tSzJXXzKaiaXaacCxcnneulX1CDCeSXDnzp0oUqSILF/VqlWzej0Ccu6Yn5mO44EDB+Kll16S2XTs2NHoCcCcuk4xxxbOd9etW4e3334b7du3h7+/v9ENB2vJ7XNde7lmBCxbRp/XHqn22zCX7D7tbCnZ/XdJTk6WM4w3b95c3txVzb7+7rvvQgiBsWPHys8PHz6MTz75BK+//jpatGiBWrVqoXnz5ggNDc3Wdlkbd3Zl0p07d7Bp0yaLT2OrVdTevXub3BGPiorCjh07AMDm7tgYVszExEScPn0aN2/eNOqEys7BIyUlBV26dIEQAu+8806GtsPaVJmYuzvzvHUcOnQIvr6+yJMnD3r06IHY2FgApgfmP/74A3nz5kX79u3N3sVSnVjmNktkk57n1SPDGeZu3bqF7du3Y/PmzTb1OprWWLds2dJi63xePTLMyZZyMTwZunz5snyaaNWqVZlej/b6Q7Vq1eSFZNqZ0XQ6Hdq3bw8hhMlshJrVq1dj8uTJWdgbyzDc5oSEBHz++ecQQiBfvnwW/TtaWxMXF4eZM2dCCCFPeAyP748fP8atW7esflFh6K+//sLgwYPl8dISMtpGA6nl7ebNm7hy5UqGO4ByStryMnz4cHkx0Lt3b/kURHbWrV18vv766889R4mPj0f79u0xZcqULP9dSzDM5cmTJ1i9ejW2b9+eqY50S7bTjpRLep5Xj3777Tf5v2fMmAEhBPLnz//cp8Byg2E2d+7cQXx8vNG/Y1bPQ7PScVyiRAkIIfDqq68adQAmJyfn6gW74d9KSEjArl27EBoairt372Z4HZaoR6GhoXJWvUKFCsmbUdZiiVzSY6/XjJqcuJbOTHtkS9eMgGWupbXz5e3bt8PZ2Rn58+fHuHHj5JNaaV/zXbFiBfLkyYNBgwbJv79kyRJ5DCpUqBCmT59usX20Ju7syqTFixfD09MTP//8s8UblPv37+PDDz9EcnKy0cHr119/Rbt27Sz6tyxt9erVeOWVV1CmTBnkyZMHr7/+Or7//nuLrPvUqVNwc3ODEEJOS2wLTyc9z+rVq1GtWjWUKFECefLkQd++fdMdi8CcYcOGwc3NDcWKFcOyZcsAmB70zpw5Ax8fHzRo0MByO5CDLJWNij3XIyD1znaePHkghJDTiqd9TD8r7LUeJSQkyOmShRDImzev0QXR82jlae/evfD19YWLiws6d+6M6Ohoo++B1Dy++OILCCGwd+9ek/V89dVXeP/99+XU1da8C7hq1SqjO/tDhw7N1pNd6dm/fz9KliyJgwcPWnzdlpL2ybtJkyYBsOxJrT0dW9K+LvnNN9/A29tbvpZatmxZNGzYMFuvm2rZPnjwAO7u7hBCYN26dQDUd+1VT2Rb27fffgt/f3906NABZcuWhZubGz7++ONMj62WnXbakXNRyUg9SkhIQL169Yw6PWyB1mFcu3ZtBAQEoFKlShg1ahTu3btn8vRMZqgu1LX2OW052rdvH9zd3U06AK3ZHq1YsQJ16tRB69at4e3tjXLlymHUqFHylcyMblt26tHhw4exYcMGxMXFWWCPLMNSuajYU3uUVk5cS2e2PbJFlrqW7ty5M4QQqF69OrZu3apc5vfff4eLi4tRWbl//z5Wr16N1atX21Q9yi7u7MqEixcvokaNGhBCoF27dkbv/D6P4dgq5nz77beYNWuW0WeHDh1CtWrV0LhxY4s/TWYJt27dkk+MCCGMLr7y5Mnz3EfOM5ILAHkBWrNmTaPPbenkEEjdn/j4eDnIszYQohACbm5uaNu27XNP3NJmEh4ejtatW8PJyQmVKlWSr+Wkza148eLo2rWrzR7UcyIbFXusR4a2bdsGHx8fCCHg6+srP0/vhMDR6pHG8E63EAL9+vXL1MDnKSkpRhceEydOhLe3N/LmzSvvWKXNdfHixRBCyM5XzfXr17Fx40arnwDo9Xq0a9dOZtK8efNMDRya0bJi6MmTJ3j55Zdx7dq1zG5urtH+HadOnYoqVaqYHYA/vd874rHlwIEDchwxbTy6a9euYdeuXXBxccGtW7cAmD++PC8XwzFghBCoUqUK7t27J7+3xQ51vV6P+/fvo1u3bujWrRsuXLgAALhw4QL69u0LIQQWLVqUqWOuI7TTOZGLyvPq0cOHDwGkXrTaAq0N2b17N+rXr49Ro0bh5s2b2LJlCwIDAyGEgL+/v9nOmbTrSe87wwv1H3/8UblsUlKSUTtkzadU9Ho9Ro4cifbt28vxn/bv34/mzZtDCAE/Pz+jpwJVg2Bntx5Z+9UzFUvnomKP7RGQs9fS9tgeAZa/lg4NDUXlypXh5OSEVq1aydfDDZfR6XRwd3fH8OHD5TocFXd2ZVBiYiLmzZuHfv36wcPDA0IIfP311xl6BcCwcN29exdHjhwxGthY+37kyJFy9oTIyEh069ZNFvaAgACbHGRx1apVEELglVdewZo1a7Br1y5MmTIF9erVgxCps3WZe4w0bS7//vuv2Ub75s2b8PX1hRACs2fPxrFjxzB69Gj5PrIt+fPPP+Hk5IR69eph9+7dePz4MZYuXYpq1arBy8sr3cfTDTO5c+cODh8+DCB1QOigoCA58HHasvDo0SO8+uqr8i6GrbJUNo5Wj4BnDc2+ffuwePFi1KlTR5Z3wPydKUetRwBw5MgRCCEQHByMI0eOyM+f1zmXdpyvy5cvIzo6Gvfu3TPqbDUsb1pZmjNnDqpVq2Z0gmRL9Ho9OnTogNKlSxvVd71e/9xcnleHDNdluPzq1avRtWtXPHnyxKZPiB4/fowSJUpk+q62Ix5bkpKSMHbsWLl9devWRUhIiPx+y5YtKFKkCNasWWN2HRkpL4bloWLFihBCYPjw4dixYweGDRuGXbt2WXCvLGfHjh1Gr3Rr+3ry5ElUrVoVzZs3B6C+AHDkdtpSuThKPTLUp08f+bS15ubNmxgyZIjcfm2sKUNp26Pw8HDcvHnTZDktn/nz58sL9aNHj2LXrl348ssvTTr/bOFVrCtXrsDf31++xq61QeHh4ejTp4981VI1Bp0j1yNL5eJo9Sgnr6UB+22PLHktrQ03sXbtWlSuXFne5EorLCwMZcuWNTtkhyPhzq4Munz5smzEFixYACEEatSogX///dfsb9KOB7N8+XIUL14cvr6+Rj36WkGdMmUKwsPDMX36dKMe3YxORZzb9Ho9qlatik6dOpl8Fx4eDk9PTwgh5L5qeRhWTC2XIkWKoFatWsqZQbRGYsKECTIXFxcXjB8/Pgf2KvtGjRqF5s2bGx10k5KS8PXXX0MIoexYMFdWypYti5MnTwJIfXS7QoUKECJ1NiLD16zGjRuH1q1bW2w8gJxiyWwcpR6lNWvWLMyePRuXLl2S2679uxrWHUevR0DqAMUVK1ZMd5m0J/xpG/6RI0fCy8sLkyZNgl6vx61btzBo0CB5d3XDhg3yROvRo0do1aoVFi5caPmdsaCgoCAsXboUQMYGks5oHVJJSUnBokWL7GJ2op07d0KIZ7OOamNVmOPIx5bY2Fi0adMGLi4uRq87Gc5q6uXlpRykPrPlRct5xYoVMhdnZ2eMGzcuR/bNEho1aoS3335bPv2p7f+TJ08QFBSE1157zeQpgBehnbZkLo5QjzQHDhxAoUKF8Oeffyo7r7QxIWvUqIErV67I7wxvQBi2R1OmTDE5PmnrTExMRPny5WU2Pj4+mXp1PzetXbsWQgjZ6WKYS1xcnLzYbt26tXxa2rBjw1HrkSVzcaR6lJPX0hp7a48sfS1do0YN3L17F4mJidi2bRuKFy8uh7ownHlx1KhReOedd2zqNfGcwp1dMB7bIu04FypPnjxBzZo15Un183rPd+3ahaZNm8pK161bN5Pf3L59G/7+/rJQCiHw0UcfWWR8hKxKL5eUlBTcvXsXDRo0kLN3aY26dsCeM2cOhBCYN2+ecv0hISFGuXTt2jXdi5O2bdtCiNQZWCw5qHlmpJeJ9t8ff/wxvvzySwDGJzqHDx9Gs2bN0t12VVkxfFz9n3/+Qb9+/eDp6QlnZ2f06tULjRo1wqBBg6xaVgDrZGPv9SjtcgCwcuVKrF+/HgDw3nvvyTJvuIwhe6xHwLMGO71xTh4/fowmTZrgwoULuHr1KkJDQ7F48WJ888032LhxIx4+fKicZUev12PZsmXyZFkIgW+//dZo3WPGjEHJkiUhROr4KAMHDkRQUBDmzJmTU7v8XM8rK9rJzfTp0zFhwgRcuXIFBw8exPLlyzFgwADMnj0bP/zwg9GsiYYyUocuXbqE1atXY+bMmfj888/RoEEDzJo1K1tjO2XX83LR/vfSpUshhMCoUaOMvt+zZw+2bNmCn3/+WfnKhKMdW7S6MGDAAHTv3l0ur5Uf7fumTZuiVatW8vdpZSQXQz169LCJY8vzzl2SkpIQEBCAunXrGr3qo+XTunVr5bTtGnttp62Riz3UI8B8e6T97x9//BFCCDleY9onrc+cOYOiRYtCiNTZzZ7XHqX3RGVkZCSKFCkCV1dXTJs2zXI7mQNGjx4NIQT++OMPo8+1fHbu3AlPT0+4ubmhb9++cqxMwH7rUUZYOhd7qUeZkRPX0oZspT1KT05dSxs+8XbgwAG0bt0abm5uKFiwIAYPHozAwEAMGDDAZl4Vz2kvfGeXYYMUFRUFnU6X7uwH2nebN2+GEALFihUz++pVUlISJk6cKAtggwYNcPz4ceWy2us6Qgg0atTI6jNbPS8XIHWq+qpVq5ocXLXMYmNjkTdvXnnxqK1Tp9PJJyu0x23//vtvs9sSHR2NYcOGoUaNGkavMuW2jGSSnJxscmDV8ggPD8err76K77//HidPnpSPsev1qbPApVdW0pbDEydOYNu2bVi5cqXVywpg3WwM2Vs9Ul1gjh49Ws4kFBUVJfdHqyOJiYkyF3usR2kvslRjK2nfnz17Fo0bN0b79u3RuHFjOcC2k5MThEgdfHPkyJFGv7106RJatWolc/nggw+MXknUTjb1ej3Cw8OxbNkyfPnll5g4caLRcrndsZOZsvL555/j1VdfRYMGDVCqVCm5r9r/1a5dGxs3bpTLZ7QOJSYmGmVXs2ZN+WqJtWQmF60+aDPa/f3332jXrh3q1KmDYsWKQQgBLy8vjB07Vl5UGT7p6EjHFiD16QLtiRDVucygQYPg5+dn8tReZs5dgNSLlsmTJ6NGjRo2NfukuVx0Op185ad///5Gk6PcvXsXTZo0MRmfTusMstd22pq5GLK1epSR9ggAvvzySwghMGDAALPr0pYpWrQo/vvvPwCp4xOl1x6ldenSJbz22mto166d0ZNLuT3Gm1ZeduzYITsUVDekhg0bBiEEVqxYAUC9ndpxuVy5cvjhhx8ApH/ctYd6ZI1cDNlaPcpoLpqcupYGbLM9Si+XnLqWTluPQkJCsHbtWsybNy/d/BzRC9/ZBaQ+WtynTx/Uq1cP1atXR926dbFy5Uo5SCagvvB58803IYRAz549zfaOzpw5E6+88grWrl0rP0tJSTG5wzphwgQULFjQYjMYWsLzctHr9Rg3bpwc+M6QXp86GPnrr7+ufHT0008/RaFChYz219zAg0lJSXKQSmvLSFk5evSoUYeO9iqA9qhxwYIF4eLiglq1auHUqVPyoD99+vR0ywpg2wMIWjMbe65HGu3fdurUqUZ3A7VGvnHjxibr/uyzz+Dl5WV39QhI7Yho06YN2rZti6CgIMydO1dun2E516YT1wbt9fPzw0svvQQvLy/ZyI8fP17mee3aNZQtWxYBAQE4duyYXE9Gn0yy5jgoGTnmAsAPP/wAIVIndvD09ESZMmUQEBAAX19fFCxYEEKkDnC6e/fuTB1fkpKSsGPHDvTp0wc///xzLu55+jKay6xZsyCEQJ06dbB+/Xr069cPW7ZsQXx8PPbt24fx48fLMjNp0iQkJydjwYIFePnllx3q2KKdj2zduhUREREmv9PyWrBgAby9vZWvgjzv3MVQSkqKTb3mmpFj7s6dO1G1alUIIZA/f340bdoUvXr1Qps2bRAYGIipU6di06ZNOHnypNE+23M7bc1cbLkeAem3R0DquYuzs7PRq3Zp68LDhw/l01sTJ04EkHojLzPtUVRUFC5duiT/tzXbo/DwcDRq1Ajz588HYFyutf9etGgRhBCoVauWye+1fK5cuSLLVK9evZCUlIT58+ejQoUKdlmPrJmLLdej9HJJjyWupQ3ZWnuUXi7a6+ITJkzIsWtpW61HuemF7ezS/vF/+eUX1KxZE9OnT0d0dDSWLFmCgIAACCHQqlUr5ZMShgN2uru7w9nZGRs3bjRqlFTv1ALmB1Y+ffq0TRTIjOaiNfZ79+5Nd1Dkhg0bGg3oqeWh0+lMxm2yVRnNJL2e8nv37qFevXpwdnZGpUqV5EwbDRs2lO+vpz35ycgg3NZma9nYWz0yPL5ox4xPPvkE3333ndG6tNftdu7cCSB1ANvNmzeb/F1brkdA6r48ffoUw4YNQ1BQENavX4+ff/5ZnuwUK1YM27Ztk3fX7927h549e6Jjx46YM2cODh48iLi4OEREROCvv/7ChAkT4OTkhPz582PdunVyAE/DiwVznX9pt8taslJWtmzZgvfeew8zZ87E77//jqSkJMTGxiIpKQmHDx9Gp06dIIRAUFCQnFEtbdmwh7ICZC6XcePGQQiBihUr4qOPPlK+zjl8+HAIkToTrKpDzxGOLS1atMDp06efu46rV69CCCGfAkxOTs70uYutyGh5Mexw+P3339GuXTujjvO0/5c3b168//778hWTzJ67WLvM2FoutlKPgIy3R/Hx8bhx44acefGtt94yWo/W7vz2229yrK1mzZrJV0Ez2x5py1kzp7i4OHTu3BlCpM40GRYWBsC08+3s2bMoUaIEhBD46aefTJbR9mHGjBkQQsgZFtPOomjr9UhjK7nYUj0CMp6LoZy4lrY1GclFp9Nhz5496R4XLHUtbUtlJje9sJ1dms6dO8vpgjV3795F48aNZeHUZm9QFcShQ4dCiNTZwlQ9yVrBssVpptPzvFyqV68unz5RHcy0/e3Ro4ecGcKQdjGbkRk4bEVWy0pcXBxGjRqFgQMHIjIyEnfu3MGJEyfQsWNHODk5YeDAgUbv69tbWQE4G3Myk4v2euL7778v7yhrjz3v2LFDPq1TtmxZCJE6XsHt27cB2E/DDwDHjx9HkyZNTGaW+eKLLyCEQPHixTF69Gj5eWhoaLp36dasWYPSpUsjODjYqKwA9pVLRsqK9kra/fv3ce3aNaMM0w6EPHz4cDg5OcmOU63uOGId2rFjBwBg9+7dECJ1MNqePXsaXVhq/18bB04Igb59+8oLUnsqK0Dmji3m9i08PByVKlUyGtdL46jnLob1CEidiv7q1av48ccfERQUhICAAHTt2hWNGzeGn58f3NzcIIRA5cqV8c8//8jfcS6Okcvz2qOiRYvKJyrmz58vX6WfNm2aycDO33zzDVatWoXy5cujVq1auHPnjt3c1E3r0KFDaNGiBUqXLg0hhMlwAZrr16+jY8eOECJ15kRtrKC0Y589fvxYvnK/adMm+Xt7Ky+ci1pGczHHUa+ls5uLI15LW8ML3dl1/PhxCCHwyy+/ADB+JPLPP/+UAzn7+fkZDZqoLQukTpervWazYMECs1OD2pPs5JJWixYtTGZMSU5OxsGDB3Nm43NIdjJJTk42enVP+11ERATefPNNlC1b9rk52jLORi2ruXz88cfy4l0TEREBb29vuLq6yo6u9J7csGVvv/02atWqhYSEBOh0OplJfHw8Pv/8cxQoUABCCJNOGsD4rpT2eWxsLKZMmQIhns3maW93rzJaVnx9fTNcH0JDQ1GzZk00adIkx7Y7p2Uml9jYWCQnJ8upuvv16yd/o9H+W3sNtFy5cnY5E5El2+gGDRqgWbNmDjFQbVbqkeFFQocOHbB//355HhcTE4OtW7eiQ4cOECJ14F97xLmYl9H2aPPmzXjy5AlGjBghX6tv0qQJ1qxZgzVr1qBdu3aYP38+Ll26hCJFihjNomxvIiIisGzZMvzzzz/49ttvkS9fPpQoUUKO35i2w2HBggUoXLgwPDw8sGTJEgDqtnrq1Kl2XV44F7XM5mLIka+ls5NLWo5yLW0tL3Rn17p16yCEwLZt2wCYFrzffvsNVapUgRACgwYNMvm9VkkXLlwoH0PVZmqxZ9nNRfPPP/+gT58+AFIP8Npdra1bt+Krr75SrttWWSqTtE/Bbdu2DW5ubvIi3R5xNmpZySUmJgZNmzaVA1U+fvwY/fr1M3mFRPvenu4Ua/tfs2ZNNGrUyOg77QQwLCxM7u9LL72knDlP5c8//0SpUqWwaNEiy250LrFUHTKUlJSEYcOGoVq1amZnZ7R1mcll8ODBAJ61x25ubvL1IVU7o80Cld6kDrbKEuVF+8348ePh7e1tl51+aWUnl7CwMLz88ssIDw83+W18fDzKlCmDMmXKKMdVsXWci6nMtkeFChWSE+eMGzcOtWrVgqurK6pWrYqWLVsaXXQGBASgaNGidpeJSnh4OLp06QIhBLp06SI/N3zNMiwsDK1bt4YQAtWqVZPjBBpOBgMAp06dQoECBdC1a1c5Xqu94lzU0svFHEe9ljaUlVw0jnQtbS1O9AICQERET58+JSKiX3/9lYiInJ2djb4PDAykfv36ERHRokWL6MiRI0REpNfriYhICEFERAMHDqT69evTpUuXaO3atRQbG5tLe2JZlspFWy4yMpLq1q0r1+/i4kJERHv37qVdu3YZrdtWWSoTjZOTcZXz9vam4sWLU8GCBXNoD3IOZ6OW1VwOHjxIBQoUoCpVqlBMTAx99dVXVLJkSVq+fDmVLl2aVq1aRb169SIiokGDBhmt0x44OztTYmIiPXz4kE6fPk3nzp0jotQ8tGNp+fLl6YMPPqDq1avTo0ePaMqUKXIZFe3zKlWqUHR0NPn6+ubCnliOpeuQJiUlhVxcXMjb25v0ev0LUYcWLlxIx44dozZt2lBQUBDpdDoaM2aM0e+IiJKTk4mI6I033qCCBQtShQoVcmGPLMOS5UX7TZUqVSguLo72799vtA57kt1ciIhCQkLozp075O7uTgDkb1NSUihv3rz08ccfU2JiIpUsWTJ3dsoCOBfzMtsePXz4kMaPH09EROPHj6cDBw7QzZs3acuWLRQSEkKNGzcmIqL4+Hi6c+cOvfTSS+Tj42OdnbMgX19f6tKlC5UsWZK2bdtG69evJyLTnLp160YVK1ak0NBQmjx5MhE9K2facgUKFCAPDw/S6/Xk5OQkP7dHnItaermY42jX0ipZycWRrqWt7YXs7NIqVsmSJcnd3Z3Cw8Pp4sWLJt/ny5eP3nrrLWrbti0REU2fPp2Inl2UCyEoJSWFiIi++OILIiJatWoVHTp0iIiITp8+TZcvX86FPbIMS+WiVdAzZ85Q0aJF5W/37t1LNWvWpEWLFlFMTAw9fPgwd3YsGyyVSVpauRFC0KuvvkolSpTIsX3IKZyNWlZzmTt3Lul0Otq3bx8FBgbSp59+SsnJyTR48GA6cOAAffDBB7RgwQJyd3en9evX0759+0gIYbbDw9YAICcnJ6pevToBkBdUaU/satasSf379ycioq+//prOnTtndKw1pP3WxcWFqlWrRpUrV87hvbCsnKpD2ufJycn09ttv59j255Ts5FK+fHkaNGgQ5c+fnzZt2kTffvutbJOSkpLkSeHNmzepbt26lDdvXrupQzlRXkqVKkXu7u509uxZo3XYk+zmQpRaV7ROP+24mpKSIn8bERFBtWrVImdn5xemvBA5Zi5EWWuPVq5cSefOnSMnJyfKmzcvFS5cmCpWrEhEqect2v7r9XqqW7cueXh4KNste6EdNwMCAqhz586UkJBAS5cupUePHpGTkxPp9Xq5zJtvvkm9evWifPny0erVq+nHH3+U69HpdEREVLhwYYqNjSV/f3+j9dsbzkUtI7moONq1dFpZzcWRrqWtzvIPi1nPkydPMvX45+HDh+Ht7Q1vb2/89NNPyt8mJydjw4YNctp77V1b1aDs7du3l+MelCpVCoGBgbh48WLWd8hCcjMXw2UHDx6Mp0+fIjIyUg7UKIRAhQoV5OD21mLtsqKZPXs2fv31VwC2M84QZ6OWG7mEh4djwoQJEEKgY8eOOHr0qFz26dOnAFKnYBZCoEOHDtnfKQvIzNgKycnJ6NatG4QQ6N27N27duqVcLjw8XD7+//7778vP02aoPc69adMmtGnTRmZkbblZh8w9vp6UlIROnTrZ1JgOuZHLX3/9BQD46quvIIRAkSJFsGDBAqPfREZGon379ti+fXv2dshCrH3M9fPzQ69eveTvbEVu5KLVj127dkEIgTJlysjXjTTXrl1D+/bt5YD/1sa5mJeb7ZEhrV7t27cPQgisXbsWgH2eu6gcOXIE/v7+EEJg1qxZymUePHiAyZMnQwgBHx8fmYFm9+7daNGiRYaHJ8hpnItabuVijqNcS6tkJRdbvpa2Fw7R2aXT6bBixQqsWbPGZDau5wkKCoIQAt27d5czm6V17do1OZX78OHDTb7XGrkFCxZAiNQpmadNm5b5HbEwa+Wi1+tx8+ZNDBw4EP3795cVM1++fFi4cGG29im7rF1WHj16hLCwMERFRWHy5MkYMWKEnHHP2jgbtdzMZcyYMUhJSTGalQeAyTgOq1evzvR+WFpkZCRWrFiBEydOZGh57Ti5ceNGedK3e/du5bJa5q6urihdurTRiU5cXBxu376Ne/fuISYmBleuXMHgwYNtYuwlax5zL1y4gLCwMJw8eRL//fcfxo4diwkTJmRrfywlN3MZNmyY/Hz+/PkoX748hBCoXbs2vvzyS3z22Wdo2rSpTYzvZu1jLpB6wd+lSxd4e3tnevtzSm7mMnToUPl59+7dIYRAgwYNMGPGDJw/fx6fffYZAgMDsXjx4mztkyVwLuZZqz1Ka8KECQgODraJAbazU17SiouLw+zZs+Hk5IRKlSrhwoULANSd559//jkKFy4MFxcXtG/fHiEhIZg0aRIaNGiAVatWZWs7LIFzUbNWLhpHvJZOK7O52Oq1tL2x+86u+Ph4jB8/HjNnzszUhbF29zIkJARCCOTJkwdbtmxR3tVMTk7GvHnz4Obmhu7duyufHli3bh3c3NzQs2dPmxgM2Fq5aMudPHkSHh4esnIOGDAg2weJ7LJGJtoJz9OnT/HJJ5+gSJEi8Pb2RoECBdC/f385bay1cTZquZ1L165djWbBSrt8eicKuUHrcDt27Bh69eqFn3/+OUvrqVatGoQQ+PDDD+Vg+2mdPn0a9erVw0svvYT9+/fLz2fNmgV/f38UKlQIRYoUQbFixbBs2bIsbYclWbMOnTt3DvXr14enp6ecKezDDz+0iUHHrZGL4d+JiIjArFmz0LFjR3Tp0gVDhgx5odtoFe1kWqfTWf1JFGvkos1AGBkZiQULFsDX1xdVq1ZF3bp10adPnxe2vNh6LrbQHgHP2uVjx47Bz88Pa9asMdo+a8hqeUnP+fPn0apVq+dO2pWUlIR//vkHQ4cORfPmzdGuXTsMHz7c6uUF4FzMsUYuKo5yLZ2ejOSiHTts8VraHtl9Z9fq1avRvXt3eWGclcZFm3a5ZcuWuHz5stF32voOHjwId3d3VK1a1eT3T548wXfffYfjx49nYQ9yhrVzmTVrlvzt2bNns7gXlmXNTFJSUtC+fXt4eHigTZs2OHnyZDb2xPI4GzVr5mLti870DBo0CN9//32mf6ddYG3atEleeP30009GHXyaxMREdO3aFUIIbNy4EUDq6wAfffQRXFxcZKfow4cPs7czFmLNsrJz507Uq1cPhQoVQvv27W1qBlNbqkMJCQmZ/ts5xdptNPCsPtrCUygaW8glPj4esbGxZl9rswbOxTxrtUdp/w0WLVpkM0+6WaK8pJWcnIzvvvsOBQsWRNGiReUrVGlvwqX9W7Zw00XDuahZMxeNo15Lp5WZXGzxWtoe2XVnV2hoKHx8fLL8+KfW0J04cUL2mk6aNAn37t0DYFqoa9SogQoVKiAmJsamL0StmUtycjJ0Oh0WL15s8l66NVkrk+joaPnb+Ph4kxNMW8DZqPHxxZi2TaNHj4avry9u3LiR5XWkpKSgXbt2EEKgadOmJh2cWqO/atUqCCGMLiAePXqEw4cP49q1aybLW4u1yop25zM5ORnR0dE2Ma6FIa5DapyLmi3lYks5cS6mbKU9AoB79+5h9OjRGDZsmE10BGa3vKT3bxwZGYkPPvgAQgi89dZbctxMe8C5qHEuatbOJTEx0eaupe2VXXd2DR06FEWKFMGjR48y9TvDx7e1wjh27FgIIVCqVCksXbrU6HudToekpCTUqVMHwcHBFtn2nMS5mOJMzONs1DgXU7du3ULJkiUxadIkAJm78En72szly5flYMj9+vVDWFiYXE67uNi9ezeEECavjWjSjmVmLVxW1DgXNc5FjXNR41zUbKU9evLkCUJDQ7OzKxZlifKS3mc7d+5EuXLl4OHhITsCUlJSbGKM1fRwLmqcixrn4jjstrMrISEBZcqUwVtvvSU/e94dqLQXRjt27JCDcCYnJ+O9996Dm5sbSpYsiXXr1pmsIyAgADt37rT4vlgS52KKMzGPs1HjXNR++OEHCCFw+vRp+Znh3XGVtI38kiVL5KCcixcvRtGiReHh4YG+ffua/HbZsmVo1qyZ8rUSW8FlRY1zUeNc1DgXNc7FPG6PTFmqvIwYMcJk3doy9+/fx8iRIyGEQNGiRTF06FCUK1fOZma3VeFc1DgXNc7FsdhtZ9fff/8NIQQ++eQT+eqcRtUQGTZwFy9eRO/eveXj3Hv27AGQOhPNxIkT5QC/s2bNQnh4OM6ePSsHt3348KFNPElgDudiijMxj7NR41zU3nnnHQgh5IxX5rZVu9Aw/P7333+Xg3LWqVNHfr9u3Tr4+fnJvI8dOwYA2Lx5M2rXro2VK1em+7esjcuKGueixrmocS5qnIt53B6ZsmR5OXDggMnyWparV6+Wy9WqVUuWLVvFuahxLmqci2Oxuc6ujI69snTpUgghMHDgQPnZvXv3MGnSJPTv3x/vv/8+Fi9ebPQef3R0NMaNG4dixYpBCIGSJUtixYoVJutevXo1WrVqhZdeegmNGzdGnTp1sH79+uzvXDZwLqY4E/M4GzXORS0jucTExKBixYrw8vJCVFSU/Pz06dOYMWMGpk6diilTpiAqKspo/IHz58+jT58+skEPCAjAoUOHjNZ94sQJdOjQAW5ubihXrhyCgoLQvn17HD161HI7mUlcVtQ4FzXORY1zUeNczOP2yJQtlBdNQkICmjZtikKFCuG7777L+k5ZAOeixrmocS4vJpvr7NJs3rwZhw8fRmhoqFEvqtZoLV++HEIItG3bFnFxcVi3bh0aNmyId999F02aNIEQAk5OTqhVq5Z8xHnu3LmygRs1apTJeAZpK0FMTAwuXrxo9cGPDXEupjgT8zgbNc4lleHffvDgAY4fP45r167JmWcM6XQ6VK1aFUII/PHHH0hISMAXX3yBGjVqIDg4GAULFoQQAq+88gpmzJgBAPjvv//g4+MDIQR8fHyMGnTtzrjhHfKrV6/iwoUL+PPPP02WsxYuK2qcixrnosa5qHEuz3B79HzWKC9pjRs3DiNGjLCpwcY5FzXORY1zebHYXGfXtm3b0KxZM7Rq1QpVqlRBvnz50L59e/z+++9Gy2mPYDdp0gQLFy7ExIkTcfPmTfn9Tz/9hEaNGkEIgdq1ayMxMRFRUVHo06cPwsPD5XLmCpm1G7S0OBdTnIl5nI0a56I2d+5c1KpVC61atYKbmxsaN26MjRs3Gg3MGR4ejjJlysDd3R1z5szB8OHDsXTpUnnxFBoaKl8rEULIMV9GjBiBQYMGGTX8GW3crXnxxWVFjXNR41zUOBc1zsU8bo9M2UJ50fY/MTExh/Yy8zgXNc5FjXN5MdlUZ9e6devQqFEjOe3vtWvXMHr0aLi6ukIIgSVLlshZCvbu3SsbsXfffRf3798H8OxdWp1OhwMHDsi7OF9++aXR3zKcYcXWcS6mOBPzOBs1zsVUTEwM3nvvPfTs2RM3b95EQkIC5s+fj4oVK0IIgXbt2hldYDRs2BBCCLz22mtGj2drDXp4eDg+/PBDCCHg7+8PnU5ndDFlL3ewuKyocS5qnIsa56LGuahxe6TG5UWNc1HjXNQ4lxeXzXR2PXnyBC1btsTs2bMBPCtQiYmJ+OabbyCEQIECBTBz5kzExsbi8uXLqFGjBoQQePPNNwGo71AtWLAAQqS+O6ut014aOIBzUeFMzONs1DgXtT179iAgIEA25JrQ0FCUKVMGQgj06NEDf//9NwDgiy++gBACefLkwd69ewGY7u/ly5dRsmRJCCGwdu1auYy9NPxcVtQ4FzXORY1zUeNczOP2yBSXFzXORY1zUeNcXmw209kVFhYGIYS8O5N2emBtQMkyZcpg9erVSEpKwjvvvAMnJyc0bNgQERERAEwL440bN1CzZk0IIbBv377c2BWL4lxMcSbmcTZqnIva4MGDUbx4caPPtIuAnTt3omDBgnBzc0PPnj0RHx+PDRs2oFixYnBzc5OzUqlMnToVQgh07tw5R7c/J3BZUeNc1DgXNc5FjXMxj9sjU1xe1DgXNc5FjXN5sTlRLtHr9UREBED5fVhYGBER3bhxg5KTk8nZ2ZmIiFJSUoiIaPTo0dS4cWOKjIykL7/8km7fvk09evSgvHnzUlhYGIWEhBARkRDCaL2FCxempk2bEhGRp6en5XcsmzgXU5yJeZyNGudiKm0WqmyOHz9Ozs7OdPHiRfmZk1Nqs9C6dWsaMGAAubi40NatW2nNmjXUrl07qly5Mul0Otq7dy/duHGDiJ7lrwkODiZPT09ycXEx+7ethcuKGueixrmocS5qnIsat0dqXF7UOBc1zkWNc2HpyfHOLq0AOjk50Z07d+ju3bsUHx9vslxSUhIJIejGjRuk1+tlgXV2diYAVK5cOerTpw+VKVOGzp49S4sWLaK2bdvS66+/Tnfv3qV169bRkSNHiOhZ4SUi8vDwIHd3d8qfPz/lzZs3p3c3wzgXU5yJeZyNGueiptfrZaN89+5dIjJupJOTkykxMZEKFSpEiYmJ9ODBA5PfExH179+fgoKCKC4ujhYtWkTR0dE0YMAAyp8/P4WEhNDGjRuJKDV/w5OMYsWKkaurK3l5eZn8bWvhsqLGuahxLmqcixrnYh63R6a4vKhxLmqcixrnwjLE0o+Kqeh0OowdOxY1atRA7dq1UaJECQwfPhyhoaFymaNHj0IIAQ8PD0RGRgJ49viy9tjgkydP0Lt3b7i4uKBKlSoICwvDmTNnEBgYCCEEWrVqhbi4OLlO7fdz585Ft27dcmNXM4VzMcWZmMfZqHEuahEREejcuTOaNGmCunXronfv3nJGKk3r1q0hhMDEiRMBQDlV8o8//ogyZcrA1dUVM2bMgF6vx5AhQ+Dh4YGyZcti69at8jfamAVPnz5FlSpV8Ouvvxqty9q4rKhxLmqcixrnosa5mMftkSkuL2qcixrnosa5sOfJ8c6u0NBQ1K9fH8OHD0dsbCz2798vZ0fx9fXFypUrZYPUuHFjCCHw6aefAjCe5lf77927d6NcuXLIly8fli1bBgA4dOgQGjRoIAeSO378uPydNj3orl27ANhOI8e5mOJMzONs1DgXY9p+LFq0CHXq1MGSJUtw7tw5jBo1Cu7u7hBCYOzYsfj3338BAKtXr4YQAp6enoiOjjZah7Yv8fHx6NKli2zsHzx4gOvXr2PEiBEQQqBgwYLYs2eP/D0AjBkzBu+99x5iY2Nzc/fTxWVFjXNR41zUOBc1zsUUt0fmcXlR41zUOBc1zoVlRI53dk2aNAm9e/c2+XzkyJHw9PSEu7s7ZsyYAQCYMWMGhBBwd3fHxYsXAZgOIgcA3bp1gxACAwYMkJ/duHEDXbp0gaenpxyIsmHDhnj33Xdx5syZHNq7rONcTHEm5nE2apyLqcePHyM4OBinTp0y+nzz5s145ZVX4OTkhObNm0On0+HSpUuoVq0ahBAYNWoUAPUJwLZt25A3b174+PjgwoUL8vsvvvgCPj4+yJMnD+rWrYv//e9/CAgIwGeffWY0Rbwt4LKixrmocS5qnIsa56LG7ZEalxc1zkWNc1HjXFhG5GhnV0xMDEqXLo3+/fsDSG2otMbq5s2bGDt2LIQQEELg8OHDOHLkCOrXrw8hBN5//32T9Wm/3bdvH4QQKFu2rMkUnydOnMC3336LBQsWYMuWLTm5e1nGuZjiTMzjbNQ4F7VFixbBw8NDNsCGjfmGDRtQqVIleXfr/v37GDlyJIQQ8PLywqVLl0x+o6lXrx6EEFizZo38LCkpCZGRkZg2bRrGjRuHIUOG4OTJk/J7W5nencuKGueixrmocS5qnIt53B6Z4vKixrmocS5qnAvLqGx1dj2v4bhy5Qry5cuHoUOHAjBtsG7cuIGOHTtCCIHg4GCEhoZi3Lhx8PDwgBACv/32m/J3APDaa6+hRIkSuHbtWnZ2IUdwLqY4E/M4GzXORc1cLlqjPHLkSBQsWBD37t0DkPpYteErICtWrJAnAL/++it27NiB2rVrQwiBd9991+x6tVdMJk+e/Nxtye1HubmsqHEuapyLGueixrmYx+2RKS4vapyLGueixrkwS8lyZ5dhITx69CgOHz6M8+fPIyYmRn5+5swZCCFQoRE9npUAABIgSURBVEIF+XnaRufYsWPIly8fhBBYuHAhjh8/jg4dOkAIgVdeeUW+a2soMTERnTp1gp+fn9FgcbaAczHFmZjH2ahxLqbSNvxnzpzBjRs38PjxY6PPtfFM1q5dC8A0k5iYGHTt2hVCCDRp0gTnzp3D9OnTZU7m7lbt2bMHLi4u+Oqrr5TrTTu2Sm7hsqLGuahxLmqcixrnosbtkRqXFzXORY1zUeNcmCVl68muc+fOoXXr1nB1dUW+fPmQP39+tGzZEuHh4UhJSUF0dDReeeUVFC5cGJs2bTK7nnHjxskCGxkZib1796JChQoQQmDIkCHyjlBycrLsgQ0ICECbNm2MPrMVnIspzsQ8zkaNc1HbunUratSogdKlS8PT0xONGjXC1q1bkZiYCACYNWsWhBDo3r07njx5olzHmTNn5AnAypUrERUVhT59+kAIgVKlSuHcuXNyvxMSEgAAISEhEEJg27ZtubOjmcBlRY1zUeNc1DgXNc7FPG6PTHF5UeNc1DgXNc6FWUqmO7u03taffvoJefPmhRCpM6e4urrK2VXat2+PEydOIDo6Gs2bN4eTkxOGDh0q7/ik7Xm9fv06ypcvDyGEvEuzfft2CCGQJ08e+S6/5saNG2jZsiV+//33LO+4pXEupjgT8zgbNc7FvMePH+OTTz6Rr3x4eXnJ/y5WrBiWL18OAFixYgXc3d3h7++PgwcPml3fqFGjIIRA5cqVAQAPHjyQ46C0bt0ae/bsMVp+5cqV6Ny5s/JOmDVwWVHjXNQ4FzXORY1zSR+3R8a4vKhxLmqcixrnwnJClp7sSkxMxGuvvQYhBEaPHo0LFy5gz549+Oqrr+Dk5IQ8efLI9+gnTJgAIQRq1qyJvXv3KteXkpIi7/7UqlUL8fHxAIB169ahYcOGskd2yZIlmD9/PoKCgjBhwgSbGWxSw7mY4kzM42zUOBe1LVu2QAiBEiVKYMmSJQgJCcGSJUtQpUoVCCEQGBiIiIgIhIWFoVixYnB2dsbkyZPNTrceGhqKcuXKQQiBDRs2AAD+/fdfORONl5cXJk6ciL/++gujR49Gw4YNsX37dgC2M70ylxU1zkWNc1HjXNQ4F/O4PTLF5UWNc1HjXNQ4F2ZpWers2rZtGwoXLoxDhw6ZfDdjxgzkzZsXgYGBAICoqCg5Vednn32GO3fuADBtnA4fPgw/Pz9UqFABZ8+elZ8/fvwYK1asQOfOndGzZ0/07dsXERERWdnsHMe5mOJMzONs1DgXUykpKWjVqhVatWplMobA33//DX9/f+TJkwe7d+8GAHz00UcQQqBevXo4fPiwcp3R0dEYOHAghBCYOHGifFQ7JSUFP/74Izp27IhmzZqhadOmGD9+vMmsNLaAy4oa56LGuahxLmqcixq3R2pcXtQ4FzXORY1zYZaWpc6uTZs2oXnz5khISJBTfWoN07179xAcHAx3d3eEhYUBeNbz6ufnh40bNyrX+d9//6FZs2ZwdXWVv0v7nqw2BoCt4lxMcSbmcTZqnItaYGCgnGZdO9HXGvSFCxdCCIERI0YAACIjI+Hk5AQhBIYPH47//vvPaHnNsmXLIITAgAEDABhnotfrkZycjOjoaPmZrd3p4rKixrmocS5qnIsa52Iet0emuLyocS5qnIsa58IszYmy4Pr16+Tv70/u7u4khCAnJydydnYmAFS4cGFq0aIFubu7k4uLCxERjRs3jipWrEgRERG0bt06OnXqFBERAZDr9PHxocqVK1NSUhLFxMQQEZGzs7PR33V1dc3K5uYazsUUZ2IeZ6PGuZi6d+8eCSGoU6dORERy3zWdOnWiokWLElJvYFCpUqVo4sSJRES0YcMG2rVrFxERCSGI6Fk2AQEBRER08+ZNIjLORAhBzs7O5OnpKZd3cspSk5FjuKyocS5qnIsa56LGuahxe6TG5UWNc1HjXNQ4F2ZpWWop2rRpQzqdjp4+fSobK6JnBatDhw4EQBZEIQTNmzePvLy8aNeuXbR06VJ69OgRCSFIr9dTYmIiERF5enqSt7c3lStXLpu7ZR2ciynOxDzORo1zMVWkSBGqXLkyHTp0yOhzbR99fHzotddeo7i4OJnZF198QYGBgRQVFUXLly+nkJAQIiJKSUkhIQSlpKSQn58feXh40GuvvZbu3zf8d7AlXFbUOBc1zkWNc1HjXNS4PVLj8qLGuahxLmqcC7O4rDwOlpCQgNu3b5v9fv/+/WjUqBGSk5ONHjOeN2+eHIByyJAhJr/r2rUrpk6dmpVNsgmciynOxDzORo1zUbty5YrRKxyGkpOT0aVLF6xbtw4A5AxVf/75J4KCgiCEgL+/P27evGn0uzNnzqBmzZq4cuVKzm58DuGyosa5qHEuapyLGudiHrdHpri8qHEuapyLGufCLC1LnV3maO/fX7x4Ed27d5cNnFYYHzx4gN27d8spirt3746dO3ciIiICH3/8MZo0aYILFy5YcpNsAudiijMxj7NR41zUtHEHevTogW3btpl8f/z4cXTo0AFCCDRo0ECOs3Lw4EEEBwdj5MiR0Ol0NjOjlSVwWVHjXNQ4FzXORY1zMY/bI1NcXtQ4FzXORY1zYVnl8vxnvzJOe9zw2LFjVLFiRcqTJw8BkO/Vnzhxgvz9/Wnv3r20bt06+umnnygsLIx0Oh317NmTli5dasnNsRmciynOxDzORo1zUdPGMkhISCB/f3+j7+Lj4ykmJobWrl1Lc+bMobVr19KQIUPou+++o6SkJPrss8+obdu21tnwHMRlRY1zUeNc1DgXNc7FPG6PTHF5UeNc1DgXNc6FZZVFO7sAkBCC7t69S9WrVycioqSkJHJ2diZnZ2f6+++/6aWXXqLatWtTzZo1adq0afT48WPKly8f5c+f35KbYlM4F1OciXmcjRrnYt6tW7fIx8eHChUqRHq9nvR6Pbm4uNCNGzfo2LFjFBwcTOPHj6eBAwdSUlISRUVFUe3ateXvtWwdBZcVNc5FjXNR41zUOJf0cXtkjMuLGueixrmocS4sqyw6lQn+f/C4u3fvUrFixYgodXYDZ2dnOn78OM2aNYuuX79ORKmDUrq5uVHRokUdvhByLqY4E/M4GzXOxZSWSVRUFDk7O1O+fPmI6NnsWKtWraLdu3fL5b29val48eLywkKv1xOR7Q74m1VcVtQ4FzXORY1zUeNc1Lg9UuPyosa5qHEuapwLyyqLdnY5OTnRvXv36Pbt21SvXj0iSp2i+KOPPqL69etTbGwsRUREENGzKT8drVFT4VxMcSbmcTZqnIspbf/OnTtHlSpVIqLUnE6cOEFBQUE0d+5cunDhgswl7VTttjZ1u6VwWVHjXNQ4FzXORY1zUeP2SI3Lixrnosa5qHEuLMssPQjYqVOnsHjxYgDAlClT4OrqCiEEhBAYP368pf+c3eBcTHEm5nE2apyL2pw5c/Dff//h3r176N27t8ykWLFi+Pnnn629eVbBZUWNc1HjXNQ4FzXOxTxuj0xxeVHjXNQ4FzXOhWWFxTq7tFkSfvnlFzRp0gSVKlWSBbBbt24mUwy/KDgXU5yJeZyNGudink6nQ69evTBgwACjhn/y5MnW3jSr4LKixrmocS5qnIsa55I+bo+McXlR41zUOBc1zoVlh8Wf7BowYIAsgHXr1sWRI0cs/SfsEudiijMxj7NR41xMXb16FZ6enmYbfm0q+BcNlxU1zkWNc1HjXNQ4FzVuj9S4vKhxLmqcixrnwrLCop1dsbGxKFWqFAoXLoxVq1ZZctV2jXMxxZmYx9mocS5qmzdvhhAC9erVw6FDh+TnKSkpVtwq6+Kyosa5qHEuapyLGudiHrdHpri8qHEuapyLGufCssrFwuN/0eDBg2nQoEHk7u5uyVXbNc7FFGdiHmejxrmoRUdH09y5c2no0KFE9GzGGkcd7DcjuKyocS5qnIsa56LGuZjH7ZEpLi9qnIsa56LGubCsEtBaIsYYY3ZNr9e/0BcVjDHGbAO3R4wxxqyNO7sYY4wxxhhjjDHGmMPgWy6MMcYYY4wxxhhjzGFwZxdjjDHGGGOMMcYYcxjc2cUYY4wxxhhjjDHGHAZ3djHGGGOMMcYYY4wxh8GdXYwxxhhjjDHGGGPMYXBnF2OMMcYYY4wxxhhzGNzZxRhjjDHGGGOMMcYcBnd2McYYY4wxxhhjjDGHwZ1djDHGGGOMMcYYY8xhcGcXY4wxxhijPn36ULFixejMmTPW3hTGGGOMsWzhzi7GGGOMMUY//PAD3b17l3bv3m3tTWGMMcYYyxbu7GKMMcYYe8Hcvn3b5LNRo0ZR48aNqXPnzlbYIsYYY4wxyxEAYO2NYIwxxhhjuSMmJoY6dOhAe/bssfamMMYYY4zlCH6yizHGGGPsBdKnTx+6evWqtTeDMcYYYyzHcGcXY4wxxtgLAACNGDGCNmzYkO5yer0+l7aIMcYYYyxncGcXY4wxxtgL4LvvvqM//viDiFLH7GrSpAk1adKEfvnlF4qLi6O1a9dS69atadq0afI3T548oV9//ZX69+9PZcuWpcuXL9O+ffsoODiY8ufPT4ULF6YxY8YQEVFKSgotXryYatWqRXnz5qXy5cvTL7/8otyWv//+m9577z1q0aIFlShRgurWrUubNm3K+RAYY4wx9kLgMbsYY4wxxl4Q+/fvp6ZNm1LZsmXp2rVrRJTa8bR8+XLauHEjRUdH0/jx42nChAnyuyNHjtDQoUOJiKhfv35ERPTuu+8SAOrZsydFRUXR/Pnz6fjx4/TGG29Q5cqV5W9cXFwoIiKCihcvLrdh06ZNNH78eAoJCaFSpUrR48ePKTg4mE6dOkWLFy+mTz75JFczYYwxxpjj4Se7GGOMMcZeYHXq1KFvvvmGevbsqfzu008/paJFixIRUeXKlWnZsmXUtGlTatasGX366adERDRmzBiaOnUqde3alWrWrEkDBw6k1q1b09OnT+nnn3+W64uMjKRevXrRtGnTqFSpUkRE5OXlRcOHDyciotGjR1N8fHzO7jBjjDHGHB53djHGGGOMMfL29jb7nYeHBxER1ahRw+jzSpUqERFR4cKFydfXV/ndxYsX5WcLFy6kxMREatmypdGyAQEBREQUHR1NBw4cyOIeMMYYY4ylcrH2BjDGGGOMMfuUL1++534XExMjPwsJCSEnJydq06aN0bIAqGzZskREFBsbmwNbyhhjjLEXCXd2McYYY4yxHGM4u+PVq1epUKFCtH//futtEGOMMcYcHr/GyBhjjDHGcoVOp6NHjx4Rz4/EGGOMsZzEnV2MMcYYYyxXFClShBISEujUqVNmlzl79mwubhFjjDHGHBF3djHGGGOMvSCcnFJP/QxfLcxN9erVIyKisWPHKp/uOnfuHM2ePTu3N4sxxhhjDoY7uxhjjDHGXhDajIsPHjyglJQUInrW8ZWUlGT0/w0lJycr16f9VqfTmf2NYadWnz59iIho586d1KtXL7p//778bvv27dS6dWv63//+l7mdYowxxhhLgzu7GGOMMcZeEBUqVCBvb2968uQJzZkzh/744w8aNmwYERGdOXOGiIj++ecfow6q27dv0507d4iI6Pr160bri4iIICKiu3fvUlRUlPwcAP3zzz9ERBQWFiY/b9OmDX344YdERLRmzRry8fEhX19fKliwIL355ps0ZcoUevXVVy2814wxxhh70QjwCKGMMcYYYy+M9evX09ChQ0mn09F7771HFStWpPnz5xt1ZPn6+tKaNWto//79NH/+fHr06BEREbm6ulJwcDD99ttv9Prrr9PevXspMTGRiIg8PT2pX79+NGTIEGrQoAHduHFDrq98+fL09ddfU3BwMOn1elqyZAl9/fXXdOXKFXJ3d6dGjRrRqFGjqGHDhrkbBmOMMcYcEnd2McYYY4wxxhhjjDGHwa8xMsYYY4wxxhhjjDGHwZ1djDHGGGOMMcYYY8xhcGcXY4wxxhhjjDHGGHMY3NnFGGOMMcYYY4wxxhwGd3YxxhhjjDHGGGOMMYfBnV2MMcYYY4wxxhhjzGFwZxdjjDHGGGOMMcYYcxjc2cUYY4wxxhhjjDHGHAZ3djHGGGOMMcYYY4wxh8GdXYwxxhhjjDHGGGPMYXBnF2OMMcYYY4wxxhhzGNzZxRhjjDHGGGOMMcYcBnd2McYYY4wxxhhjjDGHwZ1djDHGGGOMMcYYY8xhcGcXY4wxxhhjjDHGGHMY/wdRkNa9FHtxlAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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oYy+88MLwdpEh+KMf/ShsGPY1Inuf99ChQ1HHrlmzJry9uro6HN3ldrvD0XF9IyV7X8+bNm2K2HbgwIHwtksvvbRfPRiLNMH7smrVKgaA/exnP4vatn79+iiza8WKFQwAu+WWW/o93+LFixkAlp+fHzbpGOPGYO95p2+E229+85sB9ScIgiBGJlSziyAIgiBymIsuugh79uzBz372M+j1+vD7drsdP/jBD/D1r399wNUaAWDChAk49dRTAfCaPr1rcj377LM4++yzUVFRgSuvvDK8yuK//vUvNDc3AwBsNhteeeUVYWF6AFG1s+KppdUfTz/9NAD++0+dOjXi35w5c2C1WlFUVASv19tvDScRFRUVuPTSSwEAf/3rX+FwOCK2/7//9/+waNEiTJ48OeL9FStW4Oabb8ZNN92E8847L2KbSqUCAOEiAWq1Ovz6rLPOGrBvoUUJRPzoRz/C1VdfjT/84Q8oKiqK+fwhampqYLFYot6/9dZbYTAYAAD//ve/Bx1LIdavX4/PP/8ce/fujfp8pk6divvvvx9FRUUoKipCW1tbTG1+8MEH2Lp1K84888yIsR7ipJNOwvbt27F161acc8454ff/+Mc/hrf3xzXXXBN+3bfelU6nC78eN25c1LG9VwoV1bcKbfd4PGhtbY3YptFowq/Hjx8fdeyyZcuwfPlyAMDRo0exZ88eAHxxidWrV+Nb3/oWbrrppohjQp83EP2ZJ2u8TZs2DQDw2GOP4e23347YtnDhQnzpS18K/3z48GG89957AGL7DLq6uvD3v/9d2Odp06ZBkqSI46ZMmRJ+3VdfgiAIYuRCZhdBEARB5Dh5eXl48MEHsWfPniij5YUXXoj4It8fvVdcDBWBrq2txQcffBDeVlxcjIsuuggA4Pf78cwzzwAAXnzxRciyjK985SvCtouKiiK+oHZ1dcX8u4lobm4OrxAXMlT6/mtubkZrayuampoivvzHwvXXXw+Am3gvvPBCxLbVq1fjBz/4QdQxKpUKq1atwkMPPRQ2Rw4ePIibb745vAolY2zA88bbz96Ul5dj9erV+P73vx9+b+3atfjOd74TNhoGKuDdn7GRl5eH0047DQDgdruxf//+mPrz0UcfAQAuuOAC4edz6NAhtLa2orW1FY8//nhMbb711lsAxIZTiBkzZmDOnDnhn2tra1FXVwcAGDVqVL/HjR8/HuXl5QCAdevWxdSfECKTsL/tbrc7rrYB4Nxzzw2/7r0y4lVXXYU///nPGDNmDACgo6MDv/3tb/Hd7343vM9An/lQxtsFF1yABQsWwOPx4JxzzsE3v/lNNDU1Cfddu3Zt+PVAn0FoAQAgvs+g9+IbgUAg5uMIgiCI4Q2ZXQRBEAQxTKiursbrr7+OP/7xjxGRL3/5y1/wzjvvDHjsJZdcEv7SeODAAaxZswbPPfcc8vPzceGFF4b36xsBwxjDn//8Z1x44YUwmUzCtjUaDUaPHh3++ciRIwn9fiFC5gXAV75LNgsWLMApp5wCAHjyySfD73/22Wc4fvx4RNSKiDVr1uDCCy/EQw89hCuvvBL/93//l/Q+9kcgEMDzzz+P0047DWvWrMEDDzyAFStWDKnNGTNmhF/HalSGPqNkfj6hcdM3smcgehswg0UUhiKr+jNtksFghqeI3lGEIrPs4MGD+O53v4urrroKM2bM6Hflx2QiyzLeeOMNzJs3DwCfY6ZMmYJHHnkkymCL9TPoHdmWys+AIAiCGBmQ2UUQBEEQOcZgXwS/853v4K233opI//nb3/424DF5eXnhqC2AG1nPPfccLr300gjj7Mwzz0R1dTUA4NChQ3jsscewYcMGXHbZZQO2f+aZZ4Zfb9q0acB9B8Pr9YZfHzt2bEht9cePfvQjAMDWrVuxYcMGADyq65prronQtTfNzc0477zzcMUVV+Cee+7BU089FU73SgebN2/GrFmz8Oyzz+Lll1/G7bffjpKSkiG3W1hYGH6dn58f0zGhzyiZn0/IaGtoaIj5mN4Ra4OluIUisEKputlCXl5e+HVBQUH4dSAQwE9/+lPMmjULZ5xxBv7973/jzDPPjMsMHAolJSVYt24d7rjjDmi1WthsNtx444049dRT0djYGN4v1s9Ao9GEoyKz7TMgCIIgcg8yuwiCIAgix7j55puxcePGAfdZvnw5rr322vDPvb989se3vvWt8OsXXngBhw8fjkhvBHhUTe/orptuuglWqzWiRpKIr3/96+HXO3bsGFJ0V+8v/B988MGg+69fvz7uc1x88cWoqKgAAPzhD3+A2+3GSy+9FJEi1pu2tjYsWrQI//3vf/G3v/0tIpUuHXz66adYunQp2tra8PLLL6O4uDhpbYdSw7Ra7YAphL0JfUY7d+4ctCbX0aNHY4rkCbW5Zs2amCOkqqqqwq937Ngx4L4hg27s2LExtZ0uetfdqqmpAcAjxC655BL8+te/xm233Tao2ZwqtFot7rnnHuzZswdf/epXAfCxePbZZ4dr5YXSLIGBPwPGWDjyK9s+A4IgCCL3ILOLIAiCIHKMiRMn4p577hl0v1CtJQAxRficfvrp4XRDxhimTJkSTufrzZVXXhmO1ggEAvjyl788aCTGihUrcMYZZwDgdYR+97vfDdqf/pg4cWK4aPpjjz0WEenVlyeeeAKbN2+O+xwajSZc/+qll17CH//4RyxevDjii3tv7rvvPhw+fBilpaURtYfSxbXXXguPx4PTTz89IhIrGdTX1wPgxdJ710caiJkzZwLgtd1CNctEBAIBXH311f1Gy/UmZCAeO3YMr7zySr/7dXR04LbbbgPAa5lNnz4dAI8otNls/R539OhRABhy2meyOXjwIACeThoy71577TW8+uqrANBvrbxU8stf/hIHDhwI/zx+/Hi89NJL4eL+u3btwpo1awBw4z00X7z77rv9tnns2LGwiZltnwFBEASRe5DZRRAEQRA5xsSJE/HGG2/g5ZdfHnC/3l/sV65cOWi7sizjiiuuCP985ZVXCverqqqKWMkt1qiSP//5zygrKwMA/O53v8Onn34a03EAT1274YYbAHAjKlSI/9ChQ+H3+/K///0PDz74YETEWjx873vfg1arhcfjwc9+9rOI4u99CRWBF3H48OHw61hXMxTRXzRTe3s7tm3bBkBckDx0/kTPHYqeu/nmm2M+5txzzw2npD300EMRRcpDKIqC73//+5g+fXpMkWiXXHJJ2DS57rrrIoq1h3A4HLj00ksjDKBQSqrH44lacCDEkSNHcPToUahUKlx33XWD/4Jp5M033wQA3HjjjeH3eo+3vp95qsdbiJDZ1ptvf/vb4dTdlpYWANxwDEV9rV+/PryiZF9C42zcuHE4//zzE+02QRAEQQAgs4sgCIIgco5JkyYB4GmHIhMB4F9Un3/+eQDA7Nmzcfnll8fUdsjs6mt89SWUylhaWhqO2BqMsWPH4r///S8qKioQCARwwQUX4JNPPhn0uPfffx/Lly+PWJXutttug0ajAcDTDM877zy8++67qK2txfr163HDDTfg/PPPx8MPP9xv4fzBKCsrC39Jr6ioiDh/X0IRT83NzRFF7f/zn//gr3/9a/jnrVu3wuFwhGsX9S44Pljxd7vdHvF/CL1eHzaB3njjDXz22WcAeFregw8+iF27dgHgK/m53e5wBBPQU+y9v+i4F198EQcOHMCPf/xjYbRNR0cHgMhUO4CvwBla1dLr9eLss8/G3XffjR07duDQoUP4z3/+g+XLl+Odd97BvffeO+DvHWLSpEn4zne+A4DrvGDBAvziF7/Ap59+ii1btuCZZ57BySefjAULFmDu3Lnh47797W+HoxzvuecedHZ2RrX961//GgBw1113ha+vEL2L7IvMRI/HE34t+gwdDkf49UDmU21tbdR7n376Kd59912sWLEiwrTtHWG3atWqcLu7du3CL37xi/C2rVu3gjEWrp2WyHjr+zrEY489FvG7hfB6vZBlGQsWLAi/9/DDD6OsrAyMMfzkJz+JOiYQCODRRx+FSqXC6tWrIyL9BorcBCL1DaVOEgRBEAQYQRAEQRA5RWdnJwPAADCNRsNuvfVWVldXF95eX1/Pvva1rzEA7KSTTmINDQ1xtT9v3jx21llnDbiPx+NhhYWF7Lrrrou7/01NTezLX/4ykySJqVQqds0117B169axYDAY3sfr9bK3336bXXLJJeyss85iO3bsiGpn9erVTJblsBa9/6lUKvbII4/E3be+rF+/ngFgDzzwwID7/epXv4o4f1lZGSssLGTLli1j69atC79vNptZUVER27dvH2ttbWVnnXVWeNuNN97IAoGAsP39+/czrVbLADCdTsd27doVsf0LX/hCuB1JklhVVRUzGo3shhtuYL/73e/C24qLi9nkyZPDx91///0MAFOr1exPf/oTc7vdjDHG/H4/++tf/8rMZjP76U9/GvHZhHj33XfD+hsMBrZv376I7R6Ph51zzjnCzwcAGz16dNTvMRgul4udffbZ/bZ5xRVXCDXs6Ohgp59+OgPAlixZwg4ePMgYY8zn87Ff//rXTJZldvPNNzNFUSKO6+zsZLNnzw63/8EHH0Rs9/l87Iwzzghvf/zxxyO22+32iM+47/a77rorvG369Ons9ddfD/dh7dq1rLKyki1evJh1dnZGHPfpp59GjH2LxcJGjRrFRo8ezT7//HNWXFwc/lyLi4vZc889xzweD7vlllvCxyxZsoTZ7Xahzjabjc2aNSu879NPPx2xfdWqVQwAO/XUU9mBAwcYY3zM3HnnnQwAu+eee6La3LlzJ6uqqmIA2Pe+973w79Te3s4uv/xyZjQa2SuvvBJ13LZt28L9uPLKK6O233vvveHtTz75pPD3IQiCIEYeZHYRBEEQRA4yduxYtnbtWva///2P3XzzzWzhwoWspqaGVVZWMqvVypYtW8aefPJJ5vV64277N7/5DfvrX/866H7XXXcdW7t2bSLdZ4wx9vnnn7Pbb7+dLVmyhFVUVDCLxcKmTp3KTj75ZLZ8+XJ25513sg0bNgzYxsaNG9nFF1/MSktLmVqtZuXl5ezSSy9lmzZtSrhffTnvvPNYW1vbgPsEAgF29913szFjxjCDwcBmz57NHnvssbDxcu211zKj0cjmzJnDPvjgA/bb3/6WqVSqKLPGZDKxa6+9Ntzu8ePH2ahRo5gkSVH7zpo1K7xfc3Mzu+KKK1hxcTHLy8tjK1asYP/9738ZY9y4WLp0KTMYDOzcc89lR48ejej7unXr2A9/+EM2Y8YMVlpayiZOnMhqamrYt771LbZ58+ao39Vms7HS0tKo/siyzMrLy6N0+cMf/sAWLlzIzGYz0+l0bPr06ez2229nHR0dcX0Ovdt84okn2Pz585nRaGQmk4ktW7aM/f3vfx/wuGAwyJ577jl2+umns8LCQjZ+/Hg2ffp0dsUVV7CNGzdG7X/zzTcznU4X8TtKksQqKyuZ1+tlv/zlL5nZbI7SoaCggO3YsYP985//ZGq1Omp7YWFh2LztbXZt2rSJrVixgpWWlrIJEyaw+fPns8cff7xfA/Tvf/87q6mpYXq9nlVXV7ObbrqJtbe3M8YYe/7555nVamVVVVXs8ccfZxs3bmRGozGqLxqNhs2ZMyei3WXLloWN1d7/SktL2d69exljPWZXbxPVarWyefPmsRdffLHfz8But7N7772XzZkzhxUUFLApU6awOXPmsJ/85CdCU/7BBx9k1dXVESb25ZdfzjZs2MDsdjv73ve+F9HXvLw89sMf/pC5XK4BxwJBEAQx/JEYi3E5G4IgCIIgCIIgksbdd98dTjukW3KCIAiCSB5Us4sgCIIgCIIgCIIgCIIYNpDZRRAEQRAEQRAEQRAEQQwbyOwiCIIgCIIgCIIgCIIghg1kdhEEQRAEQRBEBnA6ncLXBEEQBEEMDTK7CIIgCIIgCCLNdHR04H//+1/45xdeeCGDvSEIgiCI4QWZXQRBEARBEASRRu644w6UlZVh+/bt4fe++93voqCgADfeeGMGe0YQBEEQwwOJ0TrHBEEQBEEQBEEQBEEQxDBBnekOEMlFURQ0NjbCYrFAkqRMd4cgCIIgCIIgCIIgCCIpMMZgt9tRWVkJWe4/WZHMrmFGY2MjqqqqMt0NgiAIgiAIgiAIgiCIlFBXV4fRo0f3u53MrmGGxWIBwD/4vLy88Pt2ux3bt2/H7Nmzw/sQpEt/kC5iSBcxpIsY0kUM6SKGdBFDuoghXcSQLmJIFzGkixjSJRrSREymdLHZbKiqqhr0nFSza5hhs9mQn5+Prq6uCLNLURR4vV7odLoBQ/1GGqSLGNJFDOkihnQRQ7qIIV3EkC5iSBcxpIsY0kUM6SKGdBFDukRDmojJlC79eR59IbNrmBHrB08QBEEQBEEQBEEQBJFLxOp5kC05QnC73dizZw/cbnemu5JVkC5iSBcxpIsY0kUM6SKGdBFDuoghXcSQLmJIFzGkixjSRQzpEg1pIibbdSGza4QQCATQ3NyMQCCQ6a5kFaSLGNJFDOkihnQRQ7qIIV3EkC5iSBcxpIsY0kUM6SKGdBFDukRDmojJdl3I7CIIgiAIgiAIgiAIgiCGDWR2EQRBEARBEARBEARBEMMGMrsIgiAIgiAIgiAIgiCIYQOZXSMErVaLsWPHQqvVZrorWQXpIoZ0EUO6iCFdxJAuYkgXMaSLGNJFDOkihnQRQ7qIIV3EkC7RkCZisl0XiTHGMt0JInnEugwnQRAEQRAEQRAEQRBELhGr50GRXSOEQCCA9vb2rF0pIVOQLmJIFzGkixjSRQzpIoZ0EUO6iCFdxJAuYkgXMaSLGNJFDOkSDWkiJtt1IbNrhOB2u7Fz50643e5MdyWrIF3EkC5iSBcxpIsY0kUM6SKGdBFDuoghXcSQLmJIFzGkixjSJRrSREy260JmF0EQBEEQBEEQBEEQBDFsILMriXzwwQd47bXXMt0NgiAIgiAIgiAIgiCIEQuZXUlgy5YtWLlyJc444wxs2bIloTY++OADnH322Vi4cCHmzp2LFStW4MMPP0xuRwmCIAiCIAiCIAiCIIY5ZHYNgc7OTjz00EN44YUXsH79+oTbWb16NVasWIGLLroIGzZswJYtW3DhhRfizDPPxPPPP5+UvsqyDL1eD1mmj7w3pIsY0kUM6SKGdBFDuoghXcSQLmJIFzGkixjSRQzpIoZ0EUO6REOaiMl2XSTGGMt0J3IVxhgkSQIAXHbZZXjppZdw11134e677465jQ0bNmDp0qVYvnw5/ve//0VsO/3007F+/Xps3boVU6dOjam9WJfhJAiCIAiCIAiCIAiCyCVi9Tyy04LLEUJGFwDo9fqE2rj77rvh9/tx9dVXR2275ppr4PF4cNdddyXcR4IgCIIgCIIgCIIgiJEEmV0ZpKGhAW+99RYA4LTTTovavnz5cgDAq6++iq6uriGdy+FwYN26dXA4HENqZ7hBuoghXcSQLmJIFzGkixjSRQzpIoZ0EUO6iCFdxJAuYkgXMaRLNKSJmGzXhcyuDLJu3ToAgNVqRUVFRdT2qqoq5OXlwefzDblYPWMMfr8flLUaCekihnQRQ7qIIV3EkC5iSBcxpIsY0kUM6SKGdBFDuoghXcSQLtGQJmKyXRcyuzLIrl27AACjRo3qd5/KykoAwOeff56WPhEEQRAEQRAEQRAEQeQy6kx3YCTT3t4OALBYLP3uEyq41tzcLNzu9Xrh9XrDP9tsNgCA3W6PqCkW2kdRFNjt9qh2Qn1wuVwIBoMR2/R6PTQaDXw+X8S5AEClUsFoNIIxJgxfNJlMkGUZbrcbgUAgYptOp4NWq4Xf74fH44nYJssyTCZT+Hfpi9FohEqlgsfjgd/vj9im1Wqh0+kQCATgdrsjtkmSBLPZDICHXbpcrvDvDQAGgwFqtRperxc+ny/iWI1GA71ej2AwGN6/NyENnU4nFEWJ2DaQhmq1GgaDAYqiwOl0RrVrNpshSZLwsxlIw9BnA4g1HOizCWkaDAajju392TgcjignP/TZxKth789GpGHos0m2hqHPZiANQ+O773iJZXyLxmGsGg40voeioeizGUzDgeaI0O/u9/ujxkuuzxF9P5t45oi+42U4zREDaTjY+A710efzRZ031+eIvsQzR/QeL8NtjhjKfUTod+97HJD7c0Rf4pkjeo+X4TZHDOU+IkTfcwK5P0f0Jt45ovd4GW5zxFDuI0KIrsdcnyN6E+/47j1ehtsckeh9xGDfpXN9juhNPHNEPN+lkzlHiD4DEWR2ZZDQoNBqtf3uo9PpAEA4IABg1apV+MUvfhH1/vbt28MDHAAKCgoA8C8Xu3fvjto/VB9s7969UYNn6tSpKCsrQ0tLCw4ePBixraCgALNmzUIwGMSWLVui2l20aBG0Wi0OHTqEtra2iG3jx49HVVUVOjs7o/pkNpsxb948AMDWrVujLtD58+fDZDKhtrYWTU1NEduqqqowfvx4OBwObN++PWKbVqvFokWLAAA7d+4MX4R79+4FAMyePRtWqxUNDQ2oq6uLOLa8vBxTpkyBx+OJ+l0lScKyZcvCbfWdrKZPn46SkhKcOHEChw8fjthWVFSEmpoaBAIBoYZLliyBWq3GwYMH0dHREbFt4sSJGDVqFNrb28O/QwiLxYK5c+cCgLDdk08+GQaDAUePHo0yU8vLywHwcdf3M9fr9Vi4cCEAYMeOHVET5Jw5c5Cfn4+6ujo0NDREbKusrMSkSZPgcrmi+qRSqXDqqacCAHbv3h01uc6YMQPFxcVoamrCkSNHIrYVFxdjxowZ8Pv9wt916dKlkCQJ+/fvj6p/N3nyZFRUVKC1tRX79++P2Jafn485c+aAMRbRbkjrU045BTqdDocPH0Zra2vEsePGjcOYMWPQ2dkZjuIMYTQasWDBAgDAtm3boib0uXPnwmKxoK6uDo2NjRHbRo0ahYkTJ8LhcGDbtm0R2zQaDRYvXgyAR4P2/YM6c+ZMFBYW4vjx46itrY3YVlpaimnTpsHr9Qo1HGiOGDt2LACgs7Mz6roZLnNEiETmiL179w67OWLs2LGorq6GzWbDzp07I7YNNkdMnjwZAH+I07fd4TJHhEhkjti7d++wmyOGch8xc+ZMAEB9fX3UZzNc5ggg8fuIvXv3Drs5Yij3EbNnzwYAHDlyJGp8D5c5Akj8PmLv3r3Dbo4Yyn1E6O/Rvn37hu0cASR+H7F3795hN0ckeh9htVoB8Ae8ooyrdM0RSkBB57oTCHy4DyUH9kKt0aDixTtR74rUId33EaGxka45oj9vpC8Sy9YEyxzjqquuwnPPPYe77roLd999d0zHXH/99Xj88cexaNGicP2uvixatAjr16/H9ddfj8ceeyxquyiyq6qqCvX19RHLcMqyjEAgAKPRGPWHC8jOpy3peCIbcqyNRiNkWc6Jpy29SdXTltBTDb1eH6VDNj5tSdcTWUVRIsZLtj9tSdcTWY1GA6/XC51OF9XfXJ8jhvJEtu94GU5zxFCeyOp0Orjdbmg0GuFYyuU5oi/xzBG9x4tarR5Wc8RQ7iP0ej1cLhdUKpVwLOXyHNGXeOaI3uNFq9UOqzliKPcRBoMBDocjImonRK7PEb2J9z6i93jR6/XDao4Yyn2EXq8Pt9l3zOT6HNGbeMd37/FiMBiG1RyR6H3EYN+l0zFHtB9pQ93pP0Ce/Xj3L8T/OzH9dMx79w5Ick90a7q+awQCgZi/SydzjrDZbBg9ejS6uroiPI++kNmVJBIxu+6//37cfvvtmDlzJnbs2CHcZ+bMmfj8889x33334bbbbhu0TZvNhvz8/EE/eIIgCIIgCIIgCIIgsp9Nd78B00N3IaDSo336qdDMnYn8538HmQXg/Pm9WHDnuZnuYtqI1fOgAvUZZPr06QCA48eP97tPaNuMGTOGdC6v14uDBw8Ka16MZEgXMaSLGNJFDOkihnQRQ7qIIV3EkC5iSBcxpIsY0kUM6SKGdIkmGzRxfvQZAKDj7Etx2vpfYskTX0fHxd8BAKgf+RVadolrfKeSbNBlIMjsyiDLli2DLMtobW1FS0tL1PYTJ06gra0NKpUqnKOdKD6fDw0NDVHhhCMd0kUM6SKGdBFDuoghXcSQLmJIFzGkixjSRQzpIoZ0EUO6iCFdoskGTQy7NwMACs+eH35v8R+vQnv5dOh8duz+2n1gSnqT9rJBl4EgsyuDFBUV4ayzzgIArF27Nmr7Rx99BAA4++yzUVhYmNa+EcRgKAEF6378Eo68vX/wnQmCIAiCIAiCIIi4adrSCIu9EUySMeHLs8Pvq7QqjH3mFwjKWpQcXIdPrv1rBnuZfZDZlSRChfX6FroL8e6776KmpgYPP/xwxPu33norJEnCM888E3XM6tWrIcsybr311uR3mCCGyO5nN8L69ENouPb+THeFIAiCIAiCIAhiWHLsXzyFsb1iBozFxohtVcvGwf6tHwEACv/yW3z6k5fT3r9shcyuJNDW1oaPP/4YAPDJJ59ErTYBAI8++ih27doVVbx+2bJluPvuu/H666/j6aefDr//1FNP4e2338a9994bXiKVILIJ5yG+DHN+8wEEfcFB9iYIgiAIgiAIgiDixbWWm13KSfOF2xc9eilavnAVACD/yV9iw22vpatrWY060x3IZYLBIBYuXIi9e/eGl898//33UVlZiSVLluBf//pXeN9LL70UH330Eb75zW9GtXPnnXdizpw5+M1vfoPVq1eDMQa9Xo///Oc/OP/885PSV41Gg8rKSmg0mqS0N1wgXcTEoouvqR0AoFJ8aFx/DFXLxoW3NXx6DIcefxNzHrwceaOHz6qgNF7EkC5iSBcxpIsY0kUM6SKGdBFDuoghXcSQLmJIl2gyrYlxDze7is6eJ9wuyRKWvXQd1lzkQ+m7L8Dy6L34cO1mQK8HAKjHV2HJE9+AJEtJ7VemdRkMiTGW3ipmREqJdRlOghgqH573EEo/fAkA4L5jFebdfFbPtkW3oHTH/9Bx1Y1Y8vuvZaqLBEEQBEEQBEEQOUvTlka0L70QiqTChGMfwlBo6HdfpjCs+cKDKF0bncoY+PVvMesHS1LZ1bQRq+dBaYwjhGAwCLvdjmCQ0s16Q7qIiUmXjo7wS8e2AxGbTId2AAD8RxtS0r9MQeNFDOkihnQRQ7qIIV3EkC5iSBcxpIsY0kUM6SKGdIkmk5rUvsJXYeyonDGg0QV0R3i9/jO4br0fbZf8AG2X/AAtE04BALSv/teAxyZCto8VMrtGCC6XC1u2bIHL5cp0V7IK0kVMLLrIHW3h1+zAwfDrtn2tMDlP8B9aWlLWx0xA40UM6SKGdBFDuoghXcSQLmJIFzGkixjSRQzpIoZ0iSaTmrg/7q7XNVdcr6svslrG/NtWYumz12Dps9dg3GM3AgBK9n6E1j3J/W6W7WOFzC6CIBJC4+iJ7DLW90R21b+zO/xa3XYirX0iCIIgCIIgCIIYDjCFwbSHR3YVr4zN7OrLmNPGo230HEhMwZ4HR1bhejK7CIJICJ2zJ7LL7DgOR5MDAND5yec9+9ia096vbIIpDOt+9CI+/vazme4KQRAEQRAEQRA5RNOWRpicJ6BIaky4aFbC7ei/9mUAgO7NV6EElGR1L+shs4sgiLgJ+oLQe7sAAH41zx1v+OgQAED6vMfsMrrbEPRlZw73UHG1umCrtw24z7rr/wbr6l+j8G+P49iHh9PUM4IgCIIgCIIgcp1j/+IpjB2jaqC36hNuZ9YNK+DV5sHsOI5dq9cnq3tZD5ldIwRJkqBSqSBJyV1uNNchXcQMpkvnEZ7CyCQZnWPnAADaNxyAElCQV9+TxigxBe0H2kRN5CQhXcCAbXOvxv45l4Qj2vqy/XcfoeDZR8I/N7yxNV3dTDt0HYkhXcSQLmJIFzGkixjSRQzpIoZ0EUO6iCFdosmUJu7t+wEASk3iUV0AoMvToevU8wAAbU8nr1B9to8ViTHGMt0JInnEugwnQQyFI2/vh/vLX4NbXwjHGRei5L/PonnpxZh4+2WwrbwYQVkLjz4fJlcLNH99FpMuqsl0l5NK55EONNacBQDw//I3mH39sojtR97eD9tXr4Em4IZbXwiDpx3Nc1bitE/uz0R3CYIgCIIgCILIMT48/Rco3fgftH/tepz6pyuH1NaxDw/Dcd5XwSQZ5Z/9F0VTipPUy/QTq+dBkV0EQcSNs64dAOA1FcI0ZxIAQHX4AI6/uwsA0FkxDZ6CCgCA4/Dwq9vVuqMx/Lrj3c0R27qOdaH1iv+DJuBG67iToXvwHgCA6cBWMIWeLRAEQRAEQRAEEQNOJwBAZTEOuakxp41H26jZkJiC3b8cGYXqyewaITidTmzatAnO7guG4JAuYgbTxd3Aza5AXiFKFk0EAOSdOADnBl6vKzhtBoKFpXzfo8NnRcaQLi3bjoTf02z/LGKfzx98AyZnM2z5VZjz1i8x8eI5UCQ1TM5mNG1p7NvksICuIzGkixjSRQzpIoZ0EUO6iCFdxJAuYkgXMaRLNJnSRPK4AADqfFNS2tN//StwmkqhspqT0l62jxUyu0YIiqLA5XJBUUbO6guxQLqIGUwXXxM3uxRrIUYtHgtFUkMTcMG86X0AgOWUGqCMm13+xpb0dDoNhHRxH2oIv1fQsj+iUH3w/TX8/4suQd7oPOitenRUTgcA1P17S3o7nCboOhJDuoghXcSQLmJIFzGkixjSRQzpIoZ0EUO6RJMpTeSQ2WUxJKW9k35+NubW/weLH/lqUtrL9rFCZhdBEHETaOZmF4oKodar0VU8HgBffREARq2sgaaSm12safhEdoVQ6pp6/cRw+BVefN5Wb0NRHX894ZrTevafPRcA4Ppk+BapJwiCIAiCIAgieag8PGJKW5CcyC61Xg2VVpWUtnIBMrsIgogb1sbNLnVJIQDAP2ZieJtHZ0XZnArox3CzS24fPpFdIVRNPB3Rq+UFETvf56mM+1Z/DIkp6CyaiPK5leH9C8/kZpdhz/CM7CIIgiAIghgqQV8QHy78OdZetTrTXSGIrEDlcwMAtNah1+waiZDZRRBE3Egd3OzSlHGzSz21x+yyj62BJEswj+dml65z+EV2Gdq52dW16BwAgGY7L1LvfONDAEBgyfKI/cd9cRaYJMNiq0fLruFXsJ8gCIIgCGKo1K89gtLP30Phy09FlIggiJGKxscju3QFZHYlApldIwSDwYAZM2bAYEhOvu9wgXQRM5gu6i6ermgYxc2u/PmTwtukmTP4e5O42WV0tAybVQgNBgOmTpoKi4MbeFXXXgAAKGg5gLZ9rSjY9ykAoPLySLPLXG5GZ8lkAMCx17alr8Npgq4jMaSLGNJFDOkihnQRQ7qIIV3E5IouPpsHACAxBftWf5zy8+WKLumGdIkmU5po/Lxml74wO82ubB8rZHaNENRqNYqLi6FWqzPdlayCdBEzmC5aVwcAwDiam10VS3siuwqWcLOraGoJAECl+GCr60pld9OGWq0GawpCgoKgrMW4c6agq2AcAIadP3wKmoAbTlMpJpw/LepY/yyeymhfM/xSGek6EkO6iCFdxJAuYkgXMaSLGNJFTK7oEnB6w69D0fKpJFd0STekSzSZ0MTv8kOl+AFkr9mV7WOFzK4Rgs/nw7Fjx+Dz+TLdlayCdBEzkC5MYTC4eBpjXjU3u4qmFKOjdCpchmKM++IsAIDGqIFbz7e37x0eqXs+nw/7P9wBAHBayiGrZXhr5gEASj79N39/7jJIshR1bP7ykwAAul3Dz+yi60gM6SKGdBFDuoghXcSQLmJIFzG5oktvs6tg36fwOVLb31zRJd2QLtFkQhN3uzv82lSanAL1ySbbxwqZXSMEr9eLI0eOwOv1Dr7zCIJ0ETOQLvZGO2QWAABYx3MzS5IlzNv6NKbv/SfM5ebwvp48nspoPzQ8zC6v14sTW/YDDPCWjAYA5J0xHwAPuQeAoi8vFx477qI5AID89sPoqu1MeV/TCV1HYkgXMaSLGNJFDOkihnQRQ7qIyRVdeptdmoAbe/+yKaXnyxVd0g3pEk0mNHG38npdQVmbtSsoZvtYIbOLIIi4sB3lUV0+jRlaszb8vt6qh7E4MsTWX8jNLtfR4WF2AYDUyH9/VsFXWxz3lbnhbX61EVO+Nk94nHVcAboKxwMAtl14Jzbd/QY6j3SkuLcEQRAEQRC5QdAdGR3S/q81GeoJQWQeTzuv1+XXZGcKYy5AZhdBEHFhr+Vmj8dYOPjOJdzs8tUPH7NL09IKAFBXjwIAFEwoDJtYHdOXRBiAffEvWwEAKDm4DqaH7kJjzdlY+60/p7jHBEEQBEEQ2U/QxaND/Gr+5d68ZQ2UgJLJLhFExvC288guv5bMrkQhs4sgiLhwN3Czy28Z3OxSVXCzS2kaPmaXoYObXaZJo8LvBc89H0ySUfr9Lw947NK/fBfq559B64XXoLNoIgAG7ZuvprC3BEEQBEEQuYHi5mZXx8T58KuNMLrbcOg/uzPcK4LIDL5OHtkV1GVnva5cgMyuEUK2r5SQKUgXMQPp4jnOza5g/uBml66Km11S6/Awu9RqNayOFgBA/rTK8PtLnrwCk5s/wfQrFwx4vCRLmPyVmVj2tx9g9ubVACRY7I3oONSeym6nHLqOxJAuYkgXMaSLGNJFDOkihnQRkyu6hMwumMzomL4EAND4t9SlMuaKLumGdIkmI6sxdoXMruyN7Mr2sUJm1wjBYDBgxowZMBgMme5KVkG6iBlIl8CJbmOmcHCzyzSOm13ajuFhdsENmP1dgASUzOmJ7JJkCRqjJq6mTKUmdBWOAwAce3NXUruZbug6EkO6iCFdxJAuYkgXMaSLGNJFTK7oEja7tFqYz+ML/mg/TZ3ZlSu6pBvSJZpMaBIyuxRD9kZ2ZftYIbNrhKAoCrxeLxSF8t57Q7qIGUgXpZWbXXLx4GZX/iRudhnsJ5LbwQxxYlsDAMCrtcBSaRlye96JMwAAXety2+yi60gM6SKGdBFDuoghXcSQLmJIFzHJ0CUdtbMUT7fZpdNhytVLoEgq5LcfxvFN9ak5H40XIaRLNJnQJGDnZhfTZ6eRBGT/WCGza4TgdDqxfv16OJ3OTHclqyBdxAyoSzs3uzRlg5tdhVO7I7v8TrhaXUntYyY48dlhKEEFjrzypLSnm8vNLvZ5bptddB2JIV3EkC5iSBcxpIsY0kUM6SJmqLp8eN5D2Fp2Dtr2tSa5Z5GwbrNL0utgqbSgs2wKAODEukMpOR+NFzGkSzSZ0CTY1X0uU/ZGdmX7WCGziyCIuFDZuNmlrxzc7DIWG+HT8Am6fW/upzK6DzUBAHwllYPsGRtlK2oAAHl1u8AUlpQ2CYIgCIIgkolu+wYYPO048vJnqT2R1weAm10AECjiDxddR4dHhgBBxIPicvMXxuyt2ZXtkNlFEERcaO3c7DKOHtzsAgC3pQwA0HUg982uwLFGAACrqEhKe2POmIigrIXOZ0PjhrqktEkQBEEQBJFM5AA3oVy7j6b2RF4e2SUbuNmFUp4h4K8js4sYeTA7j5aSzGR2JQqZXQRBxIXexc0u85jYzC6ftQQA4DyS+2aX3HgcAKCpTk5kl1qvRmfFVABA4/9yO5WRIAiCIIjhiawEAADKkdrUnqjb7JJ0WgCAejR/YMpO5P49JEHEjYuXgFGR2ZUwZHYRBBEznk4PNAE+8eaPi83sYiX8RsVbl/s3Kto2bnYZJ5Ylrc3gFF63y7nh86S1SRAEQRAEkSxU3ZFdmsajqT1Rt9mlMukBAIax/H5LbqXILmIE0l0HS7aQ2ZUo6kx3gEgPZrMZS5cuhSRJme5KVkG6iOlPl87DPKorKGthKo2tWKJczkPQg8dz2+xiCoPFdhyySkb5vAlJa9d8Sg3wPqDel7uRXXQdiSFdxJAuYkgXMaSLGNJFDOkiZqi6yIofAGBpr4USUCCrUxMvIfm5qSbreWSXeXwpggB0nakxu2i8iCFdosmEJpKH1+zS5GdvgfpsHysU2TVCkCQJsixn7UDMFKSLmP50sddys8ttLIQkx6aZdjQ3u9CS22ZXV20nNAE3AAllc5KTxggAo87mkV35J/bB7/Inrd10QteRGNJFDOkihnQRQ7qIIV3EkC5ihqqLKsjvT9RBL1p3p+5+TvJ5+PmMvGaXdQqP7DI6mqEElOSfj8aLENIlmkxoInt4ZJc6L3sju7J9rJDZNUJwuVzYtm0bXN25vwSHdBHTny6uem52+cyxpTACgGEMr9mlac9ts6tlWwPAgC5dAQJyIGntls8bBY8uHyrFj9p3DySt3XRC15EY0kUM6SKGdBFDuoghXcSQLmKGogtTGFRKz8O45o1Hk9izSGQfT2NUm7jZVTS1BIAEleJHV21n0s9H40UM6RJNJjRRefi5NPnZa3Zl+1ghs2uEEAwG0dXVhWAwmOmuZBWki5j+dPE0dqcx5sVudlkm8Mgunb0leR3MAPaDPITebixM6niRZAn2Kh7d1fxBbtbtoutIDOkihnQRQ7qIIV3EkC5iSBcxQ9El6AsCYOGfbTtTV6Q+tOpjKLJLrVfDZSgCALTvSX4qI40XMaRLNJnQROXjBpLWmr1mV7aPFTK7CIKIGV8TN7tYQexmV8FkHtlldLcj4EleRFS68bV08f9NeUlvW5pZw9vekrt1uwiCIAiCGH70LbHg2380ZeeS/TyyS2PWhd/z5POHpvZDuZ0hQBDxovHxNEZ9UfbW7Mp2yOwiCCJmgi3c7JKKYje78sdaoUgqAAwdh9pT1LPU42/p5P+bzElv27qER3bpD+ZmZBdBEARBEMOTvmaXXJe6yC5VoHs1RoM2/F6gqBwA4DpKKzISIwuNnxeo1xdmb2RXtkNmF0EQsdN0HACgqSyJ+RBZLcNtLAYAdB3M3VTGYAeP7Aqak/8HZ8w50wEAeZ21sDfak94+QRAEQRBEIgTckWaXofloys4VMru0efqeN0t5ZJe/jswuYuQQ8ASgUnhaL5ldiUNm1whBr9dj8uTJ0Ov1g+88giBdxPSni6HhIADAOm9CXO1587g5ltMh6F02QALyRlcmfbxYxxXAll8FADj6eu5Fd9F1JIZ0EUO6iCFdxJAuYkgXMaSLmKHo0mN28dXWTM5muFpTU4xaFeRf7jWmnsgu9Wi+IiNrSr7ZReNFDOkSTbo16X2NGYuz1+zK9rFCZtcIQaPRoKKiAhqNJtNdySpIFzEiXVytLlhsDQCAUcsnxtVeoJA/lXPX5W5kF2w8sitvdHlKxotn4kwAQMeaHUlvO9XQdSSGdBFDuoghXcSQLmJIFzGki5ih6OJ3cgPKpzHCredlLI6vT00qozroARBZs8swlptdclvyH5jSeBFDukSTbk3crbxeV1DWQq1Xp+WciZDtY4XMrhGC3+/H8ePH4ff7B995BEG6iBHpUr/mEADAZShG/lhrfA0W8zRG//HWZHUx7ajsnQAAj0FKyXjRLZzNX2zfnvS2Uw1dR2JIFzGkixjSRQzpIoZ0EUO6iBmKLkEvX1xIkTVwllYDADq2Jd/sCvqCkJgCANBaeswu8wRuduk6mpJ+ThovYkiXaNKtibeT1+vya7I3qgvI/rFCZtcIwePxYP/+/fB4PJnuSlZBuogR6dK+4QAAwFk5Ke72VOU8jZE15W4ao9plAxjQHnCmZLxUnD0LAJBf9zmUgJL09lMJXUdiSBcxpIsY0kUM6SKGdBFDuogZii4BF4/sCqq1UEaPBQC4dh9NZvcAAF6bN/xal9djdlkn8+wAo7Ml6fdHNF7EkC7RpFsTTxuP7PJrs9vsyvaxQmYXQRAx4fmc1+vCpPjNLv0YfqMiteVuGqPWzdMY1YWpyUkfc/oE+NVGaAIu1L53MCXnIAiCIAiCiIdQzS5FVkMzqZq/PpL8yC5vV8+XZY2xJyWqaGoJAAkqxY+u2s6kn5cgshFfJ6/ZFcxysyvbIbOLIIiYkI9wA8Y4K756XQBgHMsju7SduWl2MYVB7+02u4oMKTmHrJbROYbX7Wp6J7l1u9a/58QDX/kMjQ0sqe0SBEEQBDG8CXq6zS61FpYaHtmlbTya9POEaoMFZS1kdc9XVLVeDZehCADQvodWZCRGBv7O7ppdejK7hgKZXQRBDApTGCxNPI2x+JT4zS7LOF6zS+/ITbPL2ewM15HQlaVutRFpNq/b5d2UXLOr6fbH8aW3vodN97yZ1HYJgiAIghjehMwuptKgZEE1AMDSXpv0lEKfnacxBtS6qG2efJ4hYD9IZhcxMvB38cguRW/KcE9yGzK7RggqlQr5+flQqVSZ7kpWQbqI6atL6+5m6Hx2KJIKo5ZUx91e4VR+k6Lz2eHpzM6c7oGw1/OoLr9ah6KKopSNl8LTeN0uw4HkFqm3HuPmmfqTD5Pabgi6jsSQLmJIFzGkixjSRQzpIoZ0ETMUXYJuHnGlqDUoO6kSQVkDleJD847kFoz3O7jZFVRpo7YFisoBAK7a5NZ+pfEihnSJJt2aBOzc7GKG7I7syvaxQmbXCMFoNGLOnDkwGrP7gkk3pIuYvrocX8tTGO0FY6E1R9+EDIap1ISAikdEdRzIvRUZnY3c7PLp81M6XqrPrwEgwWJrQPuBtqS06fUw5NuOAQDKjm2G05784vd0HYkhXcSQLmJIFzGkixjSRQzpImYouijensguWS3DYa0CALRsTm7drrDZJYjsQil/aOo/llyDjcaLGNIlmnRronSbXcjyzyDbxwqZXSMExhgURQFjVLOnN6SLmL662D7jKYzeMfEXpwcASZbgMvO6XZ37c29FRvfxTgCAz2hN6Xgxl5vRWTQBAFD7n+SkMjZsa4FO4csXG4M27PvP/qS02xu6jsSQLmJIFzGkixjSRQzpIoZ0ETMUXcJpjBr+sNNbUQ0AsO88mqzu8fOEI8iizS716DLehxPJvYek8SKGdIkm3ZoEHblhdmX7WCGza4TgcDiwdu1aOByOTHdlQHwOHzbd8yY+/OJvkl4LQES6dOmq7cTGO1/PmRS+vroE9nCzSz0tMbMLAHz53OxyHcu9yC5viw0A4DeYUz5efFN5KqPtk51Jaa/1s8gnr63/3ZiUdnuTK/NLuiFdxJAuYkgXMaSLGNJFDOkiZii6hCO71HyFRGl8NQDAt+9I0voHAAEnj+xSNNFml2EsN7vk1uTW7KLxIoZ0iSbdmjA7L1AvWbK7Zle2jxUyu4isQlbL0P36fpS++wIa1iV/WeNMsfXaP8H88N3Ycse/Mt2VhNAd42ZX3tz4i9OHUAq52eWpy70i9b4WnsYYNOWl/FzGU7jZJe9MTt0u+y6ewih3z/bS5k1JaZcgCIIgiOGP4uERV0zDzS7zbH4vqDpyIKnn6TG7ostlmCdws0vXSQXqiRGCm2dlqMzZHdmV7ZDZRWQVar0anaNmAAAa30ruinSZRK7lT798uw9muCfx43P4YOngxmPFssQju6RSbnb5G3MvjTHQxs0ulpd6s2vUudzssh7fA5/DN+T2/Af5Z+eacTIAoKRhKxwd/iG3SxAEQRDE8EfxB/iL7siusmVTAAD5Jw4kNQsj6OJmF9NGr3ptncxrdpkczWnJ/CCIjOPkkV2yhcyuoUBmF5F1sJn8y757fXJXpMsk2g7+JEpurM9wT+Kn4ZOjkFkQXq0FxdNLE25HXdl9bHPuRXYpHdzskgryU36uyoVV8OisUCk+HH1735Dbk+u52aVeuQI+UwG0igcH/vX5kNslCIIgCGL4w7oju6DlEVeVC6sQUOmhDnrQuKEuaecJ1exigsiuoqklACTILICu2s6knZMgshXJzWt2qcnsGhJkdhFZh3UZN7t0+4dHZBdTGIx2bnYZ2nLP7Gpd370SY9lESLKUcDv60cUAALkj92p2oYubXbLVkvJTSbIE2zh+DbS8N7RrgDHA2MzNLuucajinLQAAtL1FqYwEQRAEQQxOqGYX1GoAvORIVxmP9D/x0dAfyoUIunhdW6YVFKjXq+EyFAEA2nYld0VGgshGZA+P7NLkk9k1FMjsGiGYTCaccsopMJmyu8gdAFRfMBMAkN9xFF3HulJ6rnToYqu3QR3kf8BNzuakpKalmt66uLbzmgzK+MRTGAHAVM3TGHWduZfGKNn4ODSUF6XlOlLNqgEA+LftGlI7HSd8KHA3AgDKTh4LwzJudqm3JLdIfS7NL+mEdBFDuoghXcSQLmJIFzGki5ih6MJ83WZXd80uAAiOnwwAcHyWPLNLcfM0RuiizS4A8OTzul2Ow8m7j6TxIoZ0iSbdmqi8vGaXxprdn0G2jxUyu0YIsixDp9NBlrP/I88fa4XNOhYAUPt6clak64906NK+p3cxTYYTWxpSdq5kEaHLQR7Zpa9JvDg9AORP4mmMBmcLmJKe5WkDnkBS2lE5Q2ZXQVquo8Jl3OwyHBma2dX0WQMkKFD0RugqizDmYl63q7hpJ+wnXEPuZ4hcml/SCekihnQRQ7qIIV3EkC5iSBcxQ9ElbHZpe9IL9bN53S7s35+M7vHzhNIl+zG7AkXc7HIdSV6R+lh1Sdb9ZK5A11E06dZE5eWRXdp8Q1rOlyjZPlays1dE0nG73di1axfc3Ss7ZDueKbMBAB0fpTaVMR262PZHhlu3b09efYNU0VsXUyOP7Co8eWhmV+FknsaoDnrhaEr98rSNG+qwq+wMfHjeQ0NuS+PqTmMs0KflOhqzchoAwGJrGFJtivat3cXpi8cCkoTi2aPgzKuEzII49Mq2JPSUk2vzS7ogXcSQLmJIFzGkixjSRQzpImYoujAfN6EkbU9kV/ESbnaZG/Yl7QGm4hk4sgtl3Ozy1yfP7IpFl+2/+wh7SpZh0y/+m7TzZjt0HUWTbk00Pv5QWleYnRFTIbJ9rJDZNUIIBAJobW1FIJAbTyYMC3nNImlHas2udOjiPBxpdjn2Zn/drt666D0dAICCaeVDalOXp4NXy1cz7Nif+iL1Jz4+AE3ABesnryPoCw6pLZ2bm13aElNariNLpQW2/DEAgGNv7U64HdfeYwCA4KgxPe9Nnw8A6HwneamMuTa/pAvSRQzpIoZ0EUO6iCFdxJAuYoakS3dkV2+za/TyCWCSDIOnHe0H2pLSR9Ztdkm66AL1AKCdWMVfHEzeyuax6NL54TaoFB+c761P2nmzHbqOokm3Jho/N7v0hdldsyvbxwqZXURWUrGSm13W+s+HbFRkGv+xSLPLfyT7za4QSkCBzLj+WrP45iMe3BZet8t2KPVml+Lv7rffiSNv7k24naAvCK2fR6IZK1NfoD6EZyJPZez4JPFURuXwUQCAZuLY8Hum07rrdu3cmnjnCIIgCIIYGfijzS69VR8uOdL4YZJSGUNml0Ev3Fx8Ko96N9fvTVs5DABgXh7ZJrfmXs1ZIjcJeAJQKXzcGYqzO7Ir2yGzi8hKRp9aDa/WAnXQg9p3D2S6O0OCNfFw666CagCA1JA7ZlfvYvoa09DNLr+Vm12u2tSbXSyohF8f/3fiUUz2Blv4taUyb0h9igftSTMAAGxn4maX9jhPYzTNqA6/V346v1nMazkIJaCIDiMIgiAIguCEzK4+EVfesbxIfef6xB8oRtCdLinrxfebY8+aHI4ma92T+vvIMF5uwmlzcIElIjdxtfbU1TUUZnfNrmyHzC4iK5HVMmxj+KqMTf9LbSpjqlG18Mgubw1PH9O1ZH/NrhB+Zy+zy6gZYM/YYEXc7PLWpf6GgQV6IgLZxk0Jt+No4CmMPo0ZKq1qyP2KleJl0wEAlmO7EnqCGQwC5naexlh0Uk8aY+UpYxBQ6aAOenF8Y+6MRYIgCIIgMkCoZpdGHfG2egav2xXck6zILr5yuWwQ1+zS5enQVTgeANDw7p7knDMWus0uo6M5rRFlxMjF087NrqCsScr3r5EMmV0jBJ1Oh3HjxkHXX9HHLEQ+iRep923cnrJzpEMXXReP7Mo7g5tdZltj1qdmhnSRg6EpQoJarx7wmFiQyrjZFTzROuS2BkPx9eSOF9Rui4hSiwdnIze7vIb8tF5H1SunQJFU0Hs60LyjafAD+nB8nw3mQAckCSie22N2yWoZtpIJAHhds2SQi/NLOiBdxJAuYkgXMaSLGNJFDOkiZki6dNfi6RtxZV3IzS79sSSZXaHIrn7MLgDwTeDR6bYNyTG7YtKl2+xSBz2wN9qTct5sh66jaNKpScjs8muyu14XkP1jhcyuEYJWq8WYMWOg1Q49FS1dFJ3O63YZD6YusivVuigBBSYnj2Kq+sJMBGUtZBZMyLxIJyFd4OVPsIKyBpIsDb3dSm52oSUNaYy9IrtUig8HX0nMNPWc4GaX35if1utIa9ais5SnCDS8E38qY8tnPKrLk1cK2Rz5xzIwjrdr35KcG9RcnF/SAekihnQRQ7qIIV3EkC5iSBcxQ9FF8nebULrICJNRp00CAOR11UWkXSWK5OOmksrY/5dm7RxudrHdyTG7YtEl9PsDQMe+kZHKSNdRNOnUxNPmBAD4tdlfryvbxwqZXSOEbF8pQUT1eTPAJBlmx3G07ErNH5dU69K2rxUSU6BIKhRNLYEjfxR/f3t21+0K6eJ18GVkg6rkTGCGMdzsUrenN40RAFreTCyV0dvMza6gKT/t11FgMq/bZV8fv9nVtYPX6/KWjonapp3JzS7sT05kVy7OL+mAdBFDuoghXcSQLmJIFzGki5gh6RLgNbv6ml0FEwrhNJYAYKh7f+j3E5J/cLOreMlUAIC5bk9SUgpj0SVkwgGA7eDIMLvoOoomnZr4bd3fv7TZH9mV7WOFzK4Rgtvtxq5du+B2uzPdlZgxFhvRWcyfGu1Z9Sr8Ln/Sz5FqXTr28Agul6kUslqGr3Q0AMC+N7vNrpAuzg4erp0ss8s8vhQAoLOnL7KLSXyakz9LzOzyt3Kzi+Xlp/06MszjdbukPfGbXd793OzC2LFR2wpP5teVsT45kV25OL+kA9JFDOkihnQRQ7qIIV3EkC5ihqKL1I/ZBQCu0TyVse3TfUPrIAA5FNll6P+ec8yZyS1SH4suvc0u19GRYXbRdRRNOjXxdfDIrqA++82ubB8rZHYRWU3glCUAgOJ//RHbx5yPtVetzql8efsBbnZ5CsoBAKyqCgDgO5gbhcGDHu7SB9XJMbvyJxQDAIyu1pSvBBgyu9pH8XTYwuO74Gx2xt1OoKN7Ncb8/KT1LVYqzqrhp27cE79etdzs0k2ONrtGn87NLpPzBGz1tqjtBEEQBEEQQI/ZJTShpvBIcd/OoT88k7sju9Rmfb/76K36tBepD/ULSM8CSwQRsPG0YCUHzK5sh8wuIqtZ/OfvoP3yH8JpLIHR3Yaif/wB25del3KjJFm4j3CzSykuAwBox/PILlaX3ZFdIQLdqzEqSYrsKpxUBCbJkJiCziMdSWmzP1iQm13B8lGw5VdBYgoOvvRZ/O20dwIA5IL0m12jT62GX22EJuBG3UdH4jpW38zNrvxZ0WaXudwMu6USANDwYXJSGQmCIAiCGH7IIbNLHx3ZZZnHI7vUh5MQ2RXg95xq48D3nMkuUj8YoX4BgNJEZheRevxd/OE8I7NryJDZRWQ1GqMGpz59FebUvgbnz++FT2NCYdNubLrr9Ux3LSYCDXwlRqmCR3ZZpnKzS9ucK5Fd/AZHUSdn2VuVVgWPjptGtqPtSWmzX0I1u1QqeGoWAAA63hGnMta+fwieTo+4nS6exqguSr/ZJatl2Cp5fYqm92JPZQz4Gaw2XqC+cE50zS4AcI/m0V0dG5K0ihJBEARBEMOOkNkjMrtKF/HVnS1tR4dcQ0sV4PdhatPAq7olu0j9YMj+nvtDqYXMLiL1KPbuBR9M2V+gPtshs2uEIMsyjEYjZDk3P3KNUYMFd54Lx2XfBgConvp9UlZ+SbkuJ7jZpa3ikV2Fs7jZZe6sT0phzVQR0oV5eRqjoknecrI+YwEAwFmf4siuXmaX5Qxudmm3b4za79Dre+C84FJsXPQj4WciO3ian7YkPyPXkTKdpzK6N38e8zG2Jhc0jN+c5k0sFe4jh1IPdg09sivX55dUQbqIIV3EkC5iSBcxpIsY0kXMUHSRgvxeUGR2FU7l9xiagHvI9+WqblNNYx74njOZRepj0UXVK7JL0zEyzC66jqJJpyZBR/e1ZDCk/FxDJdvHSnb2ikg6JpMJCxYsgCnHHeKTf30p7HmjYXS3YfP1zw25vVTromnjaYzGcdzsKp1dASbJUAe9aNvXmpJzJoOQLmpFAgAwVXIiuwAgYLYCANzHO5PWpojeZtfEy7nZZW07FFWjqvVTbvYUH9uCHU98HNWOyskju3QleRm5jiyn8BUZNft3x3yMo6G7qL5aC9kgvmm0zOWRXZojQ4/sGi7zS7IhXcSQLmJIFzGkixjSRQzpImYousjB7sguQc0uY7ERPg1vs2P/0ArGq4K8NtZgZlcyi9THokuoXwBgsI8Ms4uuo2jSqQnrNrskc/brn+1jhcwuIqfQmrXQ3vQjAEDB639B846mDPdoYPQ2HtmVN5mnMWqMGjjM/HXrtuyv2xV08xscpklOzS4ACObzyC7vidRGdiHYY3blj7XCo7MCADr2Rd6o+Fs6w6+dDz0RVQ9O6+LbDRXWFHV0YEav5GZXfssBeG3eQfbmOBu52eUxWPvdp2wpj+zKaz2MoC84tE4SBEEQBDEskYPdNbt0auF2t7kEANB1YGhGkLrbVNJaBja7eJH6cQCAxvf3DumcMfUr0HPvpfPZ+i97QRDJwsXNLtlMNbuGCpldIwSHw4GPP/4YDocj010ZMnNuOB2tY+ZCpfiw+7rfD6mtVOritXlh8HBDp2hGec/7xTyVsevz7K3bFdLF3cVXvkym2YUCbnYFmtOUxqhWAQC8RisAwNnQGbFfsK3nZ2vrAWx96N2I7ToPN45MlfkZuY5Kasrg1hdCZkHUvhNbAVhPM49e8xvy+t2nfG4l/GojVIoPDetqh9TH4TS/JBPSRQzpIoZ0EUO6iCFdxJAuYoaii6rb7NKYxPeCfitPZXQdSzxjIeAJQGLKgOfpjW88r9vVtX5odbsG04UpDCrFF/Fe257hH91F11E0adXEyQvUq/KzM1qqN9k+VsjsGiEwxhAMBsFY9taJihVJljD64RsBSCjd8iaatjQm3FYqdWndxaO6/GoDLJWW8PvKqCoAgOdQ9kZ2hXRRugvUJ9PsUhVxs0tpT09kl6TmTyL9Zn5ed2PkeVlHJ39fX8j3+92T4Ugnr80bftJoGZ2fketIkiU4xvLortY1sRWp95zgBl3Q1H9RfVktw1Y2EQDQ/PHQUhmH0/ySTEgXMaSLGNJFDOkihnQRQ7qIGYoustL/aowAoBQWAwC89YmnFPaOXNdb9YPurz1pOoChF6kfTBe/yx9+7TLw39N2aGipk7kAXUfRpFMTyeMGAKjN2V+zK9vHCpldRE4y/gtT0VbJC3fX/3dHhnsjpnMvT7F0WcogyVL4ffU4HtnFjmWv2RVC8XY/zdIkr2aXqoSbTlJHiiO7QmmM3QUTlbx+0ie7OgEAnq9+Ex6dFXldx7D5br7ap62uu/aVJMNUmrmnK/JMbnb5tsVWt8vfyvut5A28gmRwHK/b5dxKKzISBEEQBBGNqrtml9ogvheUSnkaY6Ax8Ygnn73H7NIYB7/nDBWpN9bHFvGeKL1TFl3F/GG149CJlJ6TIGQ3j+zSWLM/sivbIbOLyFmC02cCAByf7sxwT8Q4D/M/hr7C8oj3zVP5H0vN8WNp71O8MG/3Ey1t8iK79GVWAIBs60xam0L8fPUgqTuNEVZ+3kCvGl0AoLLzn40TK+G+/Gret6f/CJ/D11P7SpcfYVimG+sSbnbpD8UW2RVs5/1G/sBml24Wr9uFg0NfkZEgCIIgiOGFElAgM/7wsD8TSjOqe9XnlsQjnkJmV1DWxnS/VXbyWACAydUCn8M3yN6J43d2166VZCilFQAAb93wT2MkMovKy2t2afKpZtdQIbOLyFksp/DILvXe7DS7PLU8souVlEW8X7JwPIAcKQzuS77ZZajkEVZqR2fS2hTSq0A9AEiFVgCA0h55Xk13P/TlVix48GI4TaUwOU9g4/+9APcJXvvKZxjYNEo1Y8/l4fp5XceiVpMUEezg+8j5/dfsAoCihTyyy9RAZhdBEARBEJEEPIHw6/5qaRnG8MguVWfiNbtCplJAPXBx+hB5o/PgV/MUr5adqVusKmTCBVQ6SOX8fn4oEWwEEQsqL4/s0lrJ7BoqZHaNEIxGI+bOnQujcfhcNKPP5ZFd1hP7Yl6lri+p1EVp5JFdckWk2VWxYDT8agNUig+N67MzuiukixxamTCJZpdpNDe7tK4U1+xSeN8lDa/ZpelOn0Sf9Emdu5P3a5QVWrMWuO6HAADLP/6Mzi2HAQABIzeNMnUd5VXlw57H01/r3h48lVHqTs1UFw1s0o0+bSIACUZ3KzoOtSfcv+E4vyQD0kUM6SKGdBFDuoghXcSQLmIS1aV3zar+IrtM1dzs0nUlbgL5Hd2RXarYzC5JluDK45FWHbsSr907mC49/dJCO7o7gq15+JtddB1Fk05N1H6ePqvNz/6aXdk+VsjsGiGoVCpYLBaouqNchgOls8rhMhRBZkEcfSuxpYdTqYvUzJ806cZGpjHKahm20u7C4J9kZ0RNSBf4+U2OpEue2WWpsgIADN4uBP1K0tqNIlygnn+2mhJ+3t7pk0FfEDofj4LKG8vNsHm3nYP28unQBFzQPfsU38/Cj83kdeQez1MZ2z+Oweyy899JUzyw2WUsNsKWz9Nq699LvO7FcJxfkgHpIoZ0EUO6iCFdxJAuYkgXMYnqEoq4AgC1Xi3cxzqJm11GZyuUQGL3dWFTSR37/aaviJtdjgPHEzonMLguPf3SwTCWm13qjuFvdtF1FE06NVEHuNmls2a/2ZXtY4XMrhGCx+PBgQMH4PF4Bt85R5BkCY5qHt3V+kFiqYyp1EXbziO7zBPLo7aFCoM7tmRnYfCQLsFuXZJpduWPtfI2ocSUkpcwge7QexWf5sLpk/aeyK5QAXpAgmUUj96S1TJKHrgRAKD3dvLN3YXeM3kdaeZwsyu44/NB91U5+O+lKx08/dJTzYu8dq5PzDAGhuf8kgxIFzGkixjSRQzpIoZ0EUO6iElUl1BklyKpIKvFXxsLJhYBAGQW6HVfFR8BJzeVFM3gKzGGYBWVAABvbeJm12C6BFzc7AuqdbBM4GaXfggRbLkCXUfRpEsTpjCog92RXXmxXw+ZItvHCpldIwS/34/Gxkb4/f7Bd84h1Cdxs8u/JTGzK5W6GO3c7MqfXBa1TTezuzD4/uw0u0K6MHfyzS5Zq4ZPawEA2GpTmMoYiuzqftJgHBWdPmmv6wQAeLUWqLQ9TySmXDoHzTPP7Gmru/ZVJq+jktO42WWp/RxMGXh5X42L32waygau2QUA6hpudgV3Jx7ZNVznl6FCuoghXcSQLmJIFzGkixjSRUyiugTcfP+gqv/7QI1RA7e+EADQsT+xIvVBd7eppIktjREA1FU8sovVJ57GOJguYRNOrUPBFG52Gd1tEbXMhiN0HUWTLk38Lj8kxiMktZbYr4dMke1jhcwuIqcpOo2bXaYj2VWk3t3uhibAV9IomFQctb1oETe7jI3ZmcYYJpzGOPgy0PHgNXLjyVGXBrNLy8PuQ+mTek9n2CxyNnTy/hisUYdPfeJHCMr891YVZLZAPQCMOWsKmCTD4G5H6+6BnypqPTxizlhpHbTdgkXc7DLUJh7ZRRAEQRDE8CPo6Y7skge+D/RY+L2u/XBiZlfAwR+usjjSGA3judmlak48smsweiLOtLCOK4AiqQAwdBxsS9k5iZFN7zrUemv2R3ZlO2R2ETlN9bnTwCQZJmczWnZlT1hx52Fe7Dsoa2Esji7YxwuD8yWTu2o709m1uJC6zS7ZkNwnCwGzFQDgPt6Z1HYj6FOzK7+aG2wyC8LR5AAAeJr4+f3d/elN+dxK2L5xHfxqI8ovPDl1/YwRvVWPzmI+burf3tXvfj6PAoOfm13mysEju6rO4maXxVYf1oUgCIIgCCJUsyuoGtjsClh53S73sQTNrm5TiWljv9/Mn8bTGPWdqTO7gq5us0urh6yW4TLx6K6OvSdSdk5iZOPt6jZ+JbnfOnlE7JDZReQ0hkJDjwHw1uC1jNKF/Sh/4uM2FkGSpajtxmJjeHW9+vezM5URACQ/v8mRtcmN7ArmcePJeyKFkV0KN7vkbrNLa9bCr+bGYyh90nuiM6I/fVnyh29gZtuHmHRRTer6GQf+STyV0fZp/2aXvckJCQokAKaKwc2uvNF5cJj509G697J3LBIEQRAEkV6CXp6upwxidrESbgJ56xJ78Kx4+P1mPGZXUQ2/dzE5WyJWjUwmIbOLdadXevO5qec4kpipRxCD4bNxsyug0gu/QxLxQWbXCEGr1WLUqFHQapNXeylb8E/hqYy2T+JPZUyVLq56HtnlMxf2u4+7iqcydm7KvlTGkC5yd5F3lSG5+jArN5cCzakzu6Q+kV0A4OlOVwylL/pb+P/It/bbTu+CrJm+jgzzudkl7RnA7Krn9boCGkPMtdZcY3h0V/u6xFIZM61LtkK6iCFdxJAuYkgXMaSLGNJFTKK6hGppKQPU7AIAuYybQEpza0L9C7rjj+yyjitAUNYCYGjdlVik1WC6hM2u7u3BIl6H1310eEd20XUUTbo0CZtd6txIYcz2sUJm1xA4dOgQvvnNb+Kkk07C4sWLMXfuXPzpT3+Kqw2v14uHH34YS5cuxdKlSzFr1iycdNJJeOqpp8DYwEWo40Gn02HixInQ6bK/0F28GBdys0veFb/ZlSpdPI3c7ApYi/rdR57KV2T078q+aJqQLnKwO41Rn9wJTFXMza5gW+oju3qbXX6TFUBP+mSwnf8vFVhjajLT11HZGdzsyq/f3e/y3q4mnsLo0w8e1RVCNX0KAMC/MzGzK9O6ZCukixjSRQzpIoZ0EUO6iCFdxCSqS6hmF1MNnE6lreQ1u6TWxCKelG6zC3F8YZZkCc48Ht3VsTuxVMbBdOnpV/f2Mh7BFjg+vCO76DqKJl2ahM2uOFYmzSTZPlbI7EqQbdu2Ye7cuWCMYePGjVi3bh1+97vf4YYbbsB3v/vdmNpwuVxYvnw5/vGPf+Af//gH1q5dix07duChhx7Cj3/8Y/zgBz9IWn+DwSC6uroQ7I52GU5UruRml7Vxd9yro6RKF19Td+HKwv7Nrrx5PLJLU5t9kV0hXUJpjMmO7FKXdKcNtqc3sito4ef1HO+IOL+q2BpTm5m+jqqWj0dApYcm4ELDulrhPiEjz2+Kvah+/kIe2aU7kpjZlWldshXSRQzpIoZ0EUO6iCFdxJAuYhLVJVygfpDC8cZqbgKp2xNLY2QhU0kf3xd8bxGv22Xfn5jZNZguofRKdH+R11Ty35M1De/ILrqOokmXJqHFGpQcMbuyfayQ2ZUAXV1duPDCC6FWq/HEE09Ao+F57EuWLMFPf/pT/OlPf8Kzzz47aDu//e1vsWHDBqxatQrl5eXh988880xcc801eOqpp7Bjx46k9NnlcmHbtm1wuVxJaS+bqFxYBa82DyrFh9p34zOOUqWL0sIju+Ti/tMYy5fyyK781sMpqzWQKCFdJB+fcFX65Nbs0pZaAQCyrTOp7UYQqtml6TG7WHe6Yih9Ueri/2tLrDE1menrSKVVoauCG1PH3xWnMvpaeWRXMA6za9QK3mZex1F4Oj1x9yvTumQrpIsY0kUM6SKGdBFDuoghXcQkqkuP2TXwfaB5HE9j1NsTjOzydptKcaZCsXIe2eU90pjQeQfTJRzZ1W126cdws0vVOrzNLrqOokmXJn47vw8PanPD7Mr2sUJmVwI8+eSTqKurw8UXXwyLxRKx7eqrrwYA3H777fD7BzYw1q5dCwAoLIw2RGpqeEHsPXv2JKPLwxpZLcM2hut14r34UxlTQhuP7FKX9x/ZVTanAj6NCTILoOGTo2nqWHyE0hiTHdmlr+ARVmpHKiO7eJRf78guqbA7fbK1O6LL0RnRn1xAmcZTGV2bxWaXv5XX7FIssZtdRVOK4dYXQmIKjr2XfZGGBEEQBEGkn1DNLjaI2VUwmZtdBk9H3FkWAMDc/Au+pI8vFUo1mptdSkNqVmRknpDZxe+DzeO52VXUsB1bCldg7aRv4cMvPYKgLzujWojcIxzZlSNmV7ZDZlcCPP300wCA0047LWpbVVUVxo8fj4aGBrz77rsDthMyyt58882obfX19QCAcePGDbG3IwP5pNkAAN+nWzLcE46qk5td+or+I7skWYK9jEd3tazLToNBDvCbHLUxuWaXaTQ3l3TOFJpdCq9p1TuyK1QrjHWnL2qdnQAAQ4U1Zf1INuaF3OxS7xObXYE2bnZJ+bHX7AIAx2ge3dW2bt8QekcQBEEQxHBB8XbX7BrE7Mofa4UiqQAwdBxsi/9E3ZFd8Zpdhgk8jVFuTq3ZJRm48VB9zlS0l08HAOi9XShq3InS//0/7PnL5pScnxh59CyKQGZXMiCzK05aWlpw8OBBAMD06dOF+4Sist55550B2zrvvPMAAPfffz8++eST8Pvt7e149tlnsWLFCpx88snJ6Pawp/QL8wEAlgOfgSnJK+yfKBoHT2M0jOrf7AKA4ARet8u1PUvNru7IrmSbXZYx3HTSezuhBFP0eYXSGLU9RVU1pfy8ofRFnYf/bx5tTU0fUsColXx+sZ7YD5/DF7Vd6eRml1xoja/hadzs8m5PrG4XQRAEQRDDi5DZBc0gqzGqZbiNvEh954EEUhm9/Au+bIjP7MqbwiO79O2pMbvg4/dZcndkly5Ph1MPPY9xdWth+OcLaB0zDwDQtTk77+OJ3CPo5JFdTEdmVzIgsytOdu3qiaYYNWqUcJ/KSv6U4fPPPx+wra9//etYuXIlHA4HzjrrLDz22GM4ePAgVq5cibPOOguvvvpq0votSRI0Gg0kSUpam9nE+POnI6DSweDpQN1HR2I+LlW6GJz8qZaluv80RgDQz+SRXTiQXSsyhnRRBVMT2ZU/1goAULEAuhqdSW07hBRajVHVM83py7vPa++A1+aFJuAGAFiqrLG1mQXXUdmcCnh0+ZBZAHXvC26ubLxml6ogvsiuvAXc7NIcit/sygZdshHSRQzpIoZ0EUO6iCFdxJAuYhLVJdbILgDw5vFURseR9JldhTO42WVynkgolXBQXTzd6ZV9+mUoNGDcysnAPG52+fceivvc2QxdR9GkSxPF1V07N87FGjJFto+VgdeRJaJob28Pv+5brytEXh7/ktncPPCKJCqVCv/85z9xySWX4L///S9+/OMf44YbbsDvf/97fP/734+pP16vF97uPxAAYOv+omu32yMGnVqtxuLFi6EoCux2e1Q7od/F5XJFraag1+uh0Wjg8/kizhX6HYxGIxhjcDgcUe2aTCbIsgy3241AIDKHX6fTQavVwu/3w+OJLIotyzJMJlP4d+mL0WiESqWCx+MJ10ZrG1WDstrPUPvKeow5bTwCgQDcbnfEcZIkwWw2AwAcDgcYY5g5cyYYY7Db7TAYDFCr1fB6vfD5IqNmNBoN9Ho9gsGgsAhfSMP24+3Q+Pl2dZkWdru9Xw1NJ40GGGBuPABFUeB0Rhs/ZrMZkiQJP5uBNAx9Nv1pONBno9VqsXjxYmxTAgADfPCH2+j92YQ07E3osxlIQ+jUCKj1UPs9aNpTD7V1VMRn43Q6oXSnIYYIfTaicahWq2EwGCI1DPgABngDPjDGIEkSpAI9wHitsON7GgAGKLIaplLTgBr2Ht+9x0ss41s0DmPVsPf47v3Z2MfMgP7AOtS9vRWlp48Jb5MkCZKNR3Yh3xD1uQ80vgsWjYULQH7LQbSfaIfGGHljO9gcsXjxYvh8vqhzZtMcEUKr1UKn08U8R/Qm3jmi93gJaSga3wPNs8Lx3YtMzRH9aRjL+F68eDG8Xm/UeQeaZ5M+R/RiIA1Dn02sc0Rv4p0jQuPF6XQOaY7Q6XRD0lA0vgfTMJX3EYsXL4bb7Y4aL8NhjuhNvHNEaLy43e5hN0cMdh8x0PhevHgxnE5nv38Dc3mOCJHIfURovHi93pjnCK/DCTAgKEuD3if7rEXAccBVeyLu7xrMy38/ppHjuo/QlGsRlDVQKX7Ub6lF4YwSoYb9zRGh8WK326POazQaw5FdAZUUsT00vo2zxgH/BFRH9oe3Z9McESKR8R0aLz6fb9jNEUBi9xEDfZdO1hzh7bIDDAio1Rn9rhHrHBHPd+lk3keIPgMRZHbFSe8PXNvPiiG67hU7RB9iX4xGI1544QXU1NSgvr4eiqLghhtugFqtxre//e1Bj1+1ahV+8YtfRL2/ffv28AAHgNLSUkybNg1erxdbtkTXtVq+fDkAYO/evVGDZ+rUqSgrK4tI4QxRUFCAWbNmIRgMCttdtGgRtFotDh06hLa2yBz+8ePHo6qqCp2dndi9e3fENrPZjHndT0u2bt0adYHOnz8fJpMJtbW1aGpqAgC0Vo9FyZFNcH20HsDX4HA4sH379ojjtFotFi1aBADYuXNn1EU4e/ZsWK1WNDQ0oK6uLmJbeXk5pkyZAo/HE/W7SpKEZcuWAQC2v78FJYqCgKzB3rp9kBokTJ8+HSUlJThx4gQOHz4cPs5v9qEMgMHTjuY9J7CvNTrCa8mSJVCr1Th48CA6OiJrXE2cOBGjRo1Ce3s79u6NjMixWCyYO3cuAAg/m5NPPhkGgwFHjx6NMmbHjh2L6upqqAMeKIqC/UcPokHiOuv1eixcuBAAsGPHjqgJcs6cOcjPz0ddXR0aGhoitlVWVmLSpElwuVywq83I97qw9+NtaNadgEqlwqmnngoA2L17d9TkOmPGDBQXF6OpqQlHjkRG7xUXF2PGjBnw+/09v6uX9722vg4ndZtd7cyGYkWB1tGG7Ws+wwRFgUufB0mW0HqiFfv3R+qfn5+POXPmgDEm1PCUU06BTqfD4cOH0draGrFt3LhxGDNmDDo7OyMiQgF+3S9YsAAAsG3btqgJfe7cubBYLKirq0NjY+QKQ6NGjYJUUwPs/wRdH2/Eli1V4W0ajQZqJze7Wv32qD7PnDkThYWFOH78OGprayO2lRSXwKu1QOe1Y+3z78N6cuQN43CYI0KEaitmao7Yu3dv1A17f3MEABQVFaGmpgaBQECoYSbnCJvNhp07IxcGSdYc0bdPSZ8jerF06VJIkoT9+/ejq6srYtvkyZNRUVGB1tbcmSMmTpwIh8OBbdu2RWzTaDRYvHgxAB593veme6A5YiTcR4SgOYJDc0QPI3WOaGk8jmJFgd3Dr/uB5ghXt+nhrT8R9xyhuPgXdQ+i54HB5giduQx5tnrs+3AndF5rxLahzhGSzwumMLR0tUecOzRHmOdUIKAoMLccwuaNmyGrZZojekFzBCeeOaK98ThKFQVdXj4Gsn2OyNR9RCw+CwBIrO+VTQzIK6+8gosvvhgAj6oSGV633HILfvnLX2LmzJnYsWPHgO0dOnQIF1xwAa6++mrMnDkT3/3ud3Hs2DEAwH333YfbbrttwONFkV1VVVWor68PR5gBgN/vx4EDB/qtMzYcIrsOv7obmu9dB7feipOa34ECZdAnsi6XC4cOHcKECRNgMBiS8rRlx//bCPV3roXdXIbph14cVMPPJ38T+bY6BB97HNVfnRHVbiaeyAYCAezdvRf5Z13Pf7cN/4S1mte7StbTlvWTr0TB8b1ov+MBzP7hoqRHbXw+6evItzXC/9TvMesbJ0OSJDQfOoHWmbxWnv0XD8By163oKJ6AJcdeiulpi9vtjhgvmXrasu/Pm6G+6cfozB+DmfueC2+TJAk7JnwDVkc9pNWPY/R5keNpsKctm+bdgOLazWj9zk9w0r3nR2wfaI5QFAV79+7FlClToFKpIrZl0xwRIl1RG33HC0V2cRhj2LNnDyZPngy1OvKZ20iO7Oo9XkwmE0V29WL37t2YOHFi1D1Xrs8RfYlnjug9XiwWy7CaI4YStSFJEj7//HNMmDAh/PA5RK7PEb2J9z6i93jJz8+PeY7Y8N2/oPxfT6Nx4QVY+NqNA47vz374Ikpffgon5p+H+a/fFPW7DjRHbFlwI0rqtsJx232Ydv2SuDTccsrPUHJ0Ezp+dBtm3XqmUMP+5giAf2EfP348zzzoo+Ens69H8ZGNaP+/2zD75p62Q+Pb5/Fhb8lyqIN+qF/7CyoWjs6aOaI38Y7v3uPFarUOqzki0fuIwb5LJ2uO2PDVx1G55hUcP/cKnPzs1Vkf2eV0OmP+Lp3M+wibzYbRo0ejq6srwvPoC0V2xUl5eXn4tcPhQGFhdAHy0ERcVlY2YFsNDQ1YunQpzjvvPNx0E/+jsGPHDlx11VV49dVXcfvtt+P0008Pu6cidDpd1B9zgA+W3mmWdrs9fHH1l34JIDxhidBqtf1Gs0mSNGC7BoOh320ajQYaTf+1AAZqV6/Xh/84Tf/KXOy5Tg+DtxN1aw5j7IqJAx5rNpvD4bm9v4gC/esK8ElpoHaVVjcgAX5LUdR+Ig29oycCu+tg33YElmtO6bfdgT6boWgo+mzsdjucnU7kA4AEFFUUw2iJPn9oshMxmIaKtQhoAqQOd1T/ekcl9mWgcSjLcrgtubvvpjxzOKW3ZFwpmmU1ZBaA/0ATIAFBMzfxBtKw9/gWjZeBxrdarR50HPZH7/HdmzHnTEfjTYC16xgkpwRzeU8bOg9PZS6sLuv3vP19NtLCk4HazWDvr4Pl0cuFx4rGYWh+GejayIY5oi9D+WxinSNE4yUZ41tEOueIEIloGBovAx072DybbRoOZXz31iE0Xnr/fonMEcDQNBxofA9Fw0TuI0LjRavV9nveXJ4jRMQ6vkPjJTS+hsscESIRDUPjRafT9XveXJ4jRMQ6R4TGS0jTWMahWmGABKhjuE82jeM1i1VtLXFrqPJzY0GXZ4r7PoKVVwJHgWBDa9xzRGi86PV64bGSj/fLVJgv3K7Va2EvnoCC5r1w7miC5cxpEdszPUf0JZ7xHRovobaGyxwRIl4Nk/FdOpY5Qu0PAhKgzYv8Lp/u7xpAbBoqihL3d+lk3EfEGq9FBerjZNq0aeEvzsePi1f+CL0/Y0Z0lE5vVq1ahePHj+PHP/5x+L38/Hy8/PLLWLlyJQDgscceS0a3RwQaowYd1XMAAA2vfZaxfngaeJpFMH/g4vQh5EkTAAC+PdlV3FLx9Dzt6Fu/KSlYucnkb+4YZMfEkBX+9EPW9EQaSbIEj94KAAgc4OHJSp41JedPJdZxBbBb+E3lsbd6wvI9LgX6AH+yZhmdH3e747/Ln1oWH96ArtrOiG0tu5rRtKVRcBRBEARBEMMR5uuO+NAOfh9oHMvLH2i6WgfZMxrZ370gkim+AvUAoKri90NKffJXZJQCvF8qY//98o/h9/H2bQf73YcgYqbbUIt3sQZCDJldcVJYWIhZs2YBQFTud4hQzuzpp58+YFuffPIJAGDSpEkR76tUKtx///0DnoMQI8/nufe+TzNndvlP8EUMWEF01J8I08zxAADVscOD7Jlegu6eUFm1PvlBoFIhN7uCrakxu0SrMQKAz2gFAKjrunPxrdaUnD/VuMdxM719bU+Ovr3RDgkMEgBDWXyrMQLAqEVj0FEyBRJTsOf374fft9XbULf0a2g643LY6m1D7jtBEARBENlPyOyS+okU6o1lXDEAQO+IfzVGOcAjqBIxu/Tj+IqM8onkm12hiLOB+qWeNhEAoOzProfWRI4SWpnUlBurMWY7ZHYlwGWXXQYAWLt2bdS2EydOYP/+/SgsLMTZZ589YDuhXFTRqo3TpvEw2IHCRYloyr7Aza78A5uhBJRB9k4NwRZudkklsUV2FS/kT4QszYfAlOwpoce8fHwGZS0kOfnLyapLuNmFjlRFdvH+q3SRRl3Aws9rbuVml1xUkJLzpxrNHG52BXb0GOL2el4Q0681QdIkZlCys/i85Xvjf+H3tt36EvTeTmj9Thz826ZEu0wQBEEQRC7hD5ldg38fKZxaCgDQ+ezwdHoG2TsSVbfZpTHHb3ZZJnOzS9ee/OjzsAln7N/syz+J38fr6imyixg6kpdfO2oyu5ICmV0J8N3vfhclJSV46aWXooq2PfPMM1AUBT/5yU/CubXvvvsuampq8PDDD0fse8455wAA3nrrrahz7NmzJ2KfoWIwGDBz5swB832HA+PPnw6/2gCdz4ZjHwz+hCUlunSvFqUpi83sqjxlDBRJBa3fidbd0cZnJjAYDBg3uprXtFIN/jQvEbSlVgCA1NWZkvYlxs2u3mmMAKDkc3NL6+eFEdXF1pjbzKbrqGgpL5Bpqu2J7HI3cbPLZ4g/hTHExB+cxduv/Qwdh9rhanXB8p+/hbfb3lkfdUw26ZJNkC5iSBcxpIsY0kUM6SKGdBGTsC7dBaZjMbtMpSYEVPwLevu++KK7VDGYSv1ROIObXSb7ibgfdA+mSyiyS2Pp33goP5VHduV1HoPP4et3v1yCrqNo0qWJ5ONmlypHzK5sHytkdiVAYWEh/vKXv8But+OHP/xheAWDTZs2YdWqVfjCF76An//85+H9H330UezatQt33313RDu33XYbZs2ahVtvvRUffPBB+P2mpiZcd911mD17dkQ7Q0GtVqOwsDBq5avhhlqvRufYOQCAxtc2D75/CnRRdXKzS1cRWxqjxqiBvWAsAKDpk+wIgVar1TDIfJJNldmlr+Cmk9qe4sgubaTZ1TdtMWS6xUI2XUdjV04Fk2SYnM1hkzRkdvmNiZtd5XMr0V4+g6cyPv4uttz6MnQ+G4IyHwfGHeujIhCzSZdsgnQRQ7qIIV3EkC5iSBcxpIuYhHXpXv1N1g1udkmyBJeZR3d1HYjv4a0qyE0ibV78X/CLppZAkVSQWQBt++KrFzaYLqF+aUz93wsXTyuBV5sHiSlo+ORoXOeH14u2a36Gzt8+N/i+aYSuo2jSpYncbXapzblhdmX7WCGzK0FWrlyJ9evXw+l04pRTTsHSpUvxve99D/fccw9ee+01qFQ9X7AvvfRSWCwWXHnllRFt5Ofn49NPP8X111+PH/3oR5g2bRpOPfVUfOlLX8J5552HdevWDbiUZjx4vV4cPXo0ahnV4Yhq4XwAgO/Twc2uVOiisfM0RmNVbJFdAOAdzUOgu7Zmh9nl9XrRWFsPAFBUqUmlNY3ujrBypahmVz+RXXKhNeJnfXnkzwORTdeRociIriJe763+HZ7K6G3h9bSC5qHNG9LZPLpLee0NGF75KwDA8Z0boEhqmB3H0bihLmL/bNIlmyBdxJAuYkgXMaSLGNJFDOkiJmFdQpFd+tgefPoK+ar19n2xpxQyhUEd7I6gGsBU6g+VVgWnuQwA0LqtPq5jB9NFHeDGw0DplZIswV7G7+Nb18eXytj4tzVofvF9NN33NBDj6nLpgK6jaNKliarb7BoomjCbyPaxQmbXEJg1axZeeuklfPbZZ1i7di22bNmCH//4xxFGFwBcccUVsNlsePzxx6PaMBqNuPPOO7Fz507s2bMHH3/8MdavX4877rhjwGU348Xn86G2thY+3/AIrx2I0pUnAQAsR3YOWgMrFbroXTyyyzI2tsguAJAncdMisDc7zC6fz4emY40AA4Lq1KwGYhnDzS6DpwNKCsqrhSK7+ppdmtLIGl3GSmvMbWbbdeSbPBMA0PnBVgBAoLWTb8hLPLILACZfx82uwqZdMHjaYbdUYsEDF6G9ajYA4Ng/NkT2I8t0yRZIFzGkixjSRQzpIoZ0EUO6iElYlwDPXpFjrAOqVI4GAHgONcR+Ck8AEuM3glpLYvecnrJqAEDntiNxHTeQLkxhUCm+mPqljOOpjK4d8ZldTS9+CAZAcbnhbUrNw99EoOsomnRpovLnltmV7WOFzC5i2FF9zlQokgoGTztObEv+yiwD4XP4wrWg8qpjN7sss/kTIXVdFq3I6ONmkaJOTWRX3lhuOmkUL2wn3ElvX2biNMa+aYsh0y0XyVuxAACg3sqLxgc7uldKzB+a2VVSU4a2UbPCP7NvXgW1Xg1p0SkAAO9H0XW7CIIgCIIYXkjdpVrkGCO71NXc7FLqYje7ete50uUl+IB1IjebvJ8nr0i83+UPvx7M7NJN5/fxOBTHQ2u/H/rPPgn/2LKlboCdiZGCKpBbZle2Q2YXMezQmrXoLJ0MAGh4Z9cgeyeXjoM8qisoa2CptMR8XMkp/I9kXsvhjK0i2RfFw+s0KOrU1OxSWwzhtm21yX2axTXkUX19zS5DZaS5lVc1NGMok0y8jKfsFrbtR+uBDigdvGaXXDD09GfVuSsBAE5TKebeeT4AoOJLCwEA1oObEegeHwRBEARBDE+kUGRXDDW7AMA4aRQAQHUiDrPLHkp/kqAxJvaA1TiLm13y0eRlSHhtPWlZWvPA98KFJ/PzGxtjN9saX98CuJzhnzt2xpeCSQxPQqmziUY5EpGQ2UUMSwJTagAAjg3pNbvstbxel8dQCEmWYj6uYsFoBGUt1EFP2qPR+qU7soulyOyCJMFrsAIAHPWdSW062N13IDqNMVQrDABfuTPRp4hZQF51Iewl3Cg9+NJngI2bXeqioRt48++/CC0XXI38J34Zvskb/4Wp8GrzoPU7cei19F5bBEEQBEGkF8nPo65U+thMKOsMbnYZ22I3bkJmV0CljeveuTfFp3CzydJ0cNASJvH2i0ky1PqB0zgrlvByJCbnCTiaHDG1X///1kT87NpHkV0jnd716xJZrIGIhsyuEYJarUZpaWnWrpSQbIwLZgAA5N2fD7hfsnVxHuORXV5L7MXpAR59ZCuqBgA0f5r5ul1qtRrG7lpdTJMiswuAz8SNJ9fxzqS22zs6rm9kl6XKGn7t1VsRD9l4HQXmngwAsL+3EbKdm13a4qGbXVqzFstfvBaTL+5JZ5TVMrqm8uiuE6/11O3KRl2yAdJFDOkihnQRQ7qIIV3EkC5iEtVFCsYX2VUyh5tdBk873O2xlajwO/iX+6Aq8YePo5ZUg0kydD5bXCsyDqSL38mNvqA8uAmXNzoPThNfibLhoxju4xmD5lNudtUV8VrDgaPZE9lF11E06dDE7/KH69fp8nPD7Mr2sUJm1wjBYDBg2rRpMBgMme5KWqg4k5td+cf3RET59CXZurjru9MY82Kv1xXCX8UjdGxZsCKjwWBAkcUKSABLUc0uAFAsVgCApzG5aYy9P/O+T+N6py36TNa42s3G66jkC7xul3HXJqicvGaXrjR1qZmG07jZJW3sqduVjbpkA6SLGNJFDOkihnQRQ7qIIV3EJKqL3J3GqDLE9uDTUmmBV8tLKTRv639Fxtr3D+GzVe+AKSxsKgWGsCCS1qyFzToGAHB8beyphAPp4rN54uqXq4JHl3VsHvw+/sTa/dB1noBP1kNz6ZcBAKrG7InsousomnRo4un0hF/rrblhdmX7WCGza4SgKArcbjeUVCx7l4WMWjwWPo0J6qAXxz7o/49OsnXxn+BpjKwgfrNL1b0iY/BA5ovUK4oCn8sFAGDa1KX5hXQK6ZYseteT6hvZpdarwzdiQUt8xemz8Toad/E8QJZR4KxDXvtRAIChbOg1u/qj+lJudhU2fg57ox1AduqSDZAuYkgXMaSLGNJFDOkihnQRk6guociuWNMYAcBZwKO7Onf1X7er/uo7YLjvVmx79EP47fwL/lBrxHpH8YfGXVtiN7sG0iXg6o7sitWEm8DP79k1uNl15Fke1dUy4RRULOXHGeJI/Uw1dB1Fkw5NvF3d14KkGjR1NlvI9rFCZtcIwel0YuPGjXA6nYPvPAyQ1TJso3l014n3+k9lTLYuwWYe2SUVx5fGCAB5J/E/dpq6zEd2OZ1ONNXW8RrvmtRFdsklXKfAibaktqv4e9XsUkdPc6FaYSzfGle72Xgdaawm2Kv4WNcpPGXANMqasvOVzamALX8MJKbg4IubAWSnLtkA6SKGdBFDuoghXcSQLmJIFzGJ6iIH4qvZBQCBUm52OfaKzZuAJ4D8Vn6va3v2n2FTSRlCZBcAyFN4ZFVgb+z30QPpEk6vjLFf2upK/uJE0+A7f/ghAEC/cjnK5vIVLDXuLvja7DGdK9XQdRRNOjTpiSbMjaguIPvHCpldxLCFTecGgOezNBbSbucRSpry+M2u0kXdKzK2HR0w9TJthPqgTV3NLnVFMX/RFnt9hVgI6cckWVhnwW+28hcF1qSeN1OoTlkQ8bO5MnWRXQDgmcnPZ1u7PaXnIQiCIAgic8gKj5RXG2I3u6TR3OzyHxVHdjV91gCZ8fu0kkPr0bXtCAAgqBma2WWZw80uTW3skV0DEXBysyvWiDPj+HJ+/rYTA+7XuvM48k7sB4OMad9ZioJRRji1PNOhZWv2RHcR6ScXza5sh8wuYtiSv5ibXdoD8ZtdLbua8fF3nou5uGYIuYubXbqK+NMYy+ZUIKDSQ6X4cHxTFvyx8/PQ9VSaXYZR3BRUdSTX7ApFdimSSrg9mMfTF1WF1qSeN1NUXNhjdkkSoC9NrdllWsSL1su7dqb0PARBEARBZA5Vd2SX2hj7vaBuPDe7pEax2dW2pbbXTwz4+9/5qyGaXeGHxq2HIxYqSpSw2RVjv/ImlQEADF0DR3Yd+PNaAEDr6NkonmiFJAGOwioAQPuOLLj/JzJGKKU35tRZYlDI7CKGLVXn1gAA8tsPw9XqiuvYXTc9g8IXfoeN1z4T13HaLm7aGKvij+yS1TJsJbxuV8v6zKcySv7UR3YZx/DILp0tVZFdYrPLsHI53PpCVHxpYVLPmykqz50d/px8WgskVWqn9sqVMwEA1uN74Hf5U3ougiAIgiAyg6x01+zSxV4/yDKNp+VpW8Rml33nUQCAR8cX08nv4JFdQ139u2LBaARUuqQ9NA66u9MrYzS7imbwyC69txNem7ff/bwHjgEA2Mye1a6D5Vwz597sKVJPpJ9w/ToNRXYlCzK7iGFL0ZRiOE2lkJiC2rf3xnWsdJyvIKNe/3Fcx+ldPLLLPCb+yC4ACIzlIdhdb68fZM/UI/n4DY6kS53ZlTeem10GZysYS1674cguWWx2Lbz/QsxteRsTvzgjeSfNIJJOC+ekOQAAnyF1KzGGqFxYBa82DyrFh9p3D6T8fARBEARBpB9Vd4F6jSn2e8HCmTyyy9zVIIywChw8CgCwn/0VuPU998uKbmhf8GW1DFsxf2jcvG7oqYxBFzesYl2oyVJpgV/NV6Rr3TVAKmNnJwBAU9KzSJJczSO7/EcosmskE4omDGrJ7EoWZHaNECwWC5YvXw6LxZLprqQVZzWP7mpbIy5S358u6i5eML2gZT9a97TEdC6fwwet3wEAyB8ff2QXAJRdcz4AoOjT19FxKLkrFMaDxWJBUV4+IAGSNnUF6vMncLNLH3TA3tr/U7B4CZld/UV2ARDW8hqMbL6OzKfxVEaWl9oURoBrZxvDr63mDz7Pal0yCekihnQRQ7qIIV3EkC5iSBcxiejCFAZVd2RXPDW7SmrKwCQZKsWHtn3Rkfuq+qMAAPPsiXCcfkHPhiSs/h16aGzfGpvZNZAuQSePsok14kySJbgsPLqrc2//qYySrRMAoCntMbsMk3hkl9yYHWYXXUfRpEOTgKM7siuHzK5sHytkdhHDGvVsHrkT2B5f3S6ts8doOvxCbFFWnYf5MYqkhqUysQt+6uUnob18OlSKDzvvejmhNpKGj4dvS/rU5Y1rC81g3YU/Ow4mb0XGUBpjf5Fdw5Ep/3cuCmePwaQfnpOW80mzeSqjbzPV7SIIgiCI4Qa/l+Jh9/GYXWq9Gg4zN33adkSnMppaec2uwrnVmPTTL/VsSELZDM00bnYp+4ce2aV4+H0w4og48xXyul3Ow/1HdqntHbzZMmv4vfzp3OzStWaH2UVkhrDBmkNmV7ZDZtcIweVyYcuWLXC54qtdlesULefRJ6Yj4sgukS5KQIHB1WO8uN5dF9O5bEe52eU2FiYUNQTwp0KG71wBADD/9+8D5vynEpfLBXt7G8AASZe6yC5IEtwmHt1lO5y8ul2xRHYlQjZfR3JlOcrX/RMF130tLecrXMbNLsPBnVmtSyYhXcSQLmJIFzGkixjSRQzpIiYRXXrX5NQY47sX9BZz88a2J9Ls6qrthN7bBQCoWDgGlQur0DruZL5RN/SHq/lzeZF6fUNstW8H0kVxe+PuFyvhZpentv/ILq2zEwBgrLSG3yudx9MYTY5m+B2ZuffvDV1H0aRDk7DZNcSU3nSS7WOFzK4RQjAYhN1uRzAYzHRX0srYc6YBkGBynkD7gejIIZEu9kZ7eElkAMjfuyEcKTQQzlpu1njNiaUwhphz4xmwWyqh93Zi631vDKmtRAkGg2Ae/sdWTmHNLgDw5XGzy3UseWZX0MuXymZJjuwaqdeRiLFf4FGTFls92g61ki4CaLyIIV3EkC5iSBcxpIsY0kVMIrr0Nru05vjuBZUKXrfLcyjS7GrawKO6HOZy6K38C33l/deho3QqSr9xdlznEFGxlEd2WbrqYnpgPJAuYbMrjogzeRSPaFMa+4/s0nk6AQCmUdbwe0Xj8uBVm8EANG8TF/ZPJ3QdRZMOTYIubnZBnztmV7aPFTK7iGGNsdiIroKxAICGD/bHdEzXYW6K+TRmeLV50PlsOPTa4GmQrmO8tlegoCTB3nJUWhWCX+2OzvnrX5OyfHIiyAF+kyPrU2t2BQu52eVtSJ7ZxYJcs5GUxphuLJUWdBWMAwA0vrMvw70hCIIgCCKZBNwhs0uCrI7vK6N6LDe7lLpI46ZzOze73GXV4fcmfnEGlhz5K6Z/c37CfQ1ROKkIXm0eJKag4ZOjQ2or9NAXcZTz0FXxyC6pWRzZ5en0QB3k7eaNsYbfl2QJjgIe3dW+jVZkHKkoOWh2ZTtkdhHDHu/o7hUON8e2apyjlptdbnMJuqadAgBo+ufgqYy+uu6nOCWlCfQykjl3Xgiv1oK8rmPY8fu1Q24vEeQgj45SGVJrdqGIm12BphSkMcqxL5VNxI93Mk9ldKzbneGeEARBEASRTEJmV1DWxF2ewzCRm12qpsgaVJ69RwEArGrs0DsoQJIl2Mv5fX/bhqHV7WLe7tq1caQxmifyyC5tuziyy17XCQAIShqYSowR2/zlPPXTsZfqdo1UWMjsMpDZlSzI7CKGPaqpkwAAgb2x/dFz1XGzy59XBOOKRQAAecPgZhc7wSO7VBVDN7uMxUbYzvwK78f9D2L/yzuG3Ga8hCO7UlmzC4C6nJtdrCUVZhdNcalEP5/XxJN3k9lFEARBEMMJv5ObPUFV/PeB+dO52WVoj4zsYkePAgB0U6qH1LeBUMZxs8u1PbaH3P3i7S7nYYjd7LJO5WaX0d4EprCo7Y46Xpzeo7dGGYhSFY/s8h2myK6RCnNzs0sisytp0DfBEYJer8fUqVOhH4FhkXnzuNmlORZtdol08R7vXlXRWogJ3+BmV2HTHnQe6RjwPFJrMwBAN3poaYwhZv/q67DlV8HkbIb/qm/j428/m7aURr1eD70sARKgMqZuNUYA0FZys0tuT6LZ5UtNza6RfB2JKD+LR3YVNO7B5ImTSZc+0HgRQ7qIIV3EkC5iSBcxpIuYRHQJ1T8NquKP8C+dy6OUjO42eDo9Pf04fhQAkDczNZFdAGCcPx0AIO8a/EHxgLp0m11SHLVri2fwNEZNwA17oz1qu6uxEwDgM1qj+zKRaybVZz6yi66jaNKiSdhgzR3ds32skNk1QtBoNCgrK4NGk9oonWykbAl/wpPfehgBTyBim0iXcDpdSTGKphSjo2QyAIYDf1k/4Hm0nTyyyzS+LCn9to4rwMxtf0XznJWQmILCvz2OjxbelBbDS6PRQMP4eVT61I4ZYxUv6K/pSkVkV3LNrpF8HYkYc/oE+NUGaAMu+Pa5SJc+0HgRQ7qIIV3EkC5iSBcxpIuYRHQJuHhkl5JAZJel0gKfxgwAaN7WyNvzBGC28Uiv0pOr424zVqoumAMAsB7fA5/DN+C+A+oSMh5MsX+J1+Xp4NFZAQBtu6LrdnlPdAIAAmZr1Lb8Gm526VsyH9lF11E0adHEw41h2ZidxpGIbB8rZHaNEHw+HxoaGuDzDTzpD0fK5lTArzZCZgE0rKuN2CbShbXxyC51SSEAILBgMQDA+b+BUxkNdh7ZlTchOZFdAGAqNWH52vtg/787EZS1KN37EQ78c2fS2u8Pn88H5nUDSH3NLnM1j+zSO5JYoD7QbXapkluzayRfRyJktYyuUXxVxgP/XEe69IHGixjSRQzpIoZ0EUO6iCFdxCSiS6hmVyJmlyRLcFp5KmPHTh6p1PRZA2QWhF9tRPG05N0r96V83ii4DEVQKX4ceWPgMgsD6uLn76niXKjJnccfetsORNft8jZ3AgCUPGvUtpI53Owy2Y9HPZxPN3QdRZMWTbrNLlUcBmumyfaxQmbXCMHr9eLgwYPwegdfhne4IckSbGU8uqvl08hURpEuUjuv2aWt4BFHJecvBAAY92/t9xzudje0fgcAoHDq0Gt29UaSJSy8/0K0zTwNAHDi3wNHmCUDr9cL5nMDDFAbU2t2WSdys8vg7YDPnZxla0OrMSY7smskX0f9wWbNAhhg/3Qr6dIHGi9iSBcxpIsY0kUM6SKGdBGTiC5BT+JmFwD4S7nZ5dzPo7laNx8FANiLxsZd8D4eJFmCY/xsAEDL/7YNuO9Ausje7iibOGp2AYC/mNftch2OjuwKtHYCAFhBQdS2oinFCMpaSExBy47jcZ0z2dB1FE06NJF8uWd2ZftYIbOLGBEEx/G6Xc5tgxerVNu42WUYzc2uMSunAQDMjiZ0HesSHtO+j6cw+tVGmEpNQ+6vCMPpfGVIadOGlLTfF1X3aoypNrvMVQWAJEMCQ8eh9qS0GarZhSSbXUQ0+Yt4ZFd+w9HMdoQgCIIgiKQRNrvUid0HSlU8Usm/Zh2YwuDYxbMrApWpq9cVQrNgDgAg+Nm2hNuQuiO71KY4a9eW8siu8CrtvWBtvP6vXGiN2iarZdiKxgEAGv+3K75zEsOCkMGqNueO2ZXtkNlFjAh0NdzswoHBzS6dg5tdpjHc7DKXm2HP43+w69/bJzymaz//g+Y2py4se/zlPMKssPFzYdHLZKNWuv/Ip9jsklQy3EaeMtp1uC0pbdJqjOmjfCm/tgpt9RkPuycIgiAIIjkE3fw+MNGSEGO/fy6CsgYlhz7Fuh++gMDBowAAeXzqza6ylXMAAHlHtydc61by80iVeBdqUo/mkV3seHRkFzo7+T7FVuGx/rn8Xn+w0inE8ET2kdmVbOibIDEiKDyZpzEaG6NXZOyNElBg8PCnLnnVheH33WOnAgA6Pt0rPM55lEd2+azJTWHsTUlNGboKqiExBQdf3Jyy84RQKfyJntqQ+oKDPjM3Fp21yanbFarZhSTX7CKiKZtTAZ/GALUSwIlNmV9BiCAIgiCIoaN4+X0gSzCyq/qsSbB/+wYAQP7zj8H0OS/DYZpenZT+DcS4c6bArzZA57Oj7qMjCbWh6ja74n3oaxjHzS65NTqyS7Z1AgB0pVbhsUUX8DrB5l3rwyU5iJGD7O82u+KNJiT6hcyuEYJKpUJBQQFUqpGZ1jVqOTe7TM4TsNXbwu/31aWrthMSUwBIsI7ryadX13CzK/C52Ozy1vHi9EpR6iK7AMA7mz/x6Xo7tXW7VCoVNAqP0tGYUz/hBqy8bpe7LrlmV7Jrdo3060iEJEuwlUwAJKB949FMdyeroPEihnQRQ7qIIV3EkC5iSBcxiegSSmNk6sQfei56+BI0zzwTMgvC5OT3yoUnpT6yS6VVoatqJgCg8c1t/e83gC5yoNvsitN4sEziZpeuM9rsUjs6AQD6cqvw2MmXzIZPZYTe1Y7GD/fHdd5kQtdRNOnQRNVtdmksuRPZle1jhcyuEYLRaMSsWbNgNBoz3ZWMYC43w2GuAAA0rOmJ7uqri+0orxnl0eVDre+JCso/eQoAQH9UbHYFGvkfcKm8LPmd70XBubxul2FHaut26bV6qCUFkACNMfWRXayIm13+48kxu0JpjEjyxDvSr6P+UCZMgSzL8O+qHXznEQSNFzGkixjSRQzpIoZ0EUO6iElEl57IrsTvAyVZwoLX7oAtvyr0DioWjkm4vbiYMwcA4F2/rd9dBtJFDiRWs6tgKv8uYHKciEqh1Lo6+XkrrcJjdWYNWscvAAA0/CNzqYx0HUWTDk1U3QZrLpld2T5WyOwaITDGEAgEwBjLdFcyhms0ry3UsbnH7Oqri/0orxnlNRVGHDt6BTe78rrq4Gp1RTfewtMYNaNSG9k16bJ5UCQVLLZ6HN/ckLLz+Jw9y8dqTKmt2QUAUik3u4InkhzZlWSzi64jMdoaHjnJDg5eE28kQeNFDOkihnQRQ7qIIV3EkC5iEtFF8XTX7NIM7aGnqdSEsmcehE9jQtvo2dBb0/NFvmjFHACAcf+2fvcZSBd1t/GgtcRndhVOLgaTZMgsiPYDPbVoWVCB3tMJADCPtvZ7vHrZEgCA8nHmzC66jqJJhybqAI/s0ubljtmV7WOFzK4RgsPhwCeffAKHw5HprmQMaRL/Qu7b1WN29dXFXc//KPnziyOOLZhQCKepFABD3XvRYcXqdh7ZZRybuppdAGAsNqK9ii+nXPv31EV3dZxohxJUAAZozak3u7QVXG+pPTkF6sM1u5KcxkjXkRjjzNFQggoM9WR29YbGixjSRQzpIoZ0EUO6iCFdxCSii+LvXnRmCJFdIcatnIyJe9/Aou1PDrmtmM95QQ2YJMPsOI6WXc3CfQbSRRVMrGaXSquCy8gffrfv7ilS725xAIxHeuWNsfZ7fNUlPIsjr3YH/O2pX5BKBF1H0aRaE6YwaLrNLl1+7phd2T5WyOwiRgzm2dzsUh3p/wu59zg3WxRrYdQ2ZxWv29W2LnpFRp2dR3aZx6fW7AIAaSGv2+X5MHV1uwJuf/h173TOVGEYzQvUqzqTXaA+O/PHhxvlp1YDACzO5oiaeARBEARB5CasO7IL2uQ89DSXm9NyTxnCWGxERynPzDj22ra4jmUKg7rb7ErEePBYeSqj41BP3S57XScA8Jpcef1rOm5JJVrN1YCi4OjfN8Z9biI38bv8AHh0VC6ZXdkOmV3EiKF0CU9jzGs+2O8yxMFmXrMLxUVR2+Rp3Ozy7Yis2xX0BWF0cZPGOim1aYwAUHERf+KTf2ATgr5gSs7hd3CzK6DSQJKllJyjN6axPLJLZyOzKxcxlZnR2f0Us3dNPIIgCIIgcpNQzS6oc3dl68CMOQAA+9ptcR3HjQdOIuU8gsW8SL37SE9kl6O+EwDgMVghDXBrLcuAYxZflbHj9U/iPjeRm3g6PeHXujxajTFZkNlFjBgqTxmDoKyFJuDGiW3HhfuwVh7ZpS6NNrvyF3KzS3s40uxqP9AGiSlgkozCSdHHJZvx502DV5sHnc+OQ//ZnZJzhCK7gnLqi9MDQN54bnYZXa1QgkPP+Wah0Hsyu9JGZzEvONu7Jh5BEARBELkJ83UbPkmK7MoEeUt56Q/N7m1xHee1ecOvEzEepApudvnreyK73Mc7+XtG66DHW87mZpd+66dAltZCIpKLt4ubXYqkTmsE5HCHzC5ixKDSqmArHg8AOPGxOJVR6uBml64y2rSqPL27SH3bYfgcPQXcuw7yFEaXsRiyOvWXlKyW0TVpPgCg+e2tKTlHwMV/v6AqPU8WrBO52aViftgaklCfQOmO3COzK214Ro8CEFkTjyAIgiCI3CRsdg2xQH0mqTxzOgAgv/Vwv1kdIvzhhZqkhIwHzRhudqGpJ7LL09QJAAhYrIMeP+XyufBLOqg7W2Dfdiju8xO5h8/Gza6AmqK6kgmZXSMEk8mERYsWwWQyZborGcU/nhtW9if+Ap/DF6WLpoubXfrK6JpdxdNL4dFZIbMgjr3f84XefogXvfTmpb5eVwh5IjftAkfrU9K+hqkgq2Qo6vQ8zdOYtPBq8wAAnQeHnsoYTmNMcug9XUdiTCYTqk4/GZAGrok30qDxIoZ0EUO6iCFdxJAuYkgXMYnownzc8JG0uWt2lc4qhyKpIbMAWndHF6nvTxefnUd2BVS6hMp5GKt5zS51e09kl7+lEwDA8qyD93u0Fg0V/MH2sRfTvyojXUfRpFqTHrMrt+p1ZftYIbNrhCDLMrRaLWR5ZH/kE+/5Jnz/n70zj4+jrv//a2bvI/fZnG16pmdaeh9Q5KgcyimiAn4VRRBQ+aLggSiCoij+VERBUBFP9ItyWRTKfbT0vpumbZo0SXPfm7135vfHJ7tJup9NdpM9Zmbfz8eDB+nu7Mw7r/3MJzOveb/fH4MdeS378P7FD0CAMEYX0xDr2WWvDM/sEkQBg2WslLHr3ZFSRlcTy+zy5ybP7DLNKGExtbYkZP+Sm5UBJsvsAgC3nWV3ORriaHbFObOLziM+oiii5JxqAEBmx4mYnp5qGRovfEgXPqQLH9KFD+nCh3ThMyldhjO71Gx2iXoRjkx2zdy1N/wBcSRdfA5mdgV0k7sOzpo3DQBg62mGLLEyRH9XH3szOzuqfcgr2YJUznd2TSqGqUDnUTiJ1sQ3yMyugEFdZpfSx4oyoyLijsvlwsGDB+FyuVIdSkopW1cJw/97CLIgonDXZrx5w29CugS8AVjcvQCArKoIvbfmsMww976RFRl9zcNPigoS35w+SGY1KxkzdfN7j00VZ98gJElCQJe8CxxfJtPceSoeZtdwz644T7x0HvFxuVzosQ/ALxpg8Dsj9sRLN2i88CFd+JAufEgXPqQLH9KFz6R08Q2bXSb19uwCAE9BGQBg8Ei42RVJl6DZ5Z+k8VC6bjokQQeTdwBdB1kpo9zbBwAQ83Ki2kf++TUAAOvx/SPtOZIEnUfhJFoTtZpdSh8rZHalCX6/H93d3fAHTYA0ZsFnVmLwi18HABT98wkceeQ9+P1+9Df2AZAhCyKyZ/D/ENmXs8wu/fGRzC65nZld+pLkZXblzB9+YjTYmpAsGp/LC8iAlESzS8plmV3e03FYkTFUxhjfzC46j/j4/X70DfahP3c6gMg98dINGi98SBc+pAsf0oUP6cKHdOEzKV186s/sAgC5hD0gdh8PN7si6RLsXStNMrPLaDeiP28mAOD0a0cAAEIfe6BuKMiOah+zL50Lj2iBMDSIwf0nJxXHZKHzKJxEa+J3DDeoV5nZpfSxQmYXkZasfuhKdFzwKQBA2d/+Dr/bj/561q/LbcqO2Gi++ByW2ZXVcQwBLzNUxG5WxmgqS15mV8HCIsiCCJ3kQ/fROJhDZxAYYk+0JH3yLnCEAmZ2+dvj8PsE2HcjqHi5bDXiKWcXdgO7yewiCIIgCFUz3LNLNKnb7DLMYJldcnP0rT9Gsmwm3yzcU8XaOwzuYA/IxcE+AICxMDuqz+cW6NBesAgA0PzS3knHQaiDkNllVJfZpXTI7CLSlnV/uQ1Ocw4yPL04+tsP4GhkZpfHHqGEEcC0FWXwGDOgk7w4/NR2AICxlzWftM1IXmaXzqiDw85WeuneH/++XZKHPc2TDclLXTdMY2YXOuNQxkirMaYE3TxmdklHaUVGgiAIglA1w5kaas/sss1lZpe+PfpFnQKu4cyuKZhdxhpmdslHWGaXwdEHALBMy456H/6FNQAAx7t7Jx0HoQ6CZpdsIrMrnpDZRaQtBqsBfWdfBABw/vlFuJqZ2eXLDF+JMYioF9G//lIAQM8jf4IsybAMscyurNnJM7sAwJPH0rIHj56O+76DZlcyM7uMJczsEnvjkNnlG75Ai3MZIzE+GcvYKqHmJsrsIgiCIAg1I/iGM7vM6u7ZlbOImV223ujNLn+wwmEKZlfe+vkAAHvTEUCWYXT1AQCsJdlR7yPz7BoAgPHw3skFIUnA0NDkPksklYCTzK5EQGZXmmAymVBVVQWTafKTthaZdedlEEQBRfXb4dxxCAAg50TO7AKAefd9ArIgoqD+A9T+dQ8MftaQL3du8soYAUAqZqvLuOrjb3aJvgAEUYBgTN54sVUys8vYH78yxng3qKfziE9Ql/JzWZlvZn8TXD3KbFSZTGi88CFd+JAufEgXPqQLH9KFz6R08bMHn6JR3S0hCmvY9bLJO4iB5oEx70XSJeBkZtdUKhwqz5vFmtS7+tB76DRMnkEAQEZFdA3qAWDGRxZChghjTyu8Te0xx9D8ia/i9JKL4N25P6bP0XkUTqI1kYbcwQMlZP+JQuljhcyuNMFoNKK8vBxGo7qfzsSb6RtmortqFQTIyHv3eQCAkD++2VW8rASdi88HAHTf+zMAgMeYAUuuJaGxnomunP3xlprib3YJPgmCIEBI4tOFzJnMLLQMxbFnlyG+F2h0HvEJ6lJUXQynJQ+AjKY3qJSRxgsf0oUP6cKHdOFDuvAhXfhMRhdh2OzSWdStpSXXMnxtAnTsHpvdFUmXkNk1hYe+1mwjenJYe4fGZ7ZBBiBDQGZZZtT7KJtjRWvWXMgy0PzvfbEFIMvo37IDfa1O1F/7Dch9/VF/lM6jcBKtiTSc2QWzujK7lD5WyOxKE3w+Hzo7O+EbXlmFYPh8PuDKCwEAOomla+uLxje7AKDs69cBAHLbDgMA3PbkZnUBgLmKmV1iW/x7dvldbsiyDCmJDd5zZrPMLoPfCWeXc2o7CzWoj28ZI51HfEbrMlTKsru63z+a4qhSD40XPqQLH9KFD+nCh3ThQ7rwmYwuQbNL7Q3qAcCVy0oZ+w+NNbsi6SK52T0Bpljh4JnB+na5Xn8fAOA2ZMJkif72WxAA15waAEDvG3tjOra3vReCm2XZS63tOHjlvaysMQroPAon0ZrIbmawwqIus0vpY4XMrjTB7Xbj8OHDcLvdqQ5FUbjdbvjXZcJpyg69ZiyO3LMryKyPzkdXxbLQv705ye3XBQBZ81nPLnNP/DO7/EMuyFJyzS5rvhU+vRUA0HtsitldCTK76DziM0aX6nkAAM++2hRHlXpovPAhXfiQLnxIFz6kCx/Shc9kdBGDmV1m9ZtdgWJ2zeysG2t2RdJFcg0bD1MszTIsYWZXxpEdAACPJTvmfVjW1AAAhH17Y/pcMIvNpbPDJxih++A97P/aH6P6LJ1H4SRaE9nF9iuozOxS+lghs4tIe3RmHfo2XBT6t7UiP6rPZd16fehnOT/5ZlfeIpbZZRvqgN/tj+u+Ze+wO5/kPg2u4Qy5gROdU9tRgswuYmIyVzCzy3CCzC6CIAiCUCuin2U3acHsEitYZlegMbom9aGSsimaXXnrmNkleljFgtcWfb+uIGWXLAEAWE8fhzTgiPpzfQfZ79pbNA/N134NAKB//FEceza2/l1Ekhg2i0SVmV1Kh8wuggBQ+eVLQj/bKycuYwSARTevQ3/OdACAWJT8Msbc2XkIiEYIsoTOg7E3rRwP2TOcvp3kZoPeLKbjUEN8zC6Q2ZV0pp3LzK7MrhPwOZWZ0kwQBEEQxPgIAfYgVe09uwDAMpuZXWJrdK0/QtfB5qldB1ecNxsSRq5FAxnZMe9j1up8dJnLIAUktL5yIOrPuY4xs8tfXIaLHr8crYs2AbKE1vufjDkGIgkEzS4rmV3xhMwuggBQvKIU3R+7BR1rLkf52TOi+oyoF5H9o2+is2oVZn3l0gRHGI4gChjKnAYA6DkQ575dw5ldgiG5T/OkPGZ2uZsps0utFNVMg8eYAZ3kQ/M7J1MdDkEQBEEQk0AMaCezK2sBM7ss3dFldgX7JwlTfOibVWBEV/bMkf1mZce8D70eGJhRAwDoeGVv1J/zN7DfVVdeClEnYN7PbgYA5B/bip6D8W+BQkwRDzO7dDYyu+IJmV1pgiiKsNvtEEX6ykczWpcNT92IjVvugaiPXqPqTy3DOQceRcmq8gRGGRlPPutB4KiL7x8twecDBEA0J/dpnlDIzC5/6xTNLomZXWKczS46j/iM1kUQBQxOY03qO95O71JGGi98SBc+pAsf0oUP6cKHdOEzGV3EAHvwqbeo3+wqWMrMLttQB7wOb+j1iLp4hs2uOFwHu6dXh34WcrIntQ/9clbKGNi1J+rPiKeZ2RXMaitdXY62ipUAZBz78XPjf5bOozASrYmgUrNL6WNFmVERccdms+Gss86CzWZLdSiKQu26yNNY3y73yfiaXbpAAKIowmBPri764uF+aZ1Ta1Av+Fnqfbwzu9Q+XhLFmbrIc1kpo2tPeptdNF74kC58SBc+pAsf0oUP6cJnMrroNGR2Zc/IgU9vASCjY+/INXNEXYbNLnGKZYwAoF80Ynbp8rIntY/Ci5YDADKP7YZr95GoPmPuYmZX5vyy0GvGj18JADD99wXIvsj9fuk8CifRmojDZpferi6zS+ljhcwuglAx+gpmdsnNcU5H9gWXm05uZpe5nGV2iT3xyeyiMsbUYF3KMrt0x9Pb7CIIgiAItSJKw2aXVf09uwRRwFA2M32iav3hZdlfomXqZlfO2hGzy1AYe4N6AFh4UTn2l14MfwA4cetPAVked3tpyAXjUA8AIL9mxOyq+fI5GDLkwDjYhYY/vTupWIjEIHrVaXYpHTK70oTBwUG8/fbbGBwcTHUoikLtulhnszJGXUd8zS7J5YQUkOAXpLjudyLsM5jZZeqfmtklSCxuMc6rSap9vCSKM3Up3jjcpL79GCR/cseQkqDxwod04UO68CFd+JAufEgXPpPRRRfs2WVK7srcicJbyEwfR+1I367Ruhx/4TA69rcNb8wyu3TWqZtdo5vUm4qyJ7UPoxGoevhW+AQTdPv3oPmPb4y7fe/BFsgy4NRlomhWRuh1e44BHas+AgDofuKfET9P51E4idZE9LMxpzazS+ljhcyuNEKe4ClAuqJmXTLnsgb1lp74NqgX/MMN6uPwRCsWMmcys8sy1AlZmsL3ksDMLjWPl0QyWpfStZXw68ww+F04ve1UCqNKPTRe+JAufEgXPqQLH9KFD+nCJxZdJL8EUWbXUka7+jO7AEAoYw+IvfVjm9TLsozO/e3wfPJ/cPrsj+P4C4cheINljFP/3fNLjDiZexZkiDDNi24RLB4rP1KEE2uvhwyg856fQ3J7I27bvY/9joNZZdCdcSlceuvlAAD7wa3wNrZG3AedR+EkUhOdj2V2GTLUZXYByh4rZHYRhIopqGF/uK2ubngGPHHbr+AbTt9O8tO83DmsZ5c+4IGjzTHp/QSXyxZ0NMWlAlEvor94DgCg7U0qZSQIgiAINeF3j/Rz0kLPLgAwVrHMLqElfEXGjneOQ5AlGH1DGPz0bbB0sAd18ciyEQTA+thP8dodL2H++SVT2tf639yAQVM+TN0t2H3X3yJuF8xeC2azjWbxpRU4mb8CUkDG8Z88N6V4iPihHza7jJnqM7uUDN0JEoSKySzLhE9vBYAxDTenijic2aVL8mqMpkwTPEaWbt1bN/lSRiEwvBqjgXp2pYrALFbKOLT7aIojIQiCIAgiFnxOX+hng1UbZldGNTN+jJ3h1RDOI02hn03eAdgdLONJZ4nPdfB5l5jxpQcKw7KsYqVwuhWez34RAGB4+rdoe7+eu52nfvh3LAs3u0QRkC5jjerFf/4DcnfP1IIi4oLeT2ZXIiCziyBUDGu4ybK7+o5ETkWOeb/+4T4NKXia57azUsbBk5NfkVEYLmOMd88uInosNaxJvXCUMrsIgiAIQk34hkZK5PRmbVxL5S1hxo+9rzmsn6h0kpldHed/Ej1FIw3l9bbktvOIhnUPXoqe4vkw+IbQ8dEb0fXqnvCNmllml3FGKXcfZ331XDRZ5kDqG8DRT/9gwob3RGKRJRn6ADO7TFlkdsUTMrvSBKvViuXLl8NqtaY6FEWhBV28BSwl2nE0fn27dJIfoijCkmWP2z6jxZfFShmdp6ZudsW7Z5cWxksi4OlSsIFldmWcrp1a/zUVQ+OFD+nCh3ThQ7rwIV34kC58YtUlmNklCXqIem3cLhYsKoYsiNBJXnQfZdeYQV1Mbcwcyli9EIvffhS9hfPg15lQuHJ6CiPmozOIqH7lF2jNXwy9axBd196KvmdfG7ONoYP9Pvbq8MwuACip0MP3ze8iIOghv/kmTj3+8pj36TwKJ5GaeB0j5rIxQ3kG63gofaxoY/YiJkSn08Fms0E31fxZjaEJXaYxs8vbEL8yRp3fBwiA0W6J2z6jRcpjmV2e5imUMUqJKWPUxHhJADxdys+pgiToYfIOon1v/LIO1QSNFz6kCx/ShQ/pwod04UO68IlVF7+LmV0BnTZKGAGWoebIYAs7de1hmVxBXWxdrEdXTk0lMssysebY05h5/BXkVxekLN7xyJuZjUXv/hq1086F5Pai6/Nfx8Bzr7M3AwHY+tg9Qd5ivtkFAJfcMQdHNtwEWQb673kIgyc6Qu/ReRROIjVx97lDP5sy1WV2KX2skNmVJrjdbhw9ehRut3vijdMILehinD7c7LKhIW4ZNILfA1mSERCTn5EjFLILC3+r8swuLYyXRMDTxWA1oD9/JgCg9Y30LGWk8cKHdOFDuvAhXfiQLnxIFz6x6uLqGAQABHTquvGeCFfpLABAz1bWT9TtdmPPW3tg9vQBAIpXlANgC+3YCm0piTFaCstNWP3mj7Cz7HJ4PTJOfee3gCzDcaIdciAAv2BA8aLIZp0gABf99dNoy10AncuBfVffHyrvpPMonERq4h1g+5QEverKhpU+VsjsShN8Ph/a2trg8/km3jiN0IIu9mr2h7ng6Dt4v+pT2H7vS2PSYSeDzu+FLMsQzMmfIgwlw3+YO5VndmlhvCSCSLr4qljfrsE9x1MRVsqh8cKHdOFDuvAhXfiQLnxIFz6x6tL26n4AwGDZvESGlXTE+ez38R1gD+F8Ph8a3z4KyMCQrRDWfGWWYkWipEzE4t/cDp9ghP7EUTh3HUHXXlbC2G8rgdU+/nV8RrYOFb+/DwHRiNy6rdh+wbcge7x0HnFIpCbeQQ8AwK9XX78upY8VMrsIQuXMu2ElOj70Cfh1ZuR01sH+8Hexe87H4RnwTHqfOmm4Qb05+enrlgpmdul6lWd2EbFhqGZPUKW69DS7CIIgCEKNeN/bCQAQl5+V4kjiS9YK9hDO2DCyUrTvRDcAwFVQmZKYpsqSs7NwrPw8SDJw8uF/ov8QM7vceZFLGEcz6/zpcH39PgQEPTK3v4qDG2+D3D8AyDKG9tdj25f/gtq/7E7kr5D2DJ3uB6BOs0vpkNlFECrHaDdi44t3Yvrhzej55O3w6S3I7G9C4ytHJ/5wBHQBZnYZbPFZcjkWbJWsQb1xYAoN6mUyu5RA1jJWxmhuJrOLIAiCINSA5JeQeXwXAKDoYm2ZXSUfYpldWT0nQ32ShFPs4apUVpGyuKaCIAC2664AAOhe+y/8h+sAAFJJdGYXAKz81gXouvcRuEQbdPt3o+2CLyDnhu+hd9ONyHzyp/DfdAv2PfJ2QuJPZ069WY83L/wBPP/zBQCAz5yR4oi0B5ldBKERMssysf6JT6Nv+lIAQPcHxya1H8kvQTecGaWzJr9uPGsWy+yyDnVOugcZZXYpg5KzWWZXZn/TlDINCYIgCIJIDk1v1cPs6YdPb0HVpfNTHU5cya8ugMucC0GW0PQGexBnam0DABhmqTOzCwDW3roU7ebpkIZcyHjzBQCAbnr0ZhcAnHvXCrQ/8CR69YXwN7ZB7OiDFwZ02adDlAMQv3k3Dj65LRHhpyV7fvoGHJdcg8L3/gmd5EVPYTWyvn9XqsPSHGR2pQlGoxHl5eUwGpOfqaNkNKnL7NkAAM+ByZldfrcfEABBEGDLtsczsqjImZUHANBJPgw0D0xqH2KCzC5Njpc4EEmXnJm5cJuyAchofrs+JbGlEhovfEgXPqQLH9KFD+nCh3ThE4suLc+zEsa+yhrVNcueCEEU4ChlpYxd7x+F0WhEVn8XIACZi6enNrgpkJUtoOvsKwEAfierzrDNLo15Pxd/eTbafvgUnpt2E1467wG4Xvov1jb+DR0LPgSd5IN8x//iyJ92xTV2tRDvuWXw9/8HAOiqXA7hiSew7sTTmP/pFXHZdzJR+pxLZleaYDKZUFVVBZNJW6uqTBUt6mKrYWaXrn5yZlcwA0cQBdhzkm92Ge3GYYME6Ds2ub5dwTJGnSm+F2laHC/xIJIugijAUcRKGbu3n0hFaCmFxgsf0oUP6cKHdOFDuvAhXfjEoot3KzMzdCu1VcIYYh4rZfTsrYVBZ0DO4GkAQP4ydZYxBplzxyXwCyO9drMXxpbZFeSqWwrxjeM34ev/vhirN2ZCb9Zj3ZvfR+fcDdBJXnhv/Qradp+OV9iqIZ5zi9/pRXbjXgBA+SN3ofqTSyGIwpT3mwqUPueS2ZUm+P1+9PX1we/3pzoURaFFXQrWsNKxjI7jkyoD9LuGV9OQZQjG1Ey87gxWyjhwYnJmVyizSx/fKU6L4yUejKeLVMXGo+tA+vXtovHCh3ThQ7rwIV34kC58SBc+0eoi+SVkBft1XbI8GaElnYwVzOzSn6hF694W6AIeSIIeRUtLUhzZ1Fi8IQt15eeF/l24NPbMriCBwNjxYrAasObtH6G7dDEMfhdqv/7UVMNVHfGcW06+cAD6gAdOUy4qN86IQ3SpQ+lzLpldaYLL5cK+ffvgcrlSHYqi0KIuJWsqIQl6GH1D6NjfFvPnfUNeQAa80MPtcScgwihiyGZml6tpck3qRYlNuPEuY9TieIkH4+liXsAyu3Ai/TK7aLzwIV34kC58SBc+pAsf0oVPtLo0vnYcJu8AfHorZlw0L0nRJZdpG1kZY1bncbS8fRSSJGMgqzTuD0iTjSAAtuuvAgB0WCqRO23ymTa88WK0G1F4/5cAAHlbX0TnoY6pBawy4jm3dP57OwCgf+4KiDp1ZnQFUfqcq+6zmiCIMAxWAwby2FOCtndiL2X0DbFaf7+Yuj4Nch5bkdHTPLUyRmpQn3pyV7LMLmtr+mV2EQRBEISaaH2JZXX1Tddev64gxWeVwmuws96wz78DAHAVqbuEMcj625fiXxt/gZO3/BhCAjyUuR+vQVfFMugkHw59/Y/xP0CaIOzcAQAwrl+Z4ki0D5ldBKFBvJWsb9fA7ugMBlmS0XuiB8BIY8uAaBjvIwlFKGRmV6B9kpldsgQAmr1QUxOlZ7PMLpuzc9ILDhAEQRAEkXi8W1lzet0qbZYwAqyf6MA0lt2Vu+9tAIBcUZ7KkOJGRgbwrX+vxWfur0rYMfLu+hwAIPetf4buHYjo8fU7kdV8CABQdrn6GtKrDTK7CEKD6OexbJrA0ejMrnc/9xRaF1+INy/9CXwO1qDer0ud2WUsYWWM6Iw9s0vySwBYrzLK7Eo9tkIbHPZpAICWtyi7iyAIgiCUiOSXkHViDwCg+BKNNqcfRprDzC6zdxAAYJqtDbMrGcz/9Ar0TFsIfcCD/Xf/OdXhqI7Gf+0GpAD6rKWoXKPuPnFqgMyuNEEQBBiNRgiJyGlVMVrVJessZnaZTkVXxihvZ+m0hW/8DR233w8AkHSp08VSwcwufW/sZlfAGwj9rDPG1+zS6niZKhPp4ipl47FvZ3qZXTRe+JAufEgXPqQLH9KFD+nCJxpd0qFfVxDbslG/nwBkLiKzazTjjRdBFJDxlRsBANmv/iNtsvbjNbd0v8z6dQ3MWwlRA06M0udcDUhMRIPdbseaNWtgt9tTHYqi0Kou085mZYyZfY3wOrwTbm/ubAr9nN19HBAAvcWWMl3sM5jZZRqYmtkV72ajWh0vU2VCXWayUkbP4fRqUk/jhQ/pwod04UO68CFd+JAufKLRpXUzy+rqm14T94eFSqPonGGzSwBEUcT0c7Rt7sXKRONl8RfXo7dgDgx+J/Z9+/+SHF1qiNfcIu5mCQaWs7VRwqj0OZfMLoLQIHlz8+ExZkKQJTS/c3Lcbb0OL+wOtmqj69sPwmPMAAAEDJNfxWWqZM1iZpfF2TVclhg9o80u6tmlDGxLWGaX7mR6ZXYRBEEQhFrwd/UBAOTSstQGkgTK1k+HX8eucz3GTGSWZ6U4InUhiAL0n7oWAKB787XUBqMifB29yGhlVTeVV2m3L56SILMrTXA4HNi6dSscDkeqQ1EUWtVFEAUMFrPsrq6t45cytu1sBiDDp7di2V3nI+9fv0V75XJ0nL0mZbrkzMwFIECUA+g51h3TZxNZxqjV8TJVJtKlYDXL7MroOAFZkpMZWkqh8cKHdOFDuvAhXfiQLnxIFz7R6CL7/OwHnbazugCW+d9fNAeQgS5bEYacQ6kOSVFEM15mf3YDZIjI7jiKnsNtSYwuNcRjbmn8505IMtBun4XKpblxjC51KH3OJbMrTZBlGV6vF7KcPjea0aBlXaSZzOxy7h/f7OrZx0oYHbkVEEQBFRursPyDHyPvMwtSpoverEdfHjNIGp/bE9NnJV/iyhi1PF6mwkS6lKydDknQwehzoOtwR5KjSx00XviQLnxIFz6kCx/ShQ/pwicqXQLs+kkwpEdWfGAWK10cyi+k8XIG0YyX3Jk56CxZDACof+rtZIWWMuIxt/S9wkoYhxashEJbXMWM0udcMrsIQqNYFjOzSzgxfumY48gpAIBvWkXCY4oF31mrAQCDWz6I6XPBzC5ZECGIGvlLonIMVgMGcyoBAG3vUikjQRAEQSgN2Z8+mV0AMPveT6Bt5moIn1yf6lBUi7zhHACA99U3UxuI0vF60fmj3yHj7X8DAGwbtdGvSw2Q2UUQGiVvFeuTZD89fmaXv55ldomVylqJJveiVQAA24FtMZW+BTO7JCE9LtbUgqecjcf+3enVpJ4gCIIgVMFwGWO6ZHaVrqnAivcfRPaqwlSHolrKPsXMruwTu+DtHkxxNMrkyG/fx/65H0Pn936FgMuDI5mrMeeG1akOK20gs4sgNErphioAAizuHvSe6Im4ndjMMrssc5WV2TX7mqUIiEbYhtrR8n5j1J8byewis0tJ6OYys8tfS5ldBEEQBKE4/OlldhFTZ+a5FejKmAEEAjj55/dTHY7iaNrajMCX7oC+owV9hgK8f/H3Ub3lEZRON6Q6tLSBzK40wWKxYMmSJbBYLKkORVFoWRdLrgUDWSxb6/TbkQ0GSxczu7IWjmR2KUEXc7YZvZU1AIBT/4i+lDHgYRdrkhh/s0sJuiiRaHTJWs7Kas0nDiYrrJRD44UP6cKHdOFDuvAhXfiQLnyi0iXNyhgBGi+RiFYXUQSGlrPsrr7n30pGaCljMmOl483DEBFAT+4sTN/5LD73j02Yv0BbLVaUfg6p2rqvqqqK+z7Ly8vx1lvaO1n1ej2ys7NTHYbi0Lou7rJZyOw/he7X9gKfWRn+fp8btiHWMLxoxUhml1J0EdeuBk5uh++dbQA+HtVngmWMicjsUoouSiMaXaZfXoOmu0Rk9p1Cb10ncuYUJCe4FELjhQ/pwod04UO68CFd+JAufKLSJdig3qjq28OYoPHCJxZd8q44B3jjKdj2vQfZ64Ng1GbW0mTGirOuGRYAvpnVKJllTUhcqUbp55CqZ7OGhoZUh6AaPB4PWlpaUFpaCpPJlOpwFIPWdbFdshE49DpsL/8fvI7/gdFuHPN++65mAIDHmIHM8qzQ60rRpeSKVXD/mfUC8Dl9MFgn/gMq+SX2fzH+05tSdFEa0eiSWZqBnoK5yOs8goZndyHnGx9OcpTJh8YLH9KFD+nCh3ThQ7rwIV34RKVLsIwxjTK7aLzwiUWXhR9fgP135iHT1Y22f+/CtCu02Y9qMmMl0Mjus3SVZYkMLaUo/RxSdRljTk4OamtrIUlSXP6rra1NeQre0NAQnnnmGdx000247bbb8Oijj8Zlv16vF01NTfB6vXHZn1bQui5L774QQ7ZCWNw92PPgf8Le79nLShiHcsvHrFyoFF2mXzAbLnMODH4njv/rQFSfCTWoT0AZo1J0URrR6uJddBYAwPHWrmSElXJovPAhXfiQLnxIFz6kCx/ShU9UuqRhZheNFz6x6GK1i+iYezYAoPUZ7VVHBZnMWBFPs0XArHO0a3Yp/RxStdm1aNEizJkzJ277mzNnDoqKiqLe/sSJE7jhhhuwdOlSrF27FsuWLcMTTzwxqWMHAgH88pe/REVFBf7whz/gy1/+Mn75y1/i1ltvndT+CAIA9GY9PJdfCwCQnv5T2KqGQ7VsEvZPU1Zz+iCiXsTgPFZ+2flSdH27gj27IKh6etMkWR9iZpfpUHqYXQRBEAShGoYzu0RqUE/EiPUi1rfL/O5rgMeT4miUg6WbZXZlL1LWivfphKrvBgUh/g3eZFmeeCMAe/fuxbJlyyDLMrZv3473338fjzzyCO644w7cdNNNMR3T6XTiIx/5CL70pS/h7rvvxubNm7FgwYLJhE8QYdR870r49FZk9dTj4BNbx7znr2eZXeJ0ZZpdAGD9EEuHFrdvi2r7RGZ2EVNjxpVLIUOEvecUBk90pDocgiAIgiCGEQK0GiMxOeZ/ZhV6DMVAbw9O//r5VIejCNx9bticnQCAwmXazexSOqo2u77+9a+nZJ/9/f346Ec/Cr1ej1/96lcwGFgfoXXr1uFrX/sannjiCTz11FNRHc/r9WLTpk14+eWXcf/99+Ouu+6aSvgEEYa92I7ec68AAPT+4o9j3gum11rmKPeJw4xrVwEActsOY6B5YMLtZf9wg/oE9OwipkZepR2defMAAI3/pOwugiAIglAMw2WMYhqVMRLxoaTSgFPnfhoAMPDIHwCfL8URpZ723S0AALcxE5llmSmOJn1Rtdm1adOmKX3+q1/96qT2+dhjj6GpqQlXX301MjIyxrz32c9+FgBwzz33wBfFif61r30N7777LtavX49vfvObUUYeOwaDAcXFxSFjjmCkiy7zv/cJyIKI/IYdqN9cG3rd2skyu3KWjM3sUpIuBQsK0Z9bBUDG8b/umHD70GqMCcjsUpIuSiIWXTzDfbsG39S+2UXjhQ/pwod04UO68CFd+JAufKLRJZTZpU+fzHgaL3wmo8vK71+Gfn0epLZ2tP9+cwKjSw2xatK7nyUUOHO1ndWl9HNI1WbXVDh27Bh+97vfTeqzTz75JABg48aNYe+Vl5ejqqoKLS0t2LJly7j7OXjwIB555BEAwA9+8IOElGUGMZvNmDt3Lsxmc8KOoUbSRZfCxcXorLkQAHDqgacBAM4uJ6yuLvb+WWMzu5Smi6e6BgDg2F034baJNLuUpotSiEWXzHOXAwBMB3YmOqyUQ+OFD+nCh3ThQ7rwIV34kC58otJFSr/MLhovfCajy6z5RtSvvwEA0PPw70OZglohVk2GjrJ+Xf4ibZtdSj+HNGd2ybKMX/ziF1i7di1yc3Oh1+uh0+nC/ps3bx76+/tj3n9nZyeOHz8OAJg/fz53m4ULFwIAXnnllXH39aMf/QiyLGPWrFnYsGFDzLHEQiAQwNDQEAIam3imSjrpUvlt9geocN8rOP7CYbTvYpOw25QVll6rNF30laUAAKn59ITbJtLsUpouSiEWXWZcUQMZIizdzXCebE9CdKmDxgsf0oUP6cKHdOFDuvAhXfhEo0swsyudzC4aL3wmq8uy+6+EQ5cFNDej6y/j3werjVg18Z5k91lChbbNLqWfQ5ozu26//Xbccccd2LZtG/r6+iBJEmRZ5v43GQ4dOhT6ubS0lLtNSUkJAJa5FYlAIICXXnoJADB79mzcf//9uOaaa7By5UosW7YMt99+O06ePDmpGHk4nU7s3LkTTqczbvvUAumky4xNc9Bx1sUAgNavPoyePY0AgKG88Ob0StPFOpuda7r2lgm3DfXs0sXf7FKaLkohFl2KZ9rQnjMPMoCm57RdykjjhQ/pwod04UO68CFd+JAufKLRJWR2GdKnjJHGC5/J6lK9zILjKz8FGUDnj34HSFJiAkwBsWoitrAyRvNMbZtdSj+HNGfd//GPf8S8efNw//33Y968ebDZbGHb+P1+7Nq1C9ddd13M++/p6Qn9fGa/riCZmSxLpqMj8mpjBw4cQF9fHwCgt7cX11xzDb797W9DkiQ8//zzuOGGG/D000/jv//9L1avXh1xPx6PB55RS7wODLAG3oODg2PKIoPbSJKEwcHBsP0Efxen0xnmzJrNZhgMBni93jHHAgCdTger1QpZluFwOML2a7PZIIoiXC4X/MNLGgcxmUwwGo3w+Xxwu91j3hNFMfTd8eK1Wq3Q6XRwu91hvdGMRiNMJhP8fj9cLteY9wRBgN1uBwA4HI7QiRn8v8VigV6vh8fjgdfrHfNZg8EAs9mMQCDAPaGDGg4NDUE6Y3IfT0O9Xg+LxQJJkjA0NBS2X7vdDkEQuN/NeBoGvxtgRMPpP/kMBs7bgrzmfej5jQ8WAN7CkjCNg5oGAoGw90Z/Nw6HI8w4Dn43sWo4+rs5U0NDZTYAwNLTMqGGLscQMmRAghCKfTwNg9/NeBoGx/eZ4yWa8c0bh9FqON74jlVDYPzxPdE4HG+OCP7uPp8vbLzw5ojBeTUofv8wel7ZBunLH1b0HHHmdxPLHHHmeFHDHDGa8cb3eBpONL6DMXq93rDjTnaOAEa+m3hrGMsccSaxzBGjx4vW5oipXEcEf/czPweof444k1jmiNHjRWtzxFSuI4KceUxA/XPEaGKdI0aPl4hzhM8LyCOZXWqZI6ZyrxGEdz6qfY4YTazje/R4iXWOqPrGpRi6/GnYTp5E97/fR95H1itqjpjsdcRE99JnamjqOAXIgKEqHz6fT/FzxGhiuY6I5V46nnME7zvgoTmzS6/X45FHHsGHPvShcbebOXMmNm+OvXne6C/caDRytzGZTADA/RKDtLSMZKj8+c9/RlVVFQA2MK+44gr85Cc/wc0334xPfepTqKurgy5ClsqDDz6I++67L+z1ffv2jTH6cnJyALCbi8OHD4dtf8455wAAamtrwwbPvHnzUFRUNKaEc/R+Fy9ejEAggN27d4ftd82aNTAajThx4gS6u7vHvFdVVYXy8nL09fWFxWS323HWWayR9Z49e8JO0OXLl8Nms6GxsRFtbW1j3gv2TXM4HNi3b9+Y94xGI9asWQOAGY7Bk7C2ljVtX7JkCbKzs9HS0oKmpqYxny0uLsbcuXPhdrvDfldBEHD22WeH9nXmZDV//nwUFBSgvb0d9fX1Y97Ly8vDwoUL4ff7uRquW7cOer0ex48fR29v75j3Zs2ahdLSUvT09IR+hyAZGRlYtmwZAIzZb8eai1D99r+Q23YYEABnQU7YcYuLiwGwMXzmd242m7FqFVshcf/+/WETZE1NDbKystDU1DRmnAMs63H27NlwOp1hx9TpdFi/fj0A4PDhw2PONbfgQpksw+rqRuPRBpzuaR3z2fz8fCxYsAA+nw9NDacwT5Lg8vpCx9iwYQMEQUBdXV1Y+fKcOXMwbdo0dHV1oa5ubE+wrKws1NTUQJblMfEGtV69ejVMJhPq6+vR1dU15rMzZsxARUUF+vr6xmSEAuwPzIoVKwAAe/fuDZvQly1bhoyMDDQ1NeH06bGlm6WlpZg1axYcDgf27t075j2DwYC1a9cCYJmlZ/5BXbRoEXJzc9Ha2orGxsYx7xUWFqK6uhoej4c7DsebIyorKwEAfX19YecNb47orSqE9K4EYc8H8Pv9qpgjgkxmjqitrVXVHBFk5cqVsFgsaGhoCHt4U1lZienTp2NgYAAHDhwY895Ec8ScOXMAsAdCZ+53snMEACxYsAD5+floa2sLy4wePUfwftd4zxFBJjNH1NbWam6OmMp1xKJFiwAAzc3NYd+NVuYIYPLXEbW1tZqbI6ZyHbFkyRIAwMmTJ8PGt1bmCGDy1xG1tbUR5wjZ7YIkSaHMLrXMEVO51wj+PTp69Khm5whg8tcRtbW1sc8ReqC+dB1WNLyMk4+9jLyPrFfUHDHZ64js7GwA7AEvr3pr9BzR09GN/IHTkGQZ7YZeTOvqUs0cAUzuOiI4NpI1R4zns4xGkCdbz6dQrrjiCtxzzz2hC5zxcDqdITc6Wp599llcffXVAJjDyzO8vvGNb+CHP/whFi1ahP3793P38+c//xnXXXcdcnNzwyZmgDmweXl58Hq92LJlC8477zzufniZXeXl5Whubg5lmAW3O3ToEGpqasY8yQiixKctyXgiOzQ0hNraWsybNw9Wq1UVT1tGM5knsq4eFxrOugH24eb0A3d/FwvuOGfMZ30+Hw4cOIAlS5aEGa2peNoiSzLqKz4Co38Ipuf+hMLVY0uIR2u49XsvIeeh76GjvAZn7fx/E2oYa2bX6PGi9Kctyczs2r9/PxYtWhS2Ggtvjmg66oJ0ziXQQcaMQy/APL1EsXPEVDO7Ro8XtcwRQRKZ2bVv3z4sXLgw7G9oumd2BceL3W7X1Bwx1cyuPXv2YMGCBaGHiWdqqNY54kxizewKjpfMzExNzRFTuY4I3jBWV1fDYrGMeV/tc8RoJpPZFRwv2dnZ3DniwNwbkN3XBPG3T2DeJ5aqZo6Yyr2GJEnYvXt36O/0eBqORg1zxGgmk9kVHC85OTkxzxHv/fowKr57K2C1oPrUK3ALUMwcEdV1hMcDzxn7neheerSGLdtOwXfpdfDrjJje/B9YrBbFzxGjieU6wuFwRH0vHc85YmBgAGVlZejv7x/jeZyJ5jK7vvGNb+Bf//pXVGbX+vXrua7ieAQzXgA2cHJzc8O2CQ7UoqKiiPsJ/gE+88ItiN1ux8yZM3HkyBHs378/otllMpm4+8jIyAgrsxQEAaIoRiy/BDCu+Wc0GiNmswmCMO5+z7zgGI3BYBh3udLx9ms2myOu/qDX68f9rN1uhyzLEARhzI0oEFlXgE1K4+2XVzobZDwNp/LdxKJhRkYGGm+7HfjxdwAABctmhh03WAY70e8anOx4xFvDoZxSGDvrMHSsCxkXzON+ThRFmPRGQABEgzHsGJPVcPT45o2X8cZ3NOMwEuON76mMw/G+m8mMw+B4MRgMET87WsPqszLwavYClPUdRNNzezD7KyWKnSMiEe345o0Xpc8RZxLv8R0cL0Zj+DkaRG3z7FT+Bo7WMDheRv9+WpgjgkzmOiI4XkwmU8TjqnmO4BHt+A6Ol+D40socEWQyGgbHi8ViiXhcNc8RPKKdI4LjJajpmRrqZIldPw2XMapljggymeuI4Hg58+/0aNQ8R5xJLN9NUJfgvmKZI86+dSV2/agUea4WnPzD26i6ZVPEzylJQ7m3D63nXIOAaIDp+o8j//NXQMgc2Ue099LuYz3QCYAjpxyZWSNGjNLniDOJRkNJkmK+l47HHBFtvpbmzK6VK1fizTffxMMPPxxK3TsTr9eLXbt2Rcy6Go/q6urQk6PW1lau2dXaykqsFixYEHE/wbLFvr6+kOFyJsF98/oOxEpGRkYo9ZUYIV11Oeuei/D25reg6+/B6g/NCntfibr4CkqBzjo4jo7fpH6kQX38pzcl6qIEYtVFEADvwrOAdw+id8su4CuXJDC61EHjhQ/pwod04UO68CFd+JAufKLRRUzDBvU0XvhMVRerTcDAmg8j743fovPpzeOaXSFkGXC5gBirruLJyef3w31iuD/3vb9Axw+eQN+FH8eaP34xJk0Ga5uRDcBbWJ6wWJWC0s8hzZldp0+fxquvvorXX389IfvPzc3F4sWLsW/fPhw+fJhraAVrZs8999yI+1mwYAGysrLQ39+PpqYmVFSEr4gXbDY/OpuMIOKBqBexcftDqQ4jNkpLgMOAt2F8s0vyDae9clKMCeWQdd5y4N0/wLB/Z6pDIQiCIIi0R5DY9ZPOpLnbQyIFVN58EfDGb5F5cCtcp3thKckJ2ybg8qLx7x/A98a7MO96F8aedkir12Law1+FOH3k3tgz4IFnwIPMssjlavGg92ALLADarFUIyCJKXceR88JT2HlfJVbe/5Go9+OtbwYACOXaXolRDWjubvCGG27Aa6+9BkEQkJeXh4qKirD/ysrKIqbVRcO1114LAHjnnXfC3mtvb0ddXR1yc3Nx4YUXRtyHwWDAlVdeCQB47bXXwt6XZRnNzexEiYdbOjQ0hF27dkXdzC1dIF34KFEX44zhPl0tp8fdTvaxJ5NyhEUdpoISdVECk9Fl1lVLIEOEufs0nCdaJ/6ACqHxwod04UO68CFd+JAufEgXPtHoIkrs+imdzC4aL3ziocv8i6ejPbcasiThyCOvhr3vGfBg28LPwf3FOxD4x7MYqm9Hbx/Q/5/3cXzZNdjzmV9g6//+A2/VfBl1peeisfrD2P3Qlin8VhPjqWcP1P2r1mP9qb+i/aM3sTd+8xv0tvdGr8nwPbxxpvYzu5R+DmnO7Hr//fdx3XXXoa2tDR0dHTh58mTYf42Njejs7Jx0xtRNN92EgoICPPPMM2FN237/+99DkiTceeedodraLVu2YOHChXj44YfHbHvXXXfBZDLh0UcfDWuQ9/rrr6O3txdXXHEFZs0KLzOLFUmS4HA4wo6T7pAufJSoi30OM7uMndGVMUKMv9mlRF2UwGR0mTbTira8BZABnPy/XYkLLoXQeOFDuvAhXfiQLnxIFz6kC59odBHk9MvsovHCJx66iCIgb7oIAOD+18th72+9+mHktB2GR29H7cKrsfO6n+PdW/+Gwznr4Pf4Yfr708h6/EcoOPYedJIXOskL833fwHu3/mXSMU2EPLyyo7GqDBargLWP3QCnNR92Ryv2fe/fUWtiamerbGZUaz+zS+nnkObMrpycHNxxxx3Iz88fdzubzYZ77713UsfIzc3FH//4RwwODuK2224LrWCwY8cOPPjgg7j44otx9913h7b/2c9+hkOHDuG73/3umP3MmzcPjzzyCPbs2YMvf/nLoRUL+vr68I1vfAMLFizA448/PqkYCUJr5CwoAQDY+logS5GbEsqB4clWnz4Xa2rFt2Q5AKD/dW2aXQRBEAShFoKZXenUs4tILPPv2AQZIrKbDqBtZ3Po9Z0P/AeF7/0TgADDT3+EKz/4Om54fB1uemgWLq77Odru+n/onLYYXWVL0fPJ22F74W/oOOcaADJynvop3rzsp5D88TdXDO3M7LLPZQ/YTVlm+G74HHvtr3+Ab4Dd8/ee6MHblz6EbWv/F4c+/L9o+tj/YvCBnwNuNyS/BHs/20/eEu2bXUpHc3eDl112Gerq6rB06dIJt41mxcZIbNq0Cdu2bcP3v/99rF69GlarFUNDQ/je976H2267DbpRJVQf//jH8fbbb+OGG24I28/nP/95zJ49Gz/+8Y9RU1ODwsJCuFwufPjDH8Zdd9017uoJBJFOFNaUYBCAwe/EQFM/siqzuduFMrsSUMZIxJec888CXv89TAepbxdBEARBpJKg2aU3a+72kEgRxQvycHTGChSc/ACNH7kV9dd8EoXnLYLhx98HAHRddiPOvnHVmM9YrcCHvrMB+M6GMa9XnPs1vHdzMXL//AsUbvkL3r8xA+v/8Pn4BStJsPUxQy5nYWno5eX3X4bdf34aGQOncfLxnahrMUK+5wfId3WFthkE4NgMWLbWwXb/16GTvJAEHQoXU9/tVKO52ey73/0uvvCFL+Cqq66CfoLMjuuvvx5HjhyZ9LEWL16MZ555ZsLtrr/+elx//fUR39+4cSM2btw46TgIIh0wZZrgtOTD6upC577Tkc2u4Z5dZHYpnzlXL0bLN3Ww9LWi99DpUPYeQRAEQRDJRUzDMkYi8Uy772YMfe4IMgZagCd/DO+TgAFAV+VyrH/6pqj3I4gC1v/mBmzNzkDWo99H1nNPof/YZciaXRiXOIdOdUPweSFDRHHNiEllsBog3vwF4KHvYNYbz8H4xrMQIKM/ZwYGL/0EOrp16G5x4ewDj0J+8wMMXvtl6AA4MkugM9K9SKrR3Gz26KOPIhAIYMOGDaiuro64XWNjI+rq6pIYWWoxm82YP38+zGZzqkNRFKQLH6Xq4sothbWlC/2HmoGPzuduM9KzK/5V2krVJdVMVpecUiv2FS1AYft+NDy7S3NmF40XPqQLH9KFD+nCh3ThQ7rwmUgXyS9BkFlZWDrdoNN44RNPXeZctQiuc/+NvQ+8BOFvf0Vm/ym4zLlY+Pz3Iepjv1Zf9eDlePOfL6O4dTdqb/slVv33e1OOEQC69rHSw35rMWxZYy2Ss+65CNue/D2yek5CEAR0rL4Mq/7xVVhyWX9uSQL+/vU5qP7V7TC0nAIAeAq035weUP45pDmza8uWLdi2bRtkWcYHH3ww7raCICQpqtRjMBhQUFCQ6jAUB+nCR6m6BIpLgZZ9cJ0YZ0XGwLDZlYCeXUrVJdVMRZfA0uXAf/bD8eZO4N7ol3VWAzRe+JAufEgXPqQLH9KFD+nCZyJdAt5A6Od0yuyi8cIn3rpYci1Y89OPQXroKtT9Yx8qFpcid3bepPYl6gTkfO8OyJ+/AZnvbUbPOx9H7oYFU46x71ALDADcuaVh74l6EQWPfBet3/4VrJ+4DBu/tWns+yJw7UPLsCXrpyh88A7oZS/k0vTo16X0c0hzs9nFF1+Mnp4eXHbZZaHVEM/E7/dj79692Lx5c5KjSx1erxft7e0oKiqC0WhMdTiKgXTho1RdxLISYBfgPxXZ7Epkzy6l6pJqpqJL3oVnAf/5HcyHdwGyDGjoIQSNFz6kCx/ShQ/pwod04UO68JlIF7/bH/o5nTK7aLzwSZQuol7EvE9M3Fd7Imo+UY0XfnwJZte9hKb//Slytz8JCAK6dp+Ca8CH8o0zY96n81gLsjD8YJ1D5SVzYF7+DRQVFUXcx/nfWoU9uT9F76N/RMWXLo85BjWi9HNIc2bXJZdcghkzZuCTn/zkhNvOnTs3CREpA4/Hg/r6emRnZytyIKYK0oWPUnUxz2R/gMTTzRG3kQOJM7uUqkuqmYous69ajPo79bANtqFtTyuKl2mnlJHGCx/ShQ/pwod04UO68CFd+Eyky+jMrnRqUE/jhY/SdREEYMaPvwjv5VtgOrwPjdfeDceeYxBbmiAD2Hf3t7Hk3sti2megkd1b6Cr5Zle0miy9ZTVwy+qYjq1mlD5W4t/UJsXU1NTgoosuimrbm2++OcHREAQRTzLmDS8F3D1OGWMws0ufPk8m1Ywt34K+EpZ+furZHSmOhiAIgiDSj4AnPTO7CPWy+PxCHFlxA2QAQy+9DqGlCdKwtWF86AGceiy2Ci6xlfXsssxKj/LDdEFzZhcA5OTkRLXdr3/96wRHQhBEPMlfwswu22ArJL/E32g4s0ug1RhVg3TWCgCA8y0yuwiCIAgi2QTLGGVBnFTTcIJIBct+dgPey/0o3sv9KHZc/RAM776BEzVXQ5ZluO7+Lnr+viXqfZm7mdmVvYCf2UWoE03mqXZ0dOC5555DbW0tBgYGIEljb4plWcbx48dx4sSJFEVIEMRkyJtXgHZBD1H2o/NgO4pqpoVtk8ieXURiKLxkBeQXnoS9dgdkSYYgaqdvF0EQBEEoHcnHrp0kQZO3hoRGmbvEjIwP7oXVCmRns9fK/nsX/r3GiwX1L6Dnlm/BWmiHeeP4ZYV+hxuWoS7IAPJrKLNLS2huRnvxxRdx7bXXwu12Q5blcbdNp9UY9Xo98vLyoE/ACnVqhnTho1RdRL0IR+Y0ZPY3oXt/C9fsCmV2JaCMUam6pJqp6jLz8kWo/aIJVlc3mt4+iYqNVXGOMDXQeOFDuvAhXfiQLnxIFz6kC5+JdAlmdkliej0opPHCR026lJzR6tVqF7Hhv/fgtfU+LG1/GU03fgezd/8dyMqKuI+OvachA3Dr7cibnsHdRk2aJBOl66LMqKbAHXfcAZ/Ph0suuQTz5s2DzWYL28bv92PPnj14+eWXUxBharBYLFi4cGGqw1AcpAsfJeviyS8F+psweDRC3y7/cN+JBJhdStYllUxVF6PdiN7KGhTUf4Dmf+3QjNlF44UP6cKHdOFDuvAhXfiQLnwm0iWU2SVq7tZwXGi88FG7LsUlIhb//R60XngE09oa0PDFhzD9z9+PuH3vwRYIAIaySyHq+MkwatckUShdF83NaK2trfjZz36GL37xi+NuJ8syZsyYkaSoUo8kSfD7/dDr9RBFqsUPQrrwUbIucnEJcALw1LfwNxguW05Ezy4l65JK4qGLuGolUP8BvO9tB/Dx+AaYImi88CFd+JAufEgXPqQLH9KFz0S6BBvUp5vZReOFjxZ0WbTchL9+8T4U/7/PwPvifzH4r3ORccX53G0Hj7YgE4CvIHK/Li1okgiUrovyIpoi8+bNw7p16ybcThAEvP/++0mISBkMDQ1h69atGBoaSnUoioJ04aNkXfTTWS291BTB7AqWMRrif8GmZF1SSTx0mfZR1qQ++/iuMUugqxkaL3xIFz6kCx/ShQ/pwod04TORLkGzSxbSq4yRxgsfrehy1b0LsK36M/AHgLavPAi5u4e7nTf4AL0scr8urWgSb5Sui+bMrhtvvBFHjhyJattf/OIXCY6GIIh4Y53FivN1HRHKGEOrMWpuetM0VRfPg8eYAaPPgZMv16Y6HIIgCIJIG0KZXbr0yuwitI3RCGz4w+fQZJ4DX1c/6m95iLud3MLMLlMVrcSoNTR3N3jzzTfjxRdfxKlTp8bdrqWlBY8//niSoiIIIl7YKvMBAMbBbv4Gwz27EtGgnkgcol5E/8yzAACtL+xIcTQEQRAEkT5I3uHMrjRrUE9onzkLDOi/47uQISDw3y3w1TeFbWPqaAYA2OeS2aU1NGd2iaKIlStXYuHChaiqquL+V1ZWhhkzZmBgYCDV4RIEESP2ilwAgNnJT0UOZnYlokE9kViMG1YCAOQPtqc4EoIgCIJIH4IN6uU069lFpAdXfn0OjuWvhd8PnPjhP8a8J0sybH3M7MpdRGaX1tDcjPbtb38bP/jBDyDLMhwOx7jbCgJ/tQWCIJRL9sw89AMw+F1w9bhgybWM3WDY7BIT0LOLSCzlV6zA4G+AnMa98Dq8MNqNqQ6JIAiCIDRPMLOLyhgJLaLXA8InPg488h6EF54HfnYzYLUCAPpOdEMX8EKGiKIlxSmOlIg3gizLcqqDiCcFBQWwWCz4yle+gnnz5sFms4VtI0kS6uvrcfvtt8PpdKYgysQxMDCArKws9Pf3IzMzM/S6LMsIBALQ6XRk8o2CdOGjZF1kScbBrHXQSV7kvPU8pi0f+xTmzbP+F4W1b2Pwy9/Gqh9cFt9jK1iXVBIvXWRJxq7Ci2B1dQG/fgzzb1gexyiTD40XPqQLH9KFD+nCh3ThQ7rwmUiXA7/ZCt0dt6O3YA7WNfwlBRGmBhovfLSoS3enhANzr0KhpwmZP/gGyr58FQCg7h/74P+fGzFon4ZV7S9G/LwWNYkHqdIlkudxJpqz791uN/7xj39g48aN42537rnn4p///GdyglIAgiBAr9fc1z1lSBc+StZFEAW4rLmwO9ow2NgTZnYJCezZpWRdUkm8dBFEAY7qFbDufhmdm7cDKje7aLzwIV34kC58SBc+pAsf0oXPRLrI/uEyxjTL7KLxwkeLuuQViOg4+2MofPWn6P/NMyj70pWAIKD/cAtsANx545cwalGTeKB0XTTXs2vVqlVRu4r//ve/ExyNcnA6ndi/f7/mMtmmCunCR+m6eO2sb5ezmdO3S0rcaoxK1yVVxFMX60bWt8v81n/hd/unvL9UQuOFD+nCh3ThQ7rwIV34kC58JtIl1KA+zcwuGi98tKrLgm98FB7RArGxHgNv7IK3uQO+f70EAJCKxze7tKrJVFG6Lpozu+655x4888wzUW176aWXJjga5RAIBNDb24tAsHk3AYB0iYTSdQlk5QEA3C3hKzIKwZ5dxvhfsCldl1QRT10W3XE+XOZcZAy0YOe9L8QhutRB44UP6cKHdOFDuvAhXfiQLnwm0iXUoD7NzC4aL3y0qsv8lXYcm30JZBk4/aUfon7pVcg+th0yBOR87PxxP6tVTaaK0nXR3IxWVlYGAHjkkUewZMmSiNs1NDTgtddeS1ZYBEHEETmHZXb52sfJ7KLVGFWJJdcCz6c+C8tvfwLdU0/Ce++l1KieIAiCSBheL2tgLWouBSB6gpldSDOzi0gvBAHI/+I1wJf/D9LJBgBAU9YiFP74a1j6qfmpDY5ICJqb0c4//3w0NTWlOgyCIBKIUMAyuwKd4WaXIAVXYySzS60s/8GV2Pe3P8I21I4dd/8f1j36yVSHRBAEQWgQjwf4f6v+Bn1ZMb760sZUh5MyZN9wGaNI106Etll/QxX+9KOrML1rJ46s+Sw+/tRFyC9MY6db42jO7Lrooovw+OOPo7CwEBaLhbuN3+9He3u7YtPtCIIYH0Mhy+xCd+QyRsrsUi9GuxHS524Cfn4/LH/9HZz3XQ5rvjXVYREEQRAao+NAOz567Cdwn7DC6XgTVnt63vQGyxih4EbTBBEPjEZg43+/gcZG4JZz0jujMx3Q3Ix2ySWXYN68efjyl7887nZtbW1YsGBBkqJKPSaTCbNmzYLJZEp1KIqCdOGjdF1M05jZJfYnN7NL6bqkikTosvy7l2LHU39AZv8p7LrzL9jwh8/Fbd/JgsYLH9KFD+nCh3ThQ7rwiVUXaXAIAGCWnDi9uw2zzi5JZHgpYyJd0jWzi84jPlrXpaqK/RcLWtdksihdF815meeddx7WrVs34XbFxcW44447khCRMjAajSgtLYXRSL1vRkO68FG6LtZyVsZoHIxsdiUis0vpuqSKROiiM+pguP1mAEDG83+E1+GN276TBY0XPqQLH9KFD+nCh3ThE6suAc/Iqr9duxoTFVbKmUgXadjsSrfMLjqP+JAu4ZAmfJSui6rNro6OjrDXLBYLli9fHtXn77nnnqj2qQV8Ph/a29vh8/lSHYqiIF34KF0XW1kOAMDkTG5ml9J1SRWJ0mXp186H25QNo28Ip14/Htd9JwMaL3xIFz6kCx/ShQ/pwidWXUabXUOHGhIUVeqZSBfZm55mF51HfEiXcEgTPkrXRdVm17XXXquKfSoBt9uN2tpauN3uVIeiKEgXPkrXJauKZXaZvINhGT9CgF2wJcLsUrouqSJRuoh6EYOlcwEAXe8djeu+kwGNFz6kCx/ShQ/pwod04ROrLqPNLv8J7WZ2TaRLsIwRuvQqY6TziA/pEg5pwkfpuqja7JJlWRX7JAgivmSUZEAS2AVZf0PvmPcEmVZj1BRzmNnl3qc+s4sgCIJQNpJ3xOzSNzekLpAUI/upQT1BENpD1WZXc3NzXPc3MDCAbs7qbgRBKAtRL8JlYU3q++vHnrOCJLFtjHTBpgVsy5jZpauvS3EkBEEQhNYYndll625Euj7zlv3pmdlFEIS2UfXd4IkTJzB37lyUlpZOeV+yLOPo0aMwm81xiIwgiETjteXC5uyEs3ls3y7K7NIWRRvmYBBAZvsxSH4Jop7/jKb3RA8kv4S8ufnJDZAgCIJQLQGPH8GrhUxPJ7oah1Aw3ZbSmFICZXYRBKFBVD+jHTt2DMeOHYvb/qZPnx63fSkJnU6HjIwM6OiJzRhIFz5q0MWflQd0Aq6WsWaXGOzZFcEUmQpq0CUVJFKX0rWVOKgzweB3oXVHM0rXVIRt43f7cWztDdD5vbAcfQ7WfGvc45gMNF74kC58SBc+pAsf0oVPrLqMLmMEgPbtjSiYPj8RoaWUiXQJ9ewyqP7WMCboPOJDuoRDmvBRui6qntFOnjwZ933qNfpEw2q1YtmyZakOQ3GQLnzUoIucw8oYfe3Jy+xSgy6pIJG6iHoRA4Wzkdt6EG1v1nLNrlOvH4fd0QYAaNh8GPNviG5F3kRD44UP6cKHdOFDuvAhXfjEqovsHbuCWP++BuAa7ZldE+oyXMYoaPQ+KBJ0HvEhXcIhTfgoXRdVz2iVlZWpDoEgiBQh5DGzy995RmaXxMwunUnV0xsxCn/VHKD1IBy76wBcGPZ++xuHkDX8c/ebBwCFmF0EQRCEsjkzs8t1VLsrMo5HqEF9mmV2EQShbVTdoJ6InsHBQbz11lsYHBxMdSiKgnThowZd9IXM7ELXGQ3q5eEG9QnI7FKDLqkg0bqYlrAm9ajjN6n37DwY+jmw70BCYpgMNF74kC58SBc+pAsf0oVPrLoEzjC7hIaGBESVeibUJZjZpdBSpERB5xEf0iUc0oSP0nUhs4sgCFViLGZml9h3ZmYXu2DTGdPrgk3L5K2eAwCwtRzlvm86fij0c0bDQchSmi6nRRAEQcSEPGx2yToDAMDYlp6ZXQiwzC6BMrsIgtAQZHYRBKFKLGV5AADDwJmZXbQao9aoOG82ZEGE1dWNnmNjv++hjiFk9bD+jbIgwuLuQfve1lSESRAEQaiMYM+uwYIZAICsvlPweaRUhpQaQj276NqJIAjtQGYXQRCqxF7BMrtMQyOZXbIkQxw2uyizSzuYs80YyGaN6VteH5vd1fifIwBkOOzT0FtUDQBoflk5pYwEQRCEcgmuQugpLIekM0Ive9G2ty3FUaWAoNlFmV0EQWgIMrsIglAlWVUss8vs6UfAywyu0eVrlNmlLTwVrJSxf8fYvl09b7N+Xc4ZC+CvXgQAcLy/P7nBEQRBEKok1KDeYIQjpxwA0LWzIXUBpQoyuwiC0CBkdqUJNpsNK1euhM1mS3UoioJ04aMGXbIqsyELIgAZ/Y19AAC/e6TRbCIyu9SgSypIhi76hfMAAP5DYzO7/PtYvy7D0oWwr2Fml75WGZldNF74kC58SBc+pAsf0oVPrLoEM7tkvQHeaWyVd8fBhkSFlzIm1CVNyxjpPOJDuoRDmvBRui5kdqUJoijCYrFAFOkrHw3pwkcNuoh6EW5TNgCgv571cZL8I302EmF2qUGXVJAMXbJXsswuc+NYs8vWyMyuvLMXoOwiZnZltx+FZ8CTsFiihcYLH9KFD+nCh3ThQ7rwiVkXH+vZBYMeYtV09tKxhoTElkom1EVKzwb1dB7xIV3CIU34KF0XZUYVJ2pra7F169bQvw8cOIC7774bnZ2dKYwqNbhcLhw5cgQulyvVoSgK0oWPWnTx2HIAAENNrG9XsJwRSIzZpRZdkk0ydCk9l5ldmf1NcHY5AQCdhzpgG+qALIio3DQPRTXT4DLnQpQDaHyFv3JjMqHxwod04UO68CFd+JAufGLVJZjZJej1sFRPBwDomhsSFF3qmEgXIU0zu+g84kO6hEOa8FG6Lpo0uzZv3ox58+ZhwYIFuO6660KvL1q0COeffz6WLVuGLVu2pDDC5OP3+9HR0QG/3z/xxmkE6cJHLbr4M1nfLldLcswuteiSbJKhS87MXDgt+QBkNL95HADQ/F+W1dWfNxOWXAsEUcDg9IUAgM7XU1/KSOOFD+nCh3ThQ7rwIV34xKqLHNzOoEd2zXQAgK2rMUHRpY4JdQmw10VjemV20XnEh3QJhzTho3RdNGd2vfnmm7jssstQV1cHWZYhy/KY9y+44AI88MADuOyyy3DkyJEURUkQRDyQstmKjJ5WVsYY8IxMtKJec9Nb2jNUwVZbPP3DpyH5JQxsZWaXd87C0Da6JayU0bc79WYXQRAEoWxGZ3ZNW816dlld3RhsdaQyrKQjBNjDwnQzuwiC0Daauxu87777UFpaiu9///t4/fXXUVpaGrbN9ddfD0EQcP/996cgQoIg4kYeM7sCHWMzu2RBhCAKKQuLSAzTvvVZBEQDCo+8iXc+/ksIh5nZZVm+ILRN3kZmdtnqyewiCIIgJmC4Z5dg0MNaYBvOIAbatjWkMKjkI6RpZhdBENpGczPakSNHsGfPHkybNg0AYDAYwrYRRRGFhYV47bXXkh0eQRBxRF/IyhjlruEG9T5mdkmC5qY2AsCcqxZhx6F7YfvRt1Hwn6eHV+MEij40YnZNv3g+TgoibEPt6DzUgYIFhakKlyAIglA6vpEyRgAYKpkN64kudL11CLOvWDjOBzWGRJldBEFoD81ldi1cuDBkdEViaGgIra2t6O/vT1JUqcdoNKKyshJGozHVoSgK0oWPWnQxFrPMLqGvF8DIaoySmJgGq2rRJdkkU5cV916Erss/DwAQZAk+vQUV584MvW/Nt6I/j/27+T8HEx7PeNB44UO68CFd+JAufEgXPjHrMtxnRhw2u8SzlgIAPFt3JyS+VDGRLsHMrnRrUE/nER/SJRzShI/SddGc2ZWdnY2BgYHQv8/s2QUADzzwADweDyorK5MZWkoxmUyYPn06TCZTqkNRFKQLH7XoYiljmV36gbE9u2QhMRdratEl2SRblw1/vAkdSy4EAPSXLwrrz+adzTK9Bj5IbV9GGi98SBc+pAsf0oUP6cInZl2CqxAaWSVI4YeXAQAyju+BLIXfQ6iViXQR07SMkc4jPqRLOKQJH6Xrojmz6wtf+AIuueQSHDzInugLwkjfns7OTtx666146KGHIAgCbrjhhlSFmXT8fj96enoUu1JCqiBd+KhFF2tpDgDA5GA9u4JljMHytnijFl2STbJ1EUQBa1/5LgZu/SZmPvH1sPdNS+axH44eTUo8kaDxwod04UO68CFd+JAufGLWJWh2DWd2zbhkPgKiERZ3D1q2nkpUmElnIl2E4TJGnSm9zC46j/iQLuGQJnyUrovmzK4LLrgAV111FZYuXYrKykrs3bsXGzZswPz581FWVobHHnsMsizjwgsvxF133ZXqcJOGy+XCgQMH4HK5Uh2KoiBd+KhFl8wZLLPL4u6B5JdGenaJiblYU4suySYVuhjtRqx+6EqUrqkIey9/PTO77M21KX0yT+OFD+nCh3ThQ7rwIV34xKzLGWaX0W5Ebxnr1dX8gnZKGSfSJdSg3pBeZYx0HvEhXcIhTfgoXRfNmV0A8JWvfAVbt27FqlWrAADvvfceamtrEQgEUFNTg1/96lf497//zW1eTxCEesiewTK7BFnCYMtAaDXGRPXsItRB+bmzIAsiLO4edB/tSnU4BEGkOf2n+vHWVb/AqTfrUx0KcQbcVQiXslJG99Y9ET8n+SV4Hd6ExpZMBCk9yxgJgtA2mp3Rli9fjr///e8AgO7ubni9XuTm5iq2npQgiNgxWA1wm7Jh9vSht65zpIyRzK60xpxtxkDOdGT11KPltVrkVxekOiSCINKYwz97BQX/eRr1zS2o+OBHqQ6HGE2wQb1p5AF43gXLgOcB69HImV1vb/o+cna+isLX/oppy0sTHmaiEaX0zOwiCELbaDKz60zy8vIwbdo0mEwmyLKMhoaGVIdEEESccGUWAgAGjrWT2UWE8MxgpYz922tTHAlBEOlOYNAJADA3HUtxJMSZCH4f+79h5Pl/1WWLIAk62B1taN/byv1cxt63YfA7cfLP7yUlzkQTbFCfbj27CILQNqo2u2bNmoXc3NzQf1VVVbj55pvH/YzD4cCnP/1pHDuWXhccoijCbDZDFFX9lccd0oWPmnTx5RUDAJwNHZD9wQb1iTG71KRLMlGiLoZFzOySDqeuSb0SdVECpAsf0oWPFnSRvcxQyRhojlvpmxZ0SQSx6sIrY7TkWtBXXA0AOPV8eCnjQPMALO5eAIB3z+GphpwUJtJFkNOzQT2dR3xIl3BIEz5K10WZUUXJzTffjL6+Pni9Xnzzm9/E0aNH8dhjj437mYyMDPz2t7/FrbfemqQolYHNZsOqVatgs9lSHYqiIF34qEqXApbZ5TnVlvDMLlXpkkSUqEvuWmZ2WZtSl9mlRF2UAOnCh3ThowVdgmaXIEtoea8hLvvUgi6JIFZduD27AASWsL5dQ++ElzK27xhZpdF0Qh1m10S6pGsZI51HfEiXcEgTPkrXRdVmV09PDywWC/7zn//gq1/9atQN52fNmoXzzjsPmzdvTnCEBEEkGl1JEQBAbuugMkYiRPl5cwAAdkcb+k/1pzgagiDSmaDZBQBdH5xIYSTEmYTMLtPYe4jsc5cCAMyHw82uvn2NoZ+zek7C2eVMYITJQZTSM7OLIAhto2qza8+ePXjggQewfv36mD9744034qWXXkpAVMrE4XDg/fffh8PhSHUoioJ04aMmXcyVzOwSO9shedlFa6LMLjXpkkyUqIu92I7BzDIAQPNrqSllVKIuSoB04UO68NGCLqPNLueB+JhdWtAlEcSqixBg382ZmV0zLl8CQEBm/yn0HOse856ztnHUv2Q0/lf5vSEn0iWY2ZVuZhedR3xIl3BIEz5K10XVZldLSwtuueWWSX02Pz8fbW1tcY5IuciyDJ/PB1mWUx2KoiBd+KhJF/tMZnYZe0c1qNclxuxSky7JRKm6uCpZKWPv1tTciChVl1RDuvAhXfhoQhffiNkl19fHZZea0CUBxKqLGMrsGmvyZJZlordgNgCg4V9j+3bJJxvH/LvnXeWXMo6niyzJEGWmg96cXmYXnUd8SJdwSBM+StdF1WZXbm4uzGbzpD8fCATiGA1BEKkgazbr2WV1jGpQr0uvizWCj27+XACA/6Dyn7oTBKFhRpldltNUxqgkgmWMOmP4dYNvAStlHHhzbCmjsY317OouXcK226d8s2s8ZGnkJjXdMrsIgtA2qja7XC7XlD7f0tISp0gIgkgV+QtYZpc+4Ia7la2ORD27CADIXs0yu8wNyTe75J5eDN38TVh27E/6sQmCUBijzK6MgRa4eqZ2/UrEj1D5njm872/GemZm6Y8eDL0m+SXYe5nZpf/IRQAAy8lDiQ4zofjd/tDPOiNdPxEEoR1UbXb19vbC4/FM6rMOhwPt7e1xjoggiGRjtBvhNmUDADyNrexFQdVTGxEnys5jmV2Z/aeS3kD4+JNvoudfW+F+7J2kHpcgCAXi94/5Z8u7J1MUCHEmosSMSF5GU9lFiwAA2e1H4Rlg9xudB9uhD3ggCXpU33YeAGZgDjQPJCni+DPa7Eq3MkaCILSNqu8Iy8vL8de//nVSn/3DH/6AysrKOEekXKxWK2pqamC1WlMdiqIgXfioTRdX5vCKjE3D2ZoJ6tmlNl2ShVJ1yZmZiyEbK3Nteq0uqcfuOdQKCEBWX5fidEk1Sh0vqYZ04aMJXUZldgFAz46plzJqQpcEEKsuwZ5dPLOrcHExnJY8iHIADS8fAQB07mJZXYPZZciekYOBrHIAwKn/KLuUcTxd0jmzi84jPqRLOKQJH6Xromqz69JLL8Vdd92F48ePx/S5o0eP4jvf+Q4uuOCCBEWmPHQ6HbKysqBLkAmgVkgXPmrTxZfHzC5dJ8vsSlTPLrXpkiyUrMtQOStl7H4vuaWMgRa2AIrRNQCpbyipx1Y6Sh4vqYR04aMFXQQ/M7t8enYz4Do09Sb1WtAlEcSqy3irEAqiAMeMxQCAzjcOAAAGDrLm9J6iCgCAe8Z8AEDve8o2u8bTJeBJX7OLziM+pEs4pAkfpeuiarPrc5/7HABgw4YNeOGFF6L6zIsvvohzzjkHTqcTX/jCFxIZnqLweDw4fvz4pMs+tQrpwkd1uhQys8vSc5r9O0ETrup0SRJK1kWsZmaXd39yzS6hnRmvkiSj+f3YHshoHSWPl1RCuvDRhC7DZtdA8Rz27xNTz+zShC4JIFZdJlqFUL+UlTL6dzOzy1vHzC5h+nQAgGEJM7sCB5Rtdo2nS8A7vLiPIEIQhWSHllLoPOJDuoRDmvBRui6qNrsyMjLw61//Gp2dnbjiiiuwdOlS/PCHP8Rrr72Gw4cPo76+Hvv27cPmzZvxve99D0uWLMHll1+Ozs5OfOc730FxcXGqf4Wk4fV60dLSAq/Xm+pQFAXpwkdtuuimDa/I6OoCkLgG9WrTJVkoWZesVczsMtYfSepxjT1tgMyWZO7e05DUYysdJY+XVEK68NGCLsHMrsBsNh9ZW6dudmlBl0QQqy66QOSeXQCQd85CAICtgTWpF5qY2WWey1qh5G1gZpftlLLNrvF0CWZ2SUL69eui84gP6RIOacJH6bqofla76qqr8Ktf/Qq333479u/fj/37I698Jctsad0vfOELuPvuu5MVIkEQCcZcWTT2BYWm0hLJp+zC+Wj/OpDVcxLOLies+UnoKRAIwDrYjuBi7q7apsQfkyAIxSIM94WyLp0LvAHYhtox1DEEW6EtxZGlN1JAhgAJQOTMrukXVaNeEGEb6kDnoQ6YO1jPrqxFrIyx4oK5ODn8fvfRLuTNzU9O8HFE8rHMLklU/W0hQRDEGFSd2RXkpptuwttvv40VK1ZAluWI/xUVFeHxxx/Hr3/961SHTBBEHLHPOiNLk8wuYpi8ufkYshVCkCU0/jc5pYxDjV2QA1Lo33Jjc1KOSxCEMglmdlnK8jBkLQAAtLw99ewuYmqMacweIbPLkmtBX/5sAEDD/+1ExiArUS9ayTK7rPlWDORMBwA0v6Ls7K5IhDK7yOwiCEJjaGZWW7VqFbZt24YPPvgA//3vf3HkyBH09PTAbrejrKwMGzduxIc//GFYLJZUh0oQRJzJnlOI3tEvkNlFjGKocgFshzvQ/c4h4FPLEn687oOtY/5taCWziyDSGXHY7BKNejiLq2Cr70Tvrnrg6sUpjiy9GW12GayGiNv55i0COo/C+exm2CDDa7Aje0ZO6H3PrAXA9nr0bz0M3H52QmNOBGR2EQShVVQ9q506dQoVFRVjXlu1ahVWrVqVooiUi8FgQElJCQyGyH/M0xHShY/adMmrTo7ZpTZdkoXSddEvng8cfgP+fcl56j5wrA0igAFDLjK83bD3NAGyDAjp1fg3EkofL6mCdOGjBV3EYF8oswFy1Uyg/gO4Dk4ts0sLuiSCWHTxOX2hnyOVMQKAbfUi4J3/Q379dgCAI69yTCN3Y001sP1FyIeT2xsyFsbTJdigXkpQv1MlQ+cRH9IlHNKEj9J1UXUZ49q1a0N9uIjxMZvNmD17Nsxmc6pDURSkCx+16WK0G+EyjzxlTZTZpTZdkoXSdclZvwAAYDl5KCnHc51gmV29VcsBUQedzw1HQ1dSjq0GlD5eUgXpwkcLugijzC7LgpkAAPHk1MwuLeiSCGLRJZjRBLCsu0iUbGIrMgoyK0/3l1aOeT9/HVt4wNZ8NOZ4k8V4ukhepoOchplddB7xIV3CIU34KF0XVZtdp0+fxuc//3mcPn061aEonkAggMHBQQQCgVSHoihIFz5q1MWdOapJfYLMLjXqkgyUrkvFpmoAQMbgafSd7J1g66nja2oDAIjTS9FnnQYAaN9xKuHHVQtKHy+pgnThowVdgpldeqsRuSuY2WVvPYaA2zfex8ZFC7okglh0CZYxyoI4JlPrTEpWlcNjzAz9W1c11uwq/9BsAAKsri50H1Xmg43xdAk1qNeln9lF5xEf0iUc0oSP0nVRtdkFAL/73e9QWVmJTZs24U9/+hOcTmeqQ1IkTqcTu3fvJn3OgHTho0ZdfLmFI/9IkNmlRl2SgdJ1ySjJwEA2uzk59Z8klDK2sswuYVo+euz5gAz07SezK4jSx0uqIF34aEEXXTCzy6RHxXmz4TZmwezuxa5bfzfpfWpBl0QQiy7BzK6AOH75jSAKGKhYGPq3bf5Ys8uSa0H/cJP6lteVmd01ni5BHeQ0LGOk84gP6RIOacJH6bqo2uzKyMjAqVOn0NDQgE984hN46qmnUFJSgk9/+tPYsmULlTgSRDpRNGpFRmpQT5yBeyYrZex7L/GljIZultllmVEEdyHLOHQdJbOLINIVURrO7LIYYMo0wfXlrwMAMv7+W3S/q9w+T1pnxOSZOKNJWLIo9HPu0sqw9z0zWClj/3Zlml3jkc5ljARBaBtVm13XXXcdysrKUFpaiv/5n//Bli1bcODAAcydOxe33XYbysvLcdddd2HPnj2pDpUgiASjLxmV2aUns4sYi3EpM7vkQwk2u2QZln5mdmXMKYK/JJ+93NCY2OMSBKFYgpldegvLIFpz7wU4OfMCyJKE5s99B/B6Uxle2hIsY4xmFcLcs0fMruIV5WHvGxbOBQAEDtXGKbrkMWJ20bUTQRDaQtVm16OPPhr2Wnl5Ob75zW+itrYWf//73zEwMIDzzjsPc+bMwb333osDBw6kIFKCIBKNqWKkZ5dAmV3EGeSfPR8AYD91GLKUuKxff+8gRA9L5c6Zlw9dVQEAwNhOmV0Eka6IMjMTgmaXKALzfn83BvS5MDTV48Rdj6UyvLQlmNkVjdk16+oa9BRVo6NmE8zZ4Y2Yc9awzC7LKRWbXWnYs4sgCG2jarNrItauXYvHHnsMra2tuPzyy/HAAw+gpqYG8+fPx/e+9z0cOZI+qeOCIECn00EQIjfgTEdIFz5q1MU+c1SDekNiLtjUqEsyUIMu0zfNhSToYHH3omN/W8KO032I7dthyEHONAts1Syzy97bHGoCnO6oYbykAtKFj9p1kfxSaBW/oNkFADPPykbTp+9h2zz1R3gOx7Y6o9p1SRSx6BI0eSTd+D27AMCcbcb6+j9i43vf575f9qE5ANhCKAPNAzFEnBzG0yX4tykdzS46j/iQLuGQJnyUroumzS6Hw4HHH38c69atw8MPPwxBECDLMmpra/H444/jqaeeSnWIScNut2P9+vWw2+2pDkVRkC581KhL9tzEZ3apUZdkoAZdjHYj+gtmAwBaXklcKWP/UWZ2OTOKkZlpx6YbNsGvM0KQ/CEjLN1Rw3hJBaQLH7Xr4nOOrLioN481Ey754dmoz18Fn09G3V93xbRfteuSKGLRJbgaZjxWIcwsy8RgRgkAoPk15fXtGk+Xkcyu9MuKp/OID+kSDmnCR+m6qNrs2rJlC/f1rVu34rOf/SymTZuGL37xi9i9ezdkWYbRaMQ111yDl19+GU1NTfjRj36U5IgJgkgUefMKRv6hU/XURiQI3xzWt2vwg8StyOg4xlZi9OVPS4ykEAABAABJREFUAwDojSIcWWUAgM6d1LeLINKN0WaXwTo2g8hqBXSLWYm1c//xpMZFxNagPhpcFayUsXeb8syu8QiaXUjDzC6CILSNqu8I//d//zf0c29vL37+859j0aJFWL9+Pf7whz9gaGgIsixj6dKleOSRR9Da2oq//e1v2LRpE0RR1b96zAwNDWHHjh0YGhpKdSiKgnTho0ZdjHYjXOZcAInL7FKjLslALbpYljOzSzh8MGHH8J5i2VtyUXFIF2cha2bcf4D6dgHqGS/JhnTho3Zd/K7ImV0AYF00i/1wIjazS+26JIpYdImljDEadAuY2eU7oLy+XePpIvvTt4yRziM+pEs4pAkfpeui6lnt0KFD+OY3v4m6ujps3rwZHo8HACDLMnJycnDdddfhxhtvxOLFi1McaeqRJAlOpxOSJKU6FEVBuvBRqy7uzEJY3D0QEtSzS626JBq16FL8ofkY+hmQdboWkl+CqI//Q49ACzO7dGXFIV3kslLgKOA9TmYXoJ7xkmy0qIuzywmdUQdTpmnS+1C7LsHMLknQQxDDe5rkr5oJALC1ngBkGYiy74nadUkUsegief3QIX4mT/bqecDfAVOD8syu8XSRfcMZbnpV3xZOCjqP+JAu4ZAmfJSui6pnNVmWQ6WIsjyyulZZWRkef/xxXHTRRakKjSCIFODLKwI6aiHo06/vBDEx5edU4YDeAoPfieZ3G1CxsSrux9B1sjJGy/Ti0GumOeXAa4DQRGYXkT54HV4cnncF/CY7VjX9H9foSQeCpXKBCNlD5esrcQo6iO4hOE+2w1pVzN2OiD+ShxmR8TK7ys6fh1YAWb2NcPW4YMm1xGW/iUYazuyiMkaCILSG6mv5ZFlGdnY2br31VuzcuRPbt2/HZZddhuuvvx7Tp0/Ht771LRw9qq7aeQD4yU9+othVDQhCqWRf/1H0FsxF+TVrUh0KoUBEvYj+aazMpO21xDSpN/WwzC77rJEbVnt1KXuvg8wuIn3oPtIBq6sbmX2N6D7alepwUkawjFES+WZXZp4BvZmVAIDTb1PfrmQS6tkVJ5MnZ2YunJZ8ADKaXj8Wl30mAznUs4seFBIEoS1Ub3bdf//9aGlpwSOPPIJly5Zh+fLlof5cP/3pT3Ho0CEsXrwYq1atwqOPPoru7u64Hv/EiRO44YYbsHTpUqxduxbLli3DE088MaV9Hjt2DPfee2+cIiSI9KHmy+dgXcOfE5KxQ2gDuZr17XLuiL/ZJXu8sAyxm/rcBdNCrxcsZ2ZXxmArvA5v3I9LEEpk6HR/6OfO3U0pjCS1hFb8G6cJuquU9e3q3XUiKTERjNAqhPr49OwCgKFy9kCl6z3llTJGIljGiDQsYyQIQtuo2uyaM2cOvvWtb8FsNoe9ZzAYcOWVV+K5555DS0sLFi9ejC996UsoLS3FFVdcgX/961/w+XycvUbP3r17sWzZMsiyjO3bt+P999/HI488gjvuuAM33XTTpPYpyzJuueUWuFyuKcV2JhaLBQsWLIDFoo6U6mRBuvAhXfiQLnzUpIt9JVv5TH8s/isyDhzvgCQDPsGEwjnZIV2Kq0vgNdgByGjdnr43/UHUNF6SidZ0cbWNmF0DByef1ah2XXxDzOAerwm6OIeZXb7D0Wd2qV2XRBGLLqFeVXEs3xPmzQUAePcpy+waTxc5VMaYfplddB7xIV3CIU34KF0XVZtdf/nLX8Z9f3BwEL/5zW9w6aWX4ne/+x0AwOv14vnnn8fVV1+Nq6++etLH7u/vx0c/+lHo9Xr86le/gsHALmLWrVuHr33ta3jiiSfw1FNPxbzfRx99FGvWxL8ES6/XIz8/H3p6ajMG0oUP6cKHdOGjJl1KNy0EAGS318U9y6rnEOvXNWgrhtEkhHQxGA1w5LEypZ7dDXE9phpR03hJJlrTxd0+Yna56yZvdqldl2D2UEBvjLiNvYaZXbqG6DO71K5LoohFF9nrC34obsfPWMEyuwz1yjK7xtMlnTO76DziQ7qEQ5rwUbouqja7Kisrua+//fbb+PSnP41p06bhlltuwY4dOyDLMmRZxoIFC/Dggw+ioaEBzz///KSP/dhjj6GpqQlXX301MjIyxrz32c9+FgBwzz33xJQ91tDQgKeffhr33HPPpOOKhNfrxalTp+D1UgnNaEgXPqQLH9KFj5p0KaqZBrcpC6Lsx6nX4ttTZfAY69flzmH9ukbr4iudDgAYOtwY12OqETWNl2SiNV18XSNml3xq8hmNatclWMYoj5PZVbSOmV32zpMjxsMEqF2XRBGLLiNljPG7SSs9vxoAkN11HM4uZ9z2O1XG0yWdzS46j/iQLuGQJnyUrouqza7Rqy22trbiwQcfxJw5c3DuuefiT3/6E1vyXZZRUFCAr3zlK9i9ezcOHDiAu+++G+Xl5VM69pNPPgkA2LhxY9h75eXlqKqqQktLC7Zs2RL1Pm+++Wb8/Oc/h8k0+SW6I+HxeHDy5El4PJ6471vNkC58SBc+pAsfNekiiAIGy1nfro4349u3y3WSZXZJhaxf12hddDPZw5nAiYa4HlONqGm8JBOt6eLvGQj9bGyffGaX2nUJ9ewap1SubHkxvDoLhIAv6v5matclUcSiSyJMnsLFxRjMKIEgSzjxz31x2+9UGU8X2Z++DerpPOJDuoRDmvBRui6qNrv27t2Lr371q9i0aRMqKipwzz334Pjx45BlGSaTCR/72Mfw0ksvoaWlBT/96U9RU1MTl+N2dnbi+HHWV2H+/PncbRYuZKUyr7zySlT7fPLJJzF37tyElDASBEEQIwgLmdnl3R1fsyvQzDK7hJLisPes1dMBAIaWhrgekyCUitTTF/o5o7cJkl9KXTApJJrMLoNJRH/eTABA+3u0ImOyCJldcezZBQCu6rMAAD2v7IzrfhNGUAdD+mV2EQShbVQ9q/n9fvy///f/ALDG7oIg4Oyzz8b111+Pj33sY8jMzEzIcQ8dGrlBKi0t5W5TUlICADh48OCE+2tpacEvf/lLvPfee/EJkCAIgohI9tr5wHOA+UR8zS6pk63EaCorDHsv76zpcAGwdzUAsgwIQlyPTRCKo3+kjFEnedFd24mChUUpDCg1SJ5hs2uCFf/8lTOBjoMY3HMcwAVJiIwI9uwS4mzy2M5ZDmx/Ebq9u+K630QhB1iDeiENM7sIgtA2qja7AGZyzZw5EzfeeCM+9alPTbk8MRp6enpCP5/ZrytI0Gjr6OiYcH8333wzfvzjH8Nms8Uci8fjGZM2ODDAygYGBwchjLqZCm4jSRIGBwfD9hP8PZxOJwLDf/SCmM1mGAwGeL3esBRFnU4Hq9UKWZbhcDjC9muz2SCKIlwuF/z+sX0oTCYTjEYjfD4f3G73mPdEUQzpwYvXarVCp9PB7XaH9UUzGo0wmUzw+/1hq1oKggC73Q4AcDgccDqdod8bYCtK6PV6eDyesNpjg8EAs9mMQCAQ2n40QQ2HhoYgSWOfYI+noV6vh8VigSRJGBoaCtuv3W6HIAjc72Y8DYPfDcDXcLzvJqhpIBAI++zo78bhcECW5THvB7+bWDUc/d3wNAx+N/HWMPjdjKdhcHyfOV6iGd+8cRithuON76loyPtuJtJwvDki+Lv7fL6w8aLEOaLw3FnoAZDR24j2+jZYC0bm3jPniDO/m/E0xCCbf415VgwODo4ZL7a5WXBChN7nRNuhU7BV5o75qNrmiPHm2YnGdzBGr9cbdly1zxFnEsscMXq8aGGOkPt7gWDYAtC56xSy5uTEfB0R/N15JRJKuI6YaI5wDjpgkoGAKMLtdkcc3/KsCmAHEKg7EdV1xOjxorU5YirXEUF4q5qfOUd4XS5ABvzD28drjsi7YC7cDwHZrYfQdaoL+RX5cZkjJqNhcHyPHi9nzhF+d1AHFmMqriNSda8RhHddn6w5YjRKudcYPV60NkdM9jpiontpJVxHjCZZ1xGx3EvHc47gfQc8VG92/ehHP8Kdd945ZsJKNKO/dKORv7pOsO8W74sczZ/+9Cfk5+fjggsm9xTvwQcfxH333Rf2+r59+8aYZ3l5ecjPz4ckSdi7d2/Y9ueccw4AoLa2NmzwzJs3D0VFRWPKN4Pk5ORg8eLFCAQC2L17d9h+16xZA6PRiBMnTqC7u3vMe1VVVSgvL0dfXx8OHz485j273Y6zzmJp4Hv27Ak7QZcvXw6bzYbGxka0tbWNeS/YM83hcGDfvrH9EoxGY6hU9MCBA6GTsLaWrZqzZMkSZGdno6WlBU1NY/tmFBcXY+7cuXC73WG/azCrMLivMyer+fPno6CgAO3t7aivrx/zXl5eHhYuXAi/38/VcN26ddDr9Th+/Dh6e3vHvDdr1iyUlpaip6cn9DsEycjIwLJlywCAu9+VK1fCYrGgoaEhzJQtKSlBfn4+XC4X6urqxrxnNpuxatUqAMD+/fvDJsiamhpkZWWhqakJLS0tYfudPXs2nE5nWEw6nQ7r168HABw+fDhscl2wYAHy8/PR1taGkydPjnkvPz8fCxYsgM/n4/6uGzZsgCAIqKurQ/+obAMAmDNnDqZNm4aurq6w3zUrKws1NTWQZXnMfoNar169GiaTCfX19ejq6hrz2RkzZqCiogJ9fX1jskEB9gdmxYoVAFg59pkT+rJly5CRkYGmpiacPn16zHulpaWYNWsWHA5H2LlsMBiwdu1aACyr9Mw/qIsWLUJubi5aW1vR2Di2UXphYSGqq6vh8Xi4Go43R1RVVSE/Px8DAwNh+1XqHDFkL4ZtsBXvPvkq8jdVhN6LNEcEGW+O0A32AQDELHPYeBEEAYaMEmQNNmPf8x/AvH5shova5ojKykpMnz4dAwMDOHDgwJj3JpojqqurkZ+fj87OTrS3t495TytzRJDJzBG1tbWamCMCPZ2QJAkBQQc9JAweakJnZ0nM1xFLly5Ffn4+Wlpa0NfXN+Y9JV1HBDlzjuhoaEKWJGHI50djY2PE64i+XB1KAJibj8d0HVFbW6u5OWIq1xFnnXUW8vPz0dDQEHbzd+Yc0dPeiSJJQr/Tifr6+rjOETpzPrKdHfjg8S245PvXxnWOACZ/HVFbWxs2Rwz09KFYktAzOID9+/en5DoiVfca8+fPR35+Po4ePZqyOWI0SrvXqK2t1dwcMdnriJycHOTn50f8XZV0HQEk/14jODaSNUdM5LEEEeQzz2wVUV1djSNHjiT9uM8++yyuvvpqAMzl5Rle3/jGN/DDH/4QixYtwv79+7n7aW9vx3nnnYd33nkHOTk5Y94LPp2a6OvhZXaVl5ejubl5TBmnGp+2KOGJ7GiU8rRlNPS0haGGrI3RaCFrYzRqnCO2nn0vCg++hrarv4AVv7w29N5U5oi6mVfDMtQN4c9Po+y88CzjHeu+jeIT76Lv5jux6LuXjnmP5ggGzREMLcwRh2Z9EpmDregqqkZ+xxF0Xngd1jzzRdXMEfG6jtjznc3If+zHaJuzDmu3/Sji+O4+1gvnhisBCJh27GXoM8YuVkRzBCOec8QHn/oNSrb8Fa0fugZr/3F7XOeIDy75MUp2bkbrhZ/Eec/9r6LniA8+8jBKtr+Etis/h5WPXUfXEcPQvQYjneeI0dB1BEMp9xoDAwMoKytDf3//uK2rVJ3ZlQqjC2CuexCHw4Hc3NywbYKDtagocn+KW2+9Fffdd1+Y0RULJpOJu3pjRkbGmBJLSZLg8XhgMBgill4CCE1YPIxGY8RMNkEQxt2vxWKJ+J7BYIDBELmXxXj7NZvNMJvN3Pf0ev24n7Xb7ZAkCT6fDwaDYUx2YCRdATYpjbff8cpRx9NQFMVJfzdT0ZD33UQ7XoKTHQ8taRgc35HGy3jjO5pxGInxxvdUNBzvu5mMhqPHi1rmCP2SBcDB1yAeORbx87GOb5OHzfv2adnc8SJXVAIn3oVUfzriMdUyRwSZzPgePV60NkdEIhoNI80vap0jzJ4BQACkBUuAjiOQm5omdR0RHC8mkymijqm8johEUEMDREAARNPIcXjfjX1pBnaZcmD19KJvTwdmXMJfACmoIW+8aGWOCDKZ64igLhaLJWLVR1BDPQRAAAwWS+h3iJeGWeetBnZthukAy/qJxxwRiWjmCN54CWqoBwABMFqtY/aVzOuIIMm+1wjqEjQUeCR6juCR6r+BvPGilTkiSKwaxuNeOtHXEZFI5HXEZO6l4zFHRJuvperVGGOhtbUVO3bsQGdn55T3VV1dHcq8am1tjXg8gKVDRiKYISYIQth/QYL//u53vzulmIeGhrBt27aoU/7SBdKFD+nCh3Tho0Zd8s5mc7OtIT5N6iW3F6KfPQW0FY088Rqti3HudLbxGWnd6YYax0sy0JIufrcfRh/7PexrFgEATO1N430kImrXJdigHuPcJAJszYqh4lkAgK5tE6/IqHZdEkUsusjDWRLxblAPANOvZKVdOe1HMNSR+u9oXF2CDer16degns4jPqRLOKQJH6XrourMrj179qC9vR1tbW1ob29He3s7urq68PTTT4e2OX78OG655Ra8/vrrAJh5dNFFF+GJJ54Yk6EVC7m5uVi8eDH27duHw4cPcw2tYN3sueeeG3E/c+fOjfje0aNHx2wTrBEmCIIgpk7lh6vRAAG2oXb0HOtG7uy8Ke3P2TGSem4v5j9By1pUCQAwtzVM6VgEoXQGWwZCP5ecPx99PwDsfc2Q/BJEfdo8ZwUAyL7hspMJzC4AkKtmAo074Nw/sdlFxIEYvptYKVhUjPrMUmQMtODEs3ux+JZ1cT9G3Eig6UcQBJFKVD2rffWrX8Wbb74JgDXWu+2227Bp06bQ+3V1dVi/fj26u7tDqW6yLOPf//43Nm7ciJ07d46b1jce1157Lfbt24d33nkHH/vYx8a8197ejrq6OuTm5uLCCy+MuI8zm/yNJpjdNd42BEEQxOSw5lvRnzsDWT31aPrPIeTOPntK+xtqZ2aXR2eD0cy/mS9YMR29AGwDrZBcHogWfno3QagdRwtrzusxZqBoaQl6BD10khedB9tRVDMtxdElF9kbXWYXAFiWzAHeAIQ6uvZLCgk2eVzzlyNjWwt6Xt0FKNnsSuPMLoIgtI2qH69dccUVEAQBv/jFL/D222/jmmuuQVZWFgC2pPlVV10VWrWgqKgIDz/8MF566SXcd999aGlpwU9+8pNJH/umm25CQUEBnnnmmbDGbb///e8hSRLuvPPOUH3tli1bsHDhQjz88MOTPiZBEAQRPzyzFwIA+t/hLyISC64O1pjVY4rcg6BoXg5c+gzIsozO3ZMr6SIINeBsY5ldXnMWdEYdHFmlAICuPek37kNml35iQ2XaBWxOym45hIA3MMHWxJQZbsqcKLPLdjZbDVS/b2dC9h83Asz0E42qzoEgCIIIQ9Vm17Zt2/DAAw/g1ltvDXvvBz/4AQ4dOgRBEDBt2jR88MEHuOOOO3DxxRfj29/+Np599ln84x//mPSxc3Nz8cc//hGDg4O47bbbQqsY7NixAw8++CAuvvhi3H333aHtf/azn+HQoUNT7r1FEARBxAfL2qUAAHFf+PLHseLuYmaX3xzZ7BJ1AgZypwMAunY2TPmYBKFU3O0ss8tnZQ8gPUUVAICBg6dSFlOqkD3Dq1EZJ87sKls/HR6DHfqAB6dep1LGhJNgk2f61csBADnttXC0ha+yphQEKmMkCEKjqNrsqqurw5133hn2+smTJ/HQQw8BYOWAf/7zn1FRUTFmmwsvvDDqLv6R2LRpU6gh2+rVq7FhwwZ84QtfwPe+9z288MIL0OlG0oE//vGPIyMjA5/+9KendMzJYrfbsWHDhkmXbWoV0oUP6cKHdOGjVl3KPsoaCGefPgzvgHuCrcfHGzS7LCNmF08XX8l0AIDjUPo2qVfreEk0WtLF3dYHAAjYmdkll5cDADzHYze71K5LqAl6hNXRRiPqRQyUs+yu9i0Hxt1W7bokiph08QW/m/j37AKAggWFGMwsgyBLOPn81DOIp8J4ugjDpl86ljHSecSHdAmHNOGjdF1UbeFbrVbu8p2333473G43BEHATTfdhHPOOYf7+crKyinHsHjxYjzzzDMTbnf99dfj+uuvj3q/UzXizuTMVR4JBunCh3ThQ7rwUasuJctL0GIphN3VgcaXDmD2J1dMel/e7kHoAUjWkT/2PF10VZXAXiBwomHSx1I7ah0viUZLuvh7WBmjnMnMLtOsCmALIDTFXsaoel2GyxijNlQWLwLqt8G94wCAqyNupnpdEkQsughJKN9zzlyEjD3N6HvvEPCFtQk7zkSMq0salzHSecSHdAmHNOGjdF1UndnV2toKSZLGvPbUU09h8+bNEAQB2dnZ+P73vx/x88HSw3TA6XRi7969Yf3F0h3ShQ/pwod04aNWXQRRwOAsVsrY9eqeKe3L18tKVGT7SGYXTxdL9XQAgK45fTO71DpeEo2WdPF3szJGDPdRzVzIsutN7bFndqlelxj7QuWevQgAYD4+fmaX6nVJELHoIvgT27MLAIw18wEA0qEjCTtGNIynizDcoF40pF9mF51HfEiXcEgTPkrXRdVmV1VVFe688074h1PEn3rqqTH9u+6//37k5ORwP7t582YsXLgwKXEqgUAggP7+fgQC1PB0NKQLH9KFD+nCR8266FexUkZ519T6dgX6h/uxZI6YXTxdcmpYRrGtswGIcwavWlDzeEkkWtJF7mNml5idCQDIX8rKGO39LTE3Xle9LkGzyxRdZlfFRQsAAJl9pzDQ1B9xO9XrkiBi0iUJGU25G9j3aT91KKVz/ni6JCPDTanQecSHdAmHNOGjdF1UbXZ9+9vfxqOPPorMzEzk5eXhxhtvhNvN+q5ceOGF+OIXv8j9XEtLC2655RasXZu6dGKCIAgi9RR/mGV2ZTXuh+SZfLav1M96domZkRvUA0DpqjLIECF6nHA1dU36eAShaPqZSaMvyAYAFCwsQkA0QpT96NjflsLAUsCw2SVGWcaYVZGFgSyWCde4+VDCwiJGmTxRGpGTofKCOZAhwuLsRm9dZ8KOMxUEaTizKw3NLoIgtI2qza61a9fin//8JwoKCtDb2wtZlqHT6XDTTTfhueee437mlVdewerVq9HU1ISXX345uQETBEEQiqLqvBkYMmRD8Htx+rUplJkMMrNLlzV+g87MPAN6bGUAgI7tDZM/HkEoGHGQmV3GfFbGKOpFOLLZuO/anWYrMgYb1MdgqLhns1LG3rfHL2UkpkZwFcJEmjzWXDN6c2cCAFpePZyw40yFdM7sIghC26ja7AKASy+9FI2NjTh06BC2bduG9vZ2PPbYYzCZTGHb3nbbbfjhD3+ISy65BA8//DA+9rGPpSBigiAIQikYjAJ6KlkpY/vLUyhldDCzy5A7fmYXADgLZwAABrbXTv54BKFg9EPM7DIVZIZe8xSxUsbBI7E3qVczwb5Q0WZ2AYBpOTO75ANkdiUSMRD8bhJr8rirWN+ugW0KNbskMrsIgtAmmpnVqqurJ9zml7/8ZRIiUSZmsxlz5syB2WxOdSiKgnThQ7rwIV34qF0X8aylwPHX4du+G8D/TGofuqFhsytnJLMrki7excuBk2/B+9ZWANGv0qsV1D5eEoWWdDG4mNllKc4aebGsDDgCeOubY9qX6nXxx26oFJ2/CO7HgKxTByH5JYj68GfTqtclQcSiSzCjSWdK7O2QcekCYOfzkA+lzuwaT5dQGWMaNqin84gP6RIOacJH6bqoPrOLiA6DwYBp06bBYEhcXwI1QrrwIV34kC581K5L/oUssyvj+F7gjBV+o0XnYg3qjXkjmV2RdCm5mvWLtB7dA3lImavXJBK1j5dEoSVdTG5mdtlKRswu00yW2YXm2MwutesiBHt2xVDGWHneLPh1Jhh9DrS8z1+5Ve26JIpYdElWRlP+BvZA3t50OGVN6sfTRUyS6adE6DziQ7qEQ5rwUbouZHalCT6fD62trfD5Jt+AWYuQLnxIFz6kCx+16zLnktlw62wQ3E70bKub1D4MbpbZZS4YMbsi6bLokgr0mEsg+3xoem7X5ANXKWofL4lCK7p4BjzQBzwAgIyyEbMro5r17DJ1xGZ2qV0XYbhUTmeO/kZAZ9Shr5St4nf6v/xSRrXrkihi0SVZJk/lebPgFwwwuAbQd6gloceKxHi6CHL6Nqin84gP6RIOacJH6bqQ2ZUmuN1u1NXVhVarJBikCx/ShQ/pwkftutgyRHRMqwEAtLw0ub5dRg8zu6xFI2ZXJF2MJgH981l2V9s/35/U8dSM2sdLotCKLgNNLKtLFkTYCm2h1/NqWGaXva8Zkj/6DEq16zLZFf/k+QsBAK4dB7nvq12XRBGLLqKUnJ5dtmwDuvPmAEhdk/rxdAmZfsb0K2Ok84gP6RIOacJH6bqQ2UUQBEGkPYEaVsrofi92s0vy+KDzsz/yo82u8cj8MDO7DNvfS1lZC0EkgqHTzOxym7IgiELo9cLFxZAEHXSSF91Hu1IVXtIR/bFndgFA5jrWpN54lJrUJ4qgyaM3Jz6jyTuTNakf3K68JvWilL5ljARBaBsyuwiCIIi0J+e8swAA1tpdMfftGmp3hH62F9nG2XKEedctR0DQw9RzGn0H0mt1OkLbOFuZ2eW1ZI15XWfUwZFZAgDo3BtbKaOaESa54l/lRxYDALK7jqP/VH/c4yJGmTwxGpGTwbSUmV04rFyzKx0b1BMEoW3I7CIIgiDSnnlXVMMl2iA4BtG//WhMn3W2sxJGr94KoyW6m4WCSivaS5YCAE78Mf1KGQnt4ukcAAD4rVnh7+Wzvl2Dh9LH4BX9XgCA3mqM6XO5s/PQn1sFQMaJv+1IQGSEkMSMpvxzWA82e3PtpBdCSRSU2UUQhFYhsytN0Ol0yMrKgk5HT21GQ7rwIV34kC58tKBLboEObSUsu6vpn7HdWLo6WWaX1zi2hHEiXcR1rJTR/XrsZpfjkd9h8Ee/UmUJpBbGSyLQii6e9j4AQCAj3OySy1jfLvfx6DO71K7LVLKHPMtWAwAGXv0g7D2165IoYtFFl0STZ8a50+ERLRDdTvTva0j48c5kPF2CDerT0eyi84gP6RIOacJH6bqQ2ZUmWK1W1NTUwGq1pjoURUG68CFd+JAufDSjy4oVAAD329tj+pirg2V2+cxjza6JdCn/ODO7so7thM/hifp4gd4BtN7zK5z+/u8w8Mq2mGJVApoZL3FGK7r4uoZL7jLDzS7DDJbZJZ+KPrNL7bqIw2WMekvsZlfuh1cBAKz7t0GWxhrbatclUcSiS9CITEbPLluGiK68eQCA01uSX8oYSRdZkiEGza40bFBP5xEf0iUc0oSP0nUhsytNkGUZkiRBVmEWQCIhXfiQLnxIFz5a0aXgkpUAANuxPYDXG/XnPN0ss8tvHWt2TaTLzAuq4LAUQgx4ceyZ6Bvj99R2wOcHAgGg+b4nVZfdpZXxEm+0oovUx8oYhexws8s+j5ldhvboM7vUrotu2OyaTNbM7I8vgyToYXe04vQHYw1CteuSKKLVRfJLEMDKCZPRswsAfLNZ3y5HCprUR9Il4A2Efk7HzC46j/iQLuGQJnyUrguZXWmCw+HAO++8A4fDMfHGaQTpwod04UO68NGKLgs+UoUBfS5ktwedbxyM+nPebpbZJZ1hdk2ki6gTMLSEZXd1Ph99KWP/sY6RfRzYB8c7e6L+rBLQyniJN1rRRe5jmV1idmbYezmLmNll620Ky1SKhNp1EaXJZ3ZZci3oKV8CAGj8+9gsTrXrkiii1cXn8od+TkZmFwCYly9kPxyK/u9LvIiky2izK1k6KAk6j/iQLuGQJnyUrguZXQRBEAQBwGYX0DmdlTKefi76UkZ/LzO7ZJs95mNmX8zMLvP2t6K/+a8fMbskCTh175Ohfze+fBhvz/8Cdj34SsyxEERc6O8DABgKssPeKlpWCgAw+oYw0JQeKwzqpmB2AYCwhvXt8r4T3reLmDx+d/LNrmkXLgIA2FuOQnZHX7qeSFKhA0EQRLIgs4sgCIIghtGtZqWM/q3RN6kP9DGzC5kZ42/IYd5n1sCvMyFj8DQaXqmL6jPuU8zsqstdDQk66HZvh2v7AbT8/T0MfuIm5DfugvfRJ2KOhSDigc7ByhiNBeFljKZME4ZshQCA9p3aX5FR8ksQZFYqN1mza9rlrG9XzrEdY4wJYmqkwuSZubYIA4Z8yP4A2t+qTcoxJyLdM7sIgtA2ZHYRBEEQxDCll7PMLtvJg5CHnFF9RhpgqdviJMwuS64FvfNYdlfTU69F9ZlAKzO7bGuW4GDlJQgEgFOf+Q4cn78Dos8NAMjqPYnOQx3j7YYgEoJ+iGVsmQvDyxgBwJXHShn7D0Xft0utjDZUDNbJmV1VF8+D25QFg9+JEy8cildoaU/AM/LdiIbkNGY3mgT0lbPsrrZXDyTlmBMxWgdBFFIYCUEQRPwhs4sgCIIghqk+rwTdphJI/gBO/zvKXliDLLNLlx272QUA1ks/BAAwvPtGdB/oYCaWuaIQBV/7H8gQEWg4hYBfwuEZl6KroBoAUP8X9a3USKgfo4uZXZbi8MwuAJBKygEArjrtZ3b5nL7Qz5PNmhH1IgbmsozT9ufpnI4XQSNSEvVJNXnEJczscm1XhtkV0kFIrg4EQRDJgMyuNMFms2H16tWw2WypDkVRkC58SBc+pAsfLeliNAK9s9mNZcdL0fXtEhzM7NLnjDW7otWl+qYNkAQ9snpPountkxMeT9/DzC5LZSHOub4COyqvhgwB7865ER966zvAGpYp5npTmT1+tDRe4okWdJElGSYPM7vsZdncbXSVLLNLOhVdZpeadfG7pm52AYDlXNa3S9g+YnapWZdEEq0uwe9GEpNbupd7NmtSbz6eXLMrki7BzC5JTE52m9Kg84gP6RIOacJH6bqQ2ZUmiKIIk8kEUaSvfDSkCx/ShQ/pwkdrupjWM7NL3hFd3y5xiJldxtyxDeqj1cVebEf3LHbMht9PnN1lHmBmV+bsIuj1wNK/fA2v3PUarnz1FuTmCSj4CLsxzjzyASS/FNXvkEy0Nl7ihRZ0cXY5IcqsB1BGKb+M0TaPZXbp2qIzu9SsSzCzSxJ0EPWTj3/GtaxvV27rIQyeZvONmnWJhndv/iPeq/wkek/0xPS5aHUJmTxCcs2uqkuqIUOEqb8DQyeTV2oeSZcRsys9+3Vp/TyaLKRLOKQJH6XrosyoiLjjcrlw6NAhuFyuVIeiKEgXPqQLH9KFj9Z0qbxqOQDA1lwX6o81HnoXu/k05Y01u2LRxXLJeQAA8Y3x+3YFhtwwulkD8Ny5BQCAJTUC7vhOJvLz2TazrlgEn94Ks6cPDa8em/DYyUZr4yVeaEGXwWaW1RUQjTBnm7nbZC9kmV3W7ujMLjXrMpI9NLl+XUEKFxdjILsSgiyh7g9bAahbl2gQ//0ScrrqUPe7d2P6XLS6hEwe3dS+m1jJLbWgK2c2AKDxpeRld0XSRfIxczpdzS6tn0eThXQJhzTho3RdyOxKE/x+P7q6uuD300o+oyFd+JAufEgXPlrTZc7qXJzMWYaABBz7+b8n3F7vZg3qzQVjyxhj0WXuTedAFkTkdB5F686WiNv1Hu2ADMArWpBbYeduY7Do0TuTGXan/6m8Hj9aGy/xQgu6DJ1mZpfbkh1xm8JlzOyyuHvg7Jp4EQg16xI0VAJxMFQ861hvv8H/+w8AdesSDQYPe4gwtDu2VQuj1UXypi6jyTuX9e3qeyd5ZlckXYJjVBbSs4xR6+fRZCFdwiFN+ChdFzK7CIIgCGIUoghIF10KAPD834uALI+7vXH4psxSOLkG9QCQVZmN7sqzAAD1v41cyth3rBMA4LQVQNRFbiZs3MDKnqT3lWd2EdrF1cbMLp+ZX8IIsLJdtykbANC+S9srMsYrswsAZnzxIgBA/tH30H+qf8r7UzrBeVV/LDazK1pC340u+WaXZSUzu3Ag9U3qRzLc0jOziyAIbUNmF0EQBEGcQc1Xz4dHtMDQegpdb0S+IZG8fuj9LHXbWjx5swsADJtY5ob02usRtxmqbwcAeLKLxt1X+cdY366cU3vh7nNPKS6CiBZ3OzNh/Db+SoxBnLksu6v3gMbNLqcXQHxK5So2VqG3YA5EOYDDj2yZ8v6UjM/lh2F4Xs3qqIPfG//eg8HMLjkFmV0lm5jZldlyBJLHN8HWiSXdyxgJgtA2ZHYRBEEQxBmUz7WiZS7ro1X/8xcibudoc4R+thfxywqjZfbnNwIQkNeyH4f/wG+O7zrFMrukvIJx91W2tgJDtiLoJB+OPbN7SnERRLT4ulk/OckeObMLAPzTWJN659GmhMeUSgLuYPZQnPpCXXQxAMD//Ob47E+hOE4PhH42BNw49U5j3I+Rqp5dADB9QznchkyIAS+aXk9tX8VUmn4EQRCJhsyuNMFkMmHGjBkwmUypDkVRkC58SBc+pAsfreqS95mPAgCs77yCwBA/O8rZzkptvHorDOaxPU9i1SW/ugAdG64CADjuug9DHUNh2/hbWGYXisbP7BJEAUOLWHZX98sfRHX8ZKHV8TJVtKCL5PKwHyyWcbcTK1hml69+YrNLzbrE21CZc9uFYIb4PvQd7latLhMx1O4Y8+/2t49G/dlox0uoZ1cKyvdEnYD+ioUAgNYtB5NyzEi6BDO7ZDE9e3apeX5JJKRLOKQJH6XrQmZXmmA0GlFRUQGj0ZjqUBQF6cKHdOFDuvDRqi5n3ViDPmsJRI8Thx/llxY6O9hNmc8YntU1GV1W/ulLGMwshd3Rhh2f+GnY+3I7Wx3SWDp+ZhcAZJzP+nYZdyurb5dWx8tU0YIuIbNrgt8hYxlbjc5Ut3/CfapZl1Bmlz4+ZlfBgkJ0zVgBAGh47HXV6jIRzraBMf8e2hV9365ox0vwu5FT1KtKXMxKGd3bk9O3K5IuoQb1adqzS83zSyIhXcIhTfgoXRcyu9IEpa+UkCpIFz6kCx/ShY9WdTGaRTjP+wgAoP9PL3G3cXeyzC6fObxf12R0seZbkfmT7wAQULjteez/1btj3tf1MLPLMn38zC4AmPXJlQAEZHefQMf+tqhjSDRaHS9TRQu6SO5hs2uCJ7wzrzkLgIDsnnp01naPu62adQn2Y4qnkWC67MMAAP2rm9HZ0alKXSbC3TU45t9iDE3qY12NMVUmT87ZzOyyHJ/Y8I0HkXRJZYabElDz/JJISJdwSBM+SteFzK40weVy4dChQ3C5XKkORVGQLnxIFz6kCx8t61J95yUAgNwTO9CxrzXsfU83y+zyW8LNrsnqUv2pZei44JMAAO+9D2CgeSTLwdzPzK6MmYUT7ierMhtd5TUAgONPRF7hMdloebxMBU3o4mEN2QXz+GZXZnkW+ovmAACO/43fny6ImnUZyR6KX1+oBbd/CAHRiKyeBrz/1Juq1GUivMNml8/Cer9ltR2F3zf+qrhBoh0vQZMHKTJ5qj66ELIgImOgBZ0H2xN+vEi6yH5Wxog0LWNU8/ySSEiXcEgTPkrXhcwugiAIgohA6YoSdFauACDjyAPPhr3v62E3ZZJtaisxnsmap7+IgexKWF1dOPAgyyqTvH6YnSwLJnvOxGYXAOjOOxcA4H818gqPBBEv5KDZZZq4nEFavhIA4Hh9fLNLzYQyu+JUxggA9mI7uhecDQDwv7A3bvtVEt5uNq8OVCwCdHpY/INo3Bb+sGEqyL7UZnbZi+3oKZ4PADj5zPaUxACkPsONIAgikZDZRRAEQRDjkHXTxwEAmVuehbPLOea9oNkl2+NrdpkyTfBfchkAwL+VmQH99d2ALEMSdMiblRPVfmZ/4UMAgPymveg5Nn65GEFMGTdbyGGizC4AKLiY9Z6yHdkBSUpoVCkjZCTE0ewCgJxPsVUZSw+8D79bmaUjUyHQy7JZA1m5GCyaBQBofyv6UsZoGDEiU2fySMvYOeB8K3WG78hqjOmZ2UUQhLYhs4sgCIIgxmHxbWdjIKsCJu8g9n7vhTHvBfqY2SVkhDeonyoll7PMl+wTuxDwBtB7lJUwDlkLoDdG9+e7cHHxcPaAjKO/eTPuMRLEGLwss0u0TGx2VV1ZA+h0yHaeRv07LQkOLDWEDBVDfM2uBZ9fC6c5B3ZPP+qe0l5mXGhezcpAYM48AMDgjviaXaHMrjgbkbGQf9GI4StL0ZVpxpsRQ5YyuwiC0B5kdqUJoijCarVCFOkrHw3pwod04UO68NG6LqJehPypTwEAdH//CwLeQOg9eWD4piwzPLNrqrpMv3AOPMZMGPxOnHjxMAZPMLPLkxldCWOID50HAPD+RxmljFofL5NFE7oEzS7zxGWM+kwrBipZk+6mZyOXcalZl6DZFe++UHqzHv3rNgECMPS3/8R130ogOK+KWZmwLZ0LABDqojO7oh0v0rDZhRSaPLOuWoKAaITN2YmW9xsTeqxIuqS6d1mqUfP8kkhIl3BIEz5K10WZURFxx2azYcWKFbDZbKkORVGQLnxIFz6kC5900GXpty6B25SNjMHT2Pv/Rpq9y4OsQb0uO9zsmqouol5E/+zlAID2l3bA1cCaGAfyYjO7ZnyW9e3KO7lzTLP7VJEO42UyaEEXwcPKGKMxuwBAv4ZlL3rejZydpGZdZO+w2RXnzC4AmHXHFRBFEYVH30Pfyd647z+lDDKzS5+TgcKzWWZXdmstolnsK9rxIivA5DFlmtBbsQQAcGocwzceRNIl2KBe1qVnGaOa55dEQrqEQ5rwUbouZHYRBEEQxASYs81wXHwNAMD1m6dDJSeCY+SmLBGY1rMyF/mD7fCe7mQvFsZmdpWuqUBf3iyIcgC1j78V7xAJIoTgY5lders5qu1LLmPjO7d+B9xO7TXuCmV2JcDsqvzQTPQUz4coB3D4p9rK7hIdzJQ35GagaP1sCDoRdl8PGnZ2xe0YsgIyuwBAWMnOAe84hm8iCemQppldBEFoGzK70gSHw4F3330XDocj1aEoCtKFD+nCh3Thky66LLrvagREI3LbDuPoM3sBAOIQM7uMeeFmVzx0Kb+KZb7kNO0HGk8BAPSlRTHvx382a1Tv3PzGBFsmnnQZL7GiBV0EPzO7dJboMrumXbAQsskMu68Xh188wd1GzbqEjIQEmF0OhwNtZy0FZEB+8cW47z+V6JxsXjXlZ0C0mjFUMB0A0PbmxKWM0Y4XKYHfTSwUfYTN8VnHd0LyJ87wjaRLMLMr1aZfqlDz/JJISJdwSBM+SteFzK40QZZlBAIByHJqGmAqFdKFD+nCh3Thky665MzMRfeaSwEAvXc9iM5DHdC5hm/K8sIb1MdDl9I1FRiyFUIneZFzdCsAwFJREPN+Kj/DzK68um1hK0omm3QZL7GiBV1ELytjjNbsEowGDM1ZBgBoe5Gf2aJmXRJZxijLMjKvmY+AqEdOZx1O/rcu7sdIFfrgvFqQCQDwz2KljANRNKmPerwoJLNr5qXV8BpsMHkHcfI/RxN2nEi6KCXDLVWoeX5JJKRLOKQJH6XrQmYXQRAEQURJ9UOfgdOSh6yeejSc+z+wDrA+Wqb8xJQxCqKAoWpW5qILsKwZ+8zYM7sqzp2JgawK6CQvan/3flxjJIggoj+2MkYAsJ4zXKq7XXurCsoepgeMickeMhWY0VG9AQDQ+MgLE2ytHoweVsZoLWLzasZyZnYJBw7E7RhBk0cwpNbk0Rl16Jt5FgCg9YXknwPpbnYRBKFtyOwiCIIgiCgpqpmGsld+j4HsStiGOmD0sbTt4E1ZIrCdu3LMv7Nnx57ZJYgC3DWrAQAD7+2PS1wEcSYhs8saXWYXAFRczcb3tNZdGOjTVt8u2ccyu4QElsplfOoiAEDm+/9JaBlcspACMkxeNq/aitm8WvoRlv1X1LoHA72BiJ+NieHvRgkmj3EtM3wD2xLbpJ5HqIwxTRvUEwShbcjsIgiCIIgYKF5Wguqtv0N36ZLQa7ZpmQk73vSPrRjz79y5sZtdAGBbvQgAoDscv+wIghiN3sfKGGMxuzLPmg3ZbIVZcuLkGw0JiixFBLOHEpTZBQCzr1sGr94Ks6cPTW/VJ+w4ycLR4YQAZtoF59XslXMg2TJglpyoezE+pX6J7KcWK6VXDPdmbNgDr8Ob1GNTZhdBEFqGzK40wWq1YtmyZbBarakORVGQLnxIFz6kC5901CWrIgsrd/4KHR/6BDo3XY+s8nCzK166FCwoxEB2JQDAZc6F0Ta5m7Oyi5jZld1Wm/QbqtGk43iJBi3oEiy1NWZGX8YIUYSjnJWpdb99KOxtVesSzOxKgNkV1CUzJwN95YsBAK2bd8f9OMnG2c76dUmiAUb7sGkqihiasxQA0P3fneN+PtrxIvuVUcYIABUbq+Ay50If8OD4s/sScoxIusiB9M7sUvX8kkBIl3BIEz5K14XMrjRBp9MhIyMDujT9YxYJ0oUP6cKHdOGTrrqYMk3Y+OKdOOefX+a+H09d3IvZk393ZuGk91F8Vilc5hzoJB8aX01dM+t0HS8ToQVdgmaXwRZ9ZhcACPPnAwA8e4+E71PNuoTKGONvqIzRZRkr8/NuU7/ZNdTK+nV5TRmAIIReN61dDgAQdo1vdkU9XkJZd6k3uwRRwOCS9QCAjr9sScgxIuqikN5lqULV80sCIV3CIU34KF0XMrvSBLfbjWPHjsHtdqc6FEVBuvAhXfiQLnxIFz7x1KXougsACPDNXzLhtpEQRAGD01l2V+frqStlpPHCR+26yJIMnTQ5sytzNTO7TCfCM7tUrcuw2SWa4p/ZNVqXvPNZ1lNG3W5AoStiRYurk/Xr8pnH9kEsu5yZXQUte+EcjNy3K9rxIvgTZ0ROhvxPXggAyNj5OgLeOPUlG0UkXYIZbulaxqjq+SWBkC7hkCZ8lK4LmV1pgs/nw+nTp+ELNuQkAJAukSBd+JAufEgXPvHUpfpTy1DwwUtY+ww/iyxadIsXAgC8u1JndtF4+f/s3Xd4U9UbB/DvvZlN926BsnfZskWmgKLiAEVE3OLPrbhx4Z64RRTFAaKIiqDiAAHZsvcuq4zulbTZ9/z+uOTSNKc7aZLm/TyPjyX35ub0m5uT5O055/JVlkvxyWLs/mwDmBTYRYzyU2N10bWYxgig6Ui52JVQcAjGAvffP6jPFx9OYyyfS5ux6XAIWujKCpC3PdPrj9WQbHnyyC67wX1qeEL/tnCERUEnleHwEs8RgC41PV/OX43R/2t2AUCnm/rAootBmKUQ++dWPXqtLirNxZWDOjBHZfhaUPcvPkS5eKJM+AI9Fyp2EUIIIUEgsUvy+TVs6ih+qDyyy5BBi9QHg+KTxTjQ72aoHr4fe2Zv8HdzqmQtsSo/1/Y8jezYFI6wKKiZHcf/yfB20/zHKRcSfDGyqzxDjBZ5qXIhO3NJcE9ltOWfW7MrvMIVbkURpnbyCLa8v7bW/4GcgTONEQBUWhVKeg8HAOTN/7vhHtg1sitARrgRQog3UbGLEEIICREtL0sHICDCdBb5B/P83RxSBZvJhp2jH0NkySkAQPFm/62zVhP2UnlkFxNEqLS1HCUiCDA17wQAyF+zz9tN8xvBh9MYK3J2lQtB5rXBXeyyF8jFLlax2AVAe27dLmytf7FLOFfkEQOoyJN0ozyVMXrbStjLGmiUxLkF6oUAXW+HEELqg4pdhBBCSIgwJBhQFN8GAJD5xx4/t4ZUhkkM6y9/FQknzxcuHCdO+7FF1bMZ5ZFdDpUOgihUs7cnoUu6fJwdjajYdW5dKLEBRg9FD5MXqdfv3+7zx/IlZ5Fc7EKUZ7GryRUXAADiM7fDVuao1+ME2ppdANDxhl4w6+Ogs5Vg/9ebGuZBA+iqlIQQ4m1U7AoRWq0WTZs2hVZbvykwjQ3lwke58FEufJQLX6DmYusgT2UsXuufqYyBmou/lc9l7R1fIWnzb2CCiJwLxgAAxLOBXeyym+Ril1NVt+c1pr88skt/1L3YFczni1Ls8sHIroq5tBrbFQwiworOovTIWa8/XkORiuU1u8ToKI9tqRe1hU0XBa3TjCO/8tftqvH54ppiGiDTGAFAVIsw9rsYAFCwYJlXj11pLiFe7Arm/sWXKBdPlAlfoOdCxa4QodPp0LZtW+h0On83JaBQLnyUCx/lwke58AVqLmF95WKXsNc/xa5AzcXfXLlIpRJif/gUAFBy1+NIuftqeXveKX82r1qOMnkao1Ndt+e16Sh5ZFd84REYc89f1SmYzxfBKRe7VHrvF7sq5pLYwoDsuE5gAE4uDuLRXSXyyC5VjOfILkEloqSdPLor70/+Iu41PV+UaYwBVOwCgJTJIwEAMTtWuV30ob4qzcU1jTHAcmgowdy/+BLl4oky4Qv0XKjYFSKcTieKi4vhdHr/csbBjHLho1z4KBc+yoUvUHNJHSkvZB1zep9PLnFfnUDNxd9cuZScLoLIHJAEFQbMGI/4bk0BABGmLDgs9Zu65UvKyK46Frui2iTCEh4PARJOLDu/Plkwny+CDxeo5+ViTZenMpb8G7zFLsEkF7s0cZ7FLgDQ9JeLXWwLf92ump4vQgCO7AKA9td2R2l4ErR2E/Z/udFrx600lwBcu6whBXP/4kuUiyfKhC/Qc6FiV4goKyvDjh07UFZW5u+mBBTKhY9y4aNc+CgXvkDNpdmglrBpwqF2WnByZcNf+S5Qc/E3Vy4lucUAAKdKLhrFd0iAU9RCYBJy92T7s4lVcpTKxS5JXcepDIKA0uadAQAFa89PZQzm80V0+G5kFy+X8EHyIvXa3V64WqGfqErlaYzaBM9pjMD5dbtiT+zgFn9rer64Rt0FWrFLVIsoHSBPZSz8eonXjltZLoJ0bmSXOjQXqA/m/sWXKBdPlAlfoOdCxS5CCCEkhIhqEcVp8uiurOX+mcpIKucaIeVQ6wHIz5cpWh7dVbA7cNftcprlKVeSpu5TGcQucrHLsatxLFIv+nAaI0/zsT3AICAs9yTsWfkN8pjepjLLI7t08RHc7WlD28CqjYTaacHxv+t+hVJfjrqrrzaPyFOXk/b/i9MbTvr2wQJ0OichhHgDFbsIIYSQECN0ldftsq7lr3tD/MfJWfvKligXu4z7A3fdLtfILlbXkV0AYgbKxS79scZS7JKfS3VYwxRUWnSNwtnI9pAYcHLSk2DnFnsPJhqLXOwKS+aP7BLVIkpadgcAZP+1o86PI54rdql0gVfkSRvcCrkdLgLAcPiF+T59LFfRL1QXqCeENG5U7CKEEEJCTOq1gwAASbuW48jivX5uDSnPfm5Rame5EVKsiVzssh4N4JFdZeemMWrrPrKr2Wi52BVddAKm7FKvtMuflIJKA43sEgTgzA2PwSyGw7pxO/b2vx1lGcFzZUbGAJ1VLnaFp/DX7AIA1QU9AAD2zTvq/FhCABe7ACDpkckAgPh1S1B0rNB3D3RuGqOoCc1pjISQxo2KXSFCEARoNBoIguDvpgQUyoWPcuGjXPgoF75AzqXd1V2Qc8EYAAzZD77aoAvVB3Iu/uTKxamsfXW+aKRpKRe72KnALXZJFrlIx+pR7IpuEQtTZCoEMBz7TS7CBvP5IkryNEZfjOyqLJcb3+6BY09/gUJNEsSTx3Bg4K04vfaY1x/fFyxGOzSSfCVOQ3Llxa7EkT0AAJEZO8Ak5ratpueLIAX29L2OE3uiILkTVJINu57/sd7HqyyXQF2ov6EEc//iS5SLJ8qEL9BzoWJXiIiIiMDAgQMREcFfAyFUUS58lAsf5cJHufAFei7dv3wIVm0kYnMP4r9Hfmiwxw30XPzFlYvaKX9gLD9CKqJjMwCAOqcWxS7G5P8aiGtkFzR1n8YIAOb0PgCAnC9+BRDc54vKtWaXD0YPVZaLKALjn2yLmEVfIS+6DfSmPBx58EOvP74vmM7Ko7oEAGGJlT/frS7rDKeoQZilAFlb3Kf21vR8EaWGHXVXW4IoIOxOeXRX+O8/wFpirdfxKstFmcYYogvUB3P/4kuUiyfKhC/Qc6FiFyGEEBKCYtvEwXrn/QCA8G8+Qe7eHD+3iADni0ZMq1dui0mXR3aFF9as2GXbtgc5rfsh79253m9gJSTzuS/jurqP7AKA1k9cCwBI2rUMZ3YH5yLrLr4c2VWd9GFJaDbnJQBA7OFNsJ2bHhvIyrLlYpdNGwFBVflXFG2EFkWp8pTXzN921OmxAnnNLpcej4yAKSIFYZZCbH9lqU8eI9RHdhFCGjcqdoWI0tJS/PfffygtDf41MLyJcuGjXPgoFz7KhS8Ycun76lXIb9IVGkcZ9t42o0EeMxhy8QdXLuZi+Qt/+emAST2aAAB0thKUnKp+0fHdH6xAXo6Ek5/+4ZvGcjDruWJKPYtdaaM6oaRFN6iYA7um/xy054vkkCAyeXqwxuD9YldNcmk1qh1Kw5Ogdlpw8NvAvxiFUuzS8xenL0/q1kO+z/qdbrfX9HxxTWMM5GKXSquCffwN8j/mzYPkkOp8rMpyUdnMAAB1eP1et8EqWPsXX6NcPFEmfIGeCxW7QoQkSbBYLJCkur9RNkaUCx/lwke58FEufMGQi6gW0eyjp8AEEUl7/sGuT9b5/DGDIRd/cOXiNMlrFjHd+ZFdYXFhMOvjAAB5u85UeyzH3oMAAMPZDDCzxQet9SS5il3a+k1jBIDY/02Q/7/iJxTm2oLyfHFYHMrPvhjZVZPXkSAKKO0hX4wif/Far7fB26y5ciHXoa9+OkzMEPmKjLoDO9xur2n/opJ8N8XUm3q+cBVsmghEFZ3A7k/q/hzycnFYHIgokfuThB7N6t3WYETvR3yUiyfKhC/Qc6FiFyGEEBLCWo1uj7yR8ugB8wtvwFLUMMURwidZ+NMBy+LlL6NFe6uZysgYwk4eko/llJC77pDX28h92HNFNUFf/xEi7f83HI6oeETa8rB9RuAXaXjKF7t8MbKrpmKvkItdYdvWeizmHmgseSYAgDO8+pFdra6Si13RhcfrdLVC15pd/phiWhuGBAOKLx4HACieOc+rx87efgYic8Kh0iO+Q4JXj00IIYGAil2EEEJIiOszewpKw5MQaTyD//43x9/NCWmskrWvnMnyul1lh6sudllO5UFjOv/lP3vFXu82sDLnRnZ5o9glaDUQr5W/4Is/LYLdHjhXedr/7Tb8O+6DatfAspfZlZ/Vev+NHmo/qQ+cohaRxjPIXB3YV2V0FMgju6SIyq/E6BKVFo3iuNYAgONLdtXqcRgrt0B9gI/sAoDOL0yAJKiQcHIbjiz23us5b8txAIAxrjlENX0lJIQ0PtSzEUIIISHOkGCAZtrjAID4377ByVVH/dyi0MVcI7sqFI3ENLnY5Th+quJd3JxeeQjlx++UbdvvzeZVziYXf0R9/acxAkDHp66GSqNCq6JdOPRb9euUNZS86R8i8c9vsPX5JVXu5zDLxS4miH4tJITFhaGgdW8AwMlv1/itHTXhLDz3PNeg2AUA1k49AADF/+6o1eNIDgnCuVdJMBS7EtOTkHfBJQCAU697b3SXce8JAIC9SUuvHZMQQgIJFbtCRFhYGLp27YqwsDB/NyWgUC58lAsf5cJHufAFWy7dHxiCnI6DITIHjt/9us+mPAVbLg3FlYvKLo84EcL0btv1beRil3im6mJXwQZ5va4StbzGl+ZQA43sssjTGMUw7yx0rU5NhO2iEYAAJK7eFjDnS1ihvMaRbdm/Ve7nKnY5Rd9Mk6vN60gzXJ7KKK0J7CmhjmJ5GqMYXbNiV/iFPeT9d+9QbqtJLq7nBgA0YYFf7AKAls/cCABI3P0PsrZVv25fRbxcHBknAQBiy+beaWQQovcjPsrFE2XCF+i5ULErRKjVasTFxUGtDo439YZCufBRLnyUCx/lwhdsuQiigI6zH4VDpUPCyW3Y+eFqnzxOsOXSUFy5CDb5i7hYYWRXZEe52KXLr3oao32PXOw60/NyAIAh9wQkYwNcJck1sstLxS4ASL5zLACg2dH1sJr9/5HVXmaHwVwAAIg/uhmlOZXn6iqoSD4qdtXmddR6slzsij+1s0ZX8/SbYrltYkz1a3YBQNoVPQAAsWf3w1oij4isSS6+vniAL7Qc2Q65bfpDYBIOPP9dre/Py0U8JY/sCuvYwmvtDDb0fsRHuXiiTPgCPRf/f3IgDcJqteL48eOwWq3+bkpAoVz4KBc+yoWPcuELxlxSejVBwTB5raSiRSt98hjBmEtDcOUimc0APItGrqulRRjPwmlzVnoc7XF5Qfqm4/qjQJcKSQKyV52fymg12nBq3QlvNx+C3bvTGAEg6ZJeYHo9omy52LFgt9eOW1cFh/KAc9PfRObAgTnrK93XaZULKk6V9/Iorzavo5ReTVAc1xoCk3Do6w0+aY83CCYjAEAdW7ORXck9UlFqSITIHDjy004ANcvFrdjlx/XUaiv+wckAgNjVv9S6aMnLxZAr9wOxPUK32EXvR3yUiyfKhC/Qc6FiV4iw2Ww4ceIEbLaqF1QNNZQLH+XCR7nwUS58wZpL0rjBAIDI3esgObx/KelgzcXXXLkwC7/YFd8hAU5RC4FJyN2TzT2GvbgM4YWZAIDmI9rB2LQTACBn1T5ln43Dp6Fk1Dgc+rF2i3pXR7DJ0xhVBu+N7IJWi5JOfcAkhvzF67x33DoqOpTj9m/jb5VPZVRGdql8U0yp7evI1u8iAIDpj8Bdt8tV7NLG16zYJYgCSnvIo9Zyv14KoGa5nC92CUG1MHv6rX1RmNgeGocZ2+6YWav7VsylNKcUBnM+ACC1f+gWu+j9iI9y8USZ8AV6LsHTwxNCCCHE59pf1wM2TTjCLIXI+HVf9XcgXiWc++toxWKXqBZhim4CAMjfyV+368yqQ2AMKNEnIaVTLJCeDgCwbpefx9OrDiNx3yoAQPbvW7zabvHcyC51uBeLXQDCRg4AABi2rQfzzTJyNWbKkIuMNk04ACB67zq3UULlOcrkPCRVYEyTS7lWLnZF710PyV75yEB/UpnPFbsSajaNEQCa3HUFACB2+z8oyyur0X2cFtcU0+AZ1QXIxb24lx8BACSt+QmHF+2p87HObpRHdZWFxSM8Kdwr7SOEkEBDxS5CCCGEKNR6NYo6ygWGsz8E7iiQxkq0n1t7KELvsc2WIK/bZTzAX7crd508hbGsaXsIAhDVvzMAQHNELnadeOX8ldykQ0e812gAgkMu7qjCvDttr9mEvhAEhiaFB3Bie4FXj11blpPyyK6izhfCrI+FzmbEwe+2cfdVCioBUuxqe3VXWLWR0NlKcGRxA120oBqnN2ZiVfcHsPmtVQAAjVmemheWVLORXQDQ7pquKIluDo3DjN3vLq/RfZQppj5aT82XOt14AXJ6XwaAIefhV6uc0lyVwh3nil2JoTuqixDS+FGxixBCCCFuwi+RR4GoNgT21dsaI9EmF7t40wFZE7nYZT3KL3aZd8iL06N9ewBAs4s7AgDCCs7AtO0QYv77U9lXe+qo19oMACrXNEYvF7t0TeORk9gGAHB8nn/PR/sZudglpKbA2F1+jeT+yJ/KKNnkggoLkGKXSqtCcYd+AICsRYGxbtfRz5Yj6ch6GKY/jj8fXwGtVR7ZVZtilyAKsF8ij+6y/vxbje7jKnYF28gul+5zHoRVG4XY3EPY+PCCOh3DfEAudknNqNhFCGm8qNgVItRqNZKSkgL2Sgn+QrnwUS58lAsf5cIXzLm0u3kgAAGxuQeRuzen2v1rI5hz8SVXLqpzI6R4I7s0reRF6tmJk9xjqI7KI7siestFrrTOkcgLaw6JAcdvexFwOpEf3hwAEFlwQinIeIPolNutifRsd32o1WrY+vQBANhX+rn4miVPY9Q0S0bs1UMBAIYt/4JJnvMrlZFdat9djbG2r6OwEQMBAOJG/69/BgBSsVzcEiCh6cxp0Nvlf4en1LzYBQAdH7kMTBCRcHIb8nZkVZuLa+ppsBa7YtvEwTrlfgBAxLxZNeqjK54vzuNyH6Ju09x3DQ0C9H7ER7l4okz4Aj0XKnaFiLCwMHTq1AlhYWH+bkpAoVz4KBc+yoWPcuEL5lxiWsUiv0kXAEDGN979YhzMufiSKxdXsUsT4TmyK6Z3W3nfkwc8tkk2B6Jy5KmJqUPkkV2iCBhbyOt2iYfl+1j/9yBsqjCIkh3ZWzK91n6l3eHeHdkVFhaGLv+7AhCAhIyNMJfYvXr82lAVyEWFsBZJ6DC5LxwqHSJMWTi+7LDHvpJVbifz0QL1dXkdtblRnp4cl7UfRccKfdKu2mBGEwBACA+HijkgnLvSZXhqzdfsAoDE9CTktZZHrWV+8k+1uZyfYhqYX85qou8rVyK/aTdoHGXY+78Pq92/4vmiPXMcABCZHtoju+j9iI9y8USZ8AV6LlTsChGSJMFsNkOSvH9lrWBGufBRLnyUCx/lwhf0uQySp2lZlnt33a6gz8VHXLmo7PJ0QN5C7y0u7QxAQKTxDAoz3NevOr3uOESnHTa1AU37NFFuV6V3Un7ODWuBAY9dhJL41vK///PeVEaV89xaYwbvFrskSULsgBawGuKgc5bh4PfbvXr82tAXyyO7ItsmQx+jR0H7/gCAzLmrPPZ1FVR8NY2xLq+jhE6JKEpoB4DhyLf/+aRdtWKSi12F4+9E+OXDIAiAaAiDqK/9ORQxUZ7KqF/+G0qNpVXmEuzTGAH5ghVN3nkMAJC07U+cWJFR5f7lzxfJyRBZII/sSujd0tdNDWj0fsRHuXiiTPgCPRcqdoWI0tJSbNq0CaWlpf5uSkChXPgoFz7KhY9y4Qv2XJpdPwgAEHd4E2wm711SOthz8RVXLqJDLnbxRnZFpESgOLYlACDzL/crZWavkacwliS3h6g+//Eu5sJ05eeCMZMQHinC3lxeA8u0s+ovyLWhdsjFLm2Ud6cxlpaWYvPWLSjqIheWCpb4Zyqj0+aEoSwPABDbIQkAEH75cACAdsWfHlMZlZFdGt8Uu+r6OrL3kacymv5e74tm1YpQKhe7VHHRaDHvVbScfitazXysTsfqev9QWLWRiDBl4a9XfqoyF2U9tSAudgFAm8s7IafLCAAMxx7/pMp9y58v+QdyoXZaIAkqJPdsUuX9Gjt6P+KjXDxRJnyBngsVuwghhBDioeXIdigNT4LaacHBb7f4uzkhQ+2sumhkbSsXr4rW7nG7vXSbvDi91K6D2+0tRndEviYFWdrm6Pn0ZfJjtJdHdjkPeafYJTkkiEwuIGgjvDuyyyV8tFzsMmxdzV0jy9cKDudDYBIkQYXYNnEAgPT7hsGuDkNU8Ukc/nm32/7Kemg+WrOrrpKukotdkXs3QHL49y/xolkudmljwwGNBmGP3gvdtWPrdCxthBbF/UbLPy+quiDqGtnlqymmDanNW/8DE0Qk7V+FjCU1u8pmzqbjAABTVFOo9cGfASGEVIaKXYQQQgjxIIgCSnvIo7vyF9NVGRsCkxjU5xZ610Z6juwCAN0F8lpqbI/7F1txn1z8CuvhXuxKbalD7ic/oWz2fLTsIB8zsoc8skt3yjvFrvIj/7y9ZpdLiwkXwClqEVVyCsf+OuSTx6hK0SF5va6y8ERl5JwhwYDCniMAAGdmLXHbX7KdG9kVYMWuttd0g11tQJilEMf+POjXtqhdxa64CK8cr+0z10MSBLQ8sQXHf/dc187F1+upNaS0wa2Q23sMAODU0zNrdJ/iPfIURktqS181ixBCAgIVuwghhBDCFXuFXOwKr+SKc8S7nBYnBCbnXFmxK2mYPLIrKnOv8pwUnyhC3Bl5ZFHLa/t43OeaiTpcPv78SLGkAXKxK6LwJCRL/aeoWkusys+6KH6768uQYEB+l8EAgJOzlvrkMapiOioXu6zRSW63J98pj0SK3fw3zAVm5XZ2rqCCALtClcagQWG7vgCAMz/6dyqj2ioXu3Tx3il2NRvUElm9LgEA5L34RaX7uUbdST5aT62hdXxnCiRBjcSj/2H/3OpH4doOnQAACM1D+0qMhJDGj4pdhBBCCOHqeHM/OFR6hJdm+2U0TahxljmVnysrGjUf3hZOUQudrQRn/pOvpnjw8zUQmITCxPZI7pFa7eOkdkuERR0BSBJytpysd7ttRrnYJQkqqLSqeh+vMrE3yCNYItb91eBT8MzH5cXpnfHJbrd3mNADxsgm0DjKsOfDlcrtrpFd8NGaXfWhHy5PZcR6/xa7tOeKXWGJ3il2AUCrV2+CU1Ah+fgW7PuGX/hR1uxqBCO7ACClVxPkDb4GAJD30sxq/zAhnJSLXbr2oX0lRkJI40fFrhARGRmJIUOGIDIy0t9NCSiUCx/lwke58FEufI0hF12UTrni3Klv//XKMRtDLr4QGRmJC7r0AgSACWKla+loDBoUpXYEAJxZJk9lLPtDfm6cg4bW6LFUaqHcFRnrP5XRUSaPDnOqvD+qq/z50vn2AbBqo2Aw59VoBIs32U/LI7uQ7D6yS1SLsI6SrwRo/uFX5XZlZJePil31eR21umEAACDuzG6UnCrxdtNqRHJI0DjKAACGJO8Vu9pc1A6Fw64FBCD/ZX7hp7EVuwCg67u3waHSIf70Luyetc5je/nzRZ8jF7uiu1Gxi96P+CgXT5QJX6DnQsWuesrIyMBNN92Enj17YuDAgejVqxdmz55dq2MUFBRg6tSpaN26NbRaLZKSkjBhwgTs27ev+jsTQgghPmS4dAgAQLV2lX8bEgJsJfKVGB0qHQRRqHQ/Zwd5KmPppr2wllgRd2gjAKDZpCE1f6zmbQEAZbvqX+xyjexyqH0zhdFFY9CguO9IAEDO13/49LEqYlnyyC5N02SPbe0fkhf+Tzi+Gdk7zsr7288tUK/1zRpm9ZHcIxXFsa0gMAmHv9nglzaU5py/cld4sveKXYB74WfXJ56Fn/MXD2g8xa74DgkoHDkBAGB8c2alIx9tJhsijPI5mtyXil2EkMaNil31sGPHDvTq1QuMMWzatAnr16/Hhx9+iIcffhhTpkyp0THy8vLQv39/vPvuuzh9+jTsdjtyc3Pxww8/oG/fvti4caNX2lpWVoZt27ahrKzMK8drLCgXPsqFj3Lho1z4GksuHe64CEwQEZt7CDk7z9b7eI0lF28rKyvDnq27AVb9CKmIfnKxS31gDw58/R/UTgtMESloNbp9jR9P08F7V2S0m85NY1R5v7BT8XxJve1SAEDc9n9gKbZWdVevUuXLI7vCWiR5bEvp1QR5LeW10g6+8xsAgCnTGH1TUKnv68jaXy6Mlv66wpvNqjFznlzscooar17Bs6ysDCdKTyJ3+Dj53y+/gxNbct32UUZ2BdjFA+qrx7s3w6YJR2zuIWx/a7nbNtf5suf7rRCYBJsmQrmqaCij9yM+ysUTZcIX6LlQsauOiouLMXbsWKjVasycOROac8PUL7zwQjz22GOYPXs2vvrqq2qP88ADD6BDhw44ePAgLBYL8vPz8dFHHyEiIgKlpaW44447vNJep9MJo9EIp9NZ/c4hhHLho1z4KBc+yoWvseQS3SIG+c26AwAyvlxd7+M1lly8zel0orRAnlLmrGaEVNPR8hUZo7MPonCh/KW27ILBVY4Gqyiiu1zs0p4+WpfmunGaz01j9MHIrornS7tx3WCKTJXXyJpZ//OxMhWnv2mL5WJXRGvPYhcAhF0nT2XU/f0rJIcEZpMzEXw0jbG+r6PUScMBALH71sFR2nBFQxdzrrxel03r3VFdrlw6vnodygwJiC45iVOjbsXy2cdw7toPyqi7xjSNEQCim0ejZOyNAAD7h7PgtJ0/N1y55M78GQBQ0m9krfqLxorej/goF0+UCV+g50LFrjqaNWsWMjMzMX78eI85qrfddhsA4JlnnoHdbq/0GJmZmTh48CB+/vlntG/fHoIgIC4uDvfeey9mzJgBANi7dy+OHDniu1+EEEIIqYZqmDwKxL7cO+t2ET6pTP4S7tToq9wv5YKmsGqjoJLsSNz2JwAg8dqhtXqslAvlaYzhhacgmetX7FBGdml8O40RkNfIMg+VR3eZfvTNVMYji/did8wgrH/4BwDy+lLhJrnYFdvRcxojAHR9cDjsagMijWdwcMEO4NzILkEbmKOH2o3thBJDClQOi1+mMlry5GKXXefdYpdLVFo02qz8Arbk5oi1ZiFm6m346PbtOH0akOyNbxqjS+93JsGii0FU8UlseeF3t20FB8rQ9OAqAEC7p6/zQ+sIIaRhUbGrjj7//HMAwNChQz22paWloXXr1jh9+jSWL1/usd1l6dKlePnll5VRYeXddNNNEEX56cnPz/dOowkhhJA6aHWLXOyKO74VxjNGP7em8WIWuUDirKZoJIgCSprLo7tcU5I6TOxVq8dqkh6LUnU0mMSQt/lY3Rp8jrPsXLFL3TDrU7X63yUAgISD61B0otjrxz/93b9QO63QfPsVJIeE4hNFEJlDns7bNp57H32MHoV9RgEAsmcvARxyQSVQi12iSkDJBfLorsKfGn4qozVfLnY59L4pdgFAbJem6LZlDtS9uiFcMmL4gruwpcftKFp07qqZjbDYZUgwwHz9rQAAcfansBptyjbT11sgMoaStr2QOridv5pICCENhopddZCbm6uMturcuTN3ny5d5A+hf//9d6XHuf7663HJJZdwt+n1eiQmJgIAWrSgBSQJIYT4T5N+aSiOaw2ROXHoS88Fn4l3MItcIJG0VY/sAgChaxfl56L0Cyu9emNlVGoBxQltAAB5m+o3ldE1jVHS+n5kFwA0H9oaRYntITIn9n/s/UINO3kKABBemoPDP+9GwX55cfqysPgqc06dIk9ljN3+D1AsF+ECtdgFAPHXysWuyO2rz68x1kBsBXKxyxnmu2IXAIhxMWi//BMk3DAKkRES2pXtRMvczfLGRljsAoDer49HaXgSwkuzseril2G3MeSftaH1LrnIl3TfBD+3kBBCGgYVu+pg7969ys9Nmzbl7tOkSRMAwJ49eyo9TnR0NASBP1/e6XQiLy8PvXv3RkpKSj1aK9Pr9ejYsSP0+uo/QIcSyoWPcuGjXPgoF77GlottgDy6y/h7/aYyNrZcvEWv1yMhMgYQAFaD6YAxF6YrP0deXvOrMJbnaC4Xu0w76rdcgmtkV03aXVuVnS/sYvmqjJal3i92qbMylZ/Pfv03jBnyFEZrFH+9Lpf247uhJLo5NA4z4vavBQAIPlqg3huvoy43dINRGw+VxYTMnzd7sXXVsxfKxS5m8G6xi5uLTofE2a+i+Y5fEf/mkzD1GIQSQwrCLx/m1ccOFLooHSLfng6IItL2LMWisXOw4+31iJGKYY9LROtb69ZfNEb0fsRHuXiiTPgCPZfG+ScNHysoKFB+rrhel0tUVBQAICcnp06PsXnzZjidTjz88MNV7me1WmG1nl9ro6REXtzWaDS6FdLUajWSk5MhSRKMRs8pKK7fo6yszGOBOb1eD41GA5vN5vZYAKBSqWAwGMAYg8lk8jhueHg4RFGE2WyG49yQfhedTgetVgu73Q6LxeK2TRRFhIeHK79LRQaDASqVChaLxWNdNK1WC51OB4fDAbPZ7LZNEARERMgfrEwmExhjMBgMsFgssFgsCAsLg1qthtVqhc1mc7uvRqOBXq+H0+nkXnHClWFpaSkkyf2Sz1VlqFarERYWBkmSUFpaiooiIiIgCAL3uakqQ9dzA/AzrOq50Wq1SE5OhsPh8Lhv+efGlWF5ruemthmWf254GbqeG29n6Hpuqsqw/Pld/nypyfnNOw9rmmFV53d9MuQ9N9VlWF0fkZycDJvN5nG+NIY+orza9hHlz5dg7yNir+oD/PYlYvauhTHfiMj4yDqf38nJybBarR6P2xj6iKoyLI/XR6gcDGCAo9xV4irLsMVlXXDicS0kQUTTa7sqWdaqj2iVBvwHOPYfgNForHMfYS4qQTgAptX65HNEcnIyzGazW/6pk/rB8t3HSDy+CdmH82FIcZ9CWZ8+Irzg1PmfNy5HUVoykhhgjU2AyWSqso+wjhwD/DgLaqdVfi4Fpjy+tz9HuPoXh8NR5/M7N30IIrf/jLPzlyP2sq5u2+r7OaKyflYURTiLXdMYwzyOXd/PEcnJySgtLfV4vYYlJiL53vGIvXOskqHrsYOljyifYVX9bLtJF+Do2SfheOlVdFn9CYrU8RAgAOPGwup0QqdWB9znCH9910hOTobRaPTYHiifI8pryM8Rrv6FMeaz7xpV9RGB+F2jqu/SwdZHePO7Rk2/S3uzj+A9BzxU7KqD8k+6Vstfn0Knk/+6yXsia+LLL7/E8OHDccMNN1S532uvvYYXXnjB4/adO3cqJzgAJCQkICYmBhEREdixY4fH/kOGyH/lOXDggMfJ07FjRyQnJ7tN33SJjY1Ft27d4HQ6sW3bNo/jDhgwAFqtFhkZGR5rj7Vu3RppaWkoKirCvn373LZFRETgggsuAABs377d4wXau3dvhIeH48SJE8jKynLb5lozzWQyYefOnW7btFotBgwYAADYvXu3x4uwe/fuiImJwenTp5GZmem2LSUlBR06dIDFYvH4XQVBwODBgwHIGVbsrDp37ozExERkZ2fj6FH36SLx8fHo0qULHA4HN8MLL7wQarUaR44cQWFhodu2tm3bomnTpigoKMCBAwfctkVGRqJXL3kNF95x+/bti7CwMBw/ftyjKNusWTOlU9m/f7/bNr1ej379+gEAdu3a5dFB9ujRA9HR0cjMzMTp06fdtjVp0gTt2rVTLlNbnkqlwqBBgwAA+/bt8+hc09PTkZCQgKysLBw75r6+TEJCAtLT02G327m/60UXXQRBEHDo0CEUF7uv79K+fXukpqYiLy8Phw4dctsWHR2NHj16gDHGPW7//v2h0+lw9OhR5OXluW1r1aoVmjdvjqKiIrfRoID8BtOnj3yZ+h07dnh06L169UJkZCQyMzNx5swZt21NmzZF27ZtYTKZPF7LGo0GAwcOBCCPKq34htq1a1fExcXh7NmzOHHihNu2pKQkdOrUCVarlfu7VtVHtG0rL3TtdDo9nhvqI2SNoY+QkiVodbGINudj81u/Y/jr16OkpAS7d+92u191fUSXLl1gsVhQWlqKs2fPum0L9T4i53gmYiUJZeX6hMr6iOjm0Sh87XkUmYpRfPoQcK67rU0fUZCiQ3NJgv7oLmzbuhVdu3WrUx+RffI0EgBAq/P654jevXujqKgI+fn57ue3CGjimiOm4CR2fLgC+nHuo67q2kdYcy1oai0BRAFWtQFhpbko/G0pJElCkUaL3bt3V9lHpN09FJYfPwWTJDDGkF2Qp/xegdhHYHgfYPvPCNu4Cts2DwJUKmVTfT5HtGjRAi1btqy0j3CWyJ+PjZJnm+vzOaJv377Izc3F6dOnPb78NYY+wqUmnyPaPXENtu3eAe1PvyLKlgtJq0LJ8GbIzMwMuM8R/vqu0bVrV+Tm5iIjI4M+RzTwd43q+ohA+64RFxeHuLg4REVFNZo+Ipi+a1TsI2paYxFYxVc2qdZPP/2E8ePHA5BHVvEKXk899RRef/11dO3aFbt27arV8bdv346rr74a69evV6ZDVoY3sistLQ2nTp1SRpe59tu7dy969OihLHxfXqD+tQXw7aiN0tJSHDhwAB07doTBYAiav7a4+Gpkl91ux+7du9G9e3eoyn3wBQL3ry0N8RfZsrIyt/MlGP7awsvQ239tcTgc2LVrF7p27epxwY1g7yPq8xfZiudLY+gjNtz0JZr99Q0KOvTDoO0f1+n8djqd2LlzJ7p06eLx/hnsfURNMnSp2EeUlZVh9Z1fofPyH5DV8xKMWPdKpRl6q4/IO2tFcfcxUDMH4lfPRXyPdnXqIzY/sAApP8xCTp/L0Xfp4179HMEYw/bt25Genq78IdFlzwNzEf3DHGS2GoyBG9z/8FfXPuL47weguv1ulBoSYerSD8n//aZsy5rwP/T98Ppq+4h1vR5CYsZGgAH5D05Dj2nylEtvfo4o379ERUXV+fw2G1U42fFyGJwliJz3DmIu7qls8+Wojc3jP0LS6oXIuuxm9PniFrft9fkc4frC2KlTJ4SFhbltD/Y+orwaf44oK0PWjU/AvmI98vr3ReuvpyMmJibgPkf467uGJEnYtm2b8j7NzTAER3aV719iY2NpZBeq/y4dtH1EPT9HmEymGn+X9mYfUVJSgmbNmqG4uNit5lERjeyqg/JraJlMJsTFxXns4zpZk5P5l6iujNFoxL333ouff/652kIXIJ/kFT/8AfLJwptiKYpipVMvAXh09OVptdpKR7IJglDlcSt+4ChPo9Fwr0jpUtVx9Xp9pXOE1Wp1lfeNiIhQXvjlv4gClecKyJ1SVcctP6KuoqoyrM9zU58Mec+N6w2rut/V1dnxNKYMK57fFc+Xqs7vmpyHlanq/K5PhlU9N3XJsPwUncruG6x9RGVqc35XPF8C7fwGat5HtJt6Dcx/f4O4w5thzMhBZJukWmdYfrpdZfcN9j6iohr3EVYbBAhQlfv9fNlHhLcNxz9xHZFasAdF604guXcnALXvI9T2c18YdDqvf45wnS86nc5je/u7RiL7hzlIOb4R5nwVklryH7s2fYQ1owAGAOb4ZkiYOBrYdL7YFdU2ze35qOy5iZg4Fnh5IyAAhqgIj8f35vnt+nIB1O38jowENrQbinYHlqBw4XqkXT2Ye1+vnN/lnfucrIuPrfTYdfkc4TpfwsLCKj1uUPcRHFX2EQYDWn4/A2V//YUsjQYGg0HJNJA+R7g09HcN1/lS8X26vED4HFFRQ70HGgwG5Vje/q7h0tgzLC8g+4h6fo5wFQxr813aG31ETcdr0QL1ddCpUydlPayKUzBcXLenp6dzt/M4HA5MnjwZL7/8sjIklBBCCAkUrS5qhrMpPQEm4fB7v/u7OY2OYD3319VKPiD6gq29fFXHonV7q9mzcsx67q+3+oZrNwDE92sLa0IzaJgNez71zlVCzYfkaUVSkzR0uqkPLLpoZVtE66oXqHfpcu8Q2DTylwtRF7hXY3TRjR0NANCs+BOoMOrAV4RSudiljvHt1RgJAK0WzqFDIVXxZZkQQhojKnbVQVxcHLp16wYAHvO/XVzzZocNq9mVXhhjmDJlCm699VYMHz7cOw0lhBBCvEy44gr5h99+BWglBK8SbHKxS2jAopGhz7k/ylVx9ejqsHNTFYRK/hLuM4IANkz+zGT+3TtXZXSekBenV7VoBrVejZLeI5RtMR1qNlpfF6WD7f5HkNumP9rf2Ncr7fKlfvf1Qb6uKZjRhBOfL2uQxxTKqNhFCCHEt6jYVUfXX389AGDNmjUe27Kzs3Ho0CHExcVh1KhRNTreQw89hCFDhuDKK6/02GY0GvHvv/W71LtKpUJsbKzH+kuhjnLho1z4KBc+yoWvseaS/uDFsAl66HNOIm/l7urvUEFjzaW+VCoVtOdqh0JYwxW7Ui+Wi10Rpw+C2ezV7F0JszwayBftru58aXWHXIxqcmwtzp6wcfep1eOdkUd2Gdo3AwAkTRqpbItrn1Dj4/R96QoM2fURwpMqnypTH958HcXGi8gffDUAIP/zRfU+Xk2ozXKxSxvn3WIX9S98lAsf5cJHuXiiTPgCPRcqdtXRlClTkJiYiAULFngs3Pbll19CkiQ88sgjyvza5cuXo0uXLpgxY4bHsZ599lm0adMGN998s8e27Oxs3HTTTTVav6sqBoMB3bp1q3IObCiiXPgoFz7KhY9y4WusuSS3MiCzw8UAgJMf/1rr+zfWXOrLYDAgUqMBBEA08NfP8IVWg9NgVkdBcNhwds2R6u/Ac25kl+iDEWnVnS+xF3aGMz4ZOsmMnZ9urPfjhRXII7ui0+ViV8dJFyDnovHIG3cXtBENPHKtCt5+HXV+4gpIUCHsyC4UbanjeVALaotrzS7vFruof+GjXPgoFz7KxRNlwhfouVCxq47i4uIwd+5cGI1G3HfffcpVDDZv3ozXXnsNY8aMwRNPPKHs/95772Hv3r2YPn2623FmzJiBl19+GVOnToVarfb4LyUlBYWFhWjXrl292ssYg8PhqPFibqGCcuGjXPgoFz7Kha8x5xJxgzyVMWzNX7Ve46cx51IfjDGwc1mKDTiyS6MVUNhUHt2V9U8d1+1Sil3eLwZVe74IAti55R/KFv1Vr5m1ZXllMJjzAQBJveRil6gWMfTPJzH4mzvrfmAf8PbrqP2AeJxsPQSMAQff8P3oLo1NvhJXWIJ3R75R/8JHufBRLnyUiyfKhC/Qc6FiVz2MHj0aGzduRGlpKfr374+LLroId911F1588UUsWbLEbTjfhAkTEBkZ6TZ66/vvv8ejjz4KQL4UO+8/ALj99tvr3VaTyYR169ZxL2kayigXPsqFj3Lho1z4GnMuve/oiXxdE7DSMpz+bnWt7tuYc6kPk8mE0sICgAGqBhzZBQDoLBe7yjbVcd0uq++KdDU5X9rcNwaiALTL/Ad71xTU+bFytp8GAFi1UYhqVvmlzAOBL15HsbddAwAI++d3OEy+W6ieSQxau9zusETvjuyi/oWPcuGjXPgoF0+UCV+g50LFrnrq1q0bFixYgK1bt2LNmjXYtm0bHnzwQY95q5MnT0ZJSQk++ugj5bbrr79e/ktuNf9Nnjy5oX8tQgghpFKR0SLye8hTGbN+8s5V8AigsssjpFSGhr2qYfSF8hUZNYfrNrJL8FO7XcJ7d4KlXVeomAMZb/1c5+MU7pLX6yqNS/NW04JK73v6otjQBGqrCbvfXe6zxzEXmCEw+XL14cm0QD0hhBDfoGIXIYQQQmot9rKBAADttg2AJPm5NY2DyiEXjdThDVs0an5JZwBAZN5xWPJq/9dZpdgV5r81rWKmXAcASFr7E0oKHHU6RulBeb0uR0ozr7UrmGh0Iqxj5IXqS+fWvWhYndJs+Rxjggh9TAOPYiSEEBIyqNhFCCGEkFrremN3WEQDVMUFKPzvkL+b0yioHf4ZIZXUMQ4l4U0AMJz4Y1+t7y/a5Clv/hrZBQAtbr8Yjsg4RNtysW3Gyjodw3FcLnaJLUJzZBcAdJk2FpKgQtzpXTi5MsMnj2HOlYtdNk0EBFHwyWMQQgghVOwihBBCSK3FJWuQndYHAHD8u/V+bk3joHZY5f838MguQQDKWsnrduX9W/upjKLdPyPSyhO0GtivkNeccn63oE4L1Ytn5GKXvm1ojuwCgIQO8cjrPAQAcHSGbxaqd40etOloCiMhhBDfoWJXiAgPD8eAAQMQHu7dq94EO8qFj3Lho1z4KBe+UMhFPeRCAIBtVc2LXaGQS12Eh4dDLzJAADSRDT+1S9NTXrfLsbMOxS7X9EuD96cx1uZ86TBtHJioQmr2Dhz8tfajDXV5crErOj3wi12+fB3F3yFPZYxe9zusJVavH9+aLxe7HHrvF7uof+GjXPgoFz7KxRNlwhfouVCxK0SIogitVgtRpKe8PMqFj3Lho1z4KBe+UMil5fX9AQBRx3bBlm+s0X1CIZe6EEVRmcaoiWj4EVIJQ+SRXeHH9oBJtRsWpfLhiLTanC8RrRJR2HMEAODMuwtq9Tj2MjsiTFkAgMRegT+N0Zevo/Tb+sEY2QQ6mxG73vH+QvW2wlIAgDPM+8Uu6l/4KBc+yoWPcvFEmfAFei6B2SridWazGXv27IHZbPZ3UwIK5cJHufBRLnyUC18o5NLmoibIj2wJJknI+H5zje4TCrnUhdlshmArAxigjWz4YlerSzvCodLDYM7DwR921uq+rmKXL4p0tT1fku+XF6pP3PIHCjMKavw4OTvPQmAS7OowxLaJq1NbG5IvX0eiWoTt0qsAAJb53l+o3l4oj+ySDN4vdlH/wke58FEufJSLJ8qEL9BzoWJXiHA4HMjPz4fDUbcrFDVWlAsf5cJHufBRLnyhkIsoAuYe8lUZ85esq9F9QiGXurDb7FA5fVc0qo4+Ro+CPqMBAFkza1fgUDnPjUgL9/40xtqeL23HdUdBaheoJBt2PT6v0v3sZXas7jQF/3a7D0XHCpG/IxMAUBrTLCgWTff166jTE2PBBBHxp3fi5KqjXj22o/jcFT/DvV/sov6Fj3Lho1z4KBdPlAlfoOdCxS5CCCGE1FnCWLnYpd+xodbT38h5DosD4rlV1XXRDb9mFwA0e0Be4D1++3KUnCqp8f1cRTpfrNlVW4IoIOrh2wEAMct/RPHJYu5+hxZsR8LJbUjM2IgDF96Ggj//AwDYkgJ/va6GkNAxAbmdfLNQveQqdkXQAvWEEEJ8h4pdhBBCCKmzjjf0gkPUwWDKwek13h0BEkpsxvMLgeui/HNVwzZXdEZhYnuoJBv2vPF7je7jtDkhMicA/xXpKup69yAUJraHxlGGnU99z90n9+c1ys9RxZlIWj4fACA0D/z1uhqKslD92t+8ulC9VCIXu4QoKnYRQgjxHSp2EUIIIaTODDFa5LfuDQA48V3NpjIST65iFxMEaAwav7RBEAWI18gFDuGXRTUaqVe+CKKN8P/ILkD+PQz33wEAiFz6PUxZJrftTGII2yIXu4rvegKFSR2Vbbo2NLLLJf32/jBFpEJnM2L7yzUrftaISX4+RCp2EUII8SEqdoUInU6H1q1bQ6fzz1+LAxXlwke58FEufJQLXyjloht2IQCALav+ym2hlEttCDa5SONQ6fy6ZlTXxy+FQ6VHdMFRHPpxV7X720ttys++KHbV9Xzp/uBQFMe2kgs10xa6bTu94SQiS05BEtToPu0y9Nz8GXI6DYFdbUDa1b292XyfaYjXkagWYR8/EQAgfPMVnDandw5cKhe71NHev1Q99S98lAsf5cJHuXiiTPgCPRcqdoUIrVaLtLQ0aLWB8VfXQEG58FEufJQLH+XCF0q5dH5wJJyiBnFZ+3Bk8d4q9w2lXGqDmSUIggCn2r8fGCNSIlDQexQA4OzH1S9U7xqR5hQ1ENXe/1hZ1/NFVItQT7kNABD+y7cwF5y/UtSJefKorvxWF8CQYIAhwYChW2agS+5KNB3Q3HuN96GGeh1d8Mo1MOtjEWk8g22v/eWVY4plpQAATYz3R3ZR/8JHufBRLnyUiyfKhC/Qc6FiV4iw2+3Izc2F3W73d1MCCuXCR7nwUS58lAtfKOUS0yoW+b3kAsmpGQuq3DeUcqmNsgIjGGNwqvz/gbHp/ecWqt+2rNqF6pVil4/aXZ/zpdeTo2CMaga9tQhbps5Xbnf+uxYAoBk6yG1/lVZVv8Y2oIZ6Helj9DBfcyMAwDF7DiSHVO9jqszyyC5tnPeLXdS/8FEufJQLH+XiiTLhC/RcqNgVIiwWC/bt2weLxeLvpgQUyoWPcuGjXPgoF75Qy6XZIxMAAPHbl6Ewo6DS/UItl5oyF5WCSQwOP4/sAoC2V6ajKKEdVJINu178pcp9HWXyNEanyjftrs/5otKqoH7gHgBA1KKvkLc/F6YsE+JObgcAtLrpIq+2tSE15Ouo5yvjYdVGIbrwOHa8s6Lex1Nb5GKXLt77xS7qX/goFz7KhY9y8USZ8AV6LlTsIoQQQki9tR3bGQWpXaCS7Njz0iJ/NyfoOErPjZAKgGKXIApQ3Siv1aT75Xs4LI5K97WbAqfdPL2eGIn8Jl2hcZix595PcOibjRCZEyUxLZDahxajr4nwpHAYL7seAGD5+IsaXbigKhqrXOzSJ9AC9YQQQnyHil2EEEII8QrdTfLoLv3vP1ZZICGeJLM8QkrSBEbRqOdTl8Csj0N4aQ62v7ms0v1cxS5J7f/plzyCKCD59akAgKT/fkXZp3MBANa+wTuqyx96vH497GoDYvIOY9fHa+p8HCYxaG1yscuQRMUuQgghvkPFLkIIIYR4RfepI+QCSVkudn2wyt/NCSqOsnNFI01gFI20EVqUjZVH89jmzK10NI/zXJHOGSBFOp7247oip8doAAxxWfIFFBKvHlT1nYibqGZRKBp1HQDANOPTOq/dZTPZIDK5EB6WSMUuQgghvkPFrhAhiiIiIiIgivSUl0e58FEufJQLH+XCF4q5aCO0KB0tL25umsNfqD4Uc6kJVmYDBIBp9f5uiqL7S+PhUOkRm3sI+77ezN3HNf3SVyPSvHW+dP7kfjhFuZBo04Sj/XU9vNA6//HH66jH2zfCrjYgNvcgdry7sk7HKM02nftJgCE+zHuNO4f6Fz7KhY9y4aNcPFEmfIGeS2C2inhdeHg4LrjgAoSHh/u7KQGFcuGjXPgoFz7KhS9Uc+n0tFzsSsjcjrK8Mo/toZpLdVQOBlEUIYQZ/N0URVSzKBQMGgsAyHtvHncf57kRacxH0xi9db4kdUtB4eWTAQBF3YZArVd7o3l+44/XUXSLGBRfIV+Z0fr+J3DanLU+hjmvFABg0xggqr3/NYT6Fz7KhY9y4aNcPFEmfIGeS3C/0xOvY4zBbrdDkup/aWlCQpUoitBoNBAEwd9NIaTBJaYn4axKD7XTguJjBTAkBE7xJpBJZrloBH3gjOwCgA4v3ICCYT8i8ch6nFiRgRbD27htd01jZNrAncboMmjuXdj1USf0Gt/L300JWhe8MwmHfv8e0YXHsfWlpej70hW1ur85Vx7ZZdfSFEZCCCG+RcWuEGE0GrF9+3b07NkTkZGRHtudTify8vJgNBpht9v90EL/kCQJNpsNWq02YIdf+gPlwlebXDQaDSIjI5GQkACVStVALfSP6vqXUBXKuVjCYhFhOgvjyUKPK96Fci5VsZaYIDklOAKsv0jt0wwH04chac8/OP7w+0jb+p7biBzJ4ttilzfPF1EtosdDQ73TMD/z1+soPCkcpdfeAt23HwCffQbbE6Ohjaj5qD5rvgkCALveN8Uu6l/4KBc+yoWPcvFEmfAFei5U7AohjFWyuKzTiczMTFitVkRHRyMiIgIqlSokRqU4nU5YLBbo9fpGX5CoDcqFrya5MMbgdDphMplQVFQEs9mMtLS0Rp9jZf1LqAvVXGwRsYDpLMxnCrnbQzWXqjCzRf5BHxgL1JfX6tU7UXLVGiQeWY/V497D0MVTlW3O0nPt1vqu3XS+8Pkrl95vXoc9P89HhOkstjz7Cwa+e12N72srMEEHwOmjYhdA50tlKBc+yoWPcvFEmfAFci5U7CLIy8uD1WpF8+bNERbm/cVCA5nT6YQkSVTUqYBy4atNLhEREYiOjsbJkyeRl5eH5OTkBmolIf7njIgBAFiyivzajmDCrOemMeoCbzpgixFtse25l6Ca/gSSls/HhkeaY8CM8QAAZpVHdgViu4lv6GP0sN90O/DpG4j44n2sKTSi30eTazTCy1Xskgw0jZEQQohv0fykEMcYg9FoRHR0dMgVugjxtbCwMERFRcFoNAb0Xz0I8TYWEwsAsOfwR3YRjnNrdgn6wCwa9XpsBPKvuwcAEPXpm9j92QYA56cxUrErtPR++SrktukPtdOK+IWfYHvb8dg+YwXsZVUvheEoktfsksKp2EUIIcS3qNgV4ux2O+x2OyIi6EMHIb4QGRmpvM4ICRVCfBwAwJFb4OeWBJFzI7uEsMAtGg364lbk9LkcApPgeOJplJwqOT/9Uhd40y+J72gMGgze8SHKpr2C0vAkRBrPQPfc49jb5GKs6vcENj33G2ylnu97zmK52CUE6JW7CCGENB5U7AoRBoMBvXv3hsHgflUs11UXQ3WqmiiKMBgMtAh7BZQLX11ycb22GvMVTivrX0JdKOeiSpBHdqHAc2RXKOdSFZXDAVEUoYsM3CKAIAoY+Ns0FMe1hs5Wgu2PzlOmMfpqRBqdL3yBkIsgCuj99Gik7/sRuVfcBrM+Dlp7KZL2/IOIGdOxdsBjcNjc3/sk47liV6Rv/sgaCLkEIsqFj3Lho1w8USZ8gZ4LfZMNESqVCuHh4ZUWtUJhMXoeQRBCZjH+2qBc+OqSSyhkWF3/EqpCORdNYgwAQCgu8tgWyrlURbTbAAFQhwf2kgLaCC3CHr0XABC7dD6QdRYAIPpoZBedL3yBlIshwYAh39+Dntl/Qjv/a+SNvR1OlRYpGWvxxw1z4TaL/1yxS4zyTbErkHIJJJQLH+XCR7l4okz4Aj0XKnaFCIvFgoMHD8Jisfi7KQFFkiRYLJZGPeqmLigXPsqFj/oXvlDORZ8qj+xSGT1HdoVyLlVhVjOYxCBpAv+jWff7B6MgJR1qpwVJ+/8F4Lvpl3S+8AViLqJaRNsr0zH4u7shPv4oAKD1Hx/jj9d2nN/JJBe7VDG+KXYFYi6BgHLho1z4KBdPlAlfoOcS+J+oiFfY7XZkZWXRukEVMMZgt9tp8fAKKBc+yoWP+he+UM7F0FQudmlLPYtdoZxLVQSrRe5bdIF/oWxBFBD7zL1ut4k+KnbR+cIX6LmkP301pJGXQICEmDeewvcf52PZ12cg5GQDADQ+KnYFei7+QrnwUS58lIsnyoQv0HOhYhchhBBCvCoiTS52hZUVgElUHK4J0S4vUK+OCNwF6svrfHMf5LXorfxbpacF6kk5goD0b6dBbNUCMY5cdHt8NJreMxaJuXsBALqkaD83kBBCSGNHxS5CiGLfvn14//33MXLkSLz99tv+bg4cDgfWrVuH559/Ht27d8fq1av93SRCSA1Etzw3jVGywVxg9nNrgoPqXLFLFa73c0tqRhAFpLx4j/JvX43sIsFLCDeg7Y9vIKaJARERQFiUBtYmrZE3YCw6TrrA380jhBDSyAX+WHlCAty0adPw5ZdfIisrq8b3ufnmm/HVV1/5rlF18Mcff2D58uWYOXMmLBYL+vXr5+8m4bPPPsP69evx7bffAmjcVzQkpDEJiwuDU9RCJdlQcrIIhoTAvEpPIFE55GKXJiJ4Rki1H98Nq96/FEnb/kTSoPb+bg4JQOqObdHkv18AiwVISQHoKs+EEEIaCL3jhAitVou0tDRotcHzIbohCIIArVZbryvmvfrqq8jMzMTgwYOV2/78809s375d+W/r1q1YuXIlPvjgA6Smpnqj6V536aWXYsaMGRg1ahQABMTVGO+55x7MnTsXMTExfm2HizfOl8aI+he+UM5FEAVYwuTRXaZM93W7QjmXqqgdVgiCAH10uL+bUiuDV76AZgf/QYvhbXxyfDpf+IIql7g4oEmTBil0BVUuDYhy4aNc+CgXT5QJX6DnQiO7QoROp0Pr1q393YyAI4oidLr6T71Qq9UYMGCAMs1u9OjR3P2GDh2K1q1bY+HChfV+TF+JjZW/oKrVaogB8BdYQRAQHR2NoqIifzfFa+dLY0P9C1+o52ILj0V4aTbKTrsXu0I9l8qonTYIooDwuEh/N6VWRLWIqGZRPjs+nS98lAsf5cJHufBRLnyUiyfKhC/Qc/H/N1nSIBwOB4qKiuBwOPzdlIDCGIPD4fDK1fX0+pqtszJq1KiAmCJYHUmS6KqDFXjzfGlMqH/hC/VcHJFy4dxy1r3YFeq5VEbtsACMQQxT+bspAYXOFz7KhY9y4aNc+CgXPsrFE2XCF+i5ULErRJjNZuzcuRNmMy0UXJ4kSTCbzQ26FpRGo8Hdd9/dYI9XV3a7ndbIqsAf50swoP6FL9RzYTFyscuW7V7sCvVceBwWBwQmQZIYJC0V08uj84WPcuGjXPgoFz7KhY9y8USZ8AV6LlTsIqQBvf7661i1apXy74MHD6Jdu3YQBEH5r3///gCArl27Krd17drV41h2ux3vvPMOhg0bhmHDhqFz58644YYbsH//fo99i4uL8cQTT+Cyyy5D586d0bx5czz22GMoKyur1+/z+++/IyoqSmlnbGwsvvzyS2X74sWLERcXB0EQ0KpVK1gsFmXbb7/9hpEjR2L06NFo06YNLrjgAixatKhGj3vs2DG0adNGedzp06cr2y6++GKEh4cr23i+++47jB07FoMHD0ZycjLGjBmDnTt3euy3adMmjBw5EsOHD0fr1q2hVqsRFeW76TqENCpxcrHLmVdYzY7EWmJVftZG0lRpQgghhJD6omIXqRZjgNncuP7zxyy006dP49NPP3W7rUOHDjh06BBuvvlmAEB0dDTWr18PAFi1ahU0Gg1++eUX7N692+1+RqMRQ4cORWZmJv7++2+sXLkS3333Hb777jv07t3bbf/s7Gz0798fvXr1wu+//459+/bhzjvvxNtvv41Ro0bBbrfX+Xe67LLLsHnzZmUdq+effx633nqrsv3KK6/EF198geTkZOzatUuZ6jljxgxcccUVuOuuu/DXX39h//79SExMxLhx4/DPP/9U+7itWrXCkSNH0Lt3b49ty5cvx5IlSyq978MPP4yFCxdi4cKFWL16NVasWIG1a9diwIAB2LJli7LfqVOnMGrUKNx1111YsWIFjh49ivfee6+m0RAS8tQJcrGLFVCxqzo2Y7liVxBdjZEQQgghJFDRAvWkWhYLcNFF/m6Fd61ZA4SF+e74Q4cOdft3fn4+9u7dy13rSRAEzJw5E2vXrkVGRgYWLFiAiRMn4sUXX8QTTzyBK6+80uM+N998MywWC959913ltu7du6Nr167YvXs3FixYoIwGmzJlCjp27IgJEyYo+z7++ON48803sW7dOixYsAA33nhjnX/XDh064NZbb8WsWbOwbt06PPTQQ27bd+zYgf/973+IjDy/6PJrr70GAEhPTwcgX8njzjvvxF9//YWvvvoKI0aMqPZxBUFAp06d3ApULpUtlLho0SJ88sknOHHihFKgS09Px/XXX4/Zs2fjySefxPLlywEAf/zxB4qLizFmzBjl/vfddx++/fbbattGCAE0SXKxSyiiYld1rMXyqFeHqIEg0tVeCSGEEELqi0Z2hQhBEKDVaiud1hXKfJHJqlWr3P7bvXs3du3ahZiYGO7+BoMBn3/+OQRBwKOPPoply5Zh/fr1eO655zz23bRpExYtWoQHHnjAY9sHH3yAiRMn4qabbgIA7Nu3D0uWLMHll1/utp9Op0OvXr0AoNJRULXJ5cEHH4QgCFiyZAny8vKU2xlj+Pbbb3H77be77d+kSRMYDAYYDAbltvj4eABAVlZWjR+3sqtFVtb21157DX369EFycrLb7QMGDAAA/PPPP8rUTpvNBgCYPXu2277jx4+vcftCBfUvfKGeiz5VLnapjO7FrlDPhcdukkd22VU6yqUCOl/4KBc+yoWPcuGjXPgoF0+UCV+g50Iju0JERESE8oW+tvR6eSRUY+K6cKJKpUJERESDPGaXLl1w7bXXVrp96NChmDJlCj799FNcfvnl2LZtGzQajcd+rnWtOnXqxD1G+VFlf/31FwDgww8/xNy5c932zcvLQ4sWLSq9sqBWq4VKVbOrgnXs2BHDhw/HP//8g2+++QZTp04FIBf9OnbsiLS0NLf9N27ciLKyMiQkJAAACgsLlbb66moeBQUF2LJlC5KSkjxG3pnNZrRo0QIAkJubixYtWuCaa67BU089hYcffhhHjx7FSy+9hKioKDz++OM+aV8wq0//0piFei5hTWLhAKA1uRe7Qj0XHrvJCggA9OEN9p4ULOh84aNc+CgXPsqFj3Lho1w8USZ8gZ4LFbtItQTBt1P+QskFF1xQ5fY333wTixcvRlZWFvbt26dM8yvv4MGDAIDY2NhqHy8jIwMA8NZbb2HkyJF1aHHN3XPPPfjnn3/w+eefK8Wur776CnfeeafHvq5RXXv27MEHH3wAURTRoUMHAKi0+FZfR48eBWMMI0aMqNFUxNTUVCxatAhXXnklPvjgA/z444947733qixYEkLOi2wei0IAejNNY6yO3ShPY3Rq9H5uCSGEEEJI40DTGEOEyWTChg0bYDKZ/N2UgOJ0OmEymeB0Ohvk8e666y6PUUXlZWRkKCOb7rvvPuTn53vsYzQaAcgLqFfHNRWPd5ya3Lc2uYwdOxZNmzbF/v37sWbNGuWcu+yyyzz2NZlMuPXWWzF+/Hjcf//9mDVrFnr27FnrNtZGXbIYMWIEdu7cieHDh+PMmTO47rrrcN111wXs5XX9hfoXvlDPJaqFXJBXOy2wFJ2/Emuo58JjN1kBBpidoFwqoPOFj3Lho1z4KBc+yoWPcvFEmfAFei5U7AoRjDHYbDafjZoJZv7KZNWqVW7/tlqtuOWWW/D7779j4MCByMnJ8VjsHQASExMBnJ+iyJOTk+O277p16yrdNzc3F2fPnvW4vba5qNVqTJkyBYC8ztXChQtx3XXXQa12H0Bqt9sxcuRIzJs3D4sWLVIW0vc1VxZbtmxRCl88u3btcvt3mzZt8M8//+DHH39ESkoKFi5ciGeffdanbQ021L/whXouhgQDnKI8Fbv4+PnRXaGeC4+zTF6zy6HWUC4V0PnCR7nwUS58lAsf5cJHuXiiTPgCPRcqdhHiB4cOHcIbb7zhdtszzzyDESNGoG/fvvjiiy+g0+kwb948LF261G2/gQMHAgA++eQTnDx50uPYJ0+exJtvvgkA6NevHwBgzpw5OHr0qMe+drsdt9xyS43X5qrOnXfeCY1Ggx9//BEzZ870WJgeABYvXoyNGzciPT3dbd2xunSSrgXqS0pK3G4vKiryOG7btm0RHx+P/Px8t6tYljdnzhylCPn2228rRUMAGDduHJYtWwZRFKssNBJCZIIowBImj+4ynqSpjFVxmM5NY1Rr/dwSQgghhJDGgYpdhHiJJEk12o8xhgceeADDhg1TbluzZg1+/vlnvPTSSwDkBd+ff/55APLUx+LiYmXfSZMmISYmBiUlJRgxYgRWr17tdpyrrroKjzzyCADg0ksvRbNmzVBWVobRo0djw4YNyr7Hjh3DFVdcge7duyMpKUm53TXqqS5TO1NTU3H11VfDbDYjNjYWrVq18tjn2LFjAKBc9dDFtRYZb9RVZW1q2rQpAGDBggXKtM7Dhw/jxRdfhFarVf4NyFcLcRXfnn76abz33nuwWuXRFBaLBW+//TZef/11ZXSaw+HAN9984/Z4nTp1QkxMDCIjI2uUByGhzmaQi11lp6nYVRXXyC6nhopdhBBCCCHeQMUuQrwkOztb+Xnv3r3cfY4ePYqJEyfir7/+wsUXXwwAOHv2LCZNmoRp06YhPDxc2fexxx5DeHg4Tp06hRtvvBEWi/yX/9jYWHz55ZdQq9U4cuQIhgwZgujoaERGRuLiiy/Gyy+/jNTUVACARqPBV199BZ1OhyNHjmDgwIFISUlB06ZN0aZNGzDG8MILLyiPaTabsWXLFgDAgQMH6pTDPffcAwBK0aii3r17A5CLUNOnT8f27dvx6aef4u+//wYA7N69G6tXr1b+fejQISXbirmOHz8eKpUKZ86cQZs2bdC0aVN0794dDz30kHIly1GjRuGPP/4AADz77LPo3r07nE4nHn74YcTFxaFVq1aIiYnBq6++igULFkCvP79A9Isvvoi1a9cq//7xxx9RWFiIxx57rE7ZEBJqHFFysctylopdVbEXyGsxOrW0QD0hhBBCiFcw0qgUFxczAKy4uNjtdrvdzgoLC5ndbne73Ww2s3379jGz2dyQzQwYkiQxu93OJEmq8zHWrVvH3njjDRYVFcUAMABMr9eznj17ssGDB7PBgwezPn36sNTUVGV7fHw8kySJ/fbbb8r9UlJS2M6dO5XjXnLJJcr+ru0nTpxQtq9du5ZdfPHFLCIigkVERLAxY8awrVu3ctu4adMmNmbMGBYdHc20Wi3r2rUre/fdd93Oh5kzZ7KEhAS3x2zbti1bunRprfKQJIldffXVHudaeW+88QZLTU1lYWFhrH///mz+/PnM6XSyyy67jEVERLCRI0eygwcPsltvvZWFhYUp7RFFkfXs2ZOdPXtWOdZPP/3EOnfuzAwGAxs0aBDbuHEjY4yx0aNHs59//tmjHUVFRWzq1KmsefPmTK1Ws9TUVHbbbbe5ZcsYY6+99hoDwARBYB06dGB9+vRh/fr1Y0uXLq3V+RIKr7HK+pdQR7kwtnLQM2yv4QK25q5vlNsoF08rR7/G9houYMuueodyqYDOFz7KhY9y4aNc+CgXPsrFE2XC569cKqt5VCQwFqCriZE6KSkpQXR0NIqLixEVFVXt/haLBceOHUOrVq3cRrQQQryDXmMklK268h0kLZ+P3EtuwpCfHvB3cwLW6vS7kXB8M0yPTEffFy/3d3MIIYQQQgJWTWseNI0xRFitVhw9elRZo4jIJEmC1Wqt8XpboYJy4aNc+Kh/4aNcAFVcDACAFRYpt1EunsJyTwAArMk6yqUCOl/4KBc+yoWPcuGjXPgoF0+UCV+g50LFrhBhs9mQmZnJXfw7lLEAv1yqv1AufJQLH/UvfJQLoE2JAwAIhQXKbZSLu7K8MoSX5gAMMCdLlEsFdL7wUS58lAsf5cJHufBRLp4oE75Az4WKXYQQQgjxCV2KvEC9qoQWqK9M1uZMAIBZFwVdIk11JoQQQgjxBip2EUIIIcQnDE3lYpemlIpdlSncIU9hNMU393NLCCGEEEIaDyp2EUIIIcQnwpvGAAD05iK/tiOQle6Xi132JlTsIoQQQgjxFip2hQiNRoOUlBRoNBp/NyWgCIIAjUYDQRD83ZSAQrnwUS581L/wUS5AVItzI7scZbCWyIuXUi7upKNysUvdpgXlwkHnCx/lwke58FEufJQLH+XiiTLhC/RcBEYrLTcqNb0Mp4vFYsGxY8fQqlUr6PW0Vggh3kavMRLKmMSwN2oAROZAwobfkNQtxd9NCjhr29yEuKx9sL70FnpOHebv5hBCCCGEBLSa1jxoZFeIcDqdKC0thdPp9HdTAgpjDE6nk66uVwHlwke58FH/wke5AIIowBwmj+4ynpTX7aJczmMSQ2TecQBATPdmlAsHnS98lAsf5cJHufBRLnyUiyfKhC/Qc6FiV4goKyvDli1bUFZW5u+mBBRJklBWVgZJkvzdlIBCufBRLnzUv/BRLjJbuFzsKjstF7sol/MKDudD4ygDE0REdY6jXDjofOGjXPgoFz7KhY9y4aNcPFEmfIGeCxW7CCGEEOIzjki52GU5S1dkrChny0kAgCkyFdoIrZ9bQwghhBDSeFCxixBCCCE+w+ITAQCWE9l+bkngKd55HABgSWrh34YQQgghhDQyVOwihBBCiM+IqckAAOcZKnZVZDkkX4mRNadiFyGEEEKIN1GxK4QIguDvJhBCGinqX/goF0CbJhe7hJzzxS7KRSaclKcx6trLxS7KhY9y4aNc+CgXPsqFj3Lho1w8USZ8gZyLwOiyYo1KTS/D6WKxWHDs2DG0atUKer2+AVpISGih1xgJdbs/XQ/V1AdQlNAOA0985+/mBJSNTa5BVPFJsI9mIv3Wvv5uDiGEEEJIwKtpzYNGdhFCCCHEZ6LaySO7wkpoGmN5DosDkSWnAABJfVv6tzGEEEIIIY0MFbtCRGlpKbZu3YrS0lJ/NyWgOJ1OlJaWwul0+rspAYVy4aNc+Kh/4aNcZPGd5WKXzlYCc4GZcjkna+tpCEyCQ6VHfIcEyqUSlAsf5cJHufBRLnyUCx/l4oky4Qv0XKjYFSIkSYLJZIIkSf5uSsChTPgoFz7KxRP1L3yUiywiJQJ2tQEAkL8vO6RzkRwSmCSvHpG/TV6c3hjXHKJaDOlcqkK58FEufJQLH+XCR7nwUS6eKBO+QM+Fil2E+BFjDJdccglatWqFM2fONNjjGo1G/Pbbb7j33nuRlpbWYI9blbNnz2Lu3LmYMGECrrzySn83hxDiRWVRKQCAooOhO5XxxIoMbE67GluTLsWaW75A0epdAAB7k5b+bRghhBBCSCOk9ncDCAl2K1euxIIFCzBnzhzY7XYAQOfOnREVFYWSkhIYjUZ06dIFY8aMweTJkxEdHa3cNy8vD3/99RcAYN26dbj22mt93t6ysjLMmDEDy5cvx7p163z+eDVx4MABzJ07F99++y1OnDiBIUOG+LtJhBAvssUmAwVHUXo0G0Bnfzenwe2ftxXW+x5BpN0EADAs/ETZJrZs7q9mEUIIIYQ0WjSyi5B6GjZsGGbNmoXrr79euW3btm3YsGED9u7di//++w+tWrXC/fffjw4dOmDZsmXKfomJibj77rsxevRojBo1qkHaazAYMH36dHz44YcN8ng10bFjR7zyyit48MEH/d0UQogPsCR53S7riSw/t6ThbXnlLzjuvg9auwn5TbvDNPV5FCR3UrZH9u7gx9YRQgghhDRONLIrROj1enTu3Bl6vd7fTQkogiBAr9dDEIR6H6tly5bKzzqdTvk5NTUVH3/8MU6fPo3Fixfj6quvxuHDh5GamgoAmDlzZr0fuy5iY2Mr3ebNXGqjqjYFAn/lEuiof+GjXM4Tm8jFLulsdkjlsvPD1TC8+jQAICd9OAYsfwm6KB3YC5fj4IIdMB46i94PDQVA50tlKBc+yoWPcuGjXPgoFz7KxRNlwhfoudDIrhCh0WiQmJgIjUbj76YEFFEUodFoIIr1fylUdwzXFMXS0lL8+uuv9X48X/JmLo0J5cJH/Qsf5XKeLk0udgm52SGTS1leGWwvvQ4AyBlwFQavfx26KPkPIYIooOPEnujz/BgIolw8D5Vcaoty4aNc+CgXPsqFj3Lho1w8USZ8gZ4LfWMLETabDZmZmbDZbP5uSkCRJAk2m61BriCRlJSk/FxQUMBtS6BoyFyCCeXCR/0LH+VyXkRbeYF6bUF2QOdSlleGf8d/iO3vrFSumlhXm+74FOGlOTBGNcWAnx+DqK76I1cg5+JPlAsf5cJHufBRLnyUCx/l4oky4Qv0XKjYFSKsViuOHj0Kq9Xq76YEFMYYrFYrGKvfl5qaOH78uPJzx44dAQD5+fmYNWsWBg0ahHnz5inb3333XURHR0MQBAiCgPDwcLzzzjtYsWKFcnt4eDheeuklj8f5+++/MW7cOIwYMQLJyckYOnQoVq5cWau28nIZPny40h5BEHDBBRe4FX1c29VqNT7++GPl9tzcXDz++OMYNGgQBg0ahGbNmuH222/nFvx4nnzySYSFhSmP67Jw4UK0bdtWuX369Oke9z179izuvfdejBkzBm3atEG7du3w6quvwuFwuO1ntVrx3HPPoX///ujfvz/Cw8O5x2zI8yWYUP/CR7mcF91eHtllMGbDYrYEbC5bHpqHxD++hu7Zx7Cm2704ueponY5z7K9DSFz+HQDAMP0JZURXVeh84aNc+CgXPsqFj3Lho1z4KBdPlAlfoOdCa3aR6jEGWCz+boV36fVAA667ZLValQJQ586dMWbMGPz999/49ttv8f3338Nms+GOO+5Q9n/44Ydx7bXXol+/fjhz5gxuu+02TJ06FQAwffp0zJkzB8uXL0dycrLb47z33ntYuHAhfv/9d8TExOD06dMYOHAgLr74YixevBiXX355nX+HFStW4JZbbsHXX3+NmJgYbN261WN79+7dMWnSJNx7770A5BFsffr0QUJCAtauXQu9Xo9Vq1Zh+PDhOHLkCP79999qH/f111/HoEGDcMUVV7jdfu211+Laa6/FRRddhLVr13rc7+DBg7jkkkvw9ddfY/DgwZAkCXfddReefvpp7Ny5EwsWLFD2nTZtGlavXo01a9ZAr9fjzJkzGD16dF1iIoRwJKQnowSAxlGGstxSfzeHi0kMun+WKv9OOLYJxsuvx6p+VyBu3DB0uLFPjYpWkkPC6XtfRRyTkNP1Ygy9a6Avm00IIYQQQjio2EWqZ7EAF13k71Z415o1QFiYzx/Gbrdj/fr1ePzxx7Fz50707NkTv/zyC7RaLUaNGoVRo0ahqKgIS5Ys8bhvs2bNMGfOHFxyySX4/vvv8corr0AQBMycORO//PKLR6Fry5YtePTRR7F161bExMQAAJo2baoUeKZOnYrLLrusXourv/zyy5g/fz6Kioqwd+9epKenK9tMJhOys7Nx9913K7fNnz8fJ06cQL9+/ZSFC4cOHYr09HSsXr0aGRkZaNOmTbWP27lz50q3tW7d2qPYJUkSJk6ciKuuugqDBw8GIK+3NX36dHz++ef44YcfcP/992PQoEEAgO+//x6TJk1S2tikSRO8/fbb2LBhQw2TIYRURR+jh1UbBZ2tBIUHcoFIf7fI05HFexFZcgoOlR7Ri77CsSdmIWn/KiRtXAxsXIyDT+pQ2LIXWOvW0LdvgYj2TWA+XQDzwZOQjp+EUGoCAIjmUsSf3QO72oD0L6b6+bcihBBCCAlNVOwixAcuuugiMMaQm5sLg8GAli1bYs6cOZg0aRK0Wq3bvlVdgXD06NG45ZZb8NVXX2HatGkQBAH/+9//3IpMLm+++SZSU1PRvXt3t9sHDBgAADh8+DD2799fZeGoOs2aNcO4cePw/fffY86cOZgxY4aybeHChRg7diwiI89/i3VdcTIhIcHtOPHx8QCArKysGhW7qloQnle8+/PPP7F9+3a89dZbbrc3bdoUzZs3x8mTJ7FkyRKl2GWz2bBo0SI8/vjjSltHjhyJw4cPV9s2QkjNlEWnQJdbAlNGLtAj8D5+nJ69FEkACroNRbcRbdFiy9vY/+02ZM/9G4btaxFhykJixgYgYwOwTL5P+Ln/eEpvvgeJ6UmVbCWEEEIIIb4UeJ82iU+o1WrEx8dDra7DU67XyyOhGpNzI3hca0zVZ7QTzxov5vXOO+/gzz//xMyZMzFw4EC8//77HvswxrBs2TIwxjB06FC3bXa7HS1atAAAFBYW1ugxq8rl3nvvxffff49vvvkGr732mlK8++qrr9yKXwAwbtw4ZGZmokmTJsptGzZsQGZmJgB4rJ3lLX/99RcA4Omnn/ZY10yv16NFixaw2+3KbTfffDNmzJiBAQMGYNasWRgxYgREUcR9993ndl9fnS/Brl79SyNGubhzxCUDuYdgOZ6H+BHpAZWLw+JA5H9yBSt+8hjl9k6TeqHTpF5gEsPJlRk4s3QHrEdOQjh5Etq8M7BHxEJKawF16zRoE2OU6fG6xCgMuLd2I6LpfOGjXPgoFz7KhY9y4aNc+CgXT5QJX6DnEpitIl4XFhaGLl261O3OgtAgU/78QRRFhAX47xYbG4sPPvgA1113HY4dOwaj0Yjo6Gi3ffLz81FUVISBAwdi1apV9X7MqnIZNGgQunXrhl27dmHRokWYMGECjh49CqPRiN69e3vs36xZM1itVnz99df4448/MGrUKMTHx+Po0aM+W+g9IyMDADB37ly0a9eu2v1feeUVHDlyBIsXL8bFF1+MG264Ae+++67bFTSB4Dhf/KFe/UsjRrm4Y0nJwEGAZRUEXC77v96EMEshzPpY9Li1n8d2QRTQYkRbtBjR1mdtoPOFj3Lho1z4KBc+yoWPcuGjXDxRJnyBngtdjTFESJIEm83mdvU8Io+IkiQp4K+u999//yEqKgpnzpzBI4884rHddbnX/Px8rzxedbm41uX67LPPAABff/212wL75f35559o3749Tp06hR9++AF33303DAaDV9pZmdrmodPpsGjRInzwwQeIjIzE/Pnz0aVLF6xYscJtv2A5Xxoa9S98lIs7VRN5nUHnmayAyyV/rrwwvbH/KKi0Kr+0gc4XPsqFj3Lho1z4KBc+yoWPcvFEmfAFei5U7AoRpaWl2LBhA0pLA/MqWP4iSRJKS0sD9gUKAKtXr8a///6LVatWQaPR4IsvvsDy5cvd9omLi4MoisjIyEB2dnalx9q1a1eNHrO6XG688UZERUVh5cqVOHz4MH788UdMmjTJY78lS5bgsssuw0UXXYQXX3wRGo2mRo9fX4mJiQCAdevWVbrP8ePHYTQalX8LgoD7778fhw8fxo033ojc3FyMHTsWOTk5yj7BcL74A/UvfJSLO30Ludgl5JwNqFzK8soQt2sVAKDpHZf6rR10vvBRLnyUCx/lwke58FEufJSLJ8qEL9BzoWJXPWRkZOCmm25Cz549MXDgQPTq1QuzZ8+u9XFWrlyJUaNGoV+/fujVqxdGjBjhlaloJPiZTCbccccd+PTTT9GzZ09MmzYNADBlyhS3TkWv16N79+5wOByYPn0691jLli3D3LlzvdKuiIgITJ48GYwx3Hbbbejbt6/H1EoAmDZtGiRJwvjx491ur+3IqPIL1JeUlLhtKyoq8jhmv37yNKQZM2Zw1ykzGo24/fbbodPpAACPPfaYsi05ORlz587FxIkTUVpa6tX11wgJZRFt5GKXriinmj0b1u53lkHttMAY1Qxtr/S8+AchhBBCCAk+VOyqox07dqBXr15gjGHTpk1Yv349PvzwQzz88MOYMmVKjY/zxRdfYMSIEbj66qvx33//Ydu2bRg7diwuvvhifPPNNz78DYi3mc1m7s/VcS2UXn7BdJepU6fiyiuvRK9evQDIxaMuXbrg2LFjeOqpp9z2vfPOOwEAs2bNwpNPPgmTyQQAcDqd+Prrr3HLLbfg0UcfVfZ3TfVz7VNb99xzDwBg7dq1ymNXdOzYMQBwK8w5nU4cOXLEow3l/12xPSkpKVCp5KlFrkXwnU4nPvjgA+zZswcAlGMCwMSJExEREYGzZ89i9OjR2Ldvn7Jt9+7dGDZsGCZMmKAsrr9w4UKPv0gMHDgQABAVFVV1EISQGonpIBe7wk3ZYJJ/pgI7bU6c+S8Tu2auxb9Xv4cNzcYj8n35IhbWEWMgiHTxCUIIIYSQxoCKXXVQXFyMsWPHQq1WY+bMmcrUrAsvvBCPPfYYZs+eja+++qra4/z333+4++67MWLECGUNJAB48MEHcdFFF+Guu+7CgQMHfPVrEC/bsWOH8vO///5bo/s4nU6lWLN9+3a3bfPmzcO8efPw/PPPK7dptVpldNdHH32EefPmKdumTJmCUaNGAQDeeOMNJCQkoFWrVoiKisL//vc/zJkzB8nJycr+q1evVn7eu3dvDX/L8zp37oyhQ4ciPT1dKQxV5Fqw/uWXX8bKlSuxevVqTJkyBXFxcQCARYsW4ZdfflFGX7lGUR05cgRWq9Xt97766qsBAC+++CJSUlIQGRmJZcuW4a677gIAfPfdd5g8eTKsVisSExMxc+ZMCIKAzZs3Iz09Hc2aNUNycjK6deuGbt26uRWls7KyMGXKFKVIaTQaMW/ePPTp0wfDhg2rdTaEEE/xneQLPqiddliya/4HgbpgEsPJVUex8fGfseqqd/Fvr4exsek47I8biKLhV0P92ENI/HseoguPQxJUyG3dD11fGF/9gQkhhBBCSFCgYlcdzJo1C5mZmRg/fjwiIyPdtt12220AgGeeeYY7Uqe86dOnw263K/cp7/bbb4fFYnErdJDANGPGDLRu3Rp///23ctsVV1yBnj17eixwXt7TTz+NtLQ0ZR2tTz75BJ07d8bhw4dx++2346abboLZbMaECROU++zYsUNZoJ4xhsmTJ+OGG24AAKhUKixZsgQvvvgi2rZtC0mSYDKZcPnll2Pz5s0YPXo0AMBisaBXr15uxZ6BAwfiqquuqvXvfv/992Pq1KmVbv/iiy8wdOhQnDhxAjfeeCPmz5+PF198ETNmzEBcXBz++OMPHD58GIcOHUKbNm2U4l1WVhZatGiBl19+WTnWp59+ikmTJiE+Ph6CIOChhx7Czz//jNjYWDz22GM4duwY5s6dq0xNnDx5Mv78808MGTIE4eHhKCgoQMuWLfHVV19hzpw5Hm2dP38+mjRpgr59++LCCy9E7969sWzZsoC9lC4hwUYboYVZLxe6rSdNXj++tcSK3Z+ux6pL38Dm1LEwXXYdoj5+FUnLvkXiwTWIKjoBkTnhUOlQFN8WOb0vg+X519HyyD8YsvtjxLaJ83qbCCGEEEKIfwiMLitWa+3atcORI0cwf/58TJw40WN7mzZtcPToUSxduhSXXspf7Pb06dNo1qwZAODMmTNITU11256ZmYnmzZtDq9UiJyeHux4ST0lJCaKjo1FcXOw2/YoxBqfTCZVKBUE4P03DYrHg2LFjaNWqFfR6fY0eozEpf/qXzyXUUS58dcklFF5jlfUvoY5y8bS29WTEZe+H5ZW30PPBocj44zAKDuUhZngvNGurR8ULtZbllSFr00kU7jwJeyG/QOYstcCxYTNij2yC2nl+RKhT1KKgZU+w1m2ga98C0V2aI/GC5ojvmAhRHXh/66PzhY9y4aNc+CgXPsqFj3Lho1w8USZ8/sqlsppHRTRkoZZyc3OVtYE6d+7M3adLly44evQo/v7770qLXevXrwcAxMTEeBS6ACAtLQ1RUVEoKSnBqlWrcOWVV9ar3YIg0AgVDuqs+CgXPsqFj/oXPsrFkyMuGcjeD/Phs/j3qneRtHw+IgCYBS2WGHrjdFwXxDtykGQ5icSyEwi35gMAws79V53S8CSU9hiE2LEXocONfaCPCZ4CM50vfJQLH+XCR7nwUS58lAsf5eKJMuEL9FwCt2UBqvzaRk2bNuXu06RJEwBQ1mKq6jiVHcN1nJKSEuzZs6fexa6ysjIcOXIEbdu2haHin85DmNPphNVqhU6nUxZAJ5RLZSgXPupf+CgXjuRkYB8Q+eV7UEMCBMAenYgwUy66la5Ht9L1Hncx62NRFt8czqgYAJyCsyhCld4Rza4fhE4j2wXtIvN0vvBRLnyUCx/lwke58FEufJSLJ8qEL9BzoWJXLRUUFCg/V1yvy8U1lC4np/LLq7uOU9kxanocq9XqtpB3SUkJAHmB7fKjUKxWKwoLC2G322E0GpXbbTYbJElS/s27Kp8gCBBFEZIkgTfrVaVSgTHmdhwXURQhCAL3vjU5bmVtqslxK2tT+eNKkqT835vHraiq37W647raVNfnprI2VfW7uoakuv7vrePWJ8P6HLe+GbqOW5/zpbS0VFnHTxRFhIeHAwBMJpPHfQ0GA1QqFSwWi8faf1qtFjqdDk6nE2VlZR6PGRERAUC+AmbFLMLCwqBWq2G1Wj2uhKlWqxEWFqa0tSJXX1VWVuaRo8PhQGFhISwWi8c2lUoFg8EAxphyhdDywsPDIYoizGYzHA6H2zadTgetVgu73Q6LxeK2rXyG5fs0l5pk6HA4PK6cWj5D3nNTVYYajQZ6vV55bsrKylBYWAij0Qin06lkyHtu9Ho9NBoNbDabW58OVP/cREREQBAE7nNTVYau56ayDKt6bqrKsKrzW0qKBcAgSg6Y9dFwPP0UOt/VH8Lx47CvWA/H4VNgTZrDltQEpQkpiEpvgrRUObeanN+CKHg9Q9dzU1WG9Tm/XRmWP18YY42qj6jq/K4uQ8YYCgsLa31+B0MfUVFt+ojy54sgCI2mjwDOPze1zVAQBOV8MZlMHr+r67kJ1j6ivNp+jih/vqhUqkbVR9Tnc4QkSW7v01VlWF4w9BHl1fb8Ln++qNXqRtVH1OT85mVY2XfpyjIsLxj6iPJq8znCZDK5vYYaqo/gPQc8VOyqpfJPuFar5e7jWiCb9yRWPE5lx6jpcV577TW88MILHrfv3LlTOcEBIDY2FoBc3Nq3b59yuyAIbgU3i8XC7TxFUYTD4aj0Daj871ReeHg4BEGA1Wqt9AXqdDqr/JDKO67rBWqz2ap8gVb1BmQ2m5UXvuvxXS9Qu91eaecpSVKVb0C1zdD1wmeMcY/raq/Vaq30Q2pdMqzquXFdYVSSJI/2VpahS/k3iorPTX0zdL1RVNZ51ifD2pzfrqyryrD8m7jNZsPevXuVrAwGA/r06QNAvuhAxTb16tULkZGRyMzMxJkzZ9y2NW3aFG3btoXJZHK7Aigg5+u6MuaePXs8zomuXbsiLi4OZ8+exYkTJ9y2JSUloVOnTrBardi2bVvFCDFkyBAAwIEDBzzeYFq0aAEAKCoqQmZmptu22NhYdOvWDU6nk3vcAQMGQKvVIiMjA/n5+W7bWrdujbS0NBQVFbn1W4D8nF5wwQUA5CuZVjwPe/fujfDwcJw4cQJZWVlu29LS0tC6dWuYTCbs3LnTbZtWq8WAAQMAALt37/Y417p3746YmBicPn3a43dNSUlBhw4dYLFY3H7XAwcOQBAEDB48WPl3xQ80nTt3RmJiIrKzs3H06FG3bfHx8ejSpQscDgc3wwsvvBBqtRpHjhxRrmzq0rZtWzRt2hQFBQUeV/eNjIxEr169AIB73L59+yIsLAzHjx/3+KNLixYt0LJlS5SUlGD37t1u2/R6Pfr16wcA2LVrl1s/UNwyHEmCiFPJHRDzwT2wxtixzXUl2p6d0OSyEWjXrh2MRiMytm1D1tnDwFl5s0qlwqBBgwAA+/bt83itp6enIyEhAVlZWTh27JjbtoSEBKSnp8Nut3N/14suugiCIODQoUMoLi5229a+fXukpqYiLy8Phw4dctsWHR2NHj16gDHGPW7//v2h0+lw9OhR5OXluW1r1aoVmjdvjqKiIrdR4wcOHGh0fUTHjh2RnJzsthSES3V9RNeuXQEAp06d8nhuGksfAaDOfcSBAwcaVR8BAD169EB0dDQyMzNx+vRpt21NmjRBu3btUFZW5tEmlUqF7t27AwCOHTvmcX43lj4CqPvniAMHDjS6PqI+nyPat28PADh48GCj7SOAun+OOHDgQKPrI+r6OSImJgaA/Ade3uytxtJHAHX7HOE6Nxqqj6iqPlIeLVBfSz/99BPGj5cvT261WrnFqqeeegqvv/46unbtqlxpr6L7778fH330EQYMGKCs31XRgAEDsHHjRtx///344IMPuPvwRnalpaXh1KlTbou1Wa1W7N27Fz169IAonl+Y12azISsrC23atFGq4BU19pFdFotFKUbRyC4ZYwxms1keKcFZpyqUR3bV9nwxm804evQoUlJSlP6iMY7s2rVrF7p27aoUSsvnF8ojuw4cOICOHTvCYDDQyK5zjFklOHTqMLp26+rxHuqrv8gGw6iN8udLREREo+oj6juya/v27UhPT1f+CFgxw2DtIyqq7cgu1/kSFRXVqPqI+o7s2rZtGzp16oSwMPeV/oK9jyivLiO7XOdLTExMo+oj6juya9u2bcr7dFUZlhcMfUR5dRnZ5TpfYmNjG1UfUZ+RXbzv0pVlWF4w9BHl1XZkV/nPug3VR5SUlKBZs2a0QL23paSkKD+bTCbExXleqtx1oiYnJ1d7HN5JXZvj6HQ6jw9/gHyy8KZIiqLoMZKr/Au2qnWIeC9sF0EQ6nzfqrb5sk3lt4mi6PFvbxy3In8cty73dXUwwfa7NtRxa3u+uN5weFdjdL1h8Oj1+kqv4KhSqaqcBl1+ZGdFlfUbgGcfURFvPr7rA45Go6n0vhVHkVZU8UtJeRqNxqOIVl5Vx60qQ7VaXeV9q3puqsqw4nNTvtAFVP3caLXaSkf81uW5calPhlU9N3XNUDgjQKvVVnrf+pzf/siwPud3xQwNBoPb79cY+giXqp6byjJ09S86na7Sxw32PqKi2pzfri8XQOPqI4C6Zeg6X8LCwip93GDvIyqqTR9hMBiUTBtLH+FSl88RrvOl4vt0ecHeR5RX2+fGYDAox2osfYRLY/4cUZEvP0e4CoYVX0O+7iNqOl4r8K69HeA6deqkjHQ5e/Ysdx/X7enp6ZUex3Ulx8qOUdPj1JROp0Pbtm0rPelClSAI0Ol0dJW9CigXPsqFj/oXPsqFj3Lho1z4KBc+yoWPcuGjXPgoFz7KxRNlwhfouVCxq5bi4uLQrVs3APCY++3imjM7bNiwSo8zePBgiKKIvLw85ObmemzPzs5Gfn4+VCqVMj+7PrRaLZo2bVrlGmGhSBRFaLXaakdGhRrKhY9y4aP+hY9y4aNc+CgXPsqFj3Lho1z4KBc+yoWPcvFEmfAFei70ja0Orr/+egDAmjVrPLZlZ2fj0KFDiIuLw6hRoyo9Rnx8PEaOHFnpcVavXg0AGDVqFHeqZG3Z7XZkZ2d7zMkNdZIkwW63c9d5CmWUCx/lwkf9Cx/lwke58FEufJQLH+XCR7nwUS58lAsf5eKJMuEL9Fyo2FUHU6ZMQWJiIhYsWOCxaNuXX34JSZLwyCOPKHNrly9fji5dumDGjBlu+06bNg2CIODLL7/0eIwvvvgCoihi2rRpXmmzxWLBgQMHPBbFC3WMMVgslhrP+w0VlAsf5cJH/Qsf5cJHufBRLnyUCx/lwke58FEufJQLH+XiiTLhC/RcqNhVB3FxcZg7dy6MRiPuu+8+pZK5efNmvPbaaxgzZgyeeOIJZf/33nsPe/fuxfTp092OM3jwYEyfPh2//fYbPv/8c+X2Tz/9FH/99Rdeeukl5fKovkZf3gnxDXptEUIIIYQQQkjDoqsx1tHo0aOxceNGvPLKK+jfvz8MBgNKS0vx4osv4r777nO7UtuECROwevVq3HTTTR7Hee6559CjRw+88847+OKLL8AYg16vx6+//orLL7/c57+Ha+2hipf3JIR4h+u1Ret8EUIIIYQQQkjDoGJXPXTr1g0LFiyodr/Jkydj8uTJlW4fO3Ysxo4d682m1ZjrEqgmk6nKy5ISQurGaDRWe7lmQgghhBBCCCHeQ0MNQoRKpUJkZKTbiDMAEAQBkZGRKC4uhtls9lPr/ItG3PBRLny1ycVsNqOkpASRkZEQBMGHrfKvyvqXUEe58FEufJQLH+XCR7nwUS58lAsf5cJHuXiiTPgCPReB0YIyjUpJSQmio6NRXFyMqKioGt3H6XQiMzMTVqsVUVFRygnbmL+cE+IrjDE4nU4YjUaUlJRAp9MhLS0tYN8ECCGEEEIIISRY1LTmQdMYCVQqFdLS0pCXlwej0YiioiJ/N4mQoKfRaBATE4OEhAQqdBFCCCGEEEJIA6JiV4gwGo3Ytm0bevXqhcjISI/tKpUKycnJSEpKgt1uhyRJfmhlwystLcXevXuRnp6O8PBwfzcnYFAufDXNRRRFaDSakBkdWV3/EqooFz7KhY9y4aNc+CgXPsqFj3Lho1z4KBdPlAlfoOdCxS7iRhAEaLVafzejwdjtdjDGoNVqodfr/d2cgEG58FEuhBBCCCGEEBL4aAVqQgghhBBCCCGEENJoULGLEEIIIYQQQgghhDQaVOwihBBCCCGEEEIIIY2GwBhj/m4E8Z7KLsMpSRKsVit0Oh1EkWqcLpQLH+XCR7nwUS58lAsf5cJHufBRLnyUCx/lwke58FEufJSLJ8qEz1+5VFbzqIiKXY1MTZ94QgghhBBCCCGEkGBS05oHlSVDhNlsxv79+2E2m/3dlIBCufBRLnyUCx/lwke58FEufJQLH+XCR7nwUS58lAsf5cJHuXiiTPgCPRcqdoUIh8OBnJwcOBwOfzcloFAufJQLH+XCR7nwUS58lAsf5cJHufBRLnyUCx/lwke58FEunigTvkDPhYpdhBBCCCGEEEIIIaTRoGIXIYQQQgghhBBCCGk01P5uAPEu1/UGSkpK3G43Go0oLS1FSUkJ6JoE51EufJQLH+XCR7nwUS58lAsf5cJHufBRLnyUCx/lwke58FEunigTPn/l4qp1VPeYVOxqZIxGIwAgLS3Nzy0hhBBCCCGEEEII8T6j0Yjo6OhKtwuMSpONiiRJOHPmDCIjIyEIgnJ7SUkJ0tLSkJmZWeXlOUMN5cJHufBRLnyUCx/lwke58FEufJQLH+XCR7nwUS58lAsf5eKJMuHzVy6MMRiNRjRp0gSiWPnKXDSyq5ERRRHNmjWrdHtUVBS9QDkoFz7KhY9y4aNc+CgXPsqFj3Lho1z4KBc+yoWPcuGjXPgoF0+UCZ8/cqlqRJcLLVBPCCGEEEIIIYQQQhoNKnYRQgghhBBCCCGEkEaDil0hQqfT4fnnn4dOp/N3UwIK5cJHufBRLnyUCx/lwke58FEufJQLH+XCR7nwUS58lAsf5eKJMuEL9FxogXpCCCGEEEIIIYQQ0mjQyC5CCCGEEEIIIYQQ0mhQsYsQQgghhBBCCCGENBpU7CKEEEIIIYQQQgghjQYVuwhphCRJ8ncTCCGEEEIIIYQEMEmSIEkSysrKAACNaUl3KnYFkUWLFqGkpMTfzQg4lMt5rs5JFOWX9uzZs7FmzRp/NilgVOy4qSAoo1z4XLlQHudVPFecTqefWhJY6DVESP01pi9X3kbvR57ofKkafTfi++6773D48GF/NyNglP/eePz4cfzyyy8AAEEQ/Ngq76JiV5BYsWIFxo0bh7///pve7MqhXGSMMUiSpHROS5cuRYcOHXDXXXdh+/btAEL7Q1L5bE6cOAHGGH1QAuXC4/r9Xbm4Csehrvy5kp2dDQBQqVTK9lA9b8rnUlRUBIDOGUA+HywWC/755x9/NyWgUC6eKn5+sVgsHttDFb0feap4vphMJrftofxZ14W+G/Ht2rULkyZNwuLFi2E2m/3dHL+q+Dr6448/MGrUKKxcuVLZ3lio/d0AUjMnTpwAAHz11Vfo168f0tLS/NyiwEC5yKMrVCoVBEHAwYMH8fDDD+PPP/8EAGg0GixfvhwPPPBASH5IYoxBEASIoogDBw7gscceQ0FBAQoKCtCqVSs899xz6N+/v7+b2eAoFz5XLgDw22+/4fvvv0d0dDTCw8Nx3XXXoXPnzjAYDJAkKeReT6Io4uDBg5g2bRqKi4uRn5+P7t274/bbb8dFF13UqP4KWBuu19Czzz4Li8WC4uJiXHTRRbj55pvRvn17fzfPbwRBwKpVq/D+++9DrVZjyJAhIfm6qYhycefqcwVBwOHDhzFjxgyYTCbo9XoMHjwYN910U8j2LeXfj5YvX44FCxZAr9cjISEB48ePR3p6usd+oaD8+fL6668jNzcXkZGRGDRoEO6+++6QfS2VR9+N+DIzMwEAixcvxqBBg0Lyc66L63V06NAhPPLII/j9998BAIMGDVK2NxqMBDSHw8EYY2zOnDlMq9UyQRDYe++9x2w2m59b5l+Ui7vS0lL20EMPMUEQmCAIrHXr1mzhwoXstttuY/3792enT5/2dxP9xmazsWnTprHBgwezTz75hJ06dYo988wzLDk5maWnp7M1a9YwxhiTJMnPLW1YlAtfRkYGmzx5Mhs9ejSbPXs2mzBhAouJiWF6vZ5df/31zGQy+buJDcrpdDJJktg777zD+vTpwz777DOWkZHB7r77bpaUlMQEQWBPPfUUy83N9XdTG5QkSczpdLLXXnuN9evXj82aNYtt2rSJXXHFFSwsLIxFRUWxGTNmhNzrx+XIkSOsQ4cOTBAENmXKFFZWVsYYC73+pCLKxZPNZmMvvvii8vml/H9Tp05lhw8fZoyFZkaZmZns2muv9cilbdu2bP78+f5unl84nU729ttvK1moVCrl59mzZyv7hCL6bsTnOh/+/PNPJZepU6ey/Px8xljo9S1Op5PZ7Xa3743R0dHs3Xff9XfTfIKKXUHilVdeYQMHDmQpKSmsQ4cObM+ePf5uUkAI5VxcnfNHH33EYmNjmSAITK/Xs+eee46VlJQwxhj78ccfmSAI7OzZs273CSWLFy9md955JzMajW63z5kzhwmCwF5++WU/tcy/KBe+hx56iL3zzjtut61Zs4Z169aNCYLAJk6cyLZt2+an1vlHQUEBGzp0KNu6davb7atWrWIRERFMEAR28803s6NHjzLGQueLxokTJ9jQoUPZgQMHlNusVitbsGCB8gFy+vTpIdn/zp8/n3Xr1o0ZDAbWrFkz9sMPPzDGQisDHsrF08cff6y8XiZNmsQmTZrEBg8ezARBYDExMez1119nVqvV381scEajkY0fP17J4ZZbbmEDBgxg8fHxTBAE1qdPH/bvv/8yxkLr/Nm/fz+LiYlh8fHx7Nlnn2Vffvklu+2225ggCKxp06YhlUVlQvm7UVU++ugjNnToUNa3b1+WmprKli5d6u8m+U1ZWZnS7953333s1KlTyjZX0bSxoGJXgHN9aXj//ffZihUr2IQJE5ggCOzxxx8PuREG5VEu57Vt21b5Eu76Cyhjcme1fv16Fhsby2bNmsUYC60PRJIkMZPJxPr3788eeeQRxhhT/rolSRLLzs5mTZs2ZVOmTPFnMxsc5VK5//77j8XFxbHjx48zxhgzm81u2zQaDRMEgd1+++1uHwwau/fee49FRESwvLw85Vxx9cGffvopa9WqFRMEgd14443+bGaDe+aZZ1hqaiqTJIlZLBbG2Pk+9oUXXmBhYWEsJiaGPfnkk/5sZoNbu3Yt++yzz9jmzZvZXXfdxQRBYFdeeSU7c+YMYyx0iqEVUS7unE4nKygoYJ07d2Z9+/Zl+/fvZ4wxZrfbGWOM3XzzzUwQBDZs2DCWk5Pjz6Y2KFcf8ueffyojAF1/wGSMsb/++ot17dqVaTQa9vLLLze6L6bVeeyxx1iTJk3cPu8yxtgVV1zBBEEIuT9GlUffjfhcuXz77bds7ty57NFHH1WK6ydPnvRz6xqeq+8dM2YMmzdvXqX7NJbvjDSx2Y9YDRZ/c80937BhAwRBwNSpU5GQkIDZs2djy5Ytvm5iwAq1XHjnCmMMVqsVAwYMwBNPPIH58+ejbdu2kCRJWccrNTUV0dHRyMjIgNPpbFxzsM+p7HUkCAIKCwtx6NAhREVFwWq1QqPRwG63QxAEREVFITIyEv369WvgFvsX5VK5rVu3KvkAgF6vByCfY3379sUzzzwDQF7Pa+HChX5rp7dV9hpy3b59+3ZYLBaYzWZoNBq3NWImT56M2267DZGRkfj2228xf/58AI3jSo1VvUczxrBlyxbY7XYUFRVBp9O53efhhx/GDTfcALPZjFmzZinrYYTCYsH9+/fHnXfeid69e+PKK69Ep06dsHLlSuU101jX1KnuMx3l4k4UReTk5CAvLw+fffYZOnbsCKfTqeTwwgsvYOjQoVi1ahWKi4urPFZj4upbV6xYgaFDh+LTTz9FZGSk0qeOGjUKjzzyCAwGA3bs2AGVStWo+pWqnmOn04nNmzfjlVdeQdu2beF0OmG1WgEA9957LxISEpCSklLtcYIRfWesO1cua9euhVarxT333IOePXvil19+wYoVK+BwOPzcQu+r6nwRRRFRUVE4ffo0evbsCQAoKSnB8ePHsXLlSpw8eRKiKCp9UbC/lhrnO2uAc70p1aTwwBiD0+lE06ZNkZKSgr59++KGG25AUVERPvnkE+Tn5/u6uQ3G9WLKyckBUPWXpVDJpapzRRAE6HQ6CIKAVq1aAQDsdjtEUYRKpQJjDC1btkTLli0b5QeimryOwsLCkJycjO+++065nK5GowEA7Nu3DyqVCiNGjFDOp8agJq+jUMylqnPf9TuWlpaioKAAx44dc9vuyvT+++/H0KFDkZOTg3/++SfoL19dm/cip9OpXKXHtbApYwxhYWG49tprceWVVwIApk6dCrvdrvRBwai6XFzFPtd/27ZtU7aJogjGGCIjI3H77bdj4MCBKC4uxksvvQSHwxHUBQ1XLmfOnKlyv/LP/eDBg3H11VfDbDZjwYIF2L17t9uxGoOavo4oF0/Z2dkYOnQounfvDkmSoFKplNdIixYtcPnllwMAduzYUe2xgo3ZbOZ+yXadI1FRUbjqqqsAQMnGlemoUaPQq1cvbNu2DaWlpUHdr7hUd764MujevbuysLhKpVL+0KDT6XD55ZejtLS0Uf1xl74z8tX0/aj8vm3atEF8fDxatWqFiRMnwuFw4Ouvv8bBgwd92taG5Oo/Kp4v5T+PuQZE9OvXD0899ZTyx7nWrVtj3LhxaNmyJYYOHap8bgn211Lw945BhjGmvCktWbIETzzxBF577TUsX75cGU1Q/sulIAhQqVTIzMzEqVOnAMh/vejUqRN++OEHLFu2DDabreF/ER8QBAFHjx7FPffcAwBVflkKlVxc58rcuXNx0003YerUqZg9ezaOHDmi7HPzzTcrlXlXwaK8YcOGYfPmzcjJyVG+iAW7mryOALmoc9VVV+HYsWO47bbbcN9992HWrFlYuXIl/v77b4wcORIajcajMw/mjGryOgqlXFxtFkURTqcTb7/9Nt5++23MnDlTKVapVCoA5y95//PPP7v1w6IoQpIkxMbG4v777wcAbNmyBbt27WrIX8XrXK+h33//HY8//jjeeustrF+/XvkC5holmpiYCADYv3+/22XeXedGhw4dcN1116Fdu3bIycnB22+/DSB4z5fq+hZJklBWVga9Xo+8vDyPoqcrlwEDBmD8+PFITk7Gpk2b8OWXXyqPEYxEUURWVhamTp2qXNWqMq5iaHh4OK666ir0798fmzdvxnfffaccq7Goyft0+S8goZBLTd+jU1NTcfr0adhsNrff3fXldMKECRAEAc2aNWvYX6ABzJkzB99//73H7a7+4+zZsx6f6VwZpaamolevXjAYDAgPD28URdLqXkeiKKK4uBi9e/dGmzZtlPu5fvddu3Zh4cKFmDhxItq1a4cPP/wQGRkZbvsEG/rOWLnavB+5Mty2bZtS8JswYQKGDx+OVatW4bffflNGjwY7V/8xd+5c3HfffXjxxRexZMkS5ObmKvu4PvPabDb8+uuv+Oijj7B06VIA518rq1evxvPPP48nnnhC+QNwsH52oTW7/GDnzp1s6NChbldWiYqKYsOHD3dbI4Yxee5+WVkZu+aaa1hxcbFy+4wZM5ggCGzgwIEsLy+PMcbYnj17gvrKEgUFBeyGG25ggiCwl156iTFW+SJ5oZLLzp072ZVXXsnGjRvHPv74YzZmzBhlsdL333/fbR2HysyaNYvFx8ezJUuWNECLG05VryPXFa4YY+z48ePs4Ycf9thPEAQmiiKLiIhg6enp7JprrmF//PFH0J0jFdX0dXTixImQyuXbb79lgwcPZrfccgu74447mCiKTBAE9vDDD7PNmzczxuS+wpXFjz/+qKwdI0mS8vOaNWtYQkICEwSBvfDCC4yx4F1rZ+/evWzIkCFu50DTpk3Z66+/7vZ8v/fee0wQBHbBBRcoi9C7uPbLyclhU6dOZYIgsI4dOwb1Gjs1fY9+5plnmCAIbPDgwR6vMVcuGRkZbNy4cUwQBHbJJZewwsLChvxVvEaSJFZSUsKmTJnCBEFgDzzwQK3u+8EHH7Do6GjWoUMHtnz5cuX2xqCq9+kPPviAFRUVMcY8+4lQyKW615HZbGY//PCD8nmtPKfTyUpKStiFF17INm3a1NDN9wnXc7tr1y4WGxvLoqOjPdYMcp0nu3btYp999pnHMcpfWa5///7KeoHBrrrPuwUFBYwx+b2m4mukoKCAde/enQmCwAwGAxMEgUVERLBrrrlGee8OVvSd0VNt349cr5m7776bHTp0SLn922+/ZQkJCaxTp05s+/btjDHGtm7dyrKzs5XHCTZbt25lV111Fbv66qvZK6+8wnr37s0EQWCtWrViP//8s9vabdOmTWMGg4FNmjSJPfvss2z16tVsyZIl7LvvvmP/+9//WEREBAsPD2fPPPNM0H7OZYwWqG9wBw8eZO3bt2eCILDU1FR26aWXsrS0NOVL5oMPPsgYO//CdL3QJk6cyHbs2KEcJzc3l40YMYIJgsCee+45ZRHCp556qsF/J29Zv34969WrFxMEganVapaVlcUY439RD4VcJElid911F3vjjTfcbv/kk0+US5ffcsstlXbGrtuPHTvGBEFgX3/9NWMseL+Yl1fT11H5bP744w/29NNPs5EjRzKdTsfi4uJYeHi4cjU54dzVLF988UWP+waT2ryOGAuNXDZv3syGDRvG1q9fr9y2detWpa9o06YN27dvH2OMKR+eevXqxb1Sz7x589hzzz3HBEFg6enpQZkHY4wVFRUpv3/Xrl3Zk08+ybp37860Wi1LT09nGzduVPYtLi5m0dHRTBAE9uGHH1Z6zN9//521b9+excTEsJ9++qkhfg2vq2nfwhhjhw8fZuHh4UwQBOX35X2x+uyzz1h8fDxr374927BhQ0P9Kl63Y8cOpTiqVqtrVIBwvT6OHDmiXFnulltuUf5QE6yvH5eavk/zCl2MNd5cqnsdub6cVleIKCsrY+3bt2enT59uiGY3mNdee03pUx999NE6HeOdd95hd955J2Ms+D/X1fXzrusPUc8++ywbMmQImzdvHvv111/Z008/rdzvgw8+YIwFZ0b0nbFydXk/mjhxIlu2bJny78LCQnbHHXcoFx5y9cWTJ0/2ZdN9xmw2s4kTJ7JPPvnE7fZnnnmGxcfHs8jISPb4448rtx85coT9888/ykVSKvrpp59Y27ZtWZs2bdw+EwYbKnY1MNdfvl9++WVmtVqZxWJhhw8fZq+//rryxfLEiROMsfOd16lTp9gll1yiXBnB9aX1xx9/ZFqtVhmh0L59e/bjjz/67Xerj3379rHnnnuOffHFF+zyyy9XLmXPWOUf+hp7Lhs3bmRqtZqtWLGCMcZYaWmp8v/FixczrVarnEuV/RXC9dePbt26seuuu65hfwEfqs3rqOKHaafTya644gq2YcMGtnPnTrZ161b22WefsVtuuUW5r2ukT7B94ajN66jivxtjLq4+9LbbbmPDhg1jjMlXnnS1f8+ePUpOQ4YMYXv37mWnT59mKSkpTBAE1rx5c/bee++xo0ePspycHDZt2jT2yCOPsF27drHmzZuznj17sqysrKDJg7Hzz93ChQuZSqVir776qrItIyOD3XvvvUytVrNVq1Yxxs4XSV2jmFq2bOlxJUrXMfPy8pRRTF988QVjLPi+YNSmb8nPz1eKo+3atVOO4crD9f/Tp0+znj17MkEQ2J9//skYC75cjh49yl544QW2ePFidv311zNBENg111xTqyvBff/99ywtLY0lJyezuXPn+rC1Dccb79ONMZe6fNatyOl0siNHjrA77riDWa1Wt9wyMzOVL2jB1P/a7Xb2xx9/sKeeeop98MEHTBAEplKpajVyzfWamzNnDnvnnXcYY3IG5UeTBpv6vI4kSWJLly71OA+2bNnCVCoVGzhwYNCOqKXvjHx1eT8qLi5m1157LSsqKnLLZeXKlSwhIUHJpUOHDsrggGDhOvd///13ptfr2a5duxhjTJnlUlBQwN5//33ldfTll19y/9DgOofKb5s/fz4TBMGjgBZMqNjVQFwn4siRI9kzzzzjcTtjTKkuv/322x7br776arfK688//8yaN2+udHZ9+vTxmF4STLKyspS/aG7evFn5vf777z/GmGfBIhRymT17NtPpdGzlypXc7W+++aYy7ejzzz+v9AOj2WxmY8eOVb6YBzPX837xxRdX+jq67bbbPF5H5f3xxx+sd+/e3G2vvPKK8qYZjM6ePau8jjZt2lTt66i8xpqLyWRi3bt3Z+PGjeN+EMrIyFBG59xxxx2srKyMrV69WplCIYoi69SpE0tPT2dvvvkmY0yeRhEfH8+aNGkStFNInn32WTZu3Djl365sfv/9dxYbG8t+++03t/13797N2rZtywRBYE888USl/c27776r/JU0mNTmPfqtt95Stv3222/Ke47r/Cifjev+06ZNY4IgsGnTpvn8d/GFgoICZTpedna20rfUZASfK4Pc3Fx2zz33MFEU2aWXXlptsSMYfP7553V+n26MudT1s25lx9mwYYPbSARXP/Xvv/+yBQsWeLXtDcFut7MjR44ov9/kyZNrXTgu36f8/PPPHre/9dZb7MiRI15uuW/V9fNuxdeIK0PXZ517772XJScnVzpyJVDRd8aqlX8/ysnJqfb9yJXLFVdcwXbu3KncXjGXjh07si1btvj+F/CRl19+mSUmJrLDhw97bDOZTOyJJ55QZjMsX77c4w9zPKWlpaxHjx7s+uuvr3bfQNU4VsIMAoIgoLi4GJmZmbj22msBQLlaiGsxuEceeQQAlMUD2bkrPh06dAhWqxWpqanYvXs3hg4dinHjxiEzMxMjR45EYmIiDhw4gNOnTwft5VOTk5MRGRkJSZLQu3dvPPTQQwDky7cDgFqtdts/FHLJz8+HzWbjLkIJAI899hj69u2LM2fO4LvvvsOmTZs8jiFJEvR6PXr27Injx4+7LS4djFyvo1OnTlX6Onr88ccBuL+Oyv9/6dKlsNlsShZOp1PJ9pFHHkHnzp2RnZ2tLFYeTFJSUpTXUZ8+fZTXT2WvI6Bx58IYg9FoRE5ODgoLCz2uSOp0OtG69f/bu+/wKKq2DeDPSU+AhEgJoYUEQYpUaaEkQKgiIKBIERAUEGnSfKV36SBSRaqgIlUEhKB0UECKQJAWEiBBekknm+ze3x/5ZtjNng0pm2zh+V3Xd32+uzuTmZtz5sycmTkngGbPnk1ERNu3b6eVK1dSw4YNaffu3bR9+3batGkTffnll7R//34aNWoUEREVKFCAihUrRkWKFCFnZ2ebm7FSq9VSYmIiffrpp0SUdpxQBnCtWLEi1axZk2rXrm2wTNmyZWnQoEFERLRgwQL6448/DLJU/vu9994jZ2dncnFxMfjc2mWljU5JSVGXqV27NnXp0oWIiMaPH09Xr141GGhbqV8dOnQgorQZ1ohsJxeFt7c3eXl5UUpKChUtWpSmTJlCRETTp0+nZ8+eZbis+P8BcwsXLkwdO3akKlWq0JEjR+jnn3/O7c3OdY8ePcp2O22PuWT3XFe2HiKi8+fPU7ly5dTfKwMrb9y4kZKTk9X12wonJycqW7asun8zZ84korS2Z8eOHZlahxCCNBoNJSYmUnBwMBG9yPjRo0d06dIlKlCgQO7sQC7J7vlu+gkdlPKh5NurVy+KjY21uYkf+JoxY/rtUZEiRV7aHgkh6M6dO+Tq6kpVq1alsLAwg1xat25NVatWpZs3b9KlS5coKSkpj/co57RaLd26dYsePXqkDkavX4/y5ctHY8eOpYCAAIqIiKC1a9eqA88r9UXG0dGRKlasSK6urjY7y6lt1X4bptPpyMvLi5o1a6Z+phyUlYNwqVKlqGHDhnTz5k0ielH4nJ2dqVChQtShQweqVq0aHTlyhOrXr0+//vorhYaG0sCBAyk+Pp4WLFhg89PKKlkMHTqUfH196a+//qINGzYQERkdlO09F6VjYvXq1UT0orwQvchixowZJISgY8eO0cGDB40O0EoZatq0KcXExKizhtnSyaG+zNSjkiVLSuuRIiYmhhITE+nu3bvq8o6OjvT8+XNydXWlwoULU5EiRcjNzS0P9ih3KFkMGTLkpfVIYY+5CCHI1dWVnj9/TgcPHqTLly+rMysSvcjps88+o6CgIHry5Ant3LmTzp07R0RE7du3p06dOlHPnj3Jx8dHrTf37t2jiIgIKl++PDk4OBjUTVvg6OhIfn5+5OHhQURpOSj1JDk5mSIjI2ngwIE0YMAAWrduHRGlzeD58ccfU+vWrSklJYVmzZpFJ06cUNepZKlcWPj6+hp8bu2y00YTERUtWpR69uxJwcHBpNFoaMyYMXTr1i31eyXXuLg4IiIqWLCgwTptjdIujRs3jkqWLEnnzp1T26iMKB0aDRs2pI4dO1Jqaipt27aNzp49Sw4ODmo+tkYpI9ltp+0tl5yc68o8fvyYKlWqRERELi4uFBMTQyNHjqTly5ernUO2dvxVaLVaKl68OE2dOpWIMtdxrEhISKCkpCTKly8fEaVlcOnSJeratSutW7eOrl69mlubnSvMcb6rT1k+OjqaQkJCyMfHx6ZmkuNrxsyRtUerVq2S/rZAgQKk1WqpefPmVLVqVYNcdu/eTUOHDiVHR0datWqVzdUfAOTo6KjOnL127VoiMqxHOp2OChQoQPPnzyeitFnHT5w48dLrQVdXV9JoNFShQgWbPdbya4x5KDY2Fl9++aX66GV6Op0O7du3V9/BVx7HvXLlCipXrqyOl7Jo0SKD15Fu3LihjgeyevVqm3zEUGbRokUQQqBYsWJqFvqPLF+9etUuc1G288iRI/Dw8ICnp6c6sLbstQblMfimTZuaHKvh5MmT8PHxMRhc2VZltR7pZ6bVatVX8mbNmqWO46CUr+fPn+Odd96xm5mfgJfXI+V/22Muyn4qg44OHjzY6DfKPh44cABCCLi7u2P16tVGA77qHz+UWRttcRB2ZT9MzeQ6aNAg9fVN5dH+//3vf+o4KZGRkQgICIAQAm3atMGZM2cAvMjx0qVLqFGjhtEMY5aWmeN/Vo8t+u3NmTNn1NdhBw4cqM74pNFoAKQdz2vVqiWddS6vZebVhYwo+71582YIIVCkSJFMvTal/L1z586hUaNGcHFxQVBQEEaNGoXXX3/dpl6rMWc7bU+5ADlro/XFx8ejX79+anlbsmQJChQooB6XlHEBbZV+/StVqhSEEJg3b16mlj106BAGDBgAIG2ykSFDhqi5lCxZUh1f09rlRj3SX3b69OmYOXOm0fe2gK8ZMyez7dHdu3fV4Sn8/PyMcomOjsa7776rDuJvS0NUKP+G33//Pdzc3FClShVcvHjR4Dt9LVu2hBACnTp1UsexlY3rq9PpcPv2bVStWtWmJ9fhzq48ohQi5YIhPeUg1a9fPyxZssTo+zlz5uB///sfoqKiDJZRlps/fz7eeecdg+9tXWxsLOrVqwchhPrOevoxDWbPno1Ro0YZDJhsL7n8+++/aNiwoXrxlJ6yj9evX1dPcpSpy2VjP5QvXx7vvvuuTR3A08tpPQLSBqMsV64cvLy8MGPGDHVdoaGhaNGiBQYPHoyEhASrOAEwx5gtmalHALB//36UL1/eanNR/u69e/eyNP6GRqPBjBkz4OrqikqVKuHs2bMA5Nkqg6srYxOYyn/WrFmoVq2aOvinpegPsqqMy5YThw4dQtWqVfH+++9j3Lhx6sCv7u7uWLFihbq/+/fvR/v27SFE2oyUu3btgkajwcGDBxEUFIQxY8YgJSXF4nXo9OnT2Lx5c6Z+a45jy6ZNm9SZUJs0aaKO/XHo0CE0aNAA06dPl55U5hWdTict0znZnsaNG5tsozLSq1cvtd1q3rw5Ll26lO1tMJfs5GDudtrWczFHPVJERkZi+PDhOHHiBKpUqaLm0qlTJ5schF0mux3H69evx44dO7Bx40aDDsDRo0cjOTk5tzfb7HJSj9KPRarcYDh8+DCmT5+uDnZvS/iaMXte1h6tW7cOEydONLpmVNrFH3/8ET169FDHTbQ1hw8fRkBAALy8vIxmNgVgcL6o1CNlMHtFUlISgBf1aseOHeqMpraKO7uyISuzD2WFVqtF8+bN1TvC+n/rypUrBr9TDoSmBmnMa7n193fu3Gk044j+gUm/kbO2XHL6t7VarTozWsWKFdXpctM/qQQA/fv3NzkotFKG3n33XQQHB1tFZ1du/rvI6pHyufK0ydatW9U7XzVr1kSDBg1Qt25d7N+/P9e2K7NiY2PRokUL9SkqcxxvTNUjfTqdzipzSX+B/sMPP2R5CuQ9e/bA398fbm5uGDVqlNH3Shbnz59Xc0r/ZJJybLl06RJ8fX3Vu8WWOsbo//tduHAB06ZNQ0pKSra3JzY2FuvXr8fhw4cNPl+3bh0CAgIQGBhocIc5ISEBo0aNgr+/P3x9fREUFISmTZtavA7pdDokJSVh9uzZGD58uFk7CzJzbImOjkbPnj1RsGBBlC5dGsHBwWjWrJnFc9EvL1evXkW9evXUk+HsdPIobe+5c+fUOnP06NFMLXvz5k34+fmhQoUK2LdvX5b/tjmZqi+ZzcRc7TRgX7m8bN2yegQYziS4Z88eFClSRC1fVapUsXg9AnLvmJ+VjuNBgwbhtddeU7Pp2LGjwROAuXWdYoo1nO9u2LAB7733Htq1a4fq1asb3HCwlLw+17WVa0bAvGX0Ze2RbL/1c8np087mktN/l9TUVHWG8WbNmqk3d2Wzr3/wwQcQQmD8+PHq58eOHcNnn32Gt99+G82bN0fNmjXRrFkzhIWF5Wi7LI07u7Lo/v372LJli9mnsVUqap8+fYzuiEdHR2P37t0AYHV3bPQrZnJyMs6dO4c7d+4YdELl5OCh1WrRtWtXCCHw/vvvZ2o7LE2Wiam7My9bx9GjR+Hv7w9nZ2f07NkTcXFxAIwPzH/88Qc8PDzQrl07k3exZCeWec0c2WTkZfVIf4a5u3fvYteuXdi6datVvY6mNNYtWrQw2zpfVo/0c7KmXPRPhq5du6Y+TbR69eosr0d5/aFKlSrqhWT6mdE0Gg3atWsHIYTRbISKNWvWYOrUqdnYG/PQ3+akpCR8+eWXEEIgX758Zv07SlsTHx+PWbNmQQihnvDoH9+fPXuGu3fvWvyiQt9ff/2FIUOGqMdLc8hsGw2klbc7d+7g+vXrme4Ayi3py8uIESPUi4E+ffqoT0HkZN3Kxefbb7/90nOUhIQEtGvXDtOmTcv23zUH/VwSExOxZs0a7Nq1K0sd6eZsp+0pl4y8rB799ttv6v+eOXMmhBDInz//S58Cywv62dy/fx8JCQkG/47ZPQ/NTsdx8eLFIYTAm2++adABmJqamqcX7Pp/KykpCXv37kVYWBgePHiQ6XWYox6FhYWps+oVKlRIvRllKebIJSO2es2oyI1r6ay0R9Z0zQiY51paOV/etWsXHB0dkT9/fkyYMEF9Uiv9a74rV66Es7MzBg8erP79pUuXqsegQoUKYcaMGWbbR0vizq4sWrJkCTw9PfHLL7+YvUF59OgRPv74Y6SmphocvHbu3Im2bdua9W+Z25o1a/DGG2+gdOnScHZ2xttvv40ffvjBLOs+e/YsXF1dIYRQpyW2hqeTXmbNmjWoUqUKihcvDmdnZ/Tr1y/DsQhMGT58OFxdXeHj44Ply5cDMD7onT9/Hr6+vqhfv775diAXmSsbGVuuR0DanW1nZ2cIIdRpxdM/pp8dtlqPkpKS1OmShRDw8PAwuCB6GaU8HThwAP7+/nByckLnzp0RExNj8D2QlsfYsWMhhMCBAweM1vPNN9/gww8/VKeutuRdwNWrVxvc2R82bFiOnuzKyKFDh1CiRAkcOXLE7Os2l/RP3k2ZMgWAeU9qbenYkv51ye+++w7e3t7qa6l+fn5o0KBBjl43VbJ9/Pgx3NzcIITAhg0bAMjv2sueyLa0tWvXonr16ujQoQP8/Pzg6uqKTz/9NMtjq+WknbbnXGQyU4+SkpJQt25dg04Pa6B0GNeqVQuBgYGoUKECRo8ejYcPHxo9PZMVsgt1pX1OX44OHjwINzc3ow5AS7ZHK1euRO3atdGqVSt4e3ujTJkyGD16tPpKZma3LSf16NixY9i0aRPi4+PNsEfmYa5cZGypPUovN66ls9oeWSNzXUt37twZQghUrVoV27dvl/7m999/h5OTk0FZefToEdasWYM1a9ZYVT3KKe7syoIrV66gWrVqEEKgbdu2Bu/8voz+2CqmrF27FrNnzzb47OjRo6hSpQoaNWpk9qfJzOHu3bvqEyNCCIOLL2dn55c+cp6ZXACoF6A1atQw+NyaTg6BtP1JSEhQB3lWBkIUQsDV1RVt2rR56Ylb+kwiIiLQqlUrODg4oEKFCuprOelzK1asGLp162a1B/XcyEbGFuuRvh07dsDX1xdCCPj7+6ufZ3RCYG/1SKF/p1sIgf79+2dp4HOtVmtw4TF58mR4e3vDw8NDvWOVPtclS5ZACKF2vipu3bqFzZs3W/wEQKfToW3btmomzZo1y9LAoZktK/oSExPx+uuv4+bNm1nd3Dyj/DtOnz4dlSpVMjkAf0bL2+Ox5fDhw+o4Ysp4dDdv3sTevXvh5OSEu3fvAjB9fHlZLvpjwAghUKlSJTx8+FD93ho71HU6HR49eoTu3buje/fuuHz5MgDg8uXL6NevH4QQWLx4cZaOufbQTudGLjIvq0dPnjwBkHbRag2UNmTfvn2oV68eRo8ejTt37mDbtm0ICgqCEALVq1c32TmTfj0Zfad/of7TTz9Jf5uSkmLQDlnyKRWdTodRo0ahXbt26vhPhw4dQrNmzSCEQEBAgMFTgbJBsHNajyz96pmMuXORscX2CMjda2lbbI8A819Lh4WFoWLFinBwcEDLli3V18P1f6PRaODm5oYRI0ao67BX3NmVScnJyZg/fz769+8Pd3d3CCHw7bffZuoVAP3C9eDBAxw/ftxgYGPl+1GjRqmzJ0RFRaF79+5qYQ8MDLTKQRZXr14NIQTeeOMNrFu3Dnv37sW0adNQt25dCJE2W5epx0jT5/Lvv/+abLTv3LkDf39/CCEwZ84cnDx5EmPGjFHfR7Ymf/75JxwcHFC3bl3s27cPz549w7Jly1ClShUULFgww8fT9TO5f/8+jh07BiBtQOjg4GB14OP0ZeHp06d488031bsY1spc2dhbPQJeNDQHDx7EkiVLULt2bbW8A6bvTNlrPQKA48ePQwiBkJAQHD9+XP38ZZ1z6cf5unbtGmJiYvDw4UODzlb98qaUpblz56JKlSoGJ0jWRKfToUOHDihVqpRBfdfpdC/N5WV1SH9d+r9fs2YNunXrhsTERKs+IXr27BmKFy+e5bva9nhsSUlJwfjx49Xtq1OnDkJDQ9Xvt23bhiJFimDdunUm15GZ8qJfHsqXLw8hBEaMGIHdu3dj+PDh2Lt3rxn3ynx2795t8Eq3sq9nzpxB5cqV0axZMwDyCwB7bqfNlYu91CN9ffv2VZ+2Vty5cwdDhw5Vt18Za0pf+vYoIiICd+7cMfqdks+CBQvUC/UTJ05g7969+Prrr406/6zhVazr16+jevXq6mvsShsUERGBvn37qq9aysags+d6ZK5c7K0e5ea1NGC77ZE5r6WV4SbWr1+PihUrqje50gsPD4efn5/JITvsCXd2ZdK1a9fURmzhwoUQQqBatWr4999/TS6TfjyYFStWoFixYvD39zfo0VcK6rRp0xAREYEZM2YY9OhmdirivKbT6VC5cmV06tTJ6LuIiAh4enpCCKHuq5KHfsVUcilSpAhq1qwpnRlEaSQmTZqk5uLk5ISJEyfmwl7l3OjRo9GsWTODg25KSgq+/fZbCCGkHQumyoqfnx/OnDkDIO3R7XLlykGItNmI9F+zmjBhAlq1amW28QByizmzsZd6lN7s2bMxZ84cXL16Vd125d9Vv+7Yez0C0gYoLl++fIa/SX/Cn77hHzVqFAoWLIgpU6ZAp9Ph7t27GDx4sHp3ddOmTeqJ1tOnT9GyZUssWrTI/DtjRsHBwVi2bBmAzA0kndk6JKPVarF48WKbmJ1oz549EOLFrKPKWBWm2POxJS4uDq1bt4aTk5PB6076s5oWLFhQOkh9VsuLkvPKlSvVXBwdHTFhwoRc2TdzaNiwId577z316U9l/xMTExEcHIy33nrL6CmAV6GdNmcu9lCPFIcPH0ahQoXw559/SjuvlDEhq1WrhuvXr6vf6d+A0G+Ppk2bZnR8UtaZnJyMsmXLqtn4+vpm6dX9vLR+/XoIIdROF/1c4uPj1YvtVq1aqU9L63ds2Gs9Mmcu9lSPcvNaWmFr7ZG5r6WrVauGBw8eIDk5GTt27ECxYsXUoS70Z14cPXo03n//fat6TTy3cGcXDMe2SD/OhUxiYiJq1KihnlS/rPd87969aNKkiVrpunfvbrTMvXv3UL16dbVQCiHwySefmGV8hOzKKBetVosHDx6gfv366uxdSqOuHLDnzp0LIQTmz58vXX9oaKhBLt26dcvw4qRNmzYQIm0GFnMOap4VGWWi/Penn36Kr7/+GoDhic6xY8fQtGnTDLddVlb0H1f/559/0L9/f3h6esLR0RG9e/dGw4YNMXjwYIuWFcAy2dh6PUr/OwBYtWoVNm7cCADo0qWLWub1f6PPFusR8KLBzmick2fPnqFx48a4fPkybty4gbCwMCxZsgTfffcdNm/ejCdPnkhn2dHpdFi+fLl6siyEwNq1aw3WPW7cOJQoUQJCpI2PMmjQIAQHB2Pu3Lm5tcsv9bKyopzczJgxA5MmTcL169dx5MgRrFixAgMHDsScOXPw448/GsyaqC8zdejq1atYs2YNZs2ahS+//BL169fH7NmzczS2U069LBflfy9btgxCCIwePdrg+/3792Pbtm345ZdfpK9M2NuxRakLAwcORI8ePdTfK+VH+b5JkyZo2bKlunx6mclFX8+ePa3i2PKyc5eUlBQEBgaiTp06Bq/6KPm0atVKOm27wlbbaUvkYgv1CDDdHin/+6effoIQQh2vMf2T1ufPn0fRokUhRNrsZi9rjzJ6ojIqKgpFihSBi4sLvvrqK/PtZC4YM2YMhBD4448/DD5X8tmzZw88PT3h6uqKfv36qWNlArZbjzLD3LnYSj3Kity4ltZnLe1RRnLrWlr/ibfDhw+jVatWcHV1hZeXF4YMGYKgoCAMHDjQal4Vz22vfGeXfoMUHR0NjUaT4ewHyndbt26FEAI+Pj4mX71KSUnB5MmT1QJYv359nDp1Svpb5XUdIQQaNmxo8ZmtXpYLkDZVfeXKlY0OrkpmcXFx8PDwUC8elXVqNBr1yQrlcdu///7b5LbExMRg+PDhqFatmsGrTHktM5mkpqYaHViVPCIiIvDmm2/ihx9+wJkzZ9TH2HW6tFngMior6cvh6dOnsWPHDqxatcriZQWwbDb6bK0eyS4wx4wZo84kFB0dre6PUkeSk5PVXGyxHqW/yJKNraR8f+HCBTRq1Ajt2rVDo0aN1AG2HRwcIETa4JujRo0yWPbq1ato2bKlmstHH31k8EqicrKp0+kQERGB5cuX4+uvv8bkyZMNfpfXHTtZKStffvkl3nzzTdSvXx8lS5ZU91X5v1q1amHz5s3q7zNbh5KTkw2yq1GjhvpqiaVkJRelPigz2v39999o27YtateuDR8fHwghULBgQYwfP169qNJ/0tGeji1A2tMFyhMhsnOZwYMHIyAgwOipvaycuwBpFy1Tp05FtWrVrGr2SVO5aDQa9ZWfAQMGGEyO8uDBAzRu3NhofDqlM8hW22lL5qLP2upRZtojAPj6668hhMDAgQNNrkv5TdGiRfHff/8BSBufKKP2KL2rV6/irbfeQtu2bQ2eXMrrMd6U8rJ79261Q0F2Q2r48OEQQmDlypUA5NupHJfLlCmDH3/8EUDGx11bqEeWyEWftdWjzOaiyK1racA626OMcsmta+n09Sg0NBTr16/H/PnzM8zPHr3ynV1A2qPFffv2Rd26dVG1alXUqVMHq1atUgfJBOQXPu3bt4cQAr169TLZOzpr1iy88cYbWL9+vfqZVqs1usM6adIkeHl5mW0GQ3N4WS46nQ4TJkxQB77Tp9OlDUb+9ttvSx8d/fzzz1GoUCGD/TU18GBKSoo6SKWlZaasnDhxwqBDR3kVQHnU2MvLC05OTqhZsybOnj2rHvRnzJiRYVkBrHsAQUtmY8v1SKH8206fPt3gbqDSyDdq1Mho3V988QUKFixoc/UISOuIaN26Ndq0aYPg4GDMmzdP3T79cq5MJ64M2hsQEIDXXnsNBQsWVBv5iRMnqnnevHkTfn5+CAwMxMmTJ9X1ZPbJJEuOg5KZYy4A/PjjjxAibWIHT09PlC5dGoGBgfD394eXlxeESBvgdN++fVk6vqSkpGD37t3o27cvfvnllzzc84xlNpfZs2dDCIHatWtj48aN6N+/P7Zt24aEhAQcPHgQEydOVMvMlClTkJqaioULF+L111+3q2OLcj6yfft2REZGGi2n5LVw4UJ4e3tLXwV52bmLPq1Wa1WvuWbmmLtnzx5UrlwZQgjkz58fTZo0Qe/evdG6dWsEBQVh+vTp2LJlC86cOWOwz7bcTlsyF2uuR0DG7RGQdu7i6Oho8Kpd+rrw5MkT9emtyZMnA0i7kZeV9ig6OhpXr15V/7cl26OIiAg0bNgQCxYsAGBYrpX/Xrx4MYQQqFmzptHySj7Xr19Xy1Tv3r2RkpKCBQsWoFy5cjZZjyyZizXXo4xyyYg5rqX1WVt7lFEuyuvikyZNyrVraWutR3nple3sUv7xf/31V9SoUQMzZsxATEwMli5disDAQAgh0LJlS+mTEvoDdrq5ucHR0RGbN282aJRk79QCpgdWPnfunFUUyMzmojT2Bw4cyHBQ5AYNGhgM6KnkodFojMZtslaZzSSjnvKHDx+ibt26cHR0RIUKFdSZNho0aKC+v57+5Cczg3BbmrVlY2v1SP/4ohwzPvvsM3z//fcG61Jet9uzZw+AtAFst27davR3rbkeAWn78vz5cwwfPhzBwcHYuHEjfvnlF/Vkx8fHBzt27FDvrj98+BC9evVCx44dMXfuXBw5cgTx8fGIjIzEX3/9hUmTJsHBwQH58+fHhg0b1AE89S8WTHX+pd8uS8lOWdm2bRu6dOmCWbNm4ffff0dKSgri4uKQkpKCY8eOoVOnThBCIDg4WJ1RLX3ZsIWyAmQtlwkTJkAIgfLly+OTTz6Rvs45YsQICJE2E6ysQ88eji3NmzfHuXPnXrqOGzduQAihPgWYmpqa5XMXa5HZ8qLf4fD777+jbdu2Bh3n6f/Pw8MDH374ofqKSVbPXSxdZqwtF2upR0Dm26OEhATcvn1bnXnx3XffNViP0u789ttv6lhbTZs2VV8FzWp7pPzOkjnFx8ejc+fOECJtpsnw8HAAxp1vFy5cQPHixSGEwM8//2z0G2UfZs6cCSGEOsNi+lkUrb0eKawlF2uqR0Dmc9GXG9fS1iYzuWg0Guzfvz/D44K5rqWtqczkpVe2s0vRuXNndbpgxYMHD9CoUSO1cCqzN8gK4rBhwyBE2mxhsp5kpWBZ4zTTGXlZLlWrVlWfPpEdzJT97dmzpzozhD7lYjYzM3BYi+yWlfj4eIwePRqDBg1CVFQU7t+/j9OnT6Njx45wcHDAoEGDDN7Xt7WyAnA2pmQlF+X1xA8//FC9o6w89rx79271aR0/Pz8IkTZewb179wDYTsMPAKdOnULjxo2NZpYZO3YshBAoVqwYxowZo34eFhaW4V26devWoVSpUggJCTEoK4Bt5ZKZsqK8kvbo0SPcvHnTIMP0AyGPGDECDg4OasepUnfssQ7t3r0bALBv3z4IkTYYba9evQwuLJX/r4wDJ4RAv3791AtSWyorQNaOLab2LSIiAhUqVDAY10thr+cu+vUISJuK/saNG/jpp58QHByMwMBAdOvWDY0aNUJAQABcXV0hhEDFihXxzz//qMtxLvaRy8vao6JFi6pPVCxYsEB9lf6rr74yGtj5u+++w+rVq1G2bFnUrFkT9+/ft5mbuukdPXoUzZs3R6lSpSCEMBouQHHr1i107NgRQqTNnKiMFZR+7LNnz56pr9xv2bJFXd7WygvnIpfZXEyx12vpnOZij9fSlvBKd3adOnUKQgj8+uuvAAwfifzzzz/VgZwDAgIMBk1UfgukTZervGazcOFCk1OD2pKc5JJe8+bNjWZMSU1NxZEjR3Jn43NJTjJJTU01eHVPWS4yMhLt27eHn5/fS3O0ZpyNXHZz+fTTT9WLd0VkZCS8vb3h4uKidnRl9OSGNXvvvfdQs2ZNJCUlQaPRqJkkJCTgyy+/RIECBSCEMOqkAQzvSimfx8XFYdq0aRDixWyetnb3KrNlxd/fP9P1ISwsDDVq1EDjxo1zbbtzW1ZyiYuLQ2pqqjpVd//+/dVlFMp/K6+BlilTxiZnIjJnG12/fn00bdrULgaqzU490r9I6NChAw4dOqSex8XGxmL79u3o0KEDhEgb+NcWcS6mZbY92rp1KxITEzFy5Ej1tfrGjRtj3bp1WLduHdq2bYsFCxbg6tWrKFKkiMEsyrYmMjISy5cvxz///IO1a9ciX758KF68uDp+Y/oOh4ULF6Jw4cJwd3fH0qVLAcjb6unTp9t0eeFc5LKaiz57vpbOSS7p2cu1tKW80p1dGzZsgBACO3bsAGBc8H777TdUqlQJQggMHjzYaHmlki5atEh9DFWZqcWW5TQXxT///IO+ffsCSDvAK3e1tm/fjm+++Ua6bmtlrkzSPwW3Y8cOuLq6qhfptoizkctOLrGxsWjSpIk6UOWzZ8/Qv39/o1dIlO9t6U6xsv81atRAw4YNDb5TTgDDw8PV/X3ttdekM+fJ/PnnnyhZsiQWL15s3o3OI+aqQ/pSUlIwfPhwVKlSxeTsjNYuK7kMGTIEwIv22NXVVX19SNbOKLNAZTSpg7UyR3lRlpk4cSK8vb1tstMvvZzkEh4ejtdffx0RERFGyyYkJKB06dIoXbq0dFwVa8e5GMtqe1SoUCF14pwJEyagZs2acHFxQeXKldGiRQuDi87AwEAULVrU5jKRiYiIQNeuXSGEQNeuXdXP9V+zDA8PR6tWrSCEQJUqVdRxAvUngwGAs2fPokCBAujWrZs6Xqut4lzkMsrFFHu9ltaXnVwU9nQtbSkO9AoCQEREz58/JyKinTt3EhGRo6OjwfdBQUHUv39/IiJavHgxHT9+nIiIdDodEREJIYiIaNCgQVSvXj26evUqrV+/nuLi4vJoT8zLXLkov4uKiqI6deqo63dyciIiogMHDtDevXsN1m2tzJWJwsHBsMp5e3tTsWLFyMvLK5f2IPdwNnLZzeXIkSNUoEABqlSpEsXGxtI333xDJUqUoBUrVlCpUqVo9erV1Lt3byIiGjx4sME6bYGjoyMlJyfTkydP6Ny5c3Tx4kUiSstDOZaWLVuWPvroI6patSo9ffqUpk2bpv5GRvm8UqVKFBMTQ/7+/nmwJ+Zj7jqk0Gq15OTkRN7e3qTT6V6JOrRo0SI6efIktW7dmoKDg0mj0dC4ceMMliMiSk1NJSKid955h7y8vKhcuXJ5sEfmYc7yoixTqVIlio+Pp0OHDhmsw5bkNBciotDQULp//z65ubkRAHVZrVZLHh4e9Omnn1JycjKVKFEib3bKDDgX07LaHj158oQmTpxIREQTJ06kw4cP0507d2jbtm0UGhpKjRo1IiKihIQEun//Pr322mvk6+trmZ0zI39/f+ratSuVKFGCduzYQRs3biQi45y6d+9O5cuXp7CwMJo6dSoRvShnyu8KFChA7u7upNPpyMHBQf3cFnEuchnlYoq9XUvLZCcXe7qWtrRXsrNLqVglSpQgNzc3ioiIoCtXrhh9ny9fPnr33XepTZs2REQ0Y8YMInpxUS6EIK1WS0REY8eOJSKi1atX09GjR4mI6Ny5c3Tt2rU82CPzMFcuSgU9f/48FS1aVF32wIEDVKNGDVq8eDHFxsbSkydP8mbHcsBcmaSnlBshBL355ptUvHjxXNuH3MLZyGU3l3nz5pFGo6GDBw9SUFAQff7555SamkpDhgyhw4cP00cffUQLFy4kNzc32rhxIx08eJCEECY7PKwNAHJwcKCqVasSAPWCKv2JXY0aNWjAgAFERPTtt9/SxYsXDY61+pRlnZycqEqVKlSxYsVc3gvzyq06pHyemppK7733Xq5tf27JSS5ly5alwYMHU/78+WnLli20du1atU1KSUlRTwrv3LlDderUIQ8PD5upQ7lRXkqWLElubm504cIFg3XYkpzmQpRWV5ROP+W4qtVq1WUjIyOpZs2a5Ojo+MqUFyL7zIUoe+3RqlWr6OLFi+Tg4EAeHh5UuHBhKl++PBGlnbco+6/T6ahOnTrk7u4ubbdshXLcDAwMpM6dO1NSUhItW7aMnj59Sg4ODqTT6dTftG/fnnr37k358uWjNWvW0E8//aSuR6PREBFR4cKFKS4ujqpXr26wflvDuchlJhcZe7uWTi+7udjTtbTFmf9hMctJTEzM0uOfx44dg7e3N7y9vfHzzz9Ll01NTcWmTZvUae+Vd21lg7K3a9dOHfegZMmSCAoKwpUrV7K/Q2aSl7no/3bIkCF4/vw5oqKi1IEahRAoV66cOri9pVi6rCjmzJmDnTt3ArCecYY4G7m8yCUiIgKTJk2CEAIdO3bEiRMn1N8+f/4cQNoUzEIIdOjQIec7ZQZZGVshNTUV3bt3hxACffr0wd27d6W/i4iIUB////DDD9XP02eoPM69ZcsWtG7dWs3I0vKyDpl6fD0lJQWdOnWyqjEd8iKXv/76CwDwzTffQAiBIkWKYOHChQbLREVFoV27dti1a1fOdshMLH3MDQgIQO/evdXlrEVe5KLUj71790IIgdKlS6uvGylu3ryJdu3aqQP+WxrnYlpetkf6lHp18OBBCCGwfv16ALZ57iJz/PhxVK9eHUIIzJ49W/qbx48fY+rUqRBCwNfXV81AsW/fPjRv3jzTwxPkNs5FLq9yMcVerqVlspOLNV9L2wq76OzSaDRYuXIl1q1bZzQb18sEBwdDCIEePXqoM5uld/PmTXUq9xEjRhh9rzRyCxcuhBBpUzJ/9dVXWd8RM7NULjqdDnfu3MGgQYMwYMAAtWLmy5cPixYtytE+5ZSly8rTp08RHh6O6OhoTJ06FSNHjlRn3LM0zkYuL3MZN24ctFqtwaw8AIzGcVizZk2W98PcoqKisHLlSpw+fTpTv1eOk5s3b1ZP+vbt2yf9rZK5i4sLSpUqZXCiEx8fj3v37uHhw4eIjY3F9evXMWTIEKsYe8mSx9zLly8jPDwcZ86cwX///Yfx48dj0qRJOdofc8nLXIYPH65+vmDBApQtWxZCCNSqVQtff/01vvjiCzRp0sQqxnez9DEXSLvg79q1K7y9vbO8/bklL3MZNmyY+nmPHj0ghED9+vUxc+ZMXLp0CV988QWCgoKwZMmSHO2TOXAuplmqPUpv0qRJCAkJsYoBtnNSXtKLj4/HnDlz4ODggAoVKuDy5csA5J3nX375JQoXLgwnJye0a9cOoaGhmDJlCurXr4/Vq1fnaDvMgXORs1QuCnu8lk4vq7lY67W0rbH5zq6EhARMnDgRs2bNytKFsXL3MjQ0FEIIODs7Y9u2bdK7mqmpqZg/fz5cXV3Ro0cP6dMDGzZsgKurK3r16mUVgwFbKhfld2fOnIG7u7taOQcOHJjjg0ROWSIT5YTn+fPn+Oyzz1CkSBF4e3ujQIECGDBggDptrKVxNnJ5nUu3bt0MZsFK//uMThTygtLhdvLkSfTu3Ru//PJLttZTpUoVCCHw8ccfq4Ptp3fu3DnUrVsXr732Gg4dOqR+Pnv2bFSvXh2FChVCkSJF4OPjg+XLl2drO8zJknXo4sWLqFevHjw9PdWZwj7++GOrGHTcErno/53IyEjMnj0bHTt2RNeuXTF06NBXuo2WUU6mNRqNxZ9EsUQuygyEUVFRWLhwIfz9/VG5cmXUqVMHffv2fWXLi7XnYg3tEfCiXT558iQCAgKwbt06g+2zhOyWl4xcunQJLVu2fOmkXSkpKfjnn38wbNgwNGvWDG3btsWIESMsXl4AzsUUS+QiYy/X0hnJTC7KscMar6Vtkc13dq1ZswY9evRQL4yz07go0y63aNEC165dM/hOWd+RI0fg5uaGypUrGy2fmJiI77//HqdOncrGHuQOS+cye/ZsddkLFy5kcy/My5KZaLVatGvXDu7u7mjdujXOnDmTgz0xP85GzpK5WPqiMyODBw/GDz/8kOXllAusLVu2qBdeP//8s0EHnyI5ORndunWDEAKbN28GkPY6wCeffAInJye1U/TJkyc52xkzsWRZ2bNnD+rWrYtChQqhXbt2VjWDqTXVoaSkpCz/7dxi6TYaeFEfreEpFIU15JKQkIC4uDiTr7VZAudimqXao/T/BosXL7aaJ93MUV7SS01Nxffffw8vLy8ULVpUfYUq/U249H/LGm66KDgXOUvmorDXa+n0spKLNV5L2yKb7uwKCwuDr69vth//VBq606dPq72mU6ZMwcOHDwEYF+pq1aqhXLlyiI2NteoLUUvmkpqaCo1GgyVLlhi9l25JlsokJiZGXTYhIcHoBNMacDZyfHwxpGzTmDFj4O/vj9u3b2d7HVqtFm3btoUQAk2aNDHq4FQa/dWrV0MIYXAB8fTpUxw7dgw3b940+r2lWKqsKHc+U1NTERMTYxXjWujjOiTHuchZUy7WlBPnYsxa2iMAePjwIcaMGYPhw4dbRUdgTstLRv/GUVFR+OijjyCEwLvvvquOm2kLOBc5zkXO0rkkJydb3bW0rbLpzq5hw4ahSJEiePr0aZaW0398WymM48ePhxACJUuWxLJlywy+12g0SElJQe3atRESEmKWbc9NnIsxzsQ0zkaOczF29+5dlChRAlOmTAGQtQuf9K/NXLt2TR0MuX///ggPD1d/p1xc7Nu3D0IIo9dGFOnHMrMULitynIsc5yLHuchxLnLW0h4lJiYiLCwsJ7tiVuYoLxl9tmfPHpQpUwbu7u5qR4BWq7WKMVYzwrnIcS5ynIv9sNnOrqSkJJQuXRrvvvuu+tnL7kClvzDavXu3OghnamoqunTpAldXV5QoUQIbNmwwWkdgYCD27Nlj9n0xJ87FGGdiGmcjx7nI/fjjjxBC4Ny5c+pn+nfHZdI38kuXLlUH5VyyZAmKFi0Kd3d39OvXz2jZ5cuXo2nTptLXSqwFlxU5zkWOc5HjXOQ4F9O4PTJmrvIycuRIo3Urv3n06BFGjRoFIQSKFi2KYcOGoUyZMlYzu60M5yLHuchxLvbFZju7/v77bwgh8Nlnn6mvzilkDZF+A3flyhX06dNHfZx7//79ANJmopk8ebI6wO/s2bMRERGBCxcuqIPbPnnyxCqeJDCFczHGmZjG2chxLnLvv/8+hBDqjFemtlW50ND//vfff1cH5axdu7b6/YYNGxAQEKDmffLkSQDA1q1bUatWLaxatSrDv2VpXFbkOBc5zkWOc5HjXEzj9siYOcvL4cOHjX6vZLlmzRr1dzVr1lTLlrXiXOQ4FznOxb5YXWdXZsdeWbZsGYQQGDRokPrZw4cPMWXKFAwYMAAffvghlixZYvAef0xMDCZMmAAfHx8IIVCiRAmsXLnSaN1r1qxBy5Yt8dprr6FRo0aoXbs2Nm7cmPOdywHOxRhnYhpnI8e5yGUml9jYWJQvXx4FCxZEdHS0+vm5c+cwc+ZMTJ8+HdOmTUN0dLTB+AOXLl1C37591QY9MDAQR48eNVj36dOn0aFDB7i6uqJMmTIIDg5Gu3btcOLECfPtZBZxWZHjXOQ4FznORY5zMY3bI2PWUF4USUlJaNKkCQoVKoTvv/8++ztlBpyLHOcix7m8mqyus0uxdetWHDt2DGFhYQa9qEqjtWLFCggh0KZNG8THx2PDhg1o0KABPvjgAzRu3BhCCDg4OKBmzZrqI87z5s1TG7jRo0cbjWeQvhLExsbiypUrFh/8WB/nYowzMY2zkeNc0uj/7cePH+PUqVO4efOmOvOMPo1Gg8qVK0MIgT/++ANJSUkYO3YsqlWrhpCQEHh5eUEIgTfeeAMzZ84EAPz333/w9fWFEAK+vr4GDbpyZ1z/DvmNGzdw+fJl/Pnnn0a/sxQuK3KcixznIse5yHEuL3B79HKWKC/pTZgwASNHjrSqwcY5FznORY5zebVYXWfXjh070LRpU7Rs2RKVKlVCvnz50K5dO/z+++8Gv1MewW7cuDEWLVqEyZMn486dO+r3P//8Mxo2bAghBGrVqoXk5GRER0ejb9++iIiIUH9nqpBZukFLj3MxxpmYxtnIcS5y8+bNQ82aNdGyZUu4urqiUaNG2Lx5s8HAnBEREShdujTc3Nwwd+5cjBgxAsuWLVMvnsLCwtTXSoQQ6pgvI0eOxODBgw0a/sw27pa8+OKyIse5yHEucpyLHOdiGrdHxqyhvCj7n5ycnEt7mXWcixznIse5vJqsqrNrw4YNaNiwoTrt782bNzFmzBi4uLhACIGlS5eqsxQcOHBAbcQ++OADPHr0CMCLd2k1Gg0OHz6s3sX5+uuvDf6W/gwr1o5zMcaZmMbZyHEuxmJjY9GlSxf06tULd+7cQVJSEhYsWIDy5ctDCIG2bdsaXGA0aNAAQgi89dZbBo9nKw16REQEPv74YwghUL16dWg0GoOLKVu5g8VlRY5zkTTcFH4AABmWSURBVONc5DgXOc5FjtsjOS4vcpyLHOcix7m8uqymsysxMREtWrTAnDlzALwoUMnJyfjuu+8ghECBAgUwa9YsxMXF4dq1a6hWrRqEEGjfvj0A+R2qhQsXQoi0d2eVddpKAwdwLjKciWmcjRznIrd//34EBgaqDbkiLCwMpUuXhhACPXv2xN9//w0AGDt2LIQQcHZ2xoEDBwAY7++1a9dQokQJCCGwfv169Te20vBzWZHjXOQ4FznORY5zMY3bI2NcXuQ4FznORY5zebVZTWdXeHg4hBDq3Zn00wMrA0qWLl0aa9asQUpKCt5//304ODigQYMGiIyMBGBcGG/fvo0aNWpACIGDBw/mxa6YFedijDMxjbOR41zkhgwZgmLFihl8plwE7NmzB15eXnB1dUWvXr2QkJCATZs2wcfHB66uruqsVDLTp0+HEAKdO3fO1e3PDVxW5DgXOc5FjnOR41xM4/bIGJcXOc5FjnOR41xebQ6UR3Q6HRERAZB+Hx4eTkREt2/fptTUVHJ0dCQiIq1WS0REY8aMoUaNGlFUVBR9/fXXdO/ePerZsyd5eHhQeHg4hYaGEhGREMJgvYULF6YmTZoQEZGnp6f5dyyHOBdjnIlpnI0c52IsfRaybE6dOkWOjo505coV9TMHh7RmoVWrVjRw4EBycnKi7du307p166ht27ZUsWJF0mg0dODAAbp9+zYRvchfERISQp6enuTk5GTyb1sKlxU5zkWOc5HjXOQ4Fzluj+S4vMhxLnKcixznwjKS651dSgF0cHCg+/fv04MHDyghIcHodykpKSSEoNu3b5NOp1MLrKOjIwGgMmXKUN++fal06dJ04cIFWrx4MbVp04befvttevDgAW3YsIGOHz9ORC8KLxGRu7s7ubm5Uf78+cnDwyO3dzfTOBdjnIlpnI0c5yKn0+nURvnBgwdEZNhIp6amUnJyMhUqVIiSk5Pp8ePHRssTEQ0YMICCg4MpPj6eFi9eTDExMTRw4EDKnz8/hYaG0ubNm4koLX/9kwwfHx9ycXGhggULGv1tS+GyIse5yHEucpyLHOdiGrdHxri8yHEucpyLHOfCMsXcj4rJaDQajB8/HtWqVUOtWrVQvHhxjBgxAmFhYepvTpw4ASEE3N3dERUVBeDF48vKY4OJiYno06cPnJycUKlSJYSHh+P8+fMICgqCEAItW7ZEfHy8uk5l+Xnz5qF79+55satZwrkY40xM42zkOBe5yMhIdO7cGY0bN0adOnXQp08fdUYqRatWrSCEwOTJkwFAOlXyTz/9hNKlS8PFxQUzZ86ETqfD0KFD4e7uDj8/P2zfvl1dRhmz4Pnz56hUqRJ27txpsC5L47Iix7nIcS5ynIsc52Iat0fGuLzIcS5ynIsc58JeJtc7u8LCwlCvXj2MGDECcXFxOHTokDo7ir+/P1atWqU2SI0aNYIQAp9//jkAw2l+lf/et28fypQpg3z58mH58uUAgKNHj6J+/frqQHKnTp1Sl1OmB927dy8A62nkOBdjnIlpnI0c52JI2Y/Fixejdu3aWLp0KS5evIjRo0fDzc0NQgiMHz8e//77LwBgzZo1EELA09MTMTExButQ9iUhIQFdu3ZVG/vHjx/j1q1bGDlyJIQQ8PLywv79+9XlAWDcuHHo0qUL4uLi8nL3M8RlRY5zkeNc5DgXOc7FGLdHpnF5keNc5DgXOc6FZUaud3ZNmTIFffr0Mfp81KhR8PT0hJubG2bOnAkAmDlzJoQQcHNzw5UrVwAYDyIHAN27d4cQAgMHDlQ/u337Nrp27QpPT091IMoGDRrggw8+wPnz53Np77KPczHGmZjG2chxLsaePXuGkJAQnD171uDzrVu34o033oCDgwOaNWsGjUaDq1evokqVKhBCYPTo0QDkJwA7duyAh4cHfH19cfnyZfX7sWPHwtfXF87OzqhTpw7+97//ITAwEF988YXBFPHWgMuKHOcix7nIcS5ynIsct0dyXF7kOBc5zkWOc2GZkaudXbGxsShVqhQGDBgAIK2hUhqrO3fuYPz48RBCQAiBY8eO4fjx46hXrx6EEPjwww+N1qcse/DgQQgh4OfnZzTF5+nTp7F27VosXLgQ27Zty83dyzbOxRhnYhpnI8e5yC1evBju7u5qA6zfmG/atAkVKlRQ7249evQIo0aNghACBQsWxNWrV42WUdStWxdCCKxbt079LCUlBVFRUfjqq68wYcIEDB06FGfOnFG/t5bp3bmsyHEucpyLHOcix7mYxu2RMS4vcpyLHOcix7mwzMpRZ9fLGo7r168jX758GDZsGADjBuv27dvo2LEjhBAICQlBWFgYJkyYAHd3dwgh8Ntvv0mXA4C33noLxYsXx82bN3OyC7mCczHGmZjG2chxLnKmclEa5VGjRsHLywsPHz4EkPZYtf4rICtXrlRPAHbu3Indu3ejVq1aEELggw8+MLle5RWTqVOnvnRb8vpRbi4rcpyLHOcix7nIcS6mcXtkjMuLHOcix7nIcS7MXLLd2aVfCE+cOIFjx47h0qVLiI2NVT8/f/48hBAoV66c+nn6RufkyZPIly8fhBBYtGgRTp06hQ4dOkAIgTfeeEN911ZfcnIyOnXqhICAAIPB4qwB52KMMzGNs5HjXIylb/jPnz+P27dv49mzZwafK+OZrF+/HoBxJrGxsejWrRuEEGjcuDEuXryIGTNmqDmZulu1f/9+ODk54ZtvvpGuN/3YKnmFy4oc5yLHuchxLnKcixy3R3JcXuQ4FznORY5zYeaUoye7Ll68iFatWsHFxQX58uVD/vz50aJFC0RERECr1SImJgZvvPEGChcujC1btphcz4QJE9QCGxUVhQMHDqBcuXIQQmDo0KHqHaHU1FS1BzYwMBCtW7c2+MxacC7GOBPTOBs5zkVu+/btqFatGkqVKgVPT080bNgQ27dvR3JyMgBg9uzZEEKgR48eSExMlK7j/Pnz6gnAqlWrEB0djb59+0IIgZIlS+LixYvqficlJQEAQkNDIYTAjh078mZHs4DLihznIse5yHEucpyLadweGePyIse5yHEucpwLM5csd3Ypva0///wzPDw8IETazCkuLi7q7Crt2rXD6dOnERMTg2bNmsHBwQHDhg1T7/ik73m9desWypYtCyGEepdm165dEELA2dlZfZdfcfv2bbRo0QK///57tnfc3DgXY5yJaZyNHOdi2rNnz/DZZ5+pr3wULFhQ/W8fHx+sWLECALBy5Uq4ubmhevXqOHLkiMn1jR49GkIIVKxYEQDw+PFjdRyUVq1aYf/+/Qa/X7VqFTp37iy9E2YJXFbkOBc5zkWOc5HjXDLG7ZEhLi9ynIsc5yLHubDckK0nu5KTk/HWW29BCIExY8bg8uXL2L9/P7755hs4ODjA2dlZfY9+0qRJEEKgRo0aOHDggHR9Wq1WvftTs2ZNJCQkAAA2bNiABg0aqD2yS5cuxYIFCxAcHIxJkyZZzWCTCs7FGGdiGmcjx7nIbdu2DUIIFC9eHEuXLkVoaCiWLl2KSpUqQQiBoKAgREZGIjw8HD4+PnB0dMTUqVNNTrceFhaGMmXKQAiBTZs2AQD+/fdfdSaaggULYvLkyfjrr78wZswYNGjQALt27QJgPdMrc1mR41zkOBc5zkWOczGN2yNjXF7kOBc5zkWOc2Hmlq3Orh07dqBw4cI4evSo0XczZ86Eh4cHgoKCAADR0dHqVJ1ffPEF7t+/D8C4cTp27BgCAgJQrlw5XLhwQf382bNnWLlyJTp37oxevXqhX79+iIyMzM5m5zrOxRhnYhpnI8e5GNNqtWjZsiVatmxpNIbA33//jerVq8PZ2Rn79u0DAHzyyScQQqBu3bo4duyYdJ0xMTEYNGgQhBCYPHmy+qi2VqvFTz/9hI4dO6Jp06Zo0qQJJk6caDQrjTXgsiLHuchxLnKcixznIsftkRyXFznORY5zkeNcmLllq7Nry5YtaNasGZKSktSpPpWG6eHDhwgJCYGbmxvCw8MBvOh5DQgIwObNm6Xr/O+//9C0aVO4uLioy6V/T1YZA8BacS7GOBPTOBs5zkUuKChInWZdOdFXGvRFixZBCIGRI0cCAKKiouDg4AAhBEaMGIH//vvP4PeK5cuXQwiBgQMHAjDMRKfTITU1FTExMepn1nani8uKHOcix7nIcS5ynItp3B4Z4/Iix7nIcS5ynAszNwfKhlu3blH16tXJzc2NhBDk4OBAjo6OBIAKFy5MzZs3Jzc3N3JyciIiogkTJlD58uUpMjKSNmzYQGfPniUiIgDqOn19falixYqUkpJCsbGxRETk6Oho8HddXFyys7l5hnMxxpmYxtnIcS7GHj58SEII6tSpExGRuu+KTp06UdGiRQlpNzCoZMmSNHnyZCIi2rRpE+3du5eIiIQQRPQim8DAQCIiunPnDhEZZiKEIEdHR/L09FR/7+CQrSYj13BZkeNc5DgXOc5FjnOR4/ZIjsuLHOcix7nIcS7M3LLVUrRu3Zo0Gg09f/5cbayIXhSsDh06EAC1IAohaP78+VSwYEHau3cvLVu2jJ4+fUpCCNLpdJScnExERJ6enuTt7U1lypTJ4W5ZBudijDMxjbOR41yMFSlShCpWrEhHjx41+FzZR19fX3rrrbcoPj5ezWzs2LEUFBRE0dHRtGLFCgoNDSUiIq1WS0II0mq1FBAQQO7u7vTWW29l+Pf1/x2sCZcVOc5FjnOR41zkOBc5bo/kuLzIcS5ynIsc58LMLjuPgyUlJeHevXsmvz906BAaNmyI1NRUg8eM58+frw5AOXToUKPlunXrhunTp2dnk6wC52KMMzGNs5HjXOSuX79u8AqHvtTUVHTt2hUbNmwAAHWGqj///BPBwcEQQqB69eq4c+eOwXLnz59HjRo1cP369dzd+FzCZUWOc5HjXOQ4FznOxTRuj4xxeZHjXOQ4FznOhZlbtjq7TFHev79y5Qp69OihNnBKYXz8+DH27dunTlHco0cP7NmzB5GRkfj000/RuHFjXL582ZybZBU4F2OciWmcjRznIqe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      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot two datasets to compare\n",
    "plot_time_series(ds1 = xls_outputs, ds2 = pix_outputs, var = 'Diff_dr', label1 = 'Excel values', label2 = 'Pixel values', scale_factor = additional_outputs, unit = 'mm', marker = None, markersize = 1.5)\n",
    "plot_time_series(ds1 = xls_outputs, ds2 = pix_outputs, var = 'Dep', label1 = 'Excel values', label2 = 'Pixel values', scale_factor = additional_outputs, unit = 'mm', marker = None, markersize = 1.5)\n",
    "plot_time_series(ds1 = xls_outputs, ds2 = pix_outputs, var = 'SWCe', label1 = 'Excel values', label2 = 'Pixel values', scale_factor = additional_outputs, unit = 'mm', marker = None, markersize = 1.5)\n",
    "\n",
    "# Plot only one dataset variable\n",
    "# plot_time_series(ds1 = pix_outputs, var = 'TEW', label1 = '$F_{Cov}$', scale_factor1 = 100, unit = 'mm')\n",
    "\n",
    "# Plot the relative difference dataset\n",
    "# plot_time_series(ds1 = diff, var = 'TAW', label1 = r'$\\mid \\frac{pixel - excel}{pixel + excel} \\mid$ values', scale_factor1 = 1, unit = '%')\n",
    "# plot_time_series(ds1 = diff, var = 'Dep_2', label1 = r'$\\mid \\frac{pixel - excel}{pixel + excel} \\mid$ values', scale_factor1 = 1, unit = '%')\n",
    "# plot_time_series(ds1 = diff, var = 'SWCe', label1 = r'$\\mid \\frac{pixel - excel}{pixel + excel} \\mid$ values', scale_factor1 = 1, unit = '%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "html[theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:      (x: 10, y: 10, time: 297)\n",
       "Coordinates:\n",
       "  * x            (x) float64 7e+05 7e+05 7e+05 ... 7.001e+05 7.001e+05 7.002e+05\n",
       "  * y            (y) float64 4.7e+06 4.7e+06 4.7e+06 ... 4.7e+06 4.7e+06 4.7e+06\n",
       "  * time         (time) datetime64[ns] 2006-02-06 2006-02-07 ... 2006-11-29\n",
       "    spatial_ref  int64 ...\n",
       "Data variables: (12/47)\n",
       "    ET0          (x, y, time) int16 ...\n",
       "    Rain         (x, y, time) float64 ...\n",
       "    NDVI         (x, y, time) int16 ...\n",
       "    Ir_obs       (x, y, time) int16 ...\n",
       "    ETobs        (x, y, time) int16 ...\n",
       "    FCov         (x, y, time) int16 ...\n",
       "    ...           ...\n",
       "    Kep          (x, y, time) int16 ...\n",
       "    E            (x, y, time) int16 ...\n",
       "    Ks           (x, y, time) int16 ...\n",
       "    Tr           (x, y, time) int16 ...\n",
       "    Tei          (x, y, time) int16 ...\n",
       "    Tep          (x, y, time) int16 ...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-261d8fe5-db7d-4449-b211-09d0a72f2070' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-261d8fe5-db7d-4449-b211-09d0a72f2070' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>x</span>: 10</li><li><span class='xr-has-index'>y</span>: 10</li><li><span class='xr-has-index'>time</span>: 297</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-8b2ed80e-d8ca-4e46-8522-9671134e4dd5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8b2ed80e-d8ca-4e46-8522-9671134e4dd5' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7e+05 7e+05 ... 7.001e+05 7.002e+05</div><input id='attrs-76fab6f1-6c11-4820-af44-560a08f0ffc2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-76fab6f1-6c11-4820-af44-560a08f0ffc2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7a9bc629-e2fd-477c-ac20-e49345c19efc' class='xr-var-data-in' type='checkbox'><label for='data-7a9bc629-e2fd-477c-ac20-e49345c19efc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([699970., 699990., 700010., 700030., 700050., 700070., 700090., 700110.,\n",
       "       700130., 700150.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.7e+06 4.7e+06 ... 4.7e+06 4.7e+06</div><input id='attrs-960f7d84-d95f-4518-a4d0-1895f9d7cbe6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-960f7d84-d95f-4518-a4d0-1895f9d7cbe6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7861c102-9a81-4304-a992-8c1e0601bfe4' class='xr-var-data-in' type='checkbox'><label for='data-7861c102-9a81-4304-a992-8c1e0601bfe4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([4700030., 4700010., 4699990., 4699970., 4699950., 4699930., 4699910.,\n",
       "       4699890., 4699870., 4699850.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2006-02-06 ... 2006-11-29</div><input id='attrs-d98651d1-a914-478f-bbae-26156d209212' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d98651d1-a914-478f-bbae-26156d209212' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6e4a6332-01a8-42a7-9381-d1788be6231a' class='xr-var-data-in' type='checkbox'><label for='data-6e4a6332-01a8-42a7-9381-d1788be6231a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2006-02-06T00:00:00.000000000&#x27;, &#x27;2006-02-07T00:00:00.000000000&#x27;,\n",
       "       &#x27;2006-02-08T00:00:00.000000000&#x27;, ..., &#x27;2006-11-27T00:00:00.000000000&#x27;,\n",
       "       &#x27;2006-11-28T00:00:00.000000000&#x27;, &#x27;2006-11-29T00:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5cea0285-4bc3-4c40-b03d-016841fd80ec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5cea0285-4bc3-4c40-b03d-016841fd80ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b5ef8f7f-4e44-47a1-b209-293ba199d75d' class='xr-var-data-in' type='checkbox'><label for='data-b5ef8f7f-4e44-47a1-b209-293ba199d75d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e8d8dfce-ed6b-494d-88a3-0b9a7fb88944' class='xr-section-summary-in' type='checkbox'  ><label for='section-e8d8dfce-ed6b-494d-88a3-0b9a7fb88944' class='xr-section-summary' >Data variables: <span>(47)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>ET0</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1855d6ee-ac95-4b75-9ca0-9be9d1ae99aa' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1855d6ee-ac95-4b75-9ca0-9be9d1ae99aa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d08216cf-bca3-402e-a3f1-8a67bb8e52f7' class='xr-var-data-in' type='checkbox'><label for='data-d08216cf-bca3-402e-a3f1-8a67bb8e52f7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Rain</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4d825945-b6ab-427a-b257-98ea58dad242' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4d825945-b6ab-427a-b257-98ea58dad242' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-597a2c9f-32b3-4207-95f3-d0ad293368ed' class='xr-var-data-in' type='checkbox'><label for='data-597a2c9f-32b3-4207-95f3-d0ad293368ed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>NDVI</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ee056273-9534-413b-8c95-f679d54bfe0e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ee056273-9534-413b-8c95-f679d54bfe0e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a4204025-60ff-4116-b1bb-3ecb7f7cdf53' class='xr-var-data-in' type='checkbox'><label for='data-a4204025-60ff-4116-b1bb-3ecb7f7cdf53' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Ir_obs</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b638fcf8-d726-441c-9b55-b04ed92a10d4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b638fcf8-d726-441c-9b55-b04ed92a10d4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-77a3b4be-4afe-4184-8f64-3e9cb95de219' class='xr-var-data-in' type='checkbox'><label for='data-77a3b4be-4afe-4184-8f64-3e9cb95de219' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ETobs</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-413a7dca-e741-4ffc-ae69-63b7e9d70f12' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-413a7dca-e741-4ffc-ae69-63b7e9d70f12' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ec971a42-b77f-43f4-a36b-f25150fdb23c' class='xr-var-data-in' type='checkbox'><label for='data-ec971a42-b77f-43f4-a36b-f25150fdb23c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>FCov</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2b9d9866-6e10-4412-b99d-077141dcb414' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2b9d9866-6e10-4412-b99d-077141dcb414' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7afcef32-1fef-42e7-bd25-b20cf8289d3f' class='xr-var-data-in' type='checkbox'><label for='data-7afcef32-1fef-42e7-bd25-b20cf8289d3f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Kcb</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2d47c165-df9a-4ec6-a29d-482e5c3439a0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2d47c165-df9a-4ec6-a29d-482e5c3439a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-775cfdaf-cb8e-40ee-bac2-6a672e955141' class='xr-var-data-in' type='checkbox'><label for='data-775cfdaf-cb8e-40ee-bac2-6a672e955141' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ET</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c9d1427a-c8a8-49f1-ace8-50d38fef3597' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c9d1427a-c8a8-49f1-ace8-50d38fef3597' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fb0485e9-264f-4f6d-8359-140190d4c55a' class='xr-var-data-in' type='checkbox'><label for='data-fb0485e9-264f-4f6d-8359-140190d4c55a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ET0_ETobs</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-35748170-615a-4189-859e-038d22154534' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-35748170-615a-4189-859e-038d22154534' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5ed37844-cbc6-4933-b1a9-4c6a7ea5e518' class='xr-var-data-in' type='checkbox'><label for='data-5ed37844-cbc6-4933-b1a9-4c6a7ea5e518' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Zr</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2bd7a845-fc31-4c70-a88c-2b9a3349a560' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2bd7a845-fc31-4c70-a88c-2b9a3349a560' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7fcb5e37-e8cd-48ec-8a61-18cdcc912b96' class='xr-var-data-in' type='checkbox'><label for='data-7fcb5e37-e8cd-48ec-8a61-18cdcc912b96' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Zd</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-87bd9ce4-5d19-43f2-ba76-c7e1f359f7c3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-87bd9ce4-5d19-43f2-ba76-c7e1f359f7c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-427e419f-0aa1-4120-bccf-88989fe23e3c' class='xr-var-data-in' type='checkbox'><label for='data-427e419f-0aa1-4120-bccf-88989fe23e3c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TAW</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-416540da-1411-4a98-afda-c39b0fe521c9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-416540da-1411-4a98-afda-c39b0fe521c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-194ee5bb-a019-4664-ae8e-d2560c0b9e6c' class='xr-var-data-in' type='checkbox'><label for='data-194ee5bb-a019-4664-ae8e-d2560c0b9e6c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>TDW</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-85e17cb6-de29-443e-b57e-6b667b56d0bd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-85e17cb6-de29-443e-b57e-6b667b56d0bd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4cc56d19-e3e3-4c12-8f5b-8c8a5ec53dd2' class='xr-var-data-in' type='checkbox'><label for='data-4cc56d19-e3e3-4c12-8f5b-8c8a5ec53dd2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Dei_1</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-81ef87f8-d389-4fb9-af77-970ff86abd46' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-81ef87f8-d389-4fb9-af77-970ff86abd46' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-528abbde-9060-43f6-9f9a-4f5ca5b06f31' class='xr-var-data-in' type='checkbox'><label for='data-528abbde-9060-43f6-9f9a-4f5ca5b06f31' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Dep_1</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2d3a0874-f78e-4fb7-86b4-4109be206d55' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2d3a0874-f78e-4fb7-86b4-4109be206d55' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-272e0f4e-0614-42f3-87fb-4ee477f5fe63' class='xr-var-data-in' type='checkbox'><label for='data-272e0f4e-0614-42f3-87fb-4ee477f5fe63' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Dr_1</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-19543f7e-7bab-409e-af90-e9ebb0ed3070' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-19543f7e-7bab-409e-af90-e9ebb0ed3070' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-699452d3-014a-487e-a8d6-f2ce196901ac' class='xr-var-data-in' type='checkbox'><label for='data-699452d3-014a-487e-a8d6-f2ce196901ac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Dd_1</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2b62a59b-9afa-42be-8ee3-044a473437d0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2b62a59b-9afa-42be-8ee3-044a473437d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9962d1f8-441a-42c1-a4d9-f4eacb3f966e' class='xr-var-data-in' type='checkbox'><label for='data-9962d1f8-441a-42c1-a4d9-f4eacb3f966e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Ir_auto</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1b641611-b79a-462d-bb8a-87fee83ec25c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1b641611-b79a-462d-bb8a-87fee83ec25c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68f6458d-b60c-4b8b-9d06-8c4fe3ac8d0f' class='xr-var-data-in' type='checkbox'><label for='data-68f6458d-b60c-4b8b-9d06-8c4fe3ac8d0f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Dei_2</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-72eb5390-54a3-4e31-a050-b0a4b4128fa8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-72eb5390-54a3-4e31-a050-b0a4b4128fa8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3b2c8a36-ba99-4c2d-ba1b-0dd84cf33c59' class='xr-var-data-in' type='checkbox'><label for='data-3b2c8a36-ba99-4c2d-ba1b-0dd84cf33c59' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Dep_2</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-531174b5-43bd-4af5-9c43-2eeb52c4ead1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-531174b5-43bd-4af5-9c43-2eeb52c4ead1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e76528b1-779e-47f3-806b-1cb4033fc2d5' class='xr-var-data-in' type='checkbox'><label for='data-e76528b1-779e-47f3-806b-1cb4033fc2d5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Dr_2</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-84ab3ab7-8e5b-4c6e-addc-c4bdc3169465' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-84ab3ab7-8e5b-4c6e-addc-c4bdc3169465' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-866a7774-791d-4ef6-9c40-429d78e64b1d' class='xr-var-data-in' type='checkbox'><label for='data-866a7774-791d-4ef6-9c40-429d78e64b1d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Dd_2</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-13be8f46-bae7-44bc-99cd-38ca38ce3a7a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-13be8f46-bae7-44bc-99cd-38ca38ce3a7a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d050e087-0b1c-4629-874f-65f64308391d' class='xr-var-data-in' type='checkbox'><label for='data-d050e087-0b1c-4629-874f-65f64308391d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>DP</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1f3204e6-35cf-474a-9a74-79bc9b6be35d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1f3204e6-35cf-474a-9a74-79bc9b6be35d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-09649abf-1f52-499f-b308-832cdf912d94' class='xr-var-data-in' type='checkbox'><label for='data-09649abf-1f52-499f-b308-832cdf912d94' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Diff_rei</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-23885d1b-9590-44f0-ad25-28222ea133ec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-23885d1b-9590-44f0-ad25-28222ea133ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b096736-a7ce-4da3-9536-e7718abbf3d3' class='xr-var-data-in' type='checkbox'><label for='data-9b096736-a7ce-4da3-9536-e7718abbf3d3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Diff_rep</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-943f5099-0379-4670-b108-53a2e07ee6a1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-943f5099-0379-4670-b108-53a2e07ee6a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-26e4e71f-ebab-4995-8719-1298f8c9794e' class='xr-var-data-in' type='checkbox'><label for='data-26e4e71f-ebab-4995-8719-1298f8c9794e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Diff_dr</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e2e2a803-8109-414a-82e9-6c9b6a069050' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e2e2a803-8109-414a-82e9-6c9b6a069050' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4d6f1aa5-f8c8-4bea-8035-bd073c66ce4d' class='xr-var-data-in' type='checkbox'><label for='data-4d6f1aa5-f8c8-4bea-8035-bd073c66ce4d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Dei</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-981df387-fcf9-4101-99f9-468e5d3ad9fd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-981df387-fcf9-4101-99f9-468e5d3ad9fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d209f163-3e3a-4114-8406-41f340d14f56' class='xr-var-data-in' type='checkbox'><label for='data-d209f163-3e3a-4114-8406-41f340d14f56' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Dep</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-06f0070d-41fe-4cd1-ac60-d1a873a1f4d6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-06f0070d-41fe-4cd1-ac60-d1a873a1f4d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-10f2e19f-a5e8-4e03-8a0c-24bb832611f3' class='xr-var-data-in' type='checkbox'><label for='data-10f2e19f-a5e8-4e03-8a0c-24bb832611f3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Dr</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-672202d9-cac7-4a4a-ade0-7d5c0b8f423f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-672202d9-cac7-4a4a-ade0-7d5c0b8f423f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5fc96f9-c7cd-489c-8180-49e20e0272bb' class='xr-var-data-in' type='checkbox'><label for='data-f5fc96f9-c7cd-489c-8180-49e20e0272bb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Dd</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7061308d-3d09-480c-967f-106849068305' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7061308d-3d09-480c-967f-106849068305' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3e655f87-983b-461b-ab6c-d41237df003e' class='xr-var-data-in' type='checkbox'><label for='data-3e655f87-983b-461b-ab6c-d41237df003e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SWCe</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a33c2c2f-09b8-47fe-869e-b66ca0096cdd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a33c2c2f-09b8-47fe-869e-b66ca0096cdd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b91264d-98ef-46c1-8bf7-6aa54b44774f' class='xr-var-data-in' type='checkbox'><label for='data-9b91264d-98ef-46c1-8bf7-6aa54b44774f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SWCr</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-59d9b3ba-d33c-4a28-89d8-e125de51fac7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-59d9b3ba-d33c-4a28-89d8-e125de51fac7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ea49680-d051-4d6b-bc7b-202cb069d567' class='xr-var-data-in' type='checkbox'><label for='data-4ea49680-d051-4d6b-bc7b-202cb069d567' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SWCd</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6a0ad081-bb39-4a7d-89d8-6e71598a4799' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6a0ad081-bb39-4a7d-89d8-6e71598a4799' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5a0cc096-1092-4c9e-b255-31ce42995d9c' class='xr-var-data-in' type='checkbox'><label for='data-5a0cc096-1092-4c9e-b255-31ce42995d9c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SWC30obs</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-330ab583-46e0-49f5-9a03-e1a48169d972' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-330ab583-46e0-49f5-9a03-e1a48169d972' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-55262e2b-b522-43b5-9c46-9bc213c4fc93' class='xr-var-data-in' type='checkbox'><label for='data-55262e2b-b522-43b5-9c46-9bc213c4fc93' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SWC60obs</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fe3b4500-a5be-4259-94eb-fee1c2319e2c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fe3b4500-a5be-4259-94eb-fee1c2319e2c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e8b15ee-b04a-4c2c-9c6b-22af7d52a1bc' class='xr-var-data-in' type='checkbox'><label for='data-0e8b15ee-b04a-4c2c-9c6b-22af7d52a1bc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fewi</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-640f9556-629d-420c-998c-932bcfa90c1a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-640f9556-629d-420c-998c-932bcfa90c1a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-adc020e2-cdcb-4779-8c2f-abfcfe6f395b' class='xr-var-data-in' type='checkbox'><label for='data-adc020e2-cdcb-4779-8c2f-abfcfe6f395b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>fewp</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b64d8f1c-0e81-4502-9894-8fdd7ba97215' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b64d8f1c-0e81-4502-9894-8fdd7ba97215' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-36a2c859-5350-4950-a60c-c0e85d4cacd2' class='xr-var-data-in' type='checkbox'><label for='data-36a2c859-5350-4950-a60c-c0e85d4cacd2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Kri</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a0e7ff83-e151-46c5-a47e-e46fd42f6a65' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a0e7ff83-e151-46c5-a47e-e46fd42f6a65' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff2531df-6957-43ed-8596-28eeb323cdb6' class='xr-var-data-in' type='checkbox'><label for='data-ff2531df-6957-43ed-8596-28eeb323cdb6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Krp</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8e019223-99bc-450b-b9c8-ab7e254b7152' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8e019223-99bc-450b-b9c8-ab7e254b7152' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e53554a1-6af4-40e9-9dfa-5266c50faf59' class='xr-var-data-in' type='checkbox'><label for='data-e53554a1-6af4-40e9-9dfa-5266c50faf59' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>W</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2f61f6d7-863d-4ce4-b319-10d9eae8768e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2f61f6d7-863d-4ce4-b319-10d9eae8768e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d575e628-6d85-466d-aef3-9c32a36c1962' class='xr-var-data-in' type='checkbox'><label for='data-d575e628-6d85-466d-aef3-9c32a36c1962' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Kei</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-cfb15871-e83e-4c22-8e41-f613628fba1e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cfb15871-e83e-4c22-8e41-f613628fba1e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a801caa0-af47-44f1-987e-3c9853b7e0a8' class='xr-var-data-in' type='checkbox'><label for='data-a801caa0-af47-44f1-987e-3c9853b7e0a8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Kep</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-828ad46c-a6e6-40e8-83d7-6b6afdd5c6fc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-828ad46c-a6e6-40e8-83d7-6b6afdd5c6fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-40e79091-eafc-482d-b1bc-bcae7d372f01' class='xr-var-data-in' type='checkbox'><label for='data-40e79091-eafc-482d-b1bc-bcae7d372f01' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>E</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-4ffff50b-e6f6-46f0-b033-5bb15338d317' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4ffff50b-e6f6-46f0-b033-5bb15338d317' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-79bbab0e-3632-421f-a1e4-ff0cf9a8ee1f' class='xr-var-data-in' type='checkbox'><label for='data-79bbab0e-3632-421f-a1e4-ff0cf9a8ee1f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Ks</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-6c69b0fd-967f-48e0-a8c8-98e5e35cdc99' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6c69b0fd-967f-48e0-a8c8-98e5e35cdc99' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2b9115db-7cdc-4a43-86d5-a4f48d8a07f8' class='xr-var-data-in' type='checkbox'><label for='data-2b9115db-7cdc-4a43-86d5-a4f48d8a07f8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Tr</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-74a979e9-465d-438f-8b8c-ca7879893cac' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-74a979e9-465d-438f-8b8c-ca7879893cac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8cfeb4c2-3867-4527-92e1-db7e3a0a26b6' class='xr-var-data-in' type='checkbox'><label for='data-8cfeb4c2-3867-4527-92e1-db7e3a0a26b6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Tei</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-5ffdfcc1-edda-495f-9ae1-5be884bc986c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5ffdfcc1-edda-495f-9ae1-5be884bc986c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cf3d2938-ad27-4718-b578-025e377aad62' class='xr-var-data-in' type='checkbox'><label for='data-cf3d2938-ad27-4718-b578-025e377aad62' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Tep</span></div><div class='xr-var-dims'>(x, y, time)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-efcc803a-f315-46f7-bdb6-40e84dfaa91b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-efcc803a-f315-46f7-bdb6-40e84dfaa91b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3904781b-f424-49a8-8781-2a37be6147a1' class='xr-var-data-in' type='checkbox'><label for='data-3904781b-f424-49a8-8781-2a37be6147a1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>[29700 values with dtype=int16]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a813af28-700a-481c-a2b5-9b0dac5ae7ef' class='xr-section-summary-in' type='checkbox'  ><label for='section-a813af28-700a-481c-a2b5-9b0dac5ae7ef' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5c244af7-f0f3-4512-ad3c-bed60373e5a1' class='xr-index-data-in' type='checkbox'/><label for='index-5c244af7-f0f3-4512-ad3c-bed60373e5a1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([699970.0, 699990.0, 700010.0, 700030.0, 700050.0, 700070.0, 700090.0,\n",
       "       700110.0, 700130.0, 700150.0],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0998777b-9c47-4f9f-989c-79a853d7a228' class='xr-index-data-in' type='checkbox'/><label for='index-0998777b-9c47-4f9f-989c-79a853d7a228' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([4700030.0, 4700010.0, 4699990.0, 4699970.0, 4699950.0, 4699930.0,\n",
       "       4699910.0, 4699890.0, 4699870.0, 4699850.0],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0c438db9-f3fc-4807-aa10-a302f4dab5e7' class='xr-index-data-in' type='checkbox'/><label for='index-0c438db9-f3fc-4807-aa10-a302f4dab5e7' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2006-02-06&#x27;, &#x27;2006-02-07&#x27;, &#x27;2006-02-08&#x27;, &#x27;2006-02-09&#x27;,\n",
       "               &#x27;2006-02-10&#x27;, &#x27;2006-02-11&#x27;, &#x27;2006-02-12&#x27;, &#x27;2006-02-13&#x27;,\n",
       "               &#x27;2006-02-14&#x27;, &#x27;2006-02-15&#x27;,\n",
       "               ...\n",
       "               &#x27;2006-11-20&#x27;, &#x27;2006-11-21&#x27;, &#x27;2006-11-22&#x27;, &#x27;2006-11-23&#x27;,\n",
       "               &#x27;2006-11-24&#x27;, &#x27;2006-11-25&#x27;, &#x27;2006-11-26&#x27;, &#x27;2006-11-27&#x27;,\n",
       "               &#x27;2006-11-28&#x27;, &#x27;2006-11-29&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=297, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-56519aaf-e68b-448d-837c-57bb82c0da8c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-56519aaf-e68b-448d-837c-57bb82c0da8c' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:      (x: 10, y: 10, time: 297)\n",
       "Coordinates:\n",
       "  * x            (x) float64 7e+05 7e+05 7e+05 ... 7.001e+05 7.001e+05 7.002e+05\n",
       "  * y            (y) float64 4.7e+06 4.7e+06 4.7e+06 ... 4.7e+06 4.7e+06 4.7e+06\n",
       "  * time         (time) datetime64[ns] 2006-02-06 2006-02-07 ... 2006-11-29\n",
       "    spatial_ref  int64 ...\n",
       "Data variables: (12/47)\n",
       "    ET0          (x, y, time) int16 ...\n",
       "    Rain         (x, y, time) float64 ...\n",
       "    NDVI         (x, y, time) int16 ...\n",
       "    Ir_obs       (x, y, time) int16 ...\n",
       "    ETobs        (x, y, time) int16 ...\n",
       "    FCov         (x, y, time) int16 ...\n",
       "    ...           ...\n",
       "    Kep          (x, y, time) int16 ...\n",
       "    E            (x, y, time) int16 ...\n",
       "    Ks           (x, y, time) int16 ...\n",
       "    Tr           (x, y, time) int16 ...\n",
       "    Tei          (x, y, time) int16 ...\n",
       "    Tep          (x, y, time) int16 ..."
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xls_outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",