From aad5a1b2678f13b3c43c915f1b4ebd1ca98d5ce2 Mon Sep 17 00:00:00 2001 From: Sean Freeman Date: Thu, 9 Feb 2023 16:50:00 -0600 Subject: [PATCH] added radar/satellite segmentation --- .../track_on_radar_segment_on_satellite.ipynb | 1245 +++++++++++++++++ 1 file changed, 1245 insertions(+) create mode 100644 tutorials/Example_Track_on_Radar_Segment_on_Satellite/track_on_radar_segment_on_satellite.ipynb diff --git a/tutorials/Example_Track_on_Radar_Segment_on_Satellite/track_on_radar_segment_on_satellite.ipynb b/tutorials/Example_Track_on_Radar_Segment_on_Satellite/track_on_radar_segment_on_satellite.ipynb new file mode 100644 index 0000000..5d55fe6 --- /dev/null +++ b/tutorials/Example_Track_on_Radar_Segment_on_Satellite/track_on_radar_segment_on_satellite.ipynb @@ -0,0 +1,1245 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "## You are using the Python ARM Radar Toolkit (Py-ART), an open source\n", + "## library for working with weather radar data. Py-ART is partly\n", + "## supported by the U.S. Department of Energy as part of the Atmospheric\n", + "## Radiation Measurement (ARM) Climate Research Facility, an Office of\n", + "## Science user facility.\n", + "##\n", + "## If you use this software to prepare a publication, please cite:\n", + "##\n", + "## JJ Helmus and SM Collis, JORS 2016, doi: 10.5334/jors.119\n", + "\n" + ] + } + ], + "source": [ + "import pyart\n", + "import xarray as xr\n", + "import s3fs\n", + "import numpy as np\n", + "import datetime\n", + "import matplotlib.pyplot as plt\n", + "import cartopy.crs as ccrs\n", + "from matplotlib.pyplot import cm as cmaps\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# read in radar data\n", + "radar = pyart.io.read_nexrad_archive(\"s3://noaa-nexrad-level2/2021/05/26/KGLD/KGLD20210526_155623_V06\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# read in satellite data\n", + "fs = s3fs.S3FileSystem(anon=True)\n", + "aws_url = 's3://noaa-goes16/ABI-L2-MCMIPC/2021/146/15/OR_ABI-L2-MCMIPC-M6_G16_s20211461556154_e20211461558539_c20211461559030.nc'\n", + "\n", + "goes_data = xr.open_dataset(fs.open(aws_url), engine='h5netcdf')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "'''\n", + "Because the GOES data comes in without latitude/longitude values, we need to calculate those. \n", + "'''\n", + "\n", + "def lat_lon_reproj(g16nc):\n", + "\n", + " # GOES-R projection info and retrieving relevant constants\n", + " proj_info = g16nc[\"goes_imager_projection\"]\n", + " lon_origin = proj_info.attrs[\"longitude_of_projection_origin\"]\n", + " H = proj_info.attrs[\"perspective_point_height\"] + proj_info.attrs[\"semi_major_axis\"]\n", + " r_eq = proj_info.attrs[\"semi_major_axis\"]\n", + " r_pol = proj_info.attrs[\"semi_minor_axis\"]\n", + "\n", + " # grid info\n", + " lat_rad_1d = g16nc.variables[\"x\"][:]\n", + " lon_rad_1d = g16nc.variables[\"y\"][:]\n", + "\n", + " # create meshgrid filled with radian angles\n", + " lat_rad, lon_rad = np.meshgrid(lat_rad_1d, lon_rad_1d)\n", + "\n", + " # lat/lon calc routine from satellite radian angle vectors\n", + "\n", + " lambda_0 = (lon_origin * np.pi) / 180.0\n", + "\n", + " a_var = np.power(np.sin(lat_rad), 2.0) + (\n", + " np.power(np.cos(lat_rad), 2.0)\n", + " * (\n", + " np.power(np.cos(lon_rad), 2.0)\n", + " + (((r_eq * r_eq) / (r_pol * r_pol)) * np.power(np.sin(lon_rad), 2.0))\n", + " )\n", + " )\n", + " b_var = -2.0 * H * np.cos(lat_rad) * np.cos(lon_rad)\n", + " c_var = (H**2.0) - (r_eq**2.0)\n", + "\n", + " r_s = (-1.0 * b_var - np.sqrt((b_var**2) - (4.0 * a_var * c_var))) / (2.0 * a_var)\n", + "\n", + " s_x = r_s * np.cos(lat_rad) * np.cos(lon_rad)\n", + " s_y = -r_s * np.sin(lat_rad)\n", + " s_z = r_s * np.cos(lat_rad) * np.sin(lon_rad)\n", + "\n", + " lat = (180.0 / np.pi) * (\n", + " np.arctan(\n", + " ((r_eq * r_eq) / (r_pol * r_pol))\n", + " * ((s_z / np.sqrt(((H - s_x) * (H - s_x)) + (s_y * s_y))))\n", + " )\n", + " )\n", + " lon = (lambda_0 - np.arctan(s_y / (H - s_x))) * (180.0 / np.pi)\n", + "\n", + " return lon, lat\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# First, we need to grid the input radar data. \n", + "grid = pyart.map.grid_from_radars(radar, grid_shape=(41, 401, 401),\n", + " grid_limits=((0.,20000,), (-200000., 200000.), (-200000, 200000.)))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/seanfreeman/mambaforge/envs/tobac_dev/lib/python3.11/site-packages/pyart/graph/gridmapdisplay.py:243: UserWarning: No projection was defined for the axes. Overridding defined axes and using default axes with projection Mercator.\n", + " warnings.warn(\n", + "/Users/seanfreeman/mambaforge/envs/tobac_dev/lib/python3.11/site-packages/shapely/constructive.py:181: RuntimeWarning: invalid value encountered in buffer\n", + " return lib.buffer(\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# In Py-ART's graphing suite, there is a display class similar to RadarMapDisplay,\n", + "# but for grids. To plot the grid:\n", + "fig = plt.figure(figsize=[8, 8])\n", + "plt.axis('off')\n", + "\n", + "display = pyart.graph.GridMapDisplay(grid)\n", + "display.plot_grid('reflectivity', level=3, vmin=0, vmax=60, fig=fig)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "xr_grid = grid.to_xarray()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "numpy.datetime64('2021-05-26T15:56:15.477525888')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "goes_data['time_bounds'][0].values" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "numpy.datetime64('2021-05-26T15:56:15.477525888')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "goes_data['time_bounds'][0].values" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/bj/m6g82c6n41g83y3_dx02y7ch0000gp/T/ipykernel_29580/584919884.py:35: RuntimeWarning: invalid value encountered in sqrt\n", + " r_s = (-1.0 * b_var - np.sqrt((b_var**2) - (4.0 * a_var * c_var))) / (2.0 * a_var)\n" + ] + } + ], + "source": [ + "llons, llats = lat_lon_reproj(goes_data)\n", + "full_goes_data = goes_data['CMI_C10'].values\n", + "in_goes_for_tobac = xr.Dataset(data_vars=\n", + " {\n", + " \"C10\": ((\"time\",\"Y\", \"X\"), [full_goes_data],)\n", + " },\n", + " coords=\n", + " {\n", + " \"time\": [goes_data['time_bounds'][0].values],\n", + " \"longitude\": ([\"Y\", \"X\"], llons),\n", + " \"latitude\": ([\"Y\", \"X\"], llats)},\n", + ")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "import tobac\n", + "import tobac.utils" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "feature_detection_params = dict()\n", + "feature_detection_params['threshold'] = [30, 40, 50]\n", + "feature_detection_params['target'] = 'maximum'\n", + "feature_detection_params['position_threshold'] = 'weighted_diff'\n", + "feature_detection_params['n_erosion_threshold'] = 2\n", + "feature_detection_params['sigma_threshold'] = 1\n", + "feature_detection_params['n_min_threshold'] = 4\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "xr_grid_full = xr_grid['reflectivity'][:,4]\n", + "xr_grid_full['z'] = xr_grid_full.z.assign_attrs({'standard_name': 'altitude'})\n", + "xr_grid_full['lat'] = xr_grid_full.lat.assign_attrs({'standard_name': 'latitude'})\n", + "xr_grid_full['lon'] = xr_grid_full.lon.assign_attrs({'standard_name': 'longitude'})\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "grid_iris = xr_grid_full.to_iris()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "out_fd = tobac.feature_detection.feature_detection_multithreshold(grid_iris, 0, **feature_detection_params)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
frameidxhdim_1hdim_2numthreshold_valuefeaturetimetimestrprojection_y_coordinateprojection_x_coordinatealtitudelatitudelongitude
005258.862283271.851509193012021-05-26 15:56:232021-05-26 15:56:2358862.28339471851.50879071851.50879039.872883-100.885201
109250.469609240.74028364022021-05-26 15:56:232021-05-26 15:56:2350469.60902340740.28311140740.28311139.797444-101.238116
2011198.778758225.305252545032021-05-26 15:56:232021-05-26 15:56:23-1221.24192025305.25187025305.25187039.332809-101.413212
3012243.316368217.25457275042021-05-26 15:56:232021-05-26 15:56:2343316.36801817254.57178117254.57178139.733146-101.504540
\n", + "
" + ], + "text/plain": [ + " frame idx hdim_1 hdim_2 num threshold_value feature \\\n", + "0 0 5 258.862283 271.851509 19 30 1 \n", + "1 0 9 250.469609 240.740283 6 40 2 \n", + "2 0 11 198.778758 225.305252 54 50 3 \n", + "3 0 12 243.316368 217.254572 7 50 4 \n", + "\n", + " time timestr projection_y_coordinate \\\n", + "0 2021-05-26 15:56:23 2021-05-26 15:56:23 58862.283394 \n", + "1 2021-05-26 15:56:23 2021-05-26 15:56:23 50469.609023 \n", + "2 2021-05-26 15:56:23 2021-05-26 15:56:23 -1221.241920 \n", + "3 2021-05-26 15:56:23 2021-05-26 15:56:23 43316.368018 \n", + "\n", + " projection_x_coordinate altitude latitude longitude \n", + "0 71851.508790 71851.508790 39.872883 -100.885201 \n", + "1 40740.283111 40740.283111 39.797444 -101.238116 \n", + "2 25305.251870 25305.251870 39.332809 -101.413212 \n", + "3 17254.571781 17254.571781 39.733146 -101.504540 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "out_fd" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# we now have 4 detected features in 3D space. \n", + "\n", + "fig = plt.figure(figsize=[10, 8])\n", + "ax = fig.add_subplot(1, 1, 1, projection=ccrs.PlateCarree())\n", + "ax.set_extent([-101.7, -100.7, 39, 40], crs=ccrs.PlateCarree())\n", + "\n", + "cm = ax.pcolormesh(xr_grid['lon'], xr_grid['lat'], xr_grid['reflectivity'][0,4], vmin=-30, vmax=95, \n", + " transform=ccrs.PlateCarree(), cmap = 'viridis')\n", + "plt.xlim(-101.7, -100.7)\n", + "plt.ylim(39., 40)\n", + "cb = plt.colorbar(cm)\n", + "cb.set_label(\"Reflectivity (dBZ)\", size=14)\n", + "cb.ax.tick_params(labelsize=14)\n", + "plt.title(\"KGLD Reflectivity, 2 km AGL, 2021-05-26 15:56\", size=15)\n", + "plt.scatter(out_fd['longitude'], out_fd['latitude'], 70, transform=ccrs.PlateCarree(), color='grey')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "goes_array_iris = in_goes_for_tobac[\"C10\"].to_iris()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:    (time: 1, Y: 1500, X: 2500)\n",
+       "Coordinates:\n",
+       "  * time       (time) datetime64[ns] 2021-05-26T15:56:15.477525888\n",
+       "    longitude  (Y, X) float64 nan nan nan nan ... -61.97 -61.95 -61.93 -61.91\n",
+       "    latitude   (Y, X) float64 nan nan nan nan nan ... 14.64 14.64 14.64 14.64\n",
+       "Dimensions without coordinates: Y, X\n",
+       "Data variables:\n",
+       "    C10        (time, Y, X) float32 nan nan nan nan ... 264.4 264.4 264.5 264.7
" + ], + "text/plain": [ + "\n", + "Dimensions: (time: 1, Y: 1500, X: 2500)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 2021-05-26T15:56:15.477525888\n", + " longitude (Y, X) float64 nan nan nan nan ... -61.97 -61.95 -61.93 -61.91\n", + " latitude (Y, X) float64 nan nan nan nan nan ... 14.64 14.64 14.64 14.64\n", + "Dimensions without coordinates: Y, X\n", + "Data variables:\n", + " C10 (time, Y, X) float32 nan nan nan nan ... 264.4 264.4 264.5 264.7" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "in_goes_for_tobac" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "goes_adj_features = tobac.utils.transform_feature_points(out_fd, goes_array_iris)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "# the transformed dataframe needs to have identical time to the data to segment on. \n", + "replacement_dt = np.datetime64(in_goes_for_tobac['time'][0].values, 's')\n", + "# however, iris cannot deal with times in ms, so we need to drop the ms values.\n", + "\n", + "goes_adj_features['time'] = replacement_dt" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "field_time = goes_array_iris.slices_over(\"time\")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
frameidxhdim_1hdim_2numthreshold_valuefeaturetimetimestrprojection_y_coordinateprojection_x_coordinatealtitudelatitudelongitude
index
00.05.0373.0804.019.030.01.02021-05-26 15:56:152021-05-26 15:56:2358862.28339471851.50879071851.50879039.872883-100.885201
10.09.0377.0790.06.040.02.02021-05-26 15:56:152021-05-26 15:56:2350469.60902340740.28311140740.28311139.797444-101.238116
20.011.0394.0777.054.050.03.02021-05-26 15:56:152021-05-26 15:56:23-1221.24192025305.25187025305.25187039.332809-101.413212
30.012.0380.0780.07.050.04.02021-05-26 15:56:152021-05-26 15:56:2343316.36801817254.57178117254.57178139.733146-101.504540
\n", + "
" + ], + "text/plain": [ + " frame idx hdim_1 hdim_2 num threshold_value feature \\\n", + "index \n", + "0 0.0 5.0 373.0 804.0 19.0 30.0 1.0 \n", + "1 0.0 9.0 377.0 790.0 6.0 40.0 2.0 \n", + "2 0.0 11.0 394.0 777.0 54.0 50.0 3.0 \n", + "3 0.0 12.0 380.0 780.0 7.0 50.0 4.0 \n", + "\n", + " time timestr projection_y_coordinate \\\n", + "index \n", + "0 2021-05-26 15:56:15 2021-05-26 15:56:23 58862.283394 \n", + "1 2021-05-26 15:56:15 2021-05-26 15:56:23 50469.609023 \n", + "2 2021-05-26 15:56:15 2021-05-26 15:56:23 -1221.241920 \n", + "3 2021-05-26 15:56:15 2021-05-26 15:56:23 43316.368018 \n", + "\n", + " projection_x_coordinate altitude latitude longitude \n", + "index \n", + "0 71851.508790 71851.508790 39.872883 -100.885201 \n", + "1 40740.283111 40740.283111 39.797444 -101.238116 \n", + "2 25305.251870 25305.251870 39.332809 -101.413212 \n", + "3 17254.571781 17254.571781 39.733146 -101.504540 " + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "goes_adj_features" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "parameters_segmentation=dict()\n", + "parameters_segmentation['method']='watershed'\n", + "parameters_segmentation['threshold']=235\n", + "parameters_segmentation['target']='minimum'\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "seg_data, seg_feats = tobac.segmentation.segmentation(goes_adj_features, goes_array_iris, dxy=2000,**parameters_segmentation)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "seg_data_xr = xr.DataArray.from_iris(seg_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwgAAAKPCAYAAADJx+3DAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOyddZxU5f7HP+dM53YHm3Qs3dJgYF4FEQkRbP0Z91oYCGJd6169inqVEATFa6OSUkpLSS4bbC9sTfc5vz+W3Z0zM1uz0/O8X6997cxz6pkzZ875fp7nGxTLsiwIBAKBQCAQCAQCAQDt7w4QCAQCgUAgEAiEwIEIBAKBQCAQCAQCgdAMEQgEAoFAIBAIBAKhGSIQCAQCgUAgEAgEQjNEIBAIBAKBQCAQCIRmiEAgEAgEAoFAIBAIzRCBQCAQCAQCgUAgEJohAoFAIBAIBAKBQCA0QwQCgUAgEAgEAoFAaIYIBAKBQCAQCAQCgdAMEQgEAoFAIBAIhLClvLwc7777LqZOnYr09HQIhUIkJibib3/7Gw4cOOC0PkVR7f6VlpY6bffFF19g2LBhkMlkiIqKwrXXXovDhw/74iN2GoplWdbfnSAQCAQCgUAgEPzB008/jddffx3Z2dkYN24c4uPjkZ+fj++++w4sy2L9+vWYMWNG8/pLlixxuZ8LFy5g3bp16NWrF06fPs1Z9sorr2Dx4sVIT0/HrbfeCq1Wiw0bNsBoNGLz5s0YP368Fz9h5yECgUAgEAgEAoEQtnzzzTeIi4vD2LFjOe179uzBpEmToFAoUFFRAZFI1OZ+Hn74Ybz//vt466238Pjjjze35+fno3fv3sjKysLBgwcREREBADh16hSGDRuGpKQknD17Fnw+3/Mfzk2IixGBQCAQCAQCIWy55ZZbnMQBAIwdOxYTJkxAXV0dTp482eY+jEYj1q1bB6FQiDlz5nCWrVy5ElarFYsXL24WBwDQp08fzJ07FwUFBdixY4dnPoyHIAKBQCAQCAQCgUBwgUAgAIB2R/e/+eYb1NfX44YbbkBcXBxn2c6dOwEAU6dOddpu2rRpAIBdu3Z5oLeegwgEAoFAIBAIBALBgZKSEmzbtg2JiYno169fm+t++umnAICFCxc6LcvPz4dcLkdiYqLTstzc3OZ1AokOOzsZjUaYzWZv9oVAIBAIBAKB0AmEQiHEYrG/u+ESf9qOLMuCoihOm0gkajeOoAmLxYI5c+bAZDLhjTfeAI/Ha3XdoqIi/Pbbb0hPT8eUKVOclqtUKsTHx7vcVqlUNq8TSHRIIBiNRsgT4mFTa7zdHwKBQCAQCARCB0lMTERRUVHAiQSj0YhIWQxMjN4vx5fL5dBqtZy2F198sdUMRPYwDIMFCxZg9+7dWLRokVNMgSOfffYZWJbFXXfdBZoODeecDgkEs9kMm1qDtCXPgw6wC5DgHeRFVPsrhTjaTJLgi+BdyO+M4C6hdH96peEcRpkbmt8zAO6J6osLAlmX9ivLCKwRWW/A6E04u+BfMJvNAScQzGYzTIwe4xPvAp8S+vTYVtaMnVUrUVpa2jxCD6BDswcsy2LRokVYu3Yt7rzzTqxYsaLN9RmGwapVq0DTNBYsWOBynYiIiFZnCNRqdfM6gUSn8inRYjERCGGCvhegKAx+40WT5f5DNDTGAAiBiqKQAjo2000gOEGLQ0MgjDXV4WpKB4gEzW0bJIkoVMR06R4sz2oA+YEFBnxKCD7tW4EApvGfUqnkCIR2N2MYLFy4ECtXrsSsWbOaDf+2+PXXX1FWVoZp06YhPT3d5Tq5ubnYt28fqqqqnOIQmmIPmmIRAoXASbhKCDg0WazPREJXDHkCgUAINxSFVKfumzyWxU2GamRb9TBSNHQUD3qKBx3Na36tp3jQUjzo6SvLKB6slPeGSkSsDX9XF3HaamgBVshdG1kdpVEcEAidw14czJw5E59//nmbcQdNtBWc3MS4ceOwb98+bNmyBXPnzuUs27x5c/M6gQQRCASvQAx+AqF1QmF2jhBcLFYX4AbjpU5vZwYF3RUh0SQiTDIGOh4Pap0YegeB4Up4NP03UDRgFzQ6X1eOFMbEOd6/5d2gpYlpQvAtDMPg7rvvxqpVq3Dbbbdh7dq1HRIHly9fxo8//ojY2FjccMMNra5311134c0338Ty5ctx4403cgqlrVmzBtnZ2Zg4caLHPo8nIL9CgtsQEUAgdA4iDAj+YKipwS1xAABCsBCyVkTZrC2NDU0v1J3aFwM0Cwk9xUOKzchZ/qdAiZ/Fca437iBk9oDgDkuXLsWqVasgl8vRvXt3vPzyy07r3HTTTcjLy+O0rVmzBhaLBXPnzoVQ2LobVffu3bFkyRI899xz6N+/P2699VbodDqsX78eFosFn3zySUBVUQaIQCB0gc5OcRMI4QoRBgR/Mk9f7u8uAGiM65KzNshZm9MyK4DXFZmcGQYCwVcUFxcDALRaLZYvX+5ynYyMDCeB0BH3oiYWL16MjIwMvPvuu/jwww8hFAoxatQoLF26FEOHDu1S/70BEQiEVumIUUNEAoHQOkQYEAIBOeNskO8URUPK2iBjbI3/2cb/UtbmlwQN/0uKRnWGBfKW6QkAgLYwssP7ILMHBHdZtWoVVq1a1entTp8+3an1Z8+ejdmzZ3f6OP6ACASCSzpj2BCRQCC0QEQBIdDYJo5BX4d88P+Rp6OIL3Val2JZiFkGMgfREBOvhsxmg8TGQOr0Z4PUxkDCOLcLOvBoKJCKsDrVtWtRe0Z/ZwQEgUDoOEQgEDwCEQmEcIcIA//T3j0oXL+jbySJWKArg9LOtWeurhwvRTinVWQpCgaKBwN4qLnS1mikK9w6tuCKaJC4EBRSGwMdn4fDETLo+e0HhLqCzBoQCN6BCASCE+4+RIlICD46+12T79eZcDU6fY0nrr2O7iPUvlM9zcNX0iQs1JU1t11jrMEKeTqqed6tFWChaahoGipB++sSCITAgQgEgkchIiFw8YTR07SPcP6OQ814DDQC4drydB8C4ZrZIE3CnboKiK9UkOKDxRxdOd5UZvm5ZwQCIRAhAoHAgRiRoYW3DJNw+Y4DwbALZUL9+mmiK5+ztWuws/tsoAX4ThKP2w1VzW03GS7hv/I0NNBkeJ9AIHAhAoHgNchsgn/xhXEbSt8xEQPeJ1SuFV/iyXP2uSwFtxqqwUfjPsVgcLu+ssuViwkEQuhBBAKhGW8YSKFkQAYTvjR2Q2E2gYiDFoL5eyS0TTVPhF/EsbjeeLm5bYa+Ep9Lk6Ej1YsJBIId/kh3TAhAvGkgEeMrPFAUUkH7XROjuPEckPMQ+qyRpXDeK1kbbjZU+6k3BAIhUCECgeATgtVwDEb8fa79fXx3aTKQw9FIDsfPHK4U8aX4TRTNaZutr4CAZfzUIwKBEIgQgUDwmUEXrIYjofME82wCED5iIRw+I8GZVQ6zCHGMBdMNl/zUGwKBEIgQgUDwKcFsNAYDgXZ+g10oAKErFkLt8xA6zimBAocESk7bXH0FaJZcEwQCoREiEMIcfxhvoWA0BiKBfE4DuW+dIRSEQih8BkLXWSVL5bxPsxkxyVTrp94QCIRAgwiEMMbfRpu/j0/wLaEkDINxViHY+kvwLgeEETjNl3Ha5uvKATKLQCAQQARC2NFkpAWKoRYo/Qh2guk8BtL15wkCXSwEct8IfoSisNohFqGHVYeR5gb/9IdAIAQUJPFxGBDoxhiplRCehOL33trn8eVvMNTOKcF7/CaKwUWeGN1sxua2+bpy7BNF+bFXBAIhEPCqQAiFAkrBSqCLAkcc+0uumY4TbN+1PeFyj/CGcAj1c0bwPsyVWYQX1AXNbYMtavQ3q3FCqGxjSwKBEOp4RSA4PvTaewiSB51nCGZD0RFXn8VX10lr5zEQr9NQ+c7DRSg40lHhEG7nheA7fhbH4V5tKRIYc3PbfF05HicCgUAIazwqENw1VoiAcJ9QMRA7gjdEQ2fOXyi6xAQa4SoUHAn3z0/wHVaKxjppMh7XFje3XWWuR7ZVh4IrQczawkgAgDyrwfcdJBAIfsEjAsHbRqr9/sP9wRlOgqAjdGa03xPnLpBEQihfC4F0ngmEUOdbSQIW6MoQyVqb2+bpKvBCRC5nPW1hJBEJBEKY0KUsRv7IRhJqGVDawz7rUDh97q7ieN48ee4C5bsIdQM6UM4zgRDqGGgevpImctqmGi8jyS54uYmm2QQCgRDauCUQAuHB7e/jewNvGrUEzxMI30+gp9j0BOS3QCB4ny+lSTDYmQR8AHN0FS7X1RZGEqFAIIQ4nRII8qLAelCHguFAxEBwE0jfXaiLhUA61wRCqKGiBfhWmsBpu8FwCdE2cytbkNkEAiGUCYlCacFqOARjnwmuCbTvMtTFAoFA8DxrpcmwoOVeJgaD2w2VbW5DRAKBEJqEVKG0YMmAEmjGJMEzBGpgrX2fguHaC8RzSLCDZTHJVIsMqwHbxDG4yJf6u0cED3GJJ8Iv4jjcYLzU3HabvgqrpSnQ0a2bC+EUvNyWIAqXc0AID0JKIDQRqIYaEBwGGsF9Al2kOvbL09djoH5ugue4W1eG+3WlAIBFujJ8LEvDalkKbBS5t4UCq2XJmG681OxeoGBt+JuhGmtkKW1uF8qpUDs6S+K4XiieC0L4EJICAQhMQ42Ig/AhkEWqPcHQR0LgkGHVY5GurPk9Hywe0JVgjLkOLyhzUcaX+L5TLIsZhirkmdWwUhT0FA96igdd03+65XVTu45ueW2lQsLT1mNc5EuxUxSNiaa65rY79BXYIE2CuQPnKlRmEzzhOuVqH6FwbgjhQcgKhECDiIPwI1hEAoHQUeboKsCH8zXd36LF+trjeEeRgW8kCYAPZxPu0ZXiHjvR0lnMaBQVWprnLC4oHvQOAkN7pc1xPR3NgxG0Tz+7t1glS+EIhFjGgumGS/jGIRVqawSrSPBFPAURDYRggQgEL0OEQXgTiDNZBIK7RLKWVpdJwOBZTSGuMtVhmTIHtTyh1/vTzarHXbryLu1DCBZC1opIm7X9ldvBBsBwRTDU0wLsEMVgrSy5QyPvgcRpgQIHhBEYblY1t83Vl+N7SUKHXcmCxeUoEIKs7fsQ6OeLED4E110rCCGGIQEgQpEQGuwQxbS7zhhzA76sPYYJxlrvdoZl8aSmCAIXMxr+ggdAztqQwJjR06rDA7oSrKk7gVyLzt9d6zSrpNyYg1SbCZNMnf9OA8EAd0Wg1nIIxD4RwpOQFgiBYpwHSj8I/oWIBEKw86s4FhW0qN31Ilkr/qk6hxdV+ZAxXR+Zd8VkUy1nhLuJrySJ+Fkch52iaBwURuAUX44ingSXaCG0FA+MV3rTOjlWPdbUncDVhss+PnLXOCSMwCm+jNM2T1cGsJ1/ngWS0RuowsCeYOgjIfQhLkY+QpPFEgORQFyOCEGNjaLxuSwZT2mKOO0fytJwm6EKsQzXBel642UMMavwYkQu/hRGeKwfUsaGxzXFnLYqWojbYgbCQPPa3JZiWYhZBlLWBjlrg/TKn4xp/P93TREiWc+KGgFYPKcuwDZxTPAERVMUVslS8U/VueamHlY9Rpkb8IcoqtO787fLUTAa3MEay0EIDYLkThUakMJVhCaIWCQEKz9I4lFLCzhtuVY9ZsbkYYco2mn9JMaMFfWn8IimGELWM+P3C3WliGe4FX7fUWS0Kw4AgKUoGGgeanlCXORLcEYgxxFhBHaLo1HFE3lcHDTBAwuhG6Pv/mSnKBrFPG5mqvldjPnwtaEe7KPxwd5/QvBCBIIfICKBAARvBXBCeGOiePhCmsRpm2iqRSRjwZMRPfCiMgdaimuo0wDm6is84o+fZdXjDj23uu8+YSS2dyA+oi14LIunNIVd2kdb/CKOhb4DAiaQYCkKq2XJnLZBFjX6mTVd2q+vsgWFkmEdSp+FEBwQgeAniEggNEFEAiHY+FqSyBEBNIB5ugqAorBJEo/bYwbgiEDptF2TP/48XRlod0bTWRZPqQs5qVbNoPBPRWaX04vO0Fci16rntOkoGp6YT2ig+HhP0c0De/I920SxsIB7boeZG7q8X28ZvKEmDOwJ5c9GCDxCNgYhGAzwpj4SA5EQijUTEqp5mLhDAqWGhlnIwiRkG/+L7P+jZZmoZR3OayHAkqGMgEJH8/GVNBEL7NxNrjVexkfyNFTzRKjiiXFfVB/coa/Ag9oSCO0MegFYPKwtwRhTPV6MyEUFT9zh404z1mCwRc1p+1yWgpIuFmiLtZlx75Xq0E2c40sxN3oAbABEYJpjFGR2cQtyxi6GobmdgZyxNr+uoQX4TJaKetr7aV+9wQxDpVOmqCK+1CP77oyx254vfjgZziQ2geALQlYgBBMkgJkQakj0FGatl0Nm8IxlbxawroWEkIVJhJbXDsubxEizEBGxYILLyyNgWS9Nwh26Soiv5AXig8Wdugq8pcwE0Oiesk6Wgv3CSCxV56OHw+j8QIsG62uP4S1FJn4Qx7c7AyBjrHhMW8xpq6BF+EyW4nqDTvB/2mLIWRun7Q1FVnPOfxN4MPF4qHO1cQiTYDNhoZZbhO4UX4adLmJNvE04CYCO0HQ+JInV/u0IIWQhAiFAILMJ4U2ozR6M3y3xmDgAAKGFgtBCQe6BdPJWXouQaBEVcCEqHF87z3bYeADC9CdbTwvxnSQetxuqmttuNlTjU3kqGuyCmAsEMsyP7o97taWYqy/n+LXKWAYvqAtwlakey5VZbY6y36srdcqS9JYiEyaqa4pvsFmFa4w1nLYfxHE4LnR2kQo3ntAUQWKXGJYB8JoyG0wIVIsOFXTFnssORiDYQwRCgEFmE8KLUBMGAJBUwcPAo4HrTsG3UeAbKMgMXd+XjW7dXcqlW5UQzcualutkLEzi4LwOPpel4FZDdXNMgBgMZukr8aE8nbOehaLxvqIb9oqi8JIqHymMibN8vKkO/Wo1WK7Ixm6x8+h0jkWHGQ6ByXuFkdjlRrpNe/gsg6fU3MBkNcUL2ngBTzLKVI+JJu6cyTeSBJwRyP3UIwKB4EuIQAhAiEgID0JRHFAMcPVmKSiHYfXdYwwwiVgIzRSEZgoiMwWhiYLIjMb3JqplmYmCwBoc1z+PoSAxUpAY3d8HQ7G4kG3Br9P00CiD65qo5onwizgW1xtbioDN0FdijTQZOtr58XJMqMQdMQPwuKYYNxovcZbFMBa8rTqLb83xeEee2ZLxh2XxtKaQ87AygcI/FVldDkyepa9Elo2rFP8j7xa08QKeQsgy+IdDrYt6io8PHIQfgUAIXUJSIISC4UVcjkKXULg+WyPvuBDJVdzbyo7xeuwbaWplC9dQTJNwcCEgmsUFxVnHflnz6yv/AxmapdD9ghDppXz8OtWAU33MQeW2tFqWguuMl5tdhxSsDbcaqrBalupyfR3Nx7KIHOwWRWOx+gKiHeoO3Gy4hKFmFV5U5uK4UInrjJeRZ+Gm1VwtS0E5v+PBza6It5mwyCEw+TRfhm8lCV3abygwT1eONBtX9f5b0Q1qh/oXBAIhdAlJgRBKkNmE0CKUxYFET2HCTm42mZpoGw4M65w4ABqzFpnELExiAOjiOWMBoRl2gqJFbLQIDTiLCzsRImxax0SBZr3zexSbaNz0owzd8wX4dZoeBmlwXCvFfCl2iqI57ih36CuxQZrUZnzALnE0Tgry8Jy6AFeZ6znLUm0mfFz/F9ZJkzHdwJ1pKOOJsNoDgcmPaYohZbn+9a8rs8Levz7FasR8HTcw+bhAgZ/E8X7qEYFA8AdEIAQBRCS0TTDMtoSyMGhiwk4JJEZuYPLmaXr/Zw2iALOo0fffE2KDb4WzgLBzl7IXIc6ihDsjwrc5X7O9zwqRVsbHT9fqUJjtnaq+nmalLJUjEGIYC643XMLXDgXVHKnjCfF4ZE/caLiEJ7RFHIOdh8biao780wOBycNNDZhiquW0fSdJwCmBokv7DXpYFv/QFEJk9zuxAXhNkQU2zIUTgRBuhKRACMWc8sFgBPsD++/Z/nUgnadQuxZdkVzOw8DjIk7bqV5mFGcEh4HbYSjAKgCsgsbg4q4iNlCYulWCfqe4506hpTHrKwUODzJixwQDLAHuEn9GIMd+YQRGmFXNbXN1FfhWkgAb1U42K4rC99IEHBZGYKk6HwMsrVfp3SmKxu9dTLEpYBk86VAxuYHi4z/Evx7jTHUY41AE7UtpEvIFMv90iEAg+I2QLD8UygZZKH82T6LJYjl//uxDqEMxwNVbuIWTzAIW2yfpW9mC0IRRwuKHG/T4301a6MWM0/Ihf4px92dKJJf7exqmfVY6xBwkMyZMMHW8ckA5X4xFUX3xnjzdqXIvABhB4y1FRle7iTv1Fejm4F//nrwbVGHuXy9mbfi7Q2ByDS3AR7I0P/WIQCD4k5CYQQgHI8weMpvQSGe+d8d1PX3uwu0atGfgMSGSHAKTd481QKMI33PSWc72sqAsVY3pm2TILuIaqjH1PMz7XIHfRxmxd7TR/y5brZDPl8IEiuOe0t2qwzbEdngfDEVhtSy1sbiaKh/ZdhmG/itPRWUnqi67IslmxN0Ohb9OCuT4QUL86xfoypDEmDlt78gzXGajIhAIoU/Q/vLD2SBrIpxjE7r6/bsrGMh1x0WqpzB+Fzcw+XKsDYeGdD4wOdzRKlhsmKnFoKNCTN4u5aR6pVkKY3+XILtAgB9u0KE2xnm2wd88qC3hiAMA2C+MdGtf5wRyzIkZgNn6Cgwxq3BQGIHV0q4HJt+rLW2u/AwQ//omulkNmKPjxnscFiixWdxxcUcgEEKLoBEIxDBzTTjOJnjjWiDXl3tM+M1FYPLUAAhMDlYo4M9BZhR3s+KGH2VIqeTeopOr+Lj7MyV2TDDg8GBTwKRD7W3R4GZDNadthygafwrdr/JqpmislKU6uS51Bcf4ht9EMTgX7oW/WBZPagohsBN3VlB4Xdn1OhMEAiF4CWiBQIy2juPqXIWiaCDXROCQUsZD3glucO1fvc242C3EApP9QF0Mg9VzNRj9hxhj94o5qVUFVgrTtkqRmy/AT9N1fnflolkWT6kLOQFtBtB4S5Hptz61xkmBgpPff7BZBRFr63JWpGBmsqkWw+2CywHgC2kSivjSVrYgEAjhQEAGKYdLcKe3cQzUJeeU4ClcBSabhCy2TySByZ6CpYG9Y4xYNU+Dmhib0/KsYgEW/VeJ3qf8G1x7k6Eafaw6Ttt/5amo5ola2cJ/rJUmc95HsVbc5FBnIZyQMDY8pinmtFXRQnxCApMJhLAnoGYQiAHrfYJ5poFcH12DYoDu+QJENtCwCFiYhI21AcxCFiZh43+zqPG1RYA23VcGHRUhsdo5MFlLApM9TmWSDZ/epcaEnRIMO8wN0pUYadz8gxzd8834dZoeRolvz38kY8GD2hJOWzFPgnUOhnigcF4gw+/CSIy2S+V5p64cX3ckHWsIMsFUiwSHwGQTRSPLpoeO4UFP8aCjeDBQvLAvIEcghBsBIRCI4edf2jr//hAP5HrwDtf9LMWAkx0b1WUoFmYhXIoHs5BF93zuqPWlWFujTzzBK1gFwNYpBlzIsWD6JhmUGq4x2+eMEOmlfPw4XYeiTN+5eD2suYgIlnu81xWZsAawsb1SlsoRCEmMGVcba7CJZDICAHSzGbG67qRTu56imwWDnmoRDzqa59xO81BJi3BEqAxL4UUghAJ+FQjEEAx8WvuO3BEO5Pv2H9kX+B0WB0Bj1hyxCRCbOvY9B0TF5DCgKNOKT+5WY9oWKfqe5lZPU2hp3LFBgUODG4urWb3sedTPrMGNRq57zhZRDA6JIr174C5yTKjEMYECeXYBy/N05fhZHBd22Yy2imNxnfGyUwyCK6QsAynLIBaWDu//Ik+MFyJySYVqAiEI8YtAIIZi8EO+w+CBZwWmbvVewOHJPiaUpJPAZF9hlLD4/kYdzueacc1mqVMWqaFHxMgsEuCH63WoTHaOXfAEPJbF0w7ViHUUjXc8UMjMF6yUpeBfDWeb32fZDBhnqsNOcYwfe+V7LBSNhyN7Y66+HPdpS8GHZ+/r3WxGfFp3Ep/JUvGpLJXMJhAIQYTPBQIxLAkE3zJyvxjRDc7D+9XxVohMFIRmCiITBR7T+dFTnZTBjokGp3Z5VoM7XQUAaAsj3d42nDjT24KyNDWuc1FcLbaOh/lrFNg72ojfR3m+uNqthir0cAhM/liWhssBGJjsit+FUcjnS5FrbQmqv0tXjp2i6LBL7clQFFbJUrFPGIl7dKXoZ9ZAyjKcehFdgQ/gHl0ZRpka8EJELkr4kna3IRAI/sdnAoEIAwLB90Q00Bi1jxvYWppixZo5GqcgZJ4VEJpbBIPQDIjMFIQmqvF/c3vjn1HMIn/6ZSDBCk9mkm9NXBDh4IzmSnG1wX+KMGmHxKm42lV7rxRXu16HOg8VV4u2mXG/Q2ByAU+CDdIkj+zfJ1AUVklTsFyd39zUx6rFEIsah7tQuyGYOSeQ44nIXs3veSwDGWuDlLU1/mcYSFkb5KwVUtYGKctAxtiuvLZBzra8TrKZOOlkAaCvVYt1tcfxriID/5MkhJ0QIxCCDa8LBE8KgwSZBncPPgKtWQi9WQCdRQhd839hy/8rbXqLAAxLpjQJ4cvUrVyjkaFYbJ6md5mhyMYHDHwWBmnHfrNdmSVwByIcWoECjgw2oSjDght/lCHZobhaSiUfCz9TYvtEA44M6npxtf/TXoSc5bouva7MCjr3kW3iWNyvK0GqrSW4/i5dWdgKBEdsFA01RUONzgez8FgWC3RluFtXyjEyJGDwjKYQY011WKbMQS1P2Oo+CASCf/GqQPCUOEiPqEeKUg29WYjb+vzVqW31FkGLYDALoLUIoTcLcbYmFl+f6otag8wjfSQQAo3cfAG6X+A+gA8PNqE6oet+6b4WB21BhEMjdTEMVs9pLK425nfn4mpXb7lSXO06ndvpaAeaVbjOeJnT9rM4rksVk/2FjaLwuTQFz9jFUgw3q9DLosWZcK+u3EVsFIVP5Gn4QxSJpap8dHOYTRhjbsCXtcfwsjI77OI+CIRgwStDPp4tysXi6bG78cH0H/HB9T90emupwII4mR4ZkQ3oHX8Zw1LKMT6zCPcNPYSNM9djctYFD/WTEIgEkiHrS/gWYMo2rq+vVsZg91hjK1t0nGA5p/KshqDpq6dgeMCesUasmqtBbbSzEMwuEuCe/yrR64w7o8IMntIUcdq0FA//kndzu7/+5kdJPGpo7rm4S1fmp96EHqcECsyOGYCNkgSnZZGsFW+qzuEF1QXIGJLkgEAINDw+g+DpWINJWQUYmVYKoNHY9yRREiP+Oe1X/JKfi9f2jIPaJG5/Iw8j5ltwz5BD6Bl7GSYrHzqLoNldqnU3Krt1iBsVB1cGYVNbOI0oj9wvRpRDYPL2CQaYxOEXCyTPagir7x4AKpNt+O8CNSb+JsHQI87F1W75To4D5UZsm2TosMvRTH0VcqzcStkfytOD2k3ETNH4QpqMR7QXm9vGm+rQzarHRb73Mn+FE0aKh9eV2dgjisYL6guIZbjP8RuMlzDYrMILEbk4LlT6qZcEAsERjwkEbwQhi/kWPDFqr1P7b0WZoCkWUoEFMqEZMoEZMqEFMoEZEkHnRyKuyc3H4KQKLNk5EftKfTsa9vKkrZiUVdj+im1gsPCdhITeTmjYCwqdWQC9RdgYx2ERcOI29BYhbEEkNjo7OhwuhmJkvXNgckmqBX/1NbeyRccJ1hH5cPnu7bEKgC1TDcjPseD6TTIotNzf9vBDYhzLM6Emtv3g5SjGjHt0pZy2Ap4EX0sSPdpnf/A/SQLm68qgvBJXQaOxLsLSiFz/dizE+EMUhZkxeVisLsBEUx1nWQpjwif1f2G1NAUfydMCutAegRAueEQgeCtD0cLBh5Gk0HLantoyDVsKWr9x8ygGEoHlimhoEQ72QmJIcjkmOhjl8XIdPpj+I776qy/e2TcaRm9XGQIwJr24y+IAACQCKyQCK2I9MODVJDZa4jW4oqNRWNgJDLPQadajaR1Piw1PGKchP5vAAtO2SsG3OQYmd3ykuDWCVRyEO0VZVny8UI0n3o10ex+jTA1OgcnZNgNSbYagH2nX0XxslCbhbjvXomuNNfhIno7qIEnbGiyoaAGejOiB6cbL+LumiHNN0QDu0pdjlLkBz0fkojDIrysCIdjpskDwljjoFlmPuQOOctoOlKViS0FOm9vZWBpaswhaswjQuV5n/cn+uDr3PJ4ZuxtKkYmzbEbfvzAirRQvbJ+M49XeS9sn5Fnx5JjdXtu/uzSJDXhIbNjPZLQIDAdBcSVw3H4Zm2CE3iqAziaA3irwmtgINaGQe0GAnAKuuD00xIRL8d4pmBVMhOMsQhMyPQUbzXJqXRR1s6Cmg6lPy3iu3S/X1Z7AvxXd8JUkMajTVq6XJmG2rqI59z8fLO7UVeAtZaafexaCUBR+ksTjT6ESL6nyMdCuojUA9LDq8Hntcbyn6IYvJUlhV92aQAgU3BYI3q1rwOLJ0bsh4LU8vCw2Gq/vuQpdHgYFAFD4Nb8H/qxIwZIJ25tjHJpIj1Dh05u+wapjg/DRoWGweLrKEID5eX8iLULNabvYEIEdRdl2Mx72LlRmSAUWyIXuuVH5gyaxESN1LqTVWUw2GnqrAHqbADpro2hofM9vFBJXljW2812s1/SeDyvb8n2GklDgWxrTmtqjlTHYM6br5z9UZg/CUiSwwLTNUo44sNGtp7t1xXGhEu/IM/Cwtpjz0BCDwZOaIow11WOpMjtoCqU50kAL8J0kHrcbqprbbjZU44AoAntF0X7sWehSwRPj3qi+mHOlirPAroqzCCz+rinGWFM9XlLm4FKQXlcEQjDjlkDwdtGzSVkFGJXONdrXnRiAogbP3qgv6eR44KcbcFufv/DYyN85hjePZnH3oCMYm16M57ZPQX5drMeOm6xQ465BRzhtRyuTcPd3t4DtwBO7I25UUgdxIRNYIBWaIReYIW1e3+LxwG9vIeIxEPFMiIKp/ZXbwczQHIGhswqgH9T4XlUvc4rNcOVipbMIoDaKAypmY/QfYkSquGJ220QDuhp7HyriIFzpfUaAzIvcWaX9w42o7WThtHWyZPwpVGKZKh8ZNq7oHGluwIba43hNmYWtYs/dK33JWlkybjVUg3/FUBWDwbsNZ/GNJAHvyDNgoD0/UOR3WNavMz8MRWG1LBX7hY3pULMdrqvhZhU21B7Da8psbAnS64pACFY6JRC0mSxoL2dBcRWYXK2V4ZMjQ710RAobT/XDgbI0LJ24DQMSqzhLu8fWYt2tX+GDg8Ox5vhAj2QM+sfoPRDzW1w+bAyF1/aM65A4ADrmRtVRaIqBVHBFUDjOXFwRGPaCwnE2QyowX/lvgUwYHGJDSDMQCk2IFLoQG53wKqs3iLHhZH98dnQwrF6YZeoMUXU0RhzgKoGLaRac6tO1wORQFAfhNIsgNAGTt3P9BVVKBr+Pci/d7RmBHLNj+uNhzUXOaDsARLBWvKo6j6tMdXhDkQUN7fU6nB6liifGD5J43GKo5rTfYqjGULMKLyhzcVKo8FPvPATLItbGoKfJjHSLFXwAVgAlAj7OioSo4dF+EQznBHLMiRmAB7UXMVtfyVmmZG14RXUeY4P0uiIQgpWA+6W5Ckx+648x0FtaUuk5Gi2eeNiXqCKx4LtbMC/vKO4feoDj3iTgMfi/kfswLqMIL+yYjFK1+8cb260I4zO5ucS/+qsfztf6Z3SEsRcbncCV4UiBhYRngZRvhYxvgZRvgZTX+L/xvRVSXuNrCd8C2ZV1pXbrNq0n4VlAB7jraZTEiPuHHcRVGY2zTMUNUf7pCAtM2+IqMLnjLiThRriIhLF7JU7Zi7ZO1sPShcykJoqHN5VZ2COKxovqC4hnuCL0GmMNBprVeEmZg0OiSPcP5AfeUmQghjFjnKme055mM+K/9SexUpaKT2SpQVc1GgAolsUovRE5FisYtBRBEgDItFiRbbHigoCPP6Riv/j9myka7ygysVcYhRfVF5DYynW1JCKXVLsmEHwAxbJsu1MCarUaERER6PbactBi79UKSI+ox9cz13OM8wNlqbjvxxsBUB0azfTEQ797TA2WTdqK7jG1TssMFj7e/mMMvj7dB521voQ8K76e+QUn9qBWL8FN6+/stIHuC/w5ekyBhZhnbREX9sLjiuhoFBV2YsSFyGha5m2xYbTy8O/9o7DhZP8OzwR5ih7nBLj1G27l1/3DjNg+qWuxB6E4e2BPqAuEuEs0Fn6m5FRULsiyYMMMrceEo5Kx4Cl1EaaZalwu/0KahP/I02Gigsg9h2Vxo+ESntAWQco6u2Gd5svwQkQuioMpyw7LYrTeiGyLtc2vngVQIODjd6nYr65HCsaKpzSFuNro+rpaJ03Cf+TdYA5CoeZpGKMRF59eDJVKBaUysOpINNmOk5PuBZ/2bb0UK2PGtsqPAvK8BAsBNIPA4qkxrgOT5VmqDu/FE0Gn52tjcefXM3D/0AOYN/BPjnEpEVixeNxOjM8sxEs7J+KyTt76jhxwFZj87r7R0JpFPhM/rRFoxiALCgabAAabALVdDjtgIeE1zl5MTT8PIc3gRE0yR0w4zXbwuDMbUr4VUtoKqcAMPu2sqcV8G54cswfjMorw4o5JqNb5xhVBYHaumKyRdz0wOdCuB28Q0rMILHD1FilHHFh5LDZP8eyskpoWYHFkd+w2ROEpTWFzLYEm7tBXYoSpMW3lOUHH75V+haLwvTQBh4URWKrOxwCHLDu9rTqsrT2B965kbwqGLDuxNgY5lvaTW1AAcixWnLMxqOH7T9RpaD6ei+iOPULX19Xs5uuqO84LZH7qJYEQ2gSMQJiYWegUmLyxpCcuR7s3QtBVoWBhePj3gVHYfTEDSyduczLsR6eXYOOM9Xh1zzhsvtC93f2lKFROgckn6uOw05rQYWOsrfU6+jnDwfBzhsLYlMZ6E7XmRmM6Tq7ClpIebuyLheWiAj1iL+PFCTuQFcV1RRieWoaNM9fj9b1XYdP5HvC2j8+wQ2JEqJ0rJndlQiqcrpFQFQl9/xIivZQbmLxvhBH10Z0LTO4omyVxOCpU4kX1BQw3cwd0smwGrK47iY/kaVgjTYEtCAxqACjni3FPVF/M1ZfjXm1pc/Ay0BjA/A9NEcaa6vCSMifgszf1NJk5bkVtwQDoYTKjhi9pd11vs1kSh2NCJV5wcV1l2wxYXXcCK+Rp2CKOhZ7iQUfxSJE1AsFDBISLkZhvwTe3r+PEHlwySnHn3uthsHmuYJm7hoCEb8Zjo/7AbX3+crl884UcvLp7HFQm1zdUeVYDXh34G8bElze32VgKd++7FgUaP/mthxFT08+1usw9kdB4LYl4Vjw8Yh9m9z/ucp3thVl4edcENBi996Cd/YUcGQ4Zai6mW/DDdD3UEe4Zg+EkEIDQczUSGSnc95EScn2LodQQYcNHi9Twdv1HimUxw1CFhzUXm2sK2HNcoMALylyU873nquoNeli0WKbKR5bNeWZORfEDPnvTHQ0adOartwD4IjJwArIplsVMQyUe1lyECG2bLCZQjWKB5kFP8ZqFg+7Kaz1t99quXWfX3vTfQPknaLszEBcj1xAXo64TEDMIdw9yDkz+z7lBHhUHgPuzCgarEK/sHo9dxZl4cfx2xMn0nOXTci5gUFIFlu6ciL0lGU4G1qi4Mo44AIBvSroTceBl2hIG9uu4IxKaRp7f/H0sdhdn4KWJ25Eo517Dk7IKMSCxCkt3TsCei94puFSSZnUSCN1KBFj0qRJbJutxsp+5U5MY4SYOgNCbRRi3W8wRBwCwZYrB6+IAAFiKwpfSJBwQRmCZKh+9rNw0awMsGqyvO4a35Zn4ThIf8MZXE41ZdvrjQW0J7nDIshPw2ZtYttMPev6V7QLl+2EpChukyTgojMQyVT56WFtP3ycCCxFrRZSt6/WCGKBZSDQKB/qKmOBz3tsLknKeGEcFSjABcu4IBHfx+wyCq8DkI7WJePTwJPgiBUtnDQOlyIinx+7CNbn5Lpd/X5qD/5wb3CxuhLQVn4/+CcnSFuOxziTG7L03QGv1raIOFzoiDBzpykwCAMiFJjw1Zjem93B97G9O93bKxuUJKAaY+JsEww+KQLn4vZztbsYv1+ihl3YsPXE4CoQmQkEkJFTxsGCVghN7cD7HjI23dTEfshvwWQYLdWW4S1cGV97su4VRWK7MRi0vuO6Dw0wNeFF9AQmMcwrhKloYkNmbgn0GwR4+y+BebSnm6cs75DLlDwp4Erzgo7gbMoPgGjKD0HX8/PtyDky2MhTeOTMUvsrPKM9q6FQMAJNixCuFw/Hi8TFQmZ0v+BvTLmDlqE3oF3kJAHBH5mmOOACAD84PIuLAS7gjDrqyXfOslFmE53dMwd83X416g7OIvqX3aXw5YwPyEivcOk5rsDSwfZIBa+/QQqW0OS3veV6IRZ8okZvvg+Fjgn9hgas3cwOTLXwWW6Z0vZK2O1gpGivk6VgY1Q8lPOffxFXmemyoPYbxRudscYHMQVEkbo/Jw68uXIoSGTM+bDiNxzVFELHOv0d/USLgu3D4cg0D4KIgwGZB7LBSNP6j6IZFUX1xVKDo8OfyJdk2A1bVncQ8XRno9sdgCYSAxK8zCBMzC/DW1b9w2r4o6o0Pzw/y2DE6S/OIcAdEQ4xIj6f67MfIOGejj2GB70u749qUAoh4LQ+K4/VxeOjgVJAE9Z7FXQPfEXdnEoCWaydGosPz43/DuIxip3UYFlh9bBA+PDgcFg8XVxMZgSnbpBhw0nXA5LEBJmydpG8zgDmcZxCA4J5FGHBciOk/czO67BprwN4x7hVF8yQSxoZHtcX4m0MRsiZ+EMfjLUUGdIHmntMO0wyXXWbZAXw7itwesVYbrtPq21/xCpvkUr9mMeoMFMtCwjKQsjbIWBukV/7kTMtr+3YZ0/K+ud2uTdhOjENnOSpQ4MWIXFS4EMmegMwguKazMwjl5eXYuHEjfv75Z5w9exZVVVWIjo7G6NGj8eSTT2L48OEutysqKsIrr7yCLVu2oKqqCpGRkejduzceeOAB3HbbbU7rf/HFF3j33Xdx6tQpCIVCjBw5EkuXLsWQIUO6/Jk9jd8Egphvwbd3rkWipGXq+7JRgtl7b/B47IF3YXF96gU81OMIpPy2fR5JYLJ38JQ4aMITIgFgcXOv03hi1F6XFabP18Tgue1TkF/n+cDGHucEuOYXKWQG5wnChggbfrhej9I019dquAsEwPciQWAGbDygK3pRbKBw/0dKSO2+87ooGz5eqIYtgGzu0aY6PK8uQCzj/Jsop0VYEpGDo0FWBCveZnKZvQkALKCaszf51Sc9yOog+BM+y0DWJB4YB3FhJzJa2pjm1ylWI1IY57zcWoqHNxWZ+Ekc5/HzSgSCazorEJ5++mm8/vrryM7Oxrhx4xAfH4/8/Hx89913YFkW69evx4wZMzjbbN26FTfddBMA4Prrr0dWVhbq6+tx4sQJ9O3bFx999BFn/VdeeQWLFy9Geno6br31Vmi1WmzYsAFGoxGbN2/G+PHjPfXxPYLfBMJjU3dibjY3K9CLx8dgR1WGR/bva5IkGizu9wcGRF1udZ2NF3vg32eH+rBXoYmnBUFreEIopChUWDppGwYlVTqtY7HR+ODgcKw5PhAM61lvP5mOwrU/S9H9gvNNmQWL/cNN2HWVwcl4JALBdwIhsp7Gbf+TI/5yozKw8FmYhS1/JhELsxAwObVdeS1kYRaxMAmBSb9JkFLB/TLXz9CgMLvrgZqeJpKx4Fl1ASaa6pyWMQA+lyZjhTwdliBKV9le9qZjAgVe9HP2ptYqKQNofu/PSsqhAJ9lcM+V+AhXen+HKBrLldlQ0Z4bBCUCwTWdFQjffPMN4uLiMHbsWE77nj17MGnSJCgUClRUVEAkapyCLy0tRd++fZGQkIBt27YhPT2de3yrFXx+yz05Pz8fvXv3RlZWFg4ePIiIiMaBkFOnTmHYsGFISkrC2bNnOdv4G78IhPSIenx9+3oIaPvA5AQ8engygtn1hgaDGRlnsSj3GIQ09yFRaxLjThKY7Da+EgWOeEIk0BSDOQOO4YFh+yHkORsPRyuT8Pz2ySjXeHjklAUGnBBiyjYpRGbn31V1nBU/XK/HpYQW9wgiEHwjECgGmL9ageQq7zwMzvYw43+3+D4wucOwLK4zXsY/NEWQu3DPOc+X4gVlLi4EWRGsTKsey1T56Okiy46OovG2IhPfi/2YvYllEWtj0MNkRjeLFXwAVjTGHJwTCVHDC/y0nsHAALMaL6nzkWpznk2ooQV4SZmDfSLPeBIQgeAaTwYpT5s2DVu2bMGhQ4eaXYHuv/9+rFixAtu3b8fEiRPb3cezzz6LV199FatXr8bcuXM5y5r2tXnzZkydOrVLffUkfhiiuRKYTHMDk9/1YWCyt2BAY0Nxbyzcdy3Oq7k//vfPDXZLHExNP+fyL9QJlM/blWM3BcAzLI3Vxwbhzq9n4HxNjNN6A5Mq8dXMDbi51ynAk/6vFHB8gBmf3K1GSZqzS0fCZT4WrFJg5D4RqECM9AthBh4Tek0cmAUstk7quL+5X6AobJLEY1bMABwROD+8u1v1WFN3AnN05UEV5FnEl2J+dD98KkuFo+yRsQyeVxfgLdVZRLnIgOQTKAo1fB5+l0nwRaQCayLk+CJSgd9lksaYAyIOPMJxoRKzowfgB3G807JYxoL3Gs7gSXVhQAWyE1pHIGic8Wka3WdZFl999RViYmIwceJEHDlyBG+//TbefPNNbNu2DQzj/EDduXMnALgUANOmTQMA7Nq1y0ufwD18PoPgKjB5fVEvfHB+cJf2G2jwKRtuTMtHv8jL2Hs5FdsqO5cH35epOgOBQBc9XT23TaPSAtqG+4YewLy8o+DRzj+93cXdsHTnRNQaPDtySjHA8IMijNstAd/mbASUplrxw3QdrIOd3T7CDW/PIEj1jYXMJEbvjM/sGK/HvpHOI5eBCs2yuENfgQe0JS4DRI8IlFgSkYNKLwV5eou2RpHrKD5eVuZgtzjaDz0j+JIJxlosVhcgknV29yvmSfBcRC7OdiGQncwguMZTMwglJSXo3r07oqKiUFZWBh6Ph8LCQmRnZ2Po0KEYPHgwVqxYwdlm4MCB+OGHH5CamtrcFhcXB6PRCI1G43SMU6dOoW/fvrjtttvw1Vdfud1XT+NTgdBYMfkLJClaTlBwBiZ7B28Yyf4SDYFu8LuDJ85lk/E5ILESyyZuRVqE2mmdeoMYy3ePx/bCnC4fz5H4Szzc8KMUCZecR6/NAha7b6/FqbGaYJ/M6zLeFAnXbZIi7wQ3ldQ3N2rREMlAaKYgMlON/00UhGbYvW75a3ovsltu5QN/9TXj16l6eDikxSfkWHRYqs5Hd6vz7IeW4uGfikxs8kKQpzeRMjY8pi3CzYZLLpd/K4nHO/JM6OngyBhEcI8YmxkvqC9gtLnBaZkVFD6RpWKVLBU2N65tIhBc0yQQSktLOedFJBI1xxG0h8ViweTJk7F7926sWbMGc+bMAQDs378fI0eOBI/Hg0QiwXvvvYcbb7wRKpUKr7zyCj755BMMHz4c+/fvb96XUChEfHw8ysrKnI5TWlqK9PR0TJ06FZs3b+7iJ/ccPo2GaKyYzFVP79sVFQtnvGVQu9qvvaEbioa8t3C36rI9TT7+xwuTMPOr2/H4qN9xa59TnHWiJEa8Oe1X/HSuB17fexW0beUl7SSX4m1YOU+DsXvFGLlfzMmZL7RQmPx5LLKPSbFtXg30EWT629OklPGcxMFfvc0409vZBaxTNA3zBI/t7MQFgQzzovvjPm0J5ugrOP6vctaGl9QXMM5U5/EgT2+ip3lYrszBHmE0nlNfQLTDKPLNhksYalbhBWUuTggDy7gjeI5anhD/F9kLfzNU4zFNMSeQnQ8W9+tKMcrcgBf8HMjuLQy9k8D38eeyWo1AJZCWlsZpf/HFF7FkyZJ2t2cYBgsWLMDu3buxaNGiZnHQtAwAbDYbli1bhvnz5wMAoqKi8PHHH+PEiRM4cOAA9u7dizFjxnjsM/kan40zpUfUY27eUU7bgbJU7Kjq5qsuBCT+8LEPBN/+YMVT50ye1QCDVYjluyfg4U3TUaOXOq0zvcc5fDVjPYallHrkmE3Y+MDO8UZ8fqcG9ZHOIiDzpBR3LklBzhHnPhHch2KAazZzz6lJyGL7RA/EC1AIanHQhIWi8Z4iA/dG9UE57SyMJ5rq8GXtMYw21fuhd+6zWxyNmbF52OUiMDXVZsIn9X/hAe1F8FkSDBSyUBT+J03E7JgBOMV3diEdYNHgi7pjuNFQDQRR3E2gU1paCpVK1fz3zDPPtLsNy7JYtGgR1q5dizvvvNPJhagpAxEA3HDDDU7bX3/99QCAw4cPc7ZRqZxTIQONMy2O+w0EfDSD0BiYbJ/BxWKj8cbeq6CtjwrbzCnEQA9OPDGTALTMJuwtzMBtX87Cs1ftxJTsAs46SQotPrrhe5y5HAedWQCdRQidWQi9RQCtWQi9RQidRQCduaVdZ77SZreu1UWS/bJUG/67QI3JO6QYeIxrjEm0PFy3IgFnRmiwc1YtzFLywOoqg/8UObl27R5rgFZBzq0jR4URuCNmAJ7QFOEGIzd1dCxjwb8azuBrSQLeVWTASAWHe049LcQTET1xg/ESntAUQWYnBngAFujKMcrUgOcjclHEJ+I8VLnIl2BBdD8s1JVhga6Mkw61KZB9rKkeLyuz0RAkM2WBjFKp7JTrFcMwWLhwIVauXIlZs2Zh1apVoGnuWHpOTg54PB5sNhsiIyOd9tHUZjC0VLHPzc3Fvn37UFVVhcTERM76+fn5zesEEj4RCBMzCzEqnTsKuu7EABTWh2eAFhEGwY+nRALQKBQaCiPx5JarcW3ueTw9dhcUIm6Wk15xrdfX6AgmKw8qoxi7L2bgg0PDUW9oNEDMIuDna/Q4n2vGdT/LINdxb4S99iuQel6CLfMvo6yX/yvy+gp5VoNH4xBkWgrjdks4bdVxVhwaEjzBxL5GR/OxNCIXu0XRWKwuQJSDe86thmoMu+Ke85dQ4adedhKKwg+SBBwRROAldT7yLFyX255WHT6vPYH3FN3wlSSR1CMIUWwUjY/k6fhdGIVl6nyk2bj31vGmOvSr1WCpMhu/i8LTTvIH9uJg5syZ+Pzzz8HjOQ9AiEQijBo1Cnv27MHp06ed3IhOnz4NAMjIyGhuGzduHPbt24ctW7Y4pTltijsYN26chz9R1/C6i5GYb8HfR+/ltF3SyvDJkfArGEbcekILT36XjSlRVfg5vwdu+3IWDpSltr9RJxDxbYiX63Brn1PYOGM9xmUUcZZfyLFi3bJS5A9yzt+uqOPjb28n4aovo8FzUU+B0D6TdkggNnHP3eZphqAMJvY1O8UxuD0mD3uEzu456TYjPq0/iXu1JeAFkXtOOV+Me6L64n15OhxrG4vB4B+aIrzfcBrxLjIgEUKHv4QK3BE9AN9IEpyWxTAW/KvhLJ5RF0BM0qF6HYZhcPfdd2PlypW47bbbsHbtWpfioIn7778fALBkyRKYTC2/07Nnz2LVqlVQKBS4+uqrm9vvuusu8Pl8LF++nONqdOrUKaxZswbZ2dkdqqfgS7yexejBYfuwcPARTttTW6ZhSwF3KiVU3YyIIAh9PJ0pSlsYCQosZvY9gUdG7INE4J1quB8fHooPDw1vfi/PagBYoOd+Ocavj4HI4Gy91iaZseXuy7jUzU953H2Ip2YQ0kr4mLuOO8J9oq8JP14f4LUKAg2Wxc2GajymLYbUhRg4zZfh+YhcXAwy95weFi2WqvKRbTM4LVNTPLyqzMZWcawfekbwJVcZ61wGsgPARZ4YL0Tk4pTAeaYsGLIYjZ60xC9Byr9vX9Lh87JkyRK89NJLkMvl+L//+z+XFY1vuukm5OXlAWiMU5gxYwa+/vpr9OjRA9OmTYNKpcL//vc/6PV6rFmzBrNnz+Zsv3z5cjz33HNIT0/HrbfeCp1Oh/Xr18NgMGDz5s2YMGGCRz67p/CqQEiPqMfGmes5sQcHylJx3483wjGiLpQEAhEF4Yc30slqCyMhF5owOLkCSpERMoEZUqEFMoEZsiv/pQILZEJz8zK5wAypsLGd7sBg//xv/4bjVUkAuL9BRS0PU1bFIe2sxGkbK5/FN09UojIntEc3PSEQaBtw92dKxNe0jEQZRQxW3KuGTkZiD9wh1WrAUnU++lu0TsuMoPFvRTdsDDL3HBFrw4PaEtyhr3S5/BdxLN5QZEFD+zTxIMHHRNvMeE5dgKvMzkH4VgCfytLwmUM6VCIQXNNZgTB//nysXr26zXVWrlzZnLGo8RhWvPfee/j0009x4cIFiEQijBgxAs8++2yr7kLr1q3Du+++i1OnTkEoFGLkyJFYunQphg4NPK+aTgmEtYfGgRVJrgRBCqE3twRKaq+0NQVS6s0CvDhhB0anlzTvx2KjMfOr21HU4OxTF+wCgYgCgrdEgjtQYCERWJqFg1JkwoKBRzA+k+tatOdiNzzyc2PGBaffIAPk7VBi9DdR4Fu4swmX0kxY/3xFSGTOaQ1PCIThB0SYvIM7or15ih6HSexBl+CxLObpynGPrhR8F8XV9gsj8JIyB5d5nksR7AuGmRrwovoCElxUWq6ihXhJmYNDokjfd4zgO1gWNxkaA9klcJ4pOyZQ4KGo3s3B+UQguKazAoHgTKcEQsnlblAq3XeaXXV0IP61f3Sry70tEtoz4jtr4BFRQHAkkESCMyzuH3oQ9ww5xGmd+dVMVES0ni0jukKAqZ/FIeEi19j6/pEqFPdzdosIJbpy7hUaCvd+HAGRXdxGVYIVn83XkNgDD9HTosUyVT4yXbjnqCg+XlNmBZ17joKx4ilNIa421rhc/oU0Cf+Rp8MUJNmbCO6RajVgmTof/VzMlH0hTcLbikwARCC0BhEIXcdnj6nqIAhMtq8P0JE/AsERb1wXnhPOFFYeHYR6A/dGfe9V+9rcqi7Zgq+erkB9AndUc+imSLgYvCVcYdJ2KUccAAjaKseBylmBHHfG9Md6SZLTsgjWildV57FMdR4KxjtxPN5AQ/PxXER3LFbmQu1CBNyhr8Sa2hPo4cJwJIQOZXwJFkb1wwpZGhyv3pv11YhgulhckUBoB589qt7+Ywz0lrZLbXsyrSCB4C+8JRI8IRSMVgHWncjjtI1PKEGa1HUBlyYYPnD4Gu46yQViJOeHXtVPT5BWykefM9z73bEBJpSnkmwknsZE8fCWMhMPRPZGNe38jLnGWIP1tccw1NTg+851gc2SONwek4cDQufiSdk2A1bVncQ8XRloUlQrZLFRFP4rT8PCqH4ckSABg9v0VX7rFyE86FTE06dHBiM6CleCJM2cYEmZsOW1iM99CK4/0R9bCnI82nECIZDxZJ0EezwhEjZp0zHfcgRyQeMIFE0BszNP47VTI9vc7uxwLUb8EAVFXcttY+jPEfi+e/jUR+goPc5xXbZMQhY7xoe2O5a/OSiKxO0xeS7dcxIZMz5sOB107jmXeCI8FNkbMw2VeFhzESK7KTsBWDysLcFYUz1eVOai3McuHATf8ZdQgS3iOFxrVzTwdn0l1sqSQXKhEbxFpwTCqmODO5TFiE/bmoMjtSYhNGZy4yKEH94SCV1FaxXi29LumJN1qrltWnIhVhb0Q7VR3up2DB84PK0BE9a3+HRnnJIi/qIwJNOedmVGsz6KG1woMlOQ6SkYSEVqr9LknrNHGIWnNIVQOuSPv0NfieGmBrwQkYtzgtav9UCCpShskCbjgDASy1T56Gnl1irJs2jwRd0xvKXIxA/ieCCIsjcROs5qaTJHIESyVtxouIT1tHN9EALBE3jFxcjK8KAySVCpURJxQAhrAjVW5auLvWC0tYyi8mkWszLOtLvdqTFa6BVco2voz5Ge7l7Qc7KvCQYxVySM3Efuhb6iPfec1XUncVeQuecU8aWYH90Pn8lS4OioJmMZvKAuwD9V5xBJfNNDkgKBDHuFkZy22bqKoCoQSAguAi5cjsQhEEKNQBQJDWYxfizjuv1NT72AKGHbbjA2IYujU7ixCDl/yhBd0XoWpGCkq/chswg4MoibyrTvKSEiGgLulhuyNLnn/FORCaPDo44PFg9qS/BJ/V9IsQaPi5yVovGBvBvuieqLMhcpXCeY6vBl7TGMMdX5oXcEb7NalsJ5n8yYMMFIvmuCdyBPqyBmTtQfTn+EwCQQRcKG4t6wMC23ABHPhhndzra73Ylxapgk3DHMwb86j9QGK54apDg01AQLv2WEmmYpjDgQXHn5gx2WovClNAlzYvrjDF/mtHyARYP1dccwPMgCmI8LlbgjOg/fieOdlsUwFrzbcBbPqgsgYUhQfChxVKDECQfXuFmGCj/1hhDqkLKMQURHBIDjOp/Xj/JWdwidJNBiEi4ZZdhckYnpqQXNbTenn8e6ot7QWls3ZM1SFscmqjF8U4vva88Dcuy/oQGa2OBJJ+kKT85g6qUsjuaZMOxwi2vRgBMi7B1jJFWUfUwRX4q7ovthka4M83VlsA9RlrIMXlWdw/Wxg6ELokrFepqHlyNysEcUjcXqC4hmub+9WwzVuMpUh0qeCHqKBx3Fg/7Kn47iQU83/m+tvanNRmIaAgeKwmppCt5StQw4ZVtJ8gOCd+jU3VCWoYKhyvt+tNrCyKCvrOwN7I39js4WzIn6g4iEACLQRMK6oj64JqUQPKrRYJXxLfhb+jmsLuzf5nbHJqkxaGsEBObGGQiaoTBkcwR+m13r9T57C2+4N+4fbsTgP0XgMY1GlsBKYeghEXaODx63llDBStH4UJ6OvcIoLFXnI83W8h0oWRtuNVRhtSzVjz10j13iaJwU5OE5dQGuMtdzlsUyFsR2MSbBCBpnBDL8V5aGA6SKs9/ZLYpGEU/isjgggeBJiItRkPJ5/SjOX1vrEAKLQHI3KtMrsbMqndN2W7ezkPDaNiqMCgZ/XaXhtPXeK4e0ITjSRzrirdgnjZLFyb7cDE9DjoghMpJRWX9xUqjAHdEDnAKYZ+krIWKD0yWnjifE45E9sUyRDT3l2ce6GAwGWjT4T8NpPKEuCtpzFCqwFIXPZcn+7gYhDAgrgRBII7eexlEwEGEQ2ARSNe7PC/ty3kcIzbghNb/d7f6cooKN1+Iqw7fSGLgt+Eraezsxwr4RRrB2+etFZgqD/ySxCP7EQPPwnrwbpy2WsWC64XIrWwQBFIXvpQm4I3oAjgsUXjnELEMlPidVnP3OL+I4XHJRFJBA8CSdFgjE9YdA8ByBIBIKtFH4/RI3O8btGWcgoNoeKdRG23B6FHcWof9OJUS64Bl38EXWtLoYBmd6cmdkhh0UgU+yUfqVswI59jvMIszRl4MXRKlPXVHGl+DuqL64M7o/nonojmWKbLwtz8BHsjR8Lk3GN5IE/CqOxW5hFI4IlDjLl6GEJ0YNLYChAyZB1pU0sfODLE1sKGGhaHwhTfJ3NwghTsBGZJE4BEK4EAhxCZ8X9sXo+PLm97FiA65OKcSPZbltbnfkahX67FWAZhtdZoQmGnnblThwQ4M3u+sRfJlS+Y+RRvQ+2zLiJzPQyDsuwuEhpja2InibVbJUjDC3pO1NtZkw2ViDzZI4P/bKA1AUzgrkOOtGMTgey0LC2iBjbZCyNowwNeBBbQnEaMm3zweLh7QlGEOqOPuNbyUJuFtXBoCMNBC8Q/AM9REIIUxXZxJoMEiSaBAn0kHGN4NG54rnnFLF4UhtAqdtduYp8Ki296OKtyJ/qENl1+1KCALcx97X9VaqE20oyOI+yEccEIMm7tx+5bBAib/4XCN6vr4cCOORcRtFQUvzUc0ToYgvxXpZMu5sJU1sUxXnGwzVYX3O/IGO5mOjJNHf3SCEMAE7g0AgEDpGprwBbw/ejlgxN6uF3sqHwcaHziqA3iqA3iaA3spvfG33XmcVQm/jo0yvwOCY6ubtU6RaDI+twB+X287scuiaBvQ42GJkifU89N2twNGpas9+UA/hr2KMv48yIruwpaBchJpG31NCnOhvbmMrglehKKySpeBNu7SRuVY9Rpvr8bso2o8dCyyK20gT21TFeaypHsuV2WigQ6toYiCzQZqEG+ov+rsbhBDFLYEgz2rwyUOWuBkRCG3Doxgs6b/HSRwAgJRvhZRvRYzI/ZSaMaL2U+nVplpQMECH7OMtI4yDt0TgxAQNbAL3RhU7en/pzP3B31XaS9OsKE21Iq2s5bY7cp8YJ/uawZK5XL+xy0XayLt05UQgONCUJvYPYSReUucj1cZ1j5tgqkP/Wg2WKrPJufMRdTwhfhUHuTscIWDp1GNJVxzh94csgRCKuBuDcGv6WWQpVO2v6AZ6Kx9/OAQvt8aha7l9kKn46PVH5/2fgc4Z8trCyDb/3NmnN/l9JFdwxdbx0OO8myOuLEuCRD0AS1FYLeNe53kWDQaYuz4DJs9q4PyFAk1VnL+VuK7i/K+Gs3hGXQAxSYfqEzZIiZsRwTu4NW4VKA9bAiGciRXpsSDnhNf2v7qgH2rN0g6tW51lQmlPrvE75NcItJMIyes4CgV/U5BtRXU8t+LtqH1ioJN2/mhTHX6tOYwtlw9hobYUPLZzMScELr+KY1HlkDbyLl2Zx48TKoJBT/OwXJmDJyJ6oo5ydkT4m6EaX9QeRx+LxsXWBE9SwZf4uwuEECXsYhC2lPQIiNSSBEIT7s4ePNTjCKR8rrH5f4cmo0yvgJRngZRvgYxvaXQ1uvJeyrdAyrNeaW96b7cuzwobS2F7VQbWF/fuVH8OXduAtLMtD6uIGgG6H5Lh3AhdG1s502Q4BZJh7zEo4PeRRtzyfcvsSlIVH1lFfBRmWdvYsIUEmwmvNZyH5Eog+n26Uow11eGFiO64SIwFt7BSNNbKkvF3TXFz2xhzA3IsOlwQOAfndoSOCAD7dYLxem+rinO6zYhP607iM1kqPpWlwubhAm4EAsG7BLxAIHEIhFDGXXEwOLoSk5K4wWk/lWXjzzr/TTeX9jSiKtOIxKKWlIdDfonEuWE6t+YqfRXr5GvO9rQA33Pbep8WdlggPKEpahYHTfSx6rCu9jj+reiGrySJABXYWaQCke8kCVioLUMk2/I9zNeX47mI7j45vuNzLliu/aYqzjcbqvG4pphzbfIB3KMrw2hTA16IyCUClkAIIrok6YnhTiC4j7vigE/Z8GivQ5w2lVmIFecHeqJb7kM5xyLEVgiRdaJjbkpOsAh6VwxXxNY633bNwo75GI001WOiqc7lMjEYPKkpwnsNZxBnI/UVOouR4mG9Q/GpKcYapFjdD/LvCkHljkRR+FaaiFkxA3DSRe2FPlYt1tUex9/0VSQdKoEQJHR5zi8obl4O+LsoFYHQFWZknEWGnBtA+VH+QKgs/i9WVNhfj5pkbtrOoT9HdMzHngUSC0SY+mks7n+oGx65JwP3P9QNUz+NRQ5r6LSffkDCAldv5gomK4/FoQ4UTBOyjQKgPUaaG7Ch9jimGGvc7ma4slGaCJ2dKwwPjdWVA4FgeM6W8SVYGNUPH8rS4DgfJgaDZzSF+FfDGcTYSGpfAiHQ8ZhTYDDcvOwhIoHgT9y9/uLFOszP4gYmn1bFYFNZtie61XVo4PA1DZymxCIx0s62LV5oKzBlZSxmvpaM7gflEJpoUKAgNNHocVCOma8l4+Zd/KAvLNbvLyHSS7lZi/YPN6I+uv0g47m6cqTZuKPZbygy8aWLYkkRrBWvqs5jmeo8FEzHXJcIgJoW4BuH83m94VLAGLTB8Jy1URQ+ladhQXQ/FPOcXYpGmxvwZe0xTDDW+qF3BAKho3g0aijYZhO2lPQgQoHgc7pyzT3c8zAk/BYrmWGBt08PAxNARdHPD9VBFcutGjz058jWN2CBSWti0Wt/o2sCj+H6z9NX3vfaL8e1v0iDdiZBZKQwcQfXYGqIsOH3Ue27sKRYjZiv445kHxcosFGSiH8qs/BgZG9ccsjCAwDXGGuwofYYhpkautT3cOILaRIsaLkGRWBxh77Cjz3iEizP2NMCBWbH9G+MiXEgkrXin6pzeFGVDxkRsARCQOIVqyJYbmBNEJFA8BVdudaGxVZgfEIpp+2H0lycU8d0tVseheUBh6/mxiKknZUgsUDkcv3EQhF671OAYtsOrKVYCgNOipBcwWtzvUBl/C4x5HruLXfLFAOs7ZVBYFn8XVMEsV3wpw3A64ossFeCkQ+IInF7zABsFsU6bZ7AmPFBw2k8rimCiOSmb5fLPBF+knCLT/3NUA15ABmywTIYZ6J4eEOZhYcje6HGRYXl642Xsb72OAaavVPLhUAguI/Xhh2D5QbWBJlNIAQyQtqGR3tyA5MbzCJ8fCHPPx1qhzOjtNBGcA2qob9EuFy3/04FbHTHpgUYmsXw88GXoSexiodBR7kC6XyOGfm5lla2aGGcqR5jHVJIfiVJwnmH9JtqWoDFkd2xWJkLNeUsou7QV+Lz2hPoadG68QnCi8+lKZw8UXLWhlsNVR3e3lfPvmB5xu4TRWFmTB62u6iwnMyY8FH9KTysKYaA1PMgEAIGr6c5DbZUhaROAsFbdEWA3p5xGmkybtGhD88PhMbielTe39gELP6cqsJVG1tmN7KOyxBbJkBNKtcozj4qc3Irag2aoZBzVAb53ReD575yJTCZtpshsfBZbJliaGOjRkSsDU84BCbX0AKskKe1us1mSRyOCpV4UX0Bwx1GZrNsBqyqO4mPZWlYLUuBjaRDdUkJX4LtohhMMbX4yc/SV2K9NAkmF+LLEV+m5w6WZ6yKFuCpiB64zngZ/9AUQW43m0UDmKevwCRTLcp4YugpHnQUr+U/3fK6uf1Km/26DLmeCQSP4ZM6CMFW+IiIBIKn6Yo4SJJoMTfrL07byfpY/FLefmAyj2GRp9Yh2mKFjseDnkfDwKOh59HQ8WgYeDwYaMorefP/ukqDoT9HQqJrMaiG/BKJXxddblmJBQSmzh1bYKKaU6AGwz0l77gQKRXcW+3vo4xQRbY/Wnq3rgzJDDfD0TvyDOjotm/dl3giPBTZGzMMVXhYc5HjnsQHiwd0JRhjrsMLylyUkdz0LlklS+EIhBjGgusNl/C1QyrU1iAiwQUUhU2SePwpVOIl1QUMsnCzsaXaTEjtQopeI+hm4WAvJloEBc0RFHqKB60LoaGjeTCBJvVECGGNTwulBZNQaDLoiFAg+JuHex6GiNcy2mZjKbx9ZhhYtOezz+Kl86UYU9+2SwkDuBQOerrxvf1fkVSMg5FyWOn2H5wWMYtjk9QY+UNUc1vuIRn23VgPVfwV9yMKsIhYCDshEiwiFk0fPdANI4mewoSdXAO8NsqG/cPbD0zuZjVgjo4bHHtIoMRmsXOcgStYisKX0iQcEEZgqSofva3citb9LVqsrz2OdxQZ+EaSQIwhB84J5NgnjMRIc0Nz2xxdBb6VJHZ45oWIBNdU8sS4L6oP7tRX4H5tCQQeyjwgBgMxwyAG7bvutYcVwHGBEh/I03FcqOx65wiEIMMvqU+CxW8SIAHMhK7TlWtoUHQVxsaXcdq+LemOCxpnX15HrrnU0K44ABpvAnIbgzizFd0MZvTWGjFYpcPYeg2m1ahwc3U9ZlfUYlHpZbxyrhQfnyhEjq5jxaOOT1TDLGoZvaZZCoN/5cYiFAzUdSoG4cJArqEbyPeTCbskkBq4t9nNU/WwtTc0w7J4UlPIMZysoPCGMqvThnwxX4q7ovvhE1kqHEOUJWDwrKYQ75Lc9C5ZJUvhvE9hTAFdXyKYYv8YisI3/WS4r38mCiWB5yrJBzDYosbH9X/hAe1F8El8BCHM8FtuxGC6kZEAZoK/GBpTyXlvtPHw6YUB7W5HsyzuLr3c7nrukGUw4cOThbijvAZ0O1VRTTIGJ8Zz3Qh6/6GArL7F7ejEeE2nYhBOTNA4tQfivSS5nIe8Y9zUo2d6mlGU1X42nMmmWqf4gXXSJBTx3atKbaNofCRPx91R/VDCc65JMYbkpnfJEYHSqTLwfH15p6oB+2NUP9Cfr/b9K5CJsWhAFh7vnY43s5LwQbcErEqNxVdJ0fgpPhI7YpTYFynHcYUU+VIxykUC1Al4MHZgFtMT8AAs0JVjZd1JZFj1PjkmgRAI+NTFyBXBNC1K3I4IvqZAG8l5L+bZkCVvwImG+Da3k1kZxFicDVEVnweJjYGwEwaOKwQscE/JJYys1+DVnBRUiJ1z8DdxdLIaeduV4FsbxyN4NgpDfonArjvqAABVWSacHqlBr/3yNlOdshSLMyO0qM507aMcSPcSigGu3iIFZecGZhaw2DqpfQNDytjwuKaY01ZFC/FfWeuByR3lL6ECd8QMwKOaYtxqqOYsa8pN/6MpDm8qMtuNcwgLKAqrpCl4S9Vyz8+x6jHaXI/fXWTkaQ1fuhrZE0i/CaB1IW+jKPwZIcefrhOdtQqPZSGxMZDaGEhtNkhtjN37xj8J07hMUCeAlLVBxtogvfInY2yctrau+F5WHdbWnsB7im6NxQmJSx4hxAmIJ0AwxSYAXJcRIhYI3mRnVTruyz2KBEmLYTkn6y/848+JbW6nEfBwTiZGDztXoHypGIv6ZwIUBQHDcB6mMhsDyZUHrIzTbmt+nas3opuB64bST2PAp8cL8H5GIjbFR7p8aOojbTg9Rov+O1v8ePN+i4BYz8POWbUwyRhsn9vottF7X2PKU/sZBYZmQTMUzozQNq7XxnM5UAyiQUdFSKri3l73jDFAo2xfmN2jK0E8wz3PbysyYaA9U//BSPHwmjIbe0TReF59AbEM11/7euNlDDGr8GJELv4UdtJiC0F2i6JRyJMgy9aSdeouXXmnBALgX5HQdHx/4o3PbqMoaPk8aPk8AO0UFElv/NfqeWBZiMA0igeGwRRTDe7TloJv5+YnBoN/aIowxlSPl5Q5qOG1PjBCIAQ7ASEQmgiUh3tnILMKhPaYmn7ObRc1K8vD+uLeeLTX4ea2EXEV6K6oxXlN2wXSvkiJxUvnW+IXcvVGDGvQ4mCUAhaahoqmoWqvSJcdAobB/NLLuL2iFvamqoRh8Y/CSoyu1+DNrGTUCZ1vK0emqtB3t6K5KjIA9DwgR88Dclj5LCxiBmYxg/p4C0QGCmItDxQLMDTQEG9BZbYJ9Ulm9P5dAbOYubI+C7OYgVly5b2IhVXI+v0+ItNRGL+L68ZzOdaGg0Pbz86SbdHhdj3XrewPYSR2dNIY7Qi/X8lN/6y6AJNMdZxlSYwZK+pPYa00GSvk6TBTgVOp29ewFIXVshS8pL7Q3JZn0WCAWR1Uwav++l0EmqtTq+eBomACDyaKh3oaWMVPxT5hJJap8jniEABGmhuwofYYXlVmYXsHkwYQCMFGQAkEIHBGOzoLmVUgeIufynIwL+skokQtBuacrFN4/vhVbW63J1qBErEQ6caW0eg55TU4GCl3a3rcQtP4pFsC9kUp8MyFcqSYuCPPo+q1WHm8AG9mJWFPDNdwUsdZsf/6Boz6PgqO8K0U+FoeJFrnEXIeA8RUCRFT1bGROoZuFA0mPgWzkIVZyMIkZGEWXfnPeY3G5SK2lXXR5mxFa0zcIYHYxDWof52qB9PeBADL4ilNEeembAaFfyoyvebO0JSb/lrjZTzpIjf9XH0FRpkb8LwyF/kOhdnCic3iWNyvLUGi3czOfF05HuukQPDXLEITvny+BpowsKejYumcQI45Mf3xkKYEswxc4R7JWvG66jx+MtXjn8QljxCCBOwVbf8D9vdNtbOQWQWCJzExfHx1sRfu7X6sue2qhBJ0k6lwUde6CwhDUfgiJRZPF7SkyuynMaC/Ro8TSveNvb+UUiwckIUHiqtx/aUGzrIIqw3Lzpfh17gIvJeRCB2/xSo+dF0D1LEWTPgiBiKDZ9xlHKEZCmI9D85huO5hFjgICJGdkBCCs8wsZBF/iYf+f3EzspzsY0JJt/YDk68zXnbKC79aloJSb9cpoCj8fCU3/RLVBQxx6EOOVY81dSewQp7WWGE4DH2vrRSNz2Up+Idd0bqx5nrkWHS40EnhFAjPM28KBX9/to7S0XNgonh4S5mJvaIovKi+4OT+N914GYPMarwYkYOjxCWPEEJ0ad7Y26MQTZkOguWG4wjJfkTwFN+WdofG0uIPRFPA7MxT7W63NTYCVUKuH9GdZV1P02jg8fBWdjKe6ZmGOoGzsX/1ZRU+PV6IPJVdSlIKODdCh7VLylEwQAeG8kzuc28itFBQaGnE1PGQVMVHxkUBuucL0e+UCIOPijBqvxjjd0swdZsU03+WYdhhrjQxilhsn9h+xWQ5Y8Uj2ouctjKeyCnNpjep4olxf1QfvCPPgNlh6kQAFg9rS/BR/V9ItnUsxW2o8b0kHg0Ud0xtnr7crX0Fygy5J56t9s/pYHxWd7TPB0SRuD1mALaKnF07kxkTPqo/hYc1xRCQdKiEEKFTMwh8ygZy6Xce4n5E6Co6qxDflPTAvOyWispTkorw2YX+qDLKW93ORlPYkBKDR4uqmtuGqXTorjXgvLzrI9P7ohS4a0A2Hi+sxLg6bvrRRLMF756+iK+SovHf9HiY6cbxCG20DT89dAlCPQ2pmobQRENooCEw0hAaKQiNNIRGGgK7187vqcZtTDR4tsAd0d411gCdvH0h9IC2BDEOwcJvKjJhorwz09IaLEVhnSwZ+0WNxdV6OKR1HGjRYH3tMTwc2Rsngsj/3hMYKR42SJNwn660uW2qsQYrZOko53tqzsr3dHY2IRhFQHt01OVITQvwTER37GnFJW+evgIjzA14PqI7Ct1MSUwgBAoUy7af71CtViMiIgI7zg3E6wen4XxtHGd5KN4wvA0RCuGFJ2aSIgVGfHXVt5DwWx5K35R0xztnhrW5ndDGYMPRfERbWrbbFa3Aiz26njazGZbF1BoVHimqgtzmPIxQJBFheW4yLsg87C7DAjwL1SwsnEVGy3tUSyAyUxCaqMb/ZkDIeU9BYPWc2KhKsOKz+Rqw7czT9rBosabuBCfwe5coCk9E9vJYX9xBwDK4R1uKefpyp6nmClqEm2MHwhZmwctKxoKfao5AajdKvFGSgNeV2W7tL9CenY5GcqD1zxd0VCgl2ox4SXUBgx1c8gDABArvy7thgzQJrJdd8hijERefXgyVSgWlMrBEe5PtOHrSEvB9LKKtViN+374kIM9LsNApgVByuRskMj5WHB6G1UcHwWb35AvHG4mnIGIh9PGUq9nDPQ5jRsbZ5vcmG42Zu29Crbnt0apZ5TW4t+QSp23egGxclHq2gmmCyYynL1RgoNo537+VAlalxmF9SixsfvJjb+/hT9uuiAYzBZEZEJqaXlNOYkJksl+Xal5XYKVwOdaGn6/RtZvWlGJZfFZ/Ev0sLRWvjaBxW2weKl0UNPMHA8xqvKTOR6qNm4XpBWUOfpa0XY8jFHlUU4Q77TJNmUDh+tjBqHMz5SV5dgYeHRUJNMtitr4CD2hLOFXPmzggjMBLyhxc4nmvUjQRCK4hAqHrdFogKJWNouBEVQKe3zEFJarI5vXIjc59iEgIbTwlEOJEOnx51fcQ0C0jmF8U9caH5we1uZ3UasNXf+ZzRvd/jYvAazme93GnWBZ/q6zDPSWXXBZk+0suwas5KSiX+CeHeKD4fwPATfpqPKcp4LR9IEvHZ/JUjx3DE+ktpYwNH9b/hT7WlpiSAp4Et8fkeX2ENNCIs5nwQ82fHIPwM2kKPlB0c3uf5NkZeHTmN5Nr0eFl1Xlk25zjjdRX6o5s8VI6VCIQXEMEQtdxe364f2I1Nty2ATP6nADlQjkTOgcJZiZ0hMsmGX6tyOK03ZR2HgpB2zn29Xwevknk5tKfclmFRKO5lS3ch6UofJ0cg3v6ZyJf6vxQ6Ks14L8nCnB9dT3QxYrO7hAoxlgEY8FDDoHJF3lifC5L9vixuvqZ9TQP/5VzXdKybQZcZarv0n6Dkcs8ETaJuW62MwxVkDHtZ6oiBA+d+c3kC2SYEzMA66RJTsuUrA2vqM5jmeo85OQaIQQRnRIINoY7UiQRWPHMVbvxwfQfkCDTBNTIXDBCRAKhI6wr6gMb2/JblPKt+FsHZqD+lxQNA92yHQ/AzIpab3QRAFAsFeP+fpn4PCUWNodlEobFE4WVePVsKaLNFpfbe5NAEAkPay4ikuUaDK8rsmDxoF+//efs6mfeK4zCBYfAy/n6Mr+IPH+zRpbCSdghZ2241VDV6vrtQZ6dgUlnMjOZKRrvKDJxf2RvVNHOs6PXGGuwofYYBptVHu4lgeAdOvUkevCn63GxwTnP74i0UmycuR7XdT8LbSHJA9wViEggtEe5XoEdVVx3htu6nYWE17ahrRLw8VMCt1DZdZcavGqgW2kKn6bH45G+GSgXOZdtHtmgxcrjhRhX6xzo5238KRL6mTW4yciNCdkiisFBUaTHjuHq83XlM7MUhVVSrktaP4vWZZBmqFPCl2CHQ7rLWfpKCLuQ4pKIhMClM7+bQ6JIzIrJw68uXIoSGTM+rD+F/yPpUAlBQKcEwqnLibh94+3YcLKf0zKFyIyXJ23Dm9N+gaDCewE54QARCYT2WFvYh/NeKTDjhtT8drf7KikGFruJQCHL4rbKOk93z4lTCikWDsjG9wnOlZQjrDa8dL4Mi/PLIbc6zjV4F3+IBB7L4mlNIadNR9F4R5Hhk+N35TNvFceinObe3+fr3KsFEOysdqhREctYMN1wqZW1O4a2MJIIhQClM78bDc3HcxHdsViZC41DqmIawBx9BdbUnUCORed6BwRCANDpuWyjVYDX947DfT/egGqtcwXJSVmF2DjzC4yOK3WxNaGjkCJrhLYo1EZhzyVuIOuszNMQ0m0b2JdFAvwaF8lpu7GqHgqL9w1zA4/GO1lJeKpnGmoFziVYptSo8NnxAgxSaV1s7T18LRJuNVShh5VrGHwsS8NlD2Y6ae8zufuZbRTlFCMx0tyAnhbffmeBwBmBHAccKufO1ZeD5wGXqyahQMRCYNHZYnCbJXG4PSYPhwTOQbK5VyqU36krBxWGbnqEwKdTWYy6vbYctLgl6FAuNOGpMbsxvYdr/+dNZdn499nB0Nv8k60kVCAZjoIfb4i93hGX8dGIzZy2jRd74D/nBnNSEDuSYjBjzbELnLz7n6XGYU1aXKvbeJoIixWPFVZivENxtSa+TozGzhgl9Dza7o8HK+29jDm+MMZibGb8r/Yop8BSAU+CO2IGeLSmQEeNGHc+s4i14YeaPzmF3baJYvB0ZPgNaAwxq7CinlvR/NmI7l7LWOOKQIinCWc68huiWBZ36CvxoPYihC6SupTxRKilhdBRPOiv/OkoHvQ0D3qKbm5vXk63vFabLDjz7IsBma2HZDEKbrokEJqYlHUBi6/aiSiJ0WlZlUGGV/4aiaN1iZ7pcZhCRELw4w2R8O6QbRgcww2OPKuKxssnR+OirvV4oOfOl2Gynd+/gabwr8wk/BoXAfgqbSXLYkqNCv/XSnE1V5gpCgYeDd0V0dD4mmf3uqVdz+NB1/SabhEZTYLDRFNOn9XbImGpKh/XGi9z2hZG9cUxD1Yl7qzB6M5nnqcrw8Pakub3DIDbYgbiIt/DhfACHZbF6rqT6GNtmUE5x5didvQA3/2O2oCIB9/T1u8p26LDMnU+ulud68S4i9pkQebbPwSkIUwEQnDjEYEAANESPZ4f9xvGZxa5XP5VcU98lJ8HM+PsWkDoGEQkBD+eFgl5UVV4b9g2p3aTjYcV5wfifyU9wMLZUMnSGfHZiUKn9t3RCryVlQSVCxcgbxFnsuDpC+UY7KK4mjexAZzZiabXGqMIOrsRPPvRO/sRPK3daJ+e4rVbD2CwWYWPHEabfxLHYUlErsc+k7sGYWdFgoyxYlPNEc5MyPfieCyLyHHr+MHMBGMt/qni3psfjuyFfSLneBt/QYSC/3D8bQlYBvdrS3CnvsL9PPN2EIHgGiIQuo7HrIA6gxSP/Xotru9xFk+O2Q25kJsZZUbGWQyLrcDyk6NwVu276ddQYktJDyISCByO1Sfi3TND8FCPI+DTLVpfxLPh/3odxuj4Mrz610hcMnLjhQplYmyJjcDUGm7KvavqNOir0eOf2cnYF6XwyWe4LBLg77274ZaqOtxz8RJEPvLH5QFQ2BgobAwA+3Sj7gUOunIF0NkJjOEO6Q01FA//lrtfXMuTdLaYmo7mY6MkEXfpWwKUrzVexkfyNK9WjQ1EdoqiUcyTIMOuSNZ8XXlACQSC/3AUZ9rCSPxbkYHfRVF4UXUByUzbNWwIBH/hsRkEe5Lkarw0cTuGpjhnt7AyFD4v7IvVhf3a9JMmtA4RCcGNN1yNeihr8Vy/35Ehd045qbEI8O6ZodhSmQnYzSYIbQweK6rENZdd5+X+KT4S/8lIgIHHc7ncG6TrTZhfdhn9NHpIbQwkNsYjo2yByOuKTGx0UVjJXTwxStwZkRBtM+OHmj8htqsIsE6ahHcUmV3uR7Bxg6EaL6i5FbEXRPXFCQ+6jnUVMosQePAYFjnnacTZzJCxNkiv/MlYG6SM3Wundqb5d0dmEFxDZhC6jlcEAgBQYHF7vxN4ZMQfEPOdM6ScU0XjpRNjUKonX5w7EJEQ3HhDJAhpK+7rfhS3dXN9bfxWlY63Tg+DysL9DY+pVePvhZWIdJFitEIkwKs5KTiplDot8wUUy0LMMJDaXP3ZILExkF15L7nyX3alXXplmeTKulKGAT9AkoWc4cswL7o/GA/6qXvKAOyMSHhSXYgZdgXC9BSN62MHQ0U717wIZfgsg+9r/kQC01KZfJcoCk9E9vJjr5whIiF04DEsJAwDocaAXfPeCUhDmAiE4MZrAqGJjMh6vDxpK/rEO+eHrjLIMP+P66CzkixH7kBEQnDjrTS2g6Mr8UzffUiQOPv015rEeO2vkdhfw83hHmW24onCCoypd05XyQDYkByDlWlxsNBBPJ7PshCyLEdkSGy2NgVG059IRzeP5MkYK2cEr7OYQWFRdF+cEnjOhcvThl9HRUKyzYhvav7k+Kp+LEvFx/J0j/YnGLhDV4HHtcWcthkxeSjk+0dcu4IIhNDDpjfh9O1vBKQhTARCcON1gQAAfNqGBQOPYOHgwxDwuA/Vj8/n4fOivp3eJ6ERIhKCG2+JBDnfjEd7HcK0ZNdJA74vzcF/zg2GwWY30suyuPZSAx4qroaUcTZ+L0hFWJ6TgiKZb2/0gYKj0cxjGUhZBlLWBjlrhZRhOC4BMtYGGcN1DzBTFDaJ4/2ataijdFQkLFWdx7XGmub3KoqP6bGDYaB955oWCEgYG36qOYIItiWexdNB6J6AiITQgggE1xCB0HV8MhxoZXj4+MgwzPvmVhTWcwO3ZmScgZhnbWVLQnuQYmrBjbcEntYqxMsnR+P5Y2OhMjvP0N2YdgGfjdqEvpF2KTcpCj8nROHuAVk4oXBOV5mjN+Gjk0WYWV4DOgwL+zgaVjaKhobmo5onQgFfhpNCBQ6IIrFDHIOfJPH4UpqEz+SpeF/RDW8os/BiRC6WK3M8Kg68SUcNSceKwhGsFbcYqr3Qo8DGQPPwpZSbzvtqYw0Sbc7pv/0JKb5GIBA6gk/9Bc7UxOPZbVM5bZFCE25MPe/LbrSJ/c3TvpqlO3++goiE4Mabs0A7q7th3u/Tse9ystOyVKkW7w/bgntyj4JPtcQfVIqFeLRPBlakx8Ps4CMvZFncX3IJ75y6iESj2XGXIU9nK6l6G2/3pSP7L+DLsFvIHfiZra+AgHXPBSuY+VKaBKPdY5UPFnfqKvzYIwKBQHAPnzsUn6uJw+5ibmq/WZmnIaSdAyR9TZNR3/S/yRjwVW7xrrClpAcRCkGMN0VCrVmKJ/+cgDdODYfeys1szKNYzMk6hY9G/IpMeUNzO0NR2JASi/v6ZaJA6py2coBGj8+OF+KaS/VAmM4m+FMo+PL4HTnOSlkq5308Y3YqCBcOqGgBvpUkcNpuMlxCJGNpZQv/QGYRCITQQqVSwWLx7H3GLxGHn/45hPM+RmTEtSkX/NGVZhxvmI7v7cVCa3+BABEJwYt340ko/FiWiwX7rsPJ+jinpd2V9fjvyJ8xs9tp0HbBt4UyMe7rl4kvkmOcQnKlDIOnCirx8rlSRFrC003QH799f9xr2jvmSaECRwRc16m5uvKwdEVbK0uG1S6dsBgMZuor/dgjAoEQSmg0Gnz66aeYPXs2MjMzIRQKER0dDbFYjMjISIwdOxbPP/88Dh8+3KXj+EUgnKhOwoEy7ojT7MzTHDeHYCRQRQMheJiafs6rQqFcr8BDB6fgo/N5sDDcn7+QZvBQzz/xr6HbkChuyWZkoWl83C0B/9enGypFzukrx9RrsfJYAUbXabzW70DHV793f89atMUqh1iEbjYjJphqvdijwKSaJ8IvYm4x0Fn6Sgw3NfinQ61AZhEIhOCipKQE99xzD5KTk7Fo0SKsX78eGo0GOTk5GDlyJPLy8hAVFYX9+/dj+fLlGD58OAYPHox169a5dTy/5Sz85Ah3FiFRosPUVjKueJvWbpTBeAMlWY1CA29+jwxorC3qi3v2X41CTYTT8rzoS1g1ehOuTS4A0DICfFIpw4IBWdgUH+m0TZTVhuXnSvHUhXJIXdRTCBe8KRQCYcChrT7sE0biLJ9bsXu+rjwsXdDWOIglOWvDfxpO4wl1EURs4Pw+gvEZRyCEI08//TR69uyJNWvWYPLkyVi3bh0KCwtRU1OD06dPY+/evThy5AiKioqgVquxa9cuPPvss1CpVJgzZw6GDBmCo0ePduqYfhMIRypScLSSW0X0zsxT4FG+DWxr7wYZPjfQ8HuIBzreFnsXNNFYtP9arC/qBcbh65fxLXim3z68krcLkcKWLCwGHg//zE7Gsz3SUCdwTmN5zWUVPjtRiAEqnVf7Huh4WigEgjhootW+UJTTLEIvqw7Dza4rdYcyRXwptohinNpnGSrxee0J9LA41xshEAiE1vjoo4/w5JNPorKyEt9++y1mzZqFjIwMl+tKJBKMHTsWy5Ytw4ULF7Bt2zYoFAr8+OOPnTqmT+ogtMaotIv4z3Ruh186MRrbKjM9doy26IzxH0gP6NbonEHJIkWsw5CoS+ihqIeQZmBmaJzTROFwfTzKjTIAnqvySnAfX8SV5EVV49l+fyBJ4mzY15nEeOPUcPx+OY3THmGx4u8FlRhb7+xaxADYmBSNT9PjYQ7m4moewt2BhkC+77j6TDTL4uvao0i3S+15WKDEfdHhV+tGxljxuuocRrgQSFZQ+EiehtXSFI9W03aXQL7OCG1D6iC4JtTqIKhUKkREOM/4e3Mffn1y/1GajtOXuAGTd6aeAeWD0ezOPrADfSahM+KABoMbkoqwIPMM+kTUQsRjQFGAiMegT0QtFmSewfVJRZxgVYL/8IXb2LH6BMz//TpsKst2WhYtMuK1QbvwVJ99kPJaUpuqBHw83yMVr2UnQ8fj3kpoADMr67DiRBFydIGVB94fuDOjEOhGm6v+MRSFNVLuLMIQixp9zeEXn6Kj+Xg4sjfeUGRyUp8CjelPH9SW4JP6v5Bi9f/vI9CfbwRCuOOuOCgoKHB7H34e2qPwyZGhnJbs6DoMZeu8esNyd9+hcRNlMT2pGP0jGoMHeQ6DV03vB0TU4rqkYhDXo8DAFyJBbxPitVMj8ezRcag3Oac2nZ5agJWjNqF/5KWWRorCr/GRuLt/Fo4ppE7bZBlM+PBkIe4I0+JqjnRUKAS6OGjCVT83SeJwmeYGs8/Xl/uoR4EFS1H4SpqE2TH9cdohPgMABlg0+KLuGG40VPs9ViM0nm8EQuiyZMmSTq1fUFCACRMmuH08v8/97yrORH5tNKdt4eDDAFi/FR4LNjpjPKaIdRgQWYv2ZrUpCsiLrEWyOLx9yQMJXwWg77mUhrl/XI89l1KdliVLdXhv2BZMT8nntFeJhXisTzd80C3BqbiagAXuKbmEf50qRnIYFldzRVtCIVjEQROO/bVQNNZJuYX5xpvqkGXV+7BXgcVFvhR3RffDf2WpcAxRlrEMnlcX4C3VWUQx/v19kOcsgRC4LF26FO+//36H1i0qKsKECRNQXu7+4IzfBQILyqkuQq+4yxiTftFpXU+Iha7eAIP9Bjok6hJsHRyosrGN6xPCjwazGM8eHYdX/xrhVFyNpoAHevzp5ArIUhS+So7Bvf0zccFFcbV+GgP+c7IIcabAKhrlTxyFQrCJgyYc+/2NJBEqinvdzNWF5yxCEzaKxgp5OhZG9UMpz9kfe5ypHhtqj2Osqc4PvWsh2J9xBEKo0r17dzz66KPtpi0tKirC+PHjUVZWhuXLl7t9PL8LBADYWpCD4oZITtuiwYfQlnuLO2LBUze+QLqBdnZUuYei3smtqDV4FNBTUe9GrwjewPdF8Cj8XJ6Du/64zmmJmXHOYNREkVSM+/plYW1KjNNoaZTVhlEugprDnVCom2Lffz3Nw1fSRM7yq401SLT539/e35wUKnBH9AB841BxGQBiGAveaTiLZ9UFkDD+S4caSM84AoHQyNatW5GSkoK77roLP/30k8t1iouLMWHCBJSWlmLZsmV4+umn3T5eQAgEhqXx2Z+DOW39E6sxNKVjI04dcUXy9A0vOG+gLIR05wKPG9cnvuPhzLDYCqe2ry72AttGlisrTeG/6Qn4NS7SaVmJxHl2gRAa2IuEDdIkTnAuHyzm6JyvpXDEQPPwijIbj0X2RC3tXHzwFkM11tcdQ3+z2g+9ayQ4n3EEQuiSlpaGrVu3IioqCjNmzMDu3bs5yy9evIgJEyagpKQEL730EhYvXtyl4wWEQACAX/K7o1yt4LQtHHzIrX05igVv3ej8fQPtvE86BTPTua+8cX3/p+ELd3w/e9BIlNCAe3KPcdqKtRH4qrhnu9t205swraaB03ZEKcVRpXMwMyF0aBIJKlqAbx1GyW80XPK7n30gsUcUjdtjBmCXKMppWarNhE/q/8L92hLwWP9klPP3M45AIHDp3r07fv31VwiFQtx4443Nxc9KSkowceJEXLx4ES+88AKef/75Lh/LowJBUUhx/jqDleFh5VHuLMKwlHIsGHQYdBeKp3n7BuevG6i7AavnNFGdikE4q3F+cBHCh/u7H4VCwI0ZeOv0UFjZ1l2MAAAsi0eLKsG3u9YsFPCvrCS0GyFPCHqaRMJaWTKsdgMMYjC4XV/lp14FJvW0EE9E9MQyZTb0FPeRzANwt64MK+tOIsNPQd5EJBAIgcXAgQPx448/wmQy4ZprrsHWrVsxYcIEFBUV4dlnn+10tqPW8JhAcCUIOisSfjjbC5e03FRwDw/fj5U3/Q8PDd+HuwYewYw+JzC9+1mMzyjEsJRS9I6rRkZkPeJkWkgFZp/UUAhmDtfHdyoG4XB9vHc7RGgXf80e9I+8hGtSCrl9qcjAsfrEVrZoYVKNGgPVXIPmq6QY4l4URsizGlDNE+FncSynfYa+EjLG6qdeBSgUhe8lCZgVnYfjAoXT4t5WHdbWnsBMfSUoP6RDJSKBQAgsxo4di6+//hr19fW4+uqrUVRUhKeffhovv/yyx47Bb3+V9mlLCDQt02S1f1OzMDx8fGQonhu3k9PeP7Ea/ROrO9QXhgX0FgH0ZiF0FgF0ZiF0FiF0ZiEu6WT48VxPnL7sHBzWFbSFkT4NMOxKustyowzHG2LQP6LtVKcsCxxXxaDC6Jy7m+A7/CUOeBSDx3sf5LRpLQJ8cG5Qu9vKrDY8cJH7e60SCvB5alwrWxBCFXlWA9acT8F04+Xm0SgFa8PfDNVYI0tpc9twpJwvxqKovpinL8e92lLw7Qa8xGDwD00Rxprq8JIyB5d5vhXbvn7OEQgELgcPcp/JsbGxeOCBB/Cvf/0LU6dOxU033eS0DgAMGzbMreN1SSB0ZoZAUUh1SCT873QfxMt0uHvQYfDozo+U0BQgF1ogF7pOpTij70l8fnwgPjg4HGabR/QRgGC6eVL4qTIDLBrrHNhYbrG0pvfHVTHYVJkBEn8QntyafhbZigZO26cXBqDW3H78wF2llxFj4Y4Qv5+RACMvYEKeCD6kprsZO/+MxkS79J33aUtgA4UvpElgicsZB4aisFKWij+EkVimykeWzcBZPsKswoba43hVmYVtDrMz3iZ4nnMEQucoLy/Hxo0b8fPPP+Ps2bOoqqpCdHQ0Ro8ejSeffBLDhw/nrL9kyRK89NJLLvclEolgNLrO2PbFF1/g3XffxalTpyAUCjFy5EgsXboUQ4YMcbm+PSNGjADVyv1y69at2Lp1q8tlNpt7GdHctpA76z7UtE37IoHCh4eG44/SdCyduA3pESr3OtgKNAXMyzuK0ekX8dz2KThXE1yjmp4olsWAxo+VmThSH48hUZfQU1EPIc3AzNA4q4nC4fr4KzMH5MHtT/w1exAr0mNBzglOW746Ct+Wdm9322ydETdXcfO474uUY2+0s9sEIXz4KjcCE/9quS6EYPGYthhjTXV4MSIX1T4eDQ8GzgnkmBPTHw9pSjDLUMlZFsFa8ZrqPH421eENRRa0tOcGu9qDiARCKPLee+/h9ddfR3Z2NqZMmYL4+Hjk5+fju+++w3fffYf169djxowZTtvNmzcPGRkZnDY+3/Xv8ZVXXsHixYuRnp6O++67D1qtFhs2bMDo0aOxefNmjB8/vs0+zp07t1WB4A0olm3foVGtViMiIgLdXlsOWix2SxzY05GZBACQ8M24Jvc8esdfgkxggVRghlzY+F8mNEN25bWY7546sthofHR4GFYdHQQb65nRTW/eOL1bSZcFEQSBhb8EwpL+ezApiVuo8P4D0/BXQ9timmJZ/PtUMfppWkY8zRSF+XnZqBALvdJXQvDwbH45ptY4D/hoKR5eV2ThF3EsCWBvheGmBryovoB4FxmgqmghlkTk4rAwwqd9IiIhMLDpTTh9+xtQqVRQKpX+7g6HJttx9KQl4POdiwN6E6vViN+3L+nwefnmm28QFxeHsWPHctr37NmDSZMmQaFQoKKiAiJR42BG0wzCb7/91q5hDwD5+fno3bs3srKycPDgQURENP5eT506hWHDhiEpKQlnz55tVVz4g073pKvioGkfHREJBqsQ35zpi2/OtL0en7ZBKrA0igZBo3CQNYkIgQVSoRlJcg1m9D0JIa8lI5KAx+Ch4ftxVUYRnt8+GSWqcM7YQx7MgYS/xMHg6EoncfBTWXa74gAApl1WccQBAKxLiSXigAAA+Gd2EuoEfMyorOVkx5CzNixT52OcqQ6vKrOgclEXINw5IIrE7TED8LS6EFNNtZxliYwZK+pPYa00CR/Iu8FM+caVj8wkEEKJW265xWX72LFjMWHCBGzZsgUnT57skCuQK1auXAmr1YrFixc3iwMA6NOnD+bOnYsVK1Zgx44dmDp1qlv79wadEgjyIgrw0ExwR0VCR7AyPKhNPKhNbSvU7872xssTt6JnXA2nvX9CNTbc9iXe3TcKG0/1a7MAFIHgbfwlDgSUDY/14tYeUVuE+Oj8wHa3VVhsuM8hMLlcJMD6lBiP9pEQvFhoGisyErA/So6nL1Qg0cyNE5tsqsWAWjWWKnOwz0VdgHBHTQvwbER37DLW4GlNIRQsd+b8Tn0lell0eDCqN6xEJBAIHkMgaBy0cDW6v2fPHhw8eBA8Hg89e/bE5MmTm2cZ7Nm5cycAuBQA06ZNw4oVK7Br166AEgh+jRp0p15CVyioi8Gcb27DJ0eGwMZwjysRWPHMVbvxn+k/IF6mdfsY3koH5133IgIBmJlxBt3k3MqtH53PQ4Ol/anhRaWXEGnlGiz/ykyEmSaByQQuxyJkuHtAFjbHOrvExDEWvNdwBk+qCyFi3XMdDWkoCpslcbg9Jg8HXbgUDbao0c+i8WmXSApUQihTUlKCbdu2ITExEf369XNa/sILL+Cpp57C3//+d0yfPh2ZmZkug4Xz8/Mhl8uRmOicJjw3N7d5ndaYPn06jhw54tZnMBgMePPNN/Hhhx92aruAeHr7UiRYGR4+ODgCd333N1xscL7Bjkwrxdczv8A1uecAUlOB4GP8NXuQINZiXvZJTttpVQx+Kstpd9seWgOmV9dz2nZFK3AwyvuByVPTzzn9EQIfHZ+HV3NT8GL3VDRQzqNyMwxV+KL2OPr42NgNFqp5IjwY2RsnBHKnZTW07136iEggBCpqtZrzZzKZOrytxWLBnDlzYDKZ8MYbb4DHaykQmpeXh9WrV6O4uBgGgwH5+flYtmwZGhoacMMNN+D48eOcfalUKo5rkT1NMRIqVetJeUpLSzFs2DBMmjQJq1atglqtbnXdJg4fPoxHH30U3bp1wwsvvIDY2M5lPQuYaAhPuhx1hJPVibh94+34vxF/4PZ+XMNIITLjlclbMTGzEMt3j0eDUeKzfhEI/uCRnkcg5rWM2DIs8PbpYWDaGUOgWRaPF1Zy1jLQFN7PaL+Ymjt0RABMTT/nN6FF6By7YpQ4qZDgqYIKDG/QcZZ1sxnxad1JfCpLw2eyFNh85DYTLPS3aNDfwp3t3iyKRSnfP88r4m5EaI2GHCF4It8KV5uJAbYDaWlpnPYXX3yxQ5WGGYbBggULsHv3bixatAhz5szhLL/ppps473NycvDcc88hISEB99xzD15++WVs3Lixqx+jmWPHjmHlypVYunQpFixYgIULF6Jnz54YNGgQEhISEBUVBYPBgLq6OuTn5+Pw4cNQqVSgaRozZszA8uXLnbIttUfACATA9yLBaBXg9b3jsLM4Ey9N2I4EOfcBNTm7AHlJlVi6cwL2XMz0Wb8I4Ym/jNoRseW4KqGU0/Z9aXecU7cfPzC9uh49dNx8z2tS43BZ5LlAU3dmBZq2IUIh8KkTCvBUz3TcUF2PB4ouQYyWRBJ8APfqSjHaVI8XInJR4ifjN9DgsQye0XCrnGspHt5RZPinQ019ICKhQ7i6p5F7lXcoLS3lZDFyFR/gCMuyWLRoEdauXYs777wTK1as6PDx5s2bhwceeAC///47pz0iIqLVGYKm2YDWZhgAgKIoLFiwAPPnz8emTZuwatUq7Nq1C2vXrnVal6Zp9O/fHzfddBMWLlyI5OTkDvffnoASCIDvRQIAHChLx21fzsKTY/Zgeg/uDzdWqse/r92Eb8/0xlu/j4HO0r4KJjdJQrAgpK141CEwud4kwsf5A9rdNtJixaKSS5y2YokQG5O6FpjsSTchMpsQJFAUfkiMxtEIGZ7+qxp9rNyR8b5WLb6oPY53FBn4nyQh7NOh3q6vQo5Vz2lbIU9DDc//GcPI88817d3XOnrfI/ezzqFUKjuV/pVhGCxcuBArV67ErFmzsGrVKtCdiKUTCoVQKBTQ67m/z9zcXOzbtw9VVVVOcQhNsQdNsQhtQdM0rr/+elx//fUAgDNnzqCsrAy1tbWQSCSIi4tDnz592hQbHSXgBALgH5GgMYvx/I4p2FWciWev2okoCXdU9OZepzEspRQv7piMI5UpPu0b8asOffx1078z8xRSpFxj7MPzg6C1tj/Kcu/FaihsDKft3cwkWGn3jTdvXOtkNiF4KJWI8MjgNNxZXoM5ZZc5DygxGkfNrzLVYakyB7UBYAz7g3ibCffoSjht5/hSbJQk+alHzhCR0IKn72mO+zNpLTjt0SOEL/biYObMmfj88885cQcdIT8/H/X19RgwgDvINm7cOOzbtw9btmzB3LlzOcs2b97cvE5n6dWrF3r16tXp7TpCwDp1+jrDURPbCnNw25ezsKs4w2lZilKDj2/8Fo+N3Ashz+rzvhFCE38ZrqlSNWZnneK0naiPw68VWe1u20+txzWXudOlW2OVOBYh82gfPQkR2sGBjaawOi0OD/XNxEWecwat0eYGfFl7DBONtS62Dn0e0xRDxnKF+WuKbNgCbFYl3AOXSdKE4IJhGNx9991YuXIlbrvtNqxdu7ZVcaDRaHDixAmn9vr6etx9990AgFmzZnGW3XXXXeDz+Vi+fDnH1ejUqVNYs2YNsrOzMXHiRA9+oq4TkDMI9vhjNqHWIMOjv1yHG3uewT9G74FM2JKvm6aAuXnHMDq9BM9tn4yzNfEu90FGUAiBDYtHex2CkG4xNKwMhbdOD2u3DgiPZfFoUSWnTcej8WG3hC71yBcPUzKbEDycVUhw7+AMLDjZgBmGKs6ySNaKN1Tn8JMpDv9UZEJHB/yjzCMMNzVgikOhtG8l8Tgp9H7GMHcgz0FCsLB06VKsWrUKcrkc3bt3x8svv+y0zk033YS8vDzU1tZiwIABGDJkCPr164f4+HiUl5fjl19+QW1tLaZMmYLHHnuMs2337t2xZMkSPPfcc+jfvz9uvfVW6HQ6rF+/HhaLBZ988klAVVEGgkAgAP4RCQCF78/2xqHyVCyduA2Dkys4S7Oj67Dmlq/xyZGh+OzPwbCxATsZQwhg/GWojksoxfBYrpH/dUlPFGrbL1B1c2UdsvXcVHGfpcWhThg8FXBJbEJwYOTR+CAvGofrhXjyfCViGW5xtenGyxhsVmFJRC6OuKgLEEoIWQZPOQQmN1B8vC/v5qcedYxwFQlbSnqQGYQgori4GACg1WqxfPlyl+tkZGQgLy8P0dHRePDBB7F//378+OOPaGhogEwmQ79+/XDnnXdi4cKFLmcfFi9ejIyMDLz77rv48MMPIRQKMWrUKCxduhRDhw715sdzC4pl2XYtb7VajYiICPS59xXwRO0XTfIWvhcJjVBgMbv/MTw0fD9EfOfiPSerE/D8jsm42MA1rjx1UyQ3mdDFH0aqhGfB56N/RIKkJYjqslGC2XtvgMHWtpEfa7JgzbECSJmWmYcLUhHu7Z/VJRcHf13jRCQED0qLFf93sgaTTHVOyxgA66TJ+FCeDnOIpkO9W1uK+3XcbGPLlNn4XtK1mTtfEY4iwRf3NZPWgvfHfAuVStWpYFxf4E/b0WYy4tRHzwbkeQkWgupO6q+4BBYU1p4YiDu+noEzl+OclvdLqMb6W7/E7X2Pg/JwcTUiDgieZl72SY44AID3zw1uVxwAwAMXqzniAADeyUoKOP/njkJ+X8GDWsDHsoEJWJ6TDC3FHZ2jAczRV2BN3QlcZ7iEccY6DDGr0MuiRTerAbE2M6SMDVT742EBSYrViAW6Mk7bcYECP4hdu7gGIuEYk0AGIAjBTFC4GDniH5cjoLA+BnO/uRWLBh/GgkGHwadb+iARWPHU2D0Yn1mEF3dMQrVOEbZTq4SO4Y+HR4asATO7neG0HapJxI6q9t0UBqm0mFjLrd64KS4SpxTSLvWJGOmEDkNR2BoXieNKGZ48WY0hFu71mGPV4yX1hVY3ZwAYKBp6igc9xYP2yn89zYOu6TXV+FpHt7y2b29aV0fxYPXFbAXL4h+aQojsBp9sAF5TZIENMmFOnokEQvAQlAIBQPNMgq+FgpXh4cNDw7H7YgZenrQVGZENnOXDU8uwceZ6vL73Kmw6T0YPCIEEi8d7H+QIWwtD450zQ4F2ApMFDINHC7mBomoejY+7dW0EMxDEAYlHCD4uiQT4x+AU3PBXNB7UXoSwgzO3NAAZy1zJAmRpb/V2MYNyKRyaBQXtIDpaaddTPBgo2qXBP95UhzHmBk7bl9Ik5AsCN2NYW4SbSCCxCIRgJWgFQhP+EgqnLiVg1saZeHj4PtzRn5vuSiEy4+VJ2zAhsxDLd02AJdnUyl4IBN8xJakYA6O5hc3WF/VGqb794M4ZFbVIN5o5bZ90S4BKEPS3EEKQwlIUvu8nxQldJp4+XYUeDoXDfIEQLISsFZGsFWDaX78tmmY3dBT/inBonOlwLIh2mRbgI1la1w7mZ5rcjcJJKBAI3uDbb7/F+vXrcfbsWej1ely40DiDevbsWfzwww+YPXs2UlLcq90VMk93fwgFo1WAf/5+FXYXZ2LJxO1IlHMLTk3KKkReYiWW7ZqIXcWZbt0Mm0Y2yQgEoSvI+GY82OMIp63SIMOawr7tbptoNGNOeQ2n7bRcjE3xkV3qUyBd02QWIXgpkonx0OB0XHvKiLGmOihZK6SsDTLGBilr47jmBDItsxvmNtd7O4TSuoaLUCCzCARPwzAMZs2aha+//hoAIJFIYDAYmpdHRUVh8eLFsNlseOaZZ9w6RmjcZezwh1A4UJ6G276chSfH7Mb1Pbg3gRipAe9eswnfnemFN38fCyrNvVEue+OF3GiCH18bo3fnHEeMiFsd/N9nhsDEtH8LeKi4GmKm5ffEoLFiMhNk/s+E0MVC0/i+nxTfQ+oUDMtjGchYG2SsDVLmyn+25b+UZSBnrFde2yBjmZbXjP16jX/+zOxxQBiBraIYP/bAO4Sb2xGB0FXeeecdbNy4Effddx9ee+01vP3221i2bFnz8oSEBIwdOxabNm0iAsERXwcya80ivLBjCnYWZeG5cb8hSsI1xm7qdQbDUsrwwo7JOCfpmu8omVUgdIZcRR1uST/Pafv9Ugr2Xk5td9uR9RqMqddw2r5PiMJ5uaRLfQrEa5fMIoQG9oamtjASNoqGmqKhhgBwXRi1w1AsC/EVASGzExlNsxX2YkJm1y51WLfpdUdjJ4DGmgevK7KAEBXmoT6bQGYRCJ5k1apVGDJkCD744AMAAOXivpCTk4NNmza5fYyQFQiAf2YTdhRl41hVEl4YvwPjMoo5y5KVGnx847dYdzwP7x8cAWE3reuddBAiFAjtQV0JTOZRLb8Bk42Hf51tPzBZaGPwcBE3MLmez8On6cEfmEwIDxyNza6m2mQpCgaKBwN4qG1/9XbhX5ndkF6Z3ZCzrgWFmaLxmygaZfyuCfNgINSFAoHgCS5cuIAHH3ywzXViYmJQW+v+nSqkBUITvhYKdQYpHv3lOtzQ4wz+MWYP5MKWbBk0BczJO4ZR6SV4bvtklCmFXT4ecT8itMa1KQXoG8mNH/i8sA8qDfJ2t51dXoNkEzfTy4cZCdDyuzgMSyD4CU8Lhq5ipWioKBoqD8xuhBpEKBAIrSORSKBWq9tc5+LFi4iMjHT7GEFVKK2r+LbQGoUfzvXGjK9m4XB5stPS7Og6rLnla9wemQ9Dkeeq/G0p6UHcJAIcX30/SoEJ93U/ymkr1SmwvrhPu9umGEyYVcEdeTiukGJLbPsZj9oi0AVsoPeP4FnkWQ2cP0Lg4W8R50nIs5ngKQYOHIjNmzfDZHKdJbOurg6//vorRowY4fYxwmIGwRFfzihUapS454ebMbv/MTw0fD9EfFvzMgGPwYPDD+CqjGI8v2MyaqM9J178Oavg7k2QGGee5d7co4gUcm8e754ZCjPTzlAly+L/iqogZLmFmd7NTAxZ/2cCAXCOXyAEBiSImUDg8sgjj+Dmm2/GrbfeihUrVnCWFRQUYMGCBVCpVHjkkUfcPkZYCoQmfCUUWFBYe2Ig/ihNx7JJ29A77jJneb+Eaqy/9Uv8a/8o/KxPA9uOb3hn6Wqsgq9GPRyPE4qCwVfnsndEDaancivK/laVjoO1zrNZjoyr02CYSsdp+zopGkUycZf6FCzfJwlW7hqhcv7aMkiJePAtoSQOSLAywRPceOONePrpp/Haa68hPT0dMllj8pv4+HjU1taCZVk8//zzmDhxotvHCGuB0ISvMh4V1sdg3je3YtHgw1gw6DCnoq1EYMXTY3djfGkalvw2EboEWxt7cg97oRAMD/BQEwy+Ouc0GDzR+wBoO52pt/Lx/rnB7W4rsdnwUDE3MPmygI9VaXFu9yfYvzdCx2n6rl1958Fwz+koHTVYiZDoGqEkDAgET/PKK69gwoQJeP/993HgwAEYjUYwDIOrr74ajzzyCKZNm9al/ROBcAVfzSZYGR4+PDQcey52w7JJ25AR2cBZPiKtFBtnrsdre8Zhty0e7WWacYdgfVC76jcxPp25KT0f3ZX1nLZVBf1wydh+et15pTWIM1s5bR9kJMDAcy+CMli/n2AR0YFEe991a8tD+Ty7a+CGu7AgwoBAaJuSkhIIhUJMmTIFU6ZM8coxiEBwwFdC4a9LiZi1cSYeGb4Ps/qf4PZBZMbyyVuxrSAby3ePhzXZdRAKIXhmGXxlBEUJDViYc4zTVqSNwMaLPdvdNlNvxK1V3MDkwxEy/BbjuSB6QmjSld9dqM82uEO4zlAQYUAgdIzMzEzMnz8fn376qdeOQQRCK/hCKBitArzx+1XYVZyJJRO3I1HOrYswObsAeUmVWLZzAv7kRXmtH6FEIM4y+NLYeaD7n1AIuKlJ3z49DFa2A4HJhVXg213uZorqcmByMPvbklkE/2F/zZDvoHUCLW1rZwhXMRCs90NCYBEdHY3o6GivHoMIhHbwhVA4UJ6G276chafG7Mb0HtybR6xUj39duwnfnumNFeV9obd1vW5CuBEsswxdJS+qGlenFHHaNldk4lh9QrvbTqlRIU+j57R9mRyDMonIo30khB7e/j0RsdBxAk0whKsIIBC8zdixY7F//36vHoMIhA7i7UBmrVmE53dMwc7iTCy+aieiJEbO8pt7ncawlFK8sGMyzkva9yUntI4vZxl8ZdDwKAaP9z7IadNaBPjg3KB2t5Vbbbj/YjWnrVIkwNqUWI/2MRhpui6IYeoaX4tt8n10Dm8LBiIAOkeoDk4RfM+rr76KESNG4KWXXsLixYvB53venCcCoRP4YjZhe2EOjlUm4fnxv2FcRjFnWYpSg09u/BZrj+dh9eVe7eezJ3SYzswyBKJxMqPbGWTKVZy2Ty7koc4saXfbu0suIdrCzZr174xEmHhhVUexTYi7kTP+NHaIUHCPjgoGYvgTCIHN66+/jr59+2Lp0qX4+OOPMWDAACQkJIBycAmmKMrtOIVOCQRtJouICreOE1J4ezah1iDDo79ch5t6nsHfR++BTNjiU05TwNy8YxhVV4Lnt09GmZK4HHmDYDI84kQ6zM8+yWk7r47CdyW57W7bXWvADdXcjEd7o+TYF63waB9DASISWgiUkVDiftQ1iBDwHYHymyGEBqtWrWp+XVlZicrKSpfr+UwgEFrwfu0ECt+d7Y2D5alYOnEbBidzlVlOdB3W3PI1Pj48FCuPDoYkU+3FvhACmYd7HoGUz01N+tbpYWDQ9gwAxbJ4tKgS9vNQRprC+xmJHu1fMAcqO0JEQuAaOmRWgUAghAtFRUXtr9RFiEDoAr4osFahUWLR9zfjzgHH8NDwfRDymOZlAh6DB4cfwFUZxXhu+2SUqKLIiFCYMSymAhMSSzhtP5Tm/H979x0eVZWwAfy9M5OZZCa9QEIgJKEJSFeUGoqga1lQmoogKKy6utbVVUFAVlBRV/xclbWQiKxgl7XCKlV0EQuIIAgpBBJCSZ9JMvV+f4SZ5GaSzGR6eX/PMw+Zc+/cczMJcN45DYeqHW9sdtWZKvTTSue6vJWejLJI9kq1J5xDQqCGg+bYq0CBJhj+3lBw6d69u9fr4CDjICBCwFv7h+CG92bht7P2Db8BnU9j44x3MLP/L9AVxPl95QryDaXMjHv77pWUVRlU+NfRIQ5fG2c04U8tJiYXRyrxbpckj95jqArH//CD8XuenHEkKO+biMjf2IPgJl/0IlgVVCZh7ofT8adhe3HL0B8hlzXVGxVhwiNjd2JcViGWbZuIM+dDAnsUQtcNmQfRTVMrKfvX74NRY3S8NOmfjp9BrNkiKXshKxVGGT8zcFY49SQEeyObvQrkL8H+d4cC07p165w+d+7cuS7VwYDgAb4MCSaLHC/vvRS7ijPx9wn/Rfd46co1I7qdwHuzNuDJXWPx5dHett4EBoXQkhZViznZByVlv1Yl47OSng5fe2FNHa46WyUp25oUix/joz15ixKhNA+huXAICaH2c2NYIF8Jtb87FDjmzZtnt2JRS6IoQhAEBgR/82VIAIADp1Nx/XvX455Lv8X1A6Qr2MSq9Hjysv9ifGYhVu7MQbU+ikEhpIi494IfoJI3LU1qFgU8d2g4RLT/D4b8/MTk5nRyGV7KdLyZGrUuHEJCqGrZgOPPkYiCQW5ubqvl1dXV+Omnn/D222/jj3/8I6655hqX62BA8CBfh4QGUwSe/iYHO4qysGz81+gcrZMcn9zzGIaklWL59gn4pjgTABgUQsDolJMY2alEUvZhcW8cq3W87frUsgr0rNNLynK7pqBcGeHReww3oRoSwu0TUPYukKeE298d8q2bb7653eO33XYbJk6ciDvuuMPlOjjg2MOsm6n50v9OZmDGOzfg89972x1L0dThxas+xaKx2xClMNjKtQXxnMwchCLlJtzT9wdJWbk+Em8cG+TwtYkGI245cVZSlq9W4aM0x8GCHAu1BkGofT8dZZ3gzInO1FH8fSF/GzFiBK655hosWbLE5WswIHiBP0JCrSESi76ejIe2XI6qBvtJqtP7H8Q7MzdicKp0PwUGheAyN/sAUqOkPUUvHRkGncnx0qR/LjoNTYuJyauz0mB2MI6RnBcqDYNQ+T48yZuBge936ODPkgJF9+7dsX//fpdfzyFGIea/+b3w86kuWDJuK8Z0Py451i2uBm9M/RBv/jwUr+y9BEZL0xZZ7g49ciZkcFiTezI01bg+8zdJ2U8VnfHfU5kOXzu0WovLyqWb6X2REocDsWpP3mK7QnWickvBvmFXOPyMPMHbISFYf3+IyP9EUcTOnTsRFRXl8jUYELzE1/MRmjtXp8Hdn1+N6/oexAOjdkMdYbQdkwnA/KE/YVT343js60n4vTxZ8trWgoKnehgYItwh4v6+exEha+oBMFkEPH/oYsDBxGSFRcS9BWWSslq5DP/q7tuJyeHW8AzGeQnh9jMKZAwMwYV/d8iXdu7c2Wq5yWRCSUkJ1q1bh71792LOnDku18GA4EX+DAmAgA9/uxDfl3TD8glfYUiadOWa3knlWD/tXbyy9xK8uW8ILKJ0tJm/hh05qjdcA8TE1CIMS5I28jcW9UORLt7ha2eeKkdGg0FS9lpGJ1RF8K+/twVTbwIbOIGNE6gDE//ekD+MGzeu3WVORVHEiBEj8I9//MPlOthC8DL/hgTgZE0cFmy6FnMH/Yw/D9+DCHnTJ9ARcgvuvvQ7jO1eiMe2TsLJmji/3aezWgsQoR4aNAoD/nLBj5Ky0/VqvFkwwOFrO+sNmHtSOjH5sCYSn3ZO8Og9OhLu/4kGU1CgwMfeBf8K93/PyP+WLFnSakCQyWRISEjARRddhEsvvdStOhgQfMDfIcEiypC3bxh2F3fHExP/i97J5ZLjg9PK8M7MjXhu9yh8+Ft/OBqyEmhCPTTc0vMXJKkaJGUvHL4IDWbHf33/UngakZam3z0LgOez02Dx4cRk/mfaJFCDAn9GwY2BgSi8LFu2zOt1cBUjH/HHykYtHa1Ixk0fzETuT0NhaZFX1BFGPDZuO1688lMkq3WtXyCIWFdnav4IRj1iKjGtxX/+353tgl1nujl87YjKWoyurJWU/adzAo5Euz5pqaPY8GxdIC2fGQj3QJ4VSL9foYbvKQWCdevW4Zdffmn3nF9//RXr1q1zuQ4GBB8KhJBgtMjxf3tG4taPr8OJ6li746O7H8d7s97GpB5H/XB33tVaaAjk4CBAxAN9v4dcaEpzerMMq39zPDFZabbgL4XSOQuVCjlez+jkjVttFf8jdY4/G3P8GYU+BgWi0DNv3jx8/PHH7Z7z2WefYf78+S7XwSFGPubv4UZW+8q6YNa71+P+kbsxvf9BybH4SD1WTd6ML44W4MmdOag1RPrpLn2jvZDgz6FKf0jPx4AE6fyB9YUXorQ+xuFrZ5ecQxe9UVK2pntnaBXyNl7hWWyQuMaXE1H5MwovgTq8LZjw7wwFE7PZDJnM9X6ADgWE6EIBsN+Di4JUvUmJFTvHY0dRFpaM24oUTZ3k+B96HcXQtFIs2zYR/zuZ4ae79C9/raoUG6HHHb1/lpSdrIvG24X9Hb62a70eN5RK55nsj1Fjc4pvJqHzP1HPcGdcOX8G1BauhuQa/p2iYPPzzz8jMTHR5dezB8EPAqUXweqb4kzMeOcGPDp2Byb3PCY51jlah1eu+Q/e+XUAPjzUH1qDEnXGCOgMSslGa+HK3Q3m2vKnXj8jXqmXlK3+7WIYHL3nooh7CsugFJt+v8wAVmelAtwxOaixgUKexl4FouAxYcIEyfO8vDxs377d7jyz2YyTJ0+iqKgIM2fOdLk+BgQ/CbSQUK2Pwt/+ezm2FWXhkTE7EauSNk5nXXgAsy48ICkzmGXQNQsMOmPj140hQgmdIQK68382PldCZ4xAnUEJrVGJOttxJfRmOYJt9aTmmvc0uBsW+sWdwzVdpUFt++lu2HMu3eFrcypqcXG1dJL5+2mJKNT4ZpgYG7FEwYdBoX38d40CQfMwIAgCioqKUFRUZHeeTCZDYmIiZsyYgdWrV7tcHwMCNSPgy6N98FNpOpaN/xojup1o92yl3AJlVAMSohraPc8ZJovQIkQ0CxrNAkjLQNIYPpqChs4QgXpTBPwZNtzpVZDBgvv7fg9Zs9uvMynw4uGLHL42ymzGXS0mJp9VKpDXLaXD90FE4YfDj+wxHFCgsFia9rGSyWRYtmwZlixZ4rX6GBD8KNB6EazO6KLx50//iBn9f8V9I3YjKsLk9ToVMhGxKr1dz4UrLCKagkSLUNHUw2F/zBZOmvV+1Bkj7HaZdpYrQWFKt6PoE1chKXszfwDONGgcvnbeibNIMUp/Vv/MTEW9nBOTiahj2KtAFLi2bduGzMxMr9bBgOBngRoSAAHvHRyAPSe74i+X/A+XdD0BjdIg+WQ7UMkEIEZlQIzKAMD9PR3qjYq2Q0XzIVTNgkbTuRHQnW0aThWZWdtmPQnKeizstU9SVqiNw7vHL3B4j1m6Bkw/JQ0W38dpsCPR8YpHRERtcTcotPXBQTAED37oQYEqJyfH63UwIFC7iqsT8OCWPwBoXJc/UmGERmmEOsKAaKUB6ojG55oIAzTW582/VhrOP7e+pvFPdYQREXKLg9oDQ1SEyWO9KHqTHPUWBepMEdCZIlBnbvy6zhSBiWnH7c7/x6GLYRIdT0y+t7AMzc8yCAJe4MRkIvIQTzeWA72HguGAgsHJkyexbds2lJaWQq+3H4EhCAIee+wxl67NgBAAArcXQUqEgHqTEvUmJQDHQ14cXU0lN0OtNEDTLEioI4zng0djqGherjl/rlppQHSEAepmwUQZJGFDpTBDBbPdCkWt2VKaiX2VqQ7Pu/xsNQbVSpeo3dglCSVRvluTmP+ZEpErOO+ByDUPPvggXnjhBZjNZluZKIoQzn8waP2aASHIBUtI8BwBerMC+noFKuvdv5pCZrb1VGjOhwdb0GgjVDSFkabXaCIMPplz4UitMQIvHRnm8Lxokxm3Hz8tKStVRWB9erK3bo2IyCsCJSzwAw8KdK+99hqee+45TJo0CbfffjumTZuGefPm4fLLL8fOnTvx+uuvY8qUKbjzzjtdroMBgUKCySJHtT4K1foot68lFyyIajZUym5IVYsg0trwKlsoURodV9iKl48MRYXB8feyoPgMEkxmSdkLWakwyF3fPbGj+J8pEXmav4Yg8d8zCgavvvoqMjMz8cUXX9h2S87MzMSsWbMwa9YszJw5E5MmTeI+CKEi/HoRApNZlEFrUEFrULk9x1mA2CxsGJuGTp0PEglp1VArTNDIjVArjJALIn4oT8XOM453ru6jrccfT1dKynYlxGBPgm8mJvM/UiLytkCfq0DkD4cPH8acOXNs4QAATKam0Q85OTm46qqr8Oyzz2L69Oku1cGAEGAYEkKLiMb9HeqMSpytsz8ebapy6boyUcR9BafQvJ+gXibgn1mdXbqesxgKiMgfvDX8iP+mUbCKj4+3fa3RaFBeXi453qdPH3z11VcuX58BgciPtAXxLm2odvXpSlygk25Q91bXFJxWKT10Z1L8T5SIAoUrvQr8N4xCSXp6Ok6ePGl73qNHD+zZs0dyzq+//gqNxvUFZRgQAhB7EcJLR0NCvNGEhcVnJGXHo5R4Ny3Jw3fG/1SJKHC11avAf7co1I0aNQq7du2yPZ8yZQqeeOIJ3H777bjmmmvwzTff4IsvvsC0adNcroMBIUAxJFBbbj9+GjFm6bKuz2elweThXez4nywRBQv+e0XhZM6cOSgtLcXx48fRvXt3PPjgg/j000/x6quv4rXXXoMoisjMzMQzzzzjch0MCEQBwNlehIE1OlxxtlpS9t/kWOyLc3dfiib8j5aIiChwjRs3DuPGjbM9j46Oxv/+9z9s2rQJ+fn56N69O6655hoOMQpV7EUIL45Cgtwi4r6CMulr5DK80t1zE5MZDoiIiALbzp07ERsbi8GDB9vKIiIiXF6xqDW+WyydiNwyrawCWfXSHZjXdktBhTLC7WtPzjjCcEBERBQExo8fj9dee82rdTAgBLiYAs+OK6fApi2Ib7U8RW/E/BPSiclH1ZHYlJrodp0MBkRERMGjU6dOUCq9s2qhFYcYEXlJktmA23QnkG5uQJ0gR50gh+78n3WCHDpZ03Od9ZhMDuiNqJPLUC+XwSw0BsQ7i8oQZZEON3s+O9V23FUMB0RERMHl8ssvx44dOyCKIgQ32wFt6VBA0GaJiCv1yn1QOzgXIfgoRAteqjqEnqZWdkdzpNleJw0yAXVyGRKNZskpn3aKx6EYtcv3x2BAREQUnFauXIkRI0bgT3/6E55++mkkJro/mqClDvcg1GaLHPZC5MDsulLXwkELkRYRkRZpOKhWyPFqRieXr8lwQEREFLxuuukmxMfHY+3atVi/fj2ysrLQuXNnu94EQRDw9ddfu1SHS0OMGBJ8j70IwSPV3IAF2pOOT3TRqxmdUBPB0YFEREThaPv27bav9Xo9Dh8+jMOHD9ud587wI5dbGQwJRK17oLYIUZBuZLZDlYDj8ihoRDPUohkai9n2tVps/FpjMdu9rqWdiTH4vFO8F++eiIiIApnF0n5bwRP4MWQQCYZeBGtoDPT79JZR+gqM11dIyt6P6oynYns49XqZKCLKGhhEM5LTqqA2W6A2W1AZocBvMVEQvTQhiYiIiAhwMyCwF4Gaa/67EI5BQSWa8WBtoaSsQlDgpejuTl/DIgjQCQrozv/VPBtj8Og9EhERUejQarX4/fffodPpMGbMGI9d1+19EMKpARgIgi2QxRQItkeom6crQVezdCOzF2IyUStzPYe3tS+CO7YU9/H4NYmIiMh3ioqKMGXKFCQkJODiiy/G+PHjbcd2796Nfv36SeYqdJRHNkpjSCBnAkAoh4VupnrcrCuRlP0UEYvPIlP8dEdEREQUioqLi3HppZfi888/x5QpUzBixAiIYlNb/JJLLsG5c+ewYcMGl+vgTspBKNAa2K7cT0iFBVHEQ7WFUKLpL6cJwNOxWQDnCxAREZEHLV26FJWVldixYwfef/99TJo0SXJcoVBgzJgx2L17t8t1eCwgsBeBXBXsQWGivhwjDFWSsg3qLshXaPxzQ07gMCMiIqLgtHnzZlx77bUYOXJkm+dkZGSgpKSkzeOOeLQHgSHBdwKlQe3J+wjGXgW1xYwHaoskZadlSrym6eafGyIiIqKQVlFRgczMTIfn6fV6h+e0xeNDjBgSwoc3G/LBEhYW6k6gk0W60tA/YjJRJ5N7rA5vTFQmIiKi4NS5c2ccO3as3XN+/fVXZGRkuFyHV+YgMCT4RqA3nj0lUINCD6MON9SVSsq+Vcbja1WSn+6oYzjMiIiIKPhMmjQJn3zyCX799ddWj+/atQtff/01rrzySpfr8NokZYaE0OaPBntAhQRRxMO1BZKNRAwQ8EwMJyYTERGR9yxevBhRUVEYPXo0Vq5caetN+OKLL/DYY4/hiiuuQHJyMh588EGX6/DqTsrcSI08LVB2k76q4SyGGGslZXmadJxQRPnpjoiIiCgcZGZmYvPmzbj++uuxePFiCIIAURRx9dVXQxRFZGRk4P3330daWprLdXg1IAAMCd7iz0ayv3+e/g4JsRYj7mkxMfmkXIU3Nen+uSEiIiIKK5dccgmOHj2KTz75BHv27EFFRQViY2NxySWXYMqUKVAqlW5d3yf7IATCJ76hojZb9Pv76e/6Af+GlD9ri5EomiRlz8RkQy94bmKyr3AeAhERhbuSkhKsXr0akydPRkZGBpRKJVJTUzFt2jTs2bPH4esLCwsRHR0NQRBw++23t3ne22+/jeHDh0Oj0SAhIQFXXnklfvjhB5fvW6FQ4Nprr8VTTz2FV199Fc8++yxmzJjhdjgAfLhRWiA0KoOVNRQE0nsYiPfkC/2Mtbiu/rSkbKsqEbtVCV6tlysZEREReceLL76I++67DwUFBZg0aRIeeOABjB49Gps2bcLIkSPx7rvvtvlaURQxf/58h3WsXLkSs2fPxunTp3H77bdj5syZ2L17N0aNGoXt27e7df86nQ6nTp2CTqdz6zrNeX2IUXMcbuS8YGp4t7zXUP0Zy0QRD9cUSFJ1PWR4LibLb/dERERE7hk+fDh27tyJMWPGSMp37dqFiRMn4o477sCUKVOgUqnsXvviiy9i9+7dWLVqFe6///5Wr3/06FEsXboUvXv3xvfff4+4uDgAwN13343hw4djwYIFOHz4MBQK55vler0ezz77LN58803k5+fbynv06IF58+bhgQceaPV+neWzHgQKH97sXfBnz8V19WXoZ5Km89eju+K03PW/gIGAw4yIiCicXXfddXbhAADGjBmD8ePHo6KiAgcOHLA7fuzYMTzyyCN46KGHMGTIkDavn5ubC5PJhEWLFtnCAQD0798fc+fORX5+PrZu3er0/VZVVWHEiBFYsmQJjh8/jj59+mDs2LHo06cPjh8/jsceewwjR45EVVWV09dsyecBIZg+GfeXUHqPmjfoPfHwl0SzAXdqiyVlBfIo/FvdxU93RERERN4WEREBAHaf7lssFsyfPx/du3fHkiVL2r2GdQjR5MmT7Y5dfvnlAIAdO3Y4fU+PPvoo9u3bh3nz5qGoqAiHDh3Ctm3bcOjQIRQVFeHmm2/Gzz//jEWLFjl9zZb80oMQSg1gT+N7E5ju1h5HjGiWlD0dmw2TwE44IiKiUFRcXIyvvvoKqampGDBggOTY6tWr8e233+KNN95wOJTn6NGjiI6ORmpqqt2xXr162c5x1kcffYSRI0fijTfesFvKNC0tDWvXrsWll16KDz/80OlrtuS31g0bwhQshhqqcXXDWUnZ55Ep+FEZ18YrPC86u8pndREREYWCmpoayUOv1zv9WqPRiDlz5kCv12PVqlWQy5tWKvz999+xePFi3HPPPRgxYoTDa1VXV0uGFjUXGxtrO8dZNTU1yMnJafeccePGoaamxulrtuTTScotcdKyFENT4JGLFvytpkBSphXkeCG6u5/uiIiIKHhos0TIIn3bvrE0NNbXrVs3SfnSpUuxbNkyx6+3WHDLLbdg586dWLhwIebMmSM5Nm/ePHTp0gVPPPGER+/bWf3798eJEyfaPefEiRPo37+/y3X4NSAADAlWDAeB6ca6U+hhrpeUvRydgXK5+2sMO4u9B0RERB134sQJ2yf0AJxa1UcURSxcuBDr16/HTTfdhDVr1kiO/9///R/+97//YevWrVCr1U7dR1xcXJs9BNZP+dvqYWjNI488ghtvvBG33HILxo0bZ3d869ateO+99/DOO+84fc2W/B4QAIYEX/FEQzOc1uPvbNZjoU6a0A8rNHg/yn4Mobf4IhxMzjji9TqIiIh8LTY2VhIQHLFYLFiwYAFyc3Nxww03IC8vDzKZdDT+vn37IIoixo8f3+o1/vWvf+Ff//oXpkyZgo8//hhA4zyD7777DmVlZXbzEKxzD6xzEZxRW1uLyy67DBMnTsTkyZMxevRodOrUCWfOnMGuXbvw3//+F1dddRWqq6uxbt06yWvnzp3rVB0dCgiazGrUl0V25CVOC+eQ4GzvgSCKEAXX3iNPNTSt1wmHoHB/bSHUosX23ALgydhsWFz8GRAREVFgah4OZs2ahbfeeksy78AqJyen1f0KTp06hc8//xwXXHABRo0aJVn2NCcnB9999x22bNli10DfvHmz7RxnzZs3D4IgQBRFbN682XaN5j799FN89tlntueiKEIQBO8EBKCxgeitxmE4hgRnwkEvow4rqn9HtrkeDZBBJ5OjTmh8aIWmr3UyOXTWr88/6mRymNPqUV8jh04uQ51chvrzfxplrs9RD/WgMFJfiYn6CknZR1GdcTAixmf3wKFFRERE3mexWHDrrbciLy8PM2bMwPr161sNBwAwf/78VndO3r59Oz7//HPk5OTYDUuaP38+nn32WaxYsQJTpkyxDSc6ePAg1q1bhx49emDChAlO329ubm4HvjvXBMQQI2pbpGjGc1WH0cXSOPM+EhZEWixIgtH5i7QxMd4gCLawoGsWHHRyeSvlctTJZKhTyBr/tJZ1PYc6uQx6mQBtYYIHvmP/U4lmPFQrnZhcKSjwUnSGz+6B4YCIiMg3li9fjry8PERHR6N3796tTj6eOnUqBg8e7NL1e/fujWXLlmHx4sUYOHAgpk+fDp1Ohw0bNsBoNOK1117r0C7KN998s0v30REuBQT2IniGM70Ht2hP2sKBpylFEUqTGXEms+OTHTAD50ODDFpzROu9HLJmPRuCHDpBAZ1MjrOyCByXRwEBMnTnZl0Jupql7/n/xXRHjSzCJ/UzHBAREflOUVERAECr1WLFihWtnpOZmelyQACARYsWITMzE6tXr8Yrr7wCpVKJkSNHYvny5bj44otdvq63uNyDwJDgHmfCQXdTHebUlfrgbtwnBxBjtiDGbEFnmBoTQwccUmiwPLYnjkVovHJ/zupqqsfNuhJJ2b6IGHwa2cnrdfsjGHCCMhERhbu8vDzk5eW5dY1x48ZBFNtv282ePRuzZ892q57mLBYLTp48iZKSEhiNrY8sGTt2rEvX5hAjP3BqUrIo4m+1hYiA9NylsT1xRqaERjRDI5qhtv5pMSM+tg5qs6XZw9ziucV/O+M50M+kw7qKX7AmOgPr1V38MxFYFPFQbSFUzd5zE4CnYrJdnhzuLPYaEBERkTNEUcRTTz2F559/HuXl5e2eaza7NkrErYDAXoSOc3bFossbzmG4QTp5IE+djs+i7D/JbmpcOlhDVxQRaRFbDQ5tBQq7MosFapMZaosFCg9v3aCEiLu1xzFGX4Flsb1QovDOilltmaCvwEhDlaRsozrNq70aDAZERETUEY888ghWrVqFTp06Yf78+UhLS+vQHAZnsAfBh5wNBxqLCfdpiyRlZTIlXo/uanvuUsNSENAgF9Agl6HC8dntE0UoLWJjYDgfHqLMZmhsX1vOf21u9nVjuUong0Y0QSOaEWcxIUaUptshxlq8XbEP/4jOwqaoTj6Zm6C2mPFAbaGk7IxMiVc13pmYzGBARERErsjLy0OfPn2wd+9eREdHe6UOtwMCexE87zbdCSRbpGPJno3JQoPQuORWQDQuBQEGuQCDXIYqF+fuagviESFacJv2BObWlUiGP2lECx6rzUeOvgIrYnt4fefihboT6GwxSMqej8lEnaz1Zc7cERA/P3D+ARERUTDSarW46aabvBYOAATskPSQ42zvQW+jDrPqTknKdivjsV2VCCBwGpeeEJ1dBVWPGuQNisPChAtxUm6/BfpYQyXeKd+H8Q3tj7FzRw+jDje0mAz+P2Uc/qtK8mg90dlVIfXzIyIiIt8bPHgwSku9u4iNRwKCNxs9zjasQ4EgivhbbQGaf2ath4BVMdmAIIR04zL/AgsWDsvEh1Gd7Y7FiyY8U30Ej1cfhcZi8mzFooiHawskXWmGZu+5p4Tyz46IiIh8Z/Hixdi0aRN++uknr9XBOQg+4GzIuabhDAYZayVluZquKFFEeqWB6ekhJluK+7j1+nq5HP83OAl7K5V4ML8UiUbp3ISrGs5imKEay+J64QelgwnZTrqq4SyGtHjP39Sko1gR5ZHrAwwHRERE5DlXXHEF3nzzTfzhD3/AH//4RwwaNAixsbGtnjt37lyX6vBYQOBcBPfEWYy4u/a4pOyEPBLrNOkea2B6e8x58+u7Exa+S4jB/EE9cH/BKeRUSBvvqRYD1lQexNvqNLwUnQG94PocgViLEffUFknKTspVyNOku3zNlhgOiIiIyJP0ej02bdqEc+fO4Y033gAACC1GPYiiCEEQ/B8QAO+GhFB3p7YY8aJ0+MyqmCwoe9S4fE1/TkK11u1qUKiOUGBp766YdK4a9xSWIdpskRy/se4ULtVXYUlcLxyOcG2Szp+1xUhs8Z4/E5PtVuhoLpDDAScoExERBaf7778f//73vzFw4EBMnz49vJc5DdZeBGeGF/U31mJq/WlJ2Y7EGBzo07HvNxAbfW4FBUHAf1PisT9Wg78dK8GwmjrJ4WxzPfIqf8Hr6m7I1XSFuQNzBvoba3Fdi/d8qyoRu1UJHb/PVgRyOCAiIqLg9d5772HYsGH47rvvPB4MrDy+ihEnLHeMTBTxSE2B5AdRLxPwz8xUp68xOeNIQIaD5qz36Mp9nlFF4K/9uuPFzM7QtwgBChG4XXcCuXU/o2/a6TauICUTRTzc8j2HDM/FZHX43loT6OEg0H9XiIiIqG0NDQ0YP36818IBwGVOvcqZQDO9vgwXmHSSsrxuKTircm5zgWBs7LkSFERBwAdpSVg4MBtHNPY7LPfTNuC1XwowJ6oAMVmV7TbSr6svQ98W7/lr0d1wupVlVjuK4YCIiIi8adiwYTh27JhX6/BoQNAWxHt9DkIo9SIkmQ24Q1ssKSuMUuH9VOfW3w/2xp4rQaFYrcKfL8xCXtdkmFsci7SIuKeoDKt+K0aK3mjbd6B5oz3RbMCdLd7zfHkU3lanufhdNAnkcBAMvUxERETk2MqVK/Hll1/i008/9VodHumb4MRke84EmXu0xxEjSpu5z2enwixzPJY+lBp7HV39yCwTkNetE/4XH4NHj5Ugo0G6A/LF1Tqs3Z+P1Vlp+Do5VrKHxD0/n7V7z1fFZsMkuJeVAz0cEBERUWj473//i3HjxmHKlCkYP348Bg8e3Ooyp4Ig4LHHHnOpDrcCgr+CgbXxHYyTlq2GGapxZcNZSdnm5Dj8Eqtx+NpQbvB1ZFLz4ZgoLByYjduKT+O6skrJsRizBY8dK8GoylqszkpFTYQCg6p1uKrFe/55ZAp+dHNPBYYDIiIi8pVly5bZvt66dSu2bt3a6nk+DQiB1FvQ/FP6QAoLjnoPFKIFD9UUSMq0chnWdLffRbilcGnwORsU9HIZ/i8rDbsTYvBwfilSDNJlSyeU12BgTR3+kZ2GhcVnJMe0chle75+AaGVoLs8bLr8rRERE4WTbtm1er6NDAUFXFAeZ/fzQgBBMvQo31p1CD3O9pOz1jE6oVLb/4wjHBp+zw49+jI/G/EE9cE/hKUw6J907ItlowsojJ+xe83pGJ1Scf8+b9wJ0JCwEau9BOP6uEBERhYOcnByv1xE0+yA4y59BwZl5B53NeizUShurRzSR+E/n9tff70iDb07Ct06f64y3Kkd69HquctSroFXIsaJXV+xOqMZ9hWWIM7Wcxtykvffc2bDAcEBEREShKOQCgpWvhx85u7rSA7WFiELTrsAWAM9npcHSgU2+2uPpcODomv4ID46CwvbkOByIVePB/FO4tEprd7wj73lbYYHhgIiIiPzFZDLhxRdfxIYNG3D48GHU1dXBZGocZr1v3z68+uqruPfee9G7d2+Xrh+yAaE5b/UqdHTJ1VH6SkzQV0jKPumcgMMxUe2+LpAbfdbw4M+gANiHhXJlBB6+oBuuOVOFPxeVIcrS9LNy5j1vTaCGAqtA/j0hIiIiz6ivr8fkyZPx7bffIjk5GbGxsdDpmvZ3ysrKQm5uLhITE/HEE0+4VEdYbZRWmy26vI+C9bXNHx2hEs14sFY6MblSIcdrGZ1cup9A8VblyIAYgtTqOv+CgE86J2DBwB74Lj4a9TIBOxJj8IoTk8GDDcMBERFReFi5ciV2796NJ598EmVlZViwYIHkeFxcHHJycrB582aX6wiLHoSWHA0/8sZmbDfrStDVrJeU/at7Z2gV8nZf58+5B44EQjBoqbXhRyVRSjzSNwMQRcBDQ7kCCcMBERFR+HjnnXcwbtw4PPTQQwAalzNtKTs7Gz///LPLdYRlQGjOFzszdzPVY15diaTsl5gobE5xb/19fwnEYNDS5Iwj9nMUGA6IiIgoyBUXF+Paa69t95zY2FhUV1e7XEdYDTHyC1HEI6bfoRSbgogZjZNkRQcN1kBs/AVDOLAKxPfPk0L9+yMiIiJ7MTExOHv2bLvn5OfnIyUlxeU6wr4Hwduuij+B4b/rJGXvpyWiUNP+hhIdbfx5e3hRMAWD5jqyM3MwYTggIiIKT5deeik++eQTVFdXIy7OfjTKyZMn8fnnn2Pq1Kku18EeBC9K6V6Ou4rKJGVnIxTI69Z+ogu0xl+whoPmAu09dUcofS9ERETk2M6dO1FcXAwAePDBB1FRUYHLLrsM3377rW1507q6Onz99deYPHkyjEYj7r//fpfr61APQnShALnK8ThuX4zrD3TR2VW4uegcUgwmSfk/s1JRL297YjIbf94T7L0J/N0gIiIKT+PHj8fSpUuxZMkSjB07Fi+99BLuvvtujBkzxnZOTEwMAEAul+Pll1/GsGHDXK7PK0OMnNlvIFBDxKX6SlxiqIYFQJ0gh04mh06QN34tyKETFKiTyZq+FuQwN5tLYF0rP6uuATNOlUuu/X2cBjsSY9qs29UGoDeHF4VC70FLrU5gDnAMB0REROFLFKXt5ttvvx05OTlYs2YN9uzZg4qKCsTGxuKSSy7Bn//8Z/Tv39+t+vw2B8FRiPBHgLi8/ixW1Bzt8OsaIENdhIB6mQx1++XQyWXobDCieT+BQRDwQlZqqyvpsPHne+1tshZo+PtBRERELfXt2xcvvPCCV64dsJOUfR0g4ixGPFhb6NJrI2FBpBFoXJ/I2Oo5G7okoSRKZVceyI2/UOw9aE0gh4VA/v0gIiKi0BSwAcHX7tQWI140OT7RBaWqCPw7Pdmu3BONP19vjhbqAiksMBwQERGRVVVVlW2isrMyMjJcqitoA0JMgeCxXoQLDbWYWn/arnyHKgFqixlq0YxosfFPtWiGRrQ4fW2jADyXnQaDvGnBqGBo+IVL70F7Wv6cfBkYguF3hIiIiHznhRde6NCQIkEQbCscdVTQBgRPkYkiHq4tkKz3WifIMCNpCE7L7YcERWdXQRBFRJktUDd7aMzmxjKLBRqTBVEWCwRRxN74aPweHWV7PRt+wcvbvQv83SAiIqK2ZGRkIDMz0yd1hX1AmF5fhgtM0o3MXtV0swsH1tWJAEAUBNQp5KhTtL1caWs83QD01vAi9h441tGwwMY/ERERuWP+/PlYsmSJT+oK64CQZDbgz1rpWK58eRQ2qNNsz5sHA3ewgRi6+LMlIiKiUBLUOyk7s99Ce+7RFiFaNEvKnoztAbPg2bclmBqQ7D0gIiIiCm9h24MwzFCNKxvOSco+jUzBPmWs7bm7vQfeDAZcvYiIiIiIvCGoexBcpRAteLimQFJWI8jxf9Hdbc8DORx4C3sPiIiIiAJPTk6OzyYoA2HagzC7rhRZ5npJ2UvR3VEhV7p97WAMBkREREQUuLZt2+bT+sIuIKSaG7BAe1JSdlChwUdRnW3PXek98FUw4MpFRERERORNQR8QOrph2gO1RYhC00ZnFgBPxfaARWic8NzRcODLHgPOOyAiIiIibwv6gNARo/QVGK+vkJR9ENUZv0VEA+hYOPD1UCKGAyIiIiLyhbAJCCrRjAdrCyVlFYICLzebmOyMUAwGHF5ERERERFZhs4rRPF0Jupr1krIXYjJRK2vMSM70HoRiOCAiIiIiai4kehAczUPIMNXjZl2JpOyniFh8FpkCwHO7JXuKL4MBew+IiIiIgp8oijh27BiioqLQtWtXt64V+j0Iooi/1RZAiaYAYQLwdGwWIDi/E3Owr1LUGoYDIiIiouCyadMm3HLLLaisrLSVFRUVYcCAAbjgggvQvXt3zJ49GxaLpZ2rtC/kA8IQYw0uMVRLyjaouyBfoQEQWEOLGA6IiIiIqD1r1qzB3r17kZCQYCu79957cejQIYwfPx4DBw7Exo0bkZub63IdIRMQYgpa7w3IMDfYlb2rTgUQOEOL5iR8y/kGREREROTQwYMHMXz4cNvz6upqfP7555g1axa++uorfP/99+jbty/eeOMNl+sImYDQlj3KOJhalE2pPwMA0BbEO3y9N3sP/BUM2HtAREREFJzOnj2LtLQ02/NvvvkGJpMJN9xwAwAgIiICkyZNwrFjx1yuIyQmKVu1Nlm5TB6JLyNTcHXDWVvZrLpTeEvdBTqZ429/S3Efj4SEQOkhYDggIiIiCl6xsbEoLy+3Pd++fTtkMhnGjBljK4uIiIBOp3O5jpDvQQCAPE06mk/TiBHNmFFf5rf78ReGAyIiIqLgdsEFF+CTTz5BRUUFqqursXHjRgwdOlQyJ+H48ePo3Lmzy3WERUAoUqixTZUoKbtRVwqVaHZqmJG7AqH3gOGAiIiIKPjdfffdKC0tRXp6Orp164bS0lLcfvvttuNmsxnffPMNBg0a5HIdIRcQ2pqsvFYjXQ82UTRh6vm5CI5sKe7j9n35E8MBERERUWiYNm0aXnrpJfTv3x+9e/fGk08+iVtuucV2/Ouvv0ZdXR2uuOIKl+sIqTkI7TkSEY3dyniMMlTZyuboSvBBlOvdL87wZ+8BgwERERFR6Lnjjjtwxx13tHps8uTJkj0SXBFyPQiA870IqRYDrmo465NhRr7GcEBEREQUXvR6PUymlut3dlxIBoS27FfG4qeIWEnZzboSyEWxjVc0cWWYkb96DxgOiIiIiELTN998g+XLl6OqqspWVl5ejj/84Q+Ijo5GbGwsFi1a5FYdYRUQAGCtJl3yPMPcgIn68jbODj4MB0RERESh67nnnsObb76J+Ph4W9kDDzyAzZs3Izs7G/Hx8Xjqqafw/vvvu1xHyAaEtoYZ/U8Zj0MKjaRsvu4kBCd6ETqCG6ARERERkaft27dPsudBXV0d3n33XUyePBlHjhzBkSNHkJGRgZdfftnlOkI2ILRJEJDbYi5CL1MdhvzmnWFGvsJwQERERBT6zpw5g/T0phEx3333HRoaGjB//nwAQExMDK6++mocPnzY5TpCOiC01YuwXZWIfHmUpOwW3UnAQ70IgbDvARERERGFnsjISNTW1tqe79ixA4IgICcnx1YWHR3t1kpGIR0Q2iIKAvJa9CJcaNJiaI3rW1L7E3sPiIiIiMJDz5498eWXX0Kv18NoNOKdd95Bv379kJqaajunuLgYnTp1crmOkA8IbfUibIlMxkm5SlJ2w9Eqh9cLtGFGDAdERERE4WPhwoU4duwYevXqhb59++LYsWOYN2+e5Jw9e/agX79+LtcR8gGhLWZBwDq1dEWji4016Fdb5/a1fdVoZzggIiIiCi+33norHnzwQdTV1aGqqgq33XYb7r33Xtvxbdu2oaCgABMnTnS5jrDZSbk1n0Z1wkLdCaRYjLaym0rO4dELMvx4V0RERERErRMEAU8//TSefvrpVo+PGjUKlZWV0Gg0rR53Rlj0ILQ1zMggyLC+RS/CyEoteuga2r1eIAwzYu8BEREREbWkVCoRFxcHhcL1foCwCAhA2yHhA3VnVAnSN3B2yTm36/NmA57hgIiIiCi8ffTRR5g5cyYGDhyInj172soPHz6MVatWoaSkxOVrh01AaEuDIMcGdZqkbFx5DbrW69t9XSD0IhARERFReLFYLJg1axamT5+ODz74AAUFBSgsLLQdT0hIwKJFi7Bu3TqX6wirgNBWL8K76jRoBbntuQzAjMO1rZ7bEd74pJ+9B0RERETh6/nnn8d7772H2267DZWVlfjrX/8qOd65c2eMGTMGn332mct1hFVAAFoPCbUyBd6PSpWUXdVwFp30Rrtzm2MvAhERERH5Ul5eHi666CK8/PLLiI2NhSDYt2179uwp6VXoqLALCG15W52GhmZvhwIirvvN/V4EIiIiIiJPOXbsGMaOHdvuOUlJSSgvL3e5jrAMCK31IlTIldgUJd1xbmr9GUQcU7d7LUe9CBwSRERERESeEhUVhZqamnbPOX78OOLj412uIywDQlvWadJhQlN4iIQFN+pO+fGOiIiIiIiaDBkyBJs3b4Ze3/qCOhUVFfjyyy9x6aWXulxH2AaE1noRTstV+DwyRVI2o74MOBbd7rV81YvA3ggiIiKi8Hb33XfjxIkTmD59ut1Spvn5+bj22mtRXV2Nu+++2+U6wjYgAK2HhDxNOizNnkeLZsysK/PdTRERERGRz5SUlGD16tWYPHkyMjIyoFQqkZqaimnTpmHPnj1257/22mu45pprkJWVBY1Gg7i4OAwaNAhLlixBRUVFm/W8/fbbGD58ODQaDRISEnDllVfihx9+6PD9TpkyBQ8//DA+++wzZGRk4LnnngMAdOrUCb1798auXbuwePFiTJgwocPXtgrrgNCaYkUUvlIlScpurCuFKT+m3ddxLgIRERFR8HnxxRdx3333oaCgAJMmTcIDDzyA0aNHY9OmTRg5ciTeffddyflvvfUWioqKMGbMGNx1112YP38+oqKi8Pe//x1DhgxBWZn9B8srV67E7Nmzcfr0adx+++2YOXMmdu/ejVGjRmH79u0dvueVK1di8+bNuPrqq6FWqyGXy2GxWHDFFVfgiy++wOOPP+7q2wEAEERRFB2dVFNTg7i4OPS/bSXkqki3KgxEtdnSt6CXUYcNFfslZc9FZ2KDpguis6vavM7kjCPt1jMn4VuX75EBg4iIiJrTa4345+iPUF1djdjYWH/fjoS17dj9qRWQRfq27WhpaMDxhxc5/b58+OGHSElJwZgxYyTlu3btwsSJExETE4PS0lKoVCoAQENDAyJb+Z4ee+wxPPHEE/jrX/+KZ555xlZ+9OhR9OvXD9nZ2fj+++8RFxcHADh48CCGDx+OtLQ0HD58GAqFwp1v26PYgwD7oUZHIzTYpUyQlM2pK0WEaEF72ItAREREFFyuu+46u3AAAGPGjMH48eNRUVGBAwcO2MpbCwcAMGPGDACNy5A2l5ubC5PJhEWLFtnCAQD0798fc+fORX5+PrZu3eqJb8VjvBZVEo4YUNlH6a3Le91aTVeMMVTanneyGHBV/Vl8XNC53V4EIiIiIgoNERERAODUp/vWnYsvvPBCSbl1CNHkyZPtXnP55ZdjzZo12LFjR6vH22MymXDkyBFUVVXBbDa3eo6j/RLa4tW+jIQjBgAIiqAQUyBIhhodUMbgh4hYXGRsWmd2Xt1JfNJir4SWthT3aXeo0VuVI90aakRERERE3ldcXIyvvvoKqampGDBggN3xvLw8FBUVoba2Fj/99BO2b9+OIUOG4P7775ecd/ToUURHRyM1NdXuGr169bKd4yxRFLFkyRK8+OKLqK1tf1PftoKDIz4Z7GQNCs0FYmhoGRLWarrioqpDtuddzXpc1nAOmwtSfNqLwKFJRERERB3TcjMxlUplm0fgiNFoxJw5c6DX67Fq1SrI5XK7c/Ly8rBjxw7b88mTJ+Ott95CQoJ0mHp1dTU6dWr9A2brHInq6mqn7gsA/v73v2PFihWIj4/H3Llz0bVrV4/PX/DbbIhgCA3fK+NwUBGN/iatrewW3UlsiUyGtiC+zZDAXgQiIiIiQJNZDbm6wad1musaNxDr1q2bpHzp0qVYtmyZw9dbLBbccsst2LlzJxYuXIg5c+a0ep516NC5c+ewZ88ePPTQQxg6dCg+//xzDBw40K3voT1r165F9+7d8cMPPyApKcnxC1zgtUnKrjT2E44YJA9/kExYFgSs1XSVHO9hrsdYfSUccTRhmYiIiIi858SJE6iurrY9HnnkEYevEUURCxcuxPr163HTTTdhzZo1Dl+TnJyMq666Cl9++SXOnTuHhQsXSo7HxcW12UNg7eVoPnnZkdOnT2Pq1KleCwdAgK9iFAiBYacqAccUaknZfN1JwPHqsO1ydtgQhxcRERERdVxsbKzk4Wh4kcViwa233oq1a9fihhtuQF5eHmQy55vK3bp1Q9++fbF3717U1dXZynv16gWtVtvq/gjWuQfWuQjOyMrKshs+5WleDQieHjLkj5AgCgJy1emSsgtNWgw3OD9WjIiIiIgCl8ViwYIFC5Cbm4tZs2bhrbfeanXegSOnTp2CIAiS1+bk5AAAtmzZYnf+5s2bJec446677sKnn36KM2fOdPj+nBXQPQit8UVIaLkvwleRyTgpl6bO+bqT0BbEt3sd7otAREREFNisPQe5ubmYMWMG1q9f32Y4KC8vx8GDB+3KRVHEsmXLcPr0aYwfP17SWzF//nwoFAqsWLFCMtTo4MGDWLduHXr06IEJEyY4fb9XX301cnJyMHLkSKxbtw4HDhxAcXFxqw9XeX2ScmUfpccb9b7eY8EsCHhTnY5FtQW2souNNRhgqEWhz+6CiIiIiDxt+fLlyMvLQ3R0NHr37o0nnnjC7pypU6di8ODBOHHiBIYMGYLhw4ejX79+SE1Nxblz57Br1y4cOXIEqampeOmllySv7d27N5YtW4bFixdj4MCBmD59OnQ6HTZs2ACj0YjXXnutQ6sQZWZmQhAEiKKI+fPnt3meIAgwmUzOvxHNBM6ezh3k65DwaVQnLNSdRCdLU9iZrzuJJUhz67rtrWjEHgYiIiIi7yoqKgIAaLVarFixotVzMjMzMXjwYHTv3h2PPPIItm/fjs8//xwVFRWIjIxEr169sHjxYtx7772tTh5etGgRMjMzsXr1arzyyitQKpUYOXIkli9fjosvvrhD9zt37lwIguD4RDcIouh4tm1NTQ3i4uLQ/7aVkKta3166Pd4cFuTNkNB8TwQAuFFXivu1RZKyWwZmo0DT/nvS3pKnABgQiIiIqMP0WiP+OfojVFdX29bTDxTWtmO/jQ9BrnZu7wFPMdfpcej6VQH5vgQLn8xB8GYj3pcTlz+K6owqQdrpMrvknNvXZRAgIiIiImcUFxc7XMWotrbWrTkIQTdJuTW+Cgn1Mjk2qKVDisaV1yC9Xu+T+omIiIgovGVlZWH16tXtnvPyyy8jKyvL5Tp8FhC8PV/AVyHhXXUatELTzHY5gBtLy9t9jTObprXsRWCvAhERERG15MTsAKfOaU9I9CBYeToktFzuFABqZQq8H5UqKZt8tgopeqPb9TEUEBEREZG7Tp48iZiYGJdf79NVjLyx5GlLvljd6G11Gq6vO4VIWAAAESIwq7Qc/8xKdfBKIiIiIqKOWb58ueT59u3bWz3PbDbj5MmT2LhxIy655BKX6wvaZU7b4+2QUCFX4j9RnTCzvmnL7KvPVGJ912RURbT+lm4p7uNwNSOg/WVPiYiIiCj8LFu2zPa1IAjYvn17myEBALp06YKnn37a5fp8HhB80YsAeC4kxBQIdsudAsA6TRdcV38aCjQei7SImHaqAm9kdHK7Tg41IiIiIiKrbdu2AWicWzBhwgTMmzcPN998s915crkciYmJuOCCCyCTuT6TICR7EKy82ZNQJo/E55HJ+GPDWVvZtWUV2NglCTpF69tzExERERF1VE5Oju3rpUuXYvz48Rg7dqzX6vPLJGVf7oDszd6KNzXp52chNIo2WzDldGWb5zuzmhERERERUVuWLl3q1XAAhHgPgpW7PQltDTM6rlBjqyoJl+mbljmdUVqOD1IToZeH1AJRRERERBRAysrK8OOPP6Kqqgpms7nVc+bOnevStcMiIHhTriZdEhASTGZcdaYSH6Yl+fGuiIiIiCgUNTQ0YOHChdiwYUOb+x2IoghBEBgQ/OVIRDR2K+MxylBlK7u+tBz/6ZwIk8x+HwUiIiIiIlf97W9/w7///W/07t0bN9xwA7p27QqFwrNNegYED1ir6SoJCJ0MJkw6V4UvOiX476aIiIiIKOS899576NevH3788UeoVCqv1MGB8h6wXxmL/TFqSdmNJeWQubnNNRERERFRc1VVVbjiiiu8Fg4APwYEX65k5AkxBe0PF3pd3l3yvFuDAWPLa7x5S0REREQUZvr27YvTp097tY6w6UHw9uZs3ynj8bsmUlJ2U8k5gL0IREREROQhf/vb37Bp0yYcO3bMa3VwDoKnCAL+nZ6Mx38/aSvqWafHJVVa7EmI8eONEREREVGw2rlzp+R5amoqrrjiCgwfPhz33nsvhgwZgri4uFZf6+p+CQwIHrQrMQbFkUpkNDT1VtxUcg574qMBgSsaEREREVHHjBs3DkIr7UhRFLFs2bJWj1m1tT+CIwwIHmQRBLydnoyH80ttZQNq6zGopg774zR+vDMiIiIiCkZLlixpNwR4AwOCh/03OQ7zTpxFqsFoK5tdco4BgYiIiIg6bNmyZT6vM2wmKfuKWSZgY7p0F+Xh1Tr00db76Y6IiIiIiJzn14AQbEudOqItiAcAfJ4Sj4oIueTYjSXn/HBHREREREQdE1Y9CO4udepoLwQrg1yG99KkvQg5FbXoXqd3q34iIiIiCm8ymQxyubzdh0KhQGJiIkaMGIFVq1ahvr5jI1nCKiD40qbOCdDKpW/vDaXsRSAiIiIi140dOxYDBw6EKIqQyWTIzMzEJZdcgszMTMjlcoiiiAEDBqBr16745Zdf8Mgjj+DSSy9FTY3zG/gyIHhJnUKOD1MTJWWTzlYjTseN04iIiIjINevXr0dlZSXmzZuHoqIi5Ofn49tvv0V+fj4KCwtx8803o6qqCl988QVOnz6NhQsX4sCBA1i5cqXTdfg9IITaPITmPkhLRL2saViSHMClhxkQiIiIiMg1f/3rX5Geno61a9ciPT1dciw9PR25ubno0qUL/vrXvyI6Ohovv/wy+vXrh48++sjpOvweEEJZdYQCn3ZOkJQNKhChaWBIICIiIqKO++qrrzBu3Lh2z8nJycFXX30FoHHOwpgxY1BcXOx0HQEREHzZi+DuROWO+m+ydOtrhQXoyqkIREREROSChoYGlJWVtXtOWVmZZGJyTEwMFArntz8LiIAAhM5QI+tSp1bXl5bbnXMu1kc3Q0REREQhZejQodi4cSN++OGHVo/v3bsXGzduxLBhw2xlBQUF6Ny5s9N1cCdlLxpWpcWEcumM8S9S4lAeq/XTHRERERFRMPv73/+OSZMmYcSIEZg6dSpGjBiBlJQUnD17Ft9++y02bdoEmUyG5cuXAwC0Wi02b96MmTNnOl1HQAWEyj5KnwwBSjhi8HqPhdJiwb2F0u6fGrkMa7p3xiVgQCAiIiKijsvJycGnn36KP/3pT/jggw/wwQcfQBAEiGLjHNeMjAysWbMGOTk5ABrnIHzzzTd2E5rbE1ABAfBdSPC260vK0a1B+n282r0zqiMC7i0nIiIioiAyefJkFBQU4JtvvsH+/ftRU1OD2NhYDBo0CKNHj4ZM1jSLQK1WY9CgQR26PlurXtClwYCbSqQzkQ9GR+GzTvH+uSEiIiIiCikymQxjx47F2LFjPX9tj1/RA3wxYdlrvRSiiHsKT0EpNi1lagbwfHYaRKFxT4QtxX28UzcRERERkZsCtgchUIcaxRQIqM1uex+DCfoKXFKtk5R9lJqIY5pIb98aEREREYWY5cuXQxAE3HnnnUhMTLRNPnZEEAQ89thjLtUZsAEhGKktZjxQWygpOxehwNpuKX66IyIiIiIKZsuWLYMgCJg1axYSExOxbNkyp14XsgHB270Inl7N6E+6YnS2SO/3pczOqFPIPVYHEREREYWPbdu2AWhcnaj5c28K6IAABO5Qo5Z6GnW4vu6UpGxvnAbbkrgrGhERERG5xrpcaVvPvSEgJym3FOi7LAuiiEdqCyRpyyAIWJ2VCpyfmNwSJyoTERERUUdNmDABS5Ys8WodQREQvMkTvRPXNJzBIGOtpOzt9CSURKncvjYRERERkdWePXtgMpm8WkfQBIRA7UWIsxhxd+1xSdkJeSTe7pLspzsiIiIiolDVt29fFBUVebWOoAkIgPdCgju9CH+pPY54UZriVsVkoeJ4oru3RUREREQk8Ze//AX/+c9/cOjQIa/VEfCTlANZf2MtpjackZR9pUrCd6oEP90REREREYWyrKwsjBs3Dpdeeiluu+02XHzxxejcuTOEVua9urrLctAFhEBa1ejyhnN2ZXEWI6ItJmhlQffWhj5RbHPSOBEREVEwGDduHARBgCiKeO6551oNBlZms9mlOoKyFeuNkNCRPRGsuymfltmff7GxBhvL9+Hx2J7YWxCP6OyqNq+zpbgPJmcccfWWyRFRRJdyYNgxC3qXAEoTYFAAv6cDP/aUoTQJDAxEREQUVJYsWdJuKPCEoAwIgSCmQMDGrDT0N2oxWV8uOZZqMeCVqkPYEJWGf+ZnIKJHbRtXYUjwFplFxJV7LRhYBJgFQC42lqtMQL9iYMBxC/ZnAl9cLINFxpBAREREwcHZnZTdEVSTlJvzxoTljvZKqAvleDSuNx6L7YVawX635BvqT2F9+S/oo61v9zrcE8HDxMZwMKCo8ak1HFhZnw8sAv6w19I49IiIiIiIAARxQAA8HxJcuV5MoQxfRKXg+qTB2KOMszueZa7HSwcKMe/EGcgtbTdEGRI8p0t5Y+PfUb+AAGBQEdClwvv3REREROQtxcXF+M9//oOPP/4Yp0+fdvt6QR0QAPdDQmUfpe3hqpgCAaflKtwV3w/PxGShocXbqgAw7+Q5vPRrITLq9W1ehyHBM4Yds8Ds5KghswAMPWrx7g0RERERuenzzz/H+PHjceGFF+Lmm2/GyZMnATQue9qjRw9ce+21mDZtGjIyMvDkk0+6VVdYzkHwxvCkxonLwDvqNPxPGYfl1cfQ36SVnHOBrgGv7S/Aq9074cPURIicIOsVvUvshxW1RS4CfUqAT717S0REREQu++abbzBlyhTbqkSHDh3Cb7/9hrlz5+Kll15CdnY2hgwZgoqKCnzzzTdYvHgxBg4ciKuuusql+oK+BwFwvsHvbk+BIzEFjQ3+4wo1bkm8EGs03dByI2yVKOIvRafx7KHj6KQ32l2DvQhuEkUoO7j7uNIEzkMgIiKigPXss89CJpPh3XffRU1NDd577z3s378fTzzxBK6//nocOXIE7733Hr7++mt8++23iIiIwMsvv+xyfSEREIC2Q4InhhB1hDUkmAUZXo/uhvmJA1Eoj7I7b1hNHdbuz8eks1V2jVOGBDcIAgwd7BczKMDlTomIiChg7dmzB3/4wx8wffp0REdHY9q0afjDH/6As2fP4rHHHoNc3rRYzrBhwzBlyhTs3bvX5fpCJiA05+tQ0JI1JADAbxHRuClpIN5Wp9mdF222YNGxUjz++0nEGaUfezMkuO73dHRoDsKRdO/eDxEREZE7zp07h759+0rKLrjgAgBAz5497c7v0aMHKisrXa4vpAKCP0NBS81Dgl6Q4x8xWbg9oT/KWtlcLaeiFrn78zGiQrpfAkOCa37sKevQHISfeoXUXwMiIiIKMWazGVFR0hEp1ucRERF256tUKlgsri/CwpaRFzUPCQDwgzIOs5IG49PIFLtzE41mPHnkBB7ML0VUs22xGRI6rjQJ+CUTcJQRRAD7M4HSRO/fExEREVGwCMtVjPxJJ1NgWVwv7FAl4tGafCSI0qFFV52pwtBqHZ7s2QW/xGoAcLflDhMEfH6xDCIsGFQk3UkZaHr+S2bjTsqcf0BERESB7uTJk/j+++8lzwFg7969EFvMZ7Uec5UgtrxiK2pqahAXF4f+t62EXBXpVoXhqDa79bc4yWzAopp8jDXYjxGzAHg3LQlrM1JgkDV29DAkdJAooktF4z4HfUoaVysyKBrnHPzUS9bYc8BwQEREQUqvNeKfoz9CdXU1YmNj/X07Eta2Y7+ND0GuVvm0bnOdHoeuXxWQ74urZDIZhFbaLKIotltubjYqpSPYg+ADjXsk2IeEcrkS98dfgD82nMEDtYXQiE1jxWQArj9VjuFVWqzslY5jGgazDhMElCYBpUnyxn0ORJGBgIiIiILOzTff7NP6GBB8pK2QAEHAf6I64wdlHJZVH8NQY43kcHa9Hq8cKEBe1xRsFHtjYvfffXTHIYjhgIiIiIJQbm6uT+vjJGUfajlpublSeSRuT+iP56O7w9CiIRshAgtPnMULvxbh4JEsTlwmIiIiIq9hQPCx9kKCRRDwb0065iQOxFG1/ZCiC7X1eP2XfPyxrAJbjvf25m0SERERUZhiQPCDmAKh3aCQr9BgTvRgvJWejJZTS6IsIu4vLMPTh4vx47Fs9iYQERERkUcxIPhReyHBJMjwgqk3/nJhJk5G2m+udkmVDrn78jH+XDW2FPexPYiIiIiI3MGA4GeOehO+P9sF18cOwcedE+yOxZotWHq0BIt/P4kYY2NfA8MCEREREbmDASFAtBcSGgQ5nkBf/CW+L85F2C88dVl5Ddbuz8dFVVpJOcMCEREREXUUA0IAcdSb8J0qATPjh2Brkv2mHylGE579rRj3FJxCpNlid5xBgYiIiIicwYAQgNoLCTWyCDykuBCPxvVGrdz+x3ft6Uq89ksB+tbWtfp69ioQERERUXsYEAKUo96ELZHJmJkwBN/HaeyOdWsw4J+/FuGW4jOQW1rZnM16DYYFIiIioqCRn5+PxYsXY8yYMUhNTUVUVBSioqKQmpqKMWPG4LHHHsOxY8fcriesdlJOOGKwK6vsY79CUCBpcwdmAGflKvxZNhDTY8pwr64Ikc3CgBzA3JJzuKRKi5U903FcrWq3HmdCwuSMIx26dyIiIiLyjKeeegpLly6F0WgEACQnJyM9PR0AUFNTg927d2P37t1YtWoVHn/8cTz88MMu1xU2AaG1cNBWeaCFBmtPQqtBQRDwvjoN3yvj8XjNUQwwSicq99E14LVfCvBqRid8kJYIUWi7V8IRhggiIiIi39uwYQMeffRR9O/fH4899hgmT56M+Ph4yTlVVVXYvHkz/v73v2PRokXIzMzE9ddf71J9giiKbY9BOa+mpgZxcXHof9tKyFX2O/wGg7YCgrMCKTS01aMgF0XM053EQt1JKGB/zs+xajzVswtOq3z/vTA4EBEReZZea8Q/R3+E6upqxMbaL2DiT9a2Y7+ND0HuYBSDp5nr9Dh0/aqAfF9cdckll6C8vBz79++HRmM/vLy52tpaDB48GMnJydizZ49L9YVFD4K74aCta/grNLQ17MgsCHgjuht2qxKwvPooss31kuNDaurwxv4CvJiZis0pcYAbvQkd1VrvA0MDERERkWMHDx7En//8Z4fhAABiYmJw3XXX4ZVXXnG5vpAPCJ4IB46u7Y+g0N6wo8MR0ZiTNBB/1hZjdt0pybFoswWP5JdiVGUtnstOQ3Ur+yr4CkMDERERkWNKpRLV1dVOn19TUwOl0vX2KVcx8gBvhhBH2lrpSC/I8XxMFm5L6I9TMvtfkLEVtVj7UyFGVtR6+xY7pPnKSlxhiYiIiLytpKQEq1evxuTJk5GRkQGlUonU1FRMmzbNboiO0WjEBx98gHnz5qFv377QaDSIiYnBJZdcgpdffhlms7nNet5++20MHz4cGo0GCQkJuPLKK/HDDz84dY+XXnopNm7ciF9++cXhufv378eGDRswYsQIp67dmpCeg+Drhru/5ym0NTdBYzHhr7WFuKbhbKvHN0V2wr8GJKBOIffm7bmNvQtERERNOAehdR2dg/Dwww/j6aefRo8ePZCTk4NOnTrh6NGj+PjjjyGKIjZs2ICZM2cCAA4fPoy+ffsiJiYGEyZMQJ8+fVBdXY1PPvkEpaWluOaaa7Bp0yYILYZxr1y5EosWLUJGRgamT58OrVaLjRs3oqGhAZs3b8a4cePavce9e/dizJgxkMlkmD17NiZNmoRevXohLi4OAFBdXY2jR49iy5YtePvtt2GxWPDNN9/goosucuk9ZEDwsEANCQAwrqEci2rykSCa7I6VyFRYFtcTPyvjEJ1d5cU7dB+DAhEREQNCWzoaED788EOkpKRgzJgxkvJdu3Zh4sSJiImJQWlpKVQqFUpKSvCf//wHN998M9Rqte1cnU6HcePG4YcffsC7776LGTNm2I4dPXoU/fr1Q3Z2Nr7//ntbo/7gwYMYPnw40tLScPjwYSgU7Q/73r59OxYsWICCggK7AGIliiKys7Px+uuvOwwd7Qn5OQi+lnDE4NeQ0HzIUcuwsD0yCb9ExGBxTT7GGiolx9Itevyr8iDWq7tgTX4GDELT6LNACwzWYUcMCkREROSu6667rtXyMWPGYPz48diyZQsOHDiAiy66COnp6bjjjjvsztVoNLj//vtx4403YseOHZKAkJubC5PJhEWLFtnCAQD0798fc+fOxZo1a7B161ZMnjy53fscN24cjhw5gq1bt2L79u04evSobV5CXFwcevXqhZycHEycOBFyuXujQhgQvMDfIcGqtYnMFXIl7o+/AH9sOIMHaguhES22YzIAc+tKMdJQhSWxvfB7RONMeW1BvOS6gRIYGBSIiIjImyIiIgDA4af77Z27fft2AGg1AFx++eVYs2YNduzY4TAgAIBcLsekSZMwadIkh+e6g5OUvSThiMGvk5ebiykQbA8AgCDgP1GdcUPSYPwUYd/11tNUhzcrfsE83UnIWxmBpi2It3v4EyczExERkacVFxfjq6++QmpqKgYMGODw/LVr1wKwDwJHjx5FdHQ0UlNT7V7Tq1cv2zmBhD0IXhYovQlWzXsVSuWRuD2hP26sK8WftcVQNttcLQIi7tIWY6y+AruVCdDJ5NAJctQJzf5sXpYfC7MgzZu+7mlgjwIRERFZ1dTUSJ6rVCqoVM7NhzAajZgzZw70ej1WrVrlcMjOq6++ii+++AITJkzAlVdeKTlWXV2NTp06tfo66xyJjixh6oyKigpotVpkZGS49HoGBB/w534JbWkKCsB6TTq+U8Zjec1R9DHVSc4baNRioFHr1DUbIEOdIEPd+eCgq1A0Pj8fJgzxJtTLZaiTy1Enl9k96mWN5Tq5DAaZ4PJGbgwKREREgWFC16NQRUf4tE691ohDALp16yYpX7p0KZYtW+bw9RaLBbfccgt27tyJhQsXYs6cOe2e/9lnn+Guu+5C9+7dsX79ejfu3HMeeOABvPXWWzCZ7BemcQYDgg8FWm8C0BQU8rM1uDlxIP6kPYGb60rgytSWSFgQKVqQaG7jl7G+9eLWmIFm4aEpUJyMVOKTzgko0DheTYtBgYiIKHydOHFCsoqRM70Hoihi4cKFWL9+PW666SasWbOm3fM3b96MadOmoXPnzti6dSvS0tLszomLi2uzh8Day9F88rKnOLFQaZs4B8HHAmluQnMxBQKiCuV4OaY7FiZciBNy/y5nKwcQY7ags8GErHo9+mvrcXG1DteersS/DhRg9smzrc6PaA3nKBAREYWf2NhYycNRQLBYLLj11luxdu1a3HDDDcjLy4NM1nZT+csvv8TUqVORnJyMbdu2ITs7u9XzevXqBa1Wi7KyMrtj1rkH1rkIgYI9CH4SiL0JQGNQKEQcbswchGsazmCAsRYaixlqsfGhkfxpcXxBL4gQgYUnzmJEpRZP9kxHSZRz7yN7FIiIiKg1FosFCxYsQG5uLmbNmoW33nqr3XkH1nCQmJiIbdu2oWfPnm2em5OTg++++w5btmzB3LlzJcc2b95sO6c97i5b2lEhvVEa4J/N0joqEIMC0P6mawAgiKItOKhFM6JFM9QW+yChaVFuO2Zp+lotml1Kq/UyAS9npuKTTvEdnrPAoEBERMEsGDZKu+uba/0yB6Ej74u15yAvLw8zZszA22+/3e6yptZwkJCQgO3bt6NPn/ZHKfz+++/o37+/WxulyWQyqNVqu3kVbTl16hRqa2thNpudOr8l9iAEgEDuTQDaDgqiIEAnKKDzxK+RKEIFi623QhIwzpf1MNVhRn2ZZH5ElEXEAwWnMLKiFs/0SEOF0vl/hLYU92FIICIiCnPLly9HXl4eoqOj0bt3bzzxxBN250ydOhWDBw/G4cOHMXXqVOj1eowbNw4bNmywOzczMxPz5s2zPe/duzeWLVuGxYsXY+DAgZg+fTp0Oh02bNgAo9GI1157zeE+C5mZmVCpVPjtt9+c+p7mz5+PdevWOXVuaxgQAkQgrnRk5SgoeIQgQA859HI5Kto5bUtkMh6vOYZu5gZJ+YgqLXL3F+Af2WnYkeT8pygcdkRERBTeioqKAABarRYrVqxo9ZzMzEwMHjwYZWVl0Ov1AICNGze2em5OTo4kIADAokWLkJmZidWrV+OVV16BUqnEyJEjsXz5clx88cUO73HYsGH46KOPoNPpoNFonP/mXMSAEGACtTcBaAoKLXk1OLTwizIWNyYOwr3aIkyrPy05Fmcy4/HfT2JLchz+LysVWoXz4/UYFIiIiMJTXl4e8vLynDp33LhxLq8ONHv2bMyePdul1w4dOhQffPABfv75Z4wePdrh+aIochWjUBOoKx21pflOzS0f3lAvk+PJ2B64J74vzsnshxRNPleNtfvzMbTauf0bmuOKR0RERBRoFixYgG3btqF3795OnZ+XlweLxfXFZPzWg+BMAzhQP0n3lUDuTXCWN3sddqsSMCtpMB6pKcBl+nLJsU4GE/5xqBjvpybi1YxOMMg7loXZo0BERESBIiUlxeFKR57kk4Dg6qfhrb0u2BvMHRXIcxPc0VpwcCU0VMsi8HBcb/yh4Rweqi1AjCidrT+9rAIXVWuxsmc6fo+O6vD1OZGZiIiIwo3Xhxh5eqiMdfhN80c4CIfv1eUhSoKAL6JScH3SYHyvtN+JMLPegJd/LcScDmyu1hyHHREREZG/rVixAo8++iiMRmOb5xgMBjz66KN46qmn3KrLawHBlw3acGg8W4XL92nVkdBwWq7CnfH98GxMJhpa/GorRODWE2fx4q9F6Fqvd+leGBSIiIjIH7766issWbIESUlJiIhoe0l3pVKJ5ORkLFq0CFu3bnW5Pq8EBH81YlsGhVBtTIdTIGpNe4FBFARsVHfBTUkDcUhhvwxYP209Xv+lAFPKKgAXZ/czKBAREZEvrVu3DgkJCbjrrrscnnvnnXciMTERubm5Ltfn8YAQCA3XcGlAh8v36UhrQaFIocb8xAF4TdMVphbnR1pE3FdYhlW/FSPJ0HY3nSMMCkREROQL3377LS677DKoVCqH56pUKlx22WX49ttvXa7P7YAQjvMBAg3f+0Ytg4JZkOFf0Rm4NXEAjssj7c4fXq1D7r58jD9X7Va9DApERETkTaWlpcjOznb6/KysLJw6dcrl+joUEOKPhecE4WDBn0ejlr0JByNiMDtpEN6NSrU7N9ZswdKjJVj8+0lEm8x2xzuCIYGIiIi8QSaTtTs5uSWj0QiZzPV+AG6UFmIY3Bq17E1oEORYFZuNu+L74ozMfsnYy8prkLs/H8OqOr65WnPsTSAiIiJP69KlC3799Venz//111+Rnp7ucn0MCCGKIaFRy96E/6kScH3SIGxWJdudm2Iw4bnfinF34SmozK7vPggwKBAREZHnjBkzBlu3bkVRUZHDc4uKirB161aMHTvW5fr8tpMyeV+obrLWUdaQYN2IrUYWgUXxvbGzPgF/qy1AbIvN1a4rq8QllVoc00SiTi5DnVx+/s+mR731a5kcdQoZ6mRN5aLQFEqahwRuuEZERESuuPPOO5Gbm4vp06fjyy+/RHKy/QedAFBeXo4ZM2bAZDLhjjvucLk+BoQwkHDEEPYhAWgMCs13a94clYKflLFYUpOPEYYqybnpeiPS9a6tcFQvE2yhokCtwjtdknAoRm0LCwwKRERE1BFDhw7Fvffei9WrV6Nfv364/fbbMX78eHTt2hUAUFJSgq+//hqvvvoqzp49i/vvvx9Dhw51uT4GhDDBkNCoZUg4K1fhL/F9MaO+DPfUHkck3BtaBABRFhFRFhOSjEC3BgNGV9Ti7fRkvNk1BSaZwKBAREREHfbcc88hMjISzzzzDFasWIEVK1ZIjouiCLlcjkceeQRPPPGEW3UxIIQRDjlq1DIkQBDwnjoN3yvjsbz6KPqb3Juo3JIcwJySc7ikSouVPbugSN245CqHHxEREZGzBEHAypUrceuttyI3NxfffvstysrKAACpqakYNWoU5s2bhx49erhdFwNCGGJvgv28BAA4rojCLYkDcJGhGj1NOmhEMzSiGWrRDI2l8U+1aEFMhAFqsxlqswVqswUqJ3dk7q1rwKu/FOK1jE54Py2x1bkKDApERETUnh49erjdQ+AIA0KYYm9Co5a9CWZBwB5VPPao4h2+Njq7CgAgt4iIsljOB4am4NCvth5zSs4ioll+UIoi7jx+GiMqa/FUz3ScUUVIrsleBSIiIvK3oFjmtLKPMuwbst7C5VDtl0J1lrYgHtqCeFQXJUCrkOOMKgJF6kgcilHjh/horOuWgjsGZKMwyn5b9KE1dVi7Px+Tz1YBbfRAcKlUIiIi8oegCAhWDAnewc3VXA8JVtawoC2Il5Qf00TitoFZeCct0W76c7TZgkePleLx308izmhq89rWoMCwQERERL4QVAEBYEjwJoYEwe2gAMAuKBhkMrySmYr7+3VHmTLC7vycilrk7s/HpZW1Dq/NkEBERETeFhQBoWXDlSHBe9ib4H5vglXLXoV9cRrcOigbX6bE2Z2baDTjqcMncH9+KaIc7OLMkEBERETeFBQBAeCn274W7u+3p0KClTUo6BRyPNUzHY/17opqhdzuvD+eqcLr+/PRr7au3etxyBERERF5S9AEBKDp0+1wb7z6Sri/154OCUBTUNiVFIv5g3rgu/hou3PS9Ua8+GsRbi0+A4Wl/SVUGRKIiIjI04IqIJB/hHtI8FZQKD6ZjEcu6IZnstNQL5PWYd1c7eVfC5FZ19DutRgSiIiIyJMYEMgp7E3wfEgAAG1hAt7RZeHWQT1wICbK7rh1c7XppeUQ2tmQjSGBiIiIPIUBgTrElyGh+ZCyQAgn3goJAPB7aSfcGjUYr2Z0grFFNUpRxF3HT+O5Q8fRSW9s8xoMCUREROQJDAjUYd5ssLcXCAIhKHhryBEAWAQBr+p74uaEQdxcjYiIiPyGAYFc5ukGu7PX8ndIAJqCgjcCw+8RGsyOGeL25mpERERErmBAILd5IigEQqPfHZ4OCwZBhmcsF+COhP5tbq62dn8BhlZr27wGQwIRERG5ggGBPMaVRn4gDBvyNE8GhR+VcZgVNwSfRKbYHUsymrDi8Al0q9e3+XqGBCIiIuooBgTyqI40+EMtGLTkqV4FnUyBx+N64cG4Pnabq0VZRMwuOdfu6xkSiIiIqCMYEMgrHAWFUA8HLXkiKGyLTMLM+CH4Pk4jKb/sXHW7qxsBDAlERETkPAYE8qqWQSEUhxR1hLu9CuVyJR5V9kNDs43VFCIws7TcU7dIREREYY4BgXwi3INBa1wNClWyCHzeKV5SdtWZynZXNQLYi0BERETOYUAg8jNXgkKuKQvmZs+jLCKuLatw+DqGBCIiInKEAYEoQHQkJJySR2Jzi5WNri2rRJS55c4JRERERB3DgEAUQDoSEt5Ud5E8jzOZcdWZSoevYy8CERERtYcBgSjAOBsS8iM02KlMkJTNLC2HwiI6fC1DAhEREbWFAYEoiL2pSZc872Qw4bJz1X66GyIiIgoFDAgUlqyrKrX2CATO9iLsV8bi54gYSdkNpecgiOxFICIiItcwIFBYcSYEBEpgcDYk5LXoReheb8Coylpv3BIRERGFAQYECgvuNPb92cvgTEjYrUzAMYVaUnZjyTmAvQhERETkAgYECkrONtK91aD3ZWBwGBIEAXlqaS9CP20DBtfUOXV9hgQiIiJqjgGBQpKvP+n3dlhwFBL+G5mMEplKUnZjyTmv3AsRERGFNgYEIg/zVlhoLySYBQHrNdJ9EYZX69BTV+/UtdmLQERERFYMCBS02muAV/ZR+vBO2ubpoNBeSPhPVCdUCApJ2Y0l5U5fmyGBiIiIAAYECmGVfZQBExQ8qa2QoBfk2Nhid+UJ5TW4u/AUVGaLL26NiIiIQgADAgU1Zz6dD4SQ4KvhRu+pU6ETpH+tryurxGu/FKCP1vFwI/YiEBEREQMChYVQ7E1oLSTUyhR4VZNhV57RYMDLBwpx84mzkFvaX/6UIYGIiCi8MSBQ0OvIp/P+DAneWOGotZDwb3Uano7JQkOLv95yAPNPnsWLBwvRtV7f7nW3FPdhUCAiIgpTDAgUdkKtN8EuJAgC3lOnYXbSIBxURNud30/bgNd/KcCUsgqHm6kxKBAREYUfBgQKCa58Ou+PkODLfRKOK6JwS+KF+JemG0wtjkVaRNxXWIZVvxUjyWB0eH2GBCIiovDBgEAhI1hCgre0FhLMggyvRXfDLYkDcFweaXd8eLUOufvyMe5ctcPrszeBiIgoPDAgUNjz9ZAjb+7w3NbqRociYnBj0iC8E5VqdyzWbMGyoyVYdLQE0SazwzqsQYFhgYiIKDQpHJ9CFDwSjhhcbuxX9lF6tfHuKzEFAmqz7ecW6AU5nonNxi5VApbWHEOKRTq0aNK5agyq0eGpnl3wU5z93IXWOAoJkzOOOH/jREREFBAYEIiasYYLbwcFd4KMM9oKCQDwP1UCZiUNxsM1BZisl+603Mlgwj8OFeP91ES8mtEJBrl7nYwMEERERMGHAYFCjica36HQm9BeSKiRReDRuN7Y0XAOD9cWIEaUDi2aXlaBoWfr8WS/VByNjvLaPTozTIkhgoiIyLcYEIja4KveBG9qLyRAELA5KgX7lLFYUnMMlxikE5WzzfV45UAR8rolY0N6MsxC6/MbvI0hgoiIyLc4SZlCkicb9d4aChQoweO0XIW74vvhmVY2V1NAxIITZ/H8jyeQXh8Y99saTpwmIiLyHAYEIicE83Koba1s1JwoCHhHnYabkgbiN4XG7vhAoxav7yvA5F8bHG6u5m8MC0RERO5hQKCQ5elP6L0REnzVi+BMSACAIoUa8xMH4HVNV7Rc8DQKFjxaW4AnfjqFREPLrdcCE4MCERFRxzEgUEhLOGIIiuFGvuBsSDAJMqyJzsCChAEobmVztdGGKqz9qQDDDzneMyFQsFeBiIjIeQwIFBY8GRQ8HRJ8ORfB2ZAAAAeUMZidOAgfRHW2OxYvmrCq+gj++vNZiMec2zMhUDAsEBERtY+rGFFYad4YD6TeAOt9+eKe2l3ZqIV6mRxPxvbATlUCHqvJR3KLzdWubjiLYYZqLDP1wo/KOLvXR2dXeeKWvcYaErgKEhERURMGBApbLT+5D4TA4O0N1KysPQnOBoXdqkTMSorBopp8TNBXSI6lWQx4pfIg/q3ugleiM2AQmjomtQXxTt+TP8NE894EhgUiIgp3DAhE5wVKYAjU3oRqWQQeiuuDqxrO4sHaQkQ321xNBmBOXSlm1JVBK5NDJ8hRd/6hE+TQyZq+bl5e17z8SITkXAMEQBB8HhwYFoiIKNwxIBC1wd+BwVdBoUO9CYKAz6I64UdlLJZVH8NFxhrJ4UhYEGmxIBnGNi7gPBOExuBwVtYYIs4HB320BfVyGepsDznqZc2fy1Avl6FcqcBplXvv3ZbiPgwJREQUdhgQiJzkr43NfD3sCHAcFsrkkbgjoT9urDuFO7XHoYTn90ZQQEScaEKc9dLWDouKtl5h79foKDzTowuOq1Uu3wfnKRARUbjhKkZEQcDTy7U6ElMg2B5tEQUB/9Z0wZykgfhVEZgrGV2orcdrvxRg2qlyCG5u8MZVj4iIKFywB4EoiPhyfoKVo56FfIUG85IGoou5AUlmI9SiGRrRLPlTbWn29flyjUX6XC2aIffC/StFEX8pOo2RlVo81aMLzqoiXL4WhxwREVE4YEAgCkK+GnbUUnthoVQeidJWNlZzmihCBYstOGiaB41WwoRabP1ctWhGtMUEVYthT8OqdVi7Px/PZ6dha7L9kqzOYkggIqJQx4BAFKT80ZvQXEfmLDhFEKCHHHq5vCPTDFqlFC24U3scs+tOScpjzBYsOVqCURW1WJ2VhtoI1/osOC+BiIhCGecgEAU5f02ebs6ZOQu+ZBBkeD4mC3fE90OZzD5ATSyvwdr9+RhWpXWrHs5LICKiUMSAQBQCfD2JuT2BFBb2quJxfdJgfB6ZbHcsxWjCc78V4y+FZVCZLS7XwZBARBTcSkpKsHr1akyePBkZGRlQKpVITU3FtGnTsGfPHrvz9+3bh0cffRSXX345UlJSIAgCxo0b57Cet99+G8OHD4dGo0FCQgKuvPJK/PDDD174jtzHgEAUQgIpKADSsNDy4StamQJL4nrj4bjeqBbsR1VOK6vAqwcK0Ftb73IdDAlERMHrxRdfxH333YeCggJMmjQJDzzwAEaPHo1NmzZh5MiRePfddyXnf/zxx3jyySexfft2pKamOlXHypUrMXv2bJw+fRq33347Zs6cid27d2PUqFHYvn27F74r9wii6Hjtv5qaGsTFxWHUxGVQKNyYhEhEPuevOQqu8sh8hjakmPVYUpOPEYYqu2MmAXizawreTk+GWXAtwHBOAhH5kl5rxD9Hf4Tq6mrExsb6+3YkrG3Hu765Fqpo11ePc0VH35cPP/wQKSkpGDNmjKR8165dmDhxImJiYlBaWgqVqnFPnYMHD0Kv12PAgAEoLy9HWloacnJy2mzoHz16FP369UN2dja+//57xMXF2a4zfPhwpKWl4fDhw1AoAmdqMHsQiEKctVchkHoW2uPNHoezchX+Et8XT8dkoaHFP38KEbj1xFn8369FSK937b1iTwIRUfC57rrr7MIBAIwZMwbjx49HRUUFDhw4YCvv378/hg4diogI54JPbm4uTCYTFi1aZAsH1uvMnTsX+fn52Lp1q/vfiAcxIBCFkWALC815LCgIAt5Tp2F20kAcVGjsDvfX1uP1X/JxzelKwIXN1RgSiIhChzUEuPPpvrVnYfLkyXbHLr/8cgDAjh07XL6+NzAgEIWpYA0LnupVOK5Q45bEAXhV0xWmFseiLCIeKDiFJw+fQKKh5VHHGBKIiIJfcXExvvrqK6SmpmLAgAEuX+fo0aOIjo5udb5Cr169bOcEEgYEIgr6sOAqsyDDq9EZuDVxAI63ssnbiCotcvfnY3R5TYevzZBARORfNTU1koder3f6tUajEXPmzIFer8eqVasgl7u2bw4AVFdXS4YWNWedI1FdXe3y9b0hcGZDEFFA8PcGbK6whgRXJzgfjIjB7KRBuLe2CNPrT0uOxZnMeOL3k/giJQ4vZqaiTuH8fxLcdZmIwt318XsQHePbz6O1Cgv+CaBbt26S8qVLl2LZsmUOX2+xWHDLLbdg586dWLhwIebMmeOdGw1gDAhE1KpgDgpAx8NCgyDHU7E9sEuViMdqjiHZYpQc/8PZagypqcPKnl3wS6z93IW2cNdlIiL/OHHihGQVI+sqRO0RRRELFy7E+vXrcdNNN2HNmjVu30dcXFybPQQ1NTW2cwIJhxgRUbuCbdiRlavDj3arEjAraTC2qhLtjqXqjVh98Dj+dPw0Iiwd21yNQ46IiHwrNjZW8nAUECwWC2699VasXbsWN9xwA/Ly8iCTud9U7tWrF7RaLcrKyuyOWeceWOciBAoGBCJyKBjnJ1i5Mqm5WhaBh+L6YGlsT2gF6ZAiGYAbS8vxz1+LoDaZO3QvDAlERIHJYrFgwYIFyM3NxaxZs/DWW2+5Ne+guZycHADAli1b7JMCYwAAF4tJREFU7I5t3rxZck6gYEAgIqcFa0iw6lCPgiDgs6hOuD5pEH6MsN9op4+uAQtOnOnwPTAkEBEFFmvPQW5uLmbMmIH169d7LBwAwPz586FQKLBixQrJUKODBw9i3bp16NGjByZMmOCx+jyBcxCIqEMSjhiCal5CSzEFQofmJ5TJI3FHQn/cWFeKP2uLoUTTa688U4U3u6agOqJj/5Ry8jIRUeBYvnw58vLyEB0djd69e+OJJ56wO2fq1KkYPHgwAODw4cN46qmnAAD19fW2snnz5gEAkpOT8eyzz9pe27t3byxbtgyLFy/GwIEDMX36dOh0OmzYsAFGoxGvvfZaQO2iDDAgEJELQiEkAM5PZLYIAtZr0rFXGYc3Kw5AcT4kRFpEXFtWgbxunTp8DwwJRESBoaioCACg1WqxYsWKVs/JzMy0BYSysjK8+eabkuOnT5+2lXXv3l0SEABg0aJFyMzMxOrVq/HKK69AqVRi5MiRWL58OS6++GLPfkMeIIii461Ca2pqEBcXh1ETl0GhsF8rnIjCVzAHBaDjqx0tqz6KqxvO2p5XK+SYNbQXGuSujdhkSCAiV+m1Rvxz9Eeorq6WrNYTCKxtx29+7eL7ZU5rLRh9YWlAvi/BgnMQiMgtYTUvAcA6TbrkeZzJjKvOVLpcP+ckEBFRoGFAICK3hVNIKFCosVOZICmbXlwJucW1TdqIiIgCDQMCEXlEOIWEN1v0IqRZDBj5m8nlutmLQEREgYQBgYg8Jpj3SwCcDwn7I2KwPyJGUja3rgTafNd3wmRIICKiQMGAQEQeF/IhQRCwTi3tRehlqsMoQxW0BfEu182QQEREgYABgYi8ItRDwk5VAgrkUZKyuboSAGBIICKioMaAQEReE8xDjhyFBFEQ8Jami6RsmLEGFxpq3a6bIYGIiPyJAYGIvC5YQ4IjX0Sm4LRMug/E3Dr3exGAxpDAoEBERP7AgEBEPhGMIcFRL4JJkOFtdZqkbJy+At1N9QDcDwkAgwIREfkeAwIR+UwohoSPolJRK8htz2UA5pyfiwB4JiQATUGBYYGIiLyNAYGIfCoY5yW0FxLqZHK8F5UqKbuy4SySzU3fo6dCghWDAhEReRMDAhGRE9oLCRvVadCj6bgSIm6sK5Wc4+mQAPiuV4G9F0RE4UXh7xsgovBT2Ufp+KQAFFMgoDZbtCuvkCvxaVQnTKs/bSu7rv403tB0hU7W9M+stiAe0dlVXrk3a+N9csYRj13L2WOeqJOIiAIHAwIR+VSwhgOrtkLCW+oumFp/GtbZCNGiGdPry/CmpqtP7695A97Zhru7PQMMDUREoYUBgYh8JtjDQXtOKqKwVZWESfpyW9kNdaewQd0FBqFpNKc3exFaaq9XwRfDklpiaCAiCg4MCETkE6EcDqzWadIlASHZYsQf6s9ik7qzH++qsbGeVdeASyu1kIki6uRyXCGvQp1cZnvUW7+WyVEnl8Esc7ybtCv30RwDAxFRYGJAICKvC6Vw0NrwIqvfIqLxvTIOww3VtrK5dSX4JKoTLEJTg9uXvQgAcEFtPZ4/VIQoS9v33pJBEFoPEHI56mTNnzc/Lpc+lzV9LQr2gcOV4VBEROR9DAhE5FWhFA6c8aY6XRIQupsbkKOvwLbIJL/cj9wi4qH80g6FAwBQiiKUJjPiTWaP3Ee9TLALEKdUEfikcwIOxag9OsmaiIjcw4BARF4TbuEAAPYo43BEoUEfk85WdrOuBNtUiYAfehFmnCpHdr3e6/U4EmUREWUxIcnYVDYYwOVnq/FOlySs7ZYCo0zGXgUiogDAfRCIyCvCMRwAAAQB69RdJEUXmrQYaqzx+a2kNhgw7+RZSdlZpQL7YtU4oonEiUglyiMUqPfCfANnyQDcUFqOVw4UIquuQXKM+y8QEfkHexCIyOPCNhyc91VkMu7QFaOruemT+5t1JfhJGSc5z6u9CKKIewrLENlsaJEFwJLeXfFbjNrudJkoItJsgdpsgdpiQZT1a7MFarO5xfPzxy2Nx2zPmz2UYseGNPWs0+NfvxTitYxOeD8t0W7OAnsWiIh8hwGBiMjDzIKAf6u74G+1hbayUYYq9DTqcCxC45N7GFtRixFVWknZps4JrYYDALAIAuoUctQp5K0e7yi5RTwfNloPEOkNBswqLZcECaUo4s7jpzGishZP9kzHWVVEq9fmfAUiIu9iQCAijwr33gOr/0R1wp+0J5Agmmxlc+tKsSSul9frVpvM+EthmaSsPEKB1zM6eb1uK7NMQK1Mjlq0HTi2JsVi8bES9KiTzpEYWlOH3P35eD4rDV+nxLXxavYqEBF5C+cgEJHHMBw00QtyvKNOk5RNbjiLVLN0nL22IN7jdd9y4ixSjCZJ2T8zO0PnZu+AtiDe4aMjCjWRuH1AFjamJcHS4li02YLHjpXgsd9PItqJlZQ4V4GIyHMYEIiIvOQ9dSrqm/0zqwAwW3fKq3X21tbj2rIKSdn3cRpsS4rt0HVcbfx39HVGmQxrMjvj/n7dUaa0H1I0sbwGufvzMazFcKm2MCQQEbmPAYGIPIK9B/aqZRH4OEq6i/LU+tOIsxglZZ7qRZCJIh4oOCUZ1KMXBDyfnSZZYrUld3sCHHHm+vviNLh1UDY2J9sPKUoxmPDcb8W4q7AMSnPLvgZ7DAlERO5hQCAi8qJ/a9LQfLBPFCyYUVfW5vnumFpWgT466RCmdV2TcSrSPrx5Kww4q7XQoFPI8WSvdCzt3RU1cvv/nqaXVeBfBwrRU1fv8PocckRE5DoGBCJyW7j0HtRmd2zpTgAok0diS2SKpGxW3SmoRM/sUGyVrDfi1hPSPQ8Ko1R4p0uypMyfocAR673tSIrFLYN64Ps4+xWfsur1eOVAIW4sOQeZE0upMiQQEXUcAwIRkZe13DgtQTThj/VnJGXuNtr/UlQGTYvhN//IToXp/CZogRwMWtIWxKOoJAV/65uBFzJToW8xPCpCBP5UfAarDxYhtcHg8HoMCUREHcOAQETkBFd6D6yORWiwWxkvKZurK0Fns771F3TQpZW1yKmolZR9lhKPA7GaoAoGLdUWJuCt+mwsHJiNI5pIu+MDa+vxxi8FuOJMFeCgN4FDjoiInMeAQERuSzji+FPcYBdT0PYkX2e8qUmXPE+zGLCxfB+uryvFGH0Fhhmq0fWIAl3r9Ug0GBFltjhs9AJApNmCe1vseVClkONf3TsFbTBo6VBZZ9ysGYy30pPRcmCWxmzBw/mlWP77ScS1WNq1NQwJRESOcaM0IiInxRQILvck/BQRi/0RMRhkbPqkP0Y046+1RdITm61QagFQL5ehTiZr/LPZo14uR51chimnK+3qel6dhdITyXblwcwkyPCCqTf29I/GI8dKkK6XrgQ1tqIWF9bW4ekeXbAnIabda20p7sON1YiI2sGAQETkC4KAJbG98K/KX5Fqca7HRYbGT8g1ZgtgdHg6AOCHiFh81mJStDe117PizrCstvzvXBfcENsZfxOO4KozVZJjiUYznj58Ah93TsCa7p3R0MpKSFbWngQGBSIiexxiRETUAe4MNSpRROL6pMH43EsNeCMEPBmb3e6eB54QUyDYHs6e5+4QrebqZHIsFfrhgbg+qGpld+ippyvx6i8F6NliydfWcMgREZE9BgQiog5yp7GrlSmwJK4XHoi7ALuUCTimUKNUpkKVoIAR7jWiX9d0xXGF2q1rOOLO9+7JkAAAOyKTMDN+CHYpE+yOZTQY8Myh41CbHC8ny5BARCTFIUZERC5wZz4CAOyITMSOyES78gjRArVohkY0Q205/+f5h/VrjaV5mQUK0YIflXH4oMWuzZ7k6ca9p1TIlbgv/gJcH12EO4vKEGVp+pkkmMzo1mDAkegoh9fhkCMioiYMCEREAcQoyFAtyFCNCMB+9IzPeToYuBusWiUI+Do5FjefPIsoQ9NKRhURcuSr7ZdHJSKi9nGIERGRiwL1U3VP8PS8AW+7tfgsUgzSZU7/mdm0URwRETmPAYGIPCIc9kJoTTA1op0VbN9TH6MW15ZVSMr2xmmwNSm2Q9fh8CIiokYMCEREbgq2BnVrvLHaUHt1eYpMFLGoJl8yGssgCFidleb11ZyIiEIV5yAQEYWxYA83M+rL0M+kk5S91TUZJVFKP90REVHwY0AgIvIAr0y+9ZJgDwVWKWY97tAWS8qKopTY2CXJT3dERBQaGBCIiDzE2vAOxKAQaKHAE4Hqr7WFiBal+xz8IzsNRlnHR89y/gERURMGBCLymIQjBlT24dCOlo1xfwaGQAsGnjJaX4GJeunE5M9T4vFLrMZPd0REFDoYEIjIoxgS7PkyMIRqIGguUjTjbzUFkrIqhRxrunfy0x0REYUWBgQi8jiGhPZ5KjAEexhwdZjRn7QnkGaRLqv7SvfOqIngf2lERJ7Af02JyCsYEpznKDAEexDwpF5GHW6sK5WU/RARi80pcX66IyKi0MOAQEQUYMIpEHSkF0EQRTxamy/5j8sAAU/GZgOC6xv1cYIyEZEUN0ojIq8J192VyTuuqz+NAUatpCxPk47jCrWf7oiIKDQxIBCRVzEkkCckmQ24S3tcUnZcHok8TVc/3RERUehiQCAir2NIoPY4M6Tq/toixLTY8+CpmGwYBP43RkTkafyXlYh8giGB2uJoDsKl+kpcrj8nKfssMgV7VfFevCsiovDFgEBEPsOQQB2lEs14uFa650G1oMDqmO4euT4nKBMR2WNAICKfYkig5hz1HtyqPYmuZr2k7P9iuqNSxiV0iYi8hQGBiHyOIYEAx+Eg21SHuS32PPg5Igb/iZTumBydXeXpWyMiCmsMCETkFwwJ4c1ROBBEEY/W5EOBpvNMEPBkbA+Igmf2ieDwIiKi1jEgEJHfMCSEJ2c2Rvtj/RkMNtZKytZpuqCgxZ4H7D0gIvI8BgQi8iuGBGopwWLA3S32PDgpV+GNFnseMBwQEXkHAwIR+R1DQvhwpvfgvtrjiBNNkrKnYrKhF+S25+6GAw4vIiJqGwMCEQUEhoTQ50w4GK6vwpUNZyVlm1XJ+J8qwfacPQdERN7FgEBEAYMhIXQ5Ew6UogV/a7HnQa0gxz9iMr10V0RE1BqFv2+AiKi55iGhsg/Xug8n83Qn0d3cICn7Z3R3lMubfg880XvA4UVERO1jQCCigMWwEBqc6T3obqrDfF2JpOyXiGh8GNXZ9pxDi4iIfINDjMIEG1fUEYH4+5JwxGB7UPBwJhxAFPFoTQEiJHseACtjmvY8YDggIvId9iCEAWtjr3mjj40scsT6+xKIvyvh3LPQ3s8j0N4Lp8IBgKsbzmKYsUZS9ra6C45FaAB4NhxweBERkWPsQQhhlX2UbTYY2jtG4a3l70Wg/56EW69CoP88OirOYsS9tUWSslKZCq9GdwPAngMiIn9gD0KIcrYREcifElPgCIbfk3DuVQhEzvYe3Ko7ifgWex48HZuFBkHOcEBE5CfsQQgxrvYMsEeBAMcN62D5HQn1+QrB8nNwxhBDjV3ZblWiV8IBhxcRETmHASGEeKLRwKBAjgTb70ioBoVg+hm052BEtF2Z2mKGtiDe9zdDREQAGBBCiicbQdZGYKg0Qsixjv6sg+13I9R7FQJNTIHg1Hkb1F1gaVE2tf60528IwJbiPl65LhFRqGFACDFsAJEvBWuIbB4WgvnvSzC+9y0dV0RhpypRUnZjXSnkosUrvQgMCUREjjEghChPNXqCufFEvhPsDdVgDguB/N4724uwTt1F8jzVYsDkhnIAYEggIvIDBoQQ5m6DJxgbS+Qazl9pEiq9C8HkF2Us9kXESMrm1pUAonMrIbmCIYGIqG0MCGGADR3ypVAICc0FQ1gI5HDmbC/CW+p0yfNepjqMMFQB8E4vAsCQQESNSkpKsHr1akyePBkZGRlQKpVITU3FtGnTsGfPnlZfU1NTg/vvvx/du3eHSqVC9+7dcf/996Omxn5lNqu3334bw4cPh0ajQUJCAq688kr88MMP3vq23MKAEEY60sAJ5MYQeZY3GpaB3GB1B3sXvGenKgFF8ihJ2Zy6UtvXDAlE5C0vvvgi7rvvPhQUFGDSpEl44IEHMHr0aGzatAkjR47Eu+++Kzlfp9MhJycHzz//PPr06YP77rsP/fr1w/PPP4+cnBzodDq7OlauXInZs2fj9OnTuP322zFz5kzs3r0bo0aNwvbt2330nTqPG6WFGWujpr3GGxs+5CmVfZQh/fvkje8tFINVTIHgcOM0URDwlroLHqvNt5UNN1TjAqMWh1tZCtWTthT34R4JRGFs+PDh2LlzJ8aMGSMp37VrFyZOnIg77rgDU6ZMgUqlAgCsWrUK+/btw0MPPYSnn37adv7SpUuxfPlyrFq1Co8//rit/OjRo1i6dCl69+6N77//HnFxcQCAu+++G8OHD8eCBQtw+PBhKBSB0yxnD0KYaqthE8qNOWqdtz8ND9XeBG8J5x6KL6JScE4WISmbqyuxfe3NvRHYk0AUvq677jq7cAAAY8aMwfjx41FRUYEDBw4AAERRxOuvv47o6GgsWbJEcv4jjzyChIQEvPHGGxCbzaHKzc2FyWTCokWLbOEAAPr374+5c+ciPz8fW7du9dJ35xoGhDDWshESjg0SasKff+AJpbDgzFwEgyDDBnWapGyivhzppgbbc26gRkS+FBHR+KGF9dP9o0ePorS0FKNGjYJGo5GcGxkZibFjx6KkpATHjh2zlVuHEE2ePNnu+pdffjkAYMeOHd64fZcxIFDINEDIfd76XeDvl/vC5e/pB1Gp0AlN/zXJAcxuNhfBm9iLQETNFRcX46uvvkJqaioGDBgAoDEgAECvXr1afY213Hqe9evo6GikpqY6dX4g6NBgJ7NJ7637IKIAEnOwAVU9PTMsKP6YASaPXImAxp+Nlad+Rr6i/g3QZrU/F6EGwAYhATMbymxl4/UleFmRgprzw49qDkVCk1ntlXv84nAmJnQNrP+oidpi0Bn9fQsO6bQt90r3XZ0tVxRSqVS2eQSOGI1GzJkzB3q9HqtWrYJcLgcAVFc3/tvTfKhQc7GxsZLzrF936tTJ6fMDgVMBwfpm/m/Hk169GSIKIF/7+wbIoRD9Gf3t/EPqY5/Vf8hnNRG5LzU1FUpl4H1YYF0q9PJLyxyf7AXR0dHo1q2bpGzp0qVYtmyZw9daLBbccsst2LlzJxYuXIg5c+Z46S4Dl9MBoaGhAXo9exCIiIiIAoVSqURkZKS/b8NOZGQkCgsLYTD4Z2ikKIoQBOncJ2d6D0RRxMKFC7F+/XrcdNNNWLNmjeS4teegrU/8rb0WzXsY4uLiOnR+IHB6iFFHumWIiIiIKLxFRkYGZHhpi8ViwYIFC5Cbm4sbbrgBeXl5kMmk03UdzRlobY5Cr1698N1336GsrMxuHoKjOQ3+wknKRERERBTWmoeDWbNm4a233rLNO2iuV69e6NKlC3bv3m23IVpDQwN27tyJLl26oGfPnrbynJwcAMCWLVvsrrd582bJOYGCAYGIiIiIwpbFYsGtt96K3NxczJgxA+vXr281HACAIAhYsGABtFotli9fLjn25JNPorKyEgsWLJAMb5o/fz4UCgVWrFghGWp08OBBrFu3Dj169MCECRO88825SBCb7+RARERERBRGli1bhscffxzR0dG45557Wt3ReOrUqRg8eDAAQKfTYfTo0di3bx8mTZqEYcOGYf/+/fjiiy8wePBgfPPNN3Z7JKxYsQKLFy9GRkYGpk+fDp1Ohw0bNqC+vh6bN2/G+PHjffGtOo0BgYiIiIjC1rx58/Dmm2+2e05ubi7mzZtne15dXY3HH38c77//vm1uwfTp07F06dI2Jxz/+9//xurVq3Hw4EEolUqMGDECy5cvx8UXX+zJb8cjGBCIiIiIiMiGcxCIiIiIiMiGAYGIiIiIiGwYEIiIiIiIyIYBgYiIiIiIbBgQiIiIiIjIhgGBiIiIiIhsGBCIiIiIiMiGAYGIiIiIiGwYEIiIiIiIyIYBgYiIiIiIbBgQiIiIiIjIhgGBiIiIiIhsGBCIiIiIiMjm/wGNnMgbgm+z6AAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# In Py-ART's graphing suite, there is a display class similar to RadarMapDisplay,\n", + "# but for grids. To plot the grid:\n", + "fig = plt.figure(figsize=[10, 8])\n", + "ax = fig.add_subplot(1, 1, 1, projection=ccrs.PlateCarree())\n", + "ax.set_extent([-101.7, -100.7, 39, 40], crs=ccrs.PlateCarree())\n", + "\n", + "contoured = ax.contourf(in_goes_for_tobac['longitude'], in_goes_for_tobac['latitude'], in_goes_for_tobac['C10'][0],\n", + " transform=ccrs.PlateCarree(), cmap = 'viridis_r')\n", + "plt.xlim(-101.7, -100.7)\n", + "plt.ylim(39., 40)\n", + "unique_seg = np.unique(seg_data_xr)\n", + "color_map = cmaps.plasma(np.linspace(0, 1, len(unique_seg)))\n", + "\n", + "# we have one feature without a segmented area\n", + "curr_feat = goes_adj_features[goes_adj_features['feature']==1]\n", + "plt.scatter(curr_feat['longitude'], curr_feat['latitude'], 70, transform=ccrs.PlateCarree(), color='grey')\n", + "\n", + "\n", + "for seg_num, color in zip(unique_seg, color_map):\n", + " if seg_num == 0:\n", + " continue\n", + " curr_seg = (seg_data_xr == seg_num).astype(int)\n", + " ax.contour(seg_data_xr['longitude'], seg_data_xr['latitude'], curr_seg, colors=[color,], levels=[0.9,], linewidths=3)\n", + " curr_feat = goes_adj_features[goes_adj_features['feature']==seg_num]\n", + " plt.scatter(curr_feat['longitude'], curr_feat['latitude'], 70, transform=ccrs.PlateCarree(), color=color)\n", + "\n", + "cb = plt.colorbar(contoured)\n", + "cb.set_label(\"C10 Brightness Temperature (K)\", size=14)\n", + "cb.ax.tick_params(labelsize=14)\n", + "#plt.title(\"KGLD Reflectivity, 2 km AGL, 2021-05-26 15:56\", size=15)\n", + "#plt.savefig(\"./radar_example_2/satellite_wseg.png\", facecolor='w', bbox_inches='tight')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tobac_dev", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.0" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "6cf0f5f47a5f8c4499498fd09c5f60b926c0d7a735ea3410c2fb49fa1c0f928a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}