{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Drifter Simulations\n", "\n", "***\n", "Based on a notebook by Ben Moore-Maley and modified by Susan Allen" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import xarray as xr\n", "import os\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as mcolors\n", "import matplotlib.animation as animation\n", "from datetime import datetime, timedelta\n", "from dateutil.parser import parse\n", "from scipy.io import loadmat\n", "from tqdm import tqdm\n", "\n", "from parcels import FieldSet, ParticleSet, JITParticle, ErrorCode, AdvectionRK4\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['font.size'] = 14" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "\n", "### Local functions" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [], "source": [ "def make_prefix(date, path, res='h'):\n", " \"\"\"Construct path prefix for local SalishSeaCast results given date object and paths dict\n", " e.g., ./SalishSea/SalishSea_1h_yyyymmdd_yyyymmdd\n", " \"\"\"\n", "\n", " datestr = '_'.join(np.repeat(date.strftime('%Y%m%d'), 2))\n", " prefix = os.path.join(path, f'SalishSea_1{res}_{datestr}')\n", " \n", " return prefix\n", "\n", "\n", "def DeleteParticle(particle, fieldset, time):\n", " \"\"\"Delete particle from OceanParcels simulation to avoid run failure\n", " \"\"\"\n", " \n", " print(f'Particle {particle.id} lost !! [{particle.lon}, {particle.lat}, {particle.depth}, {particle.time}]')\n", " particle.delete()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "\n", "### Load drifters and definitions" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Define paths\n", "paths = {\n", " 'NEMO': './SalishSea/',\n", " 'coords': './grid/coordinates_seagrid_SalishSea201702.nc',\n", " 'mask': './grid/mesh_mask201702.nc',\n", " 'out': './results',\n", "}" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Duration and timestep [s]\n", "# Duration\n", "duration = timedelta(days=5) # was initially 5 - this is the total duration, or runtime, of the particle simulation\n", "# Timestep\n", "dt = 90 # this is the internal numerical timestep of the simulation in seconds - apparently this should be small, and\n", "# then the output timestep is large, so your oputfile isnt too large i beleive - from OceanParcels tutorial" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "n = 2 # number of particles, originally 1000\n", "# Define Gaussian point cloud in the horizontal\n", "r = 100 # radius of particle cloud [m] - initially 10,000 (10km)\n", "deg2m = 111000 * np.cos(50 * np.pi / 180) # what is this?\n", "var = (r / (deg2m * 3))**2\n", "x_offset, y_offset = np.random.multivariate_normal([0, 0], [[var, 0], [0, var]], n).T\n", "# Set a uniform distribution in depth, from dmin to dmax\n", "dmin = 1.\n", "dmax = 1.\n", "zvals = dmin + np.random.random_sample(n)*(dmax-dmin)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "## For my pteropod simulation -don't run the above cell - modify it to launch my pteropod particles at assigned depths\n", "#n = 10 # number of particles\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "\n", "### Simulations" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "./SalishSea/SalishSea_1h_20200315_20200315\n", "./SalishSea/SalishSea_1h_20200316_20200316\n", "./SalishSea/SalishSea_1h_20200317_20200317\n", "./SalishSea/SalishSea_1h_20200318_20200318\n", "./SalishSea/SalishSea_1h_20200319_20200319\n", "./SalishSea/SalishSea_1h_20200320_20200320\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: File ./grid/coordinates_seagrid_SalishSea201702.nc could not be decoded properly by xarray (version 0.14.1).\n", " It will be opened with no decoding. Filling values might be wrongly parsed.\n", "WARNING: Casting lon data to np.float32\n", "WARNING: Casting lat data to np.float32\n", "WARNING: Trying to initialize a shared grid with different chunking sizes - action prohibited. Replacing requested field_chunksize with grid's master chunksize.\n" ] } ], "source": [ "# Need to run this cell twice for some reason\n", "start = datetime(2020, 3, 15) # Day that particles initialize\n", "# A combination of a date and a time. Attributes: year, month, day, hour, minute, second, microsecond, and tzinfo.^\n", "# Build filenames\n", "Ulist, Vlist, Wlist = [], [], []\n", "for day in range(duration.days + 1): # was initially (duration.days + 3) - why?? CHANGED\n", " path_NEMO = make_prefix(start + timedelta(days=day), paths['NEMO'])\n", " print (path_NEMO)\n", " Ulist.append(path_NEMO + '_grid_U.nc')\n", " Vlist.append(path_NEMO + '_grid_V.nc')\n", " Wlist.append(path_NEMO + '_grid_W.nc')\n", "\n", "# Load NEMO forcing : note, depth aware but no vertical advection, particles stay at their original depth\n", "filenames = {\n", " 'U': {'lon': paths['coords'], 'lat': paths['coords'], 'depth': Wlist[0], 'data': Ulist},\n", " 'V': {'lon': paths['coords'], 'lat': paths['coords'], 'depth': Wlist[0], 'data': Vlist},\n", "}\n", "variables = {'U': 'vozocrtx', 'V': 'vomecrty'}\n", "dimensions = {'lon': 'glamf', 'lat': 'gphif', 'depth': 'depthw','time': 'time_counter'}\n", "\n", "field_set = FieldSet.from_nemo(filenames, variables, dimensions)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "./results/matt_drifters_2particles1mdepth20200315_20200320.nc\n" ] } ], "source": [ "# Set output file name. Maybe change for each run\n", "fn = f'matt_drifters_2particles1mdepth' + '_'.join(d.strftime('%Y%m%d') for d in [start, start+duration]) + '.nc'\n", "outfile = os.path.join(paths['out'], fn)\n", "print(outfile)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Compiled JITParticleAdvectionRK4 ==> /var/folders/mn/lkjb39ld1msfdy5zq66q6h8c0000gn/T/parcels-501/d8c18aef6e8c342f1d063a7ece552150_0.so\n", "INFO: Temporary output files are stored in ./results/out-JHCHQIXY.\n", "INFO: You can use \"parcels_convert_npydir_to_netcdf ./results/out-JHCHQIXY\" to convert these to a NetCDF file during the run.\n", "100% (432000.0 of 432000.0) |############| Elapsed Time: 0:09:42 Time: 0:09:42\n" ] } ], "source": [ "# Execute run\n", "clon, clat = -123.4, 49.18 # choose horizontal centre of the particle cloud # inital = -123.4, 49.18\n", "lon, lat, z = clon + x_offset, clat + y_offset, zvals\n", "pset = ParticleSet.from_list(field_set, JITParticle, lon=lon, lat=lat, depth=z, time=start+timedelta(hours=1))\n", "# I think this is where I can change the hour that the particles initialize^ Can't be 0 because that puts it outside\n", "# the timerange - I guess technically that would be the previous day at midnight?\n", "pset.execute(\n", " pset.Kernel(AdvectionRK4), runtime=duration, dt=dt, # I believe this is where you'd put a - for reverse i.e. -dt\n", " output_file=pset.ParticleFile(name=outfile, outputdt=timedelta(hours=1)), # This is the output timestep - 1hr\n", " recovery={ErrorCode.ErrorOutOfBounds: DeleteParticle},\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "ename": "NameError", "evalue": "name 'fail' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# this cell will fail, but I seem to need to run it to get the outputfiles from the temp directory into my\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;31m# final outfile\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mpset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfail\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfail\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mNameError\u001b[0m: name 'fail' is not defined" ] } ], "source": [ "# this cell will fail, but I seem to need to run it to get the outputfiles from the temp directory into my \n", "# final outfile\n", "pset.execute(fail=fail)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "P[2](lon=-123.277222, lat=49.441786, depth=1.000000, time=433800.000000)\n", "P[3](lon=-123.438149, lat=49.422838, depth=1.000000, time=433800.000000)\n" ] } ], "source": [ "## Can print the particles to see thier coordinates and depth - dont do this if the number of particles is large\n", "print(pset)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Field.show() does not always correctly determine the domain for curvilinear grids. Use plotting with caution and perhaps use domain argument as in the NEMO 3D tutorial\n", "INFO: Visualisation of field with geographic coordinates is not possible. Cartopy not found.\n" ] } ], "source": [ "## Easier way to plot? test - the U might not work because its 3D here, not just surface - not working\n", "# pset.show(field=field_set.U, domain={'N':49.8, 'S':48.6, 'E':-122.8 ,'W':-124})" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "#coords.close()\n", "#mask.close()\n", "coords = xr.open_dataset(paths['coords'], decode_times=False)\n", "mask = xr.open_dataset(paths['mask'])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "ds = xr.open_dataset(outfile)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (obs: 121, traj: 2)\n", "Dimensions without coordinates: obs, traj\n", "Data variables:\n", " trajectory (traj, obs) float64 ...\n", " time (traj, obs) datetime64[ns] ...\n", " lat (traj, obs) float64 ...\n", " lon (traj, obs) float64 ...\n", " z (traj, obs) float64 ...\n", "Attributes:\n", " feature_type: trajectory\n", " Conventions: CF-1.6/CF-1.7\n", " ncei_template_version: NCEI_NetCDF_Trajectory_Template_v2.0\n", " parcels_version: 2.1.5\n", " parcels_mesh: spherical\n" ] } ], "source": [ "print(ds)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the paths of all particles\n", "# Initialize a figure and specify the size\n", "fig, ax = plt.subplots(figsize=(19, 8))\n", "# Set the fill colour for the map polygons\n", "ax.contourf(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='lightgray')\n", "# Set the line colour for the map polygons ('k' = black)\n", "ax.contour(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='k')\n", "# Set axes limits in map coordinates\n", "ax.set_xlim([-124., -122.7])\n", "ax.set_ylim([48.55, 49.8])\n", "# Set the aspect ratio\n", "ax.set_aspect(5/4.4)\n", "# Not sure what this does but doesnt seem to affect the plot with it removed (and removed from next line too)\n", "nmin, nmax = 0, -1\n", "# Loops through the data set in range(n) which means the size of the dataset, and s is defined as the image I think\n", "for traj in range(n):\n", " s = ax.scatter(ds.lon[traj, nmin:nmax], ds.lat[traj, nmin:nmax], s = 20)\n", "\n", "# Also need to figure out how to set the color map for only one timestep\n", "\n", "# Can just click and drag the figure into a directory to save as a .png - how do you specify the resolution tho?\n", "# save figure this way? fig.savefig('yourfilename.png')\n", "# Can make multiple sub-plots within one figure onject with: fig = plt.subplots(nrows=2, ncols=2)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Plot start locations only\n", "fig, ax = plt.subplots(figsize=(19, 8))\n", "ax.contourf(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='lightgray')\n", "ax.contour(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='k')\n", "ax.set_xlim([-124., -122.7])\n", "ax.set_ylim([48.55, 49.8])\n", "ax.set_aspect(5/4.4)\n", "nmin, nmax = 0, -1\n", "# Loops through the data set in range(n) which means the size of the dataset, and s is defined as the image I think\n", "for traj in range(n):\n", " s = ax.scatter(ds.lon[traj, nmin], ds.lat[traj, nmin], s = 20)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Plot end locations only\n", "fig, ax = plt.subplots(figsize=(19, 8))\n", "ax.contourf(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='lightgray')\n", "ax.contour(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='k')\n", "ax.set_xlim([-124., -122.7])\n", "ax.set_ylim([48.55, 49.8])\n", "ax.set_aspect(5/4.4)\n", "nmin, nmax = 0, -1\n", "# Loops through the data set in range(n) which means the size of the dataset, and s is defined as the image I think\n", "for traj in range(n):\n", " s = ax.scatter(ds.lon[traj, nmax], ds.lat[traj, nmax], s = 20)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 100/100 [00:03<00:00, 29.22it/s]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Make colormapped by depth - takes long time to run\n", "# Initialize a figure and specify the size\n", "fig, ax = plt.subplots(figsize=(19, 8))\n", "# Set the fill colour for the map polygons\n", "ax.contourf(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='lightgray')\n", "# Set the line colour for the map polygons ('k' = black)\n", "ax.contour(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='k')\n", "# Set axes limits in map coordinates\n", "ax.set_xlim([-124., -122.7])\n", "ax.set_ylim([48.55, 49.8])\n", "# Set the aspect ratio\n", "ax.set_aspect(5/4.4)\n", "# Why is nmax -1???\n", "nmin, nmax = 0, -1\n", "# Loops through the data set in range(n) which means the size of the dataset, and s is defined as the image I think\n", "for traj in tqdm(range(n)):\n", " s = ax.scatter(ds.lon, ds.lat, s = 20, c = ds['z'], cmap = 'jet')\n", "# Make colorbar for depth\n", "cbar = plt.colorbar(s)\n", "cbar.set_label('Depth')\n", "cbar.ax.invert_yaxis()\n", "\n", "# Can just click and drag the figure into a directory to save as a .png - how do you specify the resolution tho?\n", "# save figure this way? fig.savefig('yourfilename.png')\n", "# How to make the points smaller so I can see the paths better?\n", "# Can make multiple sub-plots within one figure onject with: fig = plt.subplots(nrows=2, ncols=2)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 100/100 [00:00<00:00, 206.82it/s]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnMAAAJDCAYAAABgypKjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdf3TU933n+9dH0mikCJDCr2iQTalojHESJdhqE9KoKVaD0uvV4rW7hJzcsidnG5ptu8HshZ5DqakudpeehQTwuumW5N6bkLglbsw1VdlG3NXiVg0sGzCJnAQBi4oN0iggFA0gz4xGms/9YzSyRh4hjTQz3/nOPB/n6Ih5f78z807+gJc/P74fY60VAAAA3KnI6QYAAAAwe4Q5AAAAFyPMAQAAuBhhDgAAwMUIcwAAAC5GmAMAAHCxEqcbyITFixfbFStWON0GAADAtM6fP99vrV0y2/fnZZhbsWKFzp0753QbAAAA0zLGvDmX9zPNCgAA4GKEOQAAABcjzAEAALgYYQ4AAMDFCHMAAAAuRpgDAABwMcIcAACAixHmAAAAXIwwBwAA4GKEOQAAABcjzAEAALgYYQ4AAMDFCHMAAAAulvNhzhjze8aYfzbGhIwx540xDU73BAAAkCtyOswZYz4j6ZCk/yhpjaTTkv7eGLPc0cYAAAByRE6HOUn/QdI3rLVfs9ZetNb+e0l+Sf/O4b4AAAByQs6GOWNMqaTHJJ2cdOmkpI9nvyMAAIDck7NhTtJiScWSfjap/jNJ1dlvBwAAIPfkcpiLs5NemyQ1GWO2GGPOGWPO3bp1KzudAQAAOCyXw1y/pFG9exRuqd49Widr7WFrbb21tn7JkiXZ6A8AAMBxORvmrLXDks5L+tSkS59SbFcrAMxd58vSgQ9KLVWx350vO90RAKSkxOkGpvEVSd8yxvxPSd+X9EVJyyT9F0e7ApAfOl+WWr8kRYKx14HrsdeSVLfRub4AB10+26czx6/q3kBY8xZ6tXbDSj30UZaq57KcHZmTJGvtdyQ9I+mPJf1Q0ick/W/W2jcdbQxAfmjf806Qi4sEY3WgAF0+26dTL3Xp3kBYknRvIKxTL3Xp8tm+rPZxovuE1n93veq+Waf1312vE90nsvr9bpPTYU6SrLVftdausNZ6rbWPWWv/0emeAOSJwI3U6kCeO3P8qkaGowm1keGozhy/mrUeTnSfUMvpFvmH/LKy8g/51XK6hUB3Hzkf5gAgYyofSK0O5Ln4iNxM65lw6PVDCo2GEmqh0ZAOvX4oaz24DWEOQOFq3C15yhNrnvJYHShA8xZ6U6pnQt9Q8indqeogzAEoZHUbpeYXpMoHJZnY7+YX2PyAgrV2w0qVlCZGg5LSIq3dsDJrPVRXJN9sMVUdub+bFQAyq24j4Q0YE9+16uRu1q2PblXL6ZaEqday4jJtfXRr1npwG8IcAAAY99BHqx19FMkTtU9Iiq2d6xvqU3VFtbY+unW8jncjzAEAgJzyRO0ThLcUsGYOAADAxQhzAAAALkaYAwAAcDHCHAAAgIsR5gAAAFyMMAcAAOBihDkAAJATAq2tuvJ4oy6ufkRXHm9UoLXV6ZZcgefMAQAAxwVaW+V/drdsKHbyw0hvr/zPxs5JrmxudrK1nMfIHAAAcNzNAwfHg1ycDYV088BBhzpyD0bmAAAoQK9e6NG+tkvqHQxqWVW5djSt0pNrahzrZ8TvT6mOdzAyBwBAgXn1Qo92HntDPYNBWUk9g0HtPPaGXr3Q41hPJT5fSnW8gzAHAECB2dd2ScHIaEItGBnVvrZLDnUkLd32jExZWULNlJVp6bZnHOrIPQhzAADkgGzu5OwdDKZUz4bK5mb5ntujkmXLJGNUsmyZfM/tYfPDDLBmDgAAh2V7J+eyqnL1JAluy6rK0/5dqahsbia8zQIjcwAAOCzbOzl3NK1Suac4oVbuKdaOplUZ+T63udhxSod///P68qZmHf79z+tixymnW7ovRuYAAHBYtndyxnet5tJu1lxxseOUTh5+USPDYUnS3f5bOnn4RUnS6oZ1TrY2JcIcAAAOK/H5NNLbm7SeKU+uqSG8JdFx9Mh4kIsbGQ6r4+iRnA1zTLMCAOAwdnLmjru3+1Oq5wJG5gAAcFh80f/NAwc14verxOfT0m3PsBnAAfMXLdbd/ltJ67mKMAcAQA5gJ2duaNi0OWHNnCSVlHrVsGmzg13dH2EOAABgTHxdXMfRI7p7u1/zFy1Ww6bNObteTiLMAQAAJFjdsC6nw9tkbIAAAABwMcIcAACAizHNCgBAGrzSN6C93X71hCOq8Xq0s9anp6sXOt0WCgBhDgCAOXqlb0DbL11XMGolSTfCEW2/dF2SCHTIOKZZAQCYo73d/vEgFxeMWu3tzsxxXMBEhDkAAOaoJxxJqQ6kE2EOAIA5qvF6UqoD6USYAwBgjnbW+lReZBJq5UVGO2t9DnWEQsIGCAAA5ii+yYHdrHACYQ4AgDR4unoh4Q2OYJoVAADAxQhzAAAALkaYAwAAcDHCHAAAgIsR5gAAAFyMMAcAAOBihDkAAAAXI8wBAAC4GGEOAADAxQhzAAAALkaYAwAAcDHCHAAAgIuVON0AAGB2Xukb0N5uv3rCEdV4PdpZ6+Ogd6AAEeYAwIVe6RvQ9kvXFYxaSdKNcETbL12XJAIdUGCyPs1qjFlojPnPxpguY0zQGHPdGPMXxphFk+67Zoyxk37+LNv9AkAu2tvtHw9yccGo1d5uv0MdAXCKEyNzyyTVSPpDST8d+/NXJf21pPWT7t0j6S8mvL6XjQYBINf1hCMp1QHkr6yHOWvtjyU9NaH0v4wxOyT9nTFmgbX2zoRrd621fdntEAByX43XoxtJgluN1+NANwCclCu7WRdICkt6e1J9uzHmtjHmh8aYXcaYUgd6A4Ccs7PWp/Iik1ArLzLaWetzqCMATnF8A4QxpkrSc5K+Zq0dmXDpBUkXJN2W9CuS/kzSL0r6naw3CQA5Jr7Jgd2sAIy1dvq7ZvJBxjwvadc0t62z1r424T0Vkr4naVTSp621oft8/kZJ35G02Fp7O8n1LZK2SNLy5csfe/PNN1P+3wAAAJBtxpjz1tr6Wb8/jWFusaTF09z2lrX27bH750n6r5KMpN+01t53c4Mx5hckXZP0MWvt2fvdW19fb8+dOzfT1gEAABwz1zCXtmlWa22/pP6Z3GuMmS/p7xULcp+eLsiN+cjYb/bdAwAAjMn6mrmxIHdSsU0PT0qqGJtulaQBa+2wMWatpI9JOiUpIOmXJR2Q9LfW2rey3TMAAECucmIDxGOKBTVJujzp2jpJrym2s/Uzkv5EklfSm5K+Juk/ZadFAAAAd3DiOXOvKTa9er97Xtc7gQ8AADjkYscpdRw9oru3+zV/0WI1bNqs1Q3rnG4LEzj+aBIAAJCaoQs3daftmkYHwyqu8mpB0wpVrFma9u+52HFKJw+/qJHhsCTpbv8tnTz8oiQlBLpAa6tuHjioEb9fJT6flm57RpXNzWnvB8nlykODAQDADAxduKnBY1c0OhgLWKODYQ0eu6KhCzfT/l0dR4+MB7m4keGwOo4eGX8daG2V/9ndGuntlazVSG+v/M/uVqC1Ne39IDlG5gAAcJE7bddkI9GEmo1EdaftWtpH5+7e7tfyitWqe+8n9Z6SBXp75I46f/4Peut21/g9Nw8clA0lPibWhkK6eeAgo3NZQpgDAMBF4iNyM63PxUPv+xV9yPurKimKnflb4anULy/+TZWFF4zfM+JP/sSwqepIP6ZZAQBwkeIqb0r1ufjwwk+OB7m4kiKPPrzwk++89iU/D3iqOtKPMAcAgIssaFoh40n859t4irSgaUXav6somPzhExPrS7c9I1NWlthPWZmWbnsm7f0gOaZZAQBwkfi6uGzsZi2u8iadvp04ChhfF8duVuek7WzWXMLZrAAAzF185+zEDRfGU6Sqp96fkfBYqHLmbFYAAJBfsjkKeD/+vuPqvrpfobBfZV6faldul696Q1Z7yGWEOQAAMKWKNUsdHYXz9x1XV9cuRaNBSVIo3Kuurl2SRKAbwwYIAACQs7qv7h8PcnHRaFDdV/c71FHuIcwBAICcFQonf17dVPVCRJgDAAA5q8yb/Hl1U9ULEWEOAADkrNqV21VUVJ5QKyoqV+3K7Q51lHvYAAEAAHJWfJMDu1mnRpgDAAA5zVe9gfB2H0yzAgAAuBgjcwAAIO9d7DiljqNHdPd2v+YvWqyGTZu1umGd022lBWEOAADktYsdp3Ty8IsaGY6dM3u3/5ZOHn5RkvIi0DHNCgAA8lrH0SPjQS5uZDisjqNHHOoovRiZAwAAOefy2T6dOX5V9wbCmrfQq7UbVuqhj1bP6rPu3u5Pqe42hDkAAHJcZ2en2tvbFQgEVFlZqcbGRtXV1TndVsZcPtunUy91aWQ4Kkm6NxDWqZe6JGlWgW7+osW6238raT0fMM0KAEAO6+zsVGtrqwKBgCQpEAiotbVVnZ2dDneWOWeOXx0PcnEjw1GdOX51Vp/XsGmzSkq9CbWSUq8aNm2edY+5hDAHAEAOa29vVyQSSahFIhG1t7c71FHm3RsIp1SfzuqGdVq/5Q80f/ESyRjNX7xE67f8QV5sfpCYZgUAIKfFR+RmWs8H8xZ6kwa3eQu9Se6emdUN6/ImvE3GyBwAADmssrIypbrbXT7bp5Hw6LvqJWZYa0f+TDrwQanzZQc6y12EOQAAclhjY6M8Hk9CzePxqLGx0aGOMie+8SE0NDKhauU1d7Ru/ot66D3/KAWuS61fItBNQJgDACCH1dXVqbm5eXwkrrKyUs3NzXm5mzXZxgfJyGNCeug9He+UIkGpfU9We8tlrJkDACDH1dXV5WV4m2zKjQ/RJI8QCdzIcDfuwcgcAADICVNtcJhXlOThvpUPZLgb9yDMAQCAnLB2w0qVlCZGk5ISq7VVk9bHecqlxt1Z7Cy3Mc0KAECGTXWCQ2dnp86f/6qWvu+0vN4hFRcv0cMP75SveoPTLTsifrrDu47xKt8ktV+OTa1WPhALcnUbHe42dxhrrdM9pF19fb09d+6c020AADB+gsPEB/96PB59+MMf1o0bx1S78p9UXDzxURxePfLI3oINdIXIGHPeWls/2/czzQoAQAZNdYLD+fPn9eDyc5OCnCSF1X11f/YahOsR5gAAyKCpTmqw1srrHUp6LRT2Z7Il5BnCHAAAGTTVSQ3GGIXDFUmvlXl9mWwJeYYwBwBABk11gsNjjz2m62/Va3S0eNI7vKpduT17DcL12M0KAEAGxR/2m3w363KdP1/KblbMCbtZAQAAHMRuVgAAgAJGmAMAAHAxwhwAAICLEeYAAABcjDAHAADgYoQ5AAAAFyPMAQAAuBhhDgAAwMUIcwAAAC5GmAMAAHAxwhwAAICLEeYAAABcjDAHAADgYo6EOWPMa8YYO+nn6KR73muM+ZYxJjD28y1jTJUT/QIAAOSqEge/+/+R9EcTXgcnXf8rScsl/aYkK+nrkr4lqTkr3QEAALiAk2HubWttX7ILxpjVkj4t6RPW2tNjtd+V1GGMWWWtvZTFPgEAAHKWk2vmNhlj+o0xPzHG7DfGzJ9wba2ke5JOT6h9X9KQpI9ns0kAAIBc5tTI3F9JelNSr6QPSNor6cOSPjV2vVrSLWutjb/BWmuNMTfHrgEAAEBpDHPGmOcl7ZrmtnXW2testYcn1N4wxnRLOmuMedRa+/pY3SZ5v5miLmPMFklbJGn58uWpNQ8AAOBS6RyZOyjp29Pc89YU9XOSRiW9X9LrkvokLTXGmPjonDHGSFoi6WfJPmAsIB6WpPr6+qSBDwAAIN+kLcxZa/sl9c/y7R+SVCzJP/b6jKR5iq2di6+bWyupQonr6AAAAApa1tfMGWNWSvqcpP+qWPh7RNKXJV1QbJODrLUXjTHfk/SXxpgvKDa9+peS/o6drAAAAO9wYjfrsKRGSW2SLkl6QdJJSb9hrR2dcN/nJP1o7Frb2J9/O7utAgAA5Lasj8xZa69L+uQM7huQ9L9nviMAAAD34mxWAAAAFyPMAQAAuBhhDgAAwMWcPJsVQJ7z9x1X99X9CoX9KvP6VLtyu3zVG5xuCwDyCmEOQEb4+46rq2uXotGgJCkU7lVXV+yQGAIdAKQP06wAMqL76v7xIBcXjQbVfXW/Qx0BQH4izAHIiFDYn1IdADA7hDkAGVHm9aVUBwDMDmEOQEbUrtyuoqLyhFpRUblqV253qCMAyE9sgACQEfFNDuxmBYDMIswByBhf9QbCGwBkGNOsAAAALkaYAwAAcDHCHAAAgIsR5gAAAFyMMAcAAOBihDkAAAAXI8wBAAC4GGEOAADAxQhzAAAALkaYAwAAcDHCHAAAgIsR5gAAAFyMMAcAAOBihDkAAAAXI8wBAAC4GGEOAADAxQhzAAAALkaYAwAAcDHCHAAAgIuVON0AgHe72HFKHUeP6O7tfs1ftFgNmzZrdcM6p9tCll0+26czx6/q3kBY8xZ6tXbDSj300Wqn2wKQYwhzQI652HFKJw+/qJHhsCTpbv8tnTz8oiQR6ArI5bN9OvVSl0aGo5KkewNhnXqpS5IIdAASMM0K5JiOo0fGg1zcyHBYHUePONQRnHDm+NXxIBc3MhzVmeNXHeoIQK4izAE55u7t/pTqyE/3BsIp1QEULsIckGPmL1qcUh35ad5Cb0p1AIWLMAfkmIZNm1VSmvgPdkmpVw2bNjvUEZywdsNKlZQm/hVdUlqktRtWOtSRy3S+LB34oNRSFfvd+bLTHQEZwwYIIMfENzmwm7WwxTc5sJt1Fjpfllq/JEWCsdeB67HXklS30bm+gAwx1lqne0i7+vp6e+7cOafbAAA44cAHYwFussoHpW0/zn4/wDSMMeettfWzfT/TrACA/BK4kVodcDnCHAAgv1Q+kFodcDnCHAAgvzTuljzliTVPeawO5CHCHAAgrwTeLFfntfcrEJ0na6VBO19toc/pcvDXnG4NyAh2swIA8kagtVVn/stf6gdrPqnRosbxujHST//mHyR9kh3ByDuMzAEA8sbNAwf1gw+v1mhJ4liFLZLulnVzHBryEmEOAJA3TlX1aaT0PUmvRYvDHIeGvESYAwDkjaONJXq7+O2k14pGvRyHhrxEmAMA5I3+eVH9+L0/1ogZSaiPmBHND9VyHBryEmEOAJA3qit8ujH/hnpKfy6NeiQradSjWyVv64l/zeYH5Cd2swIA8sbWR7fqm6++qg9fb5YnWjpeX1qSf0dXAnGEOQBA3nii9gld7/NqNJo48WRHjM4cv8rIHPIS06wAgLwyeif5P23sZEW+YmQOAJBX5i30qv/ttzQ075qixWEVjXpVcW+FRiPv06sXevTkmhqnWwTSKusjc8aYFcYYO8XPjgn3XUty/c+y3S8AwF2q66O6W3lF0ZKwZKRoSVh3F1zRjyp6tPPYG3r1Qo/TLQJp5cQ063VJvkk/v6fYnqPvTrp3z6T7ns9emwAAN/rpm+ckE00sFkXlK7uuYGRU+9ouOdMYkCFZn2a11o5K6ptYM8Y8Jem/WWv/edLtd621fQIAYIYCgUDSeoUZliT1Dgaz2Q6QcY5vgDDG/KKkRkmHk1zeboy5bYz5oTFmlzGmNMk9AACMq6ysTFofsrF/QpZVlWezHSDjHA9zkr4gqV/S8Un1FyR9VtI6SS9K2ibpq1N9iDFmizHmnDHm3K1btzLVKwAgxzU2Nsrj8STURmyRzo/UqNxTrB1NqxzqDMgMY216HqRojHle0q5pbltnrX1twntKJL0l6dvW2j+c5vM3SvqOpMXW2tv3u7e+vt6eO3duRn0DAPJPZ2en2tvbFQgEFJRXPxhepvCCB7WjaRW7WZFzjDHnrbX1s31/OtfMHZT07WnueWvS62bFNjZ8fQaff3bs9y9Jum+YAwAUtrq6OnWPLtK+tkvqHQxqWVU5QQ55K21hzlrbr9h0aSq+IOkfrLWXZ3DvR8Z++1P8DgBAgXn1QuwxJMHIqCSpZzConcfekCQCHfKOY2vmjDHLJTVJ+lqSa2uNMduMMR8xxvzi2BTrVyX9rbV28ugeAAAJ9rVdGg9ycTyWBPnKyRMg/q2kgKRXklwLS/qMpD+R5JX0pmKh7z9lrTsAgGtN9fgRHkuCfORYmLPW/oliYS3ZtdclfSy7HQEA8sWyqnL1JAluPJYE+SgXHk0CAEBa7WhapXJPcUKNx5IgXzk5zQoAQNoFWlv1gQMH9UqvX7crqvR/P/xpXf7QJ9jNirxFmAMA5I1Aa6v8z+6WDYVkJC0e+rm2vvGKbn36IX1qzeNOtwdkBNOsAIC8cfPAQdlQKKHmHR6W5y/+XK/0DTjUFZBZhDkAQN4Y8Sd/FOmSgdva281jSpGfCHMAgLxR4vMlrd9cuEg94UiWuwGygzAHAMgbS7c9o3BpaUItVFqqr2/4jGq8Hoe6AjKLDRAAgLxR2dysW4ND8vzFn2vJwG3dXLhIX9/wGZ3+WIP21yYftQPcjjAHAMgrn/rtTXrlU+u1vduvnnBENV6P9tf69HT1QqdbAzKCMAcAyDtPVy8kvKFgsGYOAADAxQhzAAAALkaYAwAAcDHCHAAAgIsR5gAAAFyMMAcAAOBihDkAAAAXI8wBAAC4GGEOAADAxQhzAAAALkaYAwAAcDHCHAAAgIsR5gAAAFysxOkGAACpG7pwU3farml0MKziKq8WNK1QxZqlTrcFwAGEOQCu1dnZqfb2dgUCAVVWVqqxsVF1dXVOt5VxQxduavDYFdlIVJI0OhjW4LErkkSgAwoQ06wAXKmzs1Otra0KBAKSpEAgoNbWVnV2djrcWebdabs2HuTibCSqO23XnGkIgKMIcwBcqb29XZFIJKEWiUTU3t7uUEfZMzoYTqkOIL8R5gC4UnxEbqb1fFJc5U2pDiC/EeYAuFJlZWVK9XyyoGmFjCfxr2/jKdKCphXONATAUYQ5AK60usYnRRPXjSkajdXzXMWapap66v3jI3HFVV5VPfV+Nj8ABYrdrABc6a1/aJN3eFTDS2pkPaUykWGV3urRW7evSxs3Od1exlWsWUp4AyCJMAfApe7e7leptSq9M5BYN8ahjgDAGUyzAnCl+YsWp1QHgHxFmAPgSg2bNqukNHH3ZkmpVw2bNjvUEQA4g2lWAK60umGd/tuoR4fvRRV4z3xVvn1XfzCvSKsbPuF0awCQVYzMAXClV/oG9BUzX4GKBZIxClQs0FfMfL3SNzD9mwEgjxDmALjS3m6/glGbUAtGrfZ2+x3qCACcQZgD4Eo94UhKddfpfFk68EGppSr2u/NlpzsCkKMIcwBcqcbrSanuKp0vS61fkgLXJdnY79YvEegAJEWYA+BKO2t9Ki9KfKZceZHRzto8OAGifY8UCSbWIsFYHQAmYTcrAFd6unqhpNjauZ5wRDVej3bW+sbrrha4kVodQEEjzAFwraerF+ZHeJus8oGxKdYkdQCYhGlWAMg1jbslT3lizVMeqwPAJIQ5AMg1dRul5hekygclmdjv5hdidQCYhGlWAMhFdRsJbwBmhJE5AAAAFyPMAQAAuBhhDgAAwMUIcwAAAC5GmAMAAHAxwhwAAICLEeYAAABcLO1hzhizxRhzyhgzaIyxxpgVSe55rzHmW8aYwNjPt4wxVZPuWW6MaTXGDBlj+o0xLxhjStPdLwAAgJtlYmTuPZJOSmq5zz1/JelRSb8p6dNjf/5W/KIxpljSCUnzJTVI+qyk35L05Qz0CwAA4FppPwHCWntQkowx9cmuG2NWKxbgPmGtPT1W+11JHcaYVdbaS5LWS/qApF+w1l4fu+cPJX3dGLPLWnsn3X0DAAC4kRPHea2VdE/S6Qm170sakvRxSZfG7rkYD3Jj2iR5JT0m6VR2WgWA9Hv1Qo/2tV1S72BQy6rKtaNplZ5cU+N0WwBcyokwVy3plrXWxgvWWmuMuTl2LX7Pzya9r1/S6IR7EhhjtkjaIknLly9Pd88AkBavXujRzmNvKBgZlST1DAa189gbkkSgAzArM1ozZ4x5fmwzw/1+fj2F77VJamZSPdk9U9attYettfXW2volS5ak0AoAZM++tkvjQS4uGBnVvrZLDnUEwO1mOjJ3UNK3p7nnrRl+Vp+kpcYYEx+dM8YYSUv0zmhcn6RfnfS+xZKK9e4ROwBwjd7BYEp1AJjOjMKctbZfsWnOdDgjaZ5i6+Li6+bWSqqY8PqMpD82xjxgrb0xVvuUpLCk82nqAwCybllVuXqSBLdlVeUOdAMgH2TiOXPVxpiPSHporPSIMeYjxpiFkmStvSjpe5L+0hjzMWPMWkl/KenvxnaySrFHm/xE0hFjzBpjzG9I2ifpa+xkBeBmO5pWqdxTnFgsNrr2oFf1p3+iV/oGnGkMgGtl4jlzX5R0QdJLY69PjL3+lxPu+ZykHykW2trG/vzb8YvW2lFJT0h6W7Gdrt+RdEzS9gz0CwBZ8+SaGu196kOqiY/ElRVr+JFKjS6r0I1wRNsvXSfQAUiJmbCpNG/U19fbc+fOOd0GANxX/emf6EY48q76A16Pzn38Aw50BMAJxpjz1tqkz+edCc5mBQCH9CQJcverA0AyhDkAeeVE9wmt/+561X2zTuu/u14nuk843dKUaryelOoAkAxhDkDeONF9Qi2nW+Qf8svKyj/kV8vplpwNdDtrfSovMgm18iKjnbU+hzoC4EZOnAABAGkz8Wis4tI7Kl78sEorfzh+PTQa0qHXD+mJ2icc7DK5p6sXSpL2dvvVE46oxuvRzlrfeB0AZoIwB8C1Jh+NNTK8QCP+pyQpIdD1DfU50t9MPF29kPAGYE6YZgXgWsmOxpIt1fDNpoRSdUXSI50dE2ht1ZXHG3Vx9SO68nijAq2tTrcEwMUYmQPgWlMdgWVHqsb/XFZcpq2Pbs1WS9MKtLbK/+xu2VBIkjTS2yv/s7slSZXNzU62BsClGJkD4FpTHYFVUnpXRka+Cp9aPt6SU+vlbh44OB7k4mwopJsHDjrUEQC3Y2QOgGvtaFqVsGZOkso9xdr7r35NT675rIOdTW3E70+pDgDTIcwBcK0n19RI0vhu1mVV5drRtGq8Lkn+vuPqvrpfobBfZV6faldul696g1Mtq8kAPNUAACAASURBVMTn00hvb9I6AMwGYQ6Aqz25piYhvE3k7zuurq5dikZja+tC4V51de2SJMcC3dJtzySsmZMkU1ampduecaQfAO7HmjkAeav76v7xIBcXjQbVfXW/Qx3FNjn4ntujkmXLJGNUsmyZfM/tYfMDgFljZA5A3gqFk69Dm6qeLZXNzYQ3AGnDyByAvFXmTb4Obao6ALgRYQ5A3qpduV1FRYmPLykqKlftyu0OdQQA6cc0K4C8Fd/kkEu7WQEg3QhzAPKar3oD4Q1AXmOaFQAAwMUIcwAAAC7GNCsAuMirF3rue+IFgMJDmAMAl3j1Qk/CWbQ9g0HtPPaGJBHogALGNCsAuMS+tkvjQS4uGBnVvrZLDnUEIBcQ5gDAJXoHgynVARQGwhwAuMSyqvKU6gAKA2EOAFxiR9MqlXuKE2rlnmLtaFrlUEcAcgEbIADAJeKbHNjNCmAiwhwAuMiTa2oIbwASMM0KAHkm0NqqK4836uLqR3Tl8UYFWludbglABjEyBwB5JNDaKv+zu2VDIUnSSG+v/M/uliRVNjc72RqADGFkDgDyyM0DB8eDXJwNhXTzwEGHOgKQaYQ5AMgjI35/SnUA7keYA4A8UuLzpVQH4H6smQMAFxm6cFN32q5pdDCsinn/pErPERUF/VLlA1Ljbi3d9kzCmjlJMmVlWrrtGQe7BpBJjMwBgEsMXbipwWNXNDoYVnnRKVVGDqgo2CvJSoHrUuuXVPkLQfme26OSZcskY1SybJl8z+1h8wOQxxiZAwCXuNN2TTYSlSRVlhxRkQkn3hAJSu17VLntx4Q3oIAwMgcALjE6+E54Kzb9yW8K3MhSNwByBWEOAFyiuMo7/udRuzj5TZUPZKkbALmCMAcALrGgaYWMJ/bXdmBks6LWm3iDp1xq3O1AZwCcxJo5AHCJijVLJcXWzgUH16nI43nXblbVbXS4SwDZRpgDABepWLN0PNRJDZJ2OtkOgBzANCsAAICLEeYAAABcjDAHAADgYqyZAwCXmXikV3GVVwuaVkxYRweg0BDmAMBF4kd6xU+CGB0Ma/DYFUki0AEFimlWAHCRiUd6xdlIVHfarjnTEADHEeYAwEUmHuk1kzqA/EeYAwAXmXik10zqAPIfYQ4AXGTikV5xxlOkBU0rnGkIgOPYAAEALjLxSC92swKQCHMA4DqJR3oBKHRpn2Y1xmwxxpwyxgwaY6wxZsWk6yuMMf+XMabbGBMc+73XGFM+6T6b5OeL6e4XAADAzTKxZu49kk5Kapni+sOSiiX9O0kfkPTvJW2WdCjJvV+Q5Jvw88009woASCLQ2qorjzfq4upHdOXxRgVaW51uCcAU0j7Naq09KEnGmPoprn9P0vcmlLqNMX8q6TlJWybdPmit7Ut3jwCAqQVaW+V/drdsKCRJGuntlf/Z3ZKkyuZmJ1sDkESu7GZdIOnnSeqHjDH9xpgfGGO+aIzJlX4BIG/dPHBwPMjF2VBINw8cdKgjAPfj+AYIY8xySdsl/cdJl3ZLOiXpnqRGSV+WtFjS81ltEAByVGdnp9rb2xUIBFRZWanGxkbV1dXN+XNH/P6U6gCcNaMwZ4x5XtKuaW5bZ619LZUvN8a8T1KbpP9P0oGJ16y1z014+UNjTPFYD0nDnDFmi8amaZcvX55KGwDgGv6+43r+9P+pf7o7rKiMzHulFcW/qEcHHlXr2Lq2uQa6Ep9PI729SesAcs9Mpy0PSlo9zc//TOWLjTHVio28/VjSb1tr7TRvOStpwVgAfBdr7WFrbb21tn7JkiWptAIArnDtWy367vad+h+3Y0FOkqyR/nnBP+v1ha8rEomovb19zt+zdNszMmVlCTVTVqal256Z82cDSL8ZjcxZa/sl9afrS40xPsWC3E8kfdZaOzKDt31EUkjSYLr6AAC3CLS26u1939Gx3ynWcKlJvGikawuu6dGBRxUIBOb8XfFNDjcPHNSI368Sn09Ltz3D5gcgR6V9zdzYiFu1pIfGSo8YY6okvWWtHTDGLJP0mqReSc9IWmzM+F9Mt6y1o8aY5rHPOCMpKGmdpD2SDltrOU0aQMG5eeCgzLB0e0Hy61axyY3Kysq0fF9lczPhDXCJTGyA+KKkP5nw+sTY789L+oak9ZLeP/bz1qT3/qKka5Iikn5P0lcUmwruVmxDxJ9noF8AyHnxzQeL7kj9SfKakZHH41FjY2OWOwPgtLQ/6sNa22KtNUl+vjF2/RtTXDfW2mtj93zPWrvGWjvfWlthrf2QtfbQDKdjASDvxDcffPa1qEqHJy0xttKq8Co1NzenZTcrAHfhuW0A4ALxTQkNP7X63b+PanHAStaqLCJ95uHP6G9+928IckCBcvw5cwCA6U3clNBw0a91g+9jUwIASYQ5AHANNiUASIZpVgAAABcjzAEAALgY06wA4DIXO06p4+gR3b3dr/mLFqth02atbljndFsAHEKYAwAXudhxSicPv6iR4djz0+/239LJwy9KEoEOKFCEOQBwkY6jR8aDXNzIcFgdR484FuaGLtzUnbZrGh0Mq7jKqwVNK1SxZqkjvQCFiDAHAC5y93byY7Knqmfa0IWbGjx2RTYSlSSNDoY1eOyKJBHogCxhAwQAuMj8RYtTqmfanbZr40EuzkaiutN2zZF+gEJEmAMAF2nYtFklpd6EWkmpVw2bNmengc6XpQMflFqqpAMf1OhgKOlto4PhpHUA6cc0KwC4SHxdnCO7WTtfllq/JEWCsdeB6yo2/Rq1S951a3GV9101AJlBmAMAl1ndsM6ZzQ7te94JcmMWFH9DgyNfktU74c14irSgaUWWmwMKF9OsAICZCdx4V6mi5B9UVfKfx0fiiqu8qnrq/Wx+ALKIkTkAwMxUPiAFrr+rXLHoqiq2/YoDDQGQGJkDgLzm7zuu73+/Qe3//Zf0/e83yN93fPYf1rhb8pQn1jzlsToAxzAyBwB5yt93XF1duxSNxta5hcK96uraJUnyVW9I/QPrNsZ+t++JTblWPhALcvE6AEcQ5gAgT3Vf3T8e5OKi0aC6r+6fXZiTYsGN8AbkFKZZASBPhcL+lOoA3IkwBwB5qszrS6kOwJ0IcwCQp2pXbldRUeKGhaKictWu3O5QRwAygTVzAJCn4uviuq/uVyjsV5nXp9qV22e/Xg5ATiLMAUAe81VvyGh4u9hxypmjxQCMI8wBAGblYscpnTz8okaGw5Kku/23dPLwi5JEoAOyiDVzAIBZ6Th6ZDzIxY0Mh9Vx9IhDHQGFiTAHAJiVu7f7U6oDyAzCHABgVuYvWpxSHUBmEOYAALPSsGmzSkq9CbWSUq8aNm12qCOgMLEBAgAwK/FNDuxmBZxFmAMAzNrqhnWEN8BhTLMCAAC4GGEOAADAxZhmBQCkzN93nGPCgBxBmAMApMTfd1xdXbsUjQYlSaFwr7q6dkkSgQ5wANOsAICUdF/dPx7k4qLRoLqv7neoI6CwEeYAACkJhf0p1QFkFtOsAICUlHl9CoV7Nb/3Y1ryv35LJaFFGim7rcHV7U63BhQkRuYAACmpXbldC/p+TdU//bw8ocUyMvKEFmvJGxs1dOGm0+0BBYeROQBASnzVGzT6z5VStDjxwojRnbZrqliz1JnGgALFyBwAIHV3i5OWRwfDWW4EAGEOAJCy4ipvSnUAmUOYAwCkbEHTChlP4j8hRmEtWN3nUEdA4SLMAQBSVrFmqarqb6vY3JIUVbFuqqrkBVX8eIvU+bLT7QEFhQ0QAIBZqej+I1V4rycWI5La90h1G1P6rFcv9Ghf2yX1Dga1rKpcO5pW6ck1NelrFshjhDkAwOwEbqRWn8KrF3q089gbCkZGJUk9g0HtPPaGJBHogBlgmhUAMDuVD6RWn8K+tkvjQS4uGBnVvrZLs+0MKCiEOQDA7DTuljzliTVPeayegt7BYEp1AIkIcwCA2anbKDW/IFU+KMnEfje/kPJ6uWVV5SnVASRizRwAYPbqNqYc3ibb0bQqYc2cJJV7irWjadVcuwMKAmEOAOCo+CYHdrMCs0OYAwA47sk1NYQ3YJYIcwCAtLh8tk9njl/VvYGw5i30au2GlXroo9VOtwXkvbRvgDDGbDHGnDLGDBpjrDFmRZJ7ro1dm/jzZ5PuWW6MaTXGDBlj+o0xLxhjStPdLwBg7i6f7dOpl7p0byAsSbo3ENapl7p0+SzHewGZlondrO+RdFJSyzT37ZHkm/DzfPyCMaZY0glJ8yU1SPqspN+S9OX0twsAmKszx69qZDiaUBsZjurM8asOdQQUjrRPs1prD0qSMaZ+mlvvWmun+k+29ZI+IOkXrLXXxz7vDyV93Rizy1p7J20NAwDmLD4iN9M6gPRx8jlz240xt40xPzTG7Jo0hbpW0sV4kBvTJskr6bGsdgkAmNa8hd6U6gDSx6kw94JiU6frJL0oaZukr064Xi3pZ5Pe0y9pdOwaACCHrN2wUiWlif+klJQWae2GlQ51BBSOGYU5Y8zzSTYsTP759Zl+qbX2K9baU9baTmvt1yX9nqR/a4xZNPG2qd4+RY9bjDHnjDHnbt26NdNWAABpcGXJef2P9/+/uls6ICur4gVRrfvcw+xmBbJgpmvmDkr69jT3vDWHPs6O/f4lSbcl9Un61Un3LJZUrHeP2EmSrLWHJR2WpPr6+qmCIAAgzU50n1DL6RaFFoR07rH/LkkqKy7Tg0ta9JCecLg7IP/NKMxZa/sVm+bMlI+M/faP/T4j6Y+NMQ9Ya2+M1T4lKSzpfAb7AACk6NDrhxQaDSXUQqMhHXr9kJ6oJcwBmZb23azGmGrF1rU9NFZ6xBhTJekta+2AMWatpI9JOiUpIOmXJR2Q9LfW2vjo3klJP5F0xBjzf0haJGmfpK+xkxUAckvfUPIHE0xVB5BemdgA8UVJFyS9NPb6xNjrfzn2OizpM5Jek/RTxZ439zXFNkRIkqy1o5KekPS2pO9L+o6kY5K2Z6BfAMAcVFckXxc3VR1AemXiOXMtus8Dg621rys2Mjfd57wl6V+krTEAQEZsfXRrbM3chKnWsuIybX10q4NdAYWDs1kBAHMSXxd36PVD6hvqU3VFtbY+upX1ckCWEOYAALN2ovtEQojb27CXEAdkGWEOADAr448kGZte9Q/51XK6RZIIdEAWOXmcFwDAxe73SBIA2UOYAwDMCo8kAXIDYQ4AMCs8kgTIDYQ5AMCsbH10q8qKyxJq0z2S5GLHKR3+/c/ry5uadfj3P6+LHacy3SaQ99gAAQCYlVQfSXKx45ROHn5RI8NhSdLd/ls6efhFSdLqhnXZaRrIQ4Q5AMCsPVH7xIx3rnYcPTIe5OJGhsPqOHqEMAfMAdOsAICsuHu7P6U6gJkhzAEAsmL+osUp1QHMDGEOAJAVDZs2q6TUm1ArKfWqYdNmhzoC8gNr5gAAWRFfF9dx9Iju3u7X/EWL1bBpM+vlgDkizAEAsmZ1w7opw9srfQPa2+1XTziiGq9HO2t9erp6YZY7BNyHMAcAyKjOzk61t7crEAiosrJSjY2NqqurS7jnlb4Bbb90XcGolSTdCEe0/dJ1SSLQAdNgzRwAIGM6OzvV2tqqQCAgSQoEAmptbVVnZ2fCfXu7/eNBLi4Ytdrb7c9ar4BbEeYAABnT3t6uSCSSUItEImpvb0+o9YQT75muDuAdhDkAQMbER+Smq9d4PUnvm6oO4B2EOQBAxlRWVs6ovrPWp/Iik1ArLzLaWevLWG9AviDMpcGJ7hNa/931qvtmndZ/d71OdJ9wuiUAyAmNjY3yeBJH1zwejxobGxNqT1cv1P5VD+oBr0dG0gNej/avepDND8AMsJt1jk50n1DL6RaFRkOSJP+QXy2nWyRpxucVAkC+iu9anW43qxQLdIQ3IHXGWjv9XS5TX19vz507l5XvWv/d9fIPvXu3la/Cp5O/dTIrPQAAAPcyxpy31tbP9v2MzM3C5bN9OnP8qu4NhPV46RZ1zzupmp63VBEq1lDZqM6v+rmu1fQ53SYAACgAhLkUXT7bp1MvdWlkOCpJmj+8UHW3n1Zk9KSiuqR5oRL96huLVOWNOtwpAAAoBGyASNGZ41fHg1ycMR6VlDeMvy6JFumxy1XZbg0AABQgwlyK7g2Ek9ZN0fyE1yOD97LRDgAAKHCEuRQMXbip8in+H7PRuwmvg+/Jv40lAAAg97BmLgV32q5ptbdIPwpGNTqhbm1EI8GO8dcjRVH94P0D2W+wAL16oUf72i6pdzCoZVXl2tG0Sk+uqXG6LcAdOl+W2vdIgRtS5QNS426pbqPTXQFIEWEuBaODYT3oLZYkXQxFFbRSuZEWm35dKP6JKiLv7GYNPZT8qedIn1cv9GjnsTcUjMSidc9gUDuPvSFJBDpgOp0vS61fkiLB2OvA9dhriUAHuAxhLgXFVd7xQBcPdZJ00zNPu36pZ/x1WXGZWh7d6kSLBWVf26XxIBcXjIxqX9slwhwwnfY97wS5uEgwVifMAa7CmrkULGhaIeNJ/L/MeIoU/ESZfBU+GRn5Knxq+XgLpz9kQe9gMKU6gAkCN1KrZ0Lny9KBD0otVbHfnS9n77uBPMLIXAoq1iyVFFs7NzoYVnGVVwuaVuhX1yzVSTU53F3hWVZVrp4kwW1ZVbkD3QAuU/lAbGo1WT0bmOYF0oYwl6KKNUvHQx2ctaNpVcKaOUkq9xRrR9MqB7sCXKJxd2KYkiRPeayeDUzzAmnDNCtc68k1Ndr71IdUU1UuI6mmqlx7n/oQ6+WAmajbKDW/IFU+KMnEfje/kL0gNcNp3kBrq6483qiLqx/RlccbFWhtzUJzgLswMjdHr/QNaG+3Xz3hiGq8Hu2s9enp6oVOt1UwnlxTQ3gDZqtuo3OjYDOY5g20tsr/7G7ZUEiSNNLbK/+zsZHDyubmrLQJuAEjc3PwSt+Atl+6rhvhiKykG+GItl+6rlf6eMYcANxX4+7YtO5Ek6Z5bx44OB7k4mwopJsHDmajQ8A1CHNzsLfbr2A08aSHYNRqb7ffoY4AwCVmMM074k/+d+lUdaBQMc06Bz3hSEp1AMAE00zzlvh8GuntTVoH8A5G5uagxutJqQ4AmLml256RKStLqJmyMi3d9oxDHQG5iTA3BztrfSovMgm18iKjnbX8VyMAzFVlc7N8z+1RybJlkjEqWbZMvuf2sPkBmIRp1jmI71plNysAZEZlczPhDZgGYW6Onq5eSHgDgDGdnZ1qb29XIBBQZWWlGhsbVVdX53RbQF4jzAEA0qKzs1Otra2KRGKbwAKBgFrHHvJLoAMyhzVzAIC0aG9vHw9ycZFIRO3t7Q51BBQGRuZSxIkPAJBcIBBIqQ4gPRiZSwEnPgDA1CorK1OqA0gPwlwKOPEBAKbW2NgojyfxOZsej0eNjY0OdQQUBqZZU8CJDwAwtfgmB3azAtlFmEtBjdejG0mCGyc+AEBMXV0d4Q3IMqZZU8CJDwAAINcwMpcCTnwAAAC5hjCXIk58AIDcwYkTQAamWY0xW4wxp4wxg8YYa4xZMen6r4/Vk/386wn3Jbv+xXT3CwBwp/iJE/Hn2MVPnOjs7HS4MyC7MrFm7j2STkpqmeL6aUm+ST97Jd2T9PeT7v3CpPu+mf52AQBuxIkTQEzap1mttQclyRhTP8X1YUl9E2vGmKcl/bW19t6k2wettX0CABScE90ndOj1Q+ob6lN1RbW2PrpVT9Q+MX6dEyeAGMd3sxpjfl3SQ5IOJ7l8yBjTb4z5gTHmi8YYx/sFAGTeie4TajndIv+QX1ZW/iG/Wk636ET3ifF7OHECiMmFcLRF0o+stecm1XdL+oyk35B0VNKXJf1RlnsDADjg0OuHFBoNJdRCoyEdev3Q+GtOnABiZjTNaox5XtKuaW5bZ619LZUvN8YslPSUpP8w+Zq19rkJL39ojCke6+H5KT5ri2LBUMuXL0+lDQBAmvn7jqv76n6Fwn6VeX2qXbldvuoNM35/31DyFTYT65w4AcTMdM3cQUnfnuaet2bx/f9GUlTSSzO496ykBcaY91lrfzb5orX2sMamauvr6+3k6+n26oUe7Wu7pN7BoJZVlWtH0yo9uaYm018LADnP33dcXV27FI0GJUmhcK+6umLjATMNdNUV1fIPvfvc6+qK6oTXnDgBzHCa1Vrbb63tmubn7Vl8/+9IetlaO5PVqh+RFJI0OIvvSatXL/Ro57E31DMYlJXUMxjUzmNv6NULPU63BgCO6766fzzIxUWjQXVf3T/jz9j66FaVFZcl1MqKy7T10a1p6RHIJ2nfzWqMqZZUrdimBkl6xBhTJekta+3AhPs+IekRjU2NTvqM5rHPOCMpKGmdpD2SDltrw+nuOVX72i4pGBlNqAUjo9rXdml8dG7owk3dabum0cGwiqu8WtC0QhVrljrRLgBkVSj87hG1+9WTie9avd9uVgAxmTgB4ouS/mTC6/jWo89L+saE+hckXbTWfj/JZ0Qk/Z6kryg2etit2IaIP093s7PROxi8b33owk0NHrsiG4lKkkYHwxo8dkWSCHQA8l6Z16dQuDdpPRVP1D5BeANmIO27Wa21LdZak+TnG5Pu+zfW2kem+IzvWWvXWGvnW2srrLUfstYestaOpLvf2VhWVX7f+p22a+NBLs5GorrTdi3TrQGA42pXbldRUeLfk0VF5apdud2hjoD8lguPJnGdHU2rVO4pTqiVe4q1o2mVpNhIXDJT1QEgn/iqN+jhh/9UZd5lkozKvMv08MN/mtJuVgAzl4lp1rwXXxc31W7W4ipv0uBWXOXNap8A4BRf9QbCG5AlhLlZenJNzZSPIlnQtGJ8zdybd3+izp//o94evaN5Cxbp1zqGtLphXZa7BQAA+YowlwHxTQ4/+utW/eD29zQ6ttTv3p3bOnn4RUki0AEAgLRgzVyGVKxZqh8P/dN4kIsbGQ6r4+gRh7oCAAD5hjCXQXdv96dUBwAASBVhLoPmL1qcUh0AACBVhLkMati0WSWliTtYS0q9ati02aGOAABAvmEDRAbFNzl0HD2iu7f7NX/RYjVs2szmBwAAkDaEuQxb3bCO8AYAADKGaVYAAAAXI8wBAAC4GGEOAADAxQhzAAAALkaYAwAAcDHCHAAAgIvxaBIAKECv9A1ob7dfPeGIarwe7az16enqhU63BWAWCHMAUGBe6RvQ9kvXFYxaSdKNcETbL12XJAId4EJMswJAgdnb7R8PcnHBqNXebr9DHQGYC0bmABSky2f7dOb4Vd0bCGveQq/Wbliphz5a7XRbWdETjqRUB5DbGJkDUHAun+3TqZe6dG8gLEm6NxDWqZe6dPlsn8OdZUeN15NSHUBuI8wBKDhnjl/VyHA0oTYyHNWZ41cd6ii7dtb6VF5kEmrlRUY7a30OdQRgLphmBVBw4iNyM63nm/gmB3azAvmBMAeg4Mxb6E0a3OYt9DrQjTOerl5IeAPyBNOsAArO2g0rVVKa+NdfSYnV2tLDUkuVdOCDUufLDnUHAKlhZA5AwYnvWh3fzTpvVGtL/0IPqT12Q+C61Pql2J/rNs76e/x9x9V9db9CYb/KvD7VrtwuX/WGubYPAAkIcwAK0kMfrX7nUSQHPhgLcBNFglL7nlmHOX/fcXV17VI0GpQkhcK96uraJUmzCnRDF27qTts1jQ6GVVzl1YKmFapYs3RWvQHIL0yzAkDgRmr1Gei+un88yMVFo0F1X92f8mcNXbipwWNXNDoYW+c3OhjW4LErGrpwc9b9AcgfhDkAqHwgtfoMhMLJT1OYqn4/d9quyUYSH6ViI1Hdabs2m9YA5BnCHAA07pY85Yk1T3msPktl3uTPbJuqfj/xEbmZ1gEUFsIcANRtlJpfkCoflGRiv5tfmNPmh9qV21VUlBgQi4rKVbtye8qfVVyV/JEpU9UBFBY2QACAFAtucwhvk8U3OaRjN+uCphUaPHYlYarVeIq0oGlFutoF4GKEOSCHFfJh8PnAV70hLY8iie9aZTcrgGQIc0COih8GHz9DNH4YvCQCXQGqWLOU8AYgKdbMATmq0A+DBwDMDGEOyFGFfhg8AGBmCHNAjprq0PdCOgweADA9whyQo5IeBl9a9P+3d/cxctR1HMffn5bjPFoLlgLXR0oRKiIIUh9AjKAgKG1A0IgPKCZa4wMmhqKpVQMBRUI1KgryoKJoUSMIAbFFVIwiGlTwAeih1kp7vQq1FoQeR2m//vGbw+2ye3t7nWV2up9XMundb34z+51v526/O7/fzHHkyfsXFJGZmbUj3wBh1qae8cfgfTermZnV4GLOrI1t98fgzczMavAwq5mZmVmJuZgzMzMzKzEXc2ZmZmYl5jlzZh1kYP2NufytUDMzax8u5sw6xMD6G1m5cgnbtg0C8MTQOlauXALggs7MrMQ8zGrWIVb9fenThdywbdsGWfX3pQVFZGZmefCVObMO8cTQQFPt1p6uW7+RC1cN0D+0hendXSyeM5XTeicXHZaZFchX5sw6xHO6pzbVbu3nuvUbWdS3hrVDWwhg7dAWFvWt4br1G4sOzcwK5GLOrEPM2X8R48b1bNc2blwPc/ZfVFBE1qwLVw0wuC22axvcFly4yldXzTqZh1nNOsTwTQ6+m7W8+oe2NNVuZp3BxZxZB5nae3JuxdsNd/dz8Yo+1m0aZNoePZxzwlxOOXx6Lvu22qZ3d7G2RuE2vburgGjMrF14mNXMmnbD3f0svv7P9G8aJID+TYMsvv7P3HB3f9Gh7dQWz5lKzzht19YzTiye43mPZp0s12JO0mRJl0haKWlQ0hpJl0nas6rf8yRdI+mRbLlG0h5VfWZJuknS45I2SPqSpF3zjNfMxubiFX0Mbtm6Xdvglq1cvKKvoIg6w2m9k1k6dyYzursQMKO7i6VzZ/puVrMOl/cw6zRgOvBR4L7s60uBa4HXVfRbBswCXg8EcBVwDbAAQNJ44EfAv4FXAXsC3wQEnJVzzGbWpHWbBptqt/yc1jvZ9bcQ0wAACdhJREFUxZuZbSfXYi4i/gKcWtH0N0nnADdLmhQRj0o6CDgRODoifg0g6X3ALyXNjYg+UuF3MLBvRKzJ+nwUuErSkoh4NM+4zaw50/boob9G4TZtj54avc3MrJWejTlzk4AhYHP2/ZHAY8CvK/rcATwOHFXR5/7hQi6zAugGjmhptGbW0DknzKWna/x2bT1d4znnhLkFRWRm1rlaejdrNg/ufODKiHgqa+4FHo6Ipx+WFBEh6aFs3XCff1XtbgOwtaJP9WstBBYCzJo1K7djMLNnGr5r1XezmpkVb1TFnKQLgCUNuh0bEbdXbDMBuAnoJ82hqxQ8k6raa/Wp2x4RVwBXAMybN6/etmaWk1MOn+7izcysDYz2ytwXgG836PPg8BeSJgK3ZN/Oj4gnKvqtB/aWpOGrc5IE7MX/r8atB15Ztf8pwHieecXOzMzMrGONqpiLiA2kYc6GJD0X+DHpStuJEfFYVZc7gYmkeXHD8+aOBCZUfH8n8AlJMyJibdZ2PGnu3e9HE4eZmZlZJ8h1zlxWyN1KuunhFGBCNtwKsDEinoyI+yUtBy6X9F5S0Xc5cHN2JyvZPu4FviXpbNKjSS4mzb3znaxmZmZmmbzvZj0CeAXwQuABYKBiOaqi39uBP5KKthXZ12cMr4yIrcBJpDtg7wC+B1wP+C+Cm5mZmVXI+zlzt5OutDXqtxF4R4M+DwLz84nMzMzMbOfkv81qZmZmVmIu5szMzMxKzMWcmZmZWYm5mDMzMzMrMRdzZmZmZiXmYs7MzMysxFzMmZmZmZWYizkzMzOzEnMxZ2ZmZlZiLubMzMzMSszFnJmZmVmJuZgzMzMzKzEXc2ZmZmYl5mLOzMzMrMRczJmZmZmVmCKi6BhyJ+lh4J9Fx7GDpgAbig6iDTkv9Tk3tTkvtTkv9Tk3tTkv9e1obvaNiL3GuvFOWcztDCT9LiLmFR1Hu3Fe6nNuanNeanNe6nNuanNe6is6Nx5mNTMzMysxF3NmZmZmJeZirn1dUXQAbcp5qc+5qc15qc15qc+5qc15qa/Q3HjOnJmZmVmJ+cqcmZmZWYm5mDMzMzMrMRdzLSZpoaSfS9okKSTNrlo/W9LXJK2SNJj9e6Gknoo+e0laIWmdpCFJayR9RdLuDV57H0lXZ9ttlrRc0gGtOdLmFZybiZIukbQ223efpI+05kibU3Beos7yldYcbXOKzE227YGSrs9ef7OkP0g6KP8jbU7B58zVNc6X37TmSJtT9PlSsY8rstdflN/R7ZiCz5nzJa2U9Lik/0j6qaSjWnOkzSkqL5K6JF0k6U9ZXgYkLZM0azRxu5hrvd2AW4Fz66x/ATAeeD9wMHAW8E7gixV9tgE/BBYABwJnAq8Frqz3opIE3AAcAJwCHE56kPJtkiaM9WByVkhuMp8HTgLOAA4CPg18VtIZzR9G7orMy9SqZUHW/v3mDqFlCsuNpP2AO4B/AK8BXgR8AnhsLAeSsyLPGYDb2P68eUOT8bdK0XlB0puAlwLrmg2+xYrMTR/wQeAQ4GjSz9RySfs0fxi5KyovuwEvIb0XvQQ4GZhJyssuDaOOCC/PwgLMAwKYPYq+HwD+3aDPh4GBEdYfmL3eiyvaxgEPAe8pOh9F5ibr8xfgvKq2XwBfLjofRealxjZXAn1F56IdcgMsA75T9LG3YV6uBm4u+tjbLS9Zv32BftIHxtXAoqJz0S65qdpmUhbDCUXno83y8sIshkMa9fWVufY0CfhPvZWSpgGnkoqPerqzf58YboiIbcAQ6ZNQWeWRG4BfAQskzcy2Owo4DFieU5zPtrzyUrnNROB0RnkFoo3tcG4kjSN9yr5PabrCw5LukvSW3KN99uR5zhwt6SFJD0i6UtLeeQVZgFzykl1NuRa4ICLuzzXC4rTi98yuwELgUeCeHQ2wILnnpWK/jLTvYS7m2kw2Pr4IuLTGumslbSZ90vsv8O4RdrWSNKz6GUmTJe0q6WPADNIwSOnkmBtIn5LuAR6UtIX0Q/axiLg536hbL+e8VHob6UPBN/OIswg55mZvYCLwcdIQzPGkN+rvSJqfd9ytlvM5s5w0zPRa4GzgZcDPJHWPuFUbyjkv55Gu1lyWe6AFyPv3jKT5kh4jXXD4CHB8RPwr36hbr1W/f7Mi93PATRGxtuEGRV/KLOMCXEC69DnSckyzl2yBfYD7SW8SqrG+lzRefzJwL3B5gziPIBUsATxF+qV7C3CLc8PZpHkbC4BDgQ+R5j6d2Ml5qdr2LuD7rTpXypQbYFr2esuq2pcBP+7UvIyQqy3AqZ2aF+DVpDfwvSraVtPiYdYy5KZimwnA84FXAF/L8jO10/OSbbcLaZ7yvcCeo9nGDw0eA0lTgCkNuj0YEZsrtplHenPcLyJW19hnL/Az0n/eWyPiqQYxHA38EpgVEWsa9N0d2DUiHpb0W+B3EfHBBvGPSRlyk9119Ajw5oi4saL9KtIP7nEN4m9aGfJS1fcw4G7gdRHxkwZx75Ay5Cb7lPw4aZ7lBRXtnwROj4iDG8TftDLkZYTt/gF8NSIuGu02Tey77fMi6VzgU6SJ8MPGZ98PRMSMBvGPSRlyM8J2fwW+FRHnj3abJvZdmrxUDM8fQiow1zeIG0jVnzUpIjYAG/Lan6SpwM8Z5UmRGR4ibziUERGPZK9zAOnTxifHGGpDJclNV7ZsrWrfSoumHpQkL5UWkj4p3zamAJtQhtxExJOS7gLmVq06kDSdIXdlyEud15kCTAcGmg5yFEqSl0uBH1S1rSC9SbdsDmpJcjPSdi0Zmi9LXiR1Ad8l3Sk/6kIO8DBrqxfSZdbDSPOPgnTL/mHA5Gz9NOAB4HbSbci9Fcv4rM984F3Zf/Bs0iM17gPurHid6aR5cm+saHszcCwwh3SZdzVwXdE5aZPc3E66o/UYYD/SreODwFmdnJesfTfSlcslReeinXJDesTPk6RC9/nAe0nDiSd1al5I8wiXAkdm2xwD3AmsBZ7bqXmpE8tq2uhu1gLPmUmkYc+XA7NI04G+Tro579AOzssupMeJ9ZMeTVK5356GcReduJ19IT2rptb4/JnZ+jPrrH96rB44jvQLchOp4HgAuAh4XsXrzK7cb9b2YWAN6Q3on8D5pOHWwvPSBrnpBb6R/eAMZj9Ui6gx76GT8pK1v5s0x3Ja0blow9ycmfUfBP5E+lTesXkBekhXnB7i/79nrgZmFp2TdjhfqmJZTXsVc0WdM7uRnsG2jlTArQNuBF5edE4KzsvsEfZb97waXjxnzszMzKzE/GgSMzMzsxJzMWdmZmZWYi7mzMzMzErMxZyZmZlZibmYMzMzMysxF3NmZmZmJeZizszMzKzEXMyZmZmZlZiLOTMzM7MS+x8Jabw3VpbHFQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nmax = -1\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "for traj in tqdm(range(n)):\n", " ax.plot(ds.lon[traj, nmax], -ds.z[traj, nmax], 'o')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Make same fig as above but with scatter instead of plot\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "for traj in range(n):\n", " ax.scatter(ds.lon[traj, nmax], -ds.z[traj, nmax], s = None)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 100/100 [00:03<00:00, 26.19it/s]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Trying to make vertical slice colormapped by depth - not working\n", "nmax = -1\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "for traj in tqdm(range(n)):\n", " ax.scatter(ds['lon'], -ds['z'], s = None, c = ds['z'], cmap = 'jet')\n", "# ax.scatter(ds['lon'], -ds['z'], s = None, c = ds['z'], cmap = 'jet') works the same as:\n", "# ax.scatter(ds.lon, -ds.z, s = None, c = ds['z'], cmap = 'jet')\n", "ax.grid()\n", "cbar = plt.colorbar(s)\n", "cbar.set_label('Depth')\n", "cbar.ax.invert_yaxis()" ] }, { "cell_type": "code", "execution_count": 287, "metadata": {}, "outputs": [], "source": [ "# NEED to run this to close the data set before tweaking it for another run - do I tho? I think just renaming the \n", "# outfile fixes that\n", "ds.close()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": true }, "outputs": [ { "ename": "ValueError", "evalue": "'c' argument has 100 elements, which is not acceptable for use with 'x' with size 1, 'y' with size 1.", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/matplotlib/axes/_axes.py\u001b[0m in \u001b[0;36m_parse_scatter_color_args\u001b[0;34m(c, edgecolors, kwargs, xshape, yshape, get_next_color_func)\u001b[0m\n\u001b[1;32m 4283\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# Then is 'c' acceptable as PathCollection facecolors?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4284\u001b[0;31m \u001b[0mcolors\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmcolors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_rgba_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4285\u001b[0m \u001b[0mn_elem\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcolors\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/matplotlib/colors.py\u001b[0m in \u001b[0;36mto_rgba_array\u001b[0;34m(c, alpha)\u001b[0m\n\u001b[1;32m 293\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcc\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 294\u001b[0;31m \u001b[0mresult\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mto_rgba\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 295\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/matplotlib/colors.py\u001b[0m in \u001b[0;36mto_rgba\u001b[0;34m(c, alpha)\u001b[0m\n\u001b[1;32m 176\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mrgba\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# Suppress exception chaining of cache lookup failure.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 177\u001b[0;31m \u001b[0mrgba\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_to_rgba_no_colorcycle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 178\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/matplotlib/colors.py\u001b[0m in \u001b[0;36m_to_rgba_no_colorcycle\u001b[0;34m(c, alpha)\u001b[0m\n\u001b[1;32m 243\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m4\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 244\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"RGBA sequence should have length 3 or 4\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 245\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m3\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0malpha\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: RGBA sequence should have length 3 or 4", "\nDuring handling of the above exception, another exception occurred:\n", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mtraj\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m \u001b[0ms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlon\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mtraj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnmin\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlat\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mtraj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnmin\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m20\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'z'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'jet'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 19\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[0;31m# Add timestamp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/matplotlib/__init__.py\u001b[0m in \u001b[0;36minner\u001b[0;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m 1597\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0minner\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1598\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1599\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msanitize_sequence\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1600\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1601\u001b[0m \u001b[0mbound\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnew_sig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbind\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/matplotlib/axes/_axes.py\u001b[0m in \u001b[0;36mscatter\u001b[0;34m(self, x, y, s, c, marker, cmap, norm, vmin, vmax, alpha, linewidths, verts, edgecolors, plotnonfinite, **kwargs)\u001b[0m\n\u001b[1;32m 4451\u001b[0m self._parse_scatter_color_args(\n\u001b[1;32m 4452\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0medgecolors\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxshape\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myshape\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4453\u001b[0;31m get_next_color_func=self._get_patches_for_fill.get_next_color)\n\u001b[0m\u001b[1;32m 4454\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4455\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mplotnonfinite\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mcolors\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/matplotlib/axes/_axes.py\u001b[0m in \u001b[0;36m_parse_scatter_color_args\u001b[0;34m(c, edgecolors, kwargs, xshape, yshape, get_next_color_func)\u001b[0m\n\u001b[1;32m 4295\u001b[0m \u001b[0;34m\"acceptable for use with 'x' with size {xs}, \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4296\u001b[0m \u001b[0;34m\"'y' with size {ys}.\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4297\u001b[0;31m \u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mn_elem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxsize\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mys\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mysize\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4298\u001b[0m )\n\u001b[1;32m 4299\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: 'c' argument has 100 elements, which is not acceptable for use with 'x' with size 1, 'y' with size 1." ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Attempt to animate\n", "\n", "# Time index\n", "timerange = ['2020 Mar 15 02:00', '2020 Mar 22 02:00']\n", "time_ind = parse(timerange[0])\n", "\n", "# nmin index\n", "nmin, nmax = 0 , -1\n", "\n", "fig, ax = plt.subplots(figsize=(19, 8))\n", "ax.contourf(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='lightgray')\n", "ax.contour(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='k')\n", "ax.set_xlim([-124., -122.7])\n", "ax.set_ylim([48.55, 49.8])\n", "ax.set_aspect(5/4.4)\n", "\n", "for traj in range(n):\n", " s = ax.scatter(ds.lon[traj, nmin], ds.lat[traj, nmin], s = 20, c = ds['z'], cmap = 'jet') # remove colormapping?\n", "\n", "# Add timestamp\n", "TEXT_OBJ = ax.text(0.02, 1.02, time_ind.strftime('%a %Y-%m-%d %H:%M:%S'), transform=ax.transAxes) \n", " \n", "# Also need to figure out how to set the color map for only one timestep\n", "\n", "# Make colorbar for depth\n", "#cbar = plt.colorbar(s)\n", "#cbar.set_label('Depth')\n", "#cbar.ax.invert_yaxis()\n", "\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "def make_figure(time_ind, nmin, nmax, ax, s, ds):\n", " \"\"\"\n", " \"\"\"\n", " \n", " for traj in range(n):\n", " s = ax.scatter(ds.lon[traj, nmin], ds.lat[traj, nmin], s = 20)\n", " \n", " # Add timestamp\n", " TEXT_OBJ = ax.text(0.02, 1.02, time_ind.strftime('%a %Y-%m-%d %H:%M:%S'), transform=ax.transAxes)\n", " \n", " # Return plot objects as dictionary\n", " PLOT_OBJS = {'s': s, 'TEXT_OBJ': TEXT_OBJ}\n", " \n", " return ds, PLOT_OBJS" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Time index\n", "time_ind = parse(timerange[0])\n", "# nmin index\n", "nmin, nmax = 0, -1\n", "\n", "# Make figure window\n", "fig, ax = plt.subplots(figsize=(19, 8))\n", "ax.contourf(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='lightgray')\n", "ax.contour(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='k')\n", "ax.set_xlim([-124., -122.7])\n", "ax.set_ylim([48.55, 49.8])\n", "ax.set_aspect(5/4.4)\n", "\n", "# Make figure\n", "ds, PLOT_OBJS = make_figure(time_ind, nmin, nmax, ax, s, ds)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Time index\n", "starttime = parse(timerange[0])\n", "# nmin index\n", "newnmin, nmax = 0, -1\n", "\n", "# Make figure window\n", "fig, ax = plt.subplots(figsize=(19, 8))\n", "ax.contourf(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='lightgray')\n", "ax.contour(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='k')\n", "ax.set_xlim([-124., -122.7])\n", "ax.set_ylim([48.55, 49.8])\n", "ax.set_aspect(5/4.4)\n", "\n", "# Make figure\n", "ds, PLOT_OBJS = make_figure(starttime, newnmin, nmax, ax, s, ds)\n", "\n", "# Step time index forward\n", "time_ind = starttime + timedelta(hours=1)\n", "# Step nmin index forward\n", "nmin = newnmin + 1\n", "\n", "# Clear previous particle locations - I'm not using contours so this doesnt work...\n", "#for C in PLOT_OBJS['s'].collections:\n", " #C.remove()\n", "\n", "# Update particle locations\n", "for traj in range(n):\n", " PLOT_OBJS['s'] = ax.scatter(ds.lon[traj, nmin],\n", " ds.lat[traj, nmin], s = 20)\n", "\n", "# Update timestamp\n", "PLOT_OBJS['TEXT_OBJ'].set_text(time_ind.strftime('%a %Y-%m-%d %H:%M:%S'))\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def update_figure(time_ind, nmin, nmax, ax, s, ds, PLOT_OBJS):\n", " \"\"\"\n", " \"\"\"\n", " \n", " # Update particle locations\n", " for traj in range(n):\n", " PLOT_OBJS['s'] = ax.scatter(ds.lon[traj, nmin],\n", " ds.lat[traj, nmin], s = 20)\n", " \n", " # Update timestamp\n", " PLOT_OBJS['TEXT_OBJ'].set_text(time_ind.strftime('%a %Y-%m-%d %H:%M:%S'))\n", " \n", " return PLOT_OBJS" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcIAAAHpCAYAAAARczywAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdd1RURxvA4d8gCNjBHjWa2BsqIoJgi9gSS8RubInBqInGKCr2GjsmlhhLYqxRUWPBCoolKqKCohh7jRUVsCNl5/tjcT8gCAssfZ5z9iTcnTv33RX23Zk7RUgpURRFUZScyiijA1AURVGUjKQSoaIoipKjqUSoKIqi5GgqESqKoig5mkqEiqIoSo6mEqGiKIqSo6lEqCiKouRo2TYRCiGKCiEWCyFuCSHeCiEeCSEOCCGap8O1nYUQXkKIx0KIF0IIPyFEuwTKdRRC/BMT3z9CiA7xnh8thDglhHgeU5enEKJGvDJCCDFJCHFfCPFGCHFICFFdjxgthBBrhBDPYh5rhBCFYj1fVAixL6bet0KIf4UQvwghCiZRb0khxJ9CiEtCiGghxMoEyvQVQsgEHmZJ1P1hzHvwSgjxRAixQAiRO9bz1YQQB2P+rcOFEDeEENNjl0mk7kFCiJsx5/kLIRrGez6l73OiMceUqSmEOBxT7z0hxAQhhEiqbkVRDCPbJkJgC2AL9AMqAW2APUDhdLh2Y8AH+AyoA+wGtsb+cBVC2AMbgXVA7Zj/bhJC1I9VTxNgMdAA+ASIAvYLISxjlRkJDAcGA/WAYMBbCJE/iRj/BKyB1kCrmP9fE+t5DbAVaIv2/esLNAOWJ1GvKfAEmAn4JVLuNVAy9kNKGf6+wkKIXMAuID/QEOgOdALcYxWLAFYBLYDKwFC0//7TEgtYCNEVmA9MR/vvdRzYI4T4MFaxZL/P+sQshCgAeAOPYuodAowAhiUWs6IoBiSlzHYPoBAgAackyt0CXOMdOwQsildmHLAUeA7cBUakIKaTgHusnzcC3vHK7AfWJ1JHPiAaaBvzswAeAGNjlTEHXgDfJFJP1Zj3xyHWMceYY5UTOW8I8CAZr3knsDKB432Bl8l8/1qjTc5lYh3rCYQDBRI5bx7gm0TdfsDyeMeuAjNS+T4nGTMwMOb3yjxWmXHAPUAY8u9CPdRDPRJ+ZNcW4cuYR7ukutv09ANwHm2raRYwO6ZFlxz5gdBYP9sDXvHK7EPb+kusDqNY9XwElIhdj5TyDXAkiXrs0b4/x2MdOwa8et95QogPAGfgcCL1Joe5EOK2EOKuEGKnEKJOEuXtgYtSyn9jHduHtgVaN6EThBAV0LZ2D8c6Vi6mG7ZvzM+5Y86P/2/hxf/fC73eZyHESiHErWTGbA/8HVNf7DIfAOUSel2KohhWtkyEUsootK2OnkCYEMJXCDE3XrdjcnhJKRdJKa9JKRcC19B2E+pFCPEtUJq4XY8l0HaHxfYo5vj7zAfOAr6x6nh3XnLqKQE8llLqFpqN+f/g+OcJIdYLIV6jbaG8AL5MpF59XQa+Atqj7S4MB44JISomEXP81/kEbQs5fszHhRDhaFt1R4ExsZ6OjLn+s5ifiwC5Eqg79nuo7/v8ALiezJjf93sQ+7qKoqShbJkIAaSUW9B+q26L9t5gA+CEEGJMoicm7Fy8n+8DxfQ5UQjREZgDfCGlvB0/zPjFEzj2rp55aLsvO0opo/WtRwixRAjx8t0jkXPed/0f0LaEPwc+Bn6OFdPLWI8lCcWdECmlr5RylZTyrJTyb6Ar2gQyOKlT9TzeNSbmHsCnwKhY174npawipdyaRB0JvReJlpFSjpZSxv+CpE/MCdWb2LmKohiQcUYHkJakdvCFd8xjihDiN2CSEGKulDIC7f2b+KPzTBKoKjJ+1ejxJSImCa4Bekspd8R7+iH//cZfjP+2DhBC/AR0A5pKKW/Eq4OYemJ3v8WuZwIwN4FrFxNCiHetwphRikXjX19K+TCm/CUhxFPgbyHEtJjuvtqxij6PH7e+pJTRQojTQGItwoeAQ7xjCbbmYnVF/hMzYOU3IcScmJ6C+BJsVRL3PdTnfU5pzO/7PSCJuhVFMZBs2yJ8j3/QJv939w0fox2xCEDM/cQqhriQEKILsBboK6XcnEARXyD+VI7mxL1vhxBiPtqWzSdSykvxyt9E+0HaPFZ5M7QjFI8DSCmDY7p0r0kpr8W6dj6096fesQfyxr9+PO9+X0xj6r4W6xGcyHmJiknCVmi7Ft/HF6gqhCgd61hz4C3gn0TMxmiTz3/EfCHyJ/F/iyTf51TE7As0jHcvuznaXodbidStKIqhZPRonbR4oJ0i4YP2HqEV2sEOndF+mHnHKjcD7bfuJkB1tFMKnvPfUaOJjixN4Prd0LYiv0f7bf/dwzJWmQZop0OMRpt8R8ecUz9WmV9i4vkkXj35YpUZFVPGGagBbED7IZo/ifdoD9oBQHZok+B5wDPW822APjF1lkM7FeQfkhiBGXNu7ZjHEWBHzP9Xi/X8RKAl2q7W2sCKmNdum0iduWJi9EE7xcEJ7X3LhbHK9Ir5d64SU3eXmDIbYpUpBVwCOsQ61hXt1Iuv0Y6onY92MFHZ5LzPMb9PB5IZc0G0v5cbYup1jrnO8Iz+O1IP9cgpjwwPIE1elLbFMh04hXaE5Wu0AyfmxUtGBYD1aAdO3AMGkfD0ieQmwkNou0/jPw7FK9cp5kM5ArgIOMd7PqE6JDApVhkBTELbmgpHO0Kyhh7vkSXaFuvzmMdaoFCs553QtlbCgDfAFbQjZi30qDuhmG/Fev4n4DballEw2lGS9nrU+yHaKRmvgafAQsA01vPdgQC0g3peAhfQDpSJPTWhXEw8fePVPSjm3/pda61RvOeTfJ+BlbFfpz4xx5SpifZLQ3hM/RNRUyfUQz3S7SGkVPfjFUVRlJwrp90jVBRFUZQ4VCJUFEVRcjSVCBVFUZQcLdmJUAgxJmaJqkWxjhWPWV7qvhDitRBibxKrhLw7r4cQ4mzMOQ+FEGuFEGo1DUVRFCXdJCsRCiHsABdirbQSMwdsG9rJ0J+jHSZ+G+0uCXkTqcsB7WTzVWinLnwOVEO7C4OiKIqipAu9E6HQ7kO3Du22NrEXj66Idi7aICnlSSnlZbQr6pujHc7+PvbAXSnlT1LKm1LKE2iHlqd0PVBFURRFSbbktAiXAZullD7xjpvG/Fe3l5yUUoN2PpZjIvUdA0oKIdrGbHpaBO1E9N3JiElRFEVRUkWvtUaFEC5ABbQrd8R3CW1X6PSYci/RLtRcmljLl8UnpfQVQnRH28o0j4nFG+1qJgnF0B/oD5A3b966VaoYZCW0BEVFRfHkyROCg4OJjIzE3Nycjz76KM2upyhKXObm5hkdgpLN+Pv7P5FSFk3ouSQToRCiMtpVWhpK7bqMcUgpI2MWl/4d7coZ0Wg3mN2TRL3VgAXAVLQri5REu0vDUqB3AtdZhrZVio2NjTx9+nRSoadY165dCQwMxMrKil69etGsWTNMTBJai1tRlLRSo0aNjA5ByUaEEPF3/9HRp2vUHu2K+UFCiCghRBTQGBgU87OplNJfSlkb7c7wJaWUrdCu93kzkXpHAyellHOklOeklPvQLnPVSwhRRs/Xlib69u0LQL169WjVqpVKgoqiKNmYPolwG9q1EGvHepxGu0hwbbTrZAIgpXwmpXwcM3XCBtieSL150LYeY3v3c/ytkRIVEBCAi4sLQ4YMwRBLxjVv3pz8+fMTGhqadGFFUdJEUFBQRoeg5BBJdo1KKcPQLrysI4R4BYRIKYNifu6Mdl+322iT5nxgm5TSK9Y5q2Pqe9ft6QksF0IM5P9doz8DAVLKO/q+gJs3b2JjY6NLgB9++CGurq76np6gkydP8uLFCxo0aJCqehRFSZ2goCDVRaqkOUOtLFMSWI124MwCtPMD40+d+DDmAYCUciUwDPgOCAI2o90hon1yLlymTJk4fyibNye09V/ioqOj2bVrFz/++COHDh3C09MTIyMj7Ozskl2XoiiGpVqGSlrLkrtP1K1bV/r7/38v1rt377Jy5UoKFy5Mz549yZ8/v171PHr0iN9//51ffvmF+/fvx3muVq1arF271qBxK4qScqplqKSGEMJfSmmT4HNZMRHmypVLLl26lK+//jpF579584b+/fvrEl39+vXp0qULtra2BAQEcOrUKRo1aoS9vX0SNSmKkl5UIlRSI9slwjx58sjIyEiOHTuGra1tss8PDg6mVKlSREVFsX37dj7++OM0iFJRFENTyVBJqcQSYZbcfaJ06dJERUWxZ0+iUxXfq1ixYixapF0zfP/+/YYMTVGUNKTuFyppIUu2CI2MjKSUEm9vb5ycnFJUh5SSNm3asHv3bpo3b06DBg1o3LgxRYsmuPCAoiiZiGoZKsmV7bpGTU1NZZEiRbh+/TpmZmZxnlu9ejU+Pj588sknNG/enJIl37vKGy9fvsTV1ZWtW7cSHBxM/vz52bhxI2XKZOh8fkVRkqASoZJc2S4R2tjYyFOnTqHdAer/pJSULFmSR48e6Y5VqFCBtm3b0qJFCxo1akSePHn+U5+UkoCAAJo2bUqePHno0KED9vb21K5dGyOjLNl7rCjZnkqGSnJky0QYf63RV69e8ccffzB48GDGjRuHlZUVx48fx9fXlzNnzhAREYGJiQnW1tZ8/vnntGjR4j+JzsfHh6FDh3LhwgU0Gg2ffvopM2fO/E/CVRQlc1DJUNFXtk6Ez58/Z+zYsaxcuZKXL19StWpVli5dioWFha78mzdvCAgIwNfXF19fX65cuQJA0aJF2bt3L9bW1nHqDw0NZdasWcyaNQsnJyeaN2+OnZ0dlpaW6fciFUXRi0qGij6ydSIcP34806ZN47PPPqNr167Url07yRbckydP8PX1Zd68eZiamhIUFEShQoXilNFoNAwdOpSVK1fy4sULAKpWrYqdnR1t27alYsWKafPiFEVJFpUIFX1ku0RYqVIlGRgYSHR0NHXr1iVv3rysXr062fWcPXuWL7/8ksaNG7Nnz54Ed5mIjo7G398fLy8vtm3bRmBgIObm5mpQjaJkIioZKknJdolQCCFz586NiYkJr169YuzYsXTr1i1Fda1atYq5c+eSN29emjVrRvPmzWnRogUVK1bkwoULXL58GWdnZ10r8+bNm9SqVYvSpUuzZs0aTE1NDfnSFEVJIZUMlcRku0RYtmxZ2bhxY16/fk379u316g59Hyklhw8f5siRIxw/fpx79+4BYGlpSUhICAC//vorAwYM0J3j6elJu3bt6N27NyNGjEj9C1IUxSBUMlTeJ9slwurVq8uNGzemSd3//vsvvr6++Pv7U6lSJXx8fLh48SK+vr7UrVtXV65ixYpYWFiwYsWKNIlDUZTkU4lQeR+VCFMhNDSUzp07Y2Jiwvnz5ylUqBCPHz+mePHiDBo0KE5LUVGUjKeSoZKQbLfWaHqysLBg7ty5PHz4kA4dOnD//n28vLyQUuLg4JDR4SmKEo9aj1RJLpUI9VC7dm2GDRvGoUOHKFWqFC4uLhQqVIhq1apldGiKoiRAJUMlOYwzOoCsolevXtSvX5/jx49z4sQJ6tWrR65cuTI6LEVR3iMoKEh1kyp6UYkwGSpVqkSlSpXo27dvRoeiKIqiGIjqGlUUJdtSXaSKPlQiVBQlW1PJUEmKSoSKomR7KhkqiVGJUFEURcnRVCJUFCVHUK1C5X1UIlQUJcdQyVBJiEqEiqLkKCoZKvGpeYSKomRJDx8+ZNOmTfj6+lKlShXs7e1p0KABefPmzejQlCxGtQgVRclSHj16xODBg2nZsiXLly8HYNeuXQwbNoxRo0bpVYdqFSqxqUSoKEqmc+XKFS5fvkxCu+OsWLGCY8eO4ebmxo0bNzh37hzBwcHkzp2bEiVK6H0NlQyVd1TXqKIomcbdu3cZMWKELklZWlpiZ2eHvb09dnZ2SCnZvXs39evX58cff9Sdd/LkSSIiImjQoEGyrqfWI1VAJUJFUTKRP//8k8uXL7NgwQIKFCiAt7c3e/bsYffu3boyQgi+//77OOft27cPY2Nj6tevn94hK9mA2phXUZRMo0OHDhQuXJgTJ07ojmk0GoKCgvD29ub169f07t2bsmXLxjmvatWq5M2bl5UrV6bouqpVmP0ltjGvahEqipJh3rx5w969e/Hw8OD27du8ePGCa9eucePGDT7++GMAjIyMsLKywsrKKsE6Hj16xKVLlxgyZEiK41BdpDmbGiyjKEq6u3HjBjNnzqRZs2ZMmDCBN2/e0KlTJ4yMtB9JW7Zs0aueNWvWUK9ePQAcHR1TFZMaPJNzqa5RRVHSRWRkJAcOHMDDw4NTp05hbGxMp06dGDhwIA0bNkQIAcD9+/cpUqQIuXPnTrS+Z8+eUbhwYT744AOGDx9Os2bNDBKnahlmT6prVFGUDHPv3j02b97MX3/9RUhICKVKlWLGjBl89dVXFCtW7D/lP/jgA73q9fHxITo6milTpmBjk+Dnm6LoRSVCRVEMLjo6mqNHj+Lh4cHff/+NEIJGjRoxcuRIWrZsqesCTY19+/aRN29eatWqZYCI/0/dL8x5VCJUFCVVTp06xYwZM7CyssLGxob79++zZcsWXRfnuHHjcHFxoUyZMga75t27d9m+fTu2traYmJgYrN53VDLMWVQiVBQlVbZt28adO3d48OCBbpBL/fr1mT9/Pu3btzd4olqyZAnffvstUkrc3NwMWndsKhnmHCoRKoqSIs+ePcPT0xNPT0+6du3KmjVrCAgIwMLCgooVK6bZdd3d3SldujRLly6ldOnSaXYdJedQiVBRlGSJiopi1qxZbNu2jfDwcKysrBg3bhzGxsbY2tqm2XWDg4NZuHAh165dY/jw4emSBFWrMGdQ8wgVRUmWkydPsmHDBpydnfH39ycwMJDq1aun+XVbt27NtGnTaNSoER06dEjz672j5hdmf6pFqChKshw/fhwTExOWLVuWbnv/PX36lDNnztCvXz+GDh2aLteMTbUMszfVIlQUJVmOHTuGtbV1qpOglDLBbZZiu3v3LhMmTKBq1apIKWnevHmqrqkoCVEtQkVR9BYcHMy1a9fo379/iut4/vw5kyZN4vfffyd37ty0atWKqlWrsmrVKsLCwmjRogX29vZs3ryZw4cPI6XEwcGBqVOnpksX7PuoVmH2pZZYUxRFb48fP6ZVq1bUq1ePI0eOpGhi/KhRo5g9ezZOTk6YmJjg5+dHSEgIVatWpXTp0pw+fZrQ0FAsLS3p0KEDnTp1ylSjQ1UyzJrUEmuKohhE0aJF6dOnD8uXLycgICBFS5tt3boVW1tbfvrpJ0C7zVJISAiFCxdGCIFGo+Hff/+lZMmSSa43mhFUyzD7UYlQUZRk0Wg0GBsbU6lSpWSfK6UkODgYKSVRUVEYGxtjZGREkSJFdGWMjIz+s9+goqQlNVhGUZRkOX78OFZWVhQoUCDZ5wohdHMBFy1alAbRpQ81pSJ7UYlQURS9PXnyhIsXL+Ls7JziOnr16oWLiwu///47hw8fNmB06Uslw+xDJUJFUfR2+/ZtgFRPnViwYAFVq1ZlzJgx3Lt3zxChZQiVDLMHlQgVRdFb7dq1qV+/Pm5ubpw7dy7F9ZiZmeHp6YlGo8HV1ZWIiAgDRpm+VDLM+lQiVBRFb7ly5WLWrFkUKFCAdu3a8fz58xTXVb58eVavXk1QUBDr1683YJSKkjwqESqKkiyFCxdm9uzZ3L17l06dOiW5OkxirKysANJkT8H0pFqFWZtKhIqiJJuNjQ3du3fH29ub8+fPp7ieo0ePAqTptk3pRSXDrEslQkVRUsTU1BRjY2PKlSuX4jocHBwwNzfnl19+MVxgGUglw6xJJUJFUVLk6tWrFChQgFy5cqW4jgoVKvDFF18QFBREdHS0AaNTFP2pRKgoSoqUL1+ekJAQJkyYkOI6zp07x549e7CxsUlVQs1MVKsw61GJUFGUZDtw4AB//PEHefPmpV69eimqY9GiRdSqVYvHjx/TpUsXA0eYsVQyzFrUWqOKoiTb/v37sbCw4MGDB5iamqaojsWLF1O2bFnWrVtHwYIFDRxhxlOLc2cdyW4RCiHGCCGkEGJRrGPFhRArhRD3hRCvhRB7hRBJDgMTQuQWQkwRQtwUQrwVQtwRQgxJbkyKoqQfjUaDr68vrVq1SlESvHPnDoMGDeLixYu0bds2WyZBJWtJVotQCGEHuADnYh0TwDZAA3wOPAOGAfuFENWklK8SqXI9UAboD1wFigPmyYlJUZT0deXKFZ4+fUrLli1TdH7nzp05efIk7dq1o3v37gaOLnNRrcKsQe9EKIQoCKwD+gGx745XBOyA2lLKwJiyA4GHQHfgt/fU1wJwAspLKZ/EHL6VzPgVRUln7+b+tWjRItnnPn/+nICAAL766it++OEHQ4eWKalkmPklp2t0GbBZSukT7/i7vpHwdweklBrgLeCYSH2fA6eAYUKIu0KIq0KIBUKIfMmISVGUdObr60vlypUpWbJkss/18fEhKioKR8fEPhqyHzV4JnPTKxEKIVyACsD4BJ6+BNwGpgshLGPu+40CSgOJ/aV8jDZR1gI6At8BrYCV74mhvxDitBDidGhoqD5hK4piYK9fvyYgIIB27dql6HwvLy/y5MlD7dq1DRyZoqRckolQCFEZmA58IaX8zxLxUspItImsPPAUeA00BfYAic2QNQIk0ENK6Sel3Ic2GXYUQhRP4DrLpJQ2UkobCwuLpF+ZoigGd+LECaKiolJ8fzAwMBCNRsObN28MHFnmp1qFmZc+LUJ7oAgQJISIEkJEAY2BQTE/m0op/aWUtYFCQEkpZSugMHAzkXofAPeklM9iHbsY898Pk/1KFEVJM3fu3MHd3Z0RI0aQN2/eFHdtzpkzh6ioKH799VcDR5g1qGSYOekzWGYbcDresT/QjvKcDuhaie+SWszUCRsS7kp95xjQWQiRT0r5MuZYpZj/3tYjLkVR9BQVFcWJEycwNzfHysoKExMTLl++jIeHB/v376dMmTLY29tjYmLCnj17yJs3L/b29pQsWZK9e/fi6+uLsbExTZs25ccff0zx3MFatWohhMg2q8ikhBo8k/kkmQillGFAWOxjQohXQIiUMijm587AE7QJrCYwH9gmpfSKdc7qmPp6xxz6E22i/EMIMQlta3I+2gE5wal7WYqiADx69IgtW7awZcsWgoO1f1Z58uShWLFi3Lp1C1NTU9q1a8fly5dZtmwZGo2G2rVrEx0drfu5ePHiTJkyha+//jpFA2Te8ff3x9XVlcjISBo0aGCol5hpRUdH8/jxY4oXL452ltn/qWSYuRhqZZmSwDy08wAfAKuBqfHKxOnulFK+FEI4AQvRjh4NRdv6dDNQTIqSo4WEhNChQwdevnxJgwYNWLp0KRqNhv3793Pq1CmGDBlCnz59sLS0BCA0NJSwsDA++ugj3c9Xr17F2toaY+PUfVRERETQtGlTwsPDcXFxwc7OLtWvL7Nbt24dc+bMoUSJEtjb29OzZ08qVaqU9IlKuhOp2VQzo1SvXl1u3Lgxo8NQlEzN09OTMWPG4OPjQ9OmTTM0lkOHDtG0aVN++uknnJycMjSW9NK3b18ePnyIvb09+/btI3fu3GzevJkiRYroyqhWYfoRQvhLKW0Sek4tuq0o2UxwcDC//vorU6dOxdLSksaNG2d0SOzbtw9jY+Mc0RJ858qVK1SvXh0PDw98fX159eoVI0aMICoqSldGDZ7JHFQiVJRsQErJiRMnGDZsGC1atGDx4sVYW1vj6emJkVHG/5lv376dWrVqkS9fzlkvo3fv3nh5ebFs2TKqV6/OsmXLOH36NIsWLYpTTiXDjJfxfyEpkBW7cxUlLe3evRsXFxdOnTrFDz/8wNWrVzl69GimGJQSHBzMxYsXM0Us6al///44ODgwePBgAgIC6NWrFy4uLvz+++8cPnw4o8NTYsmSifDd6DdFyQkiIiK4fPkykZGR7y3j7e1NiRIlePDgAXPmzKFChQrpGGHivLy0g8cdHBwyOJL0ZWRkxIwZM7C0tKRdu3aEhoayYMECqlSpwpgxY7h3756urGoVZqwsmQifPn2qvlEp2d6///7LvHnzcHJyolOnTjg4ODBo0CDWrl3L9evXdT0jkZGR+Pn50bZtW8zMzDI46v/at28fFhYWVK1aNaNDSXcWFhbMnTuXR48e4ezsjKmpKTt37kRKiaurKxER/1+sSyXDjJMlR42am5tLU1NTNm3alKp5TYqS2URHR3PkyBE8PDw4duwYQgiaNGlCz549OX36NDt37uTOnTsAFCtWDDs7O8zMzPDw8GDLli04Oztn8CuIS6PRULRoUerXr8/s2bMzOpwMs2bNGmbPns2cOXNwdXVl69atODs7061bN8aOHRunrBpJmjYSGzWaJRNhzZo15c2bNylfvjwrV67ExMQko0NSlFR58uQJW7ZsYfPmzTx8+JBixYoxYMAAXFxcKF26dJyyt27dYv/+/Xh5eeHl5cWzZ9pVCkNDQylUqFBGhP9eZ8+epU6dOkybNo327dtndDgZRkrJ8OHD8fHx4dChQzg6OjJ8+HDmzZvHnDlzaNWqla6sSoRpI9slQhsbGzly5Ei6du1Knz59cHV1zeiQFCXZpJScOnWKjRs36rYnsrOzY8SIEbRt21avL3jR0dGcOXNGd25mM2vWLNzc3PDx8aFo0aIZHU6GevHiBd26dSM8PJzz589jYWGBra0tV65cYcOGDbqFDEAlw7SQLecRdunShUGDBrFq1Sq2bt0aZ26OomRmz58/Z+3atbRv355+/fpx4sQJhgwZwuXLl/H19cXZ2VnvXo5cuXJhY2OTrCT4119/Ubx4cc6cOZPSl6C3LVu2UKlSpRyfBAHy58+Pu7s7YWFhtGvXDiMjIzw9PTE1NWXYsGFxduRQ9wvTV5ZNhADz5s2jWrVqTJgwgUaNGvHDDz9w69atjA5LURJ04cIFJkyYQLNmzZg1axb58+dn5cqVPHz4EHd393Rbfqts2bIEBwdjbW3N27dv0+w6z54948yZMzlutGhi3o0Y9fPzY8qUKZQuXZoNGzZw/fp1pk2bFmdqmEqG6fTOHzUAACAASURBVCdLJ0JTU1P8/PzYsGEDXbp0wc/PjyFDhvD69euMDk1RAHjz5g1bt26lW7dudOvWjb1799KrVy8CAgIIDAykT58+mJubp2tMdevWpVmzZgCYmZmlSTJcsmQJZcuWJSoqKsOXd8tsnJ2dadeuHVOnTsXLy4sWLVowfvx4duzYwdatWzM6vBwpy94jPH06/s5QcPDgQZycnGjVqhUzZ878z4rvipJebty4waZNm9i+fTsvXrygfPnyDB06lF69elGwYMGMDg8ppW7FGVNTU2xsbBg3blycQRsp9fbtWywsLPjggw8YO3Ys9erVS3Wd2c2bN2/o0aMHT58+5dy5c5QsWRJHR0fOnDnD2rVrqVKliq6sul9oGNnyHmFCmjZtyqRJk9i9ezdbtmzJ6HCUHCYyMpJ9+/bRr18/2rdvz4YNG/jss884dOgQV69e5bvvvssUSfAda2trADp27MjVq1f5/PPPOXfuXKrqDA8PZ9GiRbx584ahQ4eqJPge5ubmzJs3j7dv39K2bVs0Gg3bt2+nYMGCDBs2jBcvXujKqi7StJetEiHAmDFjsLe3Z8aMGVy+fDmjw1FygIcPH7Jw4UJatGiBq6srd+/eZfr06dy9e5f169fTuHHjTNU7cerUKapUqUJAQAADBgxg9OjRbNy4kbdv3zJz5swU1xsdHU2NGjVwdXWlatWq2NraGjDq7Oejjz5i8uTJnD17Fjc3N4oVK8Zff/3F/fv3mTBhgrpfmI6yXSLMlSsX27Zto1ChQri6uvLq1auMDknJhjQaDUePHmXw4MG0bNmS5cuXU61aNd2E99GjR1O8ePGMDjNBw4YN49atW0ycOJH+/fsDYGJigpGRERUrVkxxvadOneL69esMGjSIDRs2kCdPHkOFnG21atWKbt26MW/ePLZu3YqDgwMzZ85k//79rF27NqPDyzGyXSIE7YobmzZt4s6dO0yePFkt0q0YTGhoKCtWrOCzzz5j4MCBnDt3jlGjRnHjxg0OHz7MZ599Rq5cuQx+3fDwcIOssfv27VtOnz5Nu3bt6NSpk26ahq+vLxqNhpYtW6ao3m3btvHVV18hhKBbt26ZYseLrGLEiBHUqFGD3r17c/36dYYPH07Tpk2ZN28eZ8+e1ZVTrcK0k21/Wxs1asTUqVPZs2cPgwcPZtu2bTx+/Dijw1KyqAsXLjB69GicnJz46aefKF68OOvXr+fBgwdMnz6dcuXKpcl1pZRMmTKFkiVLUq5cuVTfwwNt6y8wMDDOOpfHjx8nf/78KerOvHDhAh06dCA4OJipU6diYWGR6hhzkty5c+Pu7o6RkRFt2rQhPDxcN9fT1dWV0NBQXVmVDNNGtk2EAG5ubgwbNozz588zfvx4WrVqFeeXSlH08fjxY3r16sXBgwdxcXEhKCiI06dP061bN3Lnzp2m1z558iQTJ06kZMmSGBkZ0bx5c8aMGcPBgwcT3Y3ifUxNTVm0aJFum6Z3rly5QuHChVPUe7J7924ANmzYkKOXUUuNDz74gBkzZnDp0iW+//57ChUqxI4dOwgNDWX06NFoNBpdWZUMDS9bJ0IjIyPc3d15/PgxnTt3xtTUlPz582d0WEoWc+jQISIjIzly5AiLFi2ievXqqa5TSsnJkycZNmwY8+bN49y5c7otlH766SfOnz/P27dvWbVqFUIIli1bxvLlyyldujSzZ8/mk08+oWnTpkRHRyf72i9fvgTg448/BiAqKorSpUtz69Yt5s+fn+z6tmzZQoUKFShRokSyz1X+r1GjRvTr14/ly5ezZs0arK2tWbBgAceOHWP58uVxyqpkaFjGGR1AehBC8Pfff1O/fn2MjXPES1ZSSUrJuXPn8PDwYMeOHZQoUYI6deqkut5Xr16xfv165s2bx8WLFxFCvLcVZmxsrJuQXqhQIQoVKsSqVat4+fIlf/75JwsXLmTq1KlMmjQpWTG8+xDt378/+fPn59mzZzx69IgCBQpQrVq1ZL+egIAAunfvnqzzlIR99913BAYG8s0332BtbU3//v3x9PRk8eLF1KpVK1OuJ5sdZKsJ9e/zzz//UL16dSZOnEinTp3SMDIlu5g4cSJ//fUXefLkoU+fPvzwww+pGlEJsGjRIkaPHs3Lly+pUKECXbt2pU2bNrx8+RJfX18ePXpE69atMTU1xdfXl8uXL9OwYUPs7e3/M/hESsm4cePw9PTEy8sLJycnveMIDQ1l48aNeHt7c/v2bUxNTRkxYgRt2rRJ9hfFPXv28Omnn7J06dIctwN9WnnXg1WgQAHdPeFatWoRFhbGpk2bKFasmK6smmyvv2y5+4S+iXD16tX06dMH0O6UndD+hW/fvqV79+6Ym5vToEED7O3tqVmzptreKYd6/fo1Dg4OdOnShSVLlhikOz0iIkK32sr48eOpU6dOqucWvn79mh49ehAaGsq5c+coVapUquNMrqFDh7JkyRKOHj2aKTcFzqpOnjyJi4sLLVu2ZNeuXVy8eBEbGxuqVq3K77//HucLi0qG+skxK8vEJ6Xkhx9+0P08ffp01q1bx/Xr1zl8+DBTpkxh3bp1bN68matXr/L8+XOWLVtGnz59aNiwIYMHD2bdunXcvHlTTcHIQc6fP09UVBQdOnQwSBJ8/fo1P//8M69fv2bw4MFYW1sbZIJ9njx5mDdvHm/evKFdu3YZsgNLQEAAGo0mTRfvzolsbW359ttv2bNnD0uWLKFatWosX76cgIAAFixYEKesul+Yetm+RRgWFoaPjw/e3t7s2rWLf//9V/ecmZkZ4eHhup9fvnxJREQEBw8exNvbm507d3L37l0AypQpw8qVK+N0SyjZ09OnT3F2dsbS0pJ//vknVT0D0dHRVKxYkZs3b1KjRg1+//13g08037VrF25ubowcOZJZs2YZtO6k+Pn54ejoiKOjIwsWLMhUK+hkdRqNhkGDBnHy5EmOHz+OjY0NAwYMYOnSpSxcuJAmTZroyqpWYdKyXddogQIFpJWVFV5eXsn+ULl58yYHDhzA0tKStm3b8u+//+Lt7Y2lpSWdO3f+T/kbN27g5ubGpk2b2LdvHx988IGhXoaSic2ZM4fVq1fz6NGjVH35OXnyJPXr1+e7776jf//+aZYopkyZwqZNm/D09KRNmzZpco33mT9/PkOHDmXYsGF8+eWX6Xrt7C4sLIzOnTuTK1cuzp8/j7m5OdbW1ty9excPDw9Kly6tK6uSYeKyXSI0MjKSUkq+/PJLVqxYAWh3f163bh02NjbUqVPHoKt7ODo6cu/ePTw9PQ1Wp5K5ffPNNzx8+JDr16+nuI5NmzYxbtw4rl69yqFDh7C0tDRghHG9ffuWXr16ce/ePQIDA9Nsgn9CpJS0bNkSHx8f/vjjD4OMrlX+LzAwkL59++Lo6IiPjw83btygTp06fPjhh6xevTrOXFaVDN8v290jrFKlCv379+ePP/7gjz/+AGDZsmUMHDiQevXqUbhwYSZPnmyQa71584bTp0+rzUVzkPDwcPz9/WnXrl2K64iIiKBHjx5cuXKF6dOnp2kSBO1EeXd3dzQaDW3bto2zakxaE0KwadMmSpUqhaurKyEhIel27ZygVq1aDB8+nEOHDuHu7k758uVZvXo1Fy5cYM6cOXHKqvuFKZMlE+GNGzd4/vw5AF999RVly5Zl7ty5WFpaMnPmTKpXr86kSZNYt25dqq/l6+vL27dvDTKJWskaTp8+zdu3bylcuHCKN3nOnTs3U6ZMAf4/gT2tlSlThqlTpxIUFET37t3x8vJKt02qCxYsyI4dOwgLC8PNzS1FE/2V9/viiy9o3rw5bm5u/P3333z++ecMHz6cDRs2sGfPnowOL8vLkl2j+fLlk1FRUXFGqhkbGzNo0CBcXFyIioqiX79+XLx4kYCAgDibXCbXrVu3qFatGtWqVeO3335TE/JzgJMnTzJw4EAiIiIwMTFh1KhRTJ06Ndn1aDQamjRpwokTJ/Dw8KBChQppEO1/LV68mF9//VX38759+2jRokW6XPu3337DxcWFwYMH63a2UAzjxYsXdOvWjfDwcM6fP4+FhQW2trZcvnyZDRs26FYKAtVFmpBs2TUaFhaGt7c3Q4cOBcDZ2RkXFxdAmxRnz56NmZkZNjY2fP755yxevDjOCFF9lStXjiVLluDv78/ixYsN+jqUzMnW1pajR4+yZMkSHBwcmDZtGhs3bkx2PUZGRkyfPp3IyEiuXr2aBpEmbNCgQbpdJCwsLNItAQP069ePChUqxFnHVDGM/PnzM2/ePJ49e0a7du0wMjLC09MTMzMzhg8fHqf1r7pIkydLJkLQTn14txOAq6srHh4ecboIihcvzvLly2ndujU7d+7k22+/ZdOmTSm6Vu/evenVqxfLly/nyZMnhnoJSiZmbm6Og4MD8+bNw8rKin79+nHlypVk1/P3338DpOtO7dHR0fj5+dGzZ09CQkLitBTS2osXL7h16xa1atVKt2vmJJUrV2bMmDH4+fkxdepUSpcuzcaNG7l+/To//vij2sw3hbJsIoxt+vTp1K5dm5EjR9KzZ09++eUXHj58SOXKlZk4cSJjxowBwMYmwVaxXvLnz4+ZmRkFCxY0VNhKFmBiYsLcuXN59eoVU6dORaPRsHv3br03fP7rr7+oXLkyRYoUSVUcUkq9F3UIDQ0lLCyMAgUKpOqaKfHudsXFixfVIhRppEOHDrRr144pU6awb98+mjdvzoQJE9ixYwdbt27N6PCypGyRCE1MTPDy8mLcuHFoNBqWLFnC77//rnve19eXEiVKpOpe4cGDBwkPD2f48OFs3rw5Q1bxUDJGnjx5MDIyoly5coSEhPDJJ58k+SEvpcTHx4ezZ8+masRxcHAwv/76K05OTjg6OjJs2DD++uuvRLdgKlKkCB07dmTx4sW6LZLSS9GiRZk6dSp+fn5xNpVVDEcIwbhx4yhfvjzdu3fn7t27jB8/Hjs7O6ZPn86lS5d0ZVWrUD/ZIhHC//8AV65cCWhH0AFERkZy4sQJ2rZtm6rJzL/99hv9+/fnypUrTJ48mYULFxoibCUL8PPz0+3eXqRIEUxNTcmXL1+i53Tq1IlmzZqRL1++FE/DmDVrFi1atGDx4sVUrFgRZ2dnAgMDmThxIjNmzODixYvMmTOHAwcO8OzZM06cOMGCBQs4cOAA3377LZUrV6ZHjx7cuXMnRddPqXdzeBNa11cxDHNzc9zd3Xn79i1t27ZFo9Gwfft2ChYsyPDhw3nx4oWurEqGSct2QyDf/dHPmTOHXbt20blzZ16+fJnqCfYNGjSgQYMGSCkZMGAAy5Yto27dujRq1CjVMb/7dq8W+c6cjh8/Tr58+ahfvz5Akl+owsPD2b17N40bN2bu3LkpWow6ODiYtWvX0qlTJ2bOnEn58uUBbUvTzc2N2bNn6+55r169+j/nGxkZ0aJFC+7evUvbtm05depUmm8i/M6ZM2cAMqRrNif5+OOPmTx5MiNGjGD06NHMnTuXLVu20KRJEyZOnIi7u7vudzUoKEiNJE1EtmkRvtO+fXtOnDjBxIkT+eeff7hw4QJdu3ZlyZIl7NixI9X1CyGYP38+lStXZtSoUaxatYqrV68m2VUWHR3N4cOHWb9+PdeuXUNKydWrV5k2bRoNGzbEwcGBgQMH8ueffyZr5/GwsDBWrlxJly5dGDRoEGvWrMHT05Nvv/2Wb7/9ljVr1nD9+nV1vyaFpJQcO3aM5s2b6/1F5ejRo4SHh9OlSxe9kmBQUBATJ05kyJAhrFu3jhs3bnD8+HEAXRfYO0IIfvzxR6ytrQHo1q0bR44cYcqUKaxZs4bnz59z8OBBQDugbPLkyZw7d45Ro0Yl96WnmIuLC0ZGRvz000/pds2cqlWrVnTr1g13d3e2bduGo6MjM2bMwNvb2yDzqHOKbNciFEJQv359NBoNkydPxtrampYtW7J161Y6d+7MzZs3U71eqJmZGZ6ennz66afMnTsX0HbN2tvbY2dnh729vW5wxJMnT9i6dSubN2/m/v37ujry5cvHy5cvMTExoWvXrhQsWJBdu3YxY8YM/P39qVy5Mvfv38fGxoa6desSEBDA2bNnsbKywt7ennv37uHh4cHevXuJiIjAysqKf//9VzdKsXjx4piZmXHkyBEAihUrhp2dHe3bt8fW1jZVrz8nuXnzJg8fPqRVq1Z6n7Nv3z5MTEySHJx19OhRFi5cyD///IO5uTmFCxfWJTHQ3uurWbPmf84zNjZmx44dtG3bloEDB9KwYUMaNmyoe97MzAyNRoODgwMtW7YkICCAn3/+mYYNG+Ls7Kz360ipJk2aULRoUTXCOp2MGDGCoKAgevfuzdmzZ3F1dWX37t24u7tTs2ZN3Qhe1Sp8vyw5oV6f3ScCAwOpU6cOlpaWlClThrNnz2JmZsbJkycT/HBJqTt37uDt7Y23tzf79u0jLCwMgEqVKlG0aFH8/PyIioqifv36jBgxgjp16nDw4EH+/vtvqlevzpdffhlnROGwYcN036Tz588fp6/fxMQkTmvx3aaxAwcO1L2m27dvc/v2bRo0aICxsTG3b9+OE9+rV69YtWoVVlZWBnsPsjNPT0/GjBmDl5cXzZs31+scKysrwsLCEh2oEhkZSePGjSlYsCBubm706tWLAgUKcPPmTVxcXDhw4ADdunVj/fr1CZ6/f/9+jIyM+OSTT/7z3OTJk5k8eTJHjhyhUKFCRERE0KdPH27dusXZs2fjtDDTwpUrV6hcuTLff/89X3/9dZpeS9G6d+8eXbp0oVSpUgQEBPDmzRtq1qxJdHQ0Hh4eWFhY6Mrm1GSY7Rbd1ncbpnHjxjF9+nQ+/PBDhgwZQt++fdN0zUeNRsOZM2fw9vZm27Zt3Lp1i+7duzNgwAAqV66sVx2RkZGsXbsWBwcHKlSowJkzZ/j777+pVq0an3zyCYGBgRw4cIBChQrRvXv3ZO2XFxoaSo0aNZBSsmnTJjUVRA8hISF07twZMzMzzp8/r9d9rzFjxjBjxgxmzZrFp59+mmCZ7du3M27cODZv3kzHjh3jPPfixQv69+/PkCFDsLe3T/D8f/75h4iICGrXrq07Fh0dzdq1a3Fzc6No0aL8+eefuufu379P586ddR+UabmJbkhICB999BElSpRg/fr16XZvMqc7fPgw3333Hd98841uERB7e3tsbW1ZvHgxRkb/vxOWE5Nhjk2EUkqePHlC4cKF4/wS5GQnT57EwcFB7R+XDAEBAXz11Vc0a9aMvXv3JvmeRUZGUr9+fS5duhRn6avIyEh27dqFh4cH58+fp3Dhwly/ft1gX0gWLlzIkCFDKFeuHOPHj/9PF/ihQ4cYPHgwAwYMiLMEW1pYsGAB33//PR4eHlStWjVNr6X837x58/jjjz9Ys2YNPXv25Ndff2XQoEEJLnmX05JhtltiTV9CCIoWLaqSYCy2tra4u7tz6NAhVq1aldHhZAnW1tYMGTIELy8vfvnllyTLm5iYsGPHDt3SV2/evAHgp59+Yvz48bx69Yr58+dz7do1g7bK161bx4cffsiOHTsSvA/cpEkTvvzyS5YsWZLm8wsvXbqEubl5ui7vpsCQIUOwtramf//+/PPPPwwYMIDWrVvzyy+/cPLkyYwOL9NSGSIHGjx4MM2bN+fnn3/WDXVXEte3b18aN27MDz/8wKlTp5IsX7p0aTZs2MD169eZPn06Ukr2799PmzZtuHbtGkOGDKFQoUIGi+/Vq1cEBATQpEmT/7RYQ0ND2bFjB4GBgbRt2xYgzecWBgcHEx4eztOnT9P0OkpcxsbGzJkzB3Nzc9q1a8fr16/x8PCgbNmyjBw5ksePH+vKqvmF/6cSYQ70bv+4kiVLMmLECEJDQzM6pEzPyMiIH3/8kaJFi9KhQwe93rMWLVowduxYtm3bxtq1a3nw4AFlypRJk+7ow4cPExkZGWcVm7NnzzJ69GicnJwYO3YsPXv21I0a1XfgT0pNnz4dU1NTtfBEBihWrBizZs3ixo0bDBgwgLx58+Lp6cnr168ZMWJEnFWxVDLUUokwh3q3f1xISAijR49Go9FkdEiZXsGCBZk7dy6PHj3C2dlZr7mZkyZNwtbWlgULFlCxYkWWLFlCYGCgwWPbt28fZmZm1K1bF9AuAtCrVy8OHjyIi4sLfn5+bNy4ka+//ppBgwal+cjRUqVKER0dHWe0opJ+7OzsGDhwIGvXrmX58uVUr16dpUuX4u/v/5/ufZUMs+E8QkV/derUYf78+QwaNIgVK1aooe56sLKyomPHjmzcuJG7d+/qlvJ7n1y5crF9+3YqVaqk24opLVrgO3bsoG7dupiamgLg5eVF3rx5efDggW5ksa2tLV26dDH4tRNy9uxZIiMjKV68eLpcT/mvb775hrNnzzJ48GDq1atHr169OHLkCL/99ht16tQxyKpY2YVqEeZwAwYMwN7enhUrVmR0KFnGq1evsLCwoFSpUnqVz5cvn24+qLm5OQ0aNDBIHK9fv2bFihXUqFGDW7du0bhxY86dO8fYsWPZsmULLVu2TNb0GkOqVasW5cqVY8WKFXH2yVPSj5GRETNmzKBQoUK0b9+eZ8+esWDBAqpUqcLo0aPjLPCR01uFKhHmcEIIQkNDKVy4sO7Y06dPCQkJ0f0cERHBs2fPMiK8TEej0XD8+HFat26t12jkDRs2xElG06dPN8i8umvXrlGqVCn69etHWFgYVatWZcuWLXzxxRfs37+fAQMGZOj9uXz58jFw4ECePHnC8+fPMyyOnM7S0hJ3d3cePHhAx44ddatiaTQaXF1d4yzQkZOToeoazeGklNy6dYvw8HA6d+6MhYUFJ0+eJDo6mipVqvDRRx9x/Phxnj17RuXKlWnQoAF2dnZYW1un6aTszOrSpUuEhITodoBPyuLFiwHtou179uwx2ELUf/75J2FhYXz88ccEBwdz7949KlSowOLFi+nZs2eGtQRj8/T0pHjx4pQoUSKjQ8nRateuzdChQ5k7dy4///wzP/zwA6tWraJjx464u7vj5uamK5tTl2FTiTCHE0Lg7+/Ptm3b2Lp1K7dv32b48OEULFiQbdu2ceTIERo0aEDDhg3x9PRkzZo1/PHHH5iamuLo6Mj06dPJkydPRr+MdPNuMewWLVroVf7dWq+GtnPnTgBu3LhBp06d+P7773FwcMhUCyRYWloSHBzM+fPnDbqsoZJ8vXv3JiAggJEjR1K/fn2cnZ0ZOnQoP//8M3Xq1NH7i112la1XllEM7+XLlxw5coR9+/axaNEimjRpwpgxY3LEoAgpJT169CAyMjLO5qcZYdSoUcyePRvQrlhjbJz5vtOGhIRQsmRJ2rRpw+TJkzM6nBzv+fPndO3alcjISIKCgihQoAD16tXj+vXrbNy4kbJly+rKZsdWYY5dWUYxvHz58vHpp58yf/58pk2bho+PD05OTrRv355Zs2Zx5MiRbDk4IigoCGdnZ4KCgujatWtGh8PUqVOxtrZm3759mTIJgjYRRkREUKVKlYwORUG7P+TcuXMJCQnh888/x9jYGE9PT4yNjRk2bBjh4eG6sjntfqFKhEqKjR49msDAQObMmUOJEiXYtGkT3377LQ0bNoyznVB2sHjxYkJCQli+fDljx47N6HDInTs3/v7+enfRGsrLly/jTMhOzI0bNwDtKFslc6hevTpubm4cO3ZMtyHB+vXruXLlCjNmzIhTNiclQ5UIlVSxsrLC1dWVY8eOERYWxv79+ylfvjyjR49mw4YN3L17N6NDTLWIiAhOnz7NF198wddff52jd1OoU6cOJUuW1GsxgWbNmmFra8vSpUtVMsxEOnfuzKeffsrEiRPx8fGhdevWjBkzhr/++ovt27dndHgZQiVCxWDMzMxo1qwZu3btokiRIvz444+0bt2aL774glevXmXZofT+/v68efMmxw8oAChZsiRPnjzh559/TrJsrly5sLOzA8i03bc5kRCCiRMnUrZsWbp06cKDBw+YPHky9erVY9q0abqFHyDntArVYBklTUgpuXz5Mjt37mTUqFGYmpoSHh6OEIIaNWpgb2+Pvb09VlZWmJiYZHS47/Xs2TPc3Nzw8/MjNDSUvHnzZnRIGSo6OpqFCxfSt29fvRYNr1atGm/fvs2xLY3M7Nq1a/To0YNq1apx4sQJnjx5Qs2aNcmXLx8bNmyI87ueHQbPqMEySroTQlClShVcXV1xd3fH0tKS0aNH6+6vLV++nL59++Lo6Mh3333HunXruHHjhl5dbukhKCiI8ePH4+TkxNGjR+nQoUOOT4KgbeUNHTpU750z2rRpw40bN7LdPePsoEKFCowfPx5/f3/Gjx+vu89/584dJk+eHOdvMbu3DFWLUMkQYWFh+Pj44O3tza5du/j3338BKFGiBHZ2djRo0ID69etjaWmZrnHdvn2bUaNGceHCBczNzenVqxcDBw6MsxN8ViGlzPB5hS9evKBgwYL07duXYcOGZWgsSsImTZrEli1b2LlzJ5999hnTp09n7NixjBs3Ls4I6azeKlQtQiXTKVSoEM7Ozvz666/cuXOH69evs2TJEhwdHTlw4AAjR46kcePGdOnShQMHDqRbXKtWreLGjRssWrSIBw8esHTp0kyfBP38/PD09NStZ3rmzBlcXFzImzcvH330Ed999x3bt2/X3Z+NjIwkICAgzVvfkZGRrFixAiklNjYJfv4omYCbmxtVqlShR48e3L59Gzc3NxwdHZk1axYXLlzQlcvOrULVIlQynejoaPz9/fH29mblypXcuXOHhQsXYmdnh5GREWFhYTx9+pSPPvpIr/U+9XXx4kW+/PJLnJyc2LZtm8HqTUsajQZLS0uePXuGsbExH3zwAXfu3MHMzIymTZvy4sUL3WCfXLlyUbNmTc6ePQuAr6+vbjCLoUVFRVG1alWuXbtGhQoV+PPPPzE3N0+Taympd+fOHbp06cLHDR8nkQAAIABJREFUH3/M6dOnefHiBTVq1CBXrlxs3LiRggUL6spm1ZZhYi3CZCdCIcQY4EfgFynldzHHigOzgBZAIeAIMFhKefW9FcWt0xE4BFySUib5LqtEmHM8fvyYGjVqEBwcjKWlJeXLlycwMJCIiAgsLS113aj29vYUK1YsxddZuXIl7u7umJmZsXXrVlq1aqX3uRqNhgMHDuDu7k7+/PlxcnKiefPmfPzxxymOR18HDx7kk08+wdnZmcKFC3Px4kUcHR1p27atbl3TiIgIAgMD8fX1xc/Pj3PnzgHa7unYH3CGdPToURo2bMg333zDwIEDyZUrV5pcRzEcb29vhg0bxpAhQ5g/fz4nTpygYcOGNGzYkPnz58fpZs+KyTCxRJisMc1CCDvABTgX65gAtgEa4HPgGTAM2C+EqCalTHQCkRDCAlgNHAD029dGyTGKFi3KhQsX2LlzJ97e3hw/fhwXFxdq167NwYMH2bt3L7t37wa0f5yLFi2Ks5OGvrZt24aVlRWHDh1K1mayq1atYsKECdy5c4cCBQpgZmbG5s2bAShTpgyfffYZX3zxBY6OjsmO6X2ioqLYuXMnc+bM4fjx4+TPn5/vv//+vfdTc+fOTd26dYmIiODatWuAdm/CtEqCe/fuZeTIkeTKlYvevXurJJhFNG/enJ49e7JgwQIaNmxIp06dmDt3LkOHDmX16tX06dNHVza7Lc6td4tQCFEQCECbCCcAQVLK74QQlYDLQG0pZWBMWSPgITBGSvlbEvX+BQQCAuikWoRKcmg0Gs6dO4eXlxcTJkygTp06LFmyJFkfvs+ePcPR0ZFRo0Yxc+ZMvc979OgRJUqUoFixYgwZMoTWrVtjYmLCzZs38fX15cSJExw6dIhSpUoZZGGBBw8e8Ntvv/HLL7/w6NEjihUrRqdOnejYsWOirWEpJV999RWnT5/G0tKSb775hu+//z5N1oc9f/48VlZWFCxYkKFDh9KpUyeDX0NJO5H/Y++8w6K41jj8zjY6IkVEwIKIiiLYRRPUKLZg77HGmuhNYos9tsQaC0k0tthNLKixY+xoFAsSCyrW2FCR3mHb3D/QlRXsKGrmfZ483j2cOXNmL+xvv/M1jYaePXty7do1/vnnH9zd3WncuDH79+9n2bJlVK5c2TD3fRPC/AqWWQRsEEVx/xPjJg//NRSqE0VRD2QBz/waLAjCAKAo8MPzbi4IQj9BEMIEQQiLiYl5iW1LfMjIZDJ8fHwYPnw48+bN49ixYyxatOil1rCyskKlUvHjjz9y69atF75u9+7dADx48IDp06czfPhwZsyYQb9+/Zg3b57Bf/m61uDBgwdp1KgRxYsXZ9y4cZQuXZrAwED++usvvvzyy+ceCV+/fp2wsDBDM9YpU6a8sSLpj7pibNiwQRLB9xClUsnMmTNRKBQEBASQmZlJUFAQxYoVY9iwYUZ9Sj+k4JkXEkJBEPoC7sB3efw4ErgJTBEEwVYQBJUgCCMAF8DpGWt6AeOBLqIo6p63B1EUF4miWE0UxWoODg4vsm2J/xi9evWiW7duzJ8/n2PHjj13fnp6Ohs3bqRTp06o1WpMTU1fqgFxamoqAP369aNDhw5cuHCB1atX4+7uTocOHYiIiECpVPLll1++8jNt376d+vXrc+zYMbp06cKOHTtYuHAhDRo0eOFqLadOnQKgU6dOmJiYPGf2q5GYmEj9+vUZM2YMlSpVknoQvsc4OTkxZcoULl++zFdffUWhQoXYunUriYmJjBw5Ep3u8cf1hyKGz/1LEgShLDAF+FgURfWTPxdFUSMIQltgCRAH6IC9QPAz1jQB1gLDRFH89xX3LiFhhCAIzJ8/nyNHjjBkyBC6dOmCr68vXl5eRtVrrl+/zvr169m6dSspKSm4u7szb948unXr9lINbb/44gv69+9vsPxEUSQtLQ1LS0vD68zMzNeKlty4cSOmpqbs3bv3lfs+VqpUCYBvvvnmjSW2r1ixgoMHD9KzZ08jX5LE+4mfnx99+vTht99+w8/Pj+7duzN37lz69evHokWLjL7cfQj+wuf6CAVB6AksI1vgHiEHRLIDZCxEUcx6OLcQoBJFMUYQhONAmCiKA/NYsyTw7xNrysj2E+qAZqIo7n7aniQfocSziIyMpFOnTpw7dw69Xk/FihX57bff+Pvvv1m/fj0nTpxAoVDQvn17BgwY8M41tBVFkb///ptff/2VDRs24O/vb+g9+DIkJyezdu1aNmzYwL179/Dw8CAyMjLfn/X27dsEBASQnJzMtm3b8nVtiYJDq9XSt29fzp8/z8mTJ/H09KRHjx6sXr2ahQsX4uvra5j7Pgjha6VPCIJgQ/YxZ06WAVfIthTPi08sIghCGbKPTJvmJWiCICiBsk8MDwD8gdbADVEUU5+2J0kIJV6EhIQE1q5dy4ABAwxjzs7O/O9//6NXr16vlW7xJkhLS2P58uUEBgZy9epVrKysaNmyJX369HmlSNjhw4cTHBxMzZo1+fbbb2nRokW+13XdsWMHLVq0QBRFRowYQZcuXfJ1fYmCJSYmhvbt22Ntbc3Zs2cRBAFvb28SEhIICgoy+ht618UwX/MIHy54kIdRow9ftwdiyfYVegE/AadEUWyb45qVAKIodn/KmhOQokYl3gAzZ84kODiYwYMH07Rp03c2nL9Hjx6sXLmS8uXL07lzZ5o0afLKx6oajQY/Pz86derE4sWL83mnj2nXrh27du1i48aNODtL2U8fIsePH6dfv340adKE7du3ExkZSdWqVSlfvjxLliwx8lW/y2L4NkqsOZGdCxgJ/AysAjo/Maf4w/8kJN4qw4YNY9++fQQEBLyzIqjVavnzzz9p1KgR69evp3Xr1q/lW4yLiyM1NfWlfJ4vQ2JiIhMmTGDHjh00btxYEsEPmJo1azJgwAB27tzJokWLKF++PIsXLyY8PJxffvnFaO77GjzzSkIoimK9R9bgw9c/i6LoKoqiShTFEqIofvdkYM3Da+o9Y80JL2INSkh8SKSmprJo0SK8vLxISUmhadOm+bKuo6MjLVq0IDAwkL179+bLmjkZMmQIEydOpGrVqvTt2zff15d4t+jbty916tThq6++Ijw8nC5dutCvXz+WLl1KSEhIQW/vtZFqjUpIFBBhYWHUr1+f1NRUPDw8+Oyzz2jTpk2+BbOkp6dTt25d5HI5//77L6+adqTRaAgJCaFy5crY2dmh0+lwdHSkSpUqzJ49O1/2KvHuk5CQQPv27VEoFERERGBqakqVKlWIiopi/fr1RqcC7+IRqdR9QkLiHeS3334jLS2NFStWsGHDBtq2bZuvEZ3Lly8nMzOTrKws7t69+8rrLFu2DH9/f+zt7alQoQIuLi7ExcXRqFGjfNurxLtP4cKFmTlzJtHR0bRr1w4TExO2bduGXq9n2LBhaDQaw9z37YhUEkIJibeMWq1m6dKlrF+/nnr16lGlSpV8T2nQ6XT8/vvv+Pv7c/PmTby9vV95rUe1XAcMGICpqSmlS5dmzpw5NG7cOL+2K/Ge4OPjw6BBg9i3bx+BgYGULl2aFStWEBERwcyZM43mvk9i+FJFtyUkJF6fhQsX8vXXX6NQKOjXr98buUdERATJycn07t2bYsWKvdZa58+fx9HRkT59+rxWlRyJD4Pu3bsTHh7O8OHDqVWrFm3atGHQoEEEBgZSuXLll+rc8q4gWYQSEm+ZVq1aYWJigpubG+7u7m/kHkePHkUQBBo2bPjaa02fPp3o6GjatGlDYGAg4eHh+bBDifcVQRD4/vvvKVq0KK1btyY2Npbp06fj7e3NhAkTuHHjhmHu+2IVSkIoIfGWcXV15c8//+Ty5csv1e3iZThy5AgVK1Z8pUT8J2nTpg1LlizB1taWFStW0KNHD9avX58Pu5R4X7G2tmbWrFnEx8fTqlUrFAoF27ZtQ6lUMnToUDIzDT0Y3gsxlIRQQqIAaNq0KaNGjWLjxo35XpYsKSmJc+fO0apVq3xbs1evXpw6dYr4+Hjq1KnDtGnTuHDhQr6tL/H+4enpyciRIzly5AhTp07F1dWVP/74g8uXLzN16lSjue+6GEpCKCFRQEyaNAlvb2+mTZtGfqUx3bp1i4kTJ6LX699IMIuVlRWbN2/G1taWoUOHkp6enu/3kHh/aN++PU2bNmXcuHEcOHCApk2bMnr0aDZt2sTWrVsLensvjCSEEhIFhEKhwNzcHAcHh9eKGtVqtezbt4/+/fvz6aefcuDAAT7//HNq1aqVj7t9jL29PRMnTuTOnTtG/iCJ/x6CIDBhwgRKlChB+/btuXfvHhMnTqR69ep8//33XLlyxTD3XbYKJSGUkHjLiKLIwYMH6dixI8ePH6dOnTqvvFZCQgItW7Zk0KBBXL16lUmTJnHr1i2WLl36RsvJnTp1CjMzM8qUKfPG7iHxfmBubs7s2bNJS0ujRYsWAGzduhULCwuGDBlidGrwroqhJIQSEm+R5ORkPD09qV+/Prt27aJLly7079//ldc7ePAgt27dYvny5URFRfHdd9/h5PTUftj5RkZGBhkZGUYWoSiKRknVAFFRUfz8889MnjyZffv2ERMTw8aNG5kxYwb79u0jOTn5je9V4s3j7u7O2LFjCQsLY/z48RQtWpSgoCBu3brFhAkTjI7+30UxlEqsSUi8RdLT03F1dSU+Pp6lS5dStWpVQ2PfZ5GcnMz9+/cpXbo0crkcnU7HkSNH+OGHH9DpdNy/f/+t9lSMiorCy8uLxMREfHx8KF++PKGhody6dQsvLy+qVKnClStX+PvvvxEEARMTEzIyMgzXKxQKtFotMpmMihUr4uvrS926dfHy8nprzyCR/4wfP55Nmzaxc+dOmjZtyuTJkxk7dizfffcdHTp0MMwriBJs+d6GqaCRhFDifSYkJAR/f380Gg02NjbUqlULX19fqlevzvnz5zlx4gQVKlTA19eXxMRE1q1bx86dO8nMzKRQoUIUKlQIrVbL3bt3sbe35+eff6Zz5yebvbx5wsLC+PPPP9m6dSvnz5/Hy8sLf39//vrrL86fP4+dnR1ffvklffv2xdHRkWPHjhEaGkqdOnWoUaMGx44dY8+ePWzdupWIiAj0ej2TJ082HK9JvH9kZmbSpUsXHjx4wJkzZ3BxccHPz48TJ06watUqKlSoYJj7tsVQEkIJiXeM6Oho9u7dy+7duwkODiYmJsbwMxMTE7KysgyvTU1N6dq1K7Vr1+bQoUNERkYik8kYNGgQrVq1yvdmuy9CZGQk8fHxlCtXDltbWzQajdE+UlJSMDU1feG9JSQk4O/vz5kzZ2jevDm1atUiMzOT3bt34+DggK+vL76+vhQuXPhNPZJEPnHjxg06depE6dKlOXnyJMnJyVSsWBGlUsm6deuwtrY2zH2bYigJoYTEO4woipw/f56QkBBKlixJkyZNiIyMZO/evahUKjp37oyNjU1Bb9MIrVaLTqfDxMQk39a8f/8+33zzDcHBwaSkpADg4uJCcnIyycnJWFhYsGrVKilA5z1g165dfPvttwwePJjZs2cTGhqKn58ffn5+BAYGGh3jvy0xlIRQQkLivUGn0xEWFoZWq6V27dro9XpOnjxJQEAACoWCrl274uvrS5kyZV7IvypRMEyZMoU1a9awadMmWrduzZw5cxgyZAjDhg2jR48ehnmSEL4ikhBKSPz3OHLkCD169ODatWsA2NraGvyrvr6+ODo6FvAOJXKiVqvp0aMHN27c4PTp07i5ueHv709ISAjLli3Dx8fHMPdtiKEkhBISEh8Md+7cYe/evezdu5fg4GDi4+MBcHNzo3nz5vTu3futRtBKPJ2oqCg6dOiAs7Mz4eHhZGZm4uXlhUajISgoyMjn+6bFUGrMKyEh8cHg4uJCz549Wb16NTExMZw+fZoff/yRwoUL89NPPxEUFFTQW5R4iLOzM5MnT+bixYsMGjQIGxsbNm/eTHx8PKNGjUKv1xvmFmR+oSSEEhIS7y0ymQxvb2+GDRvGiRMnDAXBL168WNBbk3hIvXr1+Pzzz1m4cCF//PEHVatW5eeff+bIkSP89ttvRnMLSgwlIZSQkPggkMlkbN68mcKFCzN27NiC3o5EDr766iuqVKlCnz59iIyMpH///jRr1ox58+Zx4sSJgt6eJIQSEhIfDvb29pQpUyZXqTeJgkWpVDJjxgzMzMxo3rw56enprFu3jhIlSjB8+HBiY2MNcwvCKpSEUEJC4oPg/v37TJ48mZMnT75WIXOJN4OjoyNTp07l2rVrDBgwAAsLC7Zu3UpaWhrDhw9Hq9Ua5r5tMZSEUEJC4r1FFEVCQkLo1KkTrq6ujB07lsqVK9O9e/eC3ppEHtSuXZv+/fuzcuVKli5dSsWKFVmwYAEnT57k119/NZr7NsVQ8dbuJCEhIZHPfPrppwQHB2NlZUXnzp3p0KEDJUuWLOhtSTyDL774gn/++YeBAwdSvXp1evToweHDh1m8eDGVK1fm448/fut7kvIIJST+C8RcgqgwcK4GDmULejf5QkJCAvb29jRs2JAffvgBMzOzgt6SxAsSGxtLhw4dMDc35+zZsyiVSnx8fHjw4AFBQUEULVrUMDe/8gulPEIJiQ+AtLQ0oqKiSEtLe7kLdw6DeTVg84Dsf3d++2Y2+Jb5+++/0ev1NGrUSBLB9wx7e3tmzJjB7du3ad++Paampmzbtg21Ws2wYcOMgp3exhGpJIQSEu8B586dY86cOaxYsYLZs2fzwiciMZfgxGLjsROLssffcypVqoSFhQWLFy/m6NGjZGZmFvSWJF6CatWq8dVXX7F7927mzZuHh4cHS5cu5cyZMwQGBhrNfdNiKAmhhMQ7TlpaGlu2bEGr1aJWq9HpdGzfvv3FxDDqKXOeNv4eUaJECVauXMmNGzfo378/derUYcaMGbyP7p7/Kr169cLPz4/Bgwdz8uRJOnbsyMCBA1m5ciX79+9/a/uQhFBC4h0nMTExzy4LwcHBzz8mdc7TJfL08feMNm3aEB8fT3BwMO3atWPVqlVs2rSpoLcl8YLIZDImT56Mg4MDrVu3JiEhgVmzZlGhQgXGjh3L7du3DXPfpFUoCaGExDuOjY0NOp0u17hcLicxMfHZFzuUhRr9jMdq9PtgAmYAzM3NadKkCStXrsTX15epU6dy6dL7f/T7X8HGxoaZM2cSHR1NmzZtUKlUbNu2DYBhw4YZNal+U2IoCaGExDuOhYUFTZs2zTWu1+tfrGFvsx9h4Alo9Wv2v81+fAO7LHjkcjmbN2/G3Nw8l49J4t2mUqVKDB06lIMHDzJz5kxKlSrF6tWruXDhAj/+aPz7+ibEUBJCCYn3gGrVqhEQEIBcLkelUqFQKGjZsiUWFhYvtoBDWfDp8kFZgnlRuHBhNBqN1JvwPaRLly40bNiQUaNGceTIEVq0aMGwYcNYt24dwcHBb/TeUh6hhMR7RFpaGomJidjY2Ly4CL5FYmNjUSqVFCpUCMhuzpqVlYWVlRWQXQlGo9GgUqny/d4HDhxg8ODBhqjDBg0a5Ps9JN4sKSkpdOjQAbVaTUREBDY2NtSoUYPLly+zdu1aSpUqZZj7svmFUh6hhMQHgoWFBc7Ozu+UCOr1evbu3UvDhg0pWrQodnZ2+Pj40KdPHxwdHbGxscHb25uhQ4dSrlw57Ozs8v14S6/X065dO65fv87IkSP55JNP8nV9ibeDlZUVs2fPJjExkVatWiGXy9m2bRsmJiYMHTqUjIwMw9z8/B2ShFBC4j3hanQKG8JuczU6paC3AkBqaiqzZ8+mdOnS+Pv7Ex4eTpcuXejVqxeiKLJ69WqqVatGz549AQgMDESr1ZKVlUXTpk355ZdfiIyMzJd0h/379xuavXbp0kXqUP8eU758eUaMGMHRo0eZPHkyLi4urFmzhqtXrzJlyhSjufklhlKtUQmJ94Bxm8+x8tgtw+vuvsWZ1NKrAHcE//vf/1ixYgXe3t5MmTKFxo0bP/PIU6PRoFAoCA8PZ9y4cXz99ddAdleCZs2a4e/vT8OGDXFwcAAgMjISW1tbihQpAsCDBw9YsmQJa9asoXLlyvj7+6NQKJg1axZhYWFYW1tLXSc+ENq3b094eDgTJkygTp06NG7cmDFjxvDDDz9QpUoVWrduna/3k3yEEhLvOFejU2g451Cu8b2D/XB3tCqAHYFOp8PW1pZatWoxa9asV1rjzp07hIaGEhoayvHjx0lOTgayLQJBELhw4QIAZcuWpWzZsuzcuROtVku5cuW4d+8eSUlJADg7O9O+fXtat26Nra1t/jygRIGTnp5Op06dSE5O5ty5cxQpUoTatWtz9uxZfv/9dzw8PAxzX8Rf+CwfoSSEEhKvSVxqFncSMnApbIadpQlqdRyZmVGYmjqjUtm99vobwm4zbMPZXOMz21WiXTXX117/VbgSdhGP6p50at2BMZO+e+31dDodFy5cMAhjWloazZo1Q6PREBoays2bN2nUqBHt27fHzc0NvV7PxYsXSU9Pp0qVKsjl8nx4Kol3jatXr9K5c2cqVqxIaGgosbGxeHl5YWlpydq1a4185c8TQ0kIJSTeEFtORzFi41kUMgG1TmRo3Sw8lKMBOaCjfLnpFC3aPNd11xOvcy72HF72XrjZuD3zHvlhEarVcaSkZFtYVlaeryXQ8ZuvkhZ6lz5/jmH/tVDWjFpIuU41X3k9CYlnsXXrVsaMGcPo0aOZPHkyBw8epEGDBjRp0oRp06YZ+YOfJYZS1KiExBsgLjWLERvPkqnRk5qlQ63VM/OASFKmEr0+Hb0+iwsXv0WtjjO6bsqxKbTc0pKxR8bScktLphyb8pQ7ZOPuaEV33+JGY919i7+wCN6/v5XDf9fm9JmenD7Tk7+P1OH+/W0v97APUUenkX7sHoIgMKvZKJysHBj0yxiSb8c9/2IJiVegRYsWtGnThilTphAcHEy9evWYNGkSO3fuJCgoKF/uIQmhhMQrcichA4XMODpRLuiIzXjspxJFjcESg2xLcM2lNUbXrLm0huuJ1w2v84oOndTSi72D/ZjZrhJ7B/sZBcrE30vjYug94u/lrjuqVsdx4eJIQGu0p4uRI3IJ9IuguZ1q+N82plb82nIiD1LjGDv+O6nYtcQbY9SoUXh4ePDZZ59x+/ZtRo0aRZ06dZg2bRrnz583zHvVKFJJCCUkXhGXwmaodcYf/jpRjr1Z/FOvORd77pnj4zafo+GcQwzbcJaGcw4xbsvj+e6OVrSr5mpkCYasucSaicfZv+IiayYeJ2SNcY3NzMwoBCEv/5mczMyo5z1iLpSulkavfZzK890nAzlw8jDLly9/6fUkJF4EU1NTZs2ahVqtpnnz5uh0OjZv3oytrS3Dhg0zBFrBq4mhJIQSEq+InaUJ45t7Gl7bkkxD81Cs9Ok8No4UWFk9nuNln3fKg5e9F1ejU4xSJABWht56at5g/L00IkKMxSwiJMrIMjQ1dUYUcxfsBh2mps5Pf7inoHK0wNzXyWhswMCB+Pv7ExgYyPTp0wkNDTUqlCwhkR+ULFmSiRMncubMGUaMGIG9vT2bNm3i/v37jBs3zuhE4mXFUBJCCYnXoEvNEkxuVZHWiqMcMfma6ZqV+J2MxSlWjyCYUMFzplFgipuNG53LdjZao3PZzrjZuHH6dt6dJJ42Hn0jOY9RkdjjhyAtFgCVyg7P8tPJmTIsCErKl5uOSmX3Skn6ti3dKTK4CoXbeVBkcBXsWpUhKCiIOnXqsHbtWvr160eTJk24e/fuC68pIfE8MjMzDc2X58yZw927d6lduzbTp09n3759rFq16pXXlqJGJSRel7RYxDkVEbSPyz+JciWaXjtQOecdTZlX1OgLRYemxULiTbApwZ3DKWzZ/K/RXDlZdC/SH3NlBrSaD17tgLyjRt9Ekn5qair79u2ja9euFClShF69euHr62tIipeQeFlu3rzJ+vXr2bx5M8nJyZQqVYoRI0bQr18/BEFAFEUaNGjA4cOHWb9+PWXKlDFcmzOKVIoalZDIZ2LVWv5JTidWrYXEmwhypdHPBZ0G1dLmcG5Dnte72bjR0r2lUepEzuhQ4eF/PX2KUVwNulQ1hC2F2Z7Er2rJwZ/6kXD4PJXNBGSAgIicLD4pNBdzWRLo1LBloJFlaGf3MXZ2HxsswZc5hn1RLC0tadmyJWvWrCExMZGxY8fSoEEDJk6cKAXTSLwUp06dom/fvgQEBPDHH3/QuHFjDhw4wLVr1+jfv78hbUIQBMaOHYtWqzVq5AsvfkQqlViTkHhJNkXHMyTyNgpBQKMXmeFiSUedJvdEXRZs+R+41QML+zzX0qWqUd9NRUBAWcyCSS29+MzGmlu7/6UoMmxPp/Lg3BnMZQcpLJtFsKUp4+xtkIu30QnjGHS3K42SqpGm01PCbAyFFNceLy7Isq3HPO79rGPY/KhWExAQQExMDGfPnmXBggUsXLjQ0DqqfPnyUgK8xFMRRZHly5cTGBiIvb0933//PX369KFo0aJ5zr958yZz585FLpdTrVpugy8iIuK5yfbvpRBqtVrWrl2Lt7c35cqVQ6PRcODAAVxdXQ3lmSQk3gSxai1DIm+TqReBbAvnm9sZOH08Bb9DI9Hr1CBCDNakCIUAc5zuXcbCPbcYpZ1+QELQZXgUeSqDQi1KY7X3Dp66HEKh02MlX0aCHMbb25IlE4BsX0lgsdX4pJejsMwCE8HE+AaiHmxK5PkcPq55N/R92virIJPJ8PHx4ddff+XWrVusXbuWtWvXYmtry6xZs/L80JL4b6PX6wkMDGTZsmU0atSIjRs3Ymlpmee83bt3M336dA4dOoQoinTt2hVra+s8132eZfheCuGZM2fo3Dk74MDR0RGtVktcXHZOVJEiRejQoQOzZs16Iz3PJP47ZKSoSY7LxNrOFDOr7N+l25lqFILAIxF8RFexCrM/2sTa3cdAMKGcMh6ZKCLTigj6kojSAAAgAElEQVS/76FNGyu8vB7733SpahI2XHksggB6SNp6DUH5pLWkRyc6cVeRnOsPVi7KiVbGYa2zQC/k+MCQq6DlvKdaoo+OYVeGGvsI30TtUplMxs6dO4mOjmbv3r2MGTOGb7/9lqCgIOzt896fxH+Pa9eu8cMPPxAWFsYXX3zBvHnzkMmMvXexsbEsXbqUX375hTt37mBra0vv3r1p164dxYoVe+V7v5dCaGtry8yZM7lx4wahoaEANGnShJSUFEJCQpg7dy4qleqViwFLSFw+cZ8DqyKRyQX0OpH63crhUaMorqYqNPrcvi6lRmR0SAqC6E571RkUwqM52c78zZs34+bmZqiNqEvIQpA9KafZiDr9EyMy5MI9imm1OdLis9EKOgprrbnZwIGb5RdTKfUyhRQKcKpEuk7JgzPhABQpVRpz60JG105q6UX3WiU5fTsRH1ebN17A29HRkS5dulCpUiVq1KjBiBEjWLBgAUql8vkXS7zXqNVq9u3bx/Hjx3F0dMTOzo79+/fzzz//4OLigrW1NeHh4VhYWLB48WJ69+5tdLJ37tw5pk+fzvr169FoNFStWpVvvvmGBg0a5Mvvz3sZNVqhQgVx3bp1T/35lClTWLNmDVu2bKFFixZvcWcSHwIZKWpWjj6KVvNYkBRKGd2n1MbMSsXKqFiGX75jdI1psgbL8HhM1Ik0Vl1CJRiLmVKppGfPnjg7Z+fu6VLV3Jt2ArS5//6smpUkdc+tbJHU6EEuYC4PobDyZ4ItzRlnY45OENAKAkWoyv2iXxGnyrYiFcAvnsUpd/UswfPmIOqycwhlCgVNBwymXJ26+fdGvQZLly6ld+/eWFhYULNmTT766CMaNWpk6Gwv8fZJSUnh2rVr3Lx5k1u3bnH//n2io6OJj48nKSmJlJQUXFxc+PzzzzE3N8fX1xdzc/Nc61y/fp3t27eTmpqKo6MjDx48IDg4mISEBKysrEhNTUUURRwcHGjTpg137tzh0qVLtGrViuHDhxvacAFkZGQwYcIEZs2ahZmZGc2bN6dDhw64u7u/9PN5eXl9WEW3nyeEarWarl27cvPmTdq0aYO/vz/+/v44OTk99RoJiUdE30hma+A/qDMfJ6KrTOW0GFQZx5LZPoiVUTGMvRKFUhDQAd8XL8oPS8JBm0V7k5wWYTZyuZwhQ4YYVctPCL5OWkju6i52vSqgKmaJLiELVDJQ65EXNkEuJEPiTeLNCnExI5pkHXxx3YKsJ/6ETYAvVs9AlWqcZyhXquj367JclmFBIIoiO3bsYMuWLezcuZO7d++iUqmoX78+9evXx87OjqJFi1KyZMmC3uoHjSiKBAcHM3fuXKOIS5lMRpEiRXB0dKRkyZLY29uj0WhYvXo1en32lzxnZ2fq1KmDqakpVlZWyOVyDh48yNmzZ5HL5Zibm5OSkoJSqaRVq1b06dOHhg0bkpWVxZ07dyhRooSR++r8+fOcOnWKihUrUqFCBXbt2sWgQYO4ceMGbdq0YciQIa/1RelZQvheHo0+D5VKxU8//cScOXPYsWMHq1evBsDd3Z1WrVoxevRoChcuXMC7lHhXsbYzNbIGAbQaPdZ2pobX3Z0daOZQmDtxaRTLFLFzMCexvjuz9lzmb00pPlL+i4CIDJDJBFq1amUkggBmpQvnKYQCAnJLFXLLJ33c9mBhj0laGiUzzLiqF5ERm+t6GZBubpVLCGUyGckPot8JIRQEgYCAAAICAhBFkdOnT7N8+XJWrlzJX3/9ZZhXpUoVevbsSd26dXP5iyRej2vXrjF16lSOHz+Op6cn06ZNw9PTk7Jly1KqVKk8jxynT5/OgwcPCAsLY/z48ezZs4fMzEwyMrJzaN3d3fnxxx/p1q0bjo6OpKRkp+NYWT0+djczMzPK9UtLS8PPz4/w8HDDmEwmQ6/X4+zszMKFC6ldu/abehuAD9QizIler+fSpUuEhoZy9OhRjh8/zkcffURISIj0hyWRJxkpapaN+BsxhxYKMvh8+keGoBnIjvpM3HgFUQaiVk9yLUs6Hb9NilaOCRpshXRUCoHfv2qCS5HcX7x0qWruTTkOOTVXBk6ja+YhgtmcO3eOLVu2AKDRajngUYXLTo87UxRKSab8nZt8um8dyXIRcvhZ3iWLMCkpyejbfVZWFiqVCo1Gw6VLl0hISODUqVPMnDmTu3fvUrx4cdzd3SlUqBC+vr40bNhQ8i2+BhcuXKBHjx6oVCqmTp1K//79XyulRaPRkJqaio2NzUtF7Ws0GkaOHMns2bP56quv8PPz48aNG0RGRlK2bFn8/f1RKPLHXvvPHY3mhU6n4/Dhw3z11VcA7Nu3j08++eRNbE/iPedFjkZ1qWruTz+JmMNy1KJjrelR9ulduS8UQaPXM6NtJVr4ZPsF05OTSLxyGVliEnqbQtiU8UC8nkXChsvZgiWKFG7ngYVP3lVY0tLSmDNnDlrt45AZPQK/12yIWqHi4/ATjFi1AKVWiwDEmZlwoowzoiAgUyho0LcT9mWVWFt7Y2nx8j6W/OLWrVtcu3aNihUrEh8fT7ly5QBYsWIF3bt3N5qr1WoJCgpi7ty5xMTEEBcXR3x8PI6Ojnz22Wd07Ngxl6Ut8Wy0Wi0BAQFERUVx9+7dF3IZPfLzaTQaFAoFZmZmWFpaYmNjg52dHVeuXGH//v2YmZlRokQJ3Nzc8PDwwNXV1cjgyMrK4tSpUxw+fJjt27cTHh5Oeno6zZs3Z8qUZ7cje13+c0ejOYmPj2fTpk0EBQVx9+5dihQpwsCBA/noo48KemsS7yjWdqbon+gqodeJRkejuoQsxCcOFPTosdSb4Ke8QeOODShdzA47y+zcvotHDnJm8vdU/PceegFkIhwq5YTPmHGUGemLLiEr2w/4FEsQIDExEblcbiSEMkTahx1AVJnR/feVyHL8zC4ji08uR2E19yfSrf7iQdwYYi5m/8zZuRvlyk54xXfo9XB2dsbJyQmlUsn8+fOB7Io0zZo1yzVXoVDQuXNnQ7qUXq9n586d/PDDD8yZM4eQkBCWLFmSb1YDYHh/5XL5B5mTHB8fT1RUFF5eXkYieO/ePUJCQrh9+zb3798nJiaGpKQkEhMTOXr0qNHvXV6oVCp0Oh063eMvkKampri5uVG5cmUuXLjA+fPnUavVALi5uREQEECtWrWoV6/eG3nWF+WDtAhFUeTMmTOsXbuW3bt3o9FoqFGjBsOHD6dFixbSkYrEc3la+sQj8or61KJjneooWhPRKEI0PTmJ5f26Ue/sFXIGk+oEgUPe7vRctCrXcWVcahYRsakkKQWsTBV4WZljpsnKZRE+okzSTer8cwx1gg5d1uMjLsHMDIelP3A64atc19Ss+VeBWoaQLWyCILyS4KxatYru3bvj4eFB165dadKkCWZmZi+9ziMLVaFQcOzYMdavX09mZiaCIFCuXDnq1q1LjRo1MDU1RSaTUaZMmfc2Rzk9PZ3PP/+cf//9lyNHjlC5cmUg+z2oWrUqsbHZPmdTU1NsbW2xsrLC3NycChUq0KJFCwoXLoxWqyUrK4v09HSSk5NJSEjA3t6eKlWqIJfLiYmJ4fbt29y8eZPr169z9epVrl+/jpOTE97e3lSuXBkfHx/s7OyetdV8J18tQkEQRgOTgXmiKP7v4ZgjMB1oBNgAh4CvRFG88ox12gBfAJUBU+ACMFkUxa0vu6ecqNVq+vbtS3h4OJaWlnz55Zd88cUXlC9f/nWWlfiP4VGjKK7lbXMl1D9CbqnCtJEzqTtvokePDBmHFBdQC1pMM20wVTw+rkt+EE1xuwcIMhH0jz/w9QJYpKeQHLoG88ZfGMa3nI5i0KHLZHgWyvYfKgQUgsAvnsVp2bKlwUeo1WqRy+U00u2lhvVp9LUFBJnI3eM2pNzODmsX9XrSrWIgIfczJiefKXAhlMlk3Lt3j99++42rV69St25d6tWrx/Hjx1m/fj0nTpzg3r17QHaAjUwmw9ramn379tGtWzd0Oh2TJ09m3Lhx/Pjjj0yYMIFGjRoZ3ePo0aPs2bMHuVyOUqlEqVSiUChQKpXcu3ePrVu3GqwYmUxG586dKVu2LOnp6ezatYtFixaxYMECw3qmpqZUrlyZkiVLkpmZiYWFheED3tHR8e29ea/AmDFjuHDhAtu2baNy5cro9XpWrVrFqFGjyMzMZOHChVSqVCnPai4vStGiRSlatCjVq1fPx52/WV7KIhQEoRawBkgGDoui+D8h+6vcUbL/ZAcDScAQoAngKYpi7rbZ2Wv9BNwD9gPxQBdgHFBPFMXDz9rHsyzCo0eP0r9/f8aPH8+wYcNe6/9QCQkAbXw8mqgolM7OKGwfd59X307h+OI9RIg3SROySBfUWCZ5YK4rgoDMYEUmxd0gYnMAikXOmKbHo9Jkd3nXCQKHPF3o6XUB829Pg4U9calZ1Jh5gLSPioA8x9mrKGIiEzhVuyJmmiwSExNRqVTooy9SZENzctpTei1c3eaITmeC2dSxxPlYk3D5fzxpdBW0RXjhwgUGDx7M/v370Wq1WFpakpqaavh5sWLF8Pb2xsXFxRBF+Kghq6WlJefOncPa2hpRFDl8+DADBw7k8uXLNGjQAJVKhVwuJzExkf3792NpaYlCoUCj0aDVatFoNOj1euRyOX379uXzzz9Hq9Xi5OREqVKljPYZFxfHiRMnEEWR9PR0Dh8+bKiUY2ZmRnJysqE9kKOjI5UqVcLLywtPT0/KlSv3VnMjHx1NPmmx6vV6li5dyk8//YRMJkOn0yGKIgMHDmT+/PmUL1+e0aNH4+Pj89b2+rbJF4tQEIRCwO9Ab7IF6xFlgFqAjyiKZx7O/RK4D3QGfstrPVEUv3liaKIgCJ8CrYBnCuGzOH78OIIgMHToUEkEJV6bpO3buTf2OwS5HFGjociY0dh27EhaWhrxmXE4iYUpqilEPBmcSlIgiiqybQs9B1ZF4lrelrBd17l0aiYKHw06vZIyl3+n6INTRLjaUdfpOuYmgqE49vm7SWhUsuyvlU8E8ckFgduZaipbWzwOEInanWvPghxcR3dhr2d5Jp35EcVhBZ4qMzoVzkD2UAydnbsVuDXYrl07Ll26RNeuXenQoQPFixfnypUrhIWFUaJECXx9ffOM7Pbz86N37960bduWDRs2UKhQIfz8/Pjrr79o0qQJZ8+eRafTodfrEUWR/v37M2fOnFzHpnq9Hr1e/1z/op2dHQ0bNiQ1NZXU1FTKly9Px44dSUxMJCEhgZiYGCIjIylSpAhXrlzh8OHD7Nmzx3C9s7MzHh4etGvXDj8/v/x58x5y9OhRxo4dS3x8PKIoGo6afX19cXZ2xsXFBV9fX1avXs3WrVupW7cuM2fO5MKFCwwaNIg9e/bQs2dPhgwZ8kH6Q1+UlzkaXQRsEEVxvyAIOYXwUaXfzEcDoijqBUHIAj7iKUL4FKzI8xDnxXF3d0cURX755RdGjx79OktJ/MfRxsdzb+x3iJmZhlJo0eMncCkpiX0PHiCXy9GpdHwslMNOWxQ5auMSaAJcPx1D5GERUKERVCh1Kdwv9hHFyoVTX3UZR7tM0JnlKI4tIGTo8myQphNFXE2f8E055/6CKwiQWacZkw4OIFOXCTo4oRG4qi7E3CpfY01Vkm1KsPZePFWszfGwMM21xiPiUrO4k5CBhUpOmlqHS2EzQwDQ63D//n0uXrzIN998Q58+fQzjHh4eeHh4PPPaqlWrMmjQIGbNmoWTkxOdOnViwIABVKtWjbNnzz71uvj4eFauXIm3tzd+fn7I5fJnplDt3LmTL7/8krt37z43UATAycmJzp07M2vWLNzc3IiPjyc8PJwzZ84QEhLCwIED8fHxoXTp0nTq1MkQLfuy3Llzh9DQUA4fPkxISAhubm707dsXQRBQqVScOHGCvXv3cuzYMfR6PXPmzAFg+PDhTJs2DcDw3I9cR/9lEYQXFEJBEPoC7kC3PH4cCdwEpjycl0r2EakL8MKlXARBGPjwmjzbDAuC0A/oBzwz3DcgIIDDhw/z3Xff8fHHH/Pxxx8/dW5sbCzLli3jzp07hooWb+MYIzMzk3Xr1jF79mwePHhAo0aNaNSoEe3atcPE5PU/ZCTyB01UVLYlmGMs08SEvbduoVMoDB+Oh1WR9G5TC3HJ1eySaA/RqvWE/HEJHh5cFok+SflLv6MX5Oj1cLyGJ80dzyO0nGsojl2hmDVKnR5dRCLaijYPLUMBU72O4SodYlIC5ChBdS1VQ7JjXbyjQx5rZ41+RJmaoZAp4HEAHxlaJZuWwX3bZLZVuYZeBnqZQC9nO6Z4uOZ6/i2noxix8SyiXiRLJ2KqzL5DzpSQV+VR0nydOnVe6fqePXtSvXp1goKCWLt2LcuXL2f37t00bNjQaF5qaip79uwhKSmJyZMnc/XqVSC7XnGDBg1Qq9UolUoaN25MQEAARYsWJT09ncGDB7No0SLc3Nzo3r07ZmZmmJubY2GRbY1bWlpiZWWFtbU1NjY2XL16lZ9++om5c+caoiKtrKzw8/Nj48aNpKWlMXHiRI4cOcKuXbvYsmULNWrUoFSpUvTo0eOFUhju3r3LiBEjOH36NJD9OThgwADatWtnaFCr0WioWbMmQUFBqFQqtm3bhl6vp3jx4lStWhWA9evXA1C/fn0GDBjwSu//h8ZzfYSCIJQF/gY+FkUx8uHYQSAiR7BMVWAJ4E32n95eHqYJi6KYOyY69z3aki2AnV4kWOZ5UaOpqal07NiRu3fv4uPjQ6tWrejXr5+hhl1kZCRTpkxh3bp1qNXq7G/2D53lGzdupE2bNs/bwitx/fp1FixYwKJFi0hKSqJkyZKUKlWKv//+G41Gw88//2zIc5QoeLTx8VytVx/x4QcbQJytLSH166HJEXlsYmJC9+7dSYuSs39VJDrNk0WzRZTqVGof+w65/nHfQq0gcLVfD1oPHkFaWhp37lxCrY7h32tqtm08TaRTaaIci9DBMRmTq2cNfsAaNWrQrFkzZiwbzB/iPmR6KCTq6JlRih6dZ4FDWeIz42m0oRFZuizD/eQ6JW0iJrGoqTNahbEFcKhGOSPLMC41izrT95OZ61nAVCnjyIhPXssy/Oyzz/jrr784cODAaxe2SEpK4qOPPsLR0ZF79+4ZrJu0tDRq165tsBItLS2ZOnUqWVlZ7N69mwsXLhh8fNHR0YY5j/yUn3/+Of/73/9eKkJUo9Fw5coVLl68yIkTJ9i5cycqlQo3Nze6du3K6NGjuXbtGhMmTOCff/7hwoULeHh48Pvvv2Nq+nTL/MiRI4wcORKtVsvEiRNp0KABa9asYdGiRSQk5D5Eq1u3LgcPHjQai46OpmHDhkRERFChQgWWLFnyn8rBfF0foS9gD0TkMJ/lgJ8gCF8AFqIongJ8HvoRVaIoxgiCcBwIe97iOUSw++tGjD7C0tKSRYsWsW7dOo4dO8bYsWNZt24dYWFhqFQq+vfvz6FDh/j000/p06cPJUqUYPXq1cyePdvg9M4vdDodwcHBTJ8+nSNHjiCTyfjkk0/o0KEDNWvWRBAE9u3bx6BBg4za9EgUPApbW4qMGU30+AmGMYu0NPRPHCPpdDpsbGxwdrbA1FJJ8IJzaNU5BSQDk8xY9IIcOY+FUBQE9Dv383e1Opw4uYbU1MIIgh5RlBFgcYzBW/9A3bY9m1OMheLEiRM4OlkTrN1NOVHDHYWCWLmc2fKbZF7cRX+Hshy7ewyd/rE5KNPLqXetM1mmVsj1IlqMnyE8Od1ICO8kZKCUycgktxAqZTLuJGS8lhBeuHDB0Ec0LCwMd3d3ateu/Ur1gC9fvgxkd6B59Bml1+sJCAggIiKCcePG4evri62traFIdOPGjQ3Xi6LIlStXCAkJIT4+Hmtra2rUqGGwoF4GpVKJp6cnnp6etG3blk8//ZSTJ09y8uRJxo4di0wmo23btixbtgylUklwcDDNmjVj2rRpTJgwIdd6er2ehQsXMn/+fNzd3Vm9ejWXL1+md+/enDp1ioYNG+Lv74+dnR33799nw4YNnD59Os80kpMnTxIREYGjoyMrV658b1NA3gQvIoSbyS1oy4ArwBTA8HVZFMUkAEEQygDVgO+etbAgCB2AFUAPURQ3vPi2n4+zszNDhgwBYNeuXXz77beMGDGCOXPmMG3aNOrUqUNWVhZubm6cPHmS4OBgBEHIFXr9Ohw+fJjWrVsTFxeHg4MD/fv3p127drlCrK9fvw4g1T99B7Ht2BGA6MlTEJRKzHQ6Gnl4sPvmTcMpgk6n4/r163h5eeHgapWrt5JcLiNOfgRBrzYaF0QRU7WaQ4d2otUVRq9//Od4plgtXGy3kX5wHxkNG5MmmmEpZGEqZB/Hpu+fSnBqFDvMzZhqb4tCFNHKBFZFrMRBX4R5NxaiFR77tcw0FrjHVSFdpaNIoo44a0g3fSywVayNuwi4FDZDo88tggAavR6Xwi+fr5eTOXPm8MknnzBo0CAUOY6ZS5YsSa1atfD19aVGjRrPDXhLT0/nu+++o3jx4sydO9cwPn36dA4ePMjIkSNp3779M9cQBOGFfJOvgp+fH35+fuh0OgYMGMDo0aMZPXo0lpaW7Nixg6ZNmzJq1CimTp2Kg4MD9erVw8XFhUKFCpGYmMjIkSM5cuQI3bp1o1OnTjRu3JjExEQKFy7M999/T6tWrRBFkV9//ZWFCxciiiKffvopmzZtMtrHrVu36N27N/b29ixfvlwSwSd4rhCKopgIJOYcEwQhDYgXRTHi4ev2QCzZvkIv4CdgsyiKu3Ncs/Lhet0fvu5EtiU4DDgkCMKjbGW1KIrxr/lcRjRp0oTw8HACAwOpV68eLVu2ZMaMGXz77bd4e3sDYGNjw6xZs/K1UeiVK1eIi4ujRo0az+y71rJlS1avXk27du04c+ZMnq1NJAoO244dsfb3N6RQZJmYsHv2bMPPzcQ0TmxegFvREVg4FKd+t3JPJONXQa+xYH9gIh9HRCIKAoIocr64K0UyMjExVaNLN/5gEhBJK1mak6l2bMjyQYaIHoE6iht4yu9QJ+VvEmUyptnbkpXjaDHdTI/LPhMWab9jjtMqQgqdAkAjV6MWMrBQm9PtYAp6Geyoas65Uqb0crbLFTBjZ2nCjLaVGP4UH+HrBszUr1+fzZs3k5qaStu2bbl27Rp79uxh06ZNbNmyhbVr1yKXy6lUqRK+vr74+vpSsWJFkpKSOHz4MOXKlaNs2bIsWLCAqKgoDh06ZCSaaWnZWVvvSscZuVzO3LlzOX/+PP/++y/z58+nXbt2REREMGnSJPbt28eCBQtYsGABKpWKWrVqERERQUpKCvPnzyczM5MWLVpQokQJfvnlFypVqoRWq2Xjxo3s2LGDkydP0q1bN6pVq8Y333yDn58fx44dA7JbGdWtW5fY2FjWr1+Pi4tLAb8b7x6vVFkmDx/h18C3gCPZuYErge9FUVQ/cQ2iKNbL8Tqv5mghj+Y8jVepNapWq+nWrRu3b9/m7NmzFC9enK5duxIXF2eoWfisM/pXQa/XU7duXY4fP87q1avx9PR86tyjR4/yxRdf0KZNG8aMGYO3tzdXrlzh4MGDVKtWjcqVK0tFwt8RoqKiWLlyJVlZWVQkkpbsQYcMlVyGrNU88GqXZ3f79OQktv8yH/nBA1inZ2CnS+DBwCacuy+SkWFqZBHKRRlN0irTVS4jK8cpphwd9eURLFLO4IJKSV+nIqTm+L0w15ky5dbXlM0sSaagpqf7WJIUqThkuNDm9DCEHEeieqD2cG+quj29wsebihp9FllZWYSGhrJnzx62bt3K+fPnEUURMzMzQx4gZB9DajQaevXqxZIlS4zWOHr0KHXq1KFnz54MHTr0je73Vbh06RJdunTBx8eHH3/8ERcXFxISErh+/TrffvstKSkp+Pn5MXToUBYvXsyKFSv45JNPmDx5MpaWljx48IDhw4dz6tQpXFxc+Prrrw0xCABdu3Zl1arsuMPIyEjKly9P5cqVWblyZUE+doEiFd1+yO3bt+nQoQOlSpUy+AvfNLGxsVSoUAE7OztDtNbTWLRoEb/88guQHXH2qIUJZFusX3/9NRMnTnyj+5V4Po+KX6u0yQxmCcqcSRMKMxgcYYgCzYsH9x9w5ex4knUhJKQ5kKw3JSumKElxrgiIoDPBT1Metd6BQaRhXJFCj6Myi1B5HxJlAo1di5GZQwhN9EqWX/0BG50VabIMvi+1iEtmNxlm9T2xwbl/3z/pUZ7yvu+G1fQ04uLi2L9/P3v37sXS0pJOnTpx5swZli1bRrly5Zg8eTJFiz4uf6fRaPD09CQ5OZk///wTa2vrAtz909m0aRPjx483vG7fvj1du3bFyckJJycndDodzZs359y5cwwYMIC6dety4MABjh49yrlz51AoFCxbtowOHTrQu3dvg/BB9pe1YsWKAVC9enXCwsL4448//tNxCP/pots5cXV1ZeLEiQwdOtTQ+uNNY29vj6urK+np6c+d269fP1q3bs2xY8cICwvD1dWVjz/+mMuXL7Njxw4mTZqEjY0Nffr0MervJfF2sbCwoGXLlpzYvACdTobRgbdcaUiOfxrmVsncir/MpUvtUOsVyBA5pnOluU8K7qlhlInsjjmmJKAnd/aaQKJoTppPX2xPL2JibDzj7G3RCQIyUcWgu12x0WX/bpjrTRlWZRjFK3hAgglrgo/nWu1RN413GTs7O9q3b2/k66tevbpR/qEoity7d4+zZ8/y559/cvXqVQIDA99ZEQRo06YN1atX59atW2zfvp2goCCCgoKM5pibmxMYGMiNGzfo1KkTgiBQsWJFxo8fT9myZTlz5gyjRo3i9u3buLi4cOfOHYOYPuLRF/7XabP0ofOfsggfMWXKFNasWcPmzZtp2bJlPu7MmDt37rBo0SKmTJnC559/zjffPFlM58XRarV88cUXHD9+HIVCgbe3N4sXLzYUzdsYRR8AACAASURBVJV4+6TF3MJ8fhWEHCkRyFUw5OIzhfDa9XWsXn0OMcdRqFYU2KL1Ymdbb4T1dw3je1AzjUzUQiaiqEIhkzG7g092Hl/MJYgKI96+DOezMlCvvo1HRvHHx59P9DYMWXOJk0cukWISh1WWHdXrlKVu57L5+6a8Iunp6QQFBZGYmEiDBg2oUKHCc5O809PT2bRpE9u2bWPv3r3Exz8OLWjatCnTp09/rxLFY2JiiI6OJjo6mri4OBITE6lbty6///47f/75J02aNGHUqFEsW7aM7du3Exsbi1wup2bNmrRu3Zo1a9YQHh7Otm3bCAgIALJTSypWrEhMTAwbNmygZMmSBfuQBYhkET7BsGHDOHPmDN26dePcuXOUKFHi+Re9BCkpKbRt25Y9e/YgCAJ+fn506dLltdZUKBTMnz+f8PBwQkND2bhxI59++imHDh3C3b1gS2X9V7EwN88VIYo+e0CtjiMzMwpTU2dUKmMfnF5fAjhnPIaAuT6T2wolxWUYmvU2RImrMpHYukVwVguU8yqNg+vDb/sOZcGhLLbAx0Baywe5ehvmbOuUVvMaa7STkIkCekHEs+YkoOCF8Nq1a1StWpWkpCTDmIODA02bNqVRo0YUKlSIlStXYmpqir+/P+XLl+ePP/7gt99+IyUlBXt7ez766CM8PT0N0Z9vs75nfuHg4IC9vT3/Z+88o6K6ujD83GGo0qsNS8TYe0HAgoLG7mdB7A1r1Ni7JsbYe1dibDEW7F0QrAioKImIgr2ACooI0plyvx+EUaxgQIrzrOVamVvO2Zcw7Hv22fvdRkZGSCQSNDU1mTp1KpcuXeLnn39m5syZNGjQgMuXL1O9enXGjh1L48aNKVKkCNOnTycoKIhffvmFNm3aAPD69WucnZ2JjIxkzZo137QT/Bzf5IoQ0vcLW7duzciRI1m5cmUOWZbOw4cPVcK9J06cyJUsrZCQEPr06YNMJqNUqVK4uroyZ84cdYupr8mTq/Dn/yD19Ztj2oZE/m88oVG/IwiaiMo0ipmOplRZV1WrpcTERJYsWYjyrU4UclFgf2o1xjQtTQ8ra17tvqU6p1UinJjfF6aLcCuUFJs7B6N//9i9iyIh7YO9DWNSYnDe44zsrdWrpkQTHxcfTHVMPzTUVyMqKoqyZcuSnJzM8ePHCQwMxN/fn0uXLhEbm56wbmRkhCAIqs9SqRQnJydcXV2pU6dOgU0kE0WRiIgILl++zKVLl7h8+TIvX75UnZdKpbi7u2NjY8OxY8dYuHAh1tbW7Ny5EyMjI2QyGZMmTcLb25s5c+YwdepUlEolM2bMYMWKFSQmJjJ//nyVc/yWUa8IP0DGF+e7777L8bHLlCnD/PnzmTx5Mr6+vqqmojlJ1apVOXToEOfPn+f8+fMsWrQIpVLJ/Pnzc7RJqZpPYFwaFLJMh9IEGaFR7iiVqWTI74ZHLcRn1VGc+4+jokMTihQpQuvW7Th89ChyUYIEEX9ZaWoLj9jpE8MPNTWQ/LsiFEWRuIPeiKmpvNaF56YQ9+tk6tjZZeqEkYGGvtYHm/uGvgzN5AQBZEoZoS9DcSjxZTJnOYWVlRXTp09n2rRpaGho0KlTJzp16oRSqSQ0NJSXL19iZ2eHhoYGYWFh3LlzBwcHhxwtdfranD59mjNnznD58mWePk0PhVtYWPDDDz/QpEkTUlNTOXv2LDExMbi5uQHpTrFJkyb8+uuvGBkZkZyczJgxY/Dz82PZsmWMHj0aURT58ccfcXd3p0WLFvTv35+qVavm5aMWCL7Zv5g3btwA0gtvb9y4QYsWLXBycsL0A39cvoQJEyZw9OhR5s+fT0hICA4ODjg4OORoyMba2pqePXvSs2dPfv31V5YsWYK7uztOTk60aNGC5s2bY2NjU6D2SQoURcyhw2o4NII0bU1SNBXIGo1ASNgNvJE2ExUCEp1EPNetoFS1mugZGlG3bl3CY5IIuHCeeFEb26TrGEfepY6GPkrhOySS9JW9IAjo1OzFaaMbrGyZhIYCFBoi0y5tpVOrMVk2VeDDvwMfO/61+fvvv7G0tMyU5CGRSKhSpUqm6zJUWwoqGcXv69evx9DQEGdnZ5ycnGjatCkVK1ZUfVenTJnyXlE8pCe+DBo0CJlMxsOHDxEEgQ0bNjBw4ECUSiVjx47F3d0dNzc3Ro8e/bUfr8DyzYZG09LSOHDgAP7+/ly+fFmlL1i9enWOHj2KtfX7IsTZ5eXLl/z0008cO3aMuLg4LCws2L17d668ycrlck6fPo2/vz8BAQGqt8zixYvTunVrmjdvjiAIbN++HXNzc5o3b46Tk1OBfqvOST7WczArRD7aTuj92QgSTZRKOaBEFN+svpRygRvbbVCkaeDg0psGnbqheB5J7N379Dv+kJdpMjo83o9UVGCqVZQmxVzRkrypaVXIk5lYZgU3DR6rjmkLmpzs+uGwZtLrOF4/j8LQ0koVjo1JicFptxNy8U0eqlSQcqrrqTwPjcrlckxNTXF2dmbWrFl5aktu4+7uzurVq+nfvz8bNmz4aCbngwcPaNasGTVr1qRhw4akpqayatUqoqOjqVOnDmXLlsXS0hJXV1fs7OxYvHgxS5cuJTIykl69ejFx4kT1C/A7qOsIP4NcLickJIRffvmF+/fvc+nSJerXr59j4ysUCs6dO0ebNm0oWrQoXbp0wc7OjvLly+fKL6soijx+/JiAgAACAgIyOXpTU1NkMhnx8fEIgkClSpVo3749jx8/Zv/+/ZQtW5Z27dqhoaHB8uXLWb9+PX369MlxG/MTqp6DUimiXE6xObM/ugf3LmlpL/Hzb4xS+bZGrQaCoIE8VY4gEXl8thix94wQNJRo6mjQp3U/Eq4YAXJEpBxKvUjcs6toizK0Jbq0tR6GVPJmr1cmynArO50Xum/qSvWlRdjwwx9UNX8T9pLHxHDD6xhnjx1AIpWiVMj5YegoKjqk61Ycv3+cn/1+RiJIUIpKZjnMovV3n9XEz3UCAgKwt7dn0aJFtGzZMq/NyRHi4uLw8fEhKCgIQ0ND9PX1uXz5MkFBQfTu3ZstW7Zke18zJSWFtLS0TCUhr169YsaMGaxZswZbW1tcXFxo0aKF2gl+APUe4WeQSqXUrFmTatWqqd64chINDQ2aNWvGjh07GD9+PIsXLwbS66Ps7Oywt7enQYMGqu4Y/xVBEChdujSlS5emW7duKkefnJxM/fr1EUWRGzduqBzl4sWL0dXVxdnZmWfPnrF06VKVekeGnmZh5UM9B59NnUaRj+zBvUtKyhMEQZO32nECCkQREqOK8PicJco0DQQNJSUdIlE+KEXCFSNEtMlo5fmDtDoHxXQ5rFRlMpejj1PfvDVKFEjQwD/2KDEVEjLNKxcVFNcvrvocd/QoD3/5hdPfFUUpEUCWLurktf5NOLb1d61pULwBTxOeUly/eJ6vBDPI6J7w8OHDvDXkC7l79y579+4lLi4OMzMzIiIiOHfuHHK5HDMzM1JSUkhMTMTGxobZs2czadKkDzpBhUKBr68vx44dUzk8AwMDDAwMKFKkCHp6eujq6qKjo8OLFy/YsGEDvr6+yGQyevfuzYQJE9QO8AtRrwj/RRRFnJyccHR0/KwCzH8lIiICb29vvL298fLyUtU/2djYqBxjnTp1PqggnxskJSWhoaGh6oWYmJjI5s2bcXd358aNGwV6T+ZzJF+/zuP+A1AmZHY05qN+wmLYsM/e/+EV4RvkyRqkxWuiZSBDoqlEdtiWGvq9EXnT/iZNmYjv88NEp7wAMRkAbYkuRaRGJMrjSFUmc79YCn7VXyIRNZBokWk1J4+J4W7TZrySwOVyxZC/FW7T0tXDZfpsitrkvKB0TiGKokob8+LFiwWmJ+fff//N+vXr8ff3R0tLCwsLC16+fEmRIkXo27cvPXv2pFatWgiCQGpq6gefS6lU4uvri4eHBx4eHsTExKCpqYmOjg4JCQl86u9zRnJN27Zt39tLVfM+6hVhFrh9+zYvXrygVatWWb7n3LlzxMbGZrsov2TJkvTv35/+/fujVCq5du0a3t7eHDhwAA8PD7Zt24ampia1atVSCQ5XrFgx15Qh3hX5LlKkCM7OzmzcuJHhw4dz+vTpQvumqVmiBKJM9t7x6PXumLi6fnZVqKVlRqWK8wn+exZpiYZo6kUj1Ul3qoKgjVRXgaCRhiARibhgTcN23RDPvPnaRaQq+CdZE3Q6oq0toky7iDw1hFRFEqlpyarrvnumT5m0gbzWS6Rrb0eqfVdOde7VLg+UqanoakjebxEll2NombnbSX5DEARVx4WCUv4TGRnJgAEDMDIyYs6cOQwePBhzc3OV43r7+3Lnzh22b9+Oi4uLymGFhYWxdetWNm/eTFRUFDo6OjRp0oQWLVrQsGFD9PT0UCqVpKSkkJSURFJSEikpKaSmpqqaCVepUkWtFpNDqFeE/7J582aWLl1KREQEJUpkrfu2hYUF0dHRnDt3jsaNG+eIHcnJyfj6+uLt7c2RI0e4dSu9nszIyIgGDRpgb2+PnZ1drqnqx8TEEB8fT6lSpdi+fTsLFixg6dKljBmT9QzFgsaLdeuIXpG5llSir0+pzZvQzYI24+3LkZzeFopIEqJSg6L1tmBUKhCJRIdSVbZyK/oRxRTGVChVlxQtBQdX/USLl/1IVcrxfq2J4p3MTYkULK1v8TDoGKAFKJHqtUCqXRGAdj/VoFTl9CJ9eUwMd5o2Q0xNRQCeGhch2NoSiSgi19DAoWsvGnTulhM/plylZMmSGBoa5no0JidIS0tj+vTpeHt7c+/ePUqVKvXeNaIocv78eWbMmIGvry+Q/h0uV64cKSkp3Lx5Ew0NDezt7Wnbti2Ojo7qrjO5jHpFmAX8/f0xMDDg9u3bmJubfzY8c+HCBaKjo4H0btA2Nja0b9+eiRMnvtdvMDvo6urSokULWrRowaJFi4iKisLHxwdvb29OnDiBl5cXkP2+bZ9CFEWCgoLw8PDA29sbuVyOlZUV9vb21KhRg4kTJ2Jvb4+tre0Xz5GfMXF1JXq9O6S+VfIgl6OZhRei5Pg0zmwLQyETgfRQdmRgPwyKPiDUaiB9QxRoUAwFGvySdo6KoiZbze+zz2gqjaNsKRLfFkHMvApSyiE6ohIdpzhxbPUZEIoj0UgPpQoS0nse/ovsyRMkmpqkpqUiQcDidRJNQh8TbG1BrJkx1ZtnPcKRl/Tt25e5c+dy6tQpnJyc8tqcDyKKIj4+PixZsoQnT54wbty4DzpBPz8/Ro0axdWrVzE1NeXHH3+kevXq7N27l9jYWHR0dBg7dizt2rVTZ23nE9SO8F8yOlI0a9YMAwMDPD09sbe3z3RNSkoKe/bsYfHixQQHB2NgYMDatWsJCgrC39+fpUuXcurUKQIDA1UhHoVCgSAIX6x8YWVlpaoVFEWRmzdv4u3tzb59+z7Yt61Hjx7ZrlWcMGECXl5eGBgYMGLECCpWrIiHhwcHDhygf//+XLt2jS5duvD48eNCGSKVmppSfO4cnk2bnilzNCvJMq9fprynsiaRaGFZYiNu0Ymk/ZsQU/HONV6cPUCCppTWaSZcrBqLrmEykkgR8a18JFEUERXPQdOYIsZF+WFwB07/GYogERCVIs36VFK1dYJ/Q7tyOZoiRBrqct/CmFRNKTL9IrQcNkpVPpHfGTFiBHPnzuXBgwd5bcoHuXPnDvPnz+fy5cuUL1+ekydP0rx580zXRERE4ObmxsmTJ7GwsGDy5Ml07txZ1d7NwSFvhQvUfBx1aPQtEhISCAwMZN68eSiVSpYuXYqzszOJiYm4u7vz+++/8+rVK8qUKYOrqyvt27fPlMrs6enJhAkTMDU1pUWLFpibm7N161Y0NDRUq7zmzZt/8C3yQ7x8+RKlUvnRbNIP9W2rX78+7u7uWd47iImJwdHRETc3N5YvX06RIukrj+nTpzNnzhzVdUOHDmXt2rWF0hFm8CW1hDHPEtn56/tdHUo3e8xI8/IkC0XQTU5kyF+L0XxbhUZPRrUeD0h4UpvIwH4IghxRlCJL9UEefx9Q0nzQSKo7O32wt+HbxB07pnLiKaKSIj+NoHjHTgXGCQJs376dXr16sWvXrnyV+JGUlMSaNWvYvn07+vr6zJs3j0GDBmVSb1Iqlaxbt46JEyeiVCoZMGAAffv2VYc68xnq0GgW0dfXp2nTplhZWfHjjz+qhLIFQUAQBJo2bYqrqysNGjT4oENo2bIlWlpa+Pj44OPjQ2xsLE2bNkVHR4czZ86o9j/KlClD27Ztad68OQ0bNlStIu3t7WnatCmhoaHY2dkB6QX+165d49ChQ9jZ2WFpaamaT1tbG0dHRxwdHZkzZw4bN25k4MCB/PDDDzRu3BhjY2M8PT1RKpWq/UVbW1vVivHGjRssX74cURQZNGiQygkCGBoaUqlSJXr27Imbm1umfm+FFampabaL6WWpCjSkAgr5mxdKTVIx/n0Diqnpbb6M4l+h0JCg+dbKT8tAhqgUMCoVSBHLUGRJ5ki047gZVh/ZrSJoxb/i9JY12NSvi56hUSYHeD/2Ptejr1PNvBrfGX+HUZs2FLGz+2JBgPyAl5cXxsbGVKpUKa9NycSSJUvYs2cPgwYNYu7cuZiZvd/E+IcffsDHxwd7e3umT5+eI2Icar4u6hXhR1AoFISFheHv749SqaRDhw7ZcgaiKJKWlqbaaxRFkXv37hEQEICfnx9Xr14lJeX9lHuJRIJSqVR9vnr1KrVq1VIl8dy5cwdPT0+GDx9OWloa27dv58SJE8ybN4/vv/+ebdu2sXnzZgIDA0lMTKR+/foUL14cHx8fEhISEASBypUrq55PV1eX4cOHs2DBggIrXJyXJMen8edUf+SyN//PjBMeUitoEZ6dbVnedBhFkl/Td/saNBVvqboUUVK5x20kkjffP4VCg8DLnZClalLk7nUkCjkOrr1o0OlNssvci3PZeWun6nP3Ct2Z2mBqLj9l7iKKIubm5sTExLBz504sLCw4evSo6gWucuXKXyU7cunSpQQFBVGmTBnKlClD0aJFmTJlCl26dHmvT2AGd+/epXz58mo1lwKAWlkmH5KWlsY///xDUFAQlSpVwtbWluvXr3P58mXWr1+vuubddPLHjx/z5MkT6tevT9euXTPpESYmJqrCMTKZjJiYGFXijlwu5/Lly3h7e3Pw4EFSU1P58ccf6d27d4FsWZOfuH05kjPbwpBoCCgUSipd34hF5BUEBF5a6fO0jAWS50ncMzFGBDQVcnRMRL7vFIagAQqFJoKg5PZtO6JflAWFHL3Ht9FISUJDU5PBa7egZ2jE/dj7dDj0fqnOoQ6H+M4458XjvxaiKGJnZ8elS++HmCE9OmFra4udnR2Ojo45JjwB6aHPhIQETExMsLe3x8jICKVSyYsXL1TXvN3f722USiUjR45k7dq1eHp6ZjnbXE3eoA6N5kO0tLSoX79+Jim3evXqUa9ePZ4+fcrJkye5c+fOe8XspUqVUu0xTpw4EZlMxpEjRzA1NeXZs2eUK5deX6apqZkpe1UqlWJvb4+9vT2//PLLV3jCb4fv6xfFupIpr1+moPn8AS9+vIUSAVEQMYhLonzQE5b36se17yvTe886AGTJCkAgVmbCvZt2yJP1kMn+1RcVJAj/KsNoSDV5/TwKPUMjrken9zBUSgxQSM3RkEcjUcZzPfp6gXaEgiBw8eJFoqKiOHXqFA8ePKBr164YGRlx6tQpvL29OX78ON7e3qxYsYLdu3dTvHjxzw/8CdLS0tizZw/r1q3L1Adx27ZtdOnShYSEBB4/foy2trbqO/UuLi4u7N+/HxcXF7UTLOCoV4T5kOfPn+Pi4oKpqSnXrl377Kb7u2HYnCApKYkdO3Zw4MABZs6cSb169XJs7MKMPCaGu82cEP8Neyt0RV6VNUG6bCsmyQq85/9CWnISAMbl4pA3LcKulwOxvx2KUhDQEJUEW5bk+9AgikU+RKqlxaA1m1Urwh+85xFvOhABBSIaGMT8gVfzKQXaEWYFURS5evUqTZs2xdDQkA4dOmBnZ0eNGjWyFdKPjY3l4MGDbNu2jefPn2Nra0v37t25ceMG0dHRbNmyJVMC3MdISUnB0NCQli1bMmfOHHVItACgXhEWMCwtLZk3bx5DhgxhxowZLFmy5JPXC4KQ47JUI0eOZNOmTUC6lNShQ4eoXbu2WsniM0hNTSk+cyIxy2chT9NBSILqbtMxKv09Sa/jUL61Txh7z4i0eEPu/K8MD0ysMUhJIl5HD5mGBvX/8UVDS4sfhr4pgTDUK0Wy+VBAQ1WykWw+FEO9rGUhF2QEQaBu3brs37+fcePG4e7uzrp162jfvj2jR4/mypUrVKpUidKlS7/nlERR5Pr163h4eODl5UVqaip169Zl27Ztqq4s2eXMmTPIZDKcnJzUTrAQoHaE+RQ7Ozv09PR49uxZnszfoUMHNm3ahL29PUFBQdSvXx8jIyO6devGqlWrCowU1lfn+h4MQ8Zg0EIKipconReiYZfeyULP0Igfho7Ca/0KJBrp3SHadBuCnpYmi+IE4vT0UQgSise94LiTCzEGxpS2qUjFf4cOT0lDKpEiV76J4kglUsJT0jDX+ja+ys2bNyc4OJiYmBjmzZvH4sWLOXz4sOp8sWLFVCL2NWvWxN/fn127dhEaGoqenh79+/fnxx9/pFoWFIM+hqenJ507d6ZYsWI52qVGTd7xbXx7CiB3794lKSmJZs2a5cn87dq1w8zMDENDQzw9PQkICODMmTO4u7ujra3Nb7/9lqUQ0jdFYjQcGgnyZJVomsapSWBhDcVqQBFzKjo0oVS1mpn6BVYEOsbGERj1ksmPowk3fZOdPCYsnEYmhphrSSmiISFFmXkrI0UpUkTj28v2NTU1Zf78+aSmpqKlpUXnzp35559/OHnyJF5eXuzbt091rY2NDWvWrKFXr17/+Xd206ZNDB48mPLly7NmzRoMDAw+f5OafI/aEeZTTExM0NPTY82aNfTt2/eLV2AymYzHjx/z3XffZSuEExoaysuXL6lRowZmZma0bduWtm3bMmvWLFauXMnatWupXr06s2fPzpZQeaEm9hFoaBItaBGuUwzrlGeYy+LAozeIyvRu9tW6oGdo9F6xeyljI15KNCEqARTppRhmcXLKxSq4VTwW8/LmJCqUaAuQ+pYv1BYgUaHkW0RDQ4OVK99oxNrZ2TFs2DDkcjmBgYH4+/tTv359GjZsmO3w5ZEjR9ixYwcmJiZYWFhgbGzMo0ePWLFiBfb29ixdujRT3a2ago06WSYfc+LECSZOnMjkyZOZN2/eF42xefNmBgwYAEDPnj0ZPXo0det+cL84ExEREdjY2FC5cmUWL16sKuRXKpUEBgYSEBDA8ePHiY2N5erVq/muEDpPSIxm/7YRjLUZjaYoRyZIWXZrAR1fnE4/L9WFMSFQ5H19yZcJqYS8SKDvnUekaEpocTWB+nfTM0cFoGqTElTpXI66ATcyrQp1JAJX7KoU2tCot7c35ubm1KpV66vNuWTJEsaPH4++vj5SqZTY2FjVufbt2zNz5kz11kABRF1HWICZOHEiJ06c4O7dux9N4/4UL168yKRGY2xszPXr1ylZsuRn7920aRNubm5AenjJxcWFHj16qM5nN7u1sBOdJqeuXzApvAlV6ihSuHKpa/rKUNsQ+hyEEpkbPx/65wmT9gWjKZGQolCiW9aAwYFpvLuG6f6LLeckqYwJC0dTEJCJIssqWtPRquApyWSFtzOhs9MV5kMoFAq8vLwIDg5m3LhxaGpqIpfL2bdvH61atcoUMi1RogRmZmZs2bIFLS0t5HI5SUlJpKWlqUWyCzCfcoTf3uZCAaNs2bIIgvDFRe8WFhacP38eiURCqVKliI2NpX379sg+0IPvXQYMGMC1a9dYsGABenp6zJs3D29vb9X5jOzWu3fvZtIl/VYJT0lDUyPzyixFos22ou3SPyhkYFw60/mXCalM2hdMikxJfKocmVyJ0e3MTYIziHr4mo5Wplyxq8LumjZcsatSaJ0gpIcnMyhXrhwODg4sX778g4pMH+PFixcsWLCA0qVL06ZNG6ZMmcK0adOAdJ3djh07ZtINlcvlPH36FDMzM5KTkxFFEalUiqGhodoJFmLUjjCfc+3aNYoVK/ZBjcOs0qhRIxYsWMDjx4+B9HKIt1eJn6J69epMnDiRwMBAqlWrxs8//0x4eLjqfM2aNYF0AfBvHWsdLWTvRlgEgeWl+xCtUzR9j/CdsGjEq2Q036mDS9IE3utpAVZl0lct5lpSahnqFdpwKKS3NuvSpQvm5uZs2rSJLl26EBkZyZgxYxgxYsRn709LS6N79+5YWloyefJkihcvzqJFi2jUqBGLFi0iLi4OS0tLtLS0VJGMhw8fqkKeZ8+epWHDhqxduzZXn1NN/kDtCPM5jRs35unTp6xbt+4/jTN+/HgePnzIhg0bgPTC4uXLl2f5fi0tLQ4fPowgCIwfP560tPT9qytXrgDpwsPfOuZaUkaVer8XpZamFuH9z0C1Lu+dK2mii0yZOdnlpVyBtGLm7MaqTUpgWuzbSc54/fo1AGvXrqVevXpMnjyZQ4cOMXDgQDZu3Ej58uUZN24cXl5eJCUlvXd/fHw8p06dUn3W1NSkadOm6OnpYW5u/sHs0YwVaJkyZdi1axdaWlq8evUql55QTX5C7QjzOa6ursAbh/NfKF26NAMHDuT58+eqz9mhTJkybNu2jZs3b6qK/P38/NDR0aFRo0b/2b7CQO8S5mi/s7knQ4K1yYdX4Gb62sxoW/m948tfRtNqQi2a9a1E919sadK9Qm6Ym2/Zv38/BgYG/Prrr6qXLoDhw4czadIkzMzMWL16NS1btsTY2JgGDRpw4cIF1XVmZmZERkZy5coVZsyYgb+/P3Xr1sXLy4t27dp9MIt0xIgRyGQyHjx4gKOjFU0PDgAAIABJREFUI2lpaTmqa6om/1J4YyuFhLCwMAD09PSIjo7OkX0KCwsL5HL5F6nEdOjQgdGjR7N8+XLq1q3LpUuX0NPTY9OmTbRq1YqyZcv+Z/sKMuZaUpZXKvVeQsunwphVixtRREuDxLQ3fZo0JRLitQRq2BXL1vzRaXLCU9Kw1tEq0KHTsmXLsmXLFjp37szBgwfp2rUrkK6Z26tXL3r16kVycjJBQUEEBARw9OhR2rZtS3BwsEqLVyKRUKdOHerUSU9OOnbsGE5OTkyaNOmDcwqCwKtXr9i0aRPz5s1DKpUWSmlBmUzGypUrMTc3p0GDBujr63PkyBF0dHSws7PD2toaHx8fXr16ha2tLd9//32h70yjzhrN59y5c4f+/fsTFxeHIAi0b9+eAwcO5KmsU1paGnXr1uXBgwe0aNGCixcv8vTpUzQ0NDhy5Ii6rpDsOaSXCak4LDhNylutnHQ0JfhNaoaZftal8/ZHxTC2EGWU+vv74+DgwOLFiz8ben/06BGurq6UK1eOK1euZKu8QRRFAgICWLt2Lbt370Ymk9GgQQMmTZqEjY3Nf32MfMfFixcZNGhQpmOCIPAxX2BmZsbcuXOxt7f/GublGuqs0QJM+fLlOXv2LH/99RcdO3bk0KFD2drbyw3e3i+8ePEinTp1Ys6cOZQpU4YePXoQERGRp/blBz6X0CKPiSH5+nXkMTGY6WuzsHN1dDQlGGhL0dGUsLBz9Ww5weg0OWPDwklRisQrlKQoRcaEhROdJv/8zfkUf39/IP078DlKly7NzJkzCQ4OZsqUKR+85tWrVygUb1bdCQkJ/P7771SqVAkHBwcOHTpEly5dOHjwIBs2bCgUTvBd5/bq1Su2bNmCVColNDSUTZs2MX/+fB4+fEh4eDibN29m3LhxnD17loiICLZs2YKJiQkTJkwgMjIyj54i91GvCAsQoigyevRozp8/j5+fX57rHPr4+PDTTz8RGhoKQLVq1bh37x4VKlTg0qVL6qLjjxB39CjPps9AkEoR5XKKzZmNUZs2vExIJeJVMiVNdLPlBAH+fp1E13/uEv+WyoyeRMLGqmVoalYwpfBu3LhBnTp1qFmzJu7u7lkK5U+bNo3Dhw9z7NgxWrduDUBISAhDhw7F398ffX19mjdvjrm5OTt27CAhIYEKFSrg6upKmzZtCkUtbGpqKl5eXnh4eHD79m1q1apFnTp1ePjwISdPniQtLY1u3bqxc+fOzw9GegZt06ZNmT9/Pm3atMll63MP9YqwkCAIArNmzcLS0pKOHTvmakZbYGAgGzdu/OQ1zs7O3Lx5k6ioKCZMmMD169epXLkyf//9Nz///HOu2VaQkcfE8Gz6DMSUFJQJCYgpKTybNl21MqxhbZxtJwgfLt1IUirpd/0+B6Jicsr8r0qVKlVYs2YNly5dYvny5aoSHYVCwa1btzLVE2bUsp44cQKA4OBg1bl+/fpx6dIl+vTpg7OzM/7+/mzevBlHR0e2bdvGnj17cHFxKfBOMDw8nCVLluDs7My0adN4/fo1ffr04fnz56xevZozZ84waNAgQkJCsuwEIb2EC96UShVGCu5u+jeKkZERixcvpk+fPnTu3JlTp07lyn5h0aJFEUURURQ/O76lpSXz58/Hz8+PK1euqD4fOXKE9u3b07179/+k9l+YkD15kr4SfOuYIJWScjMUDSNDNEuUQGqa/X09cy0pyypaM+bf8GgGqWJm4e6CxoABAzh//jxbtmxh586dVKtWjYiICCIjI9HS0qJy5co8ffqU58+fo6mpiaurK8OHD8fW1hZIL8O4du0a/fr1Y9SoUUB6ZEUulxfIiEVcXBynT5+maNGi1K5dW6W8ExYWRvfu3RFFkWbNmjFp0iSaNWum+u5GRUWhr6//RfqoGS/cUVFRhbYBsTo0WkDZtm0bCxcuZNmyZYwePfqrzp2UlPTBt+cXL15QrVo1oqKiMh3X1dVV65H+y7uNewHQ1ASJBImmZqZQ6Zdw5uVr3EIekPSWMzTQkLC7pg21DAvmiidDHs3b25tjx45hZmaGm5sbN2/e5NixYxQrVozWrVvTv3//98odDh48SMeOHdm0aVOBzgANCQnBw8ODEydOqFbG2tra1KlTB3t7e65cucL58+e5d+8eZcqUydG5X79+TaVKlTAxMWHXrl05OvbXRK01WggRRZFRo0bh6+v71fYLfX196d69O0+ePOHatWtUr179vWtiY2M5efIkq1at4sKFC6xfv54pU6ZgZmam1iP9l7hjx3g2bXr6ylAmQ1QoQP4mqUXQ0cHm9KkvWhlGp8m/OWHuj6FQKOjXrx/79+/nwoUL+X4F+PTpU7y8vLCysqJBgwbo6uri6enJrl27uHnzJrq6uvTp0wc3NzeeP3+Ot7c3R44c4f79+wDUqlWLoKCgXLGtVKlSlC1bljVr1uTK+F8DdYf6QoggCPz222907dqVTp06ERISgrGxca7OOWXKFJ48eQKkh04/hLGxMV27dmXPnj2Ymppib2/PvHnzGDZsGD169OCnn37CwcFBFdL5FjFq04YidnbInjxBEfeaJ6NHo0x4oy8qSKXInjz5zyHSrNYxFnQCAwNZv349ISEhtG7dmiZNmuDn58fq1auJjIykQ4cO+cYJxsfH8/DhQypUqICWlhZKpRI/Pz92797N+fPnUb6lMiSVSpHL5djY2LB69Wp69+6dSRGnTZs2LF++nIiICM6cOUPt2rVz1FalUsnJkydZsGAB4eHh9OrVK0fHz0+oV4QFnODgYPr27UuTJk3w9vbO1frC4OBgatSoQYMGDQgICPjkte3bt+fo0aPs2bOHChUq8Mcff7BmzRrkcjm6urosW7aMIUOG5JqtBYUPhUr/y4owg8JSWP8pzpw5o2pcraurS4kSJbh3756qZMDW1pZu3brRpEmTPHeEYWFheHh4cOzYMZKTk9HV1aVGjRqEh4fz5MkTzMzMGDp0KG5ubkRHR+Pt7U14eDjdu3enUaNGX71u+NGjRzRu3JjHjx9jampK586dGTZsWJ7/HP8L6tBoIWfr1q0sXryY5cuXqxICcouwsDAqVqz42etevHhB6dKladGiBbNnzwYgMTGRwMBANm/eTHBwML6+vjRo0CBX7S0IZAqV/sc9wm+JAQMGsHnzZiA9Yat58+ZUrlwZqVRKpUqV8o3K0YYNG1i5ciU6Ojr06NGD5s2b4+fnx4kTJzA1NWXs2LF06tQJLS2tvDZVxf3791Vt365evZqvbPtS1I6wkCOKIj/99BMXLlzA398/XyQFPHnyhJIlSzJ27Fj69++f6VxcXByurq6Iosj169cx/Q8rn8KCPCYG2ZMnX5w1+i0iiiIhISGcPHmS/fv3c/XqVVJTU7G0tGTnzp1Z7rCS2za2atWKYsWKcfLkSUxMTPLapE8iiiIpKSno6uoybdo05s6di4+PD1ZW74vJFzTUdYSFHEEQmD17NhYWFnTs2DFTR+284ubNmwAfLII2MjJi0aJFPH/+nM6dO39U2ulbQmpqim61amonmA0EQaBatWqMGzcOPz8/YmNjOXr0KPHx8QwZMoR9+/bx9OnTPLPv/v37zJw5kydPntC/f/987QRjY2NZuXIl5cqVQ19fn+rVq3Pw4EEsLCzyxQtFbqN2hIWEDOcSFRWFi4tLnjuXJk2aULVqVdavX/9BybWMP2Bnz55l2bJleWChmsKGjo4Obdq0Yfv27bx+/ZqZM2fyww8/0KZNG2bPns358+dz/Xshk8nw8vJiwIABdOjQgSNHjtC7d2/69OmTq/P+F7Zu3YqJiQmjRo3CwMCAnj17IpFIuHXrFk5OTnmqa/y1UIdGCxkZ+4UrV65k5MiReWrLgwcPqFGjBqVLl+bPP/98b6P9bcm4CxcuqIqg1aj5r4iiSGhoKN7e3uzfv5/AwECSk5MZP348ffv2zfH5IiMj2bt3L/v37+fFixcUL16ckSNH4ubmlu9bOS1fvpwxY8bQtWtXZsyYoTqenJyMlpbWF3WpyY+o9wi/IURRZOTIkfj5+REQEEDduh/8//7VOHDgAJ06daJ79+5MmTLlvbdL9X6hmq9BWloarVq14vTp0zRr1gx7e3uaNm36n8J+SqWSS5cu4eHhwdmzZ1EqlTRs2JCJEyfSqlWrAuNAFAoFjRo14urVq+zYsYMKFQpn70u1I/zGiI2NxcXFBZlMRt++fXF2dsbJySnPMr9Gjx7NihUrKF68OHZ2dnTo0IFatWqpzl+/fp0+ffrQsGFDTp8+/U2EYtR8fWJjY5k6dSqHDh3i6dOnGBsbs2fPno/WxH6OGTNmcPDgQUxMTBg8eDBDhgzJN5mq2eX58+dUrVoVPT09PDw8vkiKLb+jTpb5xjA2NmblypVYWlqydOlSWrdunSnk8bVZtGgR7u7u1K9fHy8vLwYNGsStW7dU56tVq8aYMWM4e/ZsnreYUlN4MTY2Zu3atURERHDlyhXS0tIYP348Mpks22Olpqbi6elJjx49ePbsGfPnzy+wThDSy0/27t1LeHg4v/76a57nGHxt1I6wkFKpUiVVjZ6Tk1Oe7hdqamoyePBgDhw4wL179zA0NKR79+6MGDGC7du3k5iYSO/evWnatCkTJ07k8uXLeWarmsKPIAjUqVOHTZs2ce3aNVavXp3tMa5evUpKSgo9evQoNCpJjRs35rfffuPEiRPs3bs3r835qqgdYSElKSmJ48ePU79+fXx8fChZsmRemwSkv3mePXuWgQMH8uDBA+bPn8/YsWMRRZHffvvtq7SYUqMGwNXVlUaNGnH69Ols3+vv74+mpiaOjo45b1geMnnyZBwcHJg/f76qz+i3gNoRFmCUSiUXLlxgzJgxjBw5ku3bt3Px4kXmzZuHk5MTUVFRDBw4MK/NfI/KlSuzdu1aHj16xLp16/D392fjxo3q+kI1XxW5XM61a9e+qM9eUFAQ5cqVK3R7aRKJhAMHDmBsbMz48eNJeEsD92OIokhycvJXsC73UDvCAkhsbCxbtmyhTZs2DBs2jL///pv79+8zf/58Bg0axJ49e2jfvj1+fn750hG+zZAhQ2jVqhWrV68mMDCQ6tWrM2bMGM6cOcOKFSvy2jw1hZjAwEBev36Ng4NDtu+1s7MjLCyM7du354JleYuFhQX79u3jyZMnjB49mitXriCTybh//z7btm0jMDCQtLQ0EhIS2LlzJx07dsTW1pauXbuybNkyLl26RFpaWl4/RrZQZ40WMDw9PZk+fTqpqanUrl2bCRMmqHQKHzx4wNWrV2ncuHGBUoOIj4+nWrVqJCcns2fPHlVxr6+vb76RjFNT+Jg5cya//vorvr6+2e7cIpfLcXNzIzQ0lKCgoCzp7xY0Vq5cydixY1EoFKpOGBno6OigVCpJS0ujSpUqtGvXjpMnTxIcHIxcLkdHR4c6depgZ2eHnZ0d5cuXz/NscHX5RCGid+/exMbGcvjw4ULV9f2ff/7B1taWevXqsXbtWuLj43F0dKR169YcOnQor81TUwgZPnw4a9eu5cCBA9jY2GT7/gwVp8LcazMuLo6zZ89y+vRpihUrhouLCzdu3ODkyZMoFAoGDBiQ6UU1Pj6ec+fO4e3tzeHDh3n48CEAVatWZePGjXn6M1I7wkJCUlIS9vb2VKlShcmTJ+Ps7JzvVSuyw/r16xk2bBi1atXCwcGB1atXM27cOBYvXpzXpqkphDx79oyqVatiYmLCjh07vuiPtJ+fn6p90h9//JELVhZswsPD2b9/P2PGjMHOzo6+fftSu3ZtdHR0vrot6jrCQoKmpiZt2rThwYMH9OjRA0tLSypVqsTEiRNVb165RUpKCklJSbk6x5AhQ5gzZw6vXr1SpbT/73//y9U51Xy7FCtWjN27d3P//n3mzJnzRWM4ODgwaNAgNm7cyLZt23LYwoKPtbU1o0aNYuHChQQGBjJkyBDVz2zz5s2EhYVlakacV6hXhAUQhULBzZs3CQgIICAggCtXrlC6dGmuX7+OgYFBjs6VmprK5MmT+eOPPzA3N+fatWuZumTnFuHh4Whqan6x6ocaNVklY69w1qxZdOzYMdv3y+VyBg0axI0bN7h69SqVKlXKBSsLPomJiZw/f56TJ09y9OhR7t69C4CpqSm2trbY29tjZ2eXay2f1KHRQs6VK1cYOHAgLVq04NixYzm6Kb1hwwYGDx5M9erVCQ4Opnr16gwZMgQ7Ozs8PT15+PAhK1asyJNQhxo1OYFCocDe3p7g4GB27tz5RfuFz58/x9nZmS5durB79+5csLLw8fTpU7y9vfH29sbT05OXL18CYGNjwy+//PJFZS2fQh0aLWAkJiaiUCiyfH3dunUZPnw4J06cYMOGDTlqi6enJ1ZWVvz111/MmjWL6Ohohg8fTu3atZk6dSq///47I0aMICYmJkfnVaPma6GhocGhQ4coUqQI48aN+6ItAH19faRSKdbW1rlgYeGkePHi9O3bl7/++osXL15w7do1Fi1aRHJyMmPGjFE5xq9Bth2hIAhTBUEQBUFY/dYxK0EQtgiC8FQQhCRBEDwFQSifhbGaCIJwVRCEFEEQ7guCMDS79hQ24uLicHJyonHjxowdO5Y9e/Z8sJ/fu7i5ueHg4MDIkSO5du1ajtnz8OFDEhISeP36NR07dsTT05OjR48ye/ZsDh06RL9+/di4cSPm5uZUrVqV/fv359jcHyM5OZnixYtTpkwZRowYgY+PT67PqaZwU7RoUTw8PHjw4AELFizI9v13795FJpNRvvxn/+yp+QCCIFC9enXGjx/P1q1biY6Oxt/f/6vNny1HKAhCA2AQEPzWMQE4CJQH/gfUAh4BPoIgfFR2QRCEssBxwP/fe+YBqwRB6JzNZyhUBAQEkJiYiKOjI8HBwcyaNYtWrVrRpk0bjh079tH7JBIJc+bMwcjIiP/973/Ex8fniD3u7u6kpqYybdo0RFFEEARKly5Nhw4d+O677xg7dizbtm1j2LBhxMfH061bN/7+++9szfH69etsXX/+/HmePXtGZGQkGzdupHnz5uzcuTNbY6hR8y5OTk40a9aMoKCgbN9boUIFKlSowJQpUwgPD88F674dMvYOq1Sp8tXmzLIjFATBCNgOuAFvC0GWBxoAP4qieFkUxVvAMEAX6P6JIYcCT0VRHCmKYqgoihuArcD4bD5DocLf3x8DAwP27dvHs2fPCA0NZeXKlejr6zN9+nROnTqVqbD1bczMzFiwYAGPHz+mW7duOSJRVrduXZYsWcK5c+f4888/3zsvCAI1a9Zk2LBh/PXXX5iYmPC///0vy87t2bNnXLx4kaioqCzb5OXlhZaWFr6+vpw/f54aNWowcOBAbt++neUx1Kh5F5lMxsWLF79ob0pbW5vFixeTlpZG+/btv6ijhZp0Ml4kUlNTv9qc2VkR/g7sFUXxXYXaDOn1lIwDoigqgVSg4SfGswNOvnPMC6grCILmuxcLgjBYEIQrgiBcKayCzKIo4ufnR8uWLZFKpQiCQMWKFRk5ciS+vr5YWVkxevRoGjVqxNixY4mOjn5vjHr16vHjjz9y/PjxDzquL2HkyJE4OTmxfPnyT4ZdTUxMWLRoEU+ePKFr165ZcsRWVlY0bdo0W5lihw8fpk6dOujq6qKrq8vixYvR1NSkffv2BV7zUE3ekRHxuHnz5hc5sjJlyjBz5kz++ecfpk+fngsWfhuMGjUKS0tLxo0blyWt05wgS45QEIRBgA3woaZ2YaSHQucKgmAqCIKWIAiTgJJAsU8MWxR4dxkQBUgB83cvFkXxd1EU64qiWNfExCQrZhc4IiMjef78OWfPnmXo0KGcO3dOdc7U1JQbN26we/duunfvjq+vL+PGjSMuLu69cTL0Rc+ePZsjdgmCwJ49e5BKpZ9tz1K7dm0GDx6Ml5dXlgqMJRIJmprvvfd8lOjoaO7du8d3332nOla0aFHmzp3LrVu3GDNmTJbHUqPmbbS0tFizZg23b9/m/PnzXzRGq1ataNu2LQsXLiQsLCyHLfw2yNA6ffr0Kb/88stXEd//rCMUBKECMBfoKYrie0qqoijKgM5AOeAlkAQ0BU4An0t9fPcJhY8c/yawsrJi5syZVKlShT///BMnJyf8/PxU542MjHBxceH333/H3d2doKAgGjduTM+ePVm9ejVXr15FJpPh7e0NQJMmTXLMtlevXpGSkvJZTcV79+6xY8cOAG7cuJFj82dgYmJCpUqVOHLkCE+fPlUdb9y4Mf3798fd3Z1du3bl+Lxqvg0yVoKlSpX64jEyEmb09fVzxKZvkYYNGzJnzhxOnjzJpk2bspVF/yVkZUVoR/oKLUQQBLkgCHKgCfDjv5+1RVG8KopiTcAYKCaKYkvADHjwiXEjSV8Vvo0lICfdoX5zSCQSOnfuzKpVq/D29sbIyIj+/ft/8No+ffpw8eJFpk2bBqTX+/Xr14+6desyYcIETE1Nad26dY7ZdufOHYDPhowOHTpEUlISp06dYtmyZTk2fwYaGhocPnwYhULBhAkTMtkzcuRIatasiZubm3q/UM0XkZHoZWZm9sVj/PPPP5ibm1O8ePGcMqtQEx8fT//+/Rk6dGim0pUJEybQuHFjli9frsqiv3XrVq7YkBVHeBCoBtR8698VYNe//61aJYqiGCeK4ot/SyfqAp9SSw4AnN851hy48u8q85vGyMgIKyurT75V2traMmvWLK5du0Z0dDT79u1jxIgRrF69mgcPHuRoBwonJydq167N2rVruX///nvnZTIZXl5e7N69m9q1a9OsWbNcU5u3sbFh06ZNBAcHZ2rVpKmpyaJFi1T7hSkpKZ8YRY2a93Fzc0NLS4tp06Z9sfSXg4MD0dHRLFmyJIetK1zExsYiCAKGhoZs2bKFP/74I1P7JolEgpeXFzt37qRt27Z4e3tz8uS7aSU5w2cdoSiKsaIohrz9D0gEYv79LAqC4CIIQlNBEL4TBKED4A0cFEVRZbUgCH8KgvB29sZ6oKQgCMsFQagkCMJAoB+gVlgmXdszLCyMRo0aZel6ExMTOnXqxIoVKxg+fHiOy6BJpVIOHz6MtrY2o0aN4ty5cyQlJfH8+XPWrl3LDz/8wPjx4zE2Nmb+/Pk5OveH6Nq1K8OGDWPr1q2Z9kLV+4Vq/gu1atVixYoVXLhwgU2bNn3RGF27dqV58+ZMmTLlq9bCFTQytlAARo8eTUpKynvtsHR0dOjWrRs9evQA0rPYc4OcUpYpBvxJeuLMSmAb75dOlPr3HwCiKD4AWgONgX+AacBPoijuyyGbCjTa2trUq1ePDRs2sGbNGu7evZvnHdtLlCjBrl27eP78OSNGjMDW1hYnJyfWrVtHhQoVOHLkCI8ePcLR0ZHU1NRMb3eiKOZ4nH/p0qVUrFiR6dOn8+zZM9XxjP3C9evXY21tzbBhwzLttapR8ymGDBlCy5YtVfvu2UUQBH799VckEslXeSksiMhkMr7//nuio6MRRZFly5YhlUo/en1GdCe3EpDUWqP5mBcvXjBo0CDu3bsHQMWKFfHz88PU1DRP7UpJScHPz4/z589TpkwZGjduTLly5VTnRVHk+++/59GjR9jZ2WFra8tff/1FkSJFCAoKylFh8Lt371KzZk1sbGzYvHmzKgNVLpezf/9+fH19uXjxIgqFgoCAAOrUqZNjc6spvLx+/ZrKlStjYGCAh4cHAQEBeHh4EBgYSJUqVahfvz6vXr3Cx8cHa2tr7Ozs0NLSwtPTE21tbWrUqMGmTZuYOHHiFynVFGYOHTrEoEGDePHiBY6Ojpw+ffqz2yhKpZJmzZrh5+fHtm3bqFq1arbnVYtuF2BEUeTx48ecOXOGFStW0LBhwyz94uQlt2/fpkKFCmhra2NlZcXjx48pX748d+7coXXr1hw9ejRH7ffw8KBbt24YGhri4OCAs7MzLVq0UJ2PiYnB1dUVqVRKSEgIRkZGOTa3msKLmZkZMTExWFtbEx4ejqmpKe3atcPf3587d+4glUpp2bIld+7cUSVxVKxYEUEQCA0NBeDcuXM0btw4Lx8j31G+fHni4uKoW7cuJ06cYMmSJYwdO/az98XExFC1alU0NDQ4fvx4tv+GqEW3CzAZkmb9+vVj3LhxnD17liVLluR5mPRTeHp6AnDgwAGOHTvG5cuX2b9/PyNHjuT48eNs3LgxR+dzdXXl4MGDtG/fnsuXLzNu3LhMXe1NTU1ZtGgRz549w8XFJV//7NTkD169eqUSkrewsGDHjh08ffqULVu2cPv2bSIjI3n27BlHjhwhLCyMyMhIQkJCuHnzJjdv3iQqKgo/Pz+1E3yHiIgI7t69S58+fViwYAHNmjVj0qRJXLx48bP3mpqa0r59e16+fPlRda0vRe0ICxA9e/akWbNmTJgwgZIlSzJo0CD++eefvDbrPfbu3Uvp0qVVSvy6urpAeqG/nZ0dI0aMIDg4+FNDkJaWxsKFC9mzZ0+W5uzQoQPbtm0jKiqKevXqMWfOHFVIGaBmzZr89NNPeHt7s27dui98MjXfCkZGRmzdupXg4GCuXr1K9+7d0dbWVp23srLC3Nw80+cqVaqoVimWlpbY29t/dbvzO15eXgDY29sjCAKzZs3CysqKTp06ERkZ+dH7FAoFhw4dYt++fdja2mZLhCMrqEOjBYzk5GQOHz6Mv78/fn5+6Onpcf36dUqUKJHXpqkwNDSkatWq/P777++di46Opl27dpQrV+6jTvzVq1eqfdCaNWtmW8T72bNnVK1aFRMTE3bs2IGenh6Qvs8wYsQILl68yMWLF6ldu3Y2n0yNGjVfSkREBD179iQsLAwfHx/VS0NISAi9e/dGqVRSpUoV2rdvT4sWLWjQoAFaWloA/Prrr8ycORNLS0sWLlz4RXv96tBoIUJXVxdXV1dWrFjBnj17SElJ4fvvv8fR0ZFVq1YRFhaW56E/FxcXLl68SEBAwHvnzM0JXCnjAAAgAElEQVTNKVasGBoaGh+9X1tbm7Vr1zJ8+PAPjvE5ihUrxq5du7h//z4zZ85UFelmdOgwMTHB2dmZwYMHs3fvXnW9oRo1uYRSqcTb2xtnZ2dKly6Nr68vPXr0yLS/V7VqVTw8PBg6dCgaGhrMnz+fJk2aYGxsjKOjIytXrmTz5s1UrlwZLy+vXEl4U68ICzjXr1/n4MGDBAQEqFTbrayscHNzY/bs2XmSVJOYmEiNGjWIjY1l7969mUJICQkJ2NnZfZVsup9//pnffvsNqVRKzZo16dGjB82bNycsLIy1a9cSGBhIQkICtra2+Pn5fdI5q1GjJntcuHCBXr168ejRI0xMTOjYsSMuLi6ULFnyk/fFx8dz+fJlAgICCAgI4PHjxwCMHz+evn37frE96qzRb4Tw8HACAgLw8fEhICCA5cuXM2rUqDyx5cqVK9SrV49x48bRr18/1XGlUkm3bt148uQJoaGhuSpDJYoiZ86cUSneREREsGXLFmrUqAGkl1js2LGDRYsWYWtrS48ePWjVqpW6uaoaNTmAnZ0d165d4+eff6ZFixaqMGd2iYiIICQkhCZNmqjyDb4EdWj0G8Ha2pquXbvi7u6Oo6Mj48ePJzAwME9sef78OQDff/99puMSiYR+/frx+vXrbO/9ZRdBEGjWrBkLFizg77//xsrKigkTJqg6dkilUnr37s1PP/3E06dPGTVqFBUqVMhygo4aNWo+TFJSEkFBQbi4uNC2bdsvdoIAJUuWpGXLlv/JCX4OtSMshAiCwOzZs7GwsKB58+YMGDCAnTt3ftVefRkKEBmJKm9z7949JBLJV82qMzY25sCBA7x48YJevXrx+++/ExISAsCgQYM4fvw4x48fp3LlyvTv35+pU6dy9uzZTOo4atSoyRoZ3x0HB4e8NiVLqB1hIcXIyIg1a9ZQv3599u7dS48ePZgzZ85Xm79Pnz5YWloyderU95prZnSMyCg6/lrUq1eP7du3o6ury6pVq+jevTurVq1Snbe2tmbZsmVUrlyZ/7N35gE1p98ff90WU9RQyL7vW4ylDdnaxohQ2fdl7LuhsRv7vhv7GsqSJbSQLK2UooRoRhRRadN2635+f/Tt/jRC6RZmPq+/dD/P53nOze2ez3Oec95nzZo1dOnShSZNmpCUlFSidoqIfO+4urryww8/fDeZ2aIj/BfToEEDNmzYwJ9//glA06ZNS2ztChUqyJtrzpw5k+DgYHkR7JgxY1BXV2fatGnFtv6LFy/yLbq1tbXlwYMHvH79mmHDhrFnzx4WLVqEh4cHKSkpVKlShf3793Pr1i2WLl3Ks2fP6NatG8ePH+fFixccOXKESZMmYW9vT0zMP/tKi4iIAJw/f562bduipqb2tU0pEB9XORX51/DkyRMgpzNDSdKhQwfWrl3LzJkz8fb2RlNTE319ffT09Hj37h3NmjUrlnUFQaBp06aoqKgQFxeXb+ZsxYoV2blzJ69fv+by5cucOXMGZWVldHV1MTQ0xNDQEEtLS6RSKZs2bZKr30NO6Hn79u0A9O7dm9OnT3/TknciIiXJs2fP+Pvvv+nTp88XzyGVSgkMDKRJkyYK76STH+KO8D9A165dqVy5MsOGDZMnipQU06dP5/Xr15w4cQIbGxtCQkJYsWIFQKH+UHIVKAYPHsyhQ4c+ed4pkUhQU1Pj7du3KCkpsXv3bnkK9vuoq6tz6dIl3r59y7Vr15gzZw5SqZSdO3cyZMgQjI2N8fX15cyZMxw7doxZs2axe/duAgMDOXHiBH369MHJyUm+4/0eM7BFRBSNVCpFIpFw9+7dL+444+joyOjRo+nYsSODBg3C3d1dwVbmRSyf+I8QFBTE8OHD6dixIzt27JCLA5c0giDw+PFjSpUqRZ06dQp8T/Xq1YmOjkZbW5v4+Hg6duyIp6cnSkr5P8tlZGTkCcuUKlWK+Ph4ypQp89n14uLi8PDwwN3dnaNHj9KwYUO2b9/+gVi3TCZj7ty5XL58GcgRabawsMDMzAwLCwuFNkYWEfmeyFWC0dTUxMDAAENDQ4yMjPJVwEpLS+P27dvUqVOHGjVqIAgCw4cPJyYmhlGjRnH06FEiIyO/uOtELmIdoQgAhw8fZu3atUCOFmL37t0xNTXFxMTkm/7Szu1mMX/+fGxsbDh06BAbNmxgzZo1zJ49+6P3PX/+nF69ehEWFsaOHTsYMWJEodc+duwYgwYNQklJiebNm9OjRw8GDMjbavPVq1fy4l8/Pz/i4+PR1NQkMDCQ+vXrF3pNEZHvHZlMxpkzZ+TZ2Lnn6TVr1pQfPVSqVImLFy9y7tw5kpOTgZxSCSUlJSIjI5k7dy4rV66Ud51QUlLCwcHhi7vHiI5QRE5UVBQ+Pj54e3vj7+9PYmIiysrKODg40Ldv369tXr5s2bKFqVOncunSJfkT48yZM/Hw8GDbtm1YWlp+VGtVEIQi73z9/f1xdnbm1KlThIWFsWjRIvr27ZvvvDKZjLt37zJlyhS0tLQYP348ZmZmtGzZ8qO7VxGRfzOCIPDw4UPc3d05ffo0t2/flh9tqKioYG1tzZAhQ4iIiOD06dMkJSUxceJEBg8eLK8/9PX1pWPHjhgbG7Np06Yv+psWHaFIvmRnZxMWFsbSpUuJjIwkODg4T4Pdb4W+ffty+fJl/Pz85H8AycnJDBs2jPDwcACaNGmCq6urvONFcZCVlYWBgQEBAQFUrVpV/mRrYGDwwVOqn58fq1atkicqaWtrY2Zmxi+//MKAAQNEOTeR/yyZmZn4+PgQHh6OpaUllSpVKtB9GzduZMaMGdjZ2eVJXisooiMU+STR0dFYW1tTvXp17t69m6fdzLfA+vXrmTVrFgsWLMDW1lb+ukwmIzw8nFu3brFr1y4aNGjA/v37+emnn4pt95WUlMTRo0dxd3fnypUrpKSkIJFIaNasmdwxtmrVSt4m5vXr1/JuF15eXsTHx7No0SIWL15cLPaJiPxbEQSBqlWrUr9+/S9qpSY6QpHPcu3aNaZMmcLkyZPZsmXL1zYnDzKZDGNjY27fvs2xY8do1KjRB2NcXFyYO3cu2dnZaGlpMWnSJJYuXVqsdmVlZeHv74+7uztnz57l/v37ZGdn07hxYw4fPvyBJJQgCNjZ2XHp0iXatm0rFyEWzxFFRD5PTEwMlStXZurUqYwePbrQ94uOUKRArFmzhiNHjnD69Oki1QAVB2/evKF58+aoq6vj4OCQb/ZnbGwsPj4+XLx4ES8vLzZs2MCYMWPQ0NAoERsTExM5deoUY8aMoU2bNtja2mJgYICWlpZ8TFpaGnv27OHmzZs8fPiQMmXKEBQUJDpDEZHPcOTIEYYOHYqDg8MXiYOIjlCkQEilUoYNG8bff//Nzp07MTU1/aaySW/cuEGXLl2wtbVl3rx5Hx2XnZ3Nr7/+ip+fn7wFk5WVFaamprRp06bYz+c2btzIokWLSE5ORiKR0LhxYwwNDenWrRu6urrycU+fPmXo0KGoqanRv39/TE1N6dSpE5qamsVqn4jI98jgwYO5fPky165d+6KjD9ERihSYFy9eMGLECF69egWAnp4eV65c+Sa+nAVBoEqVKrRo0YKNGzd+cqxUKiUgIABvb298fX3luqZVqlTBz8+vWJNqIMcZ37lzBzc3N86ePcu9e/fIyspi+/btGBsby8cFBgaye/duAgICSE9PR0VFBV1dXQYOHMi0adPEpBoREXKORypWrIiBgcEX9zEVHaFIocjOzubhw4d4eHiwd+9eLCwscHZ2/uoyYmFhYTRt2pSFCxdiY2NTqHvj4+O5ceMGK1asoG7duqxYsYLOnTuXiHwT5IRN9fT0ePbsGebm5vJs09ymxRkZGQQFBeHj48PNmzd5/PixmFQjIvI/rly5gqmpKStWrMDS0vKL5hD7EYoUCmVlZZo1a8bkyZOZMGECly5dYt++fV/bLFxcXAC+qLWLtrY2VlZWLF++nIiICHr16oW2tjazZs1StJn5UrZsWVxcXLCysuL69evY2dnRpUsXrK2t2bhxIxkZGejr6zNt2jROnz5Nz549WbJkCbVr12bSpEmcO3dO7IIh8p9CKpVy8uRJ9PT0MDU15ccffyy2tk7ijlDkk2RnZzN+/HgCAwPx9/fPc8ZV0nTo0IHo6GjOnz9fpHkyMzMJCgrC0dERV1dXDh8+zJAhQxRk5eeRyWQEBgbKs00DAgLo0KEDW7ZskZ99ZGRkcOrUKby9veUFyMrKyrRo0QIrKyvMzMxo164dKiqibr7IvwtBEFi5ciUbN24kNjaWatWqYW1tTe/evSlfvvwXzyuGRkWKRGxsLDY2NmhoaHD//v0Sy8J8n7S0NLS0tLCxsWHOnDkKmTMrK4sxY8YQGhpKQEAATZo0Uci8hSVXOUdbWxsjIyN+/vnnPOeIUqlUHjb19vbmwYMHCIKAhoYGJiYmdO3aNY9jbds23791EZHvgqtXr2JiYkLLli0ZO3Ys7du3V8hZuegIRYqMv78/Y8aMYdCgQRw6dKjEzwvd3d0xMzNjw4YNmJqaKmzemJgYbGxsKF++PMHBwZQuXVphcxcUQRA4ceIEFy5cwMXFhbdv37Jjxw46duyY7/iEhAT8/Pzk+qbR0dGoq6uTlpZGtWrVCAkJoVy5ciX8LkREik5uBOrgwYPcunVLoX+P4hmhSJHR09Nj3LhxHDlyhIMHD5b4+uXLl0cikeDh4aHQeStVqsTKlSt58uQJU6dOVejcBUUikTBgwACOHTtGVFQUDRs2ZOLEiYwZM4b9+/cTGxubZ3y5cuUwNzdn8eLFuLi44OLigoeHB0eOHCEmJgZbW1uxJZTId0VMTAwrVqygRo0a7Nmzhy5dupToQ6noCEUKzNixY9HX12fChAmEhoaW6NqtW7dm3rx5ODs7F/mM8J+0b9+e0aNHs3fvXjZu3FjiSSmPHj1iypQprF27FnV1da5evcq0adOIjY1l48aNjBkz5qP9FyUSCdWqVUNDQ4NWrVoxdepU3N3d2bZtW4m+BxGRwiIIAjdv3mTAgAFUr16defPmUbNmTTZs2MCqVatK1BYxNCpSKGJjY+nbty9aWloEBwcXqL+fosjKysLQ0JDQ0FBOnDhB3bp1FTr32LFjuX37NsrKyrRs2ZJ9+/bRqlUrha3xT27dusXMmTPx9/cHoE2bNty5cyfPGBcXF37++WcmTpzIuHHjPjunTCZj8uTJ8rBpmzZtisV2EZGikJGRgZ6eHvfu3UNTU5NevXphY2Oj0L/pfyKGRkUURoUKFVi1ahURERFMmDCB9PT0EltbRUWFc+fOoa6uzuTJk3F3d1fY7k1FRYVdu3axf/9+Ro4cydOnT+nRowdv375VyPz5MXXqVPz9/eV1UdbW1h+Madmypdy+gqCkpMTy5cspX748VlZWJCYmKs5gEREFoaqqSkJCAgCrV69m5syZxeoEP4foCEUKjaGhIWPHjuXw4cNoaWnRoUMHzp07VyJrV61aFUdHR96+fcuMGTPo2LEjCxYsUMiZmKqqKu3atWPKlCls375dnkhTXFGTbdu2oayszOvXr9HQ0ODYsWNkZmbKr/v5+cmFAwpTP1WuXDnWrl3Ly5cvxfNCkW8SJSUl+UPthAkTMDY2Zv78+Xk+/yWJ8veoXLFjx47FhVUWEVEs7dq1o3nz5mhqanLnzh0OHTpEt27dqFmzJpCT/ZWUlISamprC165bty6zZs3CzMwMVVVV7O3t0dDQkO+eFEHlypVRV1fH3t4eJycnXr9+Tbly5ahcubLC1qhRowbq6uocPHgQFRUVoqKiePv2Ld27dwdydoOPHz9mwoQJWFhYFCpTt3LlypQqVQp7e3sqVqyInp6ewuwWEVEElStXZvz48bRt2xZVVVUcHBx4/fo1bdu2LZZWcDt37ny5ePHi3fldE88IRYpMUlIStra2REVF0ahRIzp37syFCxeIjo6mfv36WFpaMmnSpGIJfQiCgImJCTdu3ODw4cO0aNFCoXMfOHAAd3d3eXKQi4sLZmZmCltDJpNhbW3NhQsXyMrKAuD+/fs0b95c3odx7ty5DBo06IvmnjhxIn5+fvz222+YmZmhpqbGoUOH6N+//0fLM0REvgYzZsxg48aNKCkp0bx5c0aOHEm3bt0UNr9YRyhS7Lx69QpnZ2e8vb0JDg6mVatWtGzZkqCgIG7fvs3UqVPZtGlTsaz99u1bmjdvDoCjo+MH3eIVQWxsLGPGjCEmJoZBgwZhamqKubm5wpKFkpOTuXLlCpUrV8bAwACJRIIgCHTt2pVbt25x7NixLyr4f/v2LbNnz+b27dvIZDL568uWLftkBw8RkZJGEAS8vLxwc3PjyJEjREdHc/ToUYUJXYiOUKREEQRBHsYLDg5m8ODBHD9+nP79+xfbmv7+/rRv354GDRrQp08fDA0NqVWrlkLXiIyMZO3atfj7+5OamkqTJk0IDAwslvBvLo8fP6ZRo0bMnj2boUOHfvE8SUlJ3L59G0dHR3lHDn19fQVaKiKiOHL7j6qpqeHg4KAQNSsxa1SkRHn/LCsmJgaA1NTUYl1TT0+Pffv2kZSUxPLly+nRowc7d+5U6Bo1a9Zk69at3Lp1i6VLlxIWFsb06dMVusY/uX37NgA//vhjgZJeBEHAz8+P6dOno6+vz/Dhw9m1axeJiYl069aNgQMHAuDq6lqsdouIFIWKFSty6tQpXrx4wYABA9i2bRt3794ttsQv0RGKFCtdu3aldevWTJo0iUePHhXrWkOHDuX58+eEh4fTv39/du7cyd27dxW+jqqqKr1792bEiBH8+eefbN68WZ4KrmikUikACxYsoFu3btjZ2XHhwgXevHmTZ1xycjL29vb06tWL0aNHc/v2bWxsbEhNTWXbtm0MGjQIHx8fvLy8AFi/fn2+Xyp3795ly5Ytcj3TO3fuYG9vL2aeipQ4HTt25OjRo/z444/s2bOHoUOH8ueffxbLWmJoVKTYefXqFTY2Nmhra7N48WJMTEyoUqVKsa55//59dHV1Wbx4MX379i2WNaRSKWPGjCEgIAAlJSV0dXU5ePCgQrNXIadZsru7O25ubri6usprGxs0aIC+vj6pqalcvnyZtLQ0mjdvzqxZs7C1tUVdXR2ABw8e0KxZMyDHiffr149p06blW2w/Z84c1qxZA4CmpibJyckAbN26lUmTJin0fYmIFJS3b98yceJETpw4wZ49e74orC+eEYp8dby9vbGzsyM+Ph7I+RK3tLTEwsICExMThYp4x8fHM3fuXPbs2cPly5epXr26wub+J1lZWdy7dw9vb2/5WUZISEixJOxATiZoUFAQbm45ne8DAwNRUlJi4MCBTJgw4aOdJ27cuEFiYiIGBgZUrFjxo/MnJibKBbt79uxJkyZNOH36NJGRkSQlJRVLWruISEF49+4durq6JCQksHr1atq0aYOqqmqB7xcdocg3gUwm4+HDh3L5r8DAQKRSKfPnz+ePP/5QyBovX76kcePGJCUlYWFhwdq1a4s0X3Z2NjKZrEB/cBcvXmTu3Lk4OjrSpEkT7t27Jz+TKy5SU1ORyWQKa40lk8moWLEiBgYGrF69GshJaw8ODubVq1cl3nVEROR9QkNDMTAwICUlhTJlytCuXTsMDQ0xMjKiVq1an/x8fsoRil09RUoMJSUlmjZtStOmTRk1ahRpaWksWrSI5cuXY2xsrJD2Ss7OziQlJbF582a6du36xfNkZWWxZ88eHB0dSU5OpnXr1vI/uAYNGsgb6L5PrpxZ69atycrKQldXN08GbXGgaIX+yMhI4uPjqVChgvy1kJAQdHV1RSco8tVp1qwZz58/x8PDA3d3dy5cuICnpycA3bt3Z9WqVV/0ORWTZUS+Gurq6ixZsoR69erRv39/XFxcipxd6urqSqVKlejSpUuR5nFxcWHHjh00atSIcePG8ebNGzZs2IC1tTVdunRh+fLl8gL4XJ4/fy5vINqoUSOaN2/+3TmPGjVq0LZtW06ePMmrV68AMDc358qVK0ydOpWrV6+WqL6siMg/KVeuHH369GHnzp28ePGCJ0+eMGPGDC5dusSiRYu4c+eOPMmsoIihUZGvztOnTxk6dChJSUmoqqrSunVrrKysMDMzo1WrVvnuvvIjKysLbW1tTE1NWbJkSZFsmjt3Lj4+Prx580a+flRUFFeuXOHSpUs4Ojqiq6vLu3fvkEgkGBgYULt2bVavXk25cuXo27cvXbp0oU+fPgUWzP5WOHr0KEOGDOH48eM0b94cqVTK3Llz8fDwICsrCzU1Ndq0aUPv3r2xtbWlRo0aX9tkkf84giDQp08fzp8/j0wmQ1NTk/Xr12NoaCgfI54RinzzpKWlERgYiI+PD97e3oSHhwPw888/c/Hixc/urB4/fszy5cs5fPgw69atw9zcvEj2jBkzhvDwcB4+fJgnTJjL2LFj2bNnDy1btqRMmTIEBASQkZHxwbi9e/cyatSoItmiSN69e4eFhQVVq1alX79+dO3aNU83+0ePHvHrr78SFBTE9evX5Tvc3Hvv3LmDt7c3Pj4+/PXXX5QvX56QkBCFarCKiHwpCQkJXLt2jdmzZxMfH8/JkyepVKkSIDpCke+Q2NhY9u/fz5EjR9i2bRsTJ0786FiZTEbVqlV5/fo1NjY2zJ07t1DZZPkRFhbGoEGD0NTUxMLCAlNTU0xNTalWrRqQk0Tz4sULuXpNWloat27dwt3dnfPnz5OWlsbAgQNZtGhRsSrPFJbMzMw8mZ+5uo6//PILHh4e+Pn5oaKiwtSpUxk+fPgn5woODmb06NG0bNkSLy+vPE5TRORr8vDhQ1q3bk2TJk3Yt28fKioqoiMU+T55v8msr68vrVu3znfc3bt3ad26NUuWLKFPnz4KW9/f358zZ87g4+MjL/uoV68eY8eOZfbs2cV2/peVlcWGDRvYtm0btWrVwtPTU6FOxsHBgf79+zN27FgAfH19CQkJQUdHBxsbG/r06ZPvLjg/nJycWLhwIX/88Qfz589XmI0iIkVlz549jB07lu3bt2NsbCxmjYp8nygpKbFs2TKsra2xsrIiJCSEH3/88YNxLi4uABgbGyt0fT09PfT09JDJZISHh+Pj44O7uztz5syhYsWKjBgxQqHr5eLp6cmcOXOAnAScpUuXFvnM830ePnyIRCJhyJAhlCtXjsmTJ5OamsoPP/xQaIdrZWXF9u3bcXJyEh2hyDdFrsh8QeqIxaxRkW8aLS0t1q5dy/Pnzz9aa3jmzBkaN25c4F1MYVFSUqJRo0YMHz6cw4cPo6+vz4QJE+StmRRNly5daNOmDWpqajRv3pw//viDCxcuKEzm7MWLFwiCIFeNgZwyjC/ZdaakpBAbG1vkM1kREUUTGBgIQPny5T87VnSEIt88DRs2BMg3+zI5OZmgoCCMjIxKxBZlZWVWrlxJ6dKl6dWrF+/evSuWNS5cuEDp0qV5+/YtVapUoWfPnlSqVIlhw4Zx9OhReWnDlzB//nx+/PFHrK2tmT17Nk5OTvkm+hSE9PR0BEEgMDBQ1CMV+aYYMWIEKioqLFq06LOfTdERinzzBAcHA+Tr7HJT+jt06FBi9lSsWJFVq1YRERHB0KFDCQwMzNPrTxFUqVKFEydOEB0dTePGjVmyZAlt2rTh/PnzDBkyhCpVqsjbM7m5uZGZmVnguWvVqsWVK1fo27cvd+7cYeHChdjZ2eHh4cGWLVu4fv16ges5K1asyKBBg3B1deXOnTsfXE9LS+PKlSuikxQpcXLVka5evcqxY8c+OVZMlhH55omJicHExIRmzZpx7969PHWFixYtYunSpcWuKZofu3fvZuvWrcD/h3AVXSoxf/58li9fzooVK7C0tEQmkxEWFiaXqbt79y5SqRQDAwNu3bpV6PCmIAisWLHig/M9FRUVdHV1MTIyon79+nh6ehIdHU3btm0xMjLKozSzd+9eNm/eTHR09Adi6hcuXKBnz5506tRJrgAiIlJSCIJAo0aNUFVV5cGDB2LWqMj3R3p6OpcvX+bEiRM8ePAAbW1tnj17lkdX89GjR/z000950qRLkjdv3uDr68vx48cJCwvj5s2bGBgYKGz+rKwsDAwMCA4OplevXhgZGaGvry8X9U5NTWXevHlcuXKFDRs2fFF/RJlMxsaNG6lduzbm5ub4+fnJy0DCwsKAHBWgWrVq8ejRIwRBoF+/fnLnOWXKFDw9PWnfvj19+/bF1NSUpk2bIpFIkEqllCpVCshpDpySkoKysjI6OjoK+g2JiHyczMxMtLS0sLS0xMHBQXSEIt8Pz58/x8HBAScnJ5KSkqhfvz7Tp09nyJAhaGpqfjDe3t6ewYMHM2bMGKZMmfIVLM75kre1tUUQBO7fv4+2trbC5n758iVDhw7Fx8eHd+/eyWv/DA0NKV++PCtWrAByfg+FEfnOzs7+rI7omzdvuHv3LgYGBvz444/ExcWxcOFCduzYgaWlJd26dSMpKYmFCxfmuU9HR4chQ4awZs0aYmJiSE9Pp06dOtjb29O7d29++OEH1q1bh7W1NfXq1fvyX46IyCfw9PSkS5cubNq0iWnTpomOUOT7YNeuXWzfvh1lZWW6du3K77//jrGx8Wdr9kaPHs3+/fv5888/Syxx5p+EhITInbW5uTndu3dn4MCBCqsBlEql8t3auXPnuH//PjKZDB0dHZ48eZLvQ0J+vHnzhv3797N161aioqKYN28ey5YtK5QdNjY2uLu7y88SVVRUKFWq1Adni6NGjWLv3r3yn7Ozs1FSUiIjI0PeLzE5OVlh3TNERN7Hzs6OdevWcfPmTQwNDUVHKPLtI5PJ6Ny5Mz/99BNHjhyhatWqBb43NTWVli1bEhERgaGhIYaGhlhaWip0Z1YQ/Pz8OHfuHN7e3sTFxWFnZyffsSma48ePM3DgQGbNmlXgdlMBAQEYGhoilUpp164daWlphIaGYm1tjampKe6Q+1QAACAASURBVKVKlWLnzp1Uq1YNMzMzLCws5Oo5/yQzMxNfX18ePnyIpaUlFSpUwN/fX94r8d69exgaGuLt7Z3v/QMHDuT48eMAYjKNSLHQv39/HBwcuHbtGl26dBEdoci3z6NHj7C2tmb37t2MGTOm0PdHRkayfv16nJ2diYiIoFGjRtjb23+VZrKCILBgwQLOnTuHnp4eVlZWWFtb06BBA4WuExYWRpMmTQo8PjIykrp161KmTBk8PT3Jyspi3bp1eHp68vr1awCqVatGVlYWMTExKCsr4+zsjIWFRaFtS0hIQEND45Pntrk7fTc3N4W04RIReZ/Q0FDatm2LmZkZ58+fFx2hyLdPYmKifGdx//79Ijmw3GzFmjVr0rVrV4yNjWnXrp0Crf086enp7N69mxs3bvDo0SPU1dUJDAykcePGJWrHP3F0dKRfv36MGDGCGTNmADmOOyIiguTkZFq2bAlAREQEM2fOJD4+nvv378t1VhVJUlISrq6u9OjRQx4qFRFRFFKpFG1tbczNzTl9+vRHHWGh6wglEsnvEolEkEgk2957TUMikWyVSCQvJBJJmkQieSSRSD6bviaRSAZKJJIgiUSSKpFIXkkkkqMSiUSUsf+PUrZsWfr37094eDh//fVXkeaytLTkyJEjVK5cGXt7e0aOHMnTp08VZGnBUFNTY8qUKZw6dYpz586hpqZGz549SUtLK1E7/omtrS3Dhw/nwIEDJCQkADk7s3r16tGqVSskEon85w0bNpCenk6vXr0+6L+oCH788UdsbGxQV1cnMzMzT4hUEAQxZCpSJPz8/EhJSfls3kChHKFEIjEAxgD3/nFpA/ALMARoAiwHVkkkkiGfmKs9cAQ4BDQDrICmgH1hbBL5d/HixQu0tLTkajL5XXd2diY2Nvazcw0ePBg/Pz/GjRsHFExzsLioW7cuK1asIDw8nGnTpn01O3IRBIEyZcp8NsGmbt26LFiwgICAABYvXlys9uzdu5c3b96Qnp7OggUL0NHRoUKFCgwcOJADBw7w4sWLYltf5N+Jq6srysrKny1pKrAjlEgkZclxUqOAt/+4bAQcEQThmiAIfwuCcBjwBfQ/MaUh8EIQhI2CIPwlCIIvsPUz94j8y0lISEAQBGJiYuSvCYLAtWvXMDMzo3bt2lhaWqKjo0PTpk1xdHT87Jy5yRqDBw9m8+bNxSKLVhA6dOjAyJEj2b1792eVLoqbmzdv8u7dOyZOnMixY8c+uduztLTEysqKFStW4O7uXiz2SCQSfv31VypUqIC7uzvLli0jNjYWAwMD3NzcGDlyJDVq1KB+/fpMmzaNixcvkpKSUiy2iPx7OHv2LLq6uvmK9b9Pgc8IJRKJA/C3IAhzJBKJJxAiCMKk/137E9ADegmC8FwikRgBl4FBgiA4f2Q+Q+A60BdwBsqT42gTBUGw/ZQt4hnhv5cnT54wYMAAVFVVMTExQVdXl6NHj/L06VPKli1L79690dPTIzQ0lIsXL/LixQu8vb0/ef4XERHBiRMnOHv2LAEBAXTr1o3169cXWxulTyGVShk5ciRBQUHUrVuXHj16YGZmRqdOnUq0hMDPzw97e3ucnZ3566+/GDVq1Cd3qrn9FePj41m5ciWmpqbUqVOnWGzLyspCX1+fhw8fcuvWLVRUVHj8+DG+vr54e3vLmyCrqKjQqlUrrKysMDMzo3Xr1mJPRBE5b968oVKlSowfP57x48cXvR+hRCIZA4wDDAVByMzHEZYC/gRGALmPlpMFQfjzM/P2BQ4A6uS0hHInx5l+cIgikUjGAmMBqlSp0sbNze2zdot8nwQFBXH27Fm8vb15+fIlzZo1o3///lhYWORpcpuYmIiNjQ1KSkqEhITk6bT+MVatWoWdnR3ly5fHyMiIX375hfbt2xfn2/mAxMREnJyc8PHxyfdL3dTUlDZt2pTYl/ro0aPZt28fLi4un0yIiYiIYOLEifIQZdu2bblx44ZCklxyaxufPHlCp06dOHv2LFeuXOH69esf/B4yMjIIDAyUy8w9fPgQyDljNjMzw9TUFDMzs4+WfeSHj48PUVFR9O3bl2fPnqGtrS3fRcTGxhIfH0+DBg2+ysOTyJdx+vRprK2t2b59O23btkVfX//LHaFEImkE3AI6CoLw8H+veZLXEc4kx0nNAp4BxsAqwFoQBJePzNuUHMe3CXAFqgBrgSBBEIZ+yiZxR/jfQBAEkpKS5HJi+REcHMzgwYOZNGmSXPfzU8hkMo4dO4azszOurq4kJiayd+9e9PT0FGl6gfnYl3qLFi3w9/cvke728+fPZ9WqVdy8efOzZ4aCIPDXX3/h6urKjh07GDduHDt37vyidQVBwNfXlx07duDg4IBUKkVNTY309HQALCwsClQfGRcXh6+vr/x3mFsGUqtWLXr06IGpqSldunT5ZHgsJiaGpKQkGjRogKOjI3369EEqldK/f3/Onz8PwA8//ICFhQWbN28ulJMV+To8evQIXV1dSpUqRXZ2NmlpaUVyhMPJ2bVlv/eyMiAAMnJCmm8AG0EQzr13316gtiAIJh+Z9wigIQhC7/de6wDcBGoKgvD8YzaJjlAkl1zB6REjRvDnnx8PQDx58gRPT0/atWsnlxRLSUmhWbNmlCpVCicnpxK0+uPExcVx8eJF1q5dWyQnUxDS0tJYsWIFmzdvpkGDBhw6dKhQ92/YsIEDBw5w4sQJ+vXrV6h7X7x4gZmZGWFhYWhoaGBpaUm/fv2oU6cODx8+JCAggI4dO1K7du1CzZtbBuLj44O3tzd37twhLS0NZWVldHV1sbKyYvjw4dSsWfOTc0gkEiIjI2nWrNkHZ5EnT57E2tq6UHaJfB0OHDjA1KlTsbW1Zd++fUVyhOWAf6bbHQDCgRXAcyABsHz/PFAikewCGgiC0PUj854GBEEQrN97zRDwBmoJghD5MZtERyiSS+6O8OjRowwaNCjPNZlMxsWLF1m9ejVeXl7y17W1tfn5558xNTVl2bJl/Pjjj4V2AsVNrpPZt28fw4YNK5YwqZOTE3369JH/u379+oW6XyqVMmLECJ48eUJQUFCh7g8LC6Np06ZAznll6dKlC7V2QcnMzCQ4OBhvb298fHwIDQ2lWrVqBQ6lS6VSfH19cXd3p06dOujp6dGsWbNisfVjJCUloampKYZli4hEIlFsQX0+oVFPoAIwiZzQaCdgJ/CbIAhb/zfmMEBu2PN/O809wBT+PzS6CVASBKHNp9YXHaFILnFxcfTs2ZNq1apx9+7dPEX4e/bsYezYsQBMmDABY2NjwsPD8fb2xs/Pj/j4eAAmT54sH/etkOtkgoOD5WdfS5YsKZSKTEHWaNeuHU+ePOHmzZuoqqoWeo6XL1/Su3dvGjVqREBAQKHuXbFiBfPmzWPBggXY2n4yP05hBAQEMHr0aHR0dOjVqxdmZmZ06dJFHn6PiIhAS0sLLS2tfO/PysoiIyODMmXKlIi9mZmZnDp1ChMTE1RUVHjw4IG892ZUVBR37tyhR48eYpJQASgJR1gZWAmYAdrkOMO9wHrhfwv87x4EQej83jyTyUnCqQMkAtfIcZ6fLBgSHaHI+3h4eDB16lSmTJnC5s2b5a8/ffqU+vXr06ZNGw4ePJjnHplMxuPHj7l//z4WFhYFFqwuSVJTU/H09MTb2xs3NzfKly9PSEjIJ89MC8vQoUNxdnbG09MzT5/HwjB8+HDi4uIKLYIgk8no2LEjd+7cwd7evsQUdzw9PTl16hT+/v4fFTfQ1tZm9uzZzJ49G2VlZUJCQjA0NCQlJYW6devy9OlTvL29adKkyUedpqLIzs5GWVkZLy8vWrZsSenSpRk5cqQ8ihEaGirfXYt8nE85wi/65AuC0DnXCf7v51eCIIwQBKGaIAjqgiA0FgRhnfCel/3fPZ3/Mc9WQRCaCYJQWhCEKoIgDPycExQReR+pVCrvzr5lyxYiI/8/ol6vXj169epFdHT0B/cpKSnRuHFjbGxsvkknCFC6dGm6d+/OsmXL2L17Ny9fvpS3eioqSUlJLF68mFOnTmFgYPDFTlAqlRIaGoqmpiYXLlwgOTm5wPcqKSnh5ORE2bJlmTVrVonVd3bu3Jlt27bh5eXFpk2b8h0THx/P0qVLSU1NZfr06bRo0UJ+Vrh+/XoAlJWVP1ufpghyd3tGRkaULl0aJSUl9PX1ady4MYcPHxadoAL4sk+/iMhXJiYmhu3bt2NmZsbs2bOpVq0amzZtokaNGvIxWVlZeHh4YGho+BUtVQytWrVi8uTJuLm5fTIpqKDs3r2bJUuWUKZMGSZPnvzF8ygrK9OpUyfCw8Pp2bMntWrVIiIiosD36+jocPLkSZ4/f87ChQuLRcbtY6iqqsod94EDB4iKisLe3p6xY8eybt06Xrx4gaamJu3bt2fAgAE4OTkhCAJWVlYAtGvXrkRDkhKJRP7AMn78eMLCwhgy5KPiXSKFQBTdFvmuePbsGZs3b8bDwwOZTEaHDh2YO3cuFhYWH+xqvLy86NChA+vWrcPc3LzYbcvNNiwuZDIZY8aMwd/fn6CgILk49pfw5s0bmjRpgoaGBg4ODkU+88rMzMTDw4PZs2ejq6tLcHBwoe5ftmwZCxYsQENDA319fQwNDTEyMsrzYFMczJs3Dw8PDxITE794VyzyfaDw0KiIyNdi+fLleHt7M336dJ48ecKNGzfo3r37B19iMTExbN26FSUlpc/qDCqCadOm0alTJ2bPno2TkxOvXr1S6PxRUVFs2rQJf39/gI/2+CsoFStWxMnJiefPnzNjxgzu3r1bpN1YdnY2GzZsAHLq7Qr7gP37779z5swZ+vfvz4MHD1i2bBndu3fHwsKCpUuX4u7uTmJiYqHtCg8PZ+fOnR/Vp23atCkpKSkK2WV/L7x9+5YjR47g5eWFVCr92uZ8E4g7QpGvQkpKCpcuXQLA0NAw3yf/pKQkPDw80NXVpU6dOqSnp9OhQwcmTpwo/9L9J6GhoaxYsQJHR0eysrLo168f8+fPL/b30rFjRxo1akRMTIz8C7d27doYGRlhaGhIu3btvnjX9fr1a3r06EFmZiadO3fGzs6Orl27KmT3uXHjRmbNmoVMJkNDQ4PJkyczcODAQs9z48YNJk6cyOHDhxk8eHCRbBMEgfDwcNzc3Dh9+jT+/v6kpqaipKRE8+bN5Y2XdXV1UVVVJS4ujqioKJo0aYKqqipSqZSrV69y4sSJDzJZGzVqhKGhIa1bt5ZnEOeO8fHxKZGHppLE1taWN2/e0L9/f7Kyspg0adIHY0aNGsXevXu/gnUly6d2hB/vmCkiUgxERERw7NgxLly4QGpqqvz12rVrs3Hjxjy1aEeOHJE/qVeqVIm+ffsilUrlZQ//RBAELCwsePnyJQMGDMDW1rbY9DDfJyQkhKysLObPn0+/fv0IDQ3F3d2d06dPc+bMGY4dO4aKigrTp09n6NBPiibly82bN0lLS8Pf31/hPRWnT5/OsGHD8PDwYN26daxevRpVVVXMzc0/mQgyYcIEHj9+jIGBAR07diQ0NBTIETmWSqWYmZl9cbcPiURCw4YNadiwIZMmTUIqleLn54ebmxvnzp1jz5497Nq1izJlylCvXj0ePHhAVlYW6urqtGjRgqdPnxIXF0f16tVZs2YNw4cPJzIyEnd3d5ycnLC3t5dnEb/fKHnlypWcO3fuI1Z9n0RHR+Pl5YWnp+dHxzx8+LDYw/rfOuKOUKTEePfuHSYmJmRmZjJgwAAmTpxI2bJlcXNzY/HixWhoaPDHH3/QokULsrOz6du3L+rq6kyfPp2dO3dy79496tWrR3h4OAEBAbRu3TrP/A8fPqRJkybMmzeP/v37l9j7SkpKom/fvqioqHxQ3pCRkYGXlxeLFi3C29ubffv20bZtW6RSKdevXycxMRE9Pb1PnoXNmDGDe/fu8fLly2L9skpOTqZ169Y8efIEJSUlWrVqxYoVKz7QH42Li6Nz5840bdqUqKgoEhMTMTU1RV1dHW9vb/mOuLhExd++fcu1a9dwc3Pj+vXrmJmZ0b59e65fv46rqyvVq1fnt99+y/fcGHI+hz4+PtSsWZOGDRuSmpqKv78/nTt3Voh93xLR0dF5/v8ePXpEgwYNePDgAbdu3UJPT4+ffvrpK1pYcii8jvBrIzrC75Nr164xZcoU3N3dMTHJq7zn4eHBzz//TGZmJhoaGkgkEpKTk9m4cSPTpk0jKSkJXV1dnj17BsBff/31gfzW+fPn6dWrF3Z2dl8U3isKQUFBDB8+nG7duuHi4vKBw0pOTqZFixYkJCRgaWmJq6srb968kV+vXr26PIyqp6cn341lZWVhbGyMra1tiYSvcndf7u7ubNy4Ub6rqlWrlvw9OTs7Y2dnh7+/P61bt2bkyJEcPnwYIyMjjIyM0NHR4fXr13JR8fT0dFRUVGjZsqW8U0RJior/l7ly5QqmpqZATtTl6dOn/9mkINERinwTLFu2jPPnz5OQkECpUqU+uB4XF4eHhwfu7u6kpKQwcuRIunXrJv8Cvnv3rnwXOGjQICwsLOjXr59cESUzM5M2bdrw6NEjzM3NMTQ0pHPnziVS6wWwb98+Nm3axI4dOxg/fvwH14OCgtDX1yczM1Oe7Vq3bl2uXLnC6dOnuX37dp6zsLZt2xIaGoqfn99X0bc8c+YM1tbWCIJAtWrVsLKy4tdff2XevHncvHmT2NhYlJWVeffuHQsXLuTMmTP8/fffQE5ZhIGBAUOHDiUhIUEucRYWFgbkdKZ/v1NEYTVFRQrGsWPH8kgPrl+/nhkzZnxFi74eoiMU+eoIgsDPP/9M/fr1P3le8TmGDBnC0aNH5T//U5j6+fPn2NnZcfnyZeLj46lduzYnTpwoEUksmUzGxIkT8ff3x8/Pj1atWn0wJiQkhNKlS1O3bt0PruXqWrq5uXH+/Hm5HubEiRNZtGjRV9lBPX36FFdXV86ePYu7uzuzZs3i8OHDpKen8+uvv9KzZ0+55BfklLdcuXIFNzc3Ll68iLa2No6OjvKwaHx8fJ5OEbkNmGvWrMm6deuwsbEp8ff4b0YQBO7du4erqyvu7u7s378fFRUVdHV1WbRoUb7JM/9WREco8tVJTk7GyMiowO2SPkZuQsz7/Si9vLwwMjLKMy5XcNvKygoLCwtWrVpVIskA8fHx2NjYoKamxo4dOwp0NiYIApcuXaJixYp52kElJyfzww8/5Lt7Lmmys7Pp2LEjPj4+H1yzt7fPNxTt5eVFp06dMDExYe3atR/8/nNbOvn4+HDy5ElevHjBhQsX6Nq1qxg2LUYyMjLk7b2ioqKoWrXqV7aoZBDrCEW+OhoaGpibm7Nz5848nSAKi0QiwdHRUZ6R2LFjR+rVq/fBOCUlJSwtLVm8eDGXLl0qsTZL2trarFmzhri4OHr06IGWlha9evVCJpPlOz4+Ph4lJSV69OjxwdO5pqbmN+EEIUdBxsPDg1OnTvHrr7+ira1N6dKlqVSpEqNHj2bYsGHY29uTkJAgv6d9+/YsX74cV1dXHB0dP5hTIpFQt25dBg0axL59++Ti4lpaWgwcOJCkpKSSfIv/GX744QeuXLnC6NGjUVH5ssKBDRs2EB4eDuTUtJqZmRVry7DiRtwRipQYycnJ9OvXj8zMTEJDQylfvvwXzxUbG0tqauon+8pBzk6mffv2BAcHY29vT8OGDb94zcKQ23D30qVLnD17lmXLljFv3rwPxr1584bVq1dz69Ytzp07R6VKlUrEvqJy9+5d9PX1PyjIrlSpEmFhYXIhaplMRqdOnfD392flypV07tz5o849KSkJb29v5s6dS3Z2No8fP85T3iDy7SCVSomNjSUhIUGudTp9+vSP1veWNMnJyWzbto1WrVphbGxMmTJlxNCoyLdDaGgoQ4YMwcjIiGvXrpVIuDImJoZmzZrJSxWMjIywtrYukXNDQRCYM2cOrq6uXLt2DWNj42Jfs6S4f/8+p0+f5uzZs3kk1Xr06MGFCxfkP79584aWLVvy8uVL1NTUMDAwYPHixfk+CMXGxjJ+/HgSExOJior6T9e2fQ/kdkjR0ND4pj7b27dvl0dYVFVVsbS05MyZM6IjFPl2sLe3Z9WqVdStWxdLS0vKli3Lvn37UFVVpUePHpiamio82zMsLIxdu3bh7OzM06dPMTY2lkuwFTfv3r3D1taW9PR0QkJCqFixYrGvWdIkJCRw7do1nJycaNeu3QdC3ikpKVy7dg13d3d2795NixYtWLt2LRUqVJCP8fHxYcKECWRlZbFy5Urmzp1b0m9D5F9C586dCQsL448//uDixYucP38eQHSEIt8OgiBw8uRJrl69SkBAABkZGejp6aGqqkpgYCBpaWnyzLbc5qlt27b94vOMf7Jt2zYmT57MzJkzGT58uELm/Bw+Pj6MHTsWU1PTPIk+/0X27t3LmDFjAGjSpAkGBgYYGRnh4OBAYGAg3t7eNGrU6CtbKfK9kpGRgZaWFj179mT+/PkIgoCdnR0XL14UHaHIt0lGRgbJycnynUFmZiZBQUH4+Pjg7e1NWFgYgiCgqanJ3r17FdLJXBAEzM3N8fDwYNy4cXTp0oWGDRsqPAwnCAL379/HwcEBFxcXMjMz6dmzZ5FlvNLT08nOzi6xLunFQWBgIJcvX8bJyYng4GC54PewYcM+aKIsIlIYPDw86NatG1u3bpWrBQmCgK6urugIRb5PEhIS8PX1Zd++fTx79oxDhw5hZmZW5C7tCQkJdOrUiXv37gFQo0YN9u/fT+XKlYtsc3p6OpcvX+bEiRM8ePCAMmXKMGzYMCZMmECzZs2KPH/nzp0JDw8nLCzsi8PH7du3p23btmzevLnI9hSVlJQUrl+/TlpaGn369PnPKp+IKIbffvuNjRs34uXlRenSpeWvt2jRQnSEIt83r1+/ZuDAgcTExKCsrIyenh7Ozs5oa2sXad4XL17g6urKlClTaNy4Mfv27fviEOzz589xcHDAycmJpKQk6tevz/Tp0xkyZAiamppFsjOXd+/eyesSbW1tKejfQXZ2NgsXLkRLS4tmzZrRvXt3IEfYfPDgwQqxTUTkW6BRo0aULVuW/fv353n9U45Q7D4h8l2go6PD5cuXCQoK4ubNmxw+fJjevXtz4MCBfFVaCkr16tUZNWoU6urqDBo0iM2bNzNjxowCh0mzs7O5desWx48fx8vLCxUVFbp27crvv/+OsbGxwsOt76vy5KqyFITbt2+zYsWKPK9pa2szduxYWrZsSYsWLRRloojIVyU+Pp7MzEykUqlcfvFziDEIke8GVVVV2rVrx4wZM5g9ezY3btygXr161KxZs8jFvAMHDmTUqFEcPHiQbt26MW/ePIKCgj46PiEhgf379/PLL78wadIkHj9+zOLFi3n27Bmurq506tRJYU4wKChI/v7Onj0rf70w2qMuLi4AnDp1iqVLl/L777/j4OCAmpoaurq6NGjQgN9+++2Lmt+KiHxLbN++nb///pvz58+TnJyMj4/PZz/XYmhU5Lvlr7/+wtvbG2dnZ0JDQ7l8+TLm5uZfPF9mZib29va4urrKk1tOnDiRZ8cZEhLC8ePH5dfbtGnDb7/9Ru/evQv89FlY/vrrL16+fImhoSHly5fn7du31K9fHy8vL3R0dAo0x7Jly1iwYAHbt2/PU+8VFRWFq6sr3t7e+Pn50a1bN9zd3cX6PQWTkZHBuXPn0NHR+Ve2e/qWuHHjBp06dUJLS4v09HTS0tKQSCQIgiCeEYr8e0lLS2PgwIHEx8dz//59hWgnvnjxghYtWpCSkoKenh7lypUjMjKSkJAQ1NXV5ckvJR1SDA8PJyEhgbZt2xbKWaWnp9OqVStiYmI4efJkvklBhw4dYt26dWzZsuWDOkCRzyMIAo8ePaJmzZryJI3IyEh27drFn3/+SXx8PKqqqty5cwddXd2vbO2/l+XLlzN//nwARo4ciZWVFYGBgSxevFh0hCL/biIiIujfvz/NmzfHx8dHIaLNISEh7NmzB2dnZxISEihXrpy8y3xJtXZSJI8ePaJ169YfTQoSBIEJEybg5+fHgwcPqF+//ley9PvDzc2NCRMm8PTpU0qVKsVPP/3EDz/8wK1btwAwNjbGzMyMhQsX0r59+yJ1YPkUcXFxeTRqU1NTOX78OOfOnaNZs2aYmpqipKTEkSNHqFChgrypca4I97+BiIgIPDw86Nu3r1zqD8TuEyL/Ec6dO8f8+fM/qutZFDIzM1FVVf3uQ4a5/emsrKwYO3YsNWrUyHPdycmJhQsX5tvRQyR/BEGgRo0apKamMmrUKF6/fo23tzdJSUn06tULa2trqlatilQqpX379gwbNkyhAtXZ2dm4urqyevVqbt68ibq6Ou3ataNx48YcO3ZMXqebkJAgr9dUU1MjKyuLrKws1NTUaNOmDb179+bly5ecOHGCrVu30rt3b4XZ+C0gOkKR/wydOnWiUaNGeHt7f21TvlkmTZrE9u3bgZys2dmzZ9O1a1eePXvGnDlziIyMJD4+XmFKPv92rl69iomJCfPnz6dfv34fHffo0SOsra3ZtGkTU6dOVcjab9++pXXr1vz9999UqFCBX375hfT0dHx8fIiOjsbU1BRbW1vatGlDamoqt2/fJi0tjc6dOyMIAnfu3JE3TY6IiEBFRQVBEORtxMzMzBRSW/stIDpCkf8EsbGxdOnShaFDh7J9+/bP9gH8mri6ujJz5kx69OjBqlWrSnRtQRAIDw/H3d2dzZs3Ex4ejq6uLvfu3UNFRYWlS5diZ2dXojZ9b6SlpeHo6Mj69eu5f/8+ZcuW5fTp05/sHpKZmcnAgQN59eoVERERRa6BhZy60po1axIfH4+Xl1eekH1WVlahHmZiYmJQUVEhIyODESNGEB0dDeTU5VlaWmJqakrHjh1RV1cvst1fA7Efoch/gszMTDQ0NDh8+PBn+wB+TaKjo7GwareMJAAAIABJREFUsCA0NJS///47z7WMjAz8/f0pzgdUiURCw4YNmThxIh4eHtSrV4/Xr1+zZMkSIiMjRSf4CQRBYP78+ZQuXZrhw4fz7t075s6dy+XLlz/bQqtUqVJYWFiQmJhIbGysQuwpU6YMa9euBeDp06d5rhV2R1+pUiXKly9P1apVuXz5Mg4ODkydOpWyZcuyefNmzM3NKVeuHEZGRqxbt47g4OBi/ZyWJGLsQ+RfQ9WqVfH09MzTB3DWrFlMnz79g7Ow4uTVq1fo6OjIpcLevXuHurq6/OdKlSrh7++PiooKP/30U5577927R9u2bUlNTS0RLdHq1avz6NEjJBKJKG1WADIyMti1a5f8Z01NTRITE3n69CktWrT4bJJWaGgolStXVlifRZlMhp+fH6qqqh8VKk9PTycsLIwGDRrIoyTPnz9HS0vro1ETJSUlmjZtStOmTRk9ejSpqancuXMHHx8ffH19mT17NgDly5fn559/xszMDBMTE6pUqaKQ91XSiKFRkX8luU/u/2u/Qq1atTh+/DiGhoYKmf/Vq1ccP36cChUqYGJigpaWFqdOnWLt2rXcu3ePcuXKYWZmhpKSEqdOnWLYsGHs3bu3QHYLgiA6pW+YzMxMfH19cXd35+zZs4SGhiIIAl27dmXTpk2fTKhatGgRZ86cwc/PDz09vS+2IT4+noMHD7J582YiIyMxNTX9oCnu8+fPcXR0xMnJicTERHlHl1w7/ydEjaGhIYaGhjRv3rzAu8iYmBh8fX3x9vbG19eX+Ph4AP744w956cK3hnhGKPKfJPcszN7enjNnzrB3715GjRpVpDl9fX3ZvHkzp06dkmfgAairq5OWlkbt2rUxNzfn5cuX+Pj4kJ6ejo6ODk+fPmXUqFH06tWLzp07K0x7VOTrEx8fz5YtW1iyZAmzZs1i2LBh+Y578+YNkydPJjQ0lDFjxrB79+5Cr/Xq1Svs7Ow4fvw4GRkZ/PTTT/Tv3x8TExN5yQTkKAnNnj0bZWVlunbtyqhRowgODsbR0VEeQh03bhy3bt2SO3JNTU0mTJhQaO1ZmUzG48eP2bFjB56enri4uGBmZlbo91bciI5Q5D/N4cOHWbt2LX///Te1atX64nni4uLQ0dFBJpMxePBgbG1tSUtLw8fHh+fPn2NmZoaBgYF8N5e7uxMEgcWLF+Pi4kJ6enqRei1GRUVRtWrV76KMIzU1FRcXF/T09KhevTppaWncuHGDJk2aULNmTQRB4O7duzRq1Oi7bikFOf/XpqamXL9+nYMHD9KyZcsPxmzZsoX9+/ezdOlSxo8fn6fGraCMHDmSAwcOYGtri62t7UfDoePGjePZs2f4+fnlEZhISUmhatWqlClThujoaCQSCXFxcXh4eLB7926uXr3Knj170NfXL7Rt7wtb3L59u0gawMWB6AhF/tNcunSJOXPmsGbNGvnZxpcgCAJmZmZcuXKFI0eO0KpVq0Ldn9trMTdd/f1ei2ZmZqxatSrfIvaMjAxOnz7N2rVrCQoKYvr06R+Ewb5FLly4QM+ePQGoW7cusbGxJCUlAVC7dm2ys7N5/vw5y5cv5/fff/+apiqEhIQEmjdvjiAIODo65mkV9vLlSwYPHkz16tUJCAj4ovkFQUBHR4c2bdqwbt26T47T19fHxsaGQ4cOfXD99evXvHv3jjp16uR5PSUlhf9r78zjakr/B/4+1aAosoYsIwxCZC1btqSksi+DsYxmjKUZS5mMss5Yx3zt28zY0iBZos2uVPai7GStEFnbO78/bt1fpeXWvQmd9+vVi3vOs33q3Odznuf5LLq6uvTv37/Q25sZgS3i4+Np2LAhffv2/WSsTSVFKFGiEUWRqVOncvz4cU6dOqXUOWHGZJeWlsbu3bsLnRdRFEXOnTvHkydPuHTpEocPH0ZPT4/w8PAsOdQePnxI3bp15dav+vr6PHr0iH379mFjY1NoOT4GqampVK1alRcvXlCjRg2MjIwwNzfnyZMnnDlzhsDAQAC8vLywsrIq5tGqhrNnz9KhQweGDBnC9OnTCQ4Oxt3dnZMnTwLw77//MmLEiEK1HRoaSosWLZg7d26+zu4TJ06Ux4/NbpCVGxcvXqRVq1YsWLBA/gJTGCIjIzly5AhBQUFcvHiRlJQUSpUqhZ2dHTt37iy23QzJfUKiRCMIAq6urpQvX56RI0cq1VaFChVYsWIFUVFR8qS+hSEgIICxY8cyb948Hj16REJCApGRkXh5eWUpp6WllSXCy6NHjwCwtbXlwYMHhe7/Y6Curs6VK1eoWLEiWlpazJkzhx49ejBy5EjWrVuHo6MjIPudfik0btyYlJQU3N3dsba2xt7entDQUBwdHbl7926hlSDIIieBLKlyfsydOxddXV1sbW3lq/D8iI6OBmQrRmWoW7cu48aNY/PmzQQGBrJmzRq6d+/Of//990kkgs4JSRFKlAh0dHSoXbu2SmKQRkREIAiCUgG3T548iaamJj/99BMvXrygfv36rFix4oM3/UqVKnH69GkSExM5ceIEzs7OlC9fHg0NDWJjY5UVpcipUaMGbm5u3L59m0WLFmW5Z2VlRcWKFRk9ejQAr169Ijk5Ode2RFHM835x4+HhIXdoT0lJoWLFiuzYsYMnT56wcOHCQp1PJyQksG3bNoyMjHBxcaFFixYKZRypWLEiixcv5vHjxwwePFghfz8LCwtMTExYt24dCQkJBR5rTmhpadGpUycWLVqEmZkZ06dP59y5cyppW5VIilCiRPDu3TuuXLmCra2t0m3t3bsXQ0PDQq9kRFEkICCAdu3asXz5cm7dusWtW7eYMmVKrqmcSpUqRZcuXZg/fz5xcXEkJCQovOVV3PTq1YuZM2fi4eHB4cOH5dd1dXVp2LChfNLdtWsXqampJCYmcuDAAbnSe/v2LevXr6dRo0ZUrlyZGzduFIsc+TFt2jT5/y9evMilS5cYNmwYpUuXLnBb9+7dw9HRkerVqzNy5Ehev36No6Mja9asUbiNVq1a8dNPP+Hj44Onp2e+5dXU1GjYsCFlypRReUoxQRCYP38+VapUoVOnTnTs2JHly5dz9erVT8IpX3KolygRnD17lpSUFKXyFYIstmNoaKhSAYkfPHjA48ePlTIQUcXK9mMyd+5cfHx8cHZ2Jjg4GFNTU0xMTAgNDWXYsGEAjBs3DlEUuXfvHt27dyc+Ph4PDw+GDh0KyCKlpKSkYGdnR0RERHGKkyPh4eEkJSUptdWbmppK37598fb2Rk1Nja5duzJo0CDat29fqLM1MzMz/ve//ym0eyCKIocPH8bExKRInq/y5cuzYcMG3N3dCQoKYurUqQBUqVIli1N+fhF6igJJEUqUCDIiuSjrUJ9xRufp6UloaCgmJiaYmprSunXrLEYueXHz5k2ALyaYsSJoaGjg5eXFzz//jLe3N56enujr61OtWjV27dpFv379MDMzQ0tLCwMDA0RRRBCELFuhGX6bmpqapKWlfXJBB7S0tBR+BnLj7NmzHD58GEtLS37++Weln5GgoCAAhV4Aw8LCePbsmUJnkIWlbt26ODk5AbIzyaCgIM6cOcOBAwfYunUrIItt2rdvX3r16kW3bt0+inGNZDUqUSLw8vJi5syZKjHVDw8Px8fHh71793LhwgUSExPR0NCgRYsW8igdTZo0yfWt+v379wwePJhXr14xduxYevbsybVr1/Dz82PNmjVK+Tp+DqSmpuLt7Y2dnR1lypTh7du3API8fv369aNnz54YGRmhpqZGWloaV65c4enTp3Ljoc/Bj7KgREVF4eDgwJ49ezh16lShLZIzY29vT3R09AdxSHNi0aJFODk5cfToUYXOIVVJWloa165dIygoKIu1qZOTE7///rtK+pDcJyRKPKIoYmFhQZUqVbh8+bLK2k1ISCAwMBA/Pz8OHjzItWvXAJlxTrt27Rg1alSOztV37txh4cKF8i98BufPn6dVq1YqG9+nzNatW5k9ezb379/P8b6ZmRlHjx795FZ+qiYsLIwFCxawd+9eUlJSGDx4sErClCUlJWFiYoK9vT3/+9//8i3frl074uLi8PDwULpvZXn//j3z5s3Dy8uLESNG0KtXL6W3TSX3CYkSz6NHj+T52VRJmTJl6N69O4sWLSIiIoKYmBjc3Nzo168f/v7+7N27N8d6BgYGcvPytWvXYmBggCAIhIeHy83Yv3RGjhxJZGQkd+/eZf369QwYMCBL6LkTJ06wcOHCYhxh0SOKIpaWluzdu5dhw4bh5eWlslidGhoaVK1ald27d8tjgeZGSkoKFy9ezDGgQ3GgpaWFi4sLdnZ2HDx4kG+//RY9PT2++eYbxo0bx71791Tan7QilPiiSEtLw8nJCXV1dUxMTNDV1eXgwYP4+/sjiiJnzpxRKtixomQ4Jy9cuBBra+t8y7u7u7N69Wri4uIAmZ9hUZ7VfKqkpqZy/vx5/P392b9/Pzt37vxkJueiICwsDCMjI3777TcGDRqk8vYzYo7u2rWLgQMH5lm2bdu2XL16FXd3908qPFpaWhrBwcHMmDGDV69eATBz5swCvyRJK0KJEsO1a9fw9vbmyJEjODs7M2HCBAICAvjpp5+IiIj4KEoQZBMQoLBxzpAhQzh58qTcQrKkBuVWV1enXbt2zJo1i3Pnzn2xSvDChQuMHTuWtm3bUrp0aTp37lwk/WTkPWzTpk2+ZT09PSlTpgzTpk1TmR+hKkhISMDZ2ZlXr17RsmVLtm3bhqurq0r7kKxGJb4ogoODAbh9+zZPnz7l3r179OrV66MGdX737h3u7u40btyYypUrK1xPTU2NhIQEypQpQ+PGjYtwhBLFhbu7OwsXLuTKlStoampibW3NsGHDisyC+PHjx6irq5OYmJhv2Zo1a/L3339jZ2eHj4+PSnxuVcHZs2d5/vw5e/bsoX///kXSh7QilPiiqFu3LgDr1q2TWyB+LCV469YtHBwcqF69OleuXClU/MxOnTqRkJDAvHnzimCEEsVJUFAQQ4cO5dmzZ3LrTBcXF5Ul6c2JUaNGoa2tjYmJCd999x1ubm55hlDLiGn7MRNZ58a7d+/477//cHFxQVNTkz59+hRZX5IilPii6N69O7a2tixYsIAjR458tH4fPnxI8+bNWblyJR07dmTr1q2Fimvas2dPKlWq9FHH/rmzfPlyebSZTzkE26FDhxAEgT179jB8+PAPtr9FUSQ6OlqujFSBnp4ea9asoW3btuzbt4/hw4dTrVo1GjduzJw5c7JYLINs9QWwYMECVqxYwdmzZ0lKSlLZeBTh5s2bzJ8/n27dujF//ny5r2lhIvQoimQsI/HF8f79e4YNG0ZcXBxXr179KI7r69at48cffyxUeqbMBAcH8/3337Nw4UJmzpypwhF+uaSkpBAVFcW7d+9o0qQJoiji4OCAubk5nTt3/mRyHRoaGlK6dGm543hm/P39WbVqFXfv3qVixYq0b9+eAQMGKHS2pyipqalyX71Tp05x+fJlfv31VxYsWCAvEx0dzaZNm/D09CQsLIyUlBQ0NTXp0KEDc+bMkcdSVTXJyckcOXIEd3d3Ll68SKlSpRgyZAg//vgj7dq1U4nfqORHKFHiuH37NkOHDsXIyIjAwMAiC0n2+PFjNmzYwMqVK9HS0sLb27vQX9rffvuNffv2oa2t/UmZsn8uxMfHfxDZRUNDg1atWrF69epi9c98+vQp1apVY+LEidjb22e5l5CQQMeOHalZsyY//PADoaGhHD58mPfv37Njx45ck+8qi4uLC56ennh7e+cYeebNmzecOHECX19f1q9fT9euXVm2bJlKgxlERUWxe/duPDw8ePHiBfr6+kyePJkxY8ZQqVIllfUDktWoRAmkfv36zJw5k5CQEGbPnq2QsUBBGTduHPr6+sybN49mzZopNUm8evWKAwcOMGLECB4+fCgpwUKgqalJeHg4BgYG8mspKSmEhITQunVruQVlceDv7w/knEIpIzrRqlWrmD59Otu3b+f69evo6Ogwbdo03r9/XyRjcnJywsDAgGHDhvHkyZMP7mtra2Ntbc2qVatYuHAh/v7+qGIBkpaWxpkzZ5g0aRIWFhZs3ryZ5s2b4+3tzf3795k+fbrKlWB+SIpQ4ovFzs4OKysrFi5cSIUKFejYsSOnTp1SWfuPHz8GZGdUq1evxtDQsFDtPHz4EBcXF9LS0vjhhx9UElorO6IoEhQUhJOTk3zcXyJNmjTh9u3b3L9/n40bN2bxzQsNDSUqKgo3NzeVnsMpgo+PD7q6ujRp0uSDe4GBgfLsIhlUrVqVXbt28eDBA+bPn18kGRo0NTVZtmwZ8fHx2NrakpqammvZqVOn0rlzZxYvXqxUwPN79+7Rt29f7O3tCQsLk+dpPH78OBYWFsUWRUjaGpX4oklJSSEwMJCgoCC8vb1JTk4mNDSUr7/+Wum2nz17RtOmTdHU1OS///4r1FnU+/fv6dGjB/Hx8YwePZq1a9cWyTaug4ODPClq8+bNOX/+vMpT7XyqpKamEhsbS9WqVblx4wYaGhro6+sXqfEFyJ49Ly8vFi9eTFBQEH379s1yHpeBjY0Nenp6BAYGfnBv7ty5uLi40KpVK+7fv4+uri6mpqZ069YNY2NjlYxz//79zJo1CxcXlzz982JjYzE0NKRUqVLs2rWLcuXKFbivRYsWsXv3bv7++2/69+9f5H+DzEhboxIlFg0NDbp06YKTkxM7duwAZBOPKizhqlSpwu7du3nw4AGbN28uVBtnz57lzZs3eHl5sWHDhiI7y6xduzYALVq0ICwsDGdn5yLp51NEXV1dHkT6m2++wcDAoMgn4Hfv3tGoUSPs7Oy4e/cuEydOlGddyM6rV6+Ii4vL8Zl0dnamffv2XL58mebNm1OxYkXc3NwYNWoUR48eVclYbWxs6Nu3L3PnzuXYsWO5lqtUqRIeHh48efKEOXPmFGqVGhAQQOvWrQudp7GokBShRIlBX18fV1dXrly5wvLly1XS5jfffIMoimhqahaqfkaQ7qIOaeXg4ICOjg56enoMGjSIJUuWZEmSK6Fajh8/zp07d5gyZQo+Pj7Y29ujra1NWFgYR44c4fXr1/Kys2bNIiIiIkdFqa6uzokTJ3j69ClHjx4lODiYFy9eYGhoyOzZs1XmLuLs7EzdunUZNGhQlrFlp0OHDjg6OuLj41PgeJ+PHz8mMjKSAQMGKDtclSMpQokSRceOHQHyDUKsCMHBwfTr1w8AU1PTQrVhZWVF2bJlGThwYJH6wN26dYvXr18jCAI///wzDRs2ZPjw4TkaSUgoT8bK6ttvv0VDQxbAKy0tjSlTpvDzzz/TqVMnRo0axcOHD+nRowdDhw7lzz//zHGVV7p0aSpWrCj/XK5cOTp06KDSc04tLS2srKyIjY3l2bNneZbNCL9WvXp1QLb1nJ9Bz+vXr1mzZg0AFhYWKhixapEUoUSJ4sKFCwB069ZNqXbi4uLo0qULly5dYuLEiTkaQShC7dq1cXV1JTQ0lN9++02pMeVFfHw86urqeHt7061bNxISEoiLi8vxXOpzY9OmTXz99deMHz+ePXv2ZHnJefv2LS9fvpR/Tk1N5c2bN0U+pozUW25ubvJrN2/e5Pnz5zg6OuLs7MytW7eYOnUqSUlJDBkyRF4mP0RR5ODBg7Rv316l57wRERFoamoSFRX1gaN9ZjIMzr7//ntcXV3p1asXJiYmDB8+nFWrVn1gnRsbG4uVlRUHDhygW7duReYOogySIpQoUdSsWRMNDQ0WL16slCXekSNHSEpKYvXq1djb2yvlW2VhYcGAAQNYtGiRPFi3qmnRogWxsbF4enrSp08fHjx4APBFuGn89ddfREZGsnPnTgYOHEiVKlUwMjJi2LBhVK1alUqVKtG0aVN++ukn6tSpg46ODk2aNMHR0VHpdD6PHz/OUbGOHDmS+vXrZ1nhBQQEADBlyhTmzp3Ltm3buHbtGsuWLZNHdHn79m2+bh7Xr18nKipK4YDuilKjRg0SExPp1KkTlSpV4vTp0zmW2759O7/99huiKLJv3z7q1auHo6MjgiCwceNGfvrppyznnadPnyYuLg4fHx+OHj36SSZVlhShRImiXr16/PLLLxw/flyhZKW54evrS7ly5WjZsqVKxuXo6EiDBg0YNmyYQu4NSUlJrFmzBkNDQ+bMmaNQH+XLl8fW1padO3fKrxkbG9OoUSOmT5+Ov78/ly5dwsHBAXd390LLoio8PT2pV69entaRz58/Jzw8nAkTJnD69Gm2bt2Kvb09ampqHDp0iF69ejF+/HhKly7Nhg0bqF69OmPGjEFLS4slS5bQuXNneWqfgiKKIo0bN5afva5YsUL+chUfH8/t27f56quvSEtLIyUlBV9fX7755hv5lqKNjQ0ODg64ubkRHh6OtrY2M2bMoEqVKvzzzz+59pux7arKqDMgewZPnTrFsmXL0NbWZsCAATluk37zzTfMnTuX0NBQkpKSOHPmDAsXLuTy5ct4eHgQERGRJblvYGAgVapUwdzcXKXjVSWS+4REiUMURcaMGcPly5d58eJFgVMeiaJIjRo1aNq0KX/++afKxnX37l2GDBlCkyZNCA4Olp8t5cTGjRsZP368/PPBgwcLFJT4yZMn1KxZE4BmzZpx7dq1LNthGhoaeHt7071792J5g8/I5wiyVeutW7dyLOfu7s7QoUPZvn27fDsyN0RRzCLLpUuXGDNmDF27dsXX17dQco4aNUoeMk1bW5unT59SpkwZHj16hIGBAUlJSVSoUAE1NTVevHjB/Pnzs1jsJiUlyV0j/vvvPy5duoSzszNr167lhx9+yLHPkydPYmZmxqBBg4psO/369esMHz6cNm3acOrUKYX9+y5cuEDr1q3leThTU1Pp3Lkz/fr1y1O5fwwk9wkJiUwIgkCtWrXQ1NQslLXntWvXiI6OLrSBTG7Uq1ePWbNmceHChXyzT9jZ2aGrqysPKWZtbc2dO3cU7qtGjRr4+fkhCAL169cnMDCQ1atX4+LigpeXF1WrVqVnz55UqVKFUaNGERMTo5RsBeXgwYPy/2ecn+WEt7c35cuXp2nTprx//z5PA5Lsiq5ly5ZMnjwZf3//Qk/SmzZtYvPmzSxfvpzIyEjKlCkDyCyUHzx4wPbt27G2tsbIyIh9+/Z9YBlaqlQpDhw4AMhWZLGxsUDeBiVdunShb9++RRqYvVGjRowbN47AwEBOnjypcL2MrX1TU1MiIyM5deoUr1+/pl27dkU1VJVQ4BWhIAi/AguA1aIoTky/Vg74HbADKgEPgHWiKOb5uiwIQilgFjACqAHEAEtFUcxzz0paEUoogyiKmJubY2pqmmULR1GWL1/O1KlT8fPzk29zqZLvvvuOiIgI3r17l+cq5cKFC0yYMEF+vgSyrc5+/frRs2dPWrVqla9f4qxZs1iwYIH8DT6DuLg4Tp48yZkzZ/D19aVVq1acOXOmyPwcM4iNjcXOzo6AgAD5NmNAQECOocnS0tKoWrUqVapUoUaNGpw4cYIKFSrQvn17LCws6Nq1a779ZazIJk2apNRWubJ4eHjI3Qrq1q2b59mlKIrUqlWLBg0asHLlyiIb05YtW1i6dCmRkZHUqVNHoTrNmjXj6tWrGBsbc/HixSz33r59+1EDoMfFxSGKIrq6uoAKV4SCILQHvgfCst1aDlghU2iNkSnKPwRBGJFPkzsBC2A88A0wMIe2JSRUyt27d4mOji60GXfGF7woQqGBLBJ/gwYN8t2qa9WqFSEhIbx9+1ae8unixYvMmjWLdu3aUbFiRRwcHPI0CnJ1dcXY2Jh58+ZlmXwrVKiAjY0NixYtwtXVlbNnz36UHIl///03p0+fZsyYMZiZmaGtrZ3jauL58+fMmTOH2NhYrl+/ztmzZ5kyZQqWlpacOnUqV+f17ISGhgLKWxErS//+/ZkwYQIAvXv3zrNsWloaL1++JCYmJs+waIUlKSmJ5cuX8+eff2JgYKCwEkxMTOTq1auALOrSkiVL+Ouvv2jYsCFDhw4tkni/2RFFkZCQEL777juqVauGoaGhfJWdFworQkEQygM7gLHAy2y3TYFtoigeF0UxUhTFrUAwkOt6WBAEc6AHYCmKon96vRBRFE8oOiYJicKQ4ULRtm3bQtUfN24campqzJs3T+UxIEVR5Pbt22hrayvcdtmyZVm9ejXq6uqMHj2aEydOsGjRIlq1asVff/3FihUrcq2roaHB/v37KV26NNOmTZP7iGXG1taW3r17M3fuXPlEVxRERUWxZcsWGjRowJQpU4iIiKBXr14fnJWKooiJiQlz586VJ2KeOHEiy5cvZ9u2bVSrVi3f88IMAgMD0dDQKHZFCLBs2TKcnJz45Zdf8iynrq7OypUruXbtGr169WLevHmcOXNGZePw9PTkn3/+oWvXrnh6eipcr1SpUqxYsQJfX18iIyOZNm0akydP5saNG7i5uWXxhSwqzM3Nad++Pbt378bU1JTo6Gj69++f73epICvCDcAeURRzisETAFgLglALQBAEU6AFkJctuC1wDvhFEIRHgiDcEgThf+nbrB8gCMJ4QRDOC4JwPrNfkIREQWnZsiWlSpXCwcGhUPXNzMyYPXs2Xl5e7Nu3T6VjEwSBsWPHEhgYyKZNmxSud+rUKVJTU2nZsiW6urqUK1dO7qCfX/g3fX19tm/fzs2bN1myZEmOZTp06IAoirx9+1ZxYQrA/v37qV27NuHh4QwcOJDIyEiePn1KVFQU7u7uxMXFycveuHGD27dvA/Do0SPU1dXp378/IAtgfufOnRy3UnPizJkztGjRosjy7OVEUlJSjpbBZcqU4ffff1fIpWX06NFs2bKFxo0b4+Xlhb29PX5+fkqPLTk5GS8vL/T19fHz86NZs2YK1xUEgSlTpmBubo6amhpHjx7F2Nj4o50v379/nyNHjmBpacmxY8dYuXKqr0eDAAAZMElEQVQljo6OnDx5kl9//TXPurmbpWVCEITvgfrItj5zYjKwDnggCEKG6dkkURS98mi2HtARSAT6AxWAlcjOCj+IwSOK4gZkyhhDQ8PPz9RV4pOhQYMGtG/fXr4yLAyzZs3i8OHD/P777zRv3jxL6h9lGTt2LOfOnWPSpEmUK1cOCwsL+TlHbujp6SEIAn5+fvj6+nLo0CEqV67M7Nmzc7U+zIyVlRXTpk1j6dKltG3bVp6fThRFrl69yr///ouOjo7KTfYzWLZsGWXLlmXHjh3UqVOHt2/f0rt3bwICAhg6dCjGxsbyv1dQUJC8nr29PRMmTJAHNMgwslFUEYJMecbExFCtWjUVSpQ7p0+flofmO3z4ME2bNlV4+zEDQRAYOXIkI0eOJDExkbZt2zJjxgy8vb1p27Ytz5494+jRo9StWxcTExN5MIWyZctiYmKCqakpderUkW+/P336FA8PD/bs2cPTp0+ZOXOm0tbCa9eu5dKlS9jY2BAcHKxUW4rg6+sLwPjx4+VnkcOGDePSpUv88ccfedbN11hGEIRvkK34OomieD392gngaiZjmanIzvmmAfeBzsAfwABRFHNcFQqC4Ad0AvREUXyVfs0c8E2/lutrhGQsI6EMoihiYWFBmzZtlFrRRUVF0bRpU3kg5MLGG82J58+f8+233/L48WPU1NRo2rQpNjY29OzZM9eIIi4uLsydOxeQrRjWrVtHqVKlFO4zOTmZ1q1bc/fuXbZt28bVq1dxd3cnPDxc7neXcY6lStLS0ihbtixmZmYsWrSIN2/eyM9fk5OTMTY2ZtiwYfKg6XFxcfj6+mJpaYm2tjYpKSkcPHiQxYsXExwczNdff83+/fsVmsjDw8MZMWIEaWlpNG/eHFtbW3r27EmbNm2Ii4vj0KFD2NjYUKFCBZXJm3FWVrp0acLCwqhevTpVqlSR309NTSU5OVlugaoIjx8/Zs6cOXh5eREVFYUgCLRu3ZonT57IV59169YlOTlZ/rlGjRq0a9eO169fc+LECVJTU+nQoQNOTk707t1bacOojN9/xYoVefLkSZEH2e7Xrx9BQUFya+gM0tLSuH79OoMHDy58hnpBEL4D/gEyn8qqAyKQhsxK9BkwUBTF/ZnqbQLqiqLYI5d2twAdRFGsn+laLWQWp21FUTyX25gkRSihDKIo0qNHD3R0dAgLC1NKgfn7+9OrVy/s7OwUdmxXlOTkZK5cuUJQUBBnzpzh6tWrpKWlYWxsTHBw8AfKMDU1lerVq/Ps2TOOHDlC9+7dC9zn/fv3adasmTxaSkYAghEjRhTp9mGLFi0IDQ2levXqREVFyVcyzZs3Z+bMmWzZskVuEJQda2trvLy8qFatGoMGDWLAgAEFOo+6fv06fn5+BAUFER4ejiiKaGtrk5iYSFJSEh07duTkyZNFnisvOjqaTZs2sWrVKmJjYzEyMsLOzg5zc3OMjY1RV1cnNDSUxMTEXC2CRVHk1q1baGpqUqtWLfmZ84sXL2jbti2CIHDnzh38/Pzw9/fH398fdXV1vv/+e3744QeV7my4ubkRExPDd999l++OhjLEx8eza9cuJkyYgKWlJS4uLjmWa9asmVKKsAKgn+3yP8AtYCHwEIgDrDNvhQqCsB5oIIpijqfQgiCMB1YAVUVRfJt+rTtwBKgmiuLT3MYkKUIJZfH19WXatGls3ryZMWPGKNWWs7MzCxcu5I8//sDKykpFI/yQV69e4enpybJly3B1dc3xC//06VPevXunVL7FI0eOEBYWhrGxMV26dPkoDvX37t2jbdu21KxZk/79++Pn58f58+flxjvR0dG5bl2uXLmSyZMnM23aNEaNGqXUOOLi4ggJCSE4OJhSpUohiiI7d+5EX1+fPn360L9/f3r0yPHdvlCIokhAQABr1qxhz549pKSk0L59e+rXr8+FCxfk2Ul0dHSoWrWq/GxUW1sbCwsLlixZkuO2akJCAp6enlSsWFG+zZ0TGVanRekWk5iYyFdffaXyF4mUlBRmzZrF2rVref36NV9//bXc0jUnlFKEOVb6cGv0BFAZmIhsa7QLsBaYIYriyvQyWwFEURyZ/rkccA2ZdakrsjPC9cA1URQH5tW/pAgllOXYsWNMmTKFY8eOKeRvlhcpKSk0atSIr776it27d6tohDkjiiJt27bFxsbmkwiDpkqyR34JCwvDyMiItm3bEhISAsCCBQvYuHEjFy5coFKlSvJ63bp1IyAggO3bt2NoaKjSMe3bt49jx44REhJCfHw8Bw4cyOJzWRiePXvG8OHD8ff3B2SKzcbGhsGDB8stYUGWJSU4OJigoCAePHhAz549qVixIiEhIXh5eWFgYMClS5eybDveuHEDU1NTXrx4gSAIBAcHF9pCurCIosi5c+dYu3YtO3fuRFNTk169emFubk7Pnj2pVauW0n1kRBXq0KEDY8aMoU2bNnm+tOWlCFWloocgswDdAUQATsBvwKpMZWqn/wCQvgrsAZRPr7sLOAko93ouIaEAERERgGqCTmeEz2rQoIHSbeXHnTt3SEhIUOmq5FMh+yTWvHlzIiIi5EoQZAG279+/j7m5OR4eHrx8+RJBEPDw8KBMmTJs2bJF5WOys7Nj5cqVnDhxgkaNGjFixAgePnxY6DY9PT2pWrWqXAmCLBDCxIkTsyhBkJ2vWVpaMm/ePLZs2cK3336LpaUlc+bMYfr06Vy7du2DQO3btm3jxYsXLFy4kGrVqmFiYoKRkRGurq4UtcV9fHw8f//9N02bNqVdu3bs2rWL3r1707lzZ44dO8bYsWOpXbs29erVY9WqVfk3mAc+Pj7o6OiwevVq+bZvYVHIajQ7oiiaZfscDYwuSJ30azeATzcSq8QXi4WFBf/++y+DBg0iMDBQqW2bCxcu8PLlS5WHXMuJMmXKoKGhwc6dOxk7duwnGclflTRu3Fj+/+fPn/Ps2TO0tLS4ceMGAwYMkBsSWVpa8u7dO5WecWVHS0uLpUuXMmjQIGxsbAgJCSlUGqRSpUphampK7969adq0KX5+fqxfv5558+bx+++/F/hvmj0FmKenJ8bGxlhbW9OyZUv27duHh4cHc+bMoU6dOowenedUrRRWVlYcP36c+vXr4+zsTJ8+fShXTuYRl3FeGRQUhLe3N5MmTaJ27dr07du3UH3dvn2bhIQEXr58SeXKlZUatxRrVKJEUr9+fWbOnElwcDC///67Um1lBGz+GIpQX18fBwcHuZ9USUJXVxdDQ0PU1NRwcHBgyZIljB8/HkEQ5Gm1OnfuXKRjqFOnDi4uLly6dInZs2cXqg0rKysCAwOZNWsWtra2rFmzBldXVw4dOlQgK+aM88NevXoxZcoUDh06xN27d4mIiJA/i/r6+kycOJFhw4YBhU8grQhv3rzh9OnT2NjYsHfvXoYMGSJXgiBbXTdo0ICRI0fKfSBHjBjB/fv3C9XfmjVrEASBX3/9VekkxVL2CYkSiyiKDBw4kLdv3/Lo0aM8yyYmJuLh4UFsbCwTJ07M8tZubGxMYmIiH+uZFEWR8ePHc+HCBe7fv18k8U4/Ve7cuUOXLl3kLgAdO3aUG0tERUV9tKSvrq6ueHh44O3trZKM6xmuC6Ghobi5uSm0zf78+XMOHTpEUFAQ58+fzxLCzN3dHUNDQ96+fcvPP/9McHAw9evX5+bNm0W2i5CRFcPZ2TnPQOkZPHjwgEGDBmFgYMD58+cLtbrOyMIyadKkLNlYcuJjnBFKSHx2pKamEhMTk2+C0xcvXmBgYMDw4cOZPHkyq1evlodsiouLIywsjI4dO36MIQOyN+uWLVuSnJz8UbZGb968SXx8fJH3owgGBgY8fPiQ0NBQatWqRXR0NCCzqvyYmc+dnJzk+SOfPHmidHvq6urs27ePsmXLMnnyZPz8/PLNk1i5cmVGjRrFunXrCAwMZMOGDYwePRpbW1tiYmJ4/vw5/v7+BAcH4+rqSnBwcJE+Ly1btkRfX5/NmzfnGKovO7Vr18bV1ZWwsLB8I7/kxrhx4+jduzerV6/m6NGjhV4ZSopQosQRGxvLxo0b6dWrF3FxcdjZ2eVZ3tvbm8ePHzNr1ixMTU2ZNGkSenp6jBgxglatWpGamkqnTp0+0uhlnD17lsaNG6Onp1fkfZmYmKClpaX09pMyhIeHY2BgwNChQ/n33385cuQI0dHRBYogo0rKlCnD0qVLSUhIwNramvPnzyv9+9HT02P37t28evWKqVOn0rlzZ5ydnRVqt1SpUrRr145ffvmFOnXqMGXKFLp27crs2bOpVKmS/N/sxMTEsGDBAoUUV37o6Ohgb29PdHS0wqH4LCwsGDRoEEuXLuXQoUMF7lMQBNzd3alVqxYODg507dqVmTNnyl+QFKVQxjISEp8boigSFhaGu7s7vr6+JCcn065dO9avX4+NjU2u9Xx8fJg3bx66uroMHDgQa2trDh8+TFBQEIcOHaJmzZosXryYFi1afDRZ3r59S2hoKNOmTfso/X399de8ePGCjRs3Ym9v/1H6zI6bmxt3794lJiZG7jbSsmVL+dlXcVCvXj1mz56Ns7Mzbdq0oUKFCkq7CHTt2pXY2FhCQkJwc3Nj7dq1NGzYMFf/yNevX3PgwAH+++8/YmJiaNWqFQEBARgYGDB27Fj279/P4MGDc10Jrly5kgULFvDo0SPWrl1b4PFmx8vLi1q1ahXIeGXGjBmEhoby7bffcuXKFfT1s7ut542Ojg6XLl3i4MGD+Pn5sXfvXu7fv8+WLVsU3m6VzgglvmgSEhLw9vbG3d2diIgIypYty+jRo5kwYUIWi8Sc8Pb2xtLSEl1dXWbMmFGgDPBFycmTJ5k4cSK+vr6Ymxe90XVaWhoHDhygT58+H2SC+FgYGRnJJ/1bt26hrq5epBaiBeH58+dyX7+goCCePXsGyEKaWVtbM2DAgAIZ8WTk0atQoQJ169alWrVq/P333x+U27p1K6tWrSI+Pp7mzZtjamqKj48PkZGRzJ8/H2dn53z7MjIyIixMlvlu9+7d8pyIhaVr164EBATg6en5gStIXkRGRjJo0CAaN25MSEiIUs/Z1q1bGTVqFCtWrMgSXUk6I5QocTx69Ijly5fTo0cPZs+eTWJiImvWrCEqKoqVK1fmqwRBZoZeunRpfH19PxklCFCrVi2++uorFi5c+FH6U1NTw9bWttiUIPx/xvOQkBAaNmz4yShBkJ3V9enThwULFnD06FH27t3LtGnTqFmzJuvXr8fMzCyLz2B+ZDjN6+np8eDBA7766qsP8g4mJyezevVqWrduzYULFwgNDWXt2rXcu3ePmJgYHB0d8+0nNjaWK1eu8P3339OsWTNGjx7N3bt3AVmGjGXLlhXYonPr1q2UK1eOadOmFSj/YN26dZk9ezYXL17E1dW1QH1mJ6PfgihiSRFKfFG8ffuWyZMnY2lpydatW2nbti3Hjx/n1q1b/Pjjj2hra+dZXxRFAgMDGTZsGP/88w+dO3dWaTBtVVCvXj169+7NyZMnef/+fXEP56OwdOlS6tWrh5OTk3zF9SmS4SKQYcRy/Phx6tWrx5AhQ4iKilKojbFjxwKycHkgSxXVuXNnlixZIjfSunz5Mu/fv8fBwQFjY+Ms9atWrZrvS0taWhpbt25FFEW6dOnC4sWLEQQBGxsbkpKSUFNTkye3LQi1atVi+/bt3LhxI9eUXjmRmJgozx6hbMQkHx8f9PT0qFevnsJ1JEUo8UVx+PBhjh8/jqOjI5GRkfj5+WFmZpavtdz79+/ZtGkTTZo0oWPHjnh5eTFkyJBCW7MVNRmuAlpaWsU9lI9C2bJl2bdvnzw906RJk9i1axcpKSn5Vy5GdHR0WLZsGe/fv8fW1lahjPI//PAD8+fPZ8aMGVy6dImdO3dibm7O1q1bGTp0KB07dpTHx3VwcChQcuiXL1/y559/yoOpGxgY0LRpU/T19eWJl52cnNDQ0KBSpUoFyoCRgZWVFVOnTuW///5TeCUcHBzMiRMnmDp1KoGBgQXuM4Pk5GT8/Pzo0KFDgSxkpTNCiS+KKVOmcP36dR49eqTQF+H27dusXbuWjRs38ubNGxo0aMDQoUOxsrL6pJWMtbU1ampqXL169ZNbsRYlwcHBbNmyBU9PT2JiYtixYwfNmzcv7mHly759+/jtt99yDZaeHxkZU06dOoWtrS1Pnz7l1KlT1KlTh/DwcHn+vdy4ePEia9asYceOHSQkJGBkZMSQIUMwNzfPkqpr5syZeHl5cfv2baW2n5OSktDR0cHS0lKeGiw3oqOjcXR05Nq1a7x8+VKpdE2nT5+mc+fOLF++nJ49e2a5p/Kg28WNIAhvgBvFPY5ioDLwvLgH8ZGRZC4ZSDKXHIpL7jqiKFbJ6cbn6j5xIzfN/iUjCML5kia3JHPJQJK55PApyi2dEUpISEhIlGgkRSghISEhUaL5XBXhhuIeQDFREuWWZC4ZSDKXHD45uT9LYxkJCQkJCQlV8bmuCCUkJCQkJFSCpAglJCQkJEo0kiKUkJCQkCjRFLsiFARhvCAIxwVBiBMEQRQEoW62+3UFQdgsCMJdQRDi0//9XRCEHMNpCIJQWRCEx+lt5ZkLRJDhKgjCk/S2TwiCYKg66XLtV2mZBUGoIgiCb/rYEwVBeCgIwmpBEMrn03c5QRBWCoLwKL3tG4Ig/Fw0kmbpt9hkTq/bUBCEven9vxcE4aIgCPlH3laS4pY7Uxsb0vsv8txNxSWzIAhfCYKwSBCEMEEQ3gmCECUIgpsgCLWLTlp538X5nf6c5zEjQRB2psuaMR9NFwQhT92k6nms2BUhoAX4Aa653G8EqAM/AobAJGAk8Fcu5f8BLivY9wxganqbbYCngL8gCHlHZlYeVcicBngC1kBD4DugO7Axn76XA1bACKAxsAD4QxCEEQUXo0AUm8yCIHwNBAL3gG5AU2AWoFj2UOUozr81AIIgDED2fCufSl0xiktmLcAY2TNtDNgAtQAfQRCKOnhIcf6dP+d5rBXwDNl8ZAi4ALMBp3z6Vu08JoriJ/EDtAZEoK4CZScAsTlcnwIcRTbZiUDlPNoQgCjAOdM1TeANYP+5yJytzGQgKp8yV4E52a6dBFZ9wTK7ATs+hnyfktzp5eoAj9Mni0hg2pcuc7Y6TdLH0OxLlPkLnccWAxfyKaPSeexTWBEWBh3gZeYLgiC0BByRvXGkKdDG14AesjcaAERRjAdOAaYqG6nq+EDmzAiCUAPoh+xhyIsAwFoQhFrp9UyBFoCPisapSpSWOX2LxRqIEATBRxCEZ4IgnBMEYbDKR6s6VPK3Tl8F7QTmi6J4TaUjVD2qer5zape82i5GVCHzFzWPFaCMSuexz04Rpu/3TwPWZLpWFtkXfpIoio8VbEov/d+YbNdjMt37JMhJ5kz3dgqC8B7ZW/8bYHQ+zU1GtnX8QBCEZGRfMkdRFL1UO2rlUKHMVYFywK/IJoueyJ6VHYIgfDrZdtNR8d96DrK377UqH6gKUbHMmeuWApYBB0VRfKSi4aoEFcr8RcxjmcoYI9sSzu+ZVe08VkRL5fnIlsp5/ZgVdHkNVAOuIZvIhEzXNwObM302I/+tUdP0MrWyXf8H8PnUZc50Xw/ZXrwNEA6sz2ecU5Fl7rAGmgMTkZ2VWXyJMgM10vtzy3bdDfD+HJ7vQsrdBdlEWiXTtUgKuTX6OcicrZ4GsCu9TqUvVWa+kHksvcw3yLZ5/1BgnCqbx0RRLDJFWDn9D5nXj1ZBfpnpD0cEsBvQyHYvEkgFUtJ/UtPbSgEW5NJevfQybbJdPwRs+dRlzqV8x5y+FJnuawJJgE2265uAI1+ozKWAZGBWtuu/AeGfw/NdSLldkR0RpGT6EdO/G4++RJkzldNIb/M6oFeYv/HnIjNfyDyW3m4U8KcCY1TpPCaKYtGkYRJF8TkqzDclCEJ14Diyt6OhoihmT0ttjmzCy6AN8DeyleGtXJq9B0Qj2yo7l95PGaATML2gYywGmXMiY6s7t8yWX6X/ZE+TnUohtsk/B5lFUUwSBOEcsrfNzDQE7hdmnJ+D3Mi2n/Zku+aL7I1cIWvTzHwmMiMIwleAOzLLYDNRFKMLO8bPRObPfh4TBKEJcAzYJYqiIi4QKp3HgOK3GkX2ttACGIbsrcIy/XPF9Ps1gJvACWSm0HqZftRzadOMbFujQE1kb4h2ma45Aq+RHUg3RfYFegJof+oyA32AUenjrovMlDgCCMpH5hPILK7MkB20fwfEIztf/VJltkX2BjkeqA98j2yVaPU5PN+FlTuHsUTyEaxGi0tmZCvBfci2hI2ztav5Jcqcfu1znscMkZ1nume7r5ePzCdQ4TxWpF8IBX+ZruS8D/1d+v3vcrmf11LcjA8VYd3M7aZfE9L7jwISkB24Nv0cZAZ6AEFAXPoDcBNYBOjmI7MesvODx+n1riM7wM5x3/5LkDlT+zfT64Uhezv9LJ5vZeTONpZIPo4iLBaZM33Ote8vTeb0a5/zPJZbG2I+Mqt0HpOyT0hISEhIlGg+O/cJCQkJCQkJVSIpQgkJCQmJEo2kCCUkJCQkSjSSIpSQkJCQKNFIilBCQkJCokQjKUIJCQkJiRKNpAglJCQkJEo0kiKUkJCQkCjR/B9/+rXWZ1c5wgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Time index\n", "starttime = parse(timerange[0])\n", "# nmin index\n", "newnmin, nmax = 0, -1\n", "\n", "# Make figure window\n", "fig, ax = plt.subplots(figsize=(19, 8))\n", "ax.contourf(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='lightgray')\n", "ax.contour(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='k')\n", "ax.set_xlim([-124., -122.7])\n", "ax.set_ylim([48.55, 49.8])\n", "ax.set_aspect(5/4.4)\n", "\n", "# Make figure\n", "ds, PLOT_OBJS = make_figure(starttime, newnmin, nmax, ax, s, ds)\n", "\n", "# Step time index forward\n", "time_ind = starttime + timedelta(hours=1)\n", "# Step nmin index forward\n", "nmin = newnmin + 1\n", "\n", "# Update figure\n", "PLOT_OBJS = update_figure(time_ind, nmin, nmax, ax, s, ds, PLOT_OBJS)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "ename": "IndexError", "evalue": "index 121 is out of bounds for axis 1 with size 121", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 29\u001b[0m \u001b[0mANI\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0manimation\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFuncAnimation\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnext_frame\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfargs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mPLOT_OBJS\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mframes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m169\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 30\u001b[0m \u001b[0mmywriter\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0manimation\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFFMpegWriter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfps\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m12\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbitrate\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 31\u001b[0;31m \u001b[0mANI\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./Plots/mymovie8.mp4'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwriter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmywriter\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/matplotlib/animation.py\u001b[0m in \u001b[0;36msave\u001b[0;34m(self, filename, writer, fps, dpi, codec, bitrate, extra_args, metadata, extra_anim, savefig_kwargs, progress_callback)\u001b[0m\n\u001b[1;32m 1150\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0manim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mall_anim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1151\u001b[0m \u001b[0;31m# TODO: See if turning off blit is really necessary\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1152\u001b[0;31m \u001b[0manim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_draw_next_frame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mblit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1153\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mprogress_callback\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1154\u001b[0m \u001b[0mprogress_callback\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframe_number\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtotal_frames\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/matplotlib/animation.py\u001b[0m in \u001b[0;36m_draw_next_frame\u001b[0;34m(self, framedata, blit)\u001b[0m\n\u001b[1;32m 1190\u001b[0m \u001b[0;31m# post- draw, as well as the drawing of the frame itself.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1191\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_pre_draw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframedata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mblit\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1192\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_draw_frame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframedata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1193\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_post_draw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframedata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mblit\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1194\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/matplotlib/animation.py\u001b[0m in \u001b[0;36m_draw_frame\u001b[0;34m(self, framedata)\u001b[0m\n\u001b[1;32m 1753\u001b[0m \u001b[0;31m# Call the func with framedata and args. If blitting is desired,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1754\u001b[0m \u001b[0;31m# func needs to return a sequence of any artists that were modified.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1755\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_drawn_artists\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_func\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframedata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_args\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1756\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_blit\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1757\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_drawn_artists\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m\u001b[0m in \u001b[0;36mnext_frame\u001b[0;34m(t, PLOT_OBJS)\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0;31m# Update figure\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 24\u001b[0;31m \u001b[0mPLOT_OBJS\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mupdate_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtime_ind\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnmin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnmax\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mPLOT_OBJS\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 25\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 26\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mPLOT_OBJS\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m\u001b[0m in \u001b[0;36mupdate_figure\u001b[0;34m(time_ind, nmin, nmax, ax, s, ds, PLOT_OBJS)\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;31m# Update particle locations\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mtraj\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m PLOT_OBJS['s'] = ax.scatter(ds.lon[traj, nmin],\n\u001b[0m\u001b[1;32m 8\u001b[0m ds.lat[traj, nmin], s = 20)\n\u001b[1;32m 9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/xarray/core/dataarray.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 638\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 639\u001b[0m \u001b[0;31m# xarray-style array indexing\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 640\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexers\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_item_key_to_dict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 641\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 642\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__setitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mAny\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mAny\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/xarray/core/dataarray.py\u001b[0m in \u001b[0;36misel\u001b[0;34m(self, indexers, drop, **indexers_kwargs)\u001b[0m\n\u001b[1;32m 1012\u001b[0m \"\"\"\n\u001b[1;32m 1013\u001b[0m \u001b[0mindexers\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0meither_dict_or_kwargs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexers\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindexers_kwargs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"isel\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1014\u001b[0;31m \u001b[0mds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_to_temp_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdrop\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdrop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindexers\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mindexers\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1015\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_from_temp_dataset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1016\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/xarray/core/dataset.py\u001b[0m in \u001b[0;36misel\u001b[0;34m(self, indexers, drop, **indexers_kwargs)\u001b[0m\n\u001b[1;32m 1925\u001b[0m \u001b[0mindexes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnew_index\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1926\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mvar_indexers\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1927\u001b[0;31m \u001b[0mnew_var\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvar\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexers\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvar_indexers\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1928\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1929\u001b[0m \u001b[0mnew_var\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvar\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdeep\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/xarray/core/variable.py\u001b[0m in \u001b[0;36misel\u001b[0;34m(self, indexers, **indexers_kwargs)\u001b[0m\n\u001b[1;32m 1052\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1053\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtuple\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mslice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mdim\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdims\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1054\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1055\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1056\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msqueeze\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdim\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/xarray/core/variable.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 701\u001b[0m \"\"\"\n\u001b[1;32m 702\u001b[0m \u001b[0mdims\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnew_order\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_broadcast_indexes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 703\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mas_indexable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 704\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mnew_order\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 705\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mduck_array_ops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmoveaxis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_order\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnew_order\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/xarray/core/indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 669\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 670\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 671\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_wrap_numpy_scalars\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 672\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 673\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mtranspose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morder\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/xarray/core/indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 1251\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1252\u001b[0m \u001b[0marray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_indexing_array_and_key\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1253\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0marray\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1254\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1255\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__setitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mIndexError\u001b[0m: index 121 is out of bounds for axis 1 with size 121" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Time index\n", "starttime = parse(timerange[0])\n", "# nmin index\n", "newnmin, nmax = 0, -1\n", "\n", "# Make figure window\n", "fig, ax = plt.subplots(figsize=(19, 8))\n", "ax.contourf(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='lightgray')\n", "ax.contour(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='k')\n", "ax.set_xlim([-124., -122.7])\n", "ax.set_ylim([48.55, 49.8])\n", "ax.set_aspect(5/4.4)\n", "\n", "# Make figure\n", "ds, PLOT_OBJS = make_figure(starttime, newnmin, nmax, ax, s, ds)\n", "\n", "def next_frame(t, PLOT_OBJS):\n", " # Step time index forward\n", " time_ind = starttime + timedelta(hours=t)\n", " # Step nmin index forward\n", " nmin = newnmin + t\n", "\n", " # Update figure\n", " PLOT_OBJS = update_figure(time_ind, nmin, nmax, ax, s, ds, PLOT_OBJS)\n", " \n", " return PLOT_OBJS\n", "\n", "# Animate\n", "ANI = animation.FuncAnimation(fig, next_frame, fargs=[PLOT_OBJS], frames=169) # update the number of frames?\n", "mywriter = animation.FFMpegWriter(fps=12, bitrate=10000)\n", "ANI.save('./Plots/mymovie8.mp4', writer=mywriter)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now try to place the particles in the JdF and run the simulation backwards.\n", "First try to only simulate one timestep or something, so that I can quickly check the starting locations and depths before running the full simulation" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Duration and timestep [s]\n", "# Duration\n", "duration = timedelta(days = 7) # was initially days=7, this is the total duration, or runtime, of the particle simulation\n", "# Timestep\n", "dt = 90 # this is the internal numerical timestep of the simulation in seconds - apparently this should be small, and\n", "# then the output timestep is large, so your oputfile isnt too large i beleive - from OceanParcels tutorial" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "n = 1000 # number of particles, originally 1000\n", "# Define Gaussian point cloud in the horizontal\n", "r = 8000 # radius of particle cloud [m] - initially 10,000 (10km)\n", "deg2m = 111000 * np.cos(50 * np.pi / 180) # what is this?\n", "var = (r / (deg2m * 3))**2\n", "x_offset, y_offset = np.random.multivariate_normal([0, 0], [[var, 0], [0, var]], n).T\n", "# Set a uniform distribution in depth, from dmin to dmax\n", "dmin = 0.\n", "dmax = 200.\n", "zvals = dmin + np.random.random_sample(n)*(dmax-dmin)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: File ./grid/coordinates_seagrid_SalishSea201702.nc could not be decoded properly by xarray (version 0.14.1).\n", " It will be opened with no decoding. Filling values might be wrongly parsed.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "./SalishSea/SalishSea_1h_20200315_20200315\n", "./SalishSea/SalishSea_1h_20200316_20200316\n", "./SalishSea/SalishSea_1h_20200317_20200317\n", "./SalishSea/SalishSea_1h_20200318_20200318\n", "./SalishSea/SalishSea_1h_20200319_20200319\n", "./SalishSea/SalishSea_1h_20200320_20200320\n", "./SalishSea/SalishSea_1h_20200321_20200321\n", "./SalishSea/SalishSea_1h_20200322_20200322\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Casting lon data to np.float32\n", "WARNING: Casting lat data to np.float32\n", "WARNING: Trying to initialize a shared grid with different chunking sizes - action prohibited. Replacing requested field_chunksize with grid's master chunksize.\n" ] } ], "source": [ "# Need to run this cell twice for some reason\n", "start = datetime(2020, 3, 15) # Day that particles initialize\n", "# A combination of a date and a time. Attributes: year, month, day, hour, minute, second, microsecond, and tzinfo.^\n", "# Build filenames\n", "Ulist, Vlist, Wlist = [], [], []\n", "for day in range(duration.days + 1): # was initially (duration.days + 3) - why?? CHANGED for some reason you can't \n", " # make the runtime the full 8 days, you have to do 7 and add a day here...\n", " path_NEMO = make_prefix(start + timedelta(days=day), paths['NEMO'])\n", " print (path_NEMO)\n", " Ulist.append(path_NEMO + '_grid_U.nc')\n", " Vlist.append(path_NEMO + '_grid_V.nc')\n", " Wlist.append(path_NEMO + '_grid_W.nc')\n", "\n", "# Load NEMO forcing : note, depth aware but no vertical advection, particles stay at their original depth\n", "filenames = {\n", " 'U': {'lon': paths['coords'], 'lat': paths['coords'], 'depth': Wlist[0], 'data': Ulist},\n", " 'V': {'lon': paths['coords'], 'lat': paths['coords'], 'depth': Wlist[0], 'data': Vlist},\n", "}\n", "variables = {'U': 'vozocrtx', 'V': 'vomecrty'}\n", "dimensions = {'lon': 'glamf', 'lat': 'gphif', 'depth': 'depthw','time': 'time_counter'}\n", "\n", "field_set = FieldSet.from_nemo(filenames, variables, dimensions)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "./results/matt_drifters_JdF1000particles0to200m20200315_20200322.nc\n" ] } ], "source": [ "# Set output file name. Maybe change for each run\n", "fn = f'matt_drifters_JdF1000particles0to200m' + '_'.join(d.strftime('%Y%m%d') for d in [start, start+duration]) + '.nc'\n", "outfile = os.path.join(paths['out'], fn)\n", "print(outfile)" ] }, { "cell_type": "code", "execution_count": 203, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Compiled JITParticleAdvectionRK4 ==> /var/folders/mn/lkjb39ld1msfdy5zq66q6h8c0000gn/T/parcels-501/a151c47037327bf67678628cfdd8e32c_0.so\n", "INFO: Temporary output files are stored in ./results/out-MNHCTQPT.\n", "INFO: You can use \"parcels_convert_npydir_to_netcdf ./results/out-MNHCTQPT\" to convert these to a NetCDF file during the run.\n", " 67% (410400.0 of 604800.0) |######## | Elapsed Time: 0:08:32 ETA: 0:04:46" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Particle 1913 lost !! [-124.7848649092743, 48.505047837393576, 71.03747136341228, 273690.0]\n", "Particle 2508 lost !! [-124.77818412658918, 48.49707669989567, 70.65868146136283, 274140.0]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\r\n", " 68% (414000.0 of 604800.0) |######## | Elapsed Time: 0:08:37 ETA: 0:04:05" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Particle 1917 lost !! [-124.77813673096061, 48.49702020935, 79.27960396845255, 271260.0]\n", "Particle 2349 lost !! [-124.78486723896246, 48.50505061410353, 106.98895446144961, 271080.0]\n", "Particle 2592 lost !! [-124.77814107721801, 48.497025388845515, 76.2628237864292, 271530.0]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 80% (489600.0 of 604800.0) |######### | Elapsed Time: 0:11:15 ETA: 0:04:35" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Particle 2332 lost !! [-124.78823583963596, 48.5090614418838, 90.80728543475101, 195210.0]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\r\n", " 81% (493200.0 of 604800.0) |######### | Elapsed Time: 0:11:24 ETA: 0:04:30" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Particle 1630 lost !! [-124.76141174822139, 48.47707860086431, 92.58142005542554, 190980.0]\n", "Particle 2119 lost !! [-124.76148260110371, 48.47716304192835, 107.35361801267622, 191160.0]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\r\n", " 82% (496800.0 of 604800.0) |######### | Elapsed Time: 0:11:32 ETA: 0:04:16" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Particle 1714 lost !! [-124.79479969889837, 48.51688047992238, 105.08301877427076, 187920.0]\n", "Particle 2004 lost !! [-124.77820229557048, 48.49709846352756, 93.80149025545717, 188100.0]\n", "Particle 2150 lost !! [-124.78150636235455, 48.501045121816766, 98.48079828537419, 188280.0]\n", "Particle 2453 lost !! [-124.76153093290631, 48.477220642223216, 91.45468227907398, 189810.0]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\r\n", " 82% (500400.0 of 604800.0) |######### | Elapsed Time: 0:11:41 ETA: 0:04:14" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Particle 1726 lost !! [-124.77809056463987, 48.49696527484344, 87.83644202884497, 185220.0]\n", "Particle 2008 lost !! [-124.79822037614541, 48.520957011216865, 110.27941485400541, 185220.0]\n", "Particle 2394 lost !! [-124.77823083911474, 48.4971324477199, 109.6339888407885, 185310.0]\n", "Particle 2549 lost !! [-124.7781264612178, 48.4970080592953, 96.07680306139763, 183780.0]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\r\n", " 83% (504000.0 of 604800.0) |########## | Elapsed Time: 0:11:50 ETA: 0:04:01" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Particle 1742 lost !! [-124.78152581430903, 48.50106828301403, 93.65220538236403, 180450.0]\n", "Particle 1899 lost !! [-124.7882246211344, 48.50904808708672, 102.99861725891648, 180270.0]\n", "Particle 1942 lost !! [-124.77816711426836, 48.49705646162061, 107.21983779426714, 182340.0]\n", "Particle 1961 lost !! [-124.77821675488079, 48.49711562305568, 87.10361802483388, 182430.0]\n", "Particle 2295 lost !! [-124.79160950959158, 48.51308206224535, 104.32308754492468, 181620.0]\n", "Particle 2342 lost !! [-124.7781251818723, 48.49700652669964, 98.75256554561982, 182160.0]\n", "Particle 2379 lost !! [-124.77822979160285, 48.497131234068824, 89.50034242103226, 181170.0]\n", "Particle 2561 lost !! [-124.80495308796907, 48.52897327049271, 97.5121241328041, 182700.0]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\r\n", " 83% (507600.0 of 604800.0) |########## | Elapsed Time: 0:11:59 ETA: 0:04:00" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Particle 2315 lost !! [-124.77812068547613, 48.497001085427904, 87.18501408957752, 178380.0]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 95% (579600.0 of 604800.0) |########### | Elapsed Time: 0:14:42 ETA: 0:00:56" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Particle 1924 lost !! [-124.76152237484308, 48.47721045964182, 100.60457541481038, 105210.0]\n", "Particle 2347 lost !! [-124.7447811091384, 48.457245691096254, 89.27193541871002, 105570.0]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\r\n", " 96% (583200.0 of 604800.0) |########### | Elapsed Time: 0:14:51 ETA: 0:00:49" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Particle 1691 lost !! [-124.77811640026776, 48.49699597747727, 107.69104729423877, 102150.0]\n", "Particle 1731 lost !! [-124.7781652491361, 48.49705419458246, 91.76574784379096, 100980.0]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\r\n", " 97% (586800.0 of 604800.0) |########### | Elapsed Time: 0:14:59 ETA: 0:00:42" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Particle 2569 lost !! [-124.76145524578071, 48.47713043999084, 104.80314701208397, 97380.0]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\r\n", " 97% (590400.0 of 604800.0) |########### | Elapsed Time: 0:15:08 ETA: 0:00:37" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Particle 1632 lost !! [-124.77819974640754, 48.49709530694357, 100.0331035562069, 94050.0]\n", "Particle 1795 lost !! [-124.78153533813648, 48.50107962983836, 100.31869685053212, 95940.0]\n", "Particle 2067 lost !! [-124.76151411372163, 48.47720060488715, 82.87343426417151, 96930.0]\n", "Particle 2091 lost !! [-124.76150630616979, 48.47719129365359, 88.23056200014084, 97020.0]\n", "Particle 2334 lost !! [-124.77813811083945, 48.49702185132254, 99.86294910196834, 93870.0]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\r\n", " 98% (594000.0 of 604800.0) |########### | Elapsed Time: 0:15:17 ETA: 0:00:25" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Particle 1828 lost !! [-124.7949017105967, 48.51700189579283, 125.11549925835452, 91710.0]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100% (604800.0 of 604800.0) |############| Elapsed Time: 0:15:41 Time: 0:15:41\n" ] } ], "source": [ "# Execute run\n", "clon, clat = -123.72, 48.24 # choose horizontal centre of the particle cloud # inital = -123.4, 49.18\n", "lon, lat, z = clon + x_offset, clat + y_offset, zvals\n", "pset = ParticleSet.from_list(field_set, JITParticle, lon=lon, lat=lat, depth=z) # time=start+timedelta(hours=1)\n", "# I think this is where I can change the hour that the particles initialize^ Can't be 0 because that puts it outside\n", "# the timerange - I guess technically that would be the previous day at midnight?\n", "pset.execute(\n", " pset.Kernel(AdvectionRK4), runtime=duration, dt=-dt, # I believe this is where you'd put a - for reverse i.e. -dt\n", " output_file=pset.ParticleFile(name=outfile, outputdt=timedelta(hours=1)), # This is the output timestep - 1hr\n", " recovery={ErrorCode.ErrorOutOfBounds: DeleteParticle},\n", ")" ] }, { "cell_type": "code", "execution_count": 204, "metadata": { "scrolled": true }, "outputs": [ { "ename": "NameError", "evalue": "name 'fail' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# this cell will fail, but I seem to need to run it to get the outputfiles from the temp directory into my\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;31m# final outfile\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mpset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfail\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfail\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mNameError\u001b[0m: name 'fail' is not defined" ] } ], "source": [ "# this cell will fail, but I seem to need to run it to get the outputfiles from the temp directory into my \n", "# final outfile\n", "pset.execute(fail=fail)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "#coords.close()\n", "#mask.close()\n", "coords = xr.open_dataset(paths['coords'], decode_times=False)\n", "mask = xr.open_dataset(paths['mask'])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [], "source": [ "ds = xr.open_dataset(outfile)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (obs: 169, traj: 1000)\n", "Dimensions without coordinates: obs, traj\n", "Data variables:\n", " trajectory (traj, obs) float64 ...\n", " time (traj, obs) datetime64[ns] ...\n", " lat (traj, obs) float64 ...\n", " lon (traj, obs) float64 ...\n", " z (traj, obs) float64 ...\n", "Attributes:\n", " feature_type: trajectory\n", " Conventions: CF-1.6/CF-1.7\n", " ncei_template_version: NCEI_NetCDF_Trajectory_Template_v2.0\n", " parcels_version: 2.1.5\n", " parcels_mesh: spherical\n" ] } ], "source": [ "print(ds)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# NEED to run this to close the data set before tweaking it for another run, or I can just rename the outfile\n", "ds.close()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Plot start locations only\n", "fig, ax = plt.subplots(figsize=(19, 8))\n", "ax.contourf(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='lightgray')\n", "ax.contour(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='k')\n", "ax.set_xlim([-124., -122.15])\n", "ax.set_ylim([47.8, 49.2])\n", "ax.set_aspect(5/4.4)\n", "nmin, nmax = 0, -1\n", "# Loops through the data set in range(n) which means the size of the dataset, and s is defined as the image I think\n", "for traj in range(n):\n", " s = ax.scatter(ds.lon[traj, nmin], ds.lat[traj, nmin], s = 20)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Plot end locations only\n", "fig, ax = plt.subplots(figsize=(19, 8))\n", "ax.contourf(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='lightgray')\n", "ax.contour(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='k')\n", "ax.set_xlim([-124., -122.15])\n", "ax.set_ylim([47.8, 49.2])\n", "ax.set_aspect(5/4.4)\n", "nmin, nmax = 0, -1\n", "# Loops through the data set in range(n) which means the size of the dataset, and s is defined as the image I think\n", "for traj in range(n):\n", " s = ax.scatter(ds.lon[traj, nmax], ds.lat[traj, nmax], s = 20)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjEAAAHbCAYAAAA6WMuNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydd3xN9//Hn+eubLKIlW8QW8RMEHvFaGtVrLbml6Jqly9fRbVq1a8tRWn7rVUa1KwZxI6QFBEjYjaEyJRxkzvP748rV24SkihinOfjkTbn3M/ncz4n7njd9xREUURCQkJCQkJC4nVDVtwbkJCQkJCQkJB4FiQRIyEhISEhIfFaIokYCQkJCQkJidcSScRISEhISEhIvJZIIkZCQkJCQkLitUQSMRISEhISEhKvJZKIkZCQkJCQkHgtKbKIEQRhmiAIoiAIP+Q45yYIwipBEGIFQVALgrBXEISqBazTUxCE/YIgxAuCkCYIQqggCF2f5SYkJCQkJCQk3j6KJGIEQWgCDAMicpwTgG1AVaA7UB+4DRwQBMHuKcu1Ag4B7zyasxvYKghCi6LsSUJCQkJCQuLtRChsxV5BEEoCf2ESMTOASFEURwuCUA2IAuqJonj+0VgZcB+YJoriz4XejCCcBo6JojixaLchISEhISEh8bZRFEvMSmCzKIqHcp23evT/rOwToigaAQ3QvIj7cQCSizhHQkJCQkJC4i1EUZhBgiAMA6oAH+Xz8BVM7qOvH41LB8YDFYCyhd2IIAifPJqz9gmPDweGA9jY2DSsVKlSvuvcvn0btVpNzZo1sbGxyXeM0WgkKSkJg8FAiRIlnjjueWA0GklMTCQhIQFra2tKlCiBo6Mjcrn8hV3zdUKv1xMfH09Oi6AgCLi5uSGTFU5j60U9OoMOpVyJWqsmJj0mzxiPEh7YK+2f277fVNLS0rh69Sru7u44ODgUaW5qaipJSUmo1WoEQaBGjRrY2tpajFGr1eh0Ou7du0dGRgYA9vb22NnZYTAYsLW1pWTJkqhUKoxGIzExMSQkJKBQKFCpVMhkMosfuVyOXC5HJpORmJiIRqMxX8vKygpnZ2fKlClDXFwcDx48QK/XA+Dg4IC1tTVOTk4oFE9/G9RqtcTGxqJWqwGQyWSUKVOGkiVLAiCKIgaDAUEQyMzMRK1Wo1AocHFxwcbGhuTkZG7cuIGdnR0eHh5F+pu+CbzI91eJN5fw8PAEURRLFTSuQHeSIAjVgeNAC1EUrzw6d5hH7qRHxw2BX4C6gAE4ABgBRFHsUuAmBOF9TOKlryiKOwoaX7t2bTEwMDDfxxISEggICECtVuPr60v//v0ZMmQIcrmcBw8eMHv2bFatWmV+AwWoWLEiUVFRqFSqgi5daC5evMiyZctYtWoVarWaihUrmt/ku3btyvbt25/btV5n7t69y5o1ayw+fFQqFQMHDqR8+fL5zknKSiI2PRZbhS1Bt4P46cJPKGVKsvRZGEUjRtNTz4IV7VfgV97vhd3Hm8LkyZP59ttvOXHiRB4BUliuXbtGjx49qFGjBpcvXzafX7BgAVOmTAFMQmDAgAGIosiBAwdISkpCqVSSmpoKgJOTE2lpaRgMBoYMGcKoUaMK9fqMi4sjMjKSS5cucfr0ac6dO4e9vT01a9ZkwYIFVK1alcGDBxMZGcm9e/eoXr0669atw9raOt/1Dhw4wPTp01GpVIwdO5ZSpUqxbNkyLl68mGfsggUL+Oyzz8zHGRkZtGvXjtDQUGrWrMmvv/6Knd3TwgTfXLy8vIp7CxKvGYIghIui2KigcYWxxDQFXIFIUwwvAHKgpSAIIwA7URTDgXqP4mZUoijGC4IQCoQVYqPZAmZAYQRMQbi6urJy5Uo2bNjAiRMnGD58OLGxscycOZOVK1eydOlSKleuzOzZs3Fzc+Odd94hLi6u0N/6n4ZWq2Xr1q0sXLiQ8PBwVCoVnTp1ok+fPtSpU4fMzEwaN25MtWrV/vG13hQcHR0xGAwW57RaLffu3ctXxGyM2sj80/NN44xa83mNQZNnbDYKQUENlxrPacdvNnfu3EGv17NixQr+/vtv6tSpg5+fH9WqVSv0a+TBgwcAtG3b1nzu999/Z8qUKbRt25ahQ4dSpkwZSpcuDcCkSZMAk0Xj5s2bHD58mDt37uDg4EDLli1p2LBhoffv5uaGm5sb7dq1QxRFduzYwdmzZwkODqZr164sWLCA2bNn4+Pjw969e3n33XeZN28es2bNslhHp9Px/fffs3r1ary9vfnss884fvw4X331FW5ubowdOxYPDw/OnDnDhg0bAPIIobNnzxIaGkqJEiVYtWrVM4vCN4HIyEhJyEi8EApjiXHE5ObJya9ANPA1cFHMtcij9OorQGdRFPc/Ze3ewGpgoCiKGwu76adZYnIiiiLTpk1j165dHDhwgHr16lG7dm3kcjlz5sxh165dbNq0iV69erFp06bCXj5fUlNTqVmzJrGxsZQvX54+ffrQo0cPHB0dzWNiY2Pp2LEjI0aMYPny5f/oem8SYWFh/PnnnxbnFAoF48ePt/jmuvHKRr4M/bJIaysFJV81/4oulQs0CEoAV69epX79+qjVatzc3IiLiwPA2dmZxo0b4+fnR9OmTXFzc8t3fnp6Ot27d8fOzo7IyEhsbGx48OABHh4e2NracuDAAZRK5cu8JQBiYmIYMGAACQkJAHTs2JE9e/Ywbdo05s2bx7vvvouXlxetW7cGYNq0afz111+MGDECnU7HL7/8gq2tLa1bt2batGnY2Ngwe/Zstm/fjr29PePGjWPChAk4OTkB8Pfff+Pj44PRaGTNmjW4u7u/9Ht+FZGEjERhKawlptDZSbkWP4ylOykASMAUG1MH+B4IF0Xx/Rxz1gCIojjg0XFfTBaYSUBORaIVRTHpadcvrIgBkw++b9++pKamEhkZya1bt2jatClg8pn369ePL7/8kgoVcuu0oqHT6ahatSq3b98mODgYV1fXfMfNnz+fdevW8ccff9CzZ89/dM03hbt377J69Wq02seWFSsrKwYMGGC2xtxIucH7O95HL+oLva5KpmLTe5uo7Fj5ue/5TebSpUsYDAbq1KlDbGwsQUFBBAUFsXfvXhITEwGoXLkyTZs2xcvLi7NnzxIfH0+bNm0IDw9nx44dhISE0LhxYwA0Gg21atUiPj6ew4cPP1e3bVHQ6/XcvXuX33//nXXr1rF48WJGjhxJly5dOHr0qIVL08bGhm+++YaffvqJc+fOMXToUEaNGoXRaOT//u//+PPPP0lLS2PMmDH89ttvJCYmMmjQIH799VcA6tSpQ2RkJJs3b6Z69erFcr+vIpKIkSgsL1vEjAE+A9yAe8Aa4EtRFLW55iCKYuscx63yWf5I9pgnURQRAxAdHU3//v2pW7cuJ06c4PDhwyQmJtKuXTtcXFwKvU5BRERE4OvrS/369Vm5ciU53G9mdDodAwcOJDo6mnfeeYcmTZqwefNmkpKS6NKlC++99x5t27bNd+6bSkZGBt9++6056BIsLTEbozYyN3RugQJGLsiRCTKs5FbojXq+8PtCssA8R4xGIxcuXCAoKIitW7cSHh6ORqMxB9Deu3cPgKFDh/Lzz48rKyQmJlK9enVcXFzYtGnTc3Hd/hOMRiNjxozhyJEj+Pv7U716daZMmcKdO3dYtmwZderUwdPTkxEjRpCWlsbs2bOpV68ex44dY9OmTVy5coUPPviANm3aMG3aNLO16sqVK1SvXp0bN27g6emJu7s7u3fvLtZ7fRWRhIxEYXihIqa4KaqIAdi6dSszZsxg1qxZzJw58wXtzBQYuXDhQo4dO2bhSspJXFwcy5Yt4+TJk9y/f58yZcpQoUIFIiIi0Gq1rFixguHDh7+wPb6K7N69m9OnT5uPfX19adK2CWsuruGXyF+eOM9KbgUiDPMeRkD1AABi02MpZ18OZ2vnF77vt5msrCzOnj1LjRo1cHR05K+//kImk+Hl5WV2GWk0Gj755BNWrVpFYGDgK2OVePjwIfPnz+fatWvm4OOKFStSunRpPDw82L59O6VKlWLUqFGsXr2aq1evAlCuXDm+/PJL9Ho9U6dOJSnJZDSuXr06ly9fRhAEFi5cyOTJk5k+fTp9+vQptnt8lZGEjERBSCImF6Io8t///pc///yTAwcOWAQdPi+uX79O9+7dSUtLyxPj8aQ9xcXFUapUKeRyOZmZmXz66aecOXMGLy8vunfvztixY3F2frM/jPOzxCCHfe77SBfS852jEBSMqT8Gn7I+kmB5geh0Ok6dOkXVqlUpU6ZMgeMfPHjArl27OHToEKdOneLWrVvo9Xo+/PBDc2bSq8b58+fZu3cvcXFxJCQkkJCQgKenJ23btmXu3LmUKFGCoUOHkpmZSXBwMOfPn0cURTw9PcnKyuLu3bts3LiRgACTiN66dSs9e/Z8pe/5VUASMhJPQxIx+ZAdH5OWlkZkZOQTgxOLyoULFxgxYgQnT55EoVAwZcoU+vbt+0xrpaamsnbtWk6ePElERAQ+Pj4cPXr0iSmgbwL5xcToBB3Hyh4j2Spv7UOFoOCPrn9IsS4vmEOHDtGtWzfS001Cslq1arz33nt06NABR0dHNm3aRIUKFfD39+fBgwfMmzePgwcPotfrcXFxoVatWlSrVo0aNWrQvn37AuuxFDdGo5G0tDQcHBxYv349CxYsoFatWgQFBVGxYkW0Wi3Vq1enbdu2tG3blosXLzJr1iwaN25McHAwNjY2nD59mtatW+Pu7s6qVauKXGvnbUISMRJP43mmWL8x2NrasmjRInr27MncuXP57rvvnsu6v/zyCydPnqRNmzZMnz7dnDr6LJQoUYJPPvmETz75hG3btvH555/j6OhIw4YNmTlzJv7+/s9lz68S9+7dsxAwAAICGYqMfMdPbTxVEjAvgdjYWNLT06lZsyYdO3YkJCSExYsXs2jRonzHlyhRgv79+/Pee+9RvXr1Vz6uSxRFbty4QWhoKKdPn+bMmTPmOjUAbdq04bPPPmPevHlotVq8vLzM6dS//fYb8+bNo3nz5uzfv5/09HR69OjBgQMHKFOmDD/++KMkYApASruWeB68VZYYgPj4eNq2bcucOXOYNm3ac9lPfHw8Xl5eWFtbExgYiL3986sMe+rUKY4cOcL+/ftJS0tj165dtGzZ8o2p+JufK0lE5C+Xv7hV4pbFWKVMyaf1PpVcSC8JURSpXLkyLi4urFq1CoDMzEzCw8NJSEigbdu2pKenc+rUKZRKJR06dHgtLIanTp1iy5YtnD592pxtVb58eTp27EitWrU4dOgQt27d4tKlS+Y5Xbp0Yfr06djb2/Pzzz+zePFi2rVrx65du1Cr1fj5+XHjxg369+/PgAEDKFWqwEKjEo+QhIxEfkjupCdw5swZhgwZgkKhoF69enTv3h1/f38aNGjwj4TBsWPHaNOmDSVLlqRVq1Z06tQJP7/nVyE2Pj6e3r17k5CQQIkSJfD396dDhw506NCB7BYMoihiNBpfK4Fz7do1AgMD0el05nM6dBwr99iVpJKpGO49HCdrJxaeno9MFNFiZEyDsQz2GlxcW3/jSU1NxcXFhUGDBjF27Nji3s5zYe/evfznP/+hZMmSdOrUiXbt2tGmTRvzayg6OjrfYpTlypUjNjbWfPzBBx+watUqbt26Rc+ePbl8+TJLliyhefOitouTAEnISORFEjFPQBRFzpw5w/HjxwkJCeHKlSsAtG/fnqCgoH+0rz///JNff/2VoKAg0tPTWbJkCa1a5ZdF/mw8fPiQkydPmn+yK6O6u7vTsWNHjh07xvXr16lfvz7du3enQ4cONGjQgLt37xIeHk6TJk0oW7YsV65cQRCEYs8UuXDhAtu2bctTsVcv6NnjvgetXEvXyl2Z6GNqat4xsA1ZuVoKtHNvx3dtn+wWNKRr0cVmYMjUIbNRoCpnj9y+eOqUvG5kB6j+73//w8fHp7i380xotVpUKhU6nY7du3czc+ZM6taty5EjR55oMV24cCE3b96kTZs2GAwG5s6dC0DXrl2RyWT4+/ubX2NBQUEoFAoWLVr0QpIF3hYkESORG0nEFJKEhATatGlDv379WL9+/XNZU61WU7duXa5du0aVKlVo2rQpTZs2pWHDhs+t9Hh2ifaQkBBCQkIICwujQoUK1K1bl4iICLM4c3BwICMjA6PR9OGf/Y2yTp06REREPJe9PAtPciMZBAPhruHcsb+DDBnBfYJxtnYmMnoXQ49PRp1PjZEuFbswv9X8vNc494DkwCjI+RSXgUO7f2HfuKwkZgpg7NixLF68mLCwMKysrAqeUIwYjUZu376Nvb09BoOBvXv3snv3bi5fvoyNjQ2CIKBWq/H29ub48eP5xqsYDAYePHiAvb099vb2+cb0pKamsnXrVhYtWsSFCxcYNmwYffr0eW5JAm8zkpCRyIkU2FtIcpYhf17Y2tpy/PhxVq9ezdatWwkMDGTt2rUolUrq169vFjU1atR4ZtePIAhUrlyZypUr88EHHyCKosWbbmJiIqdOneL06dO4uLjg6+vLpUuXOHPmDLGxsfj6+j6v2y0yGRkZREdHI8gsPyQMGAgpHcID2wfIkfN1i6/NcS/lHsaiJf9A0d23dtPWrRE+FduZxxvStSRvzCVgAIyQFvQ3aYdicGjrLomZp5D9HFm/fj2DB7+abju1Ws22bdtYv349t2/ftnjMy8uLzz//nPT0dDIzM/H396dz584WcTsGg4Fjx46xceNGNm3aZH4/EAQBW1tbbG1tsba2xsrKCqVSyY0bN9BoNJQvX56vv/6a995776Xe75uMFOgr8Sy89ZaYn3/+me+//57Y2FjKli371LEajYbr169Tq1atIl0jMzOTY8eOERQUxM6dO4mKigKgZMmSNGnSxCxqypUr98z3UVjUajWtWrXC29ubkydPvrT4mYyMDFJSUoiNjWXfvn3IZLI8GUnZbiSD3MCWblssM5Dio/h1TVv+z8UJcn9DFkWsRBDkSr5oPoculbuQeTWJxP/l7TScB7lAyfcq49Dkxf/tXzdEUcTFxYUmTZqwYMGC4t5OHhITE+nduzcPHjzA29vb3BZArVbz7rvvmt2lGRkZRERE0KRJEwRBQBRFzp49y9q1a/ntt9+Ij4/HxsaG5s2b07BhQ3Q6Henp6ajVatRqNRqNhszMTLRaLe7u7nTu3Jm6deu+8tlXryuSkJEAyRJTaE6cOEG1atUKFDAA3377LVOnTuXPP//knXfeKfQ1bGxs8Pf3x9/fn4ULFxIXF8eBAwcICgpiz5497Nu3DwAPDw+aNGmCn58fvr6+zzXLCUwCxtrammnTpjFjxgzmzJnDjBkznus1clIY4SIiohf0CAiEu4ajlWv5vMnneVOoS1VncNkWnE8K5aC9naWQEQQ0AiDqmXF8OiWtSlIu2pZCtRk0iDzcdh2j1oBNJUfkTlaSZeYR0dHRJCcnU7Vq1eLeSh5EUeSnn34iPj6e/fv306FDhzxj/v77b7777jtWrlxJRkYGPXr0wMPDg927d3P16lWUSiUtWrSgc+fOtGzZ8q3uMv0qIVlkJIrCW22JUavVNGvWDH9/f3766aenWkLS0tJo1KgRV69eRaFQ0KBBA95//31Gjx79j978RFHk8uXL7N+/ny1bthAWFkZmZiZyuRxvb2+zlcbLy+uZioUZjUZOnTrF77//zpEjR3B0dKRx48ZcvnyZ27dvP/fqxYURLjnRoeOc6znu295HK9cy1Gso4xqOe8LiCbCwKuNcHfMKmWxEERuZCqMBxsV+SOu0xwGpIiLCE1xSAIKVHIwiJd6phFV5h7de0KSmpuLp6Ym9vT1btmwplu7T+REVFcWCBQs4ffo077zzTp7q2Hfu3GH27NnmZowdOnQgLS2Ny5cvo1arqVSpEj179qRTp06ULFmyOG5BogAkESMhBfYWgtTUVAICAsypkyNHjmTZsmUWYy5evMiyZctYvXo1GRkZ5tiAkydPEhUVRefOndm+fTtKpRKtVktSUlKhyrM/CY1GQ0hICEFBQezYsYOLFy8iiiL29vb4+PjQrVs32rVrV+j1hg0bxqlTp3B2dmbQoEE8ePCAdevW4eHhwe3btylVqhT3799/pqZ82YIlu0dUWFgYx44dK1C45CRnJpJKpiIoIOjp9V+OLCDyxEKGli2db5BvTlRGBTNiRuCpcaekwZ57JFOaksiRPVXMQF5Bg0qG8aEWEfGtynCaMWMGX3755VN7gb0sHj58yJIlS9i0aRMlSpTgq6++Yvjw4RZ9mubPn8/cuXMxGAz06tWLIUOG/KPXo0TxIQmZtxtJxBQSo9HI1atXWbt2LTt27GDgwIF069YNnU7HggULCA8PR6VS0alTJ/r27YuXl5fZF/7jjz+ydOlS7OzsaNmyJaGhoSQlJeHh4cE777yDv78/bdq0oUSJEk+8vlqtZuPGjfj7++drCUpKSuLgwYPmeJq4uDgWLVpE+/btEQSB+/fvY2Njk+83ypiYGLp06cLEiROZM2cOVlZWXL9+nSpVqpjHDB8+nGXLlhU5NubEiRMcOnQIuVyOTqdDEARzBlRh0Ak6swvpjv0dAEbXG83HdT9++sSMBJK+86JjOReycoqY7OdxTuuMCNaiChGRsbEfoNHIibL+mwaZVWmuq12gkDEjF8CQ43XyFmU4+fr6kpqayubNm4t1H3/++Sfz588nLS2NUaNG8cUXX+Dk5GR+PCQkhP79+3Pr1i38/f2ZMGEC5cuXL8YdSzwPJCHz9iKJmCJiMBj48ssv2b17N5mZmYCpimfv3r3p0aOHxRtmNqIoEhwczPHjxwkLC8PDw4M6depw7ty5PG6hbt26YW1tzbp166hduzYdOnRg//79bNy4EYBFixbh7e1NamoqPXv25OHDh2ZhYjQa0Wg0GI1G6taty/Xr1ylVqhSlS5fm4sWLCIJArVq18PPzo2nTpnh6erJnzx5++eUX4uPjuXr1qjmuITY2lkmTJuHp6cno0aOfKTV0+/btnD17tsjzVCoVRqMR13qurI9dT4YiA63cZLGxklmxP2B/4arwhv3KxsP/5UtX51yiRczfxQTIjTLkyBFFMApG3r3fnoD0VtxXJlJeVwpHg0lopsjTiFMm4qZzAcj3d0eDg2mcdTKV2tbFqqITKpUKrVaLo6MjdnZ2Rf7bvIqkp6fj5OTERx99xIQJE17adbOyskhISKBs2bLI5XISExNp06YNderUYe3atXh7e1uMDw8Px9fXFzc3N2bOnEmzZs1e2l4lXjySkHk7kUTMM6LT6Th//jx6vR4fH59nzt7RarWcP3/eXMcl2y1Uo0YNEhMTiY+PN4/99NNP+fbbb7l9+zaxsbGUKVOGuLg4atSowe7duxkwYABg6pLt5OTEli1bCAoK4vz58/Tr1w9RFNm+fTsREREWhePq1KnDzJkzef/99//ZHyUH8fHxLF26tNDjs4VLp06dKFu2LKKNSI/dPcgyZFmM+7zJ5/Su3rtwi94NJ3J9D/7t6kBGDmuMldGIiIAckUxBhoWhRcTiWDAKyJAhE2WIgsi42A8wIrK03AbkohyNoEVAQCUqLX43CAb8k5uy3ykEuShHLxion1QfW40dJSiBlcGK+s3q41bVDRcHF9R6NeXsTRa22PTY16pdwqFDh2jXrh0ymYxBgwYRGRnJrVu3aNSokTlW60XUR8kOnlcqlbi7u3Pjxg3A5K5s2LBhnvETJ05k8eLFBAUF4erq+tz3I1G8SCLm7UQSMa8YKSkppKWl4e7ubi5UN2rUKKysrLh27ZpFuqZer8dgMGBlZYW3tzcXLlwAoFSpUuYqvfnx8OFDDh8+TEREBF26dMn3Df+fcurUKfbu3VvgOIVCYRYuOa0TkQmRDN472ELEqGQqVndejZdrId+sMhJI+r4OHcs6W7iUrAQFG2Pvcx8DY9xKo5FZupaeJmrkRgEBAb2sEC6xfNZSiApERDzSPLjtcBsjRkSZiJXcCoPRgCAIWMmt0Bl0DPMeRkD1gFdezKSnpzN37ly2bt3KlStXKFeuHH5+fhw8eJCkpCQAKleuzJgxY4oUp5UfZ86cYcuWLbi5ufHLL7/QrFkzmjVrRnR0NFeuXKFv375Mnz49T+zW+vXrGTJkCE2bNmXJkiX/aA8Sry6SkHn7kETMa8D//vc/vv32W5YtW8bIkSPzHaPX6wkLC2Pnzp1MnTr1uaRdq9VqduzYgY+PD56enkWaGxkZmW98hEwmQ6lUotfradmyJY0aNcrXrXIj5QbdtnfLc357t+1F60x9YTO7949juosj2V2XFIKMORV70uXYj/xp68IsJ6tH1hI9RkT0shztDXK5nmwexfNkFibAObeIKexjObCSqZhdawhdavQBu1ffepCWloatrS1yuRyj0ciFCxc4cOAAK1as4O+//2bGjBm0bt36qfFfucmu1/Lzzz9z7NgxHBwcSEtLA2D16tVmC+STyMjIwNHRkZo1a7JkyRJcXFz+0T1KvNpIQubtQhIxrwFGo5FRo0Zx5swZwsPDX8qL9MqVKzRp0oSHDx9SoUIFwsPDKV26dKHnP8md1KpVK6pVq1ZgTEhkQiSD9gxCQRbOCiNJehl6rFnVeVXhLTFgDvD1L+eCJofwsJZbsa/L79jfSuLqjgTiMMWxnLO9wrfl1j0SGRpEQUCXQ8RYPRIxmpckYkzXFPk+4SE1232Fc/V3IOU2OHqYRE1GguVxrnt/4mMvmbi4OBo2bMjdu3eRyWR07NiROXPmEBMTg7u7e75p2Wq1ml27dhEYGEhUVBSOjo5MnjyZcePGIZfLiYmJoVKlSgVmzB04cIAOHTqwfPlyqfHiW4IkZN4epGJ3rwEymYxPPvmE/v37c+rUqZfyArWxsTF/27137x5ly5bFy8uL8ePHM2jQoALna7Vac9XTnBw/fhxfX98Cg1rL2ZfD2yaLAMdMDIAc2JSCOW6k0KTcJtbKGiWgyXFagYxYYxY1q9XDUX8GR72pR07rNB/qXKvKX2V20i15E6dsrJnp6owC0ANfJJjcI9nnsjCVnrcSRYvfdUD75KYccPoLmSgjU6YptGjJjUaA8a4lEM8v4Ivgz+miFcGgg5/6tacAACAASURBVAYfkXRuHbEqK8ppNTi/twTq9DJNurAJtn8KcqVpbLcfHj9WDLi5uXHz5k1CQ0PZtGkTixcvZs+ePYCp/YaPj485fkYURQIDA9mxYwcZGRlUq1aNFStW8MEHH1g8bwpjHYyIiOCDDz7AwcGBevXqvbD7k5CQeLWRREwxc/nyZQD8/PxeyvU8PDwYMGAAgYGBrF692py+PXjwYGQyGb1797boLZMblUqVR8CASZClpKQUKGJ0umQCHDNR5fiSHeCYiU6XDEWJEXH0oJxWgx7L6+kxUs6+HFlXUsBgRHzUPMmIyHkhhoqJd3DCSJcMNU0ys4hVKCin1+P8yBKT8xyQ53dXHZDlw4eJPYlTJnLNKoafymxGLsoxCAbaJzdhn9NJjIgYBSNyUY4RIwiPdpJT8AgCmY+sQTOdHWgSE4uz0cjui+uYWTZbYNnxxf6JdKnc2jRn+6egzzT9AGwfDZVbF6tFRqlU0rx5c5o3b45SqeTkyZN89NFHREREsGvXLo4cOWIxtk+fPowcOZKmTZs+U+n+Q4cO0a1bN2xtbfn111+fe2VriVcXqZqvRG4kEVPMVKhQATDFx3zzzTdFnh8bG8uFCxfw8/PLtzNvfhw+fJhq1apRs2ZNatasyb///W8++ugjBg4cyPDhw2nRogVbt27N98Ph3Llz+a5pNBoLVQwtNjkCIwI5OzMaEYhNjsDNoQjxOXauOL+3hC/2T2CGcwlkiBjlKr7wm01JvT33/zgDIuZaMCJGkuV36ccps45wNhpxzlWUL/e53L+Lghx1aw/0x+xx1DtQPcuDZun1cqRf29M/sSP3lSlcFO4Qq0yktNaFDCGTqBJXuOwYjQIjGsEyJkeBSSSh1zPT1TJgeaazA00eXMBZVcJkgckWMGA6Trld7G6lbPJ7Dt+8eZOgoCAyMzPp378/pUqVeuoa1+LSOH4tgZJWEPzbUk4cDaZixYq4urqiUChYuXIlFStWZPny5VIhu7cQSchI5EQSMcWMn58fffr0YdGiRbRq1arIXXGXLl3K119/DUDjxo3ZtGkT7u7uT51TtWpVgoODWbNmDW3atMHd3Z21a9dy+vRpjh49ysaNGxk5ciRr1qyx+KZ8/PhxTpw4ke+anTt3LlR9lHJO3jwQLC05CkHkWloy9QucnZtcFqFHFiJtbHoeF48RI2XFTAyCHCUGywcrtwO/T+DmcTi1FAwanoRQ70PsOnbCupkWXWwGCWsu4ah3wNHwWEA6G5xxNjhTnYqImSJGjMiQEaJ1p8HD+tyxjuW421G0OfaoB8rp9cQqFHlelApEYhVKnB09TC6knBh0ptiYl8h3332HnZ0dw4YNK9T4SpUqMXz48ALHJaZrmLz5PAevmMoPxG/9GvXVk5SvVJWUlHM8fPiQjIwMGjduzIIFC4oURCzxZiEJGYlspMDeVwCNRmPRWbooxMXFWXwbrVevHqdPn35qn5uEhAT8/PyIjo4GoHnz5ixZssTcm2n58uUsW7aMn3/+maFDhwKmGh25e9Rk06xZs3wb8OWHVpvI0eNNEHicyqw3wtwHjmzp+fSWA4Z0LYZkjamnkZD6hDRrFauuf4WjxtKKpMfAdqsgRgnL84oYuTVMuPg4oDbsf3BkARhzCQaAZhOgw0zzYca5B6T8EW2SUzrL9OzcvZpERHQYkCHwk/NOdpU6iFKuQMTA7PgkumiNJIl6OpYvTVaOv4+1oGBf74Omv82FzSYXUjHFxGRlZWFjYwPAsmXL6NmzZ5FqxYiiSEhICMuXL+fcuXMEBQVRpkwZpixcwdq/ElB51DOPi/m/97Gt0YKy741nVc8KlLR+OR3XJV4PJBHzZlPYwN6iN8yReO4YDAa0Wu0zVRp1c3MjODjYnMlx7tw5OnXq9NQ5rq6uREVFERUVxYwZMzh+/LhFz6jhw4dToUIF5s6dC5hSWXft2pXvWjKZrEjxPFlZd5HJLGNudICLwlQM7klknHvAvXmnebDiPPe+DuXhoWhilSpyf6zJ9TLihATzsYiIHgNHFZdIFpSckPnltt+Y3Dopt02/27lCq8kw8gQI+Xxohi4zCZ1H2NUrTZkpPrh+VAsUli+n3G0NBARUKFAgZ1jSe/S+3ZPOMR3oFtMd91YbYMA2nMdeYKbvl1jJrLCX22Att+KL5nMei7s6vWB8JAzYZvr/SxQwN2/etLC+jBo1ijJlytC0aVPUavVT56rVapYuXUrNmjVp1qwZGzduJDIykl69epGYruH32zaIShvz+NRTmxD1WjIiD5J4ZA3X7iY8ZXWJt5HIyMji3oLEK4AkYl4BNBoNoigSHh6eb9BsQbRu3Zp169bRoEEDwBT4OHHixKfOEQSBatWq8cUXXzB06FB+/vlns6tIEAQyMzPx8TF1gL558+YT99WuXbsildm3ti4PoqWFQynAXY2GSwmX8p1jSNeSvDEK9KLpxwhpJ3SE6luRIVg+hQ2CwdwmAEwWmP3K89xQmIoEXqZq3gvoM0GVK/6nVHVoPTXvWJniseB5hNxehXU1J5x6VUVQykzNIxWCqefSExHpn9WSQWkd+CitFZe2XyQuqRSJYenUXefEqmtf8tXNMWytsZ4ulbtYTrVzhfINX3oczPTp01m3bh0dOnQgPDyc33//nWHDhhEaGkpAQAA7d+40Z77lZsKECYwePZqoqCg8PDw4fPgwjRs35tq1a4RcT0Swd8GqXHUAMq+HkXJ0jXlu8smN3L4Y/lLuUeL1QhIyEpKIeQVwcnIiICCA4OBgc4n1otKvXz/Cw8PNHblXrFhR6LmLFy+mSpUqTJ06lbi4OK5evUpiYiIdO3YETJaYJ3Hw4EFzReHCkkcQPTpcGLaQpKwkiI8i6fh3nDixgL1XNnH0UjApguWHY4o8neVlIvNUzh12v5dFfIqAQJIsHYVCgUKhoEOrpgjyXNlXcmvQpufdaKPBoMg1VpsO9yLyva9sq0ypf9eh7H98cQqohqCUYZGKlX1J5CiQo0KJAjl+uupk/HYd9Z6/EQzgqLGneoYH4tY4DOmF6wj+opkyZQpKpZK0tDTkcjm1a9dmzJgxTJgwgeDgYLp27YqzszMNGzZk9uzZxMXFmedOmjSJjz/+mJo1a3L79m369f+A0NBQ2rTrQEK6ZQySys0Tx9ZDqDB6LW59TfFeFcq8GoHLEq8ekpB5u5ECe18RtFotCoXiqenNhaFs2bLcunWrwAyQnNja2rJjxw4aNGjA5MmTzYXDUlNTiY+Pp3LlJ1fSNRqNbN++ncqVKxfKImNyJykwGvWP1wCcFUaSRQXGPyey++ZeppdyMVXijQYEAXkVGZNiB9I6zYcUeRpn7CKRiXLgsVXHxmhFFY0pqFmHAQE4qrhElqBDLsoZMWIEpWwFOJorJgZj/sGxdq7QaR78Oc7y/J4p4OFnstbkQm6vMne2tqtXGusqjhiSNWhi00j98yYGjBh1pusrcjjDsl1NudEZ9KTfS6Fk1cIXJHxReHt7s3z5cv7973+zZcsWAgICABg0aBD9+/fn3LlznDx5kpCQEGbOnMmGDRs4e/Ys1tbWVKlShR9//JGEtCw69ujLXwd3YOXmyVHrpqSe+dviOnJ7J0o0fJeMK8dJP74WhULBv/71r+K45eeCVqslMDAQT09PGjRoQFRUFFevXqVhw4ZUrFiRsLAw0tPTadSokRSsLCFRRCQR84qg0WjQ6/VUqFCBBg0acPDgwUKlLOeHh0fRs1Vq1KjBypUr+eijj0hKSsLBwYGxY8cyceJEdu7ciZeX1xO/8ej1ekJCQmjfvn2B15HJbTEaLZs/KgXIMgqU12QgXNvGDPdyFtV0AQwyI9+UW01Mwn3+cD3wuNBcDoyCETedC6IMglUXeSCmkCWYRI5CoUCr1YKtFeRuj2R8iguvrDeoHECbwxJk0MCPLaD7sgJjUrJFjcrdAdvarhiSNWQaNDxceSnvPvJBhkCakEXJgoe+FLIDuLM7vWejUqnw9fXF19eXcePGERwczJgxYxg/fjzLly8HYPu5u0zadB5tgyFUqN0XmbU9giBw8f5jK5gu5T7p5/aQHhGEMTMVO7eK/LRk0WudSr1v3z4WLFiQ72NKpRKdzvQclclk+Pr6smjRIknMFBEpW+ntRXInvSLMmTOH33//nREjRnD+/Hl69er1TPEx/4QPP/yQoUOHcuvWLXx9fQkICMDJyYl+/frRpEmTp75JHD9+nLCwsAKvYTSoEQSVxTmdCNYykYEla3NPoXhiAVyDYGR9qT1oZDoy5Y8q5YpgY7DCyqhkXPwASuLAEcVF/ibeLGDAFDzt6OhoimdR2VgurLLJE+dixtEDcliNHi+oMWUJZRQ+4DRbzJSs6IpL7xqgENCiNxfky0ZERIsePQaOW0XhVPbV6QkUGhoKmCx+T6NNmzYMHjyYH3/8kQ0bNpCYruGzTefRGUQQZBjS4jGqUwAQjQbU107zYNMsYlcMI/X0Vqzca1O6z1dM/2Et9esXPfm+uEhOTrYQeDdu3GDVqlU4Ozuza9cuJk+ezPLly7l06RIrVqxg4MCBrFu3jiNHjjB16lTCwsL44osvivEOXl8kt9LbiZRi/QqyevVqvvnmG77//nvGjBnz3NdPSUl5opVHrVYzbtw4tm7dSkJCAjKZDKPRSIMGDQgNDSU5OZmDBw9y5cqVPHNlMhkjR458qivrzp31RF393OKc1ghf3LOhgk7GijsxdHAvh64wPYwwCZiR93vT1L0ZyipObDmwkwyDpZVAoVDQrVs36tSpYxId33pZFoxT2JgyfZ4UKHthM2wblbd+jMoeuiyAqh2fKcjWkK4lKuwiFw6F01hbBSMiMgRC5FEkytNRK3R07vGOad+vCA8ePKB27drY29sTGBiIra3tE8dmZWXh4+ODQqGg5eeBXFdboU34m4Tt89AlmFxIylIVMWrUGFIfILd3xt67I/Z1O6Io4YqtHDb2e7k1cJ4Fo9HIyZMnCQwM5OjRo8jlcurVq4der+fs2bMolUrmz5/P+PHjC1yrV69eBAcHW1Q5ligakkXmzUBqAPkaI4oiY8aM4fjx44SEhNCoUYH/joUmPT2d4OBgGjdu/NTGj6IosnPnTrp3745cLkev1zN69GhmzJiBra0tixYtwmjM6w+Ry+V079493w9erTaREydbYDQ+FgOiCIHJSk5lKLFT2rFL7snBmGC+dHW2qGj7JKyMSlZd+wp7gy2b7U6TbrBM9c0uc1+lSpXHJ3dPgtM/PT72HQ5dFj79QvFRJhdSHiHjYLLUdJprcj3lbMpYyEaNGRkZJN9LxEG0RlZSRVyqybpTtmzZImV+vSyCg4Np3749Pj4+fPTRR1StWpVDhw5hMBho0qQJJUuW5LffN7Ft6x+kJCXi4FqWEgFzUZRwJXHPYtIj9uPU/mNEbSaZt84hyOTY1+2IbdUmCHKTh7tdJRvGNyv+OKCnIYoi69atY/369dy5cwdnZ2eGDx+OTqdj586daLVaPv74Y4YOHVroGLWyZctSsWJFfvrpp4IHS+SLJGLeDCQR85rz8OFDAgICkMlkREZGPnN8TG5EUcRgMJgL2xXErFmz8pi3a9euzYwZM7h0Kf+UaIVCwfjx4/N8AN+8+QM3bn5rcS7TCMvirYjRmoJcP2/8Ob0T77Px1ELmOZdEQEQrCJaC5tFTViHKmRg7gNZpPujQc0AZwV158tP38iyWmGyyC83J5PlnM+UUNMm34NQykFuZzhVzo8bnzXfffcfUqVPJysp6wggBuyoNsa3bBZvKDRFkckRR5O7ywViVrUapHtPyzOhVywHvMjZ4OqteqcJ20dHRBAYGcu7cOby9vfHz88PX15cLFy4wYsQI6tevz+TJk+nZsycqlargBZ+Cr68vkZGRbN26lfLlyz+nO3j7kITM648kYt4Azp8/z6BBg2jdujX79+9/pmZ5hSE5OZlVq1ahVqv573//a/GYwWBgzJgxrFu3jtTUVAAcHBxwdXVl1apVHD58OF+LTJs2bWjVqpX5WKtN5PiJFoiipSUj25WUYTTdm7Xcmn299uFsMJIUupzY0KVstLdmq4M9IFikVKuMClZfm4OjwQEREQNGjioucUPxAKVSiSiKj91I2dwNh9XdLAN1rUqYiseVb1jwHysjAaL3we4plmsURGGF0mtEVlYWJ06cMLlMPOqx+Pg9sm6dQye3Rlm6MkpHy2BcbcLf3PtlFM4dR+NQrxN9vey5l26kirOStpUdilW4GAwGkpKScHV1RRAEdDodQUFBBAYG8tdff6FSqfD29ubSpUuo1Wqzm1Umk5Genm6uYvxPOXToEO3ateObb74xlziQeDYkIfN6U1gRI2UnvcLUrVuXcePG8c0337B06VJGjx79Qq7TuHFjoqOjcXJyyiNi5HI5S5cu5fvvv8fV1RU/Pz/ef/99hg8fzo8//sjs2bPZsGEDBoNl2vLRo0dp1KiR2QJiSq1WYcjljjmUZmUWMGAKao1Nj8XZ1Qvntp/j3HgkXpGbaXh0ATNcHTAKjwWTQlQQp0zE0eCAgIACOS31tbivSqVnn1553TEZCXA+MK/4MGgL33/IztUUA2N8ejHBPMjkr1SjxmclMV3DneRM7FRyMrQGPLx8Ubp7M2xNGAYbZ5Q126Iw6FBHh5J5LRTrf3mjcCxDxuWjpIXtAMCmcgMqO8r5sN7LD1gWRdHiy0BiYiJbt25l06ZNxMbGUq5cOWrXrk14eDhJSUm4u7uzcOFCBg0ahKurKzqdjtDQUIKCgti+fTve3t7PTcBcv37dnMmVXbhS4tmRMpbeDiQR84ozYMAAzpw5w4QJE2jatCkNGxbCWlBEunbtyqJFi+jSpcsTx2RlZZGamkpaWhqNGzdm5MiRLF26lI0bN+Lp6Unz5s0tGk8aDAYCAwPp06cPdnZ2WFuXz5NaDXKOpVsG8GoMGnZe30k5+3KmUvt2ruDVixYHv0CBHTnLvmkEHUqj5VPYiMi7LTtaxsAAnFgMQTPJN69Zr4PLO03F7QqDnavJPfQ011JuiqFR4/MkMV3Db6F/szT4GogiGoOIQmbqe6WSC2gNIkZtJkkHVqK+cgxRl+PfWpCBaERZqiKu701CWaI0X7Z/enbT8yYqKorAwEB27dqFq6srjRs3Ji0tjYMHD6LT6fD19WXs2LGcOnWKI0eO4O3tzZQpU/D39ze39ABTjFXz5s1p3rz5c8siio2NpVevXoSEhCCXy/nwww+LVOdJQuJtRnInvQakpKQQEBCAQqEgMjKSkiWfb9UQrVbLvn378Pf3x8rK6onjpk6dyrx589i8eTPVqlXjr7/+4sSJE2zZsoWsrCxGjBiBvb19nnnvvvsu3t6VOHbcD1O/ZhMiMqbftbTEZGMls2Ky72RqudQyCZroQ+zeP5EZzg6ICGgFkIkyFMgZH/shrdNMLRJEGZSb1thccA6AzUMhcnPBf4hm48Dv08JbS7IDd+9FwN6pTxc0735XeJH0irH93F0mbz6PRv/094r0iP0k7llsPi5Zr6Op3aVChW11P6zK10ImCExq5kKrSnmfJy+Kzz//nG3btmFlZUVAQAAxMTGcPn0auVzO4MGDGTlyJDVr1nxp+8nNwYMHzTWWDhw4UKSGmhIFI1ljXk+kmJg3jHPnzjF48GDatGnDvn37Xlh8zNOYPXs2s2bN4siRIzg5OZnPR0dH07dvX8qXL8+HH35o8c01m3btPNEbFmI0Pm5hYBRUfHtfMAf15oedwg6DaOALvy/o4uDJjZ9bEVDGBW2Oa6iMSlZf+5KSBgeMiDj0qIxz40dWoeOL4cDnT1g9H+TW0H1p0YNwcwqaXZ897g8lU0CXb15bAZOYrqHZ/ENk6QquzCeKRrgbSfrNs9jcj+DujSgA6jduRvOPv8TD0Yom7nYvNfYlOTmZVq1a8eGHH/Ldd9/h7GxqpKnT6RBF8R8H4v4TDAYDt2/fpmLFinTu3JmwsDAptfoFIQmZ1w+pi/UbRr169RgzZgxBQUEWHadfJtevX0cURXOF0WyqVq3KxIkTuXnzJseOHct37tGjF9HpLN1JMlFLeUXuFgCWZOgzyDJkMePkDCLuniRdYUXujx2FKCdOmYSAgBwZGTtumfoNZSTAwSKa/A1ZsP0TuHawSIXszE0ZGw2GSVfgwy3w4VaYGPXaChiAO8mZBQ96hLVSztoZQ7m6by13rl8hPj6er776irOhJzjxwyQSTu8kMfb2SyniqNPp2Lt3L0OGDEEURUaPHm0WMGByCxWXgImPj2f+/Pl4eHjg6emJq6srISEhxWoNetORCuG9uUgi5jVi4MCBtGjRgvHjxxMe/vK7+v7nP//BxsaGKVOmoNdbVrHt168fTZs25fDhw9y8eTPPXJ3OmhvXG5H78yvARcROVvCHmsagYdL5JZTKSiN3/VydoMfG+NgNpjPoiQq7aLKMyJSFvj8z+iwI/MiUin2hEG6o3Ni5QpV2UKXtax/Ia6eSP9EKo3j07mGtlGGtlLGwV11aViuNi73p38LV1ZVp06YxZ84cEhISmDdvHt26daNDhw7MmjWLlJSU577fe/fusXjxYjp06MBnn31GZmYmS5YsMXdkL24SExOpVKkS//nPfyhXrhwTJkygefPmlCxZkm7duhX39iQkXjskd9JrRnJyMgEBASiVyhcSH1MQa9asYeDAgQwbNixPNWG1Wk3Pnj1JSUnJNz7G3j6BOt5BKBSPZYhcbodT+VFczJJxOyORP67+gUKuIEOXf+fs91PT8M3SMNPVGRHQCDKUogIZAuMexcaIiJxUXeXdT/2x+9HHZF3JzSen4fZJ2DPZlJ30JORWMOJYvs0e3wbOx6TQ+8eTaAyP3yeUMvi2T33cnW3NWUoVnGzM4uVJ3Lx5k6CgIIKCgti2bRsNGjTg66+//scxIEajkZCQEH7//XeOHj0KQMuWLfMNzC1u9Ho93t7eXL58md27d1sEw0u8eCS30uuDFBPzBnP27FkGDx5Mq1at+Pnnn6lUqdJLvf7QoUP59ddfGTJkCO3ataNWrVrI5aY4h+joaPr160eVKlXo1auXRYM7pTILH98tyOWWLiSZzA4wULPGPFSOzYhNj+VSwiUWhi1EEAQycxSmq63R8PO9BzyQywkoX8YiNia7eq+jwQE9BhT/rkyFzNOwZcTjGBVBAT1XPI55yUiAsF/h6Dcgk4HOsuIvYBIyhWj2+CaSX0yMtVLGiSltCxQtT2PFihWMGDECAE9PTyZOnEiLFi2KvM7u3bv54YcfiImJwdnZmREjRjB8+PBnaoL6srh58yZ169bF3d2dtWvXFmtcztuIJGReDyQR84aT3V8JwNHRkYMHD7602hJqtZr27dsTEhICQM2aNVm1apW5j86WLVuYOXMm//3vfxk5ciT37t1j7969yGQySpSMolq1EERRQC7XWxTilcmsaeZ3FJXKVD8kKSuJy4mXGXtoLJpHrQqcDAb2xcRyXalkWNnSpOcQMTYGK+b+PZbqWRXRoie1rR31/H1NQuXeeUAwtQbIz8WTkWAKyt3QL3/LjcIa+q6HsnVfexdRUdlx7i6fbY5ALhMwGEUW9vKma71/Xk02MjKSvXv3snz5cuLi4ggMDCyS+MjMzKR58+Z4eHgwa9Ys3n///adm171KbNu2jR49etCvXz+mTctbvVjixSIJmVcfKbD3DWfgwIH06mWyDKSkpKBUPkPsxzNia2vLyZMniYuLY/ny5Vy5coUhQ4bw22+/ERMTQ48ePXj33XeZO3cuV69epVGjRowfP54uXbqQ+rA6Z0735Po1HwwGyxovgiAnK+uu+djZ2plm5Zsxu9lsrOXW2CntSJbLmeHqjLPBgC7XvjJlGq5bxQCgRE7U8QgyMjIKF6Ni52p6vPtSk+UlN/80TuY1Rsz+r/j46Hng5eXFpEmTCA4ORqFQMGnSJDQaTcETHxEWFoZWq+WHH36gf//+r42AAejevTvjx49nw4YNBAUFFfd2JCReWyQR85qi1+s5d+4cNWvWRK/XF0un49KlSzNixAiWL1/Ow4cPmTdvHl27diUsLIzPP/+cf/3rX/Tu3Zu4uDjs7OyoWrUqRqMRnc6a5OQKCILlB6LBkEFq6sU81+lSuQv7eu1jqu9U7BR27LW34+MypZiQmIxFpLAAK8tsJkWehoBAY20Vku8lFu2m6vQyxcDkJ2R0GaaeS9tGmRpCvgUkpmuY8kcEGr2IWmdAoxeZ/EcEiemFFxsF8a9//YslS5Zw5coVQkNDCz3v5MmTWFlZPZMb6lVg3rx51KlThxkzZhATE1Pc23mrkLKV3hwkEfOKk5GRwYYNGxg6dCizZ89mz549rFy5ks6dO3Pt2jUGDhxojkcpLj7++GNiYmK4du0aFSpUYMqUKWRmZrJo0SLS0tLo3r07BoMBOzs7unXrhkKhQCYryc0bvnmylaKvfYVWm1d4OFs706JCCwyiKZ7GThTx1Omxy7WATJQRp3w8P+HG/aLfUKnqphgYhQ0obfM+btCYOlq/BRaZO8mZKHMFxiplsiKlXheG+Ph4wJSuX1jCw8OpXr36cyv7/7JRqVTs3LkTmUzGxIkTC7RCZWZm8vDhw5e0uzcfSci8GUgi5hUlOjqar776irZt2/L1118THx/Prl27mDx5MkuWLMHDw4MtW7YwadKk4t6qGU9PT7Zt28bDhw+ZNm0aVapUYdq0aZw6dYqvv/4agDp16jB+/HgCAgJQq13ycSkpLFxKOXG2duYzn88AiFUocNfryV1lJqdLSY6Mo6eOmVxKRaVOL1PDxj6/mQrg5cagMdWTyVlLJiPB1GCyKPVlXnEqONmgy9XgU2c0UsHp+QqHP/74g8qVK1O2bOHbEfj4+BAREcG2bdue615eJh4eHqxbt47Lly/z6aefcuDAAS5fvszSpUv56aefuHDhAlFRUXz11Ve0bt2aFi1a0KdPH7777jtCQ0PRap+SWSdRQVcLngAAIABJREFUIJKQef2RAntfQQ4dOsTYsWNRqVT07duXTz75BF9fX3Q6HWfOnMHV1ZVq1aoV9zafyMqVK/n444//n73zjq/pfuP4+5w7IwkZEknErB1itxJi0xSlahVtlVK0Ro0abdWsmj86qFaNVosSrWgbIxQxEjtij6IiVqbsu875/XHlZhOVSHDfr1decc8953uee+Xe85zn+TzPw6hRoxg8eDCTJ09m69at7N69m5YtWwIQFRXF2rXfUb/B+mzVSoKgpkXz/RZxb05Ox5xm8PbBpBhT6JGYRB2dnpllnciqEM6oUipjsuOE6hp1BvjmnqX0KJwKMKeQTHncKb84FOr3MQuHt30MCpV5TlK3b8yOUEYnX4dKT60geEt4FBM2RaASRQySxLwehSPszSA9PR0HBwe6du3KZ599VuDj9Ho9b7/9NtevX+fkyZNPvEqvMPniiy+YNWsWqanm6riMKdkZZHwXvPDCCwQGBhIREYHRaMTGxobGjRvj4+NDx44dcXNzy+8UVvLBKvItmVirk55ixo0bx4kTJzh79ixlyz59Fz5ZluncuTPbt29n0aJFNG7cmBYtWjB27FgWLlwImNNkixYtwsHxEjVrHkS4P51aEJR41VmAm9urea4dlx7HywEvk25Kx0unY2xMPKPcXUnJp0rJiIlAm6O0ff3lx9MNRV+AZS3y7ikjqkHKsV1pA/6z83ZsnkJik3WcuXkPEPDyKP1Y5dU5MRgMuLm5YW9vz4YNGyxVbgUhMjKSPn36UKlSJY4dO/ZUlysbDAbCwsI4e/YsXbp0QaVSsWvXLuLj4+nTpw/OzpmOfVJSEnv27GHHjh38+eefXLt2DWdnZzZu3GgdHvkfsDoyJQ+rE/MU061bN65cuUL16tXp2rUrHTp0wM/P75G+3IubpKQkvL29uXbtmmVbQEAAPXr0sDw+deoU27f/SP0GmxGzdO3NWWqdk6ArQUw9OJUyJgM/Xb9ON0930rPqNmQYeasvne75ISNjQuKQ+jJdJvbF1tb2v7+ooIlweFnB9lXbmR2XrNEbpY05RQVPXXQmMDyKiUUYjdm5cycdO3aka9euzJo165GO3bVrFx9++CGjR49m8eLFhWbT08SxY8fw8/NDFEX8/Pzw9fXFx8fHGpl5BKyOTMmioE6MYtq0aU/AnMJl6dKl03r16lXcZhQZzZs3x9XVldjYWDZv3sxPP/3EokWLaNGiBZUrVy6085w+fZoZM2Zw9uxZfH19C21dAI1Gw9tvv02tWrUoVaoUvXr14u233852p2ww7EKl/jZXlZIsi5RzfRmNJu9OrtUdq9O+Ynt+uhRAMhKvJaUQUsomM6UkwEnbC/gntMBG1iAiUsHkTGJ6ErZ2dqAQENX/QQwd9w9c3lnAnYX7EZgsERpVKVCozaXapzbCwW/AsTKUq/PotjxBYpN19F0eRrpBQm+SMEoyuy/cpe+LFSmlVj58gQJQtWpVJEni+++/p3z58tSqVeuRjk1KSmL58uV4e3s/lzOIPDw8aNWqFWlpaezdu5e//vqLNWvWsHXrVq5du4bJZMLFxeWpjlQVNXfv3sXV1bW4zbByn+nTp9+aNm3a9w/bzxqJKeGkpaVx9OhRPv/8c3Q6HWfOnCmUD9qFCxeoW7euZQbSnDlz6NevH1qtls2bN9OtW7ci+0Dr9bFcvfoNN6J+yvN5WYaKFcdSo/oH+a5xOuY0Q3YMoVJy7ENTSpZ1kZGVAgpBxKFHdWwbPOLri74AS1588D5qO5BM4P8FbJtsLsnOQKk1t1nJ2kwvIzpTgiMyJyMTePOHQyTpMsdF2GuU/Dz4JepXcCi085hMJnx9fYmIiGDdunWPpGMyGAz069ePqKgobty4QenSpQvNrqcNWZY5c+YMwcHBbNq0iWPHjpGeno5SqcTb25t27drlO23+eccajSk5FFmzO0EQPhYEQRYE4Zss28oJgrBaEISbgiCkCoKwTRCEh9ZKCoLQShCEY4IgpAuCcEUQhGGPas/TTEEcSBsbG/z8/Pjyyy8t5cqSlPdAvkfhjz/+wGg0smHDBho3bsykSZOoWLEi7u7uvPfee3Ts2JGkpKTHPk9Obt/ewr79Pvk6MGAOqERG/i/PUusMPOw8MEpGbiqVeJpMD6xSsqyLgGgE2SARH3CJ9Ivx5mnXBcWlJrz4Xu7tCq3ZGemyGAZsMTslTQaaNTBKG9CUNv/2GwfKHHfCCpU5tVSCeVIVSgqFgs2bN1OqVCnGjRtnEbkWBJVKhY+PDykpKbmGkz5vCIJA3bp1GTNmDPv37ychIYFdu3ZZBmLOnz+flStXFreZJRJrtdLTxyNFYgRBaAasAxKBfbIsjxAEQQAOAhIwBrgHjAX8gTqyLOdZ3yoIQhXgNLASWAq0uP/7DVmWNz3IjmchEpOQkECXLl1wdHTEx8cHHx8fmjZtmmtoYlY2btzIjBkzmDVrFp988sljnX/48OEsW7aMbdu24eHhwaVLlwgNDSU+Ph6VSsWyZcssd27Tpk3j1VfzFto+Cnp9LPsP+CHLmTqRTz6+TUyMkUaNbWjVypZatTLLmd3d+1Cn9ux819twYQMzw2bmW6WkllT8eH+WUp6oRASgdJcqaDzsUThqUNgVINwefQH+2QN2LlDOC/TJ+etbslYngbnjb7boTJZITAmuZMpaoaQ3SYxoU41+L1UsVIFvBhn6mO7duzN9+vQCH/fee+9x/fp1rl+/bo0y5IMsyzRv3pwzZ85w4MCB4janxGKNyBQ/hS7sFQShDHAcGAJ8Bpy+78TUAC4ADWRZPnl/XxG4DXwsy/IP+aw3F3hdluXqWbb9AHjJsuzzIFueBSfmr7/+YtKkSTRq1Ihz586RlpaGUqnEx8eHBQsW5CnilWWZiRMnsn379mzlyv+FK1euUL9+fapUqcKPP/6Ya2xBeHg4e/bsYdu2bURHR3P48GHq16//0HXj4+PR6/V5TiZOTIzg2PH+SJL5DvvOHQP9+93v6XJforJokQd1vDIcGRG/FmEPLbeunBKXZ0oJGfrf7UzvuJdRoUBAyHMdANQigsx/SzM9CqcCIHBE7oqlUxshcGSJrmSKTdbxy6HrLNl9CbVCUSQC3wxefvllzp49y9atWwt8zPr16/n888+ZN28eH330UaHb9KxQp04dtFotP/2UfzTUitWRKW6KIp30PRAgy/LfObZn3IpZEv2yLEuADnN0JT98gB05tm0HmgiC8OQGARUTBw8exMHBgcOHDxMfH8/u3bsZO3YsBw4cYMyYMRw5csQy/TkDQRCYOnUqFSpUoGfPnpYup/+FqlWrsmrVKk6dOsWiRYtyPd+gQQM+/PBDfvnlF8qUKcNrr71WoPTSjh078i0LFxWlkKTM13TkiDkisWKlJ+vXV8TFVcnMWXdITDQnh0RRk2/jOzCnlEyyydz4zmQiVxJBgPXltvFLqb/ZrziHERMGjMh5zf/RS8gGiYRNl9DfSUEfmfRoqaaCktFE7+3N5t8ZvWQCR5ojNLpE8+/AESWyad7SPZfRGWWSdEbSDVKhjyAAs7MeFhb2SOJegD59+tChQwcmT55sjTI8gKSkJG7duvVI6TorVkoqBXJiBEEYAlQDpuTx9HngX2C2IAhOgiCoBUGYCHgCD2q/6QbcybHtDqAEcl0FBUF4TxCEo4IgHI2Pjy+I2SUWSZI4cOAATZs2RZIkNBoNrVu3Zu7cucybN49Dhw4xaNAgWrZsyZEjR7Ida2try8KFC4mJieHdd999LDt69uzJBx98wJo1azh48GCe+zg7OzN37lyuX7/OG2+88VAdz+uvv57nPrdvb+HIkW6AgCybxbtHj6Ti4qqgYkUVjk5KpkwpR3yciXlzo++vIaPV5n+X76R1YrrvdNLUtgQ6ODEkIZGccwxMmAiosIWdDodZrznATlUEJvLXFMnA3a9OEP3DKW7PPUJK+N0Hvt7/hG1ZKN84M2WU8K85ApOVEqiVeVIjCARBoHz58hw5coSYmII7coIgMH36dNzd3enRo8cjHfs8sXLlSu7cuWPpom0lb6z6mKeDhzoxgiDUBGYD/WVZznVrKsuyAegBvADEAqlAG2Ar5NJb5jo85+ny2Y4sy9/LstxEluUmjo6ODzO7RKPX69Hr9QQHB+Po6Jgt7z9u3DhiY2P5/fffKVu2LGPGjGHlypWcP3/eIuitUaMGjo6OhTIzaeLEiQCcP38+3328vLwQRZGgoKCHTtxVqVQoldnLbvX6WM6dn4wkpQN6BMHsa9y8acRkhPR0GaWyJXXrtmbo0LKEhaUSEJBC7Vpz8k0lZZAxHLLhK1/RNSkZTR4OlCRKHC17lLuqWKIU8YQoz2LEhD6vqIxBApOMrDNZIjOmZD2mZH3RRWccKplTSFkxGTJ1NCWEJyXwBXMH23v37j3w7zIv7O3t+eijj7hz5w7btm0rdLueBTp06MCnn35KYGAggYGBxW1OicbqyJR8ChKJ8cEcGTktCIJREAQj0Ap4//5jjSzLx2RZbgA4AO6yLPsDzsDVB6x7G3M0JiuugBGzM/TMotVq2bZtG4sWLaJhw4ZMmzYt2/yXjPTNn3/+iZubG4sWLaJXr160adOGCRMm8MEHHxAXF4e/v/9j25IRgalTJ/9eJcuWLcNoNNK8efP/lCdOT48iZ4ZQklS0adOKuDgTs2Y6YWc7AifHSQwZ8jtt2rzEih9iuXq1YOJWJ60Ttg4VCXR0ZkZMHGpJzhWRkUSJXeV3EWkbyRXlXdZrDhCkPm5JM5mUMigE809WRIHkQ7e4PfdI0UVnbMvmrmTq9k2m2LeEzGNyttMwr4c3WpWIvUaJViUypUsdbsSnFXpK6ejRowAF0mHlJC4uDoBGjRoVqk1PM9HR0URERFgeT506laZNmzJt2jRmz57N3r17c6WvrZixOjIlm4I4MZuBekCDLD9HgfX3/225NZVl+Z4sy9H3y6ubAA9y80OB9jm2dQCO3o/uPNOULl2a9u3bW9rw79u3L9c+Xl5enD9/nqioKH788Uc6derE4cOHCQ8PZ9y4cbzzzjuPbUft2rVRKpWsW7cuzzRQTEwMW7Zs4aWXXmL//v14eHg88jm02vLk/C8VBIkqVRrRrFkzDh06zpYtWwBQKByYNet/lCvnRo8ePSwXpIfhYefBptL2tElJZWPULdQPiMjc1t7mniKZGDGJC6pbrNcc4A/xCJvUYbkiM7JJJml3JLJByhWdKVTy0sqc2miuZvrpNfPvEjA1u2uD8hyY2JafB7/ElM51mPnnWd784RDN5/7NlvD89UuPSvny5jRiUFDQIx+bEbE8ceJEodnztLJp0yYEQcDV1ZXGjRuTlmZO/SkUCrZs2UKLFi34/fffGTFiBN9++20xW1tysToyJZeHOjGyLCfIsnw66w+QAsTdfywLgtBLEIQ2giBUFQShGxAMbJZl2SLcFQThJ0EQssrhlwGegiAsFgShtiAIg4F3gAWF+gpLOGfOnAHMXXrzw8PDg7fffps1a9YQHR1NQkICCxYsQKN5/PJWb29v5s6dy99//83XX39NYmIisixz/PhxJkyYQIcOHYiNjWXkyJH/+RxqtTO1a82xRGNk2ezElHG4Rfv27Slfvjxz5861iDFLly7NwoULiY6OpkePHgXqp+OkdWKM3+fMLOdGeZOJmflFZASJsHJhbK2wlSt2V4hTx1kcmng5mb3Ks8gKQCMiqETs23giKHJ8TEQBU7yu8FNMWbUyJVjs62ynwdPRhpl/nSXdIBWJyPe9996jRYsWzJ07l3Pnzj3Ssa+//jqNGjViyJAhXLhwoVDseRq5dOkSPXtmVrht2rQJG5vM1J+bmxu7d+9m//79AHh6ej5xG61YeVwKq5mCO/ATZpHvV8AaoG+OfSre/wFAluWrQCegJRAOfAKMeliPmGeNcuXKoVKpmDNnDrt370ane/BFQBCEQu+BMWbMGNq2bcvy5cvx8/PD29ubAQMGsH//fkaMGMGFCxfo378/aWlp2RwKk+lhkqdMnJx8yfhzEwQQRZkaNULRag307NnTIsrM0EB4eXkxbtw49uzZQ506dZg8eTJnz5594Dk6Ve3E+IGh7O8ym3b5RWQEMIkmTKKJE2VPEOIewtYKW4m0NZd6XxZu8as2lD/Eo8R3tUOsVwbZlEMILMnoopKKNsVUwsW+RS3yFUWR33//HUdHR8aNG0dycnKBj1UqlcybNw+dTsenn35aKPY8jej1egIDAzl37hyyLNO1a9c897tzx1xfkZCQ8CTNe+qwRmNKJtaxAyWA3377jZkzZ2I0GilVqhRr166lW7duT9QGk8lEaGgowcHBmEwmKleuTN++mQMTL168iJeXF05OTnTu3JkjR45w7do1QkNDC6STSUyM4PiJtzGZMsu0TSYlZ8+0IiHBg/Pnz/Prr7/SqFEjvv32W0qVKoUsy6xdu5YdO3YQHh6Ora0tERERD50fFZcex4JVPky5e4etpWz4oqwTApAmCNma4WVFISloG9UWo2jE1miLRtJYhNMvSG74plVHVClQIFK6SxUS/7yKbMh0bgSViNvEpgVrllcQUmIe3BivmIlN1tF87t+kZ3kPtCqRAxPbFmoDvP379+Pn58fw4cNp164dv/76K9u2bcPT05OmTZsSHR3N0aNH8fLyon79+pw8eZLIyEjq1avH5s2bGTVqFF9++WWh2fM0kJycTMeOHQkNDcXFxYVTp07l2bcpA5PJRPPmzQkPD2ft2rXUqFHjCVr79GHtH/NksE6xfspISkriyJEjfP3119y+fZuTJ09StWrV4jbLwvz585kwYQL16tXj2rVrODg4cOvWLSpUqMCpU6ceOh1ar4/lwMGW9yuUzMgySJLIxYu+xERXYdu2bRw6dAg7Ozt8fHx4//33LfNzrl69Sr9+/ahSpQpHjx596CC7oCtBLAz5GBd9KlX0BjqmpDLetSz6fKJYCklEBkREZGQaxzSmQkoFy/NaWUUZ0Y43hw9Auqcnac1F0Gd+dgSNApfB9VBXsDdXM8XrCt4BOD/yaoxXtXWJ6eqbtYuvQZKY0qUOdT3K4OloU2iOzD///JNthpJGo6F79+5cvnyZ8PBwtFot/v7+hIWFcePGDZydnalZsyaHDh3CZDKxc+dO2rVrVyi2PC2sW7eOfv360aFDB3bv3k2TJk3Yv3//A6sZ79y5Q926dfHw8OCXX355gtY+nVgdmaLH6sQ8pURFRdGrVy8qVKjAihUraNKkSa6S5eKgWbNmltJvWZYRBIFDhw4xZMgQ3nrrLX788ceHrnH79h+cOz8RScqeMjOZFJw904qkJEciIq5y+fJlLl++TJkyZdiwYYNlmF9wcDBjx45l7NixFkH0g7iScIWef/TEIBlwNJlwNpqIVClRAik5ozIyZG3oq5AUvBL5Chop82Ks0Wjw9fXlcEgYvVJeQknmRSEjEpN+OYGETZdAFECSH78DcNZRBFd2l7iuvrHJOm7Ep3E66h4z/zprcWgKq5NvYGAgr732Gkqlkjlz5jBw4ECcnJwASElJQaFQoNWaOzzfvHmTsmXLolar0ev1XLt27bmMKrzzzjts3ryZvXv3snnzZqZNm8aMGTOYMiWvNl+ZNGrUCL1ez/r165+QpU8vViem6CmyAZBWipby5csza9YsLl68iI+PD05OTqxevbpYbUpJSeH48eP4+JinQQj3L/4vvfQSQ4cO5aeffnqgjePHj0cQBL755hDe9b5DFLOPVBBFE7Xr7OWlZptp1boU3bp1o1+/fty+fZupU6dadDgdOnSgb9++/O9//7NUMz2Iqg5VGeo9FIB4hYLLGjXNU9NYcjuaCTFxaCQJW0lCLclo5Oy6FxGBVGUSOlFHnDoOnajDZDIREhJCiiktW68ZlAIOPczTMxI2XSrcSqYMsS+USKFvUYt8X331VcLDw9HpdIwbN87iwIC58WOGAwNmAXxGhE6tVj+XDowsy/z111/4+PigUCh4/fXX6dKlC9OmTWPWrFmEh4fnGiB748YN2rRpw4kTJ2jR4kFN1q1kYNXHlBysTkwJpG3btuzevZv58+dTuXJl3nvvPRYtWmQR6D1pkpKSMJlMREZG5jr/sGHDcHR0ZMmSJXkee/v2bb766isA6tWrh719HcjRMVcQQKk0oVCYqFEjFAeHKF54wZVRo0axc+dO1q5da9l3/Pjx1K5dm7feeoutW7daSkbzo1fNXqiy9Kj5286WMeXK8ldpO1yNRpbcjmZj1K1cU5VEDFRR72drhSD2u+9ja4Wt2DS0sUTFMnrN7LQ9De9UxLaBK8m3EpCFHP8/hVXJlJfQFxmu5i7Nf9IUpchXFEXq169vHej4EIxGI5s3b8bX15eYmBhLtaMgCEyZMoVGjRoxZcoUGjZsiIuLC/3792f16tVERUXxxRdfsGfPHgYPHsygQYOK+ZU8PVgdmZKB9ZuhhOLg4IC/vz9Lly6lWrVqjB07ljp16uDu7s7AgQMJDAx8Yg6Nm5sb06ZNY8+ePfz+++/ZntPpdCQnJ9OqVat8j7179y56vZ4+ffpYyq1FUZsrIgOZUZkGDX+lVq27eHlVYc6cOYwdO5ZNmzah1+tZuHAhCoWCTp064eDgQP/+/fN9L5y0Tkx6aVK2bfEKBWc0GiLVataXtsPdZGJyTDwaScZWUKKVZCbExvGLswGTKGEQjZhEE+vifiFFTrFEZ+4pkrkr3MPR3ZlTp07x/fpVGPU5JjhJMmlXErj1xWHufh/BrTn/sZIpr66+xnQIeMcckSlG8urkqzNJ2Kofv6O0lQeTlpbGzJkz8fT0pHv37ly5coWRI0fSpUsXyz6lSpVi1apV7Nq1i88//xxfX1+2b9/OwIED8fT05LvvvqN169aMHj06z8GzVvLH6sgUP1ZNzFNCVFQUBw8eJDQ0lLCwMJKSkvjhhx8ee35SQcmoYDh58iT79u2zhPFTUlJo06YNXl5ehIWFFXgUgl4fS1LSWU5GDEWW8047yDIkxMPKlTEcOQIxMYk0aNCAlStXYjQaOXbsGIGBgWzbto2RI0fSr1+/fDVEG85vYM6RORik3H0UHU0mPIxGojW2mJDZeOMmdwSZIe6uJGeJANhJMq8kaPjNwYSIiITE8KrDebPJmyxatAij0UhVoystjXWQkFErVdg0cCHtaA6nRRRw6lMTzQtlHk34eyoAAt8HYx7vV4eZ0HxUwdcqZDJEvgDpBgmNQkAQhSKbcm3FzLRp05g+fTq+vr707t2bVq1aFUhDJ8syFy9eJDQ0lOPHj9O3b19LutjKo2HVxxQNVmHvM4zBYGD48OGEh4dz5MgR6tWr90TOO2jQIAICAggJCcn2Rbl48WJWrFjB2bNnqV279iOtaRb7TgJEJCn/qbqyLHP8WFMmTtzAwIEDGTt2LGDuzjp58mS2bt2KLMu4u7tz5MgRS8fXrMSlx7Hxwka+j/gevZR/WufVVD1j4xPwd3dBJ2YmmjT3ow26LI6NVlSzusk3bNm8x9LjR2uA0gaZpr4v4XjA7NTdSfsXnSmVcjaVKZMxD0oEx9410VZzKHg10+/D4OS63NsFBYy/WKwVS5fvJNHpq33oTZnfKUVRdm0lk7p166JUKvn555+L25TnGqsjU/hYnZhnnJiYGHr16oUsy/Tu3ZtOnTrRuXNni+i2KPDy8iImJobt27dnc2JmzJhBUFAQ8fHxqFQ5dRsPpyBRmQwWL4rjzz8T6NixDW3adKRVq1bY29sTHx9PSEgIn3/+OeXLl2fEiBH4+/tTs2bNXGtkODPLI5YjiiJpxuzaDY1CQxmjETtZ4pogYSPLmIDBCYmsdiidKzrz1d1UAo1vkCgkUzpOh0Okuf1+fv8TnjY1aezSEa2ilDmhKwrmrsAPq2ZKiYFFdfKOxAD0XA11uz/w/StKTkYm8OYPh0jSZabUbDUK1g5uRv0KDsVm17PK3bt3KVeuHB988AHDhg0rbnOee6yOTOFirU56xilbtizffPMNXl5efPvtt7z66qscPny4SM/58ccfc/fuXZYuXZptu9FoxGAwPHJ7+AzUamecnf2oU3suoqgFbHJOC7Aw/H0H/P3tCQvby+TJk+nXrx8pKSk4OjrSrVs35syZg16v58MPP6RWrVp5ln47aZ0YWn8oO3rtYFHrRWjE7FECnUnHXcHEFVHGXpJYcjua7ZE36ZWUTA7FC0ZkrirS2erxB/vd9/FnnVCuuifn68AA3Ei7wJbrSzgTf5B0QyoYCzg1O+FfUDwgorHp3Sc+X+nynSQCjkZy+U5SntqYFJ2J01H3nqhNzws7d+4EsFYUlRCs+pjiwRqJeQZYsGABP/74I/fu3bP0VCkqBg8ezIoVK+jZsydt2rShSZMmpKam0qZNG0aOHGmpRPqv6PWxpKdHcfvOPnbsmI3RIFPP2ybXfpIkc+BAOjNn3MHV1ZW2bdvi4+ND06ZNsbW15caNG3zyySecOXOGHj160LJlS/bt28epU6fw9/fnlVdeoVWrVgiCQNCVIKYenIpSVKI36REQ0GXpZfNqqo7P7t7FKAjsstEyw9UVtWTCiMxHsfHMd3YkPUt0RmES6LW7PFr9w/VBIgpedOlEJTvzFHFBo8CuZXmS99zI3WsmJQb+5wWm9PwXVGphzJknklb6bPMpfgq7bnncslpZQCbkcvYh9NaUUtEwYMAAtmzZwp49ewqsRbNStFijMYWHNZ30HDFjxgwCAwM5fvw4Xl5eRXqu1NRUunfvTkhICOnp6SiVSkqVKkViYmKBhcY7duzAzc2NevXqPTD95e/flO3bj/LpFFdat7bL9bzJqOLs2TYEBJzg2LGTFnu8vb3x8fGhZs2abN++ndDQUOLi4rCzs6NSpUpcuHABo9HI3LlzmTBhAmBOMd1MvkkpZSn6/NmH9ByOQob496ZSiUqhZvGdaMqnp3JTqcwlAFYZBFqfcEFjELFLUz7UmVEISjp4vINR1mO0TVjVAAAgAElEQVSrcUSrtAFjlm7AWUca7J0Pu2flv5jSBgb+ldlbpoi4fCeJ9otCCrSvNaVUNLi7u+Pp6cmqVase+djVq1cTGxuLj48PjRo1ytZvx8rjYXVkCgerE/McERMTQ48ePXBwcCAiIuKhIwAKg/T0dA4cOEBwcDAbNmygfv36fPfdd7i6Prg77alTp/D29gbA2dmZSZMmMX78+Dz3DQsLy1Yx8fbbjrw9wNHyWJZBobAFTFSpPIMrVxwJDg62DL0DaNWqFV9++SXXr1+nXLlylCpVitTUVCZOnEhISAiNGjWie/fudOjQgUaNGqFQKB4ambFT2TGzdH1aHFtPtEJB9/Ju2cS+ogTIoJAEJBGaRzhR9VZuJywDAREBAYWoRBIkXnTtREVtrcznNQqc+tdCYaNCoUlC8V19MD2g30yXxdBkYP7PFwIBRyMZHxBRoH3VSpHQSdZITGHj7+/Prl27GDx4MK1bt6ZWrVoFisgkJibSsmVLywBXDw8P1q1bl62RoJXHw+rIPD5WJ+Y5IzQ0lKFDh+Lm5sarr75Kx44dadu2LY6Ojg8/+Akyb948Jk6cyMiRIzl48KClTDq/Cbvffvst77//PgB16rizaLEtyApEhSHb1ABR1NLcNwS12pmUlBT++ecfNmzYwOeff07jxo3p0KEDbdu2xd3dHTCXhv/www/s37/fMjm7TJkyDB48mPnz5xOvi883MqNRaECGUoZUPIxGdAhEqpSoAB0CRgTkLGozhUmg7VEXnJPUeUZlckw8QCEoae76Oo6acmbxr0IAAYv417nRMbQnH9BC/gkMinyUSMzn3evS/6VKRWbL80p8fDzt27fn+PHjgPnvt1mzZvj4+ODj44OHhweRkZFs2LCBnTt3UqVKFZo0acKxY8cICQlh27ZtpKSk0LdvX5o2bcrSpUutTQULEasj83hYnZjnkF27drF582aOHDlCSkoKoiji7e3Nxo0bsw3RK06yzmDS6/W8+eabREVFERISgre3d57ppfDwcOLj42nVqhWJiVFERW3nbvRXSFKKZR+Fwo5GDddw9Woif+/eiNFQhvR0FXfu3GHLli1ERkZiZ2fHr7/+SsWKFbOtHxsby6FDh9i6dSt79uxh/PjxDBkyhOrVq+fSzBglI4PrDWb1mdUkG5IBc6rp16jbxCoUJIoCY11dSFFkuRjIoDABgkC9y6WpFWmfzZnJ6cQAKAQVINPUtTOV7Gpla3IsqETc/c8i7pwIsin3m6wpDW9vLvKU0oSAcDYcjcr3eZVCYNqrXvRvZnVgipI7d+6wc+dOdu7cSVBQEHfvmvsSubi4EB0djUKhoFmzZkRFRXHt2jU0Gg2DBw/myy+/RKFQsGzZMoYPH86oUaMYMmRIMb+aZwerE/N4WJ2Y5xiDwcCpU6cIDQ3lp59+omLFipw4caLY895paWmUKVOGbt26MXXqVAAiIyPp06cPSUlJeHh4MGTIEKZOnfpArUxeE7FFUUuliuO5/M8XyLKIIEhcvOhDQnx1xowZw9WrV2nevDmSJNGqVSt8fX1p1qxZtvSXLMtMnDiRrVu3AuYwe6dOnejYsSN+L/sRo4/Bw84DgJcDXs4WnckQ/yYIAl0qeGRLL2VDNqebWkQ4W1JMeTkxltelUPJyxYGUJjPUb5mY7aQzjx347T3I2vdGoYFh+8Ald3l5YfP93n+Yu+08phxfIwoBtn/Ykmrl7IvcBiuZyLLM2bNnCQ4OZt++fXh7ezN48GBL36QbN25ga2ubLUIryzKdO3dm+/btlqGzVgoHqyPz37E6MVYA2Lt3LyNGjGD48OG5SqOfNCaTiQoVKiAIAgEBAdjbmy9wt2/fZu/evezYsYPDhw8zdepUhg8fTrly5fJdK6NJniAokWUj1at9wsVLs7L1mTGZFJwMf4N+/YZSvnx5Dh8+zJdffsm2bduIi4sDoFq1ajRr1gxfX1+aNGmCjY0NkZGRlu7Ihw8fJikpCX9/f4KCgizOVV7RmfR9CxgVc5d1KifmuduDDCaFnKeHIkrQ+2/PAlUwgUBj545UK93A/Egl4jKiAeglc4O8q1vujx6QzaMIFFrzQKonNOU65GI07/10lHRjZrjIXqPk58EvWcW8TwmJiYmULVuWrl27Mm3atOI255nC6sj8N6xOjBULCxcuZPXq1fz666/07t27WG05ePAgLVu2pG3btixcuDBbxEWSJEaPHs2ePXsA88DIrVu35tl9FzLLsbXa8qSnR3H8xFuYTMmW541GFWfPvszAd8YjivFoteVRq52RJImIiAiCg4P57bffOH78OHq9nsqVK7Nu3Trs7OyyrGFk6dKlLF++nOrVq9O1a1feffddateubalo8rDzQEiNpdRXTdAAqUYVH6bXItTrntmBySvMIkOHI66Uj8ldPp4fTVz9qebQEJsm5Ug7eid7CXb5eFjmB6YsjfCegDYGIDZZR/O5f5NuyHRirGXVTxdnz57Fy8uLzz77jF69ehW3Oc8cVkfm0bE2u7NiYdSoUXh7ezNo0CD++eefYrXF19eXL774guDgYNaty94+XxRFvvzyS9avX8/IkSO5ePEinTp14s8//yQpKSnXWmq1M6VLe6NWO6PVlkeWs7eiEwQJHx9PToT7c/zE2xw42JLbt/9AFEUaNGjARx99RGhoKAkJCaxfv57IyEj69u3L0qVLCQ8Px2g0olQqGTFiBJMmTcLJyYnFixfTokULbty4gZPWibpl6+KkdcIxLRFRaU7XpatNHPZKMH+6HtT1Lo/7hwfdUpyI3YndgKqkHb2DbJCyN8hLSABlDodBoTI3yCtinO009G7imW1b7yaeVgfmKWLHjh0AlunXVqw8LVidmOcAlUrF/PnzUSgUtGrVismTJ7Nv375is2fcuHE0b96cBQsWWOYNZSCKIl5eXrz33nvMmjWLS5cu8eqrr+Lk5ETjxo2ZOXMmV69ezbVm1unYCoUdgqDhhRc+Ji1tNZKUjsmUhCSlc+78JP799wwpKZmiYBsbG/r06cOaNWuws7Nj2bJlvPXWW/j5+TF69GiuX79O//79+eGHHwgICCAtLY0qVapY7AkLC8NoVx7lfRfknFqF6SHTHwQZnJNyz0l60GGiSkXinfsRmGxPCKTfLY2cc8q1SQ9pCeYmeUVIbLKODUdvZNu24egNYpMfPELiSXH0aiz/23GBo1djH77zc0pAQABVqlTBw8OjuE15JrF28y06rOmk54gjR47wzTffEBERgdFoZPHixYwePbpYbOnfvz/btm1j9+7dDyzr1Ol0hIeHWzQq586do2zZspw+fTpPzUzuFNPbmEyZURyjUcWF851ITHSiW7dueQ7PjIuLY9euXQQHB7N+/XqcnZ1ZsGABNWrUQBAELly4wNatWy32yLKMg4MDKye/zGupWwnVahjq5go5xclZPmq1rtnS7FzZB4p6c6JUqxk07zsSl15ENmRv749apBR7cFR9haBUgzHNXNGktgGToUj1MXnNTCopmpg3fwhjf5YOwnU97Plx0EvWKFEW0tLScHR0pFevXkycOLG4zXmmsaaVCo5VE2MlX5KTkxk/fjyHDh3i4MGDNG3a9ImeX5IkXFxc8PHxYc6cOY907JkzZxgwYAAKhYIXX3yRwYMH079//zz3zauKyWRScOTw6xgMWrRaIwMHvoqjYzXUGZOlc7B79246duyI0WjE1dWVZs2a0axZM5o3b46TkxPx8fEcOnSIRYsWodOl8XHTVHyrqRna0BPpAY3HMkYTqA0iggw6tYlkG5Olw68gijTo2JmTwUGICiWyLOM/fDS1mrciJfwuCZsugSgg67KXWCtUSbj2VqDY/Hb28QRFqI8pqZqYo1dj6fldWK7tCgE+bF+DV+q6kaI34elo81w6NbIsExISwuLFi9m8eTNLly7Fz8+vuM165rE6MgWjoE6M8mE7WHn2sLOzY+7cufTq1Yvu3btz+vRpHBye3B3z8ePHiYuL+0/5dy8vL1asWMEff/zB3r17efPNNxFFkb59++baNyPFdO78JGRZxGjUcfGiDwaDlrIuV6hRI4yz57YAJmrXmoOb26u51mjTpg1Xrlxh+/btBAcHs337drZs2YKdnR2//PILVatWxd/fn6pVqzJu3DjGbYsHdDg6XESua49dXTvs6tihLJ39oyZKkFJKT5KzgljbshxxP40oYenwW+1uGZw8KyCIojlUk+Vmw7aBK9pqDqSfjyd+y2XQZzoPkuiA/k4KWoUKIasTk6GPKQInxtlOw7we3nwUEIFCFDBJMvN6eBe7YxByKe80mkmGhcEXWRh8EbVCQBBgWMsXkIGW1cvSpEreDu2zQlpaGitXrmTx4sVcvnwZe3t73n33XXx9fYvbNCtWHhlrJOY5Jjw8nIEDB9K6dWt27NjxwN4shcns2bP55JNP2L17N2XL/veLqsFgYNCgQVy8eJETJ05Qo0aNPPcLCvqVs2f3odPZYTBoUanSafribygUmVEMQdDQqOF2HBwqPPCcJpOJw4cP07lzZwRB4JVXXsHPzw9fX18EQeDGjRv89eunXDscwdZ/TZhSzA6GtpIWOy87bGvZkno5FSnRxF/NHfhN/TrbK+zAJGY6IgqTwBv7K6PRiUjGzBSNQqXirblf4VzebKMpWc/tuUdypZZEdRJuwjuIQtZKJS28sRbc6xeJIxMYHsWEgJMoBBGTLDG/Z326Nsi7quxJkV8k5mH4VXNmzeBmRWBRyWDEiBEsWbKEOnXq8MYbb+Dv74+NTcGr5Kw8PtZozMOxVidZeSgNGjRg1KhR7Ny5kyVLljyx8/7222+88MILj+XAQKZgWaVS0bVrV9LTc093jo6O5vDhcyQnl8VgMFcPaTTJyHL2P32DQWLV6gWcOnXqgedUKBT4+Pjw119/Ubt2bTZt2sSwYcNYuXIlAJ6engwdt5ouC6fy/heVqPVpFTy7u6DQisRuj+Xf//1L9JZoYvfEMTo0jWRVCkIOW0QJ4lSppMvZ5yOZDAbWTBjJ+QN7zbbYqXHoUR1BJSJoMlNXkt6eeMMoJFmNrLY3R2FMJtj4DiyqC6cCCvYGF5DYZB0TN0WgM8qkGkzojDITNkUUu7C3SRVnmlV59LEb+y7HPrMi4OTkZDZu3Iifnx+//vor3bt3tzowxYBV6Ft4WJ2Y55wBAwbQsmVLxo4da5nBUtRotVpu3LjBjRs3Hr7zQ3Bzc2P27NlcuHCBsWPH5no+Kip3W3ydzg5ByB69EASJ1BQbAgMDs1Uu5YePjw/79+8nPj6ejh07snjxYvr3788333xDTEwMzT278UaLn5nRdiJfDRlD4A+r+HbLt4yZMYxNq7/gjZ6vcejvW8Sci0UWskdDJRHOV0hClUeQ1GQ0snXpImKjIgFzasltYlMcXn0B1Jkf5zSpFbd1q4hJnYAsiSAbQJdoFvwGjijUiqUb8WmocoizVaLIjfi0QjvHf2X9UF9Gt330kRv5paKeVs6ePcuIESNwc3Pj7t27vPbaa8Vt0nOP1ZEpHKxOzHOOKIp8/vnnODmZq3Xu3btX5Odcs2YNarWajz76CIPB8PADHkLLli0ZOHAg3377LVOnTuXMmTNkpEnzapRnMGi5eNEHk0mB0ajCZFJYtDIKhYKYmGskJkag1+d9N3779m0+/vhj6tSpw8WLF9m0aZOly+ny5ct5//330ev1lFaVprZLc6pXeJVyDnVoXrE5g7p/QI3GXRg/6VNq1arF1s1bqX2lNgpJgdKkRJTMDezUZRwwuFVGFgTS1CZiyuhIV5vTX5LRyOpx77Nv7WqunTyOTkpDW8uRHL4QEmWQTLbIUnaBsSwImK4cQx+ZhCn5AdOwC4inow0GKbtTaJAkPB1Lxh3+mI412TmmJapH+LZrWb1oGwQ+CfR6Pb/++itNmjTBy8uL77//njZt2rBmzRo6duxY3OZZsVIoWDUxVgCzPuadd96hXbt2bNu2rcj1Mb///juvv/46b775ZqGUdRoMBkaOHMmBAwcAqF69OocOHcLR0ZGgoCAOHz6c6xiVKh2NJhmdzo5kk0CKMoVqznHUq3kCQVAiSQZeqDqDSpUyS5NHjx7NV199ZXl84MCBbILI9evX07dvX+bPn4+/v/8Dbf7333/p3bs31apV48eNPxKrjGXigYnIBpnO119BREmk6h+OuZ/MJvrNmLmUgSAq6DRiLBVsaxMfcBGMmZ9pkXu4aQYiCpnOiiyDjIoExpImtTJ3/G3gyuOwJTyKCZsiUIkiBkliXg/vYtfE5GRLeBTjAyLQG6UH7vesaGLeeustfv75Zzw8POjTpw+vvfYaTk5ODz/QyhPFqo/JG6smxsoj0aBBA0aOHMmOHTsYPnw4u3fvztWIrjDp3r07I0eO5Oeff2bQoEGsWLHCMn33v6BSqVi2bBk7duxg0qRJXL16lR49eiDLMp06deKDDz6gcePsU50NBi3JyWW5oLlJUIUgjpffS/UXQu83x0tGlnVcuPgxJ0/utxyza9cuAGrXro0gCNSqVSvbmsnJ5rEHFSo8WCAMUKlSJaZPn05ERATrVqyjXdV2zGg+A0fJEUmQ0Yk6jnmcwqSQMahkTAqZA95xlohMBrJkImjJ/xCqanAd2dBcQ3wfiTLEG0ab9TH3fRtBAFEw4Mj/UBj+JWHTJfR3Uh4rMtO8Wlm+f6sJS/o35MDEtiXOgQHo2qA8QSNboFLkdtAFYIhfZQKGNnsmHBgwRyjBrNMqXbo0RqPxIUdYKQ6saaXHQ/E0DvtaunTpNOt8j8KnQYMG3Lx5kw0bNrBq1Sq+//57+vXrR+nSpYvkfG3btkWSJI4dO0ZQUBC7d++mW7duqNW5O9kWFHt7e7y9vbG1teWXX34hJSWFatWq4enpSc2aNWnatCmCIBAZadaUXLG7womyJ5BFGVe1kSa2JlRZrnGSpCTscBoOlSrjYu9C69atWblyJdHR0ZYZTP3797dUKi1atAhPT09Gjx5doGhWtWrViImJYfny5bz44ot0erETbSu35dSx0yQoErhufx0pi35HaRKoeLcUoiyQYGdAlAWUJpF0lRFT5TKUrVwRu3KOpJ+PB8nstRjlyuik6pRSHEQQsjpAErbK7Rhx516YhtTwaJL3R6Fw0qJ2sy3wex4YHkXf5WFsO32bwJM3qeVmT023ovmbeVxk4Oi1OG7eyy0C/7B9dXyquTx5o4qIRo0aIcsyu3bt4q+//mLTpk20b9/+ibZTsFIw7t69i6vr40VDnzWmT59+a9q0ad8/bD9rOslKLlJSUti3bx+fffYZ7u7uvPfee9SqVYuAgABEUaRDhw68/PLLuLgU3hf+3r17adeuHe3atWPBggWPnc6SZZkJEyawbds2wOws7Ny5k0qVKgHmNNCfu/4kqEIQ0v3yZltRZqp7WlZ9LEaTyN6jr7DfOZwu9VoxzKsXGzaEMGTISMs+S5Ys4f3336dZs2YcOnSIn3/+mfr16xfY1vT0dN58803u3LnDH3/8YVlnyQ9LONPiDJIy04kRTdDwQhnCayZaUkzVr5fiUsVUNCotkiAz3Xc6L7u2J3H/DVL2mIXNeaWVMt8rFXd0X2HEHD3KNSXbLn+nsqQ2ustJbLKOXw5d55u/L6E35f2d99OgF2lZ49lxYjKQZZnw8HDLTUOHDh3w8/Ojbdu2T6ytgpWHY00rZcfasdfKY7Nnzx6+/vprLl68CICtrS0KhYLExERcXV25c+dOoZ5v7ty5TJo0iU8//ZQ+ffo89nqyLHPt2jX279/P119/TaVKlfjss89o3749Li4ubNi3gdmXZ2MSM6MTDW0M9HUygKwAwcSGWC0nUlU0tjHRs2wqGqUtAibi495k//5oAgMDCQwMpG7dukRGRlKvXj3c3d35+eef0WgKfhG/du0a/fr1IykpCXt7e8vAy9nrZxOgD0Av6UGWUclgEITsswpyzC7QiBp29NqBk9aJpLCb3PvjCghgI+3BSbUYMGSbiGDWyChJNL5BqukVJJUjSDKCUsyckp2PZqYkjxzIIKOHjc6Y/3edQoDDn7QvUY5XYXPo0CHmzZtHcHAwSUlJjBkzhkGDBhW3WVayYHVkMrE6MVYKjejoaC5dukTDhg3RaDT4+PhQpUqVQs/lSpJEq1atOHToEMOHD6dly5aWeUWPy+7du/n0009JTExEEASWL19O9/7d6RjQEZ0pi/ZHBltBxkklEWcSSZGEPCM0oqiluW9IrnEFK1asYPDgwfzwww+89NJLj2RjQkICYWFhhIaG8ttvvwHmCpPTcad5e+vb+Q9ZymMA04gGIxhafyhgbopniteZS7DvXEAV6I9gyq13Mn8VKIk3DCVVesWyXVCJuE1smmdEpqRHYvKyLy8+716X/i9VekJWFS9Go5HOnTuza9cuVq1aRcOGDYvbJCtZsDoyZqzCXiuFhouLC76+vtjY2CCKIlqtFrVajSQ9+MLwqIiiyG+//UbNmjX56quv6NmzJ8OGDSsUQWKbNm0ICQlh7dq1NGzYkPfff5/r568zw3cGGoUGhaSwOAMpCEQaFKRIZs/ASSlhyrGeIChJT8/dgyaj941KpeJhNwjR0dF8++23+Pv707NnT1asWEHlypWZPn26pY/HuXPnMCbGoX3Ej+p3Ed9xJeEKYG6Kp65gj7qcLWrvRgivLQVFbgdDEEAQjDiqlmAr/pb5hCiYnaB8+KB1NTRKEXuNEq1KLBEjBzK4EZ+GMufU7yyoFAKfv/b8ODAASqWSDRs24OHhwfvvv8/s2bPZu3cvJlPOv3IrxYFV6PtoWJ0YK4/MiBEjOHHixCMPbywILi4unDp1isjISGbNmsXBgwf55ZdfCmVthUJBvXr1WLRoEQ4ODnTr1g3DKQMBHQMYXHkwCjnvgY1xRpGcz8iyEa02dwVORtRowIABdOjQgSlTphAUFERcXNz942SOHDnCuHHj6NixI0uXLqVixYqULl2an3/+mTfeeIPFixdz5MgRAP43dRxbVv2GIYs/dO/QPW6tvUV6RAr6f3Xo1sSRHpldqGqQDPT6oxdBV4Jyv6B6PWHYvjwdGfNrAAfVSkqJW80bJBmFowZTsj5bBVNgeBTN5/7N9yFXAJn3WlYtcZVJp6PukazLfXFWKwTGdahB2OR29G/2/DgwGZQpU4atW7fSoEEDfv/9d0aMGMHcuXOL2ywrVh4ZazrJyiMjyzITJ05k+/bt9O3bl44dO9K+fXs8PDwK9TwpKSk4ODjw5ptvMm7cuEJd+9ixY4wcOZKkpCQUCgUfT/2YoCpBuVJLoiwiCZJZK+NswAQogOo1Z1GtQl/0+ljS06PQastbUkvXrl0jODiYHTt2sGPHDhITEwGoWbMmOp2Oa9euUbp0aYYMGcKwYcOoVs3cUfbmzZu88MILpKenU6WCO13btcAlMQnZVuSC5z0iqt1DIQlcW32D+APx2V6PyknFCzNeQGmXfdBkVn1MLk4FQOAHYMxdqQMgywruSkux69EWwDI5G0lG6lyZDn9FlNg0EphTSb5z/kaXoy/M8NZVGdyiaomxs7hJT09nwoQJfP311yxYsICXX365uE2ygjWtZNXEWClSkpOTmTt3LiEhIZYoQ7Vq1RgwYACffPLJY+tYTp8+zQcffEBISAjfffddkUzYNRgMhIeHs2LFCg4cOMD8DfNZn74epaDEIBuoHl2dM45nLPFKW1HGSSGRLtjxVYeVlDVe4dz5yQiCAkkyUKP6FDw9+2U7h8lk4tixYwQHB7N582aMRiOjRo3ijTfeyDWzJi49jmPbvqT03qXULKNm9fn6XHRL5aB3nKUSqd7l0lS5rGTmxr1UcinNW0NHIUkSs2fPpvL7lbF7MXsjPMiuj8lFSgyELoH9/8v1lAyg0CD7f8WtLRWyDZo8r5AYo0wjKUuUoyQJemP0RhbuvMi6kKvZttuqFawd0oz6FRyI0RuJTNdTQaumrFqZz0rPB3q9nqZNm3LhwgX69euHr6+vRQNnpfh4nh2Zgjoxz/cn18p/xs7OjpkzZyJJEhcvXiQ0NJRdu3YxZcoUbG1tGTNmzGOt//rrr3PlyhWGDh1Ks2aP3nxMkiQOHjzI8ePHqVevHk2bNsXOLvsFXqVS0bRpU7RaLQcOHKBsSlkG6AZQo2kNHGwdWL55eTbBbIokkGJSoBD0RCWc507kFMgypPHCxSmgT8Gz6hDLNoVCwYsvvsiLL77IJx8OJe7uKW4qVcSmxSLECTg4OGBra0vQlSCmHvwMpSENo7crY26molMbOegdh0khY7qfzzpVPYkOUdEADB8xks6v92Ht2rUArHh3BeNPj8cgZx/l8H3E99QtW5fazrVzR2Rsy0L7qVw2uhK+/y8qC7dQCRKeQjTOQhKYdLBtNErxSxBSMMnlkCiDjSjkinA8yVEDD3JAfrsTx9iT12DfrVzHGSUZT0cb8z7nI1EJAgZZZlGtCnQv99+72T7tDpFareaPP/6gd+/erFmzhlWrVqHVamncuDFdunShS5cuxW3ic8np06efa0emIDx9nzYrJQpRFKlVqxa1atXinXfeYfTo0UyYMAFfX99Hrs7JICoqikuXLjF27FgGDhz4n9aYOHGipUcMmMWM3t7eNGvWjC5dumTrqJsxudrHxwd3d3fS09OxtbVFLeTdH0UrGll/4lP6OBmyNcYDOH/lC+7euoRD1T6kxl/Bw60hlHLiZvhPnA1dxHwHewQE9Ch4KeElPFM8aeRXj6nXZ6KT9HB/kOJCD1ta3TQiSlgcGAC1LKG2NzspR09doPPrWATE/xz7h3cbvsuyM8uy2aSX9IzZMwZZlvmoyUfUKVsHDzsPi0Pz2eZT/BRWERgGgAIjKiTmKb+nqzIUBHBhBKhVgJF1uqnMMFRBuN/5VqsQQeCJCXof5IDE6I2MPR+JLtWIWiEg5CirHtGmGrJawdhjkaRLMunmeBNjzkfi51ja4oA8ilNS2A5RcVGxYhoLjawAACAASURBVEXCwsJITk5mz549BAcHExgYyOTJkzEYDHTr1g1RtMoorZQsrOkkK4XKvXv36N27N7du3cLLy4uuXbvSsWNHfHx8CtyJd+XKlbz77rsEBARQs2bNR7YhOTkZPz8/BgwYwKJFizh69CjBwcFs2bKFs2fPYm9vz8CBA7l27Rr16tXD1taWTz75hHbt2jFs2DDatm2Lg4MDG0I2MOvKrGxTpi19ZACVADmzZhkfp5AkkaB4DUYAUUQjSaQKZDtAISnocL4RSYYrHKoTi1GVuY7KIND6uAt/N4nm/+ydd3QU5ffGP1N2N5VUEtLo1QASekBAOhZAOqIiKEjRrwoICOoPBFRAFBEBUYoFpYP0EpESCD1ACD3UhIRAet068/tjyZJKAEFannM4h8y+M/POJDvzvPc+97kW6db57UQtW15ayqBBY1i/fj0HDhzAbDbz1ltvcfToUezt7dFU1eAQ6IBTTSd0ProCqT07yQ5FVRjdYDR13V6gzfRdhd5HHUZ+1kwjULxsjcoAiaozTQ3fo+cWWdEAv0hO1OlR41/3YCoOCUYz9feeQK/kvicCh4ID8dTKHEnLoufRKNKzTeh2xiPkGqeVBPaOac0VxWIdY7kVSXKWRJbVqUxQKYe7IiXFzedxh8FgoF69epw4cQJXV1eaNWvGxx9//MBcvEtQOJ7GaExJiXUJHgpcXFxYuHAhQ4YMQaPRMGXKFJ5//nlcXV357bffit3/0KFDzJkzBy8vL6pWrXpPc7hw4QJms5natWvj7OxMy5Yt+fLLL4mMjCQiIgKTycSMGTPYtm0bkyZNYsyYMSiKQkhICN26dcPLy4srV66At1XYi4rNP+ZVdxNa0Wq5UpjsR7hJbJo7K5TSqlhEAQsqWWJBxqOgsLXaQQ48k4Q53/suK05PaMhZPJeZUFMsaEwCOlHL500nkpVlR3h4OM888wyCIKDRaPj555+ZMWMGnTp1Qpeg49qf14gaG0X88oKGhHqLHqNiZOL+iUzcvrzI+2hAw0DTCJoYvmetOZhE1ZntljrI5E0jaYEsi0rKynP3pSt2biQYzRxJyyLBaC2zj9Yb0eS7jxpBIFpvPW+AnRaTqoJWwlTTFTV3CwlVZU9Uwq0xuWBSVQLstLZIjl5RSbco6BWVYaejSTCaC8ylqPnoFZXfY2/cz9vw0KDT6di7dy+LFi2ic+fObNq0iXHjxhVrH1CC+4uSsuuiURKJKcEDRXp6OgcPHmTevHmcOXOGAwcOFGnJf+LECZ599lk0Gg2jR4+me/fuhY4rDiaTibfeeotTp07RoUMH2rZtS9u2balSpQqCIHDo0CGys7N57rnnOHfuHFu3bmXlypXs3bsXg8HA0KFDGT91PC+ufhG9xVq5I1pE/HVm3vPW5zG9yw1VVVFVEEUBVYX9GSJLUuyKnmh+kzoVZDOIWg2+qy2s/yvC9pG3hzNder/KudPn2bFjB4qiMGnSJDp16lTooc9cPsO3M74lLCSMsh+UpVRQ4StnY2pNDLGvUbSTnhUCZrQoiChko8szXgeswAl3nYbSA2qhDXC+7bHuFIVFRJq5lSo28rE6Polhp6ORjQrmf2JvKpRvjr1ZQbUrM5NhhURbbJGcfFGaIQFefH8lvsBcjqdn0S/yIgYl73NUJ8DhJjWfiGhMbnzzzTd89NFHfPzxx7z22msPezpPHZ6miExJdVIJHikkJibSo0cPHB0diYiIwNm54Ivuq6++YuzYsWzcuPGOukDfDjlGcmFhYVy9ajWl8/X1ZcSIEQwfPrzQfXJM9WRZJjIhkoFbB5JhsnalRoXSssJYH32BCIyiqCxZksJfq9MoW1bD5Ck+yLKAWYVtqSL2IsQYRU4YNGRaQKcKmBAQVDWP3kVjEmh00p3Br41Hmw0vdOnK5YRkXqhdg6smlZPnonBycqJLly707NkTf3//294Do9FI596diYuNo/IXldG4agqMUcyOZJ4bCwWccPKjIONyRI8FkTFoaY3LXfVcKg63S9OEJqcVSkDy7//PhQQmLD5GRhEtEQrTvRR2Xp1g9f/JvU0GZFFAIwhkWBTyP0Vzp6eeJKiqSnBwMCdOnCAsLKyk99J/jBISUxBP1jKhBI8sPDw8mDJlCgMGDKB3796sX7++wANw5cqVVK9e/V8TGLCa5v3f//0fAFeuXGHv3r1s2LCBESNGUKFCBbp06VJgH1m+9XXwdfJFn9s/RQA7ScWkgjbfczs1xcKC+VbflqQkCwsXJjFwoAcS0M4lZ0WvoKpmFiVpCM+SccyS0dtZyB0mUEQISHSiSpUg7JycSbNAy2bPMenrr9E6OqHX65EkCY2mIBkpDFqtlk7dOjF78myM8cZCSYwoZ6LzXYohtgfWx0FRL6WC20dKS3hJOoYgvI+iOKF5tiY3fjhq85K5Xc+l4nA8PQsRgdz3Jydt1MXbnWZupW4rvPXUyrT2d+P/lKIrqDy1coF9PbUy06sH5CFJH5TzYvaVGzYRMIAZa6WTvgB9uXmem+mpJw2CIGAymShbtmwJgXkIKKlWKogSTUwJ/jM0aNCAHj16sHHjRqKiovJ8lpaWxrFjx2jatOl9P2/ZsmXp1asX8+fPJzAwkDfffJNLly4Vu1/+h3SSWaQwB3s3d5k3+lq9UTQaWLoklUWLkrl0yQioNp2MKEJvdxOOEmQ6mCl31R7JIqAxCUgWgaYR7tgZRa4cP4ogCEiSxKmzZzl94gQpV68gWsxoNBqMmRmkxkZjzMwo9hoSriQgSAL2FYoufda6ROBYZTIazy0gmLDPX3JVBDyFVE7iywlWIeqm4HL8Jews21ENFlSTcs8amVXxSfQ7foGs/AREVXEmg8iESEQljaBSDrdN13g46ZjarTZ2mlstET57+RlikrNJzCi6jUIXb3cOBQeyrE5lDgUH8oZv6QIamuLwQVnvJy6VlIP4+HhSU1MxmUzFDy7BfUeJPiYvnsxvWQkeWWg0GnQ6XYFUyD///IPZbH4gJCb3ub/++mt69uxJp06dOHToUJEVU7EZsegkHSYl34O6kGaLAK+/7sbxCD3HjulxdZX4ZWEyvyxMxsNDom5de+rVs/5zdJVxlxVARKmcSfcwPzINCk7ZMnZGCRWFLT/OQJ+VSY9nqzH3nzBee3sArg72tAmswstt2hAXdRqdVouqKPjXbYRXlerYlXLh8qG9JF2+gG+tICo1bQlAtUrVUC0qKbtTcG9VdNmvKGdiV3oHzh7HsJhckA3+pMe2RytpEFQRY76UiYjC++b3UG6moTQGC9/Ic3hZMwODoQ4KLiAKxF+OIZ4b+JcpT2kP72J/R7YS6XycwU4U6OMQTq81P6CRNFgUC583+ZwXK7542+N1quNH08qexCRnE3k1lYnrT6IRRUyKwtRutYtskZA/SpM7OmNUFBSEIomNToA3/DyLvdbHFTNnzqRr1658++23jB49+mFP56lESUTmFko0MSX4TzFixAj27NnD2bNn87QpePfdd5k9ezbh4eF3nC65V2zdupURI0bg5+fHyy+/TN++fQs4Aifpk2i/or1N2AsQoLUwtLQB+yLil0lJZt4ZeBUXF5Fx4705Eann8OFswsOzSUuzRhUqVtRSuYcnH7axQ0FAJ8pE7/Ah6Yyj7TganQ6zyYSqKCRlZnHm2g0OX7rKpcRkStnpSNcb8HNzoaq3J1W8Pang6UZqtoFLiUmUdXfF08kRUdbQbuwkVFWlbt26eDf2xm2AW575JmxOID08nXKjyiHKBS9KMTsiW7yYVPt/RG8w8Z1JRQRMqDcbYuZlczJmNtmNBPNbxGosnLXTM9drA5IqYREsfFJ+FF1a9iZJn0RsRqzNqyb3z5eNdjZhrWBJQzInoNWWpr/LBZZFTstzPjvJji3dtxTeUiEf7ke37dwamty6nGyLgiAI2ImPt0/M3eDDDz9kxowZLF68uORl+pDwpN/3Ek1MCR4pqKrK8ePHiYuLIzMzkxkzZuRpOOftbV2l79y5kzZt2jzQubRr144pU6awadMmfv31VxYsWMD+/fsJCgqyjXG3c+fzJp8zLmwcsihjMBtIMQtI5E1DqOqtyml3d5kRY0rzfx9fY+6PSfR5zZV27Z0RBIiKMnL4UDZLV6ZyYUosfWr44x+gBUz4PxdN6uXKWPTWr6PJcOsc7o4OBFcqR1BZP+bs2IuAQP3y/lxMSGbHmQv8c/o8kihgySU6dXOwp3v9WlTasx3ZvyJms5nqDtW5cOYC9pXsbxEWC2SezSRubhzVPqyGwWxAEqVbFVlyJop8kYlRn6BUNDMi5k1c9QY+tlSjsEeHGYlXPJ5BY78ayeiKXpuCKJoAazTri0tTMUQofBMxHVmUMStmulTuwuqo1bafP2o0DpMagC5zL85J81CREFQzK2MKdkyXRInYjNg7IjExydloRBF9rvJwjSgSk5x9xyQmd3Qmvy4HeKwde+8WDRo0eNhTeOpREo2xoiQSU4IHiuzsbDZv3szixYs5deoUjo6O9OvXj08++QQfHx/bOKPRSL169bh8+TLLli0rtvLmfiExMZGePXtiZ2fH8ePHC5h45UQJHGQHeq3vxTOaDPp4GvPU8uSWzhgVeO/nDC4sv271lnEUqRNkR726DpQqLTPps2sAfPKJFy1bWdsgCNgTtc4ffZITJn3BZowmswVRFJDyuaXqTWbO30gkKj4BO42GZ3y9iE5KZfe5i6TrDfRo0YSu7w3n1VdfJTs723ouScC5pjMez3kwc9hMNnyzgbfefYvz186TGp/KXONcEiMScajsgOSYt2JJVASUjIqkXx1A4QJgFcl1N5bURiBYQJXQ+axA62ItFbe36LDICka1aC2FnWRHo5oz2BHxPwT19noaraglpEfIfxaJKcEt9O3bl3Xr1rFjxw4kqbjKthI8SDypRKakxLoEDx1hYWGMHDmStLQ0KleuzPDhw3n99dcLLa8GuHjxIs8++yzlypXjt99+e+BppRwcPnyYt99+G39/f7p27Uq3bt0K1eZsvLCRaXvGM9InMY9XjKqCQbWq5PdliDR2UkhOs3D8SDaRx13Zv/cSN65bX8g6nY5p35ahejXRJhwWRTvq1trAiW272btyie24sSlphEVd5vDlq/i7uTD4+UYFiExhSEjPZM6OfaRmF96dOgeLFi2yeX0kJyeTlZVFeGY4napZvWcC5wfaWgvkwJRRGX302xRFYqzI9ZlgxLHyFEQ5E40ioZG0ZKnZRc7JUeNEQqk+6JJ+R7zNOIDPGn9Gz2o9bzsmN9YevcqolRF3pImBx78f0oOCoiiULl2aRo0aMXXq1Ic9nRLwZBKZEhJTgoeOQYMGcf78eZYuXUrz5s3vqCRz1apVNtfcFi1a0LFjxzxpngeFrVu3smzZMsLDwzGbzWzevJl27doVGHfs9Bpio0eilW51b85WYGWyhstGiZGFmOGJogO7dqUwflwMgwYN4tNPm3P23EREUYOqWqhRfTJlynQk8Wo0vwwfAsD20+fZEHEaSRTwc3XhSlIKZd1dCfT1RhDg+NVrlHZypGqZ0gT6emOvzUv4BI2GFsM+Zdu2bZQqVYqOHTty+PBhm7HftWvXGDhwID/99FOBa6xdpzbHjx1HcpCoMbtGns+svjJjuONMtKDHxesvZKezvJdUg1leERjEoiMxWklHWpmJ6GI/zROJkQQJWZStHcYVE6MbjKZn9TsnMDlIzDAQk5xtK7PO+X/+aEx+o70Jlf2o5exQQmiwthZxdXWldevWfPfddw97OiWghMT8F/O5ryghMY8+VFWlUaNGdOvWjd9///2u9l2yZAlz587l4MGDGI1GFi5cWKTL7/1Gamoq/fr14+LFi9SuXZvu3bszbNgw7O2tL72UlGgOHGyNlIvEGBWYl6AFBPp7Fi38jY4WaNN6AueivkBFRFWM+FcYSbUKA2xjtvw4g8jtIRy9EsuifUdoF9yIr6Z/x8J5P7Pp722cv3QZgMoVKpCQlEhKahplXJwZ/mIrRIsZRzcPgl7sSKNOt3c7jo2NzSOszg1VVW2N/gK/CUTwyEs+jam1McT1uNkoSsPt3X5V7MlGQWKqtIBMlyZ867MKjaQpUhMzOjYANT3sliYGC8Ma/B9dKjTLIwjOQVGmdbfbtudkPKNWRCBJAhaLytfdb0VlCjO8A3AUBSzwVAh3i0OOsHfNmjVUrFjxYU+nBDx5ROaBkRhBEMYCXwCzVFV97+Y2J+AroAvgAVwBflRVdXoxx+oDjAKqAmnA38BHqqpeu91+JSTm8cD7779PaGgokZGR99TIMSEhgcDAQK5fv06NGjVo3bo1AwcOfOCddOPj41myZAlhYWGcPHmS/v37s2DBAtvnu/Z+gz5jLooqIEhmUK3SVQmrz5tcxDtdEBwAE2ouTYhRAbXcl7xYpRen9uxg64/fgyBikDRsOHOZ0H37mDt3LsHBwYBVw6PX6/Hz80NRFLZu3cqoUaPo1bUL8xcswKGUy325B4mJiVy9ehXHAEd6ru+JUcmrT1FMDojZPqTH9gO1sLRfwdSSFiNL5X34DxtOvHqj0Ookdzt3W9sAwZKGyXgDWeMJskuh0ZDCWhOocPttejPSzmtYLLkceGWRbwY1oJSDVaT7zolLeVoP5IZOEAhpUI2qjrdpKfGEY+LEiYwbN44dO3bg7v50E7pHCU8SkXkgJEYQhMbAYqyEIzQXifkJaAO8DVwEmgM/AwNUVS10GS4IQlNgF/AR8BfgDcwGklVVbX27eZSQmMcD69atY+zYsWzfvp3nn3/+no5x+fJlFi1axJw5c4iNjWXfvn04OPx3Vu4zZ87kp59+4tdff6Vv374AZGZm8t2MSWgd46gZGJonfWRWQAEsgF0hXa7zI1uB+Yml+KHValYMH47ZaCQroCIWRzcMBgNTpk6lefPm/PDDD0Ue4/vvv+fnn3/mt99+44033vj3F50L169fZ+bqmWxy2IQsyCQeS6SJcxMGNm2K6/5Piciux2emwViQKBiRKdiqQMbCuNbl6VW94m1bE5zN1NPm4GmM+R5PuaMhRfVRUlU1j89M/m1CqhHtoQQE861BqixgrO+J6qJFFqxBpluxtoLQCjCjRtmnNiITFBSEyWRiyZIlxQ8uwX+KJ4XI3Pcu1oIguAB/YCUqyfk+bgL8rqrqdlVVL6mq+huwD2h0m0MGAzGqqk5XVfWiqqr7gJnF7FOCxwhnzpxBEATq1auXZ/uNGzeYPHkyNWvWpE+fPvzyyy+kpKQUeoxy5crxySefULp0aVRVZd++fWRmZv4X0wdgyJAh1K9fn8GDB3Pq1CkAUlJSEIVSCCYnUPJWZiiqxJ8JOlYma1idImNUrESlqLWCBKQpWqJiTiJKMr7uRiyObiAI3EhIQFVVoqOjOXHiRJFzHDp0KPXq1WPQoEG2Od4vXLt2jcEvD2bNy2uI/zyeqGlR/DbuN5q1GcQrcwT2hexk1JUPEQ2FuQfnJzUCZmQ+2xbNrDkr2fnlai7/uQ7L9dgCe2ZaFHSFRNwyFdXWWfp4elaBDtIiAlIx21R7CfIHWZSb2wHzTQIjAU5S4Y9Io4qtu/XThuTkZCIiIh6oMWUJSnCnuJu4/E/AClVV/ynks91AR0EQAgAEQWgC1AE23+Z4ewAfQRA6ClZ4Ar2BjXcxpxI8wqhfvz6qqvLqq6+ybNkydu3aRd++ffHz82PMmDEoisKWLVvo378/9evXvy05qVOnDrIs88EHH9CxY0euX7/+n1yDLMtMmTIFe3t72rZty5dffsmFCxcwmUwYDE7kK95BFlT6eBro5mbiZRczq5JlViZrCjjQqiqYVFicpCHNolDZ/xl0ahbm0t62d79Op8PZ2ZkLFy7Qu3dvfv755yLnOHXqVOzs7OjUqRMxMTH37fpr166Nn58fvq6+OOqshnw//vgjI0eOpEy5Kvx8VGHw4ktc+b4P1/4YTcqexRhiz6Aqt4tjCMxQPPmfItIuwszX0z9n9fRv2HHgFNfjMzBGp+NvKdoRF7CRl/xjFFQsxW3TSphquqKKAqosoIoCppquoM1LSCUBfg4sz9SqfugKCanJgsDfiWlPHZHZtm0biqKUkJhHFE9bW4I7SicJgjAQGAwEq6pqFARhBxCZK52kBX4E+mPtjQbwP1VVfyzmuN2AhYA91nKHEKCzqhasrRQE4R3gHQAfH596W7duvaMLLMHDxdy5c/n1119JT08HwNHRkZdffpnevXtTuXJlFEUhJCSEkSNH0q9fvzzak/wwGAz8888/dOvWDTc3N1566SWaN29OnTp1Hvh1HDp0iClTpnD69GkAnJ2dKVu2LLWfdeaFF67h5aVDEBQQLORevBsV+DrerkDVkkmBWQnuXDNjs88/s+Jblh5PRhFuvUxVVeXGjRucOnWKnTt3snTpUmrUyFsxlIM9e/YwdOhQFEWhYsWKjBs3zpYCu1ckJyezevVqvL29iY2N5Z133uH333+33XOj0ciRI0cI3/Inm0LDuXgtFVARdY7YlXsWuwpB2JUPQuNa5jZnyfUM0qdTM3ITY2u/QEaHOgyUs9HIsrVTtNmEIFv1N7fraA0Uu62Pjzt/XrqBpLeQqRMLEBiwpq5WBFUhqJTDHaW3npbU0jvvvMMvv/zC/v37/zMbhBLcPR73tNJ908QIglANa6Slmaqqp29u20FeEjMCK8H4CLiMVRMzGeiuqmqh0RhBEJ7BSlq+A7YAPsDXwFFVVW/75C3RxDxeMJvNnDhxgtjYWJo3b46jo2OBMTnakzVr1tCpU6fbHm/jxo18+umnREREYLFY+OKLL4rd534hISGB/fv3s3fvXsLCwrhx4wYAAQFeDB7cnrr196ORb63M9QqsSNYgC9DV1WRLUyxPtuftJnOp4VHDVmkTGfIHP+y6igUZDzELO+HWcfz8/HjnnXeYO3dugRYJuXHhwgVCQ0NZu3Yt58+fZ8eOHTz33HN3fZ3h4eHMnj2bP/74A30uAz5HR0dCQ0MLfXlJhmTizoXz29LVrD4vkXkpAkt6AgCyqw92FYKwL18Hu7K1Ee2cCj2vJSsVS2YyTp5laHJ0KZ9NmsqhhCjefesNEq9dQ/b1R1u5Ol9O+JwPWljvw71UJ3lqZc5m6glPy2JnUiqrr6eC0YKQbbGmlbSSjSjZmwycPn2anSdPcTDDSIyXLymyjnQ7B/Raa2l2ztinofx6+PDhTJ8+ncDAQK5cuULt2rWpVasWR44cIS4ujgYNGlC2bFl27twJQHBwME2aNCEwMLDEGO8/xuNMZO4niemHNVqSOz4sYV0+KVirkW4APVRVXZNrv3lAeVVVC/WQFwThd8BJVdUuubY9B4QCZVVVjS5qTiUk5snDhQsX6Ny5M7Nnz2bIkCEFPldVlZ07dxIVFUWLFi2oXLkyaWlptGrVilOnTrFnz57/fFWoqioXLlwgJCSEH3/8kXr16zBhQiqyrOQaA3rV+oVZlSxz1SyRZBaxYM+c5jPxTLEKWw9mOTN23RlyDGUFVJrJF6koJ9muLyEhgd27d2NnV3xVTEZGBj179sRoNHLixAk8PDzu6JoSEhJo27YtR48exd7enhdffJEuXbqQnZ3N3r17KV++PF26dLntMUpdCcH+4A/8aWjGdzfqkX3pKOkXI8iOjkQ16kEQ0flWw658HZzqvIDsVHgEww4DH3CJcQePc+OfX/J89sEHHxTqUWLJMGJJNtxWNAy3qpokrDobMS4LTWSKNcGugFDLlemtqlP5+lVWrlxZYH8FsIgSO6oGcd7bHwdRZH7N8rT0KFVg7JOG9PR0goKCSElJ4aWXXiI0NJSLFy/i6+tLvXr12L59OxkZGVSsWBF7e3tOnjyJqqo4OzsTHBxsTUWWuV1krgT3C08DibmTZcNfwKF82xYC54Avb/6soaCY38LtNTcORewDtzeeKMETiGPHjgEFe7KYzWbmzp3L9OnTOX/+vG27n58fL7zwAo6OjtjZ2T2UFZ4gCFSqVIlKlSrh4ODA119/zfp1XWnxfATOziKSZEYQwP7mX3NXNzPzEqxfCaPZyOKvP8U9VYNqdmRhwBtYxFtfRxWB3eby+EpprF+/nqysLCZPnnxHBAbAycmJadOm8frrr9O1a1e2b99+R6Xp2dnZtt9FSEgILi63SrYbN258R+dOK9uWTO/6vJx5jWCLPTfSffFwegPtlYOE75jH+ijYcsFM6p7FZJ3dS5nXpyFqC16XhMJ0KmBfvyq+FRuTfekIskXPl70b82b/twuMzzx6nZSV5xDFVCQlHseXG+PYqGDqLcFoZvixSxiyzDYxr+Z4MkLOsgzQnEglxfEYyw7+U+jflgiIioXnzx7hqltpsrQ6+h2/wHdPQcWSs7MzJ0+eRBRFZPlmlCshATc3NyRJwmw2c+XKFSpUqIAgCCQkJLBt2zZCQkL4888/iYmJ4auvvrJ9XoIHh6ehv9I9md0Vkk7aAXgC72FNJ7UA5gCjVFWdeXPMbwA5qaKbEZ6fgfe5lU76DhBVVc1bzpIPJZGYJw8XLlygZ8+eBAUFsXv3btuLY+3atXTu3BmwelMEBgYSHh5OWFgYBw4cICMjg06dOvHFF188zOmjqiojRowgJCQEgMDyDoya6IWfr5hrzK32BIuTNBxL1yAIAoHHn2GfphcWMW/kQMLMC9qzXArfyYYNGxgyZAhDhw69q3ktXLiQb7/9llWrVhUbQcnBnDlzGDp0KB9++CFvv12QLPwbSIZk7FLOkpIhMG3zRf78cRKCRocuoKY11VS+LnIpT7LO7EGj1eFSrgZ6ey/b/s5kM7ZWBi5uXrzwwgu2l6Alw8i1KQexs/yDm+Z7ElVXYlR3/NsPp/RzvfLMYcbei0xfdwr1ZtTFUlqLFG8osHJyvLKPzhVUYqKvoKoqlSpVIjo6msOHD1OnTh3Kly+PQZJZX7spN0pZO4QXl1bKzMwkJSUFV1fXQtOqTzqWL19O7969URQFHx8fpgnqEQAAIABJREFUPv30U5o3b/6wp/XE43EkMv91F+veWM3u/gDcsRKZz4Dc5hZlc++gquovgiA4YyU+3wCpwHas5ncleMpQsWJFRo0axcSJE5k6dSpjxowBrB2nK1SogF6v55VXXgGgSpUq9OrVC7PZzJkzZwgICHiYUwesUZlp06Zx6tQpwnaEMG/+fCZ/Gcf073yRb7rfCYLVOwbgVXcTZw0ymQoc9nfEcr1gKkxBRMaC2WzVxoiiSFpaWoEmlbdDpUqVAGtk5k4xePBg1qxZw8yZM6lbt+59bftg0bmR6d0IjTeMebchwXXKs3bNOiLCDxD/z2Fgfp7x1wDHwJZ4vjyClD2Lubz7D/pgrdxKSEhg7ty5dOvWDV/JA1FMxU38nnWWeow2v4MGC6b1ElM1p+nUqDpgbTswe8NpUFSEm1GXwggMgCmgLhr5GC4uLhgMBm7cuGETnvv6+lK+fHlEVSXd7pZvkUYQiEpKwWAxFCAqx48fZ82aNUiShMVioXPnztSqVeu+3dvHAT169KBBgwb8+eeffPLJJ5w9e/aBkBiTyUR0dDRly5ZFlmUMBgPp6el4enre93M9DniSIzL3RGJUVX0+38/XsFYm3fE+N7fNxOoNU4KnGMnJyaxatYrly5cD1hLOHBJjZ2eHu7t7oeXXsiwTGBj4n871dhBFkcDAQAIDA6nmauLdyb+xYH4Sbw70QJvP+E4F/DQKpzPtMSS3zOeKdzM6qir8vOQvss7tp3Tp0nh4eJCUlHRXJCbHN6Z///507tyZSZMm4ebmdtt9BEFg2bJl1KxZk5EjR7J8+fJi97lXPN+0Ec83tVpDtWzZkoSEhAJj7Ny80SScJXX3H7ZtO3fuxNHRkYEDByJJEpKqQVLiSRRcGW1+Bz06cuTIo9adp2lgBTycdMQkZ6OVRAzmW7ql/ARGhwknwUAGOlItMu7uHgiCtRLr1VdfRavTUbZcOUw3NTE54l4A/2tX+HvX2gJEJTMzkzVr1mA2m22kNLdl/9MUnSlfvrxt4ZHjRH2vMBgMyLJsi9xev36dlStXsmLFCq5fv46TkxM1a9bk9OnTpKSkUKFCBZo1a8bQoUOfinv9NODJl9KX4JFFZGQkixcvZvPmzRiNRurXr8/06dNtERewigiPHTv2r0uF/2s0f20kPc+msGzZWtq7iZTr5kpuUxmtAAM8DSwWFcIrfYM+tjvm9Nyl4gKqIGNOs77UO3btiSAId23x/tprr+Hs7MzevXuZPXs2kZGR7Nixo1gtQqlSpfjrr79o3Lgxb731Fl27dqVJkyZUrFjxgegYEhISSEhI4IsvvmDs2LGYzWaO7g+nrIsPOCnEJsZifieMqtUD85C43P93fLkxZ9e7o8FC7v7dGkkiJjkbDycd/m72mJTC2wkAVBATaaq5iIKAiIKAYOOXWq2WKlWrogKrg1rkqU4CsDMaaHHmCGaLpQBRSUlJselFciBJEocOHSI0NPSpi85s2bIFd3f3Iu0CbgdVVYmIiGDp0qVs2bIFe3t7GjZsiMlkIjQ0FEVRaNKkCZ9//jnh4eGEhIRQv3592rRpw7p161i0aBExMTFMnDjxrhYEjzue1GhMCYkpwUNBWFgYgwYNwsHBgQEDBjB06NBCoyp//fUXZrP5nsqE7wT79u1j2bJlBAUFERwcTKVKle7LSzot/iJlRWv59TerUtlWSyKymjMI1peiIFiJTE5aCd+VZEZVRrXkTft4dvyIuF+HsXHDej796H93/dB1cnKiT58+2Nvbs2PHDnbv3s3169fx9vYudt+6devy22+/MWbMGKZOnQqAl5cXwcHBBAcH07hx4zuuegLryycyMhJZlqlWrVoeoXFWVhYAly5dAqxRtvpNG9o+9ypfrtjjOzaqgb9pOKb1eYW4Rotq61rt4aRjarfajFoZgQIYTbcIjQ4TTTUXkQWVnGhYfs2gEVgf1MKmgckND0MWWlnGaLlVryBJEklJSSQkJGAwGPKMt1gs7Nq1C0shpOdJjhIoisKmTZsIDg6+qz5oWVlZbNy4kWXLlnHq1CkcHR3p378/er2ejRs3YjKZGD58OIMGDbKlUfNj9OjRTJ48mTFjxrBjxw5q1arFsGHDCriKP6l4EolMSRfrEtwXZGZmsnv3bvz9/alevXqBio7k5GTOnz9PrVq10Ol0jB8/ni1bthATE5OnAgasL45ly5YxdepUwsPDKVOmDBs3bnwgJdTvvvsuu3fvRrm5Ovfy8qJx48Y0adLkrl/SOTi1cQ5vfDIbgxlalJP4rLmO1hVlEl01HHumFGquDpGqChtSJUJSSpEV3Rcluxw3a19sY7Ii/+bGBms5cc1K/rzzwShatmx5x/NRVZU2bdrg7+/P7NmzadTo7jt7XL58mZCQEEJCQtiyZQupqakAVK9e3UZq6tati06nw2g0kpCQgI+PD4IgkJmZyfr161myZAlRUVEAuLu707hxYxtx3LVrFz/+aPXG/OWXX3jzzTfveo45WLv/NB+tPY8RQBXgZrl07qqhc8lZtN18FPVYsi2d5CFk0EF7Bo2Qt0Q+N6c1CyKLGrfPE4EBq6D363IehH47ldDQUPz9/SlTpgyrVq0iKSnJNs7Hx4cuXbrg4+NDs2bNCAsLy0NudDqdzdX6ScXhw4epX78+X375JR07dix2/MWLF1myZAlr164lIyODKlWqMGzYMF5//XWcnZ2BW2TzThYgqqoSFhbG5s2bWbBgga3yr0GDBmi1RZflP0l4HIjMfy3sLcFTiitXrvD777+zbt06m27FxcWFgQMH5nkRTZkyhQ0bNqDT6WjcuDExMTE4ODgUuhJbsmQJffr0wcfHhxEjRtClS5cHQmBUVSU8PJzevXvzxRdf2F7SW7duZe3atQA0adKEGTNm3HFps2RIZv3i+TjIcHigI4Fet8icc6a15Dr3skEQoF0pC2EZBjIVexDMCKoGUJBRUBDoUKcCou9gzpyLIjYyjFEjRzLpiy9o3rw59vb2BeZgNpvp27cvoigSHBxMzZo1uX79On5+fhw+fBh3d3cqV658VxGncuXKMWDAAAYMGIDFYiE8PJytW7eyZs0afv/9dxYuXIhOpyMwMJBLly6RlJREmTJlqFKlCocPHyYrK4saNWowb948NBoNW7duZdOmTWzcaO0ykvvvoF+/fvTt2/eeI2JNgipjTM26VUKtlRh2OppmbqVsVUMbT8fDcasvjKoAAnhIWXkIDFgrrlVVuJleUtltLo8+32Pzf2W9GBTghb3JwNWKFZk5cyZHjx4tdG5xcXH4+/vz/vvvAxAaGprnc4vFgqur6z1d9+OCzZut/qd3ooe5ceOGTcTfo0cPhg4dSpMmTQr8bdzN34ogCDRt2pSmTZvy2muv0bBhQwYPHoy9vT29evVi+PDhJaXfjxFKIjEluGeYTCbatGlDeno6vXr14u233yY2NpZff/2VrVu38r///Y8OHTogyzIdO3akadOm1K5dmx9//BGz2YzFYmHy5MmMHj06z3F79+7Npk2b2LVr1wP3f/nwww/ZuXMnYWFhNo+anJf0unXrmDhxIj169OD//u//SEhIYO3atTZyULVq1QIPO7vEkzR7+VValBNZ0r1gt+2LAfZcKO+QZ3mfrcDseAeuGDXoY7thTq+DhIVWmig8xCyuWkoRZi6PiIoxI5m0P0eQkpyERqPhxRdfZMKECXlIwNGjR3njjTcICAjg6tWryLJM48aNiYqKIjbW2mzRz8+PF198kXbt2tGqVau71trkRkZGBjt37iQkJIRNmzbh7+9Pp06d2L17N7t376Zdu3YMHTqUhg0b5rlfiqJw/PhxDh8+TOvWrfHw8GD79u0EBwf/qyqSI2lZ9DwaRbrlFiFxlkSW1alMUCkHEjMMNJn8Tx5xr1Y00VMXgazmJTEHlfJEGV2tQl9Vh17W2rpdS8BXVf3o61c6T+XR/PnzbZ5Gn332GSNGjGD79u2cOnWKV155JY8O5GmrWEpMTKRZs2YALFu2rNjxv/76K9OmTePAgQMFPKTuF9LS0tixYwd//PEHy5YtY/z48XTr1u2BnOtRwqMejblvjr2PIkpIzKOBgwcP8tZbb7Fy5Uq6du1q267X62natCnh4eG2baIosnnzZtq2bcu8efMYOHAgAAsWLKB//7yFbfXr1+f06dOsX7/+gZdEpqam0r17dyRJIjIyssAqePTo0UydOpUaNWpw7ty5PMJMd3d3m6V648aN8fLyIvLQbl7tP4SFne3oV6dgaNqoEQht5A7irZe5WYVxsfZkKgKqoiEzajSCouF5+TwiIv+YqqBwi8wJpiyaxP/F2VMnORR+lE6dOtGzZ08CAwORZZlZs2bx008/cePGDRITE6lbty4Gg4GGDRvi7++PIAjEx8dz8OBBMjIyEEWRZ555hs6dO9OuXTsaN2782IXVc7cUAKi/9wR6RcXVqOCbrZLkIPL387Xw1Moci07h9Xn7STfc+l16yJl0tDsHZpNtm6zRsC67KvHmW2RUFQUsLbyZVaciTd2c8dTKZGZmMn36dMxmM6qqMn36dFuvsNOnT1OtWrXbzv1p8Y45cOAAzZs3x2Aw8PHHH/Paa68VOVZRFEaNGsWWLVsoV64cFy9efODREYvFwnPPPcf+/ftp2LAhMTEx1KlTh6ZNm9KhQ4cnsk/Uo0xkSkhMCR44vvvuO3799VcSExMLCE5VVSUqKoqQkBASExN5/fXXqVChgu0zSZJseeznn3+euXPnUrVqVQD2799vE/LWrVuXV1555Y5y5/eKo0eP0q9fP1q1asWWLVvyPCxNJhPBwcGcPXuWt99+myFDhuDo6Mjff//N1q1b2bx5s03zULZsWeLi4hBRuTjMFR9nCcx5e5kWSmIUGBd3k8RYdGRdGYCi9wFBRVZFzIjkLgTWYKa99iweQgabN67n4OEjqKpK6dKlWbhwIWPHjsVkMnHixAkEQeDIkSMsWLCA9evX24SzXl5eTJgwAUdHR8LCwti7dy/Hjx/HYrFgb29PgwYN6NatGx06dLD9Xh5V5LQQyGnuOKucAw7pMaw5aua9U3aYRTCoKtmt/KnSyI/kTCMvfh+K0XLr2VdKttDDLgJLLpJqFkSWZ9dGj/XlJQhAbbcC+pqoqCiWLl2KyWRCVVXmz5/P1atXAWjUqBGhoaGEhobSsmXLIl/ETwORee+995g9e/Ztm5jm4OTJk/Tq1YvBgwczfvz4OxKi3w/Ex8dTu3ZtsrOzadmyJbt37yYpKemRMNR8UHhUiUwJiSnBA0fPnj2xt7fn8OHDd71vampqnqhHQEAAp0+fxsHBuuo9ePAgy5YtY+XKlVy8eJEffviBFi1a3Le558eCBQuYPn06s2bNKuCKm7PCLmwlpigKERERhISEsGbNGqpUqcL7779PUNUASLkMWifYNwcOLwQgzUkmvHYpLPKt9E+2ArNv6Ig2SqiKTGbUCFSLM0VJ1iQs9NBFAJChatEa07l68SybNm2iVKlStheot7c3H3zwgc1zB6wappCQECZNmkRqairLly+3vSDS09M5ePAgYWFhhIWFER1tbV+2cOFC+vXrV+w9zMzMJC4uDrAKWP+Ll3GC0WyLugC8Ev83089ORSdrwWAk2fQ+a5VgJt9UshgEEEQBSRTQmxR0koAgCnzcyIHLh3fYiLVFEAg1VeCS+ZawWyMJbPzoeaq43YrM5KSDckfowOr7otPpGDFiBJGRkbRu3ZoGDRpw4MCBAtfwtKSUypYtS4UKFZg1a1aRYywWC7t372bGjBmcO3eOa9eu/WcEJgdpaWloNBrs7e1RFIVPPvmEyZMns3jx4kf2hf9v8KheUwmJKcEDR58+fYiLiyMyMvKeHjRHjx61+Tvk/Pzss8/mGaPX6wkKCiIuLo4VK1Y8sMZxiqLw7rvvEhYWRs2aNXnllVd4//33C61OSkpKwsPDA1dXVzZt2lR8T6HMBPj2GbAYMGoE9jR0R8nlGWNU4PNYezIUAdXohsXkgf7qa6DkFu2qgBERmWelOLSYOGQpi4iKgkBT+RLS1SNs27bNRj5y8NVXX9GjRw/s7OxsK/3Tp09Tt25datSowfz58209cHIjJiaGsWPHcvLkSbp37067du3o0aNHoWLi48eP89dff2G5WV4sCAIvN2jAs40bI/8LvU1xyK1/8TCmcHB/TxwUA4mqMzFqaXxJpaPxC65ReGm6VhZZNaAufy36OQ8RMSOwzFwHo/nWfXHQSfzyWm38HFUbAf/2229t11wU6tWrZ+uybjab8+i8cqeiciDLMsOGDcPR0ZGoqCicnZ3x9vZGURR27txJ48aNC/0dPMo4c+YM1atXZ8yYMfTp06fQMRcuXGDo0KFcvXoVT09Pxo0bx3vvvfcfz7QgvvvuO4YNG8aWLVvw9fV92NN5IHgUicydkpg7L9IvQQnyYfz48aSnp9O1a1dbifLdoE6dOvzxxx8MHjyYQ4cOFSAwYHXsXbt2LSaTiZEjR9oIz/2GKIpMmTLFptWZMGEC7dq1K7DCBmtkArA5gBaLC9vh5v3RmlR84o3W7aq1hHdfuojeJCCqIMnJSHZxoOYTNAtmNO57UFGJtJRhv6U8FiRMyFiQ2GMuj3/FKqxdu5bIyEief/55265jxoyhcuXKBAcHM2nSJA4dOoSzszMzZ84kPDycmTNnFvBDAfD39+fbb7+lXbt2rFmzhjfffJMZM2YUGBednMrqXAQGrCnDDWF7Od6uPUkPcMERYKfFdHPuAfo4zILMGnMwTQ3f87pxLM2M03Akq8j97UUzF85HFaiSUyQJZ/WWZZ4OE9WUaLYsnc9vv/3G9OnT2bBhQ7EEBqwlxVFRUSQlJRUQqueY4OWGJEmkpKQAVl8PnU5HZGQkkiTRqlUrFi1aVOw5HxQyMzM5cuRIod+LojBz5kyCgoKQZdkm6i0My5cvJyEhgeXLlxMbG/tIEBiAFStWUL58+SeWwID17+xxhTR+/PiHPYe7xuzZs8f36NHjYU/jqYeHhwdubm4sWrQInU532wdUUQgMDOTll1++7QPCw8ODihUrMmvWLMLCwkhPT8fDw6OAv8y/hU6no2HDhnTr1o2AgAAWLVqEoii0atUqz7iGDRvy8ccf88UXXxTfkygzAX7pCIrVC8SoEThZzQlVFOCm6Z2PVmVPtoyRm9skE4ImEUtGNRBNgILWax2mxLaABiWfRgZARsFPSObahdOcOnWKN954g6ysLK5evWrzIUlLS+PKlSs4OjoSGRlJeno69vb2LFu2jNWrV3P+/HmqVKmSR9/k4OBA69at8fT0ZPv27QwbNiyPRmZVfBKD9xylSuzFAvb9gqLglpBI6u7diHZ2lKpd+25+HUUiwWjmTKYejSDgqZUpZ69lW2IakqShy+WNvGEcgx4dRjSYkUnGscD9Aqs7bxvpNIlxVwqQY0EQOGn0wkkwECCm0E57Fl8xDVVVsVgsKIrCjRs37mredevWLbBNkiTCwsLyLAIEQaBly5ZotVqqVauGvb09Fy9e5Nq1awQFBTFhwoSH0rUdrIS4X79+TJ8+nfDwcBo3bnzb76HJZKJdu3b4+fkxa9YsKleuXGCMxWLh999/Z968eTRo0IBvvvnmoV1ffmRnZ/PBBx/wwgsvPDDDzUcF169fx8vLq/iB/xE+//zzuPHjx/9U3LgSn5gS/Ct0796dgwcP8tlnn3HgwAFatWrFoUOH2L9/P23atKFdu3a0bNnyX9t7v/rqq8TFxTF79my++eYbZs2axZ9//kmVKlXu05XkRceOHTl48CBffvklLVq0oG3btrbPZFkuNP1SKFIug6SxCXz1OgkhX9DDArjLCplGCVEBRQStSwSy43lUkxuCJhnV5IZRsOQ1mckFBQEnwYjRZF0h79y5kzp16hAYGEh8fDznzp3j2LFjtqojo9EaDcpZIaenp7Np0yaOHDnC3Llz8fHxsR173LhxrFq1Cg8PD1uEx5yUxJUz55hx+QYOFgUxvysc1mjG3qZNEBQF4fRpWi9ZQqN27f5Veim/iHd69QC6eLvTzK0UYdHJjN0+AJm80RGdJKICsiySZbCgCqCTzDSVLiELCuZcrr2iRoPRbOGsyZ1OuhMoCGhQ8l/aXeP48eO0b98+j04oR8zboUMHNm/enEcTkzMuRwjcqFEj1q1b9+8mcR+watUqANq3b8/atWs5e/YsS5cupXr16oWKlvft20dGRgZDhw7lmWeeKfSY69evZ9q0aQQFBd1WL/MwsGvXLgwGA02aNHnYUylBESjRxJTgXyMjI4PvvvuO0NBQYmNjcXBwoHr16pw6dYrs7GwkSaJ27dp06tSJdu3a0bBhwzsnAYXg/PnzNGrUCBcXFxYvXmwTA99vJCcn07x5c1xdXYmOjr6rTtA2ZCbA9Jo2ElOkJuZmdZJkEVBRUfItRBWzI5lRo0HNXfqsosOAgkQz+Txl5XT0qkyGqsNJMGAn3HnIH6yi319++QVVValSpQpNmjShWrVqjB07ljfeeINvv/0WT09PUtevZ++cORwMqougKphkGUFVoTgLeVWl/tGjNHvnHVxeeumu5gYFRbxgdco9FBzInpPxjFwRgdGsYGV6uaq5JIHFAxqRCbx57jJ6VcUrMZGXzh9AZ7l1jzRaLdvcqnDjikBn7Ymb7QfuD2RZpn///jYn3vxi3g4dOuDj4/NIVydduHCBSpUq2cqj//77b0aMGIGiKHh7e/PNN98UKJv+9NNP+eqrrwgNDS10IZOWlsaQIUOIi4sjPj7+kTKZi4+PZ8iQIWzYsIHdu3c/djqke8Wjoo8p0cSU4D+Dk5MTn376KZs3b2bz5s38888//Prrr+zZs4cFCxbw1ltvYTKZmDBhAk2bNiUgIICYmJh7Pl+lSpVYunQpFy9e5O2332bp0qW2ipz7gUuXLjFlyhReuvmi9fX1vSfND4BBdmaH7xBUyQ60TmhNKjXOpiNaVCSzgqqorEuzR5CcsZPsaJAVSNMITySLgGBWMSVZ0xyinInOZwUIRhD1gBmwYBAEQEVF4LzZneWG2mwxVmW5oTYXzNaIR06X3+K8X8qWLcvgwYNp27YtLi4u/Pnnn4wdOxaAYcOG4enpiTkpifOfT+BgUBAWWcKs0VhfPHfy8hEEwmvV4uLnEzDnsuK/U0TrjWjynUcjCEQmZjB6ZQ6BgfypIwF4fcEBUlP1TH+2PHZ2MoqXG1K+BZzFonA1WoMWCxq9Ae+4OLzj4tDp9fxbWCwWtFotmZmZREVF2SqaDAYDZrOZzZs3P9IEBqxNGwGaNm0KQJs2bdi0aRPjxo3Dzc2N/v37c+zYsTz7hISEoCgK48ePtzn15uDy5cu0b9+eiIgIBg8e/MgRmCpVqrB69Wp69er11BAYePz0MSXppBLcNwiCkKfni0ajoUGDBjRo0ID333+f1NRUdu3axcSJE2nZsiXvvfceHTp0KNYMrDC0bt2a2bNnM3HiRCZNmoQsy/z000/37OqZ04xvyZIlhIWFIcsy3bt3Z+jQoTz33HP3/ICdM2cOw4aNZ+a0r3ivdQBsHEWZGxmYpQzOVnJCVKCbq4lePt2oVeEtjuw8wJHds/BLtGNL1kVCV50hYEgALo1cbCkmRe9DdsyboGpAlTEBu82VsCCgINmSKXvM5fGV0nACBg8ejNFoJC4ujs2bNxcpzPTy8iIgIIC+ffvi6upKaGgozz77rC29dOXMOS6XKWONvOTGnd4fVSXT0RH9yVM4Pdf0tkNzG9h5auU8It4cmFQVQW9BI4royeXQa8jAJyMR34zrOJkNHC1dhVErYc/oVhwKDiRab+R8djyRhw/Z9klx8MWQqaFlTDjdDv9lTZEBiiiyv1FDossV34SyKIiiyOzZsxFFEVEUC9z/HDHvo0xili9fjp+fH+Vy3QdfX1+6d+9O7dq16datG7t27coj0J8+fTrz5s1jw4YNNkLz4osvAtb2AxkZGezbt++e+nk9SGzcuJH09PQHbu3wqOJxahRZQmJK8J/BxcWFjh074uTkxLRp0/jwww+BIhr+ZSbA6Q2QcBZqdISyBcuYBw8ezKBBgzh37hzt27dn9OjRLF++/K6aNiYlJbFq1SpbRUSOCdzAgQPvSzn38uXLARj12QSGvnMJUbFg1Aicq+SEakspmcm6Ood9cgBlSldh3Nq/8bDXoVesdOTqwqvYV7BH66VFlDNRRT0IZiuJuQkRM0q+r7OISpai49X2bShdujRgbTdQo0YNDh06ZGvrkKOPyUFO/x5HR0c6dOgAWAnF3iNHOfL3VoTatbDcYzpQEATsk5KIfvddfL/8osi0UlHal+nVAxiWb3tNR0cM5ls6mBYx4Yw4vBRZzauN2Vj5OWKSg3k2wBV7k4ENx/L2N3JIi+a5jCTeO7wiT5RGUhQaHjjIdW9vDIX00PL09CQhIeG2151TxWSxWAqtaHrUeyYpimIzoSyM0J8+fRqggPi1SZMmNGnSBJPJRKNGjfj888+pVq0aK1asYNGiRdSsWfORIzBgjTp5enrSvHnzhz2VEhSDEhJTgv8cLVu2pGXLlly9epUxY8YwaNAgtm7dStu2benZsycO5zfAygG3dtj7A5R7DvpvKHAsQRCoWrUqf/31Fw0bNmTIkCG89tprBAcHF6m0V1WViIgIli5dyubNmzGZTDRs2JDvv/+eTp06/Wt78UuXLiFJEp6enjYjQG9vb0RnL+j8A/pt7xcQ6FqA+eGTaRjTk6xsPZIkk5GZiWc1D5KuJHP5u8u4t3THqZYTGo/kAiXYBkGy1mvnvjeojBAW4ujQgciESHydfHG3c8fR0ZEWLVpQv359UlJSbNGZ3MJSncFA9oULaPz8WGuCMRFR9Ni7BVmxQM79UVUks9maUirupqgqgqrSYP8B7G9WS8WM/QTH4OACQt8Eo5nh/8/eeUdHUf19+JmZLemNUFJoSei9dw1VQKQISG8KSJOiSBOk/kCqg2jmAAAgAElEQVSKSBFRREURpEggCAJBmpBAaNIDJKGYAoE0UrfOvH8sLNkUQARE3zzn5Bx29s6dO7Pszme+9XIMOllBh0IRQyrfhEdgV70uzbzLcKJ6eW4nZFCiuBNF3e0JSkjG4OcEken4piUw/tSGPD2QANpHHaFI6i0o6WZNbc5pESl98yY9jodbLTC2F1PAMTPTRsQIgkDXrl1xcXHh22+/fdwVyBe1Wo2iKDbBvC8joiji5+fH0aNHuXv3rlUUP+DB6x9//JFatWrl2V+tVrN9+3aqVatG586dAUuPtNmzZz//xf9FUlJS2L17N6+++upL5eJ60fxbrDGFIqaQfwwfHx8WL17M4sWL2b17N+vXr2f1V1/w+2vX8gZr3TwCOz+A1z/Nd64aNWrw3Xff8d577zF16lQkSWLBggW0adPGOiY7O5tdu3axYcMGIiIicHR05N1332XEiBG2ZdAzEy1ZRW6lwdHSu8mUnIzx2gXUjmZUparZbo+LQ+3jY70Znz59msDAQI4cOWJNb37rrbcsc1frhp1nKeQLPW3WLwFpsprwk+EAjBw1CkEQkFQSh28d5uj2o9xaZ6mGW7N9GeTWW8hO6ArIoEhoim1HkPTob3VDQEajiCxUfYUDRkbvm0qUWwY+mUlMdO9A3aYDUPmWw9HREUdHR6t15kHZe9OBA0T164+gUiGbTAT3GYKmfCXMgmDzg2ESRE6Wq047dwfu/vHoqs2yINBy7z6KJSc9/DwEkbs3/sQrl4iJ0RmsnaI6J/zG4qsLuIMbCafc+b5YN7rdaoSHJGKQFeKbe7D2ykmqGEyUvBHFsLPBSPkIGEVRiDeZ8IqMgGqVcHNzs7GIaHU6Gp44jqqg2CdZJjOXyBBFkbJly+Lo6Ejp0qW5efPmI69BbiRJokePHi+suvHfZebMmXTt2pUFCxYQGxuLXq+nUaNGtGrVikaNGtGjRw8WL15MYGBgvm1CfH19WbdunTXWbM2aNWi12hd9GgVy8uRJvvjiC3766Sd0Op3VCvn/mX+DkCnMTirkpUCWZX788UcWLlzInBYOfNSsAH1dqx90+vyR85w7d44BAwZw+fJlunTpQkBAADExMWzbto20tDQCAgJ4//336du3L87OztZ9TcnJmPavRHtpKag0CLIJOn3OvZt2ZKwci1ftRBQZRI0a4c2V3Ltpx62p0xBUKkRRj9cHg3Hq0BvZ3gNRFDl//jzz58+nQYMGDB069OEPdtwpon59k8iylmRgCfgpWU2E3pE5pebSoVUHmjdvzvDhwzkbdRYlU8EgGriVGsOhoEPExMTz7msNSPBrwGnHQGTRBIhovX62pGUb3NCqkul8uwQ/ZQ7EJACywAenN9L89h8gC3iNegvX4bMAS7G6yLuJlCvqiZdiJqpFS5Qcwax6tYb+Mz7ljYtHUcsPb/ySSsXAke/hoVE9snKtKElUaNiUCu+PRWt86LrSq9Sw+DOq1q1lY435Pi6RiVdjrRV49xpqM9E0FDVmjIrEhMx0WqmLYrobgf7Utyg5RYuioADi/SfoTFlmZ1oaP6WmcEWvZ8b77zP9U4sQPnnyJDt27ECr0+EVH0/t03+gzidWSAHOV6tKRJUqNts7dOhA3boPkycOHDjAoUOHHl4fSaJOnTqcPn3a6rYTRRGVSvWvbC/w4YcfsmjRIgDKlSuHh4cHf/zxBwaDgZUrV1KvXj369etHXFwc58+fp1SpUvnOs2TJEmvxykcRGBiISqUiJCQkTzHCZ8n169d5/fXXiYiIwN7envbt29OzZ08qVqz43I75b+OfEDKFbQcK+dehKAqTxo9j9959HBzgQLPSBQiZt/fkGyOTk5iYGPr37094eDjZ2dmoVCq6dOnCyJEjeeWVVzCnpKC7FAGAyl1L9m9BJK//mbKtExBzHFZR2XF9tydlAmNtt0taon4pgSnNiHOpLLzrp6IoAqK9FqHTCqjWreDF3U+7/tVR4OtibqSZBNJkkZkNp9G+Ug8WLlzIhAkTmDJlCr169SI4NBjDLcvNPysri1UrV6IC3IZ+h1mdI71cMOAYMB9RlZlvSrbWZGBNyP9wM2QiSApltwbxY8I9rh/4DVkQEBWFChUqUX/hfOSMDOt+WXZ2fDm4D3+6laTutasogoCDgM1NuKAeQpIkMWxAD9RyKlN+OsSQ9T9ikiQ0BgOCIKCxt0MxmTB8NA2fTpbS/LXCLmJUFGqmRfDl2em0zfoEHQ+f2LVmA2v2LsBNd48HfjlZUViZlMSG1BSMikJDB0fcJYmd6WlkyDIVtFoytVriMzKIjo6mTJkyXLzxJ6GzZtIoPBxZEFCbTPm6xUySxI43Oti4kjQaDQMGDMDHx4esrCzs7e0RBIHMzEyOHDlCUFAQnp6edOjQAaPRyKZNm6hSpQotWrTAycnppc9Eyo8tW7YQHBzM0KFDadKkCYIgkJ6eTp06dayVdvV6PW+99RYBAQGcOHHiqV2zd+/etbqDV61aZa2k/TwIDQ2ladOmaDQaDh48aPNgU4iFl1nEFLqTCnlpEASBaTPncOnCWXptSeLSSCdctPncVr5tB12/fqRQKFmyJAcOHECv1xMXF4ejoyNF1Goyw48TN2kyWXu3o3XOxr6YHs8KmahlAdc2St5icoqIfREjimxJZc65XeOsoOjNeNdPvS9wFDDpULaNQKcvhtqvav6F3Rw9odPntA8eScM/7xEvCXi3motHpR4YDEkMGdKaX35pxMKFC1Gr79Gy5etkV5K4cesGRRyKcCv+FuvWrcNNnwk2IkZGMbqjEYyoMkuRmetcZCDBwcMiYkSIWbqVm8XMNvEjVy5foqookjN81dGYzYJbn2GXbGRCwIc0rNaBzn6lbG7C1apVw8/PzxowbLU21C5O0R9eAUnNMpOBSe+/xw1daaZ+sRCN0YhyXywps2bSws6Tqs72+F3/k9tFihJj50WC2d0Sh5PjQVySzSTYOeOmS7VuO5iZwYqkRGrb21NSreZYVhZJJhOvubjQI7A5NYe9y6pff+Xzzz+3WsQydHoahYejytkuIef1EgQUUeR4/Xp5AnpNJhOnTp2iX79+HDp0iCJFitCuXTuuXLlCeHi4ddzcuXPzfPxly5alQ4cOeHp6snbtWiZNmsQ777yTZ9zLRteuXenatavNNmdnZ3755Rdq1arFgAEDeOONN+jevTtr1qxhypQpLFy48JFzmkwma8YWWB5kBEFg79691jEPmoo+L5o0acLo0aNZtmwZJ06cyFOhu5CX261UKGIKealwcnLizZ79Wbx4MTfcX6F61uF8RsmwbQT4BVpjUwpCq9Xi5+fHvR07iJwwEUltxL18Bt6vW27k8CA72HL7ymOYlE1kJ6kRxNwpxTKGdAG1ozmPwJGzDcR+OARTsn2BGTjJxgzi1SqKilBKJWMnKdy+vZ2Iy5MRBDXj3s9g1EiYOXMFs2evIDCwFosWfcOxY8fYvXs3fmXLIjq42damVUR8DHY0SGhHqqxlB7ZPwUZJjb3J4iZSZEi390Yrx2LMoRNlUeTeqPewX/wpgiSh6DLwqp+Cq1oHMiy79ilCp0GQjxUhd8Cwm0bG8at6lkJ/pmxUwMK45URUWo2g0UKOUv9GSaL177/Rd3cwJklCZTbzebd+/KJ6BaOsshExZkGieNbDOjN3TEY2paZiLwh8U7IUGnt7i3WncyfU7drB/bL4V69excXFxVomv+TteBJEyUbE2EhmQSCkTWvSc5XVF0WR4OBgpk+fjoeHBz169CAlJYXg4GAcHR0ZPXo0Xbp0QaVScezYMbKysmjVqhUJCQmEhYVx9OhRvv76a3Q6HYIgMHz4cOLj42nbti21a9d+aUruPykVKlRgy5YtTJ48mVWrViHLMg0bNmTRokW8+uqrdOjQocB9K1euTGRkJL1798ZsNrNt2zb8/PxsrkGdOnWe+zksWLCAHTt2sHz58kIRUwAvq5ApdCcV8tIxbdo0tm3bxldffUV7/Q58kw7lP7D5VHj10X51sMS6XGvdDNfSqRStkoEgFlzWRL7vDVFkAUFUyPQeiFy6DekrRvPBzRg2XTIyuoEdS79eS1yUmeTZ06jS3tYFJZsg6pfimPUSZo2KhI+GUs7fl1KVmoGjJ79GbGD6sTnUcjDSpYgJtawgiSCLEuSodWI2K1y+rOfw75n8/PM96/YiRTz4fN48kjYcZFmt7kiKGbMg0TBrKyWLl0KlqEiUHfnVUPF+nyULKrOJxUc/p3xKDE61m5Lt04sN2lDMwsNjmkSJd98bjZdiJiH8NxLCllFavEERId1yXdTOyG9tQSr3BGmxcadIWtOXWL0dvsJdigjpyIoDd3RTSdnxFZgfihidSo0ggDaHsFEAnUbLsaKVWFrrLet5jv1jE6/G/sEJg4GfkpLYl56GCRji6cmYyZNR/PygaFGreHlAWFgY7777LtOnT2dc3brEfzQVRa8vMLPKoFZzKPBVknOk7IuiSO/evfnggw/Yvn07a9eupWbNmpb13rciPAl6vZ60tDTUajVjxozh9OnTgKUMQZs2bWjdujVt2rSxqcnyb2DkyJF8++237N+/n7fffptbt25x/vx5SpYsme/4wYMH88033wAWq05gYCDx8fGcPXuWJk2acPr0acqWLZuniN6zRlEUfH19qVChAsuWLXuux/q386KETKE7qZB/LbVr17becDQaDYcGONDQO5+skd8XQt1Bj7bGZCaiWz2MgHaxCNKT1WS7vqcoolrBmClRKmg0dv7+3CtThpBGDQEj7SatgWrdSPG6wKjBTrjtSGJRBSPeriJ2JoVb4W6Y9ZYnSbcSaVQ+PxXlrIBRI5HecTHTLy5DUkGXIiY0IiAK96WL7TlKkkCVKnZUqWKHg4OapCQjtWu70rSZI/526WTeOkvtu1dJcPCgeFYyt7y1nCruC4AKM3Ku27NJknCt3hInbRnQ+mAPNDRX4pAmArMgIikKfi1aUdLdleAzcUwMdUZtGoMRiQWqVXRUHUUxGLjzQxIuXe/gWPPRzeKCYx2ZmP4/S0Du/Tk6SKeQhdJoaw1A/8f3ZKlViGYzP7btRM+9O2xEjADYG/Q0jztDrbuR1vN0M2QyMC6W45mZADSvXZvxvXtTqmFDlEc0I6xyPzDXmJHBranTIIeAefAol/OKqRHyzUjy8vLio48+Yvv27cTExFhFzF9Jx9Vqtda05O+//56kpCSOHTvG0aNHOXTokLW+UJkyZejQoQOtW7emefPmL328xu3btzEajWRnZ7No0SLeeustOnbsyPHjx/ONj1m5ciUnTpwgMjKSkSNHEhgYiI+PDzqdzirwzp8//9zXbTKZSExMpHjx4mzfvp2TJ0/SoEEDGjVqhMff6PVVyPOn0BJTyEuJoihcvXqVMWPGkJWeSrdyJtr6i3SuqLJmngCPtsac34yybSSY9HnEi86kYKeybJQVhb3RZrZfNuKb6URNvTsROh13Kldizu7d1j5Per0ejUZjvVkl65Jp8VMLDDoDHqJMBb2ZsWsEVFkWASNpzQS8YWul+cPOgRHeXrirdYwoqsf+KZMuBNR4ThRQpz/cdqmUlj+adMhhiamATE7XhJGmnoeYkdQBk6hGpQjMqqrl9yIKzros9HYOhDWvg2Aw02T+fnQ5GiPaoeewZjyi6W2y5VcR1CIlJtZDcsq/lUFShj7fOXYIV7FTLJV6083pLC6dye+ligOw4aP3sDMa8p0PQLC3RzGbce3Shc+Tk5j3+cMsNR8fHwIDAxk9enSBvbTCw8MZPHgwq//3P5puCUK+L4IAdJKGbWWb0Pn6EcyCiEqRkSZMRV/Fj127diFJErIs07FjRzIyMpgxYwZ79+5l3759NvWIzGYzhw8fZvv27Xh4eNCoUSOqVKnC8uXLKVOmDI0bN6ZixYqPdBkpikJ0dDRHjx4lLCyMU6dOWYPTq1evTu/evRk7duxL6XaKiIigTp06VK5cmdWrVxMSEsLEiROZOHEin3zySb77/Pnnn7zyyivWFPV27doxZcoUgoODWbRoEX369OHHH3987mv/7LPPeP/992222dvb891331kFcCEWXoQ1pjA7qZD/BJGRkSxfvpwDBw4AsKevA238c6gCUQ0fXM5rjbl7Bb5sBma9dVO2UWHjRSMrThg4GS9Tq4RI45ISIdFmIpNlBEEg9/dh3LhxTJs2DXd393zXt+bCGj499bB2TeNLZobvVFAEcHU2UDowCUnzcM5baHmjdDFUKpjulW2xxORGARBBEJEkO2TZAAgoysNzEXTgtFHC/qKIkGmZ5FpVDateKUHN5Lqkylp+1de0cScJghGHgE9wFexxdBpHjKsvqTkW4CSJbK4ZgHjPQN/V4aTrH2YaOSKzFIGKWCwdglai6OBqaErmbxk4G5OazxywBEcq3RdWOhE6vOpIqkZEJUCL46G8/8NXaEzGvC4eQcC+cWOyQ0Mtr0URj+HDSGvblr1797J582YOHTpEp06dCiygduXKFbp160ZxV1f2Fy9hYznRS2qGtJmAo2DAMTOTu64l2PVxR4o4acnMzCQ+Pp5du3bxxRdfcOXKFZydnRk0aJBN1syuXbtYsmQJ8fHxFClShOzsbLKysvKsw9XVlYYNG/L666/TvHnzfNeaE4PBwJkzZzh69Ci///47V69eZdasWUybNu2x+/4T/PDDDwwYMIChQ4fy3nvvMWvWLDZv3kzHjh157bXXaN26NQEBATbXX1EULl++zOrVq1m8eLF1e+3atVm3bt0LSXdWFIWGDRty/PhxvvjiC+rUqWMtfrlp06aX3gr2onneQqZQxBTyn2LVqlUsX76c+Ped8HLOdefvtgaqdnn4+uS38OsEFPnhzTAhQ6bGl5kkZCpU8hRp46/izG0zYTFmarhq6da5N61HjSI+Pp7jx4/j5eVFSEgI27ZtQxRFqlatSseOHWndujWNGjWyMY1/fORjtkZvtb52zlKofcXMewfMlHsjb7xMsJMTc4u7UcvBxJtFTKgE21gK2SyiX+dHiwVfYLLLRJQcOHGiE7KcoxGhAugACVzWSlzI8qZ9zQu0LVUcw726ZCV0uS/I1GgQEACH4kGYPI6jCBoSiy1EzgbRzWIqV3TZ2EkSpwJrIxjMNPrfHgw5qgJrgZ9xwv2+KHoqS4wk8LPgjIskYjDKzKqqJcTLsr+zJLKqShncD+5H+9HkfOfMD021qvjfd71MmzaNOXPmMHfu3DzF1hRFoX3r1sQmJNDLw4OPPIvaWPSude3NUZWlkaaAQkC9VxnY4WHPnAYNGnD8+HEqVqxIz549adeunY3Fx2g00qxZM7y9vZk7dy6dOnVCURR+/fVXa5BvbGws+/btY+/evezcuZPExERWrlxpbaj4JCiKwuTJk9m1axf79u0jMDDwifd9kQwaNIjvv/+etWvXUqFCBZYuXcqBAwesjVp9fHzo3bs3c+fOtelorygKK1asIDY2lt69e1O9evUXuu7U1FSWLFnCBx98gLOzM2FhYbzyyiu0a9eOefPmvdC1/Bt4nkKmUMQU8p9i8eLFfP/9GsLfcaCudz5m9FcnQckGcGYDXMj7fyPDoFB+eQa3MhQiZ7RDXf81ZINIlt4ZxadcniBQsBTOe/AEHBYWxoULF5BlGQcHB+rVq8fQoUPp3bs3ANdSr7Hk1BL2xx5AMciU2pTKrSPJmNVmDr9rh7NaRBAVbp92wateGimSSIRGjewoYF9MzT0PDZKioAgC5a9mcvROc4qU60Dzvn0xJScTH/0T0RkrQBGRlWzb4A0DJK8rQakqN3mviDd3rk22qQ8jodCk2G+c8gxDwEy6x2CSgyPIWL0cwcERh3qNyQo/jCTL1KtTB1dXV3bv3o3Xm5MoUjUQoywzu24ZGp9MBlEAWcGta7nHxsRsPxPHhC3nUIsiRllmQdfqvB5QlOCrCUy5e9fGCmQnCpxsVAW74+HEDB78iFnz4ti6FaWWL8dkMtGwYUMuXbrEhg0b8PPzs44Je3cY74aFMrN4Cbrn7lGkVrO/ZUvuuj38P6BSqRg3bhyOjo4kJCRQokQJ+vTpw8SJE/ONfTlz5gz9+vVjw4YN9OjRw+a9LVu2oFKp6NSpk3VbdnY25cqVo1ixYvzwww9/6XwzMzPp2bMnt27dom7durz55pu0adOGKlWqvDRl8k+cOEH9+vVtBKWiKMTExBAWFsbBgwcJDQ1l2rRpzJo16x9e7aNp2LAhd+7cYfv27f/0Ul46CkXMU1IoYv7/ce/ePd7q1A47OYPTQ51wtXvyH2tFAcUMO4/Y0eVwIq3btHls/YqC1rB27VoSEhI4evQoCQkJbNy48WFLAaDG/Nc4NynEZr/2rk4sr1QUU5YKlaMZ31aJ/ObswMlyjjR2fvD9Uyh2V0/F6Ew0RgUjKj5T3qZGuplS+/YjqtWYtAY0H77Gn+otYP9wfpNJTfS+CnRxOkrbIrW4FzsE5IcDBFHGUEtEcNZjVnmiSC4Qc5OEAZYeNs5ubjRp1gxPV1eOHTtGVFQUAEG//IpfjUb4uttTxEmLOcOAOUWP5K4t0AKTm6QMPbEp2dY5Eg0m6h69iE62/d1ZUN6H/j5FMSUnE/nKq1BAl+2CKLtzB3b+/sTHx1OtWjXKlirF6qlTOXT1Khu//pqj16/jJIrsKFuWYirbAFMF2N2xI2kOD6+ZVqulf//++Pj4sHbtWvr378+GDRsKjI2Ij4+nU6dO1KxZkyNHjjw2XsVkMuHh4UHLli2fqn9QbGwsa9eu5ejRo1y/fh2w9C+aN2/eS1Fz5kF8yc6dOwus3Dt16lS2b99OSEgIrVq1esErfDJkWcbZ2ZlmzZpZqxUXYsvzEjJPKmKeXy3nQgp5hri6urJ88jtcS1GYd0T/+B1yoMiWjKOA2x7069qVkJCQPJVln4QDBw7w1VdfsXv3bmun7NxPkT+2X4TkVdxm26/3MvgiOgOzXsLBU0e6JPJ5CTcaOysIAvf/BO4W1WK4H2xsRsBNSCfcwQEdIGdkICYZ0M/dAbnuj4Igo/MqziLv5qBOATlXFogs45b+CZIpAZXKla8ql+ZCz9etwZI9u3dn4dy5TJw4ka1bt1qDG32Le1KjpBtFnCzF4SQnDZqSzk8sYACKOGlt5jifnpXnR8dJEqnmbMkCUnl44D0//wDQR5G281dMycl4e3ujURROnTlDu169GDtlCtdjYhjt6cnOsn55BAzcb3+g19lse9BVWqfTsXnzZjw8PGz7a+XC29ubyZMnc+zYsXwL3OUmMzOTzMxM7t69mycO60nw9fVl8uTJVhEwc+ZMihUrxrvvvkvog7ihf5AGDRogCALTp08nJCSEe/fu5RkzZcoU/Pz86NGjx3MvaPe0PGh8GRYWxt27d//p5byUXLhw4R89fqGIKeRfQ/EaliJUjuq/ZoXJuKXBkK4GlcQf585RpUoVGz/8k3Lo0CGKFi3K0KFDURSFd955h59//tlmTLVq1TDF32bw4VM07TWQjvfdVDXs7HEvn07xWhncUqsorc2/0WCas+Umq8VICRIQFMUmzVdMU5C2umI2S5hMamRZRBBkKlf+ndalT1HdOW92j4IAihHn5NV8VNqRTsXd8dSo6NOnD2+//TarV68mLCzMOr5jx47Y29szcuRIDAYD+/fvRy6gMeL58+eJiYl5ousXlJDMoAvXycplhTEpCiXtHgoj19dfp9T6dU805wOSv/uOw02bIQgCt1NSACirVrPM24cQP3+GFfGkaEGfuQL7NZVAlNBqtahUKurWrcvs2bPx9vbml19+oX379o/t39OlSxdef/11ZsyYwcGDBx851tXVlUmTJhEaGkp0dPRfOtfceHl58eabb/L111/j5eVFt27d/vacf5fGjRuzZMkSIiIi+OCDD2jRooVNJWMABwcHPv30U7Kzs6lTpw7vvfcev/322z+04oKZOXMm6enp//g1fZn5J4VMoYgp5F/DkVOXAHgt4K91vk2KsGQV3NMbOB8ZSePGjf/ysY1GI8eOHaNTp04sXbqUS5cusXr16gKzJjyLFSVyyBjq9BzIxQoVaVlVpnitdAQBvE0mburz/+q5pFvqpAhAO35HqzKQkiNeRwBcj8mcCutIxKVXUBQQRQW1yohaVOjtmYGTNiXXrCKGlHpoRRVNnW0tDsuXL8ff35/Jkydz48YNADw8PHB2dsbX15fo6GiaNm1KRkYGn376KdHR0ej1etasWUONGjWoXr069erVIykpiUeRaDDx/uWYPG4krQCfVSyJp8ZWYDjWro1bn96PnDMnSnY2p1NTcbvvxtlSugzflCxFK2dnVPnEiSiATlSjk9QsqdWdC1JJtuir4e5ZnJCQENq3b8/ChQupVasWq1atYsKECY9dgyAITJs2DRcXF0aMGPHY8bIso1KpKFGixBOf56NwdnZm0aJFJCcnExAQQJkyZRg5ciTBwcGkpaU9k2P8FUaPHk1KSgpHjhzB19eXsWPH8tlnnxEeHm4Vxf7+/ixZsgR/f3++/vprWrdu/ZdjhJ43oaGhaDSaFx5kXMiTUShiCvnXEBYWhpubG3U+vQp9t4Lvo6vGKgpkJgrokiyi53hWFrIsc+HCBc6cOfOXXErnz58nIyODtm3bPnbs1Uwd38Ul0eH33+h2cA8qrZkStdOstWo8ZJlRt1MJTRcs8Tr3/0rEGXDKzlGx975L6Uyd2ui0WnRaLUn3C2/VOnIORS+hyLa+JTPgaZf7hiVgTGyJzqDhTLZtDRUHBweCg4PJzs7mjTfeoGvXrqxcuZI7d+5QtGhRKlWqhEqlwsXFhdGjR+Pq6srMmTMZNGgQ586dAyAhIeGx8QIxOgPqXGLCQRRZU82PLsXzLybmNW0aZXfuoNhHUyg6aSLOnTvDI2JN2ru4EFa9BpcqV6FSrl5HANjZgSji2r0boYu/ZmLgCAa2+YhDvrUBuBu+g+FD3+HSpUsMGTKEPXv2sHTpUho1agFLwrEAACAASURBVPTEAbOOjo44Ojra1I4piODgYGrUqIGTk9MTzf0kVKlShW3btjFp0iRKly7Nd999R+fOnfHw8KBOnTrMnj2bY8eOPZU79WlQq9U0adKEnTt3UrFiRX744QcGDx7M1q0Ps/kaN27MypUrOXz4MLVr12bYsGFcunTphazvSdi+fTu1a9cusP5QIRb+KWtMYcXeQv41xMfHo9FoyMQel4AWENACfh4MFzbnGasAhnSBmH1e1m1lNRqqeHoSGhpKaGgozs7O1qqcjRo1KrA0OliKXgFs27aN+vXr4+vry/Hjx3F2dqZy5co2Y3++nYxrehrvbVqDSmvG0UuHkssb08qQTbVoI1fuOCHUDMD5Vjrl70XZZB09cCndxpNoPz8iqlRGlGVkUaRe+HFeCQ4ltYbRZl4JhWy783DPj5yTaQQzGfYDmXotnbbFTTaWj8qVK3P27FmCgoL46aefWLlyJWBJaz99+jSdO3emTZs21K5dG09PT4YNG0Zqaiq///47RqORGjVqMPgxGUUl7TQYc8V+mBWZas6PvjHY+ftj5+9vfW2a8CFJ360hZc0aUKtRctdhycrKV+gIDg5oR42kSJs2uPj68maGnkVh6ehNlg9GUWRSLxykrJ8/W37e/NTdl//880/i4uKYNGnSI8fdvn2biIgIxowZ81THeRQlS5akT58+9OnTB6PRyJkzZ6w9m6ZPn87HH3+Ms7Mzw4YNY/78+S8ko6lixYqcOHGCoKAgunbtilvuDDEs37GFCxfSvXt3OnXqxNmzZ/9x4RAbG0tUVJRNZlkhBfNP9FcqzE4q5F/DyZMnGTRoEPPnz7c179+9AnEnwcMfYk9C/BlMZV4jcuCsfLNcUmWZ8w0bEA7sCgnhVkICAL6enjRq3pwmTZoQGBiYJ8Nk+fLlrFq1CrC4XJKTk2nUqJFNPAnAxMt/YvpmNePOfo93fUun5ZwtD24X1XCpvDNmQBAFTApoFDBc8eG1xLM22dMPspSyFXuUHDEZkslEh192oK+pJ6W/ghkJCZmDcVXZo48jNfpD4GGciR16tLVvkFWiFZtqBlDLJf+bg8lkomnTpnniF8Dirujfvz9Lly59qmqxWxOSee/Snzz4RNSCwLJKJQu0xDwKU3Iyxrg4si9d4s68T0CSUHJU4M2NWRDY81Z3stVqOnXqRLVq1dh+Jo4P1oWRcW4fSSd3YEyOY/z48QwYMOAvr+cB69evZ968eURFReGfQ3zl5kFBuI0bN+YRwc+TlJQUwsPD2blzJwcPHmTChAm8/fbblC9f/oWImRUrVjBq1CgA6tWrx/Tp0/P0hwoLC2PYsGEMGjTI2lfpRWE2m7l58yZly5ZFEAS++eYbBg8eTFBQEOXKlXuha/k38yyETGF2UiH/OR4I7jwWk6IVoGYfKNUQGo+CbqtR1e2O58j84xLcRJFmx08w/vgJfnN149eyfkwtVpxyOh2/BgUxduzYfAMM33vvPYKCghg/frw1U6V48eKkpqbajOumFRi4bwve9VMRVSCqHgoYg1rgQnlnFElAlAQEAdQiKBJIFW6RobbN/HngUlJy3WAEWSbT0ZE9bq8THt6ViIuvcOnCK1zP0OGiqNC4nsJij7L8vSkepFLqN5hM92yCaHOjUqk4fPgw+/btY+LEiTYxP+np6axYseKJ4j3yo5m7Cyrx4XkYFYVxl2NINPx114bKwwP7atXw6NGDgP37KDr2MRYNQcCg12MymQgODiYzM5M3anijbPuI2yFfUd6nCHPnzqVv375/eS05SU+39IGIjY195LiQkBDs7OxeSCXanLi7u9O2bVuWLl1K69atWbBgARUrVsTHx4fBgwezbt265+pqGj58OPv372fy5MlcvXqVcePGodPZxmk1btyYwYMH8+23376QdgM5CQoKwt/fH1EU6dSpE+PGjcPLy4uAgIAXuo5CnpxCEVPIS8mDH7qtW7dy/PhxZs6cydChQ7Gzs6N169ZPNId7jx7wGLeAIAiU0Wjo7e7OCh9fxnta2hcU9NRVrlw5BgwYwJw5c3B3d2fbtm24u7tbXTAAVTNS0TqbUeS8T7YJ9ip0BTzxSoqMUWv7nhYjpYjFW0jAAYvrxIEsikuJ2AnZiM52eLrGUKPSPqpWOsTgclfoaCyD+V59LO4ky1+QHMifgjvDSljiUx4lHNRqNS1atOCTTz4hIiKChIQE1q9fz8CBAwHyWBgSDSb+SMsi0WCy+Xdu8ouLUQsCMbqC+yU9IDvdQMKNNLLT845VeXigLevHo2zKZknC8b6lRpIkUlNTuXTpEtFRkYwYMYIN69fxxhtv/O1+RP369cPe3p6PPvrokeMeNDnMbcV7UYiiyOLFi/n111/58MMPuXXrFt988w19+/a1Np98Xsdt3rw5c+fOZcOGDURGRjJ//vw840aMGIGLiwuf5+iPlR8FZc09LTl/W7Zv3056ejrLli17aYoI/lt4kfExhTExhbyUfP3111y4cIEdO3YAD4uPjR07Fk/PR3StzoHKw4PiUz8iYfqMJz5uaGYmJVQqyj6mc62npyf79u1j//79jB8/3ib7Q3BwgFQZQcx7W70hShQkqwRBwZwuofDQciMAr3EYIyICcIpq1OEiZlFE3cJIjOoCjuUvIUlmLGG9UK38MVxuv0aK8WHcgVmQuSe78eVtWJ0YhVFR+Kzik7lyihUrRq9evejVqxcLvlxFrN5IosESVxOUkMz7l2NQCwI6WUFRFOwlMd/5S9ppMObKTjLIMqlGk3U+sNRQeVA3xMvLi+unUji88SqCJIKs0KJ/JcrXL2EdmxB/l3uiG5KkQm3OX5yJ9y1XYImtmjFjBuvXr0etVtO5c+fHXoMnRRRFZFmmXr16jxw3Y8YMtm7dypQpU9i8eTPFixd/5Pjnha+vL7/88gsAfn5+DB48mG7dur2QY7dt25aJEycyf/586tWrR/v27a3v6XQ6srKyaNGiRYH737x5kwoVKjB16lSmTp36TNbk5ubGpUuXmDNnDrt37yY5OZng4OAXbjH7L/Ci4mMKRUwhLx1ZWVlcvHiRDz74gIEDB3Lx4kVat26Nx2OERX543C8BnzBzFjzmqe1cdjZHs7Jo5+qGkJgI+QQf5kStVqPVWjKfypcvb92uZGVhMmlIibbHo3w2YBElt4tqyK7giJTroc7iJROodDWNooKB3GFqAqDBsvYGWGJm1AIgwauOYZxQ3HPNJ+Jun2IjYmRUuAqJJMsKitky17jLMTRzd8mT3lwQOQWLUVGYFeDDx1Fx6GQFXQ47SHo+82enG7i6909ev5xOcD1HJAVMagEZgaEXb2CUFWZ4elI+5U/27g+xug4FQUSVXh43czG4P+/eby/h5GFH9M0rHAwNQTaBLChktn2TviFbkRFRGQ0gihhENXaCmVP16xOXkcGODRu4efMmGo2Gtm3b0qdPH7y8vPKe7FOSlpaGXq8nKSkJs9lcoGXH3t6eLVu2UL16dbZu3cqwYcOe2Rr+CleuXOHy5ct88sknTJgw4YVbHGbPnm3tdL1161YaNWpEkyZNKFGiBJIkcfDgQWRZzrdGT4kSJdDr9UybNo3Ro0fj4uLyTNZUqVIl1q1bhyzLjBkzhs8//5y6devSsmXLZzL//ydehJApDOwt5KVDURR69+7NzZs3OXfuHGXKlPnbc5qSk7n7xUpS8/GxH8hIZ2VSEhd0OhwEkW/8/Kj6/Zp8+ynlJi0tjU6dOuHs7My1a9cA0EVHc/PNdjbNHw1qgcMNPCy9h3Khk8FFX5NmJyxxOIry0BKTGwXbtknpKi3HGrgiSjlSs80SXxwexRnDw95BvcQ9fKxdywf+QwnysdRfcZbERwb5PiDRYOJ8ehYDz19Dn+PnQiMIiIqCLtd4xaAHQcTFTsummgE4Xk5j3/cRyGbLzplagdtuEpuaOWPKoeiq3oiiyY0Lec7dJAikiTUpF69FvN8TShYMJBU7DsLD8zYpArvT/HHPTueOvUXwFs9KJtXVk6DxrWjbohlRUVGMHDmSLl265Jsh8yxYunQpq1evxtXVlTZt2tC6dWvatGmTJ4D10KFDBAYGMnbsWN5+++0XKiBiYmLYtGkTGzduxGg0Eh0dXWB7gOfNnTt3mD9/Ptu3b7e2vPDw8MDBwYHY2Fhmz55doKXlQemDunXrPnVG2aPQ6/XUrl2bmJgYNm/ejI+PzzM/xn+dpxUxhb2TCvlXExMTw1tvvYWfnx8nT558Zj9QyRs32lhlMsxmGkdF4ipJDCtalI4eRXB8bxRK06ZPPOeIESOIjIy0ukCyz5/n9qjulG52yypiokrbc7OUQ77qxCBD7VMZFM+2yIFHiZjcGFHxvUcrylY4hSKDooLoqDosvNkXc46QNzv0hGpH4yDpqdtgM0kaN2vTxUdZYh5YX0QEsnJbsh78duRabFbwJuzbdkSVnsbQqLPozrjg7eaPKDxcT7yHxI+BLujvV192iEmld/RBVPmctwKYRAm1WcGcHoBLdnFitak4ul5Ek0PEGBSRPYYKJCpONkLPWatiRbfyNK8ZwNChQxk5cqTN/NnZ2ezevZvbt2/ToEEDqlWr9rf+v8myTEhICKGhoYSFhXHnzh3AUor/4MGD2N2vYbN9+3Zr6q6Xl5c11b9Zs2Y45qjS/Kwwm80cPnyYDRs2EBoaiiRJtGjRghkzZjxVAcjnQXx8PL/99hvr1q0jJMTSg0wQBNLS0p5pPZ2/wrVr16hRowZ+fn6sWbPmuYil/zpPI2SeVMQUupMKeSkpWbIkM2bMYPz48UyZMuWpGjbmh0ePHri0bo3uUgQZMX+ybuMmTFGRLJw7l3rly0PRoihPYIEBi9tr2bJlHD582KZOitrHB8VgSasGixXmT9+8AkZRwARsTFbTQP8wYNWQLqC531cpP5Qc5phTVCHhtj81E/4gLdCEICtUCDjBYKOar+J7PVwTZmKVopQVEihvTOAPO3dmBXhbg2pzC5kH1pdxEX/et77k87CTc4E5lJd9hzfBZMZ7Zxgzvp8JgIPWmUq+danoW4fqZZrgmumK+cHuBjPuV+4gq4R8jyMAatkMAijOkXyndkBBomuusSIKGYqW3JfNKMtE/hGGLMs0adLE5r2srCy6dOlCfHw8AF988QXu7u58/fXXVKhQIe85PwGiKNK2bVvatm2Loihcu3aNXbt28dVXXzF+/HhrsGrHjh2Jjo4mJCSEkJAQ9u7dS1BQEAEBAaxbt+6Z1UhJSkoiKCiIzZs3c+vWLYoVK8b06dMZMmTIS2dZ8Pb2pn///vTs2ZM33niD5ORkhg8f/o8JGLDECn333Xd0796dmTNn/qW4vEIsPE+3UmF2UiEvLa+99ho9evRg0aJF7Ny589lN7OLCwr0hVBk1iv8Fb6Ny5crUbN0aAgKeyIX0gLVr17Ju3Tp69+7NzJkzrdtVHh44tXoFxRJni04rIeRj8ZSBBbftuJApEZ+jr4+kwbpvfgjCw7yjOlzEU3uH9EATiiQgq0VkSaBhpTBKqh821dOhwle4i1oxcV1TnC7F3Pg4Kp63zkRR9+hFtiYkAxbxsvjGLeqEXeCdCzds3EcP0AB5Andyrk9SIWg0NCn5KiXcLS6ULH06p6IPsO7QIqat64UqI4sJKmfsBAFtuol0tE/0YyQjYC/qyUbNEWNZTIqAQRExKQJHjGXRPwibVsBeLWGnFlnQtTqhB/fh4uJCtWrVbOY7ceIE8fHxfP/99yQnJ7NlyxZUKhXjx48n8xF1Z54UQRDw9/dn1KhR9O/fnxUrVrBlyxbr+35+fgwbNoygoCCSk5PZtGkT0dHRzJs3728dV1EUTp8+zYQJE2jVqhXLli2jVKlSbNmyhdjYWGbMmPHMBIzBkERCwk5iYr4nIzPqmcyp0WjYs2cPJ06c4O23334mc/4dunXrxpgxYwgODqZ58+Z0796dK1eu/NPL+lfxvDKWCi0xhbzUfPjhh5w5c4auXbtSv359unXrxpAhQ6wVdJ+G8+fPW7tPr1y5ksaNGz+2uV9uYmJiCAoKomrVqqxbl7dZocq/JkRZXJ52ejNmUbCxECgKbE5Rc9ckgqDgkMNVE683c/SmP938ryHejxkpyCpjVkRq3TthaaqYM2JYgYqOkdxOLYqMQAP1DS6IpVhf/k1uq9346balv9KDgNyxETFEJqWyIepPkrX26DVa8pQZvr/w1sczOVQZPNLuIqs1JLp5olNrsM/OxDU9hXvO7ug0DninwYQuX3Aj+xTHT4dyKeYEaVnJGEw6btkdY2K1BtSKyeBPijHVlMgpxYf66thHutKk+9YWgBtyEW7pXXAS9GQo2ocCBtBI8FW/2lTxdsXDUcOQnTtp2LBhnkDbI0eOYG9vT48ePdBqtbz55psUKVKEFi1aMHv2bObNm/fMYlXGjh3LmTNnGDRoELVq1cLPz8/mfZVKRffu3Tl37hxz5syhXr16dOzY8S8f5/fff2fJkiVERkbi7OzMiBEjGD58+HPJsImNXc+Vqx+T04Lm49OPihVmPPNj/dN89tln9O/fn7179/Lpp58ybtw4Nm7ciLOz8z+9tP/XFMbEFPLSc/v2bb755huOHTvGjRs36Nu3Lz/88MNT31wURWHAgAH8+OOPrF69mvr16/+l/U+dOmUNxFy9erW1fkpOdNHRJA5rgXfDVFJUIhMqFqNbERNmLE8OW1JUHMuyBKlqZZk1t+5Q1WBgxkEdMw9ZXDxz+/agd9wp7D0y8ayYiYylon7O0zYpIufOleTeiAxkyda9czWyNhfjG+Ak6LETTJgEgR8btkWnydtAs1LcdZpEn8csCIhAqF9VkpzdSLdzsBkvmWSGbg/H4e5uELB02fYuS6K9Lz7XQ5EFCVExc9urHU46f1xlATuMlHrVDb3agcToG2gc7zF4ZD/27t1LkyZNyJYlenyykYbSNSQeEdSswDlTCf4wP6I9hEpEARZ0q06H6l789ttvzJs3j4MHDzJr1iy6dOliM/7111+nTJkyHDp0yGb77Nmz+fjjj2nWrBmpqan4+vrSqFEjWrZs+beyYOLi4ujevTulSpXi1KlT1uy2nJhMJho1asTFixfZsGFDHrHzKMxmM4GBgbi4uDB16lR69+79XOJr4IGAmZbvew0a7MHJ8b9bIC40NJRXX32Vli1bsmjRosI6Mn+BJ3UrFQb2FvKfZMWKFXz55Zd88803f8vMnJGRQbVq1TAajezevfsv7Ttnzhy2b9/O1atX8fX1LXDc9elTMWzbxM0AM9Pa2iPYgYdKJtkkkinbCo5picm8lZHJ+yFGPjtqSctWqVQc3r0b/6tXSVn9OaK7kTJN7qASHn5nzQoIskCsl5bICo42CsBsFjkc3oMUgytOgh5RpfBL9abcdXG3OXbdqKvUiY+wtRQBRkmFoCgcLF+L6OK+YDDjnHiPd7cvQ+BhPRZFEEBRbNslCBI/+vajmCaLJurrmBEQUQgzlqVyegm6Ny5N07cCSMkysv6Xi9y5ssPmvPLDrMAmfU0bi0tOhgf60baKF77u9jhrBGrXrs3Fixfx8PCga9euDB8+3CYo02w207BhQ2rVqkVoaKjNjchsNtO0aVOOHTtG5cqVSUhIICkpiYCAANavX/+3LIH79u1j7NixjBkzhiVLluQ7Jj4+nqpVq+Lp6cn69eutwcCP49y5c/Tp04effvqJnj17PvUaH0dGZhTh4a8V+L6v7wwM+pp53Hf/JebPn8+kSZP46KOPnuu1/i/yJEKmsO1AIf9Jhg0bRs2aNRk5ciT37t176nmcnJwoWbIkKtVf96hGRkbi4eFB0aJFHzmu7Mw53Fw2ma3lHMlSQ6YsEGOQLAIm58ODILCgiDuhDo4Mn2PpBt2zZ088PT3pPnAgmt69KbVpO5JRRDHbfmVFQJQU3LJMiOZcga6ijGf5k4Qq3mzWV+emwZ10O9tg0UrxN/IIGLhfm8ZsQmPQ0ersYYpdjUV76DaeJ29izP3UmY/2kJFwM6fQWH0dSVDQCDIqQaGx+jq/OWRx/PdYNvx+kybzD7D2XBRyrhUoikW0mBUw3o95OWz0K1DAaFUig5v6UaOkG0WctBw5coSLFy8yePBg9u7dy+jRo8nIyGD58uXs37+fjIwMJEli7NixHD16lMWLF9vMJ0kS+/fvJyoqiosXL3L37l2CgoKIior626XwW7ZsSa9evVi6dGkeC9ADvL29WblyJZGRkRw5cuSJ534gxlq1avW31vgobt/eTnh4u3zfuxatZ8mSu9SqOZTq1asTHBz83NbxT/Phhx/StGlT/ve//9GrVy+WLVvGyZMnMRqNj9/5/znPMj6mUMQU8q9CkiSqVq2KyWR66hLxd+7coWXLloSGhtKsWbO/vH///v2fqFMxQJtXB9H53YV5fSS5XusFgXFF3Wn/i6UE+63IMwwZMoT4+HgGDhyInb8/RcZNRyL/gn12enOeOQUBqhSJ5H+vzKRO8T8IM5XBwZBFzbQIihhSsTPoaRJ1Lo+AeYDqXhKOUedwvnGZPge+pm7SKbIFNWKeNdhaYUxmMynp9zCr1HnEiYyAo6DnT8nM9JDL6E0yaWgRcykhMxCsr8omfU126yuwWV+Dm3IR1JKAk1ZCEkAtCThrVdipRRZ2q04Rp4eumaNHjwKWgEyNxuK2+/nnn1m1ahVjxoyhWbNmbN68md69e9OsWTMmTZpETEyMzRrs7e2tLRYEQaBmzZrW7X+Xdu0sIiAuLq7AMSkplrglFxcXZFnmxIkTHDt2DL1en2esoijs3LmTtWvXWi04zwODIYlLERMBGTEdNJcEhHA49EMGY0fFMXRoHCF7smjevAU+Pj7069ePmzdvPpe1/NOIosiOHTuYOXMmKpWKb7/9lkGDBtG0aVMWL17Mv9HL8W+kMLC3kH8dV65coUSJEk99M1myZAn79+/n7bfftkmNflJatmxJ7969WbJkCc2bN39s8KWT5gnSQwWBbEGAohrsvLUcOnWZQ6dmA1hvAi6de2Eurkf5bQJIajDqUMwmBAk0RoUSt3XEe9vZiBlBAK1k5p2q68g65sy0kxuppIpBpZiYXnKkpTO2nDcVSjAZsbt1w5JVpZhRAY1Sj1Mv9SQXnCtTLSPCUrdPke9bYh7+YO+9FMW+iCikQ6fJ8CtFgL8ffn5+JCYmcjMmljvFIN69OmlXT2HOSMZYugaHi5ShmeYG8n230xFjWdKwfL561AjAiEA/fN0d8HG3p4q3JYssNiUbX3d7GwEDlliXmTNn8vnnn1szfUJDQ6lQoQJfffUVEydOZO7cuZbMtJo1OXz48GODu/fs2QPwTGqqnD17FrAIK4AePXrkEeUPLI3vvPMOjo6O1mwprVZLixYtmDNnjlWgHT58mEmTJlGmTJkCXVR/h6QMPbEp2cjpGxHSDJgPO5MeVhTXtER6XD5Potnyf2hQYH3env0pbm5u1lpPHTt2fKa1nl4mXF1d+fjjj/n4449JTU3lwIEDrF+/nu+++47SpUvTtWvXf3qJLy3PKu26MCamkH8dW7du5eOPP2bWrFlMm5Z/YOGjqFy5Mvb29nz//fdPvQaDwUDfvn2Ji4vj3Llzeaqx5iRZl0zLDS1JOZuCppgGrXeuYM5c1e3sZZkp19P45mhZdvx2GLDUL2nTpo3FMpCZSNQfR/D1rUDiu+3xrpeCWZLQO8iE13XPPzJWURBkKHtFR9lEy80wW9DymfI2BvLGW4hZmTjEXEXIJXAUReHK3RQOuNRny9R+qCWFkM/mYjY8rHOzaM9hbt9Lw6HSqxhvnMaYnZ53PYKtS03l7oVv14/w8PTMk2mUZ20CLOlRk441fUhJSeGDDz7Az8+Pzp07U6VKFWtsi5+fH97e3nz55ZdkZGTQrFkzxo8fz7x580hKSqJq1aqoVCp8fHw4fvw4jRs3ZuDAgQUK2xYtWnD16lV27dr1twM5b9y4wRdffEF4eDjJycmMHz8+Ty0kRVE4f/48ISEh/PHHH7Rr1w53d3d27tzJypUr6du3LxMnTgRg1qxZ/PrrryQnJ1uFzbMi+EwcE7ecQyUKGPTZtLkWzt5SDZAUMyYFSv08lX0xlnTjUmo1mwYPwbFxIyhblj3HjjF+/Ph8z++/itlspkmTJpw5c4b169fbtCQpJC8FCZnCwN5C/rMoisLkyZPZtWsXYWFhNGjQ4In3vXPnDsWLF2fUqFG8++67f2sdMTExdO/eHX9//0c+acbHx1OtdjWSE5JRuakImBWAyuURRlBFQaPA5PLD6N70PZu3fHx8cHFxISIigr6dOjE1Ng6VkEKZtolIksJlPwfifO5bqPK50YpmhSbHk9EYFbIVB9brRhFjZ7TpZaAocCnThXoxB23cV4qisPLgMa7dTcbZxY20exZ3x+XQQ+z5cimCJJGclsHMrbup12UId8p3QlFkuBOJ+eZpzI6eqMr+H3vnHRbF+bXhe7ax9KKogKgYey9YUKPGmsRe0cSa2GI39hpLrJhgiYkx9hKV2CuW2CIoWLCCWAAVREV6Wdg23x8rG5EioCbm9+19XVyXuzvvOzPr7s6Z857zPPXRPrnDx+aPOZfmgrRIKdIjrpFwbjNSG0dK9P0BiTx7x87rKKQCF6a2RJ0ch7Ozs/H5xYsXM2nSJF68eGGsWRo0aBA3b94kICCAM2fO0KxZMwD8/f1p2rQppUuXpmHDhvz++++AQWo+p0CgcuXKxMTEcPTo0XeypAQGdd+5c+eye/duDh48SPv27fM1rlmzZkRGRrJ//35EUeTTTz+lfv367N27950cFxiyL9ceRTJ82x0yXo1lXwu6zbRqNh6fT3D8c4ZGPsZGKqWppSWNrKzxGDuGVVeusHPnTg4dOkS7du0KfBwqlYqtW7fi6+vLokWLcnWY/5B49uwZ1apVw9ramh07drwz4cL/VXIKZEyFvSb+ZxEEgX79+qHX67lx40aBxmZKmTcpgK1AbmSqCt+4vNBu+wAAIABJREFUcSPPjJBCoUCVZOg40iZoebjiIeJrbs6IYhYZf7VEYOHd1Wwe74xSBiWL2TNlyhQqVKiAXC6nTp06bN2/nx7Bt1kWHcuDF4arTKWwNBpcjscpUgVakddF6QRRJN3MsGwhE7Vo00qB+PfPgKDVII15gvvjM+gREPl7oSg6MZmwGIMoXrOP/15SqdS4GYNXbaDnjPmUaGW4CE/+si2/dHBiaL0idGxaB/OGvbGt2QZzaztm9P+cWZPHM3NAeyyKulC0XjscO0xEExNB0pl1SCXwScWiKKQCihy8pgxvkUBkvAonJyfWr1+Pubk5ZcqUMabv7e3tWbBgATVq1GD9+vXcvn2bSZMmZamBatSoEfPnzycsLIyyZctSo0YNqlevnmsmw8vLi9jYWKPr87tAIpEwdepUypYtS58+fVC/ktHKDY1Gw5UrV6hTpw56vZ6wsDCePHlC27a5dwsVlP3Xomi06ATDN18jQ5v3ja5U1PHA1oUiLpVYUqYcDSwsOJOSwuQnUTSdNInMG87t27cX6lhmzZrFkCFD2LNnD59//vl/onC2ePHi7Ny5k4iICL7//ntTfcx7pMCZGEEQpgHzgVWiKI58+ZwVsBDoAhQBHgGrRVH0fsNcCmAG0BdwBp4BS0VRXJHXOFMmxsS2bdtYtGgR9+/fNxZf5oe+ffty5MgRTp8+XWCBu9wYP348x48f59GjR7i65qxhcujQITw9PUlLSzM+59jBEatqVph/ZI5EJslumiSKyEWRuHPxPNwYzehvBjF4+BjAkLLeuHEjpw8c4HpYGM5WAteGWeJoKckcSoqZhEv17BFf0Y+R6EQSrprzSWo8F+M9uadtazRSlCXGooyOyNYurQNCnjzH9+YdniYaloZya3H39PRkz5499OnTh1OnTuHm5oaHhwdNW32GSmpJcSsZtsq/az8S03U8S9FS3ErG+NEjuBZ0hcjn8RS1VhKbksGFB7GM3B6UbT+ZmZjMWhhRFHNd4klMTEQul+d4N6zX62natCl+fn4AfPfdd8yePTvHeU6cOEGbNm1YtWoVTZs2zXGbwjJnzhwOHjxIQkLCG9upz507R7NmzahUqRJxcXFGbyalUklaWtpbL3XFpmTQeNEp0rU5F5HrM1QICqVxP1KdFil6ZHodOkHK2CAfPo4MIjg9Hf+0VOQtW+HayIMBAwYUSmMnMDDQmG21tLQkPDz8jZ2BHwqzZ89mzpw5OWoUmcjK69mY95KJEQShITAYeP3290egHYZgpDKGIGeRIAh93zDlduBTYAhQEeiRw9wmTGTD398fV1fXAgUwYLgAFC9e/J0FMAAlSpRALpdjb2+f6zbt27cnPj6e06dPG5+LORhD+MJw7oy4w6OfHqFLe+2iIQhoJBKsmjng0NCWn35dx+XLlwFDl9bXX3/N1v372bF2LbHpEvrsy0ArszA4XQtgrdZT5W4yEp2IVCsi0Ykk3nXjcnonVohf8TjJGjRxmCeUQtTqUEY/RHgtgAFQ6aT8HnANrUxB1SqVAfj000+zbKPX69m9ezdHjx5Fq9WyZcsWSpYsSVhYGIsWLeL3jb9RoahZlgAGwFYpNT6fEPeCGtWrU9TacBEvYmVG+5rO9PPI6q4sEWBpj5pZinnzunDb2trmms6XSCRZlmBeP69XyXRYfpdoNBpWrlzJrl27cHd3z5cezJ9//gnAnTt3KF++vHFZtFGjRvnK5LyJyHgVMmnWm1tRr0cffpW4fQuJWu5J4vFVWGjSUaBDkIBaqiBNbk6GTMGPtT2Jsi5GdXNzhhYpypR27Rg9enShRQLr16/Pn3/+iY+PDxEREf+ZAAZg5syZ1K9fnwULFryXz8//EoVtu873L7kgCLbANuBrIP61lxsBW0RRPC2KYoQoipuBi0CuxQqCILQBWgGfi6J44uW4AFEUzxT0JEz8/yMoKAgPD48Cj+vbty8hISEcOnTonR1LREQE1tbWb0wZKxQKmjdvzoEDBwAYNmcY/ef0p+3nbUm6nETU+pzbbQVBwK2vE8WLF2PypEnExcVleb1qgwZMmjqN4/c1/K7OehEuEaOmUWAcaTc+IiiwA7cT6mFvmYRUqeWpqx6bJ5sxi9qFi0uxHAM7jVZH4L37qDUavp8/H0sra8qXL5+lDgVg5cqVdO/eneRkQ6amT58++Pn5Gc/1TWaKz58/JzQ0NMdujrmdqnNyXFNmd6jCT71rcWl6KzrWenfGhY6OjgQEBDBmzBjq1auX63Z9+vShdOnSjBgxgoEDB7J+/fq3DhoOHTrEmjVraNasGevWrcvXmM8//5yZM2caNWR++eUXRFHkxIkTOSoAF5SS9uZoX2tYi9u/kMc+s+D+RUqXdCHxmi99S0Sz9quGKJVZ96mRyhj5ybeccTG0pFs2Kvj39HVatGhBjx49/nPGi1KplP3792NhYcGECRNQqVT/9iF90BQmkCnI7egaYJcoiqdyeO080EEQBFcAQRAaAbWAvKRQOwOXgG8FQYgUBOGeIAgrXi5NZUMQhCGCIFwWBOFypn6Cif+/NGnShN27d3Pz5s0CjZs9ezZ16tRh3rx5REREvJNjGThwIAkJCfTq1Stfa9+Z4mX92/Sntm1tYh7HACCECUhzUT3IsJAxsHs3EuISmDV+Gnp91qxN7dq1AVBhkU18TqEReZHigsIunnr191Ctxp/Uq7+Hoo7hfJSQTOtbD7DauwtRp+V1fvsrkCM3gqlevTp169YlKCiI2NhYxo0bl+UH59dffzX+WyKR0LevIQmb2Zb8unv06wQEBADkKtJWrrg1Axq70b6mS7Z26oKQqaeSGWxlUr9+fZYtW5an9pC1tTVnz55l0qRJpKSk4O3tzfz589FqDe+bRqMhNjbWuL1arc5R0yWTZ8+esX37dooVK8bp06fz7ZrdoEED5s6dS7ly5Th79iw2NjacO3funWQXn8Y/5fqurQwO2o2ZTo2FRoU08Tkpdy/wua0tp378kd3791OrVi3mz5mC3/6tpD5/lPVzLwhopHK8a/dE/KIfygJmS//XKFGiBEuWLOHBgweEhIT824fzP0e+PvWCIAwGygG5VS+OBq4BjwRB0ABngcmiKOZ1u1sWaALUBLoBIzEsLW3MaWNRFNeIouguiqJ7Xml7E/8/aNmyJTqdjqdPnxZonEwmY9++fcjlciZMmJDnRSa/uLu7M3z4cI4cOYKnpydbtmwhOjo61+0zdUb69+/P2LFjiY6OZvHixdy/e5+pjeYhInspvfLqhQF8a19gQstBnL3sx6Z1GwFD58bevXsZOXIkAC0qlslmMK1D4IXclvIVApBKdchlaqRSHWWrXMacZCRAjUfPUbx2+52Ylk5YTBy9evZk27ZtKJVKpk2bRoUKFVi2bBmTJk0ybpt58Z4yZQoPHjygZcuW3L59m3Xr1lGxYsU3LgFkZnaWLFnCpUuX0OnysPF+CxITE2nRogVSqZTVq1cb9VryS+nSpVm8eDEhISFMmDCBPXv20LRpU4YOHUqrVq1o3rw5HTp0YOzYsTRr1oxGjRoxaNAg1q9fz507d9Dr9QQGBvLtt9/Stm1b7ty5w7hx4wpdx/LTTz+RkpJCly5dsgW2BWXTmYM09brAyJu2rKncniE39rPAbw19fOcD0O+HH1C2aIFcLmfJkiU4OTkxbdJ4IlYPJfmv7HIFapmCbdXaE5vy9t+x/zqhoaHIZLL3YsL5v0ZBszFvFLsTBKEisAD4WBTF3HKno4DGQEfgIdAUWCoIQoQoirllYyQY7hm/EEUx8eW+RgLHBEEoLoriswKdiYn/V2Te0eSV/s8NV1dXtm3bRvv27fHy8mLGjBlvfTyDBg0iPj6eI0eO8McffwBQrlw5unfvzqxZs7K05Hbq1Ilhw4axevVqAB48eGBcBvAs2p5EiQsrzg8EIeuFXC1osG1hw+cRzfhxhTcBVwK5efMmSUlJVChVjG3drSkX5gWvSrC8vDaWNItArZchk/6dbdHoZajsJVjEGb6Mri8SeVDCweCbhISoZEMRskQmY/Xq1djb29OoUSNatmxJ06ZNadiwoXGu4OBgrKysMDMzIzAwkG7dunH16lXkcjnffffdG9+/unXrGt8THx8fbG1tadOmDZ988glXrlzh1q1b+Pr6YmdnV4D/lezY2dkZi4C//PLLLIq5ISEh7N69m/Lly9OyZcs3Ll0sXrwYDw8PfH19OX78ODVq1KBt27YcOnSIoKAgOnXqRLFixTh48CDe3t54e3sjk8nQarXY2toybtw4hg0bVuC6rlfJ7M6rW7cuer2+UNkYbVwckXduMf+4FrVegfqlUsCa6p3YeHw+lxPjcbCxofIr3zUnJyf27t1LSEgIPXv2pHdDN45LBTSvWV9sC3zErquReHWv8U6XAP9r7Nu3jzp16pharfNJQQKZN3YnCYIwANiAoUkhEymGAESPoRspBughiuL+V8atBcqIophjflgQhE1AY1EUy73ynCuGzqb6oiheyu2YTN1JJvz8/Bg2bBiTJk1i8eLFhZpjwoQJ/PDDD/zwww+0adPmnRyXXq8nNDQUf39//P39CQwMZPDgwaxZsybLdiqVivLlyzN27FgmTJiQbZ71wTvwvjQ/2/MKvYyVt6biuXYM0epE5A0/ZsTHxfES9uV5N58ik+HXoAgy6d9fY7VOjnqRCxWingCGL/jpqmXIkEkRgatW1bh24SB3QoJznPPixYs5avQMHjyYtWvX0rFjR8aPH4+Dg0Oux/U6sbGxBAQE4O/vz4ULF3j+/DkSiQS9Xk+DBg2YNm2a0aX5XaDRaDhw4ABeXl7GJS0w1CFVrlyZjh07UrRoUTZt2kTZsmVp3bo1Xbp0yVYTlElcXFyO5/vkyRNOnjyJv78/Hh4e9OzZ851ozcTHx6NWqylevHihxiceOkT09BmE2rkw1X0gaXLDMek1GWhv/4nl+a3cT02iW4cOzF6wINv4oKAg+vXrx88//4y2Qit+OHE3x/0o5RL8JrcwLgWGhYVx+/ZtmjZtiq2tbaGO/b9CVFQUJUuW5Ntvv2XgwIH/9uH8Z6hevfq7EbsTBMEOeN2qdwNwD0OG5jGQAHR4dflIEIRfgfKiKLbIZd4hwDKgmCiKKS+fawmcBIqLovg8t2MyBTEmRFGkcePG1K9fn5MnTxZqDrVaTb169QgPD+fs2bPvRRY9s/06JSUFS0vLLK/l1RYM4H3Fm/W31md5zkKnZMGj0bgmF2dNWQVWVr58F/5Lrv5Hf+8LHjlaElZRSYZegV4CW2/0YNSmo9ipDQq+GolA4EfOJFr83SFjUbI0mtIV6datG2lpaWzfvt2YWdFqtUgkEiZPnsynn35KixaGr/qTJ0+oXr06Dg4Ob+X4LIoijx49wsHBgaNHj7J06VJUKhUKhYJ9+/YZ/YcKQ2hoKGvXrmXz5s08f/4cJycnevToQefOnYmOjjYGUTdu3ECr1VK+fHnS0tKIiorCwcGBW7du4eTkZJzv1q1bDBw4kMuXLxsF9/4JtFotBw8eZOvWrRQvXtyYvcpPYKCNi+Nes+ag0ZCgsGRAm+lkyAwaOTH7FpIW6kcZpTlfdOpI5/Hjc/x/1Gg09O/fn4iICPadPM9Xex5n2wbA2kzG1kENqOlqyKTVr1+fS5cuIZVKqVu3Lvv27cvyfr4LgoODefHixTtvhy8oGzZs4KuvvmLXrl35rnsykf8g5o25R1EUE0RRvPXqH5AKxL18nIihBmaRIAjNBUFwe5m96QcYexcFQdgsCMLmV6b+HYgFNgiCUFUQhMbAcgzFw7kGMCZMAERHR5OcnPxWAl8KhQIPD4+3riXIC5VKRalSpbIFMJB3WzBA/6r9MZNkLWLVCTqKa4pgITdn1ONEvgt7cwBj2BeUfpFK48A46tyMZ+np0TQ5ct8YwABIRFApsgZyaZEP6da2FS4uLpQvX55Zs2axcuVKoqKikEql3LlzBy8vL1q2bMmRI0dIS0vD2dmZ33//nfv37xtVcAuDIAiULl0aa2trevbsyfnz51m3bh0uLi588cUXREZGFnjO1NRUKlWqRKVKlVi6dCnPnz+nUaNGHD16lMGDB+Po6EiNGjUYNmwYmzZt4q+//uLw4cPs2bOHo0ePsmnTJuLi4rItQY4aNYqgoCBcXV2ZNm0a3bp149dff30rp/W8iI6OZt68ebi4uNC1a1dOnz7Npk2b6NKlC0WKFKF27dosXLgwz+6p9OAQeEU4rmfoSRQ6Ncq0BFT3A6lbtw4HThyn94wZuQaicrncaCcwpF9vFELOtUwavZ6S9oY5kpKSuHLlCtWqVWPAgAEEBQXRuXPnwr4VubJs2TKaNWvGhg0b3vncBcHX1xdHR0eT/cB74l2JZfTC0Gm0DQgGpmAoAv7plW1KvfwD4GX2pRVg+3KsD4ZgKLuClgkTr+Hg4ICLiwve3t4UtltNFEUOHjxI/fr135s5XWpqKiqVihcvXhR4rIPSgUn1JyERBcx1Zsj1MgY/7Y6dzhoAJU/Qawv2FVZoROwSNMy7sYWGL0KQ22vQm+vRCQK3nYuglmXvzrm41yfL45EjRxqXU17VvWnXrh12dnY0bNiQM2fOAGBllQ/zy/weu0JB/fr1Wb58ORkZGXTq1MnYGZRfYmJiSElJAaBHjx5UqlQJf3//XOX6raysKFXK8LMlCAJVq1ZFLpdnCUrVajUBAQF0794dHx8funXrxvnz5xk2bBhz584t5NnmzvXr1ylTpgyzZs3io48+Mhqanj9/3njXr1armTZtWp5O67qXHVqnXWoxoM10dlf4BET45OZhRJ2Gyk7OCPmoQXJxcWHevHk8CA3m2eHlqGMeZulWMpNJWNLtb5dxrVaLTCZDoVAwevRoPvvsMy5dukR6evpbvjNZGTPGIAz51VdfIQgCs2bN+seVc7VaLb6+vjRu3PitRQhN5EyhghhRFJtnqvW+fPxUFMWBoii6iKJoLopiJVEUl4qvfGJejmn+2jyhoii2EUXR4uXYEaIo5uAWZ8JEVpRKJUuXLiUmJobu3bsXao67d+/y5MmTd2JBkBtTpkwhISGBrl27FirjU6VIFYqK5mgFLTJRym8ldnHG2lAuptUWQxAK/qMsSAUCajbkWNdWPG9tz0edn2HtmkrVJ7GUiM/+9Xt04xppSTlnFGrXro0gCNSsWZPevXvTqVMn4uPjWbRoERKJ5I2t1YXBzc2NmTNncvXq1VzVdXOjTJkyREZGIooiPj4+3L59Gw8PDxYtWsTduznXc7xKeHg4Go2GTZs24enpybp16/jjjz9QqVQ0atQIKysrZs6cyaxZswCoUaNGYU4xT3bs2IFarWbXrl2sWbOGli1bIpPJkMvluLu7M3r0aHbu3MkXX3yBt7e3UavndaTW1iQoLFleuycZMoNYnVqm4M863Wlu58COo0e5du1avo6pZcuWDBw4kKSbp4heP4Inq79CjHnA+NYV8J/SIktRr4ODA9OmTePq1as8fvyYiIgI7O3tOX36dBZF67elatWqbNy40fh4zZo1qFQqVqxYQXh4OFFRUYwbN47y5cvTv39/NmzYwNChQ6lbty4zZ87Ez8+v0EFPWloaGzZsoFatWiQlJWWxuzDxbjEZQJr4TzNlyhQOHz6MSqXKVe00MjKS1atXk5yczI8//mjUAlm+fDljx47F19cXF5f31zmxfv16vL292bdvH506dSrQ2LCEMDrtzzrGTC9n473ZmAX8gbnkHM4NEhBFkMhyNrAGQxV+BnIkiBygNU8dFVSocBFRlCBHTeU7ySSvs0etlnG6SuksGRmF0pweM+dTolzO6XBvb2+mTZtGeno65ubm7N+/H7lcTmxs7HutAZg1axb79u3j2LFjtG7dutDzFMSsTxRFjh8/zrlz57h48aJR8l8mk3H+/HksLS3x8vJi8+bNWFtbc+/evUIX3eZGo0aNuHnzJufOncszg/gmp/WUO1c4OWAq0xoPMRb0AlhoVCwpGs2wVYvR6/X88ccf+S6+jY6O5s+z5/n151WYmysJCb6d49hBgwaxfft2/Pz8WLp0KX/88QdqtZoSJUpw7dq1d/qeBQQEEBMTQ+vWrVEoFMZA6ZtvvmHLli24ubkRFxdHYmIiSqWSUqVKcf/+ffR6PQsWLGDq1KkF2l9ycjIVK1YkOjqasmXL0rt3bzw9PU2ZmALyzmpiTJj4UHn69CnXr1+ncuXKuQYw6enp1KxZk/nz57NixQpGjRrFnTt3SEtLY8uWLZQpU+a9BjCA8eJRmC6MNG0aSmnWc5OIEp7JDctTyY8t2LvTFq8dCqIv2aDXgk6TzfcRDTL+pDHefEWovAwVKlxEKtUhk2kQZQJ3KlsjcdShF8BcndVgT6NRY1Ms+0VFpVIREhLCmDFjSEhIoF+/fmRkZGBhYUHRokXfexFjpnFir1698tTleROvmvX17duXdevWERYWluO2giDQtm1b5s+fz8mTJ9m7dy8TJ06kdevW/PTTTxw9epTNmzfTuXNnQkND33kAA4auupSUlDfWGykUCpYuXYpOp6Njx47ZjBPTEx5SPCMOnZB1CVEnSKnZrCF79+4lJiaG0aNH4+/vn6/lHicnJ/r06sHKFcuIfhJFjx49ctxOpVKRlpbG48ePmTJlCn5+fvzwww/Ex8fTqVOnd6oT1KBBA9q3b4+ZmRmCIGBpaYmlpSXjxo1DIpHw4sULGjZsSL9+/di+fTu7d+/mr7/+onHjxsyYMYOHDx8WaH9//vkn0dHRTJ8+nX379tGrVy9TAPMeMQUxJv5TiKJIYGAg48aN49NPPyUqKoqxY8fmuv3p06eJi4tj4cKFdO/enV9++YXKlStja2vLlStXaNeu3Xs/Zn9/fywsLIwidwXB2Sp7K69KksED5VOUdb5CUFhxPC6NqWEvmHkxjWfiICIDiyPqs/5oytHSljOU5TFmZimIYtavvqADlVKSY3Gv8FrpcFx6HLde3GLyjMlUqVKFokWL0q5dO37//Xdq1ar1j7XMmpubs3TpUtLS0mjUqBGzZ8/Gz8+vUC7HLVq0YN26dYiiyLJly+jSpQuBgYG5bi+KIkFBQQQFBdGkSRPCwsLYunWrsStp+PDhOXbbdOrUiS5durxVbUZBtJFKlSpldFqfPn16ltcsy9TAVp3K2CAfzLQGdV6FTk3P0JNoIiOpV68eq1at4ubNmwwdOpSPP/6Ys2fP5rk/URS5ePEimzYZxO/8/PxyFJRcvHgxdnZ2TJgwgfT0dJRKJW3atGHq1KkEBAQwaNAgzp8//14dq2vXrs2ff/5J586duXz5Mps3b6ZLly506dKF1atXk5qail6vz9XV/HXCwsKYPHkyAwcOxNramm7dupmCl38A03KSif8EqampHDhwgB07dhAWFoadnR1Dhgxh2LBhuLm55Thm8uTJ/Pjjj5ibm3Py5EksLCyIjIzkwoULhIWF0apVK+rUqfNef2hEUeSzzz7D3d2dffv2FWoOn1Af5l2cl+U5w5LSPBR+60h8cYf6wSHM+sKTot+NYu2tKIbcnsJwXWy2zqUMBJbL+1Cr/nGkr2jGCBqRojPMuGlfjKf21lnGyM2U9Jy1gBLlKnAk7Aiz/GchESTcmHiDjOgMOnToQHBwMB4eHvTv358SJUoU6jwLy9mzZ1mzZg23bt1Cr9djZWVFy5YtadOmDa1bt6ZcuXIF+j+OioqiSZMm6PV6Dh8+nOU1vV7Prl272LFjB/fu3cvy2uzZs2natClhYWEMHDgwm/BcYmKiUazvp59+YsSIEYU63z179tCtWzcWLVqU7yB83rx5+Pj4cPjwYT7//HMAnj49QMTyidjsFUhUWHGkTEN2VmiJTNShV1qwpEdNOtZyIS0tjXPnzjFu3DiioqI4cuRIjqKDFy9eZP78+URERGBnZ8fgwYP55ptvcv1+Hjp0iA4dOjB58mT69OkDGL4vCxYswMfHB71eT5EiRfD393/vnT2iKHLjxg2OHz/Onj17uHr1qrGzq27dunTp0oW2bdtSu3btbNYUFy5cYNKkSfj5+SGRSGjevDlff/011atXf6/H/L/OO9OJ+RAxBTH/fwgLC2P79u0cPHiQ1NRUqlSpwsSJE/H09MxTf+Tp06c4OTnRoEEDvvvuO1xdXf/Bo/4brVZLgwYNqFevHn/99VehAia/KD+Gn/gG/StFvJl6MQ3S13O+4WDUTiJz73mTrpeAqKFJioYVMVEoyFpMnIrA8GJlsLKW0bl4PFIN6GUQc9yRFxH2ZMik2QIfiVRGP6+VxFub0X1fW3SiFlEUCRkegsJRwfHdx7FX/vtWIImJiQQEBHDhwgX8/f158sQg4le3bl3Onz//Rofou3fv0rdvX6pVq8axY8eQyWTZjEJ37drFnDlzqFSpEuPHj6dJkyacO3fOWGScVwC3d+9eunbtioWFBRqNhoCAAGrXro1er8fX15cWLVrky8U6Li6OqlWrIpVK+eOPP7C2tn7jmIyMDL788kuePXvGzZs3KVbMHD//puj16dhslaK9bM2ANjOMOjGQXaBu1apVjBw5koMHD1KmTJls++jZsyeJiYksWrSIHj16vPFcAgMDadCgQY7BWGJiIv7+/nz//fc4OTkRFBT0TsQB88uTJ0+My8yVK1c2KoTb2dmxadMmOnbsCBi+30WLFkWtVtO/f3+6d+/+XpYQ/z+S3yDmjbYDJkz8G1y9epWff/6ZgIAA5HI5vXr1YsSIETkqxL7OlStXmD/foHb77bff/msBDBgKPvv3789vv/2Gv79/obp1BIQsAQyARtBirlfwV5HWfG1VEud735Khy0AAPktJZV5MHPLXnSABCTJuOY0hXeeI8/EHFEs9QGqaHF26DAU6bNMyUClkxsJeQ0AjsnHyGPY1r4lWrkXAUBvi9IUTUeuimL5sOj9P+bnA5/WuybQqaNOmjVEo78iRI/z8889MmDCBn376Kc/xcrmcwMDALMuZ2v6/AAAgAElEQVRI33zzDd27d6dly5aAIevj4uJCcHCwMSDNrx/OoUOHsLKy4sCBA/Tq1YvOnTtz69YtUlJS+Oyzz0hOTs5XEOPg4MCePXv4+OOP+e677/jhhx/eGBxLpVKcnZ0JDQ1l4cKFLFw4FEGQA+kk9dHx0MMGyYOsdShyiYTIeJUxiDl58iROTk7ZCoQBXrx4QUhICAsWLDCaf+aFl5cXc+bMwczMLEc3eltbWz777DMsLS0ZMWIEX331FVOnTqV69er/yBJNZo3VV199xbhx44xK0r/99htffPEFXl5etGnThvPnz5OYmIiXlxeffvrpG2Y18T4w1cSY+ODQ6XSMGTOG8PBwFixYQFRUFJs3b84zgMnIyGDr1q3UrFkTd3d3fH19GThwIJUrV/4HjzxnMu+Uc/rxzw+VilRCJsiQiBIUernRpXq022KeapU4pMWCYLgfsdfpmPsiDjNEY0ZFfPmnRWC+YynqqTR0DTRDI5ZBn9AYIVWCY3wanwQ/pEFYNC2CH+Icn2wcr9fpQKOm2q1zWY7Lrokddo3s+GvbXwweOpgtW7aQkJBQqHN812QK5X3zzTf069ePVatWsWvXrjzHuLm5sXnzZooWLUrDhg0ZMGAA4eHhjB07ljFjxtC1a1fOnDlDVFQUMTEx+ToOlUrFpk2bqFGjBuvXr6dZs2Y4OjqyZMkSIiMj8fT0NGZvCmKl4OHhwYIFCzhx4gQ+Pj5v3P7kyZOcPn2aLl26MGbMGJRKF/T6vwt1HVzj0EmyLpO8KlCnVqs5ceJErnon/v7+APkSn0xKSmLatGmULl2azZs352lL0bRpU4YNG8aOHTuoWbMmxYoVo1+/fmzZsqXA5q8FoU6dOjRt2pTNmzejUqkoUqQIn3/+OatWrcLR0ZHhw4dTrlw5BgwYgIuLS6Hq3Uy8G0xBjIkPjtu3b5OQkMDy5cuZOnVqng7Ijx49Yvr06Tg7O9O3b1+SkpKYMmUKJ0+e5Ntvv/0gCusiIyORy+UFFmbLxEHpwPwm83FTl0SPHgTQSLRkSDSsLLGFIhlqMrSGC1L3pBTMXlsiVgkCC+ztaOHqTLyLB+4NWhDucIdOx2dRJ+QQn4Q8otajp0hFEblOh1QUqfE4JpurtV4iybLUJAgCTv2cKNK2COGPw1myZAlr164t1Dm+T8aOHUv16tXp06dPrl1HmfTt25eYmBguXLjAhg0bCA4OplSpUpw7dy5LwfLVq1fznOfBgwdMnDgRJycnBgwYQEpKClOmTDHqx9StW5f+/ftz9OhRzp07V6jP6YQJEyhTpgxHjhzJc7vHjx+zceNGbGxs8PHxoUKFCjx/fgxR/Lto1lqRwoCq21HKJFiaSVHIJMxsX8WYhblw4QKpqam5aiplvh9z585l7969eRYunzp1Cq1Wy4QJE6hSpcobz3PEiBGcPHmSefPmUa9ePQ4dOkS/fv1wcnKiYsWKLFy48J2L2L2qFp1pzgoGt/UDBw5w4MABpk2bhpeXFwcPHnxnXl4mCo5pOcnEB4efnx+CINCqVY7eoYiiyKlTp1iwYIFRGbZZs2b06tWLhg0bFsrJ930yYMAAfHx8mDNnTqEl0D8v+zmWbgKTHs9C+4oXq0bQEpu2ENDjoNMxLCExW02LTBS5aKEkXiblXMI5Llz1YN22tSg1atBAgsKSZ9YOFE+LM9oQZLZav6oX88wuGRGyzC9VSnHq7URPZU9m9ZqV76WVf5LU1FSSkpLIyMhg/fr1fP/99/kea2Njw/Xr19FoNDg6OqLT6YxeSzlx7tw5pk2bhr+/PxKJhBYtWtCrVy/q1auXLVDJLHgtrDO3SqUiKioq1yxAWFgYS5cu5fz580gkEubOnYtMJkOtjiX07uxs23tYXcGmQntWhBZFLpUw71Aw1mYyOtZywdfXF5lMZsyGhoWF4ePjQ0REBO7u7sZ6lf3793PgwAFiY2Oxt8+5TsrX1xdLS0tq1aqV73MtXrw4nTt3pnPnzuj1eu7cuYO/vz+nTp1i2rRpWFpaMnr06HzPlx+uXLmCTCZDp9Nl+U0RBAE3N7dcC5ZN/LOYghgTHxx+fn5Uq1aNokWLZnk+KSmJTZs24e3tTXh4OHZ2dgwYMABPT89cXYU/BOzs7Iw1CYVFl6Km6HkBXZnX9DMEENAhAmUz1LwufZZpNe/z5Bmzijrga2mJTXwgWqkUNHDUrRa/VOuJTK9DL0gZG+RD86hr2Vqt/6oaw4NSabn6NJVRlgF4Y6bj32D//v08fPiQuXPnFupC92qQIZVK8zQq/PLLL4mMjGTIkCF4enpSrFixXLe9d+8egiBk+5znF1EUkcvlXL9+3Sjl/yo//PADQUFBzJgxgyFDhlCypMHHNypqO5D1c6S8JEHwsWFlC2vUUhH1S52WSbtv0LhcUUJCQtDpdJw4cYLDhw8TEBCATCbD1dWV5cuXA4aW9969ezNixIhcAxgw6Kg4OTkV2upDIpFQpUoVqlSpwtdff02HDh1YsWLFOw9i5s6dS/fu3Vm2bBkTJ058p3ObeHd8WLesJv7fk5iYyM2bN3M0hOvWrRujR49GqVQaxcbGjRv3QQcwYOjC0Ol0b2VWqYvPwA4bxj7pg1wvI4eaXXIyNRAAJWAuisx9EYe9TkeslT2PHLXsr23Filo9MVNmULzIc+TmGXjX6clVVysulvvbRynBUs2DUmm8HsFk1trUd+1Cn459aNSoETt27Cj0Ob4vzp8/T7ly5Zg5c+Z717DJzPKUL18+zwAGoHv37iiVSmrXrs2gQYOYOXMmjo6ObN++PV/7srKyYu3atdy+fZtVq1YZn9fr9Zw/f55z584xYMAA5s6dawxg1OpYwiOyFmFLksFuq5Tn8iJI9TkX906aNMnoP/To0SNjrVpYWBhPnjzh5s2bPHnyhHXr1lGnTp08j7tHjx7cv3/fWEeTF0lJSWzbto3ly5dz8eLFbJozer2exMTE91KT0q1bN0aOHMnmzZuNGV8THx6mTIyJD4rr16+j1+tzLOLt168fJ0+epGvXrsYWx/8CmXL0OXVh5BepvRmiTk/z5HqUDS/JSLcFaF5zDL5mruSopQWfp+bsP6MFnHVa4jR7mfOFDG16UeqrrzCgyi50eilSiY6Nwd1ZXNoRiUUkjW9IKRttRXCZpFyPK6HoOE5r7XiQHENiYiLlypUr9Dm+D9LS0rhy5QqjRo36R/aXaXj5pgAGoGzZsvz0009s374dHx8fkl8aMhbEP6h3796cOnWKtWvXUqFCBWJiYvDx8eHhw4c4ODgwaNCgLNunp0chkSjQ6f4OBqSxAkiheFp29d7M4t4irganb41Gw6effppFK8XJySnP7NTreHp6snDhQp49e5bttceJaq5Fp5MUeY9bZ/bz53FfVCoVUqmUtWvXolQqqVu3Lh4eHjRq1Ij09HQSEhLe6gYhL5YuXcqff/7J9OnT2bVrV4HO08Q/gymIMfFBUalSJWxsbJg4cSKtWrXKUlT3ySefALxzt9v3TWJiIoIg8PTp00K3e0utFFi3KU3ykQhKqZ349kk/vJ23ohY0L5eUQBQEZhV1wE6no5Jag8NrhpMy4IlMhoCIKNFgrYxlYLk/UEi1IDUUeQ6ososf7llh/UzPjXKxOCQpuFcyNVsWBkAjr49d7CpAStctGQQHBzN8+PBCnd/74vbt22g0Gg4ePIi9vT1Dhw7NsVD8xYsXREVFUbNmzbfaX2hoKECWz21e1K9fn/r166PValmxYgUbNmwocKvuihUrOHPmjFEtuGbNmnz//ff06NEj23EolS6IojrLc7oiEpLkDjyTWtHs8RWOl2loeEEQ6Ole0ljc26ZNmwIdV07EpmSw4+BxgGxFvSvPR7H74DGSgw6jjr6LIDejVfuuLJoxAVenMhw7+icXLp3l6LEjLF26NMvYd3FsOWFmZsaBAweoVasWEydOZMOGDe/N8d5E4TAtJ5n4oChWrBjff/89ISEhDBo0iJs3bxo7Dy5evAjw3r2O3jVjxowhJSXljTolb8LczQ6khmiieXI9Zj0eipk+qyR6hiBhbHFH2ro6c8TSAi2QLAioXgY48a/cQX8SlYRCnbVjStDrWHwomRk7dKxcrcU+LTH7j4QIxZ6bY55+CUFUI4gq4m/EIYoitRvWfqtzfNdUrVqVwYMHI5PJmDlzJq1atTIuSYiiSEBAAP3798fZ2ZlatWpx4sSJt9rfoEGDcHR0ZMqUKQXKqMhkMoKDgylfvnyBP9/m5ub4+vqydetWrl27xrVr1+jTp0+OgVRcnB/6V5aMBEHOI9sfGNB6OhObDDMEMIJgdBL1uRxJbEp224D8cDk8lhl7b+LlG8L9Z8lsu/gQj0Wn+CPSCkEqY9SEqXy/+nd8/wrku/mLWTuuB7FHvNFnpGHfcgglh28ionIfNLEO7J5/nbQbxagh647vDn8ePnzIunXr6NWrF3v27Mmzg/FtKVeuHOvWreP69eusXLnyve3HROEwKfaa+CDx9vZm/fr1AJQoUYLAwEAUCgVVqlTB2dk533UDHwKhoaF0796d9evXM3DgwELPk3j2MclHI4yPE6TJDCg3gwxJzv4ySr2eTVFP+aGIPTogzExhDGKs00R+2qQlfrYGXo2D1FB8hhxpiuEippXA0JFSki1fScWI0CyoCP7V49DIDb8fiZcSebzqMf1H9mfC0AmFPsf3ydGjR5k0aRKWlpa0bNmSe/fuERISgoWFBW3btsXPzw+tVsutW7featngzJkztGzZki+++ILJkyfna0xaWhqNGzdm7NixeHl5FXrfeaFWxxpVejNJ1jgw8dwcNLqcrwPWZjK2DmpATdf8dVDFpmRw4UEsP54IJeyFIYgz14OtXiBRIqJ6GRGn3D5NwpmN6FJiARAkUqzKNcStRjscXWqgkQokCSI1tHLqp2ddMBAkULtNKSo2cMLcSk7MY8MynE6rJzTgKamJGVgXUSKTSVClaDAzl1GliQvO5QrXBZbJ119/zfr16zl58qRJlfcfwKTYa+I/zbhx4+jVqxejRo0iNDQUrVaLq6srNWrUyOZZ86GTWcD4Ninv5ItPsgQwAHY6a8Y+6cMy560ICKQLGcY7aDAU3fZ1KYEC0AAzXsThZ2GOn8SCOvdFxDQBuy1SEvrqEHQgSsFyu9QYwADoBYHicZBs+fd+JTpQaKToX0nR2LjbYOtux9bVW2nj0YYaNWoU+lzfF7Vr12bIkCE8e/aMK1euYGlpyYwZM2jfvj2WlpY8ePCA7t27079/f44fP17o/Xz88cdYW1uTlJR7LdHrBAYGotVq+eyzz/K1/bZt21iyZAlqtZoOHTpQrFgxNm3aRJEiRWjTpg2//fYbtra2HDp0yFjUm54eZVTpzeRxcqlcAxjIKnj3JtacfcCCo3cAcNJAI60UqR7cNXL0GFYkLym0xMh0ZFRogU3ZllR9Gs2jmHtUcqmFnWVRQ9bvDavFoh6u+j7iqu+jXLd5ej/rex968RklK9nTaWzhM4WZmjH/lMGpifxhCmJMfLA4OTnh5ubGkydPjD/E165d+yBUeAuCn58fFSpUKPQymC5FTeLBBzm+1jy5HrXuV+Kh8gLfldxLxisJk4yXywKZFRDzizrw+4U4+viboRHAXAPCFSlmoRJ0RUQksQLS1Kzzy0SRF3ZZC2JsVFA0SU2zIBvO1k5CKzMDQY/9hBlIv/2RiRMn4uPj80H82IuiyIULF9ixYwdnz55Fr9djbm6Ou7s7Hh4euLu7Y2FhAcBHH32Ek5NTgYKPnLh79y6JiYkFqn/KLOqNjIx847ZnzpyhT58+lChRAmdnZ7y9vdFqtVSoUIGwsDCjW7VCocjiN2Soh8matRNfa7V+nVcF7/Ji0q7r+FyOxFwPXZMUOL2yCPmqC7qHWgbqvy87gn0ZXO3L5Dl3anoSl++fomTRcnxUotobjyU3Iu/E8+R+QqEzMgcOHMDd3T1f1hAm/jlMQYyJDxpbW1uSk5Px9vZm0qRJfPzxxxw+fJjQ0FAqVqz4bx9evnn+/DlRUVGFCmR08Rk5tlRnYqezxiG1AXNiNjLb0QYZoEZAQDQEMi+RiXDngR3ltH+vIIlAhlpAGiWgFkRcKycTF2qFIDHc8TrVS8IlzpUEKxUAjW7r+OaoiE7yAqkeSr6wZl+LroS5NUKU2qCYWZxnowYya9Ysli1b9q8rJu/bt49Zs2bh4ODA5MmTcXd35/Tp0xw8eJC//voLMNRheXh4oNFoePz4cYE7mdLT01m1ahVbtmzht99+o3r16nz00Ufs2LGDgQMH5qvI9/79+wDMnz+ffv365bmvjRs3IpPJ2L9/PxYWFqSlpREbG4urqytarZbatWvTrFmzbG3BCkURKldaRMidKQiCDFHU0rrO1yy7nHN7vrlcQjXn3APR2JQMIuNVaLQ6fC5HUilDymcqOVKyBi6vktvzOfHw+R12+/9M2LPbxudm995KUZvCL/U9DokrVBATERFBeHg43bp1K/S+TbwfTEGMiQ+Wq1evsnPnTpRKpbF1d/jw4Rw8eJCYmJj/TBAzffp0PD096dSpExcvXswmSvZGFJKcrzIYnhZEER02NEjog2/6aqJlMiz0ejxdsjoqqxEoFpdVc1clh80tBGo9EGl4D2zdVDhUSEOTKkVuqSPWTEJoSRUIhjqab46KmL1SC9z6ZjJa4RxrXD5GZQ5WVWrwxZx5/Dh9KlOmTKFdu3ZZsh3/NMeOHaNMmTLcuXPHGEx07dqVlStX8vDhQ44fP86JEyc4duwYarWaQYMG8c033xRoH3PmzGHRokUAxMTEoFQq6dmzJ4sXL0atVr8xiHn48CHr16+nQ4cOLFy4MMdt4uPjGT16NPv27SMlJYV27doZ31MLCwvjvzPbkRUKBaIoZgsiS5TogINDI9LTo1AqXVAoitDH4yabL2RfmhEh16Wk/deimLz7BnKJhHStDnM9fKqSIytAkAKg1Wl4nhhJcVtXpFIZak06Vx6c4a/gAzyKCc22/ZUHp2lb+4sC7eNVXCvn7tOUF/Hx8YDBwsHEh4UpiDHxwXLq1CnkcjnPnj3DxsYGX19fxo0bh1wuf6Og1oeEm5sbM2bMYPr06cydO5e5c+cWbAK13tCV9Frtgnm9YqiuxoAOVKhJw4mPdHKK6A3dJHNexDHDsQiZCwg6EW6UkdAk5O95lBroeU7EViWATI/cXIdEBjKlIWqKlsuRCAIgUiwBtFKyBDE6CcjEVOoF/0VknXIk6YsxZfx4Hl+7yoEDBzhy5AhFixZl+/btRqPDf5LHjx9jbm6eoxVF6dKlGTx4MIMHD0an06HVavPdGv0qmQGMXC6nWbNmgGHpoUaNGkbzz7w4f/48AMuWLaNs2bI5brN69Wq2bt0KGLqRxo0bl+N21tbWjBgxghUrVrB27VoGDx6cbRuFoggKRRHAkE3xuZx9CctMJmFJtxrZlpJiUzK4/SSJSbtukKHVk/4yui6iF3KLs3MkPuU5fiGH8Qs5TLIqHqXcArfiVXkYc4e0jGRK2JemR+NRXAs/x9P4hxzdfoEHoQ+Ju1v4RpSSlewLvZRUu3ZtPD098fHxYdKkSSgUijcPMvGPYGqxNvHB4ufnR506dbCxseHZs2e0b9+eZ8+eMXfu3H/tzr6wdOzYkY4dO/L999/Ts2dPfvvtN+Pd3ZuQ2pshSLLf4aquPgdEgiWRbDc7zyF5FKLwd4TRUJWORBSNLbM6mcDqdhKSXt5ci0BSCz13XJ05XaU0Qc4liAy0R68V0KkFtDqB21Fu6F7u+rkdyF4roZDqAdGMBlfOMVE1j2XiMHTxvqzevBq/+37s2LuD1NRUJk+eXGgDzLdh0KBBhIaGvtHpWSqVFiqAEUWRSpUqYWZmxrZt27C0tOT58+fcvn07V7PE1/Hz86NUqVK5BjAA48ePZ+/evYwcORIgz/fz66+/pk6dOowaNYrExMRsr6vVsSQl3UCtjiUyXoX8tQDPQi7lt37udKyVdelz/7UoGi8+xbAtV5Co9ZTQCpi/jFzS5IaLSeSL+xy9spmktLhs+9WLekIeX2bNsVnM+v1Ljl3dRinHCoz9ZjItm7UlIfU5lUrWZUzHH/ll4e+MX/AVA4f0JVmVwPk7++k3qS1NexTOm6tBF7e3KuoFiI6OpmTJkqYA5gPDlIkx8UHy9OlT7t+/T5MmTYiPj2f9+vXodDp++eUXqlat+m8fXqGYPn06SqWSM2fO8Mcff+Dl5cX169ezFF/mhNRKgV238sTvugfaV+53dRAsicRfHgoCJGPOLok7vfQBCBiE7eTAqyofUp0hGLFRgSiBO21L8viZM1YX44lxtWBvbCXsgtNRWmiJ1Vug0ilociMZv5pxJFmYs/qzVIYdFdFJDAHM6So2SEQFEpkOWbIWwTyDLZensDPBHLlEjlavZcT8ESz9dilTpkyhV69e1KxZ8x8TDMv08HkfSqsqlYqdO3fSqVMnmjVrRq1atVixYgXe3t6AoUvpTWRkZHDp0qVsyrqvo1AojAaI9evXp1+/fixfvpyxY8dmUc8Fg7dQxYoVuXXrVrb3+enTA4TcmYogyBFFDSVKLUKjz3oZ0IsiVZ2zujLHpmQwefcN0jV6KmVI+VSlRAdIgaPmGh5aidxSH2fd7iUAhEZd46tWM7CxcCA1PYmLd49x/vZBYpKisFLa0qpWT5pW7YBHl/IUr2D4/KtVetKTdChtpCjMDYFV40/qwWxQqw3l6XXalqFyI2djW7WVvZIHQc+5dCgcMZdUkL2TBe5t396s8cWLF6SkpJCamoqlpeWbB5j4RzAFMSY+SLRaLdbW1mzcuJGNGzcCULly5f9cZ9KrWFhYMHPmTGbMmMGxY8eYOHEiH330ER06dODLL7+kadOmuY61rFUMqYWcF1uCQWP4tVah5qL8bhY13RvU5Z7DPSbHxWGn0/G6goxOCsUSAETuuZVmjvV31LK+zNCPfkbUg0QQiTjrTGSENWkOGTjINJRPMqOxQs9fNs7cqFCD/c8DsVCng2iGRDTclYp6gQxrJWG6EmyPe45GzCDjpbT9GcczjBgzgtU/rebYsWPY29uzfv36f8SiIDw8HPjbDuBdodPpqFq1qnH+xYsXG1+rXr06Xl5e2RRpc+LKlSukp6fnu7UaoG/fvpw+fZoNGzawb98+GjZsyOjRo3F1dSUjIwMvLy927txJ48aNs2Qs1epYQu5MfakTY+hjfvpoCgs67WHanntIMjLQSaSMubYH2Vk9tGtnHJuZsRH0ej5VyZEjGM1GP1PJKd2zHOO/HEG5cuX5rGUnVv66lGlbelDCvjSxSdFodGo+cqrGoK+G0rH7Z+jTpVmCFQCFuSTLY4Bbt24BWdV9za0VlKpSxPjYwcmNah+7EPM4mcchcTy9n0Bs6jPMLcxo8nkt3Gq8GyE8b29v2rZty4EDB+jdu/c7mdPE22MKYkx8kJQsWZKzZ89y/fp1Ll++jJubGy1atMixtuG/hiAIRv+ZgwcPsmXLFtatW8fZs2dp3LhxruPkzpYGe4GXj1OE9JfdHlnrBHZZWyMKIpNj45n2Io4FRYog0RgCmGGH9dioAAQ+Cn9MkZQ4hlmsRC7RG26rAbemj9hazpyMl2U4PW01BOiLcTH2ARKzMPa1gNaJ5hS/YIlEpkPUC6Q3t+Zb8++QZ9yneKo3pRLSeW4HyRYCUkHg68m9mT9nPqdOnWLQoEFMmDCB33///b0vC3bq1InVq1czcuRIAgMD39m8ly5dIjw8nFGjRtG3b1+CgoIIDg7Gw8OjQJnCu3fvAhTYxPTXX3+lVatWHD9+nN27d3Pv3j22b9+Or68vO3fupG/fvsybNy/LmJx0YgRBxieOMWw8sZCnUkuKp8Vhp04levpNLD08kDkYCmFL2puj0eux0wvowBjAaHUabkf6s3nYZMLDw5kyZQpffvklzVo35Mzpc1wKuISHcz06t+9OtVqV/w5S8tl9X6tWLZycnBgzZgytWrXKtW3f3FqBS0U7rt33w/vgEvz8/HBwcOD2gNs5bl8Y9C9tPEqVKvXO5jTx9piCGBMfLHK5HHd3d9zd3yja+J+kdevWtG7dmsTERDw9PWnSpAmVK1emY8eOtGnTBg8PD86ePUtERATNmzenYsWK2HUrT8Lue4gSATN1dr2KVFkq9nodk+ISUAJdU9NokqAmwL8Y5hmgMoMkc8NykkyvZ/z55Wjb6Hl10UEDWOkdiderkMhS2ZkoB+LRvpLyOWaTzhTPCMyeK1DoJEwtPg61YMbH16OZuDUVrdRQP/NLO4HAKipCbgzBqup8uvwfe+cZGEXV/u3rzOxuekgjhS49kNBCSQApgggoHRRRREVB5BGxIBZUBClWBBUQLKAiCkqTHqp0CKAQSCjSQ0kjpG6bOe+HJZtsEqr4f/R99voCmXKm7O7Mfe7269ULPz8/OnXqxOjRo3n22WepU6fO32acBgYG4uvre8dfPKtXr0YIwYMPPoiXlxctW7a8LSXlLl26ONvn79+//4ahxUKMRiMDBgxgwIABdOjQgccee4xFixbx888/U758eebOnVuqMqnMPjHSjpoBgdJKuayiPBZhMGBLSXEaMcG+HrzfpwFvLfiD4sGrKctGcjo1GVVVueeee+jduzfg8Dre/0AXhj5TOrH4VvD39+f999/niSeeoF+/fqxZs6bMsv2ZM2fy9ttvk5qaSmhoKH369OGXX35h7NixzJw58y+dQyGnTp0CwGYru0O2m/8O//5prRs3/3LKlSvHnDlzeO655/D29uajjz6iQ4cO+Pr60qVLF4YNG0ZkZCRVqlThSqid8NHNSOlWFRMm2tgiERKnM8asmImw2yie8hlqtFPQJJ/RT6qM76/y7HCVrZECEDTYdLrUTEbByLlTg8g7PhrrlQYoQIRFJ+6KRpjFMRvVdBObVsVQY6qdCjM0vhvzEvf/to6X532Hhx18LI4qpmErJL75Oh9CdXcAACAASURBVB9eFCzc/zpLUv6kY8eOjBs3jk2bNvHggw/Svn17XnnlFRYvXszFixfv6L3NyckhNTWVkJCQOzru4sWLiY6OJiDgr7WyDwsLY8KECRw5coQXX3zxtsY4fPgw4KiSOn36NGPGjCnzRV/YJ0ZRPFFVXxTFk8i6kykIrUWydxhZpqI8D2m3YyzR00gCBYpgg5+GDYkwKUQEOYxDTdPYsGED7dq1o1evXnTt2pUuXbpw//338/nnn/NX5G0aNWrEiBEjiI+PZ8aMGWVu884775CamsqkSZNYs2YNL730EoqiEBwcXOb2t8Njjz1GlSpV/rIGmps7i9sT48bNP4Dw8HCGDBnCkCFDyMvLIyEhgb1791KvXj3q1q3L888/z4kTJ7Db7ai+JjRPFZsKNezhBFl8+cVjFwCXPS5zyWBw+WFnKgofRPliVYQzDjDzfoUGpzTK5QvSDumUr69gR6BIA3MSHybX4sgjsFzoy0Dr78RFWSjM5NyRpLLSQzJsWwImDdAcJUvPL5yDRXVNJNVUCM4SZHkLFmao+CVvpXX5qowZM4annnqKdevWsWbNGlatWsWqVasAqF69Op07d+aZZ575y83y/P396dKlC7NmzeLll1++Y3k4KSkpBAQEoGlaqcTaW6VNmzY88cQTzJw5k/bt2/Pggw9ec9upU6fSt29fl6aJAQEBREVF8cgjjzB48ODriiGW7BOz6rCZ0b/sw3D3MGxWKy8cXka7lN+JmPCu0wsDjsTetxceINAiOabYOOZvo7yiMufXObz1xkhq165Nw4YN2bBhAzt27GDixIn4+voyf/58Zs6cia+vL4MGDbrtezRo0CD27NnDyJEjiYuLo3Fj10qjKVOm8PDDD+Pl5YXBYODkyZPoun5HjRhvb2+klP+VVgFuro3biHHj5h+Gj48Pbdu2dfYcAUdL/MzMTGfuRK2K5bhytRrDE5MzMyasIIzkwGTeCgliXHomduB0CaMGilUpXRB03VOAR66Zj4OqsuDiC04Dppwllyb6XuLamSkeb4qL1DAutmOyuxoYKhoeNtcZd+FxAIRdoGencTrnIiHBlQgPD+fRRx/l0UcfRUrJwYMHiY+P56effmL69OnYbDaefPJJfH19nfpZkZGRtxx6qlmzJlLKO5rcO2nSJIYMGeIUe/yrPPfcc+zdu5fBgwcTExNDjRo1ytzu2WefLVU2PXr06JsWmoSiPjGOiqPdmK8miqOa+KRRP3p9MZlylVwFDvdtSeHxDJNLRdJ5f4HZw4viYrx9+/Z12e8///kP9957L5988gmNGze+bU0tRVGYMGECffv2pWfPnhw8eBB//6IKqowMh5BkrVq1AId6ebNmzRgzZgydO3e+qSTrG2G1Wjl//vxty4e4+Xtwh5PcuPkX0KFDB7Kyspg2bRoA5QO92N8+DLMClwxmlKs/5RBrCMEFwaz28eG+yhV4OiKU58LLk1vCo1FUpSRI218OzxzBqEuniLReoreymX7n1vNF+lge7fpL6amOBh1OyVK9WYUdpCIcUgaqikWFRcXSRDRFkpcvSd7fh4sXf3XdVwgaNGjASy+9xK5du+jYsSOzZ8+mdevW3HvvvfTt25f+/fvTtm1bxo8ff0s9Z44ePYqfn99NNZ67WQr1c+5U6bbRaOSDDz5ACEH37t2xWCzX3O5OhcbK6hFjNKhclK79cgpyrPy58gxGBJ4IjAiHvIBdR+Sl8/bbbzNp0qQyQ0ZCCBYuXEhYWBijRo0qs2/NzRIYGMgHH3zAmTNnSjWMTE9Pd/lXVVUmT56Ml5cXPXr0ID8//7aPW4jJZGLMmDHs3LmTrl27MnHiRP78s2xNMzf/d7iNGDdu/gW0a9cOcGgwFdK+bXX6tPNhUpQPdlHUJCMuLQ4kXFZVDnl4cEV1qNkgwaSpmGzFq5RAKGDLU/EEFnhM5D1tNo8fW07eI1aHB6aktaICVxwLNV+JtaqO5uswakx2DQGouo4qoftOmP65RqtEDQTY7Av48Hw+3yW8itWaUea1CiFYtWoVGzduZPTo0TRp0oRp06bx/fff07VrVxYsWMDnn39+0/euX79+5ObmMnz48Jve50asXr2aoKAg6ta9veZrZVGhQgXGjx/P4cOHb8mzcrsUVhwVpyzV6rNns0u9KTJyL3Hxm2doGFmLcePG8frrr/Ptt9+WeZzAwEB++eUXUlNTefvtt/9SfkzdunURQjgrhQp54YUXqFKlCqNGjXI2kQwNDWXixIkcP36c559//raPWZw333yT6dOnU7VqVRYvXsxTTz3l9AK5+e/gNmLcuPkXcPDgQQBiYmKcy0JMBsY2rMZFHyjuF8kz5FEqgOTI4yWkQGP6TOkiPSB1MPpohZtgz1fRQ0CUFDiWgA3+3B2BIUeQH6Nx6V0bGSPsXHrXRn5M0Q6qlBh08LE6EnyfWSXxMUsEZuwS5mcqXLiSdM3rNRgMtGvXjgkTJrBixQqee+45HnnkEebNm8fTTz/Nl19+SXx8/E29EFu0aMHQoUOZO3cuc+fOveH2N0LTNFauXEnr1q3veFVVu3btCAgIYOrUqU6ByutR2ATudiisOPI0Kvh5GPA0lpYaWPp7Cg/O24PZ4vplSEk9xKULrnpLGzZsuOaxWrRoweTJk1m/fj3z58+/7XM+duwYUspSumn+/v4sXryYzMxMpk+f7lzeqlUrnnrqKb788kt++OGH2z5uIaqqMmzYMLZs2cLOnTtJT0+/YTdoN38vbiPGjZt/AXXq1CEoKIgXX3yRjz76iAMHDiClpFdYEIubRGOURUaMj90HWYbsdZfcPJakn6VagwyEqqMYdYQqCY7MddnO6KOhpIMsma9qhzObGzG5yX+Yd7+RrIEamEB6ASbIGqih+ZZtVGgKNDku8ct3rFeRnMs+eU1vzPX45JNPqFmzJi+++CKdOnXi3XffvWG44JlnnqFZs2YMGzaMpKRrG083w969e8nKyrqtkuobMXfuXLKysqhYsSJBQWWLFWqaxooVK2jTpg3e3t7OZpA3Q3HJAYDujSqybfQ9fP9UC7aNvsdFaqCwS2+WprPKy4YNiUVIVKPCq+8+x9mzZ/n666+ZNm0aP/74I7Nnz77usV944QXatGnDhx9+SHJy8k2fc3Hq1KlDzZo1ee2110hJSXFZV7t2bYQQzlBfIcOHD6dx48Y8/fTTzr48d4LCkF/VqlXv2Jhubh23EePGzb+AwMBAPv74Yzw8PHj55Zdp2LAhoaGhDBw4kFN79hNLHWeZtYfuQUx6DIquOJcFahrvpGfiJSVhVfKp2S0Vvzo5SCnJPOLL8V9DuXLa8fA3eOpUqneFwHkK2HGMcVX8uuHZA4QVSLIqS0e1UjGEBlpw2UaMlxUej9eZ/rlGy8MaGpB5+kNWb2nD5iMzyDSX1tq5Ft7e3uzatYsZM2YQFxfHggULrqn+XEjxHInu3btTUFBw08cryZo1awCIi4u77TGuxfr164mKiuLMmTNlNs2TUhIdHc0DDzzA7t270TSNp59+2iXMeC0uXlzGtu1t2Lf/MbZtb+PMSwr29aBh5YBSYo/Fc2aOeGh84W9meaBG0+H1CbxLZe3atXTv3p3nnnuOhx566IaaQoqiMGfOHGw22015mcrC09OTjz76CLPZTM+ePdG0oi/hpk2bsNlspRpGGgwG3n//fYxGIz169MBsNpcc9rYo7BX0d3wP3Nw8biPGjZt/CTExMSxZsoT4+HjGjRtHs2bNWLJkCV0f7UlBeg6GYj/nynmVaZ9yL4UJLRXsduw4yq0TTSYyVYXsJD/QFXSbgtQULuwOwGZWsJkVCNK5WMMCOs5QFAbIekQnJv04iaEPQQlPjVRBzXAczyIMWA0G8jw8C+0fZ2hp2ArJY0YrSXkFjE0RvLzrczr93ImVJ1Y6x8rLy+P48eMcP36cvLy8UvciKCiIZ555hkWLFvHGG2+wZMkSlixZct37FxoayoQJEzh+/DgjR4685ftfSGHX2G3btt32GNciNTXVqahdFkIIZ5VVWJijgqhFixalvA8lKS45oGk56LqZpORr5yVB6ZyZAgXOqxrJf/xGaGgogwcPpmvXri6GxI34448/AIc0w+1SvXp1xowZQ0JCAi+99BKpqalIKVm6dCleXl5lKtyHh4czYcIEkpOTiY2NZcqUKRw/fvymj5mamsoHH3zA66+/zoYNGzhx4gTff/89UVFRTn0uN/8dxF9JsvpvUb9+fVm8rM+Nm/9VLly44OgbEhJBv/4PIoxFhkyW5xU2h27CrtoJ1DRezLjMhJAgDIBNwjMrdVolFo1lNsHGGJ3Wmk7OAN1hwHjgktgrCuDb7KdYHdaZocmf0qb6Zmf/mIDvVLz3Oiwbm6oy+I33iDx5jNHz56LYi2a/dk/YPSSEz3yyXJryeaqerOm7hpRjKSxatMiZ76IoCl27dr1m52a73U6LFi3Yt28fNWvWJDY2lpYtWxITE8PFixfZv38/0dHR1KpVCyEEU6ZM4euvvyYyMpIePXrQqVMnWrZsWUrFOjc3l8OHD9O8efNSx4uNjeXgwYP07t2bM2fOEBUVRVxc3F8Wt1ywYAHjx49n4cKFpcqVCzl37hy1a9emoKCAIUOG8MUXX9xw3OzsA+zb/xialuNcpqq+NGn8Hf7+1y57XvZ7Cq/8cgCjomDTdSZ1rYd+6iB9B3RzbjN69GgmT558U9e3YcMGOnTowKBBg3j55Zdvap9r8fbbb7No0SIAypcvT1paGl26dOH999+/5j7z589n/vz5nDx5EoPBwJYtW4iNjb3ucXJzc6lQoQI5OTkuy4UQjB071tml2M2dJTo6eq+U8obt2t1GjBs3wKVLlxBCEBoa+t8+lesipWTNmjWEhoYSHR2N0Whk48aNjBgxgocf7E+9qPqoqoqma9RvWp93LryDpjhmyoqU6MVKrU02yfTPNWeVktUAmo/k8js2uFZkwArlxxqJ79GMD5s/T7dj3xF1bDXtNwsMuUVj24Sg3+QZKLrkxzdHYLIXtWq3Ggz83DycFS1TsRmLZvq+Rl+m3T2N1XNWlzm7f+CBB65pyFy+fJkvv/ySxYsXs2/fPiwWC0IIl8TfkJAQ4uLiiImJ4fPPPyctLc1ljN69e/PLL7+QlJTEjBkz+PTTTwFHu/mSeQ8pKSlERUWRlZVFtWrVOHv2LJqm4e3tTfPmzenXr991BT2vxa+//srrr7/O9u3brxumePPNN3n33XepX7++UyTxelitGWzb3uaq+KMDRfGkVcvfUHIFtpQUjBUrujS4KyQj18K5ywXYT+aSsPA4iipYvus7ViV8i+3q53r27FkqVap0U9fYoUMHDh8+THx8/E1tfy2klBw6dIgdO3aQlJRE69at6dq16w29UuD4TIcOHUpOTo5T5qNTp06Eh4eTk5NDcnIyDRs2xGQyIaWkWbNm7N27l+XLl3Py5ElOnz5Nhw4dbvqa3dw6N2vEuJvdufmfR9d1BgwYQGpqKjVq1KBHjx48/vjjf7lb7N9BYmIio0aNAhxN8Zo3b05cXBx333038xf8yPxe84mIiOC3334jeX8yTY1N2RO8B13oLgYMOMT/LgUJDGl2VB0WxQm6XtARWglJSQlYAAX8FyrIcpJOS/ew8fI28kwetFutYChhcxikpNvW9ZwvH4aQunM8u1DYVisAEOiK6wTKptm4cPkCVoMVVSvdBXfVqlVERkbi4+NTal1gYCCjRo1i1KhRFBQUsHXrVtatW0dQUBAPPPAAe/bsYc2aNaxZs4Zff3XkglSuXJmzZ886xygoKCA1NbVUY7SyXlQVK1Zk//79WK1WateuTVZWFhs3biQ+Pp4lS5bw/PPP8+23395y2OTcuXOAo4tvbGwsy5YtKxWuSEtLc4ZlDh06xLfffstjjz123XELJQeSkl9FCANS2h2SA2t3cGHMmwiDAWm3EzHhXcoVU68GR86MtxR8u/B37DYdbNCp4QA6NuxLhXsKqFu/9k2/zKWUJCYm0qhRo5u9JddECEFUVBRRUVG3vG+1atWYPn06s2bNYtWqVcybNw9wNEY8f/48+fn5eHl50axZM/r06UOnTp3Yu3cvQghnuwM3/wzcnhg3//McOnSI/v378/DDD3PkyBH27dvn8Gw8/PAd7fJ6J5gxYwYzZsxg7ty5bN26lRUrVpSq0hg1apSLOnSumsPaSvHIEkaDBKplt8Dryh5Sgh1WyPRv7GSMK+GJ0SHwMwUtGLL7XTVyVCj3nYrHXpWrXWhKYTEYEBJMWlHQyGqAEUMMXPEV1DrjzbEq+Sg6aEaJqhgwKR6YrWZi0mOonFfZZTyj0cjjjz/+lzqm6rrOH3/8gcFgIDo6muzsbE6fPo2Pjw/Vq1dH13XmzJnD3Llz2blzJz///DPdunW78cDFuHz5MpUqVaJ9+/ZMmjTploxhm83G7t27efnll8nNzeXo0aPUqlULKSU7d+5k+vTp/PTTT9hsNgYOHEhSUhKHDh1i3759N9WzxmrNcEoOKLmChPu6uahXC09Pam5YX8ojc+lUNss+2Y/VXGStmjxVuo9sTFg1/5KHuSYHDx6kQYMGjBs3jl69et30fn8nuq5z5MgRtm/fzq5duwgNDaVp06YkJiayY8cOzpxxlJJXrFiRVatW/SMnN/8/4vbEuHFzkxQ2x2revDnfffcdrVu3Ztq0aUyfPp2mTZsyefLkO6rB8lfw8vJCSomnpydffPEFUkr+/PNP1q5dy9dff83p06fJzcl1MWJ8NT+apTdjd8juoiTdq/9ke+8kwKhhMAnsFgUlRxDwnUrWQM1prFjTjRjPSS4/Y3eUVF8d98pAjbAjCiK37Ie6LhSMuqvir12FwDxJZjk4ViWfblvDyfO2sbFZOjbdjk23gwJ7Q/YSWhCKh16Up2Kz2bhw4cJfMmIURXHR3fH393fxliiKwpNPPsmTTz6JlPK2XlgFBQXk5+ezYsUKduzYQWxsLJ6enmzYsIGIiAhnzk7jxo1L5eEYjUZatWpFy5YtSUhIoGbNmmiaRqtWrdi1axc+Pj706dOHhx56iJo1a5Kamkrfvn257777GDlyJPfdd991W+wXSg4ALNy6kzHtRqHqdjShMnL/AtpfOUb+qcNg8MfTs6JzW/9gT3TN1QjWNYl/8I1DN4UcPXqUt956C6BUBdFfxWw2s3HjRkwmE82bN0cIwfLly1m4cCFZWVm0aNGCDh06cM8995T6TBVFITIyksjISAYPHuxc3rNnT8DhHdu5cyd33XWX24D5B+L2xLj5n0dKyUMPPcT58+fJysrCZrOxbds21q5dy0cffUSLFi1cGmj9N7HZbDz++OOcOHGCP/74g+rVq7usT9t1mpkr56IV6+BbWB50yfMS28O2oyuOdV1y83jnqr6SAZhmD6bDMhM+FkcnXi1YYrniwQf1HuWNlK/IHGF39IQppABCphkwnS67yNGiqhh0HbXYM8ZigGeHq+R4C4w2QaeEMMJjUpnnoWEu1uvGqBvodaEeHtaK5FNkkBkMBl544YUyQ0r/FA4dOkTjxo2JjIwkOjqaVatWkZOTQ69evTh58iT79+/Hbrfj6elJTEwMLVu2JC4ujpo1azpfknPmzOGjjz7i2WefJTo6mmHDhvHQQw/x4osvuhioALt372b48OHO0uG1a9dy7733XvccM3IttJq8AbO96HviYbfyzcZ3sbyViwjwQkor1aoOp2LF/phMwRzdfZGN3yWjqAJdk7QfWJfazW9ODDE/P5/w8HByc3N5/PHHb1uxuyxOnDjBoEGDyMrKAhzl9EIIp9ZWgwYNWLlyJTk5OWzdutVZXebmn43bE+PGzU0ihEBVVapVqwY4ZsPt2rWjXbt2pKWlMWfOnDuiVnwnMBqNvP/++3Tu3JkPPviAGTNmONdpuVasy8/RRovkN2MSCgIdiY4jJyXAGoC46oYp3jemkOdtWRzRHInNaq5AzRXoKtilAesVD6RaouzXE6yV9FJGjARsCszp2pWO23+jekaRXs76hpDj7TgHXYGqjQ0Yg73wulRAxSyN1ADHegUrT9njCUFjFW24SBhZ+KOpgWRlZf2jjZj69es7E4vBEa6wWq3OhNOcnBw2b95MfHw8y5Yt44MPPgAcJeCxsbE89NBDDBw4kOTkZL744gs0TUMIwfDhw0sZMODwIHbo0IEVK1YwcOBAWrdufcNzPHe5AKOquBgxqtQ43rscFf2y4GoV04mTH3Pi5GdUqT6B2s17UzkyiOwMM/7Bnnj5XbsvjN1u58cffyQ6OpoGDRo4DbkpU6bQsWPHm7+ZN8GyZcvIzc1l/fr1GAwG1qxZQ1ZWFoMGDaJZs2YIIWjTpg1nzpxxGzD/H+I2Yty4wVGdFBYWht1ux2Ao+lls3boVu93Orl27iImJKeX+/7/ks88+Y8WKFc5KmZJKx9nnL5OmZFPBFkR/SysyhONFlCMK2Gk8hq/mTdO0GPaUT6CCzeLsG3PeYKCC3Y6fpwFTlfrIE4ecY66u0owTARUxZUv8FypkD9CLEmCEI0fG6w+JWiykpAlY0DKEu04mUS0z2yVfpsMfsKGBxMMO1VKC2FsxCOPxs0xbpWFXwKDD7PsEjU9JvP0FIkynY94WpA94eOqstLQlIGDE33F77yjFww6KorhUzPj5+fHAAw/wwAMPMHXqVM6cOUN8fDzx8fEsXLiQ7OxsPv30UyZPnswbb7zB7t27Aa7Zj0TXdbZv386jjz5apn5R8TyYwvBQmK8ZW4kKMLuHin9MWX1jrBw/9jpJmXXo3qT+dY2XQo4ePcrAgQMBCAgIICsri+Dg4JsysG6Vbdu20bBhQ+655x6AUlVhZrOZPXv2/GNycNzcWdxGjBs3wODBg5k8eTLLly93xsLBMatOTk5m6NChNG7c+Joid383UkoWLVqEyWRiz549KIrCAw884Fx/8OBBli5dikCie0hqaxEcVS84vTGxtlqESH+MenPm2ANJCF3Nem8vZ98YO/DG+SzqnD7qYnR0PrOHH+t2YkGd9jx4bg3CrLuElIQG9mCJkiuwqiqK0NlXJYSgHH98LAXoAtRiEWtVg8lzNKQQCNL45t50Hluv42F3tKQBeHaFRAHOi0BAohgc+k4RzbPoVnUDlxO+wKftnQtH/DeQUmI2m/Hy8qJKlSoMHjyYzp0789NPP7k0a/Pz86NDhw7XHSspKYnLly/TuXPnUusuXlxGUvJrCGFEShuRdScDkqTk13i8fhO+PtgbVWhoUuXx+j/gZ8otfQDAqNhYvXcWrWq/j7cUN/TG1KtXj3vuuYcNGzbQtGlT6tSpQ58+fW6q/PlWSEtLIzk5+bodm7ds2YLZbP5bDCg3/33cRowbN+AMFRWGlAr5+eefycvLo0qVKtd0RdtsNnJzc//Wzp1Hjx4lLS2Nr7/+moEDB5KRkeHs2JqXl8fSpUsdXV6vWiBJagqIImWAncZjPKzfTUSf+gxSK5Aen87b5RNcyq7fqRDEDG+FcsV6emlCoWJBKr73pqJ+K0rpKRV26Z3Tpjt7Yxsx1D6FrN/Kg83CZR+ltAC2vHqKV8NYg9ZJbGqRAeM6OIBCYW7whd0B+ISlErB5IjR9DHxCbvk+/h3k5eVx4cIFwNHN12q1EhAQ4Ax55eXlkZWV5bJs2bJl9OzZE6PRyMiRI+nUqZNT1yc3N5ezZ89SuXLlUsc6deoUFouFWrVqOcUnd+7cCUDbtm1dti3epRcc+TJJyaOREqS00CxsO3UDD5BhDiXYK4sATyu6bkTKQq2JIoSAztVWs3fzU5xcnXFTeTHly5cnJCSEjz/++G9LiN2+fTsA99133zW3Wb16NUaj8Zo9htz8u3EbMW7+Z5FSsmfPHubPn8+6deuoWLEiDRqU7l6adWU/mZmZKErZIoNTp05l7ty51KhRg7i4OOLi4mjatGmZ+Qu3S2GL+86dO2MwGJwGDEBWVhaqqrq2qi/xzjCYDHg8eBc+tUK5K9eboT2H8tzWRCzS4tzGLuB8OYuLEeMlNe6rvYlvvU5y8W5PBvygk/eoViQ5oIC1js7DO1YTfP8ZPGw6BouZ9HKZbGqUw8mKgiFrHJnFBs1xz4s/dOwqGEtqMF3jIoQCtjwVk68Bsk7/I4yYgwcPunQXBkfysZTS2Ql2165dzsZ7PXr0IDo6mhYtWgAOA3jKlCnOvBiAWbNmMWvWLCpXrsyrr75KXFwc69ev56effiIhIQFwyC507NiRV199lcjISMAhjPnhhx86xzGbUxCiZB6XihBOGxI/Uy4BXhAd9RlGYzkyM3fx54myu+/azf6cWpOGbgeuGpYbv0umcmRQmR6ZpKQkrFYrBQUFd/S34Dwfu51ff/2VkJCQMvvO6LrOzJkzmTNnzh3/Pbr55+DWTnLzP8n69evp1asXgwcPJiEhgVdeeYWdO3c6Z7cnTs5i/YYarN9Qg+TkQfTs5c+GDbtZtuxpl3GklKxbt46aNWsSGhrKwoULGT58OK1atWLlypVlHfq22LZtG7Vr1yYiIsJleV5eHnmZOWjX0NopRNN1ypUrh67r1K1blxEDRlydcRdDwPLmArtBOhWuKzRP55LxAFbFxsYojTGtjdgLy7QL9ZQGahh8LDRcf5orS2rT5vBJeu7O4rOZGiHZkleeUBj3sML6+hGlZuRGTTC3g4LFAPkm0EXZPWfAEVIy+mgo9gIOHpx3S/fv7yAvL48lS5ZQssLTbrejaRrbtm1j27Zt2O12bDYbdrudxYsXk5aWRnh4OLGxsdSoUYNt27Y5uwODI/zx6aefYjKZGD58OO3atWPUqFFcuHCB9957jzlz5tCpUycWLFjA2LFjueuuu4iIiGDz5s0u55GdnYimldSd0pDS1WqU0o6fXz08PSvy54mPrn3BFn8UVXdZJFRYc3AjPxz+gRNZJ1zWTZs2jdzcXMaPH1/qHt0KV65cITExEZvNYTmlp6cza9YsunTpwq5dZqE4vgAAIABJREFUuxgwYECZnp558+YxfPhwgoODGTHin59H5eb2cHti3PzPYbVaee211wgPD+ebb76hf//+LrH69RuiAFeV4yFDgjmUaGb8+F0cOzaG1q270bhxYy5cuEBKSgqfffYZw4cPp6CggHnz5vH000+TnZ19R843Pz+fffv20bt3bwoKCvDyciSlHDx4kKVLliLsEg0NBYHBaERHp0mTJuzbtw8hBZrdTgt7La5M/Z1lPlNJSUkhJSWFwV06srfaBezFzIbjNaF6t1SUXAWjj4bBU+etzAK2+lTgsqpi8pPOkuxChAZaOUmVtZepwmUERd6V/lskvbdLZnVWuBikEB/tR/vD2WgKqDocD4ecwD58e/9FHly7DaMdhNRLGDISFElE8ywMno6XaK1dX3O5+TACg2rdkXt8O2RlZd1ymETXdYYOHcry5cux2Wz06dOH5ORkZ0O1KVOm0Lp1a1q3bk23bt24++67ueuuu3jllVfo3LmzM+w5aNAgwsLCmDp1KsuWLQNg2LBhzuNYrRkcOz6h1PFr1RyDweBXqnOv3Wzg0tnfrnqMyj53k3f6VWO5yOtSYDUz4fBYzEaHsdSrZi/GtRoHOMJbb731FmPHjqV58+a3nFh76NAhfvzxR1atXoXFbMHby5O7qlUj+egxNE2jUaMo3vvkPQb0GVDm/suXLycwMJBffvnF3d/l/2PcfWLc/E9hNpuZNWsWs2fPZunSpXTv3t1l/YmTszh58r0y9z1/3saHH6ZxKNGCpkm8vLwoKHAYO3/++SfVq1dn+fLljBgxgpMnT7Jy5coy8xpulfT0dLp160ZuriPp8ssvv6R///5MmTLFJYSkSEEnvRH1nmuDf2ggu7buYG18vDO5t40tksTDf/CfpRMICVGZ/F4E9oggPrskHJYIUN9iYfaFVPyuPhesRkGGp8pr5YLYa/TER5G8HVGAqbgP1wphY4wuFUolsRhgeeMK/NwuDW+rTmgWpAaAxQjTZsKWrr0RmoZXTg4h2TlE79mDMKhIu40tbZrxWMAqPKUNW56K0UfD7iVJ6TubGvX7/eX7e7skJCSwfPnyW9rn559/5tChQ9fdpqCg4KYSYC2WdH7//Te2bEmiRo16dOrUyZlzU5bgo6L4ENPke/z9G1Bw8Th5pw7gU60Bp/48x9qZ0zB6S2r1OYBynaltzrm7ubjnMYSiYLZa2Bc+nyumBFIDHOtDs+DumD480eZ5gjyD0DSNls2b80diIs888QR333svtWvXvqFRsXXrVoYNG4aHp4mGdwXQR9RkX34OB69k0LJ6Sx5p0IUawdVYpS4k4PH2PFj3wVJjtG7dmoSEBFauXPmP10RzUxp3nxg3bspgxIgR7Nixg+jo6DL7VaSmLrvmvhUqGPn44wpoWmXMBS8SHx/P8uXLKV++vLPp3LvvvsvJkycZMWLEHTFgdF0nJCSE9evXs379el5//XVnUz5VKC4q0CoKnooJT4uBvLw84jeuRxO6M7n3N2MSfevFsqZfW9SIs+RqsN8cQtPzwVwWh0kNgPMeBudD4WJ5E0m1/RBS0l/RMaYL9hUYWJCh82CwBXQw6Q716usZMA4EpquJxznegpyr6QleZsmlQIH35ctkBgdjCw2l64gRhOr5GM8m83toJRadTWXAgtUc3xNGYee+8OaXCS5X9XoH/FvJy8tj9erVt7xflSpVAIiJiSEtLY1z585RuXJlgoODSUpKIiQkBF0vCtmUVR4NrlVHMU0dVUfFe+d4elZEStduyaCRr4VycP5y1I8nESitpNts/FExGLufF3YrnNlUgSr3nKe4jVH8/+Wq7KZauWc5+PMhAq8cZ9TmfVhVMGoOwS3NoKB8v4CP2y2mXbdniU7W+VAEMMzoydQvvmDqF1/Qtm1bpk2b5gzdApw5c4b09HSnqOmSJUvw9/ZiectHqdr4EYQQPOw8n6IT6iIf5vc5u5jb+UsGtXvK5Wpnz55NTEwMr776KrNnz/5H9Hlyc+dxe2Lc/M+QmppKhw4deOWVV5g8eXKZs8HreWKK06LFGnx9apZafuDAAZo3b47FYqF27drObqxNmjS55fLSS5cu0a1bN6eWy6FDh0hOTmb37t3Uq1evlCdGlQo9teb43l8Vm6/gl18XY7EWJe4apUoHa2O23fUTBd77WKQJWh7SeWqldPZomXG/wL+KmTevXGZvs0B0tegeSbug/PY3OWjMYHalb6ligxdnmfHMLhX8AVxzW+xCMLdtBdbEpju9PuBQ0p42E37r+AAWT088PDwY2jKYoC1vgWpEajamBvXhvs/WOxJmClEkYfPeJ6ixqyft/4rjx487NYwKMRgM9OzZk4yMDDZu3Hhb46qqwn/+8ySBgZXKLI8OD+92XUVqV0PnV5ew0RkmM2mdAaUgH00ojNy/gHYpv6Mpgo2RVbEaHC951dOOT0QeRi87Rk8DEc1SkVfNZdN2HwJ/ACkUVM1yzfwlAELq4hv3HI5woJGLWRf44eAKPtnxHSOGDOGJ7t3Z/MtS5u3czp4kh3fKy+RBWFAQpy5e4J5KjfhqwFQMN/DaFL7DkiLO0Wmka2jpm2++4cknn2TixIm3rIHl5r/LzXpi/pVGTEhIiJw8eXKZ2iNu3JTFqlWrGD9+PDk5Oezfv/+6Krpl5cSURAgTtWu9ib9/VKlZ8pEjR1i0aBFLlixh37592O12TCYTTZo0oXHjxiQlJXHs2DFiYmKoWbMmW7ZsIT8/n9jYWAICAli3bh2BgYGcO3eO48eP06JFCw4cOIC/vz+jR49m5MiRCCE4ePAgixctdpm5O3JtVUenXkW6JFSqUsGcXRFTxmIWtz9NiE1n8hI7nqmCPE2QGgDlcuHVJ1Wq+Np5LNyGR7HJq64LIhIGEJTVnExV4ff0+TT8LaGobLoYRarVIBWY2VVhVx0Vq1FBSB0vq0RTJENWgcG/GWevNvDzV628IL5C2Ite0JkXPbm0KRDXo0iYNJLIXs9c93P6Ozh48CBLlixBK9EsrrgkQl5eHps3b3Y2qrtZFMVOw0abiGnyLMeOTyjTUDGbU0qFilTV11lhVPz7WOjJyddCaffxfsw2V5mBOWsn4GMvYHeNCK54lzayNX8vYh5OBKwoORA6xoRS0sFz7avB8773MXj6ATgrtP6zbCzLkjfiazCSa7cR5luegY26UzukGttO7+Nw2gla+QYQ1XoU7QN9OXD+EDZdI67K9ZWvJZKLlXJo9p8iFe7169fTsWNHPvvss1Il6G7+2fxt4SQhxOvABOBzKeV/ri7zBSYBvYBg4AwwU0o55SbHbA1sApKllDfUVc/IyODpp5/G09OT8ePHl9nkyY2bQqSUfPTRR4SFhbF48WKHAXNmJ/y5Hmp0gCqxLtt3uCexlEfmu0O92HOpMbUDjjEoajF+plyOHH0TRfEBNOcsGaBOnTq89tprvPbaa+Tl5fHbb7+xdu1ali9fzowZMwgKCuLuu+9m8+bNLFu2jEqVKhEaGsrcuXOx2+3Url2bzMxMZ6+QHTt2oGkaiqK4uOCT/AKxIjEUe7dLwHY1gKToAqko2HSBgmS/pSJxF5ZxuHYmDXxsDAi0cWU4XDbA/EwjidkGNBUCciDVww8hMl3ui0HqRNhnUc5jBgX23tQ9uxvhI8oUgBTOfeCN/oLjVRRAItBAGBCeD3Jv0kUya3lhKeah6hxXD32nSnHHv45T/snlOgPLVbvex/63UNiTpywDpkePHs6Qjo+PD127dqVcuXLEx8ff9PhSgsmUydFj4xHC6LJOCIMztFQyVKRpZg4cHIoQJhevTaHg48mzWRgVBTOuMgOXvIOoeeUcZq/SBswRn5ocq1oH37NXqGK5RDlrHlc8fUj1CXKqXl8fHbLPILyKHulCCCbdN4pzVy5iMPoQW68bI6NaY1Qd19qlTluklGzIsZFvs9F//gj2nDuAKlQWDphGs0rR1zoYAkH4OT8urj9CeIc6APzxxx8A/xgBVzd3nlvyxAghYoH5QDawpZgRMwvoCAwGTgJtgNnAU1LK724wZiCwFzgGVLwZI6ZJkyZy/PjxvP766xw7dowFCxaUalLmxg1AdnY2X331FV9//TWzZ8/mqaeegm97woli7v7q98Bji8vc/9SpL2k3MxTXbgSSuPDd3F99PRG+lwDHLLlZs6XoWn4pz0xx0tPT8ff3x2Qyoes6p06dolq1aiiKQk5ODufPn3cmPp44cQIPDw+nanNGroVzlwvwMansvpTN+78n8sCpPRj0ssurjVLlj6oN+fNPM7maiXKWy3TOWMy6e07wZiXX5FyrDu9c8CJPFyAhOj2aWC+VWnV2oGkmfBQzkUdzCE+zOnJlavmh2wSojpwY771l5xtIYPr9CpsbFB3MyywZcLgqV4JrkmGQ+Nh98NA9UAwKj/bsQuWfO2Mslu1TYDZyfGl5DMUeVbqqUGfLFgxBQWUe9+8iJSWFb7/9FoulWJjOaHSqSpdFQkICq1atQlVVrFYriqIgpV5G2bFOnbrbCA09jar6oOs2pLQ61xYPGRUPFem6DdBdDBtFeFCrwhyCIurg7V/OIfj43gYXT4zJbuWb+ImkVA6k4RtvsvLTj9A1x30vUDz5qvJABAJPzYpdUbnvzE7WVI5FlTp2RWXogSV0Pb0LTfFAkbYyqsrAM/Z5jOH1nX8XKoNbdEl8tp0AWUCrAD+X0K6Ukv35GutP72fary/xUIP72XRiF4oQrHn8awK9r69/pKNTcUwcqq+JCxcuEBUVRVBQED/88IOzss/NP5877okRQpQD5uEwVN4qsbol8J2UsvDNcEoIMRhoAVzXiAG+AubimGj1vZlzURSF+++/n4YNGxIdHc2oUaP4/vvv3aElN6UYO3Ys8fHxtGzZkn79+jk8MCdK5Cuc2OBYXsIjk5Fr4Z310UA6AAEIwhFcRLLjYgt2XGxB6wrbeSLKkZ+1e3c3FMXDZSZcEuHpR9KlfCoFSoJ9PVxUqP38/KhTp47z7+Lrlv6ewvM//u78WwIe2MBDLx3LuYqO5GR5fy54hmBMzEJ4+FPgZSFElZToL4cGBBl08qwqCEgMTsT3Uizz/qxOg8sNmWz/jmC7FatRkFTbz5Erc/XpkTVQw+OIcs3k3pRA15e1poKSeoJfG50CDNgRxKTHUCG/AldUAzuMnagvNhJm1wnRNWaV78uuQZGM+v4rpCLwkDqVxr7xf2bAFO+4GxAQUMoLI6Us1b+nOE2bNiUyMtI5Rl7+SXZsH4pQ8rFafLDZjRgNNnx8MzGZLFfH1Khd6y2OHX/XpRS60DgOD+9GUFBLzOYUbLYrHEx8Dk0rMmJsFhurZr1DfqoH9z3zPDUjo3m3eSBjdmai2yzoCO6/EM++miHo3l48UL8B9bs/zLoVq/G355BqCkYKFSkE+Yrjxf9rtbtdsnw/a9SXi6FNaaD5IAwmmu6egEunX6GgBjiS27PMOXy5ZwFRYbWIrdKYjaf/4Iu9izl8NoFRdw/muZaPudyz+GO/8fPub1AVA61ihlK/1v2MWzyCl1ZN5qveE69b3SQQXNp4nArd6hEREcH8+fO57777eO+99xg7duy1P2g3/0puJZw0C/hZSrlBCFHSiNkKdBNCfCmlPCuEaAk0Aj4oNUoxhBDPAuFAP+DNG2w7BBgCRRn+lSpV4rvvvqNbt24MGTIEPz8/TCYTsbGxaJrGpk2bqFq1KnFxcTRr1gxfX99buFw3/3asVquzVHP69OmOhfNeKnvjP9e7GDHzdp7mraWJaFefyR0x8CpFs7hJFLAeO1vPt8RDtdCtxjr8TLlommPmfDj5VS4URFGlfAXAoRqcmHKF8csPY1Aldk3w5gP1iKpYjkqBjnET03KRnireqsKpzHwah/kT6GMiMSPXxYABh91ixchWWzXaGk9iQkFDRyKdOTGXbNVJyTaiV/DGEuyBtUBj5/nu6NpMSvdxhUz7VW+JlEgBO8J3oNt92HslCm+TBgLMHqrD4ik2gNBAC5ZlGjGZ3lDgqYCUeFgd+TGPxevMvVfFqgi4Gt7YG7KXC+YLhOeGM7tCEgoRSHRiMhuzquFTaKqBsPLZvHVgOrpRxbDlRexhFgytB5X9ed4hCjWpVFVF0zR69OhBjx49Si27kaq2j48PPj4+XLy4jMNJo/H1s15d7uglpCieSClRFF+nwRIe3o3Q0E7OEBI4SqelzZ+Cy1b8Q8MwUJXs9CNI3epyPKFI8tI1NKuV3yeMg5QMoo1G5ggTF/v2J+nwDnyNdnTFi/ueeZ74E7mMTvRHj+iOjqDhlQMoUkcv1fG3+EEEiyvcRVi2Jw1NCmq1tminNjlXq1XbcF7xJVxK5h9YwdTtc112L+cdTLB/OB9u/ZpmlRrQonJDABIy0/l8zTv4ewfxeIfXUUxedGx/F1rWMN5Z/ylfJSzkqWalS6qdp4XAvi0Nrb0V1ddEp06deO2115g0aRKhoaH07t2b8PCypRLc/Pu4qXCSEOJp4BkgTkppFUJsAhKLhZNMwEzgCXD6gZ+TUs68zpjRwDogVkp5UggxFuh7M+Gkpk2bysL22wAvvvgiU6ZMITQ0FCEEly45XPyVK1cmLS0Ns9mMwWAgOjqaLl260L9/f3fzo/8Bdu7cydNPP82yZcsclQnbpkH8NWzlJ9c4jZh5O0/zxpJE56oABEvwxVDM5WFH8ojxAkavDNILgjDbPHgy+nsq+aZglyp+hhyOXqnHH5dqk2/3x6AILuQH4GWwkF4QRK7ND5CEeufha8wgJ88Hm1mhQHhhVr0QytUOtfVM2A9nA2VXNtXKPUo18zn+DGlKRIENkzkbu48vR0yBpGJAKgJL2zAwKhh0h+1R+fg8agasoH+wFaMV9LJyYoIc1+qXLwk8V5NISzUm+nzL5XMeJPbzLt7vDKwQ+qYBQ05hG18HWyMFM+9XsF6dKvXYrtNtjyQ1AN7tr5LvWSKZR4BJNWHVioVQpEpW+EdUyMtn5W9DkBmQut//6v0RRIwbS7k+/W/wTbg98vLySlWAFSbvAqX0kG5EWVVFhdwoHFlYqSR1gWY3k7K1CpeP+yORGE0e+FZJo2q7iwhhwG4rIGljdc6dq0iwJYv7E4+g6kXPeeHpScWli8mzOQyhAsWzVKjJoNvQEejFm8ZI6VpvDSChrUXlHTQK4l+DYt4gVCM7Y8djN/nx6YpXOZ1+nKmNOpCo+lEroCL1qrYmIbeASYuHY9MsDGg2iCoRDdl0JJ7V+77nld7TqRZeh9od/Air7YXPkkye+fYNNv65k0WPfk6jiMhr3muJRIvxoVq/GMDRRfnuu+926kw1aNCA77//3v0e+Adzx8JJQog6wETgblk8QOvKc0AroDtwGkdOzIdCiFNSylLNFIQQHsCPwMtSypM3OoeSXEnNY9++FJo0ccxOPvjgAx566CFiYmJQVZUjR46Qm5tLTEwMVquV7du3s27dOn755RcmTpyIl5eXi1Kxm38nBQUFfP7551SpUoXmzZtz5MgRDh06ROPGjWnWrJlTHM7zQgL2DUkYfitbE4bykU4DJiPXwtvLEl1WD8RYynORF7aTsVFfY5EKitA5mnkXUSFHXbZp4bWHFuF7XJbZNANSCOYkOrpePB41H01XMSgaPx3uzpmcypAtOUENBGA/bMHxMy2Z2gqeWgFt87ewsXo7ah1L5JmEX9GEiio1Pmncj9RKTUABUaAhjQr3n7GwqbydOgmSzeXHcMZvPe9v3YZnqmCoJkgN0JzVSQAtD2kMWymxq0cwake43MiDy/vKEWDWyRqoITSHAGTAPIEh19WAyfbCYcAYi5ataq7Qbb+N0BzQjCXuqHDMoNUSM39FKsQc2sTbc5ZwUZa7OkUSFHbOPz9uIj7tO/0toaWyNKlUVSUrK4sg//IYbH4oelHybUGO9brqzg4tIyOFYoxFqI5QkTEQs1Zan8tVyBEUA1RsfYas0zXRzQasBflkHvEh73wterz6HJM/Xska37YoETo6Cj6ZC+hwbr/jmkw+pAVVxC81i4rNHNU+x8pI+jVpGr2Pbeanuh0wajbsikq7c3tZWzUWl++hgG0eGllZmXgIA05RJUAXKmpBJvlGP3y9Q8gu2IPnpf08MXsOSgHoaWdoKyGo0bu8/t4Ypm/62Llv9fAoWnVtSKUGvpi8HB7CvJ5BTAgcQ8/XB/Hs0rGsfuIr/D3K9q4LBMreXLQuDm+MwWBg+/btHDp0iEGDBnHy5Elnfo6bfzc3E06KA0KAxGIfuAq0EUI8g6MaaRLQT0r569X1B4QQjYCXgbI6QkUA9YBvhBDfXF2mAEIIYQe6SinXXuuEvGyS8gv+5KfVJ3jo9btRVdUpqAZQt25d5/89PDxo37497du3Z9y4ccTFxTFx4kQaNGjgknPg5t/Hhg0bmDvX1UUthOCbb77BYDA4Xz6dho4jwldw9DlffE1lPLQeLBpj3q4z2IvJwwQg6GG0YPY6j7EgBIPNH7sxm0tR36CoNmeAKSrkaKlJalmYDI5zeiLqB8ffqh1Ux4P/0ahfKLB7oCo63x/oy/a0OK6tJAStQ3fQ7N4DNMk/TOXlEoOmUPgSGbl/Ib+Xr02W4of0UkEIllb1oMqOU2wKaoOumEmN2MfsaJVhKyQGFSqnwcwughxvgV++ZNhKiYcdPK6+wzP3+iMUifdeFeM5gbWaxHRKYLwEwiCR9qJzTQ0AVQOKFdhIFBIbe/NIwGneSvNiXGgAdmlylGFLBUW1osmS2Tp2Rv+6AH8/O9YcFb2kOamq2FJS7ogRU1Jtuqz8F03TyDhhZfmC7S5KzuAQQyy+rHJkkNOoAchJ80fXSs8DFcWA3Z7Dtu1tSvWEgbKNH6kJTH42CsxFj3Bp9yS3oCLrAjq6fIc/bdSPmNSj7C9fi6mNH0SVGvqS87x70UzPVrWpFOiDrViZPjjUy+8/tZ0uZ/aQPMyXMJGKT+tcDBeyWXmqE8W/l0bgkncQVUpem2bD7On4XLrGDGTHkVVsr1iBqNAAR05W1QBMQAywusNqTp48yc7tuwkLqkTrdnF4eJcOZXm2rch7Uz5g0NNPMGr1+8zoPhYhBKKM34lAkHnqAuWjHOX7QgiioqJITU0lIiLCpdLPzb+XmzFilgAJJZZ9g6OaaOLVv41QZq7gtb4lKUDJWrlngXtxlGmfutFJCQQtsyW7d6ygRm1//PzqXbMiRMu1ol22oAZ6sGTJEqKioujTpw9xcXG0b9+ePn36lPpC67rO9u3b+eGHHzh48CCNGjUiNjaWuLg47rrrLnJyckhMTKR+/fqUK3f9bPl/EufPn2fp0qV4e3sTFxdHrVq1/rWzkV27duHt7U1CQgKbN2+mUqVKdCifxc5FnxO/70/iD2eQcN7xcO5Xz4hXGd/2jKjBnDOH4XMph/NXCvhswzHnOl9jDr0q7OFMzZUIXUUqGuWT+yNFya/69UyNsjEqpSuKhABvoyOxc2CDhRz4LQo1VxBmPkdaoIUrnl5ISwV0zRc/Yw79Gi/DoEgMvjZSx7pWCUmg+pVz7GoWh5dmJvTseZCSXJuKigYe50FobK+ncrCadMgAlIPw1AAUPYeQ/8feeYdXVWX9/7PPObflpveEmtB7lRKU4qiAqKgo9jI6ijrqqKPjvI6DjoN97DqKoigWEERBRUHEAkoHpXdIKAkJ6cmtp+zfHye5yU1C0fF19P35fZ48T+6p++xzzt7fs9Z3rVVlYSgQJZWXtgXEP8CMtsS8qRCzPnrCSa+UWNERwlgKHA5k8lptGvHFIbxl4zkQE0OsH9rFzKY2q4pLu05gasEcVASGGea2gkr69PVhhhVqi5yUb4uP7m1T4qiL3vpP0JL2pVevXhH9iyIULGkxdvQ4VswowNCtiNHhixnbQAjMRss+f30riqqgqgI9bCKEQNUECR3GktpzXpOza+zc9c+6SCSbqGzb/leSk/NwOlNaDKkWqiRcE93BlmlQ7YjH6dAIhRqXo7DYk5DNM/0mEtKckX7729LDtH7gz3S7/x4em9CXv8zZgBIMRBLhJYZ9GKqbxO15uMYuwFI8nNZ6OQvzT6dxHJKO/VUaJeqFhlLZUlKz086E3e+UU1rsfyEEubm5J/Rh2WdQP27906089dRTvDr6U652n4EDR4vb7iraGSEx9bj44ov517/+xeLFizn99NOPe77f8MvGcUmMlLISqGy8TAjhA8qllJvrfn8NPCKEqMV2J40ArgT+0mifGXXHu1Lab+TmJscsAUL1xzwWLDWA4ajGl7yFGt8rfLfBQhEOund7nMzMsymuKOJA6V6yEpLQ9pcQ/CSAZiaAJUmc0Imvv/6aqVOn8vHHH/PAAw9QXl7O9ddfjxCCmpoaPvzwQ2bNmkV+fj4pKSmcddZZfP3113z11VcApKamUltbSzAYRAhB9+7dGTp0KHl5efTt2xeHo+UX6r8FKSWrVq1i5syZfPXVV0jZkAStd+/evPrqqz84m+wvAWlpafj9ftasWcMNN9wAT3SHtYcY5YFRw+ChYbFUBCROFbwtWGDmt7+Xuzf0hA0rCOoWmkLkC3ZQxlqu7vkOTsVACnuyBijpPqPlxvxAFnM83mhVq1y+cyFjNq3B0Cw0C6b/DvIzNA4EziUzLgFV1DVWAZzRUUJuU+e+la/zjuMgKVV7CAsn1VocqhVmduuLos4VKQMgwdeuGgWV/RmSdR0Vhm9t/IUuMGMllVeY4GyYsqqusNB2qDhrG7aMCwiuXQAvnaViCQ3VCjNsYzLusEoAlWrTQ0BP4pTdB7ntuzmYqo5bl6hiBoF+gumnqmgGPN06geCGWE7eZtFQOtuGBDLv+Z//2ApTn/vFMIyI9W7+/Pnk5ubiCqSRXDII6QghdBdWSSKKWt3Ya4JQmt9MadmVw+slIhKJZUoq9gwnuesCFK3hAFLqKIojIgqHhpww9XleunV9hG3b7kYP6QhFsv+rLMw6K4zD7UFaJoN/fyshxUXYjLaqBDQrVhAZAAAgAElEQVQXG1I6oDaxcqmWwWHVS+Lf7uXML5Yw+MYBrLz0GtIrixtywEiTg9Wn4Pz4FFxxZVTWpiLdStTzLgXIQIVd0lo2nFsqKu5gObriYFfBN8QoCn1/ItJw9dVXs3LlSh7+95P87tre5Ca0XOKjsrqi2bIHH3yQRYsWcd9999GtWzdat279k7TpN/x38FPVTroY26X0NpCMTWT+DjzfaJu2P9G50L2H2TPiT4ACiv1NIKXO5q1/5vOlm0mMmYvqqqFSMZCWhjpUkJh/Bq6attQs2UjWOWP409V/57rz/8Jt//g9zz//PDNnzqRLly589913BAIBevfuzdtvv80FF1yA02l/vezdu5fFixezZMkSEhISGD9+POvXr2fevHlMnz6dadOm0aNHD954441fTLh3VVUV1157LTt27CApKYm77747Uu32vffe44477uCFF17gz38+StTOLxT79+/nzTft6P3CwkJY8hDUHGq2XZKnZbZQLlJ4c7eHTmI72a4S8h2ZhDQHpQF7Qry650xcagv5V1o6XHO5SotoSRfZGLWmHSHU9ntoO9+kVcIKtBiBqy7qZ9IiCDgNVOs9Zo3Oa940E4y6KCEBuCyDy5ct5tUBw1mQdQYKtkaiR/VmpHThKJQUJ9kkph6WIrHqtPkvnynoXSKJibVQSwVqrYKZIm0LTKPzWhaUt1LI3NFIPAqM3GLS/YDgvmsu4rRvv8XT2NsgAFNw+3ezcZlGnR1XUO2GN0apGJrAqBudXhqn0jsf4pskUVZiYvB0795yZ/pKobLAFpqW74FWAyGtS4ubHk37Ulx4hC/fzEfqGoQ1JLDu0/zITbREGFMNIaQbBVfkt2q6UGRzTQyAGYqjaM1VZJ30BorqQCgWmcl/prj8iajtpGVQcyQehwjjiXOS4B1N57a9OLxvCctnzcMKO1EdFqOuup6MnA4sOyK4asFuVGUdRhMSgxDM7zS8maHEFCoZ/nKEU0M/dIiMXr1oNaov7tkfEKpLPvfygHPYkVtIn/IMOpTlUK5aOAjR+FaawIfuGC6woq1FiqVjqk4EghWVJQzp1QtHamqL/fJDoSgKI0eOZMWKFcxzf8HtXNmiSynV0ZzgOp1O5s+fT58+fbjjjjt45plnyMrKwu/3s3v3brp06fKLGb9/w/Hxo0iMlHJkk9+HsSOTTnifFtbfD9x/wo1QJDT1n0uTjMTpHP5+IlkDZiEECNVAAuW5CyKbHSx4isPrLqFq3wjGd7qLPm1HcDi0jW9XfMPEiRO5+eabGTiwuSg6NzeXSZMmMWnSpMiys846i8mTJ1NdXc2sWbOYNGkSV155JWPHjo24a35q32u9FeVE3EBffPEFO3bs4Pnnn+faa6+NsrjcdtttPPLIIxw61Hzy/6Vj0aJFBAIBVv11IIOCD8OyY29fJuM4INMISwVTOBmo7uJtbTJOTAqTnOzsHIcuNQyh8PHeMzAthWZq3hOFbPJ/CDhOji1LwvxKB/mlKg/uC1PyDwNh1LtrbDeRAGLqZo8Lv1lF6RgVTW14BwynglHpsvPH1CGsaOxwd0NVIFbo1EoXWVVBbln6DroqUSyLF88U1LhhdyuFQKOIoX4eA9/fdQIGoELCmyquHUrEKlUP3QkPjBdc8RGcvC16pkyqNbnkk6XUejRAICydmJDFosxhnB1ehVsJI82G96MlLY1q2subkhgM3XYl1ROWxDq3wdrXYNkTYOhEebkHXY9vxP3Noopa0r4Yholeo6GoImJ1sUQYXDp9hndkzdKNVMfuAClQNMht3ZVdBdsQCCSS+JrOuPwtV06uOTAYf0l3HDGl6P5UdloJeLMuJ3PgG0ipIYRB4bor2D2/AMvMp2teFtuXF9XpbTow8vInSWstiU/PiCSyu2f6EnRTtng+AM0yuWDXV7zb+Xeo0sQUasRlJBU3jlat8FdXsXTXZowenfky6TQycg4x8aT3GFsnPD+0+ioSDg7CauH4bzo1TnN6o7L4WkJDNUIkdyzhsB7munN+2jpX27Ztw+V2UZJTAYUtb5PTtWXimpOTw/Tp07nwwgs544wzaNu2LWVlZfh8PlwuFwMHDiQvL4+8vDw6dOjwq3W5//+AX3cV6ybPlRAgNJPMvrNp+tkR9QwKk8yBbwGSqn0j6eEYxqCEU3jgncdp0zed6rIggZpwixEGR0N8fDzXX389hmHw5JNP8sQT9pdVcnJyREszdOhQMjIyTviYUko+/vhjUlNT6d+/P0VFRcyaNYv58+cTGxvLkCFDGD9+fIuEKxQK8emnn/LMM8+QmprKTTfdFPUi7tq1i2effZaSkhLy8pp/1f9SYZomTz31FG+88Qb9sxQGuXYec/syGcfbxqm8YJ6Hl1q6iwNMcz6Jo05jEHYIdtYlb1MxUTEZ32Ehagu6l6NCCrBUFMth62a2XYIjkIJ+YAWBwEpqLpRIAywVanRI0GzSooiG51IRcGGSzsoaC/9FdgI7WTeRt5RMTvo0Fqw6lbGDP8OSAkVI3v3+fP5U+3FU0zTLwh0nuNC1AQuBJxjgnA0fo5kmWt0l3rhAUuOB2xqVIfIqkgkZuh3KXNeOqitMMu6zNTCVV1iENPsVnFnuoEJVeGmcpHe+GUU2FAlhB4Akq6KWHoeK0YWTIXveIatvBRVWdHhyeqWdDK8xTNVe3qTTSe9dhvb57bBzIahOCAcACbLlDMZy9cvMWGtQ6UiP0r14vd6I9kWgoOsG8dWd+fK1XRFZR9BdQk3CToQUfLVxA2a8aX9MCDAt2LV/i33P6s7lS9yFKh24iMcMqs2tIKE4zFBc3S+L6v2D8RU3EBt7nX2DNn9d95FRR6aWzz3Eabf1YdWGSrxxPoKCYxIYsK0uY/NXMjZ/JcXx6WSEKkmWOtLtJuvBKWjJyRzcsB5pmpR60ihOT+CWk57HpeoR4Xnbk97AVdKTK3HxGtFWFyy7hEFUKQIhCHqS2Vpup/4/+eSTj9nGH4q8vDzmzZtH2eZazGQTrcl0ZiGJ4+i5wSZMmMCWLVv45JNP+OCDDxg5ciRjxoxh5cqVfPjhhzz++OOR7X5LkvfLxa+bxBwVJ5L7BjL6zSK2ZCB9tUQkoHy8l6/m7uIAAsuQdP9dG2K6JZDTOp4YKY4ZPlmPm266iZtuuolDhw6xePFiFi9ezMKFC/nkk08A+4W47777jsnsd+/eTVxcHMXFxdxzzz0AEcGhpmlccMEF6LrOZ599xoIFC3j77bfp1q0hZ8Ly5cu5++67qayspEOHDjz77LOR81mWxZlnnsmiRYvQNI2zzjqLM88880Q69ReBFStW8MYbb3BBd42HTj22yXe+MZS/GNcTwsnZygoec0wFQZSlIuhSaZoqSRXm8SONmlhbBIKk/LEkHhwJgO4pRWSeQslJK8BhT/YqEKPCR5UaY+IlYUvDozWkr7eAvLZmc9eUA2qHmSQsanhdVWnyddkwvliaR6qnnFJ/MrV6LKn9Ta5avwBLUVAsi1n9zqBnXBmakIAkwV/bnPxLSKmFGxZYvDROQTUhI8ay565GXawISfwoH75DsUhhNXOPNbWYSGBPuwSSYv0E/Bq9DhSjSYkT+5orvo8lvV9VJO+LZQjiQ3DTpyb/HquimjaBuWGBSXywThOj2B2f0b+K5I4B5NZ59uUYzXOvtIRM6yDFIVuIX6978Xq99OrVi+z01rzz8DIIOVGkExOJVMPoMVXUxG23SYoA4wT4rWmZ1KRsp1pKzhwzDlGRxIr39x57nyhic3SsU0M8/PLyyO8WJDkAaKaO0zKirC64XHT/nz/iHToU/dAhHK1aNdMUxRs1JHkqMC01QmAA4osG08UTT3usZiQmrDrwNLoHEshvOwbdGc+XyxeSm5tLdnb2ca/th+C0006z26Un8krW+9xQdGGUS0lBUDp9M0kXdcHbt2WrWLdu3ejWrVuUO/2SSy7hmWeeYc+ePXTp0gVV/bEm2d/wc+D/JIkRqoWUAiGOTWakpdE1uRytJimyrKdLJSFssU/C3sUFKJ8L3tHCdDCcOBwq0pT0OzcLI8VPUmospjtEdmw2ye7ogaBVq1ZcffXVXH311ViWxaZNm3jxxReZOnUqffr04bzzzovaPhQKsWjRImbOnMnmzdHa5tmzZ7NixQpSUlL4wx/+ELHmlJaW0qNHD+666y7efffdiHl8xowZuFwulixZwqhRo6IIkxCCHTt2ADB37txfVZj5oUOHeOWVV3BrMONcDx5Hy6O3EVTYU57BW/oo3Ik66bFlPKH+GycWYYegxqXhDpk4dclrIpbuiojyHB3XcCzBe2AQvqzVtttDlUh0ynM/Rg3FcaTbTPsrXdVb2pWDusLhMGQ5mwgtBeiyhZdSQNU4C+cqsPygWfDiWGF/7fvaUx0O0KNyPT3KDhCfkspnZ5yOwzDweb04nS5bbCkErmCQVgcO4jCiLRWOusoFJ2+zLSkliZCqS/z3RjdDV1Sej7+MU0+dh6Y1pN+7LEUnsdJip9QiFhPhMJE9JGd23oZEECrX2L81NTqGUZF4knQ6nl2C7lOpjBOs3ZRKvyM6L75iUhyjkl4j6TnwCEprgdAspKHg8JpobuvE7lUTHKQhU2t9zpf698YIqLhJIFznpratLztslvcjYBj2/f900QJuv/12nG6NZe/uxPoBRr6m+N6ps9hlRF24Bc10WZoCc/o7KHj+FTKDVSQEa0j9060kXXRRhLQ0JS/pOR0QQsFjBelxaCva4IaGquE4sndciYJCEIlK9K1ULZOA1uCqtlApzM4jNcfF99PXc9FF0WLy/xR79uxh6tSpAIwbM45nws+gGgrXHZkQITKizjRW8d5O3B0TUWNPzLJeVVXFjBkzePrppzFN87fq179w/CpJjJTHF0nuKOlAh7R9IAWaMEFI293UaB9FsdAC0UIzIQRtnArZTqgLRmU4Gt/5TQqD9mu7de5B4jWTrVYxC3PmsC99A3d1n8yolJE4XCp6yIyy2CiKQp8+fXjhhRf4/vvvI3lqOnTowOHDh5k9ezbvvfceFRUV5OTk8OyzzxIKhfjggw9o3bo1F154oV33pwlSU1OZM2cOo0aNYsqUKTz0kB3xvn79eiZOnMipp57abB8hBA899BCXXnoppaWlvxoSU1payvnnn08oFOKeYc6jEpjy3TEUrU1EAP/gdSwBMQNrEa3gUIabnT28CCSWIohZozN8joeKXvrRkwHUQ2L7g4D0bZfjrszAn7YW6WikEJAKJd3ehpYEwXVwCrg+LUxRCLbt7k2PDpuQEixV8nGVxtmJLe9rKPDwdSp6iW3tqImRxMg5CGnnWEn26Zy70UIKFUVKlg/ux+4sgTdk4pIe2ubv56Q1a1BNs1k1aF2FJnwKxSdIfFONhFIbToX1e3uT6K5q9t6pwDmJJiSamOMEzNUQUqBsEvg9LhLaBVFijbpiCA0dHZYOjDgV3ePgqxSV+1KTcbSzMFWVGxZYnLxNIlRwJZpo7noi8eMYgATW05MyGtIwmKaJW4uhOL+a+BQ38SludCuErgUQlkJNws4TJjC5ubmRBGpNoaoqRUVFJHXwMHFyP/auq2TdpwUgJaYhUR0KlmkhhEBzKJGQbM2hYJkyookJqLCkCYGJnAN7TFTrrvXh0d3oNyKXXqcd3eLSFDHxCQy/7Dq+fmsq7coPkv9VNh1GHERaDpy1mZiWggIsJ9w8n4aiRiwxEtjZ6UJ0Zzwy+zDhcPgncyX5/X5uv/12li9fjsPh4JprruGicy/Cvc/Nu1/NIFgaxiOjLbRSSvRCH2rn45OYUChEu3btqKqqAuwMzQ8++CAffPABeXl5jBs3jpiYmJ/kWn7DT4NfJYkJhmOauQAaD6xCQIf03Txd7GJMnMSQgvmVTobHhRkRr4OwX/Yj+wYh1QrSVR8xriD+kJtSESZDTyHRtM269R3UP0ZF95m0dtgkp1552OHgZcz1pRFe5eZDuZawCYrDfnH6j0mitSeFg5aFq00spUcC3HbL00y6+Uyuve46evXowbJly7Asi55De/LMXc9w+fjLI5aTO++887h9MXz4cO677z7uu+8+AM444wwCgQBvvPEGkydPbpGkbNiwAU3T6NGjR7N1v1R8/vnn+P1+li9fztBFY6LWlck4DgZSce4MIreLKD6iSgit8bJjewzF/zTqbqjdv75BTig3EDrI47wJElhY6WCN38F1NbEMC2ZEExhAKjrCdCCPQWKEsJvQxiVp02kDJgpYAgXJOYkGlqz7qG6BKBxSoCa7cYixhVTA6zeZ9KmJw4T6qh+DV6/l7QEuJJIx61M5afVhNKu5JFNXFVRpu5rqywQ0uHEEQ+9VWDNIYdogDb9jL6lpOzlJiZ7CGrc1MEoSu0ziKLbvQtHqRLwZJWhui6xBlRStTgQFgpaTl8ZfQmFOFoqnhj3G64COUScsfmmcSteDJhtOdtPOY1uo3NhafqE0P29LkIBU3QhpIn43GWf8KLRGuWAG9RzBe1M2RBLU5fxOpSx1FZYBUliciFu6HgUFBQghWiQx4XCYWbNmReWgufDePhQeOEJSchIOxRVJiNc4OV7VwVq8CsS0imXQWTms3HYE5/yNBJtGH9XhL3437WMUMhCkflZIOQ5icxNx5nQ5ISvEztWHWbNwJ0q6SWkgmcBeN6GDTpzxCvhb0SpN8g5BpjfVwwAOUyeguZHArpxzKWp1Cq26JLJk9Qe43W4GDBhwwn15LCxdupTly5dz7733cuutt5KWlgbAxK4TOVJejFLQwkNhSkpe30TKxK5HdSvVw+l0MnnyZB566CEqKyvRNI0BAwawevVqPv/8cxYtWsTUqVN/czH9gnBCtZN+aejU2S1feqkhwVVLVpmgBS8ccVEYtke8+u9PryJJ1yyGeHXmVLgQUgVhMtgjWRUQaJYTE/hj5RmcWn4KtZag2FFGinTgcQZxBlJxGAmNzi2pH+4EsDVgIiWkOxQyGlkLCnWLDQGTsIRtB9by70//B3esl35n98LRXdA/thvb3fm0at+JaaNfBOBgaRl7Dh0iOT0DwxtHWjiAVlkWiUoAyPzye6RpUv3kPxFffUYgYAsS0tPT+fbbb+nYsWOz/uvWrRuxsbFMnz692bp6XLLuksj/MwfMPO49+d+CZVlMmTKFOXPm0KpVKw4cOID4bDKseDYi2t1YkMvN6+fitIyjuhfC7SzKbjWQTaOEdOwbdzwSI20bwHsVDr6riWHq2vOoPG8GKI0mFEtBSBXZghvpP4GU8G65g5U+W1yTZJpkGwaFqkaFpnLeNwYXL4v+QPe7YP4gwfkr7GKOLr1l14ulwLZeXWizZzs33aBFlQlw6pJHXzO5+xo1sryN0+SWtBDOo1muJCTMUPGuqhvkNYk+0kWrlDIADgZSifP7mF09nDHr16BrGvvTDB641IGlNATuOg2VKx0jmRFeQkrYYHyghklVNSh1KTRrDzmJaxuOvibFYTMcRcUyDT6RIyjVsim3Yjn93Evo1atXJCuvW4vhvSkbMHQLS4QxtFqqkjf/cP/UCUBRFKxGBNKDk3jhJaCF8csQ48ePJzc3l8rKSpxOJ+FwGM9Bi8DH+23BS11+q2DHBPIeXkKoqYhXwkVhBzc63WiNBkIpJWgKQgjiRrUmdnBWczLjK4WijQQry/jii0Wofb8mLJ1oiskbmyaSsLmKXoFCYrQEFnbqyGp/0xylNhymzoxFU6jIGMa+DuMBuOS+wfQb0p327dvzwgsv/CR9+cADDzBnzhz+9Kc/cd5550W5esqD5fzjlb9w26HL0OocxE3DrrPuHXzCbqXq6moURSE2NhYpJVOnTuXGG28kIyOD4cOHk5eXx6BBg4iPj/9Jru03ROMnq530a4Uq7JwbTc2ePkuwL6yQH3YhESBsweA3AQCBrtgT0PPJH3Ow/XzmVTvsPDRYjPVa+DGp8qWRXdua9i6LYDiWdtVdEU4/aWYc6cFENnp2s0fCgJp+tA3buSyzHQpZDoVdIYu4dieRc8nrbOywjjx3JuOqh0GN3b75FV9yeslYLrYmcmTRfCxVRTEtNnftT8/t69E0DcUyOfm6mznHss3DQlVJuOt+5J/u4ROXn9raWkaPHt0s6Z7P52Pq1Kls376da/+QTHHJeDLS5zfru8YEpv73f4vI7Nixgzlz5nD55ZczZcoUhL8M1rwSEe26Q2GmFU7BOCmMki8iFgDhjEXEpCD9ZchwLWqZaNnaogFGcyLc9He9BeWiJB2XqVOZ40AxXVhKQyiOMF3E7htDbYePkUJHiuNbC44GKW3rgwJ8UqawpVyjQ6Wkl+bnHn85Rl3TH/ImM2G5q9ncqxpw/goZKRnQ4jkAFEm3rTvYNk7gEJLGtEA1YWd2dMhz0GopG0c0nPkNWwSlk+sdd1IRikMAbkUnHKtyQeEXHI5LJhDvJc5XgmYGCTciRhKTIU8tYghQmWZy2qAaVI2I2y+unUScNgW++CeoDrBMGP885I4kULSDF2cuoNpyRiJ6Got4vV4vxfnVSE3H5zyIP7bghxhdfhCEEGiaRjhsE7RcI53hRve6jD0KS7WtvP/++6iqipQS0zTxqh4u9A2OTMRg6zqKxzjJ0/byldku4pZTgduFi7Odzmahz0II7DLskprF+6n58gBJF3RusEZsmgPzbkSaOsIhcA9KQaqg1WUNvrLXbBYeeYizzET2CZN1/qOUzpOSSRvnEaeH2NTGdmHn9k+j3FfE/v37ueyyy36q7mT06NHs37+ff//73zzzzDPMmDGDK664AoBkdzLdh5/EFWvv4YyKofy+NLo+ngTK3ttJ+tXHrTEMEEVOhBBMmjQJr9fL9OnT+eSTT5gzZw6qqjJw4EAef/xxkpKSjnG03/C/hV8piTmOYFfC3AoHPutow62dy+FY0IH3qtVG2wk+9CnYo2glxNYpGB2AdzUKNM+fkP4xPY1krvKfhN9ZTZa/Lbllfemsx2PGteeCUHvUUHS+l/GVozirdDjlwRL2uPvTK/4k3Jqb8pIiYrKziNVywdjHwGonTaMHhdPJxTVhDq+7zC4UcX9V1Po777yTl156iZ493YwZbe/clMg0JTCNl/83iMzq1asB+wusXbt2cGgdZSRyt3E97pDOpJw3qD6rgUjELI8n7ZuTcPW6CMNRQSi+EH3f1yjrtxA/W6H6Uiv6a1sQiR5qDLNOX9CUhAgBZ6X4SdmdRnkTt0pYMXjk0ED82hpGp5TiLe1OTs76JuH9J/ixb0G/LTU4/Tr9d7k4vEYlrAi8poPwIFtnAnBXQTWFSkpUrhUJfNULRm2NVns2zcknAFFX7yj9cw1/F1uu6VUkyZpFjSlw6mDUzaX9PDqXJOv2GyEbHaQRJGAEnYQ1FVVaPN3vQo64kpEOBelRCQdMhG7xxinn8Wqva3DpYVAE533+IMu678VQXKiGzo0fG5Eop/RaEyxB4/deOD3QPg/u2NqQI8Zr69vKPSFCWhyYDZFfTUW8B0v2cDh+hd3Rovl1/BQQQjBu3DgWLrTLx7mlg+FG9zpyYnfqcKM7heq3BBuVFfDoGhZWZBuAsKGz4rNVtFNquNFh0E7vgYZKZ1SSUAgLA9UuP3f0BhmSyrm7ICFEqPB7Epf8kQrTzUHZhu1qGjHWIWLUhggjEUzgTzKFLxWDh1rQwQAgJddu/pAx+9exrevl6M44ENDxlBjuv992cZ9ylFIDPwaDBw9m8ODB+Hw+brzxRq655hqee+45zjvvPM444wwmdJvASxteYrfnQLN9BRDeXkG42Icz48Qqj0ftLwRXXHEFV1xxBbqus3LlShYtWsRjjz3Gvffey3PPPfdbPab/An6VJKbcFIQt27yvAitqFYbGWpjYFzS3QmOl/3ip/5u+7M1/Nyc6Rx8gWvZSw2atjLviF9rjpHs5o9q8yTm1g2ldOAKBhvSnRLmnkPaAm+bNIs2bFVmcFtu6fjVoncDtbtl84Haz1uzIAGU3cnICO2Zn0237NqSUzJnzCkOHxvDPKQ0RGtCcyPyS0L0uI+ujjz7KSy+9BEUbOBj2MGbfSq4oWUDlWcGo2+LPqwbrVGri11PU6xU7je0g4AJB/GzwLgbfqLq7qxHVf409q98d7kPP9G14tOZfn8LS8AoN5+ZrONzztUhdpVmbJ7Il7SM0l86rwQ6cUdYFUVHGONdGQpoLVVrMbzuMjrFbMFBxyjAOaaBYElOxLRyKJdGFRvedNWRWhghWqeSvSkSzRF0tayVKZ+Lxms0ePkuTLB+gMWaTblsb69vdaJumhCYuIBj+nZfavDIuStUj79bciQ5kEOIti0uS9aO7kRrhqXPOpXh/NsUxyVS5YjEyPRg9E+12KqBuq8LslgCqQki19R9zzvg7TqsKh3GYkJJJecoH7Oy4lzbBwzir7FT7UTD1BuLijRbnH61wY2JiIoGaMMWHyvn0swV1VtifFm7pIJ4YRpz9O9p364DX68XlcjF//nySZTxWKPo6LCxipZugaCAxtSKI0kRpriCoFTbBsBQfg3FEWWoUBMvV7Qw1u2AhcaC2mMHWMnSU1y4gqJTyvDGGF8xz0TAR0uQx5f7oawknUYrkEYItqGCIEJjz9i5nzcD/wV83XvUalUne8CGUlpZy4YUX0qZNyyUB/hN4vV6efvppXn/9dVasWME999zDPffcQ1JSEqOvGs3envmYWFF9VA/9QO2PIjGN4XA4OOWUUzjllFPIzMzklltu4YUXXmDSpEmRDO+/4efBr1IT48nxyD4PdCBZsyg3FHyWiHw91v/+cWg6tJ9gPvkfeA4BXJ4UZkCMREiNzM3XEF88pMWtK9Uaih1lEbFx/e/L+6Ui4zKbkxifD/e3lZzCBma4HsPngwMfZ+OZtYSOA1vRo4ebRx7sRG1hH0rWnw94gTAQg8MLr3S7h6DD12Jb/hNLTDgc5vPPP8fn8zFkyJDjDmwVFRWsWrWKvn378s477zB9+nRmz5jGhQV/Y/vWRLHdVyAAACAASURBVKz1Av9gk6orzWa3LG3bpRzpMqd5iLOUKAZIBdoc9LO/dYztd2ypvaadZr6l0gPSUshZ/k9c/lYYjmp0zxEWiO2sSPiU/KTeFKTfjMAkNezj2+8uBieRkG6/4mLU4FdRHSEyaiuZtmUyDkcId8iedGuFhihT8DhMQoc1Clcn1lkhGuW/cFi0HVmGJ8W2ilQXuClanWgnprMgdH6Ykr4qfRf4KFtlm8SlGX2Mpk/2N90Er49XuLd1IIqohC34R5GHdCxuSQmhHK/EloSntt3EpuLuCN1COhRCIzJAbXRQ00IY1aiUY2qpSDW+RUIea/oxhMqTWx9lxIoVJHUIgMNtZ9Ed/zz0uqDZ6es1L0VFRSxcuDBKTOsKpPHlm9sxnDWUer9HKj8u0qkphBCoqkoHM4OhgU4oDhUVhcQJnSKuG5/PR0VRGby+H4yGMdfAZHbMSvxWdJ6bltxOe7WS4653Swex0k2KGctQswsqShSZkUi2pz3BXysvIM5TTWkghVrdDmKw64XNxLRUVMXk7e9/z7Cy/jxPGH/jxkmJapncuPEDxhxYz7Yul1GScVJkddsxAc457ywefPBBzvmJs/QeDaWlpaxcuZJ58+axatUqLrnjEjLcHu4wr2pG5tJv7/8fk5jGkFIyevRoFi9ejMfjicr2m5OT81u23x+JE9XE/GpJTMf7mwtWW8axrCk/B2lpGRqS+7MDxKogTCe5S/+FpkcLxL6MW8PT2W8ipIIUFqMrhvFZ0nJUqWIKkyMp1xKKzUOY1ahGKaaaguuLegIimaPdRz92s/O9bHzAh60KmfJFNbHuBLq2HhD5S4z6khUs7vgGe9LWR7XlRAlMdXU1mzZtonv37iQlJUVCyOfOnUt5eXlku27duvHuu+8e9QV/9NFHeeuttwDweDwEAgEuP38sl7SVtF64H4e0COWYlN3ZnMSkb76akm7vQAtWlMhVmpKUfWkU5pZiAS7RnA+uLupL34zNOBUj2iUkQVgOMjZfQ0x5d3Z4NjHCegxMSdjh4uHOVzE3eRzjAp9yjnM2QkosIWhV6MdbpXJr+3+wInYAaYEjrF53OR7LdntU5bspWlNPRgTSkjbjatp21aLVOUdwuSQiCIZPjeRQ0bwmGwbE4o/TGLK6CsUvqSpwU/JdAk1JDHVLqj1w4x9VMr0WN6WF8DTWpkhYUKXyfbmDv7UNIo5ju9Wlyi3mVGqUBLTNlSh+g/DAVHA0HNRV9S1x1a8hURGY1CT/gVDMkKMKiNxmkDXfTqT6Yyetn38SV8+8ZtYXaF6JesyYMWRlZZGYmIhiOZhxz3IM3cJQfFSkrTvmq66qKkKIiOi2qKgIgISEBLZu3cqyZcuiCFL7jDZUPbs5iqAIh0Lm3SdFCUl935dQOXeXfVtNSczZ7TgUU8n8+fMjmpj649YTkloRjLLUHG99PXrG+xhUciZKI4O7hU7+SQ/hiz+IUUdWXt98CauL7bki1lFDjquKGl86+dKJionZxJrhMHSe/+pJsv1VbOpxPRUpDYk2lxyYxoeLZhMTE8Nnn31GbOzRM+b+b0DXdW644YaIG7pdRmtObT2YETmDGJU7mNi8ViSPP9G544ed99NPP2Xx4sV89NFHFBQUAJCZmUleXh6jR4/+VWVG/yXg/xNh74mQjmOvF0gc2JbuY2ggf3Io2MLjWNUCS0H3lEaRmEq1hiey38BsFP3yUfLXdZdjD1hpZa9SGqoi1j8XiYKwTIJxEzBq+gKwzOpNt/BuAOLOziWj+kmuFt+wpWAV2w+tY+3uLwDITGpH11YD6N52EN1aD+T03VfS9fAQNrT6koPJ206YwMycOZOnnnqKQCBg59tp04ZDhw4hpWT48OHcc889tGnThssuu4z8/HyklEclMd988w19+/blyiuvZPXq1Zx66qmMVBX8/3oKra5SbqhzCwRcqugxJaAencCAzQ3KcirZsWs0n9W24Za+03E2qkMkBPTL2My0TRdzTc/ZuBsTIgFS1Sns9QqWVHBLnZUiiayiAEVZHsbI9xghP0RxW0ghIi6dQ61joDXcwGNMLMohp7CasFRwSztBX9GaRKSpNCsJ1qjVoEDmoEocLpPqfA+laxIiFpisQZW4UnSmHryYgZ2XM997KZNLpuFJCdv5TmRDX5vCzg/jMey8M4q0n8emxnch4Ix4k+21Wl3yyKYimLp7YEFIcfKy+CM1DlvgaPRMxLn8SFQOHmFWE1f9GkI2SIjjyl9BOjsTdqTQEhRpsTG2M60HZ2B1HwPeaHO9z+ejqKioWSXqhQsXcvvtt+P1esnffhjDWUOto4RA3IFId7Y0PFxzzTWoqhpVX6lxlN+IESPo360PVQfLSGidQlx6IuEDNQhVQTZO56sIzIpQFInx9k3H3THRXp7kQo11kkybZtFJ9ZakCumPZOoGIsTM6XSydetWli5d2sx1BuDxVJGWuxZRcnbUcoEGWhCnquOss1Re3XMmW8u7UKvHMURP4gY9k8uwP4YiBEZKPEYISyjc9t1s2tYewVQc1MbZbm5Fhe6nJ3PzeTPJy8tj8uTJPzuBAdvNM23aNPbt28fy5cv55ptvmLl2AdPXzeW2G27lqfHP/K+d95xzzuGcc87hueeeIz8/n88++yzy9/7773PZZZdRXl5OmzZtyMvLo0+fPpH7+ht+PH7llpifwnLS0vX/Z8c8kVYpwAPZfmJVwNTosPRJakig0CPIDkj2OrZwb9vnj2ko8pgudGFgNDaLWw5qd9+NNL1M0x5lBSM4L/wub5u3ooe8pOvpeEUMlrQoLN/H9oPr2H5wHXuKNqKbYc4edC2j+13CkdhldmIOCy64tLnZvilM02TkyJF07dqVe++9l++++45PP/2UYcOGcdNNN9G+fXu7eZZFamoqw4YN4+GHHz7q8SZMmEB1dTWbN28mJSUFo7ycnSNPRYRtq4UZKymeokNT97MFQjqiw5yPIkIF22303HfX0SVpJ+Nyl0TnPLEErxVmcV32YZxKc/1Es9D+JguO9RwopmTY6nKcut24lbUxOBcl4NGPccMVi5zRR3AnmBhBhd0fpUcJeoVqUd1V59qO9zIq+BF/WLwLrT7sXEikVOx6RxJeP11w7ecSzWiwxOgOwWlxIcYlRJddCFqg5odwtXNiNXG/haQD/WAW2f4qruv4IIe1Bh0XuoVzbSmWR8XolQQWaMZeEoofRVEa3CfuMJxW1Im3h9yNapgE3J5mZjG3FeaR7Y/TpaAS9ZxX6NA/ncrKSgoLC1m0aBGWZUWFMQOoisLY7j0o9/tYXVCAUU8wWrgp9Xk/zj33XHr1ajmM2KwNY1aECB2qoXrBvqjwZ3fHRA4/ugapN7ShJUvMD0G9a6ye2DQmVY23Wbt2bcQyBLUMGhwEPsJV2Za2a/6K0ij5m0RyJHcuFR0bamz5dTdPrPsj5dXteIgYQkgmE6CxU9mjB7lo/1ZO3/UJ8XoQIc2IG0lVBRPvHcQnSz7giiuuYNasWb+oHFShUIgpU6Ywb948PvroI84666yf9fyBQIB+/fqxY8cOkpKSqKqqwrIsBg8ezEsvvfQbkTkK/j9xJx3PHfTzuYdOBA09reJLvpZ/eOcQJ2soLriKdUo3FrZOQ5UCU8A5+ftZEvMqqlkKgKmlouqlKLImchTFErikk4DaEIURY7oZVnADwdpsjlgQTF3EgeyvABULi+RDExhwqC250v6C8gtJlSLxBKuZ+8UjfJe/hjZt7C/DkwaeZA+aAs4//3QUpZEAuRFGfr8X31vTCC76iNemvUJeXAqhNZvRW6URO6gHbXr2juS1WbNmDYMGDeLhhx8+5mCyZcsWLr/8ck4++WS++OILSl98idJnn42sD7ezKL3VaF4dWtYVV1Sil9n2++aRKFJCyHSiCIkiTLRGZCVswf0HUmhXNZqre8xu5lY6Lok5RlZpYUoGbqgivtausv7R9+l03K41eVqj383Ejj6yBlYDEChzsP+rFCy94UIDTnh0gkpnT5BLX9fqtDQNMGMlO3pLZvR3E1DjGLI9xCWLa8CCb7opvHGOIMNt8Ye0cLSA15T031DJ930Sm5MYHPzFepabV7/J/YNub6Z9iftqPwONXVzrXUjA7UKEq7kvu5Jwo4I/bstiQf4RpBbH54HzOdyuM8/k9CasOaM60GUGWbtyIil6FVPUP6MoSsTq0iIaj22NjhNwOKlxxxAXtJUeNe4YBrfrxFmn5JGS0XKYbL0bCEUgQ02S/dWRleDuysg29eTmeMnVfir4fD4K9s/h8OHHkNIeD9RwHLlLn0CxokmUJULsHXEnptMeS0Kmg9u/nELY8uDBtkhbEoxGt9plhHnt88fY2etmVDNM0J2M7oxD0QS/u7IbnQdlctlll7Fw4UK+/PLLX1yUTigU4vLLL6ewsJBbb7014t75udpZXFzMpk2bGDlyJLW1tUybNo277rqLSZMmcfPNN/8sbfi14f+0O0nYcT1YHD0qqH7LBvy8hKbx9GMHhwoC7oGE40ZhONshlTj+ylAsIaB9QwrSevvB3Ny2IP8GKHZYrtSRqMSVT8MZ3IKppeIMV2BatVHnNYXJNXomCZqXSrWGq7OX4tYMkrUwQUsQlzObS4x7KKoM860l2OuRmEoNe1KO0GVUfzzbHOwu2M/XXy9l165dXHXVVTgdDt5//wPOPDOTmJiGbLm6rjP0trsILV0Cqop7xBj+mtKFP73zFLUxsfQuWEXWl9+yxFXLsOuup8/pY1m0aBEAQ4cOPWb/9ejRgzvuuIPHHnuMpx95hDEzZ0WtV8tEJHdJFFoKYRaAsDCsurDpxqsEEVeRYSmETRWXZRBSBTPLHdSEUlhd0oetZT0Y3no5Z+d+Zgsf1aAdKHuMR0pIiUQclcjUi3lDVSqdtjd15Mi6B6dh56q9XpI6+XAnmDi8JrLJw69YUJNicuPXAaqs6EKC/gEGlVdYJErBzZqfgm2dOZDQjaJh35H97S76xxjkZplYVn3QjmzoKAW+65tIdmGAQ9kxdpMEGKi8zB8JSi//4mK0zZVRUUi3bnudcdonfOzsQy+5kQyf3c9KaQyTU5NRdYHlkPyjtJx0EQIzxKWOlzEOKPQJDOD6Hg/g1xpSvIcUF29ln81t+99irLWABdbYo3c+tEhcjngTWN6xF6qUGIqCRKBaFh8KhdXTt/KnUzvQeVB09J5ZG7Z1LPpRRps6t1FLrqKfCw5HkOLixyMEBsB01lCW8yGpexrqCQH2ffVl4hc6qmLyysYrCFn210C9gFdF4jQNtEYFJOP1IKoZpia+nX0YFc68sRdFNbu56qq7mT17NmeeeeYvjsAAuFwunnjiCf7+97/z0EMPMWXKFM4++2y7cvnPILzNyMiI1LxLTEzkzjvvZMuWLbz88suoqsppp51Gx44dfxMB/wj8Ki0x6enx8tbxeaztmMqB9K1oUiHgcKA72mEh0PQCFKsmah+ljvTY+CEPyo8jPxJBbcIEhLMj5+kvMDfmAUJaczFiYyRVHCG7+ACFGW2oSErDE/CRUFNBVVwSAU+dGVnqIC1EXUD5mfvWskGdFhH7Xn/4AjqE2pChp1DsKGNW18c5P9U2DDuEnUDNITWyNl9L/OEhfBW/hmey30aVKkFh4is8H1HTi5odKyme9wgOh4Oc9u05acAAxgzYTWa/M8nMuJBKS3LZe/PY/8/JJJ9+Dp6uF6DGpYAlOVss53HHy+ioODB5vWw4gSNhfveHm/j93X8jFArx7rvvHrcPy8rKuPjiiyk9coRZrdvQ3d0QGuMfYFJ5ldmcldid3+Ita245id5OSsCCDvt9bKsWTE5MQ+hJHNl3G0h7Qop11JDtKcdI+ZAuCXuZmGLYZEUIsooCFGZ5Ir+776yhxuWkIMfdzGLTeWctbYrtCadyr8dOx9+UdDchMfYySdaQShLaBakqcHN4dSKWFIQVwYvjBHqWwV2vKLbopQ4tud4UU1K+uh+bg93pu2UpsdcfjHbNtWBGUkxJp40G1/e5l7DipIAcakQCLjNE7NeH8OmuSD6YuEAtN8fez6vpJoqhYCqSB46UcbovQJUWz9L9HZC1FYzovJ80tbmmo9SRwIDBsyMh2PVwmmEWr7uGVoED/Ivbo6wqHr1Bt9R4+cHENL7q0g9FSnRVO6p5TDUlty+o4o8P5EVVqg8fqOHItE3NLDD1+E/dRj8FysqWsXHTTVhWVBwRjtoscpY/1CxC6eWYXSzTQpQGkqk1VbBcNM5LEyPhnpWvEhuqJcNfTmLYh6k4WD7kn3YuGEBzKCw88Bzz5r9PTEwMZ599NjfeeCMpKS1rm34pqK6u5sUXX+Stt95i2rRpXHvttf+Vdvh8PkaMGMG6desA6N27N9OmTcPjaWpe/v8T/6ctMQjJnmQfPXZanO+7gNd7dqMgtR2RSUCaJByZgTP0ZcM+ShwTUuOYUy7R1RQchkJS5SGCzkpCrmPZc45FYJrPlrLRf7FVH9AvKZfR3mISxQxeljdj4GhxED112Uf037Iq8rsgsz2tSw5gqCqqJfl05Lns6NQH0GyTdt12n7Ufwr/WZFHlNKm18pma+Q4KAgvJDaXjOD/VF+UacAoAg0O9XsGsascz2W+jaeFIeDrZ71O9uxPuLieTPvEf+Hd9w+E9q5g1Zw4xRQPpsm41H/f1ILZsJW7RO7g02DnwW+6jJx+beSRTzePOl/GIcMTTc3XKUu4OXcRH/36WjRs3cs011xyjTxvwt7/9jcOHDwNwQUE+Gzt3QRMCM1ZSeYX5kz+9QgAq7GsbQ9Z3Fs/t+wt+RbIdJ89in07X4zhPT2WRN5v0UBH9dqlYnlK8oWpKEx2ILPtA9Xc4szDIW143eengtOzMQzkbAmSV6pEy0O6UlkTIItodElkmKFqZSGxGCYntgsRmlBCqVbkhNxk9FpKKBUKRdSHVNswUC2E2sQ5KySjXMgr87bB660hHUwrVcmbeeOnjD9s/5Y6ud6NIiVsE+dv2F3lCHx8hMCJgYlo+pqVbhBWljhwJJqelsjRwKjOHXooyyMJSFJ7e+Qjnl33R7DypehXXH5jDc+0uj3pfwoqDMwa+xkPb/8UWtR3LO/VGsSwsIcjbvYk0X1WUtcUUCpYQSKV59u6mMBUojFc4cqCGtt0bJmI1yWX7V5rCqSAkJE7o9F8lMIcPf8jWbXcjZfPnSDHcSBFGNNLFVKk1jLScJAe8vBWzCSt5BcG9t2CJBhKjSwuZlkfHrTOQQsVUHGzrchmGMw6HU0FKGDShDbec8REjR47kkUceaabX+aUiPj6eO++8k127dnHzzTdTWVnJ6NGj6dGjx89qCfF6vaxdu5YDBw4wd+5cbr/9dh599FHuv//+n60N/xfwqyQxfk8q6RW5bGu7g3ntF1CWOppIVTgAoVGV/ntydzupcS4iGDMEX+p1vAKYWQ0+iPJMk1HffERQXcSutg0yNkuJszUoRqldvLju/6bWnZYIThMVApsqdhH0QHsln/N5l/e52CYyjZBUcYT+W1ZF7dvucD4C0Cx76B371Tz2t+5IwN1gXvcEfCRUl/PX3ikYrhh00Za48h24/SuxlDg+bb2BP9RrQZrAxOKb1C/p6zGYkBqIJDd7v1RBcVRTYMZT1LELNd3SMConIF6+jVe+XkWMx4u5cD2hyhKSPYInTneT4tR5XL7M8lBPWosj6KhRUhUdlYKUjpRsW4dpmgwbNoxwOMySJUuoqqpi8ODBtG/fPmoA2b9/P99++y1jx46lZs1qdH8AXUqbxKTIZpMysoFSOmpaoccdiqyq9/EroskDb9r7oUXfuJAQTMmOoUB/ktsKL2d8sD3DsTiMJBOBB0GhkcR1R56gVhrg01A8/2Jn551RmpFtneMYsKaCLwMuCvbp3Lfdh39ZLGF/PLuteDJPqiSmbRiZaLGno0XubjX6+amroCwlUZTC9EKpcJLsCOHEQnVbvF5dTKBGQFChwEqPLoJZJmgadiSFAFOQknYAd4/SFjMTN4UE1KBkSEUmTxYXUeFJZou1i3eUkYRbeQl1S4u4knJ2baRUjUHIhmzKIYebt4cMx3C4Iq7AW7v/D8NXriNVj84u/X7a73ilzcTmjRCCkHByZ9e/IIUKQmAq9sUt69wXzTQw6qwtEdLyA6zNO1sF2WeEadtomRrrJHFCpyi9S/xZObiy4352t1FThMNlbNl6F41jKxsb0YyYUvuHtCMeP0lYxrtpCwlW98Z3+Fyo6QfVAzlz3yqWtB2MKk1MoXLL9+8RaDuR5UP++f/YO+/AOKqr7f/ulF2tVr1Llmy5yLKEZRsXmg02zXSDgykhIaGlQRJIQiBvCuFNQiAhBNJIPocQICHEjsGUUA02BlywMe7dsuWi3svWmbn3+2NWK60kG1MScN6cP+zVzsydO3dn5j73nOc8h6RwG+GkLBxfKudfexy+HB+bd77D5752CZZlcfXVVx8zAKbXdF3nnnvu4aabbuLWW2/l1ltvZebMmSxduvTfHg4rKSnhlltuoampibvvvpv8/Hzmzp1LQUHBex/8Xzs2QUzE6+PRK29hxIGd5HXuprVkiJtOCPaPvIKqDbvZMOWLIAYTKJRusPS0Szh7uaJs/yvsHCkIppxOKO0SNGUjhYm7+o2CMEhveZnc5lfj3pujSvCW8NfAhbyZdk38u+RgF2ndnXSmZRHy+SlqPEjY4xDw2aSEDJKiOhGPQ0/sb4DWFEla5wFCSePwhQJM2LaGk9ctxzF0dEfGPTXd2V8kyUmmJ3061fhAuw1XzC7RTAF7kw5w6QBPzadyAgwjlbWp23iw6HEylI41wkH/yo1UrNnG5pYeMgMN3HFqmGuqFL5YYUCBzlTRyjsqF3PAmtfE4aDKI193Uy7v+tFPaG1vpq29b+IqLCxk8oknkV1Ryba1a1m/7DV0XefbZ+YxIdeg6e2S+GiLMIPrIPXjwtj+Zkre/i5RfyNmIJ+NqZtZnPMaWbriwqwQpnTDixmPa2hNmqs1M2Bs2oUgJD3cm7mMkYFyRsg0MlBEgWcyG7iu+SJAB+GucJuNeSDvcctm93ZJKX6Xm0FQmLQGNSIvamiOFoeUDWsz2B9IYXmhlzfP6ea3e208/fBmVDP529Qz+HTDy2hhhUqCaLGk6zJJC36U7qdiVzf5zVF0IEUp8DrkT+umdm0WUgi8toXeo5H5d0HHZ2RC6GvjZD+5bMY8guhb79XYymDfrglU91zOz0kGB0LZDvb4yS5wMQRCdqPLFhwth51jTiK7fuGA1iSOmZvwjS1Mns49g0ual5JjdaJwQ0nfLL+NsN7nPRhEmo4BmMR7QGAbQxCl3sfq+p0xuVzR2sB1u2x+OrZPkPHj5Lscybq7tzFQHKL/5fbyYrY0DeeXRX/BFg7S8bsARnniP/CrI07kN8vuJ2QkkR9swyejbMo7i+60EX3hI00jvzwTX6qHk06/npaWFn7wgx8wbdo0jkXLyclhwYIFNDQ0sGDBAh566CHuvvtuvve9730s/fnRj37EsmXLePDBB3nwwQeZMGECv/vd78jIyPhY+nOs2DEJYgAXpAwvB8oPv4uS+O2TOeJlCsGrp83hig1hVhbNc8GOEMgEgoB7fGfuhXRnn8c5yxZh+Zdg53RTZxi0H6Esu1Rw3OK91E1fxqFCk5J6i7NWvE63P0JqwMuy6ZdSn9nMotNr0VzJGMoOJLN7eBBNgq27KiO6I3Ci91K6dzaXLN2B4bips2bUfYH1emqksxEVfYuU5lU4OPw592yu97yMQWJmjSZNrgnMoNHZD/3SXTXpYVtSCw/mP05Us+jVpEkfv4yg93bu1jycl1xHsfxfkuw+EqEHhx+qEazET6f1dbzmr1EY2Nh82/oibaQxtuwEptSs4929ezhvrIcbL0wnMPGzbGjL5ZU3V/LikleRTy/G8Cdz8qyJzB+9h7Fdz6CPlLRsTEWGdZcLc7WMrS7VkChSSB2BQUb9qXTlv0X2uJe4Xuqg2eTvzmNEYBdGp+LAO7lEimOXOGBOGi9y2LvnFoSQXCMl31EhJukrSfO9wIqiu5jXFAWzz99khApQmhEfL4CwpvGcJ5nRbeVMq8nA1lagOy5KcVIUTg5k1VpcWRNkXDCNneMijN8eBiWIagYvXDqRWTNeplXarufCwv1f9FVl3z42lZSOLlKsvvNmjnDoKvgML0dambLyZVI7LZJWm4xsC5Ixo4duzc+uScmggXdoQfm42Rj8jq+zW1UwpekgK1QyyqMhUw2XxKtroIM3sIrUtof6BOwyr6c764bE77JucNV5B9hdo77ET0Z9mft3/owLm5fzXNIZmMomPER/PrQNVaqj1/p9/3BtK9cMy2Wsv4+To6d4PjHg5f3YoWGv8zN8yEghwmxHWZkMdGUa0iFkJFHe4Wro2JpBOMktMKsDGILTrx6H7oXHHnuMmpoavvOd73D55UN4y44xKygo4Otf/zq1tbXccccdnHbaaR9pvaejNcMwWLlyJVu2bOHFF1/k+9//frwm038Jv4e3YxfEwHuusGzDw4qpZ71nM0ro/P34T7/3ik0IpG6w5PRLeXXt85TUNaIDj6Wn8tf0NNq1RDAjFMzYlM2Wkc10ef5Maht0euCpWWA4AqnBlO2P0jq+A0dXOLHDd5QG3Ikq9rcnopESMujx2YSM53H0Ykwn8VyOrpHRtgvL+SNJEUlKCHp8NuEN69hxYCTHzd2DMPozdgSO2Q1G4lQhheKnThSptAR84FEat4xYQv6ot9ivNA6INCp2dlLQ7Hp5As5sFBmchMKWs2iIHI8uGgmoPDrNMFX+AzSZw1h6tSAUTiE/RQMUTtcTVFgPccrJ08k9SfBW6+PMNZ6nNHcPL+ozGcFqDDNK4Wfb6NlvUH+BP0bsOXyIQGkOZigH2+yidvyjaLqFiOnGNI5ppnyNg0dXFJ7QwaFtg9PGhYBzcxtYarggLSelkV8HM3hG/yvP5xeQKTdgJ5XhIoYuiQAAIABJREFUcVwQY5td2L5Wt9xBxRMgNSJ6mKfaDTI8DoeydlDRfBYqlvLsAjEH4YDjdRBSUWy1IDwK/+YQ7XuHsSRjBlNPfQG9P+l1iPnTURpRr9YfO9GUK6gpf4RyadB9Tgj9LzrJ63Si+728dtYUflN5Kd8Sd5NMX6hHARG86MpBUw6W8iA0xXz5Fd7RTmbKlo28HczCGp6MU5HhTv6xNGnhdJHa9lCigF37n2gtup/WovtdNene8gJDDHZId8fxG+W309GRwc7wGEIikdCrS0BJl+eiuXzn/hyOocCJV0WICO+A7yW6BF1JLE13w2qHee7/UttCqqEzKyuVEzL+/cJtR2OpqZW4MOPw3rSXqmfRUzcrBlx0PHnPoTl6QgZ+VNfJjLYR9IDpaOwc6xZzrPQKcn0GpbdMJqXAz/XXX8/DDz9MaWkp55xzzr/68v5tJoTgjjvuYOvWrcybN4+tW7eSk3PkRIx/VT+qqqqoqqrC5/Px9a9/nccee4zPf/7z//a+HCt2bIOY9zIh4GiFhN4H0rU1g9nTHuJXO+9hbvNS5gY1jpeprGrT2dPlpSnDiyHyKK0NEjEddpUq0nvaSdJbydGjrvfGdF/AayuaEXgHncMb0UiKZuCLFnDKZklSNEDY4+eNSYJNIzs5YWciiNHtKFrwt4xs9TBjUzZSc1NuhRQ4CA68XsjwWfVIKZCmwd/ENXxu7CNo/S9bQf72KzkhWMzqfsXx0u0URjjpZI1eFldfVcDWcalkdFjo0XyStNV082kc3IlKko5U6YTyV3Ht+D+D1JFalI6dHoa39Lm/LUz+Vz/IdjUaW8C3c65iuyfAPz0Bqp3hTMh9mz1jsxBK4UwSvTSRwaYAR0cIjYIt12JYaTSlVROROr5+wndh6aHRm0qJ1UX6iDD+/Cjm7mQOViZOdo7UmVm8ggtGLcGROobmsLPVw+icekaIR9hXEKVgy3WApHHCX+NFIHN3XAmBQhYOf4RP5TXiYKMTYV2kmmfPrGTmxq1Ero5CzJOvxVR4leECy71VPt4In4zjb0MqNUT5ugGmK1aljOOcni3YaDgGbC9PdcX+YtfdcbWDvsvAzvDzrcrbMLUI+oBJL4rJ/dzGfjUC78pmcowWWvQUOtOS8XUeoLKhkw1VpTgjM1zistONHm3pxx1L5PModHSrGds7CtvbD7zEPB+GtLC1RJK7khpbrPMZ0RVhztZqnq0sw2NFiZpeLloToKiznvq8OlLDAQ5l9mUcOUJQ1niQPfklMTKvYG7PU0xIe4fdThl/E9fGSb5TdmylqL2Zt8on0JKTc8Tn/o+1rkbTL/c3MjPTz4JJZUf8KYJdnXQ1NZKWlx/XRTra7z6oVa/dzIGlRRTPPBinBfZekh5NJdI6lpdqzwCMOO6PNl3Elzc9w5+PuzjOgblp40IeP2cMExumYooyLE8qOpDrMxh5ZTn+Aj+RSISFCxdyxhlncP/9938iU6k/jKWkpPDd736XL3/5yzz99NPccMMNH2t/vvrVr/LMM8/wwAMPMHHiRCZNmvSx9ueTav/ZIOZo7f266oQgqnu5ufw71HmyuXfkDRjKISpMxu16l61lkzGkw2u6iQYYjkWbpvPjPb/mirrn0ZHMT0+l3jTZ7PHQgcMw2+aAJ5M2bz4jDwUY0zOBp2dciSYl26t0Tti5mrXlJ6FLh92aTorzFKWHqulIzSK9u52kcIDymiQm7k3HUFqcy9tbibujOp3uWj9kCV4afzE5WguREi1RK85JwttVyJeCFjsbTiJatJKzw2O5uvYqoslNNI/4NUrrW73byuCQ9l2So8UoDMKinv3edooj+fiVD9vsonH8n1F61KWPAHvKffjtKMk9yejRfHTaKVOFECtU94eUdwkX72ZOqJPbrdXsGJuG0mPCJLjhuSF/Lcckf9tVJLdMxGO7q+bWUDb6AL6HrkkarUzSU4IkRRwcI4U0OxMle+i/sDc0hwtHLXGl2WNgQOW6t4pJGExoGP8QbllmiYod2zzu7xSs/h6n5DUmcI2mjNrCXd4UVp8ouEnTMA+jcGQrwTsjltFu60wfQiXY7Uif10EISBp9iPo2k8KIxW7zfITcgNL7fqeQ8HD/2edTiIOpbLpFOvPVjXyRB3HQ0ZXDfPkVtogJmNsasPUuOoelYRWPBRSW8PAYrjYIQgwKHfWkfhoxABQJnEH8l97jPTLKb3b8hJvHfS+B9+IIg/z2HPSI4rjtUFrdQWcypAVbMVWIrqzt5PW4Y1LWXEtxR3NCevVJNdtIGl5PZe5actJcAFLCAba+U0UgJZMDbanUWAZtI7Mwc8KMoppmlUu3eG8gsbw9wJqOHk7ISMHpidJzsJkeu4O0nDy8dhK7d73Nq488iKYbSMfmnC/fjELxyh9+/Z7fDa+aRFdTI6bPhxUKHTW4CXZ18vLvf41jpdB5sIzCExvILu+mO5pC8OCpjN97MRuMNhzNAtn3qteVQ2mgjkdeuYvG5Czyg234pU3G/ptdDkzvjpqg9JbJ+Av8vPjii1xzzTX09PRw6aWX/tsATCgUYv/+/YwePRrTNOnu7ubZZ59l+fLljBkzhlNOOYUpU6Z8JGnJSik2b94M8IkADEII/vGPfzB+/Hiuvvpqqqqq4oUlq6qqMM2hhLL+79kxqRNjlleq7D/87d970t5xGiqefkQZ18Q2fr7rF3yu4Z8JwRAH+FPhRdw15usoZSOUjtI0LM1MOLZ/u5pjoymFcBykrnPGW88zccdatzsDCv31/uXTo6SaEbqVDys1iclnb8QrHMJeHcujYTs62/5Whgx7SRvdwvCZ9ejKgxCSvB1X0jzu7y4giXfcYNj6m0nqHoFhpRERUb49/D7uPfAtV0k4bS+HptyLNPsmVBQIx0AJyK4+l4zas9Ctvhe2jcOicT9m6rAawOUIDRrPIRjVwjEZ9cZ9dOk9NKfsIzuSixQ6v03ZybyKxfHKvKsOTeP04hXuCl7TAB3hmFhGGJQbldGBF5tKODu7mWTz8MyMqNQwpEAz+iZwaXvYUjuGspJtCYUUg5aX3xwooyupmh8WJlaKTmxTcOfBLIJaiJn+CJdkOoMvf8AtFnbgDweLuaSxk0mWQcfJPQkVvKMS7qxNwd85jp3HfRNHc4FDquokT+6jLQqBrRkYxk5USQuWfwqOUQhCxENBALrdghReshrvQPRL51XCQyBwCf6kxSjd6Cvq6B9a0DDV7uHvm7/FypJR3Jt9Czo2tkziwreDVB4K4OgRdMeLpjyEk5roTtsV+5HlEZj0ipLcfUxIg1D6XqyUepSCJ+sv5tWCi8iVzYzQ9nI1j4AAj7CIYiJQPMp1vC7OGfLZzYhKikKKQLiFS7VursoaQ/XTb/Juy6to6Cgkk3LOZEPLaziqz8Oomx5A4fTjKumGWxld9lMZ1nQdEQMEjmVheNyY4Tlfvplx02ce7mIBWPXUE6xc8DgAKf4QYy9t5Z266fxx39kY0iCKxMx7llDzBXGdIwCPHeVPr91FTqgvI7O/Bkwvlp9xVgnj57nep6qqKmpra/nRj37ErFmzjtivj8JqampYsGABzzzzDN3d3fj9fsrLy9m+fTuhUIjS0lLq6+uJRCKYpsnkyZO58MILueSSSz7Q+ZRS3HDDDaxZs4ZRo0axe/fuT4ynqaamhkcffZTFixezefNmpJSkpKTw85///GPh7vy77D9bJwaGBhBHs63/Pu/DAyNQaI6NY/QjJgx1/JHaFIIflN3M+a1vJqSUPl5wET8s+1bsWE/iNRzGpKa7ar+xbIwlMy8GFJN2rEvYz9F0MDWOy2rinLRtSMAjpCtEt8FxQYKCvcXJvF1digwK9KQgpafVoekKYvTKhnFPULD9Kpor/kYYB0NIdKGom/g70KQbWukYxTSyCCfXInWFwkZqAzKjBCjDfYm3lv2TttEvk7X3QjIOnY5hpSHMIJOHHRokb59gikQgo3QKtlzP2mHPkTJmCQAtApTU+TQaT+yYy4GeAizLww9Ovg+lizgxFhyU5mAAUSV4uDGVOmmhVAvn6e9BLVUatuYkUFVsLcpGGWDcgF11TVJ3cB5qxO9Y0OZwRVYUhzhPF2UbSF3w523zaGyYgrdwEcvZRJEnxAl+deTbCpN9+77Aj60MPESZunkDV1ctxBEWOvBEm0kQSTBtG56OhYQyXe2VaHAbnW0PoaGTlmcTSp5BcnAFKrg8BlIESpgDPlskVHTEDR1ZIyrofrcSZ7LC8eQNzX+JWVg3WV42ktDb5/A1bSvtooCMjii6aKQ1b5dLeBEKf9coAml7QRxOx6nvGclFMPtgn/u/o+h1DlY8TkdBHr/SbsTRdHyEEjBQL6n5BubjUyFeFH0TYGZ7M2fv2se1LXns6XyXA11uVff+Eo0y5n1a3/wqGgMnvMHvF8e2GYjApWMnCBPaUfd5efkPv2J4lesNGOilAWjaV83qJ93elKRLsoqmYrx5Fg8RJUpvPqKO3XwBaRnPEm6ZgyGduPpuejiApWuAiaYk28s/g+VJRQATfBr5pkbpua73rbm5ma1bt3LjjTf+WwDM5s2bufrqqxFCMG/ePM4991xWrlzJ0qVLueqqq/jKV77ClClTCIVCvPnmm/ECiz/4wQ/w+XwfiKuzc+dO1qxZw+23384dd9zxiQEwAKWlpfzwhz/khz/8IR0dHcyfP5/bb7+dlpaWj7trnwg7dkHMEbwfhhWhctcGto2bgi4kEc0z6BghHZQ2RJrmYUwhOHHdclaecNb7Dz/1M03a7DZKyLE6CdomNeTygzFf+1BtAiAES2dcyLj928j1NWOHM0j15pM9ooOzw69gIBNO4Ym9gPXY/DDmQJBSYwcvp5ZxICnVFUvrTwS2HbbUNzK55R7+mPs7zinfB4YLAADqq+aD0jgBQcPYVcRJOTC4BkO/z0q3aB2zmNZR/6Rwy/Volh83NtMvPDHQ8yKg5O3vImPE26TuEXTpPaRU/SHBwyF0B3D4zLinsd74KSNSfkujFDj60ADRkR7SO07Hk7wVy3eApzpMPpVhYYrBt5slTf685dMgHK4d/3g/nR0/O+jh8YZ8rspvi3uAHtnyaXrsZJKtTNYFA1QHvaR6o9Sb0+jxX0XRxmpaA1n0WG46a6TuMnRvPU+0NVFrWczJcLAd1yv25qGTOLV4NY7U0DXptm25NX+ieFnZdCKb3qqkuOxXdKhuAv0YnMmBtwhlXIGQ4UFkXF9w2cDSUoh+3oXez4Ml+BwckYOmRTF3KJiYhKZCREkaNHACB0cZ3J/0LeQswWk7NjBhTye+qOYCmH7elkBaNShtkPdF0yyUEhRkNJHkJFPRdCqF5CZ4IDPqZrHDMflc1SN43iMDywnpzO3+B3aqzpLki+LCkwIYLMM32ATgDAinOVaUod1GR/eca7rBxldfYM3ifwAuuNFNEyklQgh03UDaNi2ZU5ifPg0jLIgSRcXvxN6zORRE67n99bvo1rPi6ruW7mVL5RewzeR4HSRw4Wm+qZFzzoh4JtYrr7yCUooZM2YcVd/frzU1NdHQ0EBFRQWmafLyyy+jaRo1NTUUFRUBDEls9fl8zJ49m9mzZ3P33Xczbdo07rzzTiorKykpKRm0/1AWDAZ5/vnnmT9/PkIIbrnlFpKTk9/7wI/JMjIy6I2eTJ8+/WPuzSfDjl0QcwSzTS8FLXVcs3gBG7UxeKww6ypOZP1xJ6EpByE0zl32FE1ZuayZfPrRAxlNQ3MspPHB0yxDuo8/BM+k4aDDNqeEfSPKkI4aJEbmnrBvuhjXs4d9ySVEtBgBdYg+69KhIy2DqWduxPDXUVi3loq9PUd1eUKAKSTnFO3m4YOTEQMmeqErGuuqueWUaZy/BRibuF0JiejP4dCHWD0fzrkkAN2ivuqP7ipcO0JRPwDHRGCQ1F2A5XNXI80p+w6bn6FJnVxfB4d6voymfZ/DVdxK0iN8ZtwzfadRsKjdIEVXzE5zcJSGhsbz1bNZXjvdBRxamJp9q8hJqaXN1gg5AmmEWB/xs/HN75Gd1O1Ku1upICw0o4spzZMpDpawOn8H9WU3IroFNT2lCLv/ABkE991MXu5TLOk2Wb7pLLK9bbTG2npu77nk+FppCWXHgU9/67ZS2R/IwUhKrK2lqSC+rqexkqYMIuMerSlluABUmH2p02YaItSI2RPmR9aPafHk8gu+h9P/FaPcStpK15CxTL43xk1ieMerJDWahA0PXclJcY5L0PTQkpJO1NDxOjY5PZ0IYVM8TDFt72kUNIImfUNqCwsEJzaeRE3hcnSvjeVriRc87G9tu1M5uLwITRMcL1cTmJo0SHjyvczBQQzyxMTdhBwZuAy9zbFt3n5qYUI4qvdzb0iqzUhnYdpkHCHoEztI7Idp64xubSE7FKDI7gsfaUrSk1qM06sBE2t3kk/D69FIObGvGvmLL75IZmYmlZWVR7iO92dKKdasWcOCBQtYunQpjuPg9/s55ZRT2LRpE5MnT44DmKMx0zR55plnqKqq4tJLL2XGjBmcccYZXHDBBUOmJ1dXV7NgwQKee+45enp6GDt2LA888MAxITC3aNEiysvLycv79xQX/aTbMQliBmaoaMpB0s+rIgRLp19I2ePbyQvXA1DYXMtGJRGqj+w6bfMq1k2YgWMeHSgpaDyI1A9Dpjra8JQQvDJjDs4KweunXICmpKtgeph9e21HyhiuqnuWvxXNOWzTUtPJGdbCblVGqX2I8r2N73uSkkqQTYjg8nTST2knqukIXXHg9ULssEFm/X6IKMQHuXNUv9ToIRepTuI7WIGQJkpId1t8P0V37jt0lC5BSAOlOfirz+Nw0MfWLH6edIjjhm3nFM0e5Ok/XPTREPCpTJv/rfexKgCZeDm4+xZ6oln9DtYIiG7sUBJSSCa3TKIhuZFDKYfIT32VPe2XozQBmkKWQ0fBj8lvXI2hoowOnMxWHJTPOwSuEoBBU/NlgCSKTk+kD6z0WKlDgpe4SQjmXUhq93wUGpqKxECEjq9zJWH/GYPIuAmH236UlYkw29GMQMI2YSUT6ryR6Bgv0puNo1Lwr29Asyw+V/EPijz1GE1ezmh7h6VjpyIUOEJDq+5CjkyNk6ABdKVo9yVzYFyIN8rPimcXjWyuozqv2E2BTvihFIbUUMPgq7vCXH3g8IBXoDNyw3dRsZBmw3EP01XwNjKajtmeRVeom4PLclEKnNhQnPL28sOP6RFMIdHQEUIkcGM+qA0/ZQQHV+877PbNKRW8kT0jMc0cAAvTEZj9Cjee3BjgsTMNrn1VASZCOfHwkYZiVoqBDSRrAq8mSL9oVNwLI6XkhRdeYPr06R9JiKWrq4vnnnuOBQsWsG/fPtLT0/nGN77BtGnT+O1vf8uSJW44+LbbbnvfbY8YMYKlS5fy+9//nsWLF7NkyRKOO+44Ro4c6Y6MZfHaa6+xYMEC3nnnHUzT5PLLL+fGG2/k5JNP/kRrsYRCIRYuXMgvf/lLNm3axBe/+MWPu0ufGDsmQUxqOIju2PEX3uSaHWwZPoqQ2ecG1KSkMzWL5HAtwaRkXp45NwGsvDRrLl96/Bec9/pTvDTrU6AUtuk5LMdm7J5N6APLBn9AU7rO0ukXIo3DE3eHsgUF5w1Bcu1DdLam8cDk72E6NkrXuC/n51zesiRx9/g/Q5/O0CQXl2xFKh3tbcWbgTEc7KzACUGWx0O6kUl25uDJ86iefzEgteg9FqnC8VK04atIM+B6aXqBjGbTPuqFeDgKIFD2zCBnVhycaDZfmPjIYft5pL5LdPI1jYaIl2bhcJ4I8yxgiygOAn/us0zrGIVXFuIYOWRHFcOCxTSYPbRn6OgVaQRtL8qng0fHY1t0JyXjs6L4Iz2AAR4da3wG5uZ2UAOHRDCYg9K35UgWMSYTLbof3aojvfkBkCAjOYRbZmF21tNdfC2pgYdRGBD1EDLOwOcswwqOIVo3xw3txHRFdF8DhtGFHSglUj8PHYHZIij01NEQTYunbIdCXjY1jKd658kMo4XPtr9Cd1IyWjDKi+FxBEr87jWGHJQukEGL5kgSqyrGgW7EYdWe/JLBP0zsbzs2HL8al0SN3+IH2yMMZb0eGiHdRULB1utYGz6H8etDrG95CUhFKWvAMR/cBBpyEJQe2OJ763zbSOYH3+R0Kw9jkIfHBTCv58wc8sb12PCb138ZV97NiAYImwYVbV9m1YnF8RIClicVlGKk2UOq0Q+UezS8RX3P97p162hvb//QoYtDhw7x0EMP8cILLxAKhaiqquKRRx7h8ssvx+Px8Pzzz1Nb21cq5INq0EydOpU//elPbNy4kXXr1jFnzhyKi4uprKxk3bp1tLa2MmzYMH72s59x7bXXkps7RAbdJ9BOPvlkNm7cSGlpKbfffjuXXXbZx92lT4wdkyDGa0f57NuvxNMrUYp3SxOplFLXSe9uB6AzNRNNJgIQF+Rkclz1JkbUVtOYXcTT5312SNlyzbY4e8U/SRkxhMdGKTTHcbmmR6tJA4gB/dEdG4VAd2ykruPog9sypYWj9+uDUiAd6N1X6CgNorF+3DbuVs54e00CiVjE/hnIG+79W0Oha9DLSZmVUsMh/X8QIgepHM7u0enOFNSzacjrOpwgqiNcMRRD9M9ucvOuNelBafYQHheJt3s4AoFQWpx/M6SJwzh3PuTiShMa39/9XbqwyLeyyXBSuUrZXOvYRPQoVtMcGop62FxZEQfV5dt30LFvKoYOgZF+YgMaH4fUsFtpODVskbp/CV3Dz0PmeImcmEPS6maOZioVRzEZam1hZLGXpPY3iTZNw2o5I7bFRAtZUJ9Ot+/7CNkDkSy38jon9E79fboijXPRcQi7vwSSvtIJtdF0XOaFe42P13wq5kOSSATTOEQYD5sD+TgIvG80JUZagHcZhveNJqzKdGRJTFTuKL2az5SYlNbv4ZROHyNVRgy4aHSg4rWuMmN9a5E6I3fk8m7LfORH4C0ZaEq3yJ3QTtP6ISqSx/9+7+vSEXQnObw1oZUZm9xClLp0C3uGRBJvZs8YcjFjSptvrF/I8J7mhE2mI1BmMZYnNQ5elLKxAkspyTspsR0ZK3iJG/J56qmnEEJwyimnHP1ADGHf+c532LlzJ5/5zGe48cYbmTx5MgBLlizhyiuvpK2tLR4eKSgo+NChq/z8fCorK/nc5z7HSy+9xNq1a5kwYQK33XYb55577ieKuPtetnfvXjZu3Mg111zDN7/5zU+0x+jjsGMSxAD4rCg+q29CnLVzPa+XHx+fSGbufJek2Pb07nbkgJtWahrp3e04QueMtB2srQtw7rInXa8MYBsmum0hgHNfX0xyOETogEKXNk6/kJKQDtcv+jVZo3R+OfkrICWWOVAldEB6tHQGvYSEUnx+0e+Ierykd7ezcvIs1lf1paiO37aWHWMTtQs0x0Z3HKwhAI97HplAIu6yvKSZEZKNoYmOQz8bBl69HUvlosdiSMmBUS75VhwBVPReuhT8P/tGqr1l3KXdlnDDCaExfNWdKCOCGcohmLWNhvEPx4Xjsrd8jj9nLOGK6ASQekLa8L/C1AAXh43O/xM3keEr4PvtGpYuCGtwf2UyLS0KvTWCTDXYUDkC9L4qydsqKvE2NWJZEmNLB3ZVZrxNKQS7c3I5rn4/W9L2Ed09D+++xnj1Z5mqI7plwlSnoZC9lRX7/Au9ve6354B7KlxH6talWPXnuWp6/bfHUm5FSIeY2GJfu0NRd43Y2QZvG/i3QmDFgMOq6AiwBkzhh+FGmds6saAPyBylPVG4j6X6c0wOXMBXQzNZQpS7PRaaT0eGHL5rudd6P90MVw1M13SXA2J6ELF3RNT0YUgHaZhoSLRICM1JBDohLYkuI5U0uxufHJC5pkHlWXOwI900sWzQmLxf84cNaoqC1GeHSQkZCN2hyqNYER6GU+cw1Kv7O2seITsSpMPjJyMacLkzQo+HjgCUsrFDq3GimxEqjK0mJ7SRenoxeoqHQCDAqaeeyvr16znxxBPJysoadL6jtba2NjZt2sSdd97JHXfckbBt27ZttLW1cfbZZ/PTn/6UWbNmMWfOnA89UT///PPxz7fffvuHauvjtIcffphvf/vbaJrGZZdd9l8AM4QdsyAGpUBJEBoIMVj8KhxEmR5wbJLDQWa/9RyvnDoHTTpIocWASRBbCJ4sv46L/H/Dqd7MiNq9dKZm4olGiHo8pHd3kBxbOetRi3OXLealmZfEC+md9/pTRIalU5eTzo2P/5zWlGwaswtZNv18hJRIXadi53p2lB+PUBIVIxWDG9LSpERqbn+yO1vofcOftfIFjt+6hrr8YooaD5Hd2cLIur28OOtT8WNOX/E8y6ZfcNghigqDZduLaDSS2d9jogmJVIJzCncx3N9Jl+XFFA6W0kk1I/iHAjciiqPyE74yrDQKN3+BhvF/QiFRmkMUD5qStG1NJbeiw81u0hWLW+byVqHrAZivbuQm+SCGo6M0m701UykN5mPGAkGpjSeS3FaJ5WvBDOUQcUy2Dv8138haxbf0yPu+WY/meVcKIsqV2ntUXEeLKCKZAEH87GekK4Q2RbI6qiiKQp1P0OHRoNDE7k311gacSAgXlFgSvTWCrRTEQLQSgpVlUxFKkF+XjKk0LEsiLIkyNaIn5qPVBTF3dNJbH2qyWcu7kSLkEJOhjmS6vpEDlLDP6XONOyXJOCV5WG8kMzAcdRQj9z73P4Jpve29tx6VAMwdnUQyvQhHxUNwcYs6bhhqwPe5Pbmc8042ktW8kevhnlET6anKp7c0wk83t1Da3MAccx/KC5Exx7lE2Nj7I6wMOvGRJiIkCdv1cimFrK8jHHZIs7vZ7ytmWc4sNCQOGtM61jG+ezumjPBuxlSCugf58nMxCHe09t7etIhXEvFGAcUyQOpt7jtvIC9QOtwz7RpM1ceFObV2A28ffyPhtJiXWjlEuv4Csj1+dkP08+waIk7offmgGKguAAAgAElEQVTll1m/fj3XX3/9h+ZfWJaFpmmsXLkSpVTCRHzTTTfx2GOP8cYbb/A///M/BAIBzjvvvA91vv8Ui0ajfO1rXyMvL49f/OIXDB8+/L0P+j9oxySI0aJhkvduQRoewiVl8dkqwTsjBMJyY+XBvGKGC43PxEJQGfX7yT60BwBDmZRszGazugV4kuRwMA5aFCox80HBmJodfPnQL+hMzSS9u90FQprOU6Wf5RJrK4XNtRQ21zK2Zlt8n6RwkOlrX6UrPYv0zjZSwkEEMKK2OqEd9xQiFiqA7M6WGLBxbVz1VobHQFbvMV4rGgdDtmGgFJiOHQdG3lCI6t6yBsqdzF6oK4+fQ6JhxHQ4zincxbj0lt5LRQrYXpZCynZBL76xzS4sXwvJbZWMeuM+uv3N/Kgyi9qUKM0iF3uMzsim3WTo7exOr8DKzqey0yGgQ5d9MknbR5FLE4/53+K6+s/h6TfBKhSGlYZhuRojtojSpLejpM7ShkLOLGhAlxroNlKaCM16T6AyJNVIAbYHqUl2V0+mPZjCXk8OK8rPwhoq80xBhyno6K9eJ8Rg8BLfFuMwgzvhDnJeCFaNmcTlLUuR0b427OJk0ASyJIVIvg8RcjBNhWfbIfSIOkxOFRQZ4EntZsfoCrSAjUz3QIqJaA2j0I44TR6ZXzPU1qNl5MRMMpiJfyRT4F3V5I6tBGt8BrIwGa0+iLmlwwVF/b4HGNZwCIFAB7YEthAcPgMlVRzoBKuymLT6HWxLp0d5SYmBFdCotrNYaZfGvF2C6UYNo4w2qp1sVmZPdT2vaCihJZBoV2eeyJqMqWRFW7E1D1fVLnRLSHwEJlG0pQ2sPO+Ot2YE8Gc9R6BlbsKN3asbZeF6ie8//nJ0byfdzisYETA85UQDr8UBDICGjt0rWmgIMueNRU/x8NRTT3HrrbeSkpLCTTfd9KGVYfPz8/nqV7/Kr371Kx566CG+8IUvxLcZhsEzzzzD+PHjefXVV5kxY8Z/VE2mD2pNTU3cc889BIPBOPH5vza0HZMgRkiJHo2gRyOoun1EikpjGzR3dQV462poTOsmO5CBk5UPQuCzLXw9nZCSjuPxokcjgMQUWbF3ROI04b4WBW7+s2TbmLOorF5CcjgaBx3gCspldTkJvJv+YMhBsHDODaT1dJLZ2cJpby/Ba0fj+yjAFgKl6bxTdRonbFiGPuQLUSW0C1BRvTkBDAGDgNHgVgSqH3iwY+kiL9ePpSitE79usa/ER12hD0f48fqaMaxUuvLfTgj3FGy5juSmE9jsTaWDWNp3MmxLPp6MiGTuoSjX7w2gFCSp3mLRaTj4OZT60iAKpMRCoFFvhmg3Wlk0Ip/zm2/kytYiopqF2BXkycInCdidtHtKuGj0yxixcTocmBmEXxTsrxnN7rBJ7h7BCTsi2FYnlWYdr5bNBfpUWnu9LoZyA0X2+/Bo6MkGKZ09hEIWUa03FNRvu1JEfR6mh2tYYZeCKQiPTu27EI+O8ug4jkNepBNJIcrU3CheWCJQ6CimGzUkCddDQaqJzOjLdFPJ+iDuTPyuinlIrEoXMJpbOweRigUwNrmJPcGc+CQ/TT/AGmdEgldI9banoExrYZ+ThQZENR1rvKtfEwcgdr+TDJWopmKYR6r4cZFUE3NLB0Kq+CNqbukgku0FQ1B2YAcAO/1jeC33dPT1HehKxIGOrhS7yWVzJL/vOryH8Kc4rGwtxaEvFLjCLiVLC7LSLsVBd8UiYTCJTAikMGjx5nFay/J+LKGjtwFLJBQKRyjemthKxOsMHBkARtYlM31jPdv9r/Nm9qnoynGfZaUSALhAsaZgHKWhA/iCr2DIFqS1ZcAlCPxGOuiCvK8djyffz+7du7n00kvJy8vjJz/5yUcmbX/dddexZs0avva1r3HSSSdRVVUV31ZcXMy7776LZVmUl5d/JOf7d9mBAweYP38+f/3rXykuLmbevHnMnj2bioqKDxX6uemmm1i0aBHTp0//rx7Me9gxCWL6m6e7HWNPtxs6kg5oOsKKojk2BfiIpPuHdNpGk/34ojZG8myE5q7ojOTZRCOvocwkhBXG4z0T3RyOkl0ILY3jm328Vq6Yue3lhPa8tuSs7Sngm4UKvDboXJZpMrZ6CydveAOFhukkrrIcIfjnmZeTIocxe0MQyXKOVJV2oA0ENocDL312mHW38PBMUSFZJT0kJbmTrnAczFA2ttlOw/iHUXo0niLbMP5PvFpTTIenIv6Sz4hK5h6MckO1hWfApNj7itXQmNo9flBRZgeTH5atY5v2FwylYyuHGdZnMRmOKQ2I+rhy/3VcP/wBbh31GqbWT4wv5l0RuoUEdMcLmkPKoRl0Fr/p1lwSkuo9U2msH8N4K5cZ3gmI8RZKaPRsfJTbnlzEjlM+xS07LSzN1fp7tNRg+LrniQTquPfqL2E4DrbHXZVb4vAv+C/UNHN+8s8ZrjWysHoW/zvmW4krZyFIDQfJM6IU6l0cTMnlTVUQ55L0XtTkAzvIsIOMKgqwubLcncRth7Jte5kcqsFK9hIKe8iO9uDZ0kZ0fBa99BnPrk6maAdZJ0vopQLbI/04Rf6+cE3MmxTJ9aEfDGDs7Y57QaLHZbAtLx9pKabs2EZF5yF8wsYjJG/ZI2NlG8Aal45K82CYirE7djO16xA9ykv1sGLWFxSBEESyvX2hIEAEbZShodcGMPYHYueM3TD98ICmJP6GTjcjqT9OEArR08VZm5aTHA4S0pJYmjMLRxgxqpaKAx3HUWzuKUgAK6usEaiSdERHF8Lpu480FC3SjxaTjXtPE4IV2TMoC+4jeSBP5igsXkVbOWwsa6d6eA9Bj2Tg5YJbFHbGxhx0Jajq2cGYYA0h4WfG7hpumXlLwr4R3cPy7Bm8LjTObHmTWSjq+m3XhcG0nPNI8vjJvGwsnnw/0WiU+fPnA/DII48ctWDc0Zimafz0pz9l7ty5XHHFFWzbti1h+6hRoz6yc/07TCnFZZddxuLFiwGYPHkytbW1fOMb3wBc79Pll1/Ovffei9d7GAmNI9iXvvQlFi1axKRJkz7Q8f+X7BgFMYmrIs2xwRmcbSAQmKHgIL1OJaAjtYR0dRma5keKKI4ewUpKI5A2gd4YvtaVhRFOjoMciaKzaxTCdwaEltO7/DSSZ2M4yeCZSNiJQvjNhPPpUjJj3bIEd7MCbN3AiIV+Llj2JB7fbDzmOCzfLJzQax9ifASDZoOYDfYJ9FkEi/l4CTQrPp2umOx3vS2GlQ4ZDyKklqDxoakoXbm7gQoyoorL65q5oqGe5FAOpjq87LxAcFFXovqnbXbR5t/PfuNRojhEY7/abwv/ytTAODIcl5gopM08qxgp9yQQfS1Hx9BtpDQwBGTVnE/GoVkYVhrZey/mhbTX6Ip4sawk0vEzQ03AQAfdvaD0CZ9nctMq5uyIIhB4YzPYF/daqPQziOx5hCnf+xqNeTlMrdjJ2lET+Eb57RjSIaQlxSd0gIuXL6GkMZfmnPOZmPYbvljzTzxhjTvHfdX9DTSNWTvX47OiKOWqJ5dEW90yEv3HSUrK6/fTZXjZVlnmZjnpgKmx+/gx7FVj0JXEFoIp+3dxyqHdrFleAj4dQg4z1F5GedowLYc1znAwBJHRaaD3uxOd2D3i0XFGp+GU+BN4JxLAgHUTxjPu7TqwYJTRRqY3xJOVp2GneOJhG+nYpIaDJAmbJGGT3LKX/XkF5Ha00ZCdS2e6e0+kd3dR1N5AQ2YOnWUZREamonW3o9GJ/m5SwhiYtsUv/vQAt8y6GdnvzhXSIrvte+Q2G6QFTdpSswd7QwQYPVEmHtjKTnJIuPM1gaUbeAY4WCSCHC0wiH8klINQLlF2oNtPQ9JtpJIcHRrEqITPAkuYmNhECkfg+NMQVhRlejh+2G5mFm0gU4M9luDv7V5QGraSKDSyO3z0w+34ZBgfYSLJFjevX8ivjr8cTUlChptYYMWKa76WcxpXRnVaQ1uIyBCjUidx4gWXkXlcCZ6iFPQUD5FIhIqKCvbt28eJJ574kQKYXsvJyaG8vJy6urr33vkTbrt27eLJJ5/kjDPO4Pbbb48L89XW1rJq1SqWL1/Ob37zG0KhEHfddddRC9M98MADLF68OB5S+y+AeW87JkFMxFTYuoajmXisKL2T9VDKnXo0gt7WiJ3dR05tF2HG9sxGaMItMJe+K8ax65U8d98U3em78EQy0GKZHG5uiANJE/F6xsY9NL0gB8Drm4otPDih1+kFOV1p6WS3d9Nb0cTtq4mQbgUfT0xpS/W8gkofjuEp+1AgRveejGYUYAWegwQIZ6L7z0QFXgEkepKNJ9Ui2m0SjRi8NaGVjqQIIHiiE8p75xMFZiAEWoiE0ISAbieN2fVRvtm0nNbj/kRjsYYSksIt15PWOCB9s58pFNVEKMCLnr+GhvEPI5Xgf7QIT7SZrA+5Xg5d6TSarXEQo2Nwfst57NYSx8fUY4USNYkC2kb9k4xDswAQlh/RVYKldTPKzuM0pxJ9AJSzdI3CwhmD7iGBQGgmSZM/T+bL3yFz/14KJrQxt3kpp3aso5rhWM8oenxetpeOoaJmD8XNLaw86cfsYwSbxxdSt3UXvtYCfr/hqxzYfhyHSkeSZEWxdJPVVgkWBjPYx4wdG3hr3CTAxhEa/rY/sqSwGt1zAmJQOEPD0QROjBS9dmQF+gjJ9B0byGtqw6+F8cWyx8aZLZQaHfQoL007mlgxbiJCKWxNA0eh6+D0knhiYayBpitFZ0zfRgCZToiZDVt4vfx4pBNGaV5O3bURnxXFGw7jDwQobW/js0/8nYhhYjg2911xCULz880n/uYCDMfhldNm8cczR2AE/orAIFo4nkjdPJKjURyhccv6hZR11HLLuwv55ZQrQERAaXgLFzF9dwefe8NlrlXoXSwsnpvYZ8fhpJqFbE97G7vp24loQoJKM119ni3tmNKVSZiYtAWf1s10Zy8rrZEg3PZPa30Tr4zwUt5sBnoyJYI0u08NeKDnt/9nG8ELeWeTPszA71eMaDqEYSTTItKhNpv85nLqvQFaw1nMUmEcswu/7We3nYW3uxvBuwnnVihqctM4fdsGjm/ezdr8Cn4/4WJCZl9VZw2HZs1kVOpEdnSu5awf30xqYaI+yltvvcW+ffu4+eabue666wb9/h+Vbd++ndmzZ//L2v8obP369Rw4cICLL774sPu8+OKLgCvK119ZeNiwYcybN4958+Zx77338tBDD/HQQw9RUVHBnDlzOOecc5gxY8aQYTopJXfeeSednZ288cYbAP/RBR4/KjsmQUx3agGLL/gWOJ1clvEIddUhwntDjGzyDwlkfE2HUJFynJRMzEgaOU6qq3choi6AOVx1XCUIe9vwRjJRysOLPosmQ7lMGa2fhybmydEdL0KZmEkTMTxlKNmFLj0Msw3CPDKgcYmhXK5Nn2ko2RX77KE/6DlaczxeZFo6hpOCDDoJKzdQJFGA5Z1JSvGzDJ9Vi3IEQhfoTyTxl6K+nXUBrcohZfzD+For6HmpnWIV5dBMTzwza/ROhcycyPd3NnPotD+C5sTnifqqP5LcVolhpcXJwGYoJ07aNTH4BRFazHruGf8nNN1NZ/cAn86y2FVvEJACRzjkh9NQVhA0A4SGYaUzbMv11I9/GCV1hGahoSVU2BZSx/K1YFhpaGj0aGGSMDnNqXQ9MANMQ8TSmIeq/wBSSVRKPi3FVYz2PkdEGqRHQ3R0nk1yaQ2lW1dR2loHCprHn+IW07MtGtL+H57Te8iVgvzmMGd37Kajw0+DL4/POv9Dt3LvofpIGqkNHeQkf4eILxkhw0SSp9E44gZAMkgieQghOEfXWTFuIp/pfJkkyyZkevu0lACZZDKysxFnz0ZWlE10OWSew+j2DmBEO0IMooWUNddS0FnPqyWbybNOoi5zNGe+s4KT3n4bicJ03EwdM1a1+dYn/oEQriBbr81+43WeHq/TkSKBKJ60dynr3M01y1MZ1tNKRtRVC55Z+y515ZW8ULEax9tIerSHr7yg8NoAiiS7h6+vX8CvJn8GTYEUimmeXWzPWobSHDKyFtHZOg+ERIokrPEZrqepMBk7w2DS5qfZl/U6+/QQe4WiIHIpoeGF6J0RZIfN62ImurQZ9KJQiqkd6xJSrl0/rsLBLezQ/50kNUFETyKQAqeueBYpNDTH5p2cWexOKQNL4esKkWl30WmkMsXbSDaNTLCaMLpbh/qlWDKlje2jNL7yQoBJrbtwBqj4SjSynW5GZ5yCR/Ph1QbXBnrxxRcxTZOrrrrqX6ahYlkW4XCYRYsWsXHjRiZOnPgvOc8HsXA4zMKFC7nvvvvYtMnVwHr00UfjhSgH2qJFiygtLWXYsGGHbfPWW2/l/PPPZ8WKFaxYsYL77ruPn/3sZ0yePJnVq1cPAjI7d+6ks7OTm266iYsuuojm5mbGjBnz0V7of6AdkyAmMxjg4nfr8YXzyJ6Yx+jcarZvyCBiSJLswSEUAXjsdPSgm6LWq3Xh6BGEEvFMksEHOgTS9hAQ4O8sQ/x/9t47wKrqXP//rF1OmzO9wQxlpA29gxQFEUWNxt5r9EYsMZpoYorXq0luEk3IzU1iNBITjBoLaIgoKmqkCEiROvQ6wDC9nJk5Z07ZZf3+2GfOnDMFMMFvYn73/UOZffZea5e193rW+z7v85LBAOXPhEL9SEu7EBuwPHWEMvY7vQiJr3kwaZHCBMiRlkF7yMlsex9QsFWB8E9BBteRrN9mKSam5sPuhmQskZiqI3qlJMv3x81WNcKFfbEzcoBaoI6m/F7021tDOzFZ9c4kZuwCsZZ+5xxH0WSiyKO8LkRanTdRLNACcjQbYatEWldhayGiG30MbmhFHygRwYmEIt/iRxUKkZwjXTVjhEUk/Qi2HupCBm730KQDUW8jUVvFmxQasoAioXPUFjxQeRMZtp9A1RtgHSJtwFdxyUIyaqYk0rEV082RqT9IvV+KCeEsTCxWabuICIM8O70LUHEmG5tP1H1MtYb0MBBAVQX9z97D0egkXqidT4ZaS4uVDwhuHfYUYoCJEVLR0ywGut9iX+0lZI5dguYJ0hrzE2zMZMy+Q7hdNoWuVgpp5UfWH3jYvAsERG0dQwvjI4ClnUFrzp0g9FSwcgqqzoqUBD1pHM4tYu3g0Si2jaU44SPNtrHaORhK92At0Y7tPE8trrt0zt4t9A4GupBwSyM+Lt5zBY1tGzge2MCU9WVodvdZOlLpGuC0FChohkCSNExrZpTSQAua3TGmVKmQb+WheI4hVYOCWjBVcJsQcKVR48thRNN+7m/eRm7mRGLC4Ld9lmAJi2k7Le55ZzMN3r00unLYPG4CLxRchcs0sITgrPJPqfQvZUC9RW0WNPsz2NpvDkqNidjRgmqDRMFUumauCWFCYS0t5OEPBhLaMiIOZSxFoiUV4FQxMAfGuHDNe+hWx5ifXb+CY96+9A0fY3b9CmxUFCx2+UtJC+5JJCx0NhtJTW6Uo0UKLV4f52308sCWhfxy/PWY8WcspWCjhDOwOSN9NNEDAVyFaR3PwLJYvHgxEyZM+FyLHz777LPEYjH69u37L1Nk8eDBg/zud7/j97//Pc3NzZSUlPCtb32LJUuWcNttt/H973+fSy65hDlz5nDuueeyY8cOnn76aT755BNuuummE7YthGDEiBGMGDGCuXPnEgqFeP3115k3bx5Tpkzhpptu4vLLL0/wgUpKSujfvz+LFi3iuuuuY+zYsSds///MsS8kiAFJ1L8Pf1sWLZuvoUWJkuHVsK0wsZbfd7O/QNEKkv5yPiqq5UZ2Tv+UOF/bdu9MPP04lLmfi2onsnDIUd4s2YVmr+bidUMx8/slNEAA2jL342kPQUkQQnG8B+6hqHo/wu4KQtk1CCJIRuGuLMfV0oBAMqKikaV9fsKeknwym2KcuceH5XKhxqJsKK2lMcMg6DXxmD5GHepNvzoNzYhi+jKcDK24Zk67ZdObmLsBV9QE1yAnxCUtvAVGlyrV2NBftTgkHQH567Nj+FWQmBhnuKi/JASmoF742Fh2AddGrsd1kjRbW2vrlgysGGmOEq+hUR/OQe2kxOuVOl87cheFbf3IstJp6b2OuvM/ImabuJT/pFc8VKUZGaiG41XrteOOJLBksrSqkBIOEHJHiAhnsgiKCEqnMJKFzWLXBpqVNgxizLBGYmOjxoGOhYWOJEf/X3xaHed6nuLl5mcpN/rRrAoGcgwAzWPT7E6jQuZTKJvpP/JPWH3K+Xj/Bbxcfj5uafLfqDyqvsBI9Qh9RB2XKZ8wxbWb18yZ/JbLUY00bNVHa85XoZsJ81SEbywhKE/PY/OgEY53JgmsGD1l2nRjArjq0xWYuoZumhiaRlhzEdVdVGTn441FKAo00Fxbx6669RR6Sxig9ke1u1dyBudV6gydVFvijdikt0lafc71Nfst1k4Zz/R1W2hyp1PnzaSitIRgXjUT6sezKX8TAb+KZoVYXjyWX427FlVamEJlgNrAPhFDB6Ll3yAr53XueWczbhOKWkMUEWLo8koGpfdiU64kPdJGUfkWZq6LYaqgWfDUZS6W5hnoO1raX/9OJkHEAJXYiBzWFv4Hq4XCWXvX0Xf/crIb2vDEVIJpaWwp1Ziwx8QbDSEkrB7VQJb5e6RILW5oo1BgHGV2/Qp0adNO7B/duuuEb1nZoCBRt407qjB2Xz5SjTG64QCK7PDeWarGHzw+ZkuF3qqeqIsEsHHjRi6//HIqKyu58cYbT9DTP2aGYbBkyRImTZrEunXr/umKuWVlZdxzzz2sWbMGVVU599xzue6665g8eTJCCK688kqWLl3K2rVreemll3j22WcTx6anp3PDDTdw9913f6Y+09LSuO222xBC8MYbb/DQQw/xyCOPsGHDBkaNGoXX6+Wvf/0rkydP5pFHHuGpp576p9+nL4J9QUEMCCmw1CiK6QI7Tt7Q3JB1PnbrCpTEKkeg+S5K4a20myJdpDUPIJR5kC4B8276i7mayY3243jGQYobS/Gmf5lWsYvkTCIhBbYaQzXdcRCUtOpXNUI5tfE4u3NMtOgM0jgHzfZzZGg6IyoX8fGIdbjpS2jQqIRWTThnEw3+CgDyjSxy04cTTJeotuJ4ZnoY7GZWAa6aY8jYHge8CYi16l2qVOOGufk2bZWjifXaTIZtIyyd/D03UDfiVadGUfxSJo9djlj1JTAyAfC09u9WwTeSftQBFUkzl1QMjo/9DUJA2o4bCNZMYMHOa7l95J9RpIaO4nhrWkc456+3xIGQga6CxKB65B+gaQDuWDYBghSQleKZkeEsIhnvUKe2pKikhEWMVdouZpjDsbFRUFil7aJZaQMkw/VXyNHqaKIEF1UcK/AzuFYhg6OoooUGmc5RelFe8jdeqj3fCVvYvckxJ4CA75hz0bEwULm+5VP8S+/mJb+FKQSxeC7WI9ZX8VthTFR+ps1nurqDZ6zLieEGy40IXAvFJ0jXlRJhWUi1K8EUKem7/yibh4w4JcCTfFxnL0//hko8Vozj6ZmsKB2PQGIJpUtBxrRIG3PWvs+h3tlU1y3gP3vqAlBsx/OiAaaqoEgQtuShxTZC2sy/SGPtcJUJ9ROo6teX/8kfyyo5GCFsTKEw0qxiREgwq62YSPAMlo6uY0HxEMwkxeo99ALiVZ2li5aGq2nw7KUo2FHEUioKvcJubmou4WN9JzPX7cBtEg9NwX1v1rByWIhYdylCAFi4+71Bc8l94PEm3v6VQydRkLYQxQ7Qr342m8fdgMRk63iN81f+haEHtoOAVp+BYjs6Ne2miiju4teQdbkdxaFOaoJDvVrJDbhwGQq2AmGXTp03G01aKcFoBcEhadIbHffAzMT2efPmUVtby7x58zj//PNP2mMkEqGsrIxBgwaRnZ3d5ffm5mbC4XCiGnR1dTVvvPEGb7zxBnV1dTz++OP/EhPz7bffzrZt27j33nsTKeXJlp6ezvXXX8/111+PYRiUlZWxfv16CgsLufDCC/8hT9Ktt97KrbfeyqFDh7jjjju47LLLKCsrIy0tjbFjx/LLX/6S++67jxdeeIGvfOUr/+CV/vvbFxbEICQuqRDTWlEtNzF3gNbMfU54qHAsmY259DJyUdQsWqSbmOwII7V7YiKeWkKZB+LtJbfdtTspbEJZexkdGMKYQCmZLQPJxU9rJ0+OFNJJ7+3GTC3YhfUnULC8fpxoeyuqdhUjqjUGRfNQkx7PxPoJKKKaardgYv1E1HZkIJw+u52yhMDKysdoDaBG2xBxArEV0Ti6ojf9zqkkkWwhANUkrWg7A9c9xh8L/8y95f+B5Q91ASLCVjG9DehxEKMZGRTsvona4S90XJuAppL3u56XALQYErhu5MuUNQ6hJRbm410zuT04Az2cn+DNABje+i79Y6ss6/UO76tHePrwI4nn2S6UZ2JRFOxLTHRVIC7XKqlUm/BLD0HR4aVxYdCbOnxaDccGBmnIcaMbLWTVOSGUN82pfMeci4pFqNrb8RAFPGzNxZk4XbQzI/4cmMplQkPDxOw0uII4H8CHzbnMF79Ax0ocZ9cPpL0MQLdmS9SyAOboHIe41G5SouwJUBlM7ymDPukUUo8TlkOKtpWO8XYovy+Hc4tAKMieJh0hCPn8vHX2OWTVfpsM1cYUoPdUVkCCnsC5NraEkO6EgrxmhFlrPYTTiyiggEarkVWMd8jH8cm+zC6iLFoESFRVYPXNpxslwZS/pLAJuHIpogPECNvmv6cO4HhuPkMO13Ce2gFgwAlTDan5lB129+58IQG/gcDCX9lEYVsjdYX5tKRpxNxZqKbJhgnXx71pDnh9f+aVFNcc4KztsGjWcZaPjzLs2AD8oQD+thDbBjbT5o2hdAFN3av6SiQHilu5dG1vbAUUy/muxTSFI3luDCX1024JwaBO3j3TNHnvvfe4+OKLTyowd/ToURYuXMjixRv20boAACAASURBVItpaWlBCMHw4cOZOnVqoq7S4sWLWbZsGbFYjJKSEgoKCti0aRO2bTN9+nT++Mc/cvHFPSuM/7+ylpaWRC2ie+6556T767rO+PHjE/WePovV19cTDAbp379/F27NgAEDeOKJJ5g7dy733XcfCxYsAODee+/lT3/6EwsWLPg/EHMK9oUEMQLBEKs3B/K2IKXAdtSx4hO6s08wt5EJkaF4cWED20MWR5M+VLaI0pqx9+QffIh/Jx0NCy1+y4Lp5YwwXPQ1hvKxvgekQApJevOQRDZTssW8lTRnHOjatLBpzkkWoRKMqZtIKKM8ZT+XsLlK64sM9KfK1jG793N3NSGI9HXIYe7KclxxQbymgxlYEY2Si462Zxk75yMllt5GcygN1cxGCXuJWhqRSC5udxCXK4pULPRwXko3ntYShOlB6h0ER8XWyC6/iMYBbyEVo8u91qXC03kHeVmr4KsVd+KSqUQ3iUQL53Yt/KjYfKn6y2wp+DMWNnqnY7aohzFFmO6Gt40gIowEeGk3C4UsWhASGnLcGC4FT9TCQtAs/XzHnEukB3AhkElCeM6kGk9O7gRgOl1/fA1vJAVZhGHj2VFPZGQeHfQdAZYEBbQdAbTaKOwIYI7Mis9xAnV3AP14G1ZON2GoZOvMqxHCKVzaqSApQiBV7ZRCT8gmJAqtPsFvLxXc87bEZZ341bIUWFk0lqfHXouNwFQ0dNvEbINR9iKu2NDKsokmppaMXjsQsiU6b+vebOnh3RmTGfLWcWxFQbFt/nD5dRyOr7yPFZSg2hokSS+qtsqBwWdDng27g4l73G5e00Cp6I93ZxO6EaVWUblv0e/55NyJbC+ux9LyyGoNUNgUdFLL0zOwhcnimQbTy0yEPoOt429m2zgLgcYFy//CqMPbGXMwk719gpRW+B1gYkN1doTiho5MIxtn0bJpSBMT9mej2R1EIwubXf5BrOo/y9HckRKXZWCrCrcaOoXxrDOjMoQ6xMWGDRtoaWnhrLNS5Q4Sz8iyWLVqFa+99hpr1qxB0zRmzZrF3Xffzc6dO1m8eDELFizgueeeA5xwyZ133snAgQNZvHgx5eXlPPTQQ9x1113/UjowH374IaZpfm4iclJK1q9fz2uvvcby5cuxLItevXoxa9YsHnzwQTyeDhmBKVOmMHfuXJ599llmz57NzTffjBCCpqYmBg4c+Lmc37+bfSFBTJb0cUCtwkrOKupcSwRBoxLEjY5fehibpkPY4mhMYosYMa0OYVs9rzKTrbvvpICN+n5uiJ7FdZFp/K0thG062UkG0ikwh8QtBN70ag56D6S2I5P+0YktGfMfx227nOuLm2XrHK0cF0dpnZWFBUjiVMBOmVZCJEJa0aIzMKtt9LZW9hVHmJ45BUU5mnpdqoEd9dHgktRVrae17yA2brgc1BhSKgwZtIHRNeeneEsAB9R0WkZKxUJUTqS2TaNh4F/p43V4NolTU6OEhr3Ml5QoAWMkBdUzutxm3cjsxHdxyMGYvvg1p7IsLGz2apVINDqXjbCx6c8xKuhPyk2SkjmsxK1E2TcgDU/UARdBMpAyTIXMR8dCYuAXUZqkBzvp1YlId1Jzzj8MIfBqDcwKZ/OB1+g2vBNDo5gWfqo+x/esr6JhYaJyb91r/GrlVRhep/QAgOpRuSEseNWIYQFadRitIQpeFdlmIeKEdqXVPCUCcGeTn3H/ZLP0fES8KvTa4SplJZLztlhcuQYsDVTL8RQke2ha9DSeGnc9ZpLHwIgXVi3jOnZPsjCUz6oW29lr4dTp+VBMYc0D0ymNVXG4VzE1uQWJOkzNnjR+dsvdPPzis5iqgmbZ/OyWu2hOz4B0OCPcQP1BNXFu4HCLzMAMpFBoi6cy/3b0lcxf9FO+99U2RpZHueedhzFVlZDq4RdX3c7GcSNB1rGzRJBun01mKEpzegYS+GDmlQyoOIQv0kZphZ8l06vQLQVDtbl0Te+UMSyFzZKznN/tg6R8CoIuDyvzZmMKNRGpkgh+vfx/EZO/Cu1FIOMfn3fffRdFUZg6taPQbLvZts0tt9xCWVkZBQUFPP7449x5552JdOIrr7ySRx99lJaWFpYvX05zczNXXHEF6elOH+2ib/+K9uGHHwJ8LtlRb731FvPnz6e8vJysrCwefPBBBg4cyPvvv88rr7yCZVk8+uijKcfcfffdfPrpp3zlK19h0qRJlJaWEggEME0TwzBOm2ryv6t9IUGMxAEpJ1LUNLH4wLU9njormWEMY7S3kENKJU2Z+0gUj/wHTOCQRbNkOlm2QkCaZI5ZSJu3lUx3I651DzDco/Oa50BXINQD+AJQEYwxS9iqlaMgMEiqep18XFKbGgpDzWJ2aMd6PF+pCMyiQVhSMDjYnybXFvpJgUgKiUkp2BBtY2bVV1mfZtGgb3a+k5azwt+/dzoTouMJqK2OfouRgWJr+A1PAmwETZUG26KmfDKvlPzY8ZQ1qahNXm7MiTEhzUqcv9QiaEBgxIvkNIxNgCOJJCYM3NKVwndpT9OOiBgD2gw+7obj4nhZRFz11E5MAgpKVwCD5Fw+5ljTpVS7pjDr4Et4lWYUCVsLM1nefCejM16ll9LKmfox9pr5bLQ6FWITXbPFBJLytDoKmzPQESlqPUpcSm24qOU5cR29Q725N2ah+zZheqp53ZyBZakoRixxrrZhk4kLVSQxsAwb1bBT3gNh2Gjbm5zK2RIn5NQNd6aLnSqIST5WAs0xZHYGrdk3k970PAJo9QkWT9f4cJykIAC1WTD6kODud00s1QE1vz6/GLOHdHYplA4S8mcy0em9EnGiPkQOW6w7ZzToSqc6TJKPh4+h7Ae/JDfQRHVegQNg4iCnIT+Xr//lD/x29JWo0sISKlcdWMGrpbNTnrgqLap8WQw4HuHepW24TVheECcdN1h4VtUy0Crhh+9sxdCeQLMsfnbLXJZPmo5i2zSnZ5MVbMVnxchuFRzu48Yf7k3Qp5AVDCf6sVXQLYWg1+wSeoqKHFxSYCY9Sl2atLm81Ef3McTXF7cmcBX5kVLyl7/8hTFjxpCZmUln27NnD2VlZfzwhz/ke9/7HprW/VSRkZFxQj2Vf0UbMcLh2y1ZsoSrrrrqtLVbX1/P97//fYYOHcoLL7zANddck/C63HXXXXz7299m3rx5CCFoaWmhuLiYyZMn09TURF1dHZZlsWDBAp544gmeeeYZrrnmGn7961/z0EMPnbZz/He0LySIUVGwO6v2dvZGAJbo+MCv0neTaflpytzrBLU7f7O7LuJOIdQk8EsPAmjD4IwLfoA7s8b5KZjHII+PRiWYAFKnahIosfLJtzNoFm2s1/ef9HgTm93a8ZOcbQcQivqPoBhaCoBxfpO4fQGsUCERywE1yfdBQeEj105e6LOIvGg2oxtHo0kNRSqcFehD+d5z+GP6GkK2ipm2OcVDYQGvNLoY7A7jUwRact9Jui7O9aRC1PZMpDYRwRIxjqQ9wyNtq/ijOogPhOEI3CnBRJgoIjWC0k2a6BB96850abA/MoOK7DZcaJTJO7jMep9R7GNcRTnPR8ZRHhvH1PxdxFDZZDkS/t3d3WQzUfnE6gdp7WPQ+d2FwVClhh12b3bIXmyL9WZMWiUXDfqABRUzqDLP6rY9gGeI9TDt44QOZAwbhVk7lqPvNqjPLOBQ4UCqxw5JSDWfsX0HR0YNw9b0lGM7t6VaFpZQEBVtyD6+xPug7GtBSImI2qhNMTBsYhNyiWacg0KUNHthguTd6pG0FOogbD7MuooNV0To632LxgyNelzIilOL5nZ7uThAMdnMkZko2S60mgja3iCx5MncBqUpQt9wNYf3e5ysozgIcO9o4szcclrS/RzwleCqaEHsdsovRG1Ycva5PPvXn1OVlkvvUANPXXMLdoua4gWxhEqvYAvRui8h5NsEXB5+Ne5aou31jCTskdcQVvaRFXH4OQ+/OJ/NQ0cR8nooqd7PzF3VSCGYfkDhiZtvY8XESSw4Q+PC5YsZdrAMcJydtlvF1E0+GdnE1B052IrEZWmck3Emf+20MLOESq9QA/tzolRbQfqTzu49u7nihqs5cOAADz74YLf3d/Xq1QDMnTu3RwDzRbW7776bhx9+mM2bN59WELNmzRoAXnnllW7To3/84x+zbNkyXnvtNbKzs2ltbU2E4oqLi3niiScSHJ2rr76ae++9l6effppJkyYxY0ZXL/X/mWNfyNEpEMwwhrFK353iaSmycwiKCFEM/uYqI3mNqiDYrpc7eZ49fTqTgUs3i1fHA9TR3jRjKLrU2dJmkTP+hQ4AA7hi2UgEdaIF80TF4bou4ullZ/JX98bEtfUIYGTK/1LCT6diqh7DtlVUNXWS7zVpAUJIKjfeRCBqo+sR3O4g0agfI+Yj2NiPqxoeJpC/0RGZA7ILDmAMeYlCbB4RMkV1N9ksBE9Xe3mwKJz6QyeejSCG1N7BNi4lIixUVJ7LX8gYcw/nh8uZbQYImTO42LowzmbQWKXt4pBW22Nl4u7MwMV+txavbqziweRN5jCAY3jsKOlqHcdFMYoUNEhfl4kz1WT8iTnaziYaCNAxULDRsfBisdMuwk4Syd9i9WHbsT5xfaCep3WJ7MKxaX9yebF6zqpfQ57ZhNeOsDdtENvESKw6FffKGqRXRYQtjvTrj62e5LW3JcM2rOdApD8YAnmwNXG8MDrrF4FrcwNIsBlDSB2I0JuQhuMJEi7n39Ly0wg02SMRZhPhMUNwVYS77b7rhXcOj0mGaTUMVeoIxflnOSKEckjS4vWTFtD4C6l8Agu4eMdmwiLGMXtwQukYnHpJ3gZB35YK+u8rY7E+E0toiSKU+8MF3POdH1EQClCVkUur6kM0R/HsDuAxYpiKwte2vcGCERdzyDcAwdvU+HK6vPW2hIOZxfiNMIVtjWiKTa/647SxjLP2VKFJCOg+anw5zF30GpuGj0MaMXYVjadfRQXpsVbG5J/DxOpcCo1cmqVkx4A6+kVgsNKbsOphGmGWyw5+z3lHN7B37HCiHg9brb2UqGeyb/teDhw4QGFhITfffHO3t3z16tWUlpZSWFjY7e+fxTqHRPbv38+LL77IBRdc8E8pbrh9+3ba2tqYPHnyaW139erV5OXl9RimcrlcfPTRR2zevJlzzz2XtrY2VqxYgdfrZfbs2V2ytn7xi1/wt7/9jUceeYRFixYlMr7+z1LtCwliAAbavSiKOqDFLz1441kAXukiTKzLxG8jOajW0J2iL3DSJWGcOoyIh1/SWwZSFcvjkG0Sk5BePZKMvpviCrIWFbtnU0CM9fr+U/PwJG07rjQ5XM7434psV5NNJmTaDj9G9HhFJzYB0ai/62bhgBuAokl/xi67gOLR7yJtBaHYHNtyFZGaDAytFcXWHfChRxgyZB2q2jE1JKvuJpttaxw9diOvNNVww/C3UWyJrQh677gjhWejoaEZXwYMfFLniLqeb7UuJMv2Y8lCYqQRsO4H3IlBPMMcTqVoY40YgJnhSky6a8wSitQWPML5uId1V0LJNqiFeK9pfArgGaZVESCDXmodLWYOmX13siWazsfGwJT6Pd3c0kT+W7K5MHlG/yVCKOy2z+Dn5lVYKe2IOIA5FW9d1wGkY+LSBb2NWjRpdRRD7JShYvTxYQ/M6D681F4hWgF1R4D9oZKO300b0dK5mlDHNSeftrT8SKtjXMlI6hiTlh87mo5Sp5F8aKdRgsuy0GwnfDPz2GY+6jsBBQtT1ZmsHWWoVg9ApoxgAZuMPrS1aUzdtpVLjm4mfOZ3WZomE0DCApaYJSjxwGNKb1KloPkMcpVBZAx9G73awLI77p1uGbSqOTS7veibAriUNrAhMjwbVTUoDNbzrHYFrb401KjJ2gmT6Lf7cAqPBsBUdR6begduy8ASKl/btohY9FcUB4I0eNNY0XsKrw2ZjSYtTEWlz+p9VMhcArbCSwVX8mCgiqKMUVS5FFbEovzGDqORj6nDxcDbBJ206qTnu+yMqfRtW4E7GqHODY1WC5decxkXvX4Ry5Yto6ysrNusm6NHj9LQ0EDfvn25//77+fa3v93N0096rlKybt06Vq5cyeTJk5k2bRoff/wxTz75JCtWrKC4uJhLLrmErVu3snbtWgB+/etfs2zZMiZNmkQ4HGbjxo3MmDHjc0/Bbi8ZcLoB1Pr165kzZ84Jq1fn5eUlyi5kZGRw6aWX9rivx+PhzTffZNy4cXz3u9/lueee+7fzip0OE/JUsg/+xWx076HyndtSRe1kpwnggFLFKn1vYm282+zNYK0KVzfeCinlScumd10MKvjqJtEidDJtgU8KVHcruq8eoy0PI+bG52vkuH8f9slAzElCWc4Em1y60aaoeCeVFaM/mz++m77z8g8zZMgnSAlqe/2huJmGC1QDLal2gW3qHFz6JEbMTUPBBhA2fn89o0Z/iKZ1MD/CNjxd5+ZYrF011LlnkcprMFvHAeDXW8nzNlAfzuVMI5vv4cVE4seIX2vyJBAlU51Pi3UnYMWp06n7OJ4KyWMjPbxfoCeyebzVrcxx7SVPCXEgvw8rSsehxpVotZ2NiKqO81axuN69iTvdr7I0OI622HUMPOe/eXjNo5gyNQ9KbQ8UaQLT62Zk7Bh7ovmOBybJXMT4kftVdouhRGyNhXIcptfVjWfjxDFMZySLlH0EkovTdhP1usmrrSD36G5qXPks7ncpMZ8PK13HGpZ5Qn6Mur8F7VgIfAoyIhGGTXKkTypgFHnRK8J/d/jHachGIHHLIGEtM1VITkrcVgxbCL65eSHj6vZT48uhsK2RrFiIgCuNSn8em86ehOLRsBEo2Gwzi9hnFRBNGgeZRg3DIgYb/H2wT3jCEqRwyogAF7bp9LNtfp8ZxrCTsrykxJVrEw2oKecsFUF0ZiFKbRh9d7Nzb6WkNLOR4RVB/urre0KukSJjeAc/id40kLbaq4kpJ1Zodpkx9EnZhNP8WGtrehDiSzWfEeaH6/9IadNRNkyaxMAzL+fsWy4iZEcYOXIksViM119/naysrJTjqqqqWLFiBe+++y5btmzh1Vdf5brrruvSfigU4uWXX+Z//ud/2LNnT8e1KQq2bZOdnc3s2bOpra1l48aNpKenc8011zBhwgTuv/9+gsEg2dnZGIZBMBjkscce4/HHHz/5hf0DNmHCBMLhMAsXLjyt7d55551s27aNLVu2UFpaetraffHFF7n11lu56667uO+++05bu//qNmrUqE1Syokn2+/fAsRIJAsIsR3wIwgB5SLCBQMW80H5HNosNzGpco1neyoPo/34bpI5TpbgYdkq78eGYEqVXCXI0LYsSqOOJ6G9qKSUdocGS0rjXf88MYZKndwUxaQovYmKQP6pg5jul7wA6HqEtLQGho9YmRJasiwFKRU0rcM9bcU8HF5zN7H6wUTc9YQyD6C7Ikya/JeUYw1b8Filh5DlTOixhrOwGqeh2t6E8Fvna8tCkAdcwBYuYjxZdKzimwhSjUYvXGSj0IRNNTa9UMjutLKOKHDJzDQCLgUsG9/KSr5lPEeFdQZ/uuAmrORwimXjXlmTABM6JueO2MK7xRdh2xIpdCZVr2Rr2ZCUm+ciyncPP88vzrydhtH90aXDIVF2BNCqk6sZS+5XF9Oi9wEE+/OLWV46HtsWHSnT1eHEvl0fjgJeBSVsMdU+yDqrP1Y8900XFiVFQXYNK02Aslm7NhKzYNWoMx3PitYNcEk2S+JeWY1qGERG5CA9Gq5tjQgzieytCWIT89B3NqC0WCcbrAnLNGvIi1Zy0Dc25RjNMlCETUzpSFn3GmHu2f4mk2p2J+olddxBp/L3+jMnc7hfCUuiI9CFRVC6k8CLRMfAkE6xSRuB3Z0gYJeWk85Lwlda3DQOX8aSqulowsI0NKSIMrz+OPuySzo4Lu33ZUwOri0NqeAGEDLuOT1R/0oEX++XaKu8FbqRZej8EfIaEYZm1bFjQCmx3eGUZ9QTAHabMZ5//8dkxUKYqsrHo0cxKHsc42++kiPuZqZMmZLwDkybNo3x48fj9XakdBuGwe23386BAwf49NNPGTp0KOAUcnzmmWdYsGABwWCQIUOGcN111zFr1ix27tzJ5s2bGTx4MHPmzElUYjZNE0VREp6WhoYG1q5dy9q1a1EUhWPHjrFlyxYGDRrEpZdeyje+8Y3TXk07EAiQl5fHHXfcwf33339a266pqeGaa64hPz+frVu3ptzHf9S+8pWv8MILLzB//nymTOm5sO6/k/3/AsS0e1+O5X3KfzT1I2x1DBqfGeaHB39HXn2U9VnjeX7IDArdIc7SD+Osojvqw+y3chmoBz5TmRpTCg5aOQxRO4qyaW29yQr2p75gA+IEyyQpocH2kaOEsRBxVolTLK5LynW7mmqSi1VIBU+wiLC/B2ZkT94eBHQD4tqtwyujIITNwYMTGTjw007ARmXjuqsxDA++UF/a0o6CIrsc+2qDi3VBL9G6C1GDpZxn7+FDOQFHEP7ErimBxIXgu3g4HxcfEOMJnCwmE7gYjaVxf4cJfB03pWj0QpCNQqsGX5voY1emCobN+C3bmX7kY5oUjYWX3E7M3aHTgGHj+rQepcXxxqhui9jMQgyRpAnTCegAaMJgcutOPrr8IlCVHvaVTFSOcov+IZ8wjgYtnXemno2VLMxj2XhWVqEaFmeqR8gQEY7Z2WSIMGZvH2uHjkVIGykUzth1mKZKLzEsbsXFKFeU+2YUpyjWKpbDmrFOxnsBxwuz09GXkQpEZzoxd/fKGkRS/SOpgDUtl3PXLKU+4GdXxvCkZ+Z4MixSXxhFmiz44EdUpeXww8lzE6nI4AAWU9FSwi3Jk21nMxWFpXMuJJiZwYZIbwIxnRYtnYja0abLijGv5rd49kVow8eq3iP5y5BzPxOIcUkYH1H51BdBEyamqXF+7ZtsGBqjpf5qTFVPSUUXAoyxmajbWxCW7KHVnk2VJuNjf2Gj99IO1fGU00u9p24zxtMr56HakjvO/16nsFinXqXEZZt8c/NrnHN8KwCGprNx0GgCnigqBnPu/DoHQiF+8pOfsHnzZgzDwOVyMWHCBL797W8zePBgACorK7n66qtpbW1l2LBh+Hw+Nm3ahK7rnH/++Vx//fWMHTv2pN7sk1kkEuG1117j448/ZsOGDQwaNIhPP/2UjIyMkx98irZo0SKuvfZa/vSnP/1d4nUns1WrVvG1r32Ne+65h6effvq0tRsMBhk9ejStra0sWrSIvLy8kx/0BbdTBTGfOfgohPi+EEIKIZ5K2uYXQvxGCFEhhAgLIfYKIU4oFCCEuFII8b4Qok4I0SqEWC+E6DlA2MlsbALFH3F42vepHfknLNlZL0Sl+GCAwrp6ZhxZgy0Uyu1cFkXH8G5sGEtDpYw9vIaxae+xQfZnrdEPUwpiUsGUgj1WHqbsWrlXSjAlbDKKGaI20F5PTwgwfVW0ugKJ7Kierx1ylTYUIdGFjSocOKa1drPqsGXKhAKO56nNf/yUvTBSgojk0HOlS8fq685g44YrKdt+Hhs3XElN9RD27ZuKZamYpo5lqezbNxXDcoFiE/IfSaRzth+7fftsnts/kI1RgaJF8Pb+K6Pzn+V9OTHugUnJgaW7i5A4svFPEOEIrTxBhCgQAqLAXzBT/p5HlAcIcTVBPiCGbkOlN96uAsWxAEZeMZplYnaOKSsktFhAMsWdhpCdXgsbpDd5fEkMXWfb1FFdnSdJ+2pYFGohNpnFLIqO4W9qKVan+IZiS85Mr+Aa93aG6A300kJMclXQz9fK2qFjsFQVU9OxVJWjwwfybV86P8nI5nLdj+LJROk0QBVpJ8D5CU1K1L2OF0gqYIx0JORF2MIYmoFUBFJ1QjZntn3K7LcWs9aayIH0wSjAkCic22pwZ3UN06PL8ZmRlOY9pkGTK4f+zY1dqyoLlbu2/xW3GcNnhHGbMR7YsjAFwEjAUASmEGztU8B6M5+yOp3Z5Uu5vGoJXzn2ImOatjAyUEZBWw3f3LyQwZ9W0LvFUdBdMmhG96Ez28KvSDQ66hO1mwWs95iYUidiezEVnXd7X0ZD4Go0xcWFbTqadMCOJuHiNsH33PO6T1nv7pbjAHQdExWLs1rW0cvIQLW0TvtJIEY/uQaX1XGPvrFlIUWtjRSGmvjG5oUgJFq8rUFqfYI8rmBxdshgwQdPJgAMOJlNXm0Kfu8NSG0oHyz4LeedM5M1H66idscx3nrjTb72ta+xd+9eHnjgAYLBIABFRUW8+uqrfP3rX8fn89HU1MQDDzzABx98wJNPPsm4ceP+YQADDgfktttu47nnnuO3v/0t+/fvJzc3l8mTJ/PWW2/9w+0DvPfee6SnpzN69OjT0l5nmzFjBpdeeinPPPMM5eXlp61dv9/Pm2++SWtrKz/5yU9OW7v/DvaZPDFCiCnAK0AL8LGU8r749vnAecB/AIeBGcDvga9KKV/soa1fAVXAR0AjcBPwX8A5UsqPT3QepWfkymef7ovlak1sW18xnuf33ohqWti2yje2LEx5gVcUj+V/44XiLKFyp3yF0V/ahCpgfdV4nt95Ix4RwystZvdfzuT+G6hpLeT48SHYTXlxFRJJmdGbPXYBxUqAs/XyzkkTREJ9cacdO6nHvbOnR0rHw4JwPC+SuH5LYpuNQMMWkjIzn1FaTZe+HaJv1/RxKcFAoCM/qwYaQGp2ktGxYpQSDltZ9FOb44wdyZbsMo5m70s53mzrQ/jYf4Cd7F6VpMXCFIfqqfHl0OzuSjL2E+Y/1Xf5b+vChFT/ycwNjBuWy4q+bpDgKmvgxqZ1HMvPZ0XpeCcrRRWJzJPkcI7s5cIYmYutdAoDdPLEGL28WKOT6sZ02te1tg40gRo2GE4FO41iQCB1hejMwhTPjWqZXLvuQzI7gYDa9CzeHj2dWFIqtNtyiKou2ymv89DuCPOGuYklt2fEkIqSmoEkJYplOtuSjsr4AwAAIABJREFUzzVqIiI20quiNESTtFPAKE1nXPlmpu5ZD9g83+8mzOT03fh3Q5MWd29bzPxRlxFLCrW4rBh/WuZ4Vjq/e9/YspCZx7fSHK8+XdjWSJoRAqFgC1ClZGtRIVXpeaAaqKpJSPHSqvnJNFvx2vF7JRP/oV99MwNqg1RfcTNLD7TwTr/JXUCMLuCtO8YQ9fjpk+3lnU938YNlxzGlQ453IUGBaDLQFFGQkl6ml2uCbmwBzYok0xb41TB9z/klL4Vm8sneCU5/tuziTE3cMmBa1hEyQyE+yR5M3ag+TuirzsC1K+AMH6Fgl/gwiwVeWU1+naRfeQN3v/MyRXG1bYCIptOqu6lMz6co2Miz197EqtIJyBaLMU17OO9APsWVOxm+5zVsoaDajgiipbpQpMXuITdRnRPirEsvomFjjGwZRTeaKbpiHHtlDTNnzmTOnDk8+eSTpwWg/D22detWPvroIxYsWMCXv/xllixZ8g+3OX78eA4dOsSHH36Yopx7Ou3RRx/l3Xffpamp6bSGlAAGDhzIoUOH+Na3vsWUKVMYMmTIP+35fN522sNJQohMYDNwJw7Y2JEEYnYAb0gpH0vafyVQ1r7PKfaxAQccnVDdp3SIW750dj+0BufhqU0C6YFgi586mZsgA7Zbe9gpkJZGrScH7/l1aDNaEwsoIaA15qc+nEOet5F0VzClv6ZQDlUNJego/GLf9Ri2iwzCXOHekQpEgJWRAZzlPtwt9ybZThSuMqUTVtI6EYndjcN4yaeToYSY49rfBcS4Q72I+mpTlHO7yU79bGTgk5gp4b3oUKQQBAWo/Z5H9Vak7GObaYQOfCcl7q/YFn/84Kf4jQiqtPjZhBv4pGhUysl5iLLI8wOuiP4QUyavVk9wEQrEhmdh53tAFUzbsInstBjvjjgzdWKPgw2lzeH7dAcw2rN2EkBHAakKouf0BqUTArWcmUtUhJB90pwqGApoOxpRqyOJ8zV7eZ1yAXGe9vBde5nWtB9Npj6zNt3Ny1POTw0LdQ4vhE0u3lnNkmF5KJrDG5m1ZikfTr4YjLhHyKWCZXLWmg9YN+xszEyvsy25vZjVJYSkAHc3SbxWC/VovJrjJdpD1ohqOyEsM+5xUaXF3LLFlDZVJt7Fenca1f4ccqKN5EZCvD+kN3P2VWEqoNnwqynT2ew/j6JQHZW+HFo96WjSxEZheOsudqUPT2QWza5fzpDQQcKKhxYtnQyzFaSk1ezH4tLziPXgiPrxFSO56cz+KdsaglF2VjYDgqJMD5c8tZpIMtlaGCAlXtvFXS0e9PhzbBOSFi3GsHN/yisHLmV/eCRtAkTUjnNV4mNUdlTuzumdhtFYT0i6aJ3ZJxXMhmOIsI3p1zueT9wyW1t49ZH78BgdBPTOb8D7/Sbyy4nXO2PQlowVexmjh3CHw2QFGjlr9Wq0pNISlqKz+szHeT7XTbNqY0ibOfWrGNJ2kNIrrufNrdt59omf8vjjj59WLZXPalVVVcyZM4d58+adFtG3ZcuWceGFF3L11Vfz2GOPnfyAU7RYLMayZct49dVX2b59O+eddx4ffPDBaWsfnJpPnYUJi4uLeeONN0hLSzutff0r2OcBYl4DyqWU3xFCrCAVxPwOmAxcJqU8JoSYBrwL3CSlfPtUT1oIsRv4s5Tyv0+034g0j3y97xknba8dvISm2gQvt1AbBFauxE4/8XEnAjTtXhtVWIwRVZRq9YmPyR4rjy1GX65xbzspiEk5z05Aw5AKDnGzow1hqxjNI1nocdFfrWGafrQrOEHE+TM9t/13KNKf9NwtYL3Rn/0yG0/Ri6je4yh6KrchFhhNtPpqnNRwhS9XLuLe9VsSv0dVhdtuPIfm4Pm0z/DFJTUESkpp2xVB1nSQi7MJ0YwPJ6jYnluSdBtUZ/Kwhmdg9/KgAKbSieRp2OhbGxCmjR42sLwaxsQ8LD0JNJg2+pYG1MYYCjYzXftRMnTeHzMFI1kszrDRdgdQmg1i0/K7cGTaPTPt2UhSVxK6K5phUjTUZMbRHdhCoEqb/JxGzqqcyeqCLP5nZCaa7YRWkBDTHNChHguhHWxFtw1sKRhq7GNsYDsHMgex3jfRAVk2GCOz0CIx1H2tDtFVOtvs3r6EJwbDxrW1IbUIuZSMiwYZ2bCHouN7mTfx+i4p2ymDIOneqraJFE5IyVRU7tu6kPUl2WzNnEKv6FHq3UU0a4VkmjX0ih6l2t2PZu0EeiSd2tdsg7Ma1rA6dzoKtlN7SgikUOgJ3N4zcwDfuWhYz33EbcnW4zz8xnZ0RcGwbW442+b1fa/TevwyhkYVLmxLY5/b4n2PgRROLfprJ/ZlybbKFPCTJk2+HPLhswUxAZm2QEfwbHqYUJZObGKeQ9qOm8uOYEsVU+1eYn7WhjV898WnMRUbzXKcru1FKwOuNG674BFiaqon7J7GpTT37UNOQwMzV6zElQSCTNXN5jH3E8jozzteg71uC802mOrazPIZlyAsk7r/fJDYlg2cc845TJ8+nWnTpp12ou3JrLm5mYsuuoj+/fuzadMmXK6T1AY7Bfvud7/Lk08+yc9//nMuvPDC03CW8F//9V8sXryYkpISHnjgAe64447TyuUBpxTEb37zG8aMGcPgwYO5/fbbWbVqFatXr/7cvEr/TDutIEYIcSdwNzBVShnrBsS4gN8Bt9NRSe3rUsrfneoJCyG+BjwBjJRSHunm97nAXIDemjbhw4GD6C6bQzp+YYQJoYk2oTkWVu+T998OXI60FPPa3qtQhYUlVW4b/jJTijYnfs/1NCIECZATDvmpDfTF0mP8fu+NhC0vJUoDZ+mHnOn17wAMPXligo0TeccX40rPCUCSdOTYjDhhWCA7Fzv+h0BMT8dLCWuNvuy3CnCLKIW57+H1HcNUTALuADE1hm2mIY1shN6EWwZ55rcWGfHEnKDLwwPXfInK0MQE0DFGpjOu/DC7mws6EVWTr93RL7EVtb0GaMdeCkSnFiAs2eGVSBxmO6tk2wZFMHH/Dj4dPKJL5pJvbRW2pjLFOMxQWUNYd/HSmXO67Je28jiWV+8KhCy7/TTj2UhNKdlLQpFEJhfg9krSI21YmoeHtJ+RtSeHPcdzCfsyCPgzGGv04QeT+2PVRNF3NHW5VqRElRY2Apkk2d8d80gqIAe6UA9E4xGZ9sm3kx5w529DTwPnZEi5/e+/t9xBp/Z0O4qN2jOo6mRuTbD2u7PJ9Z+gOniSNQSjVDSF6ZPtJdfvpjHSyO7aY9hGNtnCz1V/WE/U6gAsHl3h0YuH84O3dxKzwyi2wm29V6LuuYSIQkKCIYJkkT9KlVd08frpMgoI9KhGZsimOU2hzS1wWVFiwkWvPRWkHWwiu60Kv1rF91b8DVec+7Q3qy/fn55KnvYZYX70ye8pP3M4vrY2zlq9Bs3qQKkS2DP4eo73OZOoGuElHwRdEJ5ZjBUH6HagkfDzv8O3cQ21VZUA9OnTh2nTpjFt2jQmT56cqJX0edqHH37IN7/5Te677z7mzZuXyHb6e80wDCZNmsTBgwdZvHjxZxaRSy6MWV5eztixY1m6dCk33ngjL7300uce3olEItxyyy28/vrrTJ06lfnz53+u/f2z7FRBzEm/AkKIUuAnwNlSylgPu30dmA5cChzB4cTME0KUSynfO4U+rgJ+DlzfHYABkFLOB+YDDPb7ZE2BindsFDPbxnNIIdZXEj3T+Uieqsel3dZXjWfBjhsRwiZmu0n+5D+/60YiljsBbEypcvuIlxmeu48Vx6by1sEL0BQb01Zor8VUbudSFc1giFrLGK3KOSecVZtGzyii3aux2nC8TGfph+N6GJK1RgkVPkmmiMan7Z5AjMLfYgMJC5UcEWKKfox2oNpOQP48TAiYolcgUDhTP4IS7AOhYsDxl3ya/ykV/grQHA+NiAlqs0iAmJDqoTI4NT7ZOdv0HVF2yN7d0M+TL0JFYqCnN2AEC1K5mhLcn9R2eCVGZKIUuLGFQAqBVBWs+ESyadBwpuwvY93gUYl05UGVRzkwrT+KtPlY5KHu3cLguuOcs3cLK0rHoUiJLQTT92yjQDSi2ZJFyrmpp9rOr4njA3NkNmpDB7/GRiC9KhGXSsTlRrVMQmsLaNpViVvU4ZYST+8SyrMD+JpziOwIda8PIoSjMtsNUOj8yFXbwt4fQibSk9X4cZ3G5okGS7wfVVrxUNIpAIp4e0JaSBHvU9ro0sAQrlMenHa88Mgp0Jdxawo/v3r0KQMYgFy/O2X/HE8O0/vlALDtWACXpqSAGF1RGFmcySt3jeLmt+5FcdexJTiUHRnRdooRF7bpDDJUmhVHh0fb0YQ9KhO3iGLFFC4Pv0ZOfS5ZW6djCVAlLO1lc1CNIcKCgKEScOcxqO4o39iyHDu+WIkqOlmx1pTUb3DKDRS2NVK67H0sVUVYVkoISgBDDr7O3uFRom4vXxaSv3lLqbAtrPi4ULJyyPrG95FS0q/yGK0bPyFj0xrefvttFi5ciMfjYf78+YwbN+6U7+3fY+eddx433HADTz31FM899xyTJk3id7/7HcOHD/+72tN1nR//+Mdccskl7Nu37zOBmP3793PvvfdSXV1NQUEB06ZN4/333wfghhtu+H/CTzl48CCvv/46AJ988gnLly9n1qxZn3u//6p2KkuZqUAesCPpAanADCHE3UAu8FPgGillO4V8uxBiLPAt4IQgJg5gXgRulVKeEnMr4nKx7Yw+jLh0P4oC0ZmpX3U7/dRDOS1RP8+V3exUJe7mMNsWvLznaqwkobM/7LgZgR0XPxOJxTa2hYqJhUpU6JRZxeyzCvCLKIZUybFameU5hFTVrh3F7b3oUOrxA4KqaAZ+ESUoXURxgYAW3PGU7O5NCklA+jCAi1x7UHvw2JzII/P3emskMFk/kuT5iXOWUJlQ9/+xd97hVZRpG/9NOT0nvUCAJFSpAUIPXUEsICKIVAt2V1R0Rd391t4Wsa9+ltXVVVdFFAUFQUBEkB5qKAECBNJ7OSenzMz7/XHSThKq/Vvv6+IP5szMOy3zPvM893PffSiwFeBTAnGwX4WwKnCpFhRh8GKvSc0MeqYHYhBqWkqpPg3RUINGBHjOtSReU3oZA/OzqRBWtvfoHhQcyYZOXFUZMzatoNJqx6RpLOwzAl1R6iTq15zXm9ZlhXQszKZ1WSEVVjuhHjc2vy+wLw1G7E9jTecUZCHQJKW+vFV/qIFSkt8AIUiyFHFIiUPR/PU6L3tzkGpb6wFr7lHcoZFE5uVTpJnxy2eeUpeauZkBNWuNIDHBk2VKTgLF0EjxfYg75jhH3ZPRjEA7LiKQ/RNB6tLB2wpJIXBzNEyyCbNzI06jlJKqSwhcIBVZSCflxAwtXsf3UUM4FcyKxOzzOzJtQMJZBTCnQ+sIG34j+H3jNwxaR9g4UQpqVSqG6St25I0POu+v7X4SfTrVMoCEmudBLa1iaOJGvj80gBXSUDTNykWyRhd/4LV8abbE66Ea1TWZtTBvFdelL+WYswVx7hJkw0K1JYwn+8+go5pJpi+xTuX4ru0LiPRUIVGTbaTp601XJBzuSrw2M36h0t5bwFGlQ/C51Tw/WqsEzK0SKB97BYu1AkwOJzNmzODee+9tVizvp8b999/P4MGD+eGHH1i8eDGXXHIJe/bsISSkaUPAmWDdunWoqnrWbdYff/wx5eXlfPbZZ4wbNw5VVdF1naysLJKSks7pWM4W3bp1o6SkhH/961/cc889FBQU/CLj/lZxJkHM58DWRsv+BRwkkKGBwNuw8YeRzmlauCVJmgy8C1wjhFh4BsdSA4HuUcnZEEOr1MJzm3Br/qIPF7TGEMpJeaK6UJEMLehMdEOBZr88ZVq5jpLlSKpb4sWEtyYAqkal/Y59HOnZGUkIdEUJZARqBt+rx1Bi2BhQsJu0mK5Iik45lpoupfr9bfG0ItV8DFnR0Q0TuiSh13RPVbja4VFMhElVp87YnAVETTAgCYM2mUc53i4xoFvT6MJLBHniBe8DsPsdeGUfCAXDMHPXRWOILog/aXfSmR+gmcmrHFiNBbyaPBkhSWiy0oy6rYd813GOegciVfoQDUiUuqwQdewAclQciqFTancGMjINhlGEoNJqx+b3YfX7cHklrJIPAVSbTFRZ7CQcy2DW3i0UOsJY3nkM1W0b6Tk0aOmWhc6oA18xiGNUhITh9LhxVJQS+EbQGo6M5tUpskdi4G507sFBiowRSHDIfhCWZgNDc8xKfIUXNLmMqqGhyeoZBI4Cm1TKlVEZ+HwxPKwnoQgfAplhxd9jFn5WxlyAkE4WbtfmBEz4DfCXD0aL/wh79MsgLEimUhLybHTNSCREr8Dp99K/LK2OxGszPJiFn1Ux52Mxm/HqBpIkYVUVfLrO7SN/+uClFlEhFuZNTA7izcybWJ/pqS5LRivrACL4/aAhOGzRCXrReA2+zRgMSGiYQKoJdioU7CJgmBpmKDWBT0Ds7qZRc1ENHU02McZtoptXMNYws62iJZGVG7g8YzNRnnKiPBV4ZRNWo54H0/iuyoaBy+HgsBbJOq0tAgl5TxlG94j6DGKjZ0HWdZZ9tZiZ4y9n0aJFDBw4kDvvvJM//elP9OrV6yfhrDQHWZYZPnw4w4cPp127djz++ONs3LiRUaNGndP+Fi1aRK9evc4qCBJCsG7dOgYMGMCECRPqliuKQtu2p+do/pSIiIioEw38Nfynfks4bRAjhCgDyhoukyTJBZQIIfbU/P874GlJkqoIlJOGA1cDcxts8++a/V1d8/8pBDIwfwbWSpJUm9PzCSGad+urgdvqR5cMCvdEYYnwEN2l8lSrNynPA5Qfs5O/PZrjFa3hFNlEWegYZ5IqrxmoYQDTZFAheKTzDG7avphBpQfQfYJ7Rswm1OylyAihAhtm4eOutE+BT8kLicB1u4tHdwX7lhzRo7hn/z8xCuzM7XcrXtVUk7GxoCsmRrpV1tmbZmxqW61lai0KT3oaNY05MkISbPO3ocRwMO7gFlLTt7Cq2GBV78H0MOfX7ENgILPR34YBpqzm94lKccGFeIUdQ7ch9EiqtBBKIhqvKUD2gtHYdqDROjV7rT3gf3UbzzsrnmBA7hMcd8bw2KghVPq6BnVEIWRyHHngEpi3FoEEWicLeuso+v6wlrDCbERJHlntumFVzeiNXuC6JOH0BIIITZKxV+SQ5wghredQTkS1QEgSsqEzbP3X+DwynsSoJg+fsq8cyacjYzC6aDU24UW4q7DWPCNCcQTpEVbLVnY7u7FZ6odxyI8kK4FnEjl4khECGYMRXh9bu76At7o93txxgC1o/IkHV7OpzXdURLioKLki6PgC4bTWoMx0Mgj8chgX6IWsM+JQJIEPFSQDRVfYHNUVQ/aDUFHDN2A2u3AXNCRQNilw4c2ZDuiY477AYc+jMFFja3wGzlI4f1sMNs2DzVfPJerkOkySXsj5D8yjQ+sYgCAey8+Jy3q1YnCH6GbHkyQJ9KZyAGZVQQidho1PWhPhx8C3UrkssOsBEUGXCja1mmh7LsdJAmRqnDxYFiJIMKzYhURvv8zrMf1Jj+hKnLsEt2Lh5e9eOOk5CGBd92TyzeGs87WteSOAmudB8pXg7x1JMCkvAENRCKss5dt3Xue6l17g73+/i7lzn+f666/HbrfzzDPP/OyOywUFBciyTJ8+fc5p+9LSUg4cOMCUKVPOarsjR46QnZ3N//zP/5zTuD81PvnkE5KSkmjduvWvfSi/Kn4qN6kpBEpKHwCRBAKZvwH/aLBOQqNtbqkZ/4Waf7X4DhhxqsHatujEpLGj+GpNHAeOZ5Kdc5DWCTuwR1dTXWKlPDOc2D45WMOChG4BMPyw98MO6J6AdHuy/TBL6rpcmoEkoUhGkOvtKVuUT/YVK0n4a+rWr3S/AnnHQtqX5+AWJoqMBsaHhk6+PZK2rlJa+mWOrwplVtH3vN1peOBLWZKZdHgt5LfA2/cmdEXghbpsj1lAnC4zq8xOsb09cmgmGgENl03+NpQIR0ALx3yYhu0ozZWQNvtbcVRE1Um7v9tuCDGlWbzUfSI+YWavtyWRkguTrlMqbFQqdvx+laGmzKAUnAGs87fDbUTVjydB4FszWETOFPMlJscxJFMpnsKR6GX1XxkSOkIStNR3UGz0DNIlUUTgup1Xdhy1ys8w18esj+tBWcmVyMLAkGTMsUvwFYwDpECgIMB0oApb4SqcOS7yzdGEaZUkZKbj6pDMiAPb+a5De0xaEX41msGHduPzZmMuNaHYQ3CY7RwJSaDSa0JoAkmpQtaK+C51KAInYa5KWpQUkRcVQ7kzFDSBUulHlssZVvkVCf5SECpmQ2ArLsbtcKAr0SiOC9Bdqzjg6MCq6KEBsTgh1bTuSki6gQUNr1o/earCz7iCVcRGx5KmeFFDDuDj8qAw1qz7uTzze0LDnCwaupVuhYJ98uUYNa3Rmqwi5Ooa5q/cNPqXAuOr6DyjBsiE92k31ZU6QWZ9q+Hcc3EVr+z9N2ZrFUKu4LoOD/PqMoUq78lYLLXjqPjyr+DSpIn87eJB5FTlEB8ST8G23Sx/7UWEEOh+P2rN1/6lN91M5871L/CfO3hpiMa8GQgEUVZVwa9rQctNisRDl3XFaVGZu3AnEm78euD9ozWyGzAAqwF+BMtsfioBk6Ewrt3XvL37OjwNVMkbBjw6ECYk8iwhdVnNF3pfyV3bP0GXJOyaL+i15VVNvNFjKGVVrYJLf4Bc6W/6jhMCRReM+X41do8bZ/tytu4YTdteITy7aBh5O7NY+G4lDzxwPwsXfkrLlmfQTfEjIIRg+/btnH/++adfuRFCQ0Pp0qULy5Yt4/bbb2/StnwypKenAwGtll8TWVlZTJgwgbS0NK677rpf9Vh+CzinIEYIMaLR//MIdCadzTYjml/zDCCrtJtxNwkFm5AzWuBRO5GZkYL5+0zQMgGoOBJ4MB2Kj7BOlTg7usnP7oRnb09U/24i7AoeyzCuib2PUP/r/MW4ESHJ6ASErxQMDCT6qVls0YPjr4AhI5w6mmmAxtGBJPFaj8v5x5rnmqiZ6pKCP6wb65MvBgRCUnG2gBsrBTvMPjZZdRZ2HMWnnWA2JjSCudaGBGFCxi5JHNVi+dYTgk3yUkW9z4xT+DmV/UAtKrAFGev5ZZVnU6biq2kD9WIiV4Rj16u59PB6Pu8wnHxh5wtfN2Ye+4atLbuQFRpHsWHHa/chuXw1nUcqlvjFSMKDN3cSAR6Egjl2KeaoLUg1pRR7yy/RI7bSOvtCrl21EkUStHCVIBtww+hgu/taIiOAw+tj1groHGvwUi8RuF+SICHPziHFCK6wSQamkJ3sGJjH1uzxaBW9uKDoW2Lz8/A5CojKeQUkCUPoRBw1uGaZjiGBqgGSwmjZhCp0XkwdwNYh2xCSioROn6NDueuTb9EUBVXXeWbiLFb3T8WkbMXWaSE7dZ0dsmDK+lZcsvRrhCwjGwZb+vTHbZ9Kubktq8Jokg2CQKa/KZFWIsqbh6vgBFo3HVn2EBa1EHfBJBRDR5NUbt79BRFeF5EV0cz8zorLeYIDjgA5GQhMZsKBCS+SJNdYRARgkvw8r75KqOSmm3yMKKmStXr3Jtk+k6rQP/FCJvYdRU5VDi3sLZAMJy99tfq0z1vteSzaBH1bVjJ9YHcAIgcPJ6FHLyoK8jHZbPirqwmNjcMeemaTzy+F5vgyEHhLPPblXuZNTGb9/Rew89AKck88yyM/3Nmo2iu4sM0aVhwfTKEw15WRVEnHIosmquQGgc4nCHwKlNcZtQaCze9ap7AjphPx/lzio6u5/dOP6p7HedNnUeqJqdky+B4GiMdlaN3DUYWOkGTOO5pJck4W4bjRomJIGLGPH6QhvMltKA4NPVXlisSnePOWJdx77y28++5nKKfg/v0YXH/99XzzzTdcddVVpKenExsbe1bbK4rCbbfdxuzZsykrKzvjIGbIkCHExsZy4403snv37l+kM6s5PP/886SlpTFnzhymTp36qxzDbwm/S++kvn37iq1bAzSdnENlLH1hA14t8EUjDDeGFiA6yWosktyc0mvwxBAR8g/aW7J4T55MiBwICqqEhRDJi1XSyNQiWa8l1QQvEoPVo/iFzCY9MSCUW1OiMRpxMOpr/01hEn6uy/uG4/YIvnH2RRYGCIkrc7OJD+nSJPBxS4LXQz11Mv8QUKedjYWX8aKKAItitNtEF7/a7Pq1UAXM8lbgDTtY4xcdmOgb6rfpQmKBt2dQEHMyKLqGgoFiGGhyQFJ+dNZWZo59kDKnE9nvxpHwPMhaXYu1XNOl1LDtWlIDbaYS9XV8pxtee0nD1OAxFcB3DVRgA1okC0kt2IPdG/jiLDM7uPbCvwZ1bZg0H5oqIxrG7pIPe1INF0Mpx338BvBEIasubB3nIcl6zXEIXntZx3QS0o9Xhdv+pFBpl3C6Ba++otfpeAB4FBPXXnwXerd/IMn+un02Xk+XJd4eMJXPY1MwpJM8Pw3+Zs26H12WGVq+nh5leznmbMPyti0xxX8OQqbN/p4cEuNqCJ8y03IWkxqyk5EtjrBDb8cs/X4qg9SQBXPkhbSV87hbu6XOkduExrPqa1ymbgDgA/9IHtavxY8adIxWk8z6+84nKsRCcXExy5cv54ILLmBTrhbEI7l7VCfmr8jApzd/Qc2KxIYHzrwt+reCDzYe46+f72n2N4sq8+bVfekWH4rTXMWibRk89FUpCDeaoTK180L6xO3m3rUPB7lom2Uf84Y9zHfHB7Ho8FhqM4kXuVU6+hVkJJbVaL0EEPzcqAK6tCoiIyGelsUF5EbF4sk7jnS0RpvnJEx+2SToHFLE/qpoFL9e9+5rp5TRJiGLR9reiK+Bx5hZeBn0zngWvJfPihWLaNmyQ5N9/lQ4cOAAkyZN4p577mH+/Plnvf1VV13FF198wZYtW86qo2jr1q3MmjWL66+/njdwtqSfAAAgAElEQVTffPP0G/wMaNu2La1ateK1185YweR3iZ+sxfq3iKKiIo4dO0ZiYiLxHcK54R8Xs39TLvsWr0GrqsQZoRLdpz9pqwvw17TwxrYNoTTPDYagfUosqVd0xOY0U13po6K4Lw98vovqou1E4UaSwCrVzyzt1BLilYqgwAYgUS2jSlhQ0dFQKNJtbNETkBFoNQFN41RtLQxJpiKpJXGSxpX+7VRpCh1yi1BDxjf7QimXBY1Z0ipwHioLMZGLQawuWO8/+fq16qEXuU2E+eNw+cJZGFpBORZayhUMMR0J2B0gWOdvWx/ANJQ2rttXYJlsBFpsfYq5rjL0Zo/xDMjbR3xZARWKAzDjyrwXc+wXWCK3BB2SrLoQiguEiid7AlLUQSyWXWCYQNKJ3zMAVXzX5HqMyN5Br8KD5NsjCfeV8+R0H/tzJa5fAXYf5NsjUURw+cIkdK7ct4qPOl+AoQQyQpL1MO4jdwZKa0JCjfgBXUrAECaEbkWSA8FWUp5APYUlllmDUdt1Fg1WiS0DTSE4OJFkWnizyG7gyxRZ4mB/ZBiJZQ0UpmUzey3RGKd6rza4D7okY+lhYWXcJPL3beN4Qjt8m/34Dp0Hajn75HhAqjNb/ChhHLebv8EkG7ST8vHrwV/LFvwklmcwIOIESt1zDH5M/Fm7ma7yUVZrvXjSmEHjAMuiSkEkV0mSGDp0KHFxcVwWRxMeSYswK/d8shO/3vRDyqTInCit/t0FMd1bhRFiab505tUMbnlvGwaCeROTuWrQIEb18LLz0AoqCx4jzOLFEBpJodkcLGsLCEyyn2u7/QenuYrhbTawJHMMmjAjJFhj09hj8zKy02KOZF6KVdLx6BZaRv1AUWn/gNaVYeKiKhPddkXTP7OS7VGVHM+yIHkbigs2bh8TyJJggH6czaWtA47gNVPFei2JeGkPGVnjkdsG/0EoaGRkGkREKEREVJz0GhlGObpegCRZEcKDosQiy/XZELf7W7ze9Vgsg7Hbm28driXknisfpF+/fixYsIBHH32UcePGkZycjNrYV60Z9O3bl6SkJDZv3nxO4/5YHDlyhKNHjzJ58uRfZfzfIn6XQcyxY8dISkoiMTGRSy+9lNGjRzNy5Eg6DwhOrfUZK9iyZQtRUVG0b98en8/Hjh076Nu3Sx2z2+Y0Y3OaefuuIRzK78lnX6+m6sj2JsZ6VvxYJX/QBGLFj1Wun6miZRdJNYFNiOQlRw+ty+D4kevKVKLmi6Y2GLKYJCwmA3fLzjjLm8/dhBlSk84fDeqcm8ORcHm0U66vANdUWogyAufuMCz0dIXzjV2r07apJQh7G7ffNkbNstosTkMI4FhoHJnhtS+YAMfCl39F4HwbBDJCgLdoOFrpUIQeAhUpaMolSKZyhD8C3Z1NgCZFkzHCfC7CfC6WpUjkRitU2QVKzUnHuZsaD+qSwrgjGwn1VfFazwmAgqjuDEh13SRa6fC69V2HHsAUvRJzxBYkKuu8fmyah2rVGmRvIQFXrIeVvQUF4eBSHJwIj6xbR8VLUUxOHQ/JV57MnqpJPNqvviV2RPYO/JLgREgtd+j0X4i6IlPqjESYzCTGVfHp7pksMQ3iId81SHoU1Y3WN6GTTQzRVBIlVTJPfYO52k2Y0PGj8HfpDbqsK2JzWEdMAzW8Ddq5fZi40Pf3JirJtXj2yp6M7dmq7v9Lly5lxowZdf9vzCOpJci+vOog72w4FnxeQtA64qf1nfkl0DrChmacPLvt9gfu/9xPdzG4Q6BzLSpqKN0Sv8CmFHK42EnutwcINHdKdI/aS6/Y3bj9VsyKl4TQI2SWdwQkvLLBqG7/ISV2N91abufd9CnsLUugMno5EdGrcRhhuORyzGnQfm9LImSJYa48lg+8jAWhycgCdClwJ4N64SSJQUoRUV4riiKjN7jVMoIqTET5SvAYrYIobToqTouf8nKdnbseJLnHXGy2YJJvaek3fPHFPJYvL8dihb59HPTpa+O8TkMJCRlP1vGngRKcTgWffwuVVf8iLvbfTa5jrbniubZYz5kzh2+//ZbPPvuMhQsX0r59ez7//PPTbud2u8nKyuKuu+46p3F/DNavX88dd9wBwNChQ3/x8X+r+F2Wkzp06CAmTpzIxo0b2bJlC9XV1SiKQvfu3Rk/fjyjRo1i7969zJ8/n0OHDgEBjwmPx0NxcTGPPPIIDz744En373K52LYvk0Nff0v8jk2URERgzz1GRUgImR07oBgGuiyD3wBLIJ1e3y8TnLXwCLUuqAGaZHMaQtZsRBb1rWHlNEDNPdpn0vjaodV1Ft2PhVE1uihCCJaUayAMBIKswoOcsJvZ3Do+SHCri1/F5/ew5eBK1u37CkPoRCb0orBDTxytu6GbLPjK8hD+akzRCUhScwTPBoGcvxqPam2yzmWH17K4fVMnYVn4sXV8GkkJXA9v3jj85QManmzdlYSANsZ7Xz+GSQSrjQaTFGHudTJ2n0RSvs61K8GvWtgU05WXel6J2sB4sFfhQa658K9BpOBTI6BnYrNvRi/vB4BPMWHS/cgQZDTqtsBDk0PxlPfjmHEBpppxZ+9cwO6UnazvEiDoCi0EV+a9QZ1TZt3HG6uf4fWJU9lQ2a6ZzvjmtHcDywd3zmRHy2S2bJqM3Qhc12LhZI+RyE3+PweItzWw4mW95Q6ipPqOviLDyXEtFgdujqXHYmSDlCox234nXs48E/LvWf0Y1qmen+Cvkbk3mU5fkvxg4zEeWZKOSZHRRSBTcVmvVqfd7reIxTuy+fMnO/E1k2GqhdOicuOwdry65hAmWcanG9w+sgMXd2/RxL8pxFRJtK2EoupIqvzBPIzmflOdO7DGf1pDzjbw5EykZVELOrpPIDslnnO8Sml1FOvTUtBMUTyaPDqo7Cxk8A6NJLTiHTjUBl9lvZidgs6Vll0cj4nj2y596vhUCMF07X9pU7SSh28/TniYzCuvtqVN67cBOHx4O598spQvFi/H7TJok2hCBo4dCzwjUVEKCQkm9uzxoGlw3nkWhg93MOnKMFSlO9HRwc7Nfr+f6667jsOHD7Nz507atWt3trcJCHQq9evXD0VR+PTTT0+7vmEYTJgwgYqKCvbs2UNc3CnsMn5C+Hw+oqOj0TSN2bNnM3PmzF9k3F8TP7l30m8J3bp1Ex9//DEQeJh37NjBxo0b2bBhA+np6Rg15LouXbowadIkdF1nw4YNSJJEXl4ee/fupVu3blx22WWMHj2a1NRUysvLWbVqFcnJyXTt2pWMjAzS09MZMmQIMTExfLViNc9efx3b83JJjIsjZ9hlmAYPJSQxntalRVQLhTLdRlRuMaM8u0Bu/uUvhCAvL4+YmBgUNaAN0XBacpS3w1YdeHkHOmgM2mStIKL8EB5LFLs6TaRcNgg1FC4x6WzJ28N/di7BU11OqtWCyfDwaf4R9la7sZkd3DnpNZSwOMJ0g+rKQtamf86GA8txe6toEdWSEHMMR/P3oRl+FMVEbHgbcosD5GiH2Yrcvh/mtn2wJvVCdUY3CWJMmh8QdZ1XgWW+gFZLMz4wNn81vUp2sCmxNcIfgdAdnC7jMPxEGnPSFtS48eoYkhykf+FRAp0afhVUHd65QGVv62upCvkAa5XKnxaFE18VyIgcCG/DfUNuxquerddI8/wUi+bjnRUBt+Zv2vTi+T5XIUSw1opZ8xGR9DRuZ6A9u9ueVmwTNwddM/AR0nY/HR3HGHwol394bgwaT0gCPVxGLW2cIfTyruXvPJd8A2/ufYhQvaHxKSzRBgVlWuapb3CZuiHQQq9JyCaFvO1hLDUPYl7SJISi4kPCio9AI7hU05l36nskS7Dlr6N+VPmnsdz/7xmH8iu55OV1+LTma5AWNeCP5tVEo+US/ZIiWXeo+EeNLylVSKbSmr+x+mxFJBWst9yBTfJx4mgERVtCWZnQj9eTL8OnqiCkem8tw0v0iT9TnXEbsm6v48S0tFXx3oAxAS+uWug6sbmzsYgKSvdUkTn/GKkXhHH+8MF8uWgN29PcKCo4+4QSd34ktvPsTI3008blZds2N9u2VnPwoI9+/W2Ehips3uxm/z4vf7o9igkTwnA4riXEMSHoHHNycpg0aRIJCQmkpaWds0aN0+nkvPPO45133jmj9TMyMpg2bRopKSmsW7euLqv/c2LNmjWMHDmS5557jtGjR//s4/0W8F8TxDRGeXk5W7duJSoqip49ezYhbbndbt577z3Wr1/Prl270HUdm82Gpml1X46RkZGUlNRL1cTExFBYWEhoaCgDBgzg4MGDdelMZ1Q00mVXYpt5U/0gVX7i9h7l/K3PcfBABolxobRvG8+SkggOfb+WEwWVxPXsw8irplEVFk5y4QkkUZukF8iajQSvj77yVtZ7W2LJLWNzTg5ZpSWMqfLRLqwV6wqP8FFRHkf9PsJkGUWSKKnxRmlnNjMmzsrbOS50IdGjZQxxahHLj/mRJbiss42b+1vpmhiFTUBFtYNPsxx8edBE0dF0RsiCFqqJzW4333m8VPoDX/fmyNZ0joyjfNA07DEJ6JLCTbu/4I0e4xsRaP2oQqfa1DRQsGg+3lzxFLMvuItySyh1pkLAqSbKMG9VkP6FVT+5o69XUZh38XCOtttIbLmXfvt1JmyijvB7dpmYk40SgN1fzUNb3qBFVQnXjf4rhtR0vzZ/NW3C/0luQjZOt+CBdyKZPWJuoyyVwN72ORRLgJTe91hX1runYpJ0XLINX/cIjCgLtjW5CNGwpOnla/t93Nflbt7Z9xC2mkwMgBcFCagQdk4YMbSWCok0qgBB3rZQvC47bf7zJcWEMvx/t+FpJnMQ0I05fRBzpgaL/004GcnXospMTGnF4p05p2g7/2lhNyloRkAUcILxDU+Z3mKXaMetlXcS4q5GCStmX5+heMJD6gQgJcNNZN58hh5pi+ptQYgcyCCfCIniy+TBQQaWGG7CC57G5DsCQO6nJRQvCfgtOaPNXHRxBPv6hUNow443wUMtAwXPEk0mUjUIqTNYFzz4t3y2bnXz0kut6NjJQkz0v4O4MwCrVq3irrvuYs6cOTz33HPndG0eeOABnn76aebNm8fFF198Rtt88sknPProozz11FPcf//95zTu2WDlypWMHj2aG264gTvvvPNnH++3gP/aIOZsUFVVxZYtW9i4cSOyLHP++eeTlZXF1q1bSUxMpHfv3uzatYu9e/eSmprKpZdeit0e6OTIzc1l48aNfPXVV2zatInQ62/HfOFYJIuV6qWLcH+xACM/F6xW8NSLdDnadcYfGYFv6waUhLaY+wxAHD2MN30n9o6diUtKpHR3Gkp+LiPbKySFy7y3Wyevsmn5qYfVyoyICMY4nahAhtfLpwkp7Eq5krSQW0gv0nl/l59vMjUK3YJrepq4qZ8ZM7dwzLOUyL7FFEdb0MwyIVV+5mt/JkttS2hRKddvXoCS2xNnxVGyC3ay2qexrySftKoKbLLC/ORB9NCrCfe5WNOgU+hkgQ1CYDb8zElbwMCc3dw37E9kRDSWDjozDD+RVqN/IaMaGoLgzIzLZGJFYncuObodTQlkZ2StXjpvTatezO8zJcCZaWoFzhm3zgMInS7qO+RHSJSUTAWjKY/DrPuISAxkYnpkGoxf1Yq/Dbw1KJCS8GFLegPFdoLUdJ1blwqqLTYKLFGsuTCVpSkX0KK4kDKfGe8Rf1Bm5SJlM30HfMygip08nzEPTVJRhcacTnPZENaH91/7K2FluWg+C7IZivRIcuQIkufcRtsJl7J21yFu+Xgvbr25ltiTd9jVQpFg82myMLqus2nTJtq0afOLOyH/Wth5vIzp/9zYJFBRJLCaFFy+sw9grCY5qNTU+DfDEBiCIF5ObVdUfJiVsf9YRyftIB+Yn8CHicHel/Bgoafva7aPmYHP3OAeGl5iT/yZi7KGEVnaBY8zEwRkm5wsGTQ82K3d8BKVMwfZqMRjH0hF2LW4P/43SlIHojpkoB7uhKPN+/gbMPXMwBAHfO8OhMk6MCXCRx9H4LqUl+vccvMJzGaJV/+3NS1b3IfN1tRu4oknnuCjjz5i8eLFjBs37qyvaa0h5KFDh/jkk0/O6PkUQnDvvfeycuVK1q5dS2pq6lmPezYQQjB27Fi+/vpr3n777XMW+vs94Y8g5heCpmnccsstbNq0KbBAUUHXMPXqi/3yKXQaMpwLvaWou9M4b08og+O7UWqCl9O/YOPedew/shMRHo65z0C0Q/vRDh2gk8VCe7OZrdVuCjWdPr2tTLwslNQuJnZm+DmQ5qVPmIP23Ww8IVtYmFGABFgjNDryDqCwh+k4GqnOC8DlgaMz1rP8sfvpMH0fDkf9OtP5GKif2KN8ZVy9qAKnTyOucBtdS1dwNKeEyceO0s5s5p2ERCw169aSXmuJrA0DG01SmJKxiouPbiTc58IrKVxz0d9OajUgNB/VmVtRHBGYW3ZCkptOrqfKzHgVkIRS5/Jbe+5QPx2XmR0saj+MTzsMQ6kRw7vywEo+7DKGWiPP06Lmb8ek+/ErCtCUP2TW/XR1redQ/1UMTje4dZmPaqVp+zeSD0eHv9OqrJJn3jYwN5jf/ErAQkFTVVRdY2dKEp3bFhCrlBBHOf8rX8wLfW/FZ7ES5SujjSeX45YWVKjhPLSjgqFfzEdUnqDlE4+zOqwDDyw7jKrIaEIwua2XjzNEDZH7LIK32sM2NP7n/HhmjemLJEm4XC7+85//sHTpUnr27MnIkSPZvHkzL774ItnZ2UCgRfTee+/l1ltvPevxfk8orvKS+vSqJiWjc4FFlXhwbDfaRNq58d9b8TYoU5lVmf9c3x+TqtA6wsb6Q0VNbBFq+UWLd2Tz1KfrWC3fjk3ysVgbxFwxncj4Z7lqQwrzr74ZTQ4YdIYWvc2g4waHWo8nNyyeuJIqxn2/GM2WzD8T4/F1j6yLcR2l72J3r8aQnRTHPx9cTje8OHZ9gi18FVKDRghhBDJ8DZfVZmdqMzK7d1Vzzz25DB/h4PHHbiU09Jom18br9TJjxgzy8vLYvXv3OXUsZWVl0aNHD1q3bs37779/RjyuyspKJk+ejK7r7Nmzh8jIyLMe92xQUVFB165dCQsL47cy//2c+COI+QVhGAYHDx5k9Q8/sDuvkLALx9K+UydG22QS1eAJMfT90qCpwqdrZE+PpEDIbPLqvF9azTd3XYcsSQghqDIMqp7VoTF1RAAusCR9zq3bp7HhSBZWoIPnDQQhSECmeVoTTu7eyeuDjie/YHzd/qbzLkiOJhMxLhcnto2nMq4fBW2v5aNFC3n4jU/pPrQDszpfQFxOPj0yM8Aw6r6oFKDE7KCoJrAJq+ni0ZGY33cq37VuarymVRZTmbaEqp0rMKoDLZqSxYE1oQe2pN5Y2/XBFN7UIyIoMyP8fDbYYOJaOJOCUVmj4OvbVr14ts9U9MaE5jNBg78lVehM3beC4bk7eGLiLZSUarzz1XNYa9RcGwZ5HlXBFL+QEdnbue0rgUk/tdqQAF6fPJUDfTpy3NqSctmBhIxfrQ/2zLrggx9ctPUIIiaEcjw8io0FPp78ah++oA/55vYOzQU0nuN7qD6ShrVNDyyR8Qww0lmz6D2KCguJi4tjyJAhrFixgsrKSiIjIyktLa1zUO/Tpw/jx4+noqKCpUuXsnfvXpYuXXrG6fvfK15edZBnv8k46e8Os8LlvVqxMO04ZkXBbxhM7tuaBVtPBBF+G3pBLd6RfdIgpRan4hcVV3mp2voxCevmIikm1ktW5sRZ6ZVuYupaK5nx0ZTY3Rxon8yagRMC4paSxJwP/snq0JFcqEWz36yxpIMVXwcnkqcaYTPhrHwbk7+Q0hZzEQ30uSTDTWjefDjRGVPs13WEY2/hCCzRa+tI/gBWSXBbjJcES/1D+v77pbzzr1LueWAs1057qtnrWNt23KVLFzZt2nRG7dKN8dRTT/GXv/yFpUuXnnG2cM+ePcycOZNhw4axcuXKn93FOjExkcTERF599dWfdZzfAv4IYn7DUN8vxQp4AG1GsHlQmSHI0yFx6uQ615vOU3L4bkhkk+Bi+LoS9k+qD0pGFQYmSPPy7LopKJ1pWFXwqHB0UnAAU4vDmeOxWkH1wHTHJ8HjSBIrY5q+EB5++GE+++wznrvvSpKiu7MvvwqH241fVSnwOtggJRKqa7gUM0Mq0/FVGWQ7Ytgd06HZDIwQgpx/3oJWko2t40BCki9EaD48R7dTfWQ7ekUBSDKxkx/FltSryfa1mZmKzh/R0lXIE++fTKHn9CgzO1iSNIgPO4/GkBUkw6A5M7xTQdV9vLf8CazCz9THnqd1fh5Pv/oMDm99aTHPFsZTAy/nYGwk0Za1vPmfbUHaMqeCV1G56qlXKHeG4vAbXH3Ex9vtLagGaDI8uMfDRXlFVHTL5llvJCsPNRS0O3mIJKOdtIU6770/483ZH7QsNTWV/v37k56ezs6dO0lJSWHKlCmkpKRQUVFBWloarVu3pmPHjnXbeDwepk2bRlFRETt27CAh4dzKir8HHMqvZNTza0/6uypLbPpLwIyzYdBxOpLzuZKgt23bRnZ2NsOGDSNM9bP8849o0yaEazOfxSNLWPO6EHFkKA6/i3u3LqDC6aDcGU5CYT4mj48nB1zPBep5uKwmXu5rQt5XQW37o7+rgwjxFKXxj2HIDTIZhg9n/j/QModCdWgd4RjA0eHvdeKPEJC6vCm6mjbmen6Mrgvuuy+XXXsN7vv3h0zr2qnZc1uyZAl/+ctfePnll7n99tvP+JrU4qqrruLrr79m3bp1ZxWMvPvuu8yfP5+XXnqJ2bNnn/W4ZwqPx4PNZmPkyJG89NJLP9s4vxX8vxa7+71DmxFB1Ul+C5clwmVg4Sd1yzwLB3P+uhJWp1jrODbnp3lwnWQfvjGtYHk2KtCB/8AFrZoNRACmbpsKDRRbl8ydzrhn3gyMo6on3e6+++5jx44dPP7mKj766EZmJSVx6LOllJSG0c/mYJIIpwyVFkh4QhOZjreRQUKjY84/jFaSTcT5NxLaL5Ad6h5rYuQ1l+HVDGyuHOY/eC8VXz+HeeaLKI7g4K/c4qA6Zh+R0R4SslVooPp7tgj3uZiZsZJxRzfwSf9R9Mw4wNP9ZjRLVD4ZNNnE4napHE09j7KwSJx6NSYjmAMR7q8mz94WQwshPH8wGruxNLhKp2Lo+FWVFsWFlDtDCdXLmX7iCFeeiOO4LZw21WW0Nj7DafmcioMxrPTNP8lemqK5AMbwe3Dt/Q5vbgZjrpjKqGGDyc3KZOTIkSQlJZ10X2FhYYwc2VSszGq1Mn/+fKZMmULbtm3p1q0bN9100zlNPL91LN2Td8rfNUPwdXoe0wckBgUjzXkzNcSpfvf7/XzxxRe88ELAkm7ixIk4nU5eeOGFOv+fhrjnjtt4JKGShyJDUGPTKY48ypXZZsI3eYkoqoaiIiCgOn3cHk7Sno9Z3X8K8j43kkGddb1pbxXivEhSDq9ha/thNV5ngTJlZdwtEGvBtDcfJSfwESMpVXiLRmCJ/hYhm5AIOMK/WexEwcdVNfwYWZHod++V7Jj2Hi99+TWXdO5IuNz0ee7fvz8QaN44F/j9fioqKti3bx9du3Y94+2uvvpqNm/ezD333MPgwYNJSWmaZf4pYLVaufPOO3nxxRfJyMigU6fmg7n/NvwRxPwOcHTSerouHMz5aR4C+ZvABNc4s7IyRq3LxjCmVZ2A1akDmGDMekAlpuRWPuzz4SmPyWaz8cwzz3DNNdcwevRoLBYLKSkpXNhuELYiicX7VtPCGc3QpH4MTerLAyGhPI0Hg+DwwpubQWXal7j2rUVSLdjPG8yAVlauTYmgTVjDglAYiS88x7Rp05CXP4W788VYEnqhhEQgAQ9c3IVJA1LJqZpEbB8fRV9OP+XxnwnCfS5uWPcF5WYHRmOeTHMqxg0hSXzYZQyenoHy1/HIVjw982bmvvdGvX/NjJso7tEew6OTJewo64Kzor4asT6LaEoAVQ2DitBoJuV+wwsZzyDLCqDRxj2aEOVrkHUkCdL1U0u/q2iIujbqYPhLc6jcvhTXrm8wvC5aJXXg7puvJT4+noBR/bmjXbt2fPjhhyxfvpyVK1cye/ZswsPDg8Txfu8orvLyyrcHT7veg5/v4aJuLc66rby4uJh33nmH7du3M3ToUPr168fixYt59dVXKawp8dlsNu6++24gYFz4wAMPkJSUxJ133onH42HYsGE88uQ8HJkjGbhkNjlmC/G+EiLHPkn58QfJ2ujEK5lRhMHLPa9gesZSWhXuwF/uhqiZBAkaSSBV++mRX0Zs0TI2JB2gNO6uGn5MIDPj7xaFuXotkuZroGUDvqL+WCLXI8kahghYHHxQameH9TL2K/04mpMDvIfasQsfVOn8KbTpO23nzp0A9OzZs8lvZ4JXX32VRYsWsWLFirMKYiRJ4vHHH2fSpElMmDCBPXv2/Gy+SrVZy3MV+fv/iD+CmN8J9k5aT9LCwXVlqJOVhhrjZAHMT4GOHTuycuVKtm7dyoYNG9iwYQOPbAi0ObaJacH+ooN8lv4NAOdFt2VAUh/OS0phbat2bDu8hcptS/DlZiCbbfQeOY7LJl3F6D6dCbM2bxzXqVMnHnnkEZ5++mnKDj6LLCs8/MIb3Hbd9LoJINIaCdHgnziRimbEqw57vXxQVsraqioeadGS/iEOVFErUtg0IJEIBDN3bV8Q1IE19vD3fNr5gmZE6eohZAmpWkeYZGQB3/ZNJa1zD1oUF5IXFUOVzcmNK8opDFdZMiCcF6bfzF0fvI6OjCoMXu59Jb1sVoZsfB8MA4uuYcgqiiRhSrmaZ/e7GOGbhyz56g49RPkqKK7qJR865T1UMAAJvdGrwH1oM4WfPgaSRErqSGZdPY1hg/r9pDX/9u3bc9ttt3HTTTdx/fXXc/PNNzNgwICg0tPvGSdKqzErCl7t1DVCXa8pducAACAASURBVEB6TgXDOsU0+7thGDz//PPExcUxatQojh8/zquvvsqHH36I1+vF6XTywQcfAIEJNTU1lYceeoghQ4agKAq5ubmUlJTQtWvXuvs3YMAADhw4wJo1awLLekwist0IIsuOQXgilB0jrAN0icnliDuMj+392G32UNIjnaUmmb/+5yBLR/nR5PrnRjI0UrN7ElvWmZaanV7ZR3nycpmG/icSOnLCzoBVidQJkz8L2ajEErmuRjW7/lrpmPle74WmtgEtCwDt4D4WDR7O9BDRJBuTkpJCaGgo9957L2PGjDnDu1SP/fsDpdKysjLcbnddJ+qZICIignnz5jFr1iymTJnCl19++bPwY7Zv3w7wq5lP/hbxByfm/xHqsjANcKogprlMTC1Ol4k5GfLz8ykuLqZLly4IITi4bTObv1vLuh272Zqejk+rz8NEtmjDZZMmc/P0SWf1ZWEYBvv27ePhhx/m+PHj3HjjjQwdOpTvvvuObdu2MXbsWLp168b7Tz+Na086g0IchAAfl5ezweWqI0SGhYby3mOPkeRwIj//LLJ26pbXhiRgr2riujF/DdJsaQwhg3d4C8yKzI3Ly0lvbeb7rjZUQ6DLEuM3u+hx3Ecvm4zJKcizKiSUuaC8gAJ7JLGWUCKQKTWqKNKKidYtOD3VyPYoZEsoJimDGPP/IEv16fPmvPwe9F7Nv0X9S13BwI4XPwp/Uj7nDX1cIxNIKFn8NK7D23j09Y8Y3/fc1FDPBnl5eUyaNIn4+Hi2b9+OxfL7FruD2u6k1UGdRCfDP6b2CrJsaIj169czZEhwa7HNZmPcuHFMnjyZTp06cfToUXbt2kVKSsoZkVLfeustXnjhBd566y1mzZrVdAVXETzfHbQaHRdZ5sI2rfDKEu1zBA+9r7OxRS+eS5mCUBQEMEwvJ9F+GIQECEq8nVkwuj00FMUzaq1bagVhNJwlb2Cp2gYYdYarAEIyUxz/PEIJRQhB+eP34/1uFRHPv8ljA7sw3N70nXHDDTdw4sQJTpw4cdpr0Bg//PADw4cPR9M0TCYTvXv3JjU1lYsvvrgm+xjwLlqwYAEHDhwgJSWF1NTUIN+l1157jVdeeYVZs2ZxxRVXMGLECBwOx1kfy6mOcdiwYcycOZN77rnnJ9vvbxF/EHv/y9BcAFOLsw1kzjWAOR08Hg9paWns3LmT5ORkBg0a9KPULnNycnjsscfYsmULXq8Xk8lEixYtOH78OAB2ux2L2UxpWRkAcVFRTJk0iSumTaO4uJipU6eSnJzMi08+ifPue1B8p2LtBMOrSEyc8xxaZs1L12iGLtspFJEQwoN7PHQ75mVHtYHbIlHqkBmgCRIMCVXWMCvwQsv3AJiTOxMDA5NQkZCQG9l4/uDYwdaQvdxScCUSpSSZbw1kYmrHbd6QmINGS3YYHUiWM4kecgMnIvrTWs+Clr0Y/OZRPJpACIE3azdV27/EfXAj48ZP4IlHHz7ja/Jj8e2333LHHXfQo0cPpk2bxujRo+ndu/cvooj6c+F03Um1aGzZUIvDhw9z9913s2TJEt58803S09NxOBxceumlP6qkoOs6N998Mzt37mTbtm3Nl092L4QvbgfFxB5FcGPLFlQZXloWGbzwpoEEFDpiWdnvfhwyVMdsIUCSCcBjmPkwqife7tEBfgwKSApIjd5HhpfI7DnIehUBnzUVJAOX50qq211YJ75nVFVSfMNklKho5r75LFPC4psccm3Qca7zg8fjYd26dSxfvpzFixeTkZFBVFQUb7zxBvPmzavrfGrfvj0HDx7EMAxCQkLo378/M2fOpHfv3jzyyCMsW7YMj8dDXFwcO3fu/MnsCSoqKoiKiuLqq69mzpw5P8k+f6v4I4j5L8O5BjEQHMj8XAHMzwmPx0N6ejqJiYlER0dTVFRERkYGvXr1wmazkZGRQXFxMf379w9qvfz888956KGHMAwDp93OIEVlsN1GqsNBK1PTBu36vxSJ0kGXUdGuL+lWnRVaGT5fC3KqVWopxTdKVno6rcRXCyL8gS29hsBtCOyyhFmGZc7vWR61gXxTMeVqgOodpoUQ548i3xSQnW/naU2MLwKzMLHDcYAT1vyg9br7MnmgNAcDGUUIFjvCGO8qbWjfiQb8KzSENLuDpyZ/RURkcLnmo/UHuPPxlyjb+iW+oiwczjAmT7qC66+/nrCwYIXUnxsff/wxCxYsICMjMPGHh4dzySWX8Mwzz9R9Df8W4PV6KS8vJza2aeDREMVVXgY+tapZp+5aKDJs/kuwWODRo0eZMWMG69evR1XVn2XSKiwsZNKkSURGRrJr1y5stmYMN11FUHaMElsYY5ZOxaN7aJ8jePgDva6TLi+mDzuTJ1AWlQ5ygyBGN3PE1ZktMYcxJWxASA4q4v4EciOCvOEhvOBJTL4jCEPBm38JmrsDhi8WkPAnR2C0tCOEoGjapZjan8ed859iprNpEDd37ly++eYbvv/+ewYOHPijr1FaWhqpqal4vYE28CeffJJZs2YRFxdHaWkpq1atYsWKFSxatIjq6uo6sTyv18vatWt54IEHaNWqFddddx1jx46lV6+mnZVng7Vr1zJ8+HDmzp37/94/6Y8g5r8MPyaI+W9GUVERmzZt4rvv1/PNmnVorlIAEkwmUh0OUu0OBtjtOBUFDQlTz2mI+J6YLKEc6KDzaFYJbslJC83gWd1OPqLOWfxkEAiOK3l8edEOTLKJJZlLMMkmfLqPdqHtyCg//Zc7wOC4wazesJr41hZaCY32iSNZWrCZGCGR6CrHbuhUyRL7LWYqVQtPDHmCS9pdUrf9/v37eeWVV/jXv/6Fy+WifacuXDVlCldcdumvXs4pKiqq41ktW7aMHj168Nlnn52yG+qXxLJly+jduzctWjTVLWqMDzYd46+LmtoP1OKJy7szfWBi0LIbbriBt956i9tuu42JEyeeNlg6V6xfv55bbrmFm266iddff/2U6y7NXMpDPzxIRLmbef8rguQA0s/ryp5e3evSgIe1SH7Q2iIh0IGQiO+QondRkPQEyI0+EAwvEXl/Q8hWZH8Rsu4FBJ6ciWiVvRASeEe0wNC9FF46GMvQC7j6qSe5I6wpZ6WiooLJkycjhGDPnj1EREQ0Weds8cYbb3DzzTeTkJDAsWPHml2noVjee++9V+fjtGrVKl5//XX27dsHwIcffsiUKVPO+Viqq6tJTk6mpKSEhQsXEhPTPI/q/wP+CGL+C3G2nJg/EIw1mZU8uXgH0qGN2PavJafgGNUiIIne3WZDdBiAK/kSOrTszO0TehAl5dIyqSPlmkrrCBvSquO4N+QCweorjSnD7r4mvD0dJLVIwul0UuIpIacqh/iQeCKtkXX/t6t2tudvZ0nmEtIK0lAlFUMYjI8fj7pN5Y1X3uDEiRNcPvVy3nr7raBt40MCWYv9xfsRCLpEdSHSGomu63z55Zc8/fTTbNy4EZPJxJgxY5gyZQrJyck/u1jXuWDp0qXcd999QKA74/nnn+eKK674VY+pto33TMmfH2w8xoOL96A3oMcoEjx6eXemD6gPYAzDYOXKlUydOpU+ffqcsx/QmeLgwYN113Lz5s3069fvlOuXeErI2fEeEW89S+UPdgxdwmuxsGTcWIyaLKdHqCzw9cQQ9YG8LBlMNG9jTftKjreeQl1PidAwubfht/euKzk5S/6J1b0RYZhwHboPw7DjGxCHCDNT8eJTVH+xgNkfvMlNyc1nWnbv3s20adMYOXIkq1at+tHPtBCCJ554gpSUFC655JKTrvf5558zYcIEZsyYUfe81qKoqIg77riDzMxMdu7cSfv27c/5eNLT0+nbty9t27Zl1qxZDBo06BfPmP4S+COI+S9Fw0DmjwDm7FHu0XlnWzE/HK8mtLqMrnlbqSg8yO6sw2QczEAYBnaHg4jw/2PvvMOjqN42fJ/Zlt4bTYqhd6RIQgepUgVBlCbSi8gPEESaIIKggoigVBEEKUpHeguBIJ0EkF5CIIT0ttk23x9LFjYFAgQVv7mvK5dk9szZM5OYefa87/u8Hty+fZtatWpx6NAhVA+SF08fOMb3H8/EUXKgXvnX8exQkl/nLaeYLsBaWeIWz/RZM22x9UqVKtG2bVveeOMNatSokavTaJw+jj2H97Dx542sWbkGvV5PtWrV0Gg0hIWFERgYSMuWLQkNDSUiIoIqVarQqFEj1q5dS3x8PM2aNaNo0aIsWrSIO3fu4O/vT+fOnenQoQPe3t5/5y1+Jq5fv86hQ4f49ddfuXv3LsePH6ds2Zer4WRsSgYRUYkkpRtxc9RSvqCbLYQUHx/P0qVLmT17Njdu3MDLy4tvvvnmhXiOGI1Gdu/ezapVqzh+/DhqtZp3332XOXPm5L3qJfU+putnidp+iCu/beNQ/fqYHoRgIyV3dmaURjwSQpNVgjd0f+FvjmJL0UOkOxUlw6EMetcWIDT2iVwP+jAJo4G0mx9g0QeQUc8D2dGD1F8Wk7JwDrO2bqJxkWI5Lu2PP/5g5MiR1rVERlKoUM4J0y+CoUOHMmfOHL799ttsHkn51XUbYNWqVfTt25fk5GTUajXLli2jYsWKz7v8fxWKiFFQyGcSExM5evQohw8f5s6dOzg7O7N9+3YCAgJo2bIlERERhIWF2T755fb/VkBAAO3atcNkMnH48GHOnTuHLMu4urrSpEkT6taty6ZNm7h58yZNmzalQoUKLFq0iBMnTuDg4ECrVq3o0qULZcqUwWQysXLlSvbv38/Jkyfx9fWlevXqREREcPnyZUqXLk2RIkU4duwYCQkJ1KpViy5dutCgQYNnsmb/p8nM4/D29ub06dM553G8RJw8eZK5c+eyYsUK9Ho9VapUoXPnzjRt2vS5HnI5cffuXdauXcu6deu4f/8+hQoVYujQobz//vv4+Pg887y/HlhIxJ7rSA92V245e7MrvsSjOb7IEjTxvEqxhDvI90NYHWTifuEsPZYeICxpuN+bhlofSerlkWgCdpBWsjUmXQniPnwfOT2N5b8spryjW7ZzZVmmWbNmODs7M2/ePJo0afLM1/UsZGRkULVqVaKioli7dm22cGNm1+0ePXowZswYSpUqleNOUdbd2ZwwmUyMHz+eL774gt9+++0/Y02QiSJiFBReMLIss2XLFnbv3k1YWBjOzs623Q2VSsXRo0fR6/U0btyYmJgYwsLC8Pb2pn79+nYCIj4+nrCwMI4cOcLhw4eJiorC09OTwMBAwsPDSU9Pp0iRInTu3Jl27drlunVsNBpRqVS2ap7U1FScnJwQQmCxWEhKSsLDw+NvuTcvkpCQEAYMGEC/fv2YP3/+P72cZyIlJYVGjRrx559/4ujoSMuWLW3CNL+5ePEi33//Pfv27cNisVC3bl0+/vhjmjdvnm+VXwt2LODG4RtIFgsGtRPLi9dHdS7Z6hFjlrEUd6HT9RDcRCpmteCapwO7Kza267Fkw5KBV+QoDJFN0PrsRXJMJLbgN5jTBTHtGuLcpRufD3qbxm72peSJiYksWLCAn376iR9++IG+ffvmy7U9LZcuXaJKlSq4uLjg5+eH0Wikdu3aNGnShMqVKzNz5kx++uknAIoUKcLGjRvtEn6tuUcTUEtqTBYTk4Im2eWyPcrAgQOZN28eBw4cyJf8n38TiohRUPgbsVgsCCHyJf4eHR2Np6cnOp0Oo9HIrVu3KFas2EtdapzffP311yxZsoTVq1fTqVOnf3o5T83q1avp3LkzvXr14oMPPsDNLfuuQn7RoUMHoqOjbcKvePHiL+R9bl2J4EaPfuhVvqxpNoQtlV1R3UqF66nWNHeLiTfu7+UVdzPJPgX4udYbWFSP1NHJMlhkNH9dQR1lQZbVOL6yEINPWVK9u6M/sIvEiSPx/GY+PwQVp6yTfbXa0KFD2bt3L/Xq1WPjxo3/aJ7IL7/8wrvvvkvJkiXx9PTkxIkTmM1mfvjhB2rXrs2tW7cIDQ3l+++/x8XFxebyG6ePo9naZujND3usOagc2N5xe447MidOnOD1118nKCiIOXPm/Ctz2p6VvIoY5a+igkI+IElSvvwBEUIQEBBgqw7SaDSUKFFCETBZGDJkCJUqVaJ3795cu3btn17OU7N3717Aeh0vSsDIsszu3bu5dOkS48aNY9q0afkqYK5cuUJoaCiGB/5KnncS8L4fi29cJJWvG+mzIxlxPRWr9R3IkpodPo2Ro+/inGqgZsQVMFvAZAKzBdWlJHT7o1HdckI2u4AsIWnicUzbjzAnkXH0EMLZBe8C59DK6XZr0ev1hIaGMnToUPbv3/+PJ7p27dqVe/fu8ddffxEWFsb9+/cpXrw4Y8aM4f79+7ad1a+++orIyEg6derEvXv3iEqJQi3Zh3nVkpqolKgc36datWp89dVX7N+/n+XLl/8dl/avQ/nLqKCg8NKh0Wj48ssvAWjXrp3tQfqisFgsHD58mJs3b+bLfLVr1wZg6dKl+TJfVtavX0+HDh0YNmwYXl5e+bZbZTab2bhxI8HBwQQGBhIcHIyHhwdNmzYl5UHFltaYQtnzPxNlSs/elkMIrrnUxCsumDKX3NHti0b7Zxy6/dFob95FpbqOUCWAMKArsBZJnYosS0jGGAxhh9C+VgMHORJfrX1pcUpKCkajkdjY2Hy5zvzA19fX9sHG3d2dDRs2kJKSwpgxY7BYrAlD1atXZ/DgwWzfvh1/f3861u1IwoUEu3lMFhNOaifC74cTp4/L9j6DBw+mYcOGfP3112zcuJHU1NxaA/83UUSMgoLCS0mhQoWYOHEiZ86c4dNPP82XOVNTU1mwYAHt2rVj/Pjx7Nu3j6+++oqiRYsSFBRE0aJFKV68OEOHDmXz5s2cOXOGsWPHMm3aNE6cOMHy5csZOXIk9x90fs6Nbt260aJFC+bOncupU6fyZe2ZREREMG7cOFQqFQsXLuTWrVsULVr0ySc+gYULF1KwYEHatm3L5cuXGThwIDNmzECv17Nz507SCwTAg1yvgJjjON4LIafmYlddyiFQkSBUCKMFKcmIxuEEzoHTcXplEc6BX+FcYgZa9zMACExk3EzEEhuDrmYw7/g1wk1jv3vl4+NDv379WLFiBcuWLXuq67p58yY9e/bEzc3N5rh75MgRTCYTFouFI0eOoNfrnzzRE6hQoQJz5szhyJEjjBs3jrNnz2I2m+nTpw+rVq1iyJAhxMXGETU3ClWKCheNCw4qB9oHtqfz5s702dGHZmubsfXqVrt5hRCsXbuWAgUKMHbsWOrUqcPIkSMxGo25rOS/hZITo6Cg8FLTu3dvIiIiSElJyfM5t2/fZtmyZajVapo2bYqDgwPz589n0aJFJCcn4+3tTXx8vO0Tc7Vq1Wjbti2pqakcOnSI48ePP/bBltla43HExsbi4+NDz54987UPzrx585g3bx737t17rqqjrJQrV47z58/z2Wef0bp1a1ty+uDBg7l06RLnfviBqNFjwGRCBk76BzK2dj+yNlZVyTL9kxxJFzKLXTMQ6hScA6cjpIcPXVkWCCEjAymevYjddI2Uhd9RbOEwZlVowKvO2X1WTCYTH3zwAefOnePkyZOULl06T9fVsGFD9u3bR7Nmzbh9+zYRERG2akEXFxfu3LnDG2+8wfbt2/Ml5+3tt99m7dq1APj7+7NkyRJbv6uLFy/StWtXKletzIINC3DRutB5c+c85cgYDAZCQ0P57bffmDNnDr1792bYsGHPtd5/krzmxLx8NZYKCgoKj5CQkJBz758syLLM/v37mTp1Knv27MFstva9GjVqFABqtZo33niDLl26ULVqVZKTkzlx4gQFCxakVKlStnm6deuGwWDg1KlT3Lhxw+YHkvnfy5cv58nMLCIiAoDKlSs/3QU/gZCQECpUqJBvAiY1NRWdTsfSpUsJDg7mwIEDtGvXzvZ66dKl2b9/P78MHUoDrTWXSwBFjXF4k0IsLjwqZFRAoiRTwCxRNUPitEO8tQbbjswP1xIZTtXJCFuOOrA07roT+GpzDo2p1WqmT59Ohw4deOuttwgPz90lORO9Xs+RI0fo1KkT48ePB6y/T0eOHCE0NJTY2FhKly7Nzp07mTdvHgMHDszjXcsZIQRr1qwhJiaGHTt2MGDAAAYMGEDPnj0JCgqiVKlSjBo1ismTJ7N18Vbe/OBNa47MI71pM3NksooYrVZLgwYNaNCgAenp6SxcuJCaNWsSFBT0XGv+t6OEkxQUFF5q9Ho9MTExueYC6PV65s2bR6lSpWjYsCFhYWG89957bN26ld27dzNlyhRGjBjBzp07+fLLL6lWrRpCCNzc3GjQoIGdgMlEq9VSs2ZNOnXqhI+PDyaT1WTyyy+/zLMb67Zt21Cr1fnS4yeTpKQkwsPDadu27XPPlZycTK9evXBxcWHSpEnUrFmTL774gl27dtk1WMzs4ROeZWfKqFLT0OEqUpaQkglIE3oS1PE0zJAJ1st2jSPhofedLHSIhBsYI87gXMmLngXbZwslPYq/vz/VqlUjKioqV5+mRzGbzQghOH/+vE3Uenh40Lx5cz777DPmzp3L7NmzCQ4O5qOPPsq30J+vry/vvvsuq1evRq/XM2nSJJo1a8avv/5Kp06daNasGZ9++im3w29jstg7sZssJpsjd27Mnj2bwMBAWyLxfxlFxCgoKLzU9O3bl+vXr7Nt27YcXx81ahQDBw5Eo9Hw2WefsXv3bkaMGEGRIkXw8/Ojbdu29OjR47l2LkJCQgBo0aLFE8eaTCY2bNjA0qVLbX4i+YVOp8Pb25vly5c/VXgtJxYuXGhLPC5QoAAAw4cPp06dOsyYMYO//voLwPZgr+Zo7/kS7+TCLa8S1FFdQ2DhQY0SFgHrXSwsctEQ6nmFYo5RFIqug2zRIJt1yBY1pjRreCXtQgL3x00Dixm/8nqKOz+5uurcuXPUrVs3T6EfZ2dn5s+fT3h4eK69oyRJYurUqXh4eNC+ffvnvq+P0rx5c+7cucO5c+cIDg5m+vTpnD9/ngkTJhAQEECvrr0YUW4EDioHW47MyBojiUqJyjHJNxMnJyc2bNhAWloao0ePtgm0/yKKiFFQUHipycxNySkHRZZlVqxYQaFChfj1119p3749Dg4O2cY9L4cOHcLf35/y5cs/dtzatWvRaDS0a9cOs9mc74ZsOp2OadOmcePGDYYMGfLM85w8edLOSDCzZ5AkSfz222+4u7szYsQI0tLSKFiwICqVijWuLna7HwViY0hxcKOglPLgQSNsXxZUWFBxxFKcS0Z/biXUJ/Xyx6Td/IDUy6NJv9kHs9GJWwtjMN28ge8HQbi8SraqpJyoVq0aW7du5ejRo3m61u7du9O9e3fmz5/Pn3/+meMYLy8v233t27dvvlZBCSEoW7Ys69evx9PTk5EjRyJJEjNnziQmJoYfR/7IH2/9wYKmCxhZfSQz/pyRa5Lvo5QrV47vvvuOsLAwevXqxfLly4mKyrlU+2VGETEKCgovNQcPHqRQoUI52q6np6eTkpLC7du3eeONN/jll1/y/f2NRiNHjhyhTZs2T/z0HxYWZvu3Xq9n3bp1/P777/laIl6zZk369u3L0qVL+fnnn5/q3NDQUCpWrEi1atVs5eR+fn54eT3Mv/D19eXXX3/lxo0bfP7555QqVcpaJnz6NGvSH/q3eKQkU//kTlLQIGHJ9l5WBEfNRSlsMeFgdEE2eiI08Qh1MvpbjphjEvDpVIpCddLoV6zfY0NJmXz66af4+fnRoUMHDh8+bAv1PY65c+dStGhRPv74Y+Lict7hqFGjBgMGDGDlypX4+vpSqVIlu5/n8+Lj48PatWuJjIxk8uTJVKhQgWHDhrFnzx5WLlpJQZeCzDg2A71ZT4oxBb1Zz4TQCXY7MrEpGZy+lUBsSgYA77//PlOnTiU+Pt6WL5RbJ+6XFUXEKCgovLQYDAaOHj1K27ZtcxQQTk5OXL58mR9++IFSpUoxbdo0Dh8+nK9rOHXqFCkpKXkKJc2YMYO7d++yYsUK2rdvz4kTJxg/fjwTJkzI1zX179+f1157jX79+nHx4sU8n7d8+XLCw8Np3749u3fvpnLlyty7dw8vLy+aNWtmK9tt2LAhvXr1YuPGjRgMBt5//30KFSjAinv3bHPpdToyvJ1xkTKwkLu4UyFTOc2VxpoIXAKn4/TKQpxLfIPK8T5IEmnHrjLMYxjB3sF5ugZ3d3emT59ObGwsQUFBeHl5MXPmzMee4+Liwvr160lMTGTixIm5juvfvz8rVqxgwIAB3LlzhzZt2hATE5OndeWFunXr0q9fP7Zs2UJaWhrdu3enXr16DB8+nD2H9zzWCG/DqdsET9/DewvDCJ6+h42nbiOEYMyYMVy7do2IiAjUajXvvPMOn376Kbt3785T3tC/HUXEKCgovLQIIdBoNOzbty/X3YwiRYrQt29f/vjjD0qUKJHvyY4HDx5ErVbTuHHjPI339/ena9eu/PTTT0RHRzNu3Dg2b95M8+bNmTJlCleuXHnuNWVW6mi1Wtq2bUtGRkaezps4cSK+vr6cOnUKtVrNkiVLWLx4MR07dmTHjh1MnjzZNvbs2bMEBgai1WqRZZmUtDReCw5CODiAgwOpzs5IFgsOwkSw+jpgeZAVY48sS7hhIuTVVSAZEaoMhGRCV0Dg3rMjqRGJ9GzXk9atW3Pu3Lk8XUeVKlXYtWsXM2bMoGzZsowcOZI9e/Y89pzKlSvTqlWrx1Y1CSGoVKkSAwYMYN68ecTHx/PWW2/ZSvHzgzNnzlC4cGFb37MpU6bg6enJ8J7DyUi1/zlmJvnGpmTw8boz6I0WkjNM6I0WRqw9w+XoZNvYcuXKsX37dpo3b86ePXsYNmwY169fz7d1/1MoIkZBQeGlRaPR0L17d86dO/fEklonJyd+/fVXYmNj2bhxY76tISQkhKpVqz5T+wAhBBMmTGD+/PkEBgayceNG+vTpk2tI42nwdipzMAAAIABJREFU9/dnypQpXLhwgZEjR+bpHD8/P1atWsW1a9f45Zdf0Gg01KhRg08//RRfX1927NhhG2swGIiOjiY+Ph6z2YzBYOBqSgreo0ZiMZlxSk3F8qBdhqcuHVmSbFkxYBUzkizTPE2LSReLSlZlW49Xi0J4L1lH1Y5tuH79OidOnODSpUskJSU98Vrc3d1p3ry5zdn5wIEDuY41m80sXbqUXbt25blarEyZMowYMYKDBw/yzTff5OmcvJCRkUF8fDxXr14FwNPTk2nTpnE78jYeWz3QSTpbku+koEkA7L9xAo06zW4eg8lCy28PsvHUbduxWrVqsXr1apo3bw5AmzZtePvtt5k1axZHjx59KQ3yFBGjoKDwUnP//n0cHR2fmFSbORbIMX/mWYiNjeXSpUu0bt36medQqVT069ePffv2ERoaSmJiImPHjs2XT/cNGjSgW7duzJkzh/Xr1+fpnMxKpEdF2f3794mJibG7ziVLlqDX6xk3bpxNTB49epS9EyYimYw4ZmRQI+woktnMXY1HVs87a08lIShqUuGa4Y1Z2FfQCBmcUvdQXrqLW6x1R2HTpk2sWrWK7du3c+LEiTxdT2b1VIMGDXIds3r1anr16kVycjI9evTI07wA77zzDo0bN2b06NF5TiR+EosWLcJkMtG2bVvatWvHzz//TI0aNejfvz971++lp74nC5ouYHvH7QA0W9uML08NR37lc9Su9iXgBrPMqHVnbDkymaSkpODh4cH//vc/nJyc+Omnn+jduzfBwcHMmDHjpQozKSJGQUHhpUWWZUJCQqhZs6ataebj2LZtGzqdjho1auTL+7u4uFCwYEF++OEHVqxYQXR09HPNV6VKFb7++mtCQkKeOik3N4YNG0a5cuXo0aNHnno/nT59GsCu9Ds0NBSwLyGvWrUqM2fOZP/+/fz8888YjUbUKhXFnJ1tY4reuoVDdDR+piRyyu0VsoU4yYLG5EjdK13AIiE/EnNSWaDu1TuULV2aMmXKcOXKFVavXs3Bgwe5evVqnnZkQkJCcHZ2fqzpW/PmzfHy8qJs2bJ5dvoF607apEmTbInECQkJTz7pCVSqVInw8HBmzpyJq6srX375JcuWLaNbt27UqFGDIX2HoIqx7lpNCJ2A3qwn1ZSCkIw4FFyHUNmXgEtCEBGVaHds69atxMfHM3PmTI4dO0ZcXBwbNmygTZs2LFu2LM+C99+AImIUFBReWm7dukVkZCQdO3bM0/gNGzZQpUqVfCuz1ul0zJw5E71ez3vvvUdAQABlypRh1KhR7Nq165l67gwcOJAmTZowa9asPLnOPgmtVsuMGTMwm820bdv2idU6LVu2pEiRIna+KUePHsXR0TGbu/CQIUNo0KAB33zzDeHh4ajVauIeueYkRwfSAgLwNqXyqntCtnwYixDcVRk4rDOxy1IUGclqdPfgSxYWTJIRf39/OnfuzKhRoyhfvjz79u0jLS3tiflDmSK3WbNmaLXaXMd5enpSoECBx47JjcxE4rt379K5c+d82cUIDAzkf//7H0ePHqVatWrMmDGDunXr2krA169fn2PHa2etFq3OXkilGcz0WXbMLqyUFVdXV9q0acOKFStwcXHJ16qrF40iYhQUFF5anJyccHR0ZNGiRXkqp1Wr1Vy+fJnExMTHjnsaKlasyJ49e1i1ahVDhw7Fzc2Nb775hjfeeAMPDw8aNGjA3bt38zyfEILVq1fj6+vL8OHDOXjwIOmPlC4/C6+88grjx4/n1KlTT6yEcnNzw9fX125nq3r16qSnpzN37txsa+3atSsmk4mePXuiz8hgTYniWFQqZOCelyfI1i2YevpLFBWx2Kf2Cg46ylQyaEATD1nyYiRZIu2RXA9JknB0dEStVqPVap+4E3P58mXu3r37xMoxs9nMhQsX8PT0fOy43KhSpQpDhgxhx44d/Pjjj48de2z7NVZOOsLunyK4eS6W9OTcy+s1Gg2HDx9m165dfPTRR4wZM4YlS5YwfPhwCroUzObma5HNTGxZB53a/tGeYco5rGQ2m3nrrbdYvXo1YDUKTElJoWbNmk9z+f8oiohRUFB4afHx8WHixImcPXvWVk67Zs2aXMevWLGCxMREJk2alK9xf0mSKF++PH369GHx4sUcOnSIuXPn8tZbb3Ho0CGbuV1e8fT0ZN26dSQmJjJw4EDq1KlDnz59WLJkSZ5CQjnRsmVL2rdvb2sdkBsJCQmcPn2aOnXq2I61atUKgAsXLtiOybLM/PnzGTduHP7+/hQvbnXTLRscjEqtRgCO6am2HgJ6WU2k7EHW5BgJQaIk45bhla39gFmYueV4i+vO10lSWwXLvXv3bM0nn5RMffLkSQC+/vprJk2alKvoUalU9O7dm3379j1VSfqj9OrVi+DgYD788EPOnj2b45h5Q/YQ9vs14u6kceFwNJu+Pc2Sj0MIPxBJ9PWkHAWNVqulcePGfPnll0ydOpWePXui0+nwcvBiUtAkdCodjmpHdCodk4Im8U718izoXh2tKntZe2S8vRjONC/s3Lkzt2/fZutWq3lecHDeytn/DSgiRkFB4aWmZcuW7Nu3jxkzZlCwYEF69Ohh97B9lMz+Pzt37rR9+nwRODk5Ua9ePcaMGcO4ceMICwtj8uTJNiGTmJj4xPyZ2rVrExMTw7Zt2xg0aBD379/n66+/5q233uLSpUvPtK7Ro0dTvHhxunTpwr1HPF0eZdeuXZjNZjsRk9ms8tFjR44cYcCAAbi6ujJt2jTbbpMhNhah0QDglpKGLuo6WCwky7psfZTA2tvQ0wLJ6DDebYFsv1HDZc/LHPc9zs7COznpdZLatWuTnp7O8ePHbd2fc6NZs2b0798fjUbDxIkTadeuXa7itVatWgDPLG4lSWLKlCm4urry+uuv07BhQ77//ntbyGv90v1EXDtGhtFeSMgW2P/LRTZ8c4Jln4Q+VtDkiPzI1wMKujtgMNtfh95owVlrv9MlhGDbtm20bdsWWZZtVXu//fYbp0+ffinaFSgiRkFB4aUns2nf3Llz0el0tGvXjvPnz+f4QBo+fDjBwcF8+eWXtv4/L5L27dvTokULJk2ahLe3N02bNsXf35+AgABKlizJ2LFjc/W4cXJyonnz5nz99ddcunSJy5cv4+TkxPTp059pLU5OTgwZMoTY2Fj27duX45hMgaR5IEQAChcubBMrmWR+al+6dCnVq1fntddeo379+kz87jvCH4Tr0h0d0KQkkJJwH0fJiJzN9E7mdaMeJwRv6sKpZTFlL7V+JEfmqttVND7WdWm1WiTp8Y8wd3d3Bg0axIoVK+jZsyd79+61JS5nJdME8UnC6HH4+Pjw448/0qpVKy5dusSgQYMIDAzE39+fDr0aMnfLx4xa2o7Zm4az4+RKbsVcxPIg3GbMsGAyWuwEzcWjVmGYnmzIJmzi9HFMCJ1AhiWDdHM6GZYMm4NvqsFMlogSaglSDdlFSfPmzVm/fj2FCxdm8ODBVKhQgXnz5vHee+9Rt25dRowYwe3buefTZCLLMidPnuTAgQOkpaU9cXx+oYgYBQWF/wz+/v58/vnnXL58mXLlyuHj48Pvv/9uN+bR/j8jR47MV6OynBBC8PnnnzNt2jTq16/P5cuXefPNNxk6dCienp5MnTqVjz/+OE9zlShRAp1Oh/MjFUBPS+YDyWAw5GiC16dPH/z8/Bg9erStM7iPjw916tTh4sWL2fKOzp8/b7vOyZMn4+npyf/iYkm1mLForHk17on3OVqyHK9rbqDCjIQZkBFYOKLVclZnwIwzhcwS2e3w7Dl71RqqKVmy5FPdB5VKhVqttoW9stKlSxeEEE/MaXkSJUuWZPz48Wzbto3NmzczZswYqlSpQpe279O32WQaVuxAWkYKG48uZPpvA1i0I3toM1PQ7P35AuH7I1n2SSgbZ520EzZRKVGoJHvBl+ng66xVYcrya22ykG0nJivvvPMOZ8+eJSYmhlWrVtGxY0cOHjzIRx99lKvQTk9PtzlQd+/enUGDBhEcHMzgwYNJTk7O8Zz8RBExCgoK/ynq1avHtm3bGDZsGHFxcTafkEfx8/OjW7du3Lp1K89uts+DRqOhVatWfP7552zcuJGJEyfa8me6du3KrFmz2LRp0xPnOX/+PHfu3LEL6zwtbm5uqNVqunXrhq+vL0eOHLF7/dEePt99953t+F9//YWzszM///wzMTExjB492uaAnGm9n2nMdishgc9i7uORnILBpyCO+jSKXjzFhcqlaOGQGeoTyA8kzV6dhS3q0tw2FKBybOVcdYxslrlz7g7+/v55LqvP5O7du2i12lwfrHXq1MHBwSHfulQLIShatChdu3blq6++4pMpw6j0ahDtXu/HmI4/MrXbGppU7szp6yH88MenHL6wjYRU+xYGQhKErL6EyWjBoDfbhE3cnVROh1/EnGXDI9PBN9VgRpclJ0anEjnuxOSEt7c3nTt3ZvHixaxcuZLz58/n2rph5syZTJs2DUdHRxYvXszOnTsZNmwYISEhjBgxgoiIiBf6QUERMQoKCv85ChQoQIkSJQBrbklObNmyhSpVquDo6Ph3Li0bw4cPp0yZMnTr1o3IyMjHjs0M4dStW/eZ3699+/aEhIQwe/ZsnJycaNeuHV999RXh4eG2HYHatWvj7Oxs24kBaNq0KZIk8f7771OmTBkSEhJYv349SUlJtGjRgsGDB7Nt2zabMdumhHi2x8dT9uZtEBLuyfHEurhjklWosqgUiyRIz5A5ZCpGwaRSVI2pirAIm5gxJZmIXhvNxZEXuXfjHhUqVODVV199quvu378/aWlpNgffrGRWgT3PvX0S9Qf4Uex1Jxy9JAKrBTD28xG83aY7t+5fYsX+mXy6vAufr+7Nb4fnce7Wn+gz0pHU9mJEBlZNCePeGh3vnpjIqzHVbK+NrDESLwcvwm8nkpElJ0ZIgsKeT/+73qZNGz788ENWrlxJ8+bNmTx5si25PCUlhS1btvD2229z9uxZevXqRZMmTZgxYwYzZ87k8OHDdOnShYYNG76w0K0iYhQUFP6TlClTBmdnZz788EMWLlxo1703KiqKv/7667l2NPILnU7HjBkzMBgMT/RxuXbtGsBz28M7OzvTqFEjZs+ejaurKyNGjKBixYr4+/vTo0cPGjVqRHJyst0DfdCgQezZs4fFixcTHx9Pnz59qFixIvv376d3796cOHHCljPTt29fatSowWcx9zC3aG9L1tVrdZwqWRpzlkePWQZhlpGQSUFHiZQStLzZinLx5ZAsEpHzIonZHIMx3kiJkiX48MMPn2oXBrB5wOQWTtq6dautzcKLpGh1F2p29aFsEw98ijow7vOR7N67m59+XMUH7w7B3dmLAxEb+H7raEYsbssff660O99sNCObQWt2RGPR0vDKOxRKKI2XxY9y3uWITclg8pbsPabGvVkOd0Mq6WfPYnrKthYzZsxg/vz5lCxZkk2bNtGtWzfGjh1Lo0aNSE1NpWvXrtnOGTZsGHfv3mXIkCHExcXZCeL8RBExCgoK/0kKFCjAF198QUJCAn369KFYsWIUL16cwYMH07JlS4B/hYgBKFasGOPGjePEiRO57hQAjBo1CkdHR+bPn58v71u+fHl+//13du7cyaRJk3jttdfYsGEDERERDBgwgEaNGgGQlJSE0WhECMFrr72Gi4uLzVOlVq1adOvWDa1Wy2uvvQZY80+++OIL0vV61h8+yBHvYNySrSZsNyUvLOLho0cGZAcJWSNhQeAiMjBKMhpZR9nEsrS81ZLg1sF4N/TGsYgjVy9dZe2htU99rSEhIQC5esasX7+e6tWr4+Tk9NRzPy86JxXVapfnw9F9WfHbErZv2Mec2d9Ts2YNfj/8IxfvHEfroEJSC0zCXsCqZA3N/nqfDn+OIi5U4uLFOPyMAk8TBJgEjhbQqgSVLoRxuVFjbvZ6n8uNGpO4ZUue16fRaOjXrx979+5lx44dJCYm8scff9CpUycOHz5M27Ztczzv999/Z82aNbi6ulKpUqXnuke5oX7yEAUFBYWXk4YNG9KgQQOuXLlCaGgohw8fZtGiRXh7e/PJJ588lcX8i6Z169Z8/vnnj+3B4+bmhsFgwN/fP1/fOyAggA4dOtChQwcsFgtCCIQQ3L9/n8mTJ7Nv3z4cHR2pUaMGtWvXJjk5mTJlygDw008/0atXL5ydnenSpUu2uStVKEdgnTasOCCBwYwmPME+50UCQ3UfhIOKshGXcIg3YRISISVKEnT1MgZJ4k6ZuxQoVwDZInN9xnWWf7OcZjWaUal03h+MBw8epFChQjn+zM+dO8e1a9d4++23n/re5TdaRwm/om74Fa1LrdrV6dq1K8tDprHv0yPc09wl/McMu/snEGgtVgfqs1vvAnd5Cw0qNBixFnadVKVinDULtV5vO/XOmE/QlSmDw1OG5erUqUN4eDh+fn54eXnlOi48PJz+/fvz6quvMmXKFJu3T36jiBgFBYX/NEIIAgMDCQwMpHv37phMJlQqFUJkNwP7J4mKiiI1NZV69erlOibTw+VF5m08Wra8dOlSDhw4wPDhw0lJSWH9+vW2btBTp07l2rVrHDp0CD8/PzZu3GhXLXTo0CHAuvNx/c/fOPLaG4hUS7ZGkAiBMMnIKonwcqV4bX88xwpsI0beyJpK76OzOCOnahCy2ZrX0bcwV8ZfYdT/RrF+7fo8tZAwGAyEhYXRq1cvu5/7wYMHmTJlCnv27EGn0z22SeQ/gaOjI//73/8YMGAAS/bN40DAAQqXKE+Dq+8AMmqLFpHthoL6wbHMJgo1TM4crj6e4je2UehOKFpjCrLBwLX2HSj4xVTcH5gZ5pVMAfs4tm3bBsD8+fMJCAh4qvmfBiWcpKCg8P8KtVr9rxMwYO1f4+HhwY8//pirydjWrVtxc3OjYsWKf8uaDh06ZOvdM2/ePM6fP2/rcq3X61myZAkXL16kdevWdgImOTmZtWvX4u/vj4OXO7vUZswqNSLJYE2AeRSzbD0OqCwyJjmQOF00QjagTV5MrIsvyA/vh8ZTQ5HeRbh947adb83jOH78OOnp6ajVaqKiogD4888/qVevHiEhIXTt2pV169ZRuHDh57ldL4TM9e6w7CDDksEV3xOsqDaRP0ovxJwltCTLMvvD1zNl9ftMWtWd1SHfcvH2Sevvu0rLteJtOPT6ZO76WsN+GAzcGfvpU+fI5IU1a9ZQsmTJFypgQBExCgoKCv8KXF1defPNN/nrr7+Ij4/P9rrFYmHTpk0EBQW9sK35rPj7+xMeHm6z4vfw8ODkyZP88MMPtGvXDrBa1Pfv3x+wPnA/++wzGjduzNmzZynfrguNLsTwa+E3wWhBcyEp+0YMoLmQBAYzZglc04y4ZngDIKNCZ9bzRlInVBYVaosalUVFw4INCQ4OZt26dezYseOJ1+Hh4YGvry/ffvsthQoVomTJkgwZMgSwVqmNHDmSokWL5s9Ny2cOHjyIb4AvzoUfikS9JpU471u82s4JlebhYzw2+S5rDs3hbvwNfN0KcvivP/h28whOX7PmAyEEskrLhTLvYdBkdimXMebBzC6vZPbYOnny5GN3FfMLRcQoKCgo/Eu4dOkSgYGB+Pj42B03Go0sXryY2NjYFxpKysrEiRPRaDS0a9fO5qfj6+tL3759+f333+nbty+HDh2ydT0eM2YMGzduJKhpGwr1mU1Ex+4YJZU1ZJRuzv2JI0CdYqD+XydwzjBjkKydsIXZxNwwB96/XYUWN1tQ905dWtxqgV+6H5WbVqZ0mUAmTpzIyZMnH9suoGzZsuzevZu1a9cyfPhwfHx8OHnyJHXq1Ml2r/9NGI1GwsLCqFy/Mmkme1MYGZmg+hXoMTWImq2Lo1IL/L0LElTGGhqKToikSvG6OOlcWb5vBnHJD9tcCNmM3sGazyLrMxD5mMz8ySefMHjwYEqXLv235Bg9tYgRQnwihJCFEN89csxFCDFHCBEphEgXQvwlhPgoD3PVF0IcF0LohRBXhRD9n3Y9CgoKCv8FUlNTOX78uG2H41FatWplq7CqX7/+37amgIAABg4cyPnz59mzZ0+212fNmkWJVwMZPHgwjRs34cSJEzTv2o+b5Xsgv1YZpIf7LrKjCnLxPFOZzbx17gAl793BotLT8exISsRUo2p8LSpluGEWSThbJLwMXtxzvMe2Its4XCQUTU+B2WKge/fuNGrUiLFjx7J582ZiY2OzvYcQgtKlS9OrVy8WLFjAoUOH+Pbbb/PtXr0I1Go13j7e7N+5H1OKfel9r/K98HLwwtFVS41WxSnUP5315b7FcYiFsp0r4V3andM3DpJhTCfdkMKS3VMwm61zmFUOJDk/bK9gupP3LuuPQ5ZlVq9eTVBQEKtWraJgwYL5Mu/jeCoRI4R4HegDnMny0tdAK6AbUBb4HJgmhOj2mLmKA1uBUKAq8AUwRwjx1tOsSUFBQeFlJzIykjFjxmAymWzl35kkJSWxd+9eWrVqxfr163F3d/9b15ZpN59THs5vp+9haTUBn4Y9SXTwR3Ly4KhUhgxJxvyqKxgtiEQDGMygVWEs744sAVhAlm0tCCqronA0GUHIaE0uVv+Tq+9w1SWcKE0MziIWhCBDyuC4z3HMkhmjZIIAHYFTijHl87E0aNCAAwcOMGbMGBo0aMDbb7/NrFmzOHr0aI6W+Q4ODnb9of6NCCEY9tkwTIkmbi++bbfbNO/MPMYfGg/A1YSrTDw5jttOl4l2voWqhQXtYDUFhxXALFuFy7Xoc6w8+E3mxFwu2dEWUjLnU3uAc+fOERUVRZMmTfJlvryQ58CqEMIdWAH0BsZneTkI+FmW5b0Pvr8uhOgN1AJ+zmXK/kCULMtDHnx/XghRCxgBrMvruhQUFBRedgYNGkRkZCQDBgywCxdt2LCBAQMGYDKZ6Ny5MyrV43vfvAji4uKQJIno6Gi7xNcVR24wdn04OHriXLMjzjU72l4zFnZGik5HE5Fo/ahsAWN5d4TRxGvasxytWA8kcL1+n7RoQbg5gDPmgjQypuGiSUCWDAijC7oMdyYVnofRrRRf/HWS5eoqSAgeTXtWubqSlCBRuXJlxo4di8lkYvv27fz+++/89NNPLFq0CEdHR1q2bMm4ceP+kXv4PNSuXBuvRl7E7ozFEG1AF/DQ5O/3y7+TYcpg181dGCzZhZpLORdenfgq8hEV8QcTCC77sAopM6SkNaagcnV97nWmpaXZ/Iv+zpDn0+zE/AislWU5+54ihACthRBFAIQQQUAV4I/HzFcbyJqRtR2oLoT4d8tjBQUFhXzixo0bXL16la+++orvv//elrQryzKDBw/GZDIxZ84cqlat+o+s7/3338fHx4cOHTrY+g7FpmQwcVNEjuMtTmrMRZzQRCQiLDLCJCMsMpqIBGqf2seROk0weTlhctKRFKPGjIQR63/3aBy573GZVPerpPicoXhyYa6oNJz168GPZTow2LwZgX1YxSLM+Nyvitkg2LxxA2XLlmXs2LEcO3aMuLg4Nm7cSOfOnVm3bh1Llix54fcrv7mjv4PFaEFykGwdvB9l6/WtOQqYTByLOlKwU0Emd1tJcf9ytuMWSYODPg5ZpcKhXNnnWqMsy5QqVYrvvvuO+vXrv/CKpEfJk4gRQvQBAoFxuQwZCpwCbgohjMB+4GNZljc/ZtoAIDrLsWisu0PZMq2EEH2FEMeEEMdyytxXUFBQeBnJFAY3b960tRyIj4/nyy+/JDIykn79+v2j/iUeHh5Mnz6dmzdvMn36dAAi49NR5VClbgpwxBDkh0gxgbBPtFXJFoSfDxZJBQYzUow+m2dMZtsBBKRrtWh1ZSh87220qNng34Q2NZfRKLUCarMGrckBlVlD0PX2JOniMCKjsuhJ2DEDUu8D1oqv1q1bs3jxYooVK0ZoaOgLuUcvkjNJZzAnm0GAOSlvDRyzYsGSramm/OArY8BHqB9jWpcXhBCULFkSsLpK/508MZwkhCgNTAXqyrKcm9wbAgQDbYAbQD1gphDiuizLj9uNyZpOLnI5jizLP2LdDaJ8+fKP79WuoKCg8JJQoUIF2rVrZ+tPU7NmTUJCQsjIyKB69eo0b978n16ird9QprFcYU9HTBb7P8OyRsJUwQPpXjqa8PhsSbxChgQvV6Q7adYwk5AhyzM5s+3AJd9C7CtdFZUsYxYCyWQCrZZYrQeh/n14d38yybo4YpwjCS32O5KswiIZqXnvNUzHzpN+ZjmOHaZBRWuIKyEhgRs3bvytSdH5RSW3Svh38idlQgq3frhF8VHFETkpyAdISAghMD/w1tFIGj5NbM91kwGLSvtwnGwhwcmfLyOM9D91mzZVCj3XOgcNGsS+ffuIiYnhlVdeea65noa85MTUxrozEv6IQZQKqPegmsgba1JuJ1mWM3vJnxFCVMGa35KbiLmLdTfmUfwAE5A9tVxBQUHhP8qECRMIDg7m8OHDnD59mtatW9OlS5d/TVuE8+fPA9g6g3u76OhTtwTz9l+1jZEdVaC3thUQjwgYGZCwUEN3i4OvVEcTch+RRQBpZBmLsBCsvo6sldhXuipmldqmcSzCgkYGYUjEYExCZ3aGDMGG8nMwq4yYsZq+/el7kvWRo9AZPQj+ZTEVP20Azj5otVrc3NwIDQ3FaDQ+MaFXlmXOnj3Lr7/+yukLF/CsWJUmdYLoFPT6395bqbRraaoHVietexq3F9zm3sZ7+LfPve3EwCoD6VS6ExdiLyAjU1oEcL3DAK5Wtk/MtkgaNOZ0bjt4MmrdGYIDffB2ebqmmo+S6eRcoUKFZ57jWchLOGk9UBFrjkvm1zFg1YN/A2jIpqkxP2H+w0DWFOY3gGOyLD9fi1YFBQWFlwi1Wk3z5s2ZNGkS69evZ8KECf8aAQNQrVo1ihUrxrBhw4iJiQHgg7ol7EJKUpoBkZHdC0aNmSbSeby1iai1XsS3AAAgAElEQVTSjdmfChLU10t00p6hhDqOZAcnVFk8X2SLBc1fobjdG4465XuQIVkXi0q2T9KVZBVx2nTMaNkf34fje3cD1q7do0eP5tKlS9y9m3s5cVpaGmvXrqVz5868++67bNm5iygnN05t2cDMjz7k9eBgevXq9beHpT4p/Qmze82mfKPy3N90H/0FfY7jVKjoVLoTXg5eBBUKIrhQMA5X72LROCIs9o9VYTGyotybJOpcUEmCyPj051pj7dq1AVixYsVzzfO0PFHEyLKcIMty+KNfQCoQ9+D7RKw5MNOEEA2EEMWFED2B7sDvmfMIIZYJIZY9MvV8oLAQYpYQoqwQ4gOgJzAz/y5PQUFBQeF5cXJyYubMmSQmJtqaRHq76PimcxV0aoEzGXS5vRbhKGULI8kWGb+bZ/C6cw2Dsy776wiul3XHJykQZHBNT8OctS2EkHBw/hUhG9CgJ8H9HC4ZHpiF/WdnszA/dPsVMjsOXyP12CquXr3Kli1b8PX1zbG1gNFoZMaMGTRu3JhJkyZZS90nfo7Xmh14fb0Av/X78Zz5A44dunLs2LE8uQTnN6VdS7P4i8UUfaUo0QuiMSWZnnhO4ubN3Bo0CF1CVDanZKNKzd6AUgCkZpgJv534XOvr3Lkzbm5uNnfnv4v8cuztAvyJtQT7HDAaaxLwd4+MeeXBFwCyLF8DWmLNnzkFjAWGyrKslFcrKCgo/MsoXbo0I0eOJCQkhK+//hqANlUKETq6MfNaF8Xi4YJasmCs4IEsCWRhDSUJAb8W7Ei4uihSqhFjGTfr62qBLAmMFTyI9dEhmfxwj6uAo8FEg79OojKb0JqMqMwmvJMiEVh3ClLVqWQ4xZDmdY4a0a+jsqjQmLWozBoaXHkHR5PV+0TIAqFKI3TJp5QuXZrQ0FB69OiRY9+svXv3smzZMlq0aEHIzs0M/WURx+u1QHKyWv0LrRZttZo41LcGD8JOnODUqVO2ROy/CycnJ2bMmIE+WU/kwshsLsUqoeJ8rDX0p79yhTufjIWMDLTGFApEHQJZtn4hc0pjIf0RBfDZ5nPEpmQ889pOnTpFUlISQUFBzzzHs/BMDThkWW6Q5fu7QK+nOefBsf1AtWdZg4KCgoLC30vnzp05cuQIY8aMISgoiKCgILxddBQt4IFTbDQWScJSwIEMVw26w/esubtCDQJO6iqjOREPMlYh46ZFdpBAqyIxQ0aSQWV2AQElY27jExdHjMYNX2MKRaMrsL94Ra76HMWgMnDc5ziv3X8NX4MnzW60xjG5BC4Z3jYBIyOT4noFk2Rme3gMJpOJ3377zVZB8yg3btxg0aJFuLi60ndIB9bdOM4vUmur+sqC5O2LpnxlIiNO061bN1xdXalVqxbt27f/W/oEgbWDdK+hvfhx5o/Ebo/Fp/nDYl6DbGDQrkHMNnfEb9YaeGDyZ9C4cKdgsN01VTaqOGIx2oRMhsnCL2E3GdI4+z3KC5ldq18KEaOgoKCg8P8PIQSTJk3i7bffJjg4mFdffRUfHx+OHj2KRq3GN+Q4hi69carW4MEDU370ZMSDDtaaC0lk1PeHB80L0xwkNtZwps2foEsuxTnHGEL1xZCwIMsqmkkyja504bb7BfSaJCJdIrnneA+d7I9keZVWEYVxND3Mj0nTJHLb4RKbV27g+sUkvH39uHr3Liu2bef1KpWoU60af4bsZsXKlYSdiEBSqXDpNYD3jKWhYOkcBQyAyi8ArzlLsSQlYjl5lEY3zrN/6xb27t3LkiVL/jYvn+7vdGfltpVEr4nGo44HapeHj3KzbELMWwGP1BLrHbwQsn3ozQK4WwTp0sOf0Xd7L9G11itPleAbGRnJwoULmT17NuXLl//be1EpIkZBQUFBIc+4u7uzbNky/vjjD0JDQ7l9+zY9e/bEaDSybeMG4r/4FPHZbFzkwNwnkUCkm5G1D4XHuaI6rvtrcE1wJumMKzJgRgIBfziZ8dcn4Jn8Cnc9IkCSSXKtRrLXBwjZwtxiDrQ+mkqFWwYueR9nT8nNJFGDyGRrAmxszD1GDBwI2NvBq3z98Oz+Aao3O6Hy8ct9vZlhmwfiRnJzR6r/BmGiKV+PHc/ohnUZNWoUa9eu/VvaQrhr3alWshoHLh1A0tpnhQgZYjzA95FOAknORTCrHOzGaVUSiZJ9OEoIa4JvXkTMvn37+Oyzz9i/fz+yLBMcHMyHH3747Bf1jCgiRkFBQUHhqfD396dHjx706NHD7vi7rVvS+t3upG1che6jmWjCE2x+MHZ7G5YHJdmZyDIqs5E0nYZ0R4FOwq7eVcLCPdcoTPcaIXtcQJYcSfb6ACQdMlZfjk01nSkce59tla6Q6PMlCC3ey9/FfOs6huNhSB6eaGsEYTwfjunMCXSlSqMKaoBQPeExKMs4JG5C79YchNbupQxZZuztRJasXkOLenUZP348s2bNyjHvJr9JupGEn48fQrJ/L1mAW+rD7w0aFy6X7Jhtd6l4k4Kkh122O6Y3WnDWPrktw6VLl2jcuDGOjo707NmTjh07UqRIkSee9yLIr8ReBQUFBYX/5zj5+GExm1G/WhJLAScy6vtjqOGLsWz2ZF609iKmyM3LSBazVdxksTPNNMHT44w+qiMmKYCsrh6yMJBeJJ1En14g6azhKyFQv1Icp/ZdcGjYDMnFFV2N2jj37I06uE6eBAyY0Zhu4Rq7ACyGh7syD5BkC6pXCjN9+nT27NnDpk2bcp4rn3nnnXeIjoom6UCS3XGNEfSPbKRkuAYgabP44mgEXxy5kuO8UYmPL7WWZZmff/4Zi8XC6tWr+eijj/4xAQOKiFFQUFBQyCcMFhkZKHj+FCqjATQSsrsWyyuuVkFT3YeM+v5YAhztTxSC68XLWlsSaFVQxgUVFjSYUGEmWH0djTBSUBdLjfsOOEe0RpLtwyOyrMHX4pWlPWQuCAlEHhpBCgFCTbLXB2gzIvC8+ylksTFLs0Cv87fxKGv1br138iR8/z0cP/7k+Z8DW5JylsuQJfBLeLB8BwekD/6HyWy/C2M0WojNIsYeYh2bmJjI9u3bbb5AcXFxfPPNN5QoUYLJkydTrVq1v9WZNzeUcJKCgoKCQr4QEBBA00YN2b57D73WLWB7xz6Y1Q9CMFrVwxyYrA/QLKEOfRF3iknJVLl0GUeVEReLngsBr1D2XiQWL4lSphtEnvBle9VCqCwyZknQ8mgqC9ItCFmbvW9NJrKMNaVVgGwB5OxJvFnyXwAEZsxqHzSGa7jGLiDZ+wNraEkIEAK9SsfH+6zuxZs2biTAy5sWu/egLvoK8oNy9PwmJCQEAJeKLvbLf+TfGZIDx05kMQ5E5oCzya68OhO1BMboy/SZ8QkrVqwgPT3d1hfpxo0bZGRkULlyZaZOnUrTpk3z+5KeCUXEKCgoKCjkG4a0NJy0GoqmJeTQBQ+QZSSLGcsTQjnXCxXmrq8vrvpUDJKajif3o7ZYAAsIKJJ6gt5b1NxxlPDPyMAjw0KE9zUSwlWICh6AwCyp7UWKENatCimXXRhZRpf4Bxluje3yX2RUqEzWppIO6UeQYlJI8v0QWTzcDXIqX57/a++846sqsgf+nftKGiGFhDQQSAgQAwgB6SJIkWZFAQErLrqriGWVtftbe2NFEUVYUdZCURBFimiCBIggBGnSQzEkoQQIpL937/z+uC8hLwlphBKYr5/3wTczd2bu4TL3vDNnzhkY14Dftxzn6Yx0bEIw8MBfyPXroUOHKkqv6iQmJhLcNBhLoPu92J1w2B988yD15ofQ09z/EgqAgziRUhb77hiOfAp2rMRr51L6vr4NLy8vBg4cSM+ePdm1axfr1q2jXbt2DBs27KKKJA1KiVEoFApFLWEYBus2bqRlaDD1CvMYuHw+P/YeirSYL1ph6PRNXIiHo4DFvW9Ft1jLWkJKkG/3IN/uQfDJ4xil2u1xBrLaw4kmdQy7RnevAzT0T8KaYaHf6q0c6RDD3LhrMKxVd7IVhpNbtxewq8GvJEf2QpMGhqZR7+h/0fRTxd7JVsd+SqfgLghpyoi/Xc/gBfN4eEk+MZ4ux5Q1a2pdicnOzmbd+nUEXl82+7TTAv6n4LOBATQ7HO5epztYtG4G63csBqFRLyoO7N4UbFtOfm42UVFR/Otf/+KGG26gfv36APTp06dW517bKCVGoVAoFLXC1q1bOZWbR0yY+Ws9Zs9mmhzcw6EGYQCEZKbjnZ8LQMOj6Xx2+8MY1spfQ6c8vdFKbEHlSyur9SvQhUB3vcZW6U24LesEHvajOGNCCcjJovvujSS2bFehomSejHIihaD3jj/wK4COaTnEHlnGKU9vfPNzOWVpwPLGUQjjMJpxCs04hfexL8hpcN/pvoXghebjaJEyjys8rTS1uSw5nTtXV4wVIqXkq7lfYegGvlf5lrmXG38z+HxQA/p1eI6sBAuG87SP0Npdy4j/YzbezeK4OiqYDb+vITcnm379+jF8+HDi4uLOy8mq2kQpMQqFQqGoFRITExFC0DI0uLjMOz+XZgfLnoRpkHWU1tvXsSm2c8VKBqZFZnmL9vTauQFDCE44vZCae54mDUm29MRLc50vFgaxh/aDgNXRbdEMA0MIWqXvZ3tYEyxS4tA0hOs/008GV64E8HIU4uUoZFdwBMtb9kdIHacGvpnT8cz7DZtzP8h8EKedlC0FOSTuLWR4MxsIgQwKqlUrjJSShx9+mBUrVmAPtuMd5Z5R26pD3IE4gj3u4US8FWfBaQUm81QGSTuWYPMN4s33JtMr0hfDMCgsLMTT07P0UHUGpcQoFAqFolZYtWoVkeFh+HjYK28MdNz8m6nElEPeL4sRnp7Y212NzMlhy6aNpHbrTX3dwSnNE5KOubUvOoZdmqj0g/gdPoH0shJUcAovRyEd9+3mqG99lrbujNOiYWiml+uvLTvQPM2GsO0z52C3s7xle3Pby/W6PNXgfuxpW10+Mu7esU7NjpcVfj/uQLbQkB9/VCU5VJWUlBRWrFhBv9H9SO2eiii5VSYlt6/wZn/kaDRdw6mbGp5EcizvEP+edTe64WTcY0/QK9K04GiaVqcVGFBKjEKhUChqiZCQEH7dvo2MrFOE+vmWqbd5euLIzy/+3iDrKJEpf5ISeaWbNcZ58AAnX33G/GKxgm4mWrR+MouC5uZWldY6AI/Nx7BKAwNBF9t+LJrh5ky8xxnIamdTNMDIhe6WvTTHQfjR5mh5flh004ekCIsBTprhmxXGocBMTvqcwCKl26Ftt5NKx6abUYPRsUmN91ImknqtnUeW5JM6uikRZy1RdxITEwFI63AQi5e7Q6/FCb/HNKDnAQN7CQtVAfB7gC9h4eGkph7g3jtH1fKsLiwqToxCoVAoaoWxY8dSWOggw+F+IiYgvBF/n/Ylfe59EK2UD8zAxAUIw3ArK1yzCoD6T7yA9/C7isutTSOL/98I8yavVxiODoF4dvTGHqnj5ShEczpBSgocsNrZFB0LDizoWFilN6NLQgJtN83H+6QTPdsBhadVFF0TpPtbmDy4IfM6t2JpbFccpeLJCGnDVngMPT8YLa0Qv30T8Tk2k4D057g2czl/HtGpZ4dmTaLOTpjlkJCQQEizEESA+eo2NF8c9mYYmi9CQEhWM2yGe8oAC5DubeWaq/titVpxOBzl9Fx3UZYYhUKhUNQK27ZtA+Cp9z7E25HHnrVJRHXqSlRcJ/bs2cOsZfE4TmYT7F3iaHJ+Ln0TF7Ls2huLrTHC28esPJrL3PHjmKnn8M233yJ274SWsacPBtkt5AfVI596/BzQnSW/38eJTfWw6Q62+12B/ao25JVQQmxOJ7mGnTQvnf955eG9poACqxUR6Y0zwJtO23L5qbENZ74TZz0zyq2mg9CdWKVEF4JeO/7gr/RhHHCaCpVEoDeykRPjx8yct1m0ex7RTcPITLPhm5UFZ5lLqaCggJ9++om5c+eyYcMGQm80g+rle3cptgJJLAxJmEnM8Vtc/j245ib5xdPBKcNgzYp4OkdcReAWg/xOZzWliwpliVEoFApFrVB0LHfhwoVExXWi/4PjOVyg06NHD5o3b84rr72OMyKyzHXtdqzDc8th0CU4DTz7DMKj1dWc+vJ9tm7Ywrhx42gYHIzx6r/wyM8pcz2AQ1g53DKYzj2206bjPq5vtw5ZymFYIvBy5jOp/TAKLXYKNSvCAHblYFtziORTuVi2ZeGx6jDWzabPjU2XXLctmW67NzFk4yq07EKXAmM6AwvAkupA5mq8Zh/OgSzJ5vRCFiQkw31jEK6gdDVlzJgxPPPMM2RmZnLjuNvw69sG3QjhVODfzNxRmjdoHiy+9j7yPdxf6YXACavB/VlZpGTuo09UVzx2OtCynGc1p4sJpcQoFAqF4qxwOBzMmTOHjz4yHVkXLFgAgK7rDB48mOTkZCIiTA+R3r17le1ASkZpp/D4NQP770fxTDxCcN/xaB4+PPXgnTzwwAO0aNGCo2kHOfrOy8gzhMwvlDZyPTywBBoEeOTwf5YZeFKADSd2IXl087cUeNqxyFKpCYRAahYQRaoJWNLy0HadwJntICGyPYnRV7GgfU8SglojKXuaSsvMR9b3wjM6EOepTN78fTl/9wpDfPABZGXVSK779+9n48aNPPXMc/z94wVs9BlFfvpYcnc9gpbhvi1kNQQnfdy3vjyA9zRvnCnJAPSONJ2oremXzpaS2k5SKBQKxVkxffp0pkyZQsuWLZk6dSojR47EMAy++OILjh8/zttvv01AQAD3338/3y74nthy+rirQwhNHOG8tXQHdovA8A9kyqyFHNrwC99++y2//vorALkJS9FPnsDWqQceV3fF0iQSIQT64QyeODiCSOtgUmUwjpwsmnrn4ykKydZ8WTy+J01t3dizIYn8ZYWV3pMAbCk5sD8XJGbSyjBvdC9b6XRFZvscJ5bGwUQ+35KcTensf2cf2xp34Jhcgf+RIzXaVipy5J1zvCny11TABtLc5rJtzaIgyLM4kaaugW9uvtkGcyupqYegodBYtnslV/iFERVo5joyPC8d+4VSYhQKhUJxVsTHxxMdHc2mTZuw283j1f369ePnn38mIiKC7t274+vrS/PmzVm+KonYLm3K9PFnYgJjn3qBoXGNSD2eR6MALxrU84Ah3XjuuecYMmQIixYtAqBg/RoK1q8h+yOwBDXEEhJG4daNZGoaR5q2IivfoCBtO396+uLVtB33DrsRT8dVWEMa0bLPYO7Wf2RGggPQQXpQOvpuEQLMLS7AtuUEBQ08kL62cttZD+biFfANmnEK5wnT0qF55PBe89vofqyQTvk6fp5VSDpZgoRfV2Br0AhZP7RspZSIPN3MRyUl7ffvIN9vFzZa4JnfEAF45WbQ+4un2XPsAA92ugMhBBLQQ8veQ11FKTEKhUKhOCuysrJIT0/H39+fq6++mhtuuIFffvmFIUOG8O9//xubzYbD4eDgwYOMHjkSTmWU6SNl/VoyD/5Fg4jGpvJSAiEECxYsYPHixXz00UcsXryY119/nWN5eSSuTuLoXwfo++CDSClZvXo1XhQQOfQe8k4cYdfGtUz+dyKT//0kkZGR3HDDDVx//fXc+ve27Dp8gMwfpvBuwQjysWCe5TlD4D0hEScdYCvfiiEMB5asEzj8m+HbyRv7wiMcmf8xi5tHsyygLXl7k/HTCrmuZ3e6detGp06d8PUtewy9JH+lHUJKMBwFaDZ3mSBBGqaCpRk6Vx7aC8LglN9OPAr86ejpyWerf2DPsQO8O+hpbr6yLxLI6+SFvIQsMeJMe4sXM7GxsXL27NkXehoKhUKhAHJycli7di2rVq0iKSmJAwcOADBr1ixiY83NI13X6d+/P16enjzYKRabVvZFOuDvjxLbq2+FY40bN47JkyeTnJyMzVa5RUFKye7du1m9ejWrVq0iOTmZgoICbDYbcXFxvHR3H64+Ops/tTDG2NtTmNkH0AE7uJ30ATRwtPLDti0LUebVKZFC4Iz1Rg/zxnPbfzj13TKyt+RQeKgAe0gUFt8GOP/ajKMgD4vFwlVXXUXXrl3p3r07V155JRaLu6Xm1RnfMWvi8zQYOJ56bfuVGs3c4jLCvblm5x/EZuw3KwyNvvntaar502f6XTSs14CvRvwHgNxOXjha1I3gdm3atFkvpexYWTtliVEoFArFWeHj40Pv3r3p3bs3AKmpqaSnpxcrMAAWi4XRo0czceJEjrSOIryed5l+QqMrz5Bc1OfcuXMZOXJkpe2FEERHRxMdHc3dd99Nfn4+ycnJrFq1ipkzZzKjSRMGfPobAfsTaLDhXU4GrkU6AnDmhVF46AbTB0W4Di4bYNt+EkeMH7Y/TWfd02qOQEiw/pmLHlyf/JjHCPU7gNBPoefoGDRFOn0wClqRn3IS694jpO/cy4dTpvDhhx9Sr74fnTt34dprTEuNp18QstAMDGgNCCv33gw/OzbdSXBOCcdhIQnRvEnNymBn5j6Gtx0MQHZ/H/SGVYukXJdQSoxCoVAoapVGjRrRqFGjMuUHDx7Ey8uLcD9f0N1PCLXu3Y8GEY0r7Xvs2LF89dVXvPPOO8TFxdGqVatqzc3T05Nu3boRGhrKzJkz6dWrF/gEER7ZB2fyW2jWfLDmYPFKRbMfJz/1TpffTBES6WujsEMD7MmZbhGCi9CO5CMbSDOyr3EKaz0LUv51eg4NQXb0wTO/E57HPDi1SZC3I43lSb/zy7Klbn1Z6gXiEX76HouG0xt7Qz0bhu7E15VUEwnRBc3wwk58ym8A9I7qQkEL2yWpwIBSYhQKhUJxnvDw8KCgoICQHn3JTEpACA3d6aDHiLu5+sZbq9SHpmnMnTuXsLAwFi5cWG0lpoj69evj5eXFp59+yoMPPkigZyD/1+3/eCbxGXRXogGLZzplfGQMiVf6bnIjz2A1MsC2LQukxAgLxvA/im4NwuI8imacAqDgWCcKD91EUZQTn+bmR5KF4/Ax8vZuwMg32/q2H4SwuL+qCzoFQYAHSEm33ZvxchSCBFtuEF1EU9Dglz1JNA4Kp+HdseT7XzqOvKVRSoxCoVAozgv/+Mc/WL58Of/896us++03rM5C6jcMwbt+9Y4fp6SkIKUkJiamxnMJCgpiwIABzJ8/n5ycHOrVq0eX8C5YNAu6YSoxmjUHe8MfKDx0K0XKjEBg/OXD6H2ZbPO18GeOozhujCyKl+s60VSYdiMnr7gPTdcx/G34Zn+KSNUpPHQL5TkQC/ywN/TH3rBsQECzf9CDPUwFBsytpOwskOBzqhnXyCYczs/gwe9eZFPGdu666y7kJazAgAp2p1AoFIrzhI+PD2+99RaZmZncdd99hERFV1uBATMUP8CuXbvOaj779+8nJiaGevXqAZCWnYZNc3/pW73SQSuVHVtqrPeLp0+Gg5tsWxEY4Bbw39UMKx5rTmBLzsYj8Tg5OaNcFpgznIA6Y/lpnM1On2iSQiMi/QqCDnfhOtGERh4WPk+ez6aM7fzriacYN25cpf3VdZQSo1AoFIrzRmxsLI899hgJCQlMnjy5Rn1ce+21DB48mBkzZrB+/foaz6V+/frs27ePnTt3AhBeLxyH4R7NVtiOgyz9qrSw91QPPo2az36PTKzlOcYASBAGCKdEGBLb9hwoN1Re5UhAegjwt2N1OrE6DW5Yk4d/jj8WacffYs7xlz1JdG/diVH33ImnZ904iXQ2KCVGoVAoFOeVO++8k2uvvZYnnniCV155hbVr1zJnzhwefvhhZs6cyc6dO/nnP//JtGnTyr1eCMHXX39No0aNmDBhAidOnKjRPJ599lnsdjs333wzBQUFBHoGMuHqCW5tNGsOHmHfAIXgFpJEI/vwjZyy5SFlacVEomHU+hu2sGMwFl1y26osHlmYRexfBYCkvZeGhyY4cCKN3Zn76d6vZ+0OfBGj4sQoFAqF4rxz/Phxxo8fz4YNG4rLhBBueZHatWvnVl+a5ORkOnfuTI8ePXj//fcRovLtmNIkJCTwyCOP8MgjjzBp0iQA5uyYw2u/vVbs4AvgyG6O48Cd6ML9pBLotMu3sdnDQAgDA8FVljSaWI7zvSMWo4wVp2qUfjPLCA+MVoHcsDaX1n+ZaRM0oJOPRojNVKK+3bKUR398lalTp9KtW7cajXuxUNU4McoSo1AoFIrzTkBAADNnzmT58uW89dZbxMTE0K9fv+I4MDfeeCPr1q2rsI+4uDjefvttli9fzldffVWjefTu3ZtRo0bx/vvv8/333wMwrOUw5t00D63EK9LimY5RRkkSgJU/PHUMhEvxkPiKAvy1fHpY9mLBwIJOuWexy0UiAaOBFb2RJ+0cKTy671dGp+k88sOJYgWmaPSibSSATpHt8PH2YcaMGdWWQ11FWWIUCoVCcUHJysqiZ8+eWCwWHA4HmqaRmZmJv79/pddKKenduzerV6/myy+/rNGJpcLCQkaOHElGRgb79u0rHndRyiL3I9eH25J9+HacmhXcFBpJSadcCwa32zfiqTnJl1YyDW/iHdHoldoNJI3J5M49y7Cj0+RgKr55FtZe/TSyhMOxRKJpgjgPjUYep7eyhE3jtp/+yZHMI3z33XfVlsPFhLLEKBQKhaJOkJSUhGEYJCQksHHjRtasWVMlBQbMLag5c+bgdDqLLSnVxW6306dPH7Kysjh58mRx+aDIQcy7aR42YSoQesNNdNb+g81wlp6F+1cpyJamU62ncBJhOUl3614s6NhwIjDQXB9TATIAnZtTE3l/8X/osXk9nTb/AZYmrO34NFK4R0NxALE+7goMQL1BTUj+I5moqKgayaEuouLEKBQKheKs2bp1K97e3jRt2rTavim//vor/v7+dOnSpUz+oKqwb9++s44bs2HDBiIjI7niiivcynOduXhYPXA4zFNLm648hs/huZw8ejsGpS0yJjoCv1ONwW8HQgqk0Im0HCecE2QLL+oJ0yE3G0+s6DixUKzVniMAABmMSURBVI98rt+zEuHU+ajdcLyEN83qtUVaysZ5sQONRCkbhF3Dq5EfHTp0YMWKFaSlpREeHl5jedQVlBKjUCgUirPi6NGjjBo1Cl3XCQ8Pp2vXrnTt2pXQ0FDi4+OLQ/23bt26WEmRUpKcnMzs2bNZvHgxd955Z40UGIC8vDwAdu/eXaPrc3NzWbduXblxVcLrheMsZXmRwVvRctph5EcDZZUMC4AjkAaHO6FbCrDoHgjDgW4txKJLCm06+V6H8bLnYJFWdEsBEkFC1ziMggKi9W5Iadpr3AeWCOmknTiFhxbiViUkWAI8GD9+PCNGjODQoUNKiVEoFAqFojJWrlyJruu88MILbN68maVLl/Ltt98CYLVa0XWdKVOmUL9+fTp37kyzZs2Ij49n9+7d+Pr6Mn78eJ599tkaj9+zZ08GDBjAN998w+OPP17t67dt24bD4aBNmzZl6orSETy36rniGDJCgzt6nOSbP78lL+02TLWlhEVGGPgZoEk7mtPMWSSxYdV9APBwgN0R5GpsFF8rMdCkxbTulGPMEoaTTutexzewCVx9/+kKq8B/aDTLVsbz4osv4uvrS+vWrasth7qIUmIUCoVCcVasWLGChg0b8tJLLyGEwOl0snbtWnbs2MHgwYOxWCz8/PPP/PTTTyxcuJBly5YRExPD9OnTGTFiBD4+Pmc1vhCCvXv30rJl5VmwyyMmJoYmTZowYcIEhgwZQlBQkFt9l/AubieVdKnz3cHvsPqBj/dOCjO74zh+LVbM1APdrfvQ61swslrgtBSiGVakkNjk6SSMp+P7lnDMRSurvEiJpheA0Gi1/Qt88g5hHDyE3nIwlvphYBE0HNee3Zn7GThwIP7+/jzzzDPYbJd2uoEilBKjUCgUihqj6zpJSUkMGzas2BfGarXSrVs3t1glw4cPZ/jw4UgpOXr0KEFBQTWK61Ieqamp7Nixg8cee6xG13t7e/PWW28xevRo7rjjDpYtW+ZWn5adhs1io8AoKHOtZsvFM3QZ9qDVBGe1pOPJZngIBzk2wabgJI7ZT5Fjy+a2zU9W/ZR1CYThoM3Wafhmp2J3ZBeXFx74Da+rbiXg9hbYQ3xY+PlCAObMmUNYWFj1B6qjqNNJCoVCoagxmqbh5+fH0qVLycrKqrS9EILg4OAqKzCFhYV8/fXX3HLLLTz++OMsXbqUTz/9lHvvvZcjR44AsHjxYgCuueaaGt/HlVdeSVxcHJs2bSpTV55fTGk0aw6ZDZJJuOIHdvjtAAmROU24+ngbfA07iU3n4sThigJTMRKJpuej6YXEbP+CBse3uykwAM7di8nb/AE+7RoCkJmZCcCxY8eqesuXBEqJUSgUCkWNEULwxhtvkJGRUWxpqS0mTZpEWFgYI0eOZMWKFXz44YcMGDCAMWPG8Nlnn3HrrbcCpiUFYO3atTUeS0rJzp076dOnT5m6Ir8YD4tHOVeW7gdaZbXCihWbtGGVVjoe6UhMbhiZDdeQ47MPiY6BjkQi0ZEYSAwM4USik+2zg9itH9Htt+cJPXLm3FDOnZs47Mo/NWHCBHx9ffn0009rLIO6iNpOUigUCsVZ0a5dO2677TZmz57Nnj17aN68+Vn3mZaWxqOPPkpMTAyvvvoq3bp1o7CwkOTkZLy8vPjmm2/4/vvvycvLY+TIkXzyySe8++67dOjQgVatWlV7PCEEjRo1YtGiRWRkZBAaGupWPyhyEF3CuzBz60z+u+W/5fZhERa6eQzGKKXHaWimD4xmkOf7F/k+GVh0Dwyho0kLusXcprLoHuhaPnHrVhN8bG+V5p05+UMCR44kKyuL7OzsyypGDChLjEKhUNRJpJSsXbuWp556ivHjxzNr1izS09Mv6Hy8vb1p3LhxrfRXtEX0yiuv0KNHDzRNKz6q3b59ew4cOEBsbCxeXl4IIfjmm28ICAjgySefJDc3t0ZjjhgxgqysLDZu3FhufaBnII92eJTnOz+PTdjw1Dyxa3bua30fU/tOJX5YPG/eMgGPUkfFRSlvXak5cNqyMax5OG3ZSM1RXCY1Bw6XU64s9SmPdbm5DGrRgujoaCwWC3379q3RvddVlCVGoVAo6hjr1q3j5ZdfJiUlBT8/P3x8fIiPj2fSpEmsXr261hxmq4qUksTERPr164eHR+VbLlVh0aJFNGzYkOjo6DJ1J06cYNOmTW7HsoODg5k9ezbXXXcd06dP55FHHqn2mHv27MFisdC1a9cK2w1rNYy+TfuSlp1GeL1wAj0D3epvvflWFixYABpIQ2LoRtW32YRgU/t2CMPJr81TOOKnIYHoVIPhq9wPL+0uKOCevw7gKTRGX9+fYePGlQnWd6mjlBiFQqGoY/znP/8hOzubGTNmMHz4cDw9PbnqqqtwOp3nXYEB8+Wfnp5OREQEJ0+epH79+jXuKy8vj4kTJ7Jo0SKGDBlS7v2sWbMGwzDo16+fW/lVV12FptV8gyEoKAhd1/nhhx8YNWpUhW0DPQPLKC9FtGnThsjISE6cOIG/vz8pKSksWLAAi8WC0+lE101/mNIWmmKEYEPHDiRekUGhxUz4uDlSo2mGk857TEVGSskPJ09iAN81a0pYvXpwmSkwoLaTFAqFok6RlZXF5s2b+dvf/sY999xTvJ1y6NAhCgoK0HX9gszLw8ODKVOm4Ofnd1bJB19//XWee+452rVrx5gxY8pt06RJEywWC++8845b+fr169F1nZCQkHKvq4w77rgDi8VS4xxMJfHx8SEiIgIfHx/atGnDY489xl133cXjjz/Ok08+SVSLin1XBILgvGC3sgI75BsGXxw/xo379jLtWCadvb2JsNnLTX9wOaCUGIVCoahDeHl5ERISwueff+7m+/Hmm2+SkpLCtGnTzut8srKyiIqKKlY46tevz5VXXlmjvo4ePcqXX35JXFwc06ZNo1GjRuW2a9WqFbGxsSQnJ7uVd+7cmcaNGzNjxowanZJKT09H13V69OhRo/lXREmlxsfHh7tG3kVAQMAZ2wsEfUL7YMFS7HvT+NaRvHf0CK8dPoy3pvFKaChTIlwyGjy41udcF1BKjEKhUNQh7HY7t9xyC6mpqaSlpRWX33333QwePJiPPvqI9evPfCy3Nvntt9/o0aMHAwYMYMqUKbRp04asrCxatGhR5T6klKxevZo777yT8PBwUlJSio9OnwnDMEhJSSmzneTr60v37t3Jz8+v0f1YrVasVivz5s2r0fXVZfz48XTs2PGM9ff0vIf44fHMGDiDZbcvo+fNj7IsL48ePj7MatKUW/z88dQ05BWNoUOH8zLniw2lxCgUCsVFxPHjxzl69GiFbXbu3ElISIjbcVohBF999RURERFMmDCBEydOnOup8t133+Hl5UXnzp3x8/PjgQceqPK1OTk5TJ06lZiYGLp37878+fMZOnQo8+fP56abbqrwWiEEISEhLFy4sExwt4SEBBo3blwj36CwsDAGDRrE8uXLycnJqfb1NWHIkCHl+v506tSJ4OBgAj0DaR3UmqRfkggNDSUjP5+b774bo20bjDZtMJ7+F3LixPMy14sR5dirUCgUFwEFBQW89NJLLFmyBKfTSXR0NIMGDeL+++93a+dwOEhKSmL06NFlXnz169dn3rx5dO3alRdffJFJkyadk3kuXryY2bNns2XLFkaOHMmXX35Z7X6GDBnC8uXLadmyJS+88AKDBw8uDlpXGUIIRo4cycsvv8ymTZvo1atXcd3tt9/O5MmT+eOPP2jXrl2155Wenk5gYCD79+8nJibmvDhKd+zYkZiYGPbu3UtOTg6RkZEEB7v7w7zyyivY7XamTZtG27Ztz/mc6grKEqNQKBQXAfHx8SxcuJCxY8fyxhtvkJWVxfTp08v4diQnJ5Obm8vgM/hAdOzYkQceeID4+Pgax0upiOeff57nn3+e3Nxc3n//faZOnVrtPo4dO8bKlSsZOnQoc+fO5fbbb6+yAlPE3r1mMLiDBw+6pTu4+eabAWpsifL39+fYsWPExsYSFhbGmDFjmDdvHoZh1Ki/quLj40Pr1q3p3LmzmwKzdetWxo0bx7p167jllluUAlMKZYlRKBSKC8yWLVv4+OOPCQgI4P3338disfDBBx/QunXrMpaAxMREbDYb11133Rn7W7t2LdHR0dVWDCrj5MmTLFu2jPvvv59PPvmkRlaK//3vfzz00EM4nU6GDh1aY0tHs2bN8Pb2ZvTo0VgsFtq2bcv111/PN998g81mo1OnTjXqd+LEiRw8eJDVq1eTlJTE3Llz+fTTT3nxxRd56aWXatRnTRk4cCBLlizBZrNx/fXXc++9957X8esCyhKjUCgUF5A9e/YwevRoDh06xOuvv47FFe01NDSULVu2kJGR4dZ+48aNNGrUCB8fn3L7y8rKYsOGDWeVDLE0aWlpvPfeewwYMACn08moUaNqpHxIKZkwYQJ+fn58/vnntGnTpsZzGjZsGCtXrmTGjBncd999FBYW8uabb6LrOq+99tpZKXARERHcfvvtTJw4kRUrVjBw4EBefvllfv311xr3WV127drFkiVLGDhwIL/88gtvvPFGhaeZLleUEqNQKBQXkISEBHRdZ/v27W6Osa+99ho5OTls2bLFrf2AAQPYu3cvgwYNYsqUKW4nlMDclnI6naSkpLBz584az8swDBITE3n44YcZMGAAM2bMoGPHjvz8889uPihVZe/evTzxxBOkp6czZswY4uLiajy3Imw2Gx07duSRRx5h1qxZrFmzhgULFjBgwICz7rsIq9XKSy+9RFhYGMOHDz/n20oOh4O5c+dy2223ATBu3DilvFRAtZUYIcQzQggphJhcokye4fNhJX2NFEL8IYTIFUJkCCG+EEKEVnSNQqFQXEqkpaVhs9koKChwKy/KyNy+fXu38pEjRzJ27Fg2b97MQw89VCZXTlRUFFFRUSxfvpyhQ4cyffr0as3n+PHjzJgxg8GDB/OPf/yDLVu28Mwzz7Bv3z7i4+PLzfJ8Joqi315zzTVERUXx/vvv079/fwYNGlStOVWVosB/tY23tzft2rUjOzv7nAYT3LZtGxEREQwbNoyjR4/y3HPP1VouqkuVaikxQoguwN+ATaWqwkp9bnCVz6mgr+7A/4DPgVjgZuBKoPpu7gqFQlFHuf/++3E4HLz++utu5Q0aNABgxYoVbuVCCMaNG8ePP/4IQIdS8UHatm3L7t27SU1NpV+/fkyePJkDBw5UaS5Tp06lb9++TJw4kZCQEL7++mvS0tJ45ZVXqv0ynTZtGldccQU33ngjO3bs4IEHHmDJkiW8++67te6rcy7JyMhgypQp/Pjjj/Tv3x+bKznjuWDatGkcOXKESZMmsWjRIoYPH37OxrpUqLISI4Tww1QwxgDHS9ZJKTNKfoCbgJ1Syoo2ELsCqVLK/0gp90opfwM+ADpX+y4UCoWijmK32wGIjIx0Kx87dizBwcH88ssv5V63detWgDNaNSIiIrjlllvQdR2n01npPHJzc/n444/p1asXmzdvZt26dYwYMaJ4ftUhLS2NsWPH4unpybvvvsvSpUt56KGHCA2tW4b2Dz74gAEDBvDxxx/TvXt33njjjXM63vz58+nWrRvXXXddsW+UomKqY4n5BPhGShlfUSMhRD1gBFBZ7OtVQJgQ4gZhEuS6blE15qRQKBR1mpUrVwJllZFDhw5x5MiRMttJRSQmJqJpGv379z9j37Nnz6ZRo0Y0a9as0nkkJSXhdDp5+umnad26dTXuwJ3MzExee+01AN5+++1zbr04V+Tl5fHZZ5/Rv39/du/ezcqVK6sVibi67Nmzh3379tGzZ89zNsaliKhKfgkhxN+AB4GuUspCIcRyYIuU8uFy2o4FJgMRUsojlfQ7FJgBeGEe914G3CSlzDtDv2NdX1sDW0q3ucwJAioO83l5oeThjpJHWZRM3FHycEfJoyznUyZNpJTBlTWqVIkRQrQEVgLXSCm3u8qWc2Yl5ndgr5RyWCX9XomptLwHLMX0pXkb+ENKeVcl166TUp454cRliJKJO0oe7ih5lEXJxB0lD3eUPMpyMcqkKsHuumJqX1tKeH1bgJ5CiAcBHyllAYAQoh3QEXimCv0+DayVUr7t+r5JCJEDJAohnpVS/lWN+1AoFAqFQnGZURUl5jtgXamyGcAu4DWgsET5WGAf8HMV+vUGSp9VK/p+7pNVKBQKhUKhqNNUqsRIKU8AbkkoXBaTY1LKLSXKvIFRwFuynD0qIcRMV39FW0U/ANOEEH/n9HbSe0CylLKy84CfVDbvyxAlE3eUPNxR8iiLkok7Sh7uKHmU5aKTSZUce8tcVI5PjBDiXswTSVdIKdPOcA1Syl4lysZhOgw3A7KABOApKWVqtSelUCgUCoXisqJGSoxCoVAoFArFhUblTlIoFAqFQlEnUUqMQqFQKBSKOsl5VWKEEGOFEAlCiBOuBJFNS9U3FUL8VwiRIoTIc/35uhDC6wz9BQkhDrr6CqpkbCGEeEkIkebqe7kQIrZUGw8hxAdCiKNCiBwhxPdCiEZne9+VzOusZSKECBZCLHXdW4EQ4i8hxIeuVBEVjV1p4k6XnErXz6ptOZQY70LK47Ny7vW3Um0um2dECGETQrwphNjkutd0IcRXQogrSrW7nJ4RIS6ydaSW5HGVEOJrlxzyhBA7hBBPCiEqfEecYf24oGuIa8wLKZOLbh25UPIQ52ENOd+WGG/gJ+ClM9S3woxB83fMpJDjgLuASWdoPwP4o4pjPwU84erzauAwsEwI4VuizXvAUOAO4BqgPrBQCHEuk1jUhkwMYD5m4s0WwD1AHypP/VDVxJ0zSrV7oJJ+z4YLKQ8wwwOUvNfSiWkup2fEG4gDXnX9eRPQGFgihCh9svFyeUYuxnWkNuTRATgC3Olq8yLwAvCvSsa+GNcQuLAygYtvHblQ8jj3a4iU8rx/MAPiSaBpFdr+A8gsp3w88AtwnauvoAr6EEA68GyJMi/gFPCA67sfZsybUSXaNMZc7K6vCzIp1eYRIL2ac5gG7ChVthyYXBefkerKA/gMWFhBvXpGzEzzEmhzuT0jF/s6cg7k8RawvppzuGjWkAslk4t5HblInpFaXUPqgk9MfUplzRZCtAcmYGqKRhX6aAaEYmqiAEgzP9MKoJurqANgK9XmL2BbiTYXC2VkUhIhRDhwK1BRFvHS11SUuHOEy+y5VQjxTqlfnRcDtSmPHkKIw0KInUKIaUKIhiXqLutnpES/lNP35fCMXErrSIXyqEabYur4GgK1K5NLYR2p9WekxDWUc12NnpGLWolx7Zv9E5hSoswH+BoYJ6U8WMWuivK/HypVfqhEXShmxODSya1KtrnglCeTEnVfCyFygYOYvw7vrUbXIwEP4PNS5V9hBjHsDbyMaQKdV/2ZnxtqWR5LMBXjPphbBp2AeCGEh6v+sn5GhBB24F3gB+key+lyeUYuiXWkInmUaBOHucX2UTW6rpNrCNS6TOr8OnKunpFzsobUgnnqFUzTUEWfXtU1aQEhmJrp17ji2bjK/wv8t8T3XlS+ndTN1aZxqfIZwBLX/48EnCXHcpUnAB9fzDIpUR+Kubd5E7AVmFqNOf8OzKlCu06uecZdyvJwXR8OOIBbL/dnBDO69xzXNQ0ux2eE87iOXCh5uNq0xNw2e6Oaz/Q5W0Pqqkxc156TdaSuyYNztIZUJXdSZbwHfFFJm8rSCLghhAgF4oEtwJ3SdVcu+gCNhRB3FzV3/ZkhhHhTSvlsOV1muP4MBUomlmzI6V9VGZiOTUGYzksl26yozvw5/zIBQEqZgXkf24UQmZjJNF+RlSTTFNVL3LkO81dENJBcxenXKXmUuD5NCJGKea9wmT4jLge8r4E2mItiZiVTuVSfkfO5jlwQeQghWmG+TGdJKaviwFp03bleQ6COyaSIc7iO1Bl5nMs15KyVGCnlUcqaxWqMECIMU0BbgTuklM5STfoD9hLfrwY+xbTI7DpDt3sxH5x+mL8WEEJ4YnqFP+lqsx5TW+6HadrCdeQtBlhdnXu4ADIpj6KtQo8KW5lUJ3FnG8x/gOlVaAvUSXkUjRMERHD6Xi+7Z0QIYQNmAa0xF5+MM7UtwaX6jJy3deRCyEMIcSXmC2yOlPKxag5xTtcQqJMyKerjnKwjdUUe53wNqa5p7Gw+mL9g2mGa0yTmsbN2QKA8bXbbiemp3NjVvuhjOUOfvSi1nYT5wGwHbilRNgE4iem819ol1DTAt0SbjzD3xvsC7TH/Qv8409gXi0yAIcDdrvtqCgwG/gSSKpKJq9wbM2/Vs+XMLQrzCF1HV7+DMM2MyedKJhdKHkA94B2gq+uaXkASkHq5PiOYP3K+c91vXKl+vS63Z+RiXUdqSR6xmNakWaXqQ+vaGnIhZcJFuo5cQHmc8zXknDxAFQjyJcrft7vHVX/PGerPuIdH+UpM05L9usqEa/x0IB/zFELrUn15Ah8AmUAuZqbtxrUpg3MhE9c/hCTMbON5rofxTSCgIpm4yu/F3J8NL2dujV1yygQKgN2YcQMCLzV5YB6VXYoZ96MQ2I95VLK0/8Nl84yU+F7R2JfNM3KxriO1JI8z9SHr2hpyIWXCRbqOXEB5NK2g31pZQ1QCSIVCoVAoFHWSi/qItUKhUCgUCsWZUEqMQqFQKBSKOolSYhQKhUKhUNRJlBKjUCgUCoWiTqKUGIVCoVAoFHUSpcQoFAqFQqGokyglRqFQKBQKRZ1EKTEKhUKhUCjqJP8PZphY7/AjjqMAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot entire paths\n", "## Plot end locations only\n", "fig, ax = plt.subplots(figsize=(19, 8))\n", "ax.contourf(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='lightgray')\n", "ax.contour(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='k')\n", "ax.set_xlim([-124., -122.15])\n", "ax.set_ylim([47.8, 49.2])\n", "ax.set_aspect(5/4.4)\n", "nmin, nmax = 0, -1\n", "# Loops through the data set in range(n) which means the size of the dataset, and s is defined as the image I think\n", "for traj in range(n):\n", " s = ax.scatter(ds.lon[traj, nmin:nmax], ds.lat[traj, nmin:nmax], s = 20)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [00:04<00:00, 244.17it/s]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoMAAAJDCAYAAABwhh46AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzde3yU5YH3/88158lpciYHsBAERDEKBhURrWaLB4pSrYfW1m6fbe22a7Xu1m3Z/h7r2t1iV7uWbru71T7r2q6uWuuKlHax4gkF0QAaRU4SEAgJOZFJZjLnuX9/TEiYZBCECbHk+369kJnrvu7D5R/z+nJfJ2NZFiIiIiIyNtlG+wFEREREZPQoDIqIiIiMYQqDIiIiImOYwqCIiIjIGKYwKCIiIjKGKQyKiIiIjGGO0X6AkVBaWmpNnDhxtB9DRERE5IjWr1/fYVlW2Wjd/6QMgxMnTqShoWG0H0NERETkiIwxH4zm/dVNLCIiIjKGKQyKiIiIjGEKgyIiIiJjmMKgiIiIyBimMCgiIiIyhikMioiIiIxhCoMiIiIiY5jCoIiIiMgYpjAoIiIiMoYpDIqIiIiMYQqDIiIiImOYwqCIiIjIGKYwKCIiIjKGKQyKiIiIjGEKgyIiIiJjmMKgiIiIyBimMCgiIiIyhikMioiIiIxhH/swaIz5hjFmpzEmbIxZb4yZN9rPJCIiInKy+FiHQWPMDcBS4IfATGAN8AdjzCmj+mAiIiIiJwnHaD/AEfw18J+WZT3U//2bxpjLga8Di0fvsUTkeLW0LqNpx/2EIy2sb7+Up9+/iv29hqpCL3deNo1FM6tH+xFFRMaEj20YNMa4gHOA+4cceg644MQ/kYhkw4qmFfzzm0toC3dTZLeYlpzMy1uuIJo0ADR3h1j89DsACoQiIifAx7mbuBSwA/uHlO8HKoZWNsbcYoxpMMY0tLe3n4jnE5GPaEXTCu5eczdtYT9gOJCw8XqijWTeprR6oViC+1ZuPbqLNj4JD8yAuwtTfzc+mf0HFxE5iX2cw+BB1pDvJkMZlmU9aFlWnWVZdWVlZSfmyUTkI1m6YSnhRDi90BbHXbZyWN193aEjX7DxSVh+G/j3AFbq7+W3KRCKiHwEH+cw2AEkGP4WsJzhbwtF5ARY0bSC+U/Np/aRWuY/NZ8VTSuO6jz/8uVsv7Se1sC+jMeNs3tYWVWh98gXXnUPxIaExlgoVS4iIkflYztm0LKsqDFmPfAp4DeHHPoU8NvReSqRsetgF+/BN3v2VjsvP/Yyb8bfxOfzUV9fT21tbVr9pRuW0hpsoaQHPleYoKTHRocvw8Xj6YVep50bpnt54IEH8Pv9Ga8PgH9v5oc9XLmIiAzzsQ2D/f4Z+LUx5g3gNeAvgSrg30f1qUTGoEO7eMf3juecznNwWKmfEL/fz/LlywHYXj6eH7z1G+JtD2KsKAAdBfCLK2x8stHipVqIuszAdZ3G4iy7j/X2IL2JXKoKvdww3Uvvuy8wIVTM5fEzyAt7CP73frbsbOC0q+sGH8o3vr+LeAjf+BH6vyAicvL5WIdBy7KeMMaUAP8fUAm8C1xpWdYHo/tkImNPa7B14POMAzNwWA5q4uOYHZ9MHh4C4TAbn13P9+ZZeDv+G3t/EDy1/RzO2/1p8qJF9DkOcMNrD/OHWR/QWQCeeA4zDszglOAp1JY2c8cddwDwwAMPMCFUzLz4dJzYAcizPMTXBgie0kbuzPLUg9TflRojeGhXsdObKhcRkaPysQ6DAJZl/Svwr6P9HCJjXUVuBS3BFgByEjnUxMelhbV8vMwJTOKivRHWJzqBVBC8uOlGnEkXALnxYmzOW7nrqcfID7zH7666EgCn00l9fT3PbGzmvpVbae6eQjmGOAnm91//DxUOfj41l/0Hmqle087imkqurb0+9XCr7kl1DfvGp4LgwXIRETmij30YFJGPh9tn3T4wZrDP3sfs8OSBIHiQEzu3bo/ypVNLsCc6OW/3pweC4EFJu5umKdfxqSIvfxF202eLYs0sZEuihMVPv0MolgAMbcA/EaTQ/iBWVZwfTruTkD01521vJMa3t6a6h6+tvV7hT0TkOCgMishRWVCzAEiNHdxUtIm84MKM9caFLSKes/EGVpEXLcpYJ+zMw+ZwApCbdMMbYX709nv9QfCQetj5ceIKIjUVhOyetGOhpMWSphaurSg+3qaJiIxpCoMictQW1CwYCIUf3PMq9r7BJT+fI8oviNCGBW+fS6ysk4DrAPnR4WHtfVecawnThkU5hm8mdtDaN4nUMqLp9lFC2F2e8XmaI7HsNExEZAz7OK8zKCIfY6ULp2KcqZ+Q54jyI8Lsx8ICrJiPSMs1vFbaSMwWTTtvizPOCm9soO5+LP6RagrpzXifKjqpjrRlPFbtdmazSSIiY5LeDIrIMTk4o7dn5S5+0d1LZGgFy8W70ak4ah4fnE3s8rPW6yE65AVgCDduIniJEMLNeRVvcs2U31HiOYAVdhDqqOT2ynvTuoq9NsPimsqRbaSIyBigN4MicsxyZ5ZT+d1zU13DGVjxQt4vW88uz12cteGbfPq579FJMmNdP3kscTzE5RUv8KUzHqfUewBjwOaNk1+xm6Ut36U61IqxkoyLRrl/2gSNFxQRyQK9GRSR41ZV6KU5w17CDlcvczcl+drvLTzxVFlZ6ABtOcNDXBWdLHKsoWzqZsL29FnKSbuhuHgXz/7ka/TszsF4PFT+4B5YmHkSi4iIHD29GRSR43bnZdPwOtMDnNdp58ZZM/jc876BIAjwpU1/wB1PH0foIcKdjicACLsz/yxFPHZ6ducAYIXDtD3wkyy2QERk7FIYFJHjtmhmNUuuOZPqQi8GqC70suSaM3lxSzulfQfS6l7avJHrI6vIJQJY5BJhtmMPO+xn0Gidhis8fEYxgL0r/Xu8pWVkGiMiMsaom1hEsmLRzGoWzaxOK7vjibdo9xYyLtQ9ULbtk+NxlhVyXbIxrW4veTzNFVTv28upU14nmRzsdjYRyF+W/ubRUanJIyIi2aA3gyJy1H7b2kXdmk1UvvgWdWs28dvWrmF1VjStYP5T86l9pJb8KT/ix5eeTtg+uATMexPOIpk8/L9D9+0so2XtKdgpBgyuZBG+33jIaRgMg8bjofyOb2W1bSIiY5XCoIgcld+2dvHtrXvYG4lhMbgl3KGBcEXTCu5eczctwRYsLCzHAXbO2Mhdl89mv7eQJBCJ5X7ofSyni5a3bLz98ClUOR9i3p81cOpn7sVRVQXG4KiqovIH9+DT5BERkawwlpV5SYg/ZXV1dVZDQ8NoP4bISaVuzSb2ZtjxY7zbScMFZwAw/6n5tAQzjOWLF9G3/U4S2PhKwcvEozmHvY+JRsjb8Q4A+aVl3PLzh7PTABGRjyljzHrLsupG6/4aMygiR+VwW78dWt4abM1Yx9i7uMDexIbEBD6w5zDBFh/oKt6du5t3i94l5AjhjXs5e0c50/rP6+3syGobRERkOHUTi8hROdzWb4eWV+RWZKxT0gNnRvdynaeR6hDk5nbicgXZnfsBG0o3EHKGwEDIGeKNU3ezozIAQMAdY/5T81nRtCL7DRIREUBhUESO0uKaSry29GVfhm4Jd/us2/EcsmUcgCtq8bmXktS+3Yg9nlpwsLd3HKZ7IpsLdpCwJdLqJxwW79V0csXbO/jUu7upeWMvd6+5W4FQRGSEqJtYRI7Kwa3fljS10ByJUe12srimMm1LuAU1CwBYumEpLYEW8sM+zt2zEFtBDe6OZ5n9xps0nlVLX24u+X2TCbgH1yCcuynB51+yKOmBzgIwQFHQ4mu/h18QZKln6cD1RUQkexQGReSoXVtRfMT9gBfULGBK+zms+n9vkbS5AIh4YMu0z3Pa1sf4zPoNTHlhFT//yxfIixQR8Bxg7qZE+pZ1PYPX88Th8y9Z3HpG5vGIIiJyfBQGRSTr1i7bMRAED0ra3TRNvppZ17gByCt2c97uT/Py5Mf5/Etx1oybySNnXEG7t4iy0AG+tOkPXNq8EUiNOTzceEQRETk+CoMiklV/99JWHnP2YBUmMW4btcbNrd0vc37eo+TbOzDvj4fGEHOuvojgr6OwA97Jf4ufzryOiCMVINtyivnpzOuA1PZ1nQWG22fdPprNEhE5aWkCiYhkzd+9tJXHntsBkSQGIJLk7WiIFyrDFDjaMcYC/x5YfhtTva/waqFFedcs/nPGgoEgeFDE4eKRM64g7IBHauewoGYBz2xsZu69LzDpuyuYe+8LPLOxeVTaKSJyMlEYFJGsefzlnZBMX8jeJOHJvovSK8ZCsOoe1sZDPOiL0O7xZbxeu7eIpWd9ji2n3sQzG5tZ/PQ7NHeHsIDm7hCLn35HgVBE5DgpDIpI1iRCiczlkQyF/r1UFXqZZOsg10QznmcZw7qac7nzsmnct3IroVj69UOxBPet3Hq8jy0iMqYpDIpI1ti99szl7gyFvvHcedk06pzNzI5twZFM3+HEkYwxObyLJdecyaKZ1ezrDmW89uHKRUTk6GgCiYhkzY0XT0qNGTy0q9gGN+avhsAhFZ1eqL+LRbXVvLUsSnlrIy53G2uLzqfXkUd+PMCcA69TZ29h0cy/AqCq0EtzhuBXVej90GdqbGxk1apV+P1+fD4f9fX11NbWZqO5IiInBYVBEcmaH34ytavw4y/vJBFKYPfaufHiSfywOAirJoB/L/jGQ/1dUHs9AD6fj0Q8yrT4+0wLvp92vV5jeGZjM/et3EpzdwgDLLS9yt86nqTKdNBCKftO/1vg0ozP09jYyPLly4nFUm8d/X4/y5cvB1AgFBHpZyzLOnKtPzF1dXVWQ0PDaD+GiBzG5tUvsvrxX9Hb2YEn30dfoBdbcvh4Q0dBMf9e8fmBsYJX2V7lXucvyTl0jKHTCwt/OhAuD/XAAw/g9/uHlft8Pu64447sNUhE5DgYY9ZbllU3WvfXm0ERybpt61pZu2wHga4IecVu5lw9mannpRaN3rz6RZ578GfEo6lZJeGebux2O0P/WWoBsZ4ubowupWFqF6flBlnSvRfH0Jr9M5MzhcFMQfDDykVExiKFQRHJqm3rWnnx0S3Eo0kAAl0RXnx0CwBTz6tg9eO/GgiCB1mJBFGXRcKAJ2KA1N7EAHlhO1/9IMH8qgxB8CD/3ozFPp/vsG8GRUQkRWFQRLJq7bIdA0EQ4J1TXLxY6+X7wRZKn/wA47mM3omDk0QOjhN0RqFrxum4t+zAFk9faubi0t14DhcEITUOMYP6+vq0MYMATqeT+vr642ihiMjJRWFQRLIq0JV66zdu/xtM2L2cT77UxQ3Fpfzw8v/DtvA4jDMfgF5nPi+UfhKAacH3CXoS5CRyMPHhaw4WODMtVNivf2ZyJgcniWg2sYjI4SkMikhW5RW7yd28mtO2Poa9f+3Aiq4OujucmJz0t3txm5O1ReczObSN9dMOMC3RR57DNSwQ9sTc+FzDA2EcG7dN/hveCJzB4tYurq0oHlantrZW4U9E5ENo0WkRyao5V09m8s7lA0HwoA5vYcb6vY48AlXjiRUU827Ru/SVV2CZ9J+mNe2nDN3ljljSxjdP+zueHvcp9kZifHvrHn7b2pXVtoiIjAUKgyKSVVPPq8ATPjCsvCw0vAwg10Sx51dxTuc5ALw+eSc91RUkHS7AIs8RZmJeN7b+GSWWBX1xB88cqOV/xn1q4DqhpMWSppast0dE5GSnbmIROS6HrhmYX1LKvBtvxlFVSXzfvrR6X9r0B5bOup6o3TlQZifBLEdqJrDDcjDjwAzenv425115NQtqFsADM8C/J+06xkDMsvPzM7887FmaI7FhZSIi8uEUBkXkmA1dM7C3o53nHvwZ86+Yj3n0caxweKDuBe2beL7Qzy6qONAbIZcosxx7Ob+ygYmT3sLtDhKJ5PLXs35AZcWC1EmHWTIm3xlhy5Szh5VXu50ZaouIyIdRGBSRY5ZpzcB4NMILa16g3uPB7vGQ8PtxVFZSc8e3+J+FC4HBnUHKypqYMvV17PbUDiMeT5AtW74HQGXF1aklY4a8GQQI5VXjtRlChwwk9NoMi2sqR6qpIiInLY0ZFJFj1tvZkbE87HTwSpWfr90U4Ibv2vmrb9h59YzBn5v6+nqcTicTJ701EAQPSiZDNO24v7/iXamlYw7l9JI7/27unzaB8W4nBhjvdnL/tAkZZxOLiMiH05tBETlm+SWl9Ha0DyvfU97D6rNsRF2p7y3BFu5eczcAC2oWDCz10tb+HxmvG470TwQ5uMXcqntSXca+8amAWHs914LCn4hIFhjL+pBV/f9E1dXVWQ0NDaP9GCInvaFjBgFsyST/c/EeDuQPr5+byOXy3ZeTEw5Tu3Ej7luaSBYlh9WLhHMZP/6/tD6giIwJxpj1lmXVjdb91U0sIsds+rxLmH/LreSXloFl4YnGOHNPO915mf+RGbQFAejzeHhz9mx6/jgRhqwlnUjY2bnzbB59egXPbGwe4RaIiIjCoIgcl+nzLuGWnz/MV774l9TvbKO6O0BhwJWxbkkvXP/4E3z62eVU721ma/7ZFD5qx3QZLAvC4Vy2bzuf9vYaPFaExU+/kxYI/cuXs/3SejZPP53tl9bjX778RDVTROSkpTGDIpIVvv6Zwm/98jnOaa7gpSm/JW4fXPfPFbP4/ItJDJDb18fsN9/kzdl1lBX/E+VvFhMwYX5pWvhfK58gLnKIESLBfSu3smhmNf7ly2n5v3cNLFcT37ePlv97V9q9RUTko9ObQRHJGt/Chew640ZOPTCHy7rrKLQBWJT2Wnzt90nmvTfYfexIJDir8V1sOSUYY1iLnd9ZpQRxA4Y+Um8Xm7tDALQ98JO0dQsBrHCYtgd+coJaJyJyctKbQRHJqkBXhPwJr1M/YzWfckQBqPyGE4MZVtfbFxz4/AsiQ4cPAmA3qfPiLZm3mjtcuYiIHB29GRSRrMordlNe+z/Y+oMgQOIwK8AYILDyu0T3rKONzJNOEv0rHjgqMy8ofbhyERE5OgqDIpJVc66ejCOnK62s96oESVfmsGeFuoi89Wuu2rMh4/HqwtSi0+V3fAtcQyamuFypchEROWYKgyKSVVPPq8BhG5dWFjo3if/zCWIFNiygz+lgU1UxzYV5qQqJKH/+3h9wD7mW12nnzsumAbCvMI/G6lL6nI6BazRWl7Lv4DVEROSYaMygiGTdtOnfYcuW75FMhgbK9hUXs3dqJYlYfKBsTzK14HR1dwB36AC3jH+NxzrOoCvso6owhzsvm8aimdXQ+CSrH/wPegu87D39E2n38j/+K6bPu+TENExE5CSkMCgiWeFfvpy2B35CvKUFR2Ulk778WZprVhGOtOBxV9K+oZpELJB2TtJmY2tlMdXdATq8BZx9+hOcDVi4OeP0JVRWpIIgy2+jN3pOxvsebn9kERE5OuomFpHjdnANwPi+fWBZxPftI/zjZczo+lvqL32fuXNX09cdzHhu2OkgbHfyH6cvGCgzRHh3y49SX1bdA7EQ+Y5Mc41T+yOLiMixO+Fh0BhTbIz5F2PMFmNMyBizxxjzb8aYkiH1dhljrCF/7j3RzysiR3Y0awAeLrS54kmWnv1Z3pkyKa3cJPanPvj3AjCvfBcOk0ir43C5mXfjzcf7+CIiY9povBmsAqqBvwXOBL4AXAT8d4a69wCVh/z5hxP0jCLyERxurb/YvhYqX3yLujWbsKbVDj9uHDxbOZ81nziTz5yavrVcB6X8/NUm8I0HYLqvnfmV28l3hAGLfFec+bfcqvGCIiLH6YSPGbQs613gmkOK3jfG3An8zhhTYFlWzyHHei3Laj2xTygiH5WjsjLVRTzE/uISLCDv3Tc5sO4VnIccs4D3cqfSVjCRm6b/hjlV69OOlZoOotvu5T/2/ohQ0E2erYM5ef/FLVNWg9MLC38KtQqCIiLH6+MygaQAiAB9Q8q/bYxZDOwBfgPcZ1lWdOjJIjK6yu/4Vtq+wQBhl4tfXn0DABet+yPOeCztHAOc1beHdXNv4O2c84kFt7Br+wxm7LqKvGgRSVcP9lgOWKkIGUiW82LPNyCnhKkLF0Dt9SesfSIiJ7NRD4PGmELgB8BDlmXFDzn0U2Aj0AmcC9wLTAK+cpjr3ALcAnDKKaeM5COLyBC+hQsBBmYTtxaV8Murb2DVuRcCUBDwZz4x2Ys/x8b6oJ3ktll8csdncSZTC0vboz6SJNLGssTxsDZ6C1Nr545kc0RExpSshUFjzD8A3ztCtUssy3rpkHNygeVAM6kxhAMsy/rnQ742GmN6gCeMMd+xLKtz6IUty3oQeBCgrq4u81YHIjJifAsXDoTCL67ZxN7I4JvAnjwfvkyB0JaPry+J3f8bzv/g1oEgOHAY+7BTAl2ZZxWLiMixyeYEkp8A04/w542DlY0xecAf+r9+2rKs9KmIw63r//vULD6ziIyAxTWVeG1m4Psr532KmN2ZVscydnBO4ou/e5AFO2cTLnqXztJ1hD37P/TaecVD9ykREZHjkbU3g5ZldQBHtfqrMSafVBA0wOWWZQWOcArA2f1/Z562KCIfG9dWFAPwD9ubaInZaak6k46qCJXNL0GyF2z5uJ0VBDzNxMtPITdhBwNJR4Tegu0AeMKpLe1SXcWpN4R2u8WcqyePSptERE5WJ3zMYH8QfI7UpJFFQG5/dzFAl2VZUWPMHOB84EXAD8wGHgCetSxr94l+ZhE5So1PphaJ9u/lWt94rq2/i5//awmpf/dNAd8U3jnFxYu1Xvw5Nr649n/JjQ3p9rUlCebtwhMeR8LECea/jytaRD52przzv4xr+wywcBQaJyJychqNCSTnkAp6ANuGHLsEeInUzOIbgO8DbuAD4CHgn07MI4rIR9a/bRyx/v2I/Xtg+W1M932dzf55ALxziosVs3OJOVJdyDlDg2C/pD1CxBEgkrOHSE47FDZxznvPktNsp+2BDwbGJoqIyPEbjXUGXyL1muDD6mxgMDCKyJ+C/m3j0sRCzHb9ms2kwuCLtd6BIAgQcHvJjww5B8BAT+mGga+RSC45Damu4sMtcC0iIsdGexOLSHb0bxs3VJ5tcCixPyf9J2fdpNOJ2YbPGB6qz+Xh+dkXAKkFrkVEJHtGfZ1BETlJ+ManuoaH6E0M7kns60vizx0Mf++Pm0DtgTifaN1CiAguy06UOBwyEzlhDGsmz2DPOZeC08XNn7lyZNshIjLGKAyKSHbU35U+ZhCIW25eD9w08P2KjU3YHU3kRUIE3F5ChVO5Y08p3uSFA3W2mr28bt9MzG4wsSimt4v3L7oagIdv+gu+WV934tokIjIGKAyKSHYc3B6ufzYxvvG0f+J2dr40BUgS9uynMLYdEkkA8iMh/L2/4y9qttLt8FMWK+ZL7Vdxac+5bC4q56dTbPTkFVIQ6B64RYtNP1kiItmmX1YRyZ7a69P2DK4ELqluZdl/ryWUtwtsqSC4vayahsoAzsByTP92422uLn5a+RiNPjtPTb2YcP9Ek578ooHrVbvTF64WEZHjpwkkIjKipp5Xwa9nfp+EI7XJ0Payal6eNhN737KBIAgwd1OCf/63Pr78L7/g4e/fRv0br6Zdx5Da2URERLJLYVBERlxFbgV99j4A1tWcQdzuwJYY3GJ87qYEX/u9RVlP6kepoquDbz/6UFogtBjc2URERLJHYVBERkxwYxv/+fevsH/9N2gIzSBuGQJuLwBJewkAs3JiXHdehK6lUfb/IEpfXQIATzTKV5Y9MXCt8bbYiW+AiMgYoDAoIiMiuLGNJ3/zLktCvfgtJzuTpbwWm0hu/yLTQd91zMqxuLEoBkWAgUQJ+G9KDATC8q7U20NvIszipgdHqykiIic1TSARkRHRs3IX95cb/FPHgccO4QTbt3k5b8dW1p12JpG8uVzpfQjXkH+SWm7ovTpBToOdtuISxodbWdz0INe2v0BqV0rYvPpFVj/+K3o7O8gvKWXejTczfd4lJ76RIiInAYVBERkRyz0JOmf4wN6f9rwO4jMKcW/dwcVbN/LapDMp8QQynpsoBmNPMmvqdhrW3ZAq9E0AUkHwuQd/Rjya2te4t6Od5x78GYACoYjIMVA3sYhk3bZ1rfx8qnswCB5kt7Fu0hnYWkLYX2nDHyrIeL7tAFTO9uOb2L+AtdObWtQaWP34rwaC4EHxaITVj/8q6+0QERkLFAZFJKu2rWvlxUe30N4VwvVyK+6VzbhebsW2LwhA0ONlQ2I8Cezs2nk2iUT63sSJhJ2mvXV4y6JYFsT6HPRV//nA+oW9nR1Db/mh5SIi8uHUTSwiWbV22Q4arSiu94KQWmMaE07g3OQnBjhKXQQtFwA97aew3ZzPxElv4XYHiURy2bXzbNoPTGLH8saBazoa3mTKn6c+55eU0tvRPuy++SWlw8pEROTIFAZFJKsCXWFW58cHguBBJmnh3N6Dq6oSHzY6sAhaLtrba2hvr0mrm9MXTPseb2kZ+DzvxpvTxgwCOFxu5t14c/YbIyIyBqibWESyypnrp8dmZTxmwkkCwNdx4wbWx6uJW+k/Q/Z4nNq3G9PKHJWDO49Mn3cJ82+5lfzSMjCG/NIy5t9yqyaPiIgcI70ZFJGsKp3xFAWbb6LHDD9WXegl4nZS63HznTD8IlnGmhjMdjTjNVHycDNjYwOf2L174Bzj8VB+x7f4bWsXS5paaI7EqHaXs/j//phbtCOJiMhxUxgUkawaN3UPC/2v8t+tF6b1FDtsCe68bBq97SHaA3/ks55H+bK9g4hVSjB+M73xi0k2LaPkL79G2wM/Id7SgqOykvI7vsXzs+fy7a17CCVTbxz3RmJ8e+seQFvUiYgcL4VBEcmqmsnfZn/Xw3iLXsNYB7BihYS7ryBefRG97SE++OMf+DdHDS3xB6iKd3Kn4wkWOv+FaNNLdG9qxbfwJ/gWLky75pI1mwaC4EGhpMWSphaFQRGR46QwKCJZtaHPwboDe7ARBQPG1U3BuP+mJL+Vl55byGuO8YRJzSZupozF8a8CcOWEdQTaZma8ZnMk877EhysXEZGjpwkkIpJVSzcsBSuaVha3IOJ/gTdNdCAIHhTCzX3xG3DmJJj8ZzvZ+Pxi5j81n9pHapn/1HxWNK2g2qmRPUEAACAASURBVO3MeK/DlYuIyNHTm0ERyarWYGvG8u4E9NosYPjMkn2UYAyYaCenv/Zv3HNqHoHxbg4kmnj32Tv596cK8Hb00FZcwi+vvoFV516I12ZYXFM5/EYiIvKR6M2giGRVRW5FxvIiu0WRM5jxWBWdA5/dlsVZu4MYA8UOi7rTIpiJXdiwqOjq4NuPPsR1G9Zy/7QJGi8oIpIFCoMiklW3z7od15CXf05jscAX46rJv8Nhpa9G7SXCnY4nsCzojblY0TyVX797Dl3b+/ctdkHv1YmB+p5olNtWPKUgKCKSJQqDIpJVC2oWcMeMz1JktwCLInuSG4qizPRA8c4ol3S9TH6sFyyLKtPJEsdDLHKswRjId0aZX/k+1Tk97HmlciAQJobkvkN3JBERkeOjMYMiknVfmPV96qvOZsuWJSQS7UQiuWxePZ3I9jCnJbdwWs8WAC6e2sFq+wXczbn46KWeV6m1beXCsl1s2VHOnpenYnfZKM57I+36h+5IIiIix0dhUESyLrVbyKk0W/9OmQPO3b2Jml3P4E4OdvdGC4pZaTuLGKkZwX4KWM6nADjTuRUAKxGge0eE6K5ZjONdYHBHEhERyQ51E4tIVv22tYtvb93D3kgMC2hLwqqaGbgiobR60bJqYiZ9aZgYTlZxIT0xNwDOvBgT5u0ieEobzUV5OKqqqPzBPcMWpRYRkWOnN4MikhUtrcto2nE/vkgLSyjhSW5ijbkISO0W0pPnwxfwD9S3nK6M1/Fb+bzaPhHjSFJ5bjs2p0XVea00+S/gz37+8Alpi4jIWKI3gyJy3Fpal7Fly/cIR/ZhsCijg6/w71xgvTJQ55VzP0XMMfgm0MSimS6FKxFiR7KQCRe1UDylBwBnXpzezo6RbYSIyBilMCgix61px/0kk+ndwG4iXM+jA99319Twx3kL8URjYFnktXyALR5PO8dmizPpjPWccdOOgSAIEAs4wOTxyN+9xrZ1mRe1FhGRY6NuYhE5ZtvWtbJ22Q6q6/dhhm8sQkn/YtIuK8yf2/8fWxMXMqM1SPmBVPkHp3TSeFYtfTk5eEMh7ON6KSnZk3aNZMywb10FDs+FBLoivPhoaiby1PMyL24tIiIfjcKgiByTbetaefHRLcSjSeJ9xThzu4bV6aSEUquN63mUubyKs6eMHdOmUNDQiScO28eN59Hz5tNWXIIn3Ik98Bvmdtv4tM+iyJEkFnCw781TCLQswuGeDkA8mmTtsh0KgyIiWaIwKCLHZO2yHcSjqd1E2ho/Q+XsX2NzDI4DtNm8lCU7WMrXB8omTtzI9tgc3ip2My5wDg9ecwsRd2rmcMhbBu6/YE0XbGhdiysG83Z+gSmds3G40+8d6IqMfANFRMYIjRkUkWNyaCDr3XM+LW9+kViwGMsCj7uK0077RzzuqrRzysftYsqUtUROmcHPr/vcQBAcYHMTLLwegKgT3piwPOO984rdGctFROSj05tBETkmecXuYYGwd8/55BW7+dIP5w6UP/zCb3hy0+V0xwvJj/dyYWgNX7pyIsscJRmvm7SX0Lt5CcbRTbRsJbZEhKR9MPzZklHmXH36yDVMRGSM0ZtBETkmc66ejMOV/hPicNmYc/Xkge/rWur4z3dvoDtRBMbQ6yzgj3n1/OrZVsaRzHzhcAIwWPEioq3XcKDzVdzhTrAs3OFOTtvymMYLiohkkd4MisgxORjI1i7bQaArQl6xm75ZhXz5xffY9z/rqSr0EozEiSbTA2Pc5uS1/HO4aN1z/H7OlYSS1uDBRBLHtsElZSzLxTPjT+OR5+4iYnPgTsZxVKV3PYuIyPFRGBSRYzb1vIqBUPjMxmbuffodQrHU/sPN3aHDnhcq3s76wt/iaNuFo+A64s5iCKeCoKM1/bx2bxFt3kLa3T5O69kLV8wfuQaJiIxBCoMikhX3rdw6EAQ/jKNgI97KpwnaEnj61uDpW4M74STZcg1dvTMBmNK7jQsOrCM/EaDPnsdbFdXM27ePzVM/R0dTmOkj3RgRkTFEYVBEsmLfh7wJPJSn7H/Blr7zSMQeI7/8Ody9Mzmldxv1nS/jtFJ1chMB4gUOVlfchMM9nWS8J9NlRUTkGCkMikhWVBV6M3YNF+U48Yb202IVUkUnPU7/wLErewPcfsBPRSJBq72ZbbY3eOXA1oEgOChOPPwqDvd0bPb8EW6JiMjYotnEIpIVd142Da/TnlbmtVt83/Er1rhvZafnC/yx99sU2VKziK/sDXB35wGqEglsQFUiwUXOf+Oc3KbMN0j2EvY/hLG2jHBLRETGFoVBEcmKRTOrWXLNmVQXejFAdU6SJY6HWBQdXDjaUxRjQWEUp7G4/YAfr2WlXcNmIlxUvvvwN0n2Eg2sYvPqF0eoFSIiY4+6iUUkaxbNrGbRzOrUlwdmgH9P2nGbA+baY1BkqGjKPNkkzxEiaRzYhnUVpyTiUX7/sx+z+vFfMe/Gm5k+75KstkFEZKzRm0ERGRn+vRmLJ+8MMtuRIOLO/PPTZZVS8embyS8t+9DL93a089yDP9NbQhGR46QwKCIjwzc+Y3HJBwl8j9rZWZpDYsgvUMhysSL6eb74hWu45ecPHzEQxqMRVj/+q2w9sYjImKQwKCIjo/4ucHoB8O/ysu3pcWx+vJIdy8vJabBjflxA66uFRIN2LAt64mWs9n+D3u7Bbt95N96Mw+U+3B0A6O3sGNFmiIic7DRmUERGRu31APj//W5a3khiJc2wKj27cziw18eWaZ9n/7hzAcgrHgx/B8cDrn78V/R2tGe8TX5JabafXERkTFEYFJER08hpxN/IxZsM0FeXoPfqBIlisHeB6w9enptwLc6YoTMygedtYXpsFuXuBL6NzQMTUabPu4Tp8y5h8+oXee7BnxGPRgau73C5mXfjzaPVPBGRk4K6iUVkRDQ2NrJ8+XI8gVQQ9N+UIFECGEiUQOi6EGXlO4m5ICdvByXOdjDQFoqy+Ol3eGZjc9r1ps+7hPm33JoaR2gM+aVlzL/lVs0mFhE5TqPyZtAY8xJw8ZDiJyzLuvGQOkXAT4Gr+oueBb5pWVb3CXlIETkuq1atIhaL0ZeTQ+DqbqyhQ//cMHHSW7S31+AwSc5xNLMzmuryDcUS3Ldy6+AyNf0OviUUEZHsGc03gw8DlYf8+dqQ448Bs4ArgMv7P//6RD6giBw7vz+17VxjbS2J4sx13O7gwOdcE007drR7HYuIyPEZzTGDfZZltWY6YIyZTioAXmhZ1pr+sq8Bq40x0yzL2noCn1NEjoHP58Pv97N74ieoDrpx5EWG1YmEPORub8TEoyQcbqYU+tiePxVI7XUsIiIjbzTfDN5ojOkwxmwyxtxvjDl09/k5QABYc0jZa0AQuOBEPqSIfDTBjW203PsGn91fx42RudTEx/H+njoSifR9ixNxG61rS7DFoxjAEY9Qf+AVJk5qJ3rROC765CdGpwEiImPMaIXBx4CbgEuAHwDXAk8fcrwCaLeswY1L+z+39R8bxhhzizGmwRjT0N6eeQkKERlZr61cSetv3iHRHcEAeZaHi+LTyW+ZQ/PeS7HZygCDzVbGnlcn0P1+Qdr5zkSMi974I0mvg8cjAX7b2jUq7RARGUuy1k1sjPkH4HtHqHaJZVkvWZb14CFl7xhjmoB1xphZlmVt6C+3MpxvDlNO/zUfBKirq8tYR0RGzoqmFVS+GsedTB8g6MDOp/LOofLLX08r3/Bvn854nYJAaqxhKGmxpKmFaysOM+BQRESyIptjBn8C/NcR6uw+THkDkACmABuAVqDcGGMOvh00xhigDNifnccVkWxY0bSCpRuW0hJsYUXs5wC8UPAGj5Q9S7uzi7JYMV9qv4qbOTftnKA3QW7IPux6PXm+gc/NkdjIN0BEZIzLWhi0LKsDONZ9oc4E7EBL//e1QB6psYMHxw3OAXJJH0coIqNoRdMK7l5zN+FEGIB2Rxebcnbw08rHiNhSs4PbXF38tPIxSppOY0HNAgCWbliKZ6qfue+U4EgOjlaJ2S02TNlP6e4vkrSX4Cr9HHD2CW+XiMhYYg4ZlndibmjMZFLjBX9PKjyeDvwYCAGzLctK9Nf7AzAe+Cqp7uEHgV2WZS080j3q6uqshoaGkWmAiAyY/9R8WoItA98/6a9jU84O2p0HhtX1ecYRnrCU5kgME+8gt/tJpm9/m3O2FpEbthP0JGiYdoBd1X0D5zhtbn4w9+8HQqSIyMnIGLPesqy60br/aCwtEwXqgdtJvf3bA6wA/v5gEOx3E6lFp5/r//4scOsJfE4ROYLWYPrqUC/5Gg4zqhe6w/vp6O/2tRyl9Bb/BZun/D92Vq897PVjyQhLNyxVGBQRGUEnPAxalrWH4buPZKrXBXxh5J9IRI5VRW5F2ptBIPUeP4OkvSS9wOYmWHg9nr7+MGhZYIafPDRwiohIdmlvYhE5ZrfPuh2P3ZNW5jAOnDZnWpk9aeesjtM4df8ePrP/j7z5+vXse/mTrGv4Blf2BlKVMgRBgETUx9x7Xxi2V7GIiGTHaO5AIiJ/4g6dENIabKUit4LbZ90OwL2v3Ut3ohtv3MuMAzM4JVjBZ7ofY6F5Hq+VmlwyIbKfu6OpEPj7/Lxh17eSTiLtl9HcE2Lx0+8ADNuvWEREjo/CoIgclwU1C4aN6WtsbKR+R/2wuvNZzcpYHffFb2AfJVTRyZ2OJ7j9wLq0MGhZYMUKibRfRrxnJgChWIL7Vm5VGBQRyTKFQRHJulWrVmUsfzF+Jn8X/yoh3AA0U8bi+Ff5ITCpuWtgZvHPJn49Y7fxvu7QSD62iMiYpDAoIsflmY3N3LdyK/u6Q1QVernzsmn4/f6Mdf8p/rmBIHhQCDc/it/IZ955YmDNwfx4gF5n/rDzq3KS2W+AiMgYpwkkInLMntnYzOKn36G5O4QFNHenxvY5vaku3yTp4a2FzFvLtVrpi0/POfA6zv5xhQd5iXBn4pfQ+GR2GyEiMsYpDIrIMbtv5VZCsURaWSiWYEOsGqfTydtFbxO0B7GwCNqDOOy9Ga+THw+kfZ8WfJ+/Nw9TTTuGJNW0s8TxEIvMS7DqnpFqjojImKRuYhE5Zocbw7chUMD3P7+Qxzc8TlNhE+N7xzPjwAzmmDbWkEuCwT2JPUS4x/MIl05ez6vtE9nSU07hZD+fczXyeV4edm3Lv+dwSxmKiMgxUBgUkWNWVeilOUMgrCr0UltbS+W2Suytds7pPAeH5WCy4wBg2JAYT9ByUUUnf+t4nEWO1Jbj8yu3Y/tEGMfsPiJrbXgYPkYwHnbhHFYqIiLHSmFQRI7ZnZdNY/HT76R1FXuddu68bBoAn835M94/0I7DGvypmezoYrKji3wrwN+Yh9Ku57QlyZvZi32jg/Y38qme1YPNMbi/XTJuaNuYgxaXERHJHoVBETlmB9f8u2/5Bvb1Garo4E7v8yyyX8Xm1WWEHn0d76ln4g6VkRuYhC3pJmmLEMzbSa83FfK29c1jbeALBJKl5Nk6yN+/jCnPbiTQlUtL3FB2Vi/OnASxPjvtb+fTFz91NJssInLSURgUkeOyyP4ai+y3gae/uzgKLH+e1bsuJh6P4gkUkx+ciukfJ2hPesjvmUoOIbYxjxd7vkGc1JZ2gWQ5wfU3U+iwU8l6enbn0LM7J+1+Vfd960Q2T0TkpKcwKCLHZ9U9EBsybjAWorcnABjyApMwxp522GAnNzCJtYwfCILVTsPpHjtem4PweX8BG+zEm99IO89eWIhv4cKRbI2IyJijMCgix8e/N2NxviNCb9yDITfj8UjSR6T/c7XTcHaOHUf/riNeuwNr5hcJw0AgNB4P4773d9l+ehGRMU/rDIrI8fGNz1g87xO9OBwurGTmtQUNFh6TWl/wdM9gEBw47nDjrv0sGIOjqorKH9yjt4IiIiNAbwZF5PjU3wXLb0vvKnZ6mX7N34C/jBd//TJJaw7GpC8IY2EnYnmwEcNry/xTZNyFTN/83kg+vYjImKcwKCLHp/b61N+r7kl1GfvGpwJi7fVMB6bPu4Rt61p5/pH3sIYsG2jhwoWfkOUhxwxfSrrPFhlWJiIi2aUwKCLHr/b6wVA4REvrMtrj9zP12n3E+4ppa/wMvXvOHzgeoYDXXe8xLz4d5yE7k8RIsM62nWn82Yg/vojIWKYwKCIjpqV1GVu2fI9kMoQx4MztonL2rwEGAqHfWOyyHwA2Mzs+mTw8BAjzpmMHnSXhUXx6EZGxQWFQREZM0477SSbTl52p7OzhQvNjPOMS9CZK+dfoDTTEpuJxfUCTY/9APafTycJ6TRgRERlpCoMiklWNjY0899xyAoEobvd5TJy4kfJxuwAYtz/M9O0B7EnAQIGjne/Yf8ZXrTyWxP+c6pJS/H4/Pp+P+vp6amtrR7UtIiJjgcKgiGRNY2Mjzz77P8TjFmCIRPLYvn0OAOXjdjF5V18qCB7CGCgxAX5gewhv/c+g9o5h1w1ubKNn5S4S3RHshW4KLptI7szyE9AiEZGTn8KgiGTNqlWr+oPgoGTSwa5dMykftwtPJElLmYumSbmE3TY8kSQ1O4NUtkfxEknNSB4yESW4sY3up7djxVIpMtEdofvp7QAKhCIiWaBFp0Uka/x+f8bySCQXLNhT6WXL1HzCHjsYQ9hjZ8vUfFrKXP0XGL6bSc/KXQNB8CArlqRn5a5sP76IyJikN4MikjU+ny9jIHS7gzjCJWw/JRfswbRjSbuhaVIule1R8BbBAzPS1itMdFdmvFeiW2sQiohkg94MikjW1NfX43CkLx5ts8WZeMo7lG6/FssVzHhe2G0DuwvCfvDvAazU38v+CntOPOM59kJ3th9fRGRMUhgUkaO2omkF85+aT+0jtcx/aj4rmlakHa+treWqqz5DXp4TsHC7A1RVtbCn6QJ+cyCU6i7OwBWBvoQNrET6gUSUAh7CONN/qozTRsFlE7PYMhGRsctYlnXkWn9i6urqrIaGhtF+DJGTyoqmFdy95m7CicGFoD12D3dfcDcLahZkPKexsZHly5cTi8UA6JgR48rip3ETHahj9f8nHrBTti3BOcEO/quygIdyCuhKGoptFt/L+yZnbp2l2cQiclIyxqy3LKtutO6vN4MiclSWbliaFgQBwokwSzcsPew5q1atGgiCAL8tupZf8nV6yMcCTNxF+ebPMe2PDzNt44+Il8/h4fHj+Gevj66kDTB0JW18t/dnPD/jj9gL3SS6I/Ss3EVwY9sItVREZGzRBBIROSqtwdYjljc2NrJq1aqBhaOHTiaxTGo8oZsoBfvOp+K9L2NLpsb+OcOlVG79c/qmQcx6O+28mGV4uHUll3RfBGh5GRGRbFIYFJGjUpFbQUuwJWM5DO8S9vv9lJU1MXHSW7jdQVreK+drj26jIODn/bzxTJ/w2YEgeJAt6Wbizmth0tvD7tPhOJD2/eDyMgqDIiLHR2FQRI7KnPzb+fXb3SRjPoyjG1f5SgqKt3D7rNuB4V3CZWVNTJn6OnZ7gq7tBbS/XkRBvAcwxAIuHOGSjPdxhou5sjfA7/Pz0srLYsXD6mp5GRGR46cwKCJH9MzGZp581U4yVgiAFS8i2notV05zDkweGdolPHHSW9jtqdnBLW+UYcXThyiH6cZL0bB72eng7g4/4f0LWRabj3F0k1v6PF/qO3N4XS0vIyJy3DSBRESO6L6VWwnF0pd9sZJOnt/oHfju8/nSjrvdg2sKxgLOYdd8q201iUNmFQMYwhQ4HsFLgjvNCsAwMZng8q4pNEV6edz1Gu/bUl3VWl5GRCQ7FAZF5Ij2dYeOWF5fX09zQTO9BS0sjJ/NtD8+TM0r95O/73ycebFh5+4ObmZ9z++w0wYksdNGoeNfyHW8DECV6WSSrYO5zg/Is8XAQMAWZrVzCw22fRReM0XjBUVEskBhUESOqKrQe8TyPXl7yHPA19uvY1y8BIPBGS6l4r0vUzPFh3Ekh5ztYE/oVHId32G85yoqPf9nIAgC7LNKOMfRjMOkn5cwSda6mhQERUSyRGFQRI7ozsum4XXa08q8Tjt3XjYNgJbWZUR2/DW3dV2Jxxo+Q7iw60u4ci8Ckw+AM26jIpBLPGcyawM3Ebdcaef0WS7+KX49uSa9G3ng3mjiiIhItigMisgRLZpZzZJrzqS60IsBqgu9LLnmTBbNrKaldRlbtnwPnz2ecYbwnkiCd3tyMLZz8RR+FU/RX+Ms/jpVvTYuXf0dflVZxt+c/h2CedWAoc9byV3WLTybvJDgkJB40NDxiSIicuw0m1hEjsqimdUsmlk9rLxpx/0kk6mxg3FPJ85wadrxzeEkQ3YcJml3s6PmKua+3sBXlj3B5/7xX3htwhU0XHAGOcCFG5tZu3IrG3qqmev6ADuDXcVOp5P6+vpsN09EZMxSGBSR4xKODC5E3X7qU2m7igCELAsww86LuFPrBpZ3dQLQHBmcZHJo8By6q0l9fT21tbUj0RQRkTFJYVBEPrLgxjZ6Vu4i0R3BcXEJcXcHAL1VrwNQ9v5n2RWN8YZzB6FxEWwJN7mBiXjC4wau4Y50AdBWnOparnYPX34GoLa2VuFPRGQEacygiHwkwY1tdD+9fWD3j9Kt12ASg2P7eqteZ930B3ktZzMhEwEDSUeE3oLthD37AbAlIkxuepawy8Uvr74Br82wuKZyVNojIjLW6c2giHwkPSt3YcUGx/D5Wi8AoGPa08TdnXjclezdcyHx+JC1BW1Jwjlb8XU7mNz0LKUdG7j3S19nVd1cvpF4gIodO1jX+F22vFRIoCtCXrGbOVdPZup5FSeyeSIiY47CoIh8JJn2A/a1XkD3dh9bWUdvZweBaVEww8cJxpwWc1+/CwALWHXuhWBZzGU1+7edS2uDncZqixcv8OHPseHraOa2V/v4qwtrRrpZIiJjlsKgiHwk9kL3sED4Qe8m3uxcScJKvQ00sSiWa/i+wTl9fQOfE3YXp7+/hfdqpnGT+Q2+8gSn1iZorHETc6SCpD/Hzv3hNioeXsK153wKaq8fwZaJiIxNGjMoIh9JwWUTMc70n47G7lcGgiCAq70ZezyeVscej1P7diMACZuTxy7/Bu+fMglsBowNf46T9VMGg+BBIbuHJRXXwvLboPHJEWqViMjYpTAoIh9J7sxyCq+Zgr0w9ebPXuimL96TVsfV00Xt+vXkBINgWeQEg8x+400+sXs3SWxsmfZ5nr6kjujQt4cZupYBmt3lEAvBqntGpE0iImOZuolF5CPLnVmetjdw/l+V0dvRztbcU1lbdD69jjwu/2At31jxDM7k4GSTsN1Jwxk3cvEnLqAn5+j/LVodaUt98O/NWhtERCRFbwZF5LjNu/Fmtvum80LpJ+l15oMx/O/EC3hg5nW0eQtJAvu9hSw9+7PcP+ksXrXHGBe2Ml/MSi/3JsIsbnow9cU3fmQbIiIyBhnLOswP8p+wuro6q6GhYbQfQ2RMOffvf09b6Oh+T8Zh+EpFEf84w0PYPtg17LUZrq8oYlXrfpoTdqojbSxuepBr21fRUpHH/8/encdHXd2L/3+dz+yTSSYbISGsgbCIIFgQRXFDRUtRhFu1arW9bely26u91dt6vVq/tv2qX71X7fJra+2m1aqtCyIqWkBFQSibyI4EBEJC9plMMuvnc35/TDLJJINCmEAL7+fjkQfzOZ/zWY5/jO8557zPqRpbSsQK4HaVUTHyNspKr+qv5gghxHGjlFqntZ5yop4vw8RCiKyoP8JAEKAOzRW1CSDCL0a7OORWlLud3FFRxvzSQhgzNJkssvReCBygZlgZ24eBZbUAEIkeZPv2OwEkIBRCiGN03IeJlVLDlVL6MH+3d6u3N8P5+4/3+wohjsygfM8R1y3p2Kv4itoEr7zTxluvVrPgqYc4bdcHXZUmXgPf3Qz3tFA1egAW6YtYW1aYqt0PZeXdhRDiVHYi5gzuB8p6/H2L5Bq0f+1R994e9X58/F5TCHE0bp81Bo/DllbmMHpnB7s0fJ2uLOKEFWdT09u0NtSz5JePsvyKy9g27jR2XTyTwKJFAESiNRmfebhyIYQQR+64DxNrrU2gtnuZUmoe8Det9Z4e1Vu11rUIIf7hzZ1cDsCDS3ZwsCXMoHwPt88aw63PbsRnQUhBnqW4Mm7nPIcDbWjaE0E2Nb/NvrZtAJhmgq1uRanWJA4epOau5G4l7sIyItGDvZ7pdsl+xkIIcaxOeAKJUmoEsBu4Rmv9127lewE34CDZm/gX4EGtdezT7ikJJEKceDW1C6na/RDhyEF2/OUxIL2XMNL8v5kv1JrPbqpKHdoHDcL39L+zffudWFY4VW4YHsaO/YnMGRRC/NOTBBL4GtAALOxR/lNgA9AInAXcD4wAvprpJkqpBcACgKFDh/bXuwohjkBN7cJU8KYU2L2NJNqLU+cj7kOERp2BtttR8RjO+mqcwSYA3PH0nUsSNTWpgK9q90NEojWSTSyEEFmUtZ5BpdSPgTs/pdpFWuu3ul1jB/YBf9Ja/+en3P8a4FmgWGvd+El1pWdQiBPrvfdmpA3rBj4+C9vGf2Wc00W1o5Z3HdsxVddi1FgmrpqPcbc0MGF/PdsqJ/L4VddRV1hESaCFu8+ZlMwyFkKIk9DJ1DP4CPCnT6mzr8fxHJKJIY8fwf1Xd/w7imRvoRDiH5RjzzAGffQf2CNFJNyNhIo3kue1YdOKdfaq9EAQwLARHziEs7Z/xNbKiTx0wwKirmSSyaH8Qm7bsR9AAkIhhOgHWQsGtdYNJId7j8bXgLe11juPoO6kjn8lfVCIf2BtG+oo3fZlDNMJgCNSTP6BmaiOOYMhFcl4nWV3MOU/7+AWKz8VCHYKW5r7qmokGBRCiH5wwuYMKqWGArOAmzKcOwc4G1gOBICpwMPAy1rrnr2LQogTZHHVYh5d/yi1bbWU5pRyTd7NXLBsKB6cafVUt+QRn3ZnDAg9Hg+HSqbS0Jb5996B6Kfm7q7ccwAAIABJREFUjgkhhOiDE5lA8hWSgd7zGc5FgWuBHwIu4GPgN8D/O25vJ4T4RIurFnPPynuImMnArqathl8E/4dZPEL3zOGPjBrW2qsIqQg+7WaIVchOVdtrqDjcFmbRM8uxXTEQ09G7B9CeaOrX9gghxKnqRCw6DYDW+oda60Ktda8uAq31eq312VrrfK21R2s9Vmt9j9a6/US8qxCit0fXP5oKBDslbHEabC2p44+MGlY4thMyIqAgZETYaatltFlKjuVKLjXfyYC2nL0M2/MCtkQ0/WFWFE/LsyyuWtyPLRJCiFPTP8LSMkKIf0K1bZnXg/9dyYt87+CXsSvF2gzJIqay2Gs08k7sDLaQPJdDjDPtB0BDcNe5OPbUY3cr4qPyYWCYnJbncLev4tH1e5ldMbvf2yaEEKcSCQaFEH1SmlNKTYb5fWvdu9nYblLpMQ6bLNKuomxB0zmc3IaL9xIj0IC2JwcsVAScW+pwNb2A078ROHwAKoQQou9O2DCxEOKf2y1n3oLb5k4rs5sOpu37HG8SZ64KETvMN0w7jl5lFga651eSdhKrm5U6HOgYcMzvLYQQIp0Eg0KIPpldMZt7pt9DWU4ZCkVZThn/Nvh7nB49i5WeBHEFw4evxzDSdxQxjARr44OP+Dk6kQ+Ay3Jy0/7ZtG2oy2o7hBDiVCfDxEKIPptdMbvXHL6HtzxMy6HRAFQM3kKus429eycTjebgcrUxfPgGXtoxBjKPIPei7C0URn18peFfuCg4leCSveRMLsl2U4QQ4pQlwaAQIqsCgQAlKA6hUc0GJQP3UjJwb1qdayML+d2O64nSfXHpBDbA7Pa1ZLcSLGi1uL6qa1Ups6VHprEQQohjIsPEQois8vv93ITCBeS9pFA9YjfD1NzU/jYP2H/DIBpQaLy2Jk7PW810+158KgxoBqL5L8PH9Z4RAMT2rya05Ae0vrSAXRfPJLBo0XFvmxBCnIyU1vrTa/2TmTJlil67du2Jfg0hTklLnv4jWxe/gpUI44ybjBtQjf2SNsxCjTtqUbGnjbL69N1E9g9ws21EIYYrRjSaw8d7JzJaFzP64BwM00ls/2qiG58Es+s65XZT9qN78c+Zc7ybKIQQWaWUWqe1nnKini/DxEKIrNm2YjnbX3uZzcPHsGLapQR9+eS1tnDDq3/l7tI/oVTva2oGOPlodA42WzLQc7vbGFW5ht17JpM37vcMOfDvxJa8mBYIAuhIhLqHH5FgUAghjpEEg0KIY7JzdS2rFu4m1BQl1vo4m4ePYckFc0k4kvsTB/MK+M38mxm7+RDXBt/sdX3ViBwsW3qUaLOZDB68jbjfT9mNZ9Hyx+a08/bys3CNvxrlKaTm/jXkzRouSSVCCNFHMmdQCNFnO1fXsvyp7YSakhMDrUSQFdMuTQWCnRIOJz+Y+D3aDVeve0Rcmb+GXK42KkbeBoCtqCvQs5efhXvyFzG8RSilMFuitLywS5acEUKIPpJgUAjRZ6sW7iYR67bdnJFL0Jefsa4VXs/5wyqYOHwIlw0exOIcLxucDprNDGPHQLOpuPndX7C4ajHOcXPBlgwwXeOvRtnTg0odtwgu2ZuVNgkhxKlGhomFEEds06ZNLF26lEAggN/vx9l0BgC7itayeugrhFzNFFffQmv+tUR956auc4XeI7f5t0SJg1JU7FTkvZWPKwiDF2pic03i0yze4zye4wYaKMZtNOLQf+HOt+/kP0bcyHntXyS29UWUpzDju8mSM0II0TcSDAohjsimTZtYtGgR8XgcSK4nWGiLUJW/mbdHPkPClixXVjO5Tb8DSAWEvsBzKJ08f+4Wk6+/qnF3bEziDyjiT9tYFZhI0D+O+dGVhFweVo84jY8GfAWAPwx4mYuH/ATnkGmHfT9bfu8haCGEEJ9OhomFEEdk6dKlqUCwU1vOHlYPeyUVCHZSxMhreRa0psiqxzCbUueuf6srEOzkiCvOfGMvvmgEBeRGw1ywcyOj6utoy7+GBkd6AklPymGQN2v4sTRPCCFOWRIMCiGOSCAQ6FUW9dYTch4mUDObuf3Xd/Eo3yDH6FrPtCiYuXpOe3vascMymbZnK5atiKJ4wWHfy5bvIn9epWQTCyFEH8kwsRDiiPj9/owBYY6VQ1nTWKbt+xy+WAEhZzOrh75CTc5GAOIhO8nF7ZOJIo15MCBDQNju9fYq80XDGGYj0xo/QxwTB7bUOeUwJAgUQogskJ5BIcQRmTlzJg6HI63M4XDwRePbXFh1HbmxQhSKM40P+WNgBatq9/DVkWtw/91Bu+7KGH76QkWkx8/QhM3GpokTez0z5HIzYd9a3BE/7zm3Y3qT95HeQCGEyB7pGRRCHJGJHcFa92zimTNnsuGZVkJWMpO30v02F+X9EoeRPPY7o1yo9/POXsX9RQW8muvjvfE2wOT6tzRFQQj4nFRVXM6+oTlA1zI1pjJodtk5e38rbbZ2/lLyGgWXD2F2xezj3XQhhDipyd7EQohj8otvLEt9/mLxAvLs9RnrhZXino6AEKBz4PiGdT8kN1ZIxH2INt9eLFsUw3RhRAbw7IRH0+5RllPGG//yRn81RQghTgjZm1gI8U/NV+hK7UCSa2s4bD2P1vxHc4DXfDmUJkwOuorBasEXSyaHuCMDcUcGpuprev9QrW2rzfLbCyGEkDmDQohjcs5VI7E7k18lrWbxJ9YtSZhs2rufNw4cpDX/WrRyHjYbOWGEad12H6Fd3ycWmARAaU5pdl9eCCGEBINCiGMzelopF90wFl+hi/dDN5DQzsPWNcmlhVw0UGyvJMQNvD9oKXEjllZPEWdazlOAQicKiNbMg9ap3HLmLf3bGCGEOAVJMCiEOGajp5Vy83XVXDbg19hVDFPn0nM6sqVdBOIL+D3X8CFjuOLgH9BV49jY8jled0FAWWg0AWXxrifANO9rXRdrJ/aW+ZI8IoQQ/UDmDAohsmPpvRAPA1Ab/RVuYz1++xNEzPEEzS9hUYRltHHhsCeoH9rApdE6drWOYXXtVLa7TLa7zNStFB4O6iIuwc43cFOCoi6kadtQJ8vJCCFElkkwKITIjsCB1EcFhK2LCMcuSqtiWD6Kdn2FuMOgddD7fGn8MwCsrp2aVu/saITV7f8f/+3xYFfJtQVLUbS8sAtAAkIhhMgiGSYWQmSHf3Dqo0Uuy/LW0GDvnRxiWC6Kd11D9aqvsO+1e5ntOZB2fkJUc064gAmurkCwk45bBJfs7ZfXF0KIU5UEg0KI7Jh5Nzg8ALyVt4yflj1NYSI/Y1VHtICyqU/iKfqI0Kb5jEtEAI3LCDIzbGDDwHOYbyezJdpPDRBCiFOTBINCiOyYeA3M+SmBunJ+l7+IqBGjyZZhE2Ig4W7EsMcomfgi2nRxWZvF029+nxdfuBeHdgEQtjJeii3f1V8tEEKIU5IEg0KIrAl87KFmpYsGb4zBrYPZaOwljplWxzKi1I/6KwB2bxMATquQgjYLBbiiybKtEZNEj5TkBCaBcfK1JYQQ2STfqkKIrKl7+BF0JEJREE5vPp29tgZW2LcRczWi0cTdDdSe9ntaB70PgDtqUel+OxUAAoysehnDjFEd12xsN2k3NVprQjrGO/ZtLNy+9EQ1TwghTkqSTSyEyJpETQ0AX3jLonqiF4Aq+yFaB6yicvT72GxdvYSGqRm5J4TP9ycc66cD0D7FRF21ktGFK4m35VP34Xxer55Em28PUW/Hnsdh2LRpExMnTjy+jRNCiJOU9AwKIbLGXlYGwIytGnusPVVeX1/Brp1nE4nkoDW4IyZjd7ZSVh/DZ2ugtG4t7VNMAjeYmEWAAoevhdKpf8A2/pmuQLDD0qXSOyiEENkiwaAQImtKvnsryplM8Ji6dhO2RCJ1rr6+go1r5lCyoohz1zRTVp/cgi6YcKKB1qtMdI/cEJvdZPiIjb2eEwgE+q0NQghxqpFhYiFE1vjnzKH55d00v/87hu7bR9RmsGnSGQwzhnKWOZIcPNg5kzb7H8mxv03cMni3bgRljjBmYazX/Zp25VGzZgC+0Fq03Um0pJyEvwi/338CWieEECcnCQaFEFllKzqTZaf9LXU89pDJ1OKx2A0HACYltCS+Q3vCzprGAyzO8fLBN6IED3gosGlm++NMyTFp2pXH/nfK0AkDBahEDHfNx8RtNmbOm3eCWieEECcfCQaFEFkVttrw2vIodpczseACvPY8VM+dRHDTFP9XFuc8xMoJTZh2DSiaTcWzzU4ghmfNAHQifSaL0hZ5gQZJHhFCiCySYFAIkVUfNC7HP+Y6JkfzcVvqsPW89jzWj2rpCAS7xLViccDBVSFHxusiwRbuuece/H4/M2fOlMBQCCGOkQSDQoisequygC9FCnFb+hPrtSeCtHm6lpqJBSYRq5uFTuQTsregbK+gzVCv6yy7E0gmkSxatAhAAkIhhDgGkk0shMiqd6ddxsDIJweCMZ1gc+BtcsK25HFgEtGaeehEAaDQiQL+VjANVPrvVa0MoiXlqeN4PC7LzAghxDGSYFAIkVV12Djkzjw8rNHUYvF/VYwHvBP5ylsWLhzE6maBdqbV3Zo7mlVFF+K15QHgtuUSKRtGwl+UVk+WmRFCiGMjw8RCiKwqdzn4eaWT/94SxWN1lYfRPECYv5Fce1B5CjjvgziGz8ePBuRnvNe63Eoeyf0MkAwkf+te1quOLDMjhBDHRnoGhRBZdUdFGe8MdvHj8S5q3AqrozeweyAIMCDcDMD0lS2U53sz3quErh5Gy2vgcKQnlTgcDmbOnNkPrRBCiFOH9AwKIbJqfmkhAM/sr+KNYAJ/u0XQsDjg0tCxw4jdinP1/ldZNm4oEaeDy7b/lndzp7IrpzJ1Hxfw9Y4LlMOgeE4lc2x5LF26lEAgINnEQgiRJRIMCiGybsLHMRrWhEjEkuPEfsvg8rAD0FQbAS6rewOnI0hEJXv6fOEAM2Nvoe2Kj1yjKHLbWaBdXBK1UeNWPH2ah/PK7MwvnSjBnxBCZJkEg0KIrFu1cHcqEOzkQDE7FKVo7y9p8nmIOtO/fhxmgunBNWy+8QLabQb3a80Puy1P89KO/UBXz6MQQojskDmDQoisCzVFASh3KC7NtXOl386luXaGuPxMOFBP1GHLeF1eKJkZ3GxahHusUxi2NPdV1fTviwshxClIgkEhRNb5fCblDsUkrw2vTaGUwmtTTPIauAdNxR1PZLwu6PvkzODqaLw/XlcIIU5pEgwKIbLuHN+fOM1tYO+xJ7HdMHCNv5oxNU0YVvowsibZM7jgTw8ydtfGjPctd2Xeok4IIUTfyZxBIcQx2bZiOSueeYLWxgZyi4qZcd1NjGMh+42vZKyvPIWUtyS3mdtRVkjEkfwaUh2Boz8U4PK3XsSpFO25hUzbsxVfNEyby8PY884/Po0SQohTiASDQog+27ZiOW889nMSseQcwdaGet547OeEx0zBqyL48PS6RoebAChvCVHeEmLZuGFEeiWTmFzw4XuEi4dgt5L7F/uiYQ69s4xN/hzJKBZCiCzK+jCxUmqBUmq5UqpFKaWVUsMz1ClQSj2plAp0/D2plMrvUWeoUmqRUqpNKdWglPqpUsrZ815CiBNnxTNPpALBTolYlCWxKayx7yaOmXZOo7HCzShPMiNYeQp7BYKp+/iKUoFgJ9mLWAghsq8/ega9wBvAQuDhw9R5GhgKXEFyqtDjwJPAHACllA1YDDQCM4Ai4I+AAr7TD+8shDgKO1fXsmrhblob6gHYOmoiK6ZdStCXT16ohS+se4sq+yEApiZG4sNNiAh2bHiKRuGbdX/qXt59v6TdDPZ6hnZk/u0nexELIUR2ZT0Y1Fo/AqCUmpLpvFJqHHA5cJ7WemVH2deBFUqpMVrrHcBlwHhgmNZ6f0ed/wQeV0rdqbXu/X8OIcRxsXN1Lcuf2p5cR9DIZWvFCJZcMJdER/AWzC0g5PaSGw1TZT+UCgoBxig/50YnYFiuVNm4wun8vfF1jG75JAnDIqYiODMMM8texEIIkV0nYs7gOUAIWNmt7D2gDZgO7Oios60zEOywhOQOVZ8Blh+fVxVC9NR9QWm7+zxWTBufCgQ7rR5xGhfu3Jg2zGsYCah8hVpzLSU752OLFZNwN1JbuZqVdfVM2l5ATsRGm9tkw+gAg1Ub7Y56NhdsJmwP40l4GNcykRlTZh3X9gohxMnuRASDpUC91jq1oqzWWiul6jrOddY51OO6BsDsVieNUmoBsABg6NCh2X5nIUSHzgWlAeyucRnXBvxo4BDQmrnbthIyIrhcbQwfvp6SgXtpZS+Npe/TeAjONMNcVR3m2qjFoUo7D+f7We4u5vTm02mnnXUD1mOpZEAZdoRZP2A9K4NnUlA7RnYiEUKILDmiBBKl1I87kkE+6e/Co3iuzlCmepRnqnPYcq31Y1rrKVrrKQMGDDiKVxFCHA1foSvt2N9uZazXXjaCL+gZfDUykys9xRTmN6A1NCUUzzQ7SBwczpjdcTxRCwWUJhI8EGjnnsbxDG0byuaCzalAsEscR/NzshOJEEJk0ZFmEz8CjPuUvzVHeK9aoESprtVoOz4PoKs3sJbePYDFgI3ePYZCiOPonKtGEuu2m9xFm8LYE+m/0TyG4s6x5eTPq8SW7yK39hzuO+Dnuwe83FvjIa/mHG4I7cWmYuk3j4e5hPcwDIOwPZzx+YbZKDuRCCFEFh3RMLHWuoHkMG02rAJ8JOcFds4bPAfI6Xa8CvhvpdRgrfWBjrJLgSiwLkvvIYTog9HTSrlz1wEmrQ/hb7cY0pBgYHOC6gHJ3UEGuxzcUVGWHMYthZzJJby0oZqGD5pRwIhqL2O2hLGPyvyV4gzX4XSDJ+Eh7OgdEFq2ItmJRAghsijrcwaVUqUke/VGdxSd1rGG4D6tdZPWeptS6nXg10qpr5EcHv418EpHJjEkl6bZAjyhlPoeyaVlHgR+I5nEQpx4111SwW1D9hO2unoEPYbioTFDMs7lmzu5nIe2lVC4N8S5HxYRtUIE4y78zmivuvgHEwmYlLaXsidvT/IbooPNshEpvoY7Ksr6o1lCCHFK6o+9ib8BbACe6jhe3HF8Zbc6NwAfkAz6lnR8/mLnSa21CcwG2klmGj8LvADc1g/vK4Q4SvNLC3lozBAGuxwokr2BhwsEAe54fzdVBQ+w5uxf8eiN/4eVIy+kcUMOViJ972LTUHxY2sLB/F3sy92XFgiioaJ5EH/9f89xyd/f67/GCSHEKUZ1S+o9aUyZMkWvXbv2RL+GEIJkIPj7UIBRDdWpfYZDLg9mY4TbN/2OAWe04vCaxMM29uZ52T/dxd37fQTpnZiSH7Lx2M+iKLebsh/di3/OnBPQIiGEyC6l1Dqtdcb1mY8H2ZtYCNGvnmxpYVTLQS7YuRFHx7qDudEw8Twb1375Z7Q6PHx14TNc8veVWE6Nx24SLDNJ7xZMCuQkANCRCHUPPyLBoBBCZEF/DBMLIU4BL22o5tz7lzHiB4s59/5lvLShOmO9hNNg2p6tqUCwk8MymbZ3G4eKBvDQDQv429TpGDHFulVTIJ55lxFtFPK3qdOT962R5WWEECIbpGdQCHHUXtpQzR0vfEg4ngzwqlvCfP/ZjbS8vJvPXzmWnMklqbr2mIUvmnmZmNxIOzPXvMvSs87jsc9W8vTZG2jN2Yw2vSjLQHXbo04rJ60F1/LQDcmRlMur9/ZfA4UQ4hQiwaAQ4qg9uGRHKhDsFAV+GQ5x6Qu7AFIB4YJGO9p0oW29M4e97e3c9uJvaHbvYl/Bu4R8cRSg7O1oy4aV8KBsYXQin9DA64j6zgXg8blf4CZn5gBTCCHE0ZFgUAhx1A62ZA7E6tDouEVwyd5UMDhsS4iG9uG05u2Cbj19tkSCiR9swh2LEbItR/VIZlOGiU64CO36IRqIjizvek5BEf6LJ2e/YUIIcQqSOYNCiKM2KN+TsVwBbxDDbOnqBQw1RXFHBpIbrMTb1gZa421rY+qavzNs3z4AWnyZt7RTjhYAtNuWVl7udmahFUIIIUB6BoUQfXD7rDFpcwY7WcADRDA8Dr7UUeYrdKUCwnOWv4cn2tzrfgWtBk15vZe50vF8tKFIVOamyhymlkWnhRAii6RnUAhx1OZOLue+eRMwuq3+Mh7FX/HxJrmcEdG0bagDknsZQzLQq6q4EtNI30rONBxcuOMc7GZ6uc10YGuYyRlON7l+N2iNv93kB27/YRe3FkIIcfSkZ1AI0SdzJ5fz3Wc3MjZqY1bEgVMrNimTYms71a3vsuz+IB6vn3BZOZb7dDyRcg4NPAuAiqqXcUebUR470TOLKDHnccHukawe+gohVzO+WD6XOXzYph3gz3EPAYdBfkTzHX8B/3ZexQluuRBCnFwkGBRC9Nk5dg9ntWgcHQtEt0a20dz+JpBcHDrcHsBW1UZwaCPrSxRn1F6OHjiVQ8UjOW3HQgaHVtOUY/DKJC9Xbh5J5YYfYvc2MmDCi2we5uRxvkrM6QagxaN4yGyltLZJegaFECKLJBgUQvTZ+RE7ZkfgB5CIvAvdjgFMncB2qJrN46vZXL4aAGdM8/VGi9I6O8XLGygs/4DKzz2Comve4HP8kphyp90rbGnuq6qRYFAIIbJI5gwKIfrMDKUHflitGet5I+nZwDGn4s8XJr9+3PEYX134LA0UpdVpoDjjvaqj8T6+rRBCiEwkGBRC9Jmv0JVeYORmrNfmNnuVNeZ1fS5pauQ5biBK1/2Kach4r3KXI2O5EEKIvpFgUAjRZ+dcNRK7s+trxO4+j56zTxKGZt2Y3svJFAW7PtcXFLFSnc/jfIN6itEo/sVYjFulrz/oMVSvZWXaNtRRc/8aDvxgBTX3r0llMQshhDgyMmdQCNFno6eVArBq4W5CTVFyfGNAaWKRlYTNIMqZxzvTLmLdaVMwzEZyWp7D3b4KZ0zzhbeSgZ5pOFg//ir8bSYrvTPYEj6H/xzVwj1jLmVCbRP3VdVQHY1T7nJwR0VZ2nzBtg11tLywCx3vuFdLlJYe2+EJIYT4ZBIMCiGOyehppYyeVkpg0SJq7rqbmrzTaT/tC+wdXcSDEzxE7MlMY8teTGvhV/BGDL7+2grO26qJuAvYPeJKdnsm4nr7EG5D43WEOBRYRI2/nfmlV31iskhwyd5UINip53Z4QgghPpkEg0KIrKh7+BF0JEJpZC3UreW/LvkpEbs3df7qQ2/yX3t+Q3m0jsjkIv4+6gY2By5gqzPOEm+cRMcC1s0JH3/YPB931ULmLPspiZoa7GVllHz3Vvxz5qQ9s/u2d0dSLoQQojcJBoUQfbZtxXJWPPMErY0NXHHwIN02JKGusCs7+OpDb/I/Ox/EayWDNK/ZwHT3z2hvO8iv3fNSgWCnmOXkz3UXccXB/wtA4uBBau66GyAtILTluzIGfrZ8V68yIYQQmUkCiRCiT7atWM4bj/2c1oZ60JqwI/235cBgVzbwf+35TSoQ7OQwLKb7XyZopA/zdmrwFKQd60iEuocfSSvLmzUc5Uj/GlMOg7xZw4+2OUIIccqSnkEhRJ+seOYJErGuAG9HaSETDtRj18mFo++oeowfTLyNsM1NeTRzhm+eI0purI3TBm9jXuUrFLmbaYwU8MKuz7GnamSv+omamuSHTc/B0nvJCRwAz9UEHTdhttux5bvImzVc5gsKIcRRkGBQCNEnrY3p6wDWFCbXGBxT24Q3YXJN4E3sOyzuq1hAtauEIdFDve4RjLu4Nu8vnDl+My5bcjHpYk8zN5/2DA27h/aqby8rSwaCi/4d4mEAcmIvkON4Da7/KUy8JtvNFEKIk54MEwsh+iS3qPcOITWFuaw7fwrjtm1Fu4qYX7+UtauvzRgIxi0n79YP5zNnbEkFgp1c9jhDLqhKK1NuNyXfvRWW3psKBLtuFk6WCyGEOGoSDAoh+mTGdTdhd6YnatidLmZcdxMAxufuRytn2nmtk3/BxACWBb7F9uAgHL5YxvubBZrawmIsFIcKi9n/ve8nk0cCBzK/0OHKhRBCfCIZJhZC9Mm4GRfB+2uIPPU0rkiMqNuJ+4brk+UAE69BAaG/fJ8co5lWs5j3QzewK3IBAK3OJhZe/AajIz68nlCv+zeoYm79yc9Sx4NdDi4F8A+GwP7eL+QfnP1GCiHEKUB6BoUQfRJYtAj11DO4IzEUJP996hkCixZ1VZp4Da22EYTMIg6EYE/9+0Sa/5dI4DckzDVcVnMZu/aNI2Ha0u4dxcULkakUVt9K8b4vUlh9K/WNbyVPzrwbHJ70l3F4kuVCCCGOmgSDQog+6Vxkurtey79seo4y24ccaFO8WVtJKOFIllutuBu34wg0ETw0lp07zyLW7gcNTbqYP0QuZmvDKmxmIwqwmY3kNf+OxVWLk0kic34K/iGASv47R5JHhBCir2SYWAjRJ6llXj6pfOm9YMZYUTechE7v/VPawlVXTcJfRGP9KKKHTucLegZvzy6n6sB1KHrMJdQxHl3/KLMrZicDPwn+hBAiK6RnUAjRJ/aysk8v70jqaE1k3hFEJboCvpARZvO07zJhz7nEdO85hAC1bbV9fFshhBCHI8GgEKJPSr57K8rtTitLLf/SqSOpI9eeea9gbe/KNna52rF7Gxm1t53ShJmxfmlO6TG+tRBCiJ4kGBRC9Il/zhzKfnQv9kGDQCnsgwZR9qN70/YO3jBhDmGlmFGyF7tKD/C0MoiWlANgqATDh68HwB21uKW5BbeVvk2d27Joj7cz8Y8TueyvlyXnDwohhDhmMmdQCNFn/jlz0oK/nr7fso7JRQXcYjRxKbt4t244rQkXLptFpKCMRF4h3rY2Bp+5npKBewGIuJK/Ud1aE+nY2s5vWnwjEOSBouS5mrYa7ll5D0ByDqEQQog+k2BQCNFvattqeTXXB8A9VgOn+etT56yEomaVn+A+Lx/P8KbK/zgkn9/GvUSMroGLqKF43Zu+nEzEjHQllAghhOgzGSaRUHm0AAAgAElEQVQWQmTN87VNTFm5hbLlG5mycguugssBuKU5gKejl6+TYdcMOKMVAMeSAVgdy848TXogCBAxDD7wpM9PBEkoEUKIbJBgUAiRFc/XNnHbjv0ciMbRwIFonEN512H6zqfUzJwQ4vCaWEDZqgCOlVeQaCuk2VRH/ExJKBFCiGMnw8RCiKy4r6qGsJXs/Zu55l2+uvBZSpoaaCgsInCpgwIV73VNxG3wyE8cfMl3D5Xv+tDvzaNk5H9T52zq/QANdIsTXaaDW868pZ9aI4QQpw7pGRRCZEV1NBnsnbnp91R7fs0tC5r59rds7Chton1tPqaR3uNnGrB7uJe5hQ7OnTWL/HmVWB7NzXVzcFqOtLpO087s5hmUxApRGoqDigWvRBj91f/lT68tTRuafr42QyAphBDisKRnUAiRFeUuB/WNb1Gbs4y4A0DR4IdfX2HAa06mV+Ywcm877qhFxGWwe7iXQwPduHSAbSuWs+KZJ2htbMCdewZfPHAXdp1HyNnM5kF/4zKrkouDZ6FrNTrcRHTLiySq1/D61OE8ZPiIdgSiB6JxbtuxH4D5pYUn7j+GEEL8E1G6x6Tuk8GUKVP02rVrT/RrCHFKeb62ibv/Ng/DbOx1rjigubssjFXU+7qWuJ8DfxrBIEcFA3MvZWvUTvcZhjZDcYYLhri6frvqRJTIhif5l2/eyKGiAb3uOdjlYO308dlolhBC9Dul1Dqt9ZQT9XwZJhZCZMX80kIMM/MQbWMe6F0eev701ECOGWJ4pZ2zij/LR7H0QBDAtDTbIulXKrsL1/irqSvMEF3SNWQthBDi00kwKITImrLDZPcWtSpiZzromSesAIfbJPfsDwgNWkP4MAMVmcqVp5CSpt69kJAcshZCCHFkJBgUQmTNLWfegtuWvh6gKwHfKvs8dkfwsNdpe5yGyufxHGZVmUzlOtzEVxc+gyuWvu+xx1DcUVF21O8uhBCnKkkgEUJkTeduIM+++DNGboKciA1Hfi6n3ziDTcGXKfY0H/bahLuRcW6DD8JW+pxBYJw7/XerNmNEt77I5dYBCqwQj7h8VEfjlLsc3FFRJskjQghxFCQYFEJkxUsbqnlwyQ5y9u9kZqMbu04AkGgJ8cZjP2f/qBl4zg0y0dhEIb3nFtojhQxx2QDYFrEI62SP4Di3kSoHQEHh9RPIefCPAFQCN/Z764QQ4uQlwaAQ4pi9tKGaO174kHDc5Obm1alAsFMiFqVkfwOPqFs4m5V8lV/homt417CgPD6ahL2VwfgY7DRIaDAU2FTXGLEJFF8zhpzJJceraUIIcdKTYFAIccweXLKDcDw5uJtrhjLWMVqbsQw7KzmfKS2bmeF6k5hL4Y5aVOxpI7/+Db5vDeVANIfpDetQsTh2I5cJ+RdQmXcaYQ22s0olEBRCiCyTBBIhxDE72BIGIFHqIZjjz1gn6Osqv6p+GUaPhWY8xLjT9hRn1axFxZJLwySsVjY0vc6r7dth/mhG/svofmqBEEKcuiQYFEIcs0H5HhKlHhKn5/PO2ZcSt6cv7WJ3uthy7uUATNfvUDfCIuK2gVJE3Da2j86lZoCTEiOAo8cQMyQg8h6jp2VetkYIIcSxkWBQCHHMbp81Bmt0HtgMtldO4vULriLg86OBttx8Llvwba7/7Gw8huIansKypa8VY9kUVSNyCMZdGe8fCjbStqHuOLRECCFOPTJnUAhxzOZOLucbLfWp4+2Vk9heOQlILix994xJjOs459+aeaHoiMtgVevgjOe8tjyCS/bKfEEhhOgH0jMohMiKwYfZ9aP7biATPo5hhjOvAWhYmtbTNcpupZXblJ2JBedjtkQzXieEEOLYSDAohMiKOyrK8Bjpw7/ddwPZubqW5U9t59DGuVgJZ6/rLZtBYWWQIefX4MxJZiZ7bXlMLbqcYbnjseVnHkIWQghxbLI+TKyUWgB8AZgM+IERWuu93c4PB+4CLgLKgBrgWeBerXW4W71Mu5R+U2v9q2y/sxDi2HXu+nFfVU3G3UBWLdxNImbRuv9sAEomvojdm1x8uttSghSNijI+djF51WenypTDIG/W8OPTECGEOMX0x5xBL/AGsBB4OMP5sSR3mPomsAsYBzwGFAELetT9GvBKt+NAtl9WCJE980sLu7aC2/Qc/PlaCBwA/2BCTY8Citwh76cCwUR7IU07h9OwJUS8zcDps/jM1Zcw7LwvElyyF7Mlii3fRd6s4TJfUAgh+knWg0Gt9SMASqkphzn/OvB6t6IqpdRPgB/ROxhs0VrXZvsdhRD9bNNzsOjfId7R2R/Yj8/WgBq0m7KpT2LYYwA4cpooPr2ZcGMZLbv9xEI2Vv9xKdHQEs781nfwz5nD87VNyd7G5Qdl72EhhOgH/yjZxHlAph3sH1VK/QrYA/wWeExrbWWoJ4T4R7L03q5AsMM5OU9SNbE2FQh2sjk0g6bVsVLNYMW0Swn68vG3tvDtF5+jwO7lLm8xYSs5a+RANM5tO/YDSEAohBBZcsKDQaXUUOA24P/2OHU3sBwIATOB/wGKgR8f5j4L6OhZHDp0aH+9rhDiSAQO9Coa7V3Bfm9xxuoOX4IlF8wl4UgmlgTyCnjomi/hSsRTgWCnsKW5r6pGgkEhhMiSI8omVkr9WCmlP+XvwqN9uFJqILAEeJMe8wu11j/SWr+rtd6otf4f4P8Atx/uXlrrx7TWU7TWUwYMGHC0ryKEyCZ/5vUCzUTmjOAmXZgKBDtFXS6C3pyM9auj8WN7PyGEEClH2jP4CPCnT6mz72gerJQqBZYBm4Evaq0zZQ93txrIU0oN1FofOppnCSGOs5l3p88ZBJ4vu4JnHVP5kvU4LiM5VBz4+CzqN80jHi7kO94Wlk30sGXYpy8hU36YNQ2FEEIcvSMKBrXWDUBDth6qlCojOQS8BfiC1r02I81kEhABWrL1HkKIfjLxmuS/S+9NZRPfN/Z7HDwQg4YQ80ctwn6oktp1N4PpRAH57Raf+3sbQCogzNcWUZs9baj4Qlbwr4lnWLrsEG5XGRUjb6Os9Krj3UIhhDhp9Mc6g6VAKTC6o+g0pVQ+sE9r3aSUGgS8BRwEbgWKVdciY/Vaa1MpNafjHquAMMk1Ce8lmUAi2xAI8c9g4jVdQSFQvXwjjl2NrIlMYU3NFBYEXPh1+kwVpwkXbwqzZZgLhxkht+E3OCJr8NmLCPo/z6V+uM78FSoRASASPcj27XcCSEAohBB91B8JJN8AftjteHHHv18G/gBcBlR2/PUcWh4B7AXiwLeA/yU5r7GKZELJL/rhfYUQRym13EuGxaUPp9zloD5ipo7zLJXcuLgHf7tJYbQOgn8hEl2TrGM2UtL8Wyq15t4gNJseCmya2f44U3LCVO1+SIJBIYToo/5YZ/Ae4J5POP8HkkHhJ92j51qEQoh/EM/XNnHbjv1HvdzLHRVlfM+9HzoCQmeshbiroFc9d6yJwQfupsaR/vU0om0wz1JFvKM3sdlUPNvsBGJMoSYbTRNCiFOS7E0shDgq91XVHHa5l+4Cixax6+KZbBt3Gm9f9R1aH1jPbbVOFgRdjI3aGLX7JQwzfdaHYUap+GghtXZbr+fWOZqI6/SuxLhWLA44cLvKstQ6IYQ49ZzwdQaFEP9cDresS/fywKJF1Nx1NzoSobZkCttLPosVNlCA3zK4POwg6Mxh7I6n2V1xJVFXIa5oEyOrXqa0fS2lCYUtMpzTm0/Ha3ppt7WzpWAzjY7eO1I2m4qKkbf1V3OFEOKkJ8GgEOKolLscHMgQEHZf7qXu4UfQkWSSx+6KK7Fs6cvFOFDUDLuMUe/fSWnd2lS55dA0jjubLxzay+7EZ7BrO7sThayPnEFb2wXYba3YBr6K078xdU2x9sl8QSGEOAYSDAohjsodFWVpcwYBPIbijoquodpETdeQcdSVeR6h6fDz8wnz+PK2V8mNRoi4bMSud7E78DXe8m/lvZHjCbk8qIiJbWcQe22YhJlHomYeAE7/RlyWk28P+/d+aqkQQpwaJBgUQhyVziSRT8omtpeVkTh4EABXtImou6jXfYJK8/rw6bwxbBqX1C9jWulaRp0T4ePEb1jON4mpZG+i9thJnJ6fvG9tGLSTWN0sBnk+ZnrzVCo/c3p/N1kIIU5qkkAihDhq80sLWTt9PDUXTWLt9PG9sohLvnsryu0GYGTVy70SReJo3nEn15q3lI32CfkMvbCRRKKZ57g+FQim2AwSo/NShzqRzwXVF+Noz2Xp0qX90EIhhDh1SM+gEKLPamoXUrX7ISLRmrTdQPxz5gDJuYOlNeswCvLZNXQ2kbiDoEoGgttdXWsOzhn9CoY9uUVdA8WZH+buyjDOIZb6HAj0TioRQghx5CQYFEL0SU3tQrZvvxPLSu4/3HM3EP+cOamgcBxwATD8B4sz3qvI3Zz6XEwDDZT0rtSxPqENkzPtB1LFfr8/C60RQohTlwwTCyH6pGr3Q6lAsJNlJXcDORyvK3N5Y6Rr8elreAqnjqSdV6bGsTOIT8WYbt/LSHsTAA6Hg5kzZ/axBUIIIUB6BoUQfRSJZt71IxKtyTh8vL7djm3A83DgKnp+9byw63PcPP4ZXLY45/IuAM/pG2mkmIERzdd2BIitfxWn93y0Go9lRNElh7hozmeYOHFifzdVCCFOahIMCiH6xO0qIxI92KvcbvNnHD5+I5gLuSFcg+JED15L942JV9dOBWBe5SsUuZs5I7aW+TtOw187HYD9UVjnvRSUAwXYLDf2phG4wxmGk4UQQhwVCQaFEH1SMfK2tKAPwDA8oBSW2Xv4+Dx3hGV4qDAa+FhFadfJbOOxURvnR+zktcxgz47zeGfAKq44eBDbupdpDf8B5Slky5Q7UTZ32j0TMYtVC3czelpp/zdWCCFOYhIMCiH6pHPXj57DwVu3fi9j/UKbxd8+PsTb1lg2D1rK6RVrsB2qpHbdzaCT05dztWL8oWnkfPRndDg5L1CHm4gamScbhpqiGcuFEEIcOQkGhRBH5aUN1Ty4ZAcHW8IMys/l9lnPMPfc8tT5ZHDYe/i4ffdUXq+9GlW+mxljnsSwx/lo89VgOtPqaWVn9/DPUlr7fqrscAtX+woPk5EihBDiiEk2sRDiiL20oZo7XviQ6pYwGqhuCXPHCx/y0obqVJ2Kkbclh4u7Ce45i+oNNxOySiiZ+BKGPbm3caK9d4AHvbewy7Rwtd1pcM5VI7PQKiGEOLVJMCiEOGIPLtlBOG6mlYXjJg8u2ZE6Liu9irFjf4LbNQi0xh0xad44F7NjjqDd25Sqa/c2ZnyOK9qUdlxat5YRHz0LhIBkj+BFN4yV+YJCCJEFMkwshDhiB1vCR1ReVnpVck7hw6dDYD8b4109gIn2Qhw5yWBvwIQXqV17E9rsNtxrxRhetSjtfsrt5pz/mM/lHYtYCyGEyB7pGRRCHLFB+Z6jKmfm3eDw4DMaiLgPsWr8Pm5x/g838Bdu4ZdsHuakdMoT2D2NgMammzk399dMqXgD5TXRaJr8Nsp+dG9qNxMhhBDZJT2DQogjdvusMdzxwodpQ8Ueh43bZ41Jq9d90WnXtDLy173MGzkzeXvsGSRsya+dBkp4XH+TL5U+yaiDu0jUjuSmgq9jNzTkQv7wMBEU2877Jv5LJBAUQoj+Ij2DQogjNndyOffNm0B5vgcFlOd7uG/eBOZO7som7tyzOJlRrIkaQbZa5aweOS4VCHaKKTfPmv9K80d+mhte4tEd5/HLnZezsWkGAG40Y9//83FsoRBCnHqkZ1AIcVTmTi5PC/56yrRncTTqJeTKPJQc8Bok2t8EEgC0m228VWcHZjCpcAW74iW89sADhMNh/H4/M2fOlC3ohBAiiyQYFEJkVaY9i12uNnzRMCG3t9c5X1sLhmMkds8MlJGLtlpJhFewquEARuEYXuZSEuFkcBkIBFi0KJlcIgGhEEJkhwwTCyGyyu0q61U2fPgGpu39ELuZSCtXVowL/74ZR85lGLY8lFIYtjwcOZcRMQbzN30eCeVIuyYej7N06dJ+bYMQQpxKJBgUQmRVpkWn/QNrcOUHmbbrfXyRdtAaR6wZX9PjTKwdjOoR8CnlwOk9nyC5GZ8RCAT67f2FEOJUI8PEQois6tyz+L2t9+GngUaKeI4bWFl6PoXmrXjqfk33UNEwrs18I+UjYrfjNs1ep/x+fz+8uRBCnJokGBRCZF1Z6VV8Z9swdI/yNv/nyW3+HUrHUmUhZzO5sUJ6CngN3q2cxAU7N+KwugJCh8PBzJkz++vVhRDilCPDxEKIflHucvQqi/rOJeT/PDntNtCQ026jxVqO1vG0ejEbLD3Dy0cDh/D26EmpTGS/38+cOXMkeUQIIbJIegaFEFm3uGox7v0PUxw5hGUros3/eaK+c3EqC29iP1e8X4ov0vn18zFxxxupbOJAjo1lEz1sGZbcou6jgUP4aOAQBrscrJ0+/sQ1SgghTlISDAohsmpx1WLuWXkPETOCAmxmI7nNv6PAYeeuSZ/H3f5Znt37M8avtbBbycEJK76DNquK1y+8iu2VkzLetzoaz1gO8NKGah5csoODLWEG5Xu4fdaYT1wLUQghRBcJBoUQWfXo+keJmJG0MqVjlISeZ37p14HZzP7ebLatWM47T/yBULCRVm8eb51zWa9A0J3Q/OW9NgZGNA0eg6bALqLbmzFbotjyXeTNGs6bxNO2yKtuCXPHCx8CSEAohBBHQIJBIUTWvLShmppQDaje52rbatOOx824CJtzHKsW7ubBS7ygel8UtUFZJJmGUhK2aH+/6x5mS5SWF3bxgKM9ba9kgHDc5MElOyQYFEKIIyDBoBAiK17aUM0dL3yIMTQfw9nS63xpTmnywyv/Aev+wM626SwPfosEbvztbgI5tl7XDIz0zEdOp+MWtfFYxnMHW8IZy4UQQqSTbGIhRFY8uGQH4bhJtH4W2uqRSayh5EAlzb/9Bqz9LWiTVaEbSeAG4KJNYRyJ9MDPbWr+bWf0U59bkqkbEhiUn3kvZCGEEOkkGBRCZEVnT1wiOJlIzTysWD5agxXLBwVb8laRt++ZVP2QVZz6PGFfjNl/b8PfZoJOBoX/tiPKFbXp29dl8k2PD48jvVfR47Bx+6wx2WiWEEKc9GSYWAiRFYPyPVR3CwgTwckAKHszvsoHSNjiGKqr989nNBCySlLHE/bFmLAvRovX4Gdz8tmcbxCpBrfV9QyNRnXrCVQOg89fWUk+cckmFkKIPpJgUAiRFbfPGpOW1QuAiuEsWZI6NOn60jnH96fUnEGArY4E73gStBoa59sRlo3M4fT8aj7XVIgPNyEiVIerGGIfjNeeh73ATd6s4eRMLmEukjkshBB9JcGgECIrOoOxB5fsoLqlHWVvwVmyBKd/Y6rOS55C5rU2YdhhtHcFAKtCN7LGKGCJN06iI6PYiJjYt7eyWdfQ5tqGisdw1lfjDDbxAZBbPIAFD/z+uLdRCCFORhIMCiGyZu7kcuZOLmdx1WJ++O4jRHUyAeTCwBS+XDeXAYkCDsYayLU/QZ5nOcP1SnI++pBfjP0xCZW+P3HC1GzzjOHMj35LItaVSGJ3uphx3U3HtV1CCHEyk2BQCJF1sytmA/DQsrs4ve0Mbqm9Ebd2AvBxtI5NtR7aEzNwx+OMCTZR7ynIeJ/6sOayBd9mxTNP0NrYQG5RMTOuu4lxMy6CTc/B0nshcAD8g2Hm3TDxmuPWRiGEOFlIMCiE6BezK2YzO9RGzZ/tmJ2BYOsW/t74OqZOgIKI08GHQwZwRssHbCzovQ3doHwP42ZclAz+utv0HNZL38GwOnY6CexPHoMEhEIIcZRkaRkhRP+ZeA2m7lpCZlPzO8lAsBvLMJgR2MzXAy7GRruWiPmk5WHir/6wKxDsYFgR4q/+MIsvL4QQpwbpGRRC9CtbvhuzJcprpXYenv41gr588kItzFj9Jqd9tClZSbeSpw2uiDhRxAgOdHL7rDFcdGA9u753E4maGuxlZZR891b8c+ZgD2fe8s4ermHKyi3cUVHG/NLC3hWEEEL0IsGgEKJf5c0azp/fq+InY11EbMldQYK5BSy5YC5AMiA0cgGwa7jOk8vNPziXwKJF1Nx1NzqS7AFMHDxIzV13A6DMYvLs9b2e1WoWcyAa57Yd/397dx5fdXHvf/w1Z88espEQQAwCgoigCG4oGAWVUq221qv3qm2ttZvLrdraxfKz9tpb26v22tvW7liV2ooL0ooWUVFxQbG4sAkigSSE7Os5Ocv8/jjJISc5SCDnJJa8n49HHsmZ73znO9/pt8cPM9+ZqQBQQCgi0g8aJhaRlMqYUcT/Tc3A74zvygu5PayZfTbgwuU7LZbeWh+dOVxz192xQLCb9fupuetu3uJKghFv3LFgxMuqzv8AoCNiuWN7VQruRkTk8KNgUERSrsqGE6Y3Z+biSj8bl3dyLM2ZHWH+X+fTWVmZ8JxQVRXFi67i+fav0hwqxFpDc6iQZ1q/zL1Tzonl2x0IJvcmREQOUxomFpFDsuXVatY+vo3W+gCZeV5OPn88E2cX98n3SHU9DqK7j/SW3R6JCwStDdJY+xS+LU3UZUNhc99zXCUlTJhdDHyJRx8/i5baAE3pDp6dlsa7R+zrLSz1ugd+kyIiw4CCQRE5aFterWb1A5sIdUY3Dm6tD7D6gU0AcQHhI9X13Li5gikNIbZkOwn0HCoOR8jd1EI7naRZNzbSQqhjDe7gVk55u5AnZka47IVWfD0mHxufj6Ibro9dZ+LsYh6pruenmyvoiOzb9zjNYbilrCSFLSAicvhQMCgiB23t49tigWC3UGeEtY9viwsG79hexem7Anz33QDPFbn4+UQve3yGIr+lZEsLm2rbaG2+H0e4Na4sdwQyW0v41Xnvc+lzlvxm8IwaFZtNvHHN6riFqBefexH/m3ckuwNBSr1uzSYWETkICgZF5KB1T/LoraXOz31f/Vxsl5DdgSC/2NpJWgTOrQ5xbvW+br5q4NNAVq9AsFtmIMJLxzh56RgoySjh6U8/DcDGNat5+r57Y1vUtdTupePPv+f+q7/G5HnzEpYlIiL7pwkkInLQMvO8CdNtpIW2pjxW3d/E9b/6PXmROkb6bcK8RV0LBbY4MxMe7073OX1cd/x1sfQ1S5fE7VUMEOoMsGbpkoO+DxERUTAoIofg5PPH4/LEf31YGyQS3IY7Yz7vn9DAsglTqHPks8eXYHVooMVGwFrWjphF0MQPUgSNi7UFUykK5nGv81QWPv5NWJwLd02lpbbv+oIALXW1ybk5EZFhJunBoDHmamPMamNMozHGGmPGJcizo+tYz58f9coz1hiz3BjTZoypNcb8zBjjSXZ9ReTgTZxdzLzLjiYzz4u1lki4mWDb0zjc4zHGzTNHjaHTRHsP753goSPBN403HOBL9Q8za0QDHZOm03zUcXRm59HszOSF/DO4JP1kHt5ezombH4SmCsBCUwVZ7sRD1Fn5BQnTRUTko6XincF04GngceCuj8h3G/CLHp9jLw4ZY5zACqAOmAPkA38kugHV15NcXxE5BN2zee/76udivXUm4zwA6sy+yRsrR0X/Dfe1rZ2M9NvYv0ArPE0ESo7A5XDiaqrDW7MbE+ok4kpnEW7m4yHHtQQH8cHfnMIPeLp6IqHIvgjT5fEy55LLU3i3IiKHr6QHg9bauwGMMTMPkLXFWlu9n2PzgWOAI6y1FV3l3Qz8xhjzHWttgtXHRGQozLnk8tiEDhtpYWLGekoDJ7Pbt29W8cpRHlaO8pDT0sTVD9xJujOb1pFFkJOLq6kOX9WHGBudnewLtROo+wcf4qK0oO/Q7+ScaOC5pnNObDZx94QVERE5eEM5m/hGY8wtQAXwF+BOa21n17GTgY3dgWCXlYAXOAFYPag1FZH96g7C1ixdwujIH5iX/RLf3v42N066mQ6nL5bPFezktFdXAtAebsZUteBiXLRH0MYvUxO2Id5qfoaTCjJx0tL3mmN9TL7h9ym8KxGR4WOogsGfAeuJDgPPAn4EHAlc1XW8GNjT65xaopsY9N3iQESG1OQ585g8Zx4bvz2b3287jpbNAc6rfoQXTpxPbWY+2S3NnPba00x5f0PsHGNtbGg4EX+nH4ejHXpPRna4ofzWFN6NiMjw0q9g0BhzO/CdA2SbZ619rj/lWWv/p8fHDcaYZuDPxphvWmvrurPt7/T91PFq4GqAsWPH9qcaIpJEG9es5unteYSsE4CyLRuZsOldplbs5Z9ji8D0nVVsQp1YlydhQJjpDmAS7WnszYJpFye9/iIiw1V/ewbvBv50gDw7B1CPV7t+H0W0t7AaOLVXngLASd8eQwCstfcB9wHMnDlzf4GkiKTImqVLYoFgt7DDweaSPKzLjQmH+pzTkZZJoLCU3IqtcUPFDifMKdyR+EIdDcmstojIsNevYNBaW0t0mDZVpnf9rur6vRb4rjFmtLV2V1fa2UAAeCOF9RCRQ7S/df78bhf+otH4qnfGBXxBl5tVp5zDpgnTOXrrW5z+6jNktzbhSzOMPHkXR9bXQaJVZHJGA/DY+t3cuXIzlY0djMpN46YFk7hgRmkqbk1E5LCW9HcGjTHFRN/rm9iVNMUYkwvstNbWG2NOBk4iOgmkCTiR6BI0T1hru3sXnwbeBZYYY75BdGmZO4FfayaxyMdTVn5BwgWh04Jhwu40/CVHxN4RbM3I5rmT5rNpQvTfgZsmTGfThOkU2Bru4csAvF+TxTHvd+DoOYTsToPyW3ls/W5uWfY2HcHoMPLuxg5uWfY2gAJCEZGDlIodSK4hOjnkga7PK7o+f7LrcwD4LPAc8B7R9QZ/DfxbdwHW2jCwEGgHXgL+DCwDbkxBfUUkCWadfAHOXjuJOI2L46fOYfrOCiKZubRNmEbr5JlsPWEe75dNjcvrsAHOCz+ItVAfMvwmvRTHJ38OOWMAE/296Gcw7WLuXLk5Fgh26wiGufHrEpIAACAASURBVHPl5lTfpojIYcdYe/i9Xjdz5ky7bt26oa6GyLBS9aPX2F7xJhsaXqA93Myu0jBvHt1Ig6eVfE8BZbvLGNM2JpZ/a+Fo3p46k5qwxRGuI6PxYXzta2PHDYYNV2xIdCmO/NaKhDPJDPDBjxYm+c5ERFLLGPOGtfZA6zOnzFCuMygih5FwY4Ajso7hiKxjeDb7NR4qeZCAIzrEWxuspaGgAYtlbFt0tv+EvbuY9Mxe0lqP5uXRj/N+YfzrwMUZ+19FalRuGrsbOxKmi4jIwUnFMLGIDEPOXG/s7z8WPhELBLuFHWHeGfFOXFrEGSDdn8Pc7Zdw1N4TAPCnn0z9qLvYkP/fzHz5XR6pru9zrZsWTCLNHT9zOc3t5KYFk5J1OyIiw4Z6BkUkKbIXjKNx2VZsMMJed98ADqDDFe3N25mxk3dGvEOHq4PMUc8ye+cnmF3xCd45wkNL3hfAEQ0sdwWC3Lg5uhHRRcX79jvuniSi2cQiIgOnYFBEkiJjRhEAzSt3UBjMo8bTNyBMC6WxM2Mnbxa8SdgRnQDS6mvg+fFLOX3bZ2nLvTgWCHbriFju2F4VFwxCNCBU8CciMnAaJhaRpMmYUUTJt2bxn+U34+uxLzGAJwKzGsbzzoh3YoFgt5AzyCtHLCfizAfgU3ue4fVXLqby+bm8/srFzNr5t0G7BxGR4UbBoIgk3cKyhSw+ZTElGSUYoCQY5rbaWu5t+xt+V3vCc9o9TTjCdXxqzzP8dMudjAnswYFlTGAPP91yJ1XLfj24NyEiMkxomFhEUmJh2ULGtI5h1apVNDU2sYVWxrCG4lArVW7D6JbRTG2YSno4nXZnO1uyt7Bg93PcaB8kPRK/9UhaJEBo/X+zpXQRE2cXs+XVatY+vo3W+gCZeV5OPn88E2fvf/axiIjsn4JBEUmJDRs2sHz5coLBIBhoIpPH7ULOr3KzMvdlptUfh8tGv4Iywhkc13AcDhyMpC5heZmOWtY+vg2A1Q9sItQZ3dqutT7A6gc2ASggFBE5BBomFpGUWLVqVTQQ7CFsInQEDbPqZsYCwW6Orq+jJrISltcSLqC1PsDax7fFAsFuoc5ILFAUEZGDo55BEUmJpqamhOmtxg+W6HYhCaziVBbZf+AxoVhaMOLlldbLyMzz0lofSHhea32Ax9bv1nIzIiIHScGgiAzII9X13LG9it2BIKVeN7eUlTChZtd+83syPZS1r+Mc+xo5tNBEFqs4lbeZDBD9HXFztn2FLGctLeECXmm9jA8i85h3/vjYu4K9OTNd3LLs7diexbsbO7hl2dsACghFRD6CgkEROWSPVNdz4+YKOiLRnYK7F4m+6vV/9Ml7LBsp5yVy2lrAgunqGcylhUVE80cDQQc7WhZyv//zGAfYCGTmeZnXY5JIz3cGAVweB8/7QrFAsFtHMMydKzcrGBQR+QgKBkXkkN26ZTsdkfivkY6IpbO1JW4U+Fg2soh/4KFr6LfXELGHEOWRNbzmGkcklE2hfyQuj4N5lx3dZ1LI20d4+L8L89gTCZPTHuGc7UG+OnscP3o0fm/jbpUJ9jAWEZF9FAyKyCFZsX0FdaFRCd/9a/WmkRWIBmFbC0t5ouwUvub9JqWBGm7Zfh8X7V3V55wc08ZG13NUjA4yPyONL5x5KRNnF9O2vobmlTsINwYIZLl56kgne0rcYAxNGU6eOM7F6Ud4GJWbxu4Egd+o3LSk37uIyOFEs4lF5JDc8+Y9OMKJl4HZOuFY3G43WwtLeX7SDCp9RVjjYJevmBsn3cwjheVx+dtCZ1AZ+B0/b7qT32y/FU9eRSwQbFy2lXBj9B1Bb0uQm9/xs6CyM3Zu93Z1Ny2YRJrbGVdumtvJTQsmJfnORUQOL+oZFJFDUt1WTYZ9mJa8L8TvJxwJcMVpJzFh4mj+WNVGyNlrGNnp446yq2O9g/WBL9FuPwEYjIGRoXyu3LGQW+79PCsyX+fctjT+7XmLt60Vk5aHZ8qn+JrnJFaO8sTK3B0IcsEp0fcCNZtYROTgKBgUkUNSnFFMVdtaANpyLybizMcRrqO042kuKv4xFOfRUvdWwnN3e4uwNtoj2G4X0nus2Wu9fLr6kzR0vsIlT7fg7XrV0HbUE3jrfvIAzjgrlr/U6wais4YV/ImIHBwNE4vIIbnu+OvwOX342teSX3kDhRWXU7rnFhZPPSOWpztI622Ufy9PVU9mt/9q9vc1VBjK49LnLL5QrwPhTvwbH419THMYbikrGejtiIgMWwoGReSQLCxbyOJTFlOSUYLBUJJRwuJTFrOwbGEszy1lJXg7O+PO8wYCXPnQwzi3RUh3Ze+3/L2uevKbEx8z7fVgLaO9bn4yaQwXFecl5Z5ERIYjDROLyCFbWLYwLvjr7aLiPCpvuo/fnP9ZavLyKaqv46rHl3LW6y/jLD1xv7uQRLD8oehxPpMNhQkCwtpsKKq4gnVXbEjSnYiIDF8KBkUkpc7Z/QFnfffaPuneYz+FSRANWix/y32e53LWMb28nZNCLbjTwwTbnez9ZxY1lek8ONdQnFHc51wRETl4GiYWkZQquuF6jM8XlxbxWBy+/IT5DYZg1k4+09bGpb4mPBlhjAFPRpjiWU28uaidN6ZlcN3x1w1G9UVEDnvqGRSRlMpZtAiAmrvuJlRVRTjP8PqicUz1G0r8ffM7c71cUPEflHhW43LY+GMuy0JfG8W93k0UEZFDp2BQRFKuZ0DYXlrBT2ddxwlVXr77boC0CKQ5VpPjWoLT1GJNCXW+S3Ha2oRljQwGFQiKiCSRgkERSbmm5cup+t6tWL+fN3JdRCr/izfCdXx2Uj5fqzmKK1ufwGGiu4yYjkrSIm8RJh+X6RsQNoe85Az2DYiIHMb0zqCIpFzNXXdj/X7WTDH86lwHznAdBghSxy8KXuHvmfu2kWsLnUFT5zU0ha4gYr1x5QQjDtZ1HDvItRcRObypZ1BEUmbDhg2sWrWKpjmnkd7ezvJxz9DpCcfl8TsM94zIZWFbOwDNoSuw+OiIzIMgseHjkM3nH3tHMu7S7w7FrYiIHLYUDIpISmzYsIHly5cTDAbBGNozMmjMCCfMW+3a1zMYpiD2d0dkHh2d84DokjPjLg0zec681FZcRGSY0TCxiKTEqlWrooFgD4nWFQQoDkVifztJPHFkj8/BexOOS14FRUQEUDAoIinS1NTUJ81icUWccWmuiJPP7z0Zv8eFBXxpS7Bdk0m6dTjgfyd4uGN7VSqrLCIyLGmYWERSIicnJxYQloVGcmJoPEdWZnJXyf1x+SwQYAIvzc7t2p7uHbIqf0/h+5/G5c8n6Kvj9gmlrBzlwQSCfa4DPd5NbGoiJyeH8vJypk2bltobFBE5TCgYFJGUKC8vZ/ny5YzpyGNOaDJunCwpXE7YEYnLF3aE+VPREr5lI2CigxUto16hZdQrAOylgJXmVwCUet19rhP3biLRHsnly5cDKCAUEekHBYMikhLdgZh3aQ1uokPDe931CfOWZkUwGGyv9CBOHuYyANIchlvKSvqcm+jdxGAwyKpVqxQMioj0g4JBEUmJpuXLSbvrbkKVlbSm5eGZ8ikKx+dR4+kbEH4yJ4h19J1c0kk6a83pjPa6uaWshIuK8/peJ8G7iR+VLiIi8TSBRESSrnvHkVBlJQC2o57AW/fz75uOwRvxxOX1RSJku3r3CUZl2BZe+ME3WFW3PWEgCNF3Ew8mXURE4ikYFJGk695xJE64k5Of/SfXVl1KSTCCsZaSYIjFtfWkBSIJy3HWQ6iykqrv3UpT13uAvZWXl+N2x79L6Ha7KS8vT8q9iIgc7jRMLCJJF6pKvASM7ajn2LqZPNDaRr773th+xFUfhNg0MYuIc99QsQlA1uPRdw2t30/NXXeTs2hRnzK73wvUbGIRkUOjYFBEks5VUhIbIu7J78vj5bYwae2ncVqWpcx3P05TS+GeHBqDp/Hh+Hdxp9fjrI8Ggunr9q1JuL8AE6IBoYI/EZFDo2BQRAbssfW7uXPlZiobOxiVm8ZXL7ue4//31rih4rDDzbYjoz17HRaebZ5DXfAMxnijAV9mlWXbphAnr/0uaYGGPtdwlfSdSSwiIgOnYFBEBuSx9bu5ZdnbdASj+w7vbuzgO81hjp0/hZuf/yd5TWH83hFsL/ske0bOip0XBjb6I7FgsKPrtcHtZZ/k6M0P4ozsWy7GOC1FF510wLq0ra+heeUOwo0BnLlesheMI2NGUfJuVkTkMKRgUEQG5M6Vm2OBYDcbcfO251y+/JUNuMJpfOG1H8T2JQ4FNhLyvwiRFvyOLD50nEFp5hTe80fL2DNyFn6nobTySYrqawlnOwgs8rP76KX4XnqBsvE3UlJ8fp96tK2voXHZVmwwGlWGGwM0LtsKoIBQROQjKBgUkQGpbOxImG5DuQCEnEHa3E1kBnOjgWD7M0AominSwut1T7E9EOGNka28OvZJWr0NOMjDZJ/LbW1Pk1W8MzaxxB+oZNOm7wD0CQibV+6IBYKxOgQjNK/coWBQROQjaGkZERmQUblpCdONqzH295oJ7xF0Eu0R7A4Eu4RtiN3+VTw/fimtvgYwEDH1uJof4P2MXXEzjAEikQ62b/tJn+uFGwMJ67G/dBERiVIwKCIDctOCSaS5nfGJphNP0UoA5jbN5Pt1pzPL44BIS8IyXEE/IWf8lnIB4+Cxdm/C/P5A35nFztzEefeXLiIiUQoGRWRALphRyh0XHktpbhpgcbga8JYsw5PzFnObZnJd1WWUBAxjvU7SndkJy2jzhROmN4T7blEH4PP2nVmcvWAcxh3/lWbcDrIXjDuo+xERGW70zqCIDNgFM0qZt+tNav7fzQRbLQ3Zhj+dYfiC93x8dl/P3LQRp/N63VOE7b6h4qDLzbrJ0fcOR7eMZmrDVNLD6bQ729mR/zYOxy4ikX3vJTocaZSNv7FPHbrfC9RsYhGRg6NgUEQGrHsvYusHgyGvGa77WxjP9C0w5uRYviOyjgFgQ8MLtIWbac7Moa68mC8WrSDdBPEHdvHhB4Xs3VtGRjiDY/bOxOn8LB737/AHqvB5S/Y7mxiiAaGCPxGRg2OsTbxB/L+ymTNn2nXr1g11NUSGja1nlifccQRjwFpMWh6eKZ/CM2Y2AFU+w6IzMjnFvsBV/BIv+yZ5hMNOtm45ib17ywDIycnhhhtuGJT7EBEZCsaYN6y1M4fq+uoZFJEB2+9WcV3/2LQd9QTeuh+A8BGzuXeCB4CLeSAuEARwOsOMH7+OcUe+hdfbRiCQQVV12X57A0VEZGAUDIrIgO13L2IX+LpfDwx30rHxUX583umsHBUNBguoS1yeO0BDTQlFI9vw+dr2u7YgaNcREZGB0mxiERmwohuuJ+J1x6X5XfDb+YY1U3rMCG6vjwWCALXkJywvEMhg69aTqdkzDti3tuAj1fXMfPldSla/xcyX3+XBV3bQuGxrbC3B7l1H2tbXJPcGRUQOY0kPBo0xVxtjVhtjGo0x1hgzrtfxuV3piX4+0yNfouPXJLu+IjJwOYsW8adFWezNhgiwNxt+dZ7h+eOcPDR339fM3vQcHLubYp8f5jIC1hNXVjjsZMcH04lEXOzYMSOWviownhs3V7ArEMQCuwJBvt3awN/y47/GuncdERGR/knFMHE68DTwOHBXguMvA70XCbsW+Drw917pXwSe7PG5CRH5WFoxoYUnJ/T9SqnrWlrQ73Tzh8nn4Xm3kVCkg9DokbwSmkJu21lc5H0+9n7gjg+mxyaPBAIZsXIeNpfTEYmf8OZ3Gn4+0cu51b12NdGuIyIi/Zb0YNBaezeAMSbhrBhrbSdQ3TPNGHMR8JC1trVX9kZrbTUi8rFXnFFMVVvfiST5zbAnLZc/TDmX58acABbcW2qZEPghY3eX8lzBNRQ1FOEL91142uttA6JrC9bZEQmvu8fXd2Fq7ToiItJ/Q/7OoDFmLjARuC/B4XuMMbXGmNeNMdcYY4a8viKS2HXHX4fP6YtLsxE3Fa2XcOWC70YDwe70UC63fvB1dnaey/iN68mq2AaR+GDQ588nt/pUNj18H2898RNc8Z1/MSP98b2F2nVEROTgfBxmE18N/NNa23thwFuB1UArUA78FCgAbh/c6olIfywsWwjAPW/eQ3VbNcUZxTTsOovW5mP65M2gk3Xu97lm1jK2LR2Lt7MTh43QWViKdXvwtuaR2TaJSNdXlKfdw4I32lhxYgbWsa8nMM1huDkvD2duSLOJRUQOUb+CQWPM7cB3DpBtnrX2uYO5uDEmD7gQ+M/ex6y1P+jx8S1jjLOrDgmDQWPM1UQDS8aOHXsw1RCRJFlYtjAWFAI8tn433/jzG4RxMrfiDa587+8UdjTSkp7Je9OOoeCMBnZ1jgQMnuZ6PM31AHiyr8I447+eZuzopNNlePqE6HuEo71ubikr4aLiPDhp3GDdoojIYae/w653A5MP8PPaIVz/CqKTDx/oR95XgWxjzMhEB62191lrZ1prZxYWFh5CVUQk2S6YUcpZ2TUsqHiV6976KyM7GnEAOe2tnPj6OtJec+DODPY5zziyEpY36/3oxBBjIzz03Ws56/WXUll9EZFhoV89g9baWqA2Bde/CnjYWtufWcLTAT/QmIJ6iEgSbFyzmjVLl9BSV0tWfgFzLrmcr35iFp2P/BJfOD7oc4XDZDziwh5jAAv0mAhiW8Bk9ym/KT3679fsliY+bG8m/L1bgejSNiIicmiS/s6gMaYYKCY6KQRgijEmF9hpra3vke80YApdQ7u9yljUVcZaoAOYB9wG3Get1ZoRIh9DG9es5un77iXUGf2/qDPnfXY0fJmcl8LktiX+qnG3QKgjfrFqb2YWx5yWzZZ1DkKdkVh6pxOenZaGK9jJaa89w9tjCqFiL8677lYwKCIyAKmYQHIN8P0en1d0/f4c8Ice6V8ENlprE43zBIGvAP9DdCh7O9EJJT9PdmVFJDnWLF0SCwRzxzcx9owqMtYbch500nfxlyi/xxd9P9CRhY20EOpYg8dXz7zLz6TS9x47n6siK2Jo8cE/jkunIq+dBc8/w5T3NxBxONhckkfpporBu0kRkcNQKtYZXAws7ke+Kz7i2FPAU8mrlYikWkvdvjdJRs2uweG2ZD3hwtGZOBQMORxsK/s0Dmd0ONg4s3FnzGd05Bdw11T+rWkXlQX5/Dh0MWO3vc15fZcwxO924SrpvYa9iIgcDK3bJyJJkZVfEPvbnRldFNBZnzivBTZO+Aw1xSfHpU9Me5mzC1+CpgocWEY7avmR+zeMy038WnFaKEzRDdcnpf4iIsOVgkERSYo5l1yOyxPd+SPYGh10COclzluTlktNyZw+6SdlPoDb0RmXlm46mVP0IUETP5DhtJbZc+frfUERkQFSMCgiSTF5zjzmX/01sgoKqXytiEjIQfD0ceCMnyDid7r5w5Rz6aDvkjJZzsSLFhQ6mlmVfwYtruiSM1kFhSz4+o2ccG2fJUpFROQgfRx2IBGRw8TkOfOYPGceALuf+zthp4fQ9PV0vvcotqMe0kbw7ORz2Z2bydTmZ7Hp5bxzRAarp6XRlO7gglcKKe2s6VNupc2nfcxxTL/qYi6YUTrYtyUiclhTMCgiKeF4JR8bDuAZMxvPmNmx9CktbxKp/QcGy/qxXlaeeAEhlxOA28uu5qdb7iQ9sm8FqUjIMPriO3hp2pmDfg8iIsOBholFJCXCjX2XBP2w5V02163GgQVgzewzY4EgwKMjz+YbE2+i0l2AtdDZ5mTP1nEw7eLBqraIyLCjnkERSQlnrrdPQFgbqOTc0qtId2XTHmrmzszcPuc9OvJsHisq59mvXIbx+Sj5wW2DVWURkWFJPYMikhLZC8Zh3PFfMcflzSXDnYMxhgx3DsX+SMJzi+rrcBXkUPKD2zRbWEQkxdQzKCIpkTGjCIDmlTuiPYQGXI59M4v/Xuwi5AhgrI9RgRq+VPFn1mdP4W+5p3P13x9kwkWtoEBQRCTljLV2qOuQdDNnzrTr1q0b6mqISA+7vrUm9vffi138cKobv3Pfv0fTwn7+a8v/MK55Nyd1vIMxwIW/1vuCInLYM8a8Ya2dOVTXV8+giAwKZ66XJ31hfj7RS7XPEI329ulw+vjpkZ9n1Z+v5P0NRYTanbiWf5eiz/+TnK/+cIhqLSJy+NM7gyIyKFbPLeKHU31Upzn6BILddnuLqHo9h1C7CzCE2pxU/d8jNC1fPriVFREZRhQMikhSNC1fztYzy9k4eQpbzyzvE8D9T6QNvzNxENitqKEOG47/WrJhw+7//nHS6ysiIlEaJhaRAWtavpyq792K9fupLprJtrGfJPBkOhnP/oNTLpnKxNnF7A7s235ugt3ITltGwOGNpaWF/Vz12NLEF6hNvE2diIgMnIJBERmwmrvujgWCmyZdSsQZDfLaOgyrH9gEQKnXza5AkFPsC1zFL1lnTuSvoUvZ6yykNFDDTTt/zfHvbiCU4GupPT19UO9HRGQ4UTAoIgMWqqoCYFvZJ2OBYCiwkZD/RYi0sOJn2Vzxxa/wU5vOxTyAlwCn8iKnOl+MFuAFJkDnOSGcjzvihopDTifvnzSbIZtmJyJymFMwKCID5iopIVRZScCbB3QFgu3PACEAIqFmIr+9i2984QYKwnXQ49XB+q3ZVL1WSLDVjTszyBELayl7sR1nvaE9PZ13Z8xgxjXXDMFdiYgMDwoGRWTAim64nqrv3Yo3UE/Alx/tEewKBAHeO2oaa2afTXMkg3tNASPYC0QDwYoXSrChaE9gsNXDNn8xgcv3sDd8DJ2dMygvL2fatGlDcVsiIsOCZhOLyIDlLFpEyQ9uY0LDCzjCAYi0xI69d9Q0Vp5xAc1ZI8AYHuRSAkSHkqteK4wFgt1syEHFi2PZu/dIaKqg/q83sPj27/PY+t2Dek8iIsOFegZFJClyFi3ijEWLKHm1mhU/yyYSagZgzeyzCbk9sXwvm9PBwqU8SLDVnbAsGwzyy9MvIDPQwSnbJ3JtzRKWPhoi68VJjH30j4SqqnCVlFB0w/Xau1hEZIDUMygiSTVxdjHnXPNFXJ5o719zZm6fPC+b0/k6vyCroChhGc2ZOWAMrb50np00k18WXcJXPnyY/F/+hFBlJVhLqLKSqu/dqgWpRUQGSMGgiCTd5DnzmH/118gqKCS7tTFhnqKGOk6YdGwsaOwWdLl5YfbZsc8hp4vnymYSfhu84WBcXuv3U3PX3cm/ARGRYUTDxCKSEpPnzGPynHnkV9fzn/98n4Bn31Cxx/q5KPd+WsxaTiz7EisffJ2scCvNmTm8MPtsNk2YHldWqzeNULsz4XW6l7UREZFDo2BQRFLqouI8Km+6j9+c/1lq8vKZb//GxeZBfCZAOBc6+DV75l5O2y54YtYcmjOy+pRRGKinJT2drPaOPsdcJSWDcRsiIoctDROLSMqds/sDln73Wh5o+QyXm9/jI9DjaJCLjvoLk3du5St/WYKnszPuXFcozPFb9tLyuesxPl/cMePzUXTD9YNwByIihy8FgyKSckU3XI/xuLGZiY93hvwc9/bbLHj1Rb74xDPktIXAWnLawnzi9Q5O2VbMmFnzKfnBbbhGjQJjcI0aRckPbtNsYhGRAdIwsYgkTdv6GppX7iDU6KfO08TvCh5l06hdXFcwm9NObGA3noTneZ2dpLdF/y5pm8i1TzbHHQ8Bax/fxhX/tUjBn4hIkqlnUESSom19DY3LthJuDGAwFHTmcm3VpUyqLGXxjkd58egQrmAk4bl1/hHUZYwAiG1p11trfSBhuoiIDIyCQRFJiuaVO7C9gj2f9XJlzfn4jeHbhfm07woSCMcvNB0Iu1m29RP89uhzMD4f3kB9wvLTnQoGRURSQcGgiCRFuDFxsFYYivb0RYzhVmcOf33vE9R2jMBaSK9wcuLLrTzUcBe3T/gj9fOzGb3rmeiWdj04gKM9PqpuW03b+ppU34qIyLCiYFBEksKZ602YvtcV7emLBLNpbjme98KVfPOl/8cTqy7muO0NFNoWHAZGU8v0zI10Ts8m4txXVpqB6WkOxnhdhNtdNC7bqoBQRCSJFAyKSFJkLxiHccd/pfhNgD8UPY6NuAnUnEug6kIanQ6CU3K52fMw6SZ+GZn0SIC5vsdin8/OcjE/x80Y774Fp20wQt2SV7UNnYhIkigYFJGkyJhRRO6FE3DmerFY9rgauLv4AZ5Nex9/1YWEmmeA9RCsXYgp8DGKuoTlZDlrAZjge570xJuOYDw52pdYRCRJtLSMiCRNxowiMmYUATDnWyug6tN98oSDWbCpiTqyKaSpz/GALWCibzVzs39Fbec0whT1yWM76mP7EmupGRGRgVHPoIikRGlu2n6OGM56/UXaXnURCZm4Iw0fZPLh8hxGP/UXdjyZg6PyfzH44/LYUIDAu48C2pdYRCQZFAyKSErctGASae7E47xXvvd3Oj7wUvVaDp1tTqyFus0ZVL+WTaSjHTCE2l00vFGFq/KHOKkBIjipwb/+fkK7XwO0L7GISDJomFhEUuKCGaUA3LlyM5WNHYzKTeO4za9w8VvLKepoBKB5ZzrNO9P3W4YNO2h+ZzcTyj4PQEsoj03B0yim777EG9esZs3SJbTU1ZKVX8CcSy5n8px5qbtBEZHDhIJBEUmNDQ9zwXO3cYF/F4wcTZPnfHa9sQJH58EtHh1qj/YuBiNe1rZezrZJJ0FOBsdfvTD2vuDGNat5+r57CXWV3VK7l6fvuxdAAaGIyAFomFhEkm/Dw7D8WmiqACw0VVDzu7/EBYLh+NcFsdiERbnSwzSHClnd/GW2+s8g4vSydeL8uIkja5YuiQWC3UKdAdYsXZK0WxIROVwpGBSR5Ft1GwQ74pJCbfu+btZMMfzyXMPebIgAe7PhH9MNEWd8QBh0Ovn56SM49ag0vj95NVvz10XT23Li8rXU1Sasxv7SRURkHw0Ti0jyNe3qevgn1AAADhVJREFUk+RKDxNqj37lPDTXQW2O4fnj4vPsGGX49HM+cttb6MyK8Osz3LxwbDSobPU18Pz4pQBM7jiSqurHKSk+H4Cs/AJaavf2uWZWfkEy70pE5LCkYFBEki9ndNcQMVQVeth+ZAb+OWGcDRGyHnNSl913lnFn03QeTV/Ao/NzKTG1RAqfpi3/7bg8IWeQV49Yzunu0WzaFD1WUnw+cy65PO6dQQCXx8ucSy5P4U2KiBweNEwsIslXfiu406gq9LBpYhZ+nxOMIZwHTf8e5nQTisve2TSdQNWFHNWwl8t3/okLt/+VBW+EGbN1cp+iWz2N5BzxGpFIB9u3/QSIThKZf/XXyCooBGPIKihk/tVf0+QREZF+UM+giCTftIsB2F757T7vAVoPLMy1FC0rZd2kBj4obaezZgETmndQXvc8bhsNFLNDbZz+vpOX09P5oLQ9dv4IVyT2tz+wb9HpyXPmKfgTETkECgZFJDWmXYy/9tsJD7kzQ2T4Xcxbn8/Eigh/zcnllIYnY4FgLJ8Nc8LmEWzOnEhnzQJsKBfrbWAtyzl51Bv4vFp0WkRkoBQMikjK+Lwl+AOVfdKDrdGvnojDwZHVeWRnNJPrKMWXdioRVw7eQD2jP1xBvesDKvOyCFRdGO1SBFoDeSx5799wODx87szPDOr9iIgcjvTOoIikTNn4G3E4onsUZ1WeRNkLP2Hi07/nqLV3MjYj+j6g3+3i8p3v4UmfT8SdC8YQ8OXzwVGfpShwBPlNgVgg2K0z4uGJDy6JzSYWEZFDp55BEUmZ7mCt+u9Lyd/6ORwRLwBpjODEgnMB6Ch4kY7OaYT87rhzI04vO8oWMfmtHycse0+LSZguIiIHRz2DInLIVmxfwfy/zmfaH6cx/6/zWbF9RZ88JcXnU7z1s7FAsJvL4WZ60RxGnVlDyJ+fsPyAN49cf2vCY6Ny0wZ+AyIiop5BETk0K7avYPHLi/GH/QBUtVWx+OXFACwsWxiXNxzJS1iGj1yMB1zpdYTa+y4Q7Q3UU5vpAdMZN1Sc5nZy04JJSboTEZHhTT2DInJI7nnznlgg2M0f9nPPm/f0yevM9SUso810ULNnHIXHPoox8XsLO8IBxu54gofODOItWYZxNQCW0tw07rjwWC6YUZq0exERGc6SGgwaY/KMMf9rjNlkjOkwxlQYY35hjMnvlW+EMeZ+Y0xT18/9xpjcXnnGGmOWG2PajDG1xpifGWPi3yIXkSHjqnZxzs5zuPCDCzln5zmMbhkNQHVbdZ+82QvGYdzxXzdBwrzm3M7WrScT8NVQPGsJbmcdWIvXX8eR2/7Msllv8NIxTjw5b1Fw9D38/GrDS986U4GgiEgSJXuYeBRQCtwMvNf19/8BDwHze+R7EBgLnAtY4DfA/cAiAGOME1gB1AFzgHzgj4ABvp7kOovIQdqwYQMn1J2A00a3lcsIZ3BC3QkAhIvDffJnzCgCYNdfNpAe8dCKn9dd29ju2gMRFzt2zGDW7EfJOeK16AlByHrIzQhPPoYWijOKue746/oMP4uIyMAlNRi01r4DXNgj6X1jzE3Ak8aYbGttszFmMnAOcJq19mUAY8yXgDXGmEnW2s1EA8djgCOstRVdeW4GfmOM+Y61tjmZ9RaRg7Nq1apYINjNZV0c23gsZ5x3RsJzMmYU8dDjLyY8FghkxCe4oX1hkM//wscdt7+UlDqLiEhig/HOYDYQALr3kzoZaAVe7pHnJaANOKVHno3dgWCXlYAXOCGltRWRA2pqakqYnh5K/8jeu5ycnITpXm9bn7RwHoSqqhLkFhGRZEppMNj1HuAPgF9bG9tnqhjYa62NbVja9XdN17HuPHt6FVcLhHvkEZEhsr+gbn/p3crLy3G749cTNI4Q48at75PXWQ+uEm03JyKSav0KBo0xtxtj7AF+5vY6JwNYDuwm+g5hT5a+TK/0RHn2m26MudoYs84Ys27v3r39uS0ROUSJgjq32015eflHnjdt2jQWLVoUCxpzcnIYN7WYvPyKuHwmABkrvBTdcH1yKy4iIn30953Bu4E/HSDPzu4/jDGZwN+6Pn7CWttz/YlqoMgYY7p7B40xBihkX29gNXBqr/ILACd9ewwBsNbeB9wHMHPmzP0FkiKSBNOmTQOi7w42NTWRk5NDeXl5LP1A5/bO9+QrmXTuvYv09FYc9ZDx7AgmXvR9chYtSkn9RURkH9NjtDY5BRqTBfydaE/fOdball7HJxOdaXxqjwkkpxB9b/Boa+1mY8y5RGcTj7XW7urKcynwO6DoQBNIZs6cadetW5fU+xIRERFJBWPMG9bamUN1/aTOJu4KBJ8mOmnkAiCja7gYoN5a22mt3WiMeQr4lTHmi0SDxl8BT3bNJKarjHeBJcaYbxBdWuZOou8eaiaxiIiISJIkewLJCcBJwBRgC1DV4+eUHvkuA/5JNOhb2fX3f3QftNaGgYVEZyC/BPwZWAbcmOT6ioiIiAxryV5n8DmiPX0HylcP/PsB8uwEPpGcmomIiIhIItqbWERERGQYUzAoIiIiMowpGBQREREZxhQMioiIiAxjCgZFREREhjEFgyIiIiLDmIJBERERkWFMwaCIiIjIMKZgUERERGQYUzAoIiIiMowpGBQREREZxhQMioiIiAxjCgZFREREhjEFgyIiIiLDmIJBERERkWFMwaCIiIjIMKZgUERERGQYM9baoa5D0hljWoDNQ12PYaYAqB3qSgwzavPBpzYffGrzwac2H3yTrLVZQ3Vx11BdOMU2W2tnDnUlhhNjzDq1+eBSmw8+tfngU5sPPrX54DPGrBvK62uYWERERGQYUzAoIiIiMowdrsHgfUNdgWFIbT741OaDT20++NTmg09tPviGtM0PywkkIiIiItI/h2vPoIiIiIj0g4JBERERkWHsYx0MGmOuNsasNsY0GmOsMWZcr+PjjDG/NcZsN8Z0dP2+wxiT1iufTfBzzQGubYwxi40xlV1lP2eMOSb5d/nxkqw275G/wBizu6usggNc+w8J/nd6JXl39/E0xG2u5/wQ29wYU2iMWdnVdgFjTIUx5ufGmJwDXFvP+eC3uZ7zQ2/z44wxD3W1dYcxZrMx5iZjzEfGD3rOh6TND/k5/1gHg0A68DSweD/HjwacwJeBY4CvA5cD9yTI+0WgpMfPHw9w7ZuBb3SVeSJQAzxjjBmyRSEHSTLbHOD3wFsHcf1/EP+/03kHce6/qqFscz3nifWnzSPAo8AiYCJwJVAO/Lof19dz3lcq21zPeWL9afMTgL3Af3Tl+T5wK/Ctflxfz3lfqWzzQ3/OrbUf+x9gJmCBcf3I+xWgrleaBT59ENczQBXwnR5paUAL8KWhbo9/hTbvSr8OWAWc2VVWwQHK+QPw5FDf+3Bpcz3nyWnzXnmuBaoOkEfP+SC2uZ7zlLT5j4E3DpBHz/kgtvlAn/OPe8/gocgGGhKk32OMqTXGvG6MueYA3a1HAsVEo3sArLUdwAvAKUmt7eGhT5sbY2YA3yT6L57IQZR1mjGmxhizxRjza2NMURLreThJRpvrOT84+/tuAcAYMwq4EHi+H2XpOe+fZLS5nvOD85FtfhB5QM95fyWjzQf0nB9WwaAxZixwI/B/vQ7dCnwWOAtYCvwU+PZHFFXc9XtPr/Q9PY4JidvcGJMBPAR83Vq7+yCKe4poIFNOtKt7FvCsMcabvBr/60tim+s576eP+G6h692edmA30X+Ff+4Axek574cktrme8376qDbvked4osPzvzhAcXrO+yGJbT6w53wIuk5vJ9p1+lE/cw+2uxUYCWwk+h9Ec4A63Aw0fcTxU7quN6ZX+u+Bp4a6+/nj3ubAb4Hf9vg8l34MEycofxQQBC4c6jY8HNtcz3lyvluIftEeDZwPvAv86iDrrec8hW2u5zx5/w0FJhEdivzRIdRbz3kK23ygz7mLwXc38KcD5Nl5MAUaY4qBZ4F3gP+wXS3wEV4Fso0xI621vaNogOqu38VARY/0IvpG3f8KBrvNy4ExxpgrurN3/a42xvy3tfY7/bmGtbbSGLMLmHAwdfuY+Fdocz3nB9Cf7xZrbTXRttxkjKkD1hhjbrfWVvTOm4ie83gpaHM95wfQnzY3xhwNrAaWWmv7M3kkjp7zeClo8wE954MeDFpra4HaZJVnjCkh2ljvAv9mrQ3147TpgB9o3M/xD4g27NnA613X8QFzgJsGWufBNgRtPh/w9Ph8IvA7or1VWw/iOgVAKdF/Ff1L+Rdpcz3nH+EQv1u6X73p91CYnvN9UtTmes4/Qn/a3BgzhWjg8rC19oZDvI6e8y4pavOBPedD3f16gG7PYqKB26VEuz/P6/qcZ/d1O28BngPGdOXv/nF25VlEdFmZqcB44CqgCbinx3VKgU3Ap3qkfRNoJvpy8lSi7xpWAllD3S4f9zZPUOZceg1Z9m5zIBP4CXAyMK7rnLXALrV5atq8K03P+aF/t3wCuKKr3cYBC4H3gLV6zj8+ba7nfMBtfgzRnqWlvY4X6zn/+LT5QJ/zIW+4AzTqYhKPzV/ZdfzK/RyPjdMD5wDrib5k3Aa8TXT5DVeP64zrWW5Xmum6fhXRXsTngalD3Sb/Cm2eoMy59A1MxvUqNw1YSXRdpE7gQ6JLE4xJ5f1+HH6Gqs270vScH/p3y1lE/wPXCHQQ/YL/b2CEnvOPT5vrOR9wm++vDKvn/OPT5gN9zk1XASIiIiIyDB1WS8uIiIiIyMFRMCgiIiIyjCkYFBERERnGFAyKiIiIDGMKBkVERESGMQWDIiIiIsOYgkERERGRYUzBoIiIiMgwpmBQREREZBj7/2j+tTdCva23AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot starting depth profile of particles\n", "nmax = -1\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "ax.set_xlim([-125., -122.])\n", "for traj in tqdm(range(n)):\n", " ax.plot(ds.lon[traj, nmin], -ds.z[traj, nmin], 'o')" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [00:06<00:00, 155.10it/s]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot end depth profile of particles\n", "nmax = -1\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "ax.set_xlim([-125., -122.])\n", "for traj in tqdm(range(n)):\n", " ax.plot(ds.lon[traj, nmin:nmax], -ds.z[traj, nmin:nmax], 'o')" ] }, { "cell_type": "code", "execution_count": 214, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [06:58<00:00, 2.39it/s]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Make colormapped by depth - takes long time to run\n", "fig, ax = plt.subplots(figsize=(19, 8))\n", "ax.contourf(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='lightgray')\n", "ax.contour(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='k')\n", "ax.set_xlim([-124., -122.15])\n", "ax.set_ylim([47.8, 49.2])\n", "ax.set_aspect(5/4.4)\n", "nmin, nmax = 0, -1\n", "for traj in tqdm(range(n)):\n", " s = ax.scatter(ds.lon, ds.lat, s = 20, c = ds['z'], cmap = 'jet')\n", "# Make colorbar for depth\n", "cbar = plt.colorbar(s)\n", "cbar.set_label('Depth')\n", "cbar.ax.invert_yaxis()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjEAAAHpCAYAAABz6m0rAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdd1QV19rA4d+mih0sYCHYK2IhqCAaQUFNYgl2jSV6Y4wxGnv02mLs5Wo00Vhib9h7A0GjAgpYsTcURZGiAh468/1x4HyASFGQ4n7WmqVnZs+ed0aBlz27CEVRkCRJkiRJKmi08joASZIkSZKk9yGTGEmSJEmSCiSZxEiSJEmSVCDJJEaSJEmSpAJJJjGSJEmSJBVIMomRJEmSJKlAkkmMJEmSJEkFUqFPYoQQ5YQQy4UQ/kKIGCFEkBDipBDC4SNc20kIcUIIESyEiBBCnBdCdEqnXFchxI2k+G4IIb5Jc3yiEMJbCBGeVNdBIYR5mjJCCDFdCBEohIgSQpwSQtTPQoyGQohNQojXSdsmIUTpFMfLCSGOJ9UbI4QIEEL8JYQo9aH3LoT4XghxRggRJoR4JYRwF0LYZiHmz5KewRshRIgQYqkQQi9NmQZCiNNJz+KpEGKqEEJkoe5hQoiHQohoIYSvEKJlmuPv+5xzLWZJkqRPVaFPYoDdQFNgMFAL+Bo4CpT5CNf+AnADvgIaA0eAvSl/MAohrAFnYAvQKOnPnUKIZinqaQ0sB2wAeyAecBVCGKUoMx4YA/wMWAEvABchRIlMYtwKNAE6AO2T/r4pxfFEYC/QEfXzGwi0AVZ/6L0n3ZdzUn3NgNvAcSFEzXdVKoTQBg4DJYCWQG+gG7AoRZmSgAsQhPpZjADGAaMzClgI0RP4A5idFLMHcFQI8VmKYtl+zrkZsyRJ0idNUZRCuwGlAQVom0k5f2Bsmn2ngD/TlJkMrATCgSfAuPeI6QKwKMVnZ8AlTRlXYFsGdRQHEoCOSZ8F8Az4b4oyBkAE8EMG9dRNej4tUuyzTdpXO4PzRgDPPvTe0zkugOfAzxmU6YA6sTJNse9bIBoomfT5x6R/I4MUZSYDTwGRQd3ngdVp9t0F5nzgc861mOUmN7nJ7VPeCntLTGTS1kkIUSQH6hsFXEPdWjEPmJ/UkpIdJYCXKT5bAyfSlDmOutUlozq0UtRTFTBJWY+iKFHAv5nUY436+Xik2HcOePOu84QQFQEn4HQG9WYU98sMjusBRTIpYw3cVBQlIMW+44A+YJmizJmkZ5CyTEWgCoAQoooQQhFCDEz6rJd0ftp/ixP8/7PI0nMWQqwXQvjndMySJElSaoU6iVEUJR71649vgVdCCE8hxMI0r2qy44SiKH8qinJPUZRlwD3Ur0KyRAjxE1CZ1K9rTFC/QkgpKGn/u/wBXAY8U9SRfF526jEBghVF0SyglfT3F2nPE0JsE0KoULcMRADfZVDvW95x72nNRJ1UHcgk5rT3GYK6ZcokgzJBKY4BxKF+ffU66XNZQPsd56Wsl0zKgLq15n4uxCxJkiSlUKiTGABFUXaj/m22I+q+MDaAlxBi0ntUdzXN50CgfFZOFEJ0BRYAfRVFeZQ2zLTF09mXXM//UL/y6aooSkJW6xFC/C2EiEzeMjjnXdcfhboFqgtQDViSIqbIFNvf6cSc0b0nlxkJ/AA4KYoSnl6ZTGJOuz+9Z6HZryjKU0VR6iiKsjeTutN7FhmWURRloqIoaZPbD45ZkiRJSk0nrwP4GBRFiUbdadIFmCGEWANMF0IsVBQlFnV/hbSjQHTTqSoubdVkIRFM+iG+CeivKEraVobnvP2bdnne/q0cIcRioBdgpyjKgzR1kFRPylcWKeuZCixM59rlhRAiuTUmaTRMubTXVxTleVL5W0KIUOCMEGJm0iuSRimKpkpAMrn35DIjUbfCdFAU5UJ6ZdLE3CLNvrStKO96pqS9rxTStoykPC9lvZDxc/6YMUuSJH3SCn1LzDvcQJ3AJfeTCQYqJB9M6j9TJycuJIToAWwGBiqKsiudIp5A2uHeDqTup4IQ4g+gD2CvKMqtNOUfov4h6JCifBHUI2E8ABRFeZH0Guyeoij3Uly7OOr+GMmsgWJpr59G8v8b/aS676XYXmTj3hFCjAZmAV8pinI2g2sm8wTqCiEqp9jnAMQAvinKtEzTD8oBdcuZf3qVJiWzvmT8b5Hpc/6YMUuSJH3y8rpncW5uqIdRu6HuE2OBumNmd9Q/iFxSlJuD+rfd1kB91MOOw3l7dFKGI5jSuX4v1K03I1H/lp28GaUoY4N6yPRE1InTxKRzmqUo81dSPPZp6imeosyEpDJOgDmwHfUPwBKZPKOjqDsrN0edwFwDDqY4/jUwIKnOKqiHTN8APDOpNyv3Pg6IBXqkKVMqg3q1k2J0Qz0Mui3qfjrLUpQplfRvvD0pbqekZzMmRZlKwC3gmxT7eibF8x/UI7f+QN1Hxyw7zznp/9PJnI5ZbnKTm9zklnrL8wBy9ebULQWzAW/UI15UqIfM/i/ND9OSwDbUnTyfAsNIf4h1dpOYU6hfOaXdTqUp1y3pB2oscBN1v5CUx9OrQwGmpygjgOmoO5VGox49ZJ6FZ2SEurUkPGnbDJROcbwt6laCV0AUcAf1yCzDTOrN9N6Tnml6ZdZnUvdnwKGkf89QYBmgn6ZMA9SjhqKTnsk0UgxVRp2QKahbiVKeNywpruRWklZpjmf6nIH1gH9Oxyw3uclNbnJLvQlFkX0GJUmSJEkqeD7VPjGSJEmSJBVwMomRJEmSJKlAkkmMJEmSJEkFUraTGCHEpKTp2v9Msc84aar1QCGESghxLKNF/JLOydIKz5IkSZIkSenJVhIjhGgOfE+KmWuTJkfbB9REPZtrY+AR6lWWi2VQXVZWOZYkSZIkSUpXlkcnCSFKARdRJzFTAT9FUYYLIWqhXoOmkaIoV5LKaqGe82KSoihrshyMEBdQL4I3Jnu3IUmSJEnSpyY7LTGrgF2Koril2a+f9Gd08g5FURJRz7Nhm814MlvlWJIkSZIkCcji2klCiO+BGkC/dA7fQv36aHZSuUjUiwVWJsVU/lm4RoarHAshhgBDAAwMDCyrVq2abj2PHj1CpVJRt25dDAwM0i2TmJhIWFgYCQkJlCxZ8p3lckJiYiKhoaGEhIRQpEgRSpYsSenSpdHW1s61a0rS+4qIiODOnTuYmppSokSJbJ0bHh5OWFgYKpUKIQR16tShaNGiqcqoVCri4uJ49uwZb968AaB48eIUK1aMhIQEihYtSqlSpdDT0yMxMZGAgABCQkLQ0dFBT08PLS2tVJu2tjba2tpoaWkRGhpKTEyM5lr6+voYGRlhYmJCUFAQL168ID4+HoASJUpQpEgRDA0N0dHJ+NtgbGwsgYGBqFQqALS0tDAxMaFUqVKAesLQhIQEhBBERUWhUqnQ0dGhTJkyGBgY8PLlSx48eECxYsUwMzPL1jMtDHLz+6tUePn6+oYoilIus3KZJjFCiNqoZ71tqajXl0lFUZS4pEX+/kE9E2kC4Ip6OvssSbHKcS/lHascK4qyCnVrEPXr11ecnZ3TrSskJITu3bvj7+9P06ZN6dOnD4MGDUJbW5sXL14wY8YM1q9fr/kGClClShVu376Nnp5eVkPO1PXr11m+fDnr169HpVJRpUoVwsPD8ff3p1OnTuzfvz/HriVJOWX8+PEsXryYXbt2vZWAZNW9e/f45ptvUBQFHx8fzf758+czYcIEQJ0IDBw4EEVRcHV1JSwsDF1dXUJCQgAwNDQkIiKChIQEBg8ezLBhw7L09RkUFISfnx83btzgwoULXL58mYiICOrWrcuWLVuoWbMm3333HX5+fjx79gwjIyM2bNhAkSJF0q3P1dWVyZMno6+vz/jx4ylXrhzLly/n+vXrBAYGpio7f/58xo0bp/n85s0b2rRpw4MHD6hbty7r1q2jWLGMugkWXubm5nkdglTACCHSzQXSykpLjDXqFXf91H14AfVaMK2EEEOBYoqi+AKNkvrN6CmKEiyEOA/4pFtj6kAzXeU4O8qWLcuqVavYtm0b586dY8iQIQQGBjJt2jRWrVrFX3/9RbVq1ZgxYwbGxsZ89dVXBAUFoaX14aPNY2Nj2bt3LwsWLMDX1xc9PT3at29Pz549adCgAVFRUTRr1oxatWp98LUkKTc8efKE+Ph4Vq5cyePHj2nQoAE2NjbUqlUry18jL16o1wC1t7fX7Nu+fTsTJkzA3t6ewYMHY2JiQvny6kW6x44dC6hbNB4+fMipU6d48uQJJUqUoFWrVlhaWmY5fmNjY4yNjWnTpg2KonDgwAEuXbqEu7s7nTp1Yv78+cyYMQMrKyuOHTvG119/zdy5c5k+fXqqeuLi4vjjjz/YsGEDFhYWjBs3jrNnzzJz5kyMjY0ZOXIkZmZmeHt7s23bNoC3EqFLly5x/vx5SpYsyfr16987KSwM/Pz8ZCIj5YpMO/YKIUqjfs2T0jrUaxDNBq4raSpJGl59C+igKMqJDOruAWwABiiKsiOrQWfUEpOSoihMmjSJw4cP4+rqSqNGjahfvz7a2trMmjWLw4cPs3PnTrp168bOnTuzevl0hYeHU7duXQIDA6lUqRI9e/bkm2++oXTp0poygYGBtGvXjqFDh7JixYoPup4k5YY7d+7QuHFjVCoVxsbGBAUFAWBkZESzZs2wsbHB2toaY2PjdM+PjIykS5cuFCtWDD8/PwwMDHjx4gVmZmYULVoUV1dXdHV1P+YtARAQEED//v01LT3t2rXj6NGjTJo0iblz5/L1119jbm5O69atAZg0aRIXL15k6NChxMXF8c8//1C0aFFat27NpEmTMDAwYMaMGezfv5/ixYvzyy+/MHr0aAwNDQF4/PgxVlZWJCYmsnHjRkxNTT/6PedHMpGRskoI4asoyueZlnuftZOEEKdIGp2U9Lk7EIK6b0wD1Kv/+iqK0jXFORsBFEXpn/S5F+oWmLFAyowkVlGUsIyun9UkBtTv4Hv16kV4eDh+fn74+/tjbW0NqN+Z9+7dm99//53KldPmadkTFxdHzZo1efToEe7u7pQtWzbdcvPmzWPz5s3s3r0bJyenD7qmJOWGGzdukJCQQIMGDQgMDMTFxQUXFxeOHTtGaGgoANWqVcPa2hpzc3MuXbpEcHAwdnZ2+Pr6cuDAATw9PWnWrBkAMTEx1KtXj+DgYE6dOpWjr22zIz4+nqdPn7J9+3Y2b97M0qVL+fHHH/nyyy/5999/U/WnMTAwYOHChaxevZrLly9rXmklJibyv//9j0OHDhEREcGIESPYsmULoaGhDBw4kHXr1gHQoEED/Pz82LVrF7Vr186T+82PZBIjZdXHTmJGAOMAY9Sr724Efk/ZhybpHBRFaZ3i8xfpVH86ucy7ZCeJAbh79y59+vShYcOGnDt3jlOnThEaGkqbNm0oU6ZMluvJzNWrV2natCmNGzdm1apVpHj9phEXF8eAAQO4e/cuX331Fc2bN2fXrl2EhYXx5Zdf0rFjR+zt7dM9V5LyUmJiIteuXcPFxYW9e/fi6+tLTEyMpgPts2fPABg8eDBr1vz/zAqhoaHUrl2bMmXKsHPnzhx5dfshEhMTGTFiBKdPn8bR0ZHatWszYcIEnjx5wvLly2nQoAHVq1dn6NChREREMGPGDBo1asSZM2fYuXMnt27dom/fvtjZ2TFp0iRNa9WtW7eoXbs2Dx48oHr16piamnLkyJE8vdf8SCYyUlbkahKT17KbxADs3buXqVOnMn36dKZNm5ZLkak7Ri5YsIAzZ86kepWUUlBQEMuXL8fDw4Pnz59jYmJC5cqVuXr1KrGxsaxcuZIhQ4bkWoySlBOio6O5dOkSderUoXTp0ly8eBEtLS3Mzc01r4xiYmL46aefWL9+Pc7OzvmmVeL169fMmzePe/fucfPmTUDdwb98+fKYmZmxf/9+ypUrx7Bhw9iwYQN37twBoGLFivz+++/Ex8czceJEwsLUjca1a9fm5s2bCCFYsGAB48ePZ/LkyfTs2TPP7jE/k4mMlBmZxKShKAr//e9/OXToEK6urqk6HeaU+/fv06VLFyIiIjh06FCWYgoKCqJcuXJoa2sTFRXFzz//jLe3N+bm5nTp0oWRI0diZGSU47FKUlbExcXh5eVFzZo1MTExybT8ixcvOHz4MG5ubnh5eeHv7098fDzffvutZmRSfnPlyhWOHTtGUFAQISEhhISEUL16dezt7ZkzZw4lS5Zk8ODBREVF4e7uzpUrV1AUherVqxMdHc3Tp0/ZsWMH3bt3B9S/MDk5OeXre84PZCIjZUQmMelI7h8TERGBn5/fOzsnZte1a9cYOnQoHh4e6OjoMGHCBHr16vVedYWHh7Np0yY8PDy4evUqVlZW/Pvvv+8cAipJucXNzY3OnTsTGRkJQK1atejYsSMODg6ULl2anTt3UrlyZRwdHXnx4gVz587l5MmTxMfHU6ZMGerVq0etWrWoU6cObdu2zXQ+lryWmJhIREQEJUqUYOvWrcyfP5969erh4uJClSpViI2NpXbt2tjb22Nvb8/169eZPn06zZo1w93dHQMDAy5cuEDr1q0xNTVl/fr12Z5r51MikxgpIzKJeYe7d+/i5OTEyJEjWbJkSY7E88svv/DHH39gZ2fH5MmTNUNHP9S+ffuYMmUK+vr6WFpaMm3aNBwdHXOkbknKzObNm+nXrx9169alXbt2eHp6cvHiReLi4tItX7JkSbp06ULHjh2pXbt2vu/XpSgKDx484Pz581y4cAFvb2/Cw8M1x+3s7Bg3bhzHjh1j6dKlmJuba4ZTb9myhblz52Jra8uJEyeIjIykX79+uLq6YmJiwqZNmyhXLtN5uj55MpGR3kUmMe8QHByMvb09s2bNYtKkSTkST3BwMObm5hQpUgRnZ2eKFy+eI/UCeHl5cfr0aU6cOEFERASHDx+mVatWcsZfKdcpikK1atUoU6YM69evByAqKgpfX19CQkKwt7cnMjISLy8vdHV1cXBwKBAthl5eXuzZs4cLFy5oRltVqlSJdu3aUa9ePdzc3PD39+fGjRuac7788ksmT55M8eLFWbNmDUuXLqVNmzYcPnwYlUqFjY0NDx48oE+fPvTv318mMNkgExkpPTKJeQdvb28GDRqEjo4OjRo1okuXLjg6OtKkSZMPSgzOnDmDnZ0dpUqV4osvvqB9+/bY2Ni8d31pBQcH06NHD0JCQihZsiSOjo44ODjg4OBA8hIMiqKQmJgoExwpR4SHh1OmTBkGDhzIyJEj8zqcHHHs2DF+/fVXSpUqRfv27WnTpg12dnaar6G7d++mOxllxYoVU83Q27dvX9avX4+/vz9OTk7cvHmTZcuWYWub3eXiJJCJjPQ2mcS8g6IoeHt7c/bsWTw9Pbl16xYAbdu2xcXF5YPiOnToEOvWrcPFxYXIyEiWLVvGF1+kN4r8/bx+/RoPDw/NljwzqqmpKe3atePMmTPcv3+fxo0b06VLFxwcHGjSpAlPnz7F19eX5s2bU6FCBW7duoUQIt+MFJHyp+QOqmvXrsXKyiqvw3kvsbGx6OnpERcXx5EjR5g2bRoNGzbk9OnT72wxXbBgAQ8fPsTOzo6EhATmzJkDQKdOndDS0sLR0VHzNebi4oKOjg6LFi3KlcECnwqZxEhpySQmi0JCQrCzs6N3795s3bo1R+pUqVQ0bNiQe/fuUaNGDaytrbG2tsbS0jLHph5PnqLd09MTT09PfHx8qFy5Mg0bNuTq1aua5KxEiRK8efOGxMRE4P9/o2zQoAFXr17NkVikwmnkyJEsXboUHx8f9PX1Mz8hDyUmJvLo0SOKFy9OQkICx44d48iRI9y8eRMDAwOEEKhUKiwsLDh79my6HW4TEhJ48eIFxYsXp3jx4un26QkPD2fv3r0sWrSIa9eu8f3339OzZ88cGyTwKZOJjJRSVpOY/D1c4CNIOQ15TilatChnz55lw4YN7N27F2dnZzZt2oSuri6NGzfWJDV16tR571c/QgiqVatGtWrV6Nu3L4qipPqmGxoaipeXFxcuXKBMmTI0bdqUGzdu4O3tTWBgIE2bNs2p25UKqeT/I1u3buW7777L42jSp1Kp2LdvH1u3buXRo9TrxZmbmzNlyhQiIyOJiorC0dGRDh06pOq3k5CQwJkzZ9ixYwc7d+7UfD8QQlC0aFGKFi1KkSJF0NfXR1dXlwcPHhATE0OlSpWYPXs2HTt2/Kj3W5jJ9ZWk9/HJt8SsWbOGP/74g8DAQCpUqJBh2ZiYGO7fv0+9evWydY2oqCjOnDmDi4sLBw8e5Pbt2wCUKlWK5s2ba5KaihUrvvd9ZJVKpeKLL77AwsICDw8P2X9GeidFUShTpgzNmzdn/vz5eR3OW0JDQ+nRowcvXrzAwsJCsyyASqXi66+/1rwuffPmDVevXqV58+YIIVAUhUuXLrFp0ya2bNlCcHAwBgYG2NraYmlpSVxcHJGRkahUKlQqFTExMURFRREbG4upqSkdOnSgYcOG+X70VUElExkJZEtMlp07d45atWplmsAALF68mIkTJ3Lo0CG++uqrLF/DwMAAR0dHHB0dWbBgAUFBQbi6uuLi4sLRo0c5fvw4AGZmZjRv3hwbGxuaNm2ao6OcQJ3AFClShEmTJjF16lRmzZrF1KlTc/QaUuFx9+5dXr58Sc2aNfM6lLcoisLq1asJDg7mxIkTODg4vFXm8ePHLFmyhFWrVvHmzRu++eYbzMzMOHLkCHfu3EFXV5eWLVvSoUMHWrVq9UmvMp2fyBYZKTs+6ZYYlUpFixYtcHR0ZPXq1Rm2hERERPD5559z584ddHR0aNKkCV27dmX48OEf9M1PURRu3rzJiRMn2LNnDz4+PkRFRaGtrY2FhYWmlcbc3Py9JgtLTEzEy8uL7du3c/r0aUqXLk2zZs24efMmjx49yrXZi6WCLzw8nOrVq1O8eHH27NmTJ6tPp+f27dvMnz+fCxcu8NVXX701O/aTJ0+YMWOGZjFGBwcHIiIiuHnzJiqViqpVq+Lk5ET79u0pVapUXtyClAmZxEiyY28WhIeH0717d83QyR9//JHly5enKnP9+nVWrFjB+vXrefPmjaZvgIeHB7dv36ZDhw7s378fXV1dYmNjCQsLy9L07O8SExODp6cnLi4uHDhwgOvXr6MoCsWLF8fKyorOnTvTpk2bLNf3/fff4+XlhZGREQMHDuTFixds3rwZMzMzHj16RLly5Xj+/HmeL8on5U9Tp07l999/z3AtsI/l9evXLFu2jJ07d1KyZElmzpzJkCFDUq3TNG/ePObMmUNCQgLdunVj0KBBH/T1KOUdmch82mQSk0WJiYncuXOHTZs2ceDAAQYMGEDnzp2Ji4tj/vz5+Pr6oqenR/v27enVqxfm5uaad+F///03f/31F8WKFaNVq1acP3+esLAwzMzM+Oqrr3B0dMTOzo6SJUu+8/oqlYodO3bg6OiYbktQWFgYJ0+e1PSnCQoKYtGiRbRt2xYhBM+fP8fAwCDd3ygDAgL48ssvGTNmDLNmzUJfX5/79+9To0YNTZkhQ4awfPly2TdGSlfTpk0JDw9n165deRrHoUOHmDdvHhEREQwbNozffvsNQ0NDzXFPT0/69OmDv78/jo6OjB49mkqVKuVhxFJOkInMp0smMdmUkJDA77//zpEjR4iKigLUs3j26NGDb775JtU3zGSKouDu7s7Zs2fx8fHBzMyMBg0acPny5bdeC3Xu3JkiRYqwefNm6tevj4ODAydOnGDHjh0ALFq0CAsLC8LDw3FycuL169eaxCQxMZGYmBgSExNp2LAh9+/fp1y5cpQvX57r168jhKBevXrY2NhgbW1N9erVOXr0KP/88w/BwcHcuXNH068hMDCQsWPHUr16dYYPHy6HhkrvFBkZiaGhIf369WP06NEf7brR0dGEhIRQoUIFtLW1CQ0Nxc7OjgYNGrBp0yYsLCxSlff19aVp06YYGxszbdo0WrRo8dFilXKfTGQ+TTKJeU9xcXFcuXKF+Ph4rKys3ruFIjY2litXrmjmcUl+LVSnTh1CQ0MJDg7WlP35559ZvHgxjx49IjAwEBMTE4KCgqhTpw5Hjhyhf//+gHqVbENDQ/bs2YOLiwtXrlyhd+/eKIrC/v37uXr1KgkJCZp6GzRowLRp0+jateuHPRTpk+Tm5kabNm3Q0tJi4MCB+Pn54e/vz+eff67pq5UbSXBy53ldXV1MTU158OABAD4+PlhaWr5VfsyYMSxduhQXFxfKli2b4/FIeUsmMZ8mmcTkM69evSIiIgJTU1PNRHXDhg1DX1+fe/fupRquGR8fT0JCAvr6+lhYWHDt2jUAypUrp5mlNz2vX7/m1KlTXL16lS+//DLdb/iSlFWRkZHMmTOHvXv3cuvWLSpWrIiNjQ0nT54kLCwMgGrVqjFixIhs9dNKj7e3N3v27MHY2Jh//vmHFi1a0KJFC+7evcutW7fo1asXkydPfqvv1tatWxk0aBDW1tYsW7bsg2KQ8i+ZyHx6ZBJTAKxdu5bFixezfPlyfvzxx3TLxMfH4+Pjw8GDB5k4cWKODLtWqVQcOHAAKysrqlev/sH1SYVfREQERYsWRVtbm8TERK5du4arqysrV67k8ePHTJ06ldatW2fY/yut5Pla1qxZw5kzZyhRogQREREAbNiwQdMC+S5v3ryhdOnS1K1bl2XLllGmTJkPukcpf5OJzKdFJjEFQGJiIsOGDcPb2xtfX9+P8kV669YtmjdvzuvXr6lcuTK+vr6UL18+168rFU5BQUFYWlry9OlTtLS0aNeuHbNmzSIgIABTU9N0h2WrVCoOHz6Ms7Mzt2/fpnTp0owfP55ffvkFbW1tAgICqFq1aqYj5lxdXXFwcGDFihVy4cVPhExkPh1ysrsCQEtLi59++ok+ffrg5eX1Ub5ADQwMNL/tPnv2jAoVKmBubs6oUaMYOHBgrl9fKlyMjY15+PAh58+fZ+fOnSxdupSjR48C6uU3rKysNP1nFEXB2dmZAwcO8ObNG2rVqsXKlSvp27cvxYoV09SZldbBq1ev0rdvX0qUKEGjRo1y7f4kScrfZBKTx27evAmAjY3NR7memaLKV2cAACAASURBVJkZ/fv3x9nZmQ0bNmiGb3/33XdoaWnRo0ePVGvLSFJmdHV1sbW1xdbWFl1dXTw8POjXrx9Xr17l8OHDnD59OlXZnj178uOPP2Jtbf1eU/e7ubnRuXNnihYtyrp163J8Zmsp/5Kz+UppyddJeczDw4MffviBMWPGsHDhwmyfHxgYyLVr17CxsUl3Zd70VK1alVKlSrF582ZAPaS1X79+3Lp1C319fVq2bMnevXvlDwcpRzx8+BAXFxeioqLo06cP5cqVy9J5sbGxTJkyBVdXV6pUqULZsmXR0dFh1apVVKlShRUrVsiJ7D5RMpEp/GSfmAJk5syZmmb27K6K+9///pfZs2cD0KxZM3bu3ImpqWmG5zg6OuLu7s6oUaOws7PD1NSU6OhoLly4wL///suOHTvo27cvGzdulIvcSW9ZsmQJxYoV4/vvv8/V6zg4OODq6krt2rWJi4vj9evXvHnzBktLS+bPn5+tTsRS4SMTmcJNJjEFSExMTKqVpbMjKCgo1W+jjRo14sKFCxmucxMSEoKNjQ13794FwNbWlmXLlmnWZlqxYgXLly9nzZo1DB48+D3uSCqsoqOjMTAwAGD58uU4OTlla64YRVHw9PRkxYoVXL58GRcXF0xMTNi1axeGhoaaodqKomBgYKDpKCxJackkpnDLahIjF8zJBxISEoiNjX2vmUaNjY1xd3fXjOS4fPky7du3z/CcsmXLcvv2bW7fvs3UqVM5e/ZsqjWjhgwZQuXKlZkzZ06245EKr4cPH6ZqfRk2bBgmJiZYW1ujUqkyPFelUvHXX39Rt25dWrRowY4dO/Dz86Nbt24AWFtbp3odOmfOHGJiYjhw4ABLly7l1atXuXNTUoHl5+eX1yFI+YBMYvKBmJgYFEXB19eX92kZa926NZs3b6ZJkyaAuuPjmDFjMjxHCEGtWrX47bffGDx4MGvWrOHcuXOaY1FRUVhZWWX/ZqRCa/LkyWzevBkHBwd8fX3Zvn0733//PefPn6d79+4cPHhQM/ItrdGjRzN8+HBu376NmZkZp06dolmzZty7dw9QL/HRtGlTAI4ePcp///tfzbmrV6/Gy8sr929QKnBkIiPJJCYfMDQ0pHv37ri7u2umWM+u3r174+vrq1mRe+XKlVk+d+nSpdSoUYOJEycSFBTEnTt3CA0NpV27du8Vi1Q4TZgwAV1dXSIiItDW1qZ+/fqMGDGC0aNH4+7uTqdOnTAyMsLS0pIZM2YQFBSkOXfs2LH88MMP1K1bl0ePHtG3b1/Onz+fbqth48aNWbBgAc+fP8fNzQ0AIyOjj3afUsEiE5lPm0xi8onY2Fh0dHQ+eHhzhQoV8Pf3z3B5grSKFi3KgQMHiI6OZvz48Zw5cwaA8PDwVGs8SZ82CwsLVqxYgZeXF3v27NHsHzhwIGfPnuWff/5hwIABREdHM23aNFq3bk10dDQANWrU4O+//+b69ev0798ff39/6taty7hx4966jomJCcOHD+fEiRP07dsXHR0dPvvss492nzktNjaWTZs24eHhQXR0NFeuXGHnzp08ePCAxMRELly4gJubG+Hh4XkdqiQVOLJjbz6RvOgdQJMmTTh58iSlS5f+qDFs3ryZfv36UaVKFUJDQ4mIiEBHR4eDBw9m2s9G+jQ8fvwYMzMzxo0bl+GyAO7u7owYMYKhQ4eyYsWKVMfi4+MJDw/H0NDwrdFvDx48YOXKlaxevZqXL19So0YNpk6dSuPGjXPlfj6GgwcPMmnSpHSP6erqEhcXB6gnv2zatCmLFi2SI6/eg+zoW7jIjr0FzKxZs9i+fTtDhw7lypUrdOvW7b36x3yIb7/9lsGDB+Pv70/Tpk3p3r07hoaG9O7dmydPnnzUWKT86fz584C6xS8jdnZ2fPfdd/z9999s27Yt1bHkpQWSWwsTEhI4dOgQrVq1okaNGixatIgmTZqwatUq9uzZU6ASmJcvXxIVFaX5/ODBA9avX4+RkRGHDx9m/PjxrFixghs3brBy5UoGDBjA5s2bOX36NBMnTsTHx4fffvstD++g4JKvlT5NsiUmH9qwYQMLFy7kjz/+YMSIETle/6tXr97ZyqNSqfjll1/Yu3cvISEhaGlpkZiYSJMmTTh//rxmGLb0aXrx4gX169enePHiODs7U7Ro0XeWjY6OxsrKCh0dHR49ekTFihW5ceMGnTt31nTorVWrFpGRkQQGBlKuXDm6du1K165dC9QkdomJiXh4eODs7My///6LtrY2jRo1Ij4+nkuXLqGrq8u8efMYNWpUpnV169YNd3f3VLMcS9kjW2QKBzlPTAGmKAojRozg7NmzeHp68vnnmf47ZllkZCTu7u40a9Ysw4UfFUXh4MGDdOnSBW1tbeLj4xk+fDhTp07N8oyrUuHk7u5O27ZtsbKyol+/ftSsWRM3NzcSEhJo3rw5pUqVYteuXezevZuQkBAqV66Mp6cnlStX5j//+Q///PMPEydORKVS4enpiY6ODk5OTtjb22c4v1F+oygKmzdvZuvWrTx58gQjIyOGDBlCXFwcBw8eJDY2lh9++IHBgwdn+WumQoUKVKlShdWrV+dy9IWXTGIKB5nEFHCvX7+me/fuaGlp4efnl2P9YxRFISEhIcstKtOnT3+rebt+/frs2LGDevXq5UhMUsGzZMkSJk6cqOm4m5YQAltbW8aPH0+HDh3Q1tZGURQqVKiAhYUF//vf/z5yxO/v7t27ODs7c/nyZSwsLLCxsaFp06Zcu3aNoUOH0rhxY8aPH4+TkxN6enofdK2mTZvi5+fH3r17qVSpUg7dwadHJjIFn0xiCoErV64wcOBAWrduzYkTJ3JtCYCXL1+yfv16VCpVqvk5QN1fYcSIEWzevFkzeqJEiRKULVuWq1evyvWVPmHR0dGcO3eOS5cu0a5dO4yMjHB1daVkyZI0atSIqlWrpip/48YN6tevz7Rp0zST3OUXCQkJhIWFUbZsWYQQxMXF4eLigrOzMxcvXkRPTw8LCwtu3LiBSqXSvGbV0tIiMjJSM4vxh3Jzc6NNmzYsXLhQTnHwgWQiU7DJJKaQSO4fs2zZMoYPH54r16hVqxZ3797F0NCQsLCwdMvEx8dTtmxZbGxs6Nq1K0OGDKFnz54sX778o4+ikvK32NhY9u/fT2BgIHZ2dlSrVo3t27czb9487t27x4kTJzLtGJxbFEVJ9ctAaGgoe/fuZefOnQQGBlKxYkXq16+Pr68vYWFhmJqaMmLECAYOHEjZsmWJi4vj/PnzuLi4sH//fiwsLNi4cWOOxHb//n1+/fVXdu3ahZubm3xtmwNkIlNwZTWJkb0087n+/fvj7e3N6NGjsba2xtLSMsev0alTJxYtWsSXX375zjLR0dGEh4cTERFBs2bN+PHHH/nrr7/YsWMH5ubmrFixAmtr6xyPTSo4IiMjGTlyJNu2bUs1Qie51aJmzZrMnTs3TxKY27dv4+zszOHDhylbtizNmjUjIiKCkydPEhcXR9OmTRk5ciReXl6cPn0aCwsLJkyYgKOjo2ZJD1APiba1tcXW1jbHRhEFBgbSrVs3PD090dbW5ttvv5UJjCRlkWyJKQBevXpF9+7d0dHRwc/Pj1KlSuVo/bGxsRw/fhxHR0f09fXfWW7ixInMnTuXXbt2UatWLS5evMi5c+c0E5/5+fkVqFElUs5au3ZtqgVDu3btira2Nvr6+rRt25bGjRvnyaroU6ZMYd++fejr69O9e3cCAgK4cOEC2trafPfdd/z444/UrVv3o8eV7OTJk7Rt2xYAV1fXbC2oKWVOtsYUTLIlphApXbo0CxYs4LvvvqN79+4cP348R38Y6Onp0bFjx0zLGRgYIISgfPnyCCGwtLTE0tKSDh060KdPH7p06cK5c+fQ1tbOsdikgmPgwIF89tlnuLq6cuDAAXbv3g1Ay5YtadiwYZ4kMC9fvmT//v3069ePJUuWaJYviIuLQ1GUD+6I+yESEhJ49OgRdnZ2ODo64uPjIxOYXODn5ycTmUJMTnZXQDRq1IgRI0bg4uKSasXpj+n+/fsoiqKZYTRZzZo1mTRpEufPn2fWrFl5EpuU97S0tGjbti1z587lxo0bBAcHM3PmTM6cOcOgQYPYsmULDx48+CiTOMbFxXHs2DEGDRqEoigMHz481fpLurq6eZbABAcHM2/ePMzMzKhevTply5bF09MzT1uDCjs5EV7hJV8nFSCJiYkMHz4cLy8vPD09c6V/TEZu3ryJpaUl9evXZ/Xq1amGaSuKwqRJkzh8+DCurq7Y29t/1Nik/ElRFObMmcPKlSt5/PgxAMbGxtja2vLLL7/keKfwZ8+esXPnTvbs2UNoaCiVKlXi119/5aeffsqTlqC0QkNDMTMz482bN1hZWdGyZUvu3r3LpUuXGDFiBB06dMjrEAst2RpTsMjRSYXUy5cv6d69O7q6urnSPyYzGzduZMCAAXz//fdvzSasUqno1asX4eHhXL9+XTaNS6k8fPgQFxcXXFxc2LdvH02aNGH27Nkf/P8kMTERT09Ptm/fzr///gtAq1at0u2Ym9fi4+OxsLDg5s2bHDlyBFNT07wO6ZMiE5mCQyYxhdilS5f47rvv+OKLL1izZs1b83HktsGDB7Nu3ToGDRpEmzZtqFevnqYfzN27d+nTpw8NGzaU/WOkd1q5ciVDhw4FoHr16owZM4aWLVtmu54jR47w559/EhAQgJGREUOHDmXIkCGYmZnldMg55uHDhzRs2BBTU1M2bdqUp/1yPkUykSkY5AKQhVjjxo0ZNWoUbm5uVKtWDUNDQy5evPjRrr9s2TKaN2/OP//8Q58+fejduzcqlQpQ94+ZOHGi7B8jZeiHH37g2rVrLFiwAEVRGDduHI8ePcpWHVFRUUyZMoUiRYqwZcsWAgMDmTVrVr5OYACqVq3Kxo0buXHjBgsXLszrcD45sn9M4SKTmAJqwIABmllPX7169VHXnClatCgeHh4EBQWxYsUKbt26pem4GRAQwDfffMPXX3/Nb7/9hru7+0eLSypYzM3NGTt2LO7u7ujo6DB27FhiYmKyfL6Pjw+xsbH8+eef9OnTJ8PpAfKbLl26MGrUKLZt24aLi0tehyNJBZZMYgqo+Ph4Ll++TN26dYmPj6dBgwYfPYby5cszdOhQVqxYwevXr5k7dy6dOnXCx8eHKVOm8Nlnn9GjRw+CgoI+emxSwfHZZ5+xbNkybt26xfnz57N8noeHB/r6+u/1Gio/mDt3Lg0aNGDq1KkEBATkdTifFNkaU3jIJCafe/PmDdu2bWPw4MHMmDGDo0ePsmrVKjp06MC9e/cYMGBAnvc7+eGHHwgICODevXtUrlyZCRMmEBUVxaJFi4iIiKBLly4kJCTkaYxS/hYcHAyoX0dmla+vL7Vr186xdYs+Nj09PQ4ePIiWlhZjxozJtBUqKiqK169ff6ToCj+ZyBQOsmNvPpW8cu7BgwdRqVRUrVqVoKAgTd+TZs2aMWHCBDp16pTnSUxKV65coWnTpnz++eesWLGCffv2MW3aNGbMmMGUKVPyOjwpn2rRogXPnz9n//79WT5nwYIFbNy4kb1799KlS5dcjC53HTx4kE6dOmFtbU2PHj2oVKkSbm5u6Onp0bx5c/T09Ni5cycHDx4kKiqKunXrYm1tjbW1NY0bN5Ydgz+Q7OibP8nRSQWYm5sbI0eORE9Pj169evHTTz/RtGlT4uLi8Pb2pmzZstSqVSuvw3ynVatW8cMPPzBixAj+85//MHHiRI4ePYq7uzutWrXK6/CkfCY6OprSpUvTqVMnpk6dmuXzYmNj6d+/P48fP+bKlSsffZReTpozZw4zZ87U/JKSvN5UsuTvBdWrV2f//v1cvXqV+Ph4DAwMsLS0xNraGkdHR7nsx3uQSUz+JJOYAmzMmDFcunSJGzduULZs2bwOJ9sUReGrr77i+PHjLF68GEtLS2xtbRk9ejSLFi3K6/CkfCYuLg4TExNKlCjBjh07KFq0aJbPDQgIoGfPnpiZmeHr61ugWyXi4uLw8vLixo0bfP311+jq6nLy5ElevnxJz549KVOmjKZsREQEp06d4sSJExw6dAh/f3/KlCnDzp075eKR70EmMvmPTGIKsM6dO/PgwQNq1qxJp06dcHBwoGXLltn65p7XIiIisLCwwN/fX7Nv165ddO3aNe+CkvItV1dXHB0d6dSpEzNnzszWuSdPnuSXX35h5MiRLFmyJJcizN98fX1p2bIlWlpatGzZEhsbG6ytrWXLTDbIRCZ/kUlMAfb48WNcXFzw9PTk4sWLxMXFYWBgwNGjR/niiy9y7Dp+fn78/fffVKlShbFjx+ZYvcnCwsLYv38/Li4u1KlThzFjxlCsWLEcv45UOCT3nZo5cyadO3fO1rnz5s1j8+bN7N69Gycnp1yKMH87e/Ysq1ev5siRI4SEhABQpUoVrK2tsbGxwcrKSn79ZUImMvmHTGIKiaioKHx8fJg1axYxMTFcv36d8uXLf3C9t2/fxtzcnPj4eEA93LNPnz4UKVKEffv20blz5xy5jiRlVUJCAjY2Nly9epVt27ZRo0aNLJ8bFxdHnz59ePr0KU+ePKFkyZK5GGn+pigK169fx8XFhd27d+Pr60t0dDQ6OjpYWFjQpk0bvv3223y1HEN+IZOY/EPO2FsAZCWBNDAwoGXLlvzxxx+a4copO/y9r4MHDxIfH8+OHTuwtLTk119/5bPPPqNChQoMGTIER0dHIiIiPvg6kpRV2tra7Nu3j6JFizJmzBhNJ9es0NXVxdramjdv3mgS80+VEAJzc3NGjRrF2bNnefXqFSdPnmTcuHFERUWxYMEC1q5dm9dh5kty2HXBk+0kRggxSQihCCH+TLHPWAixXggRKIRQCSGOCSEynfBBCPGFEMJXCBEthHgghBia3XgKqlevXtGyZUs6duzI7NmzcXd3JzIy8p3la9euzYQJE/D09GTOnDkffP379+8DULJkSdatW8fu3bsZO3YsAwcOZOjQoVy5cgUjIyMsLS05ePDgB1/vXb744gvq1KnDuHHj8Pb2zrXrSAVDhQoVcHZ25uHDh8ybNy9b5966dYsKFSrk+MrYBZ2+vj729vbMnj2b69evY21tzbp16/I6rHxLJjIFS7ZeJwkhmgPbgHDgjKIow4V6fXsPIBEYBbwGRgPtgXqKorx5R11VAT9gLbAcsE36s5eiKLsziqMwvE46fPgwv/76K02aNOHmzZtERUWho6ODtbU1CxcuTLcTr6IoTJgwgePHj3/wcOUHDx7QsGFDqlatyoYNG95atuDy5cucOnWKY8eOERwczIULF2jYsGGm9b58+ZLY2NgsrUz86NEjqlSpAoCOjg4A//77L9bW1tm/IalQadeuHTdu3ODo0aNZPmf79u3MmjWL+fPnM27cuFyMrmCrV68eRYoUYePGjXkdSr4mXy3lrRx/nSSEKAVsAQYDL1Mcqgk0B4YpinJBUZTbwI+AAdA7gyqHAoGKovysKMpNRVFWAxuAnO9hmg95eHhQunRpLly4wMuXL3F3d2f06NGcO3eOUaNG4e3tTVxcXKpzhBBMmzYNU1NTunXrppnl9H1Uq1aNdevWce3aNRYvXvzW8UaNGvHLL7+wZcsWSpUqRZcuXbL0eunEiRNZHhZ+/PhxAE3nX2NjY5ycnAgLC8vezUiFiqIoeHl5UadOnWyd17NnTxwcHJg4cSLnzp3LpegKvoiICJ49e5at13WSlF9l53XSKmCXoihuafYnr7oWnbxDUZREIAZ168q7WAMn0uw7DnwuhHhrNUMhxBAhhI8Qwufly5dpDxcoiYmJnDt3DisrKxITE9HX16d169bMmzeP+fPnc/78eQYNGkSrVq3eesVSrFgxFi1aREhICIMHD/6gOLp168ZPP/3Epk2b8PDwSLdMmTJlmDdvHo8fP6ZXr16Z9uNxcnLKUl8fgGPHjmFiYkLVqlUpW7as5r6yU4dU+AghqFSpEt7e3ppRNlk977fffqNChQp07do1W+d+StauXUtQUBCzZ8/O61DyNflaqWDIUhIjhPgeqAGkN2/8LeARMFsIYSSE0BNCTAAqAxUyqNYESLsyYBCgA7z1q7yiKKsURflcUZTPDQ0NsxJ2vhUbG0tsbCwuLi4YGhry22+/aY6NGTOG0NBQ9u7dS9myZRk1ahRr167l1q1bmg69tWrVwtDQMEeWG5gwYQKg7k/wLvXr10dLS4sjR45kuuKurq6u5tVQZq5fv05CQgKxsbGa64wdO5bTp0/LSfE+cXPmzOH169cZ/r9MT4kSJRg3bhxBQUEcO3Ysl6Ir2BwcHJg8eTL79+/P1jIPnyKZyOR/mSYxQojawGygr6IosWmPK4oSB3QFqgOhgAqwA44Cma36l/bXbfGO/YVKkSJFOHbsGIsXL6Zx48ZMnz6dffv2aY4nv745dOgQJiYmLF68mO7du2NnZ8f48eP56aefCAsLo3379h8cS3ILTL169d5Z5u+//yY+Pp4WLVrk6HviBQsWEBwczMKFCzX7+vTpQ5s2bZg4cSKenp45di2pYPHx8QHIUj+stJJfRzZp0iRHYyrIgoODuXr1qubztGnTsLKyYvr06cyePZvTp0+/9fpaUpOJTP6WlZYYa9QtI35CiHghRDzwBTAs6bO+oii+iqI0AkoDFRRFaQ+UAR5mUO9z1K0xKZUH4lEnQ4VayZIladu2rabF4cyZM2+VqV+/Prdu3eLp06ds2LCBL7/8kgsXLnD58mXGjBnDwIEDPziOunXroqOjw7Zt29J9hRMSEsKBAwdo1qwZZ8+epWLFih98zWSdOnVi9OjRbN++nRMn1G8WhRDMmDEDY2NjunbtKvvHfKIqVaoEwJEjR7J9bnKL5aVLl3I0poJo9+7dCCEoX748lpaWREVFAerh7AcOHMDW1pa9e/cyfPhwVqxYkcfR5l8ykcm/spLE7AMaAI1SbD7A9qS/a1pnFEV5rShKcNLw6s+BjNoqPYG2afY5AD5JrTufhOvXrwPqVXzfpWLFivTv359NmzYRHBzMq1evWLhwIfr6+u88J6ssLCyYN28ebm5uLFu2jPDwcBRF4eLFi4wfPx4HBwdCQ0P5+eefP/ha6ZkzZw4WFhZMmzaNgIAAQJ3gLVq0iODgYLp27Sr7x3yChgwZgq2tLfPmzePmzZvZOtfJyYkmTZrw/fffc/v27VyKMP+7e/cu3bp103zevXs3BgYGms8mJia4u7tz9uxZACpXrvzRY5SkD5VpEqMoyitFUfxSbsAbICzpsyKE6C6EsBNCVBNCdAZcgH2Komg67gohNgohUo7p+xuoLIRYIoSoK4T4DzAQWMgnxNjYGF1dXebOnYu7uzsxMTEZlhdC5PhMm6NGjcLe3p7Vq1fTsmVLLCwsGDBgAGfPnmX48OHcvn2bvn37EhUVlSqhSEjI7G1h5vT09Dhw4ABCCMaOHZuqf8yYMWM4deoU9erVY+LEidy4ceODrycVDFpaWuzduxdDQ0PGjBmT4RxKaeno6DB//nxiYmKYPHlyLkaZv8XGxrJ//35u3ryJoih06tQp3XJBQequia9evfqY4RU4sjUmf3qvZQeEEKcAP0VRhid9HgGMA4yBZ8BG4PeUfWiSzkFRlNYp9n0BLAbqA4HAPEVR/s7s+oVhnpiU9uzZw++//058fDxFixZl69at2V475kMlJCTg6emJi4sLCQkJVKlShd69e2vWWrlz5w7169fHyMiIr776Cm9vb/z9/fH09MyRfjL79++nS5cudOvWjcmTJ6OtrY2iKGzdupUTJ05w+fJlihUrxtWrVzVzy0iF39mzZ2nZsiU//vgjbdq0wdnZmWPHjlG5cmWsrKwIDg7Gx8eH+vXr07BhQ65cuUJAQAANGjRg3759jBgxgj/++COvb+OjioyMxNHREU9PT8qVK8e1a9cynLcpISGBFi1acPnyZbZu3UqtWrU+YrQFj5w/5uOQaycVMBEREXh7e7Ns2TKeP3/OlStXqFatWl6HpbFgwQLGjx9PgwYN8Pf3p3Tp0jx79gxTU1OuXbuWIwvLjRo1iiVLllCyZEmaNWvGsGHDNOvnPHz4kD59+lC1alV8fHzQ09P74OtJ+d/9+/dTraGkr6/PN998w71797h8+TJFihShffv2eHl58eTJE8qUKUPt2rU5f/48CQkJuLq60qZNmzy8g49v27Zt9OnTBwcHB9zd3fn88885e/ZshqMZg4KCMDc3p2LFimzZsuUjRlswyUQm98m1kwqYEiVKYG9vz59//okQgo4dO+Ll5ZVv1oHZvXs3NWrUYOvWrZw7d44jR47w999/4+/vz7Bhw3LkGgsXLsTZ2ZmuXbty/vx5hg8fTnh4OABVq1ZlxowZXLt2jYkTJ+bI9aT8L7kJX0dHh4ULFxIYGMi2bdvw9vbm1atXBAcHs3PnTgICAnj69CmBgYGcO3cOlUrF7du3P7kEBtSTSJYqVYoFCxYwefJkvLy8Mp0TxtjYGFNT0xx5RSxJH5NMYvKZSpUqMXPmTO7cuYO1tTVGRkasX78+T2N68+YNFy9e1CwHoF5pApo1a8YPP/zAxo0bM4xx7NixCCEy7Z+gra1Njx49WLt2LcePHycoKIhp06Zp+uE4ODjQu3dv/ve//3HgwIGcuTkpX+vYsSOXL18mJiaGMWPGYGRkpDlWrFgxihQpovlcsWJFTQudnp7eJ/laRFEUDh8+jLW1Ndra2jg5OfH1118zffp0Zs6cyeXLl99aQPbJkyfY2dlx6dIlbG0zmp9USib7x+QfMonJh+zt7XF3d2fBggVUqVKFIUOGsHjxYk0HvY8tIiKChIQEAgIC3rr+0KFDMTQ05K+//kr33OfPn7N06VIAGjRokOVrNm/enLlz5+Lq6srWrVs1+8eOHUvdunXp168fR48e1QwZlQonLS0tGjZsmOOd2Qub+Ph49u3bh42Nfsz1qwAAIABJREFUDSEhIZrRjkIIpkyZQpMmTZgyZQqNGzemXLly9O3bl/Xr1/P06VPmzJnDqVOn+M9//sOgQYPy+E4KDpnI5A+yT0w+9+rVK4YMGaIZZmpsbEyHDh3o0qULnTp10rSK5Lbff/+dqVOn8ttvv+Hk5KTZr1KpsLW1ZcSIEakmrUt7D8WKFXtrkcnMKIqCvb09p06dwsHBgRYtWtCuXTtevnxJ3759efnyJXp6enTr1o3Nmzd/tGchSflFVFQUCxcu5K+//iIoKIjy5cvTs2dPBg0a9NbM2S9evMDLywtPT088PT0JDVVPx6WtrU3Lli1ZtmxZXtxCgSf7x+QO2bG3kHn69CkeHh54enri5eVFREQEa9as+eD1k7IqeQTDlStXOHPmjKYZ/82bN9jZ2VG/fn28vLxyZCmElMLCwpgwYQIHDhzgxYsXNGrUiLVr1xIfH4+vry/79+/n2LFj/8feeUdFcb5/+1pKlKARK/YWiShWBAVUFBSs2MVG7EbBFnvBrrGLGmNLoth7AxUpGqosiCJSxa4gREWRorRl5/2Dr/uGnw1kKcpc5+ScsDPzPPdsNjufvStTp05l+PDhGBgY5HnsgYjI186yZctYvnw5JiYmWFtb06lTpzx9/gVB4M6dO0ilUoKDgxk2bJg4Pf4LEUVM4SCKmG+YrKwsbG1tCQkJISgoKF9hmoIwduxYTp06hY+PT64vyi1btrBnzx4iIyNp0qRJoewtCAIHDhxg9OjRjBkzhpkzZwI53VkXLFjApUuXEASBGjVqEBQUpOj4KiLyLdOsWTPU1NQ4dOhQcZtSqhGFjPIRq5O+Yd41xytfvjxmZmbY2dlx4cKFQs+XCQwMzNXx8x3JycloamrmKoVVNhKJhFGjRjFx4kQcHR2ZO3cuFy5c4M2bN6xbtw5vb29WrVrF69ev6dy5M1u3bi3V3VpFvn2eP39ORESEmIxbAhDzY4oPUcR8pVSpUoU//vgDPT09du7ciZWVFdeuXSvUPRcuXMjz58/ZsWNHrtdlMhlZWVn5bg//JWzevJmxY8cilUpZsGABw4cP582bN1SsWJG+ffuydu1aMjMz+fXXX9HV1WX//v2FbpOISHFw+fJlAFHElBBEIVM8iOGkb4CNGzeyf/9+kpKS+OGHHwp1r/Hjx7Nnzx4GDRqEmZkZBgYGvH37FjMzM6ZOnaqoRFIGgYGBZGZm0rFjx/eOyeVyzp8/z4ABA6hWrRrm5uYYGxtjaGiIpqYmsbGx2NvbExERwcCBAzE1NcXX15ewsDC6d+9Ojx496NSpk5gMLPLVMmrUKJydnfHy8lJ6LprIlyGGlZSHmBNTilixYgVOTk4EBwejp6dXqHu9ffuW/v374+PjQ3p6Ompqanz//fckJyfnOdHY3d2d6tWr07x580+KiP79+3Pu3DmOHz+OtbX1B885ffo0mzdv5saNGwp7WrRogbGxMY0bN8bNzQ2pVMqrV68oV64c9erVIzo6GplMxrp165g7d+4XvxciIsVJjRo1qF27No6Ojvm+dt++fbx8+RJjY2P09fVz9dsRKRiikFEOoogpRSQkJDBw4EC0tLQIDQ1VygiAz5Gens7Vq1fx8PDgxIkTtGzZkt27d1OtWrVPXhcWFkaLFi0AqFy5MvPnz2f27NkfPDcgICBXxcSyZctYunTpR+3x9/fHw8NDMfQOoFOnTmzdupUnT56gra3N999/z9u3b5k3bx4+Pj7o6+vTv39/LCws0NfXF3/Rinw1dO/enStXrjB+/Hg6d+6Mrq5unj6/ycnJmJqaKrrz1qxZk6NHj+ZqJChSMEQhU3BEEVPKkEqlTJw4kerVq2NlZYWlpSXm5uZUrFixuE3Lxfr165k3bx5Tp07F399fUSb9sQm7O3fuVIw1aNWqFTdv3szTPi9evGDnzp0sXbqUNm3aYGFhgbm5OTVq1ABySsP//vtv/Pz8uH37NgAVKlRg/PjxbNiwQQwziZR4EhMT6dq1K8HBwUDO59fIyAhjY2OMjY2pWbMmMTExnDhxgsuXL9OgQQMMDAy4ceMGPj4+uLq68ubNG4YNG4ahoSE7duwQmwoqEVHIFAxRxJRCrly5wrlz5wgKCuLNmzeoqKjQokULTp48WaiVQ/nByMiIly9fcvbsWTIzM7GxseHp06f4+PjQokWLD4qHkJAQEhMT6dSpU76+ZAVBYNWqVfz111/ExMRQrlw5jh8/Tt26dXOd9/LlSwIDA7l06RJeXl7Mnj2bCRMmoKOjI4oZkRLPs2fPuHz5MpcvX8bFxYXnz58DULVqVV68eIGqqipGRkY8ffqUR48eUaZMGcaPH8/WrVtRVVVl165d2NraMm3aNCZMmFDMd/PtIIqYgiGKmFJMVlYWYWFhSKVSDhw4QN26dbl582axx73T0tKoUKECffv2VYSFYmJiGDJkCCkpKdSsWZMJEyawdOlSpYuH8PBw2rdvj1wup1OnTpiYmGBkZJQr/CUIAvPmzePSpUtAjpu9Z8+eWFpa0rdvX3FytkiJRxAEIiMj8fDwwNfXlxYtWjB+/HhF36TY2Fg0NTVzeWgFQaBXr164ubmxZ88eDAw++9wQySOikPlyRBEjAoC3tzdTpkzB1tb2vdLooiY7O5s6deogkUg4deoU5cuXB3LmK3l7e+Pu7s61a9dYunQptra2aGtrK3X/a9eusXXrVlxdXXn16hUAjRo1wsjICBMTEwwMDNDQ0CAmJkbRHfnatWukpKTQvXt3XFxcRM+MyDdJcnIyVapUoU+fPixbtqy4zfmmEIXMlyGKGBEFmzZtYt++fZ+s8ikq/P39MTU1xdzcnE2bNuUSBXK5nOnTp+Pl5QXkDIy8dOmS0rvvyuVyQkND8fDw4MyZMwQHB5OZmUn9+vU5evQo5cqVU5wrk8nYsWMHf/31Fzo6OvTp04dx48YVWmdiEZHiIDIyEj09PZYsWcLgwYOL25xvDlHI5B+xY6+IgmnTptGiRQvGjh3L/fv3i9UWExMT1qxZg4eHB0ePHs11TEVFha1bt3Ls2DGmTp3KnTt36NmzJxcuXCAlJUVpNqioqNCqVSvmzJmDVCrl9evXHDt2jJiYGIYNG8aOHTsICQlBJpOhpqbGlClTmD9/PpUqVWLLli106NCB2NhYpdkjIlLcuLu7AyimX4uIfC2InphSQlxcHIMHD6Z8+fL8/PPP9OzZ84NN5IoCuVyOqakp165dQyqVUqZMmQ+e5+rqypIlS0hLS1P0f+nXrx82NjY0aNBA6XYdPXqU1atXExERgSAIlCtXjrZt2zJjxgzq168PwL179xg+fDhZWVkKeywsLMTBkyJfNR06dCAuLg5nZ+fiNuWbRfTG5A8xnCTyHkFBQfzxxx+EhoYik8nYsmUL06dPLxZbRowYgaurK56enp+sOMrIyCAkJESRoxIVFUWVKlUIDw9Xes7MO169esWVK1fw8PDg2LFjVK5cmY0bN/LTTz8hkUiIjo7m0qVLCnsEQUBLSwsnJydMTU0LxSYRkcIiLS2NihUrMnjwYObNm1fc5nzTiEIm74giRuSjpKamMnv2bAIDA/H398fQ0LBI95fL5VStWhVjY2PWrl2br2sjIiIYNWoUqqqqtG3blvHjxzNixIhCshQ8PT2xtLREJpNRrVo1jIyMMDIyon379lSqVInExEQCAwPZvHkzmZmZLF68GEtLSxo3biwmAYuUaARBwMfHhy1btnDu3Dl27NhRbN7Z0oQoZPKGKGJEPklSUhKDBw9GRUWF8PBwtLS0imzv69evY2hoyOrVq7Gyssr39bdu3eL8+fN4e3vz77//cuTIEYYNG1YIluYQExODm5sbHh4euLm5kZSURLly5Th8+DANGzYE4M6dO8yaNYtHjx4BoK2tTc+ePbGwsKBr165UrVq10OwTEckPaWlp7N27ly1btnDv3j3Kly+PtbU1U6dOFTtWFwGiiMkboogR+SwhISGMGTOGzp074+7uXmSeg9WrV2Nvb4+npydVqlT54nWysrIYO3Ysd+7c4ebNm/z0009KtPLDZGdnc+3aNXr16oVEIqFHjx507NgRExMTJBIJsbGxSKVSpFIpgYGBJCcnA9CkSRP69OlD586d8ff35/nz52zbtg11dfVCt1lE5L9MmTKF7du307RpU4YOHUr37t3R0NAobrNKFaKQ+TyiiBHJE46Ojjg4OLBt2zamTJlSJHsaGBjw+vVrzp07V+C1/v33XwYNGkT16tUJCQkpsoZ+UqmUOXPmKAZP/vrrr+8Nv8zOziYyMhKpVIq/vz+3bt1CJpMpjs+ePZsNGzYUib0iIpATSv7xxx9p3LhxsfeNKu2IQubTiCXWInli1KhRmJqaMnPmTMUMlsKmbNmyxMbGKqVMuXr16qxevZro6GhmzpypBOvyhrGxMX5+fiQmJmJpacmWLVsYMWIEf/zxBwkJCQCoqqrSvHlzfvnlF/bt28fVq1fZvXs3rq6uDBkyhI0bN3Lx4sUis1mk9BIZGcmUKVOoXr06z58/p1+/fsVtUqknPDy8uE34JhA9MSK8fv2aQYMGoa6uTnh4OBUqVCjU/R4+fEjLli2pV68eBw4cUEpIxcHBAUdHR5YsWYK1tTVNmzYttPDYv//+y++//865c+c4duwYDRs2ZNOmTZw5c4bw8HAaN27MoUOHPjmmICMjAxsbG+Lj4wkLC6NOnTqFYqtI6SUzM5OzZ8+yYcMGbty4gbq6Ot26dWPIkCG0atWquM0TQfTGfArREyOSZ7S0tNi4cSPx8fFYW1tT2MK2QYMG7N+/n/DwcBwcHJSy5tSpU2nfvj0rVqygWbNmNG7cmMTERKWs/V+mT59OjRo1WLNmDVFRUaSmplKuXDmWLl3KrVu3OHz4MFFRUfzzzz+fXKdMmTJs3LiRrKwsrKysyMrKUrqtIqWbcePGMXToUOLj45kxYwaXL19mzZo1ooApQYjemIIjihgRAFq1asXUqVNxd3fH1tYWT09PMjIyCm2//v37M3XqVA4dOsTYsWPZs2ePYvrul6Curs6uXbtwd3dn/vz5PHz4kIEDBypdkF25cgXISdSVSCTo6urmOp6amgqQJ89KvXr1WL58Obdu3WLRokVKtVNE5F3Potq1a/PDDz/kyscSKTmIQqZgiOEkEQVyuZzFixfj4uKi6IsSHBys9NlF78jIyGDFihWcOHGCe/fuUadOHU6cOJFrdtGXcvDgQdavX8/s2bOxtbVVlEIXlMjISNq0aUNWVhbZ2dm5BkP26NEDV1dXateuzcWLFz/ZxO+/rFixgpMnT3Lx4kV69uypFDtFRARBYNmyZezevZtnz56hqanJsWPHFN2nRUoWYmgpN2J1ksgX8+bNG3x9fVmyZAk1atTgl19+QVdXl1OnTqGiooKFhQXdunVTau8Tb29vunTpQpcuXdi4cWOB81kEQWDu3Lm4uroCOdOqL1++TL169Qps6759+xgzZozi7+3bt2NnZ4eRkRGBgYEcOnSIli1b5nm99PR0bGxsePbsGefPn8fIyIjU1FSuXbtG165d8yyGREQ+hCAIhISEYG5ujlwux8LCgo4dO2Jubi42ZCxBiCImN6KIESkwXl5ebNu2jTt37gCgqamJqqoqycnJVKtWjWfPnil1v3Xr1jF//nwWLVrEkCFDCryeIAg8evQIPz8/tm3bRr169ViyZIlSms95e3vj5OSk+KdZs2bExMTQvHlzatSowaFDhz46E+pDPHr0iOHDh5OSkkL58uUVAy/DwsLELzcRpRAYGMj69evx8PAgJSWFGTNmMHbs2OI2S+Q/iP+v/39EESOiNF68eMHdu3dp3bo1ZcqUwdjYmAYNGig9liuXy+nUqROBgYHY2tpiamqqmFdUUDw9PVm0aBHJyclIJBL++uuv9/q6KIM9e/Ywfvx4/v77b9q1a5eva1+/fk1AQABSqZQzZ84AORUmYkM8EWUik8no1asXV65cwdHRkdatWxe3SSL/QRQyOYjVSSJKo2rVqpiYmKChoYGKigply5blu+++Qy6XK3UfFRUVzpw5Q+PGjfn9998ZNGgQkyZNUkpCopmZGT4+Phw5coTWrVtjZ2dHSEiIEqzOzbveN+rq6p9NKn7x4gU7d+6ke/fuDBo0iD179lC/fn2WL1+u6OMRFRWldBtFSjdqamqcOHGCmjVrYmdnx+rVq/H29iY7O7u4TRNBTPTNL6KIEck3U6ZM4ebNm/ke3pgXqlatSlhYGDExMaxatQp/f38OHz6slLXfNZ/bvHkzWlpa9O3bFycnJ8VoAGXwzms0atQoLCwsFInSr169AnJCXEFBQcyaNQtLS0t27NhB3bp1+eGHHzh06BBDhw5ly5YtBAUFAXDkyJH39jh+/DgzZ87kypUrhIWFsXjxYkJDQ5V2DyLfPhUqVODSpUu0atWKs2fPMmXKFNatW1fcZomI5BsxnCSSbwRBYN68ebi5uTFs2DAsLS3p2rUrNWvWVOo+b968QUtLCxsbG2bNmqXUtW/cuMHUqVNJSUlBVVWVVatWMX/+fKWs/ejRIzw8PHB3d8fd3V0hkho3bkxGRgaPHj3ihx9+YMKECUyaNIlGjRoBEBcXx48//kh6ejr169dXjDL4v9VaY8eOxdHRMddr1atXJyIigkqVKinlHkRKD+np6cydO5dt27axceNGunXrVtwmiSCGlcScGJFCJTU1lXXr1uHj46PwMjRq1IhRo0Zhb29f4DyW8PBwJk+ejI+PD7t378bExEQZZuciKyuLkJAQ9uzZw9WrV7l69SrGxsbI5XKlTfPNzs7mxo0beHh4cO7cOWQyGdOmTWPo0KEfHLr35MkT0tLSPpkLlJCQQNWqValfvz42NjbI5XJWr17NsWPHlJIQLVL6yMzMxNDQkOjoaIYPH46JiYkiB06k+CjNQkYUMSJFglwu586dO0ilUv755x9CQkJwcHBgxowZBVr3p59+4sGDB4wfPx47O7t8lxnL5XL8/f0JDg6mefPmGBoafrT/TFhYGMOHD8fR0RG5XI65uXmJ7qUREBCAsbExq1evxsrKiiNHjrBmzRru3r2r8OqIiOSXJ0+eYG1tzY0bN5DJZJQtW5Y2bdrQu3dvevfuXdzmlVpKq5DJq4hRKwpjRL5dVFRU0NXVRVdXl9GjRzN9+nTmzp2LiYlJvqtz3vH06VPu3r3LzJkzc/VjyQ/z5s1T9IiBnGTGFi1aYGRkRO/evXN11A0LCwNyhjrWqFGD9PT0L9qzqHjnJQoODsbKykqRQOzp6UndunU/ObNJRORj1K1bl4CAAFJTU/Hy8sLDwwMnJycWLFhAVlYWffv2FXsWiZQ4RE+MiFJJSkrC2tqa+Ph49PT06NOnD5aWlhgbG+f54bp3717GjRvHqVOnaNy4cb5tSE1NpWPHjowaNYrNmzdz/fp1PDw8cHZ2JjIykvLlyzNmzBgePXpE8+bN0dTUxN7eni5dujBp0iTMzc3R0tLK975FyeDBg7lw4QLXrl1DJpMxduxYQkJC0NDQwMDAgIEDB2JpaYmurq7Y0Ezki8nIyKBNmzZERESgpaVFx44dmT9/Pj/88ENxm1aqKI3eGDGcJFJsxMXF4eTkhFQqJTQ0lOzsbDQ0NNi1axcjR4785LXXr1/H1taWJ0+ecPny5S96AIeGhjJixAi2bt3KtGnTch0LDw+nbdu2pKWlUa5cOcWso/+irq7OvXv3qFu3br73VhYRERH8/vvvdOzY8b3uyLGxsXTq1AktLS32798P5CRn+vv74+/vj1Qq5cmTJwDMnTtXrDoRKRApKSk4Ozvj4eHB4cOH6dy5Mw4ODqI4LmJKm5ARRYxIiSAlJYWgoCD+/vtvoqOjuXbt2kdb8kdERNCyZUvU1dWZN28egwYN+qI9s7KyGDt2LJGRkfTo0QMLCwssLCzQ0dFBIpFw/fp10tLS6NChA3fv3sXd3Z3Tp08jlUrJyMjAzs6O33//Pd/JvYIgIAiCUlzuFy9ezJWHoKuri5WVFcHBwXh5eSGXy1m1ahV9+vT54PVPnz7l999/x8XFBScnp4+eJyKSHzZt2sTs2bOZP38+I0aMKG5zSh2lSciIIkakRPHy5UsGDx6MpqYmoaGhlC9f/r1z1qxZw8KFC3FxccnTFOhP8a6RnL+/P0+fPgWgZs2azJo1i5kzZ37wmndN9dTU8pcqJpfLWbduHQ4ODjRs2BA/P78Cd9kVBAETExMCAgKYOnUqUqmUkJAQypUrR//+/bG2tqZ27dqfXCMzMxMbGxuePn1KdHQ01atXL5BNIiKCIGBsbExERAT+/v6iN6aIEUXMB84TRYxIUREUFMT48ePp3r07Fy5ceO8L0MDAgDdv3nDy5Eml7vvkyROkUikXL17k5s2bnDlzhv79+ytt/WfPnuUSCPPmzStwI0C5XE7VqlUxMDBg06ZNQE7ISFVVNV8C6dSpUyxfvhwfHx86duxYIJtERADatGlDeno64ndw8VBahIw4dkCkxGFoaMjgwYNxcXHh3r17uY4lJydz69Yt2rdvr/R969aty5AhQ9izZw96enqMGjWKR48eKW19bW1tli5dCuTk06xbt45Vq1YRHh7+2dEDH0MikaCqqkp4eDj37t1DEATKli2bbw/P/fv3UVNTw9DQ8IvsEBH5vzx79oykpCSysrKK25RSiTiWIDeiiBEpUtTV1SlTpsx7oZB//vkHmUxWKCLmv3tv2LABQRDo06cPmZmZSlt78eLFtG3bFplMRqVKlVi8eDHNmzdHW1ubUaNGcejQoXxN/ZZIJBw5coTnz5/Tv39/LC0tOXXqFIIgkJaWlud1GjRogEwmY9++fV9wVyIi77Nt2zaePn2Kg4NDcZtSahGFzP9HFDEiRcrz589RU1MjMTEx1+seHh4AtGrVqlD3r1OnDsuXLycsLIyGDRsyadIk/P39C7yuqqoqTk5OVKxYkYoVK+Lk5MTy5ctp06YNzs7O/Pzzz1SvXh1dXV0uXLiQpzW7du3KvXv32LVrF9WrV2f58uV06dKFdu3aMWTIELZs2UJgYCCZmZnExsZy/vx5Hj16lMv7M3jwYNTU1PD29n5vfQcHB9q0aaNUMSfy7dO/f3+mT5/OoUOHxIepSLEjihiRIkEQBEJDQ4mPj+fNmzds3bo113FtbW2ADz5slY2lpSXr1q1DR0eH/fv307lzZ27evFngdatXr87x48d58OABmzZtomHDhqxZswZvb2+OHTvG9OnTSUhIwMrKijt37uRpzXr16jFx4kR8fHxo0qQJ1apVY968eZQtW5b9+/czfvx42rVrR48ePVi4cCFWVlZ0795dIcyePHmCTCbj9evXeHt75xIsWVlZBAcHK6pMvsb8OJHiQQxPFj+igMxBTOwVKVTS0tJwdXXl6NGjREVFoampyejRo7G3t6dGjRqK8zIzM2nTpg2PHz/mxIkTn628URYvX77E2tqasmXLEhYWppQmXmvWrMHe3h5BEChfvjxt27ZVdAOePHkyAEePHmXo0KF5Wi8tLQ01NbX38mFSUlLw8vLiypUraGlp0bt3b65fv8769etJSEhg3rx5NGvWjGHDhilCUGpqapiYmDB58mQGDx7M5MmTmTlzJklJSTx9+pQePXrg4eGBsbExFStWLPB7IfJtMnLkSM6fP4+Xl5fS5oyJfBnfaqKvWJ0kUuz4+/szZ84ckpOTadSoETNnzsTGxuaD5dUADx8+pGXLltSrV48DBw4UuEw5r9y4cYNx48ZRu3ZtBgwYwMCBAwucm/Py5UuuXLmCu7s7Li4uxMfHA1C2bFm8vLxo27btZ8tTQ0ND2b59OwcPHqRJkyYEBATk6T25d+8eHTp0+GwOzqFDhxRemMTERN6+fYu2trZij6ysrHyXm4t8+7yrnGvXrh3r168vbnNE+DaFjFidJFLs7N+/Hw0NDby8vLhz5w62trYfFTCQk4S6b98+wsPD6d69OytWrFBKmOdztGnThvXr11O9enX++OMPOnbsiLu7e4HWrFy5MtbW1vz99988ffqU06dPAzBq1CjatWv3WQGzfv16WrZsyd69e9HR0SE4OBgDAwNWr17N2rVrad68OTY2Nhw4cICkpKRc1zZq1Ii4uDiuX7/OunXr2LlzJ7GxsTg5OTF58mRFOfh/Q3cVK1akVq1aqKmpKfKSqlSpUqD3QOTbJCUlhVevXom5VCIlAtETI1IoCIJAu3btGDhwIAcPHszXtceOHWP37t0EBQWRmZmJo6PjR7v8KpukpCRGjx7Nw4cPadGiBYMGDWLGjBloaGgUeO2oqCiaNGmSp3OPHz/O0KFDGTJkCIsWLeLw4cOcO3eO27dvAzkdfJ8/f86rV69o1KgRt27d4vvvv8+zLXFxcdSsWfODx/7bdfjBgwc0aNAgz+uKlA5+/fVXtm7dipOTEw0bNixuc0T49rwxYjhJpNiZNm0avr6+hIeHf9Egx4SEBPT09Hj+/DlNmjShS5cuTJgwodAn6T579oxjx47h7+9PZGQkY8aMYe/evYW654cYN24cjo6O7N69G2NjYyAnTJWenk6tWrWQy+W4u7szd+5cRo8erVQbX758ydOnT2nevLnYlVXkPVauXMnSpUvx8vKiUqVKxW2OyP/4loRMoYWTJBLJQolEIkgkkj/+81o5iUSyTSKRxEokkjSJRBItkUhm5GGt4RKJJEQikbyVSCT/SiSSQxKJROyN/o1gYWGBTCZT5IPklypVqnDt2jVWrVpFcnIy27dvJz09XclWvo+2tjbTp0/n+PHj/PLLLzg6OnLgwIFC3/f/smXLFlRUVPDy8lK8VrlyZWrVqgWAiooK3bt3Z/z48Tg6Oubb4/UpKleuTIsWLXjx4gVOTk4IgkB2djaurq7s27dPMWBSpHRy5swZmjZtKgqYEkZprFjKl4iRSCRGwAQg9P8ccgB6AT8DTYDfgLUSieTnT6zVHjgI7Af0gH5AU+BaE+kzAAAgAElEQVRwfmwSKblER0cjkUho06ZNrtdfvHjB2rVradasGcOHD2ffvn28fv36g2vUq1cPe3t7qlatiiAIBAQE8ObNm6IwHwBbW1sMDAyYNGkSUVFRRbYvQGRkJNnZ2Tx8+PCTQtDOzo42bdowceJEpdv477//YmBgQHp6Ok2bNqVHjx6MGTOGevXq0aBBA6ZNm8b58+dJSUlR6r4iJZfExERCQ0MLtTGliEheybOIkUgkFcgRGOOAxP9z2AQ4KAiCpyAIjwRBOAAEAO0+saQxECsIwmZBEB4KghAAbPvMNSJfEQYGBgiCwLBhwzhx4gQ+Pj6MHDmSWrVqsWDBAuRyOW5ubowZM0YxN+ljtGrVCjU1NaZPn46VlRXPnz8vkntQU1Nj3bp1aGhoYGFhwerVq7l+/TrZ2dmFvvcPP/xAtWrVkEqlWFpa8tdff33UxvXr11O2bFn69OlDbGys0mxo0aIFtWrVyjXyYNeuXcyZM4datWrx119/0adPHypVqkSbNm1YuXIlgYGBRfL+iBQPV65cQS6XiyKmhFLavDF5zomRSCTHgUeCIMyTSCReQLggCFP+d2wX0BboKwhCjEQiMQEuASMEQfhge1KJRGIMeAMDgQtAZXJEUpIgCNYfOP8X4BeAGjVqtClo9YhI0bB7927279+v+KWuqalJ7969GTp0KI0aNUIul+Ph4cGcOXM+m9eRkZHBP//8w8CBA6lYsSK9evXC1NS00Lv8AopKn3eJtRUqVMDS0hJLS0ssLCyoV69eoewrCAKRkZEsXbqUM2fOcPz48Y8mB1+9ehU7OzvkcjkNGzZk6dKljBw5skD7JyYmcvbsWbS1tYmLi+OXX37h4MGDivc8MzOTmzdvIpVKkUqlREVFKfrjvHtvLC0t85wc/Pr1axwdHRk5ciSampqoq6sr+pBkZWUVWdm9yMf55Zdf2LdvH4GBgeJ/jxLM154fo9TEXolEMgGYBBgLgpD5ARHzHbALGAPI/nfZVEEQdn1m3YGAI6ABqAEe5AihTw6HERN7vy5kMhkRERHExcVhamqKpqbme+ds27aNP//8EycnJ/r06fPJ9VxcXFi0aBGhoaFkZ2fz22+/ffYaZZGQkEBgYKDiof3OI9SsWTN8fHwKrUHcxYsX6d27N7t378bExOSj5z148ABfX1+cnZ25f/8+Xl5edOjQId/7BQcHs2PHDg4fPpwrD0lTUxNfX9+PPrwSExMJDAzk6tWrSKVSRa+aOnXq0Lt3bywsLDAzM0NLS+uD1yckJPDvv/+ip6fHjh07GDlyJM+fP8fc3JwnT55Qu3Zt2rVrx/Lly9HT08v3fYkUnJkzZ7J582b09PR48uQJLVq0oHnz5ty8eZP4+HgMDQ2pW7euooTf2NgYExMT9PT0xMZ4RczXLGSUJmIkEkljwA/oKAjC7f+95kVuETOLHC/JbOAxYAqsBQYJguD6kXWbkiNatgBuQA1gAxAiCMInfz6KIubb48GDB/Tt25cdO3Zga2v73nFBEPD29ubevXt06tSJRo0akZycjLm5OVFRUVy9erXIfxUKgsCDBw/w9PRk+/btdOzYkStXrii9mufMmTPMnj2buLg4/Pz8KFu27GevSU1NxdramszMTCIiIqhcuXKe9kpISMDCwoKQkBA0NDTo2bMn/fv3Jy0tDalUSv369enfv3+e1hIEgYcPHyoEX1BQEG/fvkVVVZXmzZvTt29fJk6cmKtz8/9FJpOxbds2Zs6cmev16dOns2XLljzZIaJcUlJSaN26Na9fv6ZXr174+vry8OFDatasSZs2bfD09CQ1NZWGDRuioaFBZGSkwjtnbGzMnDlzFL2KRAoXUcTkLDSaHG/Jf4PcqoAAyMkJA70ABguC4PSf6/4G6guC0PUj6x4EygmC0P8/r3UAfIG6giDEfMwmUcR8e5w9e5YlS5YQFBSEgcH//9zKZDJ2797N5s2buX//vuL1WrVq0aNHD6KjowkPD8fLy6vQS68/xYEDB9iwYQP29vZMmzaNatWqKW3tSpUqkZiYyMaNG+nWrVuer4uMjMTGxgZjY2M8PT3z9P7ExMRQr149BEHAz8+PChUqFMT0XGRlZXHr1i2kUikBAQGEhoaio6PDzZs3P+ide4cgCNy5cwd3d3eysrKoVasWAwYMKHTRGh0dTd26dZXSI+hbIzMzExUVFUVH54SEBCpWrIiqqioymYwnT57QoEEDJBIJCQkJXLlyBQ8PD44cOUKDBg1Ys2aN4rhI4fK1ChllllifA5oDrf7zz3Xg2P/+HUCd3CKH//39qfW//8g1AOInu5TRsmVLypQpw9SpU3Mlhbq4uDBlyhTu37/PypUrOXPmDIsWLaJx48YcO3YMX19fOnbsWKwCBuDnn3/GwsKC3377DW1tbVq2bKm0MuQ1a9YA5Pth2rRpU6ZOnYqPjw9OTk6fv4CcsM/27dsBOHXqVP4M/Qzq6uoYGBgwdepUDh8+zPbt27l79y5Vq1alY8eObN68mYiICJKSkti7dy+nTp3i1atXSCQSGjduzNSpU5k5cyaNGjXCw8Oj0AdWPn78GBUVFcX4CMgZpTF69OgiGVRakvnuu+9yjaSoUqWKIlSkpqZGw4YNFQKlSpUqDBkyhL///pv9+/dz+/Zt+vbtS7du3fDx8SkW+0sT33qi72cHowiC8BrIVf8qkUjeAK8EQQj/39/e5JRUp5ITTuoEjATm/ueaA/9b712o6Dzwl0QiseX/h5O2AMGCIIhNKEoZDRs2ZO7cuaxcuZL169ezYMECAEVSaHp6Ov369QNAR0eHIUOGIJPJiI6Opk6dOsVpOgASiYSNGzcSFRWFn58fe/bswcrKiuvXrxfYY/AuJ+VLhmL++OOPAJQrVy7P10yaNAknJye2bduGvr4+rVu3zve+ecHU1JS9e/fi4eGBVCp9L2T0DisrK5ydnVmxYgVLly4FoEyZMiQkJLB7924GDhxI/fr1lW6fhYUFEomEOnXqkJKSQmRkpKIix8DAgE6dOil9z2+dwYMHY2hoyJEjR7C3t+fOnTuYmpoqfZ+srCxiYmKoW7cuampqZGRkkJKSUmpHaYSHh3+1HpnPoazpbkOBNeRUF1UiR8gsBv74zzl1/3uBIAj7JBJJeWAKsAlIAjz5j/ARKR0kJiZy5swZTp48CeSUcL4TMWXLlqVSpUofLL9WU1MrUcmdKioq6OnpoaenR7169ZgzZw729vZfPCRPEAS6dOmCp6cnjRo1+qL2/+/6xowZM4a+ffuyatWqzyYfSyQSTpw4QbNmzZgzZw4nT54stIRlQ0NDDA0NATAzMyMhIeGD50RFRSkEDOTMfdLU1GTChAmFliz6zpPw008/AfDmzRsuXLhA+fLlC+XBW1qoX7++4ofHu07UX0pGRgZqamqKz8Dz5885ffo0p06d4vnz55QrV45mzZpx+/ZtXr9+TYMGDejYsSN2dnafDGGKfD2IYwdEio3w8HCOHj2Kq6srmZmZGBgYMHfuXPr166fwXqSkpFCpUiVGjhzJjBmfbQJdolixYgUnT57k4sWL9OzZ84vWaNq0KVFRUZw+fVrxMM0PqampODs7I5VK8fLywtTUFC8vrzzlIgQHB2NkZES9evUYMGAAJiYmucIEyiQhIQEzMzN+++03Fi5ciEwmIywsjAYNGqClpaVIoq5atSo//PCD0vcXKVpsbGy4dOlSnnO1/osgCISGhnL8+HHc3NzQ0NCgbdu2ZGVl4evri1wux8TEBBsbG4KDg/Hw8KBRo0Z07dqV8+fPI5VK6dy5MytXrix1n6WvyRuT15wYZXliRETyhb+/PxMnTuT7779n/Pjx2NnZfdCrcu7cOWQy2ReVCeeFgIAATpw4QevWrTE2NubHH39UykM6MTGRqlWrAjkzpL5UxJw5cwZ9fX1WrlzJ5s2b8+0OL1euHMOHD1dME/fz8+P58+doa2t/9lp9fX0OHDjAggULFN6katWqYWxsjLGxMUZGRnmueoKch094eDhqamo0btw418Pr7du3ADx69AjI8bL9N4wlkUgUobGvDblczt27d2nQoAHfffddcZtT7Mjlci5duoSxsXG+BMzbt29xcXHhxIkTREVFoampyZgxY0hPT8fFxYWsrCxmzpzJxIkTP/pZmTdvHmvXrmXBggV4eXnRvHlzZsyY8V5X8W+VbzGsJHpiRJTCmzdv8PPzo3bt2ujq6r7n4k9MTOT+/fs0b96cMmXKsGzZMtzc3IiNjX2vAkYQBE6cOMH69esJDg6mevXquLi4FEo1yuTJk/Hz80MulwM5D2kjIyNMTEzy/ZB+x/Xr15k4caLCu7R27Vq6dOnyxTYePHhQ0bSuSZMm2NraYmZmlufrBUGga9eu1K5dmx07dtCuXf6bYj9+/BgPDw88PDxwc3MjKSkJyJmm/U7U6OvrU6ZMGTIzM0lISKBGjRpIJBJFGObYsWPcu3cPyKm4MjIyUghHHx8fdu3KaSu1b98+Ro0alW8bSwJRUVFs3LgRIyMjWrZsyfDhw3NV1TVp0oQDBw7kqsArbdy4cQMDAwNWr16NlZXVZ89/+PAhx44dw9nZmdTUVHR0dJgxYwY2NjaUL18eQJHknZcfIIIg4O/vj6urK3v37uXt27esXbsWQ0PDUiMyvwYhI06xFikSnjx5wsGDBzl//rwib6VChQpMmDAh14No/vz5XLx4kTJlymBkZERsbCwpKSncu3dP8UX0jqNHjzJ8+HBq1KjB8OHD6d+/v1JLfd8hCAImJib06dOH3377TfGQdnd3VzykTUxM2Lp1a556s7zD3t4eLy8v/P39lZazExwcjIuLC3v37iU+Pp5Vq1Zhamr6wYolmUzGyJEjUVFRwdjYmGbNmjFlyhRat27N+PHjsbCwoFGjRl/sccrOziY4OBh3d3ecnJy4efMmMpmMMmXKoKenx6NHj3j16hXVq1dHR0eHGzdu8PbtW5o0acKsWbNQV1fH3d2dS5cu8erVKyAnn+idkIScX+tfY/mtp6cn5ubmnzznY72QSgu//fYbixYtwtPT87OexRcvXtCrVy9kMhmDBw/Gzs4OExMTpX02bt++Tdu2bUlJSUFDQ4MhQ4Ywc+bMr/Kzlx9EEVPMiCKmZJCVlUXXrl1JSUlhyJAhjBs3jri4OPbv34+7uztTp06le/fuqKmpYWVlRfv27WnRogW7du1CJpORnZ3N2rVrmTdvXq51hw4dyqVLl/Dx8Sn0Dp+//vor3t7e+Pv7KxJM3z2kz58/z8qVKxk8eDBLliwhISEBZ2dnhTj46aef3vuyEwQBc3NzunTpwrFjx5Rub3x8PK1bt+bZs2eoq6vTs2dPVqxYkcstHxISws8//0ydOnV4+vQpampqGBkZce/ePeLi4oCcPjs9e/bE0tISc3PzAk0jTk1NxdvbGw8PDy5dukTt2rXp06cPfn5++Pn5YWlpiZ2dHW3bts31fsnlcsLCwrhx4wZdunShcuXKeHp6Ymxs/FVXkVhYWHD58mUAFi9ezKxZs/D09CQqKop+/fp9dGxEaeDly5d07NgRgBMnTnz2/P3797Nx40auXbum+P9T2SQnJ+Pl5cXhw4c5ceIEy5YtY+DAgYWyV0mipAsZUcSIFDpBQUGMHTuW06dPM2DAAMXr6enptG/fnuDgYMVrKioquLq6YmFhwd9//82ECRMA2Lt3L2PGjMm1roGBAbdv3+bChQuF/jBLSkpi0KBBqKqqEh4e/l47/Hnz5rF+/XqaNGnC3bt3kclkimOVKlVStFQ3MjKiWrVq3Lp1CxsbGxwdHRk9enSh2JyWloavry+nTp1SDGC0trZGT08PNTU1tm/fzp9//smLFy94+fIl+vr6ZGRk0LZtW2rXro1EIuHZs2cEBQWRmpqKiooKTZs2pW/fvlhaWmJkZFRq3OrKRhAEqlevrhhHcfv2bRo3blzMVpUMrl27hqmpKRkZGcyfP58RI0Z89Fy5XM7cuXNxc3OjXr16PHz4sNC9I9nZ2XTo0IHAwEDatm1LbGwsrVq1on379nTv3v2bnBNVkoWMKGJECp0tW7awf/9+Xr58+V6WvyAI3Lt3Dw8PD16+fImNjY2iRFgQBFRVVRVx7M6dO7N7925F9U1gYKAikVdfX59+/frlKXb+pYSEhDB69GjMzc1xc3PL9WWZlZWFsbExd+7cYdy4cdja2qKpqcnly5dxd3fH1dVVERKpW7cu8fHxSCQSHj169Ml2+srgvxPCBUGgatWqODo6snDhQrKysoiIiEAikXDz5k327t3LhQsXFImz1apVY8WKFWhqauLv749UKiUsLIzs7Gw0NDQwNDRk4MCBdO/e/YuqokorgiDQqlUrQkNDAWjXrh2+vr74+vpiZmb2zYcpPsWUKVPYsWPHJ4eYviMyMpIhQ4YwadIkli1blqdEdGXw7NkzWrRoQVpaGmZmZvj5+fHq1StFyPlbpKQKGVHEiBQ61tbWaGhocOPGjXxfm5SUlMvrUadOHW7fvs33338P5Hh5Tpw4wenTp3n48CF//PFHoTYX27t3L5s3b2b79u3Y2dnlOiaTyRAE4YO/xORyOaGhoXh4eODk5ISOjg7Tpk0rtAZxH+Lly5dcvnyZiRMnUq5cOZ4+fQqAtrY206dPV/TcgZwcJg8PD1atWkVSUhInT55UPCBSUlIICgrC398ff39/YmJyJn8UplfpW+XdTK2xY8fi6elJly5dMDQ05Nq1a8VtWrFRt25dGjRooOgI/SGys7Px8/Nj69at3L17l3///bfIBMw7kpOTUVdXR0NDA7lcjr29PWvXruXo0aMl9oFfEErqPYkiRqTQGT58OPHx8YSHh3/RF01ISIiiv8O7v1u2bJnrnPT0dFq3bk18fDynTp0qtMFxcrmcyZMn4+/vT7NmzejXrx/Tpk37YHXSq1evqFy5MlpaWly6dAkjI6NCsSm/XL58mXHjxr037mDNmjWMGjUql2fo9u3b6Ovr06RJE/bs2ZOrhfw7YmNjWbhwIZGRkQwaNAhLS0sGDx4szhLKJ9nZ2Yr3VyaT5SvP613iu7a2NnK5HG9vb4yMjL66/wbR0dHo6uqyYMEChg8f/sFzHjx4gJ2dHU+fPqVKlSosXbqUKVOmFLGl77NlyxZmzJiBm5sbNWvWLG5zCoWSKGSUOTtJROSDLFu2jJSUFAYMGJCrsiSvtGrVisOHDzNp0iSuX7/+noCBnI69zs7OZGVlMWfOHIXgUTYqKiqsW7dOkauzYsUKLC0tc+XAvMPR0RFA0QG0pNC1a1ceP37MgwcP6Ny5s+L1BQsWULNmTVq1aqXoiKurq8uff/5JcHAw27Zt++Acotq1a+Pg4IClpSVOTk6MGjWKrVu3FtXtfDOoqqry+vVrXr16le9E9fDwcMqUKUN4eDiqqqqYm5tz6NChQrL087x580ZRjZZXtm3bRuvWrVFTU1Mk9X6IkydPkpCQwMmTJ4mLiysRAgZyZojVr1//mxUw8HXPVxI9MSIF4uTJk6xYsULRabWweFd23bx5cywtLenSpUuhzkw6f/48CxcuxN7enlWrVuU6JpPJyMzMVIS+SiKvX7/m119/xcnJidev///oM319/Vzhv3HjxrF3716qV6+OiYkJEyZM+OCMpnPnzrF48WIuXLhAr169iuQeRHJybCQSCYGBgaxatQpNTU0OHjxYbEmms2bNwsHBgXLlytGtWzccHByoW7fuR8/PysqiUqVK1KhRg1WrVtG0adP3zsnOzubQoUNs2bKFtm3bcvXq1cK8hXyRlpZGxYoVGTx48HtVlN8iJckjI4aTRIoEQRCYN28ebm5uWFlZYW5uzvXr1wkMDKRr165YWlpiZmamlPbeDg4O7Nixg/v371O2bFmOHDmCjo6OEu7iwyxZsoRz587h5uaGhYVFoe1TmMjlcm7duoWHhwd//fUX2tra+Pn5KY5nZGSwf/9+3NzcuHTpEjVq1GDXrl25Qk9Lly7lzJkzVK5cmcePH4szZ0oxDRo04NGjRwwcOBBnZ2d0dXU5fvw4urq6H0xa9vX1xdTUlM2bN9O1a9cPrunk5MSiRYto3bo1e/fupVWrVoV9G3nGzc2N7t27s2PHjk96kb4VRBFTRIgipmSRmprKli1b8PX1JS4uju+//x5dXV2ioqJIS0tDVVWVFi1a0KdPHywtLWnbtu0HczDyyv3792nXrh0VKlTg6NGjheYRSUxMxNTUFC0tLWJiYvI1Cfpr5PLly3Tr1g25XI6Ojg4mJiY0btyYhQsX8vPPP+Pg4PBV928RKRgPHjzgxx9/VJRHX758mVmzZiGXy9HW1mbTpk3vlU0vWrSINWvW4Ovr+8EfMsnJydja2hIfH8+zZ89KVPXWs2fPsLW15eLFi/j5+X11eUhfSkkRMqKIESlyBEEgLi4OLS0tNDU1ycrKIiQkBKlUilQqJSIiQtFHIygo6INhi7xy5coVLCws0NPTo1+/fnTo0IFatWop5T4ePXrE8ePHcXJyIiUlhaZNmyKVSr/Im5SRkYFUKqVTp075/oIWBIH4+PgijcVHRERw/vx5zp49y82bNxU5SMHBwUVacSVS8ti5cyd2dnacP3+e+vXrAxAXF4e/vz/Hjx/n/v37BAUF5cpta9euHdeuXcPCwgJLS0u6d++uOPb48WOGDh1KamoqixcvZsWKFUV9Sx/l2bNn6OjokJKSws8//8zcuXOL26QipSQIGTGxV6TIkUgk1KpVSxFuUFdXx9DQkGnTpnH06FF8fX1ZvXo1SUlJmJmZsXXrVqKjo79ory5durBjxw5evXrFqlWr6N27N0FBQV9se3Z2Np6enkycOBErKyuOHTtGr1698PHxITw8/IvDYTt37sTMzOyTZaUf48yZM9SqVYuiFOx6enrMnz+fwMBAEhMTuXTpEnFxcaKAEeHkyZPUqlWLevXqKV6rWbMmgwYN4rfffiMrKwsfH59c12zevJkxY8Zw69Yt5syZg4uLi+KYq6srqampBAQElCgBA+Di4kJKSgp//PFHqRMw8HUl+oqeGJEix9PTk40bNypKgQsy8E8QBO7evUu3bt148+YNJ0+ezNfQxlevXnHmzBlFRUS1atWYMmUKEyZMUEo5d/v27fH390dDQ0PRHfdTPH78mNatW1OrVi0EQSAiIgJNTU1CQ0Np2LBhge0REfkS5HI55cuXp0OHDmzatOm9487Oztjb23/UY5eVlUW7du2Ijo7myJEjnDp1ikOHDtGsWTPCwsKK4hbyxdChQ7ly5Qr//PNPiQpxFSXF7Y0RPTEiJRYzMzMuXryIq6srrVu3ZuLEiYwYMYJ9+/bx9u3bfK0lkUj46aefOHfuHElJSdja2uLk5KRo+/4hBEHg1q1bLFy4kK5du7J161Zq167NqVOniI2NZfHixQUSMI8ePSImJoa0tDRFJZC2tvZnBQzkJDkmJiby/PlzoqKiMDY2RkVFBQsLC7Zt28adO3e+2C4RkS9FRUWFhg0bIpVKefHixXvHq1atCvDR8m91dXWcnZ357rvv6NevH4cOHWLo0KGcPXu2UO3+EhITE3F1dVXqoMmvka/FGyOKGJFio1atWoo+JK6urowZMwYLC4sv6jnTsmVLHB0defbsGYsWLcLS0hJ3d/dc56SlpXHmzBmGDBmCjY0N//zzDxMnTiQyMpLAwEAGDhyolNLV4OBgNDU18fPzIyMjA8jpbpwXbt68CcDZs2eRSqXs2LGD9evXk5WVxbRp02jcuDE7d+4ssI2lDUEQePz48Qf74YjkjeXLl5OSksL69esZNmwYAwYMYMOGDdy8eRNjY2OGDBmCg4MD58+f/+D1tWvX5vDhw4q/9+3bR6NGjYrK/M9y/fp1xo4dS82aNUlKSsqVv1Na+RqEjBhOEikRyOVyDh06xIYNG1i1ahX29vZfvE5oaCijRo3i9u3b9O/fn0aNGhETE8O5c+dITk6mUaNGzJw5ExsbG8qXL6/kO8mxQUVFhbCwMNatW0e7du345ZdfKFOmzGevDQgIoGPHjpiZmbFp06ZcvwRjY2NZtmwZwcHBBAQEoK+vr3Tbv3YEQUAQBIXXKzU1lSNHjuDg4EB0dHSBPlulnTlz5rBx40YAdHR0qFSpEjdv3iQzM5OdO3diaGjIzz//zNOnTwkLC/to/5gtW7Yomld+is6dO6Ompoa7u3uevJhfysOHD+nVqxdRUVFoaGjQs2dPhg4diq6ubqHt+bVRHKElsTpJ5Kvjvz1nvLy8CtSXISYmhpEjRxIYGEhaWhpqamr079+fyZMnY2pqWqLdxBs2bGDu3LksXLiQYcOG5Tr2+vVrBg4cSJkyZbh37544bfp/yOVyVq5cye+//45MJsPS0pIqVapw6NAhUlNTady4MampqcTHx3P//n1FdY0yePv2LRoaGorP1O3bt9m3bx8aGhpYWlqipqbGmTNn0NHRwcLColCbNBYmp0+fxsnJiV9++YX27dsjkUhISUmhTZs2ik67GRkZWFtb06hRI4KCgr7Ys/nixQuqVasGwJ9//qnopF0YXL16lQ4dOvDdd9/h5eVVKD9svnZEEaNkRBHz7ZKamsqQIUNIT0/n7t27BW6Sl5GRwdOnT9HU1CzyQXJfilwup3PnzgQEBLB48WLMzc2pUKGC4viGDRs4cOAAL168EPu2/A9nZ2f69u1L69atqVOnDgEBAbx69QpLS0uGDh1Kq1at+PPPP/njjz+Ii4sr8IRxuVzO5cuXWbt2Ld7e3lSuXJkePXoQHR1NYGDgJ69t0KABvXv3pkqVKhw8eJD58+czbty4AtlTnERHR9O6dWsqVaqElZUV6enp7Nu3j9mzZ7Nhw4ZPXiuTyVBRUVF4Wt51KD5y5Iii58zy5ctZsmRJod7D9OnT+f3339m6dSvm5uaFutfXSlELGVHEiHy1ODo64uDgwK1bt2jRokVxm1MsJCQkoK+vT0xMDCoqKnTp0huzBucAACAASURBVIV169YphE2VKlW4fft2cZtZIoiLi2PChAl4enpy9epV1NXVEQSBrKysXJ6qWbNmERAQQHx8fIEbJHbo0IGrV69SqVIlunXrRmJiIlKpFE1NTQYNGkT//v1RU1MjICCAt2/f0rVrV549e4a/vz9SqZQbN26Qnp6ORCJBTU2NxYsX0717d/T19fM9X6kkcOnSJRYsWEBYWBhyuRwjIyMCAgI4f/48vXv3/uh1P/30E3fv3mX48OFkZ2dz7tw5GjZsiKqqqiIfoyhGXWRkZNC0aVNUVFRKZLJxSaEohYxYnSTy1fLgwQMgJz8kNja2mK3JQRAEhg4dikQi4ddffy30/apUqcKDBw+4evUqv/76Kx4eHujr62NnZwfAunXrCt2GkowgCHh5edGtWzfq1auHi4sLI0aMUIQvJBLJe6G2gQMHkpyczPr16wu8/7sy/q1bt7Jw4UI2bNiAr68vbm5uTJgwgSpVqqClpUX37t0ZMGAAP/zwAzo6OowaNYpdu3bh5+fHP//8g4+PD82bN2fJkiW0bduWypUrY21tzV9//cXjx48LbGdR0aNHD0JCQpg0aRJly5bFwcEBXV1dbGxsiImJ+eh1pqamABw5cgQXFxcsLS35/vvvuX37Np06daJ8+fKFOpPtHd999x3p6elfbaivqCiJib5f3vtdRKSQ0NfXx9/fn4kTJ/Ldd9/h7e2NkZFRsdoUHx+Pm5sbQK6qBZlMxvbt2xkwYIDSvwDV1NQwMTHBxMSEcuXKERkZycCBAxkwYECpz4UxMjLi2rVrQE7J/uzZsz85iBByGvlBTmPDgmJvb4+zszMxMTGKWT/5ybMqU6aMoix5//79vHz5koCAAKRSKd7e3pw8eRKA+vXr07t3bywsLDAzMyvx+Rr//vsvWVlZpKWlsXHjRqytrenTpw/Xrl37YH7Mzp07CQoK4u7du0yePJnOnTtTq1Yt0tPTUVdXZ/r06UXSR0Ymk5GQkIC2tjbOzs5cv36ddu3aYWxsTKVKlQp9f5EvRwwniZRIBOH/sXfmYTXm7x9/nRZkK7vsS/Zs2cs2loghEdmJkGUITZEJk2SLZB9L1kgI2VIKUZQlJMmSLIVQiUqp8/z+6Nv5aVpPO3Ne1zXXNZ3zfJaHnHM/9+e+32+BJ0+eMG/ePOLi4hg5ciQDBw5k2LBhBdKp8O3bN8qUKQP8f32Dq6sr6urq9OnTh3v37vH06VPMzc0lPk+JiYmUKlUq3ZdVcnIycXFxlClTJlfdRzIKhqVLl7JixQrJz7Vr16Z3797MnTs3y6MiPz8/jIyMOHDgABMmTMjTuoIgcOPGDZYvX46Hhweenp6SAlRIDZCuXbuGq6srlStXplu3brRq1YrNmzfToEEDNDU1ad68ebZHRoIg8Pz5c27cuIGvry937tyRFKe3adOGsWPHYmJiUiKPnYKDg+nQoQMtW7Zk9+7duLu7Y25ujrm5OatXr850zKtXr+jZs6ck86Sjo4OFhQWnT5/G1taWcePGZak/U5DY2dmxYMGCdK8pKSmxd+9eSQAsI5WiOFaS1cTI+CV4+vQpmzdv5vLly0Cqq6y2tnae5kpISODo0aPY2toSFBREixYt6NOnD2fPnuXly5eIRKIMOiLz58/H0tKSSpUq5fteZBQsgiDw7NkzPDw8OHbsGFevXkVXVzddcPMjISEh6OvrU6NGDd6+fStV5iQuLo5Dhw5hZ2dHSEgIFSpUwNDQMF3XzIULF9i4cSMRERFUqVKFhISETMUblZWV6dq1K4MHD+a3337Lce2kpCSJB5m3tzdPnjzBysoKS0vLXO+/KDlw4ACTJk1i+vTp/PHHH1hZWXHs2DGGDh3KgAED6N+/P2pqaun+/AVB4PHjx+zevZsNGzZIXtfQ0MDR0bFI2p0FQZBk+LZt20aHDh0YOnQoioqKODs7l/gsWFFT2IGMLIiR8Uuxc+dONm/enOfOkvfv39OqVSs+ffpEo0aN0NTU5PHjx9y7dw91dXUMDAzQ1tYmIiICf39/VFVVcXd359SpU8jJyaGurs7QoUPp378/3bp1KxBRvOLk+/fvxMTESI404uPjkZOTk2SnEhMTf7rMkqWlJdbW1tjY2DBkyJB07wmCwKBBg3jz5g2zZs1i8+bNUmX00owMmzdvzujRo9HR0UmX8fn+/Ts9evSgVq1a2NjYoKuriyAInD9/XlLk++bNGzw9PfHw8ODcuXN8/PiR7du3o6Wllet9CILA4sWLuXDhAp6envTu3TvXY4sSQ0ND9u/fz8GDB2nWrBn29vZcvnyZ8PBwIDVzNnbsWGxsbNI52guCwNatW3nz5g1jx44t8sL+mJgYNm7cyMKFC6lQoQK+vr707NkTHR0dVq1aVaR7+RkozEBGFsTI+KXYsGED+/fvx8/Pj44dc/y9zsDXr19p1KgRHz58wNfXV/JUlSZMlxlisVjyBOzr68vDhw8Ri8WULVuWTp06MX36dMaOHZth3Ldv3zh27Bi2trZ8//6dmzdv5rtVvKBZvXo1ixcvply5cujo6HDu3DlSUlLo0KEDysrKuLm5cfTo0VwrDZcEkpOT6dq1K48ePcLJySmd15SPjw/GxsZ50hx5//49NWvWZNy4cZibm2eawbl37x4TJkzAyckJAwODdO+dOHECBQUFdHV1Ja8lJCTQpEkTqlevzoEDB6TaT1xcHKNHj+bt27d07NiR4cOHo62tTatWrUqM/tGtW7fo3LlzuoBSEARev36Nr68vV65cwcfHp8S5V2dG165diYyMxNXVtbi3UuIoCUGMrDtJxk/B1KlTqV69Onp6enz+/Fnq8eXLl8fFxQV5efl0H5rZPY3LycmhoaHB7NmzcXR0xNvbmxkzZqCtrc3jx48ZN24czs7O6cbcvn0bJSUlJk6cyIMHDwgODsbAwKDEyd3r6ekBqV+Ily5don///owaNYoPHz7g5uYGIJWRZklAQUEBV1dXlJSUsLKyIjk5GU9PT6ZPn46xsTHly5fPU6tumn3FkCFDsgwSqlevTpkyZdi4cWOGwuERI0akC2Ag1UsoNjY2nSN0bilXrhzbt29nxIgRREREsHDhQlq3bk2NGjXYs2eP1PMVBtevXwdS7UDSEIlE1KtXj9GjR7Njxw50dXWxtrbm0qVLxbXNHBGLxQQGBtK0adPi3kqJpCR0K8mCGBk/BcrKyqxbt443b97kOa3bvXt3Jk+ejLu7O8nJyVKPv3z5Mv/88w9ubm6SL/h/P0WWLl06Q5eSm5ubRK69pNCsWTNJseTIkSNZuXIl5ubmnDx5UlLcWNKyR7mhVq1alCpVijt37qCjo4OJiQmhoaGsWLGCp0+fUqtWLanmS8uqVa5cmRYtWmS77uLFi7l58yY2NjY5zhsXF0dcXBwfPnzIU4Bbp04dFi9ejKurK+7u7vz9999Ur16dGTNm4OPjI/V8BU2XLl0QiUQsW7YMd3f3TB88LCwsaNSoEQYGBrx9+7YYdpkzacaXvr6+mRpfyij+QEYWxMj4aUhroS1Xrlye57h9+zatWrVKdw6fW65evUq1atWYPn06giAwdepUjh8/nu6a1q1b8+rVKz58+MCRI0eYPHkyQLG3iGfGuHHjmDJlCrt378bX11fy+tChQ1FSUmL27NkkJSXh5eWVpSlnYGBgtjogRcnr168RiUS8e/cOSG1PdnFx4c2bN/z1119SOZOHhYWxaNEiatWqxZkzZxg0aFCONTR6enoMHjyY5cuXc+XKlWyvVVZWZtGiRfj4+PD8+fNc7yszVFVVGT58OLt27UJVVRV9ff18z5lfNDU12bhxI8HBwSxcuJA+ffpkUDIuW7Ys69evJyEhgQ4dOvDHH3+UyKxMmvFlcf+ZlmSKM5CRBTEyfhpu3LgBwIABA/I0Pjo6msDAQDQ1NaUem1bboquri729PY8ePWL37t1Zdk1UrVqV0aNHs3fvXgRByJcPVGGyefNmGjduzOLFiwkLCwOgcuXKVKhQgTp16vD8+XO6d+/O169fWb9+Pc+fPycxMZF9+/bRtm1b2rRpQ6dOnfj06VPx3gipdS8qKipAqhv4jRs3JEW1uUEsFnP+/Hl69+5No0aNWLduHe3bt2fnzp2YmZnlOF4kEmFpaUnFihUlooQ5raegoCBVcJUdFSpUwNbWlqioKNTU1GjQoAGzZ8/m9OnTxMbGFsga0jB37lyio6O5fv06derUwcTEBDs7O/z8/CRBcePGjdm4cSONGzdm165d9O/fX+oaocLGx8eHUqVK/WfVw0s6siBGxk+Dr68vKioqdOjQIU/jL1++jFgs5uHDh9y7d0+qI6XAwEC+fv2aTujuV6Bs2bKcPn2ahIQEhgwZwogRI9i+fTuRkZFUq1aNFi1aoKCgQMWKFZk7dy7Kysr8/fffGBoa8uDBAyC18LUkHJeNHj2a6OhoBEGQCNBJg62tLYMHD+bhw4dMmzaNixcvYm9vT7du3XJdMFuuXDnKlSuXTjsmK06fPk3btm0pX7681HvNilatWnHq1CkWLVpE/fr12bt3L8OGDaNy5cp06NCBFStWcPPmzTwdp+YFRUVFtLS0OHfuHM2bN+fAgQMYGRmlk/bX1NRk+/btXLt2DQ0NDYyNjXn06FGR7C83uLq6oqGhkW+ril+d4srGyIIYGT8NERERlCpViri4uDyNb968Oa1atcLHx4cJEybQs2dP5s+fj7Ozc45HIkpKSgCcOnWK169fIwgCfn5+JerDNq+0bNmS+/fvs3r1apSUlNi+fTuQ2tbeqVMnVq1axa1bt5CTk6Nq1aoYGxszc+ZMWrVqRdOmTRk5ciRGRkbFfBf5QywWs2/fPtTU1PDw8OCPP/7IU4bk1atXhIeHo6+vn+117969Izg4mO7du+d1y1lSt25dxo0bx9atW/Hx8cHBwQFDQ0MSExNZtmyZRIXWzMysyArOmzdvzq1bt0jrKk3LmP2IkpIS69atQ0lJCV1d3Uw1doqaN2/e8OzZM6na4P/LFEcgI2uxlvHTcPv2bQwNDVmzZk2u0vtZ8enTp3R6HWlFhXXq1KFbt25oaWnRu3fvDIqomzdvZufOnUDqkUtUVBTdunVLV0/ys5OcnEz37t0zdWKuUKECEydOxN7evkSqxeaFmJgY9u3bh729PWFhYZiamjJp0qQ8z3f48GFWrVrFs2fPaNy4cZbXpQnCHT16lJYtW+Z5PWmJjo7Gz8+Pc+fOceXKFczMzJgyZQpNmzYtkvbsrVu3MmfOHAA6derEsmXLMnRo+fr6YmxsjKGhYZF3W6WkpPDy5UsaNmyISCRiz549GBkZ4eLiQpMmTYp0Lz8zBdF6LWuxlvHLkRZw59ej6EeTvfDwcEJCQtiyZQtqamqcP38eExOTTAsM//jjD1xcXDA1NZV0qtSoUYOYmJh87ackoaCgwLVr1/D09MTc3Dxdzc+XL1/YunVrruo9fgYEQaBz587Mnz+fihUrYmNjw/jx4/M155cvXwByNC51d3enTJkyRaJE+yOVKlVi4MCB2Nvb079/f9auXUvz5s2pXbs2RkZGODo6FupR08yZM/Hy8mLx4sU8efKE+fPn8+3bt3TXaGpqYmRkhIODQ5HYDfyIi4sLjRs3Rk5ODl1dXebPn4+qqipqampFug8ZuUeWiZFRIvHy8sLDw4POnTtTu3ZtLly4wKlTp1BQUOD169dUrVq1UNb9559/MDY25vTp0+nE0v7Nx48fGT58ONHR0QBs27aNmTNnFsqeipvIyEg8PT1xd3dn3759+c6ElRSCgoJQV1dn1qxZBfZ3Fx8fT+/evdHQ0JBopWSGubk5a9euZfv27YVypJRbXr9+zeXLl1m3bp3ktcOHDzNmzJhCX9vNzQ0dHR309fVZtmxZuveSk5Pp1asXLVq04ObNm1nOkZ1YZV6IiYnJYDFy7NixIg82fwXym42RZWJk/NTs2rWLs2fPsnTpUqZOncqZM2eYOHEi/v7+hRbAQKo3U82aNWnYsGG211WtWhVPT09JQWtxdH8UFdWrV2fMmDHs3bsXsVj80wcwDx8+ZNasWXTu3BlFRUWGDRtWYHPLyckhFovp1KlTttctX76cJk2aYGFhwfv37wtsfWmpU6cOZ86cAaBRo0bY2NjkWM9TUAwcOBBzc3OOHz/O+fPn07337ds34uPj6dOnT5bjX758SdmyZbG2ti6wPamoqPDo0SPGjh0rca8+ffp0gc3/X6Ko6mNkQYyMEkd8fDxBQUEsXLiQwMBAnJyciIiIYM+ePbRu3brQ1vX398fd3R0tLa1c1QcoKipK/IX+K4qeJUXWPi/cuXOHjh070rp1a/bs2UO/fv04dOhQnry4siI2NpbExEQ+ffqUQbn3R5SUlDhx4gTR0dHpOnWKmpCQEB4/fszq1at59uwZixcvLlJfsBUrVtC+fXvMzc2ZNm0aDg4OhISEkJKSgry8PFeuXMlSo6hmzZokJiZiaWlZoA8RLVq0wNHRkQ8fPjBnzhwOHTqEp6dngc3/X6IoAhlZECOjxKGkpESrVq3YuXMn5cuXx8DAQPJUVBicOXMGdXV1unTpgiAIDB8+PNdjNTQ0qFq1KgsXLiy0/f1sfPv2jaSkpOLeRgamTp3Kw4cPWbBgAZ6enqxcubLAi2qrV6+OkZERBw8eTFd79fLlywzXRkVFAanBcFEf679+/Zr169czceJEFBQUGDNmTLEEqIqKiri5ubFgwQI+fvyInZ0d+vr6DB06lGrVqnHjxo0sFZBLly7NgwcP8PX1lXQPFiRycnLY2trSsmVLLC0tJeaVMkoWspoYGSWS169fM2rUKBo1asTt27cL7ekwNjaWKlWqoKyszIwZMxgyZIjUuh2zZs3i6dOnJVY6vajZtm0bhoaGREVFcfz4cbp370779u0LtHZBWqKioiRqy7Nnz073XkJCAm5ubrx7944uXbrQunXrfP2+icVi3N3d8fHxwdfXl8jISCBViv/KlSsSp3BXV1eJp5KqqirdunWjW7du9OjRI1+q1FmRkpLCtWvXcHJywsfHB3l5efr06cPy5cvzJABZGERERHDp0iUcHR0lnlUikYjY2NgC1dORhtDQUNq2bUujRo3Yt2/fT+9gXxzkpT5G5mIt46fn4sWLmJqaYmpqmq7wsKBISkpi/fr1WFhY4ODgkGMdw7+Jj49n06ZNODo6YmRkxK5duwp8jz8jycnJpKSkcOLECcaNGwekyuzr6OjQv39/ifhaUeLs7IyBgQEHDx5MJ4QXHx+Pnp4eERERktcqVarErl27aNasWb7XFQSB0NBQLly4wD///MPs2bPZsmWL5P3Q0FDc3d1xd3fn0qVLfPnyBTU1NRwdHQtMXO3Tp0+4uLhw7Ngx3r59S/Xq1Zk5cybTpk2jdu3aBbJGQZOUlMSQIUOIiopi5syZTJkypVj3c/z4cUaOHImuri4mJiaFWpf3qyJtICMLYmT8ElhbW3P06FHOnj2bJwfizEhOTmbFihVs2bKFqKgoWrZsyaFDh6R+wvrnn3/YsmULY8eOZd26dVKbC/7qpKSk0KxZswyeM0pKSkRGRhbpk/WUKVM4ceIE3t7e6TRurl69ypw5c9i/fz9Dhgzh8uXLGBsbU65cOZycnAo0I7Ju3ToOHDjA8ePHGTFiRIb3k5OTOXnyJAYGBujq6rJixYo8ryUIAgEBATg5OeHh4UFycjJdunTBzMyMIUOGyLIJecDExAR7e3sgVbzP2tq6QALd/xLSBDKy7iQZvwR//vknzZo1Y8SIEfTs2ZNNmzaRkJCQrzkDAwOxsrIiKiqK7du3c+TIEak/1F+/fo2Liwvq6uo4OjoWaADz6tUrXF1di7xOoqCRl5fnwYMHHDp0iEmTJkmeXhMSEvjnn3/4+PFjkRT+CYLAuXPn6Nq1awaRvuvXr6OkpISBgQGVKlVi+PDhHDt2jFevXrFixYoC/TswMTGhTZs2GBoaEhoamuF9BQUFRo4cyZIlSzh16hSurq55Wsfb25sRI0YwadIkrl+/zqxZswgODubmzZsMHz5cFsDkETs7O+7cucPq1av59OkT8+fPl+gCySg+ZEGMjBJN6dKl2bJlC3p6erx+/Zp58+ZJXKTzSrt27ZgwYQIikYhSpUpJXatx584dfv/9d96/f1/gBb3Lly+nfv366OrqsmnTpgKduzgoW7Ys48aNY9++fURGRhIYGMiJEydYuHAhAQEB2Wrx5Je02pQ+ffoQGRmZqR6Lr68vnTp1knSZAfTq1Yvly5dz7tw5Zs+ezdixYzEzM+PkyZP56oJRVFRk7dq1QKpTeGJiYqbXLVu2jI4dO2JtbZ1psJMdKSkpLFmyhMTERHbu3Mnbt2+xt7eX6ZwUACKRCA0NDczNzTl58iQREREsX778p3/YKEoK46FFFsTIKPHUrFmTJUuWcObMGYyNjTl06BB79+7N83wikYht27ZRv359li5dKvX4CxcuULp0acLCwpg8eXKe95EZP35Jmpqacvv27QKdvzgRiUSoq6tLur/69OlTKF0lkFpT0aZNGwYMGMCDBw+YNm0av//+e7prUlJSiIyM5Pv37xm+iCwsLOjatSvXrl0jJSUFf39/li5dyqRJk/KVCaxduzYrVqwgKCgIc3PzTK9RUFDg9OnTlClTBlNT0wyKttkRFBRETEwMa9asYdq0aYVSIJwbYmNjCQwMLJa1iwItLS1WrlyJu7s7stIG6SjoQEYWxMj4qTA2NqZdu3bMnj2bz58/53me8uXLU7duXRQUFKQe+/TpUypXrky1atXyvH5WWFhYAKmOzFWrVkVPTy9f91mSkZeXL7S23uvXrxMUFISRkREeHh7MnTuXr1+/snnzZry8vPj69Svy8vKYmJhw48YNNmzYkGFvXl5ePHv2jKCgID58+ICLiwvPnj3LtxR+3759GTNmDPb29ly9ejXTa2rVqsX27dt5+vRptsq//8bHxweRSES/fv3ytce88uDBA2bOnEnNmjVp06bNLy0U9+eff9K9e3dWrlzJmDFj2LRpE7dv3+b79+/FvbUST0EGMrIgRsZPhby8POrq6iQnJ+fZhDAyMpK+ffvi4+NDjx49pB4/ceJEwsPDWbRoUZ7Wzw5/f38gteZm2rRpREREFHi2p7BJTEzk6dOnxZpmv3HjBgD6+vqUKlUKSO0w2blzJ/PmzaNHjx4cO3aMsWPH0qNHDxYtWpTByVxJSUli4igSiSRdTQWRPdLR0QHIVnskzdKiYsWKiMVibt26xc2bNzM9hkqr+zl48CDq6upF2j2TmJjI4cOH0dDQoG3btuzdu5fffvuN2rVrM2HChEw1cn4F5OTkOHv2LH///TcKCgoSt/Du3buzYcMG2TFTESELYmT8dISEhFCzZs08f5ls3LgRLy8vJk+enCczw759+zJ27Fg2btyY5+LLrKhfvz6NGzfGx8eHFStWIBaLf7ovAWtra5o2bUq1atWYMGECBw4cICIiAi8vL1auXImXlxdxcXGcPn2aHTt28OTJkwL/wB88eDCKiorp2pl9fHxo1qwZV65coUOHDtjY2PDo0SPatWtHcnJyjrVRFy9eBCgQTZX79+8DqYHV4cOHM1X3TcvATZ06FU1NTaZMmcK0adPQ0tLCzMwsnaDgtWvXWLRoEVWqVGHjxo353l9uiY+Pp06dOowbN46AgACmTJnCpUuXWLNmDbt27UIQBIYOHfrLZieUlZVZunQpAQEBfPz4ERcXFwYNGsTevXtxcXEp7u2VaAoqGyNrsZbx03Hy5EmWLl2KlZUVlpaWUo9v2bIlSkpK7N+/P897SEpKYvz48YSHh/PgwQPq16+f7fXJyclcvHiRxo0b56rIMjw8HGNjY86ePQukCshpa2tLMgPPnj2jQYMGeToOyw+CIHD58mViYmKyVDZu1qwZT548QUdHh5s3b0oyCj8iEonSBS716tXD3d1d6pbV6OhoFi5cSKNGjRg2bBitWrWSHFE1atSIWrVqsWPHDr5+/UqPHj0wNTVl1apVfPr0CXV1dRQUFKhduzb+/v5oamoyefJkjIyMMl2rT58+PHnyhAsXLuT7GCwsLIxt27bh5+dHVFRUplpIgiAQGBiIu7s7AQEB6OjoUKlSJc6dO8f27dsZP368pK7GysqK8+fPExUVJck8FQXJycmYm5tLjuPq1avH0aNHJe3zha31VBJJSUlBS0uLe/fucfjw4f+MJUleyartWqYTI+OXRRAEFi9ezIULF/D19aVLly65HhsZGUmNGjWYM2cOM2bMyNc+Xr9+zciRI2ncuHG2qsIRERF07NiRt2/fUq1aNR4+fEj16tVznD82NhZlZeV0r9WuXZuKFSsSHBzM5MmT81XgLC2CINC5c2du375NlSpV+PjxY4ZrIiIiqF27NiYmJkydOhWxWExISAh+fn5UqVIFLS0tHjx4wL1792jdujWNGzfm5s2bbNq0CVVVVe7duydVhu3t27fp2tvTHLY/fvwoqVkyMjIiMDAQPz8/rly5Qq9evYDUzqSePXtSv359unbtyuHDh4HU45HMAoEWLVrw4cMHLly4UGAFyWKxGCsrK06cOMGZM2cyFB9nRa9evXjz5g2nT59GEAQGDhxI586di9WH6dKlSwwcOJCKFSvSo0cPNDU16datG9u2bcuX1lNCQgKHDh3Czc2N1atX06RJk0LYfcHy/v171NXVqVChAk5OTgUmXPirklkgI9OJkfHLIhKJmDhxImKxmAcPHkg1Nk3KPLN2W2mpW7cuy5cv58GDB9lmhEqVKkVMTAwAHz58QFtbO0tTux+pWLEigYGBlC5dmlq1arFo0SKaNm2KoqIiGhoa7Nu3jzZt2mBpaZlBUK4wePDggaRbKqs/v7Qjl7T35eTkaNGiBZMnT2bIkCFUrlyZ3r17Y2JiQt++fWnQoAGjR49mzZo1PHnyhAULFki1J1VVVRwcHFBSUqJBgwYSEblKlSphhpy96QAAIABJREFUY2NDmzZtcHBwICgoCDMzs3Q1UJqamqxcuZLQ0FAaNWpEmzZtaN26dZaZjHXr1vHp0yeJ63NBICcnx+LFi2nUqBHjx4/PlefU9+/fuXPnDhoaGojFYkJDQ4mIiGDAgAEFtq+80K9fP86cOUP//v25evUqixYtolevXpLunSNHjuRp3qVLlzJ9+nTJUc3PcDRVo0YNjh49SlhYGNbW1rL6mEJE6iBGJBJZiEQiQSQSbfnhtfIikWizSCR6IxKJEkQiUYhIJJqfi7lKiUQiK5FI9EIkEiWKRKJXIpForrR7kvHfIyAgAEhN8UvDxYsXqVy5Mi1atCiQfQwcOBBtbW3WrFmToTA0japVq+Ls7Cx5Grt//z7y8vJYWlri7e2d7ReXuro6W7ZsISIigri4OInNgYODAyYmJsjJyWFtbY2mpiYfPnwokHvKjFOnTqVTmR06dGim17m5uaGgoCB56p4zZw6Ojo45dlj16NEDLS0t9u/fL/UHvqGhIXFxcbx48UJy3CYvL8/ixYu5f/8+UVFRvH//njVr1mSoe/nzzz/R0tLC2tqaBw8eZGv+maYlU7NmTan2lxOlS5dGQ0ODb9++5Sq4vXHjBnFxcTx8+FBi4wAwf/78IvmyjIuLy3IdHR0djh49yqdPn/D392flypUsWbIEe3t7tm3blqf1Ro4cKfn/t2/fSh4ISjp9+vRh6dKlnDlzhlOnThX3dko0+amPkSqIEYlEXYFpwL8ffzcAg4EJQAtgJbBaJBJNyGHKI8BAYDrQDBiZydwyZGTA19eXunXrSr60cou3tzc1atQoUDPCmjVroqioSKVKlbK85vfffyc6OprLly9LXrO2tqZXr16oqKigra2dae0IpBZ2Dho0iK1bt0oyIfLy8kydOpVDhw7h5ORETEwMenp6ufoSlJaEhARGjx7Nly9fJGnfgQMHprtGLBZz4sQJLly4QHJyMgcPHqROnTqEhoayevVqduzYkeM6Hz9+RF1dPU/1JtmNUVZWzjKdLycnl+4I5t/39SPPnj2Tel858f37dzZv3szx48fp2LGjxBwyOzw9PQF4/PgxTZo0kRyLampqFpp7uCAIXL16ldGjR6OiosKcOXOyvV5eXp5OnTphYWGBtbU1c+fOpWLFinlau3Pnznh6euLs7ExYWFihSBsUFpaWlnTu3BkbG5tC+f35lchrIJPrT3KRSKQMOAJTgX9/2moCBwVBuCwIQpggCAeAm0CWxQoikUgb6AcMEgTB43/j/ARBuCLtTcj47xEQEEC3bt2kHjdhwgSCg4MlBbMFQVhYGBUqVMjxKbhUqVL07t1b0tG0fv16Nm7cyODBg/Hw8GDUqFGZjhOJRDg5OVGnTh3Mzc2JiopK936rVq0wNzfHx8cn3xom/yYhIYGNGzeSmJiIlZUVZcuWpUmTJhlsFjZv3oy+vr5Ehn38+PH4+PhI7jWngt3IyEhCQkIy9RQqbKpVq4afnx/z5s3L1gR0/Pjx1K9fn9mzZ2NoaIiDg0O+g4azZ8+yc+dOevXqxZ49e3I1ZtCgQVhaWko0ZLZv344gCHh4eKRTHi5IBgwYQO/evTl//jx169Zl27ZtODk5FcpamdGnTx9Gjhz50xkvysvLc/r0acqWLYupqWm+LVN+dfISyEjzOLoTOC4Iglcm710HhohEoroAIpFIE2gHuGUz3zDgFrDgf8dQT0Ui0SaRSJSpK5xIJJouEolui0Si21k9scr479C9e3dOnDghtSro8uXL0dDQYMWKFYSFhRXIXgwNDYmJiWH06NG5SueniZelteqm7ePu3buZttoCVKhQgVOnThEdHc1ff/2VIePSvn17gAJ/Eu/ZsycWFha0bt2aDh06EBAQIPGN+fED559//pH8v5ycHBMmpCZh02pktLS0sl3Hz88PoNBF2tL0VP7tedO5c2c2btyYrfZQhQoVuHr1KmZmZnz9+hU7OztWrlxJcnIykJpV+fTpk+T6pKSkLK0FILX488iRI1SvXp3Lly/nujOrS5cuWFlZoaamxtWrV6lYsSLe3t4Fml389z49PDzQ0dHB09OTEydO0K5dO4yMjNi0aROPHz+W1XxkQ82aNVm7di3Pnz8nODi4uLfzy5Gr33qRSDQNUAOyql6cC9wDXolEou/AVcBcEITsHncbAd2BtsAIYA6pR0v7MrtYEISdgiB0FAShY3Zpexn/Dfr27UtKSgrv3r2TapyCggKnTp1CUVERU1PTbL9kckvHjh2ZNWsW58+fx8DAgIMHD/L27dssr08LXiZNmoSJiQlv375lzZo1hISEZPsl2r59e+zs7Lh27ZqkPTwhIYGTJ09K0vsFWdwZHh7O7du3GTduHI6OjpQpUwYLCwuaNm3Kxo0bMTMzk1yb9uW9aNEinj9/Tt++fQkKCmLPnj00a9YsxyOAtMzO2rVruXXrVpbBXH75/Pkzffr0QV5enh07dkj0WnJL/fr1WbNmDcHBwZiamuLi4kLPnj2ZMWMG/fr1o3fv3gwZMgQTExN69eqFpqYmRkZGODg48PjxY8RiMf7+/ixYsIABAwbw+PFj5s+fn+eW7S1btvD169dCO0oE8PDwAFJ/X5WUlCQeUKqqqsybN48WLVqwePHiQln7VyEkJAQFBQWZh1UukDYbk6PIhEgkagbYAD0EQcjqMe8PQAsYCrwEegK2IpEoTBCErLIxcoAAjBUE4fP/1poDXBSJRDUEQXgv1Z3I+E+R9kSTXfo/K+rWrYujoyO///4769at46+//sr3foyMjIiOjub8+fMcO3YMADU1NfT19Vm6dGm6llxdXV2MjY0ldSLPnz/P9THArFmzOH36NBs2bMDPz4/AwEBiY2NRU1PD0dGRunXr5vte0ggKCgJSsxc7duygUqVKaGpq0rdvX3r27EnXrl0l1z569Ijy5ctTunRp/P39GTFiBHfv3kVRUZFly5bluFaHDh0kfybOzs4oKyujra3Nb7/9xp07d3j48CFubm6oqKjk655UVFQQBAGRSMS4cePSKeYGBwdz4sQJmjRpQt++fXM8ulizZg3dunXDzc0Nd3d3iVfT2bNnCQgIQFdXl+rVq3PmzBns7Oyws7NDQUGB5ORklJWVmT9/PsbGxlLXdf1IWndehw4dEIvFhZKNOXfuXIZieFVVVU6ePElwcDCjRo2SOWPnwKlTp9DQ0JC1WucSaQKZHHViRCLRZGAv8OOjkTypAYgYqAJ8AEYKgnD6h3G7gQaCIGSaHxaJRPsBLUEQ1H54rS7wCugsCMKtrPYk04mR4ePjg7GxMWZmZqxZsyZPc5iamrJ+/XrWr1+PtrZ2gewrTRfF19cXX19f/P39mTZtGjt37kx3XUJCAk2aNMHExARTU1Op1oiJiaFVq1ZER0czZMgQZs+eTY8ePQrchygpKQkNDQ1JMPNvbt68malGz7Rp09i9ezdDhw5l4cKFVK5cOddrfvr0CT8/P3x9fblx4waRkZHIyckhFovp0qULFhYW9O7dO89Fov/m+/fvuLq6sm7dOsmRFqTWIbVo0YKhQ4dStWpV9u/fT6NGjejfvz96enoZaoLSiIqKyvR+IyIiuHTpEr6+vnTr1o1Ro0YViNZMdHQ0SUlJ1KhRI99z/UhCQgJHjx5l/fr1PHz4kBEjRrB8+fIM1wUEBDBx4kS2bdvGzJkzcz1/aGgoQUFB9OzZM4MW0q9GeHg4derUYcGCBRgaGhb3dn4aWrduXTBidyKRSAWo86+X9wJPSc3QvAZigCE/Hh+JRKJ/gCaCIGTaAysSiaYDG4HqgiB8/d9rfYFLQA1BECKz2pMsiJEhCAJaWlp07tyZS5cu5WmOpKQkOnXqxIsXL7h69WqhPE0uXLgQd3d3vn79msFROC0jkBfi4+MBCv3JLjw8nBMnTjBixAji4+M5cuSIJLOSJtVvbm7OwIEDJe3uERERtG7dmsqVK3P48OE8f1kLgsCrV6+oXLkyFy5cwNbWloSEBEqVKsWpU6ck/kN5ISQkhN27d3PgwAEiIyNRVVVl5MiRDBs2jLdv30qCqAcPHpCcnEyTJk2Ij48nPDycypUr8/DhQ1RVVSXzPXz4EENDQ27fvi0R3CsKkpOTOXPmDIcOHaJGjRqS7FV+AwNtbW08PDxo1KgRBgYG6OnpZfr3+P37dyZNmkRYWBj37t2jUaNGuZq/c+fO3Lp1C3l5eTp06MCpU6fS/XkWBI8ePeLjx4/07NmzQOeVlr179zJlyhSOHz8utSL1f5kCC2IyHSQSXQEeCoIw54efq5Ja1/IS6AVsB8wEQdj8v2sOAAiCMPF/P5cHgkntYloOqAD/AMGCIPy/MEAmyIIYGWniXmvXruXPP//M8zzGxsYcOnSIa9euFUoQM2vWLF6+fPnT+R9lx5YtWxg+fDi1atUiODiYli1bAqnHDr1796Zs2bJcvHiRgQMHSpR7C4KkpCTu3buHtbU10dHRBAYGUqfOv5+vsicuLo4OHToQEhIieU1TU5Nt27ZlWo/09etXoqKiqFevHoIgEBAQwKRJk5gyZUq6bqLffvuNa9euUatWLSIiItDV1UVbW5vRo0cXSqbh7du37N69my1bthAZGUmlSpVITEwkPj4eeXl5WrduzahRo1i4cKHUNgTx8fFUqlQJbW1tbGxscgy0w8PDGTlyJPXq1ePOnTs5Ho3GxsZSqVIlWrZsSZcuXThw4ADt27dPlwkrCKZPn86uXbskxozFhYGBAZcvX8bT07PQXNt/RXIbxBTUAepoUjuNHIFHwCJSi4C3/HBNvf/9B8D/si/9AOX/jXUmtSB4SgHtScYvTOXKlalduzZ2dnZZ6qvkhCAInDlzhs6dOxfamX5cXBwJCQmZSvT/rMyZM0dynPKj7s3gwYNRUVGha9euXLlyBUDioVMQlCpVis6dO2Nvb09iYiK6urqSzqDc8uHDB75+/Qqkiqg1b94cX1/fLOX6y5cvT716qR9bIpGIVq1aoaiomC6rlpSUhJ+fH/r6+jg7OzNixAiuX7+OsbExVlZWebzbrLl//z4NGjRg6dKlNG7cWGJoev36dclTf1JSEhYWFnlyWn/58iVJSUmoqKjk6ku3du3arFixgqCgIKZNm0ZQUFC23UrJyckoKChQqlQp5s6di46ODrdu3eLbt29S7zU75s2bB8CUKVMQiUQsXbq0yLuokpOTcXNzQ0tLSxbAFBJ5CmIEQeidloX538/vBEEwFAShtiAISoIgNBcEwVb44Tfmf2N6/2ueEEEQtAVBKPu/sbMFQUjf+yhDRiaUKVMGW1tbPnz4gL6+fp7mePLkCREREQViQZAVixYtkpglFlb3SHHSvn17RCIRbdu2ZcyYMejq6hIdHc3q1auRk5PLsbU6LzRs2BBLS0vu3r2baZ1GdjRo0IA3b94gCALOzs4EBQXRrVs3Vq9ezZMnT3Ic/+LFC75//87+/fsxMDBgz549HDt2jISEBDQ1NSlfvjyWlpYsXboUgDZt2uTlFrPFycmJpKQkjh8/zs6dO+nbty8KCgooKirSsWNH5s6dy9GjRxk7dix2dnZSO603b96cfv364eTkxL1793I1pm/fvhgaGnLw4EHU1dWpXbs2d+/ezfTaypUrY2Fhwd27d3n9+jVhYWFUqlSJy5cvS45JC4JWrVqxb98+yc87d+4kISGBTZs28eLFC8LDw5k/fz5NmjRh0qRJ7N27lxkzZtChQwcsLS3x8fHJc9ATHx/P3r17adeuHbGxsensLmQULDIDSBk/NYsWLeLcuXMkJCRkqXb65s0bduzYwZcvX9iwYYPk2MDe3h4TExPc3NyoXbt2oe3RwcEBOzs7Tp06ha6ubqGtU1zY2dlhYWHBt2/fUFJS4vTp0ygqKvLp06dCrQFYunQpp06d4uLFi/Tv3z/P80hj1icIAu7u7nh7e3Pz5k0iI1NL9xQUFLh+/TrlypVj3bp1HDhwgAoVKvD06dMCL7rV1NQkMDAQb2/vbDOI0jqt/0hMTAzq6uqIxWKOHTuW6yOxtHqizZs3U6ZMGYKCgjIda2RkxJEjR/Dx8cHW1pZjx46RlJREzZo1uXfvXoH+mfn5+fHhwwf69+9PqVKlJIHSzJkzOXjwIA0bNiQqKorPnz9TpkwZ6tWrx7NnzxCLxdjY2EjdPv7lyxeaNWvG27dvadSoEWPGjMHAwECWiZGSQq2JKW5kQYwMgHfv3mFoaEiFChV49OhRptd8+/aN2rVrS1RuZ86cydy5c6lXrx49e/YscEO/zPD09MTExITLly/Tu3fvAp//9u3b3L9/v8BqT3JLQkICYWFhNGvWjO/fvzN9+nQOHTqEt7d3kXScJCQkMGbMGKKjozMU2kqLl5cX/fr1o0mTJgwaNIjffvstxyJVQRB4/vw5vr6+PHz4kCpVqtCmTRvMzMwYNmwY27ZtK/BiVQAXFxdGjBiBqakpkyZNyvbaV69eMWrUqByd1jPj1q1baGpq0qZNG2bMmIGGhkaubBEA7t27x4QJE+jfv7/EdPVHxo0bx+HDh3F1daVhw4Z8+/YNb29vLCwsaNeuHT4+PtlqJhUEAQEBdOzYkXLlyqGpqUmNGjXQ09NDTU2N2NhYzMzMuHHjBqGhoVIFgKdOnUJPT48lS5bIgpd8UNQ1MTJkFAmCIODv78/8+fMZOHAg4eHhmJiYZHn95cuXiYqKYtWqVejr67N9+3ZatGiBsrIyd+7cYfDgwYW+Z19fX8qWLSsRuStoTp48iZGRUZF1xKSxfPlyWrZsSdWqVRk8eDCHDx+mXbt2RdYyq6SkhK2tLfHx8WhqarJ8+XJ8fHzy5HLcp08f9uzZgyAIbNy4ET09Pfz9/bO8Pq3INyAggO7duxMaGsqhQ4ckfwezZs3KNIDR1dVFT08vX7UZ0mgj1atXT+K0vmTJEqnX2bp1K4GBgcyYMYMePXpw9erVbMcIgsDNmzclYow+Pj6ZCkquWbMGFRUVTE1N+fbtG2XKlEFbW5vFixfj5+eHkZER169fL1TH6vbt2+Pp6cmwYcO4ffs2Bw4cQE9PDz09PXbs2EFcXBxisTjXhdGhoaGYm5tLHqxGjBghC2CKAFkmRsZPQVxcHK6urjg5OREaGoqKigrTp0/H2NiYhg0bZjrG3NycDRs2oKSkxKVLlyhbtixv3ryRPF3169cPDQ2NQv2gEQQBHR0dOnbsWGhOtrGxsSgrK7Nhwwbmz8/RPL7AaNSoES9evGDIkCE8evSIbt26MWnSpAJ3ec6Jq1evsnPnTh4+fIhYLKZ8+fL07dsXbW1t+vfvj5qamlR/x+Hh4XTv3h2xWMy5c+fSvScWizl+/DhOTk48ffo03XvLly+nZ8+ehIaGYmhomEF47vPnzxKxvi1btjB79uw83W9aJmb16tW5DsJXrFiBs7Mz586dY9CgQVKtFx8fj7e3N/Pnzyc8PJzz589nKjp48+ZNVq5cSVhYGCoqKkybNo2ZM2dm+e/z7NmzDBkyBHNzc8aPHw+k/nuxsbHB2dkZsVhMlSpV8PX1pWnTplLtWVoEQeDBgwe4u7vj4uLC3bt3JRYeHTp0QE9PjwEDBtC+ffsMGaIbN25gZmaGj48PcnJy9O7dm6lTp9K6detC3fOvjuw4ScYvQWhoKEeOHOHMmTPExcXRsmVL/vzzTwwMDLLVH3n37h2qqqp06dKFZcuWFaiSrTQkJyfTpUsXOnXqxLVr1wotYEpMTCw087/MEAQBZWVlatWqxdGjRws99Z8bPn/+jJ+fHzdu3MDX15eIiAgg9Uvo+vXrOR6FPHnyhAkTJqCurs7FixdRUFDIYBR6/Phx/v77b5o3b87ChQvp3r073t7ekiLj7AK4kydPMnz4cMqWLcv379/x8/Ojffv2iMVi3Nzc6NOnT66Oa6KiomjVqhXy8vIcO3aMChUq5DgmMTGRcePG8f79+zy1pgNs3bqVOXPmcObMGRo0aJDh/VGjRvH582dWr17NyJEjc7wXf39/unTpkmkw9vnzZ3x9fbG2tkZVVZWAgIACEQfMLREREZI6uRYtWkgUwlVUVNi/fz9Dhw4FUv99V61alaSkJCZNmoS+vn6B10D9V5EdJ8n4qbl79y5GRkbo6upy4sQJhg8fzs2bNwkKCmLy5MnZfqDduXOHWbNmAbBgwYJiC2AgteBz0qRJ+Pj44OvrW2jrFGUAA6ntxvb29oSEhGRQIy4u0qwKli1bhpubG2fPnmXWrFncuXMnV6rIioqK+Pv74+DgQHh4OC9fvmTmzJl4enpKrrl69Sq1a9fm0aNHGBkZ0bx5c6ZPn86OHTtyzECdPXuW8uXLc/bsWSpVqsSwYcP48uUL79+/R0dHJ9fmnZUrV8bFxYV3796xbNmyXB1NycvLU6tWLWJiYli1alWu1vk3ly5dQlVVNdP6kI8fPxIcHMycOXOYMGFCjgHMunXr6NOnD6VLl87UjV5ZWRkdHR1WrVpFSEgIU6ZM4cGDB0XWIp3mfTZlyhScnZ25cuUKa9asoWrVqowdO5bt27fz/PlzHB0d+fz5M1ZWVsyePVsWwBQDsiBGRokjJSWFefPm8eLFC2xsbAgPD+fAgQOZStynkZiYyKFDh2jbti0dO3bEzc0NQ0PDdH4vxUXak7I0xYE/A5MnT2bChAls27YNY2NjDh48SExMTHFvC0gNsurXr8/MmTOZOHEiW7du5fjx49mOadiwIQcOHKBq1ap07dqVyZMn8+LFC0xMTJg3bx7Dhw/nypUrhIeH8+HDh1ztIyEhgf3799OmTRscHBzo1asX1apVY+3atbx58wYDAwNJ8CONlUK3bt2wsbHBw8MDZ2fnHK+/dOkSly9fRk9PT6KfIg1JSUl4eHhkqXeSFqDnxoA0NjYWCwsL6tevz4EDB7K1pejZsyfGxsY4OTnRtm1bqlevzsSJEzl48KDU5q/SoKGhQc+ePTlw4AAJCQlUqVKFQYMGsXXrVqpVq8asWbNQU1Nj8uTJ1K5du9Dq3WTkTI4GkDJkFDVBQUHExMRw5MgRRo8ene21r1694p9//mHHjh1ERUXRoEEDFi1axJAhQwrMXye/vHnzBkVFRamF2Uo6IpGIbdu2Ua1aNVxcXFi7di3v37+X2guqsDExMSEgIIDx48ejoaGRbdfRhAkTmDBhguTn2NhYWrdujbe3N+3atZO8fvfuXQYOHJjlPM+fP2fHjh3s2rWLz58/07BhQxYtWoSenh6QesSVpk3i7e1Nr169pL4vU1NTtm/fLnFPz4rXr1+zb98+KlasiLOzMwoK0n/s37hxg7i4uCw1ldI0YaysrJg0aRLDhg3L8ujUy8uL5ORkTE1NJWrP2TF79mz09fUlx4Rnz57l4MGDADRt2pTJkyezaNGiAj2qTQuCAwMD02U5a9WqhaurK2FhYdy8eZNKlSrRt29fmQFmMSILYmSUOHx8fBCJRPTrl6l3KIIg4OXlhY2NjUQZtlevXowePZquXbsWipNvfpg8eTLOzs78/fff7N27t7i3U6CUL1+e9evXY2BgQJcuXWjevHlxbykDcXFxxMbGkpiYiIODA9bW1rkeW7FiRe7fv8/379+pVq0aKSkpEq+lzEhrE/b19UVOTo4+ffowevRoOnXqlOFLNq3gNa/O3AkJCYSHh2eZBQgNDcXW1pbr168jJyeHlZVVngIYADc3NxQUFCTZ0NDQUJydnQkLC6Njx46S493Tp0/j6urKp0+fqFSpUpZzlStXLl1QmBM1atRg2LBhDBs2DLFYzOPHj/H19cXLywsLCwvKlSvH3Llz83RvWXHnzh0UFBRISUlJ95kiEolo2LBhlgXLMooWWRAjo8Th4+ODuro6VatWTfd6bGws+/fvx87OjhcvXqCiosLkyZMxMDDI0lW4JKCioiKpSfhV+fIlVWg7NDS0mHeSkdOnT/Py5UusrKzy9EX3Y5AhLy+frfbLuHHjePPmDdOnT8fAwIDq1atnee3Tp08RiUQZfs9ziyAIKCoqcv/+fYmU/4+sX7+egIAA/vrrL6ZPn56nYt40goODSUlJwcPDg3PnzuHn54eCggJ169bF3t4eSG15HzNmDLNnz84ygIFU3SRVVdU8Zy/k5ORo2bIlLVu2ZOrUqQwZMoRNmzYVeBBjZWWFvr4+GzduzJc/m4zCpWQ9ssr4z/P582cCAwMZNmxYhvdGjBjB3LlzKVOmDCtXruTSpUvMnz+/xAcH/v7+pKSk5Kpe4GelT58+aGpq4uTkVNxbycD169dRU1PD0tKy0DVs0rI8TZo0yTaAAdDX16dMmTK0b98eIyMjLC0tqVatGkeOHMnVWuXLl2f37t0EBQWxdetWyetisZjr16/j7e3N5MmTsbKyylcAA2BmZibxH3r16pWkVi00NJSIiAgCAwOJiIhgz549aGhoZDvXyJEjefbsWa4K3WNjY3F0dMTe3p6bN29m0JwRi8V8/vy5UGpSRowYwZw5czhw4IAk4yuj5CHLxMgoUdy/fx+xWJxpEe/EiRO5dOkSw4cPl7Q4/gykydFn1oXxqyASifj8+TNqamrFvZV0xMfHc+fOHf74448iWS/N8DKnAAZSdXa2bNnCkSNHcHZ2lmSzpPEPGjNmDF5eXuzevZumTZvy4cMHnJ2defnyJZUrV8bIyChvN/IvNDU1uXDhAt+/f2fgwIHpWupVVVWlUiY2MDBg1apVvH//PstrHj16xNGjR7lw4QIJCQnIy8uze/duypQpQ4cOHejWrRuampp8+/aNmJiYQntAsLW1xdPTkyVLlnD8+PFCUWCWkT9kmRgZJYrmzZtTsWJF/vzzzwxPXb/99htAgbvdFjafP39GJBIVajdFcRMZGcmjR49KXJdGUFAQ379/58yZM1hbW2fZVfTx40fu37+f7/VCQkKA3Le8d+7cGTs7O7y9vTE0NATItmA4MzZt2oSamhpmZmasW7cOFRUVDh48SEREBG3btpXuBrJBW1ubwYMfWQZLAAAgAElEQVQH51sT6Pr16wAZinq/ffvG6dOnGTt2LAYGBly4cIFx48Zx584dYmJiOHv2LNOnTyciIgJbW1uGDx/O2LFjJXsrDEqXLo2rqyspKSn8+eefhaogLCNvyIIYGSWK6tWrY21tTXBwMEZGRgQGBkq0IW7evAlQqGaNhcG8efP4+vUrW7ZsKe6tFBoeHh4IglCojuB5oVWrVkybNg0FBQUsLS3p16+fJDgWBAE/Pz8mTZpErVq1aNeuHR4eHvlaz8jIiGrVqrFo0SKpMioKCgo8evSIJk2aSP37raSkhJubG4cOHeLevXvcu3eP8ePHF7l2UG7p0aMHioqKWFpacuLECQICArC1taVfv3789ddffP36FXt7eyIiIti1axcaGhqUL1+ewYMHY29vT2hoKC9fvmTPnj2MHj0aFxcXqlWrVmj7VVNTY8+ePdy/f5/NmzcX2joy8oZMsVdGicTOzg4HBwcAatasib+/P6VKlaJly5bUqlUr13UDJYGQkBD09fVxcHCQPG3/apw4cQJ9fX0WLFhQYu/xwoULmJmZUa5cOfr27cvTp08JDg6mbNmyDBgwAB8fH5KTk/NtJnnlyhX69u3L2LFjMTc3z9WY+Ph4tLS0MDExYd26dXle+2fh0KFDLFy4MJ0L+G+//cbixYvp3bt3ifQcmjp1Kg4ODly6dEkmalcEyBR7ZfzUzJ8/H3d3d5o1a8a7d+9ITk6mRo0atGnThujo6OLenlSkFTAWVsq7JDB8+HD69evHpk2bePDgQXFvJ1Pat2/P9OnT6devH3fv3kUsFvPXX3/h5eWFlZUVO3fuJDY2Nkdn6Jzo0aMHFSpUIDY2Ntdj/P39SU5ORkdHJ1fXOzo60rZtW1q0aIGZmRm2tra0bt2a3r17Y2NjQ8OGDWnXrh1v3rzJ620UKuPHj+fdu3cEBQVx8OBBXr58ibu7O7/99luJDGAgVbSydOnSRWZwKiN3yAp7ZZRYVFVVadiwIREREZLuinv37pUIFV5p8PHxoWnTpj/dMZg0iEQijh07hrq6On/++SfOzs4l4sNeEARu3LiBk5MTV69eRSwWo6SkRMeOHenWrRsdO3akbNmyADRu3BhVVVWpgo/MePLkCZ8/f5bK7iKtqDc3QceVK1cYP348NWvWpFatWtjZ2ZGcnEzTpk0JDQ2VuFWXKlWqSP2GpEUkEklapbMjKiqKI0eO0K5dO7S0tIpodxlxdXWlY8eOufK3klF0yDIxMko0ysrKfPnyBTs7OyD1KdfPz09SQPmzEBkZSXh4eHFvo1BRUVHBxcWFyMhIli5dWmQ+N9lx6tQpZsyYwf379zE3N+fEiRNMnTqVV69esXbtWoYNGyapxTA3N+f169eMGDFCqjW+ffvG+vXradeuHbdu3aJhw4Y0btwYJyenDMXpWfHs2TMAVq5cmeNa+/btQ0FBgdOnT7N//358fHw4f/48J06cwNXVFUgVf0xMTKRKlSpS3UtJ4tatW2hpaVGlShXmzJlD9+7defHiRbHsJSwsjBcvXvzSHYY/K7IgRkaJ5e7duxw9epQyZcpIWndnzZqFWCzOtXdNSWDJkiUkJiaiq6v7y1kP/JvOnTuzZs0avLy8WLRoEd7e3lIVuBY0Fy9epEGDBkRERGBjY8Pw4cPZvHkzYWFhhIWFsXPnTnr16sXly5fx8vLCyMiImTNnSrXG33//jampKffv3+fDhw+UKVOGUaNGER0dnStTx5cvX+Lg4MCQIUNwcXHJ9Jro6GgmTJhAtWrV2L9/PwMGDJBkkMqWLSvJ+qS1I5cqVapEBJE5kZSUxMOHDyVdP/Hx8ezduxd1dXU6d+6cQUumuHSI0o6wX79+XSzry8gaWWGvjBKLra0thw8f5uPHj1SsWBE3Nzfmz5/P8+fPuX79uuRD/GfA1dWVJUuWYGlpiZWVVXFvp1ARBAEDAwNcXV1JTEykatWqHDlyJEeX58Jg8ODBKCkpERgYmK1CbEpKCsnJyXnq6Emr4VBUVCQ6Oppy5cqhrq6OoqKixOMnOxwdHVm9ejXPnz/P0tdp1apVWFhYAKndSGfOnMmyuHTXrl1s2rSJnTt3Mm3aNKnvpyh4/fo1O3fuZPv27Xz69EliQxAYGEhsbCyNGzfGwMAAd3d3iaDe27dvqVmzZrEd54wePRpnZ2du375NqVKlimUP/yVkhb0yfnp8fHzQ0NCgYsWKvH//nt9//533799jZWX1UwUwAEOHDmXo0KFYW1szatQodu3a9dMVKP8fe+cdFtXZ9OH7bKMJCipg7GJXLGABxIoNa4w9BjWxYouaWD77ay+xF2wx2KJIFLsi1qgI2EVUjAVBLICA9LK75/uDuJHYkCJozn1dXglnz5lnzsLuzs4z85usIggCu3btIjY2lkOHDpGYmMiECRPyJQs1cOBAgoODPzjpWS6XZyuAEUWRqlWroqenx/bt2zEyMiIiIoKgoKAst5ufP3+eMmXKvHcw5U8//YSXlxcjRowAeO/zOWDAAGxsbBg5ciQvX7786HvKCdeuXWPmzJlvFbLTarUcO3YMJycnypUrx5w5c6hRowaTJ0+mffv2PHv2DHt7ezZt2oSXlxe9e/fmu+++Izo6mmXLllGuXLl8rUd5+vQppUqVkgKYAoZU2CtRIHn27Bn37t3D0dGRmJgYNm3ahEajwc3NjRo1auS3e9li8uTJ6Ovrc/r0aTw9PVm0aBHXr18v0MWXOUFfX5927dqxYcMGvvvuOyZOnEivXr2oXbv2J5v6+2qGT14orSYnJ+Ph4UHnzp1p2rQpderUYcWKFZnqtz5EamoqFy9e/KCyrkql0g1AbNCgAX379mX58uWMHj36DfE5mUxGlSpVuHnz5iedrrxo0SLGjx8PwIEDBzhw4ACWlpZER0fj7u7O8uXLCQ0NxdTUlP79+9OjR48PFrvXrVsXIEvbcnlNVFQUCQkJJCYmYmRklN/uSPyNFMRIFEjUajXGxsa4u7vj7u4OQLVq1T67zqTXMTQ0ZOrUqUyZMgVvb2/GjRuHlZUVHTt2pE+fPjRp0iS/XcwT+vTpw9WrV1m2bBne3t6YmpqyadOmTzKi4FUh6KtxALmFRqOhRo0aOvsLFizQPWZtbc2iRYs+2HUDGZOSU1JSstxaDeDi4sKpU6f47bff2Lt3L3Z2dowaNYrSpUuTmprKokWL8PDwoFGjRp80Y+nm5kalSpXo2rUr8+fPp0SJElhZWfH48WNSU1OpW7cuw4YNo1WrVlnOZty8eRN4U933Q4SEhKBQKHI8M+p1li5dSps2bdi/fz+9e/fONbsSOUOqiZEosKSnp3P9+nUuXbpE+fLladGixSf9ZpnX+Pj4cODAAfz8/EhLS+PMmTP52kKa17x8+VJXPGtqasrvv/+e5x+y0dHRODs7U6NGDQICAnLNrp+fH/b29owcORIXFxeuXr3KrVu3sLe3/6hMobu7u27adJ06dbJ8XXp6Op6enhw7dozdu3djYWHBjh07OHr0KNOmTcPFxYVZs2ZRtmzZ7NxelklLS8PLy4tffvmFS5cuMXHiRPr06UNwcDBnz57l0qVLlCxZkh49elClSpWPth8XF0e3bt2QyWQEBQW9t21fo9Fw6NAhFi5cyPnz5zEzMyMoKCjXarGOHj2Ks7Mza9eu/aJfpwWFrNbESEGMhEQ+8/LlS3r27El4eDjVqlWjU6dOtG7dGnt7e86cOUNISAjNmjWjSpUqBVYI7GM4fvw4rVu3pmnTpgwbNowqVaogk+VNeZ4oirRs2ZLGjRvzxx9/5JrdGTNmMHPmTP7880+KFCmSbTvPnz+nW7duWFhYcPXq1WxtLW7dupW+ffsyceJE/vjjD16+fMnz588/yd9KrVq1CAwMRC6X07RpU+bPn4+BgQFhYWEIgpArmZBr167x/fff07x5c7y9vd96X2vXrmX69OlERERgbm5O48aN2b17N0OGDGHt2rU59uHVGq6urqxcuZJmzZrlik2JdyMV9kpIfCYULlwYd3d3Ro4ciaGhIYsXL8bJyYlChQrh7OyMq6sr1apVo0yZMjx58iS/3c0xLVu2ZObMmZw+fZoePXrQvHlzxo8fj5eXV64PyYyPjyciIoJixYrlql0vLy+sra1zFMAAWFhYMGfOHIKDgxk7dmy2bNy6dQuA+fPn8+jRI6ZMmfLJgt3y5csDGVmQkydP0qxZM7p06UK7du1wdnamffv2rF69Okft3nXq1GHUqFH4+Pjg5ub21nP+97//ERERwbx58/D29uann35CJpPlqk5O3759KVOmzBc9A+1zRApiJCQKAJaWlgwePBh3d3fOnTvHqlWr6NevH4sWLeLAgQNUqFCBx48ffzE6M1OmTOHp06ds3bqVdu3aERAQwLRp02jVqhWdO3fGzc0tV3ROTExMcHZ2Zv369TpBudwgPDycxMRENBpNjm01adKE77//nrVr136wi2r58uVviCYWKVKEmjVrMm/ePMLDwxk1alSOfcoq27Zto0ePHkyZMgVPT0/69etHoUKFmDt3LitWrKBkyZKsXbuWLVu25Gidfv360bhxY0aPHs3Vq1ffePxVMbWBgQEKhYKHDx+i1WpzNYgxNDREFMV8kQqQeDfSdpKExGfA2LFjuXjxIpGRkSgUX149viiKBAYG4uPjg4eHBxcvXmTQoEH88MMPFCpUiODgYNRqNdWqVfvoraf169ezcuVKnc5IbrBhwwYGDx7MsmXLcHJyyrG99PR0+vfvz4MHD7h27RpWVlbvPO/ly5e5nlnKK0RRpFWrVpw5c4bNmzdTq1atbNuKiYmhW7du6OvrExgYiImJie6x1atXM2LECA4dOkSZMmXQaDQMGjSImzdvcunSpY8uDH4baWlpGBoaUr9+fTZs2JBjexLvR9pOkpD4gnByciI2NpYVK1bktyt5giAI1KpVi59++gl/f39atmzJhg0bcHR0pFWrVnTr1o1evXrRtGlTZs2a9VEZqbt372JsbIyxsXGu+ftKryS3WreVSiWLFi1CEAQ6der0znEFSqWyQAUwYWFhTJ8+nXnz5r01c/ZqppaFhQXjxo3LkW6NqakpixYtIjQ09A3ByKioqEz/lcvluvqczp0754pqtEqlYsqUKfj5+dGuXTvmzp3L/fv3c2xXImdIQYyExGfAq0LCiIiI/HXkEyAIAkeOHOHUqVNMmDABGxsbVqxYwbZt22jXrh27du1i9erVWbbXvXt3EhISGD58eK75ePToUczMzKhatWqu2fzqq6+YNWsWt27dYsKECblmNy8IDQ2lfPnylClThpkzZzJp0qR3bhmZmpqye/duIiIimD59eo62CatWrYogCGi12kzHx4wZQ5kyZRg3bpxORNLc3Jy5c+dy7949fvzxx2yv+TpTp05lzZo1lC1bFi8vLwYOHMiLFy9yxbZE9pCCGAmJz4DAwEAAbG1t89mTT4NCoaBZs2bMmTOHQ4cOMXLkSPr06cP27dsZNGgQGzduxMfHJ0sfiA0bNmTIkCFs3ryZzZs359g3jUbD4cOHcXR0zPWuqmbNmlGkSBGWL1/O2bNnP3h+fonAnT17lpCQkEzHTp48+c7zGzZsyPz58zlx4gQ7duzI9rp//fUXoii+0a5tYmKCl5cX0dHRrFmzRne8UaNGDBw4kI0bN/L7779ne91XyOVyXF1dOXv2LH5+fkRFRX2wjkkib5GCGAmJz4AqVapgZmbG2LFjWbx4MTdu3PgsBvzlBcuWLaNixYqMHTuW1q1bM3v27A9uFwwdOpT69evj6urK7du3c7T+5cuXiY2NxcHBIUd23sbmzZuJjY2lZMmSmJmZvfWcV3ooTZo0wdDQUCcG+Snp06cPYWFhbNq0iRUrVrBz584P1omMGTOGJk2a8Msvv3Dnzp1srVulShUqVqzI//3f/71R4Fy5cmUEQXhjNMHw4cOpW7cugwYN4u7du9la92282vLLay0eifcjBTESEp8BpqamLFmyBD09PX7++Wdq166Nubk5Li4uXLhwIb/d+6QYGhri7++Pm5sb9vb27Nq1i3nz5r33mtdrJDp16kRycnK21/f29gbA3t4+2zbexYkTJ6hZsyahoaFvFc0TRRFra2s6dOhAQECAroD1U28zRkZGcuzYMTp16sTIkSPp2bPnB1V4ZTIZ7u7upKenZynL9Db09fVZvHgxKSkpfP3115m6w06fPk16evobQnQKhYKFCxeiVCrp3LkzKSkp2Vr73xw9ehRBEPLk70Ai60hBjITEZ4KtrS179+7Fx8eHmTNnUr9+ffbu3UurVq1ytX34c8DMzIyhQ4eyZ88eJk+ezN69e9m7d+97rzE3N2fOnDncu3eP0aNHZ3vtV6qx58+fz7aNdxEREaGbqP02BEHQjVB4NcW6YcOGn3Qw4v79+zE3N2fAgAG0a9fuo9rMr1+/DmSMZsguFSpUYMqUKVy6dImffvqJiIgIRFFk3759GBgYYGNj88Y1lpaWzJkzhzt37mBnZ8fSpUs/6jUTERHBokWLmDRpEidPnuTBgwds27aNmjVr6uZzSeQPUou1hMRnzNOnT+nWrRslS5bk6tWr2ZrE/LmjVqtp2LAhV65coWLFitjZ2eHg4ICtrS3Pnj3j6tWrWFtbU6lSJQRBYOnSpWzatIlq1arRuXNnWrdujYODwxvPXUJCArdu3aJBgwZvrGdnZ0dgYCDffPMNoaGh1KxZE3t7+xwPt9y1axezZs3C09OTbt26vfWcx48fU7lyZZKTkxk8eDDr1q3L9nrZ4dSpU7Ro0UL384QJE5g/f36Wrj158iROTk7069ePn3/+OUd+TJ8+nT179gBQvHhxIiMjcXZ2ZuHChe+8ZseOHezYsYOHDx+iUCg4e/YsdnZ2710nISGBr776ivj4+EzHBUFgxowZfPPNNzm6D4m3I40dkJD4CF7JtJubm+e3K+9FFEW8vb0xNzfH2toapVLJqVOnGDVqFCNHjvxiW7A/RExMDBs3bsTLy4srV66QmpqKIAiZ6oaKFSuGvb09tra2rF69msjIyEw2vvnmG3bv3s3t27dxc3Nj5cqVQMYwwX/XPYSHh1OzZk1iY2MpV64cYWFhaDQaDA0NadCgAd27d8/WQM8DBw4wadIkfH1937tNMXXqVGbPnk2NGjV0QxI/JXPmzOF///sf6enpQEardVZHDDg5OXHr1i18fHxy5IMoigQFBXHhwgVu376No6Mj7dq1y1JWKiQkhCFDhhAfH68b89G6dWssLS2Jj4/nzp071K5dG5VKhSiK1K9fn8uXL3Pw4EEePnzIo0ePcHJyytUBkxKZkYIYCYksotVqadWqFREREVhZWdG5c2f69+9fIOcUBQYG8u233wJgZGREgwYNsLe35+zZs5w9exYvLy++/vrrfPYyf0lOTubcuXMcP34cMzMzOnTowMWLF/H29sbb21vXglu6dGnCwsJ01zk7O+Pu7q7bpnmFWq1GLpe/sU5ISAhpaWlUrlyZ2NhYTp06hY+PD3v37iUyMpItW7Z89LaJm5sba9asQaFQYGdnx/79+9/YroiMjGTAgAEcOHAAyCgG7tu370etkxskJSVx8uRJypcvn+Whl68Ub+vUqcPixYvz2MP3c//+fdavX4+fnx/R0dEAVKxYkSdPnpCUlISBgQH169ena9euPHv2jHnz5unE9CTyHimIkZDIIkFBQfTq1YvevXsTHBzMlStXGDVqFL1799bVHxQU3NzccHNzY/PmzZw7d45Dhw690aXx+PFjSpYsmU8eFmy0Wi3Xr19HoVBgbW1NXFwcjx49wsjIiAoVKqDVanF3d2fz5s34+fnxxx9/0LFjx49aIyYmhlKlStG8eXPmzZv3UcFweno6AQEB/PzzzyQkJHD37l0qVaqEKIr4+fmxZs0aPDw8SE9Px8XFhdu3bxMUFMSVK1dyVbMmrwgMDKRWrVrMnDmTLl265Lc7QMbfRHBwML6+vvj7+2Nubk69evW4efMmFy5cIDQ0FICSJUty5MiRAvnl5kskq0HMl6dfLiHxkbz6Zt6gQQO2bt2Ko6MjK1asYM2aNdSrV4/58+fn6gyWnGBgYIAoiujr67Nu3TpEUeT+/fv4+PiwadMmQkNDCQ8Pl4KYdyCTyahbt67uZxMTk0zZEplMxg8//MAPP/yAKIrZ+sBKTk4mKSmJQ4cOceHCBezs7NDX1+fkyZOUKFFCV7NTt27dN+pwlEoljRo1wsHBgUuXLlGxYkU0Gg2NGjXC398fIyMjunbtSs+ePalYsSIRERF069aNNm3aMHr0aNq0aZMrEvt5wd27d5k2bRrAGx1EOSUlJYVTp06hUqlo0KABgiBw8OBBPD09iY2NpWHDhjg5OdGiRYs3fqcymYxq1apRrVo1BgwYoDv+KqP5+PFj/Pz8KF++vBTAFECkTIzEfx5RFOnZsydPnjwhNjaW9PR0zp07h4+PD4sXL6Zhw4aZBLTyk9dn7Fy/fp0KFSrkt0sS/yIoKIi6detSrVo1rK2tOXLkCPHx8XTp0oWHDx9y9epV1Go1+vr62Nra4uDggL29PRUrVtR9SLq7u7N48WKGDRuGtbU1rq6u9OzZk7Fjx2JoaJhpvYCAAIYPH65rHT527BitWrX65Pf9PpKSkrC0tCQhIYH+/ftne2L323jw4AH9+vUjNjYWyGinFwRBN2urVq1aHD58mPj4eM6dO6frLpMo2EiZGAmJLCIIAnK5nHLlygEZ34abN29O8+bNiYyMxN3dHY1G89a6iE+NUqlk4cKFtG3blkWLFuHm5pbfLkn8ixo1augKiyFjuyItLU1XcBofH8+ZM2fw8fFh//79LFq0CMhoAbezs6Nnz564uLhw584d1q1bh0ajQRAEhg8f/kYAAxkZRCcnJw4dOoSLiwuOjo6f7mbfgVqtZufOnVhbW1OrVi1dILd06VJatmyZq2vt37+fhIQETpw4gUKhwNvbm9jYWPr160f9+vURBIEmTZoQGhoqBTBfIFIQIyFBRneShYUFarU605Toc+fOoVar8ff3x9bWNl9bmFetWsWhQ4d0nTLvmnQskf+8vu0gk8kydcwYGxvToUMHOnTowPLlywkNDcXHxwcfHx88PT2Ji4tj5cqVzJ8/n8mTJxMQEADwTj0SrVaLr68v33333TvnF31q7t69i4uLCwBFihQhNjaWokWL5kmAdf78eWrXrq1r+/53V1hKSgoXL14sMDU4ErmLJHYnIQEMGDCAmzdvcvDgwUzHX3VdDBkyhEGDBuWHa0DGlteePXsQRZGLFy8ik8no0KFDvvkjkTNEUdSpBpcpU4YBAwawePFitFptJrE2Y2NjnJyccHJyeqet27dvExMTQ9u2bfPc76xSvXp1XVBRr149hg8fjqenZ66L8kVGRnLnzp13aupAxpynlJSUApGhksh9pEyMhATotopebSm94o8//iAxMZEyZcq8MxWdnp5OQkJCnip33r17l8jISDZt2oSLiwsvXrx4oxVY4vNh//79fP311yiVSsaMGUOrVq10c30SEhIICwujdOnSb1wXEhJCamoqlSpV0g2f9PPzA6Bp06af7gayQPHixSlWrBhLlizJs4LYV6rJbdq0eec5R48eRalUUq/eB8srJD5DpCBG4j/Lq6zGjh07OH78OCVLlqRWrVpvnCcIAtHR0e+siVm+fDmbN2/GysoKe3t77O3tqVev3lvrF7LLqzfrtm3bolAochTAJCQkoKenlyNlWYmc0bBhQyAjAF6yZEkmldn169ezfv16SpcuzcSJE7G3t+fEiRN4eHhw6dIlIGPsQsuWLZk4cSLVqlUDMgZj/vLLL5/+Zt7B7du3SUtLIzk5OVdfC69Qq9UcPHiQYsWKUadOnTce12q1rF27Fnd391x/PUoUHKTtJIn/JCdOnKBLly4MGDCAS5cuMX78ePz8/HTfbl/H0NCQkSNHcuLECU6dOpXpMVEUOX78OBUrVsTc3BxPT0+GDx9Oo0aNOHz4cK75e/78eSpXrkyJEiVyZEer1VK1alWaNGmCVqvNJe8kPhZLS0vs7OywsrLi/PnzOnVgyNj+WLlyJSqViuHDh9OsWTPGjRvH06dPWbBgAe7u7rRu3Zpdu3YxY8YMypcvT4kSJThz5kw+3tGbrFixgoSEBGbNmpWjiesvX77k5s2bOnXgqKgo1q9fj7OzM/7+/nz77bdvzfRs376d4cOHU7RoUUaNGpXt9SUKNlImRuI/R1paGv/3f/+HpaUlv/32G7169frgXv2iRYs4fvw4EyZM4Ntvv8Xe3p66devy9OlTwsPDWbVqFcOHDyc5OZnt27czaNAg4uLicsXfpKQkrly5wjfffENycjIGBgbZtnXt2jXCw8MJDw9n586dOvVfiU/Htm3bGDBgAGlpafTt25cHDx7oBNWWLl2Ko6Mjjo6OdOzYkcaNG1O+fHnGjx9P27ZtddnAfv36YWFhwfLly9m/fz8Arq6u+XZPb6Np06ZMmzaNGTNm0KBBg48urA0KCmLnzp0cPXqUlJQUjIyMsLKy4tatW7r5VWvWrHmnGOHBgwcxNTVl9+7dkr7LF4ykEyPxnyIlJYX169ezYcMG9u3bR6dOnbJ87YMHD+jVq5dO58PAwEBXnHn//n0qVKjAwYMHGTVqFA8fPuTw4cNvrWv4WKKioujYsSMJCQkAbNy4MZMo18fg4eFBr169MDc35+TJk1mWi5fIHZydnTl69Oh7z0lOTs5SAawoiroZRGXLlqV169YYGRnllqu5gkajwcHBgevXrzN06FAaN25M5cqVPxhUnDt3DldXVwwMDHBxcaFp06acPXuWM2fO0LZtW4YOHUrlypXfa8PR0ZFLly5x+PDhAj8TTeJNpLEDEhJvYfDgwVy4cAFra2v8/PyytU8eFxfH6dOn8fHx4eDBgxQvXlzXBmtnZ4e/vz+jRo3KlW4mrVaLTCYjKSmJEydOMGnSJGuaNnkAACAASURBVGbOnMnUqVOzZU8UReLj4zExMcmxbxIfz6pVqzh79ixDhw7l1q1b+Pr64ujoSOXKldmzZw8vXrxg06ZNX1T9xtOnT2nVqhVBQUFARoZmxYoVmbZuQ0NDiYqK0g01/fnnn/Hz8+PRo0fZ1na5ffs2tra21KxZkw0bNhQInSeJrCMFMRIS/yIiIgInJyfGjx/P/Pnz8yTFfOPGDRo0aEBqaiqVK1fWqbHa2Nh8dHvp8+fP6dixo26WS1BQEHfu3CEgIID69evnuu8SEnlJeHg4GzZs4H//+x+jRo3i+++/58yZM3h4eHDhwgUgY6yGhYUFISEh9OvXD3d39xyt+dtvv/HDDz8wd+7cj56BJZG/fNGKvc+fP8fPz++ts0ckJN7GkSNHmDVrFgC9e/fOsz3yWrVqcf36dfbs2cPevXvZtm0b7u7uqFQqbGxsqFu3Lrdv3+avv/7C1taWihUrcvbsWZKSkrCzs6NIkSIcP34cU1NTHj9+THJyMpaWlhw+fBgTExOWLFkitYpKfJaULFmS6dOnExAQwIoVK9i0aRMJCQlYWFgwa9YsatSowYkTJzJlMkVR5MKFC6Snp2erhfzVxGkp8/jl8tGZGEEQJgFzgNWiKI74+1ghYB7QBSgKhAJrRVFcmkWbjsBp4I4oijWzcL4IoK+vz6xZswqUyJNEwUMURVq1aoWxsTFr1659r3BYbpOYmMiff/7JsWPHOHjwIPfu3cPMzIzGjRtz5swZYmNjKVWqFObm5ty4cQO1Wk3lypVJTk7WaYU8evQIjUaDTCZ7a/eUhMTnRFxcHI0bN6ZQoUKMGzeODh06ZFLJfkVaWhr29vZcuXIFuVzOmTNnPnpw5JIlS/jpp5/YsWMHNWt+8KNFogCRJ9tJgiDYATuAOODsa0HMeqAlMAB4CDQBNgADRVHc+gGbpsBl4C+gZFaCGBsbG3HWrFlMmjSJv/76i127dr0hUiYhARlvmL/++iubNm1iw4YNDBw4MF/9iYqKwsTEBJVKhVarJSQkhHLlyiGTyYiPj+fJkye6wscHDx6gp6cnTaSW+GKJj4/H2Nj4rY+dPn2a5s2b07VrV86ePYsgCNy6dQszM7Ms23/69Ck1a9bEzMyM33//PUedfRKflqwGMVn+WicIQmFgOxmBSsy/HnYAtoqieEoUxRBRFLcAfkDDLJj+FdgMXMiqLzKZjPbt23Po0CH09PQYN24cqampWb1c4j/EjBkz2LRpEw4ODnTv3j2/3aFYsWKoVCog4++4QoUKuuyKsbExVapU0W11VahQQQpgJL4IYmJimDZtGnv37iUmJoYDBw7g6OhI4cKFmTt37hvn79mzh4EDB6JQKBg3bhwrVqzgxYsXdO3a9aM0Z0qUKMGOHTu4d+8eCxYsyM1bkiggZDkTIwiCBxAiiuIEQRBOAzdfy8SsBRoAnUVRDBMEwQE4AvQRRfHge2wOA74DGgNTgW7vysQIgjAYGAxQpkwZ20ePHgEZWgAdO3bExsYGY2NjVCoVdnZ2aDQaTp8+TdmyZbG3t6d+/foUKlQoS/cq8WWQlpaGo6Mj/fv3Z82aNfntjoTEf5ZX2zqvU7x4cfT09Hjy5AmnTp3SDW58/vw5JUqUoHjx4kyYMIHWrVsDGfo6CxYsYOnSpYwePfqj1p80aRLz5s3D1dWVb775BktLy9y5MYk8I1e3kwRBGAQMBexFUUx7SxCjAtYC3wPqvy8bKYri2vfYtAaOA3aiKD4UBGEG7wliXqdevXriK/ltgLFjx7J06VLMzc0RBIHnz58DULp0aSIjI0lJSUGhUGBtbY2zszO9evWSxI/+A/j5+TFo0CD2798vdSZISOQjjo6O3Llzh19++YVLly5hZWVFs2bNSEtLo0ePHqSkpDBr1iyaN2/Oli1bmD17Njt37sykYySKIj/++CNnz57F19f3ozr01Go1jRs31s2ZqlWrFtu2bZM+BwowudadJAhCFWAu0FgUxbR3nDYSaAR0Ah6RURPziyAIIaIovqHsJAiCHrAT+FkUxYcf8uFDLFq0iJ49e2Jra4tcLic4OJiEhARsbW1JS0vD19eX48ePs3v3bubOnYuBgQFff/11TpeVyGeSk5NZvXo1ZcqUoUGDBgQHBxMUFETdunWpX78+vr6+QEYBuFqtfmvxoISERN5jYWHB+fPnUalUDB06VHdcqVSyZMkSfvzxR4YMGaI7XrduXd1MqFcIgsCsWbPo3r07Xbp0ISgoKMsaMgqFAl9fX4KCgujXrx8PHz5EFEUpiPkC+GAmRhCE/sBvgOa1w3JABLRkdCNFAt1FUdz32nUbgXKiKLZ8i81yZBQAv25TBgh/H2sniuKxd/n070xMVtFoNNjb23Pz5k127txJhQoVPtqGRMHh0KFDTJw4MdMxQRAQRRGFQoFardYdL168OA8ePJC2FCUk8oGwsDDKlCnDiBEjMgUrrxBFkYcPH3Lp0iVKly6NnZ3dOwOMa9eu0b9/f1q0aIG3t/dHByKlS5fGxMQESWusYJObhb17AWugzmv/LpGRSXk1OlRJ5oCEv39+l/3wt9hcC9z7+/99s+DXRyOXy9m7dy/6+vp07dqVYcOG4enp+dZBeFqtlnPnzjFs2DAaN27MyJEj2b59Ow8ePEAUReLi4vD19eXly5d54Wqe8eTJE9zc3Ni8eTN3797N0WC2/Mbf3x9DQ0Nu3bqFm5sbBw4cIDExkZMnTzJu3LhMqejevXtLnQkSEvnE5cuXAbCxsXnr44IgUKFCBXr06IG9vf17A5M6deowatQofHx8cHNz+2hfevXqpRvXIPH5ky3F3rfUxJwGigEjyNhOagq4AeNFUVz59zlbAERR7PsOmzPIZk3MxxIYGMi6des4ePAgjx49YsSIEQwePBhBEIiPj2f//v3s3LmTkJAQihYtirOzM2fOnCEsLAzI6DBJSEggJSUFQRCoXr069vb2ODg4UKdOHZRKZbZ9ywtEUcTf358dO3Zw+vRpRFHUBS+1atXi119//Wg12YLAypUrWb9+PZs3b6Zv37f+WRETE4NKpSpwM2UkJP5LDB06lK1bt3Lu3LlceX/UarUMHTqUy5cvc/fuXcqWLZvla9PS0qhXrx4hISHs2rWLUqVK5dgfidwn11usP0Av4CIZLdi3gIlkdButeu2cMn//y3esra1ZtWoVDx8+pGXLlqxatYrmzZszZMgQnJycmD9/PiYmJmzfvp0nT56wdetWQkNDuX//PmvXrqV58+Z89913HDhwgBkzZqBSqXTy1i4uLgWq3fvly5d0796dQYMGcfXqVSZMmMCjR48IDQ1lyZIl3Lhxg9WrV+e3mx9NaGgoW7dmSBA9efLkneeZmppKAYyERD4iiiL79+/Hzs4u177gyWQyXWHwx2bDVSoV+/ZlVD6MHTuWp0+fAhnT4m/cuFGg3r8lPsxnOTspp5mY10lJSWHnzp34+Pjw559/4uTkxIgRIz5a2j0uLo6dO3cyZMgQqlevjrOzM/b29lSqVCnXVVZf/c6yshfs5eXFtGnTWLVqFQMGDMiUcRFFEUtLS2rXrs2SJUty1ce8ZsOGDaxYsQJ/f38aNGiQ3+5ISEi8g9u3b1O9enWmTp1Kjx49cs3u1KlT8fb2Ji4uLltF+7t376Z79+6IokiZMmV48eIFiYmJ6OnpUa9ePRwcHHBwcMDKykoqAM4HvujZSbmJvr4+/fv3p3///jmyY2JiwuDBg1Gr1SxZsoTFixcDYGZmhp2dHfb29tjb22NhYZFlm6IocvDgQYoVK4aNjQ1Pnz5l586d7Nu3j0KFCmFnZ0fnzp3fGnClpqZy5MgRli9fTrFixRg2bFimF+Jff/3FihUriIiIwMHBIUf3/inRaDQsXbqUzZs3U61aNSmAkZAo4Bw9mtGg6ujomKt2HRwc2Lt3L0uXLmXcuHEffX3Xrl0JCgri8OHDeHl50axZM9q2bYufnx/79+9n0aJFuvNmzJiRq75L5B7/+UxMXhEeHo6Pjw8+Pj4cPXqU6OhoIOMFMX369PdG9vfu3cPY2Jjnz5/Tp08fIKMoWaPRoFAo6NatG+np6Rw7doyUlBS2b9+eqR3R19eXCRMmEBsbi5WVFStWrKBdu3ZAxl5yu3bt8Pb2RqFQ0LZtW6ZOnYqhoWEePhu5x7lz53B1daVbt27MnTuXSpUq5bdLEhIS78HBwYHnz5/rtnByi/T0dGxsbBg6dGi2Cnw/xP3796lSpQpdu3Zl6tSpuW5f4v1ImZh8pmTJkroMj1arJTAwEDc3N9atW0ft2rXp0qVLpvNTU1Px9vZmx44d3Lx5M9Nju3bt4sKFCxQtWpSBAwfqsjlRUVHUqFGDcePG4eHhoav92LJlC3p6epw4cYLmzZtnCpgEQSA4OBjISKd+Tm3m4eHhbNiwAT09PbZs2SJ1G0lIFHCSkpK4fPkyPXv2zFW79+/fZ926dQA6Rd/c4uXLl2zZsoVly5ah0WiyNT1b4tMhBTGfAJlMRu3atVm9ejXXrl1j7ty51KpVCysrK549e8auXbv4448/iImJoXz58qxYsYLU1FS8vLwoVaoU3bt3f+vcn2LFiuHp6Unz5s2ZPXu2bgbJlStX6NGjBy1atHjjGkEQmDt3Lt9++y1RUVGfTRATFRXFN998Q2pqKpMmTZICGAmJz4BTp07pxn/kBklJSYwZMwZfX1+USiU//PCDLsucG6SmplK2bFldsbBCoWDOnDl4eXnh4OBA+/btP5us9X8FKYj5hMjlcry8vKhZsyaDBg2iRo0anD17Fq1WS9OmTZk8eTJOTk66zMnPP//8QZtNmjRh+vTpTJ8+Hcj4VpKcnMzmzZuZNm3aW4OU69evo1AoMumoFHSOHz9OUlISvr6+2Nvb57c7EhISWeDo0aPo6+tja2ubK/b+/PNPfH19mTJlCqNGjaJ48eK5YvcVKpWKadOmMXfuXGJjY1EoFNja2hIQEMDx48fx9vZm3bp1yOXyXF1XIvtIQcwn5tVU1bZt23LlyhXGjh3LsGHDKFeuXLbsRaWpaTdyDAFXr3HC+ygHD2bM2zQ3N3+riB/Avn37qFOnzntbj+PS44hMi6S4qjgmSpNs+ZYbaLVaZs+ejaenJyVLlsTOzi7ffJGQkPg49u/fT4MGDdDT08sVewEBAQDEx8dz69atXN/qEQSBsWPHMnbsWOLi4pDJZBQqVAhRFFm3bh2urq60adOGJk2a4ODgQIMGDTAxyb/3RwkpiMkXWrduTXBwMCVLlsxRanLP82jG3glDKQikj56O+/LVmD/ImBvVpk2bNzQZEhMTWbduHXfu3GHkyO/Qal8ik705e+T8i/Osf7QeuSBHI2oYXHYwjYo2yrafOSE4OBhPT0++++47Zs+eLbU6Skh8Jty7d4/Q0FBdc0Ju0KZNG0JDQ1mzZg3Lly9ny5YtuLi45Jr913k9OBEEgSFDhmBkZMRvv/3G4cOH8fT0RC6XU69ePRYtWoSpqWme+CHxfqTupM+UqDQ19S4EkaL95/enLxO4VNuSYomPoUhZMCqW6RpXV1fWrl1LzZoGTJ9RFlNTMDEeiYFBE905celxjAwcSdprsz5VgoqV1ivzJSOzefNmfvnlFx48eED58uU/+foSEhIfT1hYGP/3f//H9u3bOXz4MKVLl85V+4mJibi6uhIYGEjdunXp0qULrVu3pm7durmuy/U20tPT8fPzw9vbm4ULF2Jvb8/KlSs/ydr/FT61Yq9EHpAcn8bzkDiS498cHh6WkobyX1kJhVbNyV9H8cL9O8SlNUg7vAT1363doiiye/cf2NsXYtnyEpiapgFpxMWvRKv9R/EyMi0SuZB5v1cuyIlMi8z9G8wC1atXB2DBggX5sr6EhMTHkZaWho2NDdu3b6d79+65HsAAGBkZsWzZMlxcXIiPj2fSpEnUq1ePYsWK6Roc8hKlUknjxo2ZPXs2S5Ys4c8//2T16tWkpb35Xi2Rt0jbSQWUuwHPOLX1DjK5gFYj0tylKpUbWOoeL62vIv1fWbQEjcD/YnsyLb0nCxXr6XBhJvdnuGM+fR56Tk7ExMSQmKiHVisik2UEQIKgQKOJ0G0rFVcVRyNmnuWpETUUV+WsgC4tLY3jx4+TmJiInZ3dB9/YYmJi8Pf3p06dOnz//fesW7cOJyent3ZpSUhIFBxOnz5NVFQUc+bMoVOnTnm2jpmZGWPHjgUyuhf9/PzYu3cvkydPRiaT0bt374+aqZRdhg8fzv79+1m/fj1bt27NpPZbvnx5aQs8j5G2kwogyfFpbJnkizr9n8JchVJG37kOGBirUEdHkx4eziHDIvwc+gJZukiSTERxMxbFs2QA9EnlT+FHEs+oSE0yoeLJEyxYPpcpMxdT2ESGbX1DbG0MsLU1oVq1zZlqY3JSExMXF0dgYCDVq1fH1NRU10K+e/duneAfQLVq1fDw8HjnC3zBggVs27YNAAMDA5KTk/nuu+9085IkJCQKHn379uX333/H0NCQY8eOUahQoU+6fnp6OkOHDtUVAJcrV46OHTvSpk0bnJ2d82y7Jz09nSNHjuDj48OBAwd49OgRAJaWljg4ONCmTZvPShm9IJDV7SQpiCmAPA+JY/+yq6Sl/JMRUenL6TS6Lvo3/+TplKkICgViupqkhj9wsVwdliXHk5z+z+/SmCS2yOdidDARUVmY8jN7o7i0gB1BKRy+k8zREA3RcRlBkpWVFfb29jg6OuLg4IAgCNnqTtqxYwdLly4lOTkZQRAoXbo04eHhiKJIkyZNmDRpEqVLl6ZPnz6EhIRw6tSpd76pdOzYkSJFitC3b18CAgJo0aIFffr0kTQaJCQKKBEREVhYWODg4MC0adMoWbJkvvghiiIPHz7E19eXc+fOcfnyZVJSUvjpp5/45ZdfPokPISEhHDt2TPcvPj6ePn36EB0dTenSpXFwcKB27drZmvn0X0EKYj5j3pWJ6TOuKo87OSOmpPxzslxFeuu5dNeD12ev6pOK5/WpKB5qUZgoqdjpOYL6n+s0MhVXm//Kaf+7eHl5cfnyZVJTU/nxxx8ZOHAgqampJCYmYmRklKX2SI1GQ7NmzahatSpTpkzh6tWrHDlyhEaNGmVqIddqtRQrVoxGjRoxb968d9rr2rUrcXFx3Lx5k6JFi2b5uZOQkMgftm3bhouLCzt37ixQGlSpqanMnj2bvXv3cuDAATp06PBJ109OTqZu3boEBwdjamrKy5cv0Wq1NGzYkLVr10qBzDuQCns/YwyMVTR3qYpCKUOlL0ehlNHcpSryl5EI//6DF2QUTopmIvroAUaAvqBlzM09qCINEfT1KfHTQAS5KtNlcqU+9SqU5Oeff+b8+fPExsbSpk0bli9fTs+ePRk3bhyHDx/m8OHDhIaGvtffmyGP+HHqNGJjYxk5ciTt27dnypQpnD9/noULF2bSwLl8+TIxMTE0avT+7amZM2cSFRVFt27d+BwDbQmJ/xpHjhzBzMws0xy3goCenh5TpkyhatWq9OnTh6lTp3Lu3Ll36mjlNgYGBpw5cwYfHx8iIiJ48eIFixYtwt/fn7Vr134SH75kpBCwgFK5gSWlq5kR9yIFk6L6f9fCqBDV6kznCTIRuYmKdsoQGmgtiW9RjUoNS1I4rRHp4eEoS5ZEoaeFpf+q2NekZ7Rh/42+vj6enp7MmTOHrVu3cuvWLYKDg+nXrx+XL1/GwsLijYxMeno6348bz/UTx0GuwKhVe2QO7xef8vb2Bvig6m6NGjUYO3YsCxcuZOXKlYwaNepDT5mEhMQnRhRF/P39cXNzY9euXbRr165Athnr6emxePFipk6dyty5c5k9ezYdO3Zk3759n6Tw1sLCQjfzrkiRIvz8888EBQWxfv165HI5LVu2pGLFilIRcDaQtpM+M14eOsTTyVMyamLUasza1KSY6gCiKEMQtKRUGo5h3zlvXhj4B+wbgVauAE06Ce1XYFI3YyhbdEo0TxKe8FWhr0h+kcyWLVu4du0au3btQqlUUqFCBQYMGICzs3Mmk8fOnecn16EYfNMbo97fIy9aPEOrxr4GxVRvj49tbGxITU3Fw8Pjg/f64sULevXqRVRUFP7+/tjY2Hz8EyYhIZFndOvWjd27d2NoaEjHjh1xdXUt8Nu/cXFxuLm5sW3bNjZu3MiAAQPyxY/ExESaNm3K5cuXAahVqxYbN26U5sL9jVQT8wXzqjtJEFJR7WyJTPHP71CrFoj5/jiPZGqMkhWULlUJQ5PCJMen4XU3mJ3hQTw3LMFzZRFmVixJfNxVfr06Fz1SUGvVTLGZQuCeQBLS4fb9R4QF3+DBX8EkJyezatUqnez/5cuXmT5nLmGPHlF832kE/YwXnrFcxq46Falr8mYBbmxsLMWKFeOHH37IUmZl6NChnD9/Xvdzenq6tH8sIVFASEhIwMzMjEaNGjF//vz3jjEpaGg0GoYMGcL169eZPXs2bdq0oUaNGvmSCQkLC2P37t2MGTOGrl27MmPGjE/uQ0FECmL+A6Sc2YVwYCjaVBlKIw0KfS2adNioLkPqkxKkqkBRVJ/Ctt/x5Jol61oYk67414tUmwTIMY7eiH6SH/pyfXoaLcLNPx4ZIloEBtZUsOyn/kRERFC8eHH09fUJCwvDpHBhFP1dUXbuqTP3vkzM7t276datG+7u7lhbW3PixAlevnxJw4YNKVeuXKY3kNDQUNq3b4+zszNyuZzIyEhOnjwpdSdJSBQAzp49y7Bhw7h58ya//vorDRo0yG+XPpqoqCiGDx/OrVu3AGjatCknT57Mt+2wSZMmMW/ePIYNG0aXLl2wtLT88EVfMFIQ84WjSUgjetsuXqxbiqBOIEWQU9gugeLFk4hTwG1zPWKtDFEq9ZCjYaM4DH+xERqFDEETR9GkF1ikFyW8UCFiVTLQplL0yRiMRANi7owhXftPQKEng/2DanPupDc+Pj7cu3cPV1dXvv32W44/i2f1jcdEGcqIUgksrVqaLhZmb/XZ09OTHj16YG1tTXh4eCbdmBIlSmBnZ0fNmjXx9/fnxIkTAFy4cIH69evn7ZMpISHxUZQvX56oqCjGjBlD9+7dP+tajmfPnuHh4cHGjRuZPXs2kydPzhc/1Go1jRs3xs/PD8jYXlq9ejVFihTJF3/yGymI+YJJvBZBzB93EZOTQJDzNHgn5/XDUSi03LVIwrd2NDI5aIBepmnYGmlIRcWPuJGa9BedHvoz+klv1IIGpahiV/lnXDOLJDT5EJo4fWIf9SNN9k83k0qbxtYf6tOwaqk3/Ijd/ReiTEDUaFF+bYVlvRLv9Fur1dKiRQv+/PNPnW6MlZUVx48f59ixY/j4+BAfH4+xsTGDBw9m2LBhVKhQIa+eRgkJiY8kLS2NnTt30q9fPyZOnJirwx3zE1EUmTBhAt7e3pw+fZrGjRvnmx83b97kyJEjTJkyBQcHB1auXPlZB4nZJatBjFRg8JmhSUgjdvdfoBYRlBl1KObVeqMMcyNZqeZcraeoZQL8HZvujFFRRT8ZmVyOpSaC1JgzjH7yPfqiSneOy4OijAsfh1aI40ylAbiGZk6nagUZJulxACTFvSQu4jmFjIrycvdfiH9r2QiAZt8DNFWLIi+UuZ37FTKZjGPHjhETE6Or1IcMsb0hQ4ag0Wi4desWVlZW0raRhEQBxNXVlU2bNlGuXDnatGmT3+7kGoIgMG3aNIKCgujWrRtBQUEUK1bswxfmgR/W1tZYW1tjYGDAqFGj2LJlC/369fvkvnwuFLxeOIl3Ep0SzY1HV4lVJGQ6LooaKhjXoXa5TqjIHEAIwOM0GXI0RArFsE1Vg/Zfbdpo0IoWqICW97fRXBGMHA1K1MjR4KB4SFGlwPUdW9kw7Hs8Z09hz+QpaP81YwmZgCYmlfehUqkyBTCvI5fLsba2lgIYCYkCSGpqKrt27aJFixbs27cvXz7k85JChQoxadIkIiIi2Lt3b367w4gRI3BycmLZsmVcu3Ytv90psEiZmALI6y3PZvoZ9SWHHxxmuu905IIcdZk0Rj/5jmbxGbUigiCnehF7EjQpaITMgUWaCL9Hq7AyrUt//fXUNbmDnlYBmQZVy5ELzwGIpRBlFDF0lN9CjZxCQipVwx7ytN9urlaqjFwjJzU9iTiZiCZNjUKm/MeMVkRu+mF1XwkJic+LI0eO0L9/fxISEujatesnK35NTk7m0aNHWFlZoVQqiY+PZ//+/Zw5c4aKFSvi4OCAra1trrQli6JIYGAgAHXq1MmxvZwiCAKenp7UrFkTFxcXrK2tdYMlra2tUSqVHzbyH0CqiSlAJMencfTGCRbfXYBGLxW1Vs3/HP6H3Vd2tPZsTar2nyyHSqtk491pmGpMuBt7noqF7VDJ9TltfJGlX20jTUgHAcoq1Qw3T0MD6Asgj4SS7g6kWPclQq7GEjnlFSswUpxFLcrokLiARCxJFpOxF27ylZBMl2tRGNZxQYMWQZATEHWYsMQ7lDOtRX0zZ2RKOYJWpEjXShjVMc+/J1BCQiJPeFWMP3PmTJo1a5bn64WEhODh4cG+ffuIj4/HyMiIKlWqcPv2bZKTkylXrhxPnz4lNTUVpVKJjY0NHTp04Ouvv87WeqIoMnDgQAICAqhQoQJ//fVXgRHtCwkJYfPmzXh5eREYGIhWq6VQoUIsXLgw32p3PgXS2IHPjLsBz9g86Twhv2vpdnEiFk8qk6JJYbrvdG4f3II8/V+FXRo1PjG/czDMjVtJQchlGamVZvH1mRY2BD2tCktRzUjzNFQyMJCBIIC2OOwzEOhKEqM0yXQjkT2iiotG1fCIbU+H+LJ0efGI3o93UOrxTfTC7vCiUn1kchVKuT4KmZIGxdqhJzPgXuwt+hPNcHU819uXlgIYCYkvkMjISIKCgvj2228/SQATGBjI119/zc6dO2nfvj3u7u706dOHuLg4vv32Wy5dusTDhw+JiYnB29ubUaNGbtyv5wAAIABJREFUERERwdSpU3WK4B9LcHAwAQEBTJgwgcDAwAITwEDGJO7p06dz7do1Xrx4wYIFC0hISCAqKiq/XSsQSNtJBYDk+DRObb2DJl1ERUZatMHjb3lgkUIFbRx692SoLf5Vf4IWx4CbhBQrztOiJqz/6gk/PCuBWtBQOs2SlokvGZsWw62vTNC89oKMSTVmTZXuiMhI//vXP0UcAFVN0dQxoLNvJBVunQDUKMSM2t+L0T5YGFVEX55RqyKixVhpxn2TmjzQKgA1Yw8F0bCmBUULSdtJEhJfEseOHUMURRwdHfPEfkREBM+ePaNatWoolUq8vb2RyWSEhITw1VdfAby1sNXAwIDWrVvTunVr5s2bR/369ZkxYwbVq1endOnSWVo7KSmJQ4cOsX79egRBYPTo0QW6Jq9IkSK6WXIfmj/3X0EKYvKRxMREYmNjSY+XI5MLkJ5x/GYZFQfqFwHZaC4IMo6WWE+vpBR2RquQp2nQyEX6nlDxvHgJykRHEWuiR/v4/2NghTKUSzeiqDqSOS9eIChFxH+15r1IKoqBOpUkxWt7yDKBNI0CUSHgVymV8rdlCK/tMgrISFS/1AUxCkFJI4tvaCQ34BQJxCKilMl4HJMsBTESEl8YR44cwdTUlOrVq+eaTVEUCQgIwMPDg5MnT6LRaDAyMsLBwYEbN25gY2OjC2CyglKpZN++fVhbW9O1a1ccHR1p0aIF7du3f2t78v379/Hw8ODAgQMkJCRQuXJlli1b9lkIzP3xxx9UqVIFc3Mp8w1SEJNvBAYGsm/fPuRyecYLWF4JFcVJ1BM4UN8ItUKAv7My6+WDWW58hVmRKWg8VdwuXYsl/UegUKtRKxSM8VtHFU0wX8el0S31MaF6lsQpjRGStSgumhJXJRUj4yRSZQrKH3iJprg8szNaEA0yjiUaFsFAnkJhRSJx6Xoka1RotWkYygohiiKCICAIMvTlhiQgYolALCLpWi2lTKWZHxISXxJarZbDhw/TqFGjXNliiYuL48CBA3h4ePDw4UMKFy7MmDFjqF+/PqtWrcLHxweA8ePHf7TtsmXLcvLkSdzc3PDy8sLHx4caNWpQvnx5IGNsyYkTJ/Dw8ODSpUsolUp69OjBsGHDsLe3L9BaLMnJyezatYslS5Zw48YNBg8enN8uFRikICYfSExMZN++fajVatR/T6VOKHyXoummJJoaIhdF1PzzgpKjJlRjRhGTp5RIN2J1rxGkqvRIVWVkPRY3Gk6rM50opfc7jWqvRCmqSRVUNL5zlUrPw+C6QE3BnwtFbeh12ZvRFrtYVrcHMlFLkp4+6TWLgCojiHFKusBgqwC0ohaZIOL9pCrK23I0IUvRtpiM/LW2JgWQoJKhL8LCrrWkLIyExBfG5cuXiYmJyfHWxePHj9m4cSOHDx8mOTkZa2tr3N3d6dGjByqVikOHDhEeHq47P7saNPXq1ePXX3/l+vXrXL58mU6dOlGqVCmqV6/O5cuXefHiBSVLlmTBggV8//33FC9ePEf39amwt7fn+vXrlCtXjgkTJtC9e/f8dqnAIAUx+UBsbCxyuVwXwAAolArajqxMqqwwm8NC4bWuMVn8OX6LjUCBjNSBxeBf+iwqrYwwo3h+qjqWFLk+KX8fP13VllIvX2CQnsZNbUOal/RCrKvG4do9Kvlu5qUgcrdiKVY3H4AyXUth9UuW/rUApewfv9p8dY8z4V3Rhvnxh2onXdJ7oBbUyEQ5Ky33MK/DBKpbSLUwEhJfGqIosmfPHgRBwMHBIUe2Jk6cSHBwMH369GHYsGG6ifQ+Pj706tWL6Oho3faIpaVljreuLCwsqF69On379uXo0aNcvHiRWrVqMX78eNq2bVugCnc/xIMHD7h+/Tr9+/dn7NixBTpjlB9IQUw+UKRIETSazIGIRqPB4qviJGieMTz5OaujzJGjhZc+GMZuQwNoENBqn5CmzLwdpJZBkswCpajWBTAAclEkXt8Qg/Q0EEUS4opg4PKMa4XHo00xRBTklI4PYcShSGKMtVRLeoBopILXghgtCmLL16To02t0TmhLup4ahVbBWotd+Be/ThNFBNVUWd+7lpCQKPgkJibSuHFjrl69SsOGDTEze/s8tKwQHR3NjRs3mDFjBtOmTcv02K1bt4iOjqZVq1bMnTuXZs2a0alTpxx/UB86dEj3/xMmTMiRrfxk06ZNjBs3DplM9tnPqMorPp9w9AvCyMiIzp07o1Ao0NPTQ6FQ0LlzZ/bdXYLz3s7suvIThR+70iXlKMbROzNdK5CKcdQulOlpGCYnoUpLY3JgIv/P3nnH13S/D/x9zt3ZU0KCmGnEjFqxVahaX6tFjVZr9KuoqtnJjxbVVoe2VKtKvyi1a4+WhAhiRIwkiBWRve885/z+CCEtrZEIet+vV14k9/N5ns859yb3uc+skeuAVSiekyIJAs6mgusbBZzcs5FkHSrnHCS1AVmlJcutOmbnwzgIh0hxuoQoWIvJEAUbeTZP5DoD0Ws9cVQM6NAw/FofVCYNk86ZeHp/LGuuZWDHjp0ng61bt3LkyBFeeeUVvvjiiweSZbVaEUWRffv28ee+ZCNHjiQkJIQ9e/YwefJk8vPz6dSp0wPpe1KwWCyMGjUKFxcXFi5cSKVKlcr6SI8kdk9MGVGnTh2qVq1KVlYWbm5u5EnJzFm7AqsiYAVczXDmwm7+NEUARdBTLsuddlvnUuDggnt2Oi4eIbgamjPxuJkP6+hRKTI2QaD1mcMYTAUgCPh5RGNwKUC2abAWeN0iT0Yla7Fp8ihAzzqlA52VbdhEGTUKP9MVm+iGu5el2Dl0aGhnGsV3OOFpymRR1ClatWiDp/ujn91vx46dO7N69WreeustnJycGDly5AN3hvXx8eH111/n888/Z+HChQwdOrToMbVazbp166hduzY7duygRYsWT9RMpvslJSWFmTNnUlBQUJT4bOf22I2YMsTR0REozJE5mxeNikIDpnV2Q964OpAMdRavVZ3BrYEnQZFovy8KZ5OMa37hUMbka/spqFiVylevMioxiGwnPa75MnpzOdReF/Gv9xsODoUGTPLBgUhm51vkCUiqm52AjxLEp26dcakic1nnSZrWkzHHInA8nwp6G5Lig4wrAgKDL/uS77KN6efmYBPUOB6VyGr6Dtomg3BwcX0Yt9COHTslSHx8PL169aJcuXJMnz69xFrbDxkyhKioKEaNGkXTpk2pU6dO0WP+/v5ER0djtVoJDAwsEX0Pi4sXL7JgwQKWLl2Kv78/vXv3pkOHDgQFBT1Q6GfkyJGsWrWK5s2b2/vB/AP2sQNlyP7D+9mxeQcqUYUkSxxwjyBLn82i2Ilo83MRHDzZ43WazyosxaxSATKiqgcvbDmC3nLLCALRho+bjjj3ENwyQhFuqSDK1wnkupnwlpPINefjkFsdrXIzCVdBIdf1DGZDKmbRTKreym/1O6FoPIvW6CQbhyL74Gk1ATYyrWMwyq2xko2P/g0cSC1aa5VFFl1oTqth43mqeetSvX927NgpOSwWC2+//TZz5sxh06ZNd90w7m5JS0ujR48elC9fnpMnT5ao7IeNoij06dOHNWvWABASEkJaWhqJiYlAoffp+eef5+OPP0anu/eihx07dhAWFsbIkSMZMWJESR79seFuxw7YPTFlxLqT6zi08RAqRYV03dfSKL0J6vS92Ha8h01Qg2IjtMFgggv+j7HBeZzx9EEvaZBtR7hhegqARVFz2qsuskoh1zUO5+yaKIJCbEUDGxs5oZIVJNGHgKTl+MjLaHNgGuJ1Q0dAwCm7JvEep4guF44kgGfyLnI9hmJ2bAaAVjFx2VAOb9tpANw1n2M21ydflNnPFAKVlfgL+wCQFQEHctn67edUqlPf7pGxY+cxwGw2ExQUxPnz52nSpEmJGzAAXl5eBAYGkpSUVOKyHzZxcXH8+uuvtGvXjokTJxY15rty5Qr79+/njz/+4Msvv8RoNDJjxoy7bkw3d+5c1qxZUxRSux8D6N+GPbG3DMgwZfDlvi+RkQHIVBmI0/tglXV035UKkhVsRpCsmI8sxi0fshUBVXwB4tV8NEphF5kbzkpFAcVWmJCbrc/ktFcM573OsvF60zyzVsSmFrlYsRf/cfRGLRR6cVS6XPTu51HpsrngeAFJlECQEBQrzhkLEaTCcJVVUFPRdPWWK1Bz1HE3L9X4gCmVvuE/AddYb/DHItcAnMmx6jCpHYmMvUB6nhk7duw82oSHh3P+/HnGjBnDggULSk3PqVOnaNKkSanJLwmOHDnCunXr/nbN5s2bgcKmfLd2Fvbz86N37958+eWXDBo0iIULFxaVe0+aNIndu3djtVpvK1OWZT744AP27NnD22+/DfBED3gsKeyemDIgKS8Ji9aCgMA+h2qcyfIAk0BqOvRUBIrVGAkqlusXo1jO46rT4HjiZWRUQPESbcFmJUFVgX22AFQoWF20xXrNQGHTPCsKisWKU8A2KjRZiyKrEUQbdS7p2HnLWgUVessVZK0Tc858ipc1u+gxSbDxafkdmEWZG7MSppXTUS1hEs42dy65HmalcyBLtiRh23SF2b3q0q2+X4neQzt27JQcmzdvRqPR0L9//1LroWK1WjGZTKxatYpjx45Rr169UtFzP5hMJn755Rc++eQTjh8/DsDixYsZOHDgbXNbVq1aRUBAAH5+d/679tZbb/Hcc88RERFBREQEn3zyCbNmzSIkJITIyMi/5BudOXOG7OxsRo4cSdeuXUlNTaV69eole6FPIHZPTBlQwakCRtFIhNd5zmR5IMggSAopBo9iM4sAJMmMPiGbCikC2NzI0RoQ/2TAKAgY1Q7sswUgocKCGtkINrH4L5+EGv2pbKzW+VRosgpRbUWlNSKqrTxbKQ9H8aZyjWRj5EEXfowo4Hf3xhgFLXmCAaOg5Y2aE8hSF+8boVJUJGuMZAtqVrsEYxPV5JklTFaZCb8et3tk7Nh5RJEkiTVr1tCwYcNSHX44f/58LBYLFStWfGSGLJ49e5bx48fj6+vL4MGDycnJ4a233qJmzZoMHjyYihUrMmLECFavXk1WVhbh4eH079+f/fv3/6OXRBAEgoODGTZsGIsXLyY8PJy33nqL6OhomjZtyqeffsq5c+eK1gcEBFC5cmVWrlyJg4MD9evXL+3LfyKwGzFlgIfeg6mhU0kxOHPLdAGydU581rAPVlHEKgpIgsDxit7IKg3B51zQiHmYREd2erXFKqgwC1qsgoo83yrkalwQr4enAASrjPOJa2glM1qrEa1iZqjxS5JPO6NxsaJIxQ0c0Sbgg4zBrKCRRYZfe5EXCpyxaATSEkW+i6nDvih/Etb7kJuoxaxxL7ZfEiR8rJ4ko6AWwA2BpxBxQygaDmnHjp1Hi4MHD1KpUiXOnTtH+/btS02P1Wpl/fr1NGrUiMTERGrUqFFquu6GmJgYWrRoQfXq1fnss89o3LgxCxcuZP369QwePJgff/yRt99+m5o1a7J06VJ69eqFu7s7LVu2ZOPGjfTr1++eE24dHR0ZPHgw48ePJysri3HjxhEcHExMTAxQOJV77dq1ZGZm8vbbbyPL8j9ItAP26qQy5VByEr2+OIJwy2tVEWGQaRf+CSewaEQs6sIE3Fy9jbWtr2HMq4X5am/0cgEulnzaCwVoHdMxiTpWmetiu6UyyUuTzjzP2WxPr02n8ke56iYSvykAQSUT/GICovqW594CjtM1XDFo+b/hM8h08+e9EyaO5+1ip98qUFQgSHQI92VgVBJLnm3H7qBdiLIAKpGxSQNok9uITGTmYeItDNgojFfOEc3MmNLKPprAjp1HjBdeeIHVq1czc+ZMwsLC/jGUZDKZiImJoXr16ri7u//l8ezsbIxGY9E06OTkZH799Vd+/fVXUlNTmT9//iMxvPDpp5/m2LFjDBs2rKik/E5YrVZiYmI4cOAAPj4+PPvssyXiSTp37hxDhgzBxcWFmJiYopYb8+bN4/XXX2fcuHG89NJLD6znceVuq5PsRkwZsuncJsbsOIwlMaTQIyNDZacsGuafw/fcIdS3zEgSJRt53jXZFrwXm94BB9mVwGsNqF/hKFcv1sezoCqJJj9OOSikolDdN5Ihtf+HWpEwCyLV4vPwuKTw0/mnkRQRt2rZVGpzFUUSEEVwXS6gPmRg9sBh7G5U2JdAn5+BU+pbCOLNRDRFVvPRQh3Z1V8gw18iw2qiuiWIljpvBJsZQRSR1VpUt7ysJJWA6uVKuJf3LPpFtWPHTtlis9nw9PSkbdu2TJ8+/W/XXrx4kV9++YU1a9aQk5ODIAjUqlWLZs2aFc1VWrNmDVu3bsVisRAQEEC5cuU4fPgwsizTvHlzJk6cSOfOncu8dX5OTg6enp689NJLjBkzplR1paWlkZeXR+XKlW973ZGRkQwbNozBgwezaNEioLB8u0mTJpw9e5Y//vijVM/3KGMvsX7EyTBl8P6+99HrTGhq/IE5KxQpJYQruc4k0YBXfSsjJq9GEETKZaZR93IqUtxFuu9VyByQx95aqazWXyRKUqPzy+GtE8/QxUGNTGGMMNnzPPkqBQkRNXChuiPmxWrqiCkc9y9HbpwzJy85kh1YkcN1G6B9WiaruTMJFW4mkqnzUwpdQ7eiqDjvpSe427eUc1QjiBJXDw5mxwVHmib8iM/LL2FOMKCYbxpgkmRl67J1pAjZdO/evVijKzt27JQNUVFR5OTk0KJFi9s+LkkSe/bsYcWKFURERKBWq2nbti0jRowgNjaWNWvWsGjRIhYuXAgUhkuGDh1KtWrVWLNmDYmJiYwbN47hw4dTtWrVh3lpf8uOHTuw2Wyl1kROURQOHDjAihUr2L17N5Ik4evrS9u2bXnzzTfR6/VFa5s2bcqwYcOYP38+zzzzDAMGDEAQBDIzM6lWrVqpnO9Jw27ElBFJeUmohMLbL8h5SCkNQNEUpewu0nvyc8URkJeEPuZTVDZQXe8Oo12tYnV5NWbRBUnvhU+BGw0MatS3WPoVTr/EuXIxSNrcQh1WAZubQIUL+XjmXCDPoCPX0xffo1FEOYXQMGoHsqjiGVlmc5v/cKZGPWyO5aDgT3FZQULbRAXuNlQUDoos32gxPkGNCWzzNYLWieRZB4ttERHIsOVgE2ysW7eOqlWr2j0yduyUMZs3b0YURZo1a/aXx2RZZuDAgcTExFCuXDk++OADhg4dWlRO3LNnT959911ycnLYvXs32dnZ9OjRA2fnwm7gY8eOfajXci/s2LEDoFSqozZs2MCCBQtITEzEzc2NN998k2rVqrFt2zaWLVuGJEm8++67xfaMGDGCQ4cO8dJLL9GoUSMCAwPJysrCZrNhtVpLrGvyk4rdiCkjKjhVwCoXhmkUqzsIEtwSglEDsVZQZUM9RcOtJdWp7gImQ1MyPIciIGHSidguWYo9mYpgQ2P0KjJiFBWo0guNHJ0kI5htHK1Rg3JqP7rsXku+XgNSoVHS6fe1XCtfjcknrMTltWd99e0oigoEGUnqg2+9X4pdi0ajJaC9N2qXwoolt141yPo1HkVQsFls7FGfxHR9sKRKpSIrK8tuxNixU4YoisLq1aupV68erq5/bUh5+vRpYmJimDZtGpMnT0atvv1bhYuLC927dy/t45YowcHBAKxfv55evXqVmNy0tDSmTJnCU089xU8//USfPn2KvC7Dhw9n/PjxzJkzB0EQyMnJwc/Pj8aNG5OZmUlqaiqSJLFo0SJmzpzJN998Q58+ffjiiy8YN25ciZ3xScRenVRGeOg9mPj0eyiyBkHML7QybsGqyFwzQYHeE0EpXlKttTiR4TkURB2K6MAVRy38qZwaWYNJk17YKkYB12UiqjwBk05HuocHVrUao6MTQnBn0DkV26pTRH5atpXGS8czYN0O5n0jEZTUkTzvOYw6ZcNZlVNsvSSZ0etv9ktwrF8O34mNcB5Yk5WOBzinTrllrYSbm9sD3Dk7duw8CKdOnaJmzZqcPHmStm3b3nZNeHg4AMOGDbujAfO4MmLECBwcHIiOji5RuREREQAsW7aMgQMHFgsbAcyYMYM6deqwYsUKIiMj+fHHHxk2bBgTJ05EkiRmzpzJlClTAOjduzf//e9/+fHHH9mzZ0+JnvNJw27ElCHtqj1Hvu4jCpJfBFEudMSIoBMFnkk/jIOsYNU6cyrwRSRRg1mtwaqGKz090Qq2IjlZWpEPgwVsohVJNCGLFhL9fubcHmdkqwACmGtBYpWKbOzahd/btOa3rl0o0GtwULSodZ7FzqW1mnE+uq6oc7B3jpUPlm1gwx4zXYVQ3H92BQsIRsACSbt8MJ41kZpp5EhOAWkWGyonLa41yvHsf55DrVaj0+lQq9V0797d7oWxY6cMSUhIICEhAR8fHwYMGHDbNeHh4QQGBuLj4/PA+v7coTY+Pp733nuv6E3/YXP8+HEKCgpo3LhxicoNDw/Hy8vrjmEqrVbLrl272Lp1KykpKaSnp7Nu3Tq2bdvGxYsXmThxIi4uLkXrP/nkEwIDA3n77bdJTk4u0bM+STxZJvZjxiWTBbV/eXI9vRCMEopK4KkL8bTftxa9rIBrYaw6xacR2b7+aPUnOO+aQapVj6JoivWY2VFeQw/PyXgYdVgNaRgtFgqiKyJcN1Nz6mk4aGqMrNx8ykVFwCZq2ekaSMPUa9cHR8o4C/WwCVdQc/OPjyiocMpOQ3AthyHBB/E9I4q7wmm9F5kO7pz9YR8uGl++qWtgW3kNnz1VkR4+HtSpU4eqVauSlZWFm5ub3YCxY6eM6dKlC506dWLr1q3ExMQQEhLylzUXL14kPT2dihUrMnr0aMaPH/+3MhVFITIykj/++IPGjRsTGhrK3r17mTVrFr///jt+fn506dKFo0ePsm9f4Zy1L774gq1bt9KoUSOMRiMHDx6kVatWpdYx+AY3RgaUdGLvgQMH6NChw99WX3l5edGhQwegMBTXrVu3O67V6/WsW7eOBg0aMGnSJBYuXPjEecVKArsnpgypqNdiVRTQqlBctRhUFp7d9wsGqQCUAqz5W1EUK07+EVTu8X94dlpNs+a7qadLYcKxtahtMjqLjNomMzpuA46qVPINV7GKJlKOPY8iN+fC737INoGCfDcEsXiSrgqReWI2R5yq4ObZHq1zb3Sur2JyDvlLCAtFQnDwxCbq2FnLl0M+foQ7VSHT0YFyunQ8yEUvw4TjRvQmibGnL5FmKfQWOTo64ufnZzdg7Nh5BBAEgeXLl+Pn58eECRPIysr6y5ply5YxZcoUvL29mTBhAitWrLitrPz8fL777jtq1apFaGgokydP5plnnsHR0ZEOHToQHR1Njx49CAgIYNGiRSQkJDBy5Eh++OEHJEmiadOmeHl5FVXvTJs2rbQvn19//ZWgoCC8vLxKVG5gYCDr16/nzJkzJSpz/vz5HD58mG+//bbE5D5J2PvElDHrz5zlq8hjpHuVwyEzm57bNiJZ0hAUIzIKgrOaes+fRFQXGiAai4w6W0/cHx+QoilHtqOIa76Mi9lEVacELmkcMGZmYM6MQBJEZMXGuQq1qFLBiDnfjVvdN5IisN4cxAeqxcRnD0Frc0MCVEByZiR9Y1agqET0soyqwYto/ZuwR32SRFUyTgmx1HK4yjPlTyEiIAoiydbXOSs24v/qu3OunBO/1K9OA5dHo724HTt2inP48OEiI6JDhw6EhoYSEhKCwXBzepvVauXll18mISGBQ4cO8dRTTwGFeTXffPMNixYtIi8vj5o1a/LCCy/Qtm1bYmNjiY6OpkaNGnTo0KFoErPNZkMUxSJPS3p6Ovv27WPfvn2IosilS5c4cuQI1atXp1u3brzxxhslPk07KysLLy8vhgwZwujRo0tU9rVr1+jTpw/e3t4cPXq02H18UF566SV++uknFixYQNOmTUtM7qOMvdndY0D2xo1cfeddUKuRzFZOB/bnimc9RMCavxXZGofaN5/ATpcw4YhLErS6fAEFAUFSszP7dRJMhfM7NEIBNkVCllWYsxcCN3NmLGod+dXror51MJOiUFuOpaUQzbWChhyxPMP3OlcsiivZooJRhIrmZBrofqM8tXHWupInmDAJVtSKimBVZbpJ41AJliKRVkXNVwwjXWUg/KkQVv3nWby0dvenHTuPKuvXr+fDDz8kOjoaq9WKVqulYcOGjB8/vmg0QFJSEr179yY3N5egoCAcHBw4fPgwGo2GsLAw+vbtS/369R+4iZ3JZGLFihXs3buXqKgoqlevzqFDh4rliTwoK1eu5Pnnn2fx4sW3DaM9KHv27GHkyJG89tprfP311yUmNy8vj7p165Kbm8vKlStL3Iv0KHK3Rsw9h5MEQZgiCIIiCMJXt/zMSRCELwVBuCwIglEQhDOCIPxtowBBEHoKgrBNEIRUQRByBUE4IAjCnQOETxi2jAyuvvMuismEkpeHaDUTeHIpeqsJQdCgceyIRXTBlu3AobQQPtrzJs0uJKGWFTSyjFqw0M71K/RC4XRpi6xF0ino3E6i0hcPGyk2mfNZKiSrDWQBFAG3HH+UzDDicrtRy3E3fd2mssNhNO21O1ELVpqpz9HO9SLu+jqY9AJpYm5RmbRVlPhfoEK+unj/AkkQcRQyUcsybc8cxWC1D320Y+dRplu3bkRGRpKVlcWmTZsYOXIkZ86cYcyYMeTl5QFQoUIFli9fzqhRo3BwcCAzM5MxY8awfft2Zs2aRYMGDUqkC69er2fw4MEsXLiQefPmER8fj6enJ40bN2bDhg0PLB9gy5YtODs7U7du3RKR92datWpFt27d+Oabb0hMTCwxuU5OTqxbt47c3Fw+/PDDEpP7JHBPH5MFQWgKDAWO/+mhT4H2wEDgPNAK+E4QhDRFUZbcQVxrYBfwDpABvAisEQShjaIoe+/lXI8j1itXENTqW1vDoAgq9KYMrFpnLIKKPeU6k+NoI+WkC0EJzwFYAAAgAElEQVTKJayouNVBKSsq3LhEimSguuZzpM7nEWUVgmjm4u/lyTpb2P9Bi5Xga4dxSNXh7NISm1gNm6wlR8jmP57voBasqK8bKO9rfsRFI1CAI8Uyh1HQYEFBpJOym52OE1ErNm5FhUwWhZ+atGp7Pxg7dh4XHBwc6NSpE506daJXr160bt2aadOmMWvWLARBoFKlSgwbNuyhzT1q2bIlS5YsYdeuXSxatIjvvvuOrl27PrDcI0eOIIoiNput1JJkRVFEp9OVSGXXrdSpUwc/Pz+2b9/O4sWLadq0KTVr1izzMQ5lzV17YgRBcAV+Bl4BMv/0cCiwRFGU3YqiJCqK8hMQCTS5kzxFUcYoijJTUZQoRVESFEWZChwG/nPPV/EYovHzQ7EVNwIERcKkL2wYJyKQqHND5SihFiUuK95oKJ5sq5FNBBxfS9OYtxG7xaFRW1FpTYhqhUptroK+sGxbAGo4VOc//sNo61yTjs4O+OusuGqugCiTrjhzTK5KuuKMJIhoBFtx+wVAgUq6ywzSrKKGKhEnqYCxNSdgFHWYFANWRc06wiigMAfG3g/Gjp3Hk+bNmzNt2jQ2b97M6tWry+wc9evXp1+/fgC0bt26RGR+9NFHZGdnM2vWrBKRdwOLxcKGDRt48cUXWbt2LS1btizRnBgonPl07tw5AObMmUPv3r3p1KkT+fn5JarnceNewkkLgFWKouy6zWPhQFdBECoCCIIQCtQHttzjeZz5q4H0RKL28KD8jOkIej2ikxNodcTVGojNyRUrCr+7SCg6keFtn0aSVWTgwnjrMIyKllzFgGQTSDrgikP6VUTXPJAgBxfOUo0cXJBRgb8HogI60UAjr06oRQ1alR61IFBPp0W6up11xiY0N3/BAMsUmpu/YLOtEWa0fzmvIgh8VmsArZosZrNnCy7py7POpz1Nnl7BL7nT+D5/FqfVtYv6wTzTsTMJGVbS8+whJTt2HjcmTZpE06ZNmTp1KqNHj2bFihVcunTpoZ/DwcEBZ2dnfvzxRywWyz9v+Ac6duzIxIkTWbVqFVu23Ovb052ZPn06U6ZMIScnh88++4xff/21xGTfwMnJiblz57J7924uX75MWFgYaWlpqFSqf978BHNXib2CIAwFRgDNFEWxCILwO3BCUZTXrz+uBb4FXuZmRukoRVHuuiZMEISRwEygtqIoF27z+DBgGEClSpUaXrjwlyWPDRmmDJLykqjgVAFNio3MuMu41/RHcZJJTzkPkhO5V3MpH1gF74rl+emPDUzfakMlSLhJebynW8pv+ra88r9fsKlUiHobG/4vhB9Ur6HChoSaV+RvUEd4oTt1Bk+ND63Lv4BWvNlBUrEauXToG15qNAiL+qbRosbGM0578LHpEJXCnysCxJSvwr6ahU2cVIqETlBhsSn0OGKk9iULbQc+hV+wM1lZWey/bOSdjfFoRBGrLDO7V1261ffDjh07jw+pqam89957rF+/nqSkJAD8/f0JDQ0lNDSUxo0bF81KKk127NjB2LFjef3115kzZ05RtdP9YrVaadSoEWfPnmXNmjX4+vre0/5bB2MmJiZSv359fvvtN/r378/SpUtLPbxjMpkYOHAgq1atolmzZixYsKBU9ZUVJVadJAhCIIWelpaKopy+/rPfKW7EjKPQwHgLuEBhTsxMoLeiKP9o7gqC0AtYAvRVFGX9P61/nKuTNp3bxPv73kctqqmYHEybc/3QqNVINhu+jX7E1T8axWrCbaUjDodVlJ8xHdfOnUnOTCbu2E6C9k7FW7rGGu92fFDhNSqkp5Ds6EaqdzlsqluMEdnKi5HbMaQm45V8lS6VXkMt3kzEVWwWog98waQmL2G8xYgRseBY6XtUhsu0S+iHg1CZdQ3Lk+p2c76Kk0pkeg1/Wuj0aHJsuHjqMTgXykjPM9N81i5M1pvJxXqNSMTEdng6PdgfHzt27Dx8FEUhPj6e7du3s2rVKqKioigoKECv17NgwQIaNGhQ6mf48MMPWbZsGXq9nkaNGvHtt99Sq1at+5b322+/0aVLF+bNm0erVq3uel98fDz//e9/SU5Oply5coSGhrJt2zYKCgrYsGEDXbp0ue8z3S2xsbHUrl276PsvvvjijuMjHmdKsjqpGeAFnBAEwSYIgo3CpNz/Xv/eFfgImKAoygZFUY4rivIVsJxCo+ZvucWAGXQ3BszjTIYpg/f3vY9JMmErUAhN6I1iE7CYpMLwUNSLWMxqFC1k9snHpjaS9PY75Fy+zJnjZzi0NxZXKR2AHqm72HnyVd7P+ganuBREW/GKJFGGXL0DNldPfqj4HyKNUdgUG1bJhGKzYDqyGPeCLKyq4qEjUdGiVRUgiRK7qq3AkKsi06l4iaNNUWjv6YK/hwM+AS5FBgzA5Uwjmj913NSIIpczjSV5K+3YsfOQEASBmjVrMnLkSHbv3k1WVhZ//PEH3t7ejB8//rbN8kqaSZMm8dVXX9GzZ0+OHDnCc889V1Q9dT+Eh4ejVqvvucx6xYoVZGdns3r1aq5cucKaNWuKclU6d+583+e5F4KDg8nIyOCTTz4BICUl5R92PNncjRGzFqhDYY7Lja9DFBop9a+vKT5muRDpn+QLgvA8sBR4SVGUVXd/7MeTpLwk1GJhRryz2RNZKH7LBMGGtaCw/l+QQPJUyEdgxsJF7N69mxxJy89yV4yKlhzFgKPFyNKMNuTkG5D+FBeVBAGD0Ui4tQqCDeKUDFYrO1mWGU729snYrhxEr/Ogc4EatQJaBdQKdC5Q42cqTC7W2qxUS/iat5Z+h85ixtFYgF4Q+Oypinfs/+LvbsAqFzeorLKMv3vJJrnZsWOnbNBoNLRq1Yo1a9aQnp7OmDFjiIqKKpGclTshiiKtW7dm8uTJvPHGG1y4cIHIyMj7lrdmzRrq16+Pk5PTPy++jqIohIeH06RJE3r06FFU3aRSqahSpcpDrRJyd3cvahpY0uMTHjf+scZMUZQsoJipLQhCPpChKMqJ69//AcwUBCGPwnBSa2AQMOGWPT9dlzfo+vd9KfTAvAXsEQThRmDSoihKxgNe1yNJBacK2OTClKFcXTrinyZXK4oajUNa4f9VoEoXkCWJ8Bp1aR9/BAE4I1SnlfkzygsZXFa8ycAFnWyh/5oVLOnZH2RABJcTKWzMC6Lp5RjeOLISUQRRljley4P4YANVYvIwqOEpqxr/HDXZooKrLOCkwDVV4S+jTQNV0tJocO0gTaedwPjOm1SpU4UKzncOQXo66Zjdqy4Tfj1eLCfGHkqyY+fJomHDhsybN4+RI0fyyiuv4ODgwMcff3xP4Zn7ISUlBVEUadiw4X3tz8zM5MyZM/Tt2/ee9p0/f54rV67wzjvv3JfekmblypUEBATg7+9f1kcpU0pqdlJf4CCFJdgngUnAu8BXt6ypdP3rBiMoNKLmAldv+Sq7mr5SxkPvwdTQqehVetQOAhHVVyGoFbR6FSq1QoXGP6PWWsEC+hUGrGYdswcOI9XtZndGvWCjrukyZ20V8JOgnU3mrZM7GPT7dsZ9/hWOB67iuOsSxqsyzgW5jD2yEr1kRWu1kuKsJwUnEgUHdgVXI9o/mHoGEWdFoKJU+G9tB7jokIaoaKif1h/3H36j0qIfqLh4BBje5sL+QRz4X0uSTi+743V2q+9HxMR2LH21CRET29mTeu3YeUIZNmxY0TRmf39/Jk+ezNWrV0tdr6IoHDly5L72uri4EBQUxObNm8nOzr7rfbGxsQBUq1btvvSWFBcvXqRhw4bs27fvicyFuVfsYwfKgFurkwxWJ3LSTbh46lHpcrmQcpYBB6+hz7KQ7OlNtrMLapvCoH2b0SoWzto8SJJdGCQYaS0FIaMgKiKn0q5Rcf90ctVarjl4YLCZsIkiFYxp6K0SZpXI7lqVkYvlq6io7DWMOg5O5MoKDqLAx5Us5MopHAj0RxRdkAR41wA1bQPQHrDgtlQFKhAkAZ/p7+PZ/d4+zdj5dyHLcqlPJbbzaJCQkED9+vWpWbMmixYtKrXS34KCAvr27Utubi6xsbGUK1funmV89dVXjBo1io0bN1K5cuW72pOZmUnv3r0xGAzExMQ8lMqs2zF27Fjmzp3L2LFj6devX4n3o3lUKLWxA3YeHA+9B7W9auOh98DgrC1KjtVqPXGxPUXjeE/O+lfFpHNCbVPocjAHV8UJi6jjqFyJtuokWktBqFGhRY1aEAny8iW+1mBcbCaC8i5Q2ZhCzeC4omnURq0G8c8GqyBw1ZzNTqPEh3V09G/tRGjbWkTWqoVV54pZI2BTCyw1JiDkqnBbqkK0CogmAcEKqe99hC3jiYz82SkB0tPTWb58OdeuXSvro9h5CFSvXp1x48Zx5MgR0tLSSk3PjbBVWloas2fPvi8Ze/fuRafTUalSpX9efB13d3dmzZrFxYsXefPNN+9Lb0mwdu1amjdvzpAhQ55YA+ZeeCyn86WlpXHhwoW7tqAfB9IsNi6ZLHi7qKl9yULFK+abE6plgQ6jupMiaAlfug8n2QEZmcJ504XIKNh8qlKt6lUUo4DGUeK0i5oVHgqDtyg4KhbkPyeeKQoqrStN+j9Fs9puVNRrOXY+A5Vys9mPg0lGne2Fkq0BlQWst+zXaLBeuYLaw6O0b4+dxxBBEGjZsmWJt1+38+gSHh6Op6fnfXlH7oUbCbn3mw/SqFEjfvnlF6ZNm0bXrl2pW7fuXY0hePrppwkICCAqKuq+9D4o58+fJzExkeeff75M9D+KPJaemAsXLhAQEEBAQAAjR45k7dq1t41tKopCVFQUZ8+eBQpbQ0dFRSH/qXqmrFl9LYOn98fy/NEEWsTEI/WtjKssEFAArrJAu4FPUbVmZWqU9yBL0pAnFCD+6akTEXBkEYJOweBpRa2XqWCzkREoUaF7KjVaptDBJx61IKEVbQiCAoIL1pyfcVTiaeDigJdWTaC3E9J1Wyf4gpnRG7PoEq5w9vC7YPvTy8UmofGz57vYuT2bNm2iYsWKZX0MOw8RnU5HZmZm0d/cP2M0Glm9ejWDBw9m+PDhLF68mLi4OG6kNWRnZ99VnsqN4Yr3Ul10K2PHjuW5554rOkvv3r3val9BQQEXL14kLCzsvvQ+CBEREUXnbNmy5UPX/6jyWObEVK9eXenVqxeRkZEcPHgQo9GISqWidu3adO/enfbt23Py5EnmzJlDQkICAH5+fphMJtLT05k6dSrvvfdemZ1fyrMgZZpRuevI1Io8vT8Wk3zzedCLAn9U8kYddxHXoACcKt3sKDl7VQxbo48wUCigjfRUUU6MhfVUMCzEUQFQOJQkU+CjQdPImSZHs1FdF19g03AlT8f7+1zZm5CErCgEVfRm2OSRdHyuD66u/kxbuYeF167yxklPdPJNw8U37RC14n9G0GjAJhU14rNj53ZYrYVuO41G8w8r7TwpJCcnExwcjLu7O8uWLSsKd5w/f55ffvmlaBLzjeTYG8aOt7c3VatWJTo6GpvNRu3atenYsSODBg26bemy1Wrl5Zdf5uzZsxw7doyqVave13kzMzNp1KgRKpXqrkYFyLJMjx49yMnJ4cSJEw/Ny2ixWPDy8sJmszFq1CgGDhz4UPSWJSXWsfdRJDg4WFmxYgVQ+GI+evQokZGR7N+/n9jY2CJPS1BQEL1790aSJPbv348gCCQnJ3Py5EmCg4Pp1q0bYWFhhIaGkp2dzc6dO6lbty61atUiLi6O2NhYWrRogbe3N+Hh4fzf//0fBw8eJDg4mJ49exIWFkbt2rXvqT9A3pFrhM/7jRo+VdCLWi52r8ygggxypZveISdFZs5n0wm6egnFZisyFiyWdC5eiWf13KvkSHqcxCyi8pZg2x+Oi8ZE+6oqBOCrgxYOJck4GkSODnekiruAKMPZLJlvoyTmR1vJM9vwdXXGxVXg/NUcrFbQaAQCKvkSf7awusDZ4EagX0Oe8g/hKf+GlPP0pctLAbipctD4+dnDSHbs2PkL27dvp2PHjnTr1o02bdqwfPlyDhw4gFqtpnfv3rz22mu0bNkSQRC4dOkS27dvZ9u2bURGRtKtWzc8PT1ZvXo1x48fZ9KkSbz44ou31ZOUlETv3r2pVKkS0dHRaLV/nfl2Nzg7OxMYGMiPP/54V+vj4uLo378/ISEhhIeHP5TE9d9//522bdvy6aeflokXqCz41xgxfyY7O5tDhw7h6elJvXr1/mJgFBQUsGTJEiIiIjh+/DiSJGEwGLDZbEWfHD08PMi4JWHV29ub1NRUXFxcaNKkCfHx8UXuTC8vL0aPHs27775bTI8kSaxfv561a9cSHBxMu3btiIqIZO70T4hPS+S5mq359j/TyHZU0aWVE6Zbngedxczyt0fhlpcLgE2nI+KVVuw98D9q13GhalUVG5YEsTkiiozMa7gbBNQCpBYUyvDzdESu0ZasQxuRFAitqMJRI7Ap3oYoijSoGEDjqj5U93em9oCzmK0SMcdNHD5s5NAZHZn1uuLk6k357QeJu3yYXGNhmyBf90r0fKErw0YMpV69eg/wDNqxY+dJZsqUKXz00UcAlC9fnpEjR/Lqq6/etedCURTatWtHREQES5cuveOIgZ07d/LGG28wduxYPv300/s66+TJk5k5cyazZ8+mU6dOd7Vn5cqVTJs2jY8++ohJkybdl957YceOHYSFhfHqq68yZsyYUtf3KPCvNWLuhby8PA4ePEhkZCSiKNKuXTsuXrzIoUOHqFy5Mg0aNOD48eOcPHmS0NBQOnfujIODAwBXr14lMjKS3377jQMHDjBjxgwGDRqEg4MDCxcu5PPPPycpKQmDwYDReLPlfm3fmnga3PjjfBQ1PCvToloj9kmXiIs5ii6oNtpadXHeuh5jdhaNHRzw12hYn5dLisX6l/NXqV4DQ1sT+3yycRYVYq7JJFkMvOH9LYHiFSZlTmXN8Ty2n7ORWqAwsIGWXg2nkBtSnWObV+JYzkRAxwRU2kIvUA4ujOFbLEJhY7paF8x0jcojLes8py4c4mL+UY7FHsZgMHD8+HECAgIe+Dmw8+9AkiQOHDhAxYoV7Xky/wJsNhuzZ8+mdu3adO7c+b7KrdPT0wkODkan07FixYo75r/MmDGD5cuXs379erp27XrPem4MhExISGDlypV39fpUFIXx48ezY8cO9uzZQ2ho6D3rvRcURaFLly5s2bKFH3744b4b/T1O2I2Yh4TNZmPEiBEcOHAAALVajc1mo1GjRvTv3582bdqQmZnJwYMH8fMqT8uEyiApLDmyjm3x4Ry4fAw3D3caNmvGydOnSTxzmpp6PdU0Gg4VGEmVbDT1cqTzaDfqh2g4edLEmTNmGjZwoVnoZ0TlpJB44hPeT0vBCpySa9Df+i4ucj4RutEYhJutwGXUnKv7C6aaPljy8yjIvohZ/T5QuOYs1fiI9zEKjkV7PI023lGJBHqo0RpELl68yAsvvEDVqlU5dOhQqeQ7mEwmNm/ejK+vL40aNbqrqgE7ZYPVaiU5ORl/f38EQSA/P5///e9/bNq0iXr16tG2bVuioqL4/PPPuXLlCgBVqlRh/PjxvPbaa2V8ejuPOnv37qVNmzZ07NiRWbNm3TZ0bzabGTBgAMnJycTExNxXxdLFixepU6cO/v7+LF269K7+ruXm5vL8888jSRInTpzAo5TD6zk5OdSqVQtXV1celfe/0sRuxDxEZFkmPj6e/fv3k5aWRteuXQkMDLztWs15Mw6RBYV1YTJkP61FrmYoiqsajUYMhw4hfvMtiiiSZ7XiOLIvqTV+QFbd/AUWJQVvty/BUJkcaw7ZuWdxtdoYURBA9n4jgqzQRdzHx5oFWFHhINq4Wn8K2dU6FDuP0biHnNwvEVCRbdEwRvUtFvXNEQE6FH72VOMm3tS9ZcsWxo8fz6RJk4pcxiVBUlISX375JfPnzyczMxMojFc/88wzhIWF0alTJ6pUqVJi+uzcG3v27GHr1q20adOGGjVqsGTJEr766itSUlLw8fGhRYsWbNu2jdzcXDw8PMjMzCyqOmnYsCHdu3cnJyeHTZs2cfLkSTZt2nTX7ns7/16mT5/Ou+++y9SpU+nZs+dt19woOw4KCirKv7lXPvroI6ZMmXJPVXUnTpxg4MCBtGrVih07dpT6/KTKlStTuXJlvv7661LV8yhgN2IeYQSTjJgnIzuJKPo7JIVlZ0NqKnh7Y5CSMMS+yZnqGgRFQREEAhOsGIM/xegRVLTltFVhYraEMakAzYksEMFTzublICPta9VA0rnfXpX5MhnmeModyyXqQCJz+r2CSpKQdDrGuappp/+rK/iDDz5g9erVbN26tUQSzRRFoWrVqiQmJtKuXTt69uyJyWRi//797N+/n6SkJFQqFVu2bKF9+/YPrM/OvVO/fn2OHTtW7GehoaE0btyY2NhYjh07RkhICH379iUkJIScnByio6Px9/enRo0aRXtMJhP9+/cnLS2No0eP3lPDMTsPxuHDh7ly5QqtWrXC1dWVrVu3UrduXSpUqFDWR7sjkiTRvHlzjh07xvLly+/Y9n/Dhg1MmTKFL7/8ktdff/2e9bzwwgts2bKF8PDwezJGFi9ezJw5c/jiiy8YNWrUPeu9W0wmEwaDgbZt2/LFF1+Ump5Hhbs1Yux++jJA0YtIdzJebuDqWvgFWMwyVdLMeGXkYtKp0Jsl1LKWM46+xbb4qsCmgFzeAbOnDsEokW7woUF5LZJ4+1/KiPQIFlxYgEpQITlKjOw9gJ9N10j28MbXVVvMA3MrEydO5OjRo/Tr14/ly5fTokUL9Hr9vd+M6xw5coTExEQmTJhQrHywY8eOKIrC+fPnGTNmDH379iU2NtbeQO0hUlBQwP/+9z9iYmIYOHAgzZo1IyEhgbZt2/5tXpSrq+ttZ7vo9XrmzJlD3759qVKlCsHBwQwbNuy+3njs/BWr1cq6deuYO3cuAL169cLZ2Zm5c+cWzf+5lXHjxjFnzpyHfcy7RqVSsWLFCgICAti8efMdXyeNGzcGCl+v94PVaiUnJ4dTp07dMZH4dgwaNIioqCjGjRtH8+bNCQkJuS/9/4Rer2fMmDF8/vnnxMXFUbNmzVLR87jxWDa7+7ch6dy53HAyalmLo0mHWtZyueHkv3hW3ESBcc4COsBBp0LrqmXcn0JBt5JjzWHBhQVYFAtG2YhFsTAvYyliJS+ecne+4z4Ag8HAxx9/jMViISwsDDc3N0JDQ/n4449ZsGABTZo0YeDAgfz0009/OxDu4MGDDB48mKZNm6LX62/r1REEgapVq/LJJ5+Ql5dHhw4dWLp0KcnJyXd3A+3cFwkJCYwbNw5fX1+GDh1K9erVGTBgAC1btuTll19+oMTuqlWrsmzZMoYPH47JZGLUqFEsXbq05A7/LyA9PZ1PPvmEAQMGMH/+fKKjo/nggw/w8/OjT58+JCQkcOXKFd58802GDh2KyWRi8uTJzJ8/v+gDR6tWrZg6dWoZX8k/c6Pf198ZFze8hPdbOXkjRLNt27Z72icIAtOnT8fd3Z0ePXqQm5t7X/rvhhtey/tt8vckYg8nPUaozJlo85OxOPreMTSUJSsk2BQUBWpohL81RM7mn2VG3AyM8s3qKYNo4O2ab1PN8e4mtRYUFHDo0KGisM+N5lV+fn4UFBQU5bZUr16drl270r59e5o1a8Zvv/3G7NmziYmJwcHBge7du9OvX79/zHn57bffmDlzJllZWUWf0Hr16nVXZwU4deoUX331FWvXruWnn37imWeeueu9/yY2btxIt27dEEWRZ555hn79+tGwYcNSifnbbDZeeeUVTp8+zdGjR4uFnuwU5tx99tln+Pj40L59ey5dusTXX3/NsmXLMJvNODs7F71xCoJAaGgo/fr1o0WLFqhUKq5evUpGRga1atUqev5ef/11zpw5Q1JSUqnncZQEW7ZsoVOnTgwfPvyOnpi0tDS6d+9O5cqVOX78+D3ruNGLpVevXkyYMKGoEvVuOXz4MEOGDOHZZ59l48aNpXJfBw4cyNKlS9m3b1+ZDaB8WNhzYv6F7DRJfJqroBYKw0rjnIXb5rPcIMeaw6iYUViUmxVMWkHLl3W+xEXjcl9nuHbtGunp6QQFBaEoCqdPny5qRBgdHY3FclNXQEAAffv2pXv37vf0yUKWZU6dOsUHH3zApUuXGDp0KC1btuSPP/7g8OHDdOnSheDgYFatWoXNZqN9+/a4uLgwZ84cIiMj0Wg0WK1WPD09OXHiBL6+vv+s9F9Gnz592Lx5M+vWrXsoobvk5GR69+5NhQoVOHLkCDqd7p83/UuIiIigRYsWxX5mMBjo2rUrzz//PDVr1iQxMZHjx48TEhJyV0mp33//PXPnzuX7779nyJAhpXX0EkNRFJ577jm2b9/OokWLaNCgwW3Xvfrqq1y+fJnLly/fs459+/bRunVrbDYbGo2GBg0aEBoaSqdOnYpyhm50Hj5z5gwhISGEhoYWm7v07bffMm/ePIYMGULPnj1p06YNjo6Of6f2ns/YqlUrBg4cyLhx40pM7qOI3Yj5l5ElK7yYLmG+5Wc64GdP1d96Y4rlxCgSwyoPo7ln81I5o8lkIjo6mmPHjlG3bl2aNWv2QN0uk5KSiroom81mNBoNvr6+XLp0CSicdntjlguAj48Pffv2pWfPnqSnp9OvXz/q1q3LvHnzCAkJua9eFk8SiqLw+++/8+GHH7Jr1y569uzJ+++//9D07969m9GjR1OnTh369+9PWFgYDRo0eCgdUR9Vzp49y5tvvsmGDRv47rvviI2NxdHRkc6dOz9QSEGSJIYPH86xY8c4fPjwPeWAlBXZ2dkEBQXh7e3Nzz//fNs1N4yO+31/MJlMhIeHs3XrVtavX09cXByenp4sWLCA2bNnF1U+VatWjfj4eGRZxsnJicaNGzNw4EAaNGjA1KlT2bx5MyaTCR8fH44dO1ZiHwRycnLw9PRk0KBBjB07tmZW5X4AACAASURBVERkPqrYjZh/GTcqk/JveTodBJjtquIpzd+7NXOsOaRaUvHWet+3B6YsMZlMxMbGUrlyZby8vEhLSyMuLo769etjMBiIi4sjPT2dxo0bFyu9XLt2Le+//z6yLOPq6kqHDh0ICwsjLCzsX9XILzc3lyVLlvDpp59y9uxZ3Nzc6NGjB6+88gqu15PLHxYrVqzgl19+IS4uDgA3Nzeee+45Pv7440eqgsZsNpOdnV1q05oTExMZMGAAERERqNXqUnnTSk1NpXfv3nh4eHD8+PGiOUePKoqi4O/vT2Bg4B2rcyZMmMD27dvZu3cvTZs2fWCd0dHRhIaGYjYXfjz88MMPGTJkCD4+PmRmZrJz5062bdvGmjVrMBqNRc3yzGYze/bsYfLkyfj5+fHyyy/TpUsX6tev/0Dn2bNnD61bt/5LAcSTiN2I+Zdxv56YfztpaWkcOHCAffv2ERkZSUpKClCYQNe5c2c6dOhA27ZtH/qb+d0gSRLR0dHUr1//vpoOnj59mnnz5rFo0SLy8/OpVasW/fr1o1OnTmUezklLSyvKs9q8eTN16tRh9erVj4xxuXnzZho0aFBqochXX32V77//nv/+97/06tWr1IyliIgIRowYwbBhw5g/f36p6Cgp8vLycHZ2Jiws7I4jBnJycnj++edRFIUTJ07g7n773MF7YcGCBQwfPpxKlSpx4cKF2665tVnekiVLiuY47dy5k/nz53Pq1CkAli1bRt++fe/7LEajkbp165KRkcGqVavw9va+b1mPOnYj5l/ILpPEJ7kKKgGku8iJsVMcRVE4d+5c0Zvn7Sakh4WF0aRJE1QqFQcOHKB27dr3lWB36dIl3Nzc7mtvZmYmP/zwA3PnzuXy5cu8/PLL/PDDD3e1V5IkNm7cyMyZM4vygzp27Ejfvn2pW7fuI5nkuWnTJiZOnAgUGpefffbZHZuePSxulPHea/LnPyHLMjt27ChKpL7feUB3S3x8fNG9jIqKolGjRqWq70EZOXIkX3/9NevWrbvj5OqYmBj69+9P27Zt2blz5wO/phVFYcaMGYSEhPDcc8/dcd3atWvp0aMHAwYMKHq93iAtLY3Ro0dz7tw5jh07dsdeN3dDbGwsTz/9NFWqVGHIkCE0a9bskfyQ9aDYjZh/KVmyQrJU2DPG7oF5MKxWK8eOHSvy0tyYkO7o6IibmxtXrlyhSZMmREREFOXTnDx5kh9++AEHBwc6dOiALMusXr2awMBA2rdvz8mT/8/efYdFdW0PH/8eigYQEQUBwVgCdg1ipdgVsGMFsceIvURNlNh7Q01ijwVjF3vXWEBpQhQwAsZeoghRRCyAtPP+4WVeiSAwDC2//Xken3szc84+azBxlrusFcnixYsVa+sNGjRQJEc5tVgICwtj7dq17Ny5k6SkJKysrNDU1CQoKAhzc3M6depEQEAAERERWFpa0rZtWw4cOEBcXBwODg5UqVKFLVu28OzZM4yMjHB2dqZnz55UqFChsH6kSnv48CH+/v7s27eP6Ohorl27Ru3atXO+sYSIi4tj27Zt/Pzzzzx69Ijy5cuzatWqAqk5kpKSwoULF9i7dy/Xrl1DQ0OD/v37s3r16mJ/4mXJkiW4u7tz8eLFbGchMiqKAzx58gRTU9NCi2/8+PGsXr2aX3755ZMaSarqug2wd+9e3NzcePPmDRoaGmzfvp369evnN/xiRSQxgqBi8fHxBAcHExgYyLNnz9DR0eHs2bMYGxvTqVMnIiIiCAoKUvzNL7v/toyNjXFyciI1NZXAwEAiIyORZRldXV3at29PixYtOH78OI8fP8be3p569eqxZcsWQkJC+OKLL+jcuTMuLi7UqlWL1NRU9uzZw6VLlwgNDcXQ0JDGjRsTERHB3bt3qVmzJpUrV+bq1au8evWKZs2a4eLiQuvWrUtkT6qMfRwVKlTg+vXrxX4fR05CQ0NZu3Ytu3btIikpCUtLS5ydnbG3t8/Xl1xWoqOjOXDgAAcPHuTFixeYmpoyfvx4vvnmGwwMDFT6rILSqFEjEhIS2L9/f5bvy7KMg4MDOjo6rF+/vtCre79//56GDRsSFRXFgQMHPlluzOi6PXjwYNzd3alRo4bSM0WpqanMmjWLxYsXc+jQof9caQKRxAhCAZNlmZMnT3LhwgWCgoLQ0dFRzG6oq6sTHBxMUlIS7dq14/nz5wQFBVGhQgVatWqVKYGIi4sjKChIcRQ9KioKfX19zM3NCQ8PJzExkcqVK+Ps7IyTk1O2U8cpKSmoq6srTvO8e/cObW1tJEkiPT2d169fU65cuUL52RQkPz8/Ro0axYgRI9iwYUNRh6OUt2/f0rZtW/744w+0tLTo1KmTIjFVtdu3b7Nu3Tp8fHxIT0+nRYsWTJ06FUdHxxJ18uvVq1cYGBjwzTffMH78+E/ej4+PZ9OmTfz2229s3LgRNze3IojywxKdpaUlZcqUoWLFiqSkpGBtbU379u35+uuv8fDw4LfffgOgcuXKHDt2TOkNv6NHj2b9+vVcvnxZJft/ihORxAhCIUpPT0eSJJWsv8fExKCvr0/p0qVJSUnh77//pmrVqiXqC6egrVy5Ek9PT7y8vOjTp09Rh5NnXl5eODs7M3ToUL799lvKli24U4E9e/YkJiZGkfiV1CaqBw8epHfv3mzbto1GjRp98v748ePx9vamZcuWHDt2rEj3iezevZv+/ftjYWGBvr4+ISEhpKWlsXHjRqytrfn7778JCAhg3bp1lClThvDwcKWW8kJCQmjevDk2NjasXr26WO5pU1Zukxjxp6IgqICamppK/gCRJAljY2PF6SBNTU2qV68uEph/GTduHA0aNGDYsGE8ePCgqMPJM29vb+DD5yioBEaWZS5cuMCdO3eYOXMmS5YsUWkCc+/ePQICAjIVsCxIp0+fRldXN8u2AklJSQQEBDB+/HguXbpU5BtdXV1d+eeff7h16xZBQUG8ePGCatWq4e7uzosXLxQzqytWrODJkyf06dNHcTIyL6ysrFixYgWXLl36P9u2Q/zJKAhCiaOpqcmyZcsAcHJyKvAv0vT0dAIDA3n8+LFKxrO2tgZg27ZtKhnv344cOULPnj2ZOHEi5cuXV9lsVVpaGseOHcPW1hZzc3NsbW0pV64c9vb2vH37ViXPyIosyxw/fpzmzZtnuZfr7du3pKSkEBsbW2Ax5JWhoaHiLzZ6enocPXqUt2/f4u7uTnp6OgCNGzdm7NixnD17FiMjI+rUqUNAQECenjN27FjatGnDypUrOXbsGO/evVP5ZynORBIjCEKJZGpqypw5c/jzzz+ZMWOGSsZ89+4dmzZtwsnJiVmzZuHj48OKFSuoUqUKNjY2VKlShWrVqjF+/HhOnDjBn3/+yfTp01myZAkhISHs3LmT77//nhcvXnz2OQMHDqRjx46sXbuWsLAwlcSeISIigpkzZ6Kurs7mzZv5+++/qVKlSr7H3bx5M5UqVaJ79+7cvXuX0aNHs3z5cpKSkjh37pyiMnZB+PPPP/nnn39o0aJFlu8bGBgwYsQIdu3axfbt2/M09uPHjxkyZAhly5ZVVNy9cuUKqamppKenc+XKFZKSkvL9GerVq8fq1au5cuUKM2fO5MaNG6SlpTF8+HD27t3LuHHjFP2fYmJicj2uJEkcOHAAExMTpk+fjp2dHd9//z0pKSn5jrkkEHtiBEEo0YYNG0ZERESeZgKePn3K9u3b0dDQwN7eni+++IINGzawZcsW3rx5Q4UKFYiLi1P8jdnKyoru3bvz7t07/P39uXbt2me/2DJaa3xObGwsBgYGDBkyRKV9cNavX8/69ev5559/VHrqqE6dOty8eZN58+bRtWtXxYzI2LFjuXPnDk+fPlXZs/5t8eLF/Pjjj589Wp2amsq3335LZGQkoaGh1KxZM1djt2nTBh8fHxwcHHj69CkRERGK04JlypTh2bNndOjQgbNnz6pkz1vfvn05cOAA8KEViqenp6Lf1e3bt3F1daVRo0b4+vrmaRk5OTmZgIAADh06xOrVqxk2bBgTJ07MV7xFSWzsFQTh/4RevXqhp6dHcHDwZ6+TZZlLly4pekOlpaVlel9DQ4MOHTrg4uJCw4YNefPmDSEhIVSqVIkaNWpkujY5OZmwsDAePXqkqAeS8b93797NVTGzjBLyq1atUulR4P79+yPLslKdnLPy7t07SpcuTUhICLa2trRu3ZqVK1cqvtBXr17Nr7/+yvHjx+nSpYtKnvlvjRo1IjExES8vr89eFxMTQ8+ePalcuTLh4eE5jpuUlIS+vj5du3Zl1qxZwIdTUFeuXCEgIIDY2FjU1NTw8fFh7dq1jB49WiWf5/nz5/z++++MGjWK8uXLM2TIEGxsbKhUqRJeXl7Mnz+fxYsXM23aNKXGHz58OJs3b2bjxo3Y2NioJObCJjb2CoLwf0JSUhLPnz/Pdi9AUlIS69evp0aNGrRp04agoCAGDBjAqVOnuHDhAgsWLGDKlCmcO3eOZcuWYWVlhSRJlC1bltatW3+SwACUKlWKpk2b0qdPHwwMDEhNTQVg2bJlua7Gevr0aTQ0NFTS4yfD69evCQ8Pp3v37vke682bNwwdOpQyZcowd+5cmjZtyuLFizl//nymBosZPXxySiKV9erVK65fv46tbc6NaY2MjLCysiIqKirbOk0fS0tLQ5Ikbt68qUhqy5Urh6OjI/PmzWPt2rX8/PPP2Nra8t1336ls6c/Q0JD+/fvj5eVFUlISc+fOxcHBgX379tGnTx8cHByYMWMGgYGBSo3/888/Y25urthI/F8mkhhBEEo0Nzc3Hj58yOnTp7N8/4cffmD06NFoamoyb948Lly4wJQpU6hcuTIVK1ake/fuDB48OF9LL35+fgB07Ngxx2tTU1M5evQo27ZtU9QTUZXSpUtToUIFdu7cme+Ntps3b1ZsPDYxMQFg0qRJ2NnZsXz5cm7dugWg+GLPbr9KfmTMVqWlpdGyZctc3RMZGUmLFi1ytfSjo6PDhg0bCA8Pz7Z3lJqaGosWLVI0RlXlBmZHR0eePXtGZGQktra2LF26lJs3bzJ79myMjY3p1asXL1++zPO42traHD16lISEBKZNm/bJrON/iUhiBEEo0TL2pmS1B0WWZXbt2oWpqSn79u2jR48efPHFFyqPwd/fHyMjI+rWrfvZ6w4cOICmpiZOTk6kpaWpvCBb6dKlWbJkCY8ePWLcuHFKjxMaGpqpkGBGzyA1NTUOHTqEnp4eU6ZMISEhgUqVKqGuro6Hh0euZj9yS5ZlXFxcuH//PjNmzMh1QTgrKytOnTqV65mhQYMGMWjQIDZs2MAff/yR5TXly5dX/Fzd3NxUegpKkiRq167NkSNH0NfX5/vvv0dNTQ0PDw+eP39Onz59lPq51qlThzVr1hAUFMTQoUPZuXMnUVFRKou7uBBJjCAIJZqvry+mpqZZll1PTEzk7du3PH36lA4dOrB7926VPz8lJYUrV67QrVu3HP/2HxQUpPj/SUlJHDx4kMOHD6v0iHjTpk1xc3Nj27Zt7NixI0/3BgQEUL9+faysrBTHyStWrEj58uUV1xgaGrJv3z4ePXrEwoULqVGjBmPHjuX333/n119/VdnnuHnzJs+ePWPs2LE4OzvnelPtjBkzqFixIj179iQwMFCx1Pc5a9eupUqVKkydOjXbmY8mTZowatQo9uzZg6GhIQ0aNMj0+5lfBgYGHDhwgCdPnjB//nzq1avHxIkTuXjxImvXrlVqzG+++YZFixYRFxfH0qVL6dmzZ7aduEsqkcQIglBiJScnExwcTPfu3bP8ktPW1ubu3bts3LiRGjVqsGTJEqX3GWQnLCyMt2/f5mopafny5URHR7Nr1y569OhBSEgIs2bNYvbs2SqNaeTIkTRq1IgRI0Zw+/btXN+3c+dOwsPD6dGjBxcuXODrr7/mn3/+oXz58jg4OCiO7bZp04ahQ4dy7NgxkpOT+eabbzA1NcXDw0Nln6F06dKoq6vj4+OTp5NPenp6LF26lNjYWGxsbChfvnyOcZUpU4YjR44QHx/PnDlzsr1u5MiR7Nq1i1GjRvHs2TO6devG8+fPcx1bTlq0aMGIESM4efIkCQkJDBo0iJYtWzJp0iSl9uNIkoS7uzsPHjwgIiICDQ0N+vXrx4wZM7hw4YJKZ86KijidJAhCiZWSkkLr1q0xMzMjNDT0s00TExISaNCgAa9eveLAgQMqO368cuVKduzYQWxsbJ6r78qyzOzZs5k/fz6mpqbY2dnRr1+/XG8O/pyYmBh69eqFiYkJYWFhiirQn/PPP/9Qr149ypQpw969e9HU1CQsLIyzZ8+yb98+Zs6cybx584APMz5xcXEcPnyYtLQ0WrVqRffu3RV9gVRhxYoVTJkyBYCqVauydOlS6tSpk6t74+PjCQwMZP/+/QQHB3PhwgXatm372Xt69uyJn58fFy9ezHH8v/76C1dXV5o3b46Pj4/Kqmrb2dnx6NEjxR6vuLg4evfujZaWFjdu3MhXp/GgoCBWrFjBmTNnePPmDceOHSu2bSjE6SRBEP7zNDU1GTRoEJGRkTkeqdXW1mbfvn3ExsZy7NgxlcXg5+dHw4YNlWofIEkSs2fPZsOGDZibm3Ps2DGGDx+u1GbOfzMyMmLBggX89ddffP/997m6p2LFiuzdu5cHDx6we/duNDU1adKkCTNmzMDQ0JDff/9dcW1ycjIxMTHExcWRlpZGcnIyf/31l0o3kU6ePJmbN28yduxYHj58mOcZGUdHR0Vl58uXL2d7bVpaGtu2beP8+fO5Pi1Wq1YtpkyZgq+vL6tWrcp1XDl5//49cXFx3L9/HwB9fX2WLFnC33//zejRo/M1e9KsWTO8vLxwdHQEoFu3bvTt25effvqJ4ODgElkgTyQxgiCUaC9evEBLSyvHTbUZ1wJZ7p9RRmxsLHfu3KFr165Kj6Gurs6IESPw8fEhICCA+Ph4pk+frii0lx+tW7dm4MCBrF69miNHjuTqnoyTSB8nZS9evOD58+eZPqenpydJSUnMnDlTkUwGBwcTEhKS77g/VqtWLSpWrAh8OJZ+4cKFPP1sMpZhWrdune01Xl5eDB06lDdv3jB48OBcj92vXz/atWvHtGnTVHbEfMuWLaSmptK9e3ecnJzYsWMHTZo0YeTIkezcuVMlM11v376lXLlyTJ48GW1tbX777TeGDRuGra0ty5cvL1HLTCKJEQShxJJlGT8/P5o2bZqr5ZLTp09TunRpmjRpopLnlylThkqVKrFx40Z27dqVp3LxWbG0tGTlypX4+fnleVNudiZOnEidOnUYPHhwrno/Xb9+HSDT0e+Mfj4f7/tp2LAhHh4eXLp0iR07dpCSkoKGhkauK+XmRcYXemBgIBMnTmTTpk25vtfPzw8dHZ3PFn1zdHSkfPny1K5dO0/xS5LE3LlzFRuJX716let7s9OgQQPCw8Px8PBAV1eXZcuWsX37dgYOHEiTJk0YOnQoN2/ezNczTp06RVxcHB4eHly9epWXL19y9OhRunXrxvbt23Od8BYHIokRBKHE+vvvv3ny5Am9e/fO1fVHjx7F0tJSZcesS5cujYeHB0lJSQwYMABjY2Nq1arFDz/8wPnz55XquTN69Gjat2/PTz/9lKuqszkpVaoUy5cvJy0tje7du+d4WqdTp05Urlw5U92U4OBgtLS0PukgPW7cOFq3bs2qVasIDw9HQ0NDqW7MOWnQoAGHDx8mLi4OBwcH1q1bl6teTRlJroODw2f3S+nr62NiYvLZa7KTsZE4OjoaZ2dnlcximJubM3nyZIKDg7GysmL58uW0aNFCcQRc1UmGrq4u3bp1Y9euXZQpU0alp64KmkhiBEEosbS1tdHS0mLLli25Ok6roaHB3bt3iY+PV1kM9evX5+LFi+zdu5fx48dTtmxZVq1aRYcOHShXrhytW7cmOjo61+NJkoSXlxeGhoZMmjQJX19fEhMT8xXjl19+yaxZswgLC8vxJFTZsmUxNDTMNLPVuHFjEhMTPznqK0kSrq6upKamMmTIEJKSklixYkW+Yv0cDQ0NvvrqK0qXLo2Ojk6O19+9e5fo6OgcT46lpaXx119/oa+vr1RclpaWjBs3TuXHzDU1NQkMDOT8+fN89913uLu74+npyaRJk1QyflpaGr169VK0c4iMjOTt27c0bdpUJeMXBpHECIJQYhkYGDBnzhxu3LihOE67f//+bK/ftWsX8fHxzJ07V6Xr/mpqatStW5fhw4ezdetW/P39Wbt2Lb169cLf319R3C639PX1OXjwIPHx8YwePRo7OzuGDx+Op6dnrpaEstKpUyd69OihaB2QnYwy/3Z2dorXOnfuDHw4kZNBlmU2bNjAzJkzMTIyUpxyyapNgypduXIl1zMmoaGhwIcTZHPnzuX169dZXqeurs6wYcPw8fHJ05H0jw0dOhRbW1smTJjAjRs3lBojK6VKlaJdu3YsW7aMRYsWMWTIkFwtneZGRvFCZ2dnnj59yqlTpwBy1eKhuBBJjCAIJVqnTp3w8fFh+fLlVKpUicGDB2f6sv1YRv+fc+fO5dhMMD+0tbVp2bIl7u7uzJw5k6CgIObPn69IZOLj43PcP2Ntbc3z5885ffo0Y8aM4cWLF6xcuZJevXpx584dpeKaNm0a1apVw8XFJdtln/Pnz5OWlpYpiYmIiADI9NqVK1cYNWoUurq6LFmyRDHblJvicvkxa9Ys4uPjP5usZnBwcGDkyJFoamoyZ84cnJycsk1emzVrBqB0cqumpsaCBQvQ1dWlefPmtGnThnXr1nHv3j0A7t+/z7lz51TatiC/JEni9OnTdO/eHVmWFaf2Dh06xPXr10tEuwKRxAiCUOJlNO1bu3YtpUuXxsnJiZs3b2b5hTRp0iRsbW1ZtmyZov9PQerRowcdO3Zk7ty5VKhQAXt7e4yMjDA2NsbCwoLp06dnW7FXW1sbR0dHVq5cyZ07d7h79y7a2tosXbpUqVi0tbUZN24csbGx+Pj4ZHlNRoKkqampeM3MzEyRrGTI+Fv7tm3baNy4MY0aNaJVq1ZMnz5d5SeUPpYx46OtrZ3jtXp6eowZM4Zdu3YxZMgQvL29FRuX/y2jCGLlypWVjs3AwIBff/2Vzp07c+fOHcaMGYO5uTlGRkaYm5tjb2+Pvr4+TZs2ZcmSJYSEhKjkFFp+ODo6cuTIEczMzBg7diz16tVj/fr1DBgwgBYtWjBlypRcHW2XZZnQ0FAuX75MQkJCIUT+gUhiBEH4zzAyMmLhwoXcvXuXOnXqYGBgwOHDhzNd83H/n++//77Av0QkSWLhwoUsWbKEVq1acffuXbp06cL48ePR19dn0aJFTJ06NVdjVa9ePdf7QbKT8YWUnJzM+/fvP3l/+PDhVKxYkWnTpik6gxsYGGBnZ8ft27c/mWnJOCkjSRLz589HX1+fnj178ubNG6Vj/BxllzzU1dXR0NDItribi4sLkiTle0+LhYUFs2bN4vTp05w4cQJ3d3csLS0ZOXIkv/zyCwMHDuT169e4u7vTqFEj7O3ti82R5n79+nHjxg2eP3/O3r176d27N76+vnz33XfZJtqJiYmKCtSDBg1izJgx2NraMnbs2AL7d+BjIokRBOE/pWXLlpw+fZqJEyfy8uXLLMu1V6xYkYEDB/L3339n+UWuapqamnTu3JmFCxdy7Ngx5syZo9g/4+rqyk8//cTx48dzHCejn9DHyzp5VbZsWTQ0NBg4cCCGhoZcuXIl0/sf9/BZs2aN4vVbt26ho6PDjh07eP78OdOmTaN69eq4u7srSu//uzCbqqWmprJv3z5q1qypqB2TW9HR0ZQqVSrbL1Y7Ozu++OILlS33SJJElSpVcHV1ZcWKFYwePZo2bdowadIkDhw4gLe3N0OHDuXChQt069aNrVu35qmYX0GqUKECzs7ObN26lT179nDz5s1sWzd4eHiwZMkStLS02Lp1K+fOnWPixIn4+fkxZcoUIiIiCvQvCiKJEQThP8fExITq1asDH/aWZOXkyZNYWlqipaVVmKF9YtKkSdSqVYuBAwfy5MmTz16bMQvRokULpZ/Xo0cP/Pz8+Pnnn9HW1sbJyYkVK1YQHh6umBGwtrZGR0dHMRMDYG9vj5qaGt988w21atXi1atXHDlyhNevX9OxY0fGjh3L6dOnVV6YDT60Q5g+fTpmZmaEhYXh4OCQ5zFGjhxJQkKCooLvv2WcAsvPzzYvDAwM+O677xg2bBhBQUEMGzYMMzMzLCwsmDx5MmfPns33qTRV6NatGxMmTGDPnj04Ojoyf/58xebyt2/fcvLkSfr27cuNGzcYOnQo7du3Z/ny5Xh4eBAYGIiLiwtt2rQpsKVbkcQIgvCfVKtWLXR0dJgwYQKbN2/O1L03KiqKW7du5WtGQ1VKly7N8uXLSU5OzrGOy4MHDwDyXR5eR0eHtm3b8vPPP6Orq8uUKVOoX78+RkZGDB48mLZt2/LmzZtMX+hjxozh4sWLbN26lbi4OIYPH079+vW5dOkSw4YNIyQkRLFnxs3NTdH1ObtN1nnRrVs3Fi1aRExMDLa2tnzzzTd5HiPjRFN2y0mnTp1StFkoLJIkMXHiRC5cuMCBAweYPHkyBgYGrFmzBkdHR8qVK6f0/idVWr58ORs2bMDCwoLjx48zcOBApk+fTtu2bXn37h2urq6f3DNx4kSio6MZN24cL1++zJQQq5JIYgRB+E8yMTFh8eLFvHr1iuHDh1O1alWqVavG2LFj6dSpE0CxSGLgQ3PDmTNnEhISku1MAcAPP/yAlpYWGzZsUMlz69aty+HDhzl37hxz586lUaNGHD16lIiICEaNGqVomPj69WtSUlKQJIlGjRpRpkwZRU2VZs2aMXDgQEqVKkWjRo2AD/tPFi9eTGJiIsuXL893nFu2bGH06NHUqFEDf39/pXpf+fn5AWRbM+bIkSM0mHnjDQAAIABJREFUbtw4VxuGVU2SJGrWrMmQIUPYtGkTfn5+rF+/niZNmjBt2rRMPauKgqamJiNGjMDb25vff/+d+Ph4zpw5Q58+fQgMDKR79+5Z3nf48GH279+Prq4uDRo0KJDYNApkVEEQhGKgTZs2tG7dmnv37hEQEEBgYCBbtmyhQoUK/PjjjwVSIl9ZXbt2ZeHChZ/twVO2bFmSk5MxMjJS6bONjY3p2bMnPXv2JD09HUmSkCSJFy9eMH/+fHx8fNDS0qJJkyZYW1vz5s0batWqBcBvv/3G0KFD0dHRwcXF5ZOxVfEzrlu3LmvXriUtLQ0bGxsWL17M119/rVgyzA1fX19MTU2zjCcyMpIHDx7Qt2/ffMeqClpaWtjZ2dGoUSNcXV3p168fERERGBsbF3Vo2NnZER4eTsWKFSlfvny214WHhzNy5Ei++uorFixYgIZGwaQbIokRBOE/TZIkzM3NMTc3Z9CgQaSmpqKuro4kSUUdWiZRUVG8e/eOli1bZntNRg2Xgty3oab2/yfot23bxuXLl5k0aRJv377lyJEjim7QixYt4sGDB/j7+1OxYkWOHTuW6dSUv78/kP3MhzLU1dU5fPgw9evXZ8qUKezevTtXLSSSk5MJCgpi6NChmX7ffX19WbBgARcvXqR06dKfbRJZFLS0tJg8eTKjRo3i7NmzeWpOWZAyEtjPOX36NAAbNmwo0ORLLCcJgvB/ioaGRrFLYOBD/5py5crx66+/Zltk7NSpU5QtW5b69esXSkz+/v6K3j3r16/n5s2bii7XSUlJeHp6cvv2bbp27ZopgXnz5g0HDhzAyMiIevXqqTSmSpUqsXPnTu7cuZPrpapr166RmJiIhoYGUVFRAPzxxx+0bNkSPz8/XF1dOXjwIGZmZiqNVRUy4s1NKwBZllmzZg3m5uZUrVqVsWPH4u3tXdAhZmn//v1YWFgU+OyRSGIEQRCKAV1dXbp06cKtW7eybG6Ynp7O8ePHsbGxKbCp+X8zMjIiPDxcUYq/XLlyhIaGsnHjRpycnIAP9VpGjhwJfPjCnTdvHu3atePGjRuMHDmyQBLGjh07MmXKFLy8vHK1X6RcuXIYGhryyy+/YGpqioWFBePGjQM+nFL7/vvvqVKlisrjVAVfX18qVaqUq9mPhw8fMm7cOO7du4eZmRlbtmyhbdu2n9RKKkgZPbZCQ0M/O6uoKiKJEQRBKCbu3LmDubk5BgYGmV5PSUlh69atxMbGFtoRYIA5c+agqamJk5OTop6OoaEhbm5uHD58GDc3N/z9/RVdj93d3Tl27BguLi788ccfzJkzp8BiW7hwIfXr12fOnDmEhoZ+tmBc7dq1FSeAJk2ahIGBAaGhodjZ2X3ysy5OUlJSCAoKomvXrrlKBqtVq8bw4cOBDwlNhw4d0NPTY/DgwZlO5xWkH3/8kbFjx1KzZs1C2WMk5bVSoCRJPwILgbWyLI/932tlgMVAD6AC8BjYIMvyqhzGagWsBOoCUcAyWZZz3HZft25ded++fXmKWxAEoTh79+4ddnZ2TJw48ZNlEnt7e86dO0fVqlXZuXMnenp6hRbX7t27Wbx4MadOnfpkf0tiYiINGjTg7t27GBkZERMTw+zZsws0efnY/fv3sbS05M2bNxgYGGBjY4O1tTXW1tZUqFDhs/cmJSWhrq6eqb1CcSPLMl26dCE5OZmIiIjPbqTN8P79e7Zu3YqXlxdBQUGkpKSQmprK119/zR9//FGgn1eWZczMzKhatSobN27M11j169e/Jsty45yuy9NMjCRJzYHhwJ//emsl0BkYCNTmQ5KzRJKkgZ8ZqxpwCggAGvIhCVotSVKvvMQkCIJQ0j158gR3d3dSU1MVx78zvH79Gm9vbzp37syRI0cKNYEBFOXms9qHo6WlhZ+fH0uWLKFKlSqUL1++UE/4VK9enTt37uDp6Un79u25fPky7u7utG7dmr59+/LTTz8RHBycZcn8L774olgnMPBhU/qyZct48eIFffr0yVV7gtKlSzNq1Ci8vb05fvy4Yn/V9evXGTFiRIHGGxkZSVRUFO3bty/Q53ws10mMJEl6wC5gGPDvBVsbYIcsy96yLD+UZXk7cAVo9pkhRwJRsiyPk2X5pizLm4DfgCl5+gSCIAgl3JgxY/D392fUqFGZlouOHj1KrVq1SE1NxdnZGXV19UKP7eXLl6ipqWXbddvIyIipU6cSFBREbGwsderUKdT4jIyMGDJkCHv27OHFixf88ccfLFiwAG1tbX777TeGDRuGnZ0dc+bMKRFdmf+tbt26ODs7c/HixTx3L2/Xrh3Xrl1j5syZGBsb4+bmVkBRQkJCgqJ+UWEueeZlJuZX4IAsyxezeM8P6CpJUmUASZJsAEvgzGfGswb+vSPrLNBYkqTinR4LgiCoyKNHj7h//z4rVqxg3bp1ik27siwzduxYUlNTWb16NQ0bNiyS+L755hsMDAwKtKmjqqirq9O4cWOmT5/O1atXefnyJceOHcPZ2ZmDBw/i6elZ1CEqJTk5GW1tbapWrZrnexs2bMi8efN49uwZzZs3V31wfPh3tUaNGqxZs4ZWrVoVaj2bXCUxkiQNB8yBmdlcMh4IAx5LkpQCXAKmyrJ84jPDGgP/Tu1j+FC75pOdVpIkuUmSdFWSpKtZ7dwXBEEoiTISg8ePHytaDsTFxbFs2TKePHnCiBEjirR+SUbp+8ePHxeLEvh5oaurS9euXdm6dStVq1YlICCgqENSSlxcHOrq6vzzzz9FHUqWJEnCwsIC+FBVujDlmMRIklQTWAT0l2U5617cMA6wBboBjYDvAA9JkhxzGP7fC3xSNq8jy/Kvsiw3lmW5cUa5a0EQhJKuXr16ODk5sXz5csqXL0/79u0xMTFh2rRpNG7cGEfHnP4YLXgZ/YZyU1iuOHr16hWPHj0q9KUuVZkwYQKpqak4OTl9trdWURozZgyAoqN5YclNsQFrPsyMhH90xEsdaClJ0kg+nEZaDPSRZTmjl/yfkiRZ8mF/S3ZLStF8mI35WEUgFYjN9ScQBEEo4WbPno2trS2BgYFcv36drl274uLiUmzaIty8eRMgT2X+i5NSpUpRtmxZAgICSElJyXFDryzL3Lhxg3379nHr1i0aNmyIra0tTZs2LZLeSlWrVmXGjBlMnz6d+fPnM3fu3EKPIScZlZxVXdwwJ7lJYo4AV//1midwhw8zNACawL93TKXx+ZmeQMDpX691AK7Kspy/Fq2CIAgliIaGBo6OjsVi1iUrVlZWVK1alYkTJ9KhQwcMDQ2LOqQ80dHRYdq0abi7uxMdHU3lypWzvC4hIYFTp07h5eXFzZs30dbWpm7duhw9epS9e/eioaGBpaUlw4cPx8bGplA/Q7du3bhy5QoLFixQ9AQrTqytrVm9ejW7du1Sqsu4snJcTpJl+ZUsy+Ef/wLeAS//98/xfNgDs0SSpNaSJFWTJGkIMAhQlAmUJGm7JEnbPxp6A2AmSdJPkiTVliTpW2AI4KG6jycIgiDkl7a2Nh4eHsTHxyuaRJYk9+/f5+TJkxgaGmbZWiAlJYXly5fTrl075s6dS2pqKuvWrSM6Oprg4GDi4uK4cOECEydO5OrVq0XWVXrGjBl8+eWXODs7F/qyTU6cnZ0pW7asorpzYVFVxV4X4A8+HMGOBKbxYRPwmo+u+fJ/vwCQZfkB0AloyYdNwdOB8bIsH1RRTIIgCIKK1KxZk++//x4/Pz9WrlxZ1OHkWnh4ODVr1iQgIIDBgwdnWfnW29ub7du307FjR/z8/Lh16xajRo1CV1cX+FB7pW3btvTu3RuAkJAQwsLCCn1/ira2NsuXL+fVq1f06tUrV3VjCktYWBivX78u9BkqpRpwyLLc+l//HA0Mzcs9/3vtEmClTAyCIAhC4XJ2dubKlSu4u7tjY2Oj+MJ6/vw5ZcqUQUtLq4gj/NT+/ftJTU3l0KFDihM0H3v06BFbtmxBV1eX3bt3f7YvVaVKlbC0tCQsLIyBAweiq6tLs2bN6NGjR6H0CYIPHaSnTJnCokWLWLVqFZMmTSqU5+Yko2t1YScxoneSIAiCkCuSJDF37lwqVqyIra0t5ubmNG/eHCMjI/T19bG1taW4tIRJTEykRYsWzJs3D2NjY2JiYlizZg2+vr68ffuWCxcu4ObmRpcuXbh9+zY//vhjjo01K1euTGhoKLGxsXh5eeHs7Myff/7J+PHjCQ0NLaRPBi4uLjRv3pypU6fy8uXLQntuVp48ecKcOXPw8PCgbt26hd6LKs+9k4oD0TtJEASh6MTExHDmzBkCAgJ4+vQpbdu2JSUlhYsXLxIVFcXZs2ext7cv0hhfvnzJ119/zZMnT7K9xsjIiDFjxvDtt99iYmKi1HNev35N3bp1SU1N5cCBA4XWFmLBggUcPXqUuLi4Ijn67uPjw7x587h06RKyLGNra8uECRNy1W07N3LbO0kkMYIgCIJKJCYm0qpVKxo1aoSvr29Rh4Msy9y6dYvz589jaGiIo6MjQUFB+Pn50ahRIzp37pzj7EtuXL16FWtra1q2bMlPP/2Uq47T+TVo0CCeP3/O/fv3C70H1J07d6hVqxZaWlo4OzvTu3fvbE98KSu3SUz+f/cEQRAEAUhLSyMlJQU7O7uiDgX4sPxVq1atTLMD9vb2Kp8laty4MUuXLmXy5MkcP36cbt26qXT8rPTr148ffviBTZs2MXr06AJ/XgZZltmxYwfp6el4eXnx5Zdf5nxTARJ7YgRBEASVePv2LWlpacW2PH5BcnV1BSi0z56xSVkVM0lZiY+P5+zZs4qj3C9fvmTVqlVUr16d+fPnY2VlVeQJDIgkRhAEQVARY2NjunTpwtatW7Ptev1fdenSJQCOHz/O8ePHSUkp2Jqtfn5+AHTs2FGl4167do3hw4djYmKCo6MjRkZG1KxZk0qVKjFp0iT09PRYtGgRv/76q0qfqyyxnCQIgiCoVLly5Qr9lEpRs7OzY8CAAZw6dUpx0knVCcbHfH19sbCwUGovSsZe2Iy9OwkJCezbt4+VK1cSHh6OlpYWHTt2pGXLlty5c4erV69iaWlJ3759i00rjAwiiREEQRBUIj09HX9/fzp16oS6unpRh1OoTE1N2bFjB+vWrWPMmDEqO6WTlbdv3xISEpLnGjHJycnMmjWLjRs3oqamRqdOndDT02P79u28efOGr776imnTptG1a1fKli0LQLt27QriI6iMSGIEQRAElYiIiODly5d07ty5qEMpMvv27cPMzIyqVasWyPiyLHPo0CFSU1Pz/HPesWMHS5cuxcbGBj09PU6ePMmbN2/o0KEDzs7OWFlZFcrJKlUSSYwgCIKgEr6+vkiShIODQ1GHUiSSkpIIDg6mc+fOBZIMyLLM2LFjuXz5MqamplhbW+f63ocPH+Lp6YmRkREbNmxAkiTS09NJTk4ukjozqiI29gqCIAgq4e/vT7169ahQoUK+x9qzZw9Hjx7l9evXPHnyhJ07d5KcnKyCKAuOmpoapUuXJiwsrEBivX//PpcvX2bixIlERkbmuj7MgwcPsLCwwN/fn0GDBikSLDU1tRKdwIBIYgRBEAQVMTIy4vbt20RGRuZrnLt37+Lq6oqTkxMVKlSgcuXKDBw4MN/jFrRSpUoxf/587t27x71791Q+fkYBwcmTJyv2rOSGiYkJpqamwIf6Mv8lIokRBEEQVMLNzY3379/j7e2dr3EymgnOnTuXIUOGKF6vW7duvsYtDJGRkWhra/PVV1+pfGxvb28sLCwwMzPL031ffPEFvXv3RkNDo8CPfhc2kcQIgiAIKnHz5k2ALDs637t3j3nz5uVqNkVXVxeA1NRUJkyYgLOzMxoaGoSFhak2YBWTZZmjR4/SrFkzSpUqpZIx379/z/Hjxxk0aBAhISH07dtXqXGOHDlCo0aN0NbWVklcxYVIYgRBEASVyFjiOHHihOK1wMBA7OzsMDc3Z/bs2Zw9ezbHcQYNGoStrS3Lli0jIiKCcePGYWhoSM+ePXn9+nWBxZ9ft27d4tmzZ0RGRnL9+nXS09PzPeawYcP48ccfiY2NxcPDgxkzZuR5jEePHnHv3r0sk8uSTiQxgiAIQr6kpKTg5eXF+vXrATh69CjwoZdS586dCQkJUezJaN26dY7jqampcejQIXR1dXFxcWHEiBHUqFGDp0+f4uLiQnFtXKyvr4+lpSUxMTEMGDCAHTt25Gu8R48ecf36debMmcODBw+YPHmyUhtxM5bniktPK1USSYwgCIKQL5s3b2b+/PkAbNy4kfPnz5Oens7OnTuJi4tj3rx5zJ07F4Bdu3blasyKFSsSFBTEvHnz0NDQ4NKlS8iyzOnTp7GxsWHVqlVERkYqEponT57w6tUrxf0xMTGkpaWp+JN+npGREaGhoZw7dw4g36e0MjbyDhw4EDU15b6uZVlm165dmJqaUq1atXzFUxyJOjGCIAhCvly8eBELCwv+/PNPxV6QDh06cP78eUxNTbG1tUVXVxdzc3OOHj2Kh4dHrsatXr06M2fOZMaMGXTp0oVTp04BcOXKFa5cuQJ8SHYqVapEWFgYampq1K9fH4Dr16+jp6eHg4MD9vb2ODg45HlDrLKePn0KkOsj0Nnx9fWlWrVqVK9eXan77969S4cOHXj48CFDhw4tcYXsckMkMYIgCEK+xMfH8+zZM8qVK0eTJk3o2rUrFy5coEuXLsybNw9NTU1SUlJ4+vRpptNGuSVJEkePHuX06dOsX7+e06dPs3jxYpKSkggICODx48eMHDkSWZYJCAggMTGRESNGEB0djbe3N15eXsCHpKhr1644ODjQsmVLdHR0VPyT+KBXr17MmTOHqVOncuTIEWrUqIG/vz8JCQlYW1tjY2ND06ZNFRuYs/PPP/8gyzKJiYloaWnlOY6NGzfy8OFD5s+f/5+toiwV17XFz6lbt668b9++og5DEARBAN69e0dwcDD+/v4EBgby+PFjAPbu3as4Fp2Wloa9vT3a2tpEREQofUpm3LhxrFmzhpCQkFzNdMiyzN27dwkICMDf35+QkBDev3+PpqYmVlZWzJkzB0dHR6Vi+ZwHDx6wcuVKTpw4wcOHD6lduzZGRkYEBweTkJCAuro6X3/9NdbW1tja2lKnTp1P+k2dPXuWKVOmsHXrVoYOHZrnGMzNzTEwMGDz5s2q+liFpn79+tdkWW6c03ViJkYQBEHIFx0dHdq0aUObNm2AD/tTnj17lqmui7q6OgMGDGDlypVERETQpEkTpZ6VMeb+/ftxdXXN8XpJkrCwsMDCwoLBgweTlJRESEgI/v7+bN++HU9PzwJJYqpVq8bq1atZvXo18fHx6OnpAR+aMAYGBvL7779z5MgR1q1bx9q1aylXrhzNmzfHxsYGGxsbjIyMSExMBFCq5kzGiaQePXqo9HMVNyKJEQRBEFTKzMwsy/0nT58+RUtLiwYNGig9tpubG7t378bDwwMrK6s8d4v+4osvsLGxwdjYmO3bt+fqtFR+ZSQw8KGqb6tWrWjVqhULFy7k+fPnnDt3jt9//51Tp05x5syZTPcaGhrmqUdShoz9Qy1atMhf8MWcSGIEQRCEQlG6dGnev39PcHCw0l+uampq7N+/HxMTE06cOJHnJCZD2bJl0dLSYuvWrYwcObLINr0aGhri6uqKq6srsixz48YNfv/9d2JjYwEYNWqUUhuE9+7di5mZ2X/yRNLHRBIjCIIgFIrRo0fj4+NDnz59iIyMpHz58kqNc//+fWRZpnbt2krHYmBggKOjI4cPH+bdu3eUKVNG6bFURZIkGjRokK+ZqocPH9KlSxciIiIyNXv8rxJ1YgRBEIRCoaOjw7Jly4iNjaV3795KF617//49AHfu3MlXPI8ePaJ27drFIoFRlbVr1xIREcG0adMYN25cUYdT4EQSIwiCIBSaunXr8t133+Ht7c2aNWuUGqNVq1Z07twZT09Prl27pnQsZcuW5eHDh9y+fVvpMYqbQ4cOYW1tTf/+/ZWq7lvSiCRGEARBKFQDBw6kVatWTJ48mQULFhAcHIyXlxdjx45l+/bt3L59mylTprBp06Ys75ckiT179mBmZsbUqVMzVerNi+nTp1OqVCmcnJwUszsl2YMHD7h///5/sr1AdkSdGEEQBKHQxcXFMWHCBEJDQxWvSZKUaYnJ0tIy0/v/FhISQrNmzbCzs+OXX35Rav+Ht7c348ePZ/z48fz88895vr842bFjB4MGDWLjxo3Y2NgUdTj5kts6MWImRhAEQSh0+vr6bN++HR8fH5YtW0bt2rXp0KGDog5Mt27duHr16mfHsLKyYvny5fj4+LB7926l4mjTpg39+/fnl19+4dixY0qNUVy0aNECHR0dPD09izqUQiNmYgRBEIQiFR8fT8uWLVFXVyclJQU1NTViY2MpV65cjvfKskybNm0ICAhg165dSp1YSk5OxtXVlejoaB4+fJir5xZX1tbWPH/+nCNHjhR1KPkiZmIEQRCEEiEwMJD09HS8vb25fv06QUFBuU4kJEnCy8uL1NRUpWdSSpUqRbt27YiPj+f169dKjVEcpKenExISolSF35JK1IkRBEEQ8i2jH1LVqlXzvDfl0qVLirL7/+4flBsPHz7Md92Y0NBQqlevzpdffqn0GEVNTU2NRo0acfnyZaKioqhUqVJRh1TgRBIjCIIg5MuLFy/o378/aWlpVKpUCWtra6ytrTE2NubixYuKUv/16tVTJCmyLBMSEsK+ffs4ffo0AwcOVCqBARQ9hu7evavU/QkJCVy9evU/UVdlwoQJuLi4EBMTI5IYQRAEQciJn58faWlpzJo1ixs3bnD27FkOHjwIgIaGBmlpaaxbt46yZcvSrFkzqlWrxsWLF7l79y66urpMmDCB6dOnK/38li1b4ujoyIEDB5g0aVKe77958yYpKSnUr19f6RiKgzNnzjB79mx0dXWpV69eUYdTKEQSIwiCIOTL5cuXqVixInPmzEGSJFJTUwkODubWrVt07twZdXV1zp8/z++//86JEyc4d+4ctWvXZvPmzbi4uKCjo5Ov50uSxIMHD6hZs6ZS99euXZsqVaowdepUunTpgoGBQb7iKQqRkZF07NiRcuXK8eOPPyrVb6kkEkmMIAiCoLS0tDQCAwPp27evYi+MhoYGNjY2mWqVODs74+zsjCzLvHjxAgMDA5X19Xny5Am3bt3iu+++U+p+bW1tli1bxoABA+jXrx/nzp1TSVyF6cSJEwB4eXlhYmJSxNEUHpHECIIgCEpTU1NDT0+Ps2fPEh8fj56e3mevlyQJQ0PDXI+fnJzMwYMH8fLyolq1ajg4OPD06VN8fX1ZtmwZhoaGnD59GkDpztgAderUwcrKij///FPpMYpSRtfrly9f/p9KYsQRa0EQBEFpkiSxZMkSoqOjFTMtqvLzzz9jYmKCq6srly9fZu3atTg6OjJs2DC2bdtGz549gQ8zKQDBwcFKP0uWZW7fvk27du1UEnthmzp1Krq6umzdurWoQylUIokRBEEQ8sXS0pLevXtz9uxZ7t27p5Ixo6KimDhxIkZGRqxfvx5vb2/8/f3ZuHEj27dvp1u3bvj5+ZGYmIirqystW7ZkxYoV/PXXX0o9T5IkzMzMOHXqFNHR0Sr5DIUpPj6et2/f/p+qEQMiiREEQSiRZFkmODiYH374gQkTJrB3716ePXtWpPFoa2tTuXJllYyXsUS0YMEC7OzsUFNTUxzVbtiwIY8fP6Zu3bpoaWkhSRIHDhxAX1+f77//noSEBKWe6eLiQnx8PNevX1fJZygMvr6+2NvbY2Fhgbq6Ou3bty/qkAqVSGIEQRBKmKtXr+Lk5MSwYcMICAjgr7/+YuHChfTs2VOlyzm5Jcsyvr6+dOjQgdKlS6tkzFOnTlGxYkUsLCw+ee/Vq1f8+eefiuUkAENDQ/bt28ejR4/YvHmzUs+8d+8e6urqWFtbKx13YYqMjKR169b4+/szYMAAjh49So0aNYo6rEIlkhhBEIQSZtWqVbx9+xZPT0+ePXvGkydPqF+/PpUrV1bZiZ+8uHfvHs+ePcPU1DTfZfsTExNZuHAhp06domXLlll+nqCgINLT0+nQoUOm17/++mvU1JT/WjMwMCAtLY3jx48rPUZhkWWZnTt3kp6ezqFDh5gyZUqJrjasLJHECIIglCDx8fHcuHGD4cOHM2TIEMVySkxMDO/fvyctLa1I4ipdujTr1q1DT08vX80HFy9ezIwZM7C0tGTYsGFZXlOlShXU1dXx8PDI9Pq1a9dIS0vDyMhIqWf369cPdXX1Yt3NOjExkdWrV2NhYcHixYtp2rQppqamRR1WkRFJjCAIQgmipaWFkZERv/32W6a9H0uXLuX+/fts2rSpUOOJj4/nq6++UiQcZcuWpU6dOkqN9eLFC3bt2oWVlRWbNm3CzMwsy+tq1apF3bp1CQkJyfR6s2bNqFy5Mp6enkotqz179oy0tDTs7OyUir8wuLu7M378eLS0tJg3bx5r1qwp6pCKlEhiBEEQSpBSpUrRo0cPnjx5QlRUlOL1wYMH07lzZ9avX8+1a9cKJZYrV65gZ2eHo6Mj69ato379+sTHx+dpX4YsywQEBDBw4EAqVarE/fv3M+11yUp6ejr379//ZDlJV1cXW1tbkpKSlPo8GhoaaGhocOjQIaXuL2hv3rxh37592NrasmfPHnr06IGWllZRh1WkRBIjCIJQjMTFxfHixYvPXnP79m2MjIwyHaeVJIndu3djamrK1KlTefXqVUGHypEjR9DS0qJZs2bo6ekxYsSIXN/77t07Nm7cSO3atbG1teXw4cP06tWLw4cP071798/eK0kSRkZGnDhxgpcvX2Z6z9vbW+m9QSYmJnTq1AkfHx/evXuX5/sL0smTJzE2NiY6OpoePXoUdTjFhkhiBEEQioH379/j7u5O27ZtadOmDT179szylE1KSgqBgYH07MtcAAAOq0lEQVR07979ky/qsmXLcujQIWJjY5k9e3aBxXnkyBH69evHyZMn6dGjB4cOHeLVq1eMGTMm1+N06dKFkSNHAjBr1iwuXrzI9OnTMTc3z/FeSZJwdXXl+fPnn1TY7dOnD2FhYYSFheXtg/3Ps2fPKF++PI8ePSqSk17ZWbBgAaVKlWLXrl04ODgUdTjFhkhiBEEQioGLFy9y4sQJ3NzcWLJkCfHx8WzevPmTL9KQkBASEhLo3LlzluM0btyYESNGcPHiRaXrpXzOzJkzmTlzJgkJCfzyyy9s3Lgxz2O8fPkSPz8/evXqxf79++nTp4+i6m5uPXjwAICnT58SHx+veN3JyQlA6ZmocuXK8fLlS+rWrYuJiQnDhg3j0KFDpKenKzVefkVERDBu3DiuXr1Kjx49aNCgQZHEUVyJ3kmCIAhFLDw8nA0bNqCvr88vv/yCuro6q1evpl69ep/Mtvj6+qKpqUnbtm2zHS84OBgLC4s8JwY5ef36NefOnePbb7/l119/VWrJZseOHYwZM4bU1FR69eql9JHwatWqoa2tzYABA1BXV6dBgwY4ODhw4MABNDU1adq0qVLjrly5kqdPnxIQEEBgYCD79+9n69atzJ49mzlz5ig1prI6duzImTNn0NTUxMHBgaFDhxbq80sCMRMjCIJQhO7du8eAAQOIiYlh8eLFqKurA2BsbEx4ePgnJfCvX7+OmZkZOjo6WY4XHx9PaGhovpoh/ltUVBQ//fQTjo6OpKam0r9/f6WSD1mWmTp1Knp6evz222/Ur19f6Zj69u2Ln58fnp6efPPNNyQnJ7N06VLS0tJYtGhRvhI4U1NT+vTpw8qVK7l8+TIdO3Zk/vz5XLp0Sekx8+rOnTucOXOGjh07cuHCBZYsWYK+vn6hPb+kEEmMIAhCEfL29iYtLY2//vor08bYRYsW8e7dO8LDwzNd7+joyIMHD+jUqRPr1q3LdEIJPixLpaamcv/+fW7fvq10XOnp6fj6+jJ27FgcHR3x9PSkcePGnD9/ntatW+d5vAcPHjB58mSePXvGsGHDsLKyUjq2DJqamjRu3Jjx48ezd+9egoKCOHr0KI6OjvkeO4OGhgZz5szBxMQEZ2fnAl9WSklJYf/+/fTu3RuAcePGieTlM/KcxEiS9KMkSbIkSWs+ek3O5tfaHMZylSQpTJKkBEmSoiVJ2ilJkrEyH0QQBKEkioqKQlNTk/fv32d6PaMjc8OGDTO97urqipubGzdu3GDMmDGf9Mr56quv+Oqrr/Dx8aFXr155LsEfFxeHp6cnnTt3ZvTo0YSHh/Pjjz/y8OFDLl68mKcuzxnVb1u0aMFXX33FL7/8gr29PZ06dcpTTLmVUfhP1bS1tbG0tOTt27cFWkzw5s2bmJqa0rdvX168eMGMGTNU1ovqvypPSYwkSc2B4cCf/3rL5F+/uv7vda/PjGUL7AB+A+oCTkAdYFdeYhIEQSjJvv32W1JSUli8eHGm1ytUqADA5cuXM70uSRLjxo3j5MmTADRq1CjT+w0aNODu3bs8efKEDh06sGbNGh4/fpyrWDZu3Ej79u1ZuXIlRkZG7Nmzh6ioKBYsWJDnL9NNmzbx5Zdf0q1bN27dusWIESM4c+YMK1asUPlenYIUHR3NunXrOHnyJPb29mhqahbYszZt2sTz58/5+eefOXXqFM7OzgX2rP+KXCcxkiTp8SHBGAbEffyeLMvRH/8CugO3ZVn+3AKiNfBEluVVsiw/kGX5CrAaaJbnTyEIglBClSpVCoDq1atnet3NzQ1DQ0MuXLiQ5X0REREA2c5qmJqa0qNHD9LS0khNTc0xjoSEBDZs2EDr1q25ceMGV69excXFRRFfXkRFReHm5sYXX3zBihUrOHv2LGPGjMHYuGRNtK9evRpHR0c2bNiAra0tS5YsKdDnHT58GBsbG9q2bavYGyV8Xl5mYn4FDsiyfPFzF0mSVAZwAXKqfe0PmEiS1FX6wOB/953KQ0yCIAglmp+fH/BpMhITE8Pz588/WU7K4Ovri5qaGvb29tmOvW/fPszMzKhWrVqOcQQGBpKamoq7uzv16tXLwyfILDY2lkWLFgH8v/bONsaOsorjv39IKV0EIy64FheXGAWhjaUUkhJpVis1UZNGSIxAgPaDBYzVGAXUJtpEfCmLSQ0oalN3MYZt+kGJ8KEVpQ021khpGrLVAq3U9GWXlzWogbWVcPzwPGvnzt7X7p29Mzvnl9zczjNnzsz8e/bcZ55nZg4DAwOZj15kxcTEBENDQ6xYsYKDBw+ya9euTCtEHzp0iMOHD7Ns2bLM9jEbUTMv85H0OeAOYKmZnZS0Exgxsy9UsV0DPAhcaGavNPB7AzAIzCM87v0EsNLMJmr4XRMXFwAjaZuS0w3Uf81nuXA9KnE9puKaVOJ6VOJ6TGUmNXmvmZ3fyKhhJ0bSJcAu4FozOxDbdlK7E/M08KKZfaaB38sInZaNwHbCvTQDwD4zu7XBtnvMbEndAy8ZrkklrkclrsdUXJNKXI9KXI+p5FGTZl52t5TQ+xpJ3PV9BrBM0h3A2WZ2AkDSImAJ8I0m/H4d+LOZDcTlZyW9DvxB0jozO9LCeTiO4ziOUzKa6cQ8CuxJtQ0CLwDfBU4m2tcAh4HfNeG3C0g/qza53P5n5BzHcRzHmVU07MSY2WtARRGKOGLyDzMbSbR1ATcD91mVOSpJv4j+JqeKHgM2SbqTU9NJG4G9ZtboecCfNTruEuKaVOJ6VOJ6TMU1qcT1qMT1mEruNGnqxt4pG1W5J0bSasITSReZ2fEa22Bm/Ym2tYQbhi8G/gnsAO42s6MtH5TjOI7jOKXitDoxjuM4juM4ncZrJzmO4ziOU0i8E+M4juM4TiGZ0U6MpDWSdkh6LRaI7Eut75O0WdLfJE3E7+9JmlfDX7ekY9FXd4N9S9J6Scej752SLk/ZzJX0gKRXJb0u6TeS3jPd825wXNPWRNL5krbHczsh6YikH8VSEfX23bBwZ9QpvX5Lu3VI7K+TegxVOdc/pWxKEyOS5kjaIOnZeK6jkh6RdFHKrkwxIuUsj7RJjw9JGo46TEh6TtJdkur+RtTIHx3NIXGfndQkd3mkU3poBnLITI/EdAG/BdbXWH8p4R00dxKKQq4FbgV+WMN+ENjX5L7vBr4SfV4FvAw8IemchM1G4AbgRuBa4FzgcUlZFrFohyZvAb8mFN78ALAKWE7j0g/NFu4cTNnd3sDvdOikHhBeD5A813RhmjLFSBewGPhO/F4J9ALbJKWfbCxLjOQxj7RDjyuBV4Bbos23gG8CX2uw7zzmEOisJpC/PNIpPbLPIWY24x/CC/EM6GvC9vPAeJX2LwG/Bz4afXXX8SFgFFiXaJsH/Bu4PS6/nfDOm5sTNr2EZPfxImiSsvkiMNriMWwCnku17QQeLGKMtKoHMAQ8Xme9x0ioNG/AwrLFSN7zSAZ63Ac80+Ix5CaHdEqTPOeRnMRIW3NIEe6JOZdU1WxJVwD3EHqKbzXh42Kgh9ATBcBCfaangGti05XAnJTNEeCvCZu8MEWTJJLmA9cD9aqIp7epV7jzs3HYc7+k+1NXnXmgnXp8WNLLkp6XtEnSBYl1pY6RhF+q+C5DjMymPFJXjxZs/k/Bcwi0V5PZkEfaHiOJbaiy3WnFSK47MXHe7KvAjxNtZwPDwFozO9akq8n67y+l2l9KrOshvDE4XdwqadNxqmmSWDcs6Q3gGOHqcHULrm8C5gIPp9ofIbzE8CPAtwlDoL9q/cizoc16bCN0jJcTpgyuBp6UNDeuL3WMSDoT+AHwmFW+y6ksMTIr8kg9PRI2iwlTbA+14LqQOQTarknh80hWMZJJDmnD8NS9hKGhep/+Voe0gHcReqbDxPfZxPbNwObEcj+Np5OuiTa9qfZBYFv8903Am8l9xfYdwE/yrElifQ9hbnMlsB/4aQvH/DSwtQm7q+NxLp7NesTt5wP/Ba4ve4wQ3u69NW7zzjLGCDOYRzqlR7S5hDBt9v0WYzqzHFJUTeK2meSRoulBRjmkmdpJjdgI/LKBTaMyAhVI6gGeBEaAWyyeVWQ50Cvptknz+D0maYOZravicix+9wDJwpIXcOqqaoxwY1M34ealpM1TrRw/M68JAGY2RjiPA5LGCcU077UGxTTVWuHOPYSriPcDe5s8/ELpkdj+uKSjhHOFksZIvAFvGFhISIrjDQ5ltsbITOaRjugh6VLCj+kWM2vmBtbJ7bLOIVAwTSbJMI8URo8sc8i0OzFm9ipTh8VOG0nvJgi0H7jRzN5MmawAzkwsXwX8nDAi80INty8SAuc6wtUCks4i3BV+V7R5htBbvo4wtEV85O2DwB9bOYcOaFKNyanCuXWtAq0U7lxI+AMcbcIWKKQek/vpBi7k1LmWLkYkzQG2AAsIyWeslm2C2RojM5ZHOqGHpMsIP2BbzezLLe4i0xwChdRk0kcmeaQoemSeQ1odGpvOh3AFs4gwnGaEx84WAefZqWG35wl3KvdG+8nPGTV89pOaTiIEzAHg04m2e4B/EW7eWxBFPQ6ck7B5iDA3/jHgCsJ/6L5a+86LJsCngNviefUBnwT+Auyup0ls7yLUrVpX5djeR3iEbkn0+wnCMOPerDTplB7A24D7gaVxm35gN3C0rDFCuMh5NJ7v4pTfeWWLkbzmkTbpcTlhNGlLan1P0XJIJzUhp3mkg3pknkMyCaA6Qq6n+rzdqrh+VY31NefwqN6J6Uv6jW2K+x8F/kN4CmFBytdZwAPAOPAGodJ2bzs1yEKT+Iewm1BtfCIG4wbgHfU0ie2rCfOz86scW2/UaRw4ARwkvDfgvNmmB+FR2e2E936cBP5OeFQyff9DaWIksVxv36WJkbzmkTbpUcuHFS2HdFITcppHOqhHXx2/bckhXgDScRzHcZxCkutHrB3HcRzHcWrhnRjHcRzHcQqJd2Icx3Ecxykk3olxHMdxHKeQeCfGcRzHcZxC4p0Yx3Ecx3EKiXdiHMdxHMcpJN6JcRzHcRynkPwP27MfMWXF8OAAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Attempt to animate\n", "\n", "# Time index\n", "timerange = ['2020 Mar 22 00:00', '2020 Mar 15 00:00']\n", "time_ind = parse(timerange[0])\n", "\n", "# nmin index\n", "nmin, nmax = 0 , -1\n", "\n", "fig, ax = plt.subplots(figsize=(19, 8))\n", "ax.contourf(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='lightgray')\n", "ax.contour(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='k')\n", "ax.set_xlim([-124., -122.15])\n", "ax.set_ylim([47.8, 49.2])\n", "ax.set_aspect(5/4.4)\n", "\n", "for traj in range(n):\n", " s = ax.scatter(ds.lon[traj, nmin], ds.lat[traj, nmin], s = 20)\n", "\n", "# Add timestamp\n", "TEXT_OBJ = ax.text(0.02, 1.02, time_ind.strftime('%a %Y-%m-%d %H:%M:%S'), transform=ax.transAxes) \n", " \n", "# Also need to figure out how to set the color map for only one timestep\n", "\n", "# Make colorbar for depth\n", "#cbar = plt.colorbar(s)\n", "#cbar.set_label('Depth')\n", "#cbar.ax.invert_yaxis()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "def make_figure(time_ind, nmin, nmax, ax, s, ds):\n", " \"\"\"\n", " \"\"\"\n", " \n", " for traj in range(n):\n", " s = ax.scatter(ds.lon[traj, nmin], ds.lat[traj, nmin], s = 20)\n", " \n", " # Add timestamp\n", " TEXT_OBJ = ax.text(0.02, 1.02, time_ind.strftime('%a %Y-%m-%d %H:%M:%S'), transform=ax.transAxes)\n", " \n", " # Return plot objects as dictionary\n", " PLOT_OBJS = {'s': s, 'TEXT_OBJ': TEXT_OBJ}\n", " \n", " return ds, PLOT_OBJS" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjEAAAHpCAYAAABz6m0rAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdd1QV19rA4d+mih0sYCHYK2IhqCAaQUFNYgl2jSV6Y4wxGnv02mLs5Wo00Vhib9h7A0GjAgpYsTcURZGiAh468/1x4HyASFGQ4n7WmqVnZs+ed0aBlz27CEVRkCRJkiRJKmi08joASZIkSZKk9yGTGEmSJEmSCiSZxEiSJEmSVCDJJEaSJEmSpAJJJjGSJEmSJBVIMomRJEmSJKlAkkmMJEmSJEkFUqFPYoQQ5YQQy4UQ/kKIGCFEkBDipBDC4SNc20kIcUIIESyEiBBCnBdCdEqnXFchxI2k+G4IIb5Jc3yiEMJbCBGeVNdBIYR5mjJCCDFdCBEohIgSQpwSQtTPQoyGQohNQojXSdsmIUTpFMfLCSGOJ9UbI4QIEEL8JYQo9aH3LoT4XghxRggRJoR4JYRwF0LYZiHmz5KewRshRIgQYqkQQi9NmQZCiNNJz+KpEGKqEEJkoe5hQoiHQohoIYSvEKJlmuPv+5xzLWZJkqRPVaFPYoDdQFNgMFAL+Bo4CpT5CNf+AnADvgIaA0eAvSl/MAohrAFnYAvQKOnPnUKIZinqaQ0sB2wAeyAecBVCGKUoMx4YA/wMWAEvABchRIlMYtwKNAE6AO2T/r4pxfFEYC/QEfXzGwi0AVZ/6L0n3ZdzUn3NgNvAcSFEzXdVKoTQBg4DJYCWQG+gG7AoRZmSgAsQhPpZjADGAaMzClgI0RP4A5idFLMHcFQI8VmKYtl+zrkZsyRJ0idNUZRCuwGlAQVom0k5f2Bsmn2ngD/TlJkMrATCgSfAuPeI6QKwKMVnZ8AlTRlXYFsGdRQHEoCOSZ8F8Az4b4oyBkAE8EMG9dRNej4tUuyzTdpXO4PzRgDPPvTe0zkugOfAzxmU6YA6sTJNse9bIBoomfT5x6R/I4MUZSYDTwGRQd3ngdVp9t0F5nzgc861mOUmN7nJ7VPeCntLTGTS1kkIUSQH6hsFXEPdWjEPmJ/UkpIdJYCXKT5bAyfSlDmOutUlozq0UtRTFTBJWY+iKFHAv5nUY436+Xik2HcOePOu84QQFQEn4HQG9WYU98sMjusBRTIpYw3cVBQlIMW+44A+YJmizJmkZ5CyTEWgCoAQoooQQhFCDEz6rJd0ftp/ixP8/7PI0nMWQqwXQvjndMySJElSaoU6iVEUJR71649vgVdCCE8hxMI0r2qy44SiKH8qinJPUZRlwD3Ur0KyRAjxE1CZ1K9rTFC/QkgpKGn/u/wBXAY8U9SRfF526jEBghVF0SyglfT3F2nPE0JsE0KoULcMRADfZVDvW95x72nNRJ1UHcgk5rT3GYK6ZcokgzJBKY4BxKF+ffU66XNZQPsd56Wsl0zKgLq15n4uxCxJkiSlUKiTGABFUXaj/m22I+q+MDaAlxBi0ntUdzXN50CgfFZOFEJ0BRYAfRVFeZQ2zLTF09mXXM//UL/y6aooSkJW6xFC/C2EiEzeMjjnXdcfhboFqgtQDViSIqbIFNvf6cSc0b0nlxkJ/AA4KYoSnl6ZTGJOuz+9Z6HZryjKU0VR6iiKsjeTutN7FhmWURRloqIoaZPbD45ZkiRJSk0nrwP4GBRFiUbdadIFmCGEWANMF0IsVBQlFnV/hbSjQHTTqSoubdVkIRFM+iG+CeivKEraVobnvP2bdnne/q0cIcRioBdgpyjKgzR1kFRPylcWKeuZCixM59rlhRAiuTUmaTRMubTXVxTleVL5W0KIUOCMEGJm0iuSRimKpkpAMrn35DIjUbfCdFAU5UJ6ZdLE3CLNvrStKO96pqS9rxTStoykPC9lvZDxc/6YMUuSJH3SCn1LzDvcQJ3AJfeTCQYqJB9M6j9TJycuJIToAWwGBiqKsiudIp5A2uHeDqTup4IQ4g+gD2CvKMqtNOUfov4h6JCifBHUI2E8ABRFeZH0Guyeoij3Uly7OOr+GMmsgWJpr59G8v8b/aS676XYXmTj3hFCjAZmAV8pinI2g2sm8wTqCiEqp9jnAMQAvinKtEzTD8oBdcuZf3qVJiWzvmT8b5Hpc/6YMUuSJH3y8rpncW5uqIdRu6HuE2OBumNmd9Q/iFxSlJuD+rfd1kB91MOOw3l7dFKGI5jSuX4v1K03I1H/lp28GaUoY4N6yPRE1InTxKRzmqUo81dSPPZp6imeosyEpDJOgDmwHfUPwBKZPKOjqDsrN0edwFwDDqY4/jUwIKnOKqiHTN8APDOpNyv3Pg6IBXqkKVMqg3q1k2J0Qz0Mui3qfjrLUpQplfRvvD0pbqekZzMmRZlKwC3gmxT7eibF8x/UI7f+QN1Hxyw7zznp/9PJnI5ZbnKTm9zklnrL8wBy9ebULQWzAW/UI15UqIfM/i/ND9OSwDbUnTyfAsNIf4h1dpOYU6hfOaXdTqUp1y3pB2oscBN1v5CUx9OrQwGmpygjgOmoO5VGox49ZJ6FZ2SEurUkPGnbDJROcbwt6laCV0AUcAf1yCzDTOrN9N6Tnml6ZdZnUvdnwKGkf89QYBmgn6ZMA9SjhqKTnsk0UgxVRp2QKahbiVKeNywpruRWklZpjmf6nIH1gH9Oxyw3uclNbnJLvQlFkX0GJUmSJEkqeD7VPjGSJEmSJBVwMomRJEmSJKlAkkmMJEmSJEkFUraTGCHEpKTp2v9Msc84aar1QCGESghxLKNF/JLOydIKz5IkSZIkSenJVhIjhGgOfE+KmWuTJkfbB9REPZtrY+AR6lWWi2VQXVZWOZYkSZIkSUpXlkcnCSFKARdRJzFTAT9FUYYLIWqhXoOmkaIoV5LKaqGe82KSoihrshyMEBdQL4I3Jnu3IUmSJEnSpyY7LTGrgF2Koril2a+f9Gd08g5FURJRz7Nhm814MlvlWJIkSZIkCcji2klCiO+BGkC/dA7fQv36aHZSuUjUiwVWJsVU/lm4RoarHAshhgBDAAwMDCyrVq2abj2PHj1CpVJRt25dDAwM0i2TmJhIWFgYCQkJlCxZ8p3lckJiYiKhoaGEhIRQpEgRSpYsSenSpdHW1s61a0rS+4qIiODOnTuYmppSokSJbJ0bHh5OWFgYKpUKIQR16tShaNGiqcqoVCri4uJ49uwZb968AaB48eIUK1aMhIQEihYtSqlSpdDT0yMxMZGAgABCQkLQ0dFBT08PLS2tVJu2tjba2tpoaWkRGhpKTEyM5lr6+voYGRlhYmJCUFAQL168ID4+HoASJUpQpEgRDA0N0dHJ+NtgbGwsgYGBqFQqALS0tDAxMaFUqVKAesLQhIQEhBBERUWhUqnQ0dGhTJkyGBgY8PLlSx48eECxYsUwMzPL1jMtDHLz+6tUePn6+oYoilIus3KZJjFCiNqoZ71tqajXl0lFUZS4pEX+/kE9E2kC4Ip6OvssSbHKcS/lHascK4qyCnVrEPXr11ecnZ3TrSskJITu3bvj7+9P06ZN6dOnD4MGDUJbW5sXL14wY8YM1q9fr/kGClClShVu376Nnp5eVkPO1PXr11m+fDnr169HpVJRpUoVwsPD8ff3p1OnTuzfvz/HriVJOWX8+PEsXryYXbt2vZWAZNW9e/f45ptvUBQFHx8fzf758+czYcIEQJ0IDBw4EEVRcHV1JSwsDF1dXUJCQgAwNDQkIiKChIQEBg8ezLBhw7L09RkUFISfnx83btzgwoULXL58mYiICOrWrcuWLVuoWbMm3333HX5+fjx79gwjIyM2bNhAkSJF0q3P1dWVyZMno6+vz/jx4ylXrhzLly/n+vXrBAYGpio7f/58xo0bp/n85s0b2rRpw4MHD6hbty7r1q2jWLGMugkWXubm5nkdglTACCHSzQXSykpLjDXqFXf91H14AfVaMK2EEEOBYoqi+AKNkvrN6CmKEiyEOA/4pFtj6kAzXeU4O8qWLcuqVavYtm0b586dY8iQIQQGBjJt2jRWrVrFX3/9RbVq1ZgxYwbGxsZ89dVXBAUFoaX14aPNY2Nj2bt3LwsWLMDX1xc9PT3at29Pz549adCgAVFRUTRr1oxatWp98LUkKTc8efKE+Ph4Vq5cyePHj2nQoAE2NjbUqlUry18jL16o1wC1t7fX7Nu+fTsTJkzA3t6ewYMHY2JiQvny6kW6x44dC6hbNB4+fMipU6d48uQJJUqUoFWrVlhaWmY5fmNjY4yNjWnTpg2KonDgwAEuXbqEu7s7nTp1Yv78+cyYMQMrKyuOHTvG119/zdy5c5k+fXqqeuLi4vjjjz/YsGEDFhYWjBs3jrNnzzJz5kyMjY0ZOXIkZmZmeHt7s23bNoC3EqFLly5x/vx5SpYsyfr16987KSwM/Pz8ZCIj5YpMO/YKIUqjfs2T0jrUaxDNBq4raSpJGl59C+igKMqJDOruAWwABiiKsiOrQWfUEpOSoihMmjSJw4cP4+rqSqNGjahfvz7a2trMmjWLw4cPs3PnTrp168bOnTuzevl0hYeHU7duXQIDA6lUqRI9e/bkm2++oXTp0poygYGBtGvXjqFDh7JixYoPup4k5YY7d+7QuHFjVCoVxsbGBAUFAWBkZESzZs2wsbHB2toaY2PjdM+PjIykS5cuFCtWDD8/PwwMDHjx4gVmZmYULVoUV1dXdHV1P+YtARAQEED//v01LT3t2rXj6NGjTJo0iblz5/L1119jbm5O69atAZg0aRIXL15k6NChxMXF8c8//1C0aFFat27NpEmTMDAwYMaMGezfv5/ixYvzyy+/MHr0aAwNDQF4/PgxVlZWJCYmsnHjRkxNTT/6PedHMpGRskoI4asoyueZlnuftZOEEKdIGp2U9Lk7EIK6b0wD1Kv/+iqK0jXFORsBFEXpn/S5F+oWmLFAyowkVlGUsIyun9UkBtTv4Hv16kV4eDh+fn74+/tjbW0NqN+Z9+7dm99//53KldPmadkTFxdHzZo1efToEe7u7pQtWzbdcvPmzWPz5s3s3r0bJyenD7qmJOWGGzdukJCQQIMGDQgMDMTFxQUXFxeOHTtGaGgoANWqVcPa2hpzc3MuXbpEcHAwdnZ2+Pr6cuDAATw9PWnWrBkAMTEx1KtXj+DgYE6dOpWjr22zIz4+nqdPn7J9+3Y2b97M0qVL+fHHH/nyyy/5999/U/WnMTAwYOHChaxevZrLly9rXmklJibyv//9j0OHDhEREcGIESPYsmULoaGhDBw4kHXr1gHQoEED/Pz82LVrF7Vr186T+82PZBIjZdXHTmJGAOMAY9Sr724Efk/ZhybpHBRFaZ3i8xfpVH86ucy7ZCeJAbh79y59+vShYcOGnDt3jlOnThEaGkqbNm0oU6ZMluvJzNWrV2natCmNGzdm1apVpHj9phEXF8eAAQO4e/cuX331Fc2bN2fXrl2EhYXx5Zdf0rFjR+zt7dM9V5LyUmJiIteuXcPFxYW9e/fi6+tLTEyMpgPts2fPABg8eDBr1vz/zAqhoaHUrl2bMmXKsHPnzhx5dfshEhMTGTFiBKdPn8bR0ZHatWszYcIEnjx5wvLly2nQoAHVq1dn6NChREREMGPGDBo1asSZM2fYuXMnt27dom/fvtjZ2TFp0iRNa9WtW7eoXbs2Dx48oHr16piamnLkyJE8vdf8SCYyUlbkahKT17KbxADs3buXqVOnMn36dKZNm5ZLkak7Ri5YsIAzZ86kepWUUlBQEMuXL8fDw4Pnz59jYmJC5cqVuXr1KrGxsaxcuZIhQ4bkWoySlBOio6O5dOkSderUoXTp0ly8eBEtLS3Mzc01r4xiYmL46aefWL9+Pc7OzvmmVeL169fMmzePe/fucfPmTUDdwb98+fKYmZmxf/9+ypUrx7Bhw9iwYQN37twBoGLFivz+++/Ex8czceJEwsLUjca1a9fm5s2bCCFYsGAB48ePZ/LkyfTs2TPP7jE/k4mMlBmZxKShKAr//e9/OXToEK6urqk6HeaU+/fv06VLFyIiIjh06FCWYgoKCqJcuXJoa2sTFRXFzz//jLe3N+bm5nTp0oWRI0diZGSU47FKUlbExcXh5eVFzZo1MTExybT8ixcvOHz4MG5ubnh5eeHv7098fDzffvutZmRSfnPlyhWOHTtGUFAQISEhhISEUL16dezt7ZkzZw4lS5Zk8ODBREVF4e7uzpUrV1AUherVqxMdHc3Tp0/ZsWMH3bt3B9S/MDk5OeXre84PZCIjZUQmMelI7h8TERGBn5/fOzsnZte1a9cYOnQoHh4e6OjoMGHCBHr16vVedYWHh7Np0yY8PDy4evUqVlZW/Pvvv+8cAipJucXNzY3OnTsTGRkJQK1atejYsSMODg6ULl2anTt3UrlyZRwdHXnx4gVz587l5MmTxMfHU6ZMGerVq0etWrWoU6cObdu2zXQ+lryWmJhIREQEJUqUYOvWrcyfP5969erh4uJClSpViI2NpXbt2tjb22Nvb8/169eZPn06zZo1w93dHQMDAy5cuEDr1q0xNTVl/fr12Z5r51MikxgpIzKJeYe7d+/i5OTEyJEjWbJkSY7E88svv/DHH39gZ2fH5MmTNUNHP9S+ffuYMmUK+vr6WFpaMm3aNBwdHXOkbknKzObNm+nXrx9169alXbt2eHp6cvHiReLi4tItX7JkSbp06ULHjh2pXbt2vu/XpSgKDx484Pz581y4cAFvb2/Cw8M1x+3s7Bg3bhzHjh1j6dKlmJuba4ZTb9myhblz52Jra8uJEyeIjIykX79+uLq6YmJiwqZNmyhXLtN5uj55MpGR3kUmMe8QHByMvb09s2bNYtKkSTkST3BwMObm5hQpUgRnZ2eKFy+eI/UCeHl5cfr0aU6cOEFERASHDx+mVatWcsZfKdcpikK1atUoU6YM69evByAqKgpfX19CQkKwt7cnMjISLy8vdHV1cXBwKBAthl5eXuzZs4cLFy5oRltVqlSJdu3aUa9ePdzc3PD39+fGjRuac7788ksmT55M8eLFWbNmDUuXLqVNmzYcPnwYlUqFjY0NDx48oE+fPvTv318mMNkgExkpPTKJeQdvb28GDRqEjo4OjRo1okuXLjg6OtKkSZMPSgzOnDmDnZ0dpUqV4osvvqB9+/bY2Ni8d31pBQcH06NHD0JCQihZsiSOjo44ODjg4OBA8hIMiqKQmJgoExwpR4SHh1OmTBkGDhzIyJEj8zqcHHHs2DF+/fVXSpUqRfv27WnTpg12dnaar6G7d++mOxllxYoVU83Q27dvX9avX4+/vz9OTk7cvHmTZcuWYWub3eXiJJCJjPQ2mcS8g6IoeHt7c/bsWTw9Pbl16xYAbdu2xcXF5YPiOnToEOvWrcPFxYXIyEiWLVvGF1+kN4r8/bx+/RoPDw/NljwzqqmpKe3atePMmTPcv3+fxo0b06VLFxwcHGjSpAlPnz7F19eX5s2bU6FCBW7duoUQIt+MFJHyp+QOqmvXrsXKyiqvw3kvsbGx6OnpERcXx5EjR5g2bRoNGzbk9OnT72wxXbBgAQ8fPsTOzo6EhATmzJkDQKdOndDS0sLR0VHzNebi4oKOjg6LFi3KlcECnwqZxEhpySQmi0JCQrCzs6N3795s3bo1R+pUqVQ0bNiQe/fuUaNGDaytrbG2tsbS0jLHph5PnqLd09MTT09PfHx8qFy5Mg0bNuTq1aua5KxEiRK8efOGxMRE4P9/o2zQoAFXr17NkVikwmnkyJEsXboUHx8f9PX1Mz8hDyUmJvLo0SOKFy9OQkICx44d48iRI9y8eRMDAwOEEKhUKiwsLDh79my6HW4TEhJ48eIFxYsXp3jx4un26QkPD2fv3r0sWrSIa9eu8f3339OzZ88cGyTwKZOJjJRSVpOY/D1c4CNIOQ15TilatChnz55lw4YN7N27F2dnZzZt2oSuri6NGzfWJDV16tR571c/QgiqVatGtWrV6Nu3L4qipPqmGxoaipeXFxcuXKBMmTI0bdqUGzdu4O3tTWBgIE2bNs2p25UKqeT/I1u3buW7777L42jSp1Kp2LdvH1u3buXRo9TrxZmbmzNlyhQiIyOJiorC0dGRDh06pOq3k5CQwJkzZ9ixYwc7d+7UfD8QQlC0aFGKFi1KkSJF0NfXR1dXlwcPHhATE0OlSpWYPXs2HTt2/Kj3W5jJ9ZWk9/HJt8SsWbOGP/74g8DAQCpUqJBh2ZiYGO7fv0+9evWydY2oqCjOnDmDi4sLBw8e5Pbt2wCUKlWK5s2ba5KaihUrvvd9ZJVKpeKLL77AwsICDw8P2X9GeidFUShTpgzNmzdn/vz5eR3OW0JDQ+nRowcvXrzAwsJCsyyASqXi66+/1rwuffPmDVevXqV58+YIIVAUhUuXLrFp0ya2bNlCcHAwBgYG2NraYmlpSVxcHJGRkahUKlQqFTExMURFRREbG4upqSkdOnSgYcOG+X70VUElExkJZEtMlp07d45atWplmsAALF68mIkTJ3Lo0CG++uqrLF/DwMAAR0dHHB0dWbBgAUFBQbi6uuLi4sLRo0c5fvw4AGZmZjRv3hwbGxuaNm2ao6OcQJ3AFClShEmTJjF16lRmzZrF1KlTc/QaUuFx9+5dXr58Sc2aNfM6lLcoisLq1asJDg7mxIkTODg4vFXm8ePHLFmyhFWrVvHmzRu++eYbzMzMOHLkCHfu3EFXV5eWLVvSoUMHWrVq9UmvMp2fyBYZKTs+6ZYYlUpFixYtcHR0ZPXq1Rm2hERERPD5559z584ddHR0aNKkCV27dmX48OEf9M1PURRu3rzJiRMn2LNnDz4+PkRFRaGtrY2FhYWmlcbc3Py9JgtLTEzEy8uL7du3c/r0aUqXLk2zZs24efMmjx49yrXZi6WCLzw8nOrVq1O8eHH27NmTJ6tPp+f27dvMnz+fCxcu8NVXX701O/aTJ0+YMWOGZjFGBwcHIiIiuHnzJiqViqpVq+Lk5ET79u0pVapUXtyClAmZxEiyY28WhIeH0717d83QyR9//JHly5enKnP9+nVWrFjB+vXrefPmjaZvgIeHB7dv36ZDhw7s378fXV1dYmNjCQsLy9L07O8SExODp6cnLi4uHDhwgOvXr6MoCsWLF8fKyorOnTvTpk2bLNf3/fff4+XlhZGREQMHDuTFixds3rwZMzMzHj16RLly5Xj+/HmeL8on5U9Tp07l999/z3AtsI/l9evXLFu2jJ07d1KyZElmzpzJkCFDUq3TNG/ePObMmUNCQgLdunVj0KBBH/T1KOUdmch82mQSk0WJiYncuXOHTZs2ceDAAQYMGEDnzp2Ji4tj/vz5+Pr6oqenR/v27enVqxfm5uaad+F///03f/31F8WKFaNVq1acP3+esLAwzMzM+Oqrr3B0dMTOzo6SJUu+8/oqlYodO3bg6OiYbktQWFgYJ0+e1PSnCQoKYtGiRbRt2xYhBM+fP8fAwCDd3ygDAgL48ssvGTNmDLNmzUJfX5/79+9To0YNTZkhQ4awfPly2TdGSlfTpk0JDw9n165deRrHoUOHmDdvHhEREQwbNozffvsNQ0NDzXFPT0/69OmDv78/jo6OjB49mkqVKuVhxFJOkInMp0smMdmUkJDA77//zpEjR4iKigLUs3j26NGDb775JtU3zGSKouDu7s7Zs2fx8fHBzMyMBg0acPny5bdeC3Xu3JkiRYqwefNm6tevj4ODAydOnGDHjh0ALFq0CAsLC8LDw3FycuL169eaxCQxMZGYmBgSExNp2LAh9+/fp1y5cpQvX57r168jhKBevXrY2NhgbW1N9erVOXr0KP/88w/BwcHcuXNH068hMDCQsWPHUr16dYYPHy6HhkrvFBkZiaGhIf369WP06NEf7brR0dGEhIRQoUIFtLW1CQ0Nxc7OjgYNGrBp0yYsLCxSlff19aVp06YYGxszbdo0WrRo8dFilXKfTGQ+TTKJeU9xcXFcuXKF+Ph4rKys3ruFIjY2litXrmjmcUl+LVSnTh1CQ0MJDg7WlP35559ZvHgxjx49IjAwEBMTE4KCgqhTpw5Hjhyhf//+gHqVbENDQ/bs2YOLiwtXrlyhd+/eKIrC/v37uXr1KgkJCZp6GzRowLRp0+jateuHPRTpk+Tm5kabNm3Q0tJi4MCB+Pn54e/vz+eff67pq5UbSXBy53ldXV1MTU158OABAD4+PlhaWr5VfsyYMSxduhQXFxfKli2b4/FIeUsmMZ8mmcTkM69evSIiIgJTU1PNRHXDhg1DX1+fe/fupRquGR8fT0JCAvr6+lhYWHDt2jUAypUrp5mlNz2vX7/m1KlTXL16lS+//DLdb/iSlFWRkZHMmTOHvXv3cuvWLSpWrIiNjQ0nT54kLCwMgGrVqjFixIhs9dNKj7e3N3v27MHY2Jh//vmHFi1a0KJFC+7evcutW7fo1asXkydPfqvv1tatWxk0aBDW1tYsW7bsg2KQ8i+ZyHx6ZBJTAKxdu5bFixezfPlyfvzxx3TLxMfH4+Pjw8GDB5k4cWKODLtWqVQcOHAAKysrqlev/sH1SYVfREQERYsWRVtbm8TERK5du4arqysrV67k8ePHTJ06ldatW2fY/yut5Pla1qxZw5kzZyhRogQREREAbNiwQdMC+S5v3ryhdOnS1K1bl2XLllGmTJkPukcpf5OJzKdFJjEFQGJiIsOGDcPb2xtfX9+P8kV669YtmjdvzuvXr6lcuTK+vr6UL18+168rFU5BQUFYWlry9OlTtLS0aNeuHbNmzSIgIABTU9N0h2WrVCoOHz6Ms7Mzt2/fpnTp0owfP55ffvkFbW1tAgICqFq1aqYj5lxdXXFwcGDFihVy4cVPhExkPh1ysrsCQEtLi59++ok+ffrg5eX1Ub5ADQwMNL/tPnv2jAoVKmBubs6oUaMYOHBgrl9fKlyMjY15+PAh58+fZ+fOnSxdupSjR48C6uU3rKysNP1nFEXB2dmZAwcO8ObNG2rVqsXKlSvp27cvxYoV09SZldbBq1ev0rdvX0qUKEGjRo1y7f4kScrfZBKTx27evAmAjY3NR7memaLKV2cAACAASURBVJkZ/fv3x9nZmQ0bNmiGb3/33XdoaWnRo0ePVGvLSFJmdHV1sbW1xdbWFl1dXTw8POjXrx9Xr17l8OHDnD59OlXZnj178uOPP2Jtbf1eU/e7ubnRuXNnihYtyrp163J8Zmsp/5Kz+UppyddJeczDw4MffviBMWPGsHDhwmyfHxgYyLVr17CxsUl3Zd70VK1alVKlSrF582ZAPaS1X79+3Lp1C319fVq2bMnevXvlDwcpRzx8+BAXFxeioqLo06cP5cqVy9J5sbGxTJkyBVdXV6pUqULZsmXR0dFh1apVVKlShRUrVsiJ7D5RMpEp/GSfmAJk5syZmmb27K6K+9///pfZs2cD0KxZM3bu3ImpqWmG5zg6OuLu7s6oUaOws7PD1NSU6OhoLly4wL///suOHTvo27cvGzdulIvcSW9ZsmQJxYoV4/vvv8/V6zg4OODq6krt2rWJi4vj9evXvHnzBktLS+bPn5+tTsRS4SMTmcJNJjEFSExMTKqVpbMjKCgo1W+jjRo14sKFCxmucxMSEoKNjQ13794FwNbWlmXLlmnWZlqxYgXLly9nzZo1DB48+D3uSCqsoqOjMTAwAGD58uU4OTlla64YRVHw9PRkxYoVXL58GRcXF0xMTNi1axeGhoaaodqKomBgYKDpKCxJackkpnDLahIjF8zJBxISEoiNjX2vmUaNjY1xd3fXjOS4fPky7du3z/CcsmXLcvv2bW7fvs3UqVM5e/ZsqjWjhgwZQuXKlZkzZ06245EKr4cPH6ZqfRk2bBgmJiZYW1ujUqkyPFelUvHXX39Rt25dWrRowY4dO/Dz86Nbt24AWFtbp3odOmfOHGJiYjhw4ABLly7l1atXuXNTUoHl5+eX1yFI+YBMYvKBmJgYFEXB19eX92kZa926NZs3b6ZJkyaAuuPjmDFjMjxHCEGtWrX47bffGDx4MGvWrOHcuXOaY1FRUVhZWWX/ZqRCa/LkyWzevBkHBwd8fX3Zvn0733//PefPn6d79+4cPHhQM/ItrdGjRzN8+HBu376NmZkZp06dolmzZty7dw9QL/HRtGlTAI4ePcp///tfzbmrV6/Gy8sr929QKnBkIiPJJCYfMDQ0pHv37ri7u2umWM+u3r174+vrq1mRe+XKlVk+d+nSpdSoUYOJEycSFBTEnTt3CA0NpV27du8Vi1Q4TZgwAV1dXSIiItDW1qZ+/fqMGDGC0aNH4+7uTqdOnTAyMsLS0pIZM2YQFBSkOXfs2LH88MMP1K1bl0ePHtG3b1/Onz+fbqth48aNWbBgAc+fP8fNzQ0AIyOjj3afUsEiE5lPm0xi8onY2Fh0dHQ+eHhzhQoV8Pf3z3B5grSKFi3KgQMHiI6OZvz48Zw5cwaA8PDwVGs8SZ82CwsLVqxYgZeXF3v27NHsHzhwIGfPnuWff/5hwIABREdHM23aNFq3bk10dDQANWrU4O+//+b69ev0798ff39/6taty7hx4966jomJCcOHD+fEiRP07dsXHR0dPvvss492nzktNjaWTZs24eHhQXR0NFeuXGHnzp08ePCAxMRELly4gJubG+Hh4XkdqiQVOLJjbz6RvOgdQJMmTTh58iSlS5f+qDFs3ryZfv36UaVKFUJDQ4mIiEBHR4eDBw9m2s9G+jQ8fvwYMzMzxo0bl+GyAO7u7owYMYKhQ4eyYsWKVMfi4+MJDw/H0NDwrdFvDx48YOXKlaxevZqXL19So0YNpk6dSuPGjXPlfj6GgwcPMmnSpHSP6erqEhcXB6gnv2zatCmLFi2SI6/eg+zoW7jIjr0FzKxZs9i+fTtDhw7lypUrdOvW7b36x3yIb7/9lsGDB+Pv70/Tpk3p3r07hoaG9O7dmydPnnzUWKT86fz584C6xS8jdnZ2fPfdd/z9999s27Yt1bHkpQWSWwsTEhI4dOgQrVq1okaNGixatIgmTZqwatUq9uzZU6ASmJcvXxIVFaX5/ODBA9avX4+RkRGHDx9m/PjxrFixghs3brBy5UoGDBjA5s2bOX36NBMnTsTHx4fffvstD++g4JKvlT5NsiUmH9qwYQMLFy7kjz/+YMSIETle/6tXr97ZyqNSqfjll1/Yu3cvISEhaGlpkZiYSJMmTTh//rxmGLb0aXrx4gX169enePHiODs7U7Ro0XeWjY6OxsrKCh0dHR49ekTFihW5ceMGnTt31nTorVWrFpGRkQQGBlKuXDm6du1K165dC9QkdomJiXh4eODs7My///6LtrY2jRo1Ij4+nkuXLqGrq8u8efMYNWpUpnV169YNd3f3VLMcS9kjW2QKBzlPTAGmKAojRozg7NmzeHp68vnnmf47ZllkZCTu7u40a9Ysw4UfFUXh4MGDdOnSBW1tbeLj4xk+fDhTp07N8oyrUuHk7u5O27ZtsbKyol+/ftSsWRM3NzcSEhJo3rw5pUqVYteuXezevZuQkBAqV66Mp6cnlStX5j//+Q///PMPEydORKVS4enpiY6ODk5OTtjb22c4v1F+oygKmzdvZuvWrTx58gQjIyOGDBlCXFwcBw8eJDY2lh9++IHBgwdn+WumQoUKVKlShdWrV+dy9IWXTGIKB5nEFHCvX7+me/fuaGlp4efnl2P9YxRFISEhIcstKtOnT3+rebt+/frs2LGDevXq5UhMUsGzZMkSJk6cqOm4m5YQAltbW8aPH0+HDh3Q1tZGURQqVKiAhYUF//vf/z5yxO/v7t27ODs7c/nyZSwsLLCxsaFp06Zcu3aNoUOH0rhxY8aPH4+TkxN6enofdK2mTZvi5+fH3r17qVSpUg7dwadHJjIFn0xiCoErV64wcOBAWrduzYkTJ3JtCYCXL1+yfv16VCpVqvk5QN1fYcSIEWzevFkzeqJEiRKULVuWq1evyvWVPmHR0dGcO3eOS5cu0a5dO4yMjHB1daVkyZI0atSIqlWrpip/48YN6tevz7Rp0zST3OUXCQkJhIWFUbZsWYQQxMXF4eLigrOzMxcvXkRPTw8LCwtu3LiBSqXSvGbV0tIiMjJSM4vxh3Jzc6NNmzYsXLhQTnHwgWQiU7DJJKaQSO4fs2zZMoYPH54r16hVqxZ3797F0NCQsLCwdMvEx8dTtmxZbGxs6Nq1K0OGDKFnz54sX778o4+ikvK32NhY9u/fT2BgIHZ2dlSrVo3t27czb9487t27x4kTJzLtGJxbFEVJ9ctAaGgoe/fuZefOnQQGBlKxYkXq16+Pr68vYWFhmJqaMmLECAYOHEjZsmWJi4vj/PnzuLi4sH//fiwsLNi4cWOOxHb//n1+/fVXdu3ahZubm3xtmwNkIlNwZTWJkb0087n+/fvj7e3N6NGjsba2xtLSMsev0alTJxYtWsSXX375zjLR0dGEh4cTERFBs2bN+PHHH/nrr7/YsWMH5ubmrFixAmtr6xyPTSo4IiMjGTlyJNu2bUs1Qie51aJmzZrMnTs3TxKY27dv4+zszOHDhylbtizNmjUjIiKCkydPEhcXR9OmTRk5ciReXl6cPn0aCwsLJkyYgKOjo2ZJD1APiba1tcXW1jbHRhEFBgbSrVs3PD090dbW5ttvv5UJjCRlkWyJKQBevXpF9+7d0dHRwc/Pj1KlSuVo/bGxsRw/fhxHR0f09fXfWW7ixInMnTuXXbt2UatWLS5evMi5c+c0E5/5+fkVqFElUs5au3ZtqgVDu3btira2Nvr6+rRt25bGjRvnyaroU6ZMYd++fejr69O9e3cCAgK4cOEC2trafPfdd/z444/UrVv3o8eV7OTJk7Rt2xYAV1fXbC2oKWVOtsYUTLIlphApXbo0CxYs4LvvvqN79+4cP348R38Y6Onp0bFjx0zLGRgYIISgfPnyCCGwtLTE0tKSDh060KdPH7p06cK5c+fQ1tbOsdikgmPgwIF89tlnuLq6cuDAAXbv3g1Ay5YtadiwYZ4kMC9fvmT//v3069ePJUuWaJYviIuLQ1GUD+6I+yESEhJ49OgRdnZ2ODo64uPjIxOYXODn5ycTmUJMTnZXQDRq1IgRI0bg4uKSasXpj+n+/fsoiqKZYTRZzZo1mTRpEufPn2fWrFl5EpuU97S0tGjbti1z587lxo0bBAcHM3PmTM6cOcOgQYPYsmULDx48+CiTOMbFxXHs2DEGDRqEoigMHz481fpLurq6eZbABAcHM2/ePMzMzKhevTply5bF09MzT1uDCjs5EV7hJV8nFSCJiYkMHz4cLy8vPD09c6V/TEZu3ryJpaUl9evXZ/Xq1amGaSuKwqRJkzh8+DCurq7Y29t/1Nik/ElRFObMmcPKlSt5/PgxAMbGxtja2vLLL7/keKfwZ8+esXPnTvbs2UNoaCiVKlXi119/5aeffsqTlqC0QkNDMTMz482bN1hZWdGyZUvu3r3LpUuXGDFiBB06dMjrEAst2RpTsMjRSYXUy5cv6d69O7q6urnSPyYzGzduZMCAAXz//fdvzSasUqno1asX4eHhXL9+XTaNS6k8fPgQFxcXXFxc2LdvH02aNGH27Nkf/P8kMTERT09Ptm/fzr///gtAq1at0u2Ym9fi4+OxsLDg5s2bHDlyBFNT07wO6ZMiE5mCQyYxhdilS5f47rvv+OKLL1izZs1b83HktsGDB7Nu3ToGDRpEmzZtqFevnqYfzN27d+nTpw8NGzaU/WOkd1q5ciVDhw4FoHr16owZM4aWLVtmu54jR47w559/EhAQgJGREUOHDmXIkCGYmZnldMg55uHDhzRs2BBTU1M2bdqUp/1yPkUykSkY5AKQhVjjxo0ZNWoUbm5uVKtWDUNDQy5evPjRrr9s2TKaN2/OP//8Q58+fejduzcqlQpQ94+ZOHGi7B8jZeiHH37g2rVrLFiwAEVRGDduHI8ePcpWHVFRUUyZMoUiRYqwZcsWAgMDmTVrVr5OYACqVq3Kxo0buXHjBgsXLszrcD45sn9M4SKTmAJqwIABmllPX7169VHXnClatCgeHh4EBQWxYsUKbt26pem4GRAQwDfffMPXX3/Nb7/9hru7+0eLSypYzM3NGTt2LO7u7ujo6DB27FhiYmKyfL6Pjw+xsbH8+eef9OnTJ8PpAfKbLl26MGrUKLZt24aLi0tehyNJBZZMYgqo+Ph4Ll++TN26dYmPj6dBgwYfPYby5cszdOhQVqxYwevXr5k7dy6dOnXCx8eHKVOm8Nlnn9GjRw+CgoI+emxSwfHZZ5+xbNkybt26xfnz57N8noeHB/r6+u/1Gio/mDt3Lg0aNGDq1KkEBATkdTifFNkaU3jIJCafe/PmDdu2bWPw4MHMmDGDo0ePsmrVKjp06MC9e/cYMGBAnvc7+eGHHwgICODevXtUrlyZCRMmEBUVxaJFi4iIiKBLly4kJCTkaYxS/hYcHAyoX0dmla+vL7Vr186xdYs+Nj09PQ4ePIiWlhZjxozJtBUqKiqK169ff6ToCj+ZyBQOsmNvPpW8cu7BgwdRqVRUrVqVoKAgTd+TZs2aMWHCBDp16pTnSUxKV65coWnTpnz++eesWLGCffv2MW3aNGbMmMGUKVPyOjwpn2rRogXPnz9n//79WT5nwYIFbNy4kb1799KlS5dcjC53HTx4kE6dOmFtbU2PHj2oVKkSbm5u6Onp0bx5c/T09Ni5cycHDx4kKiqKunXrYm1tjbW1NY0bN5Ydgz+Q7OibP8nRSQWYm5sbI0eORE9Pj169evHTTz/RtGlT4uLi8Pb2pmzZstSqVSuvw3ynVatW8cMPPzBixAj+85//MHHiRI4ePYq7uzutWrXK6/CkfCY6OprSpUvTqVMnpk6dmuXzYmNj6d+/P48fP+bKlSsffZReTpozZw4zZ87U/JKSvN5UsuTvBdWrV2f//v1cvXqV+Ph4DAwMsLS0xNraGkdHR7nsx3uQSUz+JJOYAmzMmDFcunSJGzduULZs2bwOJ9sUReGrr77i+PHjLF68GEtLS2xtbRk9ejSLFi3K6/CkfCYuLg4TExNKlCjBjh07KFq0aJbPDQgIoGfPnpiZmeHr61ugWyXi4uLw8vLixo0bfP311+jq6nLy5ElevnxJz549KVOmjKZsREQEp06d4sSJExw6dAh/f3/KlCnDzp075eKR70EmMvmPTGIKsM6dO/PgwQNq1qxJp06dcHBwoGXLltn65p7XIiIisLCwwN/fX7Nv165ddO3aNe+CkvItV1dXHB0d6dSpEzNnzszWuSdPnuSXX35h5MiRLFmyJJcizN98fX1p2bIlWlpatGzZEhsbG6ytrWXLTDbIRCZ/kUlMAfb48WNcXFzw9PTk4sWLxMXFYWBgwNGjR/niiy9y7Dp+fn78/fffVKlShbFjx+ZYvcnCwsLYv38/Li4u1KlThzFjxlCsWLEcv45UOCT3nZo5cyadO3fO1rnz5s1j8+bN7N69Gycnp1yKMH87e/Ysq1ev5siRI4SEhABQpUoVrK2tsbGxwcrKSn79ZUImMvmHTGIKiaioKHx8fJg1axYxMTFcv36d8uXLf3C9t2/fxtzcnPj4eEA93LNPnz4UKVKEffv20blz5xy5jiRlVUJCAjY2Nly9epVt27ZRo0aNLJ8bFxdHnz59ePr0KU+ePKFkyZK5GGn+pigK169fx8XFhd27d+Pr60t0dDQ6OjpYWFjQpk0bvv3223y1HEN+IZOY/EPO2FsAZCWBNDAwoGXLlvzxxx+a4copO/y9r4MHDxIfH8+OHTuwtLTk119/5bPPPqNChQoMGTIER0dHIiIiPvg6kpRV2tra7Nu3j6JFizJmzBhNJ9es0NXVxdramjdv3mgS80+VEAJzc3NGjRrF2bNnefXqFSdPnmTcuHFERUWxYMEC1q5dm9dh5kty2HXBk+0kRggxSQihCCH+TLHPWAixXggRKIRQCSGOCSEynfBBCPGFEMJXCBEthHgghBia3XgKqlevXtGyZUs6duzI7NmzcXd3JzIy8p3la9euzYQJE/D09GTOnDkffP379+8DULJkSdatW8fu3bsZO3YsAwcOZOjQoVy5cgUjIyMsLS05ePDgB1/vXb744gvq1KnDuHHj8Pb2zrXrSAVDhQoVcHZ25uHDh8ybNy9b5966dYsKFSrk+MrYBZ2+vj729vbMnj2b69evY21tzbp16/I6rHxLJjIFS7ZeJwkhmgPbgHDgjKIow4V6fXsPIBEYBbwGRgPtgXqKorx5R11VAT9gLbAcsE36s5eiKLsziqMwvE46fPgwv/76K02aNOHmzZtERUWho6ODtbU1CxcuTLcTr6IoTJgwgePHj3/wcOUHDx7QsGFDqlatyoYNG95atuDy5cucOnWKY8eOERwczIULF2jYsGGm9b58+ZLY2NgsrUz86NEjqlSpAoCOjg4A//77L9bW1tm/IalQadeuHTdu3ODo0aNZPmf79u3MmjWL+fPnM27cuFyMrmCrV68eRYoUYePGjXkdSr4mXy3lrRx/nSSEKAVsAQYDL1Mcqgk0B4YpinJBUZTbwI+AAdA7gyqHAoGKovysKMpNRVFWAxuAnO9hmg95eHhQunRpLly4wMuXL3F3d2f06NGcO3eOUaNG4e3tTVxcXKpzhBBMmzYNU1NTunXrppnl9H1Uq1aNdevWce3aNRYvXvzW8UaNGvHLL7+wZcsWSpUqRZcuXbL0eunEiRNZHhZ+/PhxAE3nX2NjY5ycnAgLC8vezUiFiqIoeHl5UadOnWyd17NnTxwcHJg4cSLnzp3LpegKvoiICJ49e5at13WSlF9l53XSKmCXoihuafYnr7oWnbxDUZREIAZ168q7WAMn0uw7DnwuhHhrNUMhxBAhhI8Qwufly5dpDxcoiYmJnDt3DisrKxITE9HX16d169bMmzeP+fPnc/78eQYNGkSrVq3eesVSrFgxFi1aREhICIMHD/6gOLp168ZPP/3Epk2b8PDwSLdMmTJlmDdvHo8fP6ZXr16Z9uNxcnLKUl8fgGPHjmFiYkLVqlUpW7as5r6yU4dU+AghqFSpEt7e3ppRNlk977fffqNChQp07do1W+d+StauXUtQUBCzZ8/O61DyNflaqWDIUhIjhPgeqAGkN2/8LeARMFsIYSSE0BNCTAAqAxUyqNYESLsyYBCgA7z1q7yiKKsURflcUZTPDQ0NsxJ2vhUbG0tsbCwuLi4YGhry22+/aY6NGTOG0NBQ9u7dS9myZRk1ahRr167l1q1bmg69tWrVwtDQMEeWG5gwYQKg7k/wLvXr10dLS4sjR45kuuKurq6u5tVQZq5fv05CQgKxsbGa64wdO5bTp0/LSfE+cXPmzOH169cZ/r9MT4kSJRg3bhxBQUEcO3Ysl6Ir2BwcHJg8eTL79+/P1jIPnyKZyOR/mSYxQojawGygr6IosWmPK4oSB3QFqgOhgAqwA44Cma36l/bXbfGO/YVKkSJFOHbsGIsXL6Zx48ZMnz6dffv2aY4nv745dOgQJiYmLF68mO7du2NnZ8f48eP56aefCAsLo3379h8cS3ILTL169d5Z5u+//yY+Pp4WLVrk6HviBQsWEBwczMKFCzX7+vTpQ5s2bZg4cSKenp45di2pYPHx8QHIUj+stJJfRzZp0iRHYyrIgoODuXr1qubztGnTsLKyYvr06cyePZvTp0+/9fpaUpOJTP6WlZYYa9QtI35CiHghRDzwBTAs6bO+oii+iqI0AkoDFRRFaQ+UAR5mUO9z1K0xKZUH4lEnQ4VayZIladu2rabF4cyZM2+VqV+/Prdu3eLp06ds2LCBL7/8kgsXLnD58mXGjBnDwIEDPziOunXroqOjw7Zt29J9hRMSEsKBAwdo1qwZZ8+epWLFih98zWSdOnVi9OjRbN++nRMn1G8WhRDMmDEDY2NjunbtKvvHfKIqVaoEwJEjR7J9bnKL5aVLl3I0poJo9+7dCCEoX748lpaWREVFAerh7AcOHMDW1pa9e/cyfPhwVqxYkcfR5l8ykcm/spLE7AMaAI1SbD7A9qS/a1pnFEV5rShKcNLw6s+BjNoqPYG2afY5AD5JrTufhOvXrwPqVXzfpWLFivTv359NmzYRHBzMq1evWLhwIfr6+u88J6ssLCyYN28ebm5uLFu2jPDwcBRF4eLFi4wfPx4HBwdCQ0P5+eefP/ha6ZkzZw4WFhZMmzaNgIAAQJ3gLVq0iODgYLp27Sr7x3yChgwZgq2tLfPmzePmzZvZOtfJyYkmTZrw/fffc/v27VyKMP+7e/cu3bp103zevXs3BgYGms8mJia4u7tz9uxZACpXrvzRY5SkD5VpEqMoyitFUfxSbsAbICzpsyKE6C6EsBNCVBNCdAZcgH2Komg67gohNgohUo7p+xuoLIRYIoSoK4T4DzAQWMgnxNjYGF1dXebOnYu7uzsxMTEZlhdC5PhMm6NGjcLe3p7Vq1fTsmVLLCwsGDBgAGfPnmX48OHcvn2bvn37EhUVlSqhSEjI7G1h5vT09Dhw4ABCCMaOHZuqf8yYMWM4deoU9erVY+LEidy4ceODrycVDFpaWuzduxdDQ0PGjBmT4RxKaeno6DB//nxiYmKYPHlyLkaZv8XGxrJ//35u3ryJoih06tQp3XJBQequia9evfqY4RU4sjUmf3qvZQeEEKcAP0VRhid9HgGMA4yBZ8BG4PeUfWiSzkFRlNYp9n0BLAbqA4HAPEVR/s7s+oVhnpiU9uzZw++//058fDxFixZl69at2V475kMlJCTg6emJi4sLCQkJVKlShd69e2vWWrlz5w7169fHyMiIr776Cm9vb/z9/fH09MyRfjL79++nS5cudOvWjcmTJ6OtrY2iKGzdupUTJ05w+fJlihUrxtWrVzVzy0iF39mzZ2nZsiU//vgjbdq0wdnZmWPHjlG5cmWsrKwIDg7Gx8eH+vXr07BhQ65cuUJAQAANGjRg3759jBgxgj/++COvb+OjioyMxNHREU9PT8qVK8e1a9cynLcpISGBFi1acPnyZbZu3UqtWrU+YrQFj5w/5uOQaycVMBEREXh7e7Ns2TKeP3/OlStXqFatWl6HpbFgwQLGjx9PgwYN8Pf3p3Tp0jx79gxTU1OuXbuWIwvLjRo1iiVLllCyZEmaNWvGsGHDNOvnPHz4kD59+lC1alV8fHzQ09P74OtJ+d/9+/dTraGkr6/PN998w71797h8+TJFihShffv2eHl58eTJE8qUKUPt2rU5f/48CQkJuLq60qZNmzy8g49v27Zt9OnTBwcHB9zd3fn88885e/ZshqMZg4KCMDc3p2LFimzZsuUjRlswyUQm98m1kwqYEiVKYG9vz59//okQgo4dO+Ll5ZVv1oHZvXs3NWrUYOvWrZw7d44jR47w999/4+/vz7Bhw3LkGgsXLsTZ2ZmuXbty/vx5hg8fTnh4OABVq1ZlxowZXLt2jYkTJ+bI9aT8L7kJX0dHh4ULFxIYGMi2bdvw9vbm1atXBAcHs3PnTgICAnj69CmBgYGcO3cOlUrF7du3P7kEBtSTSJYqVYoFCxYwefJkvLy8Mp0TxtjYGFNT0xx5RSxJH5NMYvKZSpUqMXPmTO7cuYO1tTVGRkasX78+T2N68+YNFy9e1CwHoF5pApo1a8YPP/zAxo0bM4xx7NixCCEy7Z+gra1Njx49WLt2LcePHycoKIhp06Zp+uE4ODjQu3dv/ve//3HgwIGcuTkpX+vYsSOXL18mJiaGMWPGYGRkpDlWrFgxihQpovlcsWJFTQudnp7eJ/laRFEUDh8+jLW1Ndra2jg5OfH1118zffp0Zs6cyeXLl99aQPbJkyfY2dlx6dIlbG0zmp9USib7x+QfMonJh+zt7XF3d2fBggVUqVKFIUOGsHjxYk0HvY8tIiKChIQEAgIC3rr+0KFDMTQ05K+//kr33OfPn7N06VIAGjRokOVrNm/enLlz5+Lq6srWrVs1+8eOHUvdunXp168fR48e1QwZlQonLS0tGjZsmOOd2Qub+Ph49u3bh42Nfsz1qwAAIABJREFUDSEhIZrRjkIIpkyZQpMmTZgyZQqNGzemXLly9O3bl/Xr1/P06VPmzJnDqVOn+M9//sOgQYPy+E4KDpnI5A+yT0w+9+rVK4YMGaIZZmpsbEyHDh3o0qULnTp10rSK5Lbff/+dqVOn8ttvv+Hk5KTZr1KpsLW1ZcSIEakmrUt7D8WKFXtrkcnMKIqCvb09p06dwsHBgRYtWtCuXTtevnxJ3759efnyJXp6enTr1o3Nmzd/tGchSflFVFQUCxcu5K+//iIoKIjy5cvTs2dPBg0a9NbM2S9evMDLywtPT088PT0JDVVPx6WtrU3Lli1ZtmxZXtxCgSf7x+QO2bG3kHn69CkeHh54enri5eVFREQEa9as+eD1k7IqeQTDlStXOHPmjKYZ/82bN9jZ2VG/fn28vLxyZCmElMLCwpgwYQIHDhzgxYsXNGrUiLVr1xIfH4+vry/79+/n2LFj/8feeUdFcb5/+1pKlKARK/YWiShWBAVUFBSs2MVG7EbBFnvBrrGLGmNLoth7AxUpGqosiCJSxa4gREWRorRl5/2Dr/uGnw1kKcpc5+ScsDPzPPdsNjufvStTp05l+PDhGBgY5HnsgYjI186yZctYvnw5JiYmWFtb06lTpzx9/gVB4M6dO0ilUoKDgxk2bJg4Pf4LEUVM4SCKmG+YrKwsbG1tCQkJISgoKF9hmoIwduxYTp06hY+PT64vyi1btrBnzx4iIyNp0qRJoewtCAIHDhxg9OjRjBkzhpkzZwI53VkXLFjApUuXEASBGjVqEBQUpOj4KiLyLdOsWTPU1NQ4dOhQcZtSqhGFjPIRq5O+Yd41xytfvjxmZmbY2dlx4cKFQs+XCQwMzNXx8x3JycloamrmKoVVNhKJhFGjRjFx4kQcHR2ZO3cuFy5c4M2bN6xbtw5vb29WrVrF69ev6dy5M1u3bi3V3VpFvn2eP39ORESEmIxbAhDzY4oPUcR8pVSpUoU//vgDPT09du7ciZWVFdeuXSvUPRcuXMjz58/ZsWNHrtdlMhlZWVn5bg//JWzevJmxY8cilUpZsGABw4cP582bN1SsWJG+ffuydu1aMjMz+fXXX9HV1WX//v2FbpOISHFw+fJlAFHElBBEIVM8iOGkb4CNGzeyf/9+kpKS+OGHHwp1r/Hjx7Nnzx4GDRqEmZkZBgYGvH37FjMzM6ZOnaqoRFIGgYGBZGZm0rFjx/eOyeVyzp8/z4ABA6hWrRrm5uYYGxtjaGiIpqYmsbGx2NvbExERwcCBAzE1NcXX15ewsDC6d+9Ojx496NSpk5gMLPLVMmrUKJydnfHy8lJ6LprIlyGGlZSHmBNTilixYgVOTk4EBwejp6dXqHu9ffuW/v374+PjQ3p6Ompqanz//fckJyfnOdHY3d2d6tWr07x580+KiP79+3Pu3DmOHz+OtbX1B885ffo0mzdv5saNGwp7WrRogbGxMY0bN8bNzQ2pVMqrV68oV64c9erVIzo6GplMxrp165g7d+4XvxciIsVJjRo1qF27No6Ojvm+dt++fbx8+RJjY2P09fVz9dsRKRiikFEOoogpRSQkJDBw4EC0tLQIDQ1VygiAz5Gens7Vq1fx8PDgxIkTtGzZkt27d1OtWrVPXhcWFkaLFi0AqFy5MvPnz2f27NkfPDcgICBXxcSyZctYunTpR+3x9/fHw8NDMfQOoFOnTmzdupUnT56gra3N999/z9u3b5k3bx4+Pj7o6+vTv39/LCws0NfXF3/Rinw1dO/enStXrjB+/Hg6d+6Mrq5unj6/ycnJmJqaKrrz1qxZk6NHj+ZqJChSMEQhU3BEEVPKkEqlTJw4kerVq2NlZYWlpSXm5uZUrFixuE3Lxfr165k3bx5Tp07F399fUSb9sQm7O3fuVIw1aNWqFTdv3szTPi9evGDnzp0sXbqUNm3aYGFhgbm5OTVq1ABySsP//vtv/Pz8uH37NgAVKlRg/PjxbNiwQQwziZR4EhMT6dq1K8HBwUDO59fIyAhjY2OMjY2pWbMmMTExnDhxgsuXL9OgQQMMDAy4ceMGPj4+uLq68ubNG4YNG4ahoSE7duwQmwoqEVHIFAxRxJRCrly5wrlz5wgKCuLNmzeoqKjQokULTp48WaiVQ/nByMiIly9fcvbsWTIzM7GxseHp06f4+PjQokWLD4qHkJAQEhMT6dSpU76+ZAVBYNWqVfz111/ExMRQrlw5jh8/Tt26dXOd9/LlSwIDA7l06RJeXl7Mnj2bCRMmoKOjI4oZkRLPs2fPuHz5MpcvX8bFxYXnz58DULVqVV68eIGqqipGRkY8ffqUR48eUaZMGcaPH8/WrVtRVVVl165d2NraMm3aNCZMmFDMd/PtIIqYgiGKmFJMVlYWYWFhSKVSDhw4QN26dbl582axx73T0tKoUKECffv2VYSFYmJiGDJkCCkpKdSsWZMJEyawdOlSpYuH8PBw2rdvj1wup1OnTpiYmGBkZJQr/CUIAvPmzePSpUtAjpu9Z8+eWFpa0rdvX3FytkiJRxAEIiMj8fDwwNfXlxYtWjB+/HhF36TY2Fg0NTVzeWgFQaBXr164ubmxZ88eDAw++9wQySOikPlyRBEjAoC3tzdTpkzB1tb2vdLooiY7O5s6deogkUg4deoU5cuXB3LmK3l7e+Pu7s61a9dYunQptra2aGtrK3X/a9eusXXrVlxdXXn16hUAjRo1wsjICBMTEwwMDNDQ0CAmJkbRHfnatWukpKTQvXt3XFxcRM+MyDdJcnIyVapUoU+fPixbtqy4zfmmEIXMlyGKGBEFmzZtYt++fZ+s8ikq/P39MTU1xdzcnE2bNuUSBXK5nOnTp+Pl5QXkDIy8dOmS0rvvyuVyQkND8fDw4MyZMwQHB5OZmUn9+vU5evQo5cqVU5wrk8nYsWMHf/31Fzo6OvTp04dx48YVWmdiEZHiIDIyEj09PZYsWcLgwYOL25xvDlHI5B+xY6+IgmnTptGiRQvGjh3L/fv3i9UWExMT1qxZg4eHB0ePHs11TEVFha1bt3Ls2DGmTp3KnTt36NmzJxcuXCAlJUVpNqioqNCqVSvmzJmDVCrl9evXHDt2jJiYGIYNG8aOHTsICQlBJpOhpqbGlClTmD9/PpUqVWLLli106NCB2NhYpdkjIlLcuLu7AyimX4uIfC2InphSQlxcHIMHD6Z8+fL8/PPP9OzZ84NN5IoCuVyOqakp165dQyqVUqZMmQ+e5+rqypIlS0hLS1P0f+nXrx82NjY0aNBA6XYdPXqU1atXExERgSAIlCtXjrZt2zJjxgzq168PwL179xg+fDhZWVkKeywsLMTBkyJfNR06dCAuLg5nZ+fiNuWbRfTG5A8xnCTyHkFBQfzxxx+EhoYik8nYsmUL06dPLxZbRowYgaurK56enp+sOMrIyCAkJESRoxIVFUWVKlUIDw9Xes7MO169esWVK1fw8PDg2LFjVK5cmY0bN/LTTz8hkUiIjo7m0qVLCnsEQUBLSwsnJydMTU0LxSYRkcIiLS2NihUrMnjwYObNm1fc5nzTiEIm74giRuSjpKamMnv2bAIDA/H398fQ0LBI95fL5VStWhVjY2PWrl2br2sjIiIYNWoUqqqqtG3blvHjxzNixIhCshQ8PT2xtLREJpNRrVo1jIyMMDIyon379lSqVInExEQCAwPZvHkzmZmZLF68GEtLSxo3biwmAYuUaARBwMfHhy1btnDu3Dl27NhRbN7Z0oQoZPKGKGJEPklSUhKDBw9GRUWF8PBwtLS0imzv69evY2hoyOrVq7Gyssr39bdu3eL8+fN4e3vz77//cuTIEYYNG1YIluYQExODm5sbHh4euLm5kZSURLly5Th8+DANGzYE4M6dO8yaNYtHjx4BoK2tTc+ePbGwsKBr165UrVq10OwTEckPaWlp7N27ly1btnDv3j3Kly+PtbU1U6dOFTtWFwGiiMkboogR+SwhISGMGTOGzp074+7uXmSeg9WrV2Nvb4+npydVqlT54nWysrIYO3Ysd+7c4ebNm/z0009KtPLDZGdnc+3aNXr16oVEIqFHjx507NgRExMTJBIJsbGxSKVSpFIpgYGBJCcnA9CkSRP69OlD586d8ff35/nz52zbtg11dfVCt1lE5L9MmTKF7du307RpU4YOHUr37t3R0NAobrNKFaKQ+TyiiBHJE46Ojjg4OLBt2zamTJlSJHsaGBjw+vVrzp07V+C1/v33XwYNGkT16tUJCQkpsoZ+UqmUOXPmKAZP/vrrr+8Nv8zOziYyMhKpVIq/vz+3bt1CJpMpjs+ePZsNGzYUib0iIpATSv7xxx9p3LhxsfeNKu2IQubTiCXWInli1KhRmJqaMnPmTMUMlsKmbNmyxMbGKqVMuXr16qxevZro6GhmzpypBOvyhrGxMX5+fiQmJmJpacmWLVsYMWIEf/zxBwkJCQCoqqrSvHlzfvnlF/bt28fVq1fZvXs3rq6uDBkyhI0bN3Lx4sUis1mk9BIZGcmUKVOoXr06z58/p1+/fsVtUqknPDy8uE34JhA9MSK8fv2aQYMGoa6uTnh4OBUqVCjU/R4+fEjLli2pV68eBw4cUEpIxcHBAUdHR5YsWYK1tTVNmzYttPDYv//+y++//865c+c4duwYDRs2ZNOmTZw5c4bw8HAaN27MoUOHPjmmICMjAxsbG+Lj4wkLC6NOnTqFYqtI6SUzM5OzZ8+yYcMGbty4gbq6Ot26dWPIkCG0atWquM0TQfTGfArREyOSZ7S0tNi4cSPx8fFYW1tT2MK2QYMG7N+/n/DwcBwcHJSy5tSpU2nfvj0rVqygWbNmNG7cmMTERKWs/V+mT59OjRo1WLNmDVFRUaSmplKuXDmWLl3KrVu3OHz4MFFRUfzzzz+fXKdMmTJs3LiRrKwsrKysyMrKUrqtIqWbcePGMXToUOLj45kxYwaXL19mzZo1ooApQYjemIIjihgRAFq1asXUqVNxd3fH1tYWT09PMjIyCm2//v37M3XqVA4dOsTYsWPZs2ePYvrul6Curs6uXbtwd3dn/vz5PHz4kIEDBypdkF25cgXISdSVSCTo6urmOp6amgqQJ89KvXr1WL58Obdu3WLRokVKtVNE5F3Potq1a/PDDz/kyscSKTmIQqZgiOEkEQVyuZzFixfj4uKi6IsSHBys9NlF78jIyGDFihWcOHGCe/fuUadOHU6cOJFrdtGXcvDgQdavX8/s2bOxtbVVlEIXlMjISNq0aUNWVhbZ2dm5BkP26NEDV1dXateuzcWLFz/ZxO+/rFixgpMnT3Lx4kV69uypFDtFRARBYNmyZezevZtnz56hqanJsWPHFN2nRUoWYmgpN2J1ksgX8+bNG3x9fVmyZAk1atTgl19+QVdXl1OnTqGiooKFhQXdunVTau8Tb29vunTpQpcuXdi4cWOB81kEQWDu3Lm4uroCOdOqL1++TL169Qps6759+xgzZozi7+3bt2NnZ4eRkRGBgYEcOnSIli1b5nm99PR0bGxsePbsGefPn8fIyIjU1FSuXbtG165d8yyGREQ+hCAIhISEYG5ujlwux8LCgo4dO2Jubi42ZCxBiCImN6KIESkwXl5ebNu2jTt37gCgqamJqqoqycnJVKtWjWfPnil1v3Xr1jF//nwWLVrEkCFDCryeIAg8evQIPz8/tm3bRr169ViyZIlSms95e3vj5OSk+KdZs2bExMTQvHlzatSowaFDhz46E+pDPHr0iOHDh5OSkkL58uUVAy/DwsLELzcRpRAYGMj69evx8PAgJSWFGTNmMHbs2OI2S+Q/iP+v/39EESOiNF68eMHdu3dp3bo1ZcqUwdjYmAYNGig9liuXy+nUqROBgYHY2tpiamqqmFdUUDw9PVm0aBHJyclIJBL++uuv9/q6KIM9e/Ywfvx4/v77b9q1a5eva1+/fk1AQABSqZQzZ84AORUmYkM8EWUik8no1asXV65cwdHRkdatWxe3SSL/QRQyOYjVSSJKo2rVqpiYmKChoYGKigply5blu+++Qy6XK3UfFRUVzpw5Q+PGjfn9998ZNGgQkyZNUkpCopmZGT4+Phw5coTWrVtjZ2dHSEiIEqzOzbveN+rq6p9NKn7x4gU7d+6ke/fuDBo0iD179lC/fn2WL1+u6OMRFRWldBtFSjdqamqcOHGCmjVrYmdnx+rVq/H29iY7O7u4TRNBTPTNL6KIEck3U6ZM4ebNm/ke3pgXqlatSlhYGDExMaxatQp/f38OHz6slLXfNZ/bvHkzWlpa9O3bFycnJ8VoAGXwzms0atQoLCwsFInSr169AnJCXEFBQcyaNQtLS0t27NhB3bp1+eGHHzh06BBDhw5ly5YtBAUFAXDkyJH39jh+/DgzZ87kypUrhIWFsXjxYkJDQ5V2DyLfPhUqVODSpUu0atWKs2fPMmXKFNatW1fcZomI5BsxnCSSbwRBYN68ebi5uTFs2DAsLS3p2rUrNWvWVOo+b968QUtLCxsbG2bNmqXUtW/cuMHUqVNJSUlBVVWVVatWMX/+fKWs/ejRIzw8PHB3d8fd3V0hkho3bkxGRgaPHj3ihx9+YMKECUyaNIlGjRoBEBcXx48//kh6ejr169dXjDL4v9VaY8eOxdHRMddr1atXJyIigkqVKinlHkRKD+np6cydO5dt27axceNGunXrVtwmiSCGlcScGJFCJTU1lXXr1uHj46PwMjRq1IhRo0Zhb29f4DyW8PBwJk+ejI+PD7t378bExEQZZuciKyuLkJAQ9uzZw9WrV7l69SrGxsbI5XKlTfPNzs7mxo0beHh4cO7cOWQyGdOmTWPo0KEfHLr35MkT0tLSPpkLlJCQQNWqValfvz42NjbI5XJWr17NsWPHlJIQLVL6yMzMxNDQkOjoaIYPH46JiYkiB06k+CjNQkYUMSJFglwu586dO0ilUv755x9CQkJwcHBgxowZBVr3p59+4sGDB4wfPx47O7t8lxnL5XL8/f0JDg6mefPmGBoafrT/TFhYGMOHD8fR0RG5XI65uXmJ7qUREBCAsbExq1evxsrKiiNHjrBmzRru3r2r8OqIiOSXJ0+eYG1tzY0bN5DJZJQtW5Y2bdrQu3dvevfuXdzmlVpKq5DJq4hRKwpjRL5dVFRU0NXVRVdXl9GjRzN9+nTmzp2LiYlJvqtz3vH06VPu3r3LzJkzc/VjyQ/z5s1T9IiBnGTGFi1aYGRkRO/evXN11A0LCwNyhjrWqFGD9PT0L9qzqHjnJQoODsbKykqRQOzp6UndunU/ObNJRORj1K1bl4CAAFJTU/Hy8sLDwwMnJycWLFhAVlYWffv2FXsWiZQ4RE+MiFJJSkrC2tqa+Ph49PT06NOnD5aWlhgbG+f54bp3717GjRvHqVOnaNy4cb5tSE1NpWPHjowaNYrNmzdz/fp1PDw8cHZ2JjIykvLlyzNmzBgePXpE8+bN0dTUxN7eni5dujBp0iTMzc3R0tLK975FyeDBg7lw4QLXrl1DJpMxduxYQkJC0NDQwMDAgIEDB2JpaYmurq7Y0Ezki8nIyKBNmzZERESgpaVFx44dmT9/Pj/88ENxm1aqKI3eGDGcJFJsxMXF4eTkhFQqJTQ0lOzsbDQ0NNi1axcjR4785LXXr1/H1taWJ0+ecPny5S96AIeGhjJixAi2bt3KtGnTch0LDw+nbdu2pKWlUa5cOcWso/+irq7OvXv3qFu3br73VhYRERH8/vvvdOzY8b3uyLGxsXTq1AktLS32798P5CRn+vv74+/vj1Qq5cmTJwDMnTtXrDoRKRApKSk4Ozvj4eHB4cOH6dy5Mw4ODqI4LmJKm5ARRYxIiSAlJYWgoCD+/vtvoqOjuXbt2kdb8kdERNCyZUvU1dWZN28egwYN+qI9s7KyGDt2LJGRkfTo0QMLCwssLCzQ0dFBIpFw/fp10tLS6NChA3fv3sXd3Z3Tp08jlUrJyMjAzs6O33//Pd/JvYIgIAiCUlzuFy9ezJWHoKuri5WVFcHBwXh5eSGXy1m1ahV9+vT54PVPnz7l999/x8XFBScnp4+eJyKSHzZt2sTs2bOZP38+I0aMKG5zSh2lSciIIkakRPHy5UsGDx6MpqYmoaGhlC9f/r1z1qxZw8KFC3FxccnTFOhP8a6RnL+/P0+fPgWgZs2azJo1i5kzZ37wmndN9dTU8pcqJpfLWbduHQ4ODjRs2BA/P78Cd9kVBAETExMCAgKYOnUqUqmUkJAQypUrR//+/bG2tqZ27dqfXCMzMxMbGxuePn1KdHQ01atXL5BNIiKCIGBsbExERAT+/v6iN6aIEUXMB84TRYxIUREUFMT48ePp3r07Fy5ceO8L0MDAgDdv3nDy5Eml7vvkyROkUikXL17k5s2bnDlzhv79+ytt/WfPnuUSCPPmzStwI0C5XE7VqlUxMDBg06ZNQE7ISFVVNV8C6dSpUyxfvhwfHx86duxYIJtERADatGlDeno64ndw8VBahIw4dkCkxGFoaMjgwYNxcXHh3r17uY4lJydz69Yt2rdvr/R969aty5AhQ9izZw96enqMGjWKR48eKW19bW1tli5dCuTk06xbt45Vq1YRHh7+2dEDH0MikaCqqkp4eDj37t1DEATKli2bbw/P/fv3UVNTw9DQ8IvsEBH5vzx79oykpCSysrKK25RSiTiWIDeiiBEpUtTV1SlTpsx7oZB//vkHmUxWKCLmv3tv2LABQRDo06cPmZmZSlt78eLFtG3bFplMRqVKlVi8eDHNmzdHW1ubUaNGcejQoXxN/ZZIJBw5coTnz5/Tv39/LC0tOXXqFIIgkJaWlud1GjRogEwmY9++fV9wVyIi77Nt2zaePn2Kg4NDcZtSahGFzP9HFDEiRcrz589RU1MjMTEx1+seHh4AtGrVqlD3r1OnDsuXLycsLIyGDRsyadIk/P39C7yuqqoqTk5OVKxYkYoVK+Lk5MTy5ctp06YNzs7O/Pzzz1SvXh1dXV0uXLiQpzW7du3KvXv32LVrF9WrV2f58uV06dKFdu3aMWTIELZs2UJgYCCZmZnExsZy/vx5Hj16lMv7M3jwYNTU1PD29n5vfQcHB9q0aaNUMSfy7dO/f3+mT5/OoUOHxIepSLEjihiRIkEQBEJDQ4mPj+fNmzds3bo113FtbW2ADz5slY2lpSXr1q1DR0eH/fv307lzZ27evFngdatXr87x48d58OABmzZtomHDhqxZswZvb2+OHTvG9OnTSUhIwMrKijt37uRpzXr16jFx4kR8fHxo0qQJ1apVY968eZQtW5b9+/czfvx42rVrR48ePVi4cCFWVlZ0795dIcyePHmCTCbj9evXeHt75xIsWVlZBAcHK6pMvsb8OJHiQQxPFj+igMxBTOwVKVTS0tJwdXXl6NGjREVFoampyejRo7G3t6dGjRqK8zIzM2nTpg2PHz/mxIkTn628URYvX77E2tqasmXLEhYWppQmXmvWrMHe3h5BEChfvjxt27ZVdAOePHkyAEePHmXo0KF5Wi8tLQ01NbX38mFSUlLw8vLiypUraGlp0bt3b65fv8769etJSEhg3rx5NGvWjGHDhilCUGpqapiYmDB58mQGDx7M5MmTmTlzJklJSTx9+pQePXrg4eGBsbExFStWLPB7IfJtMnLkSM6fP4+Xl5fS5oyJfBnfaqKvWJ0kUuz4+/szZ84ckpOTadSoETNnzsTGxuaD5dUADx8+pGXLltSrV48DBw4UuEw5r9y4cYNx48ZRu3ZtBgwYwMCBAwucm/Py5UuuXLmCu7s7Li4uxMfHA1C2bFm8vLxo27btZ8tTQ0ND2b59OwcPHqRJkyYEBATk6T25d+8eHTp0+GwOzqFDhxRemMTERN6+fYu2trZij6ysrHyXm4t8+7yrnGvXrh3r168vbnNE+DaFjFidJFLs7N+/Hw0NDby8vLhz5w62trYfFTCQk4S6b98+wsPD6d69OytWrFBKmOdztGnThvXr11O9enX++OMPOnbsiLu7e4HWrFy5MtbW1vz99988ffqU06dPAzBq1CjatWv3WQGzfv16WrZsyd69e9HR0SE4OBgDAwNWr17N2rVrad68OTY2Nhw4cICkpKRc1zZq1Ii4uDiuX7/OunXr2LlzJ7GxsTg5OTF58mRFOfh/Q3cVK1akVq1aqKmpKfKSqlSpUqD3QOTbJCUlhVevXom5VCIlAtETI1IoCIJAu3btGDhwIAcPHszXtceOHWP37t0EBQWRmZmJo6PjR7v8KpukpCRGjx7Nw4cPadGiBYMGDWLGjBloaGgUeO2oqCiaNGmSp3OPHz/O0KFDGTJkCIsWLeLw4cOcO3eO27dvAzkdfJ8/f86rV69o1KgRt27d4vvvv8+zLXFxcdSsWfODx/7bdfjBgwc0aNAgz+uKlA5+/fVXtm7dipOTEw0bNixuc0T49rwxYjhJpNiZNm0avr6+hIeHf9Egx4SEBPT09Hj+/DlNmjShS5cuTJgwodAn6T579oxjx47h7+9PZGQkY8aMYe/evYW654cYN24cjo6O7N69G2NjYyAnTJWenk6tWrWQy+W4u7szd+5cRo8erVQbX758ydOnT2nevLnYlVXkPVauXMnSpUvx8vKiUqVKxW2OyP/4loRMoYWTJBLJQolEIkgkkj/+81o5iUSyTSKRxEokkjSJRBItkUhm5GGt4RKJJEQikbyVSCT/SiSSQxKJROyN/o1gYWGBTCZT5IPklypVqnDt2jVWrVpFcnIy27dvJz09XclWvo+2tjbTp0/n+PHj/PLLLzg6OnLgwIFC3/f/smXLFlRUVPDy8lK8VrlyZWrVqgWAiooK3bt3Z/z48Tg6Oubb4/UpKleuTIsWLXjx4gVOTk4IgkB2djaurq7s27dPMWBSpHRy5swZmjZtKgqYEkZprFjKl4iRSCRGwAQg9P8ccgB6AT8DTYDfgLUSieTnT6zVHjgI7Af0gH5AU+BaE+kzAAAgAElEQVRwfmwSKblER0cjkUho06ZNrtdfvHjB2rVradasGcOHD2ffvn28fv36g2vUq1cPe3t7qlatiiAIBAQE8ObNm6IwHwBbW1sMDAyYNGkSUVFRRbYvQGRkJNnZ2Tx8+PCTQtDOzo42bdowceJEpdv477//YmBgQHp6Ok2bNqVHjx6MGTOGevXq0aBBA6ZNm8b58+dJSUlR6r4iJZfExERCQ0MLtTGliEheybOIkUgkFcgRGOOAxP9z2AQ4KAiCpyAIjwRBOAAEAO0+saQxECsIwmZBEB4KghAAbPvMNSJfEQYGBgiCwLBhwzhx4gQ+Pj6MHDmSWrVqsWDBAuRyOW5ubowZM0YxN+ljtGrVCjU1NaZPn46VlRXPnz8vkntQU1Nj3bp1aGhoYGFhwerVq7l+/TrZ2dmFvvcPP/xAtWrVkEqlWFpa8tdff33UxvXr11O2bFn69OlDbGys0mxo0aIFtWrVyjXyYNeuXcyZM4datWrx119/0adPHypVqkSbNm1YuXIlgYGBRfL+iBQPV65cQS6XiyKmhFLavDF5zomRSCTHgUeCIMyTSCReQLggCFP+d2wX0BboKwhCjEQiMQEuASMEQfhge1KJRGIMeAMDgQtAZXJEUpIgCNYfOP8X4BeAGjVqtClo9YhI0bB7927279+v+KWuqalJ7969GTp0KI0aNUIul+Ph4cGcOXM+m9eRkZHBP//8w8CBA6lYsSK9evXC1NS00Lv8AopKn3eJtRUqVMDS0hJLS0ssLCyoV69eoewrCAKRkZEsXbqUM2fOcPz48Y8mB1+9ehU7OzvkcjkNGzZk6dKljBw5skD7JyYmcvbsWbS1tYmLi+OXX37h4MGDivc8MzOTmzdvIpVKkUqlREVFKfrjvHtvLC0t85wc/Pr1axwdHRk5ciSampqoq6sr+pBkZWUVWdm9yMf55Zdf2LdvH4GBgeJ/jxLM154fo9TEXolEMgGYBBgLgpD5ARHzHbALGAPI/nfZVEEQdn1m3YGAI6ABqAEe5AihTw6HERN7vy5kMhkRERHExcVhamqKpqbme+ds27aNP//8EycnJ/r06fPJ9VxcXFi0aBGhoaFkZ2fz22+/ffYaZZGQkEBgYKDiof3OI9SsWTN8fHwKrUHcxYsX6d27N7t378bExOSj5z148ABfX1+cnZ25f/8+Xl5edOjQId/7BQcHs2PHDg4fPpwrD0lTUxNfX9+PPrwSExMJDAzk6tWrSKVSRa+aOnXq0Lt3bywsLDAzM0NLS+uD1yckJPDvv/+ip6fHjh07GDlyJM+fP8fc3JwnT55Qu3Zt2rVrx/Lly9HT08v3fYkUnJkzZ7J582b09PR48uQJLVq0oHnz5ty8eZP4+HgMDQ2pW7euooTf2NgYExMT9PT0xMZ4RczXLGSUJmIkEkljwA/oKAjC7f+95kVuETOLHC/JbOAxYAqsBQYJguD6kXWbkiNatgBuQA1gAxAiCMInfz6KIubb48GDB/Tt25cdO3Zga2v73nFBEPD29ubevXt06tSJRo0akZycjLm5OVFRUVy9erXIfxUKgsCDBw/w9PRk+/btdOzYkStXrii9mufMmTPMnj2buLg4/Pz8KFu27GevSU1NxdramszMTCIiIqhcuXKe9kpISMDCwoKQkBA0NDTo2bMn/fv3Jy0tDalUSv369enfv3+e1hIEgYcPHyoEX1BQEG/fvkVVVZXmzZvTt29fJk6cmKtz8/9FJpOxbds2Zs6cmev16dOns2XLljzZIaJcUlJSaN26Na9fv6ZXr174+vry8OFDatasSZs2bfD09CQ1NZWGDRuioaFBZGSkwjtnbGzMnDlzFL2KRAoXUcTkLDSaHG/Jf4PcqoAAyMkJA70ABguC4PSf6/4G6guC0PUj6x4EygmC0P8/r3UAfIG6giDEfMwmUcR8e5w9e5YlS5YQFBSEgcH//9zKZDJ2797N5s2buX//vuL1WrVq0aNHD6KjowkPD8fLy6vQS68/xYEDB9iwYQP29vZMmzaNatWqKW3tSpUqkZiYyMaNG+nWrVuer4uMjMTGxgZjY2M8PT3z9P7ExMRQr149BEHAz8+PChUqFMT0XGRlZXHr1i2kUikBAQGEhoaio6PDzZs3P+ide4cgCNy5cwd3d3eysrKoVasWAwYMKHTRGh0dTd26dZXSI+hbIzMzExUVFUVH54SEBCpWrIiqqioymYwnT57QoEEDJBIJCQkJXLlyBQ8PD44cOUKDBg1Ys2aN4rhI4fK1ChllllifA5oDrf7zz3Xg2P/+HUCd3CKH//39qfW//8g1AOInu5TRsmVLypQpw9SpU3Mlhbq4uDBlyhTu37/PypUrOXPmDIsWLaJx48YcO3YMX19fOnbsWKwCBuDnn3/GwsKC3377DW1tbVq2bKm0MuQ1a9YA5Pth2rRpU6ZOnYqPjw9OTk6fv4CcsM/27dsBOHXqVP4M/Qzq6uoYGBgwdepUDh8+zPbt27l79y5Vq1alY8eObN68mYiICJKSkti7dy+nTp3i1atXSCQSGjduzNSpU5k5cyaNGjXCw8Oj0AdWPn78GBUVFcX4CMgZpTF69OgiGVRakvnuu+9yjaSoUqWKIlSkpqZGw4YNFQKlSpUqDBkyhL///pv9+/dz+/Zt+vbtS7du3fDx8SkW+0sT33qi72cHowiC8BrIVf8qkUjeAK8EQQj/39/e5JRUp5ITTuoEjATm/ueaA/9b712o6Dzwl0QiseX/h5O2AMGCIIhNKEoZDRs2ZO7cuaxcuZL169ezYMECAEVSaHp6Ov369QNAR0eHIUOGIJPJiI6Opk6dOsVpOgASiYSNGzcSFRWFn58fe/bswcrKiuvXrxfYY/AuJ+VLhmL++OOPAJQrVy7P10yaNAknJye2bduGvr4+rVu3zve+ecHU1JS9e/fi4eGBVCp9L2T0DisrK5ydnVmxYgVLly4FoEyZMiQkJLB7924GDhxI/fr1lW6fhYUFEomEOnXqkJKSQmRkpKIix8DAgE6dOil9z2+dwYMHY2hoyJEjR7C3t+fOnTuYmpoqfZ+srCxiYmKoW7cuampqZGRkkJKSUmpHaYSHh3+1HpnPoazpbkOBNeRUF1UiR8gsBv74zzl1/3uBIAj7JBJJeWAKsAlIAjz5j/ARKR0kJiZy5swZTp48CeSUcL4TMWXLlqVSpUofLL9WU1MrUcmdKioq6OnpoaenR7169ZgzZw729vZfPCRPEAS6dOmCp6cnjRo1+qL2/+/6xowZM4a+ffuyatWqzyYfSyQSTpw4QbNmzZgzZw4nT54stIRlQ0NDDA0NATAzMyMhIeGD50RFRSkEDOTMfdLU1GTChAmFliz6zpPw008/AfDmzRsuXLhA+fLlC+XBW1qoX7++4ofHu07UX0pGRgZqamqKz8Dz5885ffo0p06d4vnz55QrV45mzZpx+/ZtXr9+TYMGDejYsSN2dnafDGGKfD2IYwdEio3w8HCOHj2Kq6srmZmZGBgYMHfuXPr166fwXqSkpFCpUiVGjhzJjBmfbQJdolixYgUnT57k4sWL9OzZ84vWaNq0KVFRUZw+fVrxMM0PqampODs7I5VK8fLywtTUFC8vrzzlIgQHB2NkZES9evUYMGAAJiYmucIEyiQhIQEzMzN+++03Fi5ciEwmIywsjAYNGqClpaVIoq5atSo//PCD0vcXKVpsbGy4dOlSnnO1/osgCISGhnL8+HHc3NzQ0NCgbdu2ZGVl4evri1wux8TEBBsbG4KDg/Hw8KBRo0Z07dqV8+fPI5VK6dy5MytXrix1n6WvyRuT15wYZXliRETyhb+/PxMnTuT7779n/Pjx2NnZfdCrcu7cOWQy2ReVCeeFgIAATpw4QevWrTE2NubHH39UykM6MTGRqlWrAjkzpL5UxJw5cwZ9fX1WrlzJ5s2b8+0OL1euHMOHD1dME/fz8+P58+doa2t/9lp9fX0OHDjAggULFN6katWqYWxsjLGxMUZGRnmueoKch094eDhqamo0btw418Pr7du3ADx69AjI8bL9N4wlkUgUobGvDblczt27d2nQoAHfffddcZtT7Mjlci5duoSxsXG+BMzbt29xcXHhxIkTREVFoampyZgxY0hPT8fFxYWsrCxmzpzJxIkTP/pZmTdvHmvXrmXBggV4eXnRvHlzZsyY8V5X8W+VbzGsJHpiRJTCmzdv8PPzo3bt2ujq6r7n4k9MTOT+/fs0b96cMmXKsGzZMtzc3IiNjX2vAkYQBE6cOMH69esJDg6mevXquLi4FEo1yuTJk/Hz80MulwM5D2kjIyNMTEzy/ZB+x/Xr15k4caLCu7R27Vq6dOnyxTYePHhQ0bSuSZMm2NraYmZmlufrBUGga9eu1K5dmx07dtCuXf6bYj9+/BgPDw88PDxwc3MjKSkJyJmm/U7U6OvrU6ZMGTIzM0lISKBGjRpIJBJFGObYsWPcu3cPyKm4MjIyUghHHx8fdu3KaSu1b98+Ro0alW8bSwJRUVFs3LgRIyMjWrZsyfDhw3NV1TVp0oQDBw7kqsArbdy4cQMDAwNWr16NlZXVZ89/+PAhx44dw9nZmdTUVHR0dJgxYwY2NjaUL18eQJHknZcfIIIg4O/vj6urK3v37uXt27esXbsWQ0PDUiMyvwYhI06xFikSnjx5wsGDBzl//rwib6VChQpMmDAh14No/vz5XLx4kTJlymBkZERsbCwpKSncu3dP8UX0jqNHjzJ8+HBq1KjB8OHD6d+/v1JLfd8hCAImJib06dOH3377TfGQdnd3VzykTUxM2Lp1a556s7zD3t4eLy8v/P39lZazExwcjIuLC3v37iU+Pp5Vq1Zhamr6wYolmUzGyJEjUVFRwdjYmGbNmjFlyhRat27N+PHjsbCwoFGjRl/sccrOziY4OBh3d3ecnJy4efMmMpmMMmXKoKenx6NHj3j16hXVq1dHR0eHGzdu8PbtW5o0acKsWbNQV1fH3d2dS5cu8erVKyAnn+idkIScX+tfY/mtp6cn5ubmnzznY72QSgu//fYbixYtwtPT87OexRcvXtCrVy9kMhmDBw/Gzs4OExMTpX02bt++Tdu2bUlJSUFDQ4MhQ4Ywc+bMr/Kzlx9EEVPMiCKmZJCVlUXXrl1JSUlhyJAhjBs3jri4OPbv34+7uztTp06le/fuqKmpYWVlRfv27WnRogW7du1CJpORnZ3N2rVrmTdvXq51hw4dyqVLl/Dx8Sn0Dp+//vor3t7e+Pv7KxJM3z2kz58/z8qVKxk8eDBLliwhISEBZ2dnhTj46aef3vuyEwQBc3NzunTpwrFjx5Rub3x8PK1bt+bZs2eoq6vTs2dPVqxYkcstHxISws8//0ydOnV4+vQpampqGBkZce/ePeLi4oCcPjs9e/bE0tISc3PzAk0jTk1NxdvbGw8PDy5dukTt2rXp06cPfn5++Pn5YWlpiZ2dHW3bts31fsnlcsLCwrhx4wZdunShcuXKeHp6Ymxs/FVXkVhYWHD58mUAFi9ezKxZs/D09CQqKop+/fp9dGxEaeDly5d07NgRgBMnTnz2/P3797Nx40auXbum+P9T2SQnJ+Pl5cXhw4c5ceIEy5YtY+DAgYWyV0mipAsZUcSIFDpBQUGMHTuW06dPM2DAAMXr6enptG/fnuDgYMVrKioquLq6YmFhwd9//82ECRMA2Lt3L2PGjMm1roGBAbdv3+bChQuF/jBLSkpi0KBBqKqqEh4e/l47/Hnz5rF+/XqaNGnC3bt3kclkimOVKlVStFQ3MjKiWrVq3Lp1CxsbGxwdHRk9enSh2JyWloavry+nTp1SDGC0trZGT08PNTU1tm/fzp9//smLFy94+fIl+vr6ZGRk0LZtW2rXro1EIuHZs2cEBQWRmpqKiooKTZs2pW/fvlhaWmJkZFRq3OrKRhAEqlevrhhHcfv2bRo3blzMVpUMrl27hqmpKRkZGcyfP58RI0Z89Fy5XM7cuXNxc3OjXr16PHz4sNC9I9nZ2XTo0IHAwEDatm1LbGwsrVq1on379nTv3v2bnBNVkoWMKGJECp0tW7awf/9+Xr58+V6WvyAI3Lt3Dw8PD16+fImNjY2iRFgQBFRVVRVx7M6dO7N7925F9U1gYKAikVdfX59+/frlKXb+pYSEhDB69GjMzc1xc3PL9WWZlZWFsbExd+7cYdy4cdja2qKpqcnly5dxd3fH1dVVERKpW7cu8fHxSCQSHj169Ml2+srgvxPCBUGgatWqODo6snDhQrKysoiIiEAikXDz5k327t3LhQsXFImz1apVY8WKFWhqauLv749UKiUsLIzs7Gw0NDQwNDRk4MCBdO/e/YuqokorgiDQqlUrQkNDAWjXrh2+vr74+vpiZmb2zYcpPsWUKVPYsWPHJ4eYviMyMpIhQ4YwadIkli1blqdEdGXw7NkzWrRoQVpaGmZmZvj5+fHq1StFyPlbpKQKGVHEiBQ61tbWaGhocOPGjXxfm5SUlMvrUadOHW7fvs33338P5Hh5Tpw4wenTp3n48CF//PFHoTYX27t3L5s3b2b79u3Y2dnlOiaTyRAE4YO/xORyOaGhoXh4eODk5ISOjg7Tpk0rtAZxH+Lly5dcvnyZiRMnUq5cOZ4+fQqAtrY206dPV/TcgZwcJg8PD1atWkVSUhInT55UPCBSUlIICgrC398ff39/YmJyJn8UplfpW+XdTK2xY8fi6elJly5dMDQ05Nq1a8VtWrFRt25dGjRooOgI/SGys7Px8/Nj69at3L17l3///bfIBMw7kpOTUVdXR0NDA7lcjr29PWvXruXo0aMl9oFfEErqPYkiRqTQGT58OPHx8YSHh3/RF01ISIiiv8O7v1u2bJnrnPT0dFq3bk18fDynTp0qtMFxcrmcyZMn4+/vT7NmzejXrx/Tpk37YHXSq1evqFy5MlpaWly6dAkjI6NCsSm/XL58mXHjxr037mDNmjWMGjUql2fo9u3b6Ovr06RJE/bs2ZOrhfw7YmNjWbhwIZGRkQwaNAhLS0sGDx4szhLKJ9nZ2Yr3VyaT5SvP613iu7a2NnK5HG9vb4yMjL66/wbR0dHo6uqyYMEChg8f/sFzHjx4gJ2dHU+fPqVKlSosXbqUKVOmFLGl77NlyxZmzJiBm5sbNWvWLG5zCoWSKGSUOTtJROSDLFu2jJSUFAYMGJCrsiSvtGrVisOHDzNp0iSuX7/+noCBnI69zs7OZGVlMWfOHIXgUTYqKiqsW7dOkauzYsUKLC0tc+XAvMPR0RFA0QG0pNC1a1ceP37MgwcP6Ny5s+L1BQsWULNmTVq1aqXoiKurq8uff/5JcHAw27Zt++Acotq1a+Pg4IClpSVOTk6MGjWKrVu3FtXtfDOoqqry+vVrXr16le9E9fDwcMqUKUN4eDiqqqqYm5tz6NChQrL087x580ZRjZZXtm3bRuvWrVFTU1Mk9X6IkydPkpCQwMmTJ4mLiysRAgZyZojVr1//mxUw8HXPVxI9MSIF4uTJk6xYsULRabWweFd23bx5cywtLenSpUuhzkw6f/48CxcuxN7enlWrVuU6JpPJyMzMVIS+SiKvX7/m119/xcnJidev///oM319/Vzhv3HjxrF3716qV6+OiYkJEyZM+OCMpnPnzrF48WIuXLhAr169iuQeRHJybCQSCYGBgaxatQpNTU0OHjxYbEmms2bNwsHBgXLlytGtWzccHByoW7fuR8/PysqiUqVK1KhRg1WrVtG0adP3zsnOzubQoUNs2bKFtm3bcvXq1cK8hXyRlpZGxYoVGTx48HtVlN8iJckjI4aTRIoEQRCYN28ebm5uWFlZYW5uzvXr1wkMDKRr165YWlpiZmamlPbeDg4O7Nixg/v371O2bFmOHDmCjo6OEu7iwyxZsoRz587h5uaGhYVFoe1TmMjlcm7duoWHhwd//fUX2tra+Pn5KY5nZGSwf/9+3NzcuHTpEjVq1GDXrl25Qk9Lly7lzJkzVK5cmcePH4szZ0oxDRo04NGjRwwcOBBnZ2d0dXU5fvw4urq6H0xa9vX1xdTUlM2bN9O1a9cPrunk5MSiRYto3bo1e/fupVWrVoV9G3nGzc2N7t27s2PHjk96kb4VRBFTRIgipmSRmprKli1b8PX1JS4uju+//x5dXV2ioqJIS0tDVVWVFi1a0KdPHywtLWnbtu0HczDyyv3792nXrh0VKlTg6NGjheYRSUxMxNTUFC0tLWJiYvI1Cfpr5PLly3Tr1g25XI6Ojg4mJiY0btyYhQsX8vPPP+Pg4PBV928RKRgPHjzgxx9/VJRHX758mVmzZiGXy9HW1mbTpk3vlU0vWrSINWvW4Ovr+8EfMsnJydja2hIfH8+zZ89KVPXWs2fPsLW15eLFi/j5+X11eUhfSkkRMqKIESlyBEEgLi4OLS0tNDU1ycrKIiQkBKlUilQqJSIiQtFHIygo6INhi7xy5coVLCws0NPTo1+/fnTo0IFatWop5T4ePXrE8ePHcXJyIiUlhaZNmyKVSr/Im5SRkYFUKqVTp075/oIWBIH4+PgijcVHRERw/vx5zp49y82bNxU5SMHBwUVacSVS8ti5cyd2dnacP3+e+vXrAxAXF4e/vz/Hjx/n/v37BAUF5cpta9euHdeuXcPCwgJLS0u6d++uOPb48WOGDh1KamoqixcvZsWKFUV9Sx/l2bNn6OjokJKSws8//8zcuXOL26QipSQIGTGxV6TIkUgk1KpVSxFuUFdXx9DQkGnTpnH06FF8fX1ZvXo1SUlJmJmZsXXrVqKjo79ory5durBjxw5evXrFqlWr6N27N0FBQV9se3Z2Np6enkycOBErKyuOHTtGr1698PHxITw8/IvDYTt37sTMzOyTZaUf48yZM9SqVYuiFOx6enrMnz+fwMBAEhMTuXTpEnFxcaKAEeHkyZPUqlWLevXqKV6rWbMmgwYN4rfffiMrKwsfH59c12zevJkxY8Zw69Yt5syZg4uLi+KYq6srqampBAQElCgBA+Di4kJKSgp//PFHqRMw8HUl+oqeGJEix9PTk40bNypKgQsy8E8QBO7evUu3bt148+YNJ0+ezNfQxlevXnHmzBlFRUS1atWYMmUKEyZMUEo5d/v27fH390dDQ0PRHfdTPH78mNatW1OrVi0EQSAiIgJNTU1CQ0Np2LBhge0REfkS5HI55cuXp0OHDmzatOm9487Oztjb23/UY5eVlUW7du2Ijo7myJEjnDp1ikOHDtGsWTPCwsKK4hbyxdChQ7ly5Qr//PNPiQpxFSXF7Y0RPTEiJRYzMzMuXryIq6srrVu3ZuLEiYwYMYJ9+/bx9u3bfK0lkUj46aefOHfuHElJSdja2uLk5KRo+/4hBEHg1q1bLFy4kK5du7J161Zq167NqVOniI2NZfHixQUSMI8ePSImJoa0tDRFJZC2tvZnBQzkJDkmJiby/PlzoqKiMDY2RkVFBQsLC7Zt28adO3e+2C4RkS9FRUWFhg0bIpVKefHixXvHq1atCvDR8m91dXWcnZ357rvv6NevH4cOHWLo0KGcPXu2UO3+EhITE3F1dVXqoMmvka/FGyOKGJFio1atWoo+JK6urowZMwYLC4sv6jnTsmVLHB0defbsGYsWLcLS0hJ3d/dc56SlpXHmzBmGDBmCjY0N//zzDxMnTiQyMpLAwEAGDhyolNLV4OBgNDU18fPzIyMjA8jpbpwXbt68CcDZs2eRSqXs2LGD9evXk5WVxbRp02jcuDE7d+4ssI2lDUEQePz48Qf74YjkjeXLl5OSksL69esZNmwYAwYMYMOGDdy8eRNjY2OGDBmCg4MD58+f/+D1tWvX5vDhw4q/9+3bR6NGjYrK/M9y/fp1xo4dS82aNUlKSsqVv1Na+RqEjBhOEikRyOVyDh06xIYNG1i1ahX29vZfvE5oaCijRo3i9u3b9O/fn0aNGhETE8O5c+dITk6mUaNGzJw5ExsbG8qXL6/kO8mxQUVFhbCwMNatW0e7du345ZdfKFOmzGevDQgIoGPHjpiZmbFp06ZcvwRjY2NZtmwZwcHBBAQEoK+vr3Tbv3YEQUAQBIXXKzU1lSNHjuDg4EB0dHSBPlulnTlz5rBx40YAdHR0qFSpEjdv3iQzM5OdO3diaGjIzz//zNOnTwkLC/to/5gtW7Yomld+is6dO6Ompoa7u3uevJhfysOHD+nVqxdRUVFoaGjQs2dPhg4diq6ubqHt+bVRHKElsTpJ5Kvjvz1nvLy8CtSXISYmhpEjRxIYGEhaWhpqamr079+fyZMnY2pqWqLdxBs2bGDu3LksXLiQYcOG5Tr2+vVrBg4cSJkyZbh37544bfp/yOVyVq5cye+//45MJsPS0pIqVapw6NAhUlNTady4MampqcTHx3P//n1FdY0yePv2LRoaGorP1O3bt9m3bx8aGhpYWlqipqbGmTNn0NHRwcLColCbNBYmp0+fxsnJiV9++YX27dsjkUhISUmhTZs2ik67GRkZWFtb06hRI4KCgr7Ys/nixQuqVasGwJ9//qnopF0YXL16lQ4dOvDdd9/h5eVVKD9svnZEEaNkRBHz7ZKamsqQIUNIT0/n7t27BW6Sl5GRwdOnT9HU1CzyQXJfilwup3PnzgQEBLB48WLMzc2pUKGC4viGDRs4cOAAL168EPu2/A9nZ2f69u1L69atqVOnDgEBAbx69QpLS0uGDh1Kq1at+PPPP/njjz+Ii4sr8IRxuVzO5cuXWbt2Ld7e3lSuXJkePXoQHR1NYGDgJ69t0KABvXv3pkqVKhw8eJD58+czbty4AtlTnERHR9O6dWsqVaqElZUV6enp7Nu3j9mzZ7Nhw4ZPXiuTyVBRUVF4Wt51KD5y5Iii58zy5ctZsmRJod7D9OnT+f3339m6dSvm5uaFutfXSlELGVHEiHy1ODo64uDgwK1bt2jRokVxm1MsJCQkoK+vT0xMDCoqKnTp0huzBucAACAASURBVIV169YphE2VKlW4fft2cZtZIoiLi2PChAl4enpy9epV1NXVEQSBrKysXJ6qWbNmERAQQHx8fIEbJHbo0IGrV69SqVIlunXrRmJiIlKpFE1NTQYNGkT//v1RU1MjICCAt2/f0rVrV549e4a/vz9SqZQbN26Qnp6ORCJBTU2NxYsX0717d/T19fM9X6kkcOnSJRYsWEBYWBhyuRwjIyMCAgI4f/48vXv3/uh1P/30E3fv3mX48OFkZ2dz7tw5GjZsiKqqqiIfoyhGXWRkZNC0aVNUVFRKZLJxSaEohYxYnSTy1fLgwQMgJz8kNja2mK3JQRAEhg4dikQi4ddffy30/apUqcKDBw+4evUqv/76Kx4eHujr62NnZwfAunXrCt2GkowgCHh5edGtWzfq1auHi4sLI0aMUIQvJBLJe6G2gQMHkpyczPr16wu8/7sy/q1bt7Jw4UI2bNiAr68vbm5uTJgwgSpVqqClpUX37t0ZMGAAP/zwAzo6OowaNYpdu3bh5+fHP//8g4+PD82bN2fJkiW0bduWypUrY21tzV9//cXjx48LbGdR0aNHD0JCQpg0aRJly5bFwcEBXV1dbGxsiImJ+eh1pqamABw5cgQXFxcsLS35/vvvuX37Np06daJ8+fKFOpPtHd999x3p6elfbaivqCiJib5f3vtdRKSQ0NfXx9/fn4kTJ/Ldd9/h7e2NkZFRsdoUHx+Pm5sbQK6qBZlMxvbt2xkwYIDSvwDV1NQwMTHBxMSEcuXKERkZycCBAxkwYECpz4UxMjLi2rVrQE7J/uzZsz85iBByGvlBTmPDgmJvb4+zszMxMTGKWT/5ybMqU6aMoix5//79vHz5koCAAKRSKd7e3pw8eRKA+vXr07t3bywsLDAzMyvx+Rr//vsvWVlZpKWlsXHjRqytrenTpw/Xrl37YH7Mzp07CQoK4u7du0yePJnOnTtTq1Yt0tPTUVdXZ/r06UXSR0Ymk5GQkIC2tjbOzs5cv36ddu3aYWxsTKVKlQp9f5EvRwwniZRIBOH/sXfmYTXm7x9/nRZkK7vsS/Zs2cs2loghEdmJkGUITZEJk2SLZB9L1kgI2VIKUZQlJMmSLIVQiUqp8/z+6Nv5aVpPO3Ne1zXXNZ3zfJaHnHM/9+e+32+BJ0+eMG/ePOLi4hg5ciQDBw5k2LBhBdKp8O3bN8qUKQP8f32Dq6sr6urq9OnTh3v37vH06VPMzc0lPk+JiYmUKlUq3ZdVcnIycXFxlClTJlfdRzIKhqVLl7JixQrJz7Vr16Z3797MnTs3y6MiPz8/jIyMOHDgABMmTMjTuoIgcOPGDZYvX46Hhweenp6SAlRIDZCuXbuGq6srlStXplu3brRq1YrNmzfToEEDNDU1ad68ebZHRoIg8Pz5c27cuIGvry937tyRFKe3adOGsWPHYmJiUiKPnYKDg+nQoQMtW7Zk9+7duLu7Y25ujrm5OatXr850zKtXr+jZs6ck86Sjo4OFhQWnT5/G1taWcePGZak/U5DY2dmxYMGCdK8pKSmxd+9eSQAsI5WiOFaS1cTI+CV4+vQpmzdv5vLly0Cqq6y2tnae5kpISODo0aPY2toSFBREixYt6NOnD2fPnuXly5eIRKIMOiLz58/H0tKSSpUq5fteZBQsgiDw7NkzPDw8OHbsGFevXkVXVzddcPMjISEh6OvrU6NGDd6+fStV5iQuLo5Dhw5hZ2dHSEgIFSpUwNDQMF3XzIULF9i4cSMRERFUqVKFhISETMUblZWV6dq1K4MHD+a3337Lce2kpCSJB5m3tzdPnjzBysoKS0vLXO+/KDlw4ACTJk1i+vTp/PHHH1hZWXHs2DGGDh3KgAED6N+/P2pqaun+/AVB4PHjx+zevZsNGzZIXtfQ0MDR0bFI2p0FQZBk+LZt20aHDh0YOnQoioqKODs7l/gsWFFT2IGMLIiR8Uuxc+dONm/enOfOkvfv39OqVSs+ffpEo0aN0NTU5PHjx9y7dw91dXUMDAzQ1tYmIiICf39/VFVVcXd359SpU8jJyaGurs7QoUPp378/3bp1KxBRvOLk+/fvxMTESI404uPjkZOTk2SnEhMTf7rMkqWlJdbW1tjY2DBkyJB07wmCwKBBg3jz5g2zZs1i8+bNUmX00owMmzdvzujRo9HR0UmX8fn+/Ts9evSgVq1a2NjYoKuriyAInD9/XlLk++bNGzw9PfHw8ODcuXN8/PiR7du3o6Wllet9CILA4sWLuXDhAp6envTu3TvXY4sSQ0ND9u/fz8GDB2nWrBn29vZcvnyZ8PBwIDVzNnbsWGxsbNI52guCwNatW3nz5g1jx44t8sL+mJgYNm7cyMKFC6lQoQK+vr707NkTHR0dVq1aVaR7+RkozEBGFsTI+KXYsGED+/fvx8/Pj44dc/y9zsDXr19p1KgRHz58wNfXV/JUlSZMlxlisVjyBOzr68vDhw8Ri8WULVuWTp06MX36dMaOHZth3Ldv3zh27Bi2trZ8//6dmzdv5rtVvKBZvXo1ixcvply5cujo6HDu3DlSUlLo0KEDysrKuLm5cfTo0VwrDZcEkpOT6dq1K48ePcLJySmd15SPjw/GxsZ50hx5//49NWvWZNy4cZibm2eawbl37x4TJkzAyckJAwODdO+dOHECBQUFdHV1Ja8lJCTQpEkTqlevzoEDB6TaT1xcHKNHj+bt27d07NiR4cOHo62tTatWrUqM/tGtW7fo3LlzuoBSEARev36Nr68vV65cwcfHp8S5V2dG165diYyMxNXVtbi3UuIoCUGMrDtJxk/B1KlTqV69Onp6enz+/Fnq8eXLl8fFxQV5efl0H5rZPY3LycmhoaHB7NmzcXR0xNvbmxkzZqCtrc3jx48ZN24czs7O6cbcvn0bJSUlJk6cyIMHDwgODsbAwKDEyd3r6ekBqV+Ily5don///owaNYoPHz7g5uYGIJWRZklAQUEBV1dXlJSUsLKyIjk5GU9PT6ZPn46xsTHly5fPU6tumn3FkCFDsgwSqlevTpkyZdi4cWOGwuERI0akC2Ag1UsoNjY2nSN0bilXrhzbt29nxIgRREREsHDhQlq3bk2NGjXYs2eP1PMVBtevXwdS7UDSEIlE1KtXj9GjR7Njxw50dXWxtrbm0qVLxbXNHBGLxQQGBtK0adPi3kqJpCR0K8mCGBk/BcrKyqxbt443b97kOa3bvXt3Jk+ejLu7O8nJyVKPv3z5Mv/88w9ubm6SL/h/P0WWLl06Q5eSm5ubRK69pNCsWTNJseTIkSNZuXIl5ubmnDx5UlLcWNKyR7mhVq1alCpVijt37qCjo4OJiQmhoaGsWLGCp0+fUqtWLanmS8uqVa5cmRYtWmS77uLFi7l58yY2NjY5zhsXF0dcXBwfPnzIU4Bbp04dFi9ejKurK+7u7vz9999Ur16dGTNm4OPjI/V8BU2XLl0QiUQsW7YMd3f3TB88LCwsaNSoEQYGBrx9+7YYdpkzacaXvr6+mRpfyij+QEYWxMj4aUhroS1Xrlye57h9+zatWrVKdw6fW65evUq1atWYPn06giAwdepUjh8/nu6a1q1b8+rVKz58+MCRI0eYPHkyQLG3iGfGuHHjmDJlCrt378bX11fy+tChQ1FSUmL27NkkJSXh5eWVpSlnYGBgtjogRcnr168RiUS8e/cOSG1PdnFx4c2bN/z1119SOZOHhYWxaNEiatWqxZkzZxg0aFCONTR6enoMHjyY5cuXc+XKlWyvVVZWZtGiRfj4+PD8+fNc7yszVFVVGT58OLt27UJVVRV9ff18z5lfNDU12bhxI8HBwSxcuJA+ffpkUDIuW7Ys69evJyEhgQ4dOvDHH3+UyKxMmvFlcf+ZlmSKM5CRBTEyfhpu3LgBwIABA/I0Pjo6msDAQDQ1NaUem1bboquri729PY8ePWL37t1Zdk1UrVqV0aNHs3fvXgRByJcPVGGyefNmGjduzOLFiwkLCwOgcuXKVKhQgTp16vD8+XO6d+/O169fWb9+Pc+fPycxMZF9+/bRtm1b2rRpQ6dOnfj06VPx3gipdS8qKipAqhv4jRs3JEW1uUEsFnP+/Hl69+5No0aNWLduHe3bt2fnzp2YmZnlOF4kEmFpaUnFihUlooQ5raegoCBVcJUdFSpUwNbWlqioKNTU1GjQoAGzZ8/m9OnTxMbGFsga0jB37lyio6O5fv06derUwcTEBDs7O/z8/CRBcePGjdm4cSONGzdm165d9O/fX+oaocLGx8eHUqVK/WfVw0s6siBGxk+Dr68vKioqdOjQIU/jL1++jFgs5uHDh9y7d0+qI6XAwEC+fv2aTujuV6Bs2bKcPn2ahIQEhgwZwogRI9i+fTuRkZFUq1aNFi1aoKCgQMWKFZk7dy7Kysr8/fffGBoa8uDBAyC18LUkHJeNHj2a6OhoBEGQCNBJg62tLYMHD+bhw4dMmzaNixcvYm9vT7du3XJdMFuuXDnKlSuXTjsmK06fPk3btm0pX7681HvNilatWnHq1CkWLVpE/fr12bt3L8OGDaNy5cp06NCBFStWcPPmzTwdp+YFRUVFtLS0OHfuHM2bN+fAgQMYGRmlk/bX1NRk+/btXLt2DQ0NDYyNjXn06FGR7C83uLq6oqGhkW+ril+d4srGyIIYGT8NERERlCpViri4uDyNb968Oa1atcLHx4cJEybQs2dP5s+fj7Ozc45HIkpKSgCcOnWK169fIwgCfn5+JerDNq+0bNmS+/fvs3r1apSUlNi+fTuQ2tbeqVMnVq1axa1bt5CTk6Nq1aoYGxszc+ZMWrVqRdOmTRk5ciRGRkbFfBf5QywWs2/fPtTU1PDw8OCPP/7IU4bk1atXhIeHo6+vn+117969Izg4mO7du+d1y1lSt25dxo0bx9atW/Hx8cHBwQFDQ0MSExNZtmyZRIXWzMysyArOmzdvzq1bt0jrKk3LmP2IkpIS69atQ0lJCV1d3Uw1doqaN2/e8OzZM6na4P/LFEcgI2uxlvHTcPv2bQwNDVmzZk2u0vtZ8enTp3R6HWlFhXXq1KFbt25oaWnRu3fvDIqomzdvZufOnUDqkUtUVBTdunVLV0/ys5OcnEz37t0zdWKuUKECEydOxN7evkSqxeaFmJgY9u3bh729PWFhYZiamjJp0qQ8z3f48GFWrVrFs2fPaNy4cZbXpQnCHT16lJYtW+Z5PWmJjo7Gz8+Pc+fOceXKFczMzJgyZQpNmzYtkvbsrVu3MmfOHAA6derEsmXLMnRo+fr6YmxsjKGhYZF3W6WkpPDy5UsaNmyISCRiz549GBkZ4eLiQpMmTYp0Lz8zBdF6LWuxlvHLkRZw59ej6EeTvfDwcEJCQtiyZQtqamqcP38eExOTTAsM//jjD1xcXDA1NZV0qtSoUYOYmJh87ackoaCgwLVr1/D09MTc3Dxdzc+XL1/YunVrruo9fgYEQaBz587Mnz+fihUrYmNjw/jx4/M155cvXwByNC51d3enTJkyRaJE+yOVKlVi4MCB2Nvb079/f9auXUvz5s2pXbs2RkZGODo6FupR08yZM/Hy8mLx4sU8efKE+fPn8+3bt3TXaGpqYmRkhIODQ5HYDfyIi4sLjRs3Rk5ODl1dXebPn4+qqipqampFug8ZuUeWiZFRIvHy8sLDw4POnTtTu3ZtLly4wKlTp1BQUOD169dUrVq1UNb9559/MDY25vTp0+nE0v7Nx48fGT58ONHR0QBs27aNmTNnFsqeipvIyEg8PT1xd3dn3759+c6ElRSCgoJQV1dn1qxZBfZ3Fx8fT+/evdHQ0JBopWSGubk5a9euZfv27YVypJRbXr9+zeXLl1m3bp3ktcOHDzNmzJhCX9vNzQ0dHR309fVZtmxZuveSk5Pp1asXLVq04ObNm1nOkZ1YZV6IiYnJYDFy7NixIg82fwXym42RZWJk/NTs2rWLs2fPsnTpUqZOncqZM2eYOHEi/v7+hRbAQKo3U82aNWnYsGG211WtWhVPT09JQWtxdH8UFdWrV2fMmDHs3bsXsVj80wcwDx8+ZNasWXTu3BlFRUWGDRtWYHPLyckhFovp1KlTttctX76cJk2aYGFhwfv37wtsfWmpU6cOZ86cAaBRo0bY2NjkWM9TUAwcOBBzc3OOHz/O+fPn07337ds34uPj6dOnT5bjX758SdmyZbG2ti6wPamoqPDo0SPGjh0rca8+ffp0gc3/X6Ko6mNkQYyMEkd8fDxBQUEsXLiQwMBAnJyciIiIYM+ePbRu3brQ1vX398fd3R0tLa1c1QcoKipK/IX+K4qeJUXWPi/cuXOHjh070rp1a/bs2UO/fv04dOhQnry4siI2NpbExEQ+ffqUQbn3R5SUlDhx4gTR0dHpOnWKmpCQEB4/fszq1at59uwZixcvLlJfsBUrVtC+fXvMzc2ZNm0aDg4OhISEkJKSgry8PFeuXMlSo6hmzZokJiZiaWlZoA8RLVq0wNHRkQ8fPjBnzhwOHTqEp6dngc3/X6IoAhlZECOjxKGkpESrVq3YuXMn5cuXx8DAQPJUVBicOXMGdXV1unTpgiAIDB8+PNdjNTQ0qFq1KgsXLiy0/f1sfPv2jaSkpOLeRgamTp3Kw4cPWbBgAZ6enqxcubLAi2qrV6+OkZERBw8eTFd79fLlywzXRkVFAanBcFEf679+/Zr169czceJEFBQUGDNmTLEEqIqKiri5ubFgwQI+fvyInZ0d+vr6DB06lGrVqnHjxo0sFZBLly7NgwcP8PX1lXQPFiRycnLY2trSsmVLLC0tJeaVMkoWspoYGSWS169fM2rUKBo1asTt27cL7ekwNjaWKlWqoKyszIwZMxgyZIjUuh2zZs3i6dOnJVY6vajZtm0bhoaGREVFcfz4cbp370779u0LtHZBWqKioiRqy7Nnz073XkJCAm5ubrx7944uXbrQunXrfP2+icVi3N3d8fHxwdfXl8jISCBViv/KlSsSp3BXV1eJp5KqqirdunWjW7du9OjRI1+q1FmRkpLCtWvXcHJywsfHB3l5efr06cPy5cvzJABZGERERHDp0iUcHR0lnlUikYjY2NgC1dORhtDQUNq2bUujRo3Yt2/fT+9gXxzkpT5G5mIt46fn4sWLmJqaYmpqmq7wsKBISkpi/fr1WFhY4ODgkGMdw7+Jj49n06ZNODo6YmRkxK5duwp8jz8jycnJpKSkcOLECcaNGwekyuzr6OjQv39/ifhaUeLs7IyBgQEHDx5MJ4QXHx+Pnp4eERERktcqVarErl27aNasWb7XFQSB0NBQLly4wD///MPs2bPZsmWL5P3Q0FDc3d1xd3fn0qVLfPnyBTU1NRwdHQtMXO3Tp0+4uLhw7Ngx3r59S/Xq1Zk5cybTpk2jdu3aBbJGQZOUlMSQIUOIiopi5syZTJkypVj3c/z4cUaOHImuri4mJiaFWpf3qyJtICMLYmT8ElhbW3P06FHOnj2bJwfizEhOTmbFihVs2bKFqKgoWrZsyaFDh6R+wvrnn3/YsmULY8eOZd26dVKbC/7qpKSk0KxZswyeM0pKSkRGRhbpk/WUKVM4ceIE3t7e6TRurl69ypw5c9i/fz9Dhgzh8uXLGBsbU65cOZycnAo0I7Ju3ToOHDjA8ePHGTFiRIb3k5OTOXnyJAYGBujq6rJixYo8ryUIAgEBATg5OeHh4UFycjJdunTBzMyMIUOGyLIJecDExAR7e3sgVbzP2tq6QALd/xLSBDKy7iQZvwR//vknzZo1Y8SIEfTs2ZNNmzaRkJCQrzkDAwOxsrIiKiqK7du3c+TIEak/1F+/fo2Liwvq6uo4OjoWaADz6tUrXF1di7xOoqCRl5fnwYMHHDp0iEmTJkmeXhMSEvjnn3/4+PFjkRT+CYLAuXPn6Nq1awaRvuvXr6OkpISBgQGVKlVi+PDhHDt2jFevXrFixYoC/TswMTGhTZs2GBoaEhoamuF9BQUFRo4cyZIlSzh16hSurq55Wsfb25sRI0YwadIkrl+/zqxZswgODubmzZsMHz5cFsDkETs7O+7cucPq1av59OkT8+fPl+gCySg+ZEGMjBJN6dKl2bJlC3p6erx+/Zp58+ZJXKTzSrt27ZgwYQIikYhSpUpJXatx584dfv/9d96/f1/gBb3Lly+nfv366OrqsmnTpgKduzgoW7Ys48aNY9++fURGRhIYGMiJEydYuHAhAQEB2Wrx5Je02pQ+ffoQGRmZqR6Lr68vnTp1knSZAfTq1Yvly5dz7tw5Zs+ezdixYzEzM+PkyZP56oJRVFRk7dq1QKpTeGJiYqbXLVu2jI4dO2JtbZ1psJMdKSkpLFmyhMTERHbu3Mnbt2+xt7eX6ZwUACKRCA0NDczNzTl58iQREREsX778p3/YKEoK46FFFsTIKPHUrFmTJUuWcObMGYyNjTl06BB79+7N83wikYht27ZRv359li5dKvX4CxcuULp0acLCwpg8eXKe95EZP35Jmpqacvv27QKdvzgRiUSoq6tLur/69OlTKF0lkFpT0aZNGwYMGMCDBw+YNm0av//+e7prUlJSiIyM5Pv37xm+iCwsLOjatSvXrl0jJSUFf39/li5dyqRJk/KVCaxduzYrVqwgKCgIc3PzTK9RUFDg9OnTlClTBlNT0wyKttkRFBRETEwMa9asYdq0aYVSIJwbYmNjCQwMLJa1iwItLS1WrlyJu7s7stIG6SjoQEYWxMj4qTA2NqZdu3bMnj2bz58/53me8uXLU7duXRQUFKQe+/TpUypXrky1atXyvH5WWFhYAKmOzFWrVkVPTy9f91mSkZeXL7S23uvXrxMUFISRkREeHh7MnTuXr1+/snnzZry8vPj69Svy8vKYmJhw48YNNmzYkGFvXl5ePHv2jKCgID58+ICLiwvPnj3LtxR+3759GTNmDPb29ly9ejXTa2rVqsX27dt5+vRptsq//8bHxweRSES/fv3ytce88uDBA2bOnEnNmjVp06bNLy0U9+eff9K9e3dWrlzJmDFj2LRpE7dv3+b79+/FvbUST0EGMrIgRsZPhby8POrq6iQnJ+fZhDAyMpK+ffvi4+NDjx49pB4/ceJEwsPDWbRoUZ7Wzw5/f38gteZm2rRpREREFHi2p7BJTEzk6dOnxZpmv3HjBgD6+vqUKlUKSO0w2blzJ/PmzaNHjx4cO3aMsWPH0qNHDxYtWpTByVxJSUli4igSiSRdTQWRPdLR0QHIVnskzdKiYsWKiMVibt26xc2bNzM9hkqr+zl48CDq6upF2j2TmJjI4cOH0dDQoG3btuzdu5fffvuN2rVrM2HChEw1cn4F5OTkOHv2LH///TcKCgoSt/Du3buzYcMG2TFTESELYmT8dISEhFCzZs08f5ls3LgRLy8vJk+enCczw759+zJ27Fg2btyY5+LLrKhfvz6NGzfGx8eHFStWIBaLf7ovAWtra5o2bUq1atWYMGECBw4cICIiAi8vL1auXImXlxdxcXGcPn2aHTt28OTJkwL/wB88eDCKiorp2pl9fHxo1qwZV65coUOHDtjY2PDo0SPatWtHcnJyjrVRFy9eBCgQTZX79+8DqYHV4cOHM1X3TcvATZ06FU1NTaZMmcK0adPQ0tLCzMwsnaDgtWvXWLRoEVWqVGHjxo353l9uiY+Pp06dOowbN46AgACmTJnCpUuXWLNmDbt27UIQBIYOHfrLZieUlZVZunQpAQEBfPz4ERcXFwYNGsTevXtxcXEp7u2VaAoqGyNrsZbx03Hy5EmWLl2KlZUVlpaWUo9v2bIlSkpK7N+/P897SEpKYvz48YSHh/PgwQPq16+f7fXJyclcvHiRxo0b56rIMjw8HGNjY86ePQukCshpa2tLMgPPnj2jQYMGeToOyw+CIHD58mViYmKyVDZu1qwZT548QUdHh5s3b0oyCj8iEonSBS716tXD3d1d6pbV6OhoFi5cSKNGjRg2bBitWrWSHFE1atSIWrVqsWPHDr5+/UqPHj0wNTVl1apVfPr0CXV1dRQUFKhduzb+/v5oamoyefJkjIyMMl2rT58+PHnyhAsXLuT7GCwsLIxt27bh5+dHVFRUplpIgiAQGBiIu7s7AQEB6OjoUKlSJc6dO8f27dsZP368pK7GysqK8+fPExUVJck8FQXJycmYm5tLjuPq1avH0aNHJe3zha31VBJJSUlBS0uLe/fucfjw4f+MJUleyartWqYTI+OXRRAEFi9ezIULF/D19aVLly65HhsZGUmNGjWYM2cOM2bMyNc+Xr9+zciRI2ncuHG2qsIRERF07NiRt2/fUq1aNR4+fEj16tVznD82NhZlZeV0r9WuXZuKFSsSHBzM5MmT81XgLC2CINC5c2du375NlSpV+PjxY4ZrIiIiqF27NiYmJkydOhWxWExISAh+fn5UqVIFLS0tHjx4wL1792jdujWNGzfm5s2bbNq0CVVVVe7duydVhu3t27fp2tvTHLY/fvwoqVkyMjIiMDAQPz8/rly5Qq9evYDUzqSePXtSv359unbtyuHDh4HU45HMAoEWLVrw4cMHLly4UGAFyWKxGCsrK06cOMGZM2cyFB9nRa9evXjz5g2nT59GEAQGDhxI586di9WH6dKlSwwcOJCKFSvSo0cPNDU16datG9u2bcuX1lNCQgKHDh3Czc2N1atX06RJk0LYfcHy/v171NXVqVChAk5OTgUmXPirklkgI9OJkfHLIhKJmDhxImKxmAcPHkg1Nk3KPLN2W2mpW7cuy5cv58GDB9lmhEqVKkVMTAwAHz58QFtbO0tTux+pWLEigYGBlC5dmlq1arFo0SKaNm2KoqIiGhoa7Nu3jzZt2mBpaZlBUK4wePDggaRbKqs/v7Qjl7T35eTkaNGiBZMnT2bIkCFUrlyZ3r17Y2JiQt++fWnQoAGjR49mzZo1PHnyhAULFki1J1VVVRwcHFBSUqJBgwYSEblKlSphhpy96QAAIABJREFUY2NDmzZtcHBwICgoCDMzs3Q1UJqamqxcuZLQ0FAaNWpEmzZtaN26dZaZjHXr1vHp0yeJ63NBICcnx+LFi2nUqBHjx4/PlefU9+/fuXPnDhoaGojFYkJDQ4mIiGDAgAEFtq+80K9fP86cOUP//v25evUqixYtolevXpLunSNHjuRp3qVLlzJ9+nTJUc3PcDRVo0YNjh49SlhYGNbW1rL6mEJE6iBGJBJZiEQiQSQSbfnhtfIikWizSCR6IxKJEkQiUYhIJJqfi7lKiUQiK5FI9EIkEiWKRKJXIpForrR7kvHfIyAgAEhN8UvDxYsXqVy5Mi1atCiQfQwcOBBtbW3WrFmToTA0japVq+Ls7Cx5Grt//z7y8vJYWlri7e2d7ReXuro6W7ZsISIigri4OInNgYODAyYmJsjJyWFtbY2mpiYfPnwokHvKjFOnTqVTmR06dGim17m5uaGgoCB56p4zZw6Ojo45dlj16NEDLS0t9u/fL/UHvqGhIXFxcbx48UJy3CYvL8/ixYu5f/8+UVFRvH//njVr1mSoe/nzzz/R0tLC2tqaBw8eZGv+maYlU7NmTan2lxOlS5dGQ0ODb9++5Sq4vXHjBnFxcTx8+FBi4wAwf/78IvmyjIuLy3IdHR0djh49yqdPn/D392flypUsWbIEe3t7tm3blqf1Ro4cKfn/t2/fSh4ISjp9+vRh6dKlnDlzhlOnThX3dko0+amPkSqIEYlEXYFpwL8ffzcAg4EJQAtgJbBaJBJNyGHKI8BAYDrQDBiZydwyZGTA19eXunXrSr60cou3tzc1atQoUDPCmjVroqioSKVKlbK85vfffyc6OprLly9LXrO2tqZXr16oqKigra2dae0IpBZ2Dho0iK1bt0oyIfLy8kydOpVDhw7h5ORETEwMenp6ufoSlJaEhARGjx7Nly9fJGnfgQMHprtGLBZz4sQJLly4QHJyMgcPHqROnTqEhoayevVqduzYkeM6Hz9+RF1dPU/1JtmNUVZWzjKdLycnl+4I5t/39SPPnj2Tel858f37dzZv3szx48fp2LGjxBwyOzw9PQF4/PgxTZo0kRyLampqFpp7uCAIXL16ldGjR6OiosKcOXOyvV5eXp5OnTphYWGBtbU1c+fOpWLFinlau3Pnznh6euLs7ExYWFihSBsUFpaWlnTu3BkbG5tC+f35lchrIJPrT3KRSKQMOAJTgX9/2moCBwVBuCwIQpggCAeAm0CWxQoikUgb6AcMEgTB43/j/ARBuCLtTcj47xEQEEC3bt2kHjdhwgSCg4MlBbMFQVhYGBUqVMjxKbhUqVL07t1b0tG0fv16Nm7cyODBg/Hw8GDUqFGZjhOJRDg5OVGnTh3Mzc2JiopK936rVq0wNzfHx8cn3xom/yYhIYGNGzeSmJiIlZUVZcuWpUmTJhlsFjZv3oy+vr5Ehn38+PH4+PhI7jWngt3IyEhCQkIy9RQqbKpVq4afnx/z5s3L1gR0/Pjx1K9fn9mzZ2NoaIiDg0O+g4azZ8+yc+dOevXqxZ49e3I1ZtCgQVhaWko0ZLZv344gCHh4eKRTHi5IBgwYQO/evTl//jx169Zl27ZtODk5FcpamdGnTx9Gjhz50xkvysvLc/r0acqWLYupqWm+LVN+dfISyEjzOLoTOC4Iglcm710HhohEoroAIpFIE2gHuGUz3zDgFrDgf8dQT0Ui0SaRSJSpK5xIJJouEolui0Si21k9scr479C9e3dOnDghtSro8uXL0dDQYMWKFYSFhRXIXgwNDYmJiWH06NG5SueniZelteqm7ePu3buZttoCVKhQgVOnThEdHc1ff/2VIePSvn17gAJ/Eu/ZsycWFha0bt2aDh06EBAQIPGN+fED559//pH8v5ycHBMmpCZh02pktLS0sl3Hz88PoNBF2tL0VP7tedO5c2c2btyYrfZQhQoVuHr1KmZmZnz9+hU7OztWrlxJcnIykJpV+fTpk+T6pKSkLK0FILX488iRI1SvXp3Lly/nujOrS5cuWFlZoaamxtWrV6lYsSLe3t4Fml389z49PDzQ0dHB09OTEydO0K5dO4yMjNi0aROPHz+W1XxkQ82aNVm7di3Pnz8nODi4uLfzy5Gr33qRSDQNUAOyql6cC9wDXolEou/AVcBcEITsHncbAd2BtsAIYA6pR0v7MrtYEISdgiB0FAShY3Zpexn/Dfr27UtKSgrv3r2TapyCggKnTp1CUVERU1PTbL9kckvHjh2ZNWsW58+fx8DAgIMHD/L27dssr08LXiZNmoSJiQlv375lzZo1hISEZPsl2r59e+zs7Lh27ZqkPTwhIYGTJ09K0vsFWdwZHh7O7du3GTduHI6OjpQpUwYLCwuaNm3Kxo0bMTMzk1yb9uW9aNEinj9/Tt++fQkKCmLPnj00a9YsxyOAtMzO2rVruXXrVpbBXH75/Pkzffr0QV5enh07dkj0WnJL/fr1WbNmDcHBwZiamuLi4kLPnj2ZMWMG/fr1o3fv3gwZMgQTExN69eqFpqYmRkZGODg48PjxY8RiMf7+/ixYsIABAwbw+PFj5s+fn+eW7S1btvD169dCO0oE8PDwAFJ/X5WUlCQeUKqqqsybN48WLVqwePHiQln7VyEkJAQFBQWZh1UukDYbk6PIhEgkagbYAD0EQcjqMe8PQAsYCrwEegK2IpEoTBCErLIxcoAAjBUE4fP/1poDXBSJRDUEQXgv1Z3I+E+R9kSTXfo/K+rWrYujoyO///4769at46+//sr3foyMjIiOjub8+fMcO3YMADU1NfT19Vm6dGm6llxdXV2MjY0ldSLPnz/P9THArFmzOH36NBs2bMDPz4/AwEBiY2NRU1PD0dGRunXr5vte0ggKCgJSsxc7duygUqVKaGpq0rdvX3r27EnXrl0l1z569Ijy5ctTunRp/P39GTFiBHfv3kVRUZFly5bluFaHDh0kfybOzs4oKyujra3Nb7/9xp07d3j48CFubm6oqKjk655UVFQQBAGRSMS4cePSKeYGBwdz4sQJmjRpQt++fXM8ulizZg3dunXDzc0Nd3d3iVfT2bNnCQgIQFdXl+rVq3PmzBns7Oyws7NDQUGB5ORklJWVmT9/PsbGxlLXdf1IWndehw4dEIvFhZKNOXfuXIZieFVVVU6ePElwcDCjRo2SOWPnwKlTp9DQ0JC1WucSaQKZHHViRCLRZGAv8OOjkTypAYgYqAJ8AEYKgnD6h3G7gQaCIGSaHxaJRPsBLUEQ1H54rS7wCugsCMKtrPYk04mR4ePjg7GxMWZmZqxZsyZPc5iamrJ+/XrWr1+PtrZ2gewrTRfF19cXX19f/P39mTZtGjt37kx3XUJCAk2aNMHExARTU1Op1oiJiaFVq1ZER0czZMgQZs+eTY8ePQrchygpKQkNDQ1JMPNvbt68malGz7Rp09i9ezdDhw5l4cKFVK5cOddrfvr0CT8/P3x9fblx4waRkZHIyckhFovp0qULFhYW9O7dO89Fov/m+/fvuLq6sm7dOsmRFqTWIbVo0YKhQ4dStWpV9u/fT6NGjejfvz96enoZaoLSiIqKyvR+IyIiuHTpEr6+vnTr1o1Ro0YViNZMdHQ0SUlJ1KhRI99z/UhCQgJHjx5l/fr1PHz4kBEjRrB8+fIM1wUEBDBx4kS2bdvGzJkzcz1/aGgoQUFB9OzZM4MW0q9GeHg4derUYcGCBRgaGhb3dn4aWrduXTBidyKRSAWo86+X9wJPSc3QvAZigCE/Hh+JRKJ/gCaCIGTaAysSiaYDG4HqgiB8/d9rfYFLQA1BECKz2pMsiJEhCAJaWlp07tyZS5cu5WmOpKQkOnXqxIsXL7h69WqhPE0uXLgQd3d3vn79msFROC0jkBfi4+MBCv3JLjw8nBMnTjBixAji4+M5cuSIJLOSJtVvbm7OwIEDJe3uERERtG7dmsqVK3P48OE8f1kLgsCrV6+oXLkyFy5cwNbWloSEBEqVKsWpU6ck/kN5ISQkhN27d3PgwAEiIyNRVVVl5MiRDBs2jLdv30qCqAcPHpCcnEyTJk2Ij48nPDycypUr8/DhQ1RVVSXzPXz4EENDQ27fvi0R3CsKkpOTOXPmDIcOHaJGjRqS7FV+AwNtbW08PDxo1KgRBgYG6OnpZfr3+P37dyZNmkRYWBj37t2jUaNGuZq/c+fO3Lp1C3l5eTp06MCpU6fS/XkWBI8ePeLjx4/07NmzQOeVlr179zJlyhSOHz8utSL1f5kCC2IyHSQSXQEeCoIw54efq5Ja1/IS6AVsB8wEQdj8v2sOAAiCMPF/P5cHgkntYloOqAD/AMGCIPy/MEAmyIIYGWniXmvXruXPP//M8zzGxsYcOnSIa9euFUoQM2vWLF6+fPnT+R9lx5YtWxg+fDi1atUiODiYli1bAqnHDr1796Zs2bJcvHiRgQMHSpR7C4KkpCTu3buHtbU10dHRBAYGUqfOv5+vsicuLo4OHToQEhIieU1TU5Nt27ZlWo/09etXoqKiqFevHoIgEBAQwKRJk5gyZUq6bqLffvuNa9euUatWLSIiItDV1UVbW5vRo0cXSqbh7du37N69my1bthAZGUmlSpVITEwkPj4eeXl5WrduzahRo1i4cKHUNgTx8fFUqlQJbW1tbGxscgy0w8PDGTlyJPXq1ePOnTs5Ho3GxsZSqVIlWrZsSZcuXThw4ADt27dPlwkrCKZPn86uXbskxozFhYGBAZcvX8bT07PQXNt/RXIbxBTUAepoUjuNHIFHwCJSi4C3/HBNvf/9B8D/si/9AOX/jXUmtSB4SgHtScYvTOXKlalduzZ2dnZZ6qvkhCAInDlzhs6dOxfamX5cXBwJCQmZSvT/rMyZM0dynPKj7s3gwYNRUVGha9euXLlyBUDioVMQlCpVis6dO2Nvb09iYiK6urqSzqDc8uHDB75+/Qqkiqg1b94cX1/fLOX6y5cvT716qR9bIpGIVq1aoaiomC6rlpSUhJ+fH/r6+jg7OzNixAiuX7+OsbExVlZWebzbrLl//z4NGjRg6dKlNG7cWGJoev36dclTf1JSEhYWFnlyWn/58iVJSUmoqKjk6ku3du3arFixgqCgIKZNm0ZQUFC23UrJyckoKChQqlQp5s6di46ODrdu3eLbt29S7zU75s2bB8CUKVMQiUQsXbq0yLuokpOTcXNzQ0tLSxbAFBJ5CmIEQeidloX538/vBEEwFAShtiAISoIgNBcEwVb44Tfmf2N6/2ueEEEQtAVBKPu/sbMFQUjf+yhDRiaUKVMGW1tbPnz4gL6+fp7mePLkCREREQViQZAVixYtkpglFlb3SHHSvn17RCIRbdu2ZcyYMejq6hIdHc3q1auRk5PLsbU6LzRs2BBLS0vu3r2baZ1GdjRo0IA3b94gCALOzs4EBQXRrVs3Vq9ezZMnT3Ic/+LFC75//87+/fsxMDBgz549HDt2jISEBDQ1NSlfvjyWlpYsXboUgDZt2uTlFrPFycmJpKQkjh8/zs6dO+nbty8KCgooKirSsWNH5s6dy9GjRxk7dix2dnZSO603b96cfv364eTkxL1793I1pm/fvhgaGnLw4EHU1dWpXbs2d+/ezfTaypUrY2Fhwd27d3n9+jVhYWFUqlSJy5cvS45JC4JWrVqxb98+yc87d+4kISGBTZs28eLFC8LDw5k/fz5NmjRh0qRJ7N27lxkzZtChQwcsLS3x8fHJc9ATHx/P3r17adeuHbGxsensLmQULDIDSBk/NYsWLeLcuXMkJCRkqXb65s0bduzYwZcvX9iwYYPk2MDe3h4TExPc3NyoXbt2oe3RwcEBOzs7Tp06ha6ubqGtU1zY2dlhYWHBt2/fUFJS4vTp0ygqKvLp06dCrQFYunQpp06d4uLFi/Tv3z/P80hj1icIAu7u7nh7e3Pz5k0iI1NL9xQUFLh+/TrlypVj3bp1HDhwgAoVKvD06dMCL7rV1NQkMDAQb2/vbDOI0jqt/0hMTAzq6uqIxWKOHTuW6yOxtHqizZs3U6ZMGYKCgjIda2RkxJEjR/Dx8cHW1pZjx46RlJREzZo1uXfvXoH+mfn5+fHhwwf69+9PqVKlJIHSzJkzOXjwIA0bNiQqKorPnz9TpkwZ6tWrx7NnzxCLxdjY2EjdPv7lyxeaNWvG27dvadSoEWPGjMHAwECWiZGSQq2JKW5kQYwMgHfv3mFoaEiFChV49OhRptd8+/aN2rVrS1RuZ86cydy5c6lXrx49e/YscEO/zPD09MTExITLly/Tu3fvAp//9u3b3L9/v8BqT3JLQkICYWFhNGvWjO/fvzN9+nQOHTqEt7d3kXScJCQkMGbMGKKjozMU2kqLl5cX/fr1o0mTJgwaNIjffvstxyJVQRB4/vw5vr6+PHz4kCpVqtCmTRvMzMwYNmwY27ZtK/BiVQAXFxdGjBiBqakpkyZNyvbaV69eMWrUqByd1jPj1q1baGpq0qZNG2bMmIGGhkaubBEA7t27x4QJE+jfv7/EdPVHxo0bx+HDh3F1daVhw4Z8+/YNb29vLCwsaNeuHT4+PtlqJhUEAQEBdOzYkXLlyqGpqUmNGjXQ09NDTU2N2NhYzMzMuHHjBqGhoVIFgKdOnUJPT48lS5bIgpd8UNQ1MTJkFAmCIODv78/8+fMZOHAg4eHhmJiYZHn95cuXiYqKYtWqVejr67N9+3ZatGiBsrIyd+7cYfDgwYW+Z19fX8qWLSsRuStoTp48iZGRUZF1xKSxfPlyWrZsSdWqVRk8eDCHDx+mXbt2RdYyq6SkhK2tLfHx8WhqarJ8+XJ8fHzy5HLcp08f9uzZgyAIbNy4ET09Pfz9/bO8Pq3INyAggO7duxMaGsqhQ4ckfwezZs3KNIDR1dVFT08vX7UZ0mgj1atXT+K0vmTJEqnX2bp1K4GBgcyYMYMePXpw9erVbMcIgsDNmzclYow+Pj6ZCkquWbMGFRUVTE1N+fbtG2XKlEFbW5vFixfj5+eHkZER169fL1TH6vbt2+Pp6cmwYcO4ffs2Bw4cQE9PDz09PXbs2EFcXBxisTjXhdGhoaGYm5tLHqxGjBghC2CKAFkmRsZPQVxcHK6urjg5OREaGoqKigrTp0/H2NiYhg0bZjrG3NycDRs2oKSkxKVLlyhbtixv3ryRPF3169cPDQ2NQv2gEQQBHR0dOnbsWGhOtrGxsSgrK7Nhwwbmz8/RPL7AaNSoES9evGDIkCE8evSIbt26MWnSpAJ3ec6Jq1evsnPnTh4+fIhYLKZ8+fL07dsXbW1t+vfvj5qamlR/x+Hh4XTv3h2xWMy5c+fSvScWizl+/DhOTk48ffo03XvLly+nZ8+ehIaGYmhomEF47vPnzxKxvi1btjB79uw83W9aJmb16tW5DsJXrFiBs7Mz586dY9CgQVKtFx8fj7e3N/Pnzyc8PJzz589nKjp48+ZNVq5cSVhYGCoqKkybNo2ZM2dm+e/z7NmzDBkyBHNzc8aPHw+k/nuxsbHB2dkZsVhMlSpV8PX1pWnTplLtWVoEQeDBgwe4u7vj4uLC3bt3JRYeHTp0QE9PjwEDBtC+ffsMGaIbN25gZmaGj48PcnJy9O7dm6lTp9K6detC3fOvjuw4ScYvQWhoKEeOHOHMmTPExcXRsmVL/vzzTwwMDLLVH3n37h2qqqp06dKFZcuWFaiSrTQkJyfTpUsXOnXqxLVr1wotYEpMTCw087/MEAQBZWVlatWqxdGjRws99Z8bPn/+jJ+fHzdu3MDX15eIiAgg9Uvo+vXrOR6FPHnyhAkTJqCurs7FixdRUFDIYBR6/Phx/v77b5o3b87ChQvp3r073t7ekiLj7AK4kydPMnz4cMqWLcv379/x8/Ojffv2iMVi3Nzc6NOnT66Oa6KiomjVqhXy8vIcO3aMChUq5DgmMTGRcePG8f79+zy1pgNs3bqVOXPmcObMGRo0aJDh/VGjRvH582dWr17NyJEjc7wXf39/unTpkmkw9vnzZ3x9fbG2tkZVVZWAgIACEQfMLREREZI6uRYtWkgUwlVUVNi/fz9Dhw4FUv99V61alaSkJCZNmoS+vn6B10D9V5EdJ8n4qbl79y5GRkbo6upy4sQJhg8fzs2bNwkKCmLy5MnZfqDduXOHWbNmAbBgwYJiC2AgteBz0qRJ+Pj44OvrW2jrFGUAA6ntxvb29oSEhGRQIy4u0qwKli1bhpubG2fPnmXWrFncuXMnV6rIioqK+Pv74+DgQHh4OC9fvmTmzJl4enpKrrl69Sq1a9fm0aNHGBkZ0bx5c6ZPn86OHTtyzECdPXuW8uXLc/bsWSpVqsSwYcP48uUL79+/R0dHJ9fmnZUrV8bFxYV3796xbNmyXB1NycvLU6tWLWJiYli1alWu1vk3ly5dQlVVNdP6kI8fPxIcHMycOXOYMGFCjgHMunXr6NOnD6VLl87UjV5ZWRkdHR1WrVpFSEgIU6ZM4cGDB0XWIp3mfTZlyhScnZ25cuUKa9asoWrVqowdO5bt27fz/PlzHB0d+fz5M1ZWVsyePVsWwBQDsiBGRokjJSWFefPm8eLFC2xsbAgPD+fAgQOZStynkZiYyKFDh2jbti0dO3bEzc0NQ0PDdH4vxUXak7I0xYE/A5MnT2bChAls27YNY2NjDh48SExMTHFvC0gNsurXr8/MmTOZOHEiW7du5fjx49mOadiwIQcOHKBq1ap07dqVyZMn8+LFC0xMTJg3bx7Dhw/nypUrhIeH8+HDh1ztIyEhgf3799OmTRscHBzo1asX1apVY+3atbx58wYDAwNJ8CONlUK3bt2wsbHBw8MDZ2fnHK+/dOkSly9fRk9PT6KfIg1JSUl4eHhkqXeSFqDnxoA0NjYWCwsL6tevz4EDB7K1pejZsyfGxsY4OTnRtm1bqlevzsSJEzl48KDU5q/SoKGhQc+ePTlw4AAJCQlUqVKFQYMGsXXrVqpVq8asWbNQU1Nj8uTJ1K5du9Dq3WTkTI4GkDJkFDVBQUHExMRw5MgRRo8ene21r1694p9//mHHjh1ERUXRoEEDFi1axJAhQwrMXye/vHnzBkVFRamF2Uo6IpGIbdu2Ua1aNVxcXFi7di3v37+X2guqsDExMSEgIIDx48ejoaGRbdfRhAkTmDBhguTn2NhYWrdujbe3N+3atZO8fvfuXQYOHJjlPM+fP2fHjh3s2rWLz58/07BhQxYtWoSenh6QesSVpk3i7e1Nr169pL4vU1NTtm/fLnFPz4rXr1+zb98+KlasiLOzMwoK0n/s37hxg7i4uCw1ldI0YaysrJg0aRLDhg3L8ujUy8uL5ORkTE1NJWrP2TF79mz09fUlx4Rnz57l4MGDADRt2pTJkyezaNGiAj2qTQuCAwMD02U5a9WqhaurK2FhYdy8eZNKlSrRt29fmQFmMSILYmSUOHx8fBCJRPTrl6l3KIIg4OXlhY2NjUQZtlevXowePZquXbsWipNvfpg8eTLOzs78/fff7N27t7i3U6CUL1+e9evXY2BgQJcuXWjevHlxbykDcXFxxMbGkpiYiIODA9bW1rkeW7FiRe7fv8/379+pVq0aKSkpEq+lzEhrE/b19UVOTo4+ffowevRoOnXqlOFLNq3gNa/O3AkJCYSHh2eZBQgNDcXW1pbr168jJyeHlZVVngIYADc3NxQUFCTZ0NDQUJydnQkLC6Njx46S493Tp0/j6urKp0+fqFSpUpZzlStXLl1QmBM1atRg2LBhDBs2DLFYzOPHj/H19cXLywsLCwvKlSvH3Llz83RvWXHnzh0UFBRISUlJ95kiEolo2LBhlgXLMooWWRAjo8Th4+ODuro6VatWTfd6bGws+/fvx87OjhcvXqCiosLkyZMxMDDI0lW4JKCioiKpSfhV+fIlVWg7NDS0mHeSkdOnT/Py5UusrKzy9EX3Y5AhLy+frfbLuHHjePPmDdOnT8fAwIDq1atnee3Tp08RiUQZfs9ziyAIKCoqcv/+fYmU/4+sX7+egIAA/vrrL6ZPn56nYt40goODSUlJwcPDg3PnzuHn54eCggJ169bF3t4eSG15HzNmDLNnz84ygIFU3SRVVdU8Zy/k5ORo2bIlLVu2ZOrUqQwZMoRNmzYVeBBjZWWFvr4+GzduzJc/m4zCpWQ9ssr4z/P582cCAwMZNmxYhvdGjBjB3LlzKVOmDCtXruTSpUvMnz+/xAcH/v7+pKSk5Kpe4GelT58+aGpq4uTkVNxbycD169dRU1PD0tKy0DVs0rI8TZo0yTaAAdDX16dMmTK0b98eIyMjLC0tqVatGkeOHMnVWuXLl2f37t0EBQWxdetWyetisZjr16/j7e3N5MmTsbKyylcAA2BmZibxH3r16pWkVi00NJSIiAgCAwOJiIhgz549aGhoZDvXyJEjefbsWa4K3WNjY3F0dMTe3p6bN29m0JwRi8V8/vy5UGpSRowYwZw5czhw4IAk4yuj5CHLxMgoUdy/fx+xWJxpEe/EiRO5dOkSw4cPl7Q4/gykydFn1oXxqyASifj8+TNqamrFvZV0xMfHc+fOHf74448iWS/N8DKnAAZSdXa2bNnCkSNHcHZ2lmSzpPEPGjNmDF5eXuzevZumTZvy4cMHnJ2defnyJZUrV8bIyChvN/IvNDU1uXDhAt+/f2fgwIHpWupVVVWlUiY2MDBg1apVvH//PstrHj16xNGjR7lw4QIJCQnIy8uze/duypQpQ4cOHejWrRuampp8+/aNmJiYQntAsLW1xdPTkyVLlnD8+PFCUWCWkT9kmRgZJYrmzZtTsWJF/vzzzwxPXb/99htAgbvdFjafP39GJBIVajdFcRMZGcmjR49KXJdGUFAQ379/58yZM1hbW2fZVfTx40fu37+f7/VCQkKA3Le8d+7cGTs7O7y9vTE0NATItmA4MzZt2oSamhpmZmasW7cOFRUVDh48SEREBG3btpXuBrJBW1ubwYMfWQZLAAAgAElEQVQH51sT6Pr16wAZinq/ffvG6dOnGTt2LAYGBly4cIFx48Zx584dYmJiOHv2LNOnTyciIgJbW1uGDx/O2LFjJXsrDEqXLo2rqyspKSn8+eefhaogLCNvyIIYGSWK6tWrY21tTXBwMEZGRgQGBkq0IW7evAlQqGaNhcG8efP4+vUrW7ZsKe6tFBoeHh4IglCojuB5oVWrVkybNg0FBQUsLS3p16+fJDgWBAE/Pz8mTZpErVq1aNeuHR4eHvlaz8jIiGrVqrFo0SKpMioKCgo8evSIJk2aSP37raSkhJubG4cOHeLevXvcu3eP8ePHF7l2UG7p0aMHioqKWFpacuLECQICArC1taVfv3789ddffP36FXt7eyIiIti1axcaGhqUL1+ewYMHY29vT2hoKC9fvmTPnj2MHj0aFxcXqlWrVmj7VVNTY8+ePdy/f5/NmzcX2joy8oZMsVdGicTOzg4HBwcAatasib+/P6VKlaJly5bUqlUr13UDJYGQkBD09fVxcHCQPG3/apw4cQJ9fX0WLFhQYu/xwoULmJmZUa5cOfr27cvTp08JDg6mbNmyDBgwAB8fH5KTk/NtJnnlyhX69u3L2LFjMTc3z9WY+Ph4tLS0MDExYd26dXle+2fh0KFDLFy4MJ0L+G+//cbixYvp3bt3ifQcmjp1Kg4ODly6dEkmalcEyBR7ZfzUzJ8/H3d3d5o1a8a7d+9ITk6mRo0atGnThujo6OLenlSkFTAWVsq7JDB8+HD69evHpk2bePDgQXFvJ1Pat2/P9OnT6devH3fv3kUsFvPXX3/h5eWFlZUVO3fuJDY2Nkdn6Jzo0aMHFSpUIDY2Ntdj/P39SU5ORkdHJ1fXOzo60rZtW1q0aIGZmRm2tra0bt2a3r17Y2NjQ8OGDWnXrh1v3rzJ620UKuPHj+fdu3cEBQVx8OBBXr58ibu7O7/99luJDGAgVbSydOnSRWZwKiN3yAp7ZZRYVFVVadiwIREREZLuinv37pUIFV5p8PHxoWnTpj/dMZg0iEQijh07hrq6On/++SfOzs4l4sNeEARu3LiBk5MTV69eRSwWo6SkRMeOHenWrRsdO3akbNmyADRu3BhVVVWpgo/MePLkCZ8/f5bK7iKtqDc3QceVK1cYP348NWvWpFatWtjZ2ZGcnEzTpk0JDQ2VuFWXKlWqSP2GpEUkEklapbMjKiqKI0eO0K5dO7S0tIpodxlxdXWlY8eOufK3klF0yDIxMko0ysrKfPnyBTs7OyD1KdfPz09SQPmzEBkZSXh4eHFvo1BRUVHBxcWFyMhIli5dWmQ+N9lx6tQpZsyYwf379zE3N+fEiRNMnTqVV69esXbtWoYNGyapxTA3N+f169eMGDFCqjW+ffvG+vXradeuHbdu3aJhw4Y0btwYJyenDMXpWfHs2TMAVq5cmeNa+/btQ0FBgdOnT7N//358fHw4f/48J06cwNXVFUgVf0xMTKRKlSpS3UtJ4tatW2hpaVGlShXmzJlD9+7defHiRbHsJSwsjBcvXvzSHYY/K7IgRkaJ5e7duxw9epQyZcpIWndnzZqFWCzOtXdNSWDJkiUkJiaiq6v7y1kP/JvOnTuzZs0avLy8WLRoEd7e3lIVuBY0Fy9epEGDBkRERGBjY8Pw4cPZvHkzYWFhhIWFsXPnTnr16sXly5fx8vLCyMiImTNnSrXG33//jampKffv3+fDhw+UKVOGUaNGER0dnStTx5cvX+Lg4MCQIUNwcXHJ9Jro6GgmTJhAtWrV2L9/PwMGDJBkkMqWLSvJ+qS1I5cqVapEBJE5kZSUxMOHDyVdP/Hx8ezduxd1dXU6d+6cQUumuHSI0o6wX79+XSzry8gaWWGvjBKLra0thw8f5uPHj1SsWBE3Nzfmz5/P8+fPuX79uuRD/GfA1dWVJUuWYGlpiZWVVXFvp1ARBAEDAwNcXV1JTEykatWqHDlyJEeX58Jg8ODBKCkpERgYmK1CbEpKCsnJyXnq6Emr4VBUVCQ6Oppy5cqhrq6OoqKixOMnOxwdHVm9ejXPnz/P0tdp1apVWFhYAKndSGfOnMmyuHTXrl1s2rSJnTt3Mm3aNKnvpyh4/fo1O3fuZPv27Xz69EliQxAYGEhsbCyNGzfGwMAAd3d3iaDe27dvqVmzZrEd54wePRpnZ2du375NqVKlimUP/yVkhb0yfnp8fHzQ0NCgYsWKvH//nt9//533799jZWX1UwUwAEOHDmXo0KFYW1szatQodu3a9dMVKP8fe+cdFtXZ9OH7bKMJCipg7GJXLGABxIoNa4w9BjWxYouaWD77ay+xF2wx2KJIFLsi1qgI2EVUjAVBLICA9LK75/uDuJHYkCJozn1dXglnz5lnzsLuzs4z85usIggCu3btIjY2lkOHDpGYmMiECRPyJQs1cOBAgoODPzjpWS6XZyuAEUWRqlWroqenx/bt2zEyMiIiIoKgoKAst5ufP3+eMmXKvHcw5U8//YSXlxcjRowAeO/zOWDAAGxsbBg5ciQvX7786HvKCdeuXWPmzJlvFbLTarUcO3YMJycnypUrx5w5c6hRowaTJ0+mffv2PHv2DHt7ezZt2oSXlxe9e/fmu+++Izo6mmXLllGuXLl8rUd5+vQppUqVkgKYAoZU2CtRIHn27Bn37t3D0dGRmJgYNm3ahEajwc3NjRo1auS3e9li8uTJ6Ovrc/r0aTw9PVm0aBHXr18v0MWXOUFfX5927dqxYcMGvvvuOyZOnEivXr2oXbv2J5v6+2qGT14orSYnJ+Ph4UHnzp1p2rQpderUYcWKFZnqtz5EamoqFy9e/KCyrkql0g1AbNCgAX379mX58uWMHj36DfE5mUxGlSpVuHnz5iedrrxo0SLGjx8PwIEDBzhw4ACWlpZER0fj7u7O8uXLCQ0NxdTUlP79+9OjR48PFrvXrVsXIEvbcnlNVFQUCQkJJCYmYmRklN/uSPyNFMRIFEjUajXGxsa4u7vj7u4OQLVq1T67zqTXMTQ0ZOrUqUyZMgVvb2/GjRuHlZUVHTt2pE+fPjRp0iS/XcwT+vTpw9WrV1m2bBne3t6YmpqyadOmTzKi4FUh6KtxALmFRqOhRo0aOvsLFizQPWZtbc2iRYs+2HUDGZOSU1JSstxaDeDi4sKpU6f47bff2Lt3L3Z2dowaNYrSpUuTmprKokWL8PDwoFGjRp80Y+nm5kalSpXo2rUr8+fPp0SJElhZWfH48WNSU1OpW7cuw4YNo1WrVlnOZty8eRN4U933Q4SEhKBQKHI8M+p1li5dSps2bdi/fz+9e/fONbsSOUOqiZEosKSnp3P9+nUuXbpE+fLladGixSf9ZpnX+Pj4cODAAfz8/EhLS+PMmTP52kKa17x8+VJXPGtqasrvv/+e5x+y0dHRODs7U6NGDQICAnLNrp+fH/b29owcORIXFxeuXr3KrVu3sLe3/6hMobu7u27adJ06dbJ8XXp6Op6enhw7dozdu3djYWHBjh07OHr0KNOmTcPFxYVZs2ZRtmzZ7NxelklLS8PLy4tffvmFS5cuMXHiRPr06UNwcDBnz57l0qVLlCxZkh49elClSpWPth8XF0e3bt2QyWQEBQW9t21fo9Fw6NAhFi5cyPnz5zEzMyMoKCjXarGOHj2Ks7Mza9eu/aJfpwWFrNbESEGMhEQ+8/LlS3r27El4eDjVqlWjU6dOtG7dGnt7e86cOUNISAjNmjWjSpUqBVYI7GM4fvw4rVu3pmnTpgwbNowqVaogk+VNeZ4oirRs2ZLGjRvzxx9/5JrdGTNmMHPmTP7880+KFCmSbTvPnz+nW7duWFhYcPXq1WxtLW7dupW+ffsyceJE/vjjD16+fMnz588/yd9KrVq1CAwMRC6X07RpU+bPn4+BgQFhYWEIgpArmZBr167x/fff07x5c7y9vd96X2vXrmX69OlERERgbm5O48aN2b17N0OGDGHt2rU59uHVGq6urqxcuZJmzZrlik2JdyMV9kpIfCYULlwYd3d3Ro4ciaGhIYsXL8bJyYlChQrh7OyMq6sr1apVo0yZMjx58iS/3c0xLVu2ZObMmZw+fZoePXrQvHlzxo8fj5eXV64PyYyPjyciIoJixYrlql0vLy+sra1zFMAAWFhYMGfOHIKDgxk7dmy2bNy6dQuA+fPn8+jRI6ZMmfLJgt3y5csDGVmQkydP0qxZM7p06UK7du1wdnamffv2rF69Okft3nXq1GHUqFH4+Pjg5ub21nP+97//ERERwbx58/D29uann35CJpPlqk5O3759KVOmzBc9A+1zRApiJCQKAJaWlgwePBh3d3fOnTvHqlWr6NevH4sWLeLAgQNUqFCBx48ffzE6M1OmTOHp06ds3bqVdu3aERAQwLRp02jVqhWdO3fGzc0tV3ROTExMcHZ2Zv369TpBudwgPDycxMRENBpNjm01adKE77//nrVr136wi2r58uVviCYWKVKEmjVrMm/ePMLDwxk1alSOfcoq27Zto0ePHkyZMgVPT0/69etHoUKFmDt3LitWrKBkyZKsXbuWLVu25Gidfv360bhxY0aPHs3Vq1ffePxVMbWBgQEKhYKHDx+i1WpzNYgxNDREFMV8kQqQeDfSdpKExGfA2LFjuXjxIpGRkSgUX149viiKBAYG4uPjg4eHBxcvXmTQoEH88MMPFCpUiODgYNRqNdWqVfvoraf169ezcuVKnc5IbrBhwwYGDx7MsmXLcHJyyrG99PR0+vfvz4MHD7h27RpWVlbvPO/ly5e5nlnKK0RRpFWrVpw5c4bNmzdTq1atbNuKiYmhW7du6OvrExgYiImJie6x1atXM2LECA4dOkSZMmXQaDQMGjSImzdvcunSpY8uDH4baWlpGBoaUr9+fTZs2JBjexLvR9pOkpD4gnByciI2NpYVK1bktyt5giAI1KpVi59++gl/f39atmzJhg0bcHR0pFWrVnTr1o1evXrRtGlTZs2a9VEZqbt372JsbIyxsXGu+ftKryS3WreVSiWLFi1CEAQ6der0znEFSqWyQAUwYWFhTJ8+nXnz5r01c/ZqppaFhQXjxo3LkW6NqakpixYtIjQ09A3ByKioqEz/lcvluvqczp0754pqtEqlYsqUKfj5+dGuXTvmzp3L/fv3c2xXImdIQYyExGfAq0LCiIiI/HXkEyAIAkeOHOHUqVNMmDABGxsbVqxYwbZt22jXrh27du1i9erVWbbXvXt3EhISGD58eK75ePToUczMzKhatWqu2fzqq6+YNWsWt27dYsKECblmNy8IDQ2lfPnylClThpkzZzJp0qR3bhmZmpqye/duIiIimD59eo62CatWrYogCGi12kzHx4wZQ5kyZRg3bpxORNLc3Jy5c+dy7949fvzxx2yv+TpTp05lzZo1lC1bFi8vLwYOHMiLFy9yxbZE9pCCGAmJz4DAwEAAbG1t89mTT4NCoaBZs2bMmTOHQ4cOMXLkSPr06cP27dsZNGgQGzduxMfHJ0sfiA0bNmTIkCFs3ryZzZs359g3jUbD4cOHcXR0zPWuqmbNmlGkSBGWL1/O2bNnP3h+fonAnT17lpCQkEzHTp48+c7zGzZsyPz58zlx4gQ7duzI9rp//fUXoii+0a5tYmKCl5cX0dHRrFmzRne8UaNGDBw4kI0bN/L7779ne91XyOVyXF1dOXv2LH5+fkRFRX2wjkkib5GCGAmJz4AqVapgZmbG2LFjWbx4MTdu3PgsBvzlBcuWLaNixYqMHTuW1q1bM3v27A9uFwwdOpT69evj6urK7du3c7T+5cuXiY2NxcHBIUd23sbmzZuJjY2lZMmSmJmZvfWcV3ooTZo0wdDQUCcG+Snp06cPYWFhbNq0iRUrVrBz584P1omMGTOGJk2a8Msvv3Dnzp1srVulShUqVqzI//3f/71R4Fy5cmUEQXhjNMHw4cOpW7cugwYN4u7du9la92282vLLay0eifcjBTESEp8BpqamLFmyBD09PX7++Wdq166Nubk5Li4uXLhwIb/d+6QYGhri7++Pm5sb9vb27Nq1i3nz5r33mtdrJDp16kRycnK21/f29gbA3t4+2zbexYkTJ6hZsyahoaFvFc0TRRFra2s6dOhAQECAroD1U28zRkZGcuzYMTp16sTIkSPp2bPnB1V4ZTIZ7u7upKenZynL9Db09fVZvHgxKSkpfP3115m6w06fPk16evobQnQKhYKFCxeiVCrp3LkzKSkp2Vr73xw9ehRBEPLk70Ai60hBjITEZ4KtrS179+7Fx8eHmTNnUr9+ffbu3UurVq1ytX34c8DMzIyhQ4eyZ88eJk+ezN69e9m7d+97rzE3N2fOnDncu3eP0aNHZ3vtV6qx58+fz7aNdxEREaGbqP02BEHQjVB4NcW6YcOGn3Qw4v79+zE3N2fAgAG0a9fuo9rMr1+/DmSMZsguFSpUYMqUKVy6dImffvqJiIgIRFFk3759GBgYYGNj88Y1lpaWzJkzhzt37mBnZ8fSpUs/6jUTERHBokWLmDRpEidPnuTBgwds27aNmjVr6uZzSeQPUou1hMRnzNOnT+nWrRslS5bk6tWr2ZrE/LmjVqtp2LAhV65coWLFitjZ2eHg4ICtrS3Pnj3j6tWrWFtbU6lSJQRBYOnSpWzatIlq1arRuXNnWrdujYODwxvPXUJCArdu3aJBgwZvrGdnZ0dgYCDffPMNoaGh1KxZE3t7+xwPt9y1axezZs3C09OTbt26vfWcx48fU7lyZZKTkxk8eDDr1q3L9nrZ4dSpU7Ro0UL384QJE5g/f36Wrj158iROTk7069ePn3/+OUd+TJ8+nT179gBQvHhxIiMjcXZ2ZuHChe+8ZseOHezYsYOHDx+iUCg4e/YsdnZ2710nISGBr776ivj4+EzHBUFgxowZfPPNNzm6D4m3I40dkJD4CF7JtJubm+e3K+9FFEW8vb0xNzfH2toapVLJqVOnGDVqFCNHjvxiW7A/RExMDBs3bsTLy4srV66QmpqKIAiZ6oaKFSuGvb09tra2rF69msjIyEw2vvnmG3bv3s3t27dxc3Nj5cqVQMYwwX/XPYSHh1OzZk1iY2MpV64cYWFhaDQaDA0NadCgAd27d8/WQM8DBw4wadIkfH1937tNMXXqVGbPnk2NGjV0QxI/JXPmzOF///sf6enpQEardVZHDDg5OXHr1i18fHxy5IMoigQFBXHhwgVu376No6Mj7dq1y1JWKiQkhCFDhhAfH68b89G6dWssLS2Jj4/nzp071K5dG5VKhSiK1K9fn8uXL3Pw4EEePnzIo0ePcHJyytUBkxKZkYIYCYksotVqadWqFREREVhZWdG5c2f69+9fIOcUBQYG8u233wJgZGREgwYNsLe35+zZs5w9exYvLy++/vrrfPYyf0lOTubcuXMcP34cMzMzOnTowMWLF/H29sbb21vXglu6dGnCwsJ01zk7O+Pu7q7bpnmFWq1GLpe/sU5ISAhpaWlUrlyZ2NhYTp06hY+PD3v37iUyMpItW7Z89LaJm5sba9asQaFQYGdnx/79+9/YroiMjGTAgAEcOHAAyCgG7tu370etkxskJSVx8uRJypcvn+Whl68Ub+vUqcPixYvz2MP3c//+fdavX4+fnx/R0dEAVKxYkSdPnpCUlISBgQH169ena9euPHv2jHnz5unE9CTyHimIkZDIIkFBQfTq1YvevXsTHBzMlStXGDVqFL1799bVHxQU3NzccHNzY/PmzZw7d45Dhw690aXx+PFjSpYsmU8eFmy0Wi3Xr19HoVBgbW1NXFwcjx49wsjIiAoVKqDVanF3d2fz5s34+fnxxx9/0LFjx49aIyYmhlKlStG8eXPmzZv3UcFweno6AQEB/PzzzyQkJHD37l0qVaqEKIr4+fmxZs0aPDw8SE9Px8XFhdu3bxMUFMSVK1dyVbMmrwgMDKRWrVrMnDmTLl265Lc7QMbfRHBwML6+vvj7+2Nubk69evW4efMmFy5cIDQ0FICSJUty5MiRAvnl5kskq0HMl6dfLiHxkbz6Zt6gQQO2bt2Ko6MjK1asYM2aNdSrV4/58+fn6gyWnGBgYIAoiujr67Nu3TpEUeT+/fv4+PiwadMmQkNDCQ8Pl4KYdyCTyahbt67uZxMTk0zZEplMxg8//MAPP/yAKIrZ+sBKTk4mKSmJQ4cOceHCBezs7NDX1+fkyZOUKFFCV7NTt27dN+pwlEoljRo1wsHBgUuXLlGxYkU0Gg2NGjXC398fIyMjunbtSs+ePalYsSIRERF069aNNm3aMHr0aNq0aZMrEvt5wd27d5k2bRrAGx1EOSUlJYVTp06hUqlo0KABgiBw8OBBPD09iY2NpWHDhjg5OdGiRYs3fqcymYxq1apRrVo1BgwYoDv+KqP5+PFj/Pz8KF++vBTAFECkTIzEfx5RFOnZsydPnjwhNjaW9PR0zp07h4+PD4sXL6Zhw4aZBLTyk9dn7Fy/fp0KFSrkt0sS/yIoKIi6detSrVo1rK2tOXLkCPHx8XTp0oWHDx9y9epV1Go1+vr62Nra4uDggL29PRUrVtR9SLq7u7N48WKGDRuGtbU1rq6u9OzZk7Fjx2JoaJhpvYCAAIYPH65rHT527BitWrX65Pf9PpKSkrC0tCQhIYH+/ftne2L323jw4AH9+vUjNjYWyGinFwRBN2urVq1aHD58mPj4eM6dO6frLpMo2EiZGAmJLCIIAnK5nHLlygEZ34abN29O8+bNiYyMxN3dHY1G89a6iE+NUqlk4cKFtG3blkWLFuHm5pbfLkn8ixo1augKiyFjuyItLU1XcBofH8+ZM2fw8fFh//79LFq0CMhoAbezs6Nnz564uLhw584d1q1bh0ajQRAEhg8f/kYAAxkZRCcnJw4dOoSLiwuOjo6f7mbfgVqtZufOnVhbW1OrVi1dILd06VJatmyZq2vt37+fhIQETpw4gUKhwNvbm9jYWPr160f9+vURBIEmTZoQGhoqBTBfIFIQIyFBRneShYUFarU605Toc+fOoVar8ff3x9bWNl9bmFetWsWhQ4d0nTLvmnQskf+8vu0gk8kydcwYGxvToUMHOnTowPLlywkNDcXHxwcfHx88PT2Ji4tj5cqVzJ8/n8mTJxMQEADwTj0SrVaLr68v33333TvnF31q7t69i4uLCwBFihQhNjaWokWL5kmAdf78eWrXrq1r+/53V1hKSgoXL14sMDU4ErmLJHYnIQEMGDCAmzdvcvDgwUzHX3VdDBkyhEGDBuWHa0DGlteePXsQRZGLFy8ik8no0KFDvvkjkTNEUdSpBpcpU4YBAwawePFitFptJrE2Y2NjnJyccHJyeqet27dvExMTQ9u2bfPc76xSvXp1XVBRr149hg8fjqenZ66L8kVGRnLnzp13aupAxpynlJSUApGhksh9pEyMhATotopebSm94o8//iAxMZEyZcq8MxWdnp5OQkJCnip33r17l8jISDZt2oSLiwsvXrx4oxVY4vNh//79fP311yiVSsaMGUOrVq10c30SEhIICwujdOnSb1wXEhJCamoqlSpV0g2f9PPzA6Bp06af7gayQPHixSlWrBhLlizJs4LYV6rJbdq0eec5R48eRalUUq/eB8srJD5DpCBG4j/Lq6zGjh07OH78OCVLlqRWrVpvnCcIAtHR0e+siVm+fDmbN2/GysoKe3t77O3tqVev3lvrF7LLqzfrtm3bolAochTAJCQkoKenlyNlWYmc0bBhQyAjAF6yZEkmldn169ezfv16SpcuzcSJE7G3t+fEiRN4eHhw6dIlIGPsQsuWLZk4cSLVqlUDMgZj/vLLL5/+Zt7B7du3SUtLIzk5OVdfC69Qq9UcPHiQYsWKUadOnTce12q1rF27Fnd391x/PUoUHKTtJIn/JCdOnKBLly4MGDCAS5cuMX78ePz8/HTfbl/H0NCQkSNHcuLECU6dOpXpMVEUOX78OBUrVsTc3BxPT0+GDx9Oo0aNOHz4cK75e/78eSpXrkyJEiVyZEer1VK1alWaNGmCVqvNJe8kPhZLS0vs7OywsrLi/PnzOnVgyNj+WLlyJSqViuHDh9OsWTPGjRvH06dPWbBgAe7u7rRu3Zpdu3YxY8YMypcvT4kSJThz5kw+3tGbrFixgoSEBGbNmpWjiesvX77k5s2bOnXgqKgo1q9fj7OzM/7+/nz77bdvzfRs376d4cOHU7RoUUaNGpXt9SUKNlImRuI/R1paGv/3f/+HpaUlv/32G7169frgXv2iRYs4fvw4EyZM4Ntvv8Xe3p66devy9OlTwsPDWbVqFcOHDyc5OZnt27czaNAg4uLicsXfpKQkrly5wjfffENycjIGBgbZtnXt2jXCw8MJDw9n586dOvVfiU/Htm3bGDBgAGlpafTt25cHDx7oBNWWLl2Ko6Mjjo6OdOzYkcaNG1O+fHnGjx9P27ZtddnAfv36YWFhwfLly9m/fz8Arq6u+XZPb6Np06ZMmzaNGTNm0KBBg48urA0KCmLnzp0cPXqUlJQUjIyMsLKy4tatW7r5VWvWrHmnGOHBgwcxNTVl9+7dkr7LF4ykEyPxnyIlJYX169ezYcMG9u3bR6dOnbJ87YMHD+jVq5dO58PAwEBXnHn//n0qVKjAwYMHGTVqFA8fPuTw4cNvrWv4WKKioujYsSMJCQkAbNy4MZMo18fg4eFBr169MDc35+TJk1mWi5fIHZydnTl69Oh7z0lOTs5SAawoiroZRGXLlqV169YYGRnllqu5gkajwcHBgevXrzN06FAaN25M5cqVPxhUnDt3DldXVwwMDHBxcaFp06acPXuWM2fO0LZtW4YOHUrlypXfa8PR0ZFLly5x+PDhAj8TTeJNpLEDEhJvYfDgwVy4cAFra2v8/PyytU8eFxfH6dOn8fHx4eDBgxQvXlzXBmtnZ4e/vz+jRo3KlW4mrVaLTCYjKSmJEydOMGnSJGuaNnkAACAASURBVGbOnMnUqVOzZU8UReLj4zExMcmxbxIfz6pVqzh79ixDhw7l1q1b+Pr64ujoSOXKldmzZw8vXrxg06ZNX1T9xtOnT2nVqhVBQUFARoZmxYoVmbZuQ0NDiYqK0g01/fnnn/Hz8+PRo0fZ1na5ffs2tra21KxZkw0bNhQInSeJrCMFMRIS/yIiIgInJyfGjx/P/Pnz8yTFfOPGDRo0aEBqaiqVK1fWqbHa2Nh8dHvp8+fP6dixo26WS1BQEHfu3CEgIID69evnuu8SEnlJeHg4GzZs4H//+x+jRo3i+++/58yZM3h4eHDhwgUgY6yGhYUFISEh9OvXD3d39xyt+dtvv/HDDz8wd+7cj56BJZG/fNGKvc+fP8fPz++ts0ckJN7GkSNHmDVrFgC9e/fOsz3yWrVqcf36dfbs2cPevXvZtm0b7u7uqFQqbGxsqFu3Lrdv3+avv/7C1taWihUrcvbsWZKSkrCzs6NIkSIcP34cU1NTHj9+THJyMpaWlhw+fBgTExOWLFkitYpKfJaULFmS6dOnExAQwIoVK9i0aRMJCQlYWFgwa9YsatSowYkTJzJlMkVR5MKFC6Snp2erhfzVxGkp8/jl8tGZGEEQJgFzgNWiKI74+1ghYB7QBSgKhAJrRVFcmkWbjsBp4I4oijWzcL4IoK+vz6xZswqUyJNEwUMURVq1aoWxsTFr1659r3BYbpOYmMiff/7JsWPHOHjwIPfu3cPMzIzGjRtz5swZYmNjKVWqFObm5ty4cQO1Wk3lypVJTk7WaYU8evQIjUaDTCZ7a/eUhMTnRFxcHI0bN6ZQoUKMGzeODh06ZFLJfkVaWhr29vZcuXIFuVzOmTNnPnpw5JIlS/jpp5/YsWMHNWt+8KNFogCRJ9tJgiDYATuAOODsa0HMeqAlMAB4CDQBNgADRVHc+gGbpsBl4C+gZFaCGBsbG3HWrFlMmjSJv/76i127dr0hUiYhARlvmL/++iubNm1iw4YNDBw4MF/9iYqKwsTEBJVKhVarJSQkhHLlyiGTyYiPj+fJkye6wscHDx6gp6cnTaSW+GKJj4/H2Nj4rY+dPn2a5s2b07VrV86ePYsgCNy6dQszM7Ms23/69Ck1a9bEzMyM33//PUedfRKflqwGMVn+WicIQmFgOxmBSsy/HnYAtoqieEoUxRBRFLcAfkDDLJj+FdgMXMiqLzKZjPbt23Po0CH09PQYN24cqampWb1c4j/EjBkz2LRpEw4ODnTv3j2/3aFYsWKoVCog4++4QoUKuuyKsbExVapU0W11VahQQQpgJL4IYmJimDZtGnv37iUmJoYDBw7g6OhI4cKFmTt37hvn79mzh4EDB6JQKBg3bhwrVqzgxYsXdO3a9aM0Z0qUKMGOHTu4d+8eCxYsyM1bkiggZDkTIwiCBxAiiuIEQRBOAzdfy8SsBRoAnUVRDBMEwQE4AvQRRfHge2wOA74DGgNTgW7vysQIgjAYGAxQpkwZ20ePHgEZWgAdO3bExsYGY2NjVCoVdnZ2aDQaTp8+TdmyZbG3t6d+/foUKlQoS/cq8WWQlpaGo6Mj/fv3Z82aNfntjoTEf5ZX2zqvU7x4cfT09Hjy5AmnTp3SDW58/vw5JUqUoHjx4kyYMIHWrVsDGfo6CxYsYOnSpYwePfqj1p80aRLz5s3D1dWVb775BktLy9y5MYk8I1e3kwRBGAQMBexFUUx7SxCjAtYC3wPqvy8bKYri2vfYtAaOA3aiKD4UBGEG7wliXqdevXriK/ltgLFjx7J06VLMzc0RBIHnz58DULp0aSIjI0lJSUGhUGBtbY2zszO9evWSxI/+A/j5+TFo0CD2798vdSZISOQjjo6O3Llzh19++YVLly5hZWVFs2bNSEtLo0ePHqSkpDBr1iyaN2/Oli1bmD17Njt37sykYySKIj/++CNnz57F19f3ozr01Go1jRs31s2ZqlWrFtu2bZM+BwowudadJAhCFWAu0FgUxbR3nDYSaAR0Ah6RURPziyAIIaIovqHsJAiCHrAT+FkUxYcf8uFDLFq0iJ49e2Jra4tcLic4OJiEhARsbW1JS0vD19eX48ePs3v3bubOnYuBgQFff/11TpeVyGeSk5NZvXo1ZcqUoUGDBgQHBxMUFETdunWpX78+vr6+QEYBuFqtfmvxoISERN5jYWHB+fPnUalUDB06VHdcqVSyZMkSfvzxR4YMGaI7XrduXd1MqFcIgsCsWbPo3r07Xbp0ISgoKMsaMgqFAl9fX4KCgujXrx8PHz5EFEUpiPkC+GAmRhCE/sBvgOa1w3JABLRkdCNFAt1FUdz32nUbgXKiKLZ8i81yZBQAv25TBgh/H2sniuKxd/n070xMVtFoNNjb23Pz5k127txJhQoVPtqGRMHh0KFDTJw4MdMxQRAQRRGFQoFardYdL168OA8ePJC2FCUk8oGwsDDKlCnDiBEjMgUrrxBFkYcPH3Lp0iVKly6NnZ3dOwOMa9eu0b9/f1q0aIG3t/dHByKlS5fGxMQESWusYJObhb17AWugzmv/LpGRSXk1OlRJ5oCEv39+l/3wt9hcC9z7+/99s+DXRyOXy9m7dy/6+vp07dqVYcOG4enp+dZBeFqtlnPnzjFs2DAaN27MyJEj2b59Ow8ePEAUReLi4vD19eXly5d54Wqe8eTJE9zc3Ni8eTN3797N0WC2/Mbf3x9DQ0Nu3bqFm5sbBw4cIDExkZMnTzJu3LhMqejevXtLnQkSEvnE5cuXAbCxsXnr44IgUKFCBXr06IG9vf17A5M6deowatQofHx8cHNz+2hfevXqpRvXIPH5ky3F3rfUxJwGigEjyNhOagq4AeNFUVz59zlbAERR7PsOmzPIZk3MxxIYGMi6des4ePAgjx49YsSIEQwePBhBEIiPj2f//v3s3LmTkJAQihYtirOzM2fOnCEsLAzI6DBJSEggJSUFQRCoXr069vb2ODg4UKdOHZRKZbZ9ywtEUcTf358dO3Zw+vRpRFHUBS+1atXi119//Wg12YLAypUrWb9+PZs3b6Zv37f+WRETE4NKpSpwM2UkJP5LDB06lK1bt3Lu3LlceX/UarUMHTqUy5cvc/fuXcqWLZvla9PS0qhXrx4hISHs2rWLUqVK5dgfidwn11usP0Av4CIZLdi3gIlkdButeu2cMn//y3esra1ZtWoVDx8+pGXLlqxatYrmzZszZMgQnJycmD9/PiYmJmzfvp0nT56wdetWQkNDuX//PmvXrqV58+Z89913HDhwgBkzZqBSqXTy1i4uLgWq3fvly5d0796dQYMGcfXqVSZMmMCjR48IDQ1lyZIl3Lhxg9WrV+e3mx9NaGgoW7dmSBA9efLkneeZmppKAYyERD4iiiL79+/Hzs4u177gyWQyXWHwx2bDVSoV+/ZlVD6MHTuWp0+fAhnT4m/cuFGg3r8lPsxnOTspp5mY10lJSWHnzp34+Pjw559/4uTkxIgRIz5a2j0uLo6dO3cyZMgQqlevjrOzM/b29lSqVCnXVVZf/c6yshfs5eXFtGnTWLVqFQMGDMiUcRFFEUtLS2rXrs2SJUty1ce8ZsOGDaxYsQJ/f38aNGiQ3+5ISEi8g9u3b1O9enWmTp1Kjx49cs3u1KlT8fb2Ji4uLltF+7t376Z79+6IokiZMmV48eIFiYmJ6OnpUa9ePRwcHHBwcMDKykoqAM4HvujZSbmJvr4+/fv3p3///jmyY2JiwuDBg1Gr1SxZsoTFixcDYGZmhp2dHfb29tjb22NhYZFlm6IocvDgQYoVK4aNjQ1Pnz5l586d7Nu3j0KFCmFnZ0fnzp3fGnClpqZy5MgRli9fTrFixRg2bFimF+Jff/3FihUriIiIwMHBIUf3/inRaDQsXbqUzZs3U61aNSmAkZAo4Bw9mtGg6ujomKt2HRwc2Lt3L0uXLmXcuHEffX3Xrl0JCgri8OHDeHl50axZM9q2bYufnx/79+9n0aJFuvNmzJiRq75L5B7/+UxMXhEeHo6Pjw8+Pj4cPXqU6OhoIOMFMX369PdG9vfu3cPY2Jjnz5/Tp08fIKMoWaPRoFAo6NatG+np6Rw7doyUlBS2b9+eqR3R19eXCRMmEBsbi5WVFStWrKBdu3ZAxl5yu3bt8Pb2RqFQ0LZtW6ZOnYqhoWEePhu5x7lz53B1daVbt27MnTuXSpUq5bdLEhIS78HBwYHnz5/rtnByi/T0dGxsbBg6dGi2Cnw/xP3796lSpQpdu3Zl6tSpuW5f4v1ImZh8pmTJkroMj1arJTAwEDc3N9atW0ft2rXp0qVLpvNTU1Px9vZmx44d3Lx5M9Nju3bt4sKFCxQtWpSBAwfqsjlRUVHUqFGDcePG4eHhoav92LJlC3p6epw4cYLmzZtnCpgEQSA4OBjISKd+Tm3m4eHhbNiwAT09PbZs2SJ1G0lIFHCSkpK4fPkyPXv2zFW79+/fZ926dQA6Rd/c4uXLl2zZsoVly5ah0WiyNT1b4tMhBTGfAJlMRu3atVm9ejXXrl1j7ty51KpVCysrK549e8auXbv4448/iImJoXz58qxYsYLU1FS8vLwoVaoU3bt3f+vcn2LFiuHp6Unz5s2ZPXu2bgbJlStX6NGjBy1atHjjGkEQmDt3Lt9++y1RUVGfTRATFRXFN998Q2pqKpMmTZICGAmJz4BTp07pxn/kBklJSYwZMwZfX1+USiU//PCDLsucG6SmplK2bFldsbBCoWDOnDl4eXnh4OBA+/btP5us9X8FKYj5hMjlcry8vKhZsyaDBg2iRo0anD17Fq1WS9OmTZk8eTJOTk66zMnPP//8QZtNmjRh+vTpTJ8+Hcj4VpKcnMzmzZuZNm3aW4OU69evo1AoMumoFHSOHz9OUlISvr6+2Nvb57c7EhISWeDo0aPo6+tja2ubK/b+/PNPfH19mTJlCqNGjaJ48eK5YvcVKpWKadOmMXfuXGJjY1EoFNja2hIQEMDx48fx9vZm3bp1yOXyXF1XIvtIQcwn5tVU1bZt23LlyhXGjh3LsGHDKFeuXLbsRaWpaTdyDAFXr3HC+ygHD2bM2zQ3N3+riB/Avn37qFOnzntbj+PS44hMi6S4qjgmSpNs+ZYbaLVaZs+ejaenJyVLlsTOzi7ffJGQkPg49u/fT4MGDdDT08sVewEBAQDEx8dz69atXN/qEQSBsWPHMnbsWOLi4pDJZBQqVAhRFFm3bh2urq60adOGJk2a4ODgQIMGDTAxyb/3RwkpiMkXWrduTXBwMCVLlsxRanLP82jG3glDKQikj56O+/LVmD/ImBvVpk2bNzQZEhMTWbduHXfu3GHkyO/Qal8ik705e+T8i/Osf7QeuSBHI2oYXHYwjYo2yrafOSE4OBhPT0++++47Zs+eLbU6Skh8Jty7d4/Q0FBdc0Ju0KZNG0JDQ1mzZg3Lly9ny5YtuLi45Jr913k9OBEEgSFDhmBkZMRvv/3G4cOH8fT0RC6XU69ePRYtWoSpqWme+CHxfqTupM+UqDQ19S4EkaL95/enLxO4VNuSYomPoUhZMCqW6RpXV1fWrl1LzZoGTJ9RFlNTMDEeiYFBE905celxjAwcSdprsz5VgoqV1ivzJSOzefNmfvnlFx48eED58uU/+foSEhIfT1hYGP/3f//H9u3bOXz4MKVLl85V+4mJibi6uhIYGEjdunXp0qULrVu3pm7durmuy/U20tPT8fPzw9vbm4ULF2Jvb8/KlSs/ydr/FT61Yq9EHpAcn8bzkDiS498cHh6WkobyX1kJhVbNyV9H8cL9O8SlNUg7vAT1363doiiye/cf2NsXYtnyEpiapgFpxMWvRKv9R/EyMi0SuZB5v1cuyIlMi8z9G8wC1atXB2DBggX5sr6EhMTHkZaWho2NDdu3b6d79+65HsAAGBkZsWzZMlxcXIiPj2fSpEnUq1ePYsWK6Roc8hKlUknjxo2ZPXs2S5Ys4c8//2T16tWkpb35Xi2Rt0jbSQWUuwHPOLX1DjK5gFYj0tylKpUbWOoeL62vIv1fWbQEjcD/YnsyLb0nCxXr6XBhJvdnuGM+fR56Tk7ExMSQmKiHVisik2UEQIKgQKOJ0G0rFVcVRyNmnuWpETUUV+WsgC4tLY3jx4+TmJiInZ3dB9/YYmJi8Pf3p06dOnz//fesW7cOJyent3ZpSUhIFBxOnz5NVFQUc+bMoVOnTnm2jpmZGWPHjgUyuhf9/PzYu3cvkydPRiaT0bt374+aqZRdhg8fzv79+1m/fj1bt27NpPZbvnx5aQs8j5G2kwogyfFpbJnkizr9n8JchVJG37kOGBirUEdHkx4eziHDIvwc+gJZukiSTERxMxbFs2QA9EnlT+FHEs+oSE0yoeLJEyxYPpcpMxdT2ESGbX1DbG0MsLU1oVq1zZlqY3JSExMXF0dgYCDVq1fH1NRU10K+e/duneAfQLVq1fDw8HjnC3zBggVs27YNAAMDA5KTk/nuu+9085IkJCQKHn379uX333/H0NCQY8eOUahQoU+6fnp6OkOHDtUVAJcrV46OHTvSpk0bnJ2d82y7Jz09nSNHjuDj48OBAwd49OgRAJaWljg4ONCmTZvPShm9IJDV7SQpiCmAPA+JY/+yq6Sl/JMRUenL6TS6Lvo3/+TplKkICgViupqkhj9wsVwdliXHk5z+z+/SmCS2yOdidDARUVmY8jN7o7i0gB1BKRy+k8zREA3RcRlBkpWVFfb29jg6OuLg4IAgCNnqTtqxYwdLly4lOTkZQRAoXbo04eHhiKJIkyZNmDRpEqVLl6ZPnz6EhIRw6tSpd76pdOzYkSJFitC3b18CAgJo0aIFffr0kTQaJCQKKBEREVhYWODg4MC0adMoWbJkvvghiiIPHz7E19eXc+fOcfnyZVJSUvjpp5/45ZdfPokPISEhHDt2TPcvPj6ePn36EB0dTenSpXFwcKB27drZmvn0X0EKYj5j3pWJ6TOuKo87OSOmpPxzslxFeuu5dNeD12ev6pOK5/WpKB5qUZgoqdjpOYL6n+s0MhVXm//Kaf+7eHl5cfnyZVJTU/nxxx8ZOHAgqampJCYmYmRklKX2SI1GQ7NmzahatSpTpkzh6tWrHDlyhEaNGmVqIddqtRQrVoxGjRoxb968d9rr2rUrcXFx3Lx5k6JFi2b5uZOQkMgftm3bhouLCzt37ixQGlSpqanMnj2bvXv3cuDAATp06PBJ109OTqZu3boEBwdjamrKy5cv0Wq1NGzYkLVr10qBzDuQCns/YwyMVTR3qYpCKUOlL0ehlNHcpSryl5EI//6DF2QUTopmIvroAUaAvqBlzM09qCINEfT1KfHTQAS5KtNlcqU+9SqU5Oeff+b8+fPExsbSpk0bli9fTs+ePRk3bhyHDx/m8OHDhIaGvtffmyGP+HHqNGJjYxk5ciTt27dnypQpnD9/noULF2bSwLl8+TIxMTE0avT+7amZM2cSFRVFt27d+BwDbQmJ/xpHjhzBzMws0xy3goCenh5TpkyhatWq9OnTh6lTp3Lu3Ll36mjlNgYGBpw5cwYfHx8iIiJ48eIFixYtwt/fn7Vr134SH75kpBCwgFK5gSWlq5kR9yIFk6L6f9fCqBDV6kznCTIRuYmKdsoQGmgtiW9RjUoNS1I4rRHp4eEoS5ZEoaeFpf+q2NekZ7Rh/42+vj6enp7MmTOHrVu3cuvWLYKDg+nXrx+XL1/GwsLijYxMeno6348bz/UTx0GuwKhVe2QO7xef8vb2Bvig6m6NGjUYO3YsCxcuZOXKlYwaNepDT5mEhMQnRhRF/P39cXNzY9euXbRr165Athnr6emxePFipk6dyty5c5k9ezYdO3Zk3759n6Tw1sLCQjfzrkiRIvz8888EBQWxfv165HI5LVu2pGLFilIRcDaQtpM+M14eOsTTyVMyamLUasza1KSY6gCiKEMQtKRUGo5h3zlvXhj4B+wbgVauAE06Ce1XYFI3YyhbdEo0TxKe8FWhr0h+kcyWLVu4du0au3btQqlUUqFCBQYMGICzs3Mmk8fOnecn16EYfNMbo97fIy9aPEOrxr4GxVRvj49tbGxITU3Fw8Pjg/f64sULevXqRVRUFP7+/tjY2Hz8EyYhIZFndOvWjd27d2NoaEjHjh1xdXUt8Nu/cXFxuLm5sW3bNjZu3MiAAQPyxY/ExESaNm3K5cuXAahVqxYbN26U5sL9jVQT8wXzqjtJEFJR7WyJTPHP71CrFoj5/jiPZGqMkhWULlUJQ5PCJMen4XU3mJ3hQTw3LMFzZRFmVixJfNxVfr06Fz1SUGvVTLGZQuCeQBLS4fb9R4QF3+DBX8EkJyezatUqnez/5cuXmT5nLmGPHlF832kE/YwXnrFcxq46Falr8mYBbmxsLMWKFeOHH37IUmZl6NChnD9/Xvdzenq6tH8sIVFASEhIwMzMjEaNGjF//vz3jjEpaGg0GoYMGcL169eZPXs2bdq0oUaNGvmSCQkLC2P37t2MGTOGrl27MmPGjE/uQ0FECmL+A6Sc2YVwYCjaVBlKIw0KfS2adNioLkPqkxKkqkBRVJ/Ctt/x5Jol61oYk67414tUmwTIMY7eiH6SH/pyfXoaLcLNPx4ZIloEBtZUsOyn/kRERFC8eHH09fUJCwvDpHBhFP1dUXbuqTP3vkzM7t276datG+7u7lhbW3PixAlevnxJw4YNKVeuXKY3kNDQUNq3b4+zszNyuZzIyEhOnjwpdSdJSBQAzp49y7Bhw7h58ya//vorDRo0yG+XPpqoqCiGDx/OrVu3AGjatCknT57Mt+2wSZMmMW/ePIYNG0aXLl2wtLT88EVfMFIQ84WjSUgjetsuXqxbiqBOIEWQU9gugeLFk4hTwG1zPWKtDFEq9ZCjYaM4DH+xERqFDEETR9GkF1ikFyW8UCFiVTLQplL0yRiMRANi7owhXftPQKEng/2DanPupDc+Pj7cu3cPV1dXvv32W44/i2f1jcdEGcqIUgksrVqaLhZmb/XZ09OTHj16YG1tTXh4eCbdmBIlSmBnZ0fNmjXx9/fnxIkTAFy4cIH69evn7ZMpISHxUZQvX56oqCjGjBlD9+7dP+tajmfPnuHh4cHGjRuZPXs2kydPzhc/1Go1jRs3xs/PD8jYXlq9ejVFihTJF3/yGymI+YJJvBZBzB93EZOTQJDzNHgn5/XDUSi03LVIwrd2NDI5aIBepmnYGmlIRcWPuJGa9BedHvoz+klv1IIGpahiV/lnXDOLJDT5EJo4fWIf9SNN9k83k0qbxtYf6tOwaqk3/Ijd/ReiTEDUaFF+bYVlvRLv9Fur1dKiRQv+/PNPnW6MlZUVx48f59ixY/j4+BAfH4+xsTGDBw9m2LBhVKhQIa+eRgkJiY8kLS2NnTt30q9fPyZOnJirwx3zE1EUmTBhAt7e3pw+fZrGjRvnmx83b97kyJEjTJkyBQcHB1auXPlZB4nZJatBjFRg8JmhSUgjdvdfoBYRlBl1KObVeqMMcyNZqeZcraeoZQL8HZvujFFRRT8ZmVyOpSaC1JgzjH7yPfqiSneOy4OijAsfh1aI40ylAbiGZk6nagUZJulxACTFvSQu4jmFjIrycvdfiH9r2QiAZt8DNFWLIi+UuZ37FTKZjGPHjhETE6Or1IcMsb0hQ4ag0Wi4desWVlZW0raRhEQBxNXVlU2bNlGuXDnatGmT3+7kGoIgMG3aNIKCgujWrRtBQUEUK1bswxfmgR/W1tZYW1tjYGDAqFGj2LJlC/369fvkvnwuFLxeOIl3Ep0SzY1HV4lVJGQ6LooaKhjXoXa5TqjIHEAIwOM0GXI0RArFsE1Vg/Zfbdpo0IoWqICW97fRXBGMHA1K1MjR4KB4SFGlwPUdW9kw7Hs8Z09hz+QpaP81YwmZgCYmlfehUqkyBTCvI5fLsba2lgIYCYkCSGpqKrt27aJFixbs27cvXz7k85JChQoxadIkIiIi2Lt3b367w4gRI3BycmLZsmVcu3Ytv90psEiZmALI6y3PZvoZ9SWHHxxmuu905IIcdZk0Rj/5jmbxGbUigiCnehF7EjQpaITMgUWaCL9Hq7AyrUt//fXUNbmDnlYBmQZVy5ELzwGIpRBlFDF0lN9CjZxCQipVwx7ytN9urlaqjFwjJzU9iTiZiCZNjUKm/MeMVkRu+mF1XwkJic+LI0eO0L9/fxISEujatesnK35NTk7m0aNHWFlZoVQqiY+PZ//+/Zw5c4aKFSvi4OCAra1trrQli6JIYGAgAHXq1MmxvZwiCAKenp7UrFkTFxcXrK2tdYMlra2tUSqVHzbyH0CqiSlAJMencfTGCRbfXYBGLxW1Vs3/HP6H3Vd2tPZsTar2nyyHSqtk491pmGpMuBt7noqF7VDJ9TltfJGlX20jTUgHAcoq1Qw3T0MD6Asgj4SS7g6kWPclQq7GEjnlFSswUpxFLcrokLiARCxJFpOxF27ylZBMl2tRGNZxQYMWQZATEHWYsMQ7lDOtRX0zZ2RKOYJWpEjXShjVMc+/J1BCQiJPeFWMP3PmTJo1a5bn64WEhODh4cG+ffuIj4/HyMiIKlWqcPv2bZKTkylXrhxPnz4lNTUVpVKJjY0NHTp04Ouvv87WeqIoMnDgQAICAqhQoQJ//fVXgRHtCwkJYfPmzXh5eREYGIhWq6VQoUIsXLgw32p3PgXS2IHPjLsBz9g86Twhv2vpdnEiFk8qk6JJYbrvdG4f3II8/V+FXRo1PjG/czDMjVtJQchlGamVZvH1mRY2BD2tCktRzUjzNFQyMJCBIIC2OOwzEOhKEqM0yXQjkT2iiotG1fCIbU+H+LJ0efGI3o93UOrxTfTC7vCiUn1kchVKuT4KmZIGxdqhJzPgXuwt+hPNcHU819uXlgIYCYkvkMjISIKCgvj2228/SQATGBjI119/zc6dO2nfvj3u7u706dOHuLg4vv32Wy5dusTDhw+JiYnB29ubUaNGbtyv5wAAIABJREFUERERwdSpU3WK4B9LcHAwAQEBTJgwgcDAwAITwEDGJO7p06dz7do1Xrx4wYIFC0hISCAqKiq/XSsQSNtJBYDk+DRObb2DJl1ERUZatMHjb3lgkUIFbRx692SoLf5Vf4IWx4CbhBQrztOiJqz/6gk/PCuBWtBQOs2SlokvGZsWw62vTNC89oKMSTVmTZXuiMhI//vXP0UcAFVN0dQxoLNvJBVunQDUKMSM2t+L0T5YGFVEX55RqyKixVhpxn2TmjzQKgA1Yw8F0bCmBUULSdtJEhJfEseOHUMURRwdHfPEfkREBM+ePaNatWoolUq8vb2RyWSEhITw1VdfAby1sNXAwIDWrVvTunVr5s2bR/369ZkxYwbVq1endOnSWVo7KSmJQ4cOsX79egRBYPTo0QW6Jq9IkSK6WXIfmj/3X0EKYvKRxMREYmNjSY+XI5MLkJ5x/GYZFQfqFwHZaC4IMo6WWE+vpBR2RquQp2nQyEX6nlDxvHgJykRHEWuiR/v4/2NghTKUSzeiqDqSOS9eIChFxH+15r1IKoqBOpUkxWt7yDKBNI0CUSHgVymV8rdlCK/tMgrISFS/1AUxCkFJI4tvaCQ34BQJxCKilMl4HJMsBTESEl8YR44cwdTUlOrVq+eaTVEUCQgIwMPDg5MnT6LRaDAyMsLBwYEbN25gY2OjC2CyglKpZN++fVhbW9O1a1ccHR1p0aIF7du3f2t78v379/Hw8ODAgQMkJCRQuXJlli1b9lkIzP3xxx9UqVIFc3Mp8w1SEJNvBAYGsm/fPuRyecYLWF4JFcVJ1BM4UN8ItUKAv7My6+WDWW58hVmRKWg8VdwuXYsl/UegUKtRKxSM8VtHFU0wX8el0S31MaF6lsQpjRGStSgumhJXJRUj4yRSZQrKH3iJprg8szNaEA0yjiUaFsFAnkJhRSJx6Xoka1RotWkYygohiiKCICAIMvTlhiQgYolALCLpWi2lTKWZHxISXxJarZbDhw/TqFGjXNliiYuL48CBA3h4ePDw4UMKFy7MmDFjqF+/PqtWrcLHxweA8ePHf7TtsmXLcvLkSdzc3PDy8sLHx4caNWpQvnx5IGNsyYkTJ/Dw8ODSpUsolUp69OjBsGHDsLe3L9BaLMnJyezatYslS5Zw48YNBg8enN8uFRikICYfSExMZN++fajVatR/T6VOKHyXoummJJoaIhdF1PzzgpKjJlRjRhGTp5RIN2J1rxGkqvRIVWVkPRY3Gk6rM50opfc7jWqvRCmqSRVUNL5zlUrPw+C6QE3BnwtFbeh12ZvRFrtYVrcHMlFLkp4+6TWLgCojiHFKusBgqwC0ohaZIOL9pCrK23I0IUvRtpiM/LW2JgWQoJKhL8LCrrWkLIyExBfG5cuXiYmJyfHWxePHj9m4cSOHDx8mOTkZa2tr3N3d6dGjByqVikOHDhEeHq47P7saNPXq1ePXX3/l+vXrXL58mU6dOlGqVCmqV6/O5cuXefHiBSVLlmTBggV8//33FC9ePEf39amwt7fn+vXrlCtXjgkTJtC9e/f8dqnAIAUx+UBsbCxyuVwXwAAolArajqxMqqwwm8NC4bWuMVn8OX6LjUCBjNSBxeBf+iwqrYwwo3h+qjqWFLk+KX8fP13VllIvX2CQnsZNbUOal/RCrKvG4do9Kvlu5qUgcrdiKVY3H4AyXUth9UuW/rUApewfv9p8dY8z4V3Rhvnxh2onXdJ7oBbUyEQ5Ky33MK/DBKpbSLUwEhJfGqIosmfPHgRBwMHBIUe2Jk6cSHBwMH369GHYsGG6ifQ+Pj706tWL6Oho3faIpaVljreuLCwsqF69On379uXo0aNcvHiRWrVqMX78eNq2bVugCnc/xIMHD7h+/Tr9+/dn7NixBTpjlB9IQUw+UKRIETSazIGIRqPB4qviJGieMTz5OaujzJGjhZc+GMZuQwNoENBqn5CmzLwdpJZBkswCpajWBTAAclEkXt8Qg/Q0EEUS4opg4PKMa4XHo00xRBTklI4PYcShSGKMtVRLeoBopILXghgtCmLL16To02t0TmhLup4ahVbBWotd+Be/ThNFBNVUWd+7lpCQKPgkJibSuHFjrl69SsOGDTEze/s8tKwQHR3NjRs3mDFjBtOmTcv02K1bt4iOjqZVq1bMnTuXZs2a0alTpxx/UB86dEj3/xMmTMiRrfxk06ZNjBs3DplM9tnPqMorPp9w9AvCyMiIzp07o1Ao0NPTQ6FQ0LlzZ/bdXYLz3s7suvIThR+70iXlKMbROzNdK5CKcdQulOlpGCYnoUpLY3JgIv/P3nnH13S/D/x9zt3ZU0KCmGnEjFqxVahaX6tFjVZr9KuoqtnJjxbVVoe2VKtKvyi1a4+WhAhiRIwkiBWRve885/z+CCEtrZEIet+vV14k9/N5ns859yb3uc+skeuAVSiekyIJAs6mgusbBZzcs5FkHSrnHCS1AVmlJcutOmbnwzgIh0hxuoQoWIvJEAUbeTZP5DoD0Ws9cVQM6NAw/FofVCYNk86ZeHp/LGuuZWDHjp0ng61bt3LkyBFeeeUVvvjiiweSZbVaEUWRffv28ee+ZCNHjiQkJIQ9e/YwefJk8vPz6dSp0wPpe1KwWCyMGjUKFxcXFi5cSKVKlcr6SI8kdk9MGVGnTh2qVq1KVlYWbm5u5EnJzFm7AqsiYAVczXDmwm7+NEUARdBTLsuddlvnUuDggnt2Oi4eIbgamjPxuJkP6+hRKTI2QaD1mcMYTAUgCPh5RGNwKUC2abAWeN0iT0Yla7Fp8ihAzzqlA52VbdhEGTUKP9MVm+iGu5el2Dl0aGhnGsV3OOFpymRR1ClatWiDp/ujn91vx46dO7N69WreeustnJycGDly5AN3hvXx8eH111/n888/Z+HChQwdOrToMbVazbp166hduzY7duygRYsWT9RMpvslJSWFmTNnUlBQUJT4bOf22I2YMsTR0REozJE5mxeNikIDpnV2Q964OpAMdRavVZ3BrYEnQZFovy8KZ5OMa37hUMbka/spqFiVylevMioxiGwnPa75MnpzOdReF/Gv9xsODoUGTPLBgUhm51vkCUiqm52AjxLEp26dcakic1nnSZrWkzHHInA8nwp6G5Lig4wrAgKDL/uS77KN6efmYBPUOB6VyGr6Dtomg3BwcX0Yt9COHTslSHx8PL169aJcuXJMnz69xFrbDxkyhKioKEaNGkXTpk2pU6dO0WP+/v5ER0djtVoJDAwsEX0Pi4sXL7JgwQKWLl2Kv78/vXv3pkOHDgQFBT1Q6GfkyJGsWrWK5s2b2/vB/AP2sQNlyP7D+9mxeQcqUYUkSxxwjyBLn82i2Ilo83MRHDzZ43WazyosxaxSATKiqgcvbDmC3nLLCALRho+bjjj3ENwyQhFuqSDK1wnkupnwlpPINefjkFsdrXIzCVdBIdf1DGZDKmbRTKreym/1O6FoPIvW6CQbhyL74Gk1ATYyrWMwyq2xko2P/g0cSC1aa5VFFl1oTqth43mqeetSvX927NgpOSwWC2+//TZz5sxh06ZNd90w7m5JS0ujR48elC9fnpMnT5ao7IeNoij06dOHNWvWABASEkJaWhqJiYlAoffp+eef5+OPP0anu/eihx07dhAWFsbIkSMZMWJESR79seFuxw7YPTFlxLqT6zi08RAqRYV03dfSKL0J6vS92Ha8h01Qg2IjtMFgggv+j7HBeZzx9EEvaZBtR7hhegqARVFz2qsuskoh1zUO5+yaKIJCbEUDGxs5oZIVJNGHgKTl+MjLaHNgGuJ1Q0dAwCm7JvEep4guF44kgGfyLnI9hmJ2bAaAVjFx2VAOb9tpANw1n2M21ydflNnPFAKVlfgL+wCQFQEHctn67edUqlPf7pGxY+cxwGw2ExQUxPnz52nSpEmJGzAAXl5eBAYGkpSUVOKyHzZxcXH8+uuvtGvXjokTJxY15rty5Qr79+/njz/+4Msvv8RoNDJjxoy7bkw3d+5c1qxZUxRSux8D6N+GPbG3DMgwZfDlvi+RkQHIVBmI0/tglXV035UKkhVsRpCsmI8sxi0fshUBVXwB4tV8NEphF5kbzkpFAcVWmJCbrc/ktFcM573OsvF60zyzVsSmFrlYsRf/cfRGLRR6cVS6XPTu51HpsrngeAFJlECQEBQrzhkLEaTCcJVVUFPRdPWWK1Bz1HE3L9X4gCmVvuE/AddYb/DHItcAnMmx6jCpHYmMvUB6nhk7duw82oSHh3P+/HnGjBnDggULSk3PqVOnaNKkSanJLwmOHDnCunXr/nbN5s2bgcKmfLd2Fvbz86N37958+eWXDBo0iIULFxaVe0+aNIndu3djtVpvK1OWZT744AP27NnD22+/DfBED3gsKeyemDIgKS8Ji9aCgMA+h2qcyfIAk0BqOvRUBIrVGAkqlusXo1jO46rT4HjiZWRUQPESbcFmJUFVgX22AFQoWF20xXrNQGHTPCsKisWKU8A2KjRZiyKrEUQbdS7p2HnLWgUVessVZK0Tc858ipc1u+gxSbDxafkdmEWZG7MSppXTUS1hEs42dy65HmalcyBLtiRh23SF2b3q0q2+X4neQzt27JQcmzdvRqPR0L9//1LroWK1WjGZTKxatYpjx45Rr169UtFzP5hMJn755Rc++eQTjh8/DsDixYsZOHDgbXNbVq1aRUBAAH5+d/679tZbb/Hcc88RERFBREQEn3zyCbNmzSIkJITIyMi/5BudOXOG7OxsRo4cSdeuXUlNTaV69eole6FPIHZPTBlQwakCRtFIhNd5zmR5IMggSAopBo9iM4sAJMmMPiGbCikC2NzI0RoQ/2TAKAgY1Q7sswUgocKCGtkINrH4L5+EGv2pbKzW+VRosgpRbUWlNSKqrTxbKQ9H8aZyjWRj5EEXfowo4Hf3xhgFLXmCAaOg5Y2aE8hSF+8boVJUJGuMZAtqVrsEYxPV5JklTFaZCb8et3tk7Nh5RJEkiTVr1tCwYcNSHX44f/58LBYLFStWfGSGLJ49e5bx48fj6+vL4MGDycnJ4a233qJmzZoMHjyYihUrMmLECFavXk1WVhbh4eH079+f/fv3/6OXRBAEgoODGTZsGIsXLyY8PJy33nqL6OhomjZtyqeffsq5c+eK1gcEBFC5cmVWrlyJg4MD9evXL+3LfyKwGzFlgIfeg6mhU0kxOHPLdAGydU581rAPVlHEKgpIgsDxit7IKg3B51zQiHmYREd2erXFKqgwC1qsgoo83yrkalwQr4enAASrjPOJa2glM1qrEa1iZqjxS5JPO6NxsaJIxQ0c0Sbgg4zBrKCRRYZfe5EXCpyxaATSEkW+i6nDvih/Etb7kJuoxaxxL7ZfEiR8rJ4ko6AWwA2BpxBxQygaDmnHjp1Hi4MHD1KpUiXOnTtH+/btS02P1Wpl/fr1NGrUiMTERGrUqFFquu6GmJgYWrRoQfXq1fnss89o3LgxCxcuZP369QwePJgff/yRt99+m5o1a7J06VJ69eqFu7s7LVu2ZOPGjfTr1++eE24dHR0ZPHgw48ePJysri3HjxhEcHExMTAxQOJV77dq1ZGZm8vbbbyPL8j9ItAP26qQy5VByEr2+OIJwy2tVEWGQaRf+CSewaEQs6sIE3Fy9jbWtr2HMq4X5am/0cgEulnzaCwVoHdMxiTpWmetiu6UyyUuTzjzP2WxPr02n8ke56iYSvykAQSUT/GICovqW594CjtM1XDFo+b/hM8h08+e9EyaO5+1ip98qUFQgSHQI92VgVBJLnm3H7qBdiLIAKpGxSQNok9uITGTmYeItDNgojFfOEc3MmNLKPprAjp1HjBdeeIHVq1czc+ZMwsLC/jGUZDKZiImJoXr16ri7u//l8ezsbIxGY9E06OTkZH799Vd+/fVXUlNTmT9//iMxvPDpp5/m2LFjDBs2rKik/E5YrVZiYmI4cOAAPj4+PPvssyXiSTp37hxDhgzBxcWFmJiYopYb8+bN4/XXX2fcuHG89NJLD6znceVuq5PsRkwZsuncJsbsOIwlMaTQIyNDZacsGuafw/fcIdS3zEgSJRt53jXZFrwXm94BB9mVwGsNqF/hKFcv1sezoCqJJj9OOSikolDdN5Ihtf+HWpEwCyLV4vPwuKTw0/mnkRQRt2rZVGpzFUUSEEVwXS6gPmRg9sBh7G5U2JdAn5+BU+pbCOLNRDRFVvPRQh3Z1V8gw18iw2qiuiWIljpvBJsZQRSR1VpUt7ysJJWA6uVKuJf3LPpFtWPHTtlis9nw9PSkbdu2TJ8+/W/XXrx4kV9++YU1a9aQk5ODIAjUqlWLZs2aFc1VWrNmDVu3bsVisRAQEEC5cuU4fPgwsizTvHlzJk6cSOfOncu8dX5OTg6enp689NJLjBkzplR1paWlkZeXR+XKlW973ZGRkQwbNozBgwezaNEioLB8u0mTJpw9e5Y//vijVM/3KGMvsX7EyTBl8P6+99HrTGhq/IE5KxQpJYQruc4k0YBXfSsjJq9GEETKZaZR93IqUtxFuu9VyByQx95aqazWXyRKUqPzy+GtE8/QxUGNTGGMMNnzPPkqBQkRNXChuiPmxWrqiCkc9y9HbpwzJy85kh1YkcN1G6B9WiaruTMJFW4mkqnzUwpdQ7eiqDjvpSe427eUc1QjiBJXDw5mxwVHmib8iM/LL2FOMKCYbxpgkmRl67J1pAjZdO/evVijKzt27JQNUVFR5OTk0KJFi9s+LkkSe/bsYcWKFURERKBWq2nbti0jRowgNjaWNWvWsGjRIhYuXAgUhkuGDh1KtWrVWLNmDYmJiYwbN47hw4dTtWrVh3lpf8uOHTuw2Wyl1kROURQOHDjAihUr2L17N5Ik4evrS9u2bXnzzTfR6/VFa5s2bcqwYcOYP38+zzzzDAMGDEAQBDIzM6lWrVqpnO9Jw27ElBFJeUmohMLbL8h5SCkNQNEUpewu0nvyc8URkJeEPuZTVDZQXe8Oo12tYnV5NWbRBUnvhU+BGw0MatS3WPoVTr/EuXIxSNrcQh1WAZubQIUL+XjmXCDPoCPX0xffo1FEOYXQMGoHsqjiGVlmc5v/cKZGPWyO5aDgT3FZQULbRAXuNlQUDoos32gxPkGNCWzzNYLWieRZB4ttERHIsOVgE2ysW7eOqlWr2j0yduyUMZs3b0YURZo1a/aXx2RZZuDAgcTExFCuXDk++OADhg4dWlRO3LNnT959911ycnLYvXs32dnZ9OjRA2fnwm7gY8eOfajXci/s2LEDoFSqozZs2MCCBQtITEzEzc2NN998k2rVqrFt2zaWLVuGJEm8++67xfaMGDGCQ4cO8dJLL9GoUSMCAwPJysrCZrNhtVpLrGvyk4rdiCkjKjhVwCoXhmkUqzsIEtwSglEDsVZQZUM9RcOtJdWp7gImQ1MyPIciIGHSidguWYo9mYpgQ2P0KjJiFBWo0guNHJ0kI5htHK1Rg3JqP7rsXku+XgNSoVHS6fe1XCtfjcknrMTltWd99e0oigoEGUnqg2+9X4pdi0ajJaC9N2qXwoolt141yPo1HkVQsFls7FGfxHR9sKRKpSIrK8tuxNixU4YoisLq1aupV68erq5/bUh5+vRpYmJimDZtGpMnT0atvv1bhYuLC927dy/t45YowcHBAKxfv55evXqVmNy0tDSmTJnCU089xU8//USfPn2KvC7Dhw9n/PjxzJkzB0EQyMnJwc/Pj8aNG5OZmUlqaiqSJLFo0SJmzpzJN998Q58+ffjiiy8YN25ciZ3xScRenVRGeOg9mPj0eyiyBkHML7QybsGqyFwzQYHeE0EpXlKttTiR4TkURB2K6MAVRy38qZwaWYNJk17YKkYB12UiqjwBk05HuocHVrUao6MTQnBn0DkV26pTRH5atpXGS8czYN0O5n0jEZTUkTzvOYw6ZcNZlVNsvSSZ0etv9ktwrF8O34mNcB5Yk5WOBzinTrllrYSbm9sD3Dk7duw8CKdOnaJmzZqcPHmStm3b3nZNeHg4AMOGDbujAfO4MmLECBwcHIiOji5RuREREQAsW7aMgQMHFgsbAcyYMYM6deqwYsUKIiMj+fHHHxk2bBgTJ05EkiRmzpzJlClTAOjduzf//e9/+fHHH9mzZ0+JnvNJw27ElCHtqj1Hvu4jCpJfBFEudMSIoBMFnkk/jIOsYNU6cyrwRSRRg1mtwaqGKz090Qq2IjlZWpEPgwVsohVJNCGLFhL9fubcHmdkqwACmGtBYpWKbOzahd/btOa3rl0o0GtwULSodZ7FzqW1mnE+uq6oc7B3jpUPlm1gwx4zXYVQ3H92BQsIRsACSbt8MJ41kZpp5EhOAWkWGyonLa41yvHsf55DrVaj0+lQq9V0797d7oWxY6cMSUhIICEhAR8fHwYMGHDbNeHh4QQGBuLj4/PA+v7coTY+Pp733nuv6E3/YXP8+HEKCgpo3LhxicoNDw/Hy8vrjmEqrVbLrl272Lp1KykpKaSnp7Nu3Tq2bdvGxYsXmThxIi4uLkXrP/nkEwIDA3n77bdJTk4u0bM+STxZJvZjxiWTBbV/eXI9vRCMEopK4KkL8bTftxa9rIBrYaw6xacR2b7+aPUnOO+aQapVj6JoivWY2VFeQw/PyXgYdVgNaRgtFgqiKyJcN1Nz6mk4aGqMrNx8ykVFwCZq2ekaSMPUa9cHR8o4C/WwCVdQc/OPjyiocMpOQ3AthyHBB/E9I4q7wmm9F5kO7pz9YR8uGl++qWtgW3kNnz1VkR4+HtSpU4eqVauSlZWFm5ub3YCxY6eM6dKlC506dWLr1q3ExMQQEhLylzUXL14kPT2dihUrMnr0aMaPH/+3MhVFITIykj/++IPGjRsTGhrK3r17mTVrFr///jt+fn506dKFo0ePsm9f4Zy1L774gq1bt9KoUSOMRiMHDx6kVatWpdYx+AY3RgaUdGLvgQMH6NChw99WX3l5edGhQwegMBTXrVu3O67V6/WsW7eOBg0aMGnSJBYuXPjEecVKArsnpgypqNdiVRTQqlBctRhUFp7d9wsGqQCUAqz5W1EUK07+EVTu8X94dlpNs+a7qadLYcKxtahtMjqLjNomMzpuA46qVPINV7GKJlKOPY8iN+fC737INoGCfDcEsXiSrgqReWI2R5yq4ObZHq1zb3Sur2JyDvlLCAtFQnDwxCbq2FnLl0M+foQ7VSHT0YFyunQ8yEUvw4TjRvQmibGnL5FmKfQWOTo64ufnZzdg7Nh5BBAEgeXLl+Pn58eECRPIysr6y5ply5YxZcoUvL29mTBhAitWrLitrPz8fL777jtq1apFaGgokydP5plnnsHR0ZEOHToQHR1Njx49CAgIYNGiRSQkJDBy5Eh++OEHJEmiadOmeHl5FVXvTJs2rbQvn19//ZWgoCC8vLxKVG5gYCDr16/nzJkzJSpz/vz5HD58mG+//bbE5D5J2PvElDHrz5zlq8hjpHuVwyEzm57bNiJZ0hAUIzIKgrOaes+fRFQXGiAai4w6W0/cHx+QoilHtqOIa76Mi9lEVacELmkcMGZmYM6MQBJEZMXGuQq1qFLBiDnfjVvdN5IisN4cxAeqxcRnD0Frc0MCVEByZiR9Y1agqET0soyqwYto/ZuwR32SRFUyTgmx1HK4yjPlTyEiIAoiydbXOSs24v/qu3OunBO/1K9OA5dHo724HTt2inP48OEiI6JDhw6EhoYSEhKCwXBzepvVauXll18mISGBQ4cO8dRTTwGFeTXffPMNixYtIi8vj5o1a/LCCy/Qtm1bYmNjiY6OpkaNGnTo0KFoErPNZkMUxSJPS3p6Ovv27WPfvn2IosilS5c4cuQI1atXp1u3brzxxhslPk07KysLLy8vhgwZwujRo0tU9rVr1+jTpw/e3t4cPXq02H18UF566SV++uknFixYQNOmTUtM7qOMvdndY0D2xo1cfeddUKuRzFZOB/bnimc9RMCavxXZGofaN5/ATpcw4YhLErS6fAEFAUFSszP7dRJMhfM7NEIBNkVCllWYsxcCN3NmLGod+dXror51MJOiUFuOpaUQzbWChhyxPMP3OlcsiivZooJRhIrmZBrofqM8tXHWupInmDAJVtSKimBVZbpJ41AJliKRVkXNVwwjXWUg/KkQVv3nWby0dvenHTuPKuvXr+fDDz8kOjoaq9WKVqulYcOGjB8/vmg0QFJSEr179yY3N5egoCAcHBw4fPgwGo2GsLAw+vbtS/369R+4iZ3JZGLFihXs3buXqKgoqlevzqFDh4rliTwoK1eu5Pnnn2fx4sW3DaM9KHv27GHkyJG89tprfP311yUmNy8vj7p165Kbm8vKlStL3Iv0KHK3Rsw9h5MEQZgiCIIiCMJXt/zMSRCELwVBuCwIglEQhDOCIPxtowBBEHoKgrBNEIRUQRByBUE4IAjCnQOETxi2jAyuvvMuismEkpeHaDUTeHIpeqsJQdCgceyIRXTBlu3AobQQPtrzJs0uJKGWFTSyjFqw0M71K/RC4XRpi6xF0ino3E6i0hcPGyk2mfNZKiSrDWQBFAG3HH+UzDDicrtRy3E3fd2mssNhNO21O1ELVpqpz9HO9SLu+jqY9AJpYm5RmbRVlPhfoEK+unj/AkkQcRQyUcsybc8cxWC1D320Y+dRplu3bkRGRpKVlcWmTZsYOXIkZ86cYcyYMeTl5QFQoUIFli9fzqhRo3BwcCAzM5MxY8awfft2Zs2aRYMGDUqkC69er2fw4MEsXLiQefPmER8fj6enJ40bN2bDhg0PLB9gy5YtODs7U7du3RKR92datWpFt27d+Oabb0hMTCwxuU5OTqxbt47c3Fw+/PDDEpP7JHBPH5MFQWgKDAWO/+mhT4H2wEDgPNAK+E4QhDRFUZbcQVxrYBfwDpABvAisEQShjaIoe+/lXI8j1itXENTqW1vDoAgq9KYMrFpnLIKKPeU6k+NoI+WkC0EJzwFYAAAgAElEQVTKJayouNVBKSsq3LhEimSguuZzpM7nEWUVgmjm4u/lyTpb2P9Bi5Xga4dxSNXh7NISm1gNm6wlR8jmP57voBasqK8bKO9rfsRFI1CAI8Uyh1HQYEFBpJOym52OE1ErNm5FhUwWhZ+atGp7Pxg7dh4XHBwc6NSpE506daJXr160bt2aadOmMWvWLARBoFKlSgwbNuyhzT1q2bIlS5YsYdeuXSxatIjvvvuOrl27PrDcI0eOIIoiNput1JJkRVFEp9OVSGXXrdSpUwc/Pz+2b9/O4sWLadq0KTVr1izzMQ5lzV17YgRBcAV+Bl4BMv/0cCiwRFGU3YqiJCqK8hMQCTS5kzxFUcYoijJTUZQoRVESFEWZChwG/nPPV/EYovHzQ7EVNwIERcKkL2wYJyKQqHND5SihFiUuK95oKJ5sq5FNBBxfS9OYtxG7xaFRW1FpTYhqhUptroK+sGxbAGo4VOc//sNo61yTjs4O+OusuGqugCiTrjhzTK5KuuKMJIhoBFtx+wVAgUq6ywzSrKKGKhEnqYCxNSdgFHWYFANWRc06wiigMAfG3g/Gjp3Hk+bNmzNt2jQ2b97M6tWry+wc9evXp1+/fgC0bt26RGR+9NFHZGdnM2vWrBKRdwOLxcKGDRt48cUXWbt2LS1btizRnBgonPl07tw5AObMmUPv3r3p1KkT+fn5JarnceNewkkLgFWKouy6zWPhQFdBECoCCIIQCtQHttzjeZz5q4H0RKL28KD8jOkIej2ikxNodcTVGojNyRUrCr+7SCg6keFtn0aSVWTgwnjrMIyKllzFgGQTSDrgikP6VUTXPJAgBxfOUo0cXJBRgb8HogI60UAjr06oRQ1alR61IFBPp0W6up11xiY0N3/BAMsUmpu/YLOtEWa0fzmvIgh8VmsArZosZrNnCy7py7POpz1Nnl7BL7nT+D5/FqfVtYv6wTzTsTMJGVbS8+whJTt2HjcmTZpE06ZNmTp1KqNHj2bFihVcunTpoZ/DwcEBZ2dnfvzxRywWyz9v+Ac6duzIxIkTWbVqFVu23Ovb052ZPn06U6ZMIScnh88++4xff/21xGTfwMnJiblz57J7924uX75MWFgYaWlpqFSqf978BHNXib2CIAwFRgDNFEWxCILwO3BCUZTXrz+uBb4FXuZmRukoRVHuuiZMEISRwEygtqIoF27z+DBgGEClSpUaXrjwlyWPDRmmDJLykqjgVAFNio3MuMu41/RHcZJJTzkPkhO5V3MpH1gF74rl+emPDUzfakMlSLhJebynW8pv+ra88r9fsKlUiHobG/4vhB9Ur6HChoSaV+RvUEd4oTt1Bk+ND63Lv4BWvNlBUrEauXToG15qNAiL+qbRosbGM0578LHpEJXCnysCxJSvwr6ahU2cVIqETlBhsSn0OGKk9iULbQc+hV+wM1lZWey/bOSdjfFoRBGrLDO7V1261ffDjh07jw+pqam89957rF+/nqSkJAD8/f0JDQ0lNDSUxo0bF81KKk127NjB2LFjef3115kzZ05RtdP9YrVaadSoEWfPnmXNmjX4+vre0/5bB2MmJiZSv359fvvtN/r378/SpUtLPbxjMpkYOHAgq1atolmzZixYsKBU9ZUVJVadJAhCIIWelpaKopy+/rPfKW7EjKPQwHgLuEBhTsxMoLeiKP9o7gqC0AtYAvRVFGX9P61/nKuTNp3bxPv73kctqqmYHEybc/3QqNVINhu+jX7E1T8axWrCbaUjDodVlJ8xHdfOnUnOTCbu2E6C9k7FW7rGGu92fFDhNSqkp5Ds6EaqdzlsqluMEdnKi5HbMaQm45V8lS6VXkMt3kzEVWwWog98waQmL2G8xYgRseBY6XtUhsu0S+iHg1CZdQ3Lk+p2c76Kk0pkeg1/Wuj0aHJsuHjqMTgXykjPM9N81i5M1pvJxXqNSMTEdng6PdgfHzt27Dx8FEUhPj6e7du3s2rVKqKioigoKECv17NgwQIaNGhQ6mf48MMPWbZsGXq9nkaNGvHtt99Sq1at+5b322+/0aVLF+bNm0erVq3uel98fDz//e9/SU5Oply5coSGhrJt2zYKCgrYsGEDXbp0ue8z3S2xsbHUrl276PsvvvjijuMjHmdKsjqpGeAFnBAEwSYIgo3CpNz/Xv/eFfgImKAoygZFUY4rivIVsJxCo+ZvucWAGXQ3BszjTIYpg/f3vY9JMmErUAhN6I1iE7CYpMLwUNSLWMxqFC1k9snHpjaS9PY75Fy+zJnjZzi0NxZXKR2AHqm72HnyVd7P+ganuBREW/GKJFGGXL0DNldPfqj4HyKNUdgUG1bJhGKzYDqyGPeCLKyq4qEjUdGiVRUgiRK7qq3AkKsi06l4iaNNUWjv6YK/hwM+AS5FBgzA5Uwjmj913NSIIpczjSV5K+3YsfOQEASBmjVrMnLkSHbv3k1WVhZ//PEH3t7ejB8//rbN8kqaSZMm8dVXX9GzZ0+OHDnCc889V1Q9dT+Eh4ejVqvvucx6xYoVZGdns3r1aq5cucKaNWuKclU6d+583+e5F4KDg8nIyOCTTz4BICUl5R92PNncjRGzFqhDYY7Lja9DFBop9a+vKT5muRDpn+QLgvA8sBR4SVGUVXd/7MeTpLwk1GJhRryz2RNZKH7LBMGGtaCw/l+QQPJUyEdgxsJF7N69mxxJy89yV4yKlhzFgKPFyNKMNuTkG5D+FBeVBAGD0Ui4tQqCDeKUDFYrO1mWGU729snYrhxEr/Ogc4EatQJaBdQKdC5Q42cqTC7W2qxUS/iat5Z+h85ixtFYgF4Q+Oypinfs/+LvbsAqFzeorLKMv3vJJrnZsWOnbNBoNLRq1Yo1a9aQnp7OmDFjiIqKKpGclTshiiKtW7dm8uTJvPHGG1y4cIHIyMj7lrdmzRrq16+Pk5PTPy++jqIohIeH06RJE3r06FFU3aRSqahSpcpDrRJyd3cvahpY0uMTHjf+scZMUZQsoJipLQhCPpChKMqJ69//AcwUBCGPwnBSa2AQMOGWPT9dlzfo+vd9KfTAvAXsEQThRmDSoihKxgNe1yNJBacK2OTClKFcXTrinyZXK4oajUNa4f9VoEoXkCWJ8Bp1aR9/BAE4I1SnlfkzygsZXFa8ycAFnWyh/5oVLOnZH2RABJcTKWzMC6Lp5RjeOLISUQRRljley4P4YANVYvIwqOEpqxr/HDXZooKrLOCkwDVV4S+jTQNV0tJocO0gTaedwPjOm1SpU4UKzncOQXo66Zjdqy4Tfj1eLCfGHkqyY+fJomHDhsybN4+RI0fyyiuv4ODgwMcff3xP4Zn7ISUlBVEUadiw4X3tz8zM5MyZM/Tt2/ee9p0/f54rV67wzjvv3JfekmblypUEBATg7+9f1kcpU0pqdlJf4CCFJdgngUnAu8BXt6ypdP3rBiMoNKLmAldv+Sq7mr5SxkPvwdTQqehVetQOAhHVVyGoFbR6FSq1QoXGP6PWWsEC+hUGrGYdswcOI9XtZndGvWCjrukyZ20V8JOgnU3mrZM7GPT7dsZ9/hWOB67iuOsSxqsyzgW5jD2yEr1kRWu1kuKsJwUnEgUHdgVXI9o/mHoGEWdFoKJU+G9tB7jokIaoaKif1h/3H36j0qIfqLh4BBje5sL+QRz4X0uSTi+743V2q+9HxMR2LH21CRET29mTeu3YeUIZNmxY0TRmf39/Jk+ezNWrV0tdr6IoHDly5L72uri4EBQUxObNm8nOzr7rfbGxsQBUq1btvvSWFBcvXqRhw4bs27fvicyFuVfsYwfKgFurkwxWJ3LSTbh46lHpcrmQcpYBB6+hz7KQ7OlNtrMLapvCoH2b0SoWzto8SJJdGCQYaS0FIaMgKiKn0q5Rcf90ctVarjl4YLCZsIkiFYxp6K0SZpXI7lqVkYvlq6io7DWMOg5O5MoKDqLAx5Us5MopHAj0RxRdkAR41wA1bQPQHrDgtlQFKhAkAZ/p7+PZ/d4+zdj5dyHLcqlPJbbzaJCQkED9+vWpWbMmixYtKrXS34KCAvr27Utubi6xsbGUK1funmV89dVXjBo1io0bN1K5cuW72pOZmUnv3r0xGAzExMQ8lMqs2zF27Fjmzp3L2LFj6devX4n3o3lUKLWxA3YeHA+9B7W9auOh98DgrC1KjtVqPXGxPUXjeE/O+lfFpHNCbVPocjAHV8UJi6jjqFyJtuokWktBqFGhRY1aEAny8iW+1mBcbCaC8i5Q2ZhCzeC4omnURq0G8c8GqyBw1ZzNTqPEh3V09G/tRGjbWkTWqoVV54pZI2BTCyw1JiDkqnBbqkK0CogmAcEKqe99hC3jiYz82SkB0tPTWb58OdeuXSvro9h5CFSvXp1x48Zx5MgR0tLSSk3PjbBVWloas2fPvi8Ze/fuRafTUalSpX9efB13d3dmzZrFxYsXefPNN+9Lb0mwdu1amjdvzpAhQ55YA+ZeeCyn86WlpXHhwoW7tqAfB9IsNi6ZLHi7qKl9yULFK+abE6plgQ6jupMiaAlfug8n2QEZmcJ504XIKNh8qlKt6lUUo4DGUeK0i5oVHgqDtyg4KhbkPyeeKQoqrStN+j9Fs9puVNRrOXY+A5Vys9mPg0lGne2Fkq0BlQWst+zXaLBeuYLaw6O0b4+dxxBBEGjZsmWJt1+38+gSHh6Op6fnfXlH7oUbCbn3mw/SqFEjfvnlF6ZNm0bXrl2pW7fuXY0hePrppwkICCAqKuq+9D4o58+fJzExkeeff75M9D+KPJaemAsXLhAQEEBAQAAjR45k7dq1t41tKopCVFQUZ8+eBQpbQ0dFRSH/qXqmrFl9LYOn98fy/NEEWsTEI/WtjKssEFAArrJAu4FPUbVmZWqU9yBL0pAnFCD+6akTEXBkEYJOweBpRa2XqWCzkREoUaF7KjVaptDBJx61IKEVbQiCAoIL1pyfcVTiaeDigJdWTaC3E9J1Wyf4gpnRG7PoEq5w9vC7YPvTy8UmofGz57vYuT2bNm2iYsWKZX0MOw8RnU5HZmZm0d/cP2M0Glm9ejWDBw9m+PDhLF68mLi4OG6kNWRnZ99VnsqN4Yr3Ul10K2PHjuW5554rOkvv3r3val9BQQEXL14kLCzsvvQ+CBEREUXnbNmy5UPX/6jyWObEVK9eXenVqxeRkZEcPHgQo9GISqWidu3adO/enfbt23Py5EnmzJlDQkICAH5+fphMJtLT05k6dSrvvfdemZ1fyrMgZZpRuevI1Io8vT8Wk3zzedCLAn9U8kYddxHXoACcKt3sKDl7VQxbo48wUCigjfRUUU6MhfVUMCzEUQFQOJQkU+CjQdPImSZHs1FdF19g03AlT8f7+1zZm5CErCgEVfRm2OSRdHyuD66u/kxbuYeF167yxklPdPJNw8U37RC14n9G0GjAJhU14rNj53ZYrYVuO41G8w8r7TwpJCcnExwcjLu7O8uWLSsKd5w/f55ffvmlaBLzjeTYG8aOt7c3VatWJTo6GpvNRu3atenYsSODBg26bemy1Wrl5Zdf5uzZsxw7doyqVave13kzMzNp1KgRKpXqrkYFyLJMjx49yMnJ4cSJEw/Ny2ixWPDy8sJmszFq1CgGDhz4UPSWJSXWsfdRJDg4WFmxYgVQ+GI+evQokZGR7N+/n9jY2CJPS1BQEL1790aSJPbv348gCCQnJ3Py5EmCg4Pp1q0bYWFhhIaGkp2dzc6dO6lbty61atUiLi6O2NhYWrRogbe3N+Hh4fzf//0fBw8eJDg4mJ49exIWFkbt2rXvqT9A3pFrhM/7jRo+VdCLWi52r8ygggxypZveISdFZs5n0wm6egnFZisyFiyWdC5eiWf13KvkSHqcxCyi8pZg2x+Oi8ZE+6oqBOCrgxYOJck4GkSODnekiruAKMPZLJlvoyTmR1vJM9vwdXXGxVXg/NUcrFbQaAQCKvkSf7awusDZ4EagX0Oe8g/hKf+GlPP0pctLAbipctD4+dnDSHbs2PkL27dvp2PHjnTr1o02bdqwfPlyDhw4gFqtpnfv3rz22mu0bNkSQRC4dOkS27dvZ9u2bURGRtKtWzc8PT1ZvXo1x48fZ9KkSbz44ou31ZOUlETv3r2pVKkS0dHRaLV/nfl2Nzg7OxMYGMiPP/54V+vj4uLo378/ISEhhIeHP5TE9d9//522bdvy6aeflokXqCz41xgxfyY7O5tDhw7h6elJvXr1/mJgFBQUsGTJEiIiIjh+/DiSJGEwGLDZbEWfHD08PMi4JWHV29ub1NRUXFxcaNKkCfHx8UXuTC8vL0aPHs27775bTI8kSaxfv561a9cSHBxMu3btiIqIZO70T4hPS+S5mq359j/TyHZU0aWVE6Zbngedxczyt0fhlpcLgE2nI+KVVuw98D9q13GhalUVG5YEsTkiiozMa7gbBNQCpBYUyvDzdESu0ZasQxuRFAitqMJRI7Ap3oYoijSoGEDjqj5U93em9oCzmK0SMcdNHD5s5NAZHZn1uuLk6k357QeJu3yYXGNhmyBf90r0fKErw0YMpV69eg/wDNqxY+dJZsqUKXz00UcAlC9fnpEjR/Lqq6/etedCURTatWtHREQES5cuveOIgZ07d/LGG28wduxYPv300/s66+TJk5k5cyazZ8+mU6dOd7Vn5cqVTJs2jY8++ohJkybdl957YceOHYSFhfHqq68yZsyYUtf3KPCvNWLuhby8PA4ePEhkZCSiKNKuXTsuXrzIoUOHqFy5Mg0aNOD48eOcPHmS0NBQOnfujIODAwBXr14lMjKS3377jQMHDjBjxgwGDRqEg4MDCxcu5PPPPycpKQmDwYDReLPlfm3fmnga3PjjfBQ1PCvToloj9kmXiIs5ii6oNtpadXHeuh5jdhaNHRzw12hYn5dLisX6l/NXqV4DQ1sT+3yycRYVYq7JJFkMvOH9LYHiFSZlTmXN8Ty2n7ORWqAwsIGWXg2nkBtSnWObV+JYzkRAxwRU2kIvUA4ujOFbLEJhY7paF8x0jcojLes8py4c4mL+UY7FHsZgMHD8+HECAgIe+Dmw8+9AkiQOHDhAxYoV7Xky/wJsNhuzZ8+mdu3adO7c+b7KrdPT0wkODkan07FixYo75r/MmDGD5cuXs379erp27XrPem4MhExISGDlypV39fpUFIXx48ezY8cO9uzZQ2ho6D3rvRcURaFLly5s2bKFH3744b4b/T1O2I2Yh4TNZmPEiBEcOHAAALVajc1mo1GjRvTv3582bdqQmZnJwYMH8fMqT8uEyiApLDmyjm3x4Ry4fAw3D3caNmvGydOnSTxzmpp6PdU0Gg4VGEmVbDT1cqTzaDfqh2g4edLEmTNmGjZwoVnoZ0TlpJB44hPeT0vBCpySa9Df+i4ucj4RutEYhJutwGXUnKv7C6aaPljy8yjIvohZ/T5QuOYs1fiI9zEKjkV7PI023lGJBHqo0RpELl68yAsvvEDVqlU5dOhQqeQ7mEwmNm/ejK+vL40aNbqrqgE7ZYPVaiU5ORl/f38EQSA/P5///e9/bNq0iXr16tG2bVuioqL4/PPPuXLlCgBVqlRh/PjxvPbaa2V8ejuPOnv37qVNmzZ07NiRWbNm3TZ0bzabGTBgAMnJycTExNxXxdLFixepU6cO/v7+LF269K7+ruXm5vL8888jSRInTpzAo5TD6zk5OdSqVQtXV1celfe/0sRuxDxEZFkmPj6e/fv3k5aWRteuXQkMDLztWs15Mw6RBYV1YTJkP61FrmYoiqsajUYMhw4hfvMtiiiSZ7XiOLIvqTV+QFbd/AUWJQVvty/BUJkcaw7ZuWdxtdoYURBA9n4jgqzQRdzHx5oFWFHhINq4Wn8K2dU6FDuP0biHnNwvEVCRbdEwRvUtFvXNEQE6FH72VOMm3tS9ZcsWxo8fz6RJk4pcxiVBUlISX375JfPnzyczMxMojFc/88wzhIWF0alTJ6pUqVJi+uzcG3v27GHr1q20adOGGjVqsGTJEr766itSUlLw8fGhRYsWbNu2jdzcXDw8PMjMzCyqOmnYsCHdu3cnJyeHTZs2cfLkSTZt2nTX7ns7/16mT5/Ou+++y9SpU+nZs+dt19woOw4KCirKv7lXPvroI6ZMmXJPVXUnTpxg4MCBtGrVih07dpT6/KTKlStTuXJlvv7661LV8yhgN2IeYQSTjJgnIzuJKPo7JIVlZ0NqKnh7Y5CSMMS+yZnqGgRFQREEAhOsGIM/xegRVLTltFVhYraEMakAzYksEMFTzublICPta9VA0rnfXpX5MhnmeModyyXqQCJz+r2CSpKQdDrGuappp/+rK/iDDz5g9erVbN26tUQSzRRFoWrVqiQmJtKuXTt69uyJyWRi//797N+/n6SkJFQqFVu2bKF9+/YPrM/OvVO/fn2OHTtW7GehoaE0btyY2NhYjh07RkhICH379iUkJIScnByio6Px9/enRo0aRXtMJhP9+/cnLS2No0eP3lPDMTsPxuHDh7ly5QqtWrXC1dWVrVu3UrduXSpUqFDWR7sjkiTRvHlzjh07xvLly+/Y9n/Dhg1MmTKFL7/8ktdff/2e9bzwwgts2bKF8PDwezJGFi9ezJw5c/jiiy8YNWrUPeu9W0wmEwaDgbZt2/LFF1+Ump5Hhbs1Yux++jJA0YtIdzJebuDqWvgFWMwyVdLMeGXkYtKp0Jsl1LKWM46+xbb4qsCmgFzeAbOnDsEokW7woUF5LZJ4+1/KiPQIFlxYgEpQITlKjOw9gJ9N10j28MbXVVvMA3MrEydO5OjRo/Tr14/ly5fTokUL9Hr9vd+M6xw5coTExEQmTJhQrHywY8eOKIrC+fPnGTNmDH379iU2NtbeQO0hUlBQwP/+9z9iYmIYOHAgzZo1IyEhgbZt2/5tXpSrq+ttZ7vo9XrmzJlD3759qVKlCsHBwQwbNuy+3njs/BWr1cq6deuYO3cuAL169cLZ2Zm5c+cWzf+5lXHjxjFnzpyHfcy7RqVSsWLFCgICAti8efMdXyeNGzcGCl+v94PVaiUnJ4dTp07dMZH4dgwaNIioqCjGjRtH8+bNCQkJuS/9/4Rer2fMmDF8/vnnxMXFUbNmzVLR87jxWDa7+7ch6dy53HAyalmLo0mHWtZyueHkv3hW3ESBcc4COsBBp0LrqmXcn0JBt5JjzWHBhQVYFAtG2YhFsTAvYyliJS+ecne+4z4Ag8HAxx9/jMViISwsDDc3N0JDQ/n4449ZsGABTZo0YeDAgfz0009/OxDu4MGDDB48mKZNm6LX62/r1REEgapVq/LJJ5+Ql5dHhw4dWLp0KcnJyXd3A+3cFwkJCYwbNw5fX1+GDh1K9erVGTBgAC1btuTll19+oMTuqlWrsmzZMoYPH47JZGLUqFEsXbq05A7/LyA9PZ1PPvmEAQMGMH/+fKKjo/nggw/w8/OjT58+JCQkcOXKFd58802GDh2KyWRi8uTJzJ8/v+gDR6tWrZg6dWoZX8k/c6Pf198ZFze8hPdbOXkjRLNt27Z72icIAtOnT8fd3Z0ePXqQm5t7X/rvhhtey/tt8vckYg8nPUaozJlo85OxOPreMTSUJSsk2BQUBWpohL81RM7mn2VG3AyM8s3qKYNo4O2ab1PN8e4mtRYUFHDo0KGisM+N5lV+fn4UFBQU5bZUr16drl270r59e5o1a8Zvv/3G7NmziYmJwcHBge7du9OvX79/zHn57bffmDlzJllZWUWf0Hr16nVXZwU4deoUX331FWvXruWnn37imWeeueu9/yY2btxIt27dEEWRZ555hn79+tGwYcNSifnbbDZeeeUVTp8+zdGjR4uFnuwU5tx99tln+Pj40L59ey5dusTXX3/NsmXLMJvNODs7F71xCoJAaGgo/fr1o0WLFqhUKq5evUpGRga1atUqev5ef/11zpw5Q1JSUqnncZQEW7ZsoVOnTgwfPvyOnpi0tDS6d+9O5cqVOX78+D3ruNGLpVevXkyYMKGoEvVuOXz4MEOGDOHZZ59l48aNpXJfBw4cyNKlS9m3b1+ZDaB8WNhzYv6F7DRJfJqroBYKw0rjnIXb5rPcIMeaw6iYUViUmxVMWkHLl3W+xEXjcl9nuHbtGunp6QQFBaEoCqdPny5qRBgdHY3FclNXQEAAffv2pXv37vf0yUKWZU6dOsUHH3zApUuXGDp0KC1btuSPP/7g8OHDdOnSheDgYFatWoXNZqN9+/a4uLgwZ84cIiMj0Wg0WK1WPD09OXHiBL6+vv+s9F9Gnz592Lx5M+vWrXsoobvk5GR69+5NhQoVOHLkCDqd7p83/UuIiIigRYsWxX5mMBjo2rUrzz//PDVr1iQxMZHjx48TEhJyV0mp33//PXPnzuX7779nyJAhpXX0EkNRFJ577jm2b9/OokWLaNCgwW3Xvfrqq1y+fJnLly/fs459+/bRunVrbDYbGo2GBg0aEBoaSqdOnYpyhm50Hj5z5gwhISGEhoYWm7v07bffMm/ePIYMGULPnj1p06YNjo6Of6f2ns/YqlUrBg4cyLhx40pM7qOI3Yj5l5ElK7yYLmG+5Wc64GdP1d96Y4rlxCgSwyoPo7ln81I5o8lkIjo6mmPHjlG3bl2aNWv2QN0uk5KSiroom81mNBoNvr6+XLp0CSicdntjlguAj48Pffv2pWfPnqSnp9OvXz/q1q3LvHnzCAkJua9eFk8SiqLw+++/8+GHH7Jr1y569uzJ+++//9D07969m9GjR1OnTh369+9PWFgYDRo0eCgdUR9Vzp49y5tvvsmGDRv47rvviI2NxdHRkc6dOz9QSEGSJIYPH86xY8c4fPjwPeWAlBXZ2dkEBQXh7e3Nzz//fNs1N4yO+31/MJlMhIeHs3XrVtavX09cXByenp4sWLCA2bNnF1U+VatWjfj4eGRZxsnJicaNGzNw4EAaNGjA1KlT2bx5MyaTCR8fH44dO1ZiHwRycnLw9PRk0KBBjB07tmZW5X4AACAASURBVERkPqrYjZh/GTcqk/JveTodBJjtquIpzd+7NXOsOaRaUvHWet+3B6YsMZlMxMbGUrlyZby8vEhLSyMuLo769etjMBiIi4sjPT2dxo0bFyu9XLt2Le+//z6yLOPq6kqHDh0ICwsjLCzsX9XILzc3lyVLlvDpp59y9uxZ3Nzc6NGjB6+88gqu15PLHxYrVqzgl19+IS4uDgA3Nzeee+45Pv7440eqgsZsNpOdnV1q05oTExMZMGAAERERqNXqUnnTSk1NpXfv3nh4eHD8+PGiOUePKoqi4O/vT2Bg4B2rcyZMmMD27dvZu3cvTZs2fWCd0dHRhIaGYjYXfjz88MMPGTJkCD4+PmRmZrJz5062bdvGmjVrMBqNRc3yzGYze/bsYfLkyfj5+fHyyy/TpUsX6tev/0Dn2bNnD61bt/5LAcSTiN2I+Zdxv56YfztpaWkcOHCAffv2ERkZSUpKClCYQNe5c2c6dOhA27ZtH/qb+d0gSRLR0dHUr1//vpoOnj59mnnz5rFo0SLy8/OpVasW/fr1o1OnTmUezklLSyvKs9q8eTN16tRh9erVj4xxuXnzZho0aFBqochXX32V77//nv/+97/06tWr1IyliIgIRowYwbBhw5g/f36p6Cgp8vLycHZ2Jiws7I4jBnJycnj++edRFIUTJ07g7n773MF7YcGCBQwfPpxKlSpx4cKF2665tVnekiVLiuY47dy5k/nz53Pq1CkAli1bRt++fe/7LEajkbp165KRkcGqVavw9va+b1mPOnYj5l/ILpPEJ7kKKgGku8iJsVMcRVE4d+5c0Zvn7Sakh4WF0aRJE1QqFQcOHKB27dr3lWB36dIl3Nzc7mtvZmYmP/zwA3PnzuXy5cu8/PLL/PDDD3e1V5IkNm7cyMyZM4vygzp27Ejfvn2pW7fuI5nkuWnTJiZOnAgUGpefffbZHZuePSxulPHea/LnPyHLMjt27ChKpL7feUB3S3x8fNG9jIqKolGjRqWq70EZOXIkX3/9NevWrbvj5OqYmBj69+9P27Zt2blz5wO/phVFYcaMGYSEhPDcc8/dcd3atWvp0aMHAwYMKHq93iAtLY3Ro0dz7tw5jh07dsdeN3dDbGwsTz/9NFWqVGHIkCE0a9bskfyQ9aDYjZh/KVmyQrJU2DPG7oF5MKxWK8eOHSvy0tyYkO7o6IibmxtXrlyhSZMmREREFOXTnDx5kh9++AEHBwc6dOiALMusXr2awMBA2rdvz8mT/8/efYdFdW0PH/8eigYQEQUBwVgCdg1ipdgVsGMFsceIvURNlNh7Q01ijwVjF3vXWEBpQhQwAsZeoghRRCyAtPP+4WVeiSAwDC2//Xken3szc84+azBxlrusFcnixYsVa+sNGjRQJEc5tVgICwtj7dq17Ny5k6SkJKysrNDU1CQoKAhzc3M6depEQEAAERERWFpa0rZtWw4cOEBcXBwODg5UqVKFLVu28OzZM4yMjHB2dqZnz55UqFChsH6kSnv48CH+/v7s27eP6Ohorl27Ru3atXO+sYSIi4tj27Zt/Pzzzzx69Ijy5cuzatWqAqk5kpKSwoULF9i7dy/Xrl1DQ0OD/v37s3r16mJ/4mXJkiW4u7tz8eLFbGchMiqKAzx58gRTU9NCi2/8+PGsXr2aX3755ZMaSarqug2wd+9e3NzcePPmDRoaGmzfvp369evnN/xiRSQxgqBi8fHxBAcHExgYyLNnz9DR0eHs2bMYGxvTqVMnIiIiCAoKUvzNL7v/toyNjXFyciI1NZXAwEAiIyORZRldXV3at29PixYtOH78OI8fP8be3p569eqxZcsWQkJC+OKLL+jcuTMuLi7UqlWL1NRU9uzZw6VLlwgNDcXQ0JDGjRsTERHB3bt3qVmzJpUrV+bq1au8evWKZs2a4eLiQuvWrUtkT6qMfRwVKlTg+vXrxX4fR05CQ0NZu3Ytu3btIikpCUtLS5ydnbG3t8/Xl1xWoqOjOXDgAAcPHuTFixeYmpoyfvx4vvnmGwwMDFT6rILSqFEjEhIS2L9/f5bvy7KMg4MDOjo6rF+/vtCre79//56GDRsSFRXFgQMHPlluzOi6PXjwYNzd3alRo4bSM0WpqanMmjWLxYsXc+jQof9caQKRxAhCAZNlmZMnT3LhwgWCgoLQ0dFRzG6oq6sTHBxMUlIS7dq14/nz5wQFBVGhQgVatWqVKYGIi4sjKChIcRQ9KioKfX19zM3NCQ8PJzExkcqVK+Ps7IyTk1O2U8cpKSmoq6srTvO8e/cObW1tJEkiPT2d169fU65cuUL52RQkPz8/Ro0axYgRI9iwYUNRh6OUt2/f0rZtW/744w+0tLTo1KmTIjFVtdu3b7Nu3Tp8fHxIT0+nRYsWTJ06FUdHxxJ18uvVq1cYGBjwzTffMH78+E/ej4+PZ9OmTfz2229s3LgRNze3IojywxKdpaUlZcqUoWLFiqSkpGBtbU379u35+uuv8fDw4LfffgOgcuXKHDt2TOkNv6NHj2b9+vVcvnxZJft/ihORxAhCIUpPT0eSJJWsv8fExKCvr0/p0qVJSUnh77//pmrVqiXqC6egrVy5Ek9PT7y8vOjTp09Rh5NnXl5eODs7M3ToUL799lvKli24U4E9e/YkJiZGkfiV1CaqBw8epHfv3mzbto1GjRp98v748ePx9vamZcuWHDt2rEj3iezevZv+/ftjYWGBvr4+ISEhpKWlsXHjRqytrfn7778JCAhg3bp1lClThvDwcKWW8kJCQmjevDk2NjasXr26WO5pU1Zukxjxp6IgqICamppK/gCRJAljY2PF6SBNTU2qV68uEph/GTduHA0aNGDYsGE8ePCgqMPJM29vb+DD5yioBEaWZS5cuMCdO3eYOXMmS5YsUWkCc+/ePQICAjIVsCxIp0+fRldXN8u2AklJSQQEBDB+/HguXbpU5BtdXV1d+eeff7h16xZBQUG8ePGCatWq4e7uzosXLxQzqytWrODJkyf06dNHcTIyL6ysrFixYgWXLl36P9u2Q/zJKAhCiaOpqcmyZcsAcHJyKvAv0vT0dAIDA3n8+LFKxrO2tgZg27ZtKhnv344cOULPnj2ZOHEi5cuXV9lsVVpaGseOHcPW1hZzc3NsbW0pV64c9vb2vH37ViXPyIosyxw/fpzmzZtnuZfr7du3pKSkEBsbW2Ax5JWhoaHiLzZ6enocPXqUt2/f4u7uTnp6OgCNGzdm7NixnD17FiMjI+rUqUNAQECenjN27FjatGnDypUrOXbsGO/evVP5ZynORBIjCEKJZGpqypw5c/jzzz+ZMWOGSsZ89+4dmzZtwsnJiVmzZuHj48OKFSuoUqUKNjY2VKlShWrVqjF+/HhOnDjBn3/+yfTp01myZAkhISHs3LmT77//nhcvXnz2OQMHDqRjx46sXbuWsLAwlcSeISIigpkzZ6Kurs7mzZv5+++/qVKlSr7H3bx5M5UqVaJ79+7cvXuX0aNHs3z5cpKSkjh37pyiMnZB+PPPP/nnn39o0aJFlu8bGBgwYsQIdu3axfbt2/M09uPHjxkyZAhly5ZVVNy9cuUKqamppKenc+XKFZKSkvL9GerVq8fq1au5cuUKM2fO5MaNG6SlpTF8+HD27t3LuHHjFP2fYmJicj2uJEkcOHAAExMTpk+fjp2dHd9//z0pKSn5jrkkEHtiBEEo0YYNG0ZERESeZgKePn3K9u3b0dDQwN7eni+++IINGzawZcsW3rx5Q4UKFYiLi1P8jdnKyoru3bvz7t07/P39uXbt2me/2DJaa3xObGwsBgYGDBkyRKV9cNavX8/69ev5559/VHrqqE6dOty8eZN58+bRtWtXxYzI2LFjuXPnDk+fPlXZs/5t8eLF/Pjjj589Wp2amsq3335LZGQkoaGh1KxZM1djt2nTBh8fHxwcHHj69CkRERGK04JlypTh2bNndOjQgbNnz6pkz1vfvn05cOAA8KEViqenp6Lf1e3bt3F1daVRo0b4+vrmaRk5OTmZgIAADh06xOrVqxk2bBgTJ07MV7xFSWzsFQTh/4RevXqhp6dHcHDwZ6+TZZlLly4pekOlpaVlel9DQ4MOHTrg4uJCw4YNefPmDSEhIVSqVIkaNWpkujY5OZmwsDAePXqkqAeS8b93797NVTGzjBLyq1atUulR4P79+yPLslKdnLPy7t07SpcuTUhICLa2trRu3ZqVK1cqvtBXr17Nr7/+yvHjx+nSpYtKnvlvjRo1IjExES8vr89eFxMTQ8+ePalcuTLh4eE5jpuUlIS+vj5du3Zl1qxZwIdTUFeuXCEgIIDY2FjU1NTw8fFh7dq1jB49WiWf5/nz5/z++++MGjWK8uXLM2TIEGxsbKhUqRJeXl7Mnz+fxYsXM23aNKXGHz58OJs3b2bjxo3Y2NioJObCJjb2CoLwf0JSUhLPnz/Pdi9AUlIS69evp0aNGrRp04agoCAGDBjAqVOnuHDhAgsWLGDKlCmcO3eOZcuWYWVlhSRJlC1bltatW3+SwACUKlWKpk2b0qdPHwwMDEhNTQVg2bJlua7Gevr0aTQ0NFTS4yfD69evCQ8Pp3v37vke682bNwwdOpQyZcowd+5cmjZtyuLFizl//nymBosZPXxySiKV9erVK65fv46tbc6NaY2MjLCysiIqKirbOk0fS0tLQ5Ikbt68qUhqy5Urh6OjI/PmzWPt2rX8/PPP2Nra8t1336ls6c/Q0JD+/fvj5eVFUlISc+fOxcHBgX379tGnTx8cHByYMWMGgYGBSo3/888/Y25urthI/F8mkhhBEEo0Nzc3Hj58yOnTp7N8/4cffmD06NFoamoyb948Lly4wJQpU6hcuTIVK1ake/fuDB48OF9LL35+fgB07Ngxx2tTU1M5evQo27ZtU9QTUZXSpUtToUIFdu7cme+Ntps3b1ZsPDYxMQFg0qRJ2NnZsXz5cm7dugWg+GLPbr9KfmTMVqWlpdGyZctc3RMZGUmLFi1ytfSjo6PDhg0bCA8Pz7Z3lJqaGosWLVI0RlXlBmZHR0eePXtGZGQktra2LF26lJs3bzJ79myMjY3p1asXL1++zPO42traHD16lISEBKZNm/bJrON/iUhiBEEo0TL2pmS1B0WWZXbt2oWpqSn79u2jR48efPHFFyqPwd/fHyMjI+rWrfvZ6w4cOICmpiZOTk6kpaWpvCBb6dKlWbJkCY8ePWLcuHFKjxMaGpqpkGBGzyA1NTUOHTqEnp4eU6ZMISEhgUqVKqGuro6Hh0euZj9yS5ZlXFxcuH//PjNmzMh1QTgrKytOnTqV65mhQYMGMWjQIDZs2MAff/yR5TXly5dX/Fzd3NxUegpKkiRq167NkSNH0NfX5/vvv0dNTQ0PDw+eP39Onz59lPq51qlThzVr1hAUFMTQoUPZuXMnUVFRKou7uBBJjCAIJZqvry+mpqZZll1PTEzk7du3PH36lA4dOrB7926VPz8lJYUrV67QrVu3HP/2HxQUpPj/SUlJHDx4kMOHD6v0iHjTpk1xc3Nj27Zt7NixI0/3BgQEUL9+faysrBTHyStWrEj58uUV1xgaGrJv3z4ePXrEwoULqVGjBmPHjuX333/n119/VdnnuHnzJs+ePWPs2LE4OzvnelPtjBkzqFixIj179iQwMFCx1Pc5a9eupUqVKkydOjXbmY8mTZowatQo9uzZg6GhIQ0aNMj0+5lfBgYGHDhwgCdPnjB//nzq1avHxIkTuXjxImvXrlVqzG+++YZFixYRFxfH0qVL6dmzZ7aduEsqkcQIglBiJScnExwcTPfu3bP8ktPW1ubu3bts3LiRGjVqsGTJEqX3GWQnLCyMt2/f5mopafny5URHR7Nr1y569OhBSEgIs2bNYvbs2SqNaeTIkTRq1IgRI0Zw+/btXN+3c+dOwsPD6dGjBxcuXODrr7/mn3/+oXz58jg4OCiO7bZp04ahQ4dy7NgxkpOT+eabbzA1NcXDw0Nln6F06dKoq6vj4+OTp5NPenp6LF26lNjYWGxsbChfvnyOcZUpU4YjR44QHx/PnDlzsr1u5MiR7Nq1i1GjRvHs2TO6devG8+fPcx1bTlq0aMGIESM4efIkCQkJDBo0iJYtWzJp0iSl9uNIkoS7uzsPHjwgIiICDQ0N+vXrx4wZM7hw4YJKZ86KijidJAhCiZWSkkLr1q0xMzMjNDT0s00TExISaNCgAa9eveLAgQMqO368cuVKduzYQWxsbJ6r78qyzOzZs5k/fz6mpqbY2dnRr1+/XG8O/pyYmBh69eqFiYkJYWFhiirQn/PPP/9Qr149ypQpw969e9HU1CQsLIyzZ8+yb98+Zs6cybx584APMz5xcXEcPnyYtLQ0WrVqRffu3RV9gVRhxYoVTJkyBYCqVauydOlS6tSpk6t74+PjCQwMZP/+/QQHB3PhwgXatm372Xt69uyJn58fFy9ezHH8v/76C1dXV5o3b46Pj4/Kqmrb2dnx6NEjxR6vuLg4evfujZaWFjdu3MhXp/GgoCBWrFjBmTNnePPmDceOHSu2bSjE6SRBEP7zNDU1GTRoEJGRkTkeqdXW1mbfvn3ExsZy7NgxlcXg5+dHw4YNlWofIEkSs2fPZsOGDZibm3Ps2DGGDx+u1GbOfzMyMmLBggX89ddffP/997m6p2LFiuzdu5cHDx6we/duNDU1adKkCTNmzMDQ0JDff/9dcW1ycjIxMTHExcWRlpZGcnIyf/31l0o3kU6ePJmbN28yduxYHj58mOcZGUdHR0Vl58uXL2d7bVpaGtu2beP8+fO5Pi1Wq1YtpkyZgq+vL6tWrcp1XDl5//49cXFx3L9/HwB9fX2WLFnC33//zejRo/M1e9KsWTO8vLxwdHQEoFu3bvTt25effvqJ4ODgElkgTyQxgiCUaC9evEBLSyvHTbUZ1wJZ7p9RRmxsLHfu3KFr165Kj6Gurs6IESPw8fEhICCA+Ph4pk+frii0lx+tW7dm4MCBrF69miNHjuTqnoyTSB8nZS9evOD58+eZPqenpydJSUnMnDlTkUwGBwcTEhKS77g/VqtWLSpWrAh8OJZ+4cKFPP1sMpZhWrdune01Xl5eDB06lDdv3jB48OBcj92vXz/atWvHtGnTVHbEfMuWLaSmptK9e3ecnJzYsWMHTZo0YeTIkezcuVMlM11v376lXLlyTJ48GW1tbX777TeGDRuGra0ty5cvL1HLTCKJEQShxJJlGT8/P5o2bZqr5ZLTp09TunRpmjRpopLnlylThkqVKrFx40Z27dqVp3LxWbG0tGTlypX4+fnleVNudiZOnEidOnUYPHhwrno/Xb9+HSDT0e+Mfj4f7/tp2LAhHh4eXLp0iR07dpCSkoKGhkauK+XmRcYXemBgIBMnTmTTpk25vtfPzw8dHZ3PFn1zdHSkfPny1K5dO0/xS5LE3LlzFRuJX716let7s9OgQQPCw8Px8PBAV1eXZcuWsX37dgYOHEiTJk0YOnQoN2/ezNczTp06RVxcHB4eHly9epWXL19y9OhRunXrxvbt23Od8BYHIokRBKHE+vvvv3ny5Am9e/fO1fVHjx7F0tJSZcesS5cujYeHB0lJSQwYMABjY2Nq1arFDz/8wPnz55XquTN69Gjat2/PTz/9lKuqszkpVaoUy5cvJy0tje7du+d4WqdTp05Urlw5U92U4OBgtLS0PukgPW7cOFq3bs2qVasIDw9HQ0NDqW7MOWnQoAGHDx8mLi4OBwcH1q1bl6teTRlJroODw2f3S+nr62NiYvLZa7KTsZE4OjoaZ2dnlcximJubM3nyZIKDg7GysmL58uW0aNFCcQRc1UmGrq4u3bp1Y9euXZQpU0alp64KmkhiBEEosbS1tdHS0mLLli25Ok6roaHB3bt3iY+PV1kM9evX5+LFi+zdu5fx48dTtmxZVq1aRYcOHShXrhytW7cmOjo61+NJkoSXlxeGhoZMmjQJX19fEhMT8xXjl19+yaxZswgLC8vxJFTZsmUxNDTMNLPVuHFjEhMTPznqK0kSrq6upKamMmTIEJKSklixYkW+Yv0cDQ0NvvrqK0qXLo2Ojk6O19+9e5fo6OgcT46lpaXx119/oa+vr1RclpaWjBs3TuXHzDU1NQkMDOT8+fN89913uLu74+npyaRJk1QyflpaGr169VK0c4iMjOTt27c0bdpUJeMXBpHECIJQYhkYGDBnzhxu3LihOE67f//+bK/ftWsX8fHxzJ07V6Xr/mpqatStW5fhw4ezdetW/P39Wbt2Lb169cLf319R3C639PX1OXjwIPHx8YwePRo7OzuGDx+Op6dnrpaEstKpUyd69OihaB2QnYwy/3Z2dorXOnfuDHw4kZNBlmU2bNjAzJkzMTIyUpxyyapNgypduXIl1zMmoaGhwIcTZHPnzuX169dZXqeurs6wYcPw8fHJ05H0jw0dOhRbW1smTJjAjRs3lBojK6VKlaJdu3YsW7aMRYsWMWTIkFwtneZGRvFCZ2dnnj59yqlTpwBy1eKhuBBJjCAIJVqnTp3w8fFh+fLlVKpUicGDB2f6sv1YRv+fc+fO5dhMMD+0tbVp2bIl7u7uzJw5k6CgIObPn69IZOLj43PcP2Ntbc3z5885ffo0Y8aM4cWLF6xcuZJevXpx584dpeKaNm0a1apVw8XFJdtln/Pnz5OWlpYpiYmIiADI9NqVK1cYNWoUurq6LFmyRDHblJvicvkxa9Ys4uPjP5usZnBwcGDkyJFoamoyZ84cnJycsk1emzVrBqB0cqumpsaCBQvQ1dWlefPmtGnThnXr1nHv3j0A7t+/z7lz51TatiC/JEni9OnTdO/eHVmWFaf2Dh06xPXr10tEuwKRxAiCUOJlNO1bu3YtpUuXxsnJiZs3b2b5hTRp0iRsbW1ZtmyZov9PQerRowcdO3Zk7ty5VKhQAXt7e4yMjDA2NsbCwoLp06dnW7FXW1sbR0dHVq5cyZ07d7h79y7a2tosXbpUqVi0tbUZN24csbGx+Pj4ZHlNRoKkqampeM3MzEyRrGTI+Fv7tm3baNy4MY0aNaJVq1ZMnz5d5SeUPpYx46OtrZ3jtXp6eowZM4Zdu3YxZMgQvL29FRuX/y2jCGLlypWVjs3AwIBff/2Vzp07c+fOHcaMGYO5uTlGRkaYm5tjb2+Pvr4+TZs2ZcmSJYSEhKjkFFp+ODo6cuTIEczMzBg7diz16tVj/fr1DBgwgBYtWjBlypRcHW2XZZnQ0FAuX75MQkJCIUT+gUhiBEH4zzAyMmLhwoXcvXuXOnXqYGBgwOHDhzNd83H/n++//77Av0QkSWLhwoUsWbKEVq1acffuXbp06cL48ePR19dn0aJFTJ06NVdjVa9ePdf7QbKT8YWUnJzM+/fvP3l/+PDhVKxYkWnTpik6gxsYGGBnZ8ft27c/mWnJOCkjSRLz589HX1+fnj178ubNG6Vj/BxllzzU1dXR0NDItribi4sLkiTle0+LhYUFs2bN4vTp05w4cQJ3d3csLS0ZOXIkv/zyCwMHDuT169e4u7vTqFEj7O3ti82R5n79+nHjxg2eP3/O3r176d27N76+vnz33XfZJtqJiYmKCtSDBg1izJgx2NraMnbs2AL7d+BjIokRBOE/pWXLlpw+fZqJEyfy8uXLLMu1V6xYkYEDB/L3339n+UWuapqamnTu3JmFCxdy7Ngx5syZo9g/4+rqyk8//cTx48dzHCejn9DHyzp5VbZsWTQ0NBg4cCCGhoZcuXIl0/sf9/BZs2aN4vVbt26ho6PDjh07eP78OdOmTaN69eq4u7srSu//uzCbqqWmprJv3z5q1qypqB2TW9HR0ZQqVSrbL1Y7Ozu++OILlS33SJJElSpVcHV1ZcWKFYwePZo2bdowadIkDhw4gLe3N0OHDuXChQt069aNrVu35qmYX0GqUKECzs7ObN26lT179nDz5s1sWzd4eHiwZMkStLS02Lp1K+fOnWPixIn4+fkxZcoUIiIiCvQvCiKJEQThP8fExITq1asDH/aWZOXkyZNYWlqipaVVmKF9YtKkSdSqVYuBAwfy5MmTz16bMQvRokULpZ/Xo0cP/Pz8+Pnnn9HW1sbJyYkVK1YQHh6umBGwtrZGR0dHMRMDYG9vj5qaGt988w21atXi1atXHDlyhNevX9OxY0fGjh3L6dOnVV6YDT60Q5g+fTpmZmaEhYXh4OCQ5zFGjhxJQkKCooLvv2WcAsvPzzYvDAwM+O677xg2bBhBQUEMGzYMMzMzLCwsmDx5MmfPns33qTRV6NatGxMmTGDPnj04Ojoyf/58xebyt2/fcvLkSfr27cuNGzcYOnQo7du3Z/ny5Xh4eBAYGIiLiwtt2rQpsKVbkcQIgvCfVKtWLXR0dJgwYQKbN2/O1L03KiqKW7du5WtGQ1VKly7N8uXLSU5OzrGOy4MHDwDyXR5eR0eHtm3b8vPPP6Orq8uUKVOoX78+RkZGDB48mLZt2/LmzZtMX+hjxozh4sWLbN26lbi4OIYPH079+vW5dOkSw4YNIyQkRLFnxs3NTdH1ObtN1nnRrVs3Fi1aRExMDLa2tnzzzTd5HiPjRFN2y0mnTp1StFkoLJIkMXHiRC5cuMCBAweYPHkyBgYGrFmzBkdHR8qVK6f0/idVWr58ORs2bMDCwoLjx48zcOBApk+fTtu2bXn37h2urq6f3DNx4kSio6MZN24cL1++zJQQq5JIYgRB+E8yMTFh8eLFvHr1iuHDh1O1alWqVavG2LFj6dSpE0CxSGLgQ3PDmTNnEhISku1MAcAPP/yAlpYWGzZsUMlz69aty+HDhzl37hxz586lUaNGHD16lIiICEaNGqVomPj69WtSUlKQJIlGjRpRpkwZRU2VZs2aMXDgQEqVKkWjRo2AD/tPFi9eTGJiIsuXL893nFu2bGH06NHUqFEDf39/pXpf+fn5AWRbM+bIkSM0mHnjDQAAIABJREFUbtw4VxuGVU2SJGrWrMmQIUPYtGkTfn5+rF+/niZNmjBt2rRMPauKgqamJiNGjMDb25vff/+d+Ph4zpw5Q58+fQgMDKR79+5Z3nf48GH279+Prq4uDRo0KJDYNApkVEEQhGKgTZs2tG7dmnv37hEQEEBgYCBbtmyhQoUK/PjjjwVSIl9ZXbt2ZeHChZ/twVO2bFmSk5MxMjJS6bONjY3p2bMnPXv2JD09HUmSkCSJFy9eMH/+fHx8fNDS0qJJkyZYW1vz5s0batWqBcBvv/3G0KFD0dHRwcXF5ZOxVfEzrlu3LmvXriUtLQ0bGxsWL17M119/rVgyzA1fX19MTU2zjCcyMpIHDx7Qt2/ffMeqClpaWtjZ2dGoUSNcXV3p168fERERGBsbF3Vo2NnZER4eTsWKFSlfvny214WHhzNy5Ei++uorFixYgIZGwaQbIokRBOE/TZIkzM3NMTc3Z9CgQaSmpqKuro4kSUUdWiZRUVG8e/eOli1bZntNRg2Xgty3oab2/yfot23bxuXLl5k0aRJv377lyJEjim7QixYt4sGDB/j7+1OxYkWOHTuW6dSUv78/kP3MhzLU1dU5fPgw9evXZ8qUKezevTtXLSSSk5MJCgpi6NChmX7ffX19WbBgARcvXqR06dKfbRJZFLS0tJg8eTKjRo3i7NmzeWpOWZAyEtjPOX36NAAbNmwo0ORLLCcJgvB/ioaGRrFLYOBD/5py5crx66+/Zltk7NSpU5QtW5b69esXSkz+/v6K3j3r16/n5s2bii7XSUlJeHp6cvv2bbp27ZopgXnz5g0HDhzAyMiIevXqqTSmSpUqsXPnTu7cuZPrpapr166RmJiIhoYGUVFRAPzxxx+0bNkSPz8/XF1dOXjwIGZmZiqNVRUy4s1NKwBZllmzZg3m5uZUrVqVsWPH4u3tXdAhZmn//v1YWFgU+OyRSGIEQRCKAV1dXbp06cKtW7eybG6Ynp7O8ePHsbGxKbCp+X8zMjIiPDxcUYq/XLlyhIaGsnHjRpycnIAP9VpGjhwJfPjCnTdvHu3atePGjRuMHDmyQBLGjh07MmXKFLy8vHK1X6RcuXIYGhryyy+/YGpqioWFBePGjQM+nFL7/vvvqVKlisrjVAVfX18qVaqUq9mPhw8fMm7cOO7du4eZmRlbtmyhbdu2n9RKKkgZPbZCQ0M/O6uoKiKJEQRBKCbu3LmDubk5BgYGmV5PSUlh69atxMbGFtoRYIA5c+agqamJk5OTop6OoaEhbm5uHD58GDc3N/z9/RVdj93d3Tl27BguLi788ccfzJkzp8BiW7hwIfXr12fOnDmEhoZ+tmBc7dq1FSeAJk2ahIGBAaGhodjZ2X3ysy5OUlJSCAoKomvXrrlKBqtVq8bw4cOBDwlNhw4d0NPTY/DgwZlO5xWkH3/8kbFjx1KzZs1C2WMk5bVSoCRJPwILgbWyLI/932tlgMVAD6AC8BjYIMvyqhzGagWsBOoCUcAyWZZz3HZft25ded++fXmKWxAEoTh79+4ddnZ2TJw48ZNlEnt7e86dO0fVqlXZuXMnenp6hRbX7t27Wbx4MadOnfpkf0tiYiINGjTg7t27GBkZERMTw+zZsws0efnY/fv3sbS05M2bNxgYGGBjY4O1tTXW1tZUqFDhs/cmJSWhrq6eqb1CcSPLMl26dCE5OZmIiIjPbqTN8P79e7Zu3YqXlxdBQUGkpKSQmprK119/zR9//FGgn1eWZczMzKhatSobN27M11j169e/Jsty45yuy9NMjCRJzYHhwJ//emsl0BkYCNTmQ5KzRJKkgZ8ZqxpwCggAGvIhCVotSVKvvMQkCIJQ0j158gR3d3dSU1MVx78zvH79Gm9vbzp37syRI0cKNYEBFOXms9qHo6WlhZ+fH0uWLKFKlSqUL1++UE/4VK9enTt37uDp6Un79u25fPky7u7utG7dmr59+/LTTz8RHBycZcn8L774olgnMPBhU/qyZct48eIFffr0yVV7gtKlSzNq1Ci8vb05fvy4Yn/V9evXGTFiRIHGGxkZSVRUFO3bty/Q53ws10mMJEl6wC5gGPDvBVsbYIcsy96yLD+UZXk7cAVo9pkhRwJRsiyPk2X5pizLm4DfgCl5+gSCIAgl3JgxY/D392fUqFGZlouOHj1KrVq1SE1NxdnZGXV19UKP7eXLl6ipqWXbddvIyIipU6cSFBREbGwsderUKdT4jIyMGDJkCHv27OHFixf88ccfLFiwAG1tbX777TeGDRuGnZ0dc+bMKRFdmf+tbt26ODs7c/HixTx3L2/Xrh3Xrl1j5syZGBsb4+bmVkBRQkJCgqJ+UWEueeZlJuZX4IAsyxezeM8P6CpJUmUASZJsAEvgzGfGswb+vSPrLNBYkqTinR4LgiCoyKNHj7h//z4rVqxg3bp1ik27siwzduxYUlNTWb16NQ0bNiyS+L755hsMDAwKtKmjqqirq9O4cWOmT5/O1atXefnyJceOHcPZ2ZmDBw/i6elZ1CEqJTk5GW1tbapWrZrnexs2bMi8efN49uwZzZs3V31wfPh3tUaNGqxZs4ZWrVoVaj2bXCUxkiQNB8yBmdlcMh4IAx5LkpQCXAKmyrJ84jPDGgP/Tu1j+FC75pOdVpIkuUmSdFWSpKtZ7dwXBEEoiTISg8ePHytaDsTFxbFs2TKePHnCiBEjirR+SUbp+8ePHxeLEvh5oaurS9euXdm6dStVq1YlICCgqENSSlxcHOrq6vzzzz9FHUqWJEnCwsIC+FBVujDlmMRIklQTWAT0l2U5617cMA6wBboBjYDvAA9JkhxzGP7fC3xSNq8jy/Kvsiw3lmW5cUa5a0EQhJKuXr16ODk5sXz5csqXL0/79u0xMTFh2rRpNG7cGEfHnP4YLXgZ/YZyU1iuOHr16hWPHj0q9KUuVZkwYQKpqak4OTl9trdWURozZgyAoqN5YclNsQFrPsyMhH90xEsdaClJ0kg+nEZaDPSRZTmjl/yfkiRZ8mF/S3ZLStF8mI35WEUgFYjN9ScQBEEo4WbPno2trS2BgYFcv36drl274uLiUmzaIty8eRMgT2X+i5NSpUpRtmxZAgICSElJyXFDryzL3Lhxg3379nHr1i0aNmyIra0tTZs2LZLeSlWrVmXGjBlMnz6d+fPnM3fu3EKPIScZlZxVXdwwJ7lJYo4AV//1midwhw8zNACawL93TKXx+ZmeQMDpX691AK7Kspy/Fq2CIAgliIaGBo6OjsVi1iUrVlZWVK1alYkTJ9KhQwcMDQ2LOqQ80dHRYdq0abi7uxMdHU3lypWzvC4hIYFTp07h5eXFzZs30dbWpm7duhw9epS9e/eioaGBpaUlw4cPx8bGplA/Q7du3bhy5QoLFixQ9AQrTqytrVm9ejW7du1Sqsu4snJcTpJl+ZUsy+Ef/wLeAS//98/xfNgDs0SSpNaSJFWTJGkIMAhQlAmUJGm7JEnbPxp6A2AmSdJPkiTVliTpW2AI4KG6jycIgiDkl7a2Nh4eHsTHxyuaRJYk9+/f5+TJkxgaGmbZWiAlJYXly5fTrl075s6dS2pqKuvWrSM6Oprg4GDi4uK4cOECEydO5OrVq0XWVXrGjBl8+eWXODs7F/qyTU6cnZ0pW7asorpzYVFVxV4X4A8+HMGOBKbxYRPwmo+u+fJ/vwCQZfkB0AloyYdNwdOB8bIsH1RRTIIgCIKK1KxZk++//x4/Pz9WrlxZ1OHkWnh4ODVr1iQgIIDBgwdnWfnW29ub7du307FjR/z8/Lh16xajRo1CV1cX+FB7pW3btvTu3RuAkJAQwsLCCn1/ira2NsuXL+fVq1f06tUrV3VjCktYWBivX78u9BkqpRpwyLLc+l//HA0Mzcs9/3vtEmClTAyCIAhC4XJ2dubKlSu4u7tjY2Oj+MJ6/vw5ZcqUQUtLq4gj/NT+/ftJTU3l0KFDihM0H3v06BFbtmxBV1eX3bt3f7YvVaVKlbC0tCQsLIyBAweiq6tLs2bN6NGjR6H0CYIPHaSnTJnCokWLWLVqFZMmTSqU5+Yko2t1YScxoneSIAiCkCuSJDF37lwqVqyIra0t5ubmNG/eHCMjI/T19bG1taW4tIRJTEykRYsWzJs3D2NjY2JiYlizZg2+vr68ffuWCxcu4ObmRpcuXbh9+zY//vhjjo01K1euTGhoKLGxsXh5eeHs7Myff/7J+PHjCQ0NLaRPBi4uLjRv3pypU6fy8uXLQntuVp48ecKcOXPw8PCgbt26hd6LKs+9k4oD0TtJEASh6MTExHDmzBkCAgJ4+vQpbdu2JSUlhYsXLxIVFcXZs2ext7cv0hhfvnzJ119/zZMnT7K9xsjIiDFjxvDtt99iYmKi1HNev35N3bp1SU1N5cCBA4XWFmLBggUcPXqUuLi4Ijn67uPjw7x587h06RKyLGNra8uECRNy1W07N3LbO0kkMYIgCIJKJCYm0qpVKxo1aoSvr29Rh4Msy9y6dYvz589jaGiIo6MjQUFB+Pn50ahRIzp37pzj7EtuXL16FWtra1q2bMlPP/2Uq47T+TVo0CCeP3/O/fv3C70H1J07d6hVqxZaWlo4OzvTu3fvbE98KSu3SUz+f/cEQRAEAUhLSyMlJQU7O7uiDgX4sPxVq1atTLMD9vb2Kp8laty4MUuXLmXy5MkcP36cbt26qXT8rPTr148ffviBTZs2MXr06AJ/XgZZltmxYwfp6el4eXnx5Zdf5nxTARJ7YgRBEASVePv2LWlpacW2PH5BcnV1BSi0z56xSVkVM0lZiY+P5+zZs4qj3C9fvmTVqlVUr16d+fPnY2VlVeQJDIgkRhAEQVARY2NjunTpwtatW7Ptev1fdenSJQCOHz/O8ePHSUkp2Jqtfn5+AHTs2FGl4167do3hw4djYmKCo6MjRkZG1KxZk0qVKjFp0iT09PRYtGgRv/76q0qfqyyxnCQIgiCoVLly5Qr9lEpRs7OzY8CAAZw6dUpx0knVCcbHfH19sbCwUGovSsZe2Iy9OwkJCezbt4+VK1cSHh6OlpYWHTt2pGXLlty5c4erV69iaWlJ3759i00rjAwiiREEQRBUIj09HX9/fzp16oS6unpRh1OoTE1N2bFjB+vWrWPMmDEqO6WTlbdv3xISEpLnGjHJycnMmjWLjRs3oqamRqdOndDT02P79u28efOGr776imnTptG1a1fKli0LQLt27QriI6iMSGIEQRAElYiIiODly5d07ty5qEMpMvv27cPMzIyqVasWyPiyLHPo0CFSU1Pz/HPesWMHS5cuxcbGBj09PU6ePMmbN2/o0KEDzs7OWFlZFcrJKlUSSYwgCIKgEr6+vkiShIODQ1GHUiSSkpIIDg6mc+fOBZIMyLLM2LFjuXz5MqamplhbW+f63ocPH+Lp6YmRkREbNmxAkiTS09NJTk4ukjozqiI29gqCIAgq4e/vT7169ahQoUK+x9qzZw9Hjx7l9evXPHnyhJ07d5KcnKyCKAuOmpoapUuXJiwsrEBivX//PpcvX2bixIlERkbmuj7MgwcPsLCwwN/fn0GDBikSLDU1tRKdwIBIYgRBEAQVMTIy4vbt20RGRuZrnLt37+Lq6oqTkxMVKlSgcuXKDBw4MN/jFrRSpUoxf/587t27x71791Q+fkYBwcmTJyv2rOSGiYkJpqamwIf6Mv8lIokRBEEQVMLNzY3379/j7e2dr3EymgnOnTuXIUOGKF6vW7duvsYtDJGRkWhra/PVV1+pfGxvb28sLCwwMzPL031ffPEFvXv3RkNDo8CPfhc2kcQIgiAIKnHz5k2ALDs637t3j3nz5uVqNkVXVxeA1NRUJkyYgLOzMxoaGoSFhak2YBWTZZmjR4/SrFkzSpUqpZIx379/z/Hjxxk0aBAhISH07dtXqXGOHDlCo0aN0NbWVklcxYVIYgRBEASVyFjiOHHihOK1wMBA7OzsMDc3Z/bs2Zw9ezbHcQYNGoStrS3Lli0jIiKCcePGYWhoSM+ePXn9+nWBxZ9ft27d4tmzZ0RGRnL9+nXS09PzPeawYcP48ccfiY2NxcPDgxkzZuR5jEePHnHv3r0sk8uSTiQxgiAIQr6kpKTg5eXF+vXrATh69CjwoZdS586dCQkJUezJaN26dY7jqampcejQIXR1dXFxcWHEiBHUqFGDp0+f4uLiQnFtXKyvr4+lpSUxMTEMGDCAHTt25Gu8R48ecf36debMmcODBw+YPHmyUhtxM5bniktPK1USSYwgCIKQL5s3b2b+/PkAbNy4kfPnz5Oens7OnTuJi4tj3rx5zJ07F4Bdu3blasyKFSsSFBTEvHnz0NDQ4NKlS8iyzOnTp7GxsWHVqlVERkYqEponT57w6tUrxf0xMTGkpaWp+JN+npGREaGhoZw7dw4g36e0MjbyDhw4EDU15b6uZVlm165dmJqaUq1atXzFUxyJOjGCIAhCvly8eBELCwv+/PNPxV6QDh06cP78eUxNTbG1tUVXVxdzc3OOHj2Kh4dHrsatXr06M2fOZMaMGXTp0oVTp04BcOXKFa5cuQJ8SHYqVapEWFgYampq1K9fH4Dr16+jp6eHg4MD9vb2ODg45HlDrLKePn0KkOsj0Nnx9fWlWrVqVK9eXan77969S4cOHXj48CFDhw4tcYXsckMkMYIgCEK+xMfH8+zZM8qVK0eTJk3o2rUrFy5coEuXLsybNw9NTU1SUlJ4+vRpptNGuSVJEkePHuX06dOsX7+e06dPs3jxYpKSkggICODx48eMHDkSWZYJCAggMTGRESNGEB0djbe3N15eXsCHpKhr1644ODjQsmVLdHR0VPyT+KBXr17MmTOHqVOncuTIEWrUqIG/vz8JCQlYW1tjY2ND06ZNFRuYs/PPP/8gyzKJiYloaWnlOY6NGzfy8OFD5s+f/5+toiwV17XFz6lbt668b9++og5DEARBAN69e0dwcDD+/v4EBgby+PFjAPbu3as4Fp2Wloa9vT3a2tpEREQofUpm3LhxrFmzhpCQkFzNdMiyzN27dwkICMDf35+QkBDev3+PpqYmVlZWzJkzB0dHR6Vi+ZwHDx6wcuVKTpw4wcOHD6lduzZGRkYEBweTkJCAuro6X3/9NdbW1tja2lKnTp1P+k2dPXuWKVOmsHXrVoYOHZrnGMzNzTEwMGDz5s2q+liFpn79+tdkWW6c03ViJkYQBEHIFx0dHdq0aUObNm2AD/tTnj17lqmui7q6OgMGDGDlypVERETQpEkTpZ6VMeb+/ftxdXXN8XpJkrCwsMDCwoLBgweTlJRESEgI/v7+bN++HU9PzwJJYqpVq8bq1atZvXo18fHx6OnpAR+aMAYGBvL7779z5MgR1q1bx9q1aylXrhzNmzfHxsYGGxsbjIyMSExMBFCq5kzGiaQePXqo9HMVNyKJEQRBEFTKzMwsy/0nT58+RUtLiwYNGig9tpubG7t378bDwwMrK6s8d4v+4osvsLGxwdjYmO3bt+fqtFR+ZSQw8KGqb6tWrWjVqhULFy7k+fPnnDt3jt9//51Tp05x5syZTPcaGhrmqUdShoz9Qy1atMhf8MWcSGIEQRCEQlG6dGnev39PcHCw0l+uampq7N+/HxMTE06cOJHnJCZD2bJl0dLSYuvWrYwcObLINr0aGhri6uqKq6srsixz48YNfv/9d2JjYwEYNWqUUhuE9+7di5mZ2X/yRNLHRBIjCIIgFIrRo0fj4+NDnz59iIyMpHz58kqNc//+fWRZpnbt2krHYmBggKOjI4cPH+bdu3eUKVNG6bFURZIkGjRokK+ZqocPH9KlSxciIiIyNXv8rxJ1YgRBEIRCoaOjw7Jly4iNjaV3795KF617//49AHfu3MlXPI8ePaJ27drFIoFRlbVr1xIREcG0adMYN25cUYdT4EQSIwiCIBSaunXr8t133+Ht7c2aNWuUGqNVq1Z07twZT09Prl27pnQsZcuW5eHDh9y+fVvpMYqbQ4cOYW1tTf/+/ZWq7lvSiCRGEARBKFQDBw6kVatWTJ48mQULFhAcHIyXlxdjx45l+/bt3L59mylTprBp06Ys75ckiT179mBmZsbUqVMzVerNi+nTp1OqVCmcnJwUszsl2YMHD7h///5/sr1AdkSdGEEQBKHQxcXFMWHCBEJDQxWvSZKUaYnJ0tIy0/v/FhISQrNmzbCzs+OXX35Rav+Ht7c348ePZ/z48fz88895vr842bFjB4MGDWLjxo3Y2NgUdTj5kts6MWImRhAEQSh0+vr6bN++HR8fH5YtW0bt2rXp0KGDog5Mt27duHr16mfHsLKyYvny5fj4+LB7926l4mjTpg39+/fnl19+4dixY0qNUVy0aNECHR0dPD09izqUQiNmYgRBEIQiFR8fT8uWLVFXVyclJQU1NTViY2MpV65cjvfKskybNm0ICAhg165dSp1YSk5OxtXVlejoaB4+fJir5xZX1tbWPH/+nCNHjhR1KPkiZmIEQRCEEiEwMJD09HS8vb25fv06QUFBuU4kJEnCy8uL1NRUpWdSSpUqRbt27YiPj+f169dKjVEcpKenExISolSF35JK1IkRBEEQ8i2jH1LVqlXzvDfl0qVLirL7/+4flBsPHz7Md92Y0NBQqlevzpdffqn0GEVNTU2NRo0acfnyZaKioqhUqVJRh1TgRBIjCIIg5MuLFy/o378/aWlpVKpUCWtra6ytrTE2NubixYuKUv/16tVTJCmyLBMSEsK+ffs4ffo0AwcOVCqBARQ9hu7evavU/QkJCVy9evU/UVdlwoQJuLi4EBMTI5IYQRAEQciJn58faWlpzJo1ixs3bnD27FkOHjwIgIaGBmlpaaxbt46yZcvSrFkzqlWrxsWLF7l79y66urpMmDCB6dOnK/38li1b4ujoyIEDB5g0aVKe77958yYpKSnUr19f6RiKgzNnzjB79mx0dXWpV69eUYdTKEQSIwiCIOTL5cuXqVixInPmzEGSJFJTUwkODubWrVt07twZdXV1zp8/z++//86JEyc4d+4ctWvXZvPmzbi4uKCjo5Ov50uSxIMHD6hZs6ZS99euXZsqVaowdepUunTpgoGBQb7iKQqRkZF07NiRcuXK8eOPPyrVb6kkEkmMIAiCoLS0tDQCAwPp27evYi+MhoYGNjY2mWqVODs74+zsjCzLvHjxAgMDA5X19Xny5Am3bt3iu+++U+p+bW1tli1bxoABA+jXrx/nzp1TSVyF6cSJEwB4eXlhYmJSxNEUHpHECIIgCEpTU1NDT0+Ps2fPEh8fj56e3mevlyQJQ0PDXI+fnJzMwYMH8fLyolq1ajg4OPD06VN8fX1ZtmwZhoaGnD59GkDpztgAderUwcrKij///FPpMYpSRtfrly9f/p9KYsQRa0EQBEFpkiSxZMkSoqOjFTMtqvLzzz9jYmKCq6srly9fZu3atTg6OjJs2DC2bdtGz549gQ8zKQDBwcFKP0uWZW7fvk27du1UEnthmzp1Krq6umzdurWoQylUIokRBEEQ8sXS0pLevXtz9uxZ7t27p5Ixo6KimDhxIkZGRqxfvx5vb2/8/f3ZuHEj27dvp1u3bvj5+ZGYmIirqystW7ZkxYoV/PXXX0o9T5IkzMzMOHXqFNHR0Sr5DIUpPj6et2/f/p+qEQMiiREEQSiRZFkmODiYH374gQkTJrB3716ePXtWpPFoa2tTuXJllYyXsUS0YMEC7OzsUFNTUxzVbtiwIY8fP6Zu3bpoaWkhSRIHDhxAX1+f77//noSEBKWe6eLiQnx8PNevX1fJZygMvr6+2NvbY2Fhgbq6Ou3bty/qkAqVSGIEQRBKmKtXr+Lk5MSwYcMICAjgr7/+YuHChfTs2VOlyzm5Jcsyvr6+dOjQgdKlS6tkzFOnTlGxYkUsLCw+ee/Vq1f8+eefiuUkAENDQ/bt28ejR4/YvHmzUs+8d+8e6urqWFtbKx13YYqMjKR169b4+/szYMAAjh49So0aNYo6rEIlkhhBEIQSZtWqVbx9+xZPT0+ePXvGkydPqF+/PpUrV1bZiZ+8uHfvHs+ePcPU1DTfZfsTExNZuHAhp06domXLlll+nqCgINLT0+nQoUOm17/++mvU1JT/WjMwMCAtLY3jx48rPUZhkWWZnTt3kp6ezqFDh5gyZUqJrjasLJHECIIglCDx8fHcuHGD4cOHM2TIEMVySkxMDO/fvyctLa1I4ipdujTr1q1DT08vX80HFy9ezIwZM7C0tGTYsGFZXlOlShXU1dXx8PDI9Pq1a9dIS0vDyMhIqWf369cPdXX1Yt3NOjExkdWrV2NhYcHixYtp2rQppqamRR1WkRFJjCAIQgmipaWFkZERv/32W6a9H0uXLuX+/fts2rSpUOOJj4/nq6++UiQcZcuWpU6dOkqN9eLFC3bt2oWVlRWbNm3CzMwsy+tq1apF3bp1CQkJyfR6s2bNqFy5Mp6enkotqz179oy0tDTs7OyUir8wuLu7M378eLS0tJg3bx5r1qwp6pCKlEhiBEEQSpBSpUrRo0cPnjx5QlRUlOL1wYMH07lzZ9avX8+1a9cKJZYrV65gZ2eHo6Mj69ato379+sTHx+dpX4YsywQEBDBw4EAqVarE/fv3M+11yUp6ejr379//ZDlJV1cXW1tbkpKSlPo8GhoaaGhocOjQIaXuL2hv3rxh37592NrasmfPHnr06IGWllZRh1WkRBIjCIJQjMTFxfHixYvPXnP79m2MjIwyHaeVJIndu3djamrK1KlTefXqVUGHypEjR9DS0qJZs2bo6ekxYsSIXN/77t07Nm7cSO3atbG1teXw4cP06tWLw4cP071798/eK0kSRkZGnDhxgpcvX2Z6z9vbW+m9QSYmJnTq1AkfHx/evXuX5/sL0smTJzE2NiY6OpoePXoUdTjFhkhiBEEQioH379/j7u5O27ZtadOmDT179szylE1KSgqBgYH07MtcAAAOq0lEQVR07979ky/qsmXLcujQIWJjY5k9e3aBxXnkyBH69evHyZMn6dGjB4cOHeLVq1eMGTMm1+N06dKFkSNHAjBr1iwuXrzI9OnTMTc3z/FeSZJwdXXl+fPnn1TY7dOnD2FhYYSFheXtg/3Ps2fPKF++PI8ePSqSk17ZWbBgAaVKlWLXrl04ODgUdTjFhkhiBEEQioGLFy9y4sQJ3NzcWLJkCfHx8WzevPmTL9KQkBASEhLo3LlzluM0btyYESNGcPHiRaXrpXzOzJkzmTlzJgkJCfzyyy9s3Lgxz2O8fPkSPz8/evXqxf79++nTp4+i6m5uPXjwAICnT58SHx+veN3JyQlA6ZmocuXK8fLlS+rWrYuJiQnDhg3j0KFDpKenKzVefkVERDBu3DiuXr1Kjx49aNCgQZHEUVyJ3kmCIAhFLDw8nA0bNqCvr88vv/yCuro6q1evpl69ep/Mtvj6+qKpqUnbtm2zHS84OBgLC4s8JwY5ef36NefOnePbb7/l119/VWrJZseOHYwZM4bU1FR69eql9JHwatWqoa2tzYABA1BXV6dBgwY4ODhw4MABNDU1adq0qVLjrly5kqdPnxIQEEBgYCD79+9n69atzJ49mzlz5ig1prI6duzImTNn0NTUxMHBgaFDhxbq80sCMRMjCIJQhO7du8eAAQOIiYlh8eLFqKurA2BsbEx4ePgnJfCvX7+OmZkZOjo6WY4XHx9PaGhovpoh/ltUVBQ//fQTjo6OpKam0r9/f6WSD1mWmTp1Knp6evz222/Ur19f6Zj69u2Ln58fnp6efPPNNyQnJ7N06VLS0tJYtGhRvhI4U1NT+vTpw8qVK7l8+TIdO3Zk/vz5XLp0Sekx8+rOnTucOXOGjh07cuHCBZYsWYK+vn6hPb+kEEmMIAhCEfL29iYtLY2//vor08bYRYsW8e7dO8LDwzNd7+joyIMHD+jUqRPr1q3LdEIJPixLpaamcv/+fW7fvq10XOnp6fj6+jJ27FgcHR3x9PSkcePGnD9/ntatW+d5vAcPHjB58mSePXvGsGHDsLKyUjq2DJqamjRu3Jjx48ezd+9egoKCOHr0KI6OjvkeO4OGhgZz5szBxMQEZ2fnAl9WSklJYf/+/fTu3RuAcePGieTlM/KcxEiS9KMkSbIkSWs+ek3O5tfaHMZylSQpTJKkBEmSoiVJ2ilJkrEyH0QQBKEkioqKQlNTk/fv32d6PaMjc8OGDTO97urqipubGzdu3GDMmDGf9Mr56quv+Oqrr/Dx8aFXr155LsEfFxeHp6cnnTt3ZvTo0YSHh/Pjjz/y8OFDLl68mKcuzxnVb1u0aMFXX33FL7/8gr29PZ06dcpTTLmVUfhP1bS1tbG0tOTt27cFWkzw5s2bmJqa0rdvX168eMGMGTNU1ovqvypPSYwkSc2B4cCf/3rL5F+/uv7vda/PjGUL7AB+A+oCTkAdYFdeYhIEQSjJvv32W1JSUli8eHGm1ytUqADA5cuXM70uSRLjxo3j5MmTADRq1CjT+w0aNODu3bs8efKEDh06sGbNGh4/fpyrWDZu3Ej79u1ZuXIlRkZG7Nmzh6ioKBYsWJDnL9NNmzbx5Zdf0q1bN27dusWIESM4c+YMK1asUPlenYIUHR3NunXrOHnyJPb29mhqahbYszZt2sTz58/5+eefOXXqFM7OzgX2rP+KXCcxkiTp8SHBGAbEffyeLMvRH/8CugO3ZVn+3AKiNfBEluVVsiw/kGX5CrAaaJbnTyEIglBClSpVCoDq1atnet3NzQ1DQ0MuXLiQ5X0REREA2c5qmJqa0qNHD9LS0khNTc0xjoSEBDZs2EDr1q25ceMGV69excXFRRFfXkRFReHm5sYXX3zBihUrOHv2LGPGjMHYuGRNtK9evRpHR0c2bNiAra0tS5YsKdDnHT58GBsbG9q2bavYGyV8Xl5mYn4FDsiyfPFzF0mSVAZwAXKqfe0PmEiS1FX6wOB/953KQ0yCIAglmp+fH/BpMhITE8Pz588/WU7K4Ovri5qaGvb29tmOvW/fPszMzKhWrVqOcQQGBpKamoq7uzv16tXLwyfILDY2lkWLFgH8v/bONsaOsorjv39IKV0EIy64FheXGAWhjaUUkhJpVis1UZNGSIxAgPaDBYzVGAXUJtpEfCmLSQ0oalN3MYZt+kGJ8KEVpQ021khpGrLVAq3U9GWXlzWogbWVcPzwPGvnzt7X7p29Mzvnl9zczjNnzsz8e/bcZ55nZg4DAwOZj15kxcTEBENDQ6xYsYKDBw+ya9euTCtEHzp0iMOHD7Ns2bLM9jEbUTMv85H0OeAOYKmZnZS0Exgxsy9UsV0DPAhcaGavNPB7AzAIzCM87v0EsNLMJmr4XRMXFwAjaZuS0w3Uf81nuXA9KnE9puKaVOJ6VOJ6TGUmNXmvmZ3fyKhhJ0bSJcAu4FozOxDbdlK7E/M08KKZfaaB38sInZaNwHbCvTQDwD4zu7XBtnvMbEndAy8ZrkklrkclrsdUXJNKXI9KXI+p5FGTZl52t5TQ+xpJ3PV9BrBM0h3A2WZ2AkDSImAJ8I0m/H4d+LOZDcTlZyW9DvxB0jozO9LCeTiO4ziOUzKa6cQ8CuxJtQ0CLwDfBU4m2tcAh4HfNeG3C0g/qza53P5n5BzHcRzHmVU07MSY2WtARRGKOGLyDzMbSbR1ATcD91mVOSpJv4j+JqeKHgM2SbqTU9NJG4G9ZtboecCfNTruEuKaVOJ6VOJ6TMU1qcT1qMT1mEruNGnqxt4pG1W5J0bSasITSReZ2fEa22Bm/Ym2tYQbhi8G/gnsAO42s6MtH5TjOI7jOKXitDoxjuM4juM4ncZrJzmO4ziOU0i8E+M4juM4TiGZ0U6MpDWSdkh6LRaI7Eut75O0WdLfJE3E7+9JmlfDX7ekY9FXd4N9S9J6Scej752SLk/ZzJX0gKRXJb0u6TeS3jPd825wXNPWRNL5krbHczsh6YikH8VSEfX23bBwZ9QpvX5Lu3VI7K+TegxVOdc/pWxKEyOS5kjaIOnZeK6jkh6RdFHKrkwxIuUsj7RJjw9JGo46TEh6TtJdkur+RtTIHx3NIXGfndQkd3mkU3poBnLITI/EdAG/BdbXWH8p4R00dxKKQq4FbgV+WMN+ENjX5L7vBr4SfV4FvAw8IemchM1G4AbgRuBa4FzgcUlZFrFohyZvAb8mFN78ALAKWE7j0g/NFu4cTNnd3sDvdOikHhBeD5A813RhmjLFSBewGPhO/F4J9ALbJKWfbCxLjOQxj7RDjyuBV4Bbos23gG8CX2uw7zzmEOisJpC/PNIpPbLPIWY24x/CC/EM6GvC9vPAeJX2LwG/Bz4afXXX8SFgFFiXaJsH/Bu4PS6/nfDOm5sTNr2EZPfxImiSsvkiMNriMWwCnku17QQeLGKMtKoHMAQ8Xme9x0ioNG/AwrLFSN7zSAZ63Ac80+Ix5CaHdEqTPOeRnMRIW3NIEe6JOZdU1WxJVwD3EHqKbzXh42Kgh9ATBcBCfaangGti05XAnJTNEeCvCZu8MEWTJJLmA9cD9aqIp7epV7jzs3HYc7+k+1NXnXmgnXp8WNLLkp6XtEnSBYl1pY6RhF+q+C5DjMymPFJXjxZs/k/Bcwi0V5PZkEfaHiOJbaiy3WnFSK47MXHe7KvAjxNtZwPDwFozO9akq8n67y+l2l9KrOshvDE4XdwqadNxqmmSWDcs6Q3gGOHqcHULrm8C5gIPp9ofIbzE8CPAtwlDoL9q/cizoc16bCN0jJcTpgyuBp6UNDeuL3WMSDoT+AHwmFW+y6ksMTIr8kg9PRI2iwlTbA+14LqQOQTarknh80hWMZJJDmnD8NS9hKGhep/+Voe0gHcReqbDxPfZxPbNwObEcj+Np5OuiTa9qfZBYFv8903Am8l9xfYdwE/yrElifQ9hbnMlsB/4aQvH/DSwtQm7q+NxLp7NesTt5wP/Ba4ve4wQ3u69NW7zzjLGCDOYRzqlR7S5hDBt9v0WYzqzHFJUTeK2meSRoulBRjmkmdpJjdgI/LKBTaMyAhVI6gGeBEaAWyyeVWQ50Cvptknz+D0maYOZravicix+9wDJwpIXcOqqaoxwY1M34ealpM1TrRw/M68JAGY2RjiPA5LGCcU077UGxTTVWuHOPYSriPcDe5s8/ELpkdj+uKSjhHOFksZIvAFvGFhISIrjDQ5ltsbITOaRjugh6VLCj+kWM2vmBtbJ7bLOIVAwTSbJMI8URo8sc8i0OzFm9ipTh8VOG0nvJgi0H7jRzN5MmawAzkwsXwX8nDAi80INty8SAuc6wtUCks4i3BV+V7R5htBbvo4wtEV85O2DwB9bOYcOaFKNyanCuXWtAq0U7lxI+AMcbcIWKKQek/vpBi7k1LmWLkYkzQG2AAsIyWeslm2C2RojM5ZHOqGHpMsIP2BbzezLLe4i0xwChdRk0kcmeaQoemSeQ1odGpvOh3AFs4gwnGaEx84WAefZqWG35wl3KvdG+8nPGTV89pOaTiIEzAHg04m2e4B/EW7eWxBFPQ6ck7B5iDA3/jHgCsJ/6L5a+86LJsCngNviefUBnwT+Auyup0ls7yLUrVpX5djeR3iEbkn0+wnCMOPerDTplB7A24D7gaVxm35gN3C0rDFCuMh5NJ7v4pTfeWWLkbzmkTbpcTlhNGlLan1P0XJIJzUhp3mkg3pknkMyCaA6Qq6n+rzdqrh+VY31NefwqN6J6Uv6jW2K+x8F/kN4CmFBytdZwAPAOPAGodJ2bzs1yEKT+Iewm1BtfCIG4wbgHfU0ie2rCfOz86scW2/UaRw4ARwkvDfgvNmmB+FR2e2E936cBP5OeFQyff9DaWIksVxv36WJkbzmkTbpUcuHFS2HdFITcppHOqhHXx2/bckhXgDScRzHcZxCkutHrB3HcRzHcWrhnRjHcRzHcQqJd2Icx3Ecxykk3olxHMdxHKeQeCfGcRzHcZxC4p0Yx3Ecx3EKiXdiHMdxHMcpJN6JcRzHcRynkPwP27MfMWXF8OAAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Time index\n", "time_ind = parse(timerange[0])\n", "# nmin index\n", "nmin, nmax = 0, -1\n", "\n", "# Make figure window\n", "fig, ax = plt.subplots(figsize=(19, 8))\n", "ax.contourf(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='lightgray')\n", "ax.contour(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='k')\n", "ax.set_xlim([-124., -122.15])\n", "ax.set_ylim([47.8, 49.2])\n", "ax.set_aspect(5/4.4)\n", "\n", "# Make figure\n", "ds, PLOT_OBJS = make_figure(time_ind, nmin, nmax, ax, s, ds)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Time index\n", "starttime = parse(timerange[0])\n", "# nmin index\n", "newnmin, nmax = 0, -1\n", "\n", "# Make figure window\n", "fig, ax = plt.subplots(figsize=(19, 8))\n", "ax.contourf(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='lightgray')\n", "ax.contour(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='k')\n", "ax.set_xlim([-124., -122.15])\n", "ax.set_ylim([47.8, 49.2])\n", "ax.set_aspect(5/4.4)\n", "\n", "# Make figure\n", "ds, PLOT_OBJS = make_figure(starttime, newnmin, nmax, ax, s, ds)\n", "\n", "# Step time index forward\n", "time_ind = starttime - timedelta(hours=1)\n", "# Step nmin index forward\n", "nmin = newnmin + 1\n", "\n", "# Clear previous particle locations - I'm not using contours so this doesnt work...\n", "#for C in PLOT_OBJS['s'].collections:\n", " #C.remove()\n", "\n", "# Update particle locations\n", "for traj in range(n):\n", " PLOT_OBJS['s'] = ax.scatter(ds.lon[traj, nmin],\n", " ds.lat[traj, nmin], s = 20)\n", "\n", "# Update timestamp\n", "PLOT_OBJS['TEXT_OBJ'].set_text(time_ind.strftime('%a %Y-%m-%d %H:%M:%S'))\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "def update_figure(time_ind, nmin, nmax, ax, s, ds, PLOT_OBJS):\n", " \"\"\"\n", " \"\"\"\n", " \n", " # Update particle locations\n", " for traj in range(n):\n", " PLOT_OBJS['s'] = ax.scatter(ds.lon[traj, nmin],\n", " ds.lat[traj, nmin], s = 20)\n", " \n", " # Update timestamp\n", " PLOT_OBJS['TEXT_OBJ'].set_text(time_ind.strftime('%a %Y-%m-%d %H:%M:%S'))\n", " \n", " return PLOT_OBJS" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Time index\n", "starttime = parse(timerange[0])\n", "# nmin index\n", "newnmin, nmax = 0, -1\n", "\n", "# Make figure window\n", "fig, ax = plt.subplots(figsize=(19, 8))\n", "ax.contourf(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='lightgray')\n", "ax.contour(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='k')\n", "ax.set_xlim([-124., -122.15])\n", "ax.set_ylim([47.8, 49.2])\n", "ax.set_aspect(5/4.4)\n", "\n", "# Make figure\n", "ds, PLOT_OBJS = make_figure(starttime, newnmin, nmax, ax, s, ds)\n", "\n", "# Step time index forward\n", "time_ind = starttime - timedelta(hours=1)\n", "# Step nmin index forward\n", "nmin = newnmin + 1\n", "\n", "# Update figure\n", "PLOT_OBJS = update_figure(time_ind, nmin, nmax, ax, s, ds, PLOT_OBJS)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Time index\n", "starttime = parse(timerange[0])\n", "# nmin index\n", "newnmin, nmax = 0, -1\n", "\n", "# Make figure window\n", "fig, ax = plt.subplots(figsize=(19, 8))\n", "ax.contourf(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='lightgray')\n", "ax.contour(coords.nav_lon, coords.nav_lat, mask.tmask[0, 0, ...], levels=[-0.01, 0.01], colors='k')\n", "ax.set_xlim([-124., -122.15])\n", "ax.set_ylim([47.8, 49.2])\n", "ax.set_aspect(5/4.4)\n", "\n", "# Make figure\n", "ds, PLOT_OBJS = make_figure(starttime, newnmin, nmax, ax, s, ds)\n", "\n", "def next_frame(t, PLOT_OBJS):\n", " # Step time index forward\n", " time_ind = starttime - timedelta(hours=t)\n", " # Step nmin index forward\n", " nmin = newnmin + t\n", "\n", " # Update figure\n", " PLOT_OBJS = update_figure(time_ind, nmin, nmax, ax, s, ds, PLOT_OBJS)\n", " \n", " return PLOT_OBJS\n", "\n", "# Animate\n", "ANI = animation.FuncAnimation(fig, next_frame, fargs=[PLOT_OBJS], frames=168) # update the number of frames?\n", "mywriter = animation.FFMpegWriter(fps=12, bitrate=10000)\n", "ANI.save('./Plots/mymovie10.mp4', writer=mywriter)" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Attempt to animate the vertical slice depth profile of particles\n", " \n", "# Time index\n", "timerange = ['2020 Mar 22 00:00', '2020 Mar 15 00:00'] # I don't think this start time is correct - maybe 23:00?\n", "time_ind = parse(timerange[0])\n", "\n", "# nmin index\n", "nmin, nmax = 0 , -1\n", "\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "ax.set_xlim([-125., -122.])\n", "for traj in range(n):\n", " s = ax.plot(ds.lon[traj, nmin], -ds.z[traj, nmin], 'o')\n", "\n", "# Add timestamp\n", "TEXT_OBJ = ax.text(0.02, 1.02, time_ind.strftime('%a %Y-%m-%d %H:%M:%S'), transform=ax.transAxes)" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": [ "def make_figure(time_ind, nmin, nmax, ax, s, ds):\n", " \"\"\"\n", " \"\"\"\n", " \n", " for traj in range(n):\n", " s = ax.plot(ds.lon[traj, nmin], -ds.z[traj, nmin], 'o') # this just plots the very first frame\n", " \n", " # Add timestamp\n", " TEXT_OBJ = ax.text(0.02, 1.02, time_ind.strftime('%a %Y-%m-%d %H:%M:%S'), transform=ax.transAxes)\n", " \n", " # Return plot objects as dictionary\n", " PLOT_OBJS = {'s': s, 'TEXT_OBJ': TEXT_OBJ}\n", " \n", " return ds, PLOT_OBJS" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Time index\n", "time_ind = parse(timerange[0])\n", "# nmin index\n", "nmin, nmax = 0, -1\n", "\n", "# Make figure window\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "ax.set_xlim([-125., -122.])\n", "\n", "# Make figure\n", "ds, PLOT_OBJS = make_figure(time_ind, nmin, nmax, ax, s, ds)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 97, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Time index\n", "starttime = parse(timerange[0])\n", "# nmin index\n", "newnmin, nmax = 0, -1\n", "\n", "# Make figure window\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "ax.set_xlim([-125., -122.])\n", "\n", "# Make figure\n", "ds, PLOT_OBJS = make_figure(starttime, newnmin, nmax, ax, s, ds)\n", "\n", "# Step time index forward\n", "time_ind = starttime - timedelta(hours=1)\n", "# Step nmin index forward\n", "nmin = newnmin + 1\n", "\n", "# Update particle locations\n", "for traj in range(n):\n", " PLOT_OBJS['s'] = ax.plot(ds.lon[traj, nmin], -ds.z[traj, nmin], 'o')\n", " \n", "# Update timestamp\n", "PLOT_OBJS['TEXT_OBJ'].set_text(time_ind.strftime('%a %Y-%m-%d %H:%M:%S'))\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [], "source": [ "def update_figure(time_ind, nmin, nmax, ax, s, ds, PLOT_OBJS):\n", " \"\"\"\n", " \"\"\"\n", " \n", " # Update particle locations\n", " for traj in range(n):\n", " s = ax.plot(ds.lon[traj, nmin], -ds.z[traj, nmin], 'o')\n", " \n", " # Update timestamp\n", " PLOT_OBJS['TEXT_OBJ'].set_text(time_ind.strftime('%a %Y-%m-%d %H:%M:%S'))\n", " \n", " return PLOT_OBJS" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Time index\n", "starttime = parse(timerange[0])\n", "# nmin index\n", "newnmin, nmax = 0, -1\n", "\n", "# Make figure window\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "ax.set_xlim([-125., -122.])\n", "\n", "# Make figure\n", "ds, PLOT_OBJS = make_figure(starttime, newnmin, nmax, ax, s, ds)\n", "\n", "# Step time index forward\n", "time_ind = starttime - timedelta(hours=1)\n", "# Step nmin index forward\n", "nmin = newnmin + 1\n", "\n", "# Update figure\n", "PLOT_OBJS = update_figure(time_ind, nmin, nmax, ax, s, ds, PLOT_OBJS)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "ename": "KeyError", "evalue": "'s'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 25\u001b[0m \u001b[0mANI\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0manimation\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFuncAnimation\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnext_frame\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfargs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mPLOT_OBJS\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mframes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m12\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# update the number of frames?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 26\u001b[0m \u001b[0mmywriter\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0manimation\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFFMpegWriter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfps\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m12\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbitrate\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 27\u001b[0;31m \u001b[0mANI\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'./Plots/mymovie14.mp4'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwriter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmywriter\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/matplotlib/animation.py\u001b[0m in \u001b[0;36msave\u001b[0;34m(self, filename, writer, fps, dpi, codec, bitrate, extra_args, metadata, extra_anim, savefig_kwargs, progress_callback)\u001b[0m\n\u001b[1;32m 1150\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0manim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mall_anim\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1151\u001b[0m \u001b[0;31m# TODO: See if turning off blit is really necessary\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1152\u001b[0;31m \u001b[0manim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_draw_next_frame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mblit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1153\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mprogress_callback\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1154\u001b[0m \u001b[0mprogress_callback\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframe_number\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtotal_frames\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/matplotlib/animation.py\u001b[0m in \u001b[0;36m_draw_next_frame\u001b[0;34m(self, framedata, blit)\u001b[0m\n\u001b[1;32m 1190\u001b[0m \u001b[0;31m# post- draw, as well as the drawing of the frame itself.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1191\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_pre_draw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframedata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mblit\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1192\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_draw_frame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframedata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1193\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_post_draw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframedata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mblit\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1194\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/opt/miniconda3/lib/python3.7/site-packages/matplotlib/animation.py\u001b[0m in \u001b[0;36m_draw_frame\u001b[0;34m(self, framedata)\u001b[0m\n\u001b[1;32m 1753\u001b[0m \u001b[0;31m# Call the func with framedata and args. If blitting is desired,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1754\u001b[0m \u001b[0;31m# func needs to return a sequence of any artists that were modified.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1755\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_drawn_artists\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_func\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframedata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_args\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1756\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_blit\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1757\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_drawn_artists\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m\u001b[0m in \u001b[0;36mnext_frame\u001b[0;34m(t, PLOT_OBJS)\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0;31m# Update figure\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 20\u001b[0;31m \u001b[0mPLOT_OBJS\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mupdate_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtime_ind\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnmin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnmax\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mPLOT_OBJS\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 21\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mPLOT_OBJS\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m\u001b[0m in \u001b[0;36mupdate_figure\u001b[0;34m(time_ind, nmin, nmax, ax, s, ds, PLOT_OBJS)\u001b[0m\n\u001b[1;32m 3\u001b[0m \"\"\"\n\u001b[1;32m 4\u001b[0m \u001b[0;31m# Clear previous particle locations\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0ms\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mPLOT_OBJS\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m's'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0;32mdel\u001b[0m \u001b[0mPLOT_OBJS\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m's'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyError\u001b[0m: 's'" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Time index\n", "starttime = parse(timerange[0])\n", "# nmin index\n", "newnmin, nmax = 0, -1\n", "\n", "# Make figure window\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "ax.set_xlim([-125., -122.])\n", "\n", "# Make figure\n", "ds, PLOT_OBJS = make_figure(starttime, newnmin, nmax, ax, s, ds)\n", "\n", "def next_frame(t, PLOT_OBJS):\n", " # Step time index forward\n", " time_ind = starttime - timedelta(hours=t)\n", " # Step nmin index forward\n", " nmin = newnmin + t\n", " \n", " # Update figure\n", " PLOT_OBJS = update_figure(time_ind, nmin, nmax, ax, s, ds, PLOT_OBJS)\n", " \n", " return PLOT_OBJS\n", "\n", "# Animate\n", "ANI = animation.FuncAnimation(fig, next_frame, fargs=[PLOT_OBJS], frames=12) # update the number of frames?\n", "mywriter = animation.FFMpegWriter(fps=12, bitrate=10000)\n", "ANI.save('./Plots/mymovie14.mp4', writer=mywriter)" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Attempt to make the animation without plotting the previous frame or something - might need to get rid of the dictionary\n", "\n", "# Time index\n", "timerange = ['2020 Mar 22 00:00', '2020 Mar 15 00:00'] # I don't think this start time is correct - maybe 23:00?\n", "time_ind = parse(timerange[0])\n", "\n", "# nmin index\n", "nmin, nmax = 0 , -1\n", "\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "ax.set_xlim([-125., -122.])\n", "for traj in range(n):\n", " s = ax.plot(ds.lon[traj, nmin], -ds.z[traj, nmin], 'o')\n", "\n", "# Add timestamp\n", "TEXT_OBJ = ax.text(0.02, 1.02, time_ind.strftime('%a %Y-%m-%d %H:%M:%S'), transform=ax.transAxes)" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [], "source": [ "def make_figure(time_ind, nmin, nmax, ax, s, ds):\n", " \"\"\"\n", " \"\"\"\n", " \n", " for traj in range(n):\n", " s = ax.plot(ds.lon[traj, nmin], -ds.z[traj, nmin], 'o') # this just plots the very first frame\n", " \n", " # Add timestamp\n", " TEXT_OBJ = ax.text(0.02, 1.02, time_ind.strftime('%a %Y-%m-%d %H:%M:%S'), transform=ax.transAxes)\n", " \n", " # Return plot objects as dictionary\n", " # PLOT_OBJS = {'s': s, 'TEXT_OBJ': TEXT_OBJ}\n", " \n", " return ds, s" ] }, { "cell_type": "code", "execution_count": 103, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Time index\n", "time_ind = parse(timerange[0])\n", "# nmin index\n", "nmin, nmax = 0, -1\n", "\n", "# Make figure window\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "ax.set_xlim([-125., -122.])\n", "\n", "# Make figure\n", "ds, s = make_figure(time_ind, nmin, nmax, ax, s, ds)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Time index\n", "starttime = parse(timerange[0])\n", "# nmin index\n", "newnmin, nmax = 0, -1\n", "\n", "# Make figure window\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "ax.set_xlim([-125., -122.])\n", "\n", "# Make figure\n", "ds, s = make_figure(starttime, newnmin, nmax, ax, s, ds)\n", "\n", "# Step time index forward\n", "time_ind = starttime - timedelta(hours=1)\n", "# Step nmin index forward\n", "nmin = newnmin + 1\n", "\n", "# Clear previous points not working\n", "s.remove()\n", "\n", "# Update particle locations\n", "for traj in range(n):\n", " s = ax.plot(ds.lon[traj, nmin], -ds.z[traj, nmin], 'o')\n", " \n", "# Update timestamp\n", "TEXT_OBJ.set_text(time_ind.strftime('%a %Y-%m-%d %H:%M:%S'))\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def update_figure(time_ind, nmin, nmax, ax, s, ds, PLOT_OBJS):\n", " \"\"\"\n", " \"\"\"\n", " \n", " # Update particle locations\n", " for traj in range(n):\n", " s = ax.plot(ds.lon[traj, nmin], -ds.z[traj, nmin], 'o')\n", " \n", " # Update timestamp\n", " PLOT_OBJS['TEXT_OBJ'].set_text(time_ind.strftime('%a %Y-%m-%d %H:%M:%S'))\n", " \n", " return PLOT_OBJS" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Time index\n", "starttime = parse(timerange[0])\n", "# nmin index\n", "newnmin, nmax = 0, -1\n", "\n", "# Make figure window\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "ax.set_xlim([-125., -122.])\n", "\n", "# Make figure\n", "ds, PLOT_OBJS = make_figure(starttime, newnmin, nmax, ax, s, ds)\n", "\n", "# Step time index forward\n", "time_ind = starttime - timedelta(hours=1)\n", "# Step nmin index forward\n", "nmin = newnmin + 1\n", "\n", "# Update figure\n", "PLOT_OBJS = update_figure(time_ind, nmin, nmax, ax, s, ds, PLOT_OBJS)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Time index\n", "starttime = parse(timerange[0])\n", "# nmin index\n", "newnmin, nmax = 0, -1\n", "\n", "# Make figure window\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "ax.set_xlim([-125., -122.])\n", "\n", "# Make figure\n", "ds, PLOT_OBJS = make_figure(starttime, newnmin, nmax, ax, s, ds)\n", "\n", "def next_frame(t, PLOT_OBJS):\n", " # Step time index forward\n", " time_ind = starttime - timedelta(hours=t)\n", " # Step nmin index forward\n", " nmin = newnmin + t\n", " \n", " # Update figure\n", " PLOT_OBJS = update_figure(time_ind, nmin, nmax, ax, s, ds, PLOT_OBJS)\n", " \n", " return PLOT_OBJS\n", "\n", "# Animate\n", "ANI = animation.FuncAnimation(fig, next_frame, fargs=[PLOT_OBJS], frames=12) # update the number of frames?\n", "mywriter = animation.FFMpegWriter(fps=12, bitrate=10000)\n", "ANI.save('./Plots/mymovie14.mp4', writer=mywriter)" ] } ], "metadata": { "kernelspec": { "display_name": "analysis-matt", "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": "3.10.8" }, "vscode": { "interpreter": { "hash": "b0820408f94f9adab353dd622003a8ca360cea5172f3643d18b5213ac85f01b3" } } }, "nbformat": 4, "nbformat_minor": 2 }