{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"2020-11-17 - class #13 - activities.ipynb","provenance":[],"collapsed_sections":["8d6J9xZiFtU2","mgowxnn4Jr0-","N9jItPk18C8h","-a4JdnQVAyYz","NrWbnRpdGGCf"]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"BRAp37uklN9X"},"source":["# Class \\#13 activities"]},{"cell_type":"markdown","metadata":{"id":"8d6J9xZiFtU2"},"source":["# **Arctic sea ice satellite measurements**\n","### Practice with Matplotlib, Cartopy, and xarray"]},{"cell_type":"markdown","metadata":{"id":"0xyc3kUDwnm0"},"source":[""]},{"cell_type":"markdown","metadata":{"id":"KFObFLvswmTw"},"source":["1. Uncomment the blocks of code with the installation lines (`!pip install`, etc.). Remember the shortcut to uncomment/comment multiple lines is `Command-/` on Macs or `Control-/` on Windows.\n","\n","2. Then run this cell to install the packages, import libraries, and give Colab access to Google Drive.\n","\n","3. When prompted, click the link to give Colab access to Google Drive, copy the code, and paste back into here."]},{"cell_type":"code","metadata":{"id":"XANgNomokhQp","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1605664459361,"user_tz":480,"elapsed":472,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"2c9a2249-b709-4ef4-fd00-9f88bd373f38"},"source":["# # This code installs the netCDF4 module\n","# # Run this code once per session, then comment it out\n","# !pip install netcdf4\n","\n","# # This code allows Cartopy to work with Google Colab\n","# # Run this code once per session, then comment it out\n","# !grep '^deb ' /etc/apt/sources.list | \\\n","# sed 's/^deb /deb-src /g' | \\\n","# tee /etc/apt/sources.list.d/deb-src.list\n","# !apt-get -qq update\n","# !apt-get -qq build-dep python3-cartopy\n","# !pip uninstall -y shapely\n","# !pip install shapely --no-binary shapely\n","# !pip install cartopy\n","\n","# Import NumPy, xarray, Matplotlib, Cartopy (and related imports)\n","import numpy as np\n","import pandas as pd\n","import xarray as xr\n","import matplotlib.pyplot as plt\n","from datetime import datetime, timedelta\n","\n","import cartopy.crs as ccrs\n","import cartopy.feature as cfeature\n","from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n","\n","# Give Colab access to Google Drive\n","from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"Zo-_2hnsuoQ0"},"source":["4. Next, update the filepath below. To find the correct filepath, you can click on the left sidebar (folder icon), navigate to the Class #13 data folder, click the \"...\" on the file, and select \"Copy path.\"\n","\n","5. Add back slashes (`\\`) in front of quotation marks in the filepath, as necessary."]},{"cell_type":"code","metadata":{"id":"XR63HVK2Fsu1"},"source":["# Filepath for Arctic sea ice concentration netCDF file\n","filepath = '/content/drive/MyDrive/OCEAN 215 - Autumn \\'20/OCEAN 215 - Autumn \\'20 - Course documents/Zoom class slides and notebooks/2020-11-17 - class #13 - data/nsidc_sea_ice_cdr_north.nc'"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"bO2CuXiov0hy"},"source":["6. Run the code cell to load and display the netCDF file using `xarray`.\n","\n","7. Notice that there are three dimensions: **lat** (50-90°N), **lon** (-180°E to 180°E), and **time** (1978 to 2020). The data are monthly in **time**."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":432},"id":"G23NWUapv4LM","executionInfo":{"status":"ok","timestamp":1605653439341,"user_tz":480,"elapsed":459,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"3f913bb9-9eaa-4f1b-eef0-3abdc8ce8759"},"source":["# Load netCDF file using xarray\n","data = xr.open_dataset(filepath)\n","\n","# Display netCDF file\n","display(data)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/html":["
\n","\n","\n","Show/Hide data repr\n","\n","\n","\n","\n","\n","Show/Hide attributes\n","\n","\n","\n","\n","\n","\n","\n","
xarray.Dataset
"],"text/plain":["\n","Dimensions: (lat: 160, lon: 720, time: 503)\n","Coordinates:\n"," * time (time) datetime64[ns] 1978-11-01 1978-12-01 ... 2020-10-01\n"," * lon (lon) float64 -180.0 -179.5 -179.0 ... 178.5 179.0 179.5\n"," * lat (lat) float64 50.0 50.25 50.5 50.75 ... 89.0 89.25 89.5 89.75\n"," month (time) int64 ...\n","Data variables:\n"," sea_ice_conc (time, lat, lon) float64 ..."]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"mgowxnn4Jr0-"},"source":["# **Breakout rooms: group 1 — Chukchi Sea time series**"]},{"cell_type":"markdown","metadata":{"id":"qIyAluF95XOQ"},"source":["\n","\n","First, assign roles:\n","> * **Timekeeper:** keep things moving\n",">\n","> * **Coder:** share your screen and write the code based on input from everyone else\n",">\n","> * **Reporter:** before the end of the session, ask the Coder to paste their code into the chat, then copy and paste it into this [Google Document](https://docs.google.com/document/d/1706OxGibOKR9HECvyZJhAsC75ar0HOoe5WPPvfLeFdk/edit?usp=sharing)"]},{"cell_type":"code","metadata":{"id":"7r4RNUVAJr0_","colab":{"base_uri":"https://localhost:8080/","height":438},"executionInfo":{"status":"ok","timestamp":1605664514614,"user_tz":480,"elapsed":760,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"633dbed2-5a9e-435c-8bca-9fc425214702"},"source":["# 1. Write one line of code to select the Chukchi Sea region from your \"data\" variable.\n","# Save this as a new variable called \"chukchi\".\n","chukchi = data.sel(lat=slice(70,75),lon=slice(-180,-140))\n","\n","# 2. Write one line of code to calculate the mean of \"chukchi\" over the latitude and longitude dimensions.\n","# Save this as a new variable called \"chukchi_time_series\"\n","chukchi_time_series = chukchi.mean(dim=['lat','lon'])\n","\n","# 3. Set up a figure with a width of 12 and height of 6.\n","plt.figure(figsize=(12,6))\n","\n","# 4. Plot \"chukchi_time_series\" (time vs. sea ice concentration) using a black line.\n","# Make sure sea ice concentration has units of 0% to 100%, not 0.0 to 1.0.\n","plt.plot(chukchi_time_series['time'], 100 * chukchi_time_series['sea_ice_conc'],c='k')\n","\n","# 5. Label your axes, add a title, and add a grid.\n","plt.xlabel('Time')\n","plt.ylabel('Sea ice concentration (%)')\n","plt.title('Chukchi Sea sea ice concentration')\n","plt.grid()\n","\n","# 6. If you have time, answer the following questions:\n","# a. What long-term trend do you see?\n","# b. In 1980, was there sea ice in the Chukchi Sea year-round? How do you know?\n","# c. In 2019, was there sea ice in the Chukchi Sea year-round? How do you know?\n","# d. In 2019, was there a time of the year where the entire Chukchi Sea was covered by sea ice?"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/xarray/core/nanops.py:142: RuntimeWarning: Mean of empty slice\n"," return np.nanmean(a, axis=axis, dtype=dtype)\n"],"name":"stderr"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"N9jItPk18C8h"},"source":["# **Breakout rooms: group 2 — Chukchi Sea histogram**"]},{"cell_type":"markdown","metadata":{"id":"kbQ1hv0m78Bx"},"source":["\n","\n","First, assign roles:\n","> * **Timekeeper:** keep things moving\n",">\n","> * **Coder:** share your screen and write the code based on input from everyone else\n",">\n","> * **Reporter:** before the end of the session, ask the Coder to paste their code into the chat, then copy and paste it into this [Google Document](https://docs.google.com/document/d/1706OxGibOKR9HECvyZJhAsC75ar0HOoe5WPPvfLeFdk/edit?usp=sharing)"]},{"cell_type":"code","metadata":{"id":"1pPJKrsT78Bx","colab":{"base_uri":"https://localhost:8080/","height":426},"executionInfo":{"status":"ok","timestamp":1605664529465,"user_tz":480,"elapsed":811,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"20321388-3e32-4d50-b8c2-b195b8e01d98"},"source":["# 1. Write one line of code to select the Chukchi Sea region from your \"data\" variable.\n","# Save this as a new variable called \"chukchi\".\n","chukchi = data.sel(lat=slice(70,75),lon=slice(-180,-140))\n","\n","# 2. Write two lines of code to select the sea ice concentration data from \"chukchi\"\n","# from September 1980 and September 2019.\n","#\n","# Save these as new variables called \"chukchi_1980\" and \"chukchi_2019\".\n","chukchi_1980 = chukchi['sea_ice_conc'].sel(time='1980-09')\n","chukchi_2019 = chukchi['sea_ice_conc'].sel(time='2019-09')\n","# or: chukchi_2019 = chukchi.sel(time=slice(datetime(2019,9,1),datetime(2019,9,30)))\n","\n","# 3. Those two variables are 2-D and in xarray format. Write two lines of code\n","# to convert those two variables into flattened (1-D) NumPy arrays.\n","chukchi_1980 = chukchi_1980.values.flatten()\n","chukchi_2019 = chukchi_2019.values.flatten()\n","\n","# 4. To speed things up, I've set up a figure with two subplots (1 row, 2 columns).\n","fig, (ax0,ax1) = plt.subplots(nrows=1,ncols=2,figsize=(16,5))\n","\n","# 5. On the left subplot, create a histogram of the September 1980 sea ice data.\n","# Make sure sea ice concentration has units of 0% to 100%, not 0.0 to 1.0.\n","# Set the color to 'navy' and the transparency to 80%.\n","ax0.hist(100*chukchi_1980,color='navy')\n","\n","# 6. On the right subplot, create a histogram of the September 2019 sea ice data.\n","# Make sure sea ice concentration has units of 0% to 100%, not 0.0 to 1.0.\n","# Set the color to 'firebrick' and the transparency to 80%.\n","ax1.hist(100*chukchi_2019,color='firebrick')\n","\n","# 7. Add a grid to both subplot axes. Add axis labels.\n","ax0.grid()\n","ax1.grid()\n","ax0.set_xlabel('Sea ice concentration (%)')\n","ax1.set_xlabel('Sea ice concentration (%)')\n","ax0.set_ylabel('Grid cell count')\n","\n","# 8. If you have time, answer the following questions:\n","# a. In 1980, were there areas of the Chukchi Sea with full sea ice cover?\n","# b. In 2019, were there areas of the Chukchi Sea with full sea ice cover?\n","# c. What other differences do you see between September 1980 and September 2019?"],"execution_count":null,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/numpy/lib/histograms.py:839: RuntimeWarning: invalid value encountered in greater_equal\n"," keep = (tmp_a >= first_edge)\n","/usr/local/lib/python3.6/dist-packages/numpy/lib/histograms.py:840: RuntimeWarning: invalid value encountered in less_equal\n"," keep &= (tmp_a <= last_edge)\n"],"name":"stderr"},{"output_type":"execute_result","data":{"text/plain":["Text(0, 0.5, 'Grid cell 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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"-a4JdnQVAyYz"},"source":["# **Breakout rooms: group 3 — Arctic sea ice map (September 1980)**"]},{"cell_type":"markdown","metadata":{"id":"b5dHCBC_A_T_"},"source":["First, assign roles:\n","> * **Timekeeper:** keep things moving\n",">\n","> * **Coder:** share your screen and write the code based on input from everyone else\n",">\n","> * **Reporter:** before the end of the session, ask the Coder to paste their code into the chat, then copy and paste it into this [Google Document](https://docs.google.com/document/d/1706OxGibOKR9HECvyZJhAsC75ar0HOoe5WPPvfLeFdk/edit?usp=sharing)"]},{"cell_type":"code","metadata":{"id":"kf90d_uaA9qI","colab":{"base_uri":"https://localhost:8080/","height":480},"executionInfo":{"status":"ok","timestamp":1605664549042,"user_tz":480,"elapsed":1587,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"97f5eb09-9dce-4cf6-e509-1d1316a3e195"},"source":["# 1. Write one lines of code to select the sea ice concentration data from September 1980.\n","# Save this as a new variable called \"sic_1980\".\n","sic_1980 = data['sea_ice_conc'].sel(time='1980-09')\n","\n","# 2. This variable will still be 3-D, but the time dimension has just a single time.\n","# To get rid of the unneeded time dimension and make the data truly 2-D,\n","# use this code to \"squeeze\" out the time dimension.\n","sic_1980 = sic_1980.squeeze()\n","\n","# 3. Use this code to set up a blank figure and set the axes to use Cartopy's Arctic map projection,\n","# AKA a \"northern polar stereographic\" projection with a central longitude of 0°.\n","fig = plt.figure(figsize=(9,9))\n","ax = plt.axes(projection=ccrs.NorthPolarStereo(central_longitude=0))\n","\n","# 4. Set the map extent to -180°E to 180°E in longitude, 65-90°N in latitude.\n","ax.set_extent([-180, 180, 65, 90], crs=ccrs.PlateCarree())\n","\n","# 5. Plot the sea ice data (your variable \"sic_1980\") using pcolormesh().\n","# - Recall that pcolormesh() takes the X values, Y values, and Z values as arguments.\n","# - Don't forget to specify the 'transform' argument.\n","# - Make sure sea ice concentration has units of 0% to 100%, not 0.0 to 1.0.\n","# - Specify the colormap as 'Blues'.\n","pcm = ax.pcolormesh(sic_1980['lon'],sic_1980['lat'],100*sic_1980.values,\n"," transform=ccrs.PlateCarree(),cmap='Blues')\n","\n","# 6. Add a colorbar.\n","# Then label the colorbar \"Sea ice concentration (%)\".\n","cbar = plt.colorbar(pcm,ax=ax,shrink=0.8)\n","cbar.set_label('Sea ice concentration (%)')\n","\n","# 7. Try to add some formatting to the map. If you get stuck on any of these, just move on a different part.\n","# - Add coastlines with a resolution of 110 m and line width of 0.5 to the map.\n","# - Add gridlines to the map with a transparency of 50%.\n","# - Add the land feature to the map with the color 'papayawhip'.\n","cs = ax.coastlines(resolution='110m',linewidth=0.5)\n","gl = ax.gridlines(crs=ccrs.PlateCarree(),draw_labels=True,alpha=0.5)\n","ax.add_feature(cfeature.LAND, color='papayawhip')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":30},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAhgAAAG+CAYAAADRKX1+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydd5wcZf3H38+U7bvXW+7SCBAIIXRBSiAiVen9hzSlWADpoYsIGJqAiCKCiNJEQUABUZEuECmRkkAgpN0l1++2z+6U5/fH7LXk0i9X5/16XbI3O+WZvdl5PvOtQkqJh4eHh4eHh8dAogz1ADw8PDw8PDxGH57A8PDw8PDw8BhwPIHh4eHh4eHhMeB4AsPDw8PDw8NjwPEEhoeHh4eHh8eA4wkMDw8PDw8PjwHHExgeHiMAIcQDQogmIcSHvZbtIIR4SwjxgRBirhBit17v/VwI8bkQYp4QYsdeyy8QQrwrhDhusM/Bw8NjbOEJDA+PkcGDwEGrLLsF+JGUcifgR4XfEUIcCkyRUm4FnAPcW1geBnYFvgKcPEjj9vDwGKN4AsPDYwQgpXwD6FhlsQMUFV4XAw2F14cDvy9s9w5QJISoAkTvXW6+0Xp4eHiANtQD8PDw2GguBF4UQtyOKx72LCyvBZb3Wq8BqJVSvi+E+Bj4L3DroI7Uw8NjzOFZMDw8Ri7fA34opZyAKzZ+u64NpJRzpJS7SCkf3+yj8/DwGNN4AsPDY+RympTyaQAp5Z+BriDPBmB8r/Xq6HGfeHh4eAwKnsDw8Bg5CPrGUTQIIfYFEELsD3xeWP4scGph+R5Ap5SyaTAH6uHh4eHFYHh4jACEEI8C+wFlQohluFkjZwE/F0KogAGcDSClfF4IcagQ4gsgDZwxNKP28PAYywivXbuHh4eHh4fHQOO5SDw8PDw8PDwGHE9geHh4eHh4eAw4nsDw8PDw8PDwGHA8geHh4eHh4eEx4HgCw8PDw8PDw2PA8QSGh4eHh4eHx4AzoupgHHjQwbKttXWohzHoSMAyTQA0XaM9YxLS1e73g71eA3zwRSPSiCMCxey8RTGjsa/V+wtbkGaanbffZqiHsk4EDitWNFBdWQ5IpMT9Kbxe1pTsXjdWEgMgm0xQVVaCpmmF0lqC7n/7+d12IJdOkM8bBAIhQgFttb96T0a67PlX9iyRUtJf1roQXccRbqUvIdxlvcbhMVKQWLbEcSS6piDE6n8/qQQAWB433N8dB7+ZxLYsYiVl+Hw+fGrfZ9P/LWkHYMakUpoTacxcDjNvEBA2SIlUNHRFEgj4CQb86LrGUF0778375D0p5a5DcvAxxogSGG2trbz5zrtDPYxBJZNJ09bSTHFJGZFolMfm9fSw2rGimJte/gKAh0/ZGYC3F7XzwJ038qdPY4hgMZ8A2UcPGIqhb1YC+9+D3fIJ83170PH6nA3e3rIsFn72GTXjxjH5Gzdy3ZzvAXDBzCkbPSYpJZZlks/lyefzmPkc+Xwe1VjJs8//kxOOOhhNVdBUUfhfQS383nWjv+k9PwAty79kulzJyaecutZjpgwLgLxpc/MVZ3LnTy/n/U+b2GXb6o0+j97n4zgSy3awbPd/23awbAfTcn8AdF3Br6v4ev0o/UxcHsOHXN6isS1NJOSjNBZYTWj84GXBHoXX93xNxQhvTTqd5s5f3EtbSxPfP+csdF1nwYL5nHTdI2i1WQDG7TieaeVVVE/aktkH1FFRXjzIZ7ZuRMl2Qz2EMcOIEhhjCcdxuOrP73DennXUjKtD03Wam5up6fic37/4OulEJ7c1u19qoarc3b41kUiE5uYmtp2xC3+/4GAOufAPo1JcAAhflNIpW1Cyw45rXOej5XEAth9f1L3MNE0ee+RhFiyYzz1PL0BaGaRl8K+H8kgp6fhnjO+fez5VVVVr3K+UEjOfJ18QEPl8HtPMgwRN190nPJ+PYKiYWNCHkszQ3rKS6rLwOs/ryl1yzM9MRG5Txa9uvppjjz8Bv9+/2vE/eP99Jk2ejC/kWjzeeO4PHHfEQf0+kW4sQghUVaCqCv41rCOlJG855E2bfN4mlTUxTRtHSnRV6RYcfl3F79NQFE94DAf8Po0J1TFaO7Msb0pSXRbG18sSes+sXqYsaRFILaA+P4nTzvo+2UyGV194El3XmbrNtjQ+dT6TrvqCjl/sNARn4gEghPgt8E2gWUo5vbCsFPgjMAlYAhwvpewQ7k3iLuBQIAOcLqV8f3OMyxMYw5CzH3qD0nQ9S5Ys4fAnvuTw6e7TaEVFJdtNn86tl57LP5ZneP5j11304Inbk06nSaVS2JbFSrtgZh+l4gJgy6/vj53L0PLm48CJq70vpeSGy8+jsnocRx36dXb7yu5MO/5qzM4G/nHvNZx97O7c+8aD3et//bTvAvCdnSq55qoruP2Ou1BV94br2DaGYWAYWYxsFtu20H3+gpDwE4lE0X2+fif39qxFuRYiEg6RSqWJRNYtMsCd3E859XRuvfmn5HI5dtp5F0pLS3n9tVe57akPUEsmYLd+QedHLyCEwMx2EolM3ohPctMQQrjiQVch1LNcStfikTdtcqZDPJ3D6MgggIBPIxjQCPo1dE1d4749Ni9CCCpKQmQNkxUtKYqjfooi/jWIVMmWvsXuSx9sf9Lefd71xMWQ8zvgF8Dvey27HHhJSjlHCHF54ffZwCHAVoWf3YFfFf4fcDyBMYyQUnLhr56CLz9gUagWUTeD6TscxLUnr/7l/XZgPs9/7L6O5j5HL55GcbFrjpyamj+Ywx4yVH+IYNUWXH/dtey73yz22nsfN2YBmPitu/nB7ntx4XfP4K3/vMk9d99FYNw2xGYczFem6Kvt6/KdcwBIuYzvnHk2515zI3sefAT7TSpCIAgEgwQCAWJFRWja6tuvjSa7GsdxWN7QyLZT188F05rKQWwCB37rfHabXMIH779PesU8fnTeUfxi0ZYAiEARjz3yMP/3rVM45rD9ufH2X7Pj9ttu0Ng2F0IIdE1F11TCwZ7ljiPJ5iyyOYt4Ko1lO/h0laBfI+jXCfjUAbXCeKybYEBnQnWM5o4MqeYk1eURNNWL/x9JSClfE0JMWmXxEbj9iwAeAl7BFRhHAL+Xbp+Qt4UQxUKIGinlyoEelycwhgm2bfHyK68yLvk5S3c/jipFJZ1z/euBgmAwItO6XwP8+ahA9+tAav5q749mPrq4lu1vb6Bou/244sr9+NMfH+fBB+7nrHO+i5SSzMJX+aV2MLN9Pvbdbxb77jeLP8x+oc8+si+egZQSI2/TFs+SzVmYls3/OoIUV1Tyzqv/4v/2uqDbkrEhFB/4E5y2z/nBgbUIIfjazluy9ZaT1mvbaaGlvJbqiaEIphew59QgTP1qn/Vef2A2v7z9BibvtIR73pdsr2kkk+kNHutgoiiCcFAnHNSBoOtiMW2yOYvOpEEubyMUCPp1Qn6NUED33CqDgKIIqsvCpDJ5ljclqC4LE/RvmJD26EGNTZTSyg7Y/mS25RPchoZd3CelvG8dm1X1Eg2NQJfftxZY3mu9+sIyT2D0R9dEHPaPzNPJGQb/efN13v3v+5xz3kUIIbj6hc947HBfn/XWJR7Girjo4qOLawEwdJ3W1laOO+FEHMfhhuuvIzBxN9RIWbfwAlh0zUQAbMchk7VIZfMYeQu/TyMc0KksCaFrCpn2EHsecDjz332LK2ZfyuwrrqKsrGy9xuQ4DiU7H4WTzaKUbc3tV5yMoqhsaCbPzMpGXmvuP1Az/stdAHg/DoFAAH/ANRHMmrkXT/71H2y/01f73W44IoTA79Pw+zSKo+4y23bI5iwyhklrZxZNFYSDPiIh3XOpbGYiIR9+n8qKlhSxiJ/iNbpMPNaGtLL4px4/YPsz5t1jbErmi5RSCiEGPZ1wZM7IvTBtp9/l8xsSAEyrjQ3mcDaY/8xfRmrZx3z62WfMnn0Z8awrlu4/yDNRri9SShobV1JZWcm1V1/JscedwO9aFne/H0jNJ2/atGfypLImjpSEAzrFET8Bf3i1G+j507P8aYmfabt+lfTUadx2yxy+fsCB7P/1dce0/Pb+36DX7YJaOpl8ywoURWFj04RnVjaufQUJRtYglUjw9iN3s9u+4zjn1MNYtCKzUccbLqiqQiTkIxJyBXbedINHG9vS2LYkFNSJBHWCfs2b/DYDuqYyvipGU3uaxpxFVVnYywraYASIIb+HN3W5PoQQNUBzYXkDML7XenWFZQPOiBYYXeLCpynkrR6h0SUuhhuf1HeJniifffopT7/wT4xMGjVUxDUXXdi9XrXz+VANcUTy8et/4vMvFnHxJZdw8qlnsMdWOg1zppIxLJra02QNC01TiAR1asrDG/QUHI4W8dObb+WPjz/GjT/5MRdfOptAINDvutt+/3ckP30LtW7/gTq1dfL+O28SCoep2vMYZp+3hbtwhAuMVfHpKqW6SmksgONI0oZJIpWjqT2NX1cJB32Eg7oXNzCAdLlMOlM5ljcmGFcR8axHI49ngdOAOYX/n+m1/FwhxOO4wZ3xzRF/ASNYYPS2XFz5/GcA3D1LdpvDAW5/7cvu1w+ctOZ0xsHgvS+aeO/tN/jo/blUxHxU1E1hpz1mUlw1vvspLJCaz6ZXLxh7lBRHmX31dWy51VSMbJqGloXkTZuQXycS0qkoCW30E9hxkzoh1ckJJ57EX599hsceeZgzvnPmautJKTnE9z7/2PVovrh2y8LSXTbhrNaPXz38DLrPxzuPfbDZjzUcUBRBNOQjGvIhpSRn2qQyJg3NSYRw34uFfaie2NhkhBCURAMEfCr1zUkqS0KEg751b+hBoSLd4B1OiMdwAzrLhRD1wI9whcUTQojvAEuBLp/N87gpql/gpqmesbnGNWIFhq4qmLbTLS4AznzR4f6DFgC1fcSFYdqc/Pv3eOTUDb/hSyk32gzb0dHB3559hoULPyNlquz61X04/bs/xMrE2a0uz7uJHivVWIufGCiklNTW1mJlSmlasYxAIER1LIh/E7MRjpvU2ef3pUuX8uYbr3PTnFv6Xf8Xv32MidvthrJ4cG/Au1e6Vs93vlcxqMcdDgghCPg0Aj6N8uIglu2QSOWob06iqgpFYT/hkO6Z9zeRoF9nfFWMFS0pjLzdb2Euj34YRBeJlPKkNby1mjm1kD3yg807IpcRJTCE0xNEG7A6CORaun/P5m0AznzR5v6DetxJhmlv8HEMw+Clf/2Tue+8DdCd+rg2NE0jGo0Ri8XI5XIsW7aUouJiDjvsCE457XQ+Xh4nn0lgGUn2nGShazozA+vwsXusEdOyiafypDJ5fLpCXaSFcLGOEHkG+rLu6Exwx+2/5OZbby/EVKzOnvsewK/vuJFHT9xzg/f/wYcLaGxq5ZAD9tmg7XYurt/gY41mNFWhtChIaVGQXN4insrRGs8Q9GsUhf0EvJiNjUZTFcZXRWnpyLCiJUV1eRh1Dd8FD48uRpTAAAikFoAeBTMBKNw9S3Lmi6sEegqVR46IcPIzqfXer23bTD7qSvItXyJUH+EpuxKo2QshFGZs1fN0+Mipu3D9PxYCcO2BW3cvN02TZDJJMpFAKAp/Xuz2Dpm6zRR8iU8YZ6VQAgpV40II4fkyNwbbcUim8yTSeQCKIn7GV0c3640ulzO54paHue76G1arqNmbr1/yR6ScwvTX3mFlYwuHHTJrvY9x7COdNL/8EFd+9CmX/fDbG5UW69EXv0+jslRzU5YNi85UDqM9XXCh+PtUrfRYP4QQVJaGSaRzLG9MUlMexu8bcVPI4OGJ2RHYTVUNgtnVHMoVFvcftMpFLi1wTB45ccs+iwOpBb1e97gkcrkcV8y+FDVaSfGep1G8x/8RHLctoh8TV8k+l3e/7hIaALquU1paysRJk7rFBYDS8RHLmhKEgz6qy1bPWPBYO1JKUtk8DS1JljcmsR1JTXmYCdUxiiL+zSouLMviiuvv4OJLZ3cXMVsTHU+fixCCyy65iM54kl8/+MR6HWPaLfX4SuvwV0zmiEO/xq0//+1ADN2jgBBu3Y2a8ggTq4vQNZWm9jRLG+N0JA0cZ/Q1AtzcxMJ+asrDrGxNk0jnhno4w5RCFslA/YxQRt7InRyrp/1J7j/IfSK5/6jxuKclwWjmydN34Mmjwzx5dBCQBFLzC+JCEEjNJ5lMMvvSizn3/AsI1GyzRgHw/G/+xPO/+RMAd/ykZxLo2V/f1wC6k+eB9wyqS8MURdb89OuxOo4j6UgaLF2ZIJXJUxYLMrEmRllRcBCi2QWGkeOSa27le+dezPjx49e9Ca7IIFzLKWddyJZTJvPjm3+Jba/dRTf/sjqEEGQzBtO2m07W8G7YmwtFEa7VqyrGuPIojiNZ2hinuT2NaW24K3Us4/dpjK+OkkjnaenIIPtrw+sx5hl5AkOufiMIHv5HAO4/ogpDKcKIFFp42zlILARVBzW0ylaSltZ2rrv0bK6+9jq2Lk2x+Dq3l8Pi6ybz+VUTAPj8qgkFcbI6N+1pdb9eNUjTbxuE7RRn7RYkMEILgA0FpmXT3JFhaWMcx5HUVUWpLosMuP/cNE0cp/8aKslkikuuuZVLLrmM8Vttv0H7NSxA9bP/YadwzDHHcfHVt5LJ9F/Rb9ZDncx6qJOqqghCD5KId3oWrkFC1xTKioJMqiki4NdY0ZqioSVJ1jC9yXI9URWF2ooIjiNpbEt7n9uqCDFwPyOUETXzfby4ievm3NNn2Q2PfQKAtsMr/P2hn7D33m68RJ+y2XYOEKD4wckDkqXLVnDbr/7InBtvJBpo7zaKdIkMULpFBkD2hVMJHtLTR6a3uFiV727ZSdowGVcR8QKh1pNszqQjYWBaDiWxABXFRQM+2UopeefdD3n+n6+zvKGRk445lAO/1jcos7Wtg2tvupvrr7qQ8snTMTbiwdawYGVnnvCk3Vm4pcH0k+fw1q/Po6qyfI3b6BVbMXfepxt+MI9NQghBLOwnFvb3XIMdDiXRANFw/w3sPHpw4zJCtCcMGpqTjKuIeqXdoZCm6t37R5TAmD65iusu/wHdLhChcvN/HgVgtyP254cPvc7+T/+FI486hj332muVraXrXlH8fLRgKQ/+4TFuu+48/P48SAkI0EKg+CDfQVd8h3uluOoj+8Kpax2flJKWjgyWI6mrjHo3p3UgpSSZydORMNA1hZJYYDP0PxAsWrycPz3zIp3JLHt8ZTceyR+MU5Jj+qcf9BEYDSuauOlnv+G6W+8jEottlLjooqY4wMpOg0BxOdOPPZ9dz/s9395R73NNLJ7XkxWVb2wnkx638Qf02GSCfp1ghY5p2XQmc7StjBML+SmK+r0iXmtBCEFZUZC4qrC8KUFtZdT7vDyAESYweihM/gV3yVeOcks4l8/Yl382J3nqzhc4/on7OO6Ig/jqV/oW2HriyWdYvLSeW398YaEYTy8zuZUGVm0WtX5mPyklK1tTaJpKTVnIExdrwXYcOpM5Eukc4YC+WasEnvrdy9l73wP4xqmXUlxcQkXMz8HHwPTLXyCe7Jngv/hyKXff9xi33XE3Ijgw5eVrigM8eppbe2XfhMPfgXcu2RXMOEiH66QNtgG+YlfYakFeee0NOuMJiouGd4n70YyuqVSUhCgrCpJI56hvShLwqZQUBd229B79UhTxo6qC+qYk4yoiYzxTZ2S7NgaKES4zJdlnexrKtLSkEUIhtu1MXoidxLKV7Vx89S3Mfe9DTNPk+lt+STAQYPYFZ6FqPtAiuBaKTcN2HOqbkwT8bsMsT1z0j+NI2jqzLGtMoAjBxOoiKks3rHT3hnL0mbP54LNlxGJFfZZ/POcQcgR59c3/cv0tv+LhJ57jtjt+TjC6fk3NNoZXL90XQ4QxfOMw/HUYgYkY4ak0mqWkKCZl+bnm0u9y9Q0/Z9nyFZttHB7rh6IIiqMBJtbEiIR9NLWlWdGaIr8RtXXGCpGgj6qyMA0tSYzcmt3IYwIviwQxkgJzdt1punz35f7T//Z9sIOWlr7Wh/mX1WHbkj8+9Rxvv/sh5519MltNmVh4t/BHU32FGA3YmKZUlu3Q0JykJBYgFvYyRfrDcSSdSYN4OkdRJEBx1D9o1RUX5ibx6fyP+NtTT3DHbbf0qTHx+muvIjsXMnPWQRCdsJa9bF46MyaRQiCwpgpE2zyuuuEuTj7um+w0Y9sN3t97CxrZZVuv6PxA49bUcDu8+nWVsuLByGgameRNmxUtKSpKQoSDw6vtuyjZ7r1N6Uy6PiiRGumfMXAVuI23frrZx7w5GDUCA9yaAl3Mv6xuPffaE2OxoeRMmxUtSapKw4QCw+tLNByQUtKZzNGZMoiF/ZREA4MUANZ1DEnsu+8CYMcbOGe7Dn5y409HRCErX+Jj5txxPzvvsC0Hf33DKnx6AmPz4tZmMWmLZwn6NMqKg17MQT90PXwVRwPDKk1/0ATGDt8esP0Z/7lpRAqMUfWtmH9ZXffP+rNx4iKbM1nRkqSmPOKJi1VwhYXBkpVxbMdhQrVbv2LQxIW/FMJ1oPZ0PVWLarlnrkbR1vvxxhuvD9uUup+9uoifvboIRVG58uKzaVjZzIOP/GWoh+XRCyEEtmlwyewfsc9Bx7PNV77Jc/96i2tv+gW102ax4z5Hs+M+R/P8P17r3ubSa25j11nH8+qb/wVgybIGRMl23H3fI93rnHvpDfzu0dHzt3bLi8dIpHO0x7PD9ju3efAKbcEoExiDRSqTp6ktQ11llIBXKrcbKSWJVI6lKxOYlsOEqhjlxaHBT9XNd0K6HuwciXtd0W8mOlAiVWjbHkW8s5Orr7ycGcdfwAG3PDe4Y1tfopNB8fGdU46lqqKMOXf8ZozdoIc3P7z8pxz89b1Z+O5zfPKfp5m+7VbE0znOOv1E3nv1z8x7/SkOPXAmAJ8udBsvvvbcQ9xz/2Pd+6isKOOue/9APp8fknMYDBRFUFcZJWe69W28a3hs4QmMDSSeytGeMBhfFfX8rwW60k2XNiYw8hZ1VVEqSkJD1DJbFrKLJF3WqcS9u5J99EAAhKLyrfu+ZN6EI6nc+Ws0zv07P7v91mF147to3ykYMoAR2hIjsi2HHrgvB8zak9k/un1UT0YjhXg8yWv/eY/vnHIMAH6/j4m15RRH/KiKYFljgrbOLE7hmrJtB0URCCH6XGcVZSXsP3MPHnrsmSE5j8FCCEF1WRhFCFa2pobVd22z0dWufYwX2vIExgYQT7mplXWV0SGaPIcfedOmvjlJKpOntiJCZWl4mPqje25q2UfdtGZ/UQUP334DZZO25+IrrhsWN76L9p2y+sLoFHbZZRd+cOb/cfHVt9LRGR/8gXl0s3hZPRXlJZzxg6vYaeYxnHn+taTTGYQQPPD7P3HEcadz/mU/5qNP60ll8my37ZZksgZ7H3IK3/v2CX32NfuC73DbL363zpLyIx0hBBUlIQI+t2rqcPiubXY8F4knMNaXeCpHPJWj1qtUB7iZIS0dGVa0pigrClJTvvlqWQwU2UcP6BYXL53Sk7a6465fZcYuu/Oz228dqqGtFUP6MIJbMPP+LNdfeS4HHnUWL7705lAPa8xiWTbv/28B3/v2iXzw2pOEQ0Hm3Hk/3/v2CSz64O/Me/0pJo2v4Y677yWRzlPfnOT2Gy/nvVf+xNdm7tFnX1tMGs/uu8zg0T8NU1fdAFNaFCTg08aOJWOM4wmM9SBREBd1lZ64kFKSTOdZ2hhHUxUmVsdGbJDrS6cUsXtZAwCnH3cou+32FW7+6Y3D+mmyZMKuvP7C75lz52+44dZ7h3o4Y5K6cVXUjati911nAHDs4Qfy/v8WUFVZjqqqKIrCWacdy7sffMy4igilsQArWlO0dmb67d565UVncfNdD4yZCbesKIhP11g5qvuXeEGe4AmMdZJI5+j0xAXQyx2SzTO+KkZJLDAqiortXtZAIDWfmfvuxzcPO4JLLrqALxctGuphrcbHt3yDi/62iCvnhng7eBzLGlZy7GkXrLFpm8fmobqqgvG11Xz2+WIAXnrtbaZNncLKxpbudf7yt38xfdutAAgFdCZWx1AUwdLGOMlMvs/Eus3WWzBtmyn89e+vDOp5DCXlxUF8mjK6m6QpYuB+RiiewFgLiXSOjqRBbWVkTIuLLnfIytYU5QV3yPCMs9h0tps+nZtvvZ0n//wEv/vt8H6qvO+eOzhw1l7sccBJdHYmhno4Y4q7b7mSk8+ezYy9jmLeR59y5cVncdmPbmf7PY9kxl5H8fLrc7njptnd6wshKI0FGV8VI5nJ09iaRvaKC7rqorOpX9E0FKcyZJQVufVDRrXIGOOMqkJbA0kyk6c9nqWuKjpmO6J2ZYe0xbMUFypwjgaLxbowItMAePutt3jm6aeoqRnH4UccyaTJk9ex5eYnXSi/3JkxyZuu5eL4mx6Gf9/Gg/fcyK47TfcKbY0AMoZJc0eGcEAfxBoxww8pJS2dWRzHoao0PCj3l0EptBWrlf5dvz9g+zNevnpEFtryijj0Q8oTF5iWQ1NbCrVQLGe0Wiz6I5CaD8B+2xdxyAV5pDmfq+7+GxeetDtFxcV8/wfnEQwGh3iUPUQnbMvfnn+Mg44+g++ecQI77rrnujfyGFK63CYdyRxLG+NjthqwEIKK4iAtHRma2zNUlo6iXk6j5Tw2gbEza6wnqcITe13l2BUXiXSO+uYEJbHAqHaHrC9CD6GVT+f6G24iFAzR2dk5ZGMJ+zXCfo3KqB+fruDTFe44Zgdeidcy+4G/8+WSZSyrH/xGafl8nrfmzhv0445kXLdJgLrKKG3xLM3t6e7aGWOJrhRWBF4xrlHG2J45ViGddcVF7Ritc2HbDitakqQyJhOqYoSDvqEe0pCTfekcAL553mmc8vD7/ObfH1JdPTzdD4qicOOtv8K2Jff9bnBcidmswa8eeJxrbrybPz3zD68L7Eagayp1lVE0TWXZysSY7EIqhKCyJAQSWkaFyPCySMBzkXSTzpq0dLqWi7H4xJ7O5mnuyFBWFPS6wq5Cl8g47mkDYFiYcHVNoaa40GtFgq66Y3pjUYLJW04lohn89Ge/4fILz9ws46265BOMRW9gdSyjfJdvsPT+64gve4+f3/d7rrn0ewN+vNFOlzUjHNRpbE0RDvooK0u6QXkAACAASURBVBodWVrrixCCytIQTe1pWjoyVJSMInfJGGXszaT9kDFMWjoyY1JcOI6ksS1NR8KgrjLmiYu18Idv7cxRM2qGehjrRqgcfPRpfH3WPlx+3c9IJtOb5TBWZz3hXU7EV1oHQqGopATbdkilNs/xxgJ+XWVCdQyQLGtMkDeHb02WzYEQgqrSMLYjae3MDvVwNg2vVLgnMHKmTVN7mtoxKC6yOZNljQkCPpXayii6NrbOf32RUjL3vY+Zc9MN1NWNH+rhdKMIgSIEtaVBymN+ymN+ikNuoODpf/yUexq35JdLZlB+8E8IHnDLgPYxSXy+ADOnEZ/3as9CLcq3jj+Mh5/424AdZywihKC8OERlaZgVLSk6EsYocBmsP129S/KWTWfSGOrhbDyei2Rsu0isQsyBW+Z65P4RNxQp3aeDbM5iXEUEnz68S3wPFa+9+S4vvfY2lqOQrtqBP9VvjdLk54yhHtgGoIRKCexwHHa8gSt/8nN22WEaJxx9MMoABDArRZOwmz9ku6nlnPH4RzR2ZIASpi9ejuM4A3KMsUzQrzGhOkZrZ4b65iTVZeFhX45/oBBCUFMWYXlzAk1TiHjxYCOSMSswHEfS0JyksiQ8plqu502bla0pIiEf46uino9zDbw193/c8eIX7HnkD1E1nW3DPp5c/N5QD6tfpARfwfqmqwo54JvTKgDYsW5vViRcy0V7ymRidQMXXX073zhgbw6Y9dVNOu4Zl5zG3MfuWm35oYcdxQv/fINvHDRzk/bv4bY7rywNk86a1Dcnx1SMlKIIaiui1Dcl0VRlZN2nR7hrY6AYk48YUkpWtqYoivgJB8dO7nkyk6ehJUlVaZiyoqAnLtaAlPDHZ15ir6NPRdXc6+PYHer4/K4j+PyuI4Z4dJvGnvsexB2/eICcrXHBFXN4590P6YwnSCbTpNMZDCOHaZrrLD+efeZYAISiUhXzURH1UVyY+PbbbxYvvzF3s5/LWCIc1JlQHSORztPcPnYqX2qqwriKCCtbU5jWCItH8VwkY9OC0dKRwaerFEcDQz2UQaHLJWLkLSZUxcZkCu6G8Le/v8I3Dj+WffbecsjGIKXEcRxs28K2bGzbwnEkUjpIKXv9ODiOu66UklQqRzabxad1ghCUYuHzO0ghGO+Hnz7/IRI494AjmTlzJn9/4W+89e58bMfGtkwc28RxJNmC0PjmQfuy1x47r1GMav4gRrKTonAVAC+cVAR2hunbbsWvH3yCraZMoKqinMqKUkpLilDVsWHi3xyoikJtRYS2uEF9c3LM1Kjx6SpVhXiUsVz8cCQy5gRGR8LAsh1qyiNDPZRBwbYdVrSmCPg06io9l8i6sG2bf7z9ObfePnBlfvvDsizMfB7TzGNZFrZlYdk2tmV1P50qioKqaaiqiqZpCCEQioKiKChCuL8LBSEEEjfg01By2MkW0COAxLZzWIoFyELvCxsF+PGLC/EJSV7fGX2CJOxTEApYloOFQs4W/PvfH/HsvR9xzCtzqaup4MSjDqKoKNp9Drl0go8/XsrSYAvQwn57TwEcyLVy6omH8dnni2lu7WD+58t55a15tLW2kE5nmLrVZE7/vyO9GI2NwA0ADZLKqixvSlBdFiHoH/238VBApyQWcEXGSLmPjYQxbmZG/5XZi1QmTzKTp26MxB4YeYvG1jRlxUGiIS9Ian148tl/ctzxJw7IvqSUWJZFPp/DzOfJ5/OY+ZwbAKmq+Hx+dJ8Pn8+PGgqjaSqqqq3XxGvZrgjRVEHSsOhMm4AkYwpUVSVd8H7GbY2E7V7rjpSEggqfNmWAAKoiSJomAFFNR0GQsy00JDg27RlJoGQr4jOmc+SkFA//5RUsy2S3naax9ZQJpN97jqqdD8EQ4Eh47PCea6z6Urfc+oGzdgAFHr5oB3BMyKzgv3Pf4YIr5nDmKccwY/rUAfmsxxqRoA+fpna7eseCNTYW9rstDNrTg9a3ZOMRI9q1MVCMGYGRzVm0dmYZXxVFGdYX5sAQT7mdYL0skQ3jsufaCb77CYF/pXnrqq+t93ZSSkzTxDCyGNks+VwOKSWapuHz+9B1P7GiIny6D2WI3QTbVIUAsBzQFLenihCCkK7QZXFXFcH07x6IYTp8sDzBLnt9lV2+uh/ZjuU89eRfuOWx1ymrquKCQ3cipku+bM1yxYtx3vqkjRVtGQTQO0rgB39ZQEhXCg91O3DHz/bjN/f9mmdeeJkLv3cKkUh4MD+CUYFPVxlfFaOxPU02l6KqLDzq722lsQBNbWnaEwZlRcOnH5BH/4wJgWFaNo1tKWorRn8JcCklze0ZbMdhQlVszHZp3Fh8JTXkOhsJVE5a63qO45DLGRjZLIaRxTRNdF0nEAgSjcXw+wObzQXQ0J4lk3cD3gzTJmc5pE23vHQib7IFsKA5A0BLyiRXKNakKgKfrjKxuK81a11PgjuNj3HjS1+Qs1zJ8M+O3Tjl28dQGfazsDWDHlRZbMXx4WA7MLUmyCG7ViERBAIKpZEILy/P0Dum/OJ/tZOoOZIVdgOPfP9+jt1aUF1Zxqx9dmfaNlP6jMm2bfJ5k2Bw9D+lbyiKIqgpC9OZzLG8McG4isioTmUVQlBVFqa+OYmuKcM7o2aUi731YdQLDNtxaGhJUV0WHvVP8qbluCmoQZ3KmFdmd2N4/dLtmfPIOxx90k59ljuOQzabIZvJYGSzSCR+f4BAMEhZeSW6rm+2z9t2ZHeb9oFIHqiPF9wifoWQT6E44H4vwj4FXVHQCqK0OqTxSUuqz7b/nLeyz+9bl7vWkG9sW05b1mTnSSXc+sQn7KGXIqSDrkiw88yqdPCJPAFfAFvz8felbrXPQHE52xx+Fq8nc+QSrdxzz3scW/M8Qigomg8cE1VVWFbfyE+uPJfqqopN/wBGGUIISmIBAj6V+kLq/WjOjhNCMK4iwvKmJLqqEByOXWgFnouEUS4wpJSsaElRGgsQ9A/Di3AAyeYsGttSY7bt80BRUV5KR2szAHM/b2FqpU4mncIyTQLBEKFwmNLSsiF1czy3sLH7ddywaUlZ5AopfJmcxfailbfb89i5LJbS84QX8GtsWRPboGNtU+66LkzHIaip7DLODfIs8ftozub63eaHx0zDdiTFXcWRAj5Cmuq6jHCwc2kOrJaoQkVqpTw4r4UOJP5YOV/95rE0AF/bqoSKoJ+DJpmgBki3LubyH/+MO396uZeJsgaCAZ3xVTFWtKTImTalsdFr8enKqKlvTlJbER31D48jlVEtMJraM4QD+vA2ow0AqUye1kKjttFsHt3cSCmpPeXP1ESDlItOFJ+CdKKUlVeg674hsQilDIuUYRHPuFaHxpRBdcRPY8qd3B3bpuHjuTQvX0SmvRn0IJN22oIvX/kf6aYlbH3ydX3219iR6XabtWsq0aBOPOCKk+KARmlIRS+4EQ3bocinY66hJoZfUejIuUW8WjMmCcMmYzqMi60eUBzUVIoKT9WtaY2AUoJ0bPJGljN3KEFaJv5AkHA4zD3vNnVv9+ISnQf/u5THjy7hnNNP4Gf3PMSl5397Yz/OUY+mKoyvirKyNU1ze3pUNwzTNZWa8ggrWlKMrx5u6atekCeMYoGRSLnR+iWx0FAPZbMST+XoTBnUVY29XioDgZSSjGGRSOcwchaTAq00+3fkK1f8m/o/nIFfHx6faVFI7xYZANURPwuX1fP8A3dTNWMftvrK19BiZWTzNlHRyJRv7MbSfz/OovlLUIMxgiEfEycUb/BxE3kTtTBBdXlnspZNZ86k1O8KidZe4wJYkchjmJKWtEVFWKM00Fdw1BaFqIz5CRQ+2/eXduJXFWwzh5U3OGdaEKHkKIr6ue7fywEBkclM38HPsy/8m/qGRupqqzf4XMYKQghqysO0dGRY2Zqmpny4Z1xsPAGfRmksQGNbmnHlkeF1nsNpLEPEqBQYubxFe8JgfPXoTUeVUtIeN8jmLcZXesGcG0oubxFP5UgbJkG/RlHET2VJkP9+vJj6/94B9LRAH0pSOYuWhGutaEhlWZbIcvMj88itXMDp4z/npXt+SCTSW0QrvLdA57Jtozyq13DRPxtRg65bZOmyTsJhn/sT1EhhkslZJP0aQZ9KR9qkMakR8SnkbMmMmp796v2I18XxDEvaczQXxpfMmkwdF8Uw+waKfNmRIR+z0RWFkG91C9t2tTECuopE8mVTGr+uogubbDrJdXuVoPt8tMZTlEXKae+MUzuualM/1lGP2/o8THvCLco1riIyzJ7wB45YxE8mZ9KZzFEyit1CI5FRJzAcR7KyNU11eXjUfqGklDS1Z0BKaiuGmWofxli2QyKVI5nJo6oKRWE/5SWh7tS+E389j8NOOJxbX/2SS/fdAnCvp+Eo3owl/+XWB29Y499+3kcLOPWWl9CmHoavuYPgpA2flD9cmcF2JAFdIaC5x7EdaM9aTK3oeyNPZl0rxif1caSEQMEn3h4LsP+WfS0nOdOmMW7g1xSqi/vuZ4uqnlTLVl2nJKSTyxskEwkWznuDGTNmkMvb+H2qd92vB6WxAJoqqG9KjuqO0ZWlYZY3Jgj4teFTeMxzkYwugSGlpLE9XYioHlWn1o0roFL4fSplRaPXvzpQOFKSSueJp3M4jiQW9vdzoxV8vrSVT197jv2+czk3HjL0xZ+yeZuWpGsdWJ5yU07nN2X4siWNL+BDD4X57cNPcfr/Hbla0GN7Z5xX/vUPtKmHIQo3ubamTgAykSBGLEC2UHjN71cJBfXuz0MRgqBfRRWC2tI1uxdfXdgOQHNHls7OLLbtCrGJ44tWW/fjpgy1RTodRid10SBblPatohssWDUEfa/l8qgbO/Xsp62cvkMJ99/5LD/83um0JbKYpkM07CMW9o+pTsgbQyzsR1MVljclRm1ApCIENeURGlqSw6cdgndvHl0CI57KIYCiyOgM6rRtN+U2FvaNicp9m4JpOXQmDVLZPJGgj6rSNacp//Vfc3ns5U+4+vo5bFNVglGoGxFYZX3T7gl27M9lsF7jKuwjbzn4NRVtPdww4yOhbpHRRfHuJ7HTDIOLrrqFYw8/kH323AWADz5cwAtvLuSX741DiA5QVAivX1n8VYs0LemVomrZkmzeTZXtjLvux+aO7Gr7WLo8TiCgEYn4KY32/z1MGxZBn0o2v+7mVY9/sAyA9hXzCQb8lJe6WSy245BM51nR4tZDKIkFh8+T6zAkFNC7J+DqsvCozKrz6SrlxSFWtqU9y+4wYdR8I42cRWcqx4SqDUvDGymYlk1Dc8or+70OsjmLjqSBadoURwNMLC5aa3XDcee+QnbxXGK7HMPxes9NN2c6qwmMLixbYtl2tzjQFGW9H1Z0VekjVCxbdu8nkTXJW+57mZxNczLHgvYEAAtbDD5bkaC1M0vj54sB2HnvM9lpxxk88eSzXHPj3aiqQklxESKyFULUdx/D7GzFTLnXjJGJkk0FCIQD+ApBmoGAis+ndZ+Dogh0XWVcxZqra366qI1UMoeZ6wnwLK2IrrZea6H3TzpvUxnRqVtllfZUnlhQX2Mw7Yk7TaDk0Fvp2K+N007q6WSrKgrF0QBFET/ZnEV7PIvlOJREA0RDQ5PxM9zp6kfU0JyivDhIZBTeR6IhH1nDHPpKn8LLIoFRIjBsx3GjiCsiw9Jfvqnk8hYrWlNUl4aHZ1GZIUZKSSpj0pE0UBW36FDQr61zksnn8yQ/fI6SmWcBMLkkTMCn0prMEw30/Wo0dhrYhSpXqiK6Uy5hwyyhhmnTnMh1uxTAtZQIAQFdwacp3SJjTew0cwYfvPYhqAFE0VaccPoPOUFaBA+/D4Af7OWAmQd90yaQ+qYU+YKVIZs1SaeMbkFRVrm6kE/Es4TCflKpPEIIVFUwsaKv9aQ5m6M5m6Mi4Kck4KMotH7X86UPvMf555y82nIhBKGATiigY1o2HQmDtniWWNhPccQ/PEzlwwhdUxlfFaWhJYVlO6PSElpREmJ5U5KgXxvamkCeyB35AkNKSWNrmtKiwKj0LRp5i5WtKcZVRPGPwvPbFGzHIZ7MEU/nCAf0Da7W+rN7HuK8yy+icvwWbFXiPq2ncxZhv0Znpsea0CUEVCGwpSSTs8nk3Ik35FcpC/s2Kg5g1QDSefVunIRPUcnZNk0Zg0VtbobGl80pWjqytLW5rpLySeOp/M4TmDmTfKEWxWqYefcmlzdAc2+0Vj5LyoiRywbRdPfrr+kamq6haipKYUIeV7t6LEVvGpe3kTNySEd276eo3N0m2ss10p7KEfZrNMVt14oR7XvDj2dN4lmT8oif4vCaJ4PHr/0mH8//nB2232aN6+iaSmVpGMeRxFM5ljclCfg1SmIB77vTC1VVqKuMsqIliZSMusyLrjTd+uYk46tiozawdSQw4gVGR9JAU4d5TfqNJFcQF6M1MGtjsR2HjkSOZCZHUSTAhOrYBmcMHXLX+3Q2xNhqagWVq7xn5G10TSGTt7vTKpe1uxO7QBAoiIlwLytHV42KaFBbq0umsTNHSzLX3cU0X3CX6IrSb1rstMog85tXj3XYKPT1n0hWrkhg2zZW3iJXqNiZM3I4OYNQcf/1NHLZHKqqousK4XD/1pNPm7OUhzRUISgp1McoL8RMrSljp+P5S/nXfz/ljTceXqvA6EIpWLGKo37SWZOmtjSaqlBeHPS+RwUURTCuMkpDcxIhGHWWDF1TqSwJsbJ16Nq7e266ES4wsoZJMp1nfPXoi7vocouM88RFN44j6UwaxNM5iiMBJtasPb6ifwStbe0s/s/z7HbqbA6bVg5AxrLI5u3ujAbTcvioJQ5Akc99so4UntQNy+HTjgTjwkFqogHaU3nKIj2Fo9ZE76DGqK53i4wu3ljmWjD8msAwJenC+l82p1jZkqaz0yCVcIWOmTOxLRvb6hUoqepgGoBwgzsBbBMc2/3JG+4y08A0gpi+EOju5K4oCqqmIhQBEkoqS9Z4HpnWZrAKVhPHJu8PoUVWt3ik03lsW5LJWQR0lcgq/TEWxVOUGj5UISiPrf0BobyymtfrG9e6zqoIIYiEfISDOhnDFetuIGDQq3iLG9RbWxAZMPpERjjoI2O4XbQrSga34KLAExgwggWGZTs0tqepqxx97ddzpu2Ki/KIZ9rFTTWNJ92KpUVhPxOrizYq1ubam36BUDSKKsajzjiaRMakJeNOlBWFgLdPW92gyt5REPG8yWct7sQeKoiIklDfr45h2himjeW4cRolYb3f63JBS4KmtDvRN8RNWtMmtiO7LSWxwPD4e3c0d2DbNrZpgZGEfMGKkjcgWtbvNkIIsulsoXW9Q3V134jO9lSO9lSOloBOU8piv0l9LSESt7Gbusrf1nYkJ//yLTL1k1F+fAdXX3IO4fD6TxgLv1jCCd++GHBF6uKl9Vx2wTmcfdoxfOvsS1myrIFJE2p54sHbKSkuwnEcTv/+VXzx5TJ+c9eP2W7bLXnljbnMOuwMnn30Fxx2yCwAvnnC97nkvNPZb++vrPdYhhuKENRWRGloSSKEGHUZeOXFQeqbk93ZZB6Dy4gUGG7cRYqK4tCoexLJmzYrWpKuuBiltTzWFyldX3pH0iAa8m+UK6SLzxct5fmWMmYcdDzLAT3Z3P1eQFdImxaLOt20zK5uoi9/4VoUdE0hpCuEfQoZ0yGkKyxsMTBtydJEhomxEDUECPs1UoZFpOA6aYrnut0eEjdQFKAqHOgWGV10uWOem1uPz6eiFdwwluWQyZjEO7NkCqmqRtrAzOV7LBOyIIccu2BZkK7lAsC2et7vsmrkDbDtHisE4AgFp+t9RcVXspaupfFm91hd5DLQjwWjrS3d/RSnaQpTJhQT6RV0tyyRZUpxmKUdmTVaMHp3jw1N2pnzz57JFdffyZmnHMOM6etXr2TqVpOZ9/pTgNv6vXbaLI46bH+u/emv2H23nXnhz/dx288fYM4d93Pzjy/mH/9+k9132Z5br7+YK66/k9/+4gYA6sZVc+PP7usWGKMFRXFFRn3BkjGaRIYo1MdY3pTAr2uDVzNFFH7GOCNyBouncuiaOurSrPKmTUNLkpoxLi6klCQzedrjBuGgPiCFc4666W9suf/xJA2TaEDnrAOmEPa5++yyVpiOw2uLXLdIf4Fhr3/WSiSgEwvpVBcFWNyeY3Jpz814SXuaqkgAR0pM20EgMG25WmzF+yuSLGnLsKI9Q3t7lkSh1PbaYhc2K/2k0+XbCu4II+0KEdvsme311ScgK9lJSkr8AT9mziSTVKmq7etmWbYySTCoUxr1E0/n2aLXZ9fQnqUi5qcssvr5K0Lw7k8OpCSkgp3jzjkV3PWr3/H2u//jrNOO2yBT9Euvvs2USeOZPnUyr7z+Js8+/muWNyX45qEHcczJ3+PmH1+MbTsoioKiKMheCmeH6VMxLZN/vvwfDpi153ofcySgKIK6SldkCMGoimnTVIXKkjBN7W59DI/BY6NmMSHE7oCUUs4d4PGsE9Oy6UgaTKxee5T7SKNbXJRFRm0V0vUhl7doas/g05X1buD20qtvU1FW0uuJVtDTmgscx8Ey0uihKNtURykOuk/q6bxD2Kfw7nLXcpE3HRwpUYTAsh0+WtQG0G1NCPVKqWyMG+QtB9uR2FLyZTzN1iV9b15dPUQUxe0psizZt1hWF7GYv1tkzP/gS3yF4MeuOhWO7biuB6NQ+Mq23AnftsAqWCpU1bVQ5A1wSsDs1UpdOq5IUPUeK4aVd90eitqzzD0YxMrX9nH3uEvA3Vb27T2iFqyKLY1xhBAIRaBqKuNq+7pEPlyZpi1jURPTqe7H/+84EiFEd+GzZe050oZF3qrlwgsv4J03X+HqG36Oogj22n0nZu2zO37/2gXa40+9wEnHHApAU3MbU6fUIaWkI+JnZXMriXSOA7+2J6eccwW//+Oz3HfHdX22v+qic7jmprtHncCAgiWjMkJDs3udjSaREQ7qJNM5Euk1ZFwNOMKLwWAjBIYQQgNmAT8UQvwZuABwpFzlLrNZkDS2pakqDY+qehemZRcq7EUIjNFqhLbj0NaZJZuzqCwNb1BVxlfe+C/FRVHe/3A+p510ZCH9vEdkvPz6XMqm7oZt91yihuUQN2zSeYegrpItTGLvze9pFe7zaSiKwLIcNE1hyZJOigu9M0pLgt2VKhe35Zhc5ud/TQm2tmyqQwHiadOtBdHrOp0QDbEsmeGdRW00t6RpLZiks6ksmWR6nXnzIhDpERmbk3izK166kI4rIqTTV4z0JtGKbaTI+IKg+SiqWb3b6YqGTgJBP4moj92m9e2NsqQzTWfW5PMm2GNKKU4hlkUI99C9i5MB/K8ljJx8MDf+ZF+sTCv/eWcec+68n1wuz9StJnHoATOpKC/ts00+n+fZF17mp9de0Ge5EILSWBBVEWSyJvGUw0P3zunXijhzr10BeOOt9/r/HEY4qqJQWxlxLRkIokNhUdtMVJSGWNaYGLTjeQJjIwSGlNIC5gghJgMBKaUthNABcx2bbjK2LfFp6tAWTxlguip0VpdFxmSpYykliXSe9kSWkmiAipK+/VVWNrbw4ScL+Wj+QhLJFKqq8qPZPwAk2azB08+9hBCCGz7dAbPxExZ8dgfnfPtEkDa2LbEsm7/+/WUqdz4PwDWz41bQBAj7FNJ5h/cXtmAYFqqqYPeazJYucmM1dL9OIBSgs9PoFhlNvUplOxLGxdzrsjFjUB1y13m/qaNbZKxI5Fna1jf2YjWavqTrGSvvD/VUBOz6TPK5gvXC7Jn0+36g7jK7n6+jdHr8QdIBaRUsEE5PTIVQ+nWB9JzoKuW9pQQnvVrgZ7yxuUeMqBrl48oJBHv2++GiNkIhnZa4j5rpfS0mCxpc4WU5Dtv36m1i2RK/rpK3nG5B+M7KEI4cz8wDJjLz69+g7sLXMF9r4PyHH+AHu+uUlRZz6AH7sM3WW/DCv95g5x2mUVXpHq+qsoyVjS3UVFewsrGFyooyqssjZHMWjW1pgn6NsuLganE/V118Njfc/ms0dXR+X1XFrZNR35QEwaipHKwqCpWDnE0y1tlYF8m+wB7AAYVFRwohTgb+KKV8bKAGtyqW4wx6utHmxLYdGppTVJWGxqS4MPIWze0ZfLrab5zFbXc/iKZp7Lbn/px13jEURSOMP3I2057+O//7+DNUVWXOKyon/PC7HLYj/PV5uPCSM7nivif58ytLuPfs3dAw+dbxh/FMrgSfJrrdIgDvLekAIGO4T+uBgIZhWCz7orG74JSqqSiFCcbIGBgZg3wuhGU5lJQEaerIUlXiliT+sCHFhw0pSsI+wn6VsE+hKqKvlhmxcGEriUIJ8GxnJ+QzrtvBSK/ZQjCYmLkeq8X6PoWlO0HzuQGfigrFfS0Y7U3taLqGz+8jFdeYNKUniPSFj1sJBzQCusr3d5/YZ7t5SzoRQjCpwv3eW45D0K/i0xVURdCRcoXUja83s3VZiDvO/goX3jeXi88+GIBbf/cGlVVf8MTTL7Lgsy+73SMAhx88i4cee5rLLzyLhx57miMKwZtBv8aE6hjxVI5ljQnKioJ9YjEO/NpeXHPT3axsbFnPD3TkoSqui7K+KYmqiFHzUBcexEwSz4KxcS4SHbgI+IOUslkI4QMWAPcAs4X4f/bOO06Susz/72+lzt2TZzYvYUkLSEYQVDIYUEzg6aGoZ8IcLuDdqfjz5MzK6YnhAL0TECMYEBAEFYmyLLsLbN4JO6lneqZzd3XV9/dHVXVX1/TM7sKmWfi8XvOanorfqq6p5/k+z+f5POJc4ANSyt2kDtSArqoHTGpESsnQuNNb5Pkm/23ZNumpEuVqjd72WMu00Dev+1+OO/E0zj3/AtBifObODcAE7ceeixHezv19l6FoBkryT9x6/e944xUX8Y2PvJQ7R+HMiy/l14N/ZXTZyQA8VbZQFajWJIYmeMYVrkpGDLIlJ16wYd12AGo1x9mwLRtFVSiMjdYF7PNHiQAAIABJREFUqtRQiJBvFr59u+MkFIvVervyjgAD/9ZHh53jSUmlUiOfd86X7EjWnYwm2FYjPeFVecyWffRHL4TSHInww+NJ2BZgzdzHO76UIK25nRw/IXSuF+jUiBt5UUAR0LW4afXWTeMIIdBDOi89dWl9+fWPDxHSBLaEy45uOClbx4uoikBKSTzSeF66kyFqvohTVNO47v2nkzA0LvvKH1HCCaovOouhJ7/JXX98gOu+9un6tv/80Xfxpis+xg/+9+csW7KQn1z/Fd+lCdoSYeJRg/RUkbFMCdtunOdTH3s3r3nLB2e//gMAqqKwsDvB4Fj2BSXhZ4EXHAwQu0qdEEK8DXiPlPJ03zIhpZRCiKXAF93107t3qHDS8UfLR+/9ye4+7F6HlJLhiQJhQ6PjAJPp3RGKZZPRyQLtiTDCNln79Ea29g+xtX87lWoVjztxxkvP5rxXvoGP3/4MKVcbwpaSbldOeqpc464nnfTF5S9ZTNiNONRsScrtFDldMUm7CpsjOVc5s+Y87yXTIls0eWiV41gUsgVq1Rq1Wo3qiNPBE0UFw22YpIdRQyGsikOeDMVjRBNR4sloPWXS1RFl28AUkYhOLGbUIzKqImY4GM88vMaJWpRyjiPh/R/aPgPvvaB20cG48rVH8q1fPtVY5zkYwXSKl3rx1nnn8Za1GoPf+fDWeU6Hf50eanYwvPWqTtvyg+svXz2kE4uHEMIhGZ514pK6gwHOrqoieMORfe4wJAhHtj0e0dAUhZpl1ym9G9N5Ei53YkEqQiqqcftTwyQmtnLVj+5l47ff2Ppe7gClSo3RyQLJqEF7Mvy8Mh7lao2RdGGnSdf7O0T7yseklCftseMLcZXSvvzz8Quu3m3HzN58+R4d857CTkUwXGLnm4DbgMuBL7nLdSml6SN4LgV04GDgcSFEH7BcSvngbh/5PMbEdAlVEc8r58KWknSmSMW00GSVa79zM7ZUOPWk4znh+BfxjpuqCFWn9NsPgBbmg79cz22/eApDU5guWxzR07hX1ZqkLazxxpMX1m1c2bLpDM8e/kyEVHIVC0MTrB2cJlcwyWbLTRUcxTEn2tBkYKslpzJDKFiGG52INqohRgfHGR2EUDjEaDxC3NeHw7JsVj+21TlMpVo3SnaAsDgDHn9CKA2j7XEl/M6AX99CCEABBYfb6k9vtIpqgLu/MtO5mAueA+TtO9v2XhWLd+5Eg3A5NdBfdzYQCgetPKi+7o9/c7rASim50BfZuG39KJoiuMiXWimULQytuQz4xKXttEV1BiYaAdRXHN5HptBB4ZrvzH1tc8BLm0xMlRgYzbGgK3bAafDMhrCh0d0eYWg8x5Ke5AETRd7dEEKcBNwE3P2CDoaDnU2RRIE3ANcBQ1LKXwBIKU0AIcRK4HXAscBDUsrHhRCnAf8JFIUQhwOXSClX7e4LmG+YzlcoV63nVT122SXNZacnueWnt/GtByvEjjoPNZzg06+7mIu/+wjnX3YBd916D+gxPvnrZ1AVgWVLqjWbI3oi9fQGNE+qpXRms0FULZuIptIZhQk3ipHOVcmV3Z4hbiTk6TVDFHIFZyc97Ept40QWoGEIwSFYqirk0lTKOSolR+fB8Dk2m59Y73ARAEXXCYVD9fy9lLIx8x3f5ruIHTgcexutIiZ+p2vW/dzraNWmOp9pLG9v5mdsWbvFOb6isuLoBgfjzkccZ+M1pzccjTu3jNe/7wsOcbrImJYkpCskI1o98rG4I4IQkHVTV2+/4VG0cJyp6SxtqWfXWkARgu72KMWyydBYnrZEiFQ89LyIZsQiBmbNdhsvxp8X17yzEEIYUsoqkAU6gA8LxHtfuEe7mCIRQlwI/DfwGWA1cDxwInAK8ChwnZRylRDi1TgE0I1Sym8KId4P6FLKbzyXwc73FEmhZJKeKrKk9/kxC5BScsuv7mVsYprMxDhdHQk+/sMxhGuwX/mhd9Tz57YtOdSVlvYIkT3xBjclqiuU3e6muirQFMGYS/BLhlU6XY2KSs0m6uaKQ6rCw4M5d7kkXzbrDsaTT49TLpkUXW2KQq6APbqtMeP2FDIVtblkU1EhHGtUWpTcslFNrzsWuKWanoNR2rTGWV6rNo7pnafOf2jhZARTD37ipd8x8Uc6gCtffRjfuu3pxv7+Y9tWc1WKN4Z6FUnAkQi+JP1pEH/aJHg877y25UYqROtUSveyxr6KWjdcfkfDc8x0XeGS05agCkGHK9XeGwuxstepNElGNKKGhqaKGfzUsAYbVv+F+++7h3f+/et5rrBtyVimQM2S9HXGDojUwc5gPFNESklPR2xfD+VZY3elSFz+4VeACRxO4iYhxDeBJWrHQa+NX7j7UiTTP/77AzdF4kFKeQdwkBDiZJxQ0GHAK6WUV3rbuDyMVwF/BX7pLj4I6HbXGzgplK1Syh3U7B04qFRrjGUKzxvnompa3P/QWmoYfPCj/0z80h8CIFSncuNVH34HUroqeyknp12xJCFV0B5pfiyrll3vOhrWFLZOOuH3mKGiKpAtW/RnqixM6rRFNIqmxcBUtb6955is3TIJQKXScBhyo65iZcUVwfKMv5emaOWAl3LOj2fY/eJVeef6EAJbKJRUrfXs3y/h7fEnvPN7kHbraMCehucwBB2F2cifXroEWm/nv5dCQMhnnLxIDiAWHFr/vP7Jrc49si1WHH9Yffkv/jqArqtc8bJl9LpCUOvHc0Q0lZWRRmQi6BeVa9B3+GlsuP4GgkJszwaKIujrjJMvVhkYzdKVih5QmhGzoastwnA6TyZbPuDavD8LHAXUgAeAfwWuAD4BPAIvkDzhWZapSikfcZ2MfwE+LYRYLqX8b3f1mcAk8KiUckoIsQBYAnzfXf9ZIAkcJoT4OynlgVvr5aJm2fXmZQf6TEdKyVS+wmg6x1333M81X76WM77yAMedciirHt7Iaz/6LsApNxQCetwSQG+WaksomTYRXcG0JJlSDcPNsUcNpV4BEg85Rmww4zgb8bDG9qxZJ3PGjIaRW90/RblSq5ehAgz3u71IjKhTJgrgF7Gq52FcI2+ZzkzctkDVGjP+SmHmTfA7BVbNVw3i6xnibTdbeqS+jWzeTyjO+YP7+yMQgpmOiV8oy7uO+vWJnUuBeL1P/FBbVEA1jSXA8YCGEqi0m5wNuX19wwlZsKK+fMPj6wFYeeqR6G506perRklEdN520qL6dpvHCrRFjXpJqx+eUNcfJjoY2j7CooW9M7Z5NohHDSIhjdHJArlSlb4DTAQwCCEEfV1xBkdz6JpywLVr2BGEEAcDo1LKAlAEDpFS3imEeL0QYoWUcoMQ4lvAdS84GPVpx65DSpmTUl4FvBs42S1PBQgBBrDe/fvNwCDwlBDiMBzS55VAPyCFEMe5yw9I2LZkaCxHT3vsgO8vYtuSbdszbNo6xPf/50buMM7hzK8+ULfVb3zdiYTcbqQd8RAdcafEUAhBzZKYtYaxHck1nIWqJRnIlNkwVqRaa7Qwf3JwmlLVcRj60wX60wUyLt+iULVYO5Rl9cA0YV2tl8IODWRIj+Wayk2ZHp+pQeGlDaRsOAj+BmKe4+BVSvhhmc46s+xu0+JF0yr1IJTmdMW+ghexkLYvLTPLq8JrB18X//KiMi1SJq3uQ7Xk/AQdteENTdENgHWPb+HpJwfYsrHRqO7mJ0a4Y8Nk03bj2QqT+WZJaF1VeP9Pn2TpKedx66/uYncy8FTVKeeMhXX6R7NUzX38/e1hKEKwsDvulJr7ooEHMoQQC4QQ9wP/C/xSCHGMlHI9cJcQ4kZgAZABkFJ+dx8Odb/Cc7Z4UsrVwDt8i5YBE1LKqhDi5TiCXDcCw8DRQE0I8Q6gKKVMCyEuAc4QQlwppdwLOsh7D1JKtqfztCXCxCIHmtaFIJfL89u7/sST69ZjGAZtnb1Y1TK9PZ38Wr6MeLyDcrnGEcudCgIhHB2DtpiB5bLxapZddyw0VaFYtShWLTRVoCkKI9Pl+r62hJFMsR4FMjSFwbRjmEKGSjysM12osnU0RzSsEdJUVEWwaq0j/y1tiW7omFWT3GB/41J0A8yAExHkKewIc5E1d9Vh8EcmpO1E8z0HxDuXf1tvO2hE/v1MWH+paNCBmSuKsjNolTYJRjD88N/XYMDE642iGY39Jgbr5wktP6K+6ZNPDhOOhjjt+IUA3Ldtkr6ETm8szEmLHfLtZL5KxFCJuNGs6950LB/55ToyY1qLkz93pOIhQobKdlff5kBRwGwFTVVY2B1naDzH4p7EAVlR48kvuH9eCjwipfy4EOKfgauEEP8hpbxWCLFISjnk7qNKKS338z4a+f6DPTGlvg/4HyHEYuClwNeBP0gpbWC1EGI1EAc+527/SuAxKWXeTaecLKW8bQ+Ma69jYrqMoSkHVPvjUqnM7Xf8kff894N84tUrecVFF/DpRxawMq7xv+85n0g0zsGf+D2JzhCmabNieTtl0yKsqxi+VsmqIsgWqxhuyFsAmYKT7miPhRidcsLouutMZHxNimqWjaYqjE44qQ3DNSAjE66z4UYrNvW77dZ1FdO0EIpgbNCd/YYdQinlHOR8M+BWfAghmrkFQU7BXDyJuYx30InY1wjKkvudptmuY0dqn14KBtz0ku9eBfU56vfXNyvWGka6PLAJdIPQQQ2uxtpNEyQSIV5+VKN89dHBDKcu7ag7FrYtURTBR365DsusYhg66Ckws+zuGx82NJb0JtiezlOu1OhqixywhsbQVXo7YmxP51namzwQr9MAvK6BYRwJBqSU1wghvgq8SggxHnQuhBBC7TzohTJV9oCDIaW8RwhxOvAK4AdSyscC678khNCklDUhxPHAccDfuas/CbxLCPFRKeUPdvfY9iYKJZNi2WRJb2JfD+U5w7Is7v3Tw9xz/0OEwlFumTqSjjPfzvXTsObhMi87vofbHhzjnG8/Ud8nl6twzJE9mDUbXVNQFEGpahExVGwpmcxXMFSFqmmRzrniVZpCyFAZyTiOg64pmJZNtmg2NJ2EIJevuJ8d++TpWKiqwDBUtroS4KGQRiikEQ5rjAyMudu4RiwUwkoPOeROj9Ng1Vwj627TJHqlNNIldR0IHxQVUBuphSA8rkI99bCThs2v0Ol9tuZoOubBM9ye8yOUxrlbRRVU5dlFWlqh1f3xV+f4nTL/dq2cFS895QmeAdODA6CFWHzEwfVlqweyrAb+/uRFdIYNNo7l6YyFOKg7WudEnL48wcvjI9ybUcAqs6e8OlV1enmkp0oMjuVY2BWfIYN/oCAa1olHDMYzxXldWeKHEOJ84KPAgBDiz1LKHwJbgZAQYqmUsh+4BbgSJ2I/AuBFLl5AA3uEFCCl3E6D1OlX+hTuem+Kci5wPRARQpwHXAD8Cfg/d78TgEkp5dY9Mc49BbNmM5YpsLhnfnj1lmXxo1tuY/PWIZfv1xizlE7DsLNe+mIeOehtCEUlGi2REJKXLtcpS5UnxmxOPNWZVU5Olzj6iO76vt6xipUa0ZDGuJvyUFVB1bIZnXQiFZGwxmTWWReN6IR1lWzR9I0DcvlKE4GuVGrO/05MzGyHvnX99sYfrvhNNZNuzJJDLiHQI3h6NkfxORlCcfYNGuDZjLwrLV6PdHjkyB05BTOImXtZH8P/rHrXLF0vbjZxsODzPVvKxUvxNKVnXHGwVs6aF7nwCKFm2flsGpBynq+R/lGmYxGOOtaRIe9MhPjt02mO6I1y4aEOiXNkuoKhCe7e6KTJhgY2s2hBD9gV9iSEq5mRK1bpH82y4ADulNyRDDM0nidXrM7btJBrm1ScNhhvAj4NpICLhRCDwCrgHOBYIcSAlPIhIcT73GUP+dMpUkqpdR08L979exp75Yn333hvmRAigdPb0QbeiFPG+ltgrZSyLIQ4BXg/kBVCfMIVMtnvIaVkOJ2npz2Gru3/s5Y/3Pcgt9/xR/7+rW/h7f/wYZZ9/N76urNPX871r18OhQHecnuVnjYYz5Z5yZGd9IoCkzLMSE5yyEJndj4+XebghSmKLvEr72pOmJZCNKQxmC4Qcas/piYbL3hVVZiYdJyDcNh5JAeGc0SjOtGITsZNl2iagm3Lutw2OOmPKV9XUy8sOTnSTPyrTrpt2P0pgLJLLKy1eLQ8Q+jNxpsqNnDDJ4FoQFDjQtV9nA7hSzfspLhWPXri6WDImQbcH6moV21IX7TCjQpYgeZl/rRF0PlpFZnYlSZsc/E6WlXAeMf3pNlNn/HXQzOrV8p5IA9RZ8a8bvUgyY4EZ52yhCN6HYdx82SeRUlHKhzgtUcv4lsPbCE6nGblYQ3hrj2NRNQgpKtsT+dpT4QPqHSpByEECzpj9I9mCelqPe05XyCE88C7UfUB4M1uNUgcOAHodCPzm4DTgDzwR+DXwEvcfZvCYQLxgoPBXnIwZkEeOBk4FIeZ+zucclZPh/la4FacDq1VIYQ48biV+2Sgu4L0VIloWJ8npE7BL373J6799g0IReHSGx/nxSc6s8HD++IMZMpc8bOtpCI63cmw41wcFCdlF8goKTpCITraIFOqkc5XWdQZpVB2IhWZQsVJcdRsprJlpoBwWKdUsRgdzRF1ZzrDQ1Mk2xyjEI3qjIw4kYREIkSxaDI8nCMeNzAMlVrNZnq6guqWrWqaQno85352HuX8lLO/UATSllTTvgiGZyQ9rQq/MzAb6loQvu38ug9+8qS3rp7W8G5zC4MddEyCfUFaGfSdKSV9LmhKxwSua7btYeecpVnvQQv+SSTuXH/F5zgG70c4Ti07SVG207e0l76+OE/1Z7BsySUre1iU9FIqgq6EQdmt7OjoXszqtetZeeSh7C143YKH03mqpnVA8jJUVaGvM85wOs+SviTKPLk+IcQVwOeBG4CrcLSbKm4bjLwQYiFOJAPgh8AlwFeEELcCH8BJk7yAWbAvp9iX4ISiMjhcjUeBswFDCPEpoCCl/LKUcgBmeoj7I/LFKuVqjc7UfBGgkXT2LEEoCu/72bp6J9ALjuoEYEl7mBctirO8w1l+8gKdPrWEGW2nMxkhHnIen4iusKTdueZYWKNsWkTcktyx8QJFN9WxbdsU27Y5xMtiscq2TWNUy1WyU0VGByfYsn6EUsFJkwwPTjI86EQh8vkqg9smGBvNUSlXsSzJ5Pg0k+kcllu2mp/Ok5/O11/clVyOaiHfbJhKeSgGOphWSzOdjHqTroBCpTfLbjVD9+tRtHJaXNGoOunRKwHdVbiS2s45ZePvphe6aCz3xusXBVMCERFtN4a1vZLVXeFzuD1JZowjFAHNN+P380kANeFUixSyRfL5KoctduYmm6aKjOTL9PiEoMK6yqfOOZRzL3oNYxNZ7v/Lo3MO6afb2nd+/DsBRXFKO21bMjJRYB68znYZkZBGMhZibLKFNsx+CDdC8RqclhYXCiEOlVKWpJS2lNJ0RSHDwIPgpP6llN8C/h2HAHqZlPJXcxx/t/3MV+xLB2Mjjkf4H1LKnBDiDOB8oB1YDrwLGuGr/R1mzWJ8qsiCrnmm02/muPi7jzDkVmC87linv8PyjhAvXpziMJe4dfZCjS7dRG/vpjMRrgtdhTRR73aaL5nkSyYhNzU0Ol5Acz8P9GeoVpxURLlsMbR1rP73xMgExXyDPzG0ob8u4Z0Zy5AZcyIO1XKVXCZHengCs2JSM2tkRtJMjU9RLjqOSX46TyFbQOg+w1QpOT9+g14tOXl9vwPiN75+eEJUM8iRYnaHwm9og7LgM47tE6PyOxA7CSFAUwUhXSFiqCiKQFcFM/Se5nou5zrnzjoLwdSPX0skeP4gGdb7voQCtttkplYDu+Y4HnrYiWyEXSKhqmOEDBJtCXoXOo7FZL7C4vZw/ZkdmSpj++55uQZlS/ChT/wbd9/3EGuf2tjyMjznwvm9+/6XhRD0dEQxdJWhsRy2feA5GW2JELYtmc7vWY7L7oAri/Aht4XFnTgikH60AVEp5RohxCIhxBvd/X4jpbxaSvnnOU8gduPPTkAI8VEhxFohxBohxE1CiLAQ4iAhxENCiI1CiFtcp2mvYZ+lSFz9jLf7Fp0PLMYZ0w+klJtd4sx+1glqJqSUbB/P09cxD3sS+MhuZyx3pJZjmsrBbU4ztrFCmROTkCmZJNv7qLkv7KmqSc2W9aj9RLFGmxsBWb15AmiUh44MZeoztnT/dpSQM7PUDZ3coCumFO+gODJIEcCVfJ7eugmibYQTcSqlCuWpDIprYIywQW7UqQypAVooRH7KSZcomoq0ZYO4qelQM5u5FnWjPkskoc5V8EUrLLN5Gz93wQ6mUALHCjoXsxh0ISAe1gmHVMK6QthQiRgKIUMnHNKaSn3rw5AC25ZYtoVtQ2dS57Qju1BVBUXxcU6EQCCp1WzKVYtypUa5alI2oVyTlCo1CqUqtVoLw7czPA2vAsffL8WPViWpHqxas9YHOI3lVNX57jxEEkQ6uup/hmNhQiGNBd2NCoZ0qcLi+Ew1Tw8VqfNPn/smn/rou/jkB97GooU9s267uyGEoDMVYVpVGBjNsqjnwGiB7kEIQW9njIGRHGFD3e/FBd2KEHDkFG4TQpwvpbzTXXYwkBJCfBjHVn0fGkULe32wc0AIsQj4EHCUlLIkhPgJcBlONefXpJQ3CyG+A7wTp5/YXsE+//Z9X9Z2HMXPb0gpczA/0iIAY5NFElGDSHg+8C5mQto2l57sSC7XbMnRPU7KsWLWSNZyCEWjr3sBOdMhb05XTKSElEvI/NtQAd2dLq/aMomqKliWzeYNDrHSC/NNDw6AHsaulGFyu1NgrupOKNxTbYwkYGIQE5wZa3GK8vg25zMuraGQoeyVLephKE5Tq7qOeSiGnZ9yjJnHsfD3GfGMnF+uW6HRlMu23OqJFkTKGTdO+tQ855hmeJUoPqiKIBnVSUR0knGDREQn6t7PfMmkVLUcJ6BcczvwFiibNtVaYFzeddEY8/ErOrh/9Ugz8dP5IkBKVCEJG64DowsiYYOuqEHYiBILK+iKQqVmkyvVyBZNctki2WKFGaKN9WuehdTpORytnBG/Q+Y3sJbp7Kf6HBAjDOF40zlSnSm6e2L1aKGmKhzaG+fQzkZaRFUEPcnWpEpVVXn9B7/A579+FV/41w+QSsxMa75hWablvrsDqXgITRUMjuZY2B2fd8TIuaAqCgu6YgynCyztmx+9l6SUI0KIHwCfwolmgCMSeRLwBHDxLqXrA9V4ewkaTkWmidMBfRiHduDJQNyI06j0+eNg+CpMviOEuNH1vupqaIGt9/bwdohsoULNsunpmH3GtD9DSskzmzNw8iIkcIzrXEjbxsql0YwIRjRJtWYT1TSKtRo2EHaNwhMjTmrFtCVrtzVeyM+sc8iVnnpndnDAMRxmGTJugzHNgFLW+VE15+/J7c5nPexrHKY4/AlpN3MoLKu54sDfpExRm8mcnpPQqmJEM5qNtX+2Xg/v70DxMtjdNPBySUZ1OpMGnakwqZiBbUvHeBerTEyV2DKco1iuNT/hrcpW/d1Qg/1SWpFWveVeCkbaWLakUKxRqEcMzOZzSEnIUElEQyRjOgt7EhwR7SBsqBRKJhPTJSbyJpm8iWXZzddd720SrHaZ4975O9f6oRlN12Mk20l1pRpaJkBvZ5QFHVEmXC2VfNWiK2rQHnEczvFshc6E0ZJ0GA5H2HLE39F52vsprvoBhuZssycdCz9iEQNVURgazx1wZawhQ6M9GWZkosCCrti+MLa7BCGEIqW8TghxnhDiv3D6aQ0C50gp73+Wx9ydQ+wSQviJQ9/1S5JLKYeEEF/GacFRwnGSHgOmfLIQg8Ai9iL2qydaSllyf7dM+lZN22latZ/8I5o1m4npEkv75ofeRSv8xy+2cvAlcPUta7j5ytOxbImQFrVcmlA0gRGJY1qSsK5SNi0qrh5CSFNZn3YiAzFD4ZGNE/Wo+PqnRtA0jVqtRnbb5sbJVB0yw85noTRSGIra6EkhFJcQWWhwIjzHwDNAitooMQVntmv6GvOqGhSmm6scPD6EP3QfJEtK6ezrcSug2ZAHZ+p+US7fpEYRgq62MF3JEJ1JRz46W6gykS2zcXCa6UK1sbnfqPqjKq3KYPc0fJGdiimoZCuks5UmfkhUF3QmDRZ3RTn2kDBSQiZXJZ0tMzZRoOqPcgSdtB3Bcw7DPsGmZDexZIxYMsbUuEMQ7uyK0tcdb+KYHLkgQXe88V4YzZdZlGqIc7XCMUtSGPE21KVn8Kmrv8Z/fuYjTkrJGTyNMqA9h3BIY1F3gu3jebrbo/Ok+mznkIqHKJQdJzoZ2z/Kc2uz6LlIKW0hRBToAV4OfG4/6ymSnqtduxCiHYewehAwhVOBeeFeGtus2D8s9U5C1xTGMkUMTaGrPbpPc5dSSkYnC/S0R1GVfTeOnYISaiksFH7L3QAMrNvIX/7rcpBg2xYU08RTHRjhKJWaTUgRVEwbyzUUUU1ly1SxTu7884YJIiGNUqXGpg3jqJqKVbPIDQ83TubJcXszW68JmJQzuQ0ebKtZNjqo2aAZjSZbiupwLUq5ZvVNv+OhqDOP56/A8DQavIhHfT92SHQMGyp9HTEWdMaJRTTS02XGM2U2D+coV2a5vp11HvwOzmy7+DkjQnErM3ZQ1ioldSPqH0uQC+G7H0VbpThpMjBeBMXp9dKRDNGVDHHIyl6EEIxMlRmeKDJd8F13sAx3R4i1E06l6uRdgIOPWERfT4xxV1CtKxmmM24Q9vFSQppCzW4cX1cVJ/A5i/9/yxUn0X7znbz5ra/jmq99n6s+/h53471H/TJ0lcW9CYbGcsCB5WT0tkfpH80SDev7/H09laswlS/Ptdn7gb8B50kpnzNLdS9POs8FtnjdyYUQP8fR6GjzlLNxOI5De3NQ88rBEEKwpDdBrlhlYDRLKhaiPRneJ9GDbKGKpghikXmgXGdXcIkFzYvTz6DEunjw228DwKzVsPNpku2dqEYEWzpQZmYsAAAgAElEQVQv6KliI60w5r7wY4ZCoWrz+MA0sbBGoVxj27YpFPclkt424Oygh520h4egM6Gozrt8hmhVkCDo00vw+BLeZ0V1HBbPefAcE/9zYQUJBDSiBLZsbsFeXycbx2uB9oTBgs4ove0RrJrFyGSRNZvT5EpWIAoyh17Evu6c6sFf1SFlwyC3ivhA3YGxgPHpKuNTZZ6yLQxdo68zyhFLUiSjOhO5KsOTZcYyxXqDO+e4SvM98o4fbpab7uzrJBILU/U5acce2sXyzghbJxydjLAuSIRmchi6Ezs3a878/ioAxoe38b0bb+Uf3vaGndpvd0JTFRb1JBgcyyFElOg85XMFoaoK3W1RRicKLOrZN20TCiWT8UyReFRnWV9qrk2/Oh+KCmZBP/BiNwpTwlEYfRS4F3gDcDPwNmDWsto9gXnlYIDjZCRjIeIRg8lsmW3DWbraIsQi+l5zNMyazWTWSY3MPwjCF9/EJ0/Pcv17DmfJS95KtlwjbggoThBLdaCHG6HlbLGGpjizwm3ZArobrXlowBXECuv87elG+2xVUxnesNX5Q1GdbphBASm/kJO3XTCX70dwe2jmWtSdBztgsF0jZlZmKT9VGvt5VQzQOJffQXDHFo9oLO2Ns7AzynS+yvaJIhsGsphWIHXSsiQ14Gjs7LvMX/HiXbNfFAsaaR7vuJbZfL56pMYN/Sv6zo8hQCJt6jVSFxiToOpUUelPl+kfKyCkpLMtzILOGCuXp8jkKvSP5hmfCkSVgnyNaIpQMklbVxtm1fmelx/UwZLuOBO5xr4nLU0QN1QGpp3JZsxQUX2PSTpXoWsWkmcrnHjOGxm76Vp+9dt7eM0rzt7p/Tyc861nqJUK3PeJE3Z5X3CcjMU9CQZHc/R0HDhORjxqkC1WyRYqezVVUjUtxjJFFAGLeuI77Pi6O52Lva3k6UqX/xQnAlMDHge+C/wGuFkI8f/cZXu1x9e8czA8KIqgqy1CKm4wnimRyZXp6YgR2sNsbC810j0fUiMtYLz8i9iTG/iSfSafOf+VDAxlOH1hCq2cJZJqp7ezrb7t4GQJTRXULMlAtkjE/Qf960CWkCao1CTrtk4SDmuUyzWGN7uttVXNMdgTgzMNYfCfbodKmjYtQ+v+8tBgF07vHJbZHIUIOhn+Wfsc0RNDU1jcGWVpTwzTsukfK3Dv48PNM/JW8JMeWxy3JXZRA2O3IcgnqSuS+qIZTdt7lSk0HBi/4yEUJDbp6QrprMmTW6ArqbO0O8Zxh3QwPFli21jBifZ4x7NqzaRdYPHSdvq6YmRcEufRS9pYkNTJVxrPwpKUY7RM3/cR9b0H8pUaIU0lpO/4//WEV7ybb3zjK3R3Ps7ppx6/w+09XPyTAtvu/zlWtULpyqOIRJ6d2J4XyRgaO7CcjL2ZKrFsm4mpEqVKje72fXgP93JgXUr5aZweKn5sBk7ZuyNpYN46GB50TWVhd5xSxWQknScc0uhqi+wx458tVFEVQXw+pEZawM5sRj/0Ih790UcA+PXT21loFNCi7fR0NJyLrekiqiKwbMlQrojhvhR+t8HhUkR1hcc3petaF/2bRokknFLS0panmh0Hz2j4SZrQzAHw294mIqW/MsFXJeHv9xF0UvyVH9iNktX6TQg23HLP6XUpdY1nb8rg4IUJwobK4HiRv64bp2LO0i3VP17nJDOdm2BKoBWCjpA3ruDxWymJBv0XIZz746sgaThqgdTEjsbUdK4Wzpq/14pQwDYbn12kczXSUxMoQrCgM8IxB7UR0jW2jRXYNlrA0t3IWa06Q+nysEUp+pIhym6Z7rL2EAldI282Ul+qoP6cAlRr9kyxsTkw6kZCLrn8vXzhq5/jyx1tHL7ioB3u97fpxbxl2VrWnH0KD8qD+PJ/3cC/ffK9O3/iAHRNYVFPnKGxPL2dUSKh+e9kqKpCV1uU0ckCi7r3TKpESkfgK5Mr054I090enbfk+wMF897B8BAJ6SztS5ItVOkfydKWCNMWD+3WB6xmzefUiPPC/tc3H82F/3AlubJJzFB4/cEGbe0dRGPx+pZDk2V01WmVvjXTqNb41bpxAEKGykPr0/US1K2bxtF051HKbXkGdAPMKlT8lR6BR63JCQBEC75D0CD7NR28GXYrg+w/bqsIxmz8Cpe0uKwnwkF9cTLZMuu2Zpgu+vgbXpohWJrpP79HtMSeGRVohV2ptpC+Y+4utOK7oMw9A/NX5FjmTJnvVo4fgKJiA0MTJYYmSoQMjWW9cc4+fgEj0yYb8yGsuCNVb9v2jP/f5e0h2iNaPVrREwlj2jYZVxW2VLNRBcRdgaehyTLtMZ3kThAnF7aH2Z4pI4Tgknd/jNd/+t+4+2v/QF9v96z7nPOjaWCaRWtu4spP/DuvFBpP3/kEf3nwb6w4ZBkbNw8SisQ58dhDdnh+P3RN9TkZMSL7SeXcc0EiapDbQ6mSYtnhWURCGkv7kvs+urxvdDD2O8z/p9YHIQSpeIhE1GBiusS2kSw9uylEJqXTQ2C+pkaCkLZNtDZNqq2DeLwxo5jIV4mGVIoVi0yhWp/g/2yNw7NQheDhdaP17fu3jCOEQFEVpjevb3AsPBluz7DPpu7o71rqn+n70x3BLqBeRMJPDPUfxw+/NkTQ+DsbgLSJGCqHLG5jQUeEgXSJPz05RrXqr4LwvSyCpap+h8O2HJrDrpSX+q9vZ+ARWL0Uxmz6G55M965Ub8wYm097w0OriIcnOLYrfU2kpFKtsX5gig3Dzsz2lIPaqWqCETNCalGS3s4oPakI3fHm/+G2kF7nAwEkDJ1c1axXOm3I5IhqGscscEh9paqFqoiWSqhAE4dm1WiWTekSJ132IQ6/9GoqieMo3/53M/ZxnAvIDa7nkXwCKZzXafS0t/PQ77/H46ufYsUhy7jlF7/j+KP/0VcCu3PwnIzBsRx9nfEDwsnY3akSs2Yxnili25IFXfuXYNkLDsYB5mB4UBRBd3uUlOk8fJlsme726HN6+HLzOTUivNy4BMVASkm7kiPZ1k480XAuTMsmGdHIlmqUqo5Rbg8Z/PCJ7RiaQrVm8+CTjdLT4f40AJqhkd2yoXG+Sqm5VXmdEMhMh8CD/+8gqdP/WfWRE4PpkuDnoCGU0tf91PmVihscsSRF1FDYuD3L2q2Z1oEEz6nxeB1BQz4XsXNHjc38ztPOwp9eeq4IRn38Ohytrsm7XqG2vq5gSmbG9zDzuNK2GZyssD2k0xGtccwyQaeeJ1uU4DYP7I5r9R44HiwpyddqhF3xLdOyKViyzhfqnyxyzOIUqvu921LOEN3ynIunBqe4/fGnSXX3sXJBjLAW54+nvZXB27+Oab4RXddpVY01+uidfPmL1zBcLFOzbXKmRersd/DOYyNQHkdKuO8vj3DWmafOvFc7gK6pLOpOMDSeY1F3Yr8yoM8GuytVYtuSyWyJfNGkqz0yP9/LzwMckA6GB0NXWdSToFAy2Z7OEwvrdKYiuyxdW7NsJuZlakSAkQIzj/dSlFJimNOEUzG0UKMkUErQ3BlWtmiiq4JEWOen64bpTRiM5qo8smaEqut4bN/qqHGGwiGyG55yDqJpjt5FnWTpSy14REC/6iQ0kz89w+1xLYJ8A1VvRCRm4zL4IxzeODzHwLtQIBHROGpZG4ausG7bNBNTxYZhFTTSL359iVYIjsNfcVGPKATkyP3X9GwQdGaCuh0oM9MuigrSt5+feLoj58frLzJblY93HNsVM9MD4e8gwbdeeeLyRnwOiJ3LMJmvcs8dn0PXFHQhKUwM8+JL30dUmDz4m1tItTsplCs+8ilOOvNcAL51zb+z4fEHef0Hr2L5saeydsNmPnfpS/nQv34B4+3vRRGC//nyVRx/4km87W1XNA1PVxVW90/z65/+H/c/9jiHHHM8p19wMQAff+upfKX2bnpe9Xk6z7yCjf/vJOc6q9P807mHsmHtE2w97zQ0XefgthjxiMYftzipxB+sLvHOEw/h3PNTfPqzVz8rBwOc99iCzjjbx/Ms6U2gzvPeJYmoQa7w7FIlUkpH/Xa6RCoeZtmC/VfkcH8d197E/H5SdxKxiM6yviSaqrBtZJrpfGUGiWwujE4U6G6bj6kRCWbWIeUBplmjGu6lbNpUlCgRo/Fi9wQrM4UqqahjBB8cmmBxypkZPPqUkyIxDJWBp7dglR0NguLg5kbfCE9MS8pm50KImakKCPArlGaBp2BIPkjS9K9vinYEjGuga2dMl5x0WCcnrOhk83COPz05xkTOnClM1cqBEcLt7BmaOb7g+Ftd12zNwjzHyQ8pGz9z4dm+xOZK4XgRhtmcOC961EpbBJzls6mQKqrDx/E7NYHzKMkFpF59Dd2XfoOXffrHqKEIp7305ai1Ei973eV86eY7+dItd/E37TCypsnQFqcr6qX/8SNu+78b8IpJ4u2d/Pj672CZjnM5VTRRWhBLfvbEIGuHxyC9hs4L3s/6SfjK1Z8hX3A4RB9/+1nEV7yEqYdv5fO/28B9j2zg+p/8gV98/xvc8bP/4+xXvp7Tl3dy+EJnRn7Bij7e9KLFnHVQD5snJU9mkhiGTrFYmuWG7xgeeX1oPN/UIXa+orcjysR0yZGa30mUKjUGRnMUyyZLepN07CMNpJ2G2I0/8xTzzWI+awghaE+GWdqbpFyt0T+SpTSbwqIPhZIJwqnlnpfwvch/+IdtHHbYkYQTnSzris3YNF+u1XPUfxvOENNVYrrKH9c6zkUopLFpdaPFtdX/lNul1ISCr3+DZfqiDlqzsqZ/9uqPMPjh77XRtL9oNkxBw+zJfNePI+rOSSRscMJh3ZxyVB8D4wXue3Lc0WMIzuCD0QH/eIOE01YOhXc9c1Z72A1nxeMsBB2Qpn18xt5ztrwffyOzOgnW55z40xH+/bxz7ugF7UWLdhRx8d3rGctbpYhmu3e1KrVCrv7nugfuI9S5CPoOo6qEUKXJ5PgIn/vRI87wbJt/+fR3uOeOuzErzve5bqTIxnSJeFsnh514Ot+58QeEdAVVCMazFcazjVJYLz1y2ZE6v9jsBHR7jj6Nsy99Bz/8+jXYlkVUV/nMhy7h8jdfxMjqB/nzxjTdR72MK97/MT57zTc47dBGN9ZF7Q0NmYXtYaaLzjvm5Av+no7XfY/4ux+e+z7OgXjUIBE1GEnnd2mCtD9CVRU6khHSUzt2umqWzXA6z3imSE9HlL7O+AHVgfZAxvPuW1JVhd6OGH2dMdJTJban85i11i9PKSXjU0V62udnIzM/imWT4vYnOfKE02mLGwxlSgxlGv/cOV+jrdVD03SGQ3SGQ/z8iVG628LEYgbr/rapEeIf2eT8rpacZmVexYdfqdNvRGYYNk/SepYs3Vwzfj3k/PilvVWtYUg9+XCrhiLgyKVJTj+6l5GpCveuGmZ0stjaYM4w1mIW7YxZXu6tjHXw+mdzIhTVUT3Vww3Hw4jMfn9aneO5YEcRlVYIOl31Y/mEypra2EufwxJU9Wy+hlK+RLlQpvDM/aw44xUMZUqUanDvbbfy2ff+HVN/+DpnT/+W973tfYh4NyLWy3fecxGHnPnq+umrNZtXXP4+/nDT9xiaKlCtSTRXicsz/ABnH9pDJBLhjYc1xhTv7GXl+W/iZ9/9BgCpkM7FZ5/Dxz/wfi469zwWLllGb1uMg3scR92L+gF0JRqTkSMXJbhx1RArj3kRn3vjEVRX30ro/K8yPe2rsNoFtCfDaKqyU4Z5f0cyZlA2a1SqrSNhUkomp0sMjGaJRwyW9CYI7+ft3/3wukjvjp/5iuedg+EhZGgs7kmQjBoMjeWYmCrNCD1O5SrEwvoOFeD2awidqmkxOllgdHiAcCRCrlQjV6rRFtUpuD24PVrKhpE8qZBOKqTz4yeGibkVOKse3oQecl+caVcGPOhQQLMT4W1TH4torjLwRyaCRr3VDFfK5igIzCQMetsAC7rinH1cL7WazT1PjLJ9LNts3FoRGVulJYLpCn81SlN1iWw4Wt6sPajpAc498By1OSMXtrOdHnIcD1VvnLcpLROMHsiZ5/Ybe7+zo+6gwsrvDM421rkcHP++Tct93Ba/Q2I2ZOmlZTKy6n5Y/mLaYyFOeOWb+fANf+B9193OREny45t/xksvfAMrVx6Lufr7vPHrv2bNX+5lzfoBVFVBCEE51sfiI17Evb/5GUBdRwOgUKlRKHv8EOe6bntTjBULkpRrNh1LDmXJyhN54LabWRJvTDIO7Y3TGQ/RnTAI6yrhFsRL3TfDvuaVRyCE4IMf/gjZNb9B6zyEnld/kU/++1cYG5+Y/d7Ngu72KFXTYio3Z1+N/R5CCHraY4xlik0RGY9nsW04i5SwbEGKRMyYV4Z2dzoX8+m6g3jeOhjgPATxqOEShWDb8DTZgsPPsCybqXyZzh10ZNxfMbR9lC9983/47T0Ps3bDEMXsJGr3MZg1G7Nm09cWxrScf+p82XEy+tNOIzlDU7hpzQhtblrogQe31jtaMjHYmGF7xtpvvLxGW0H4jUwwmtFkvH3pgGC6w58isWqN1uv1Ukpn+1g0xOnHLGRxV4Q/rxlnw+A00rIaRtnbvml27UtdeOPwlvvHMVto39u/1YzeO5df1jvIUfCcEi/N4Te6ezocroedSImqOd/rXJEW8EV6Zvmu/eWxTfu1iAh5Dp7fUa2WMCtVtKmnSCw+DCPRwfZMkWRHN4qqoigK3S+7gm0DQ3zhknbu/rfj6R/O8u0Loyw973LGHv09Q+lCvXPm+Ze/n5u/f23diFVrdpNTMFU0QdEQQmDbNl8506IjotER0bjo/HMRQmHVIw+wclGD5N2b2jVyYo9Psnzi9n8hftzr+M66bjZu7t+l44Dz3lrQFWe6UKFQqu54h/0YkZCGpirkS873X6nWGBzLkStWWdSToLMtMqPq5wXMHzyvHQwPQgg6UhGW9CYplkwGRnNsT+fpSO56xcn+gvREhu6udu7oF/zzjx/hizf8gTPOdrr3LuuO1iMWXvlef7qEIgSKEPx+0zh9CcdwPLZ2hHA0TDgaZmrDugah0yzPTCP4jUeT+FWg4qEeofBFLaB5huznZ7QiPNadhcZyFZujlqY49Ygu1g9meeSZ9MxOpnOVVXrwj8k/rhliYbOUcXrbz2ak605MC0enFeYqc607JL5ohqT1uDzHZjZeRdBx8pyNOt+khcMAs0ecvG38jpN3Hn8UxltnmVAt1ncde/T3qMteQl9njN62CLnJMXRFENYUChse4GVnvoTv/fBWDMVmUU+cbL7CMQsTKJVs/RhTpRq9yw5h8cEr+NM9v8P2yYmrvv/t+7faXHjOmXzy37/MXfc+wNWnVjkhVuXJO35GcaSfUtEZV1+qIQH+XN4N//dP53L7P55G1WzNA9s+PM6/ff5abv/dvS3XK4pgUXeC8Uxp1hTDfEFXW5TxyQIj6TwjEwW62qIs7Iqjz6JZMl/wQgTjAC9T3VVoqkJfl/Oi2jQ0haYKYpF922b42aItleKBiQSLjjuKYw85kYsO7QJguZszllLSFtUpmxaaKtDd3PTdW8aJGgrFqs1f1zqlqNGYzubH1kAo5qhzlvMNgwAzQ+2tmmHZVqN6wG9opN2cNrFqjeiIl27wiJd1eXCt+fxAezLGCSs62DZa4N5VI8hWcuD+cwb/9js50LyNvy+HolLvv+E1DmuKurjL8EUhZjQpm2V2Xxcls5sjF16J755CXbfCV5Y7m/hXUwM4yQyGu7+Rm19x1BMgC85pWp3DLCMLk9RG1xK98CNsGZxGUwRrf/hFxrc8jSIEPX2L+fq1P0K1ilz9xf/gi5/9GAu7E4xUqpz2osOZrE7WD5cpWpz1lvfx0BWvAqBmS6TLOKpaNuNun5Mnk6ez/NJTsUbv4k2f/A7dfYt4+VkX8Oo3Xc7KRcl61dVsYl27CkO1yVWqnPRfozz6gV5u2BBnbHAba+78JfFkijPOfydbH//FrPtrqsKCrhjD6QJL+hLzsMrNeQ/li1WKFRNNU1nat/+Wne4qDpTreC54wcEIQErJdKHC4cs6qFm20xY+HqI9sZ+XRAUQikQoZ8bJE+aERXFGS2XOOrgHy5KoqqhLJ4d1lf6JIoau8KdtaRIhlVzF4verXeciarDmkfUQjjuORdGdHZq+/K/fuajPWJXmmbl/9t+kPBkwuB5Zsx7J8PEJPEfDVx4pBBy5tI3u9igPrRslX5ENQ92qC6t3Xr8hDEqNB7UiPASNfEBbYwa8SIE3S/eMrL+M1i9CNmvEw+OdBByjulPkRgBqVfc+BcYerCTx1nsOwlzjr49xlihLnW/S4p75r99zCv0iXP7npu6wuYfRQkQvvpZKTaHDrcx46QeuoTeuEzOc7W58qkjRtHnNRS/nuzfcynuueBO3vbWTTVuO419ueoJ3XXM9bTEFG1i84ii+9+BWzljqONqj0xUihkrZtOhLhcmXa5iWRFEUfqO+lCs+egkAh/ck6IgZTSXduwMPDE4xvAHufXCctiNWcNS/PsDy7GN0LVjE1665mrWjFcqlIu++dSsffPfsxwkZGu3JMKMTBRZ0xefVO6pQMhmfKhIL6xyxvIuB0SyW3SDivoD5j/nn8u5h5EsmmqoQDeskYyGW9aWwbcm24Sz5eZLvrJgWZVNw2WmLue1/b+C6+7YBkM47MzXNF9ody1bqRLWwqhBWFe5aN048qhON6jzzZD962A0LT7kS4X5Soddzws8vgNl7ivg5G34ypB/+9EI9jB6o8AAS0RAvP24htpTcv2o7+WK1Wd2zVQqjnpZpobeh6s0VFB5h1HOWgjoe3rZNxFTRfEzvnN65giTV+jZKw3nyEVV3qAL6XBEkpDZ9L3OIcLX6zoPL/WjFO/EcNP/36xI9tUSj8d6mzZNM5hulpTFDYXEyRNF0xvaL2il88uej3HP/gwB84MEUj696nPGagT2dZmQ8Q3rbBn57w7d4aJtTcm3Zkny5RqliUXGP89kfPMxo3hnTntaauOqcFSxsi3KoMsjgHf9NaXgjN3/nG5z9hsuJxWKccnAHb/nGn5G1Hb9zUvEQiiKYylV2uO3+gKppMTSWYypXZmFXnO72KJqq0JWKMp4p7vgA8wU7o2+xsz/zFC84GD7YUjIxVaKrrcEYd9rCR+s53sHRLFVzBznzfQjblgyn8/R1xXjFeWeihqKMPX53vW9DybSYKpqUqhbDU2UsW2LZkof6JzBUhdvXjJNwK0fWPjGAETYwwgaMO05KfaYMzXn52TgX3t9+DoXfoPjXBcWd/MY1MLs/dHGSk4/s4vGNkzzdP430Ezi9fb3fwUqGpshBIBXincsjsgYFvoLG0+80BFMaqu4cY0Y1jI8MWt+3Vdms794GZ6a25XwPtarjlPi1R4II8l68/XfFcWlVCeJdy1yYi7sxB2rpIWr5aWLJGG1tjoM7XWg2ticsSFCo2gxOFokecQ4XXfUrXvbNp9j4m+/Tc+IFFNHZWIlS3bqKJ/76F04750Ju+frneGj9Vh4fbkjCeyRngIyvsd3Stj1bnt7Rt5DXn3c2D/3yRp665RoMw+Cy45fW1//u317BJ87vmeMIDfR0xMgWKpQq+y8fw7JtxjNFtqfztCfDLOpplj6PR3XMmr1fX8Ou4AUOxgspkiZksmUSMaMluchpC5+gWDYZTueJhDQ692Bb+B1D8IMf/wbdCNOWStKeipOKqShalM72GCH3HzfSsxT7kZuwalfwdDrHio44yYjOmE9s6OnxLIaqULVsIiGNUqXG448POo4FkFm7qmFoy/nGEPzNyVrJSAfz+a3UHeuqnr5lXr8P/98uDE3hlCO6yBZN/rhqxFFtbKWX0aqkMqgc6ueJeCkDj4fgjyDUK1h80ZlWxtaTyA5qPDR1VZ3FkfDO7f1dJ0LO3Hy3YjZHY06lT59DFOzsuiOuSNC5agWzDCmng+nowChWrYuuTsfYT5ctIrpCX0xFVxTOOqiN2rIU9/15E6GjX8u2e27i2HMvIbT4SKSUrLvjJqxQkn/8h7egVPK85X0f48fXfZUzLr6MgrmCUxd2AFB0JfAvWNHBUb0pii5xMhnWd3t6xMN7Xn4M6dzhTboZfkgpse2dcwIVt7JkaDzH0t7kfiUnLqUkW6gymS3RlgizbBaehRCCno4oY5NFlvQm5rVhfQEOXnAwXNQsm2yhwjK3++JsiIadtvDT+Qr9I1naE2FSu7kt/I4hwGhj1botfOSjH+MLv11NaeM0nWoV1aqw0B6lkJtGSosV+nJO/PS1FGzJiR1OS/ZcqTFDGMwW0RUF07a5d/MUAA+t2k4o4hjLkdVPgBGGarnhXPj1FIKVHR78fSaC5aYwe96/1TpVB2nTHoYTD+9izZYMIxlfONjPRQiG6z1j7edwzOiNESAk+o29t52iNiSw6/sEym5nI0b6uQf+CAI+fkZw7LPdF3+PE3+PEG9XoYDXi6TJcfJxPWStcQ1z6WD4zzHb+OZqLtfymAqovvsxGya3gxEl1tsHwHi6SM2SvGixI8c9XTXpDDcM87VXnk7VsrnlsaPpSUWwzArdj17H8OLTaD/oaN58hIlZ0/jNMxZvft/Hue3mG+nctoXJk87mjCWOk/HzfzmPhW0O3yNqaHTE9ZYaF7sTszkXr/j2X/mn5f2cedqJO30sQ1fpSkUZniiwqHv/4GOUyiZju9BGPWxoGLpKrljd7S3d9yoE+8X939d4wcFwMTldcspSd+KhEELQlgiTiBlMTJfpH8nSvZvawu8cJFSnecnxB/GW7/2Z5JLDueo1p2HmJlhdCnPCgjbOOtxpCHX/+kkeHZnisLYEOTcU7KVLMuUqCgIbyV/6ndbTf121nZDbFnrbmg0QSTpKnf7IhYcmmW732ptC/3bzbN9fLSID29WX+wy3LyqyvDvCwQvj/HXtKIWav0JDzjyGH63W1TkhvhLJudBKi8IjXfr3rRNTffv5t/eIjLONtdW1e/vuqfOFKCAAACAASURBVJeVnwcBM52uXeEi7MjZqJNK/VU1LZxC33OSn85TM2t0dDrVTw9tmaIjHuIQl/ipCYWaj4D66hf18PC2HF0PfYsPvfetfHFRX32drulcfJTFj54wecUb3syd99zH/T/5Pp8dO4S7/vP12FIymCmyJVvgNSsX7vx17yHcddcdfOnqT+zSPomYQaliMpndtxo+Thv1ErZt09cVr0dUdwZdbREGR3MkovNLXMuPIM/6+Yr9J462D1GzbIrlGsnYrvUbURWFnvYoC7riTGbLDI3nMGt7lp/x0KOrXcEgm+/lTmbsiftQkIhiBj3RxYUrnBfqvc9McP96p1TvpL42bCmxpURTBBLJdLWKN5lYO+44D/GQSjIZIpkMMbxtDCPhRnPKrqxxfVbsCiz5KxOCRiOYZghWkTRxAXz6DN56d7mC5ISDEnS3R7jvCde58M6j6o3+I0HyZD0q4KtoCRrAJmPaInXj54D4yKWNbQIVLnNhtvU7rYXhi0J4/ItgesP7HqRvvVdZEhzLTjtWs+iGwOy8DP93EXRQduZavbHHGtHE8dEsHYkQHXFnVrtxskEGDKsqSUOnWLP4+d+c6qeVRx7KdDboFNsoQnD5i1QypsoZp5/Gg1sjvLZ9Fdf/1xf5092/YdNAPwAbhvN7PHoxG372xCD5oY0cfeSKZ2Vgu9uj5EtViuUd91ra3bBtSXqqxNBYnmTMYHFvcpecC8Al2WvkivODVP8CZscLEQxgMlum/Tl05jN0lcVuW/ihsTyxyLNrC78jjKczfPP7P6Pn57/jynddxh/evoyDfy/5p1M70KNxjIgzY+mJh5v280hsksbLXrjT7M3TebfsT+fudeO0t0V4cvUQsZQzY6ymt0PUVTAs52fOOJsMu49QWTe6vnC9f70/TVGr+ma8DYMVMVROPbyDwXSRjdsnXedG+sS3XA5IfRbulV760iLQiKIEeSLBiEGwtNYfJfGnJvzn8uBdn1diGzSiwQqUVqgfI7B8Nkdgd0U2ZjhXsxy3nuaZIwrjbec/ZqtoT73stsW1ec9CbgJZLUHUIT6ueWacZDLE2cc50YUt00XCmsLShMPP8H5/701HUxpT+MKXr+XqIz/oXSTOjRUIAR85WVCqGFz41XPpaY+iG1GuvXsLd/3mF+hGiKPefSWj05VdVux8LsgUqtyz0alyOdf8E29+/fuf1XGEECzsijM0lmdpX3KviAU2tVGPhZ5zG/WO1HyPYsxvcubuwvM+glGzbIolc5ejF60Qi+gsW9BoC5/dxbbwO8JfH1vHRz7+j1xz9VXcfscf+cJXv8f3rzybp1Y/hh6O0x7XCRsKSzsj9R8pJbGQiqI4yoWqIqhaNiFVYbxUpi3s+Jh/68/SEXdmiG0dcdo64mRGJyHupFqaUiRNRtY3y28i/ynN23jrodn4WrWGYfdFFVIxnZcc3c2abVNsHMo2ZtMzUhV2MwfCP45g2am3fXB/77hB3QyvMiTosMy4D74SSw/+SI5/Gw91lcw5SleD5/LfU+/4/pJfTx/EizB51TD1ctpZymdnPafSOo3RartWaPVdwY65Glat6V6WsjlyUzmSyRCJRIint2f5W39DrTNdcvg4pm3zztOX8j+P9BNJ9aGqKvm8G33T4jivu8aYIiGdJb1JJqbLFIsFPn7BEk4591UUatDjKnaOTO/5fh8bR5ojLWfHNtHRnuL/s3feYZKU1f7/VFXnMD057MzmwC7LsrCwRFEQUAzoTxHlGuAa8MpVuQa8IkoQrgFQREHMigIqBhARJGcWlrRs3tk0Ozs5T+fu6gq/P6qru7qmemZ2d2YTfJ+nn5nurnrrreruOuc953u+x+vd+3uS2yVRGfbul7LPjGxrox7x77NxdUki/kM8ilEIFE7B41DFG97BGNnH6IUd1rbw6azC7r7YlJVdvb52HccsX07l+X/hikdDfOcJiR/86WW+ds0Paaz04ZFEPJKI22U8svmeIwBBr4ug14UkCoTyHIvaPJFz+2CGpkofTZU+dvXEiER89HUNEajIt3RPRg0VT2+waHSd1CZNjLe6tRph06kAox9G3lDVVfo4/ohaXtw8yOCIrfOpnUxpHl+1XWPJXfx12qMJTtoS46UCrKkg69xLhKigoC5qlozaeQ1WiWyrmJj13KzOSjnBr6mEnYQ7RjdELP3f7Ffishm/ct1iy90hyzkt1s9WLu0Y2tMVLXm+tjNJwCXhkUSSOQVZLX6GN6wa4T8+fB5//NsDxgtKnLGhIcOQtTSESaZlBkdTdPQN4g9V8Jf1XejoSIKAXKbb8r7iN6t3sb03wRlXPsDMi++mSd/Bx5ZI/O6ue/nkxz6wz+NHQl5kRZ22VImiavQOJugfnp426tUVfoajmSldpL2J/Ys3dIpEUTUSaZk5leNXjuwNJEmkoSZIVlboH0kZQjKVgX3S14/Hk7iyPVx/3ccBOKFSQHJ7ySaGCuNWWtpGh/LRidp8o6XhhIzPbagXeiWJjKoymMoxp9p4/4ktQzTUBOgbSlFRVUFsJGb0hjBTJKN9xfC/3cjbDb695BLK594tTkBLrY+FLZU8t6GfbEYeGzlQc6X8DygabavDYhIqrVLjk4F1O5O4WhCdKjOGma6xpmQwDl+Yv+QaSxa1OhkTVdcUIinWSI1WPrIymWZlE6VrRGtpsSU9YsJUXXXSBjEjSPY5mp9LCQfHUs1S8vkB6ThoKt6ahQB0dEQJhTysOKKeSMDNloE0HpfA0rqiBP5gIsdoWuX7fbXU7OpH1/X8AsL52oqCwIy6ED97JUdITRILVXDG7Nry12YK8JvVuwA448oH0HWdJy/28aPbfs/AUJTFC2dTU105/gCTgCAINNYEpzxVous6I7EM0WSWmoifhmlKY7hdIn6v65CtKHkzRfIGj2CMxDLTLgFutoUPBTx09scYio5tCz9ZfOj972DmR3/Crx/ZwWlNIXRNweMPsXTJErwuscS5sMJ8vcJvOBwm/yLi8dAY8tIY8rJtIMPMmiAza4Kk0zkilT7kjIwrFAFvAOJDY5t9gS1FMsnIhXWla9l3QVOQOQ0hnl3XQzabK65+7aWw5j5mtEDNjV09l5Sjis4pgnIwO4vay2vt35NyrcutpFLrNXHS5rDva5JXx2sgNh0wz9np3E3Y9UbszpLd8bHvU9hWG7ut9VqZ76uK8d3zhYgPjzIyMFIYYv3OIV7bWWx1vnkwiZofsyXipTliRFhOOeUkXnhprW0CY89NEAQuOd5Ng0unKhREz89FEIQp6z1ion0wxVnz6/n8KbPp+/m7uCj0EBu3bOfjH34f373yi1x4wfum7FhTnSpJ5NuoazrMboxQEZzeEv3qiI/h2JtRjEMVb1gHQ81HLyKh6feMBUEgHPAUNDbae6LEU/Ie/2gufqaW7OBukJOkYkMEI7XMqw+WSH+Xg+lkKKqOJBo3zf5UBr8k4ZckaoIuaoIuXt85RDhsXBN/MF/mFh0wUhhun0PppQOvwgnWlbqDQ3L0nAhVITfPb+hDUa0iW6Zmg5VfoRe5F1A0UNaqkPHmUA7mmPZohZNUebmx7OWlJp/AiY9gd0Lszoh97uUeVq6J9Tqb8yxsl09vSK6iKJjTsczXnNJfTnMyHU/z+jupd5aD/Tpaq4nA6H0TGyw8Hegewu2WcLuNOa/eUXQytgym2NifJJNPlSxtCnLue97F/Q89aZ4UiG7KRTIEQeAfr+8kLQV4bF0rYv7845mpV5Y8ok6C6BZuuuH/+Nj57+WC895NXe2+Ry2cMBWpkmxOpaMvRiwp01wforZy/3SadrskfB4XidT+r4jZJ0wh/+JQDoS8YR2M4f0QvbBDFARq8m3hEymZzv74HrVa/scHVQTJza8+sRxvMEJLbZhc3hg7qQ2aap2D8SyD8Sy1YS+ZvMx5VzxV+PKu64/jlgReaRstOFz9vUa+WxnoNIS2PD5DD8N+vcaQIm3lnVB8bkYjCoRKw3CvWGDcWF/eMmDYNKvT4jS+mXYxyYwmrMbcbhQnKo80jbTTeRVes5VljmeAy67cHRwL+3h2x2C6ohge/1iy6RgiqOV5uXlDPvJhuYbjpcXGc/SsjpjpDAEMd+P2uHG5Xezc2svO7QOFzVZtG8LShZ2uaJEYeMOLMY5eupg/3fs4hGaBO4JTBKOAdJSMt5IPHLeAbKwPl6gVOEtThe8/tQPkKPc9+DgzmxtYsfxIy7tTfz8yUyX9w6mSdvWTgapp9OdbqddG/MyoC+F27d/y3ZqIj+FY+pCKYgiAKApT9jhU8YZ0MFRt/0UvnGC0WQ5RWxmgdzhJ71ASRS2zSswjGo1z021/4IHf/ABdVfEFwuTy+zjxOtZ3GA5CfyxL+6ARHl2XF9PK5FTadmxl7SsvsLozRian5+cl4JIEdrePGDdzT36l6/ZCYsRZ9dEeGjedB9MQ2VfvNsN97LwKcorGup3DNm2KMvvYUyuFeVi0KJyMcrlVtbWs1txuMoqU9nk5RSnMedmdG3tPFPv1Gu9YdlKpXc/DGunR1FLCqdVpKadTYT/eRJEp6/mYcLrWTs5SOQfLhKZCrqjYmuneRaKnCylv4LZvHUASjXLAF7YP8+KOYov2eFYlq+iIAqyfcS6ap5rb7/wrRmns2HPWdZ33XXc/qqLQUFfDnKYaamrriA/1otoJxPuAS/62nt+dI7Hx9RfZuHk7H/ngu+wzmbJjWeF2SUTCXgZGJ5cq0XWdkbghIuj1GCqc/v0mJFgKt0vC65FIpA+xKMabeGOSPPcH92Iy8HtdzGqoIJ6U823hfVSFS3OaI6NR/vz3h9jW1sE1191I+0CS6oYmQvkKEMPJMG64sqLhcYk8tKmX5rCfvmimwIB/cfcwQ33dvPDIv+gb6KNx1jw2bO9g1gqVmjmL2dFrlP3t2jWKy+1CySmM7O4wJjHaN9bg2I2yibIqlRYiaD6ScczcCKqms37nSDEkX8J7sGpX2ByPcp+dmYJxWvU7dvk0x89zOzSKhtAadSk5xiR0IOx2wnzNKhtebl9FLk3JlIuG7Gtkw0oy1bWiFLpdAp78vMVxCLu6DlpufOlxE5bolTG2GdmyOELWczOrSSobAIh2dVE7dw6CKLBxUx+SJLFksdG75PXdUU6aV4XPLRJwiwznm5ftqD+R9c88ROZXd/C5C99TMp1YLMG5//srlpx0BvPPPZ9Yxji3QCCIXqPT291FU3MLkrTvK/ezF1UBMX571z3c8O2v7vN4e4LKkJeOvjjprIJ/nKhMKi/vHcy3RThw/ZaKqIn46R5IEPK7D/h9e7I4RKY5rXjDORiaZgjCzJmg58j+giAIVIS8hAIehmNp2nti1ER8vPzq6zz65CoqIpVccMHHueSIo+nqH6Kp3ktlVbBA1CxU9OUdiZ/eeiurN+0gUl2LZ9YSInVNbHnhCfq6dlNR28D8k99JY7VxM3YdleWF27+PetT5SN4gDQ0hcnIOt8dNf6ch+GOUe+ZvMNlkceITaRqYDoOdeJmf8NFzKkAQWLdzpHS8cgs4u5iXuU9BP8NuuG16HOoEqx+rczMmNWMz5uOt6icSvyrhWdgrb7QyzoRe7GBbSA8JxfN1SkepueJ2hdcZhztiu/ATRXFEqXROJszj2uEkCQ+U9IApOHVljh3th6omAAbbdoEg0LBgHgBbtg5y9JH1uF0iu0ezLKoz+EMLagLU+7081jbEkre8k6t/dhc7tv2At516POsDK7nmO3eg9q7BNfdM3nvMSQB886yFhUMGg0b/np6uzn12Mu5Z1wmAoqhUhENT4rDsCQRBoKHaiJrOahgrhJVTVPrzCqkzakMlnU4PNNwuCY9bIpXJEfTvu2bR/sCh4ghNJ95wDkYsmT0o1eHMtvAd7Vu48y8vM1S5hO9+58es7ZHpA1oUhVQiQcus2Y5zl/J5uhv/8TJNZ1xELjFM+99eQEsMIDYsQwy9BYZh1QM7gZ1c8okTOWluhMyHPse/f/VjGs78LOvXdOAL+ujekY9c+ELQs80wINmUxQA4rOCtkQWzbLOMsVw2uwJJFFizfcg5ElCujLIQBbAZcU01GmiZ5ZT2fcwxS0icNqfBNGyFY1pUPa3EVOs5FiIyUmmKxN4ttJwOhH08p/PXzPJUoZj2mOpOmdbmdUjOnwlQVBq1E1YtOiElJGBb9MmE5C46Ik6RHPs5Wq+PGU3LOxp9O3fTtHAOfr+Lzt44c1uMhUMso1IXcFPv9xL2uvn48mb+6+7XCcxdye9HFkIsQPtL/+amTy7jq39v4R83f5JjWioJ+sZ+Z4PBEOg6Pd2dNM3YOydD1+F9S5sJCVE2vPIqixfO3eMxpgJejwuf20UsWUwRa5rOUDRNMpOjrjJA0H9gUiEToarCx+Bo+pBxMN7EG4yDoes60USWiE1K+2DB7//0D558/hX+32euwDP3WH7y6DpaAjK6ptHdN0h1TU1Zx0gSBT78u5cJhzzMaAzR05fD07IC3+J3Iobqx2z/sztW8+lFCe44r4aKJW+l/bE/ApBJZooh6d4dFvKfpSrBXEWbDoSV+Gf9v2T1bLx25KwK3G6JNduL+fIxMPc3CYiiNNbAF07cXT4sbw/Dm9GYkvOwnJeVP2KNeIyngeHUw6Tk/XEcWSux0ikV4qS8aV6LcoTLMWqiNuLmeETNknlZrpETSpwSC+wKpiXHtFxDt2/8OZhztDoX1nOL9hf+7dvdV/g/mVFQVJ351T6aQwGaK4sNv+648HhS8RSCy8N/vPNM3nbehVz4n59m9z1fLmzjKpMOCIbCVFZW09vdOekW6laYl+O0WzawZt1mjj16yR6PMVWorfQzHEujqhrRRJb23iguSWR2Y8VB61yA0WlV1bRp7/c0JXizigR4gzkYGVkpqFweTEil0lx+zY9oaW7mK5dfiyiKXLRyHpe++0Q8Hg8V6iCJeAx/IDjuOH//9Al8ZEUzACedOp+hnywHIPqzsS2fra/t/NFZ/OyTi8l2riHe1mq8ONhRNO5y2jnsbTe8diegRO1SZ069n4qAm9e2DVl+PRZHxWoMzeoB0/DbyzCh1LEYU7liI0OW8DmsjodD5YR9zMLDRmDVdcMRcSJwmvs7iWuVkGI15/0K+zqMMQ72+GZUzsg7pjnKVBCVU/F0GsuMIpkOnP1zsx+3XE8XgOgAotePL+AjFk0jyyotNUEWN/ipsrRyXzwjTMDrIuiV2HrLeaxcOQeA849uLmxz4txqImV0ZEyEwmHCFZX09fbsVUXDu259HoBPfu/fLJg3a4/3nypIkojf62bzriEyWYVZDRVTqmY8nagK+RiNZyfe8ABDwEiRTNXjUMUbKkUyEstSGT64ohfbdrTz41/cxTe+/nWa5x7JPzYY5XdnHlGPoun4gmHcoyO43R66OzuoqavD7w+MO+aVZy7K/9c9rpNhxScueB+fuv4LiPXLDK/T/FKbDc6AklrAiVbAZgohz2doqPIzuz7Icxv6S1MAplEyQ+KaOlap06l5mLmtda4lr5lzsGxfIDQ6qWI6kBrt5znGgVHHGl2n62Infdrlt63cEdt4bpdIOOAmFPQR8Er4PBJet6EN4JKcbzyN1QHOXDEjP5YAooiu62SyKpmcSkY2HomsRjwpO0vZ23koVliJofZUkynRnrMZAWskQpHLj23VBBGsx7GkpExFUV8QLZNE9bqpqg4WrpeJGREfM6r8CALUhj2kZeO7cdeFx5HNr4IlScCtiY5l3k6oiETI5WSGBgeorRsbGRwPj/7PW6h6+zWg67w8MpMTa7r2aP+pQE7RGBxNkVNUfB6J6ogPaapTbtOIcNDDUE+Umko/4iFseN8oeMM4GIqqISvquOzp/Y37HnyCda3d+N/7DW5pdfP9+VLBDkXz7HevnsbvD1BX34AsywwN9BMVR6mprcPtHrviUlSNxc1htnTFeXFwBifVdk96PumXb8Z3zGcRWk5DcPlKSZ2FRlrmj3qcSgobgS8ScHPU3CqeW9eDKlhIo9bdTQNUohY5wQ1kPPKl0752IyVKRuWDdXvBUsFg78Jq7mc/dqHqQmPc62Jua4cggq4S8LqojvioqfBSEfTgdYvkVIincsRTWRJphcFoloyskM6qqGU0DRbPivD4a90lqQ5BAJ9bxOeR8Lkl/F6JxkoPC5uC+L0SqqYTTykMx7MMxbLEkrlSvq21uZpjibAtEuTxU2gXXzhPgRKZcDOFY+2GK1icSfP6W6+TKezl8ZWIhXm9LqryfXdCHokFNSGaq4vpETC0YrI5DUkUqPC70XQdURAm7VyYqK6ppb+vh9GRYSqrqvdo35EnriG8aBXbWzdy4inTI6zlBC0v7x1PytRW+gn63aQyCv3DKZrrw/ttHvsKQRAI+T3EkwdOZmByOLQjD1OFg8faTjOi8SyVoemVtd0T3Hn3/WjuSq789ne5/MGtAPz25d0AHN9YzXDC4F74lWGaW4xwqsfjoam5hWQyQW9PF8FgyLjB5c8pI2sF+7e4OUxltnWP5uRyueh75iYaTvsKrjlnIVgrMArERluqAZwNat6Q+rwuVi6uY/WmfrK6C2Mpb+FolCh02kLltihIIaM3JqpgSXcUSKhmRMA2L9NRsobp7RhDTrSVy5rXwU7UxCSZimPPpWQ8A0Gfi6aaILWVfsJ+F6lMjqFYhu6hFJvbR43KoLLpmzKkUKsAmWUOOiLpHKTlHOhy6bXH4PCEAy6qw14WtVQQCbqRFZ2huEzvcJrheK6YFihcW7HU0Sr0faEYkTJ7sNjnbqbHxnzmlqiWledh/d9bjOBVtcwokC4jQQ/LmwIsrAqVdb68brGgFLu3K2BBEKhvaKK7qwO3200wtGcGenTzv7n80k/x/qO/QCg0ftpzX6HrOolUjsFoakwb9aDfzUg8QyqTI3CANC72BpVhL90DiYPcwTi0uRNThTeEg6HrOrFUltmN01+aGo0miERC427zu7vu5bvPy9QuP5nX7tsy5v2+hNEiek4gh+QLgSAWbpgC4PcHaZkZJDo6QldHO5XVNQSCIXpGjf00Dfa2dL2mupKnfv15zrj0r7iq8qmWgoGk+FygyA+wI2/gJUnk5CPreX37EPHsBGWt5VbFqmIJyVscjXLbW9MgjtECocidKJBXbRyBkvPQHP633TnGNPsSKCm11M3PTqeu0k9jTYC6iI90VqV3JMPGthHi6dw4fAihZJwx83HCeO9Zx82PqWo6o4kco4kcO3uM9uFej0RNxM/shhArFniIJmV6hlL0jmTI2TuMampprxpFHhthsn5vzDnaU0NODiwYY/vCoOUdRH8YT0UVALX1YeY0V7C4MUzY6yLgMuaRzCpUOJAWy6WW9gSCINDY1Ex3VweSy4XP5594J/NUJIlvfft6vnP9lXzv6i9PvMNeIiMbEQq3S2RmQ4Vjp9P6qgA9g0YztINl8TUR3C4JlyROqOfxJg48Dp3k2z4gkTY89OmWXP3z3//NZ/7nqnG3+d1d9/Kd51Uql55hzC2jkMgo1ARddEVlfvl4GwC6ptI3FCUYjhBN5YimcsTTCrH8QxAEKquqmdEyk0wqRev2NryCQu/gCE1nX7bH0Qsr3nLycXz7gnls+PX7isbTTsaDCWWgT1hcx47uGIOxbClxUVVKyY7lSIyKXFrV4aT7YK9qsaYtTIwhEtpWz1YipxV2QazJSHc7vF8T8XHsolrOOq6FGbVB+obTPLmmh1Ub+9jZHSWeyk6cbrL3LFFzztescI0sUYaS9ydPTszKKt0DCV7bMcqja/rY2hkj6HPxlqV1nHpkLS013kJ5NFC+78qE1TFlCMRASZUPgC9oOBeRKsJVYRqaKmluDNMY8VMfLhqbGVV+R+diKiFJEo1NMxjo60VR9kztszcXpL6umr7+wTHvXfrUvt2WFVWjdyhptFGvCtBUW76Nusct4fcaZauHEirDPkbjmQM9jXHxJsnzDeJgjMYN5c7pxONPv8hICt757g+wY1ev4za6rrNtRztVS98KQNv2fv71mBHBuO0va/np3WvQclm+8ecXycaH8QYj7B5M0zVslI32x7L0x7KMpGTaBpLE0wopGXwVtVRU1RGPDvGBT16CV43hOu5Surr7HOcxGVz2xf/kR7f8At1u+CZTNyUILJwZIZVV2N2fLH1votJE00BZ5ZmtUQarAbPm/V1lauOdWok7OSHW10sMtEOt2ESVF4KA3+fmyNmVnHXcDOY1hekaSPLYq128vn2IvpEJOuraz9H6d6pRLgpVso0xl9Fkji27R3lybR/rdg5TGfTw9uUNHDc/Qk3I0oHVdIDsJbNWlEQ2nNIltrJdTzEt4q8ubaXeaClFnRMO0hAp6jtMN9xuDzV19fT1dk+6sqS1J84VD25mW+M7+McDT5S898UnBbavephjL7pxj+ei6zrDsQwdfTECPhczG8L4JrHCr474GTnEOpYGfC6ysjphi4UDhjfLVIE3QIokm2/uNZ2qdK+v38Kq17bzgP+d5PqjjA49y2WXfBhsspQbN2/nqCULeLQfBl7+F4nd7YDAn18z3hcQ6O2sxK3naG08Dddp76F9eITjGqp4trWTrevXUFMZwR8IUlPfSKbOuNG6JSNtsDvnR/AI3HHTpazrS/Pdm37Cjdd+lUBg8uFbEx6Ph0s+9RFmz3qeK+9NG160PSrglEMHaiq8NNcGeXptj/Pgugb6ONUXdsNU4GJYoxd5voPowZRKd4SZBpBctohJnisxpgrEfgzLONY5lZEdrw77WdhSgd8jsbM3zpNresryAQpjmce1n3vZcxKLUzMlus2xBJFCLqsgjAVgK6UdT3HUPP9y0RpdI57MsWFnhg1tAnURH/ObKzja52JHd5yOwXTxm29W0JRUnljSV+XSTebrHn/x2ni8EKoBoKK6gvkL6vB7jXEaK9y0hI3veTqnUj8FaZDJIhAIkkmnGR4apKa2bsLtj2gyOBuVjTPZtd6oJPFf9Cx6aghl74nBxwAAIABJREFU5+O89xMfpXbOEby+fjPHLDsS+33ECYm0zOBImlDAzezGyB5Fa12SSMBXKr51sEMQBCIhL9FElprInt/f3sT+wWHvYIzGMtNamtrW3sldf3uY62+6jQdufA53MMJND23lsktKt+vpHeDWX/2R6666jI/OXsHVVz/CL+o+UnjfDIPtvmEJH7zldVJymva4Idv7at8IX//yVVz6iXdx5zO7UTIpcv07OPnCywA4e4HBZH/5qUfo2NHK7HdeRNgHs876T5Z8+CZ23X/FXoXZli5ZQE/fAF9Pvs53fr8aBAHBU4Hor0Hw1xljmve+vCHyugSOXVjD8xv6xo/GmxLfxskXx7FXelhJmyXbaeDyFYmFZnlkob27hfAoWMY1j6tRunJ20rIwHQnTSNqJnebmQHNdkAXNFaSzCts6Ywwn5LxhzC9BnKIeToa+hGMiGv0/pgt29VG7oJl1ToJoOIUOuhQ9rc/T+cJmI21X08QZZ19AW2cvrav+hq6kEQINuOeek/8YVHI7/w1aDvf89yBIPpShTSi7HsFz5McRfdUgiGQ3/gH3og8iuusMUS6PF3xhJLeL6oYqAnnNikjAw9xaH80VHtyiQGXQeH1/d6Csqq6hp6uTZDJRkBcfD3//9Ans7E/y2xfm0Nc/iLLzSVCzuJb8P2685KPMDue4+uqr8g5Gecg5lf6RFKIAzfV73+m0OuKnsy9ORfDgUzkuh4qQh929MaoPQg0PAQ66OR0IHNYOhq7rpDI56qvH143YF9z8szu48eafI0oSK48w6uI3PVjJlq07aGqo494HHmPL1jYaG+q48lvf5P1/HWXV10SEXJzeG8fePBRV4wvHucgkVT5zuxHa0NODCJKb2zeHOGHFYgB2P/xbACp8Lp7fOcBr9/ySpnlLCM0/lhfvvZ0TP/hJbvtzK0c21XH25Q/xwHVn4/Xs+cd91uknc9bpJ/Ptyy9B13X8b/sRua7ncbecBpKvaKDzhmnlkkY2tI2Qzk6wErf3KAGL8bJGRvJG1qzcECkaZTWXL1v0WByKMiTQEsNochkcpK/NiIeu5Rtv2nkZpV5Tc12IxTMjDEQzrN7cX3redn0IJw6JuZ1JfhSk0vRQoddKmfMaM45gjGVPSVgJl+WcCOs5FgigFj0KKI3e6Bq6nEAdXIdn8UcRRBejux7msSefxpftZPkJZ6BXzGPDC/ejDm7AVXsU6uAmpLplCN4ISt9rxvdIEMATRul5Cc+Cc0u1TFxecHsKomrBCqPqwuUSaazyM6PKj2SZe8jrwreHZadTAUEQqG9soqerA4/H61hC7oSL/uN8vnDlVTz0i8s5YsmRBa2O/qyX2vomunv6mdE0NiqiahpDo2nSWYW6qsA+V4GYUYx4UqbiEIliSKKI3+MinVUOyiqYN/2Lw5yDkUznCExj973unn4WLlyExxfkh0/vZE61l788sAHv7JUc89HraT7vZk484QS+/73v8aWvX8v5fx9F11TmnPsFFsyd6TjmcCxDb093yfuJ9f8mtKy0rXMiY4TF7/jzE/zy6m9w3Dnns/S0dzJ76QqqZszivj/ewcqzV+I/7UP0da6jdyhJ31ASdR9yloIgEH30C3z9otMQXP4xv6Als6sYjWXozXNGxsBcMY/Jx1tLPy2VHeb/BYPnUMVRiDLoNj0FS7TB6ly4PEVVUCiNIFj3M426k9w20FQT5Ixjm6mr9PH8pgHW7RwhLdtCNrpWyiWwRkac1C+tKqYuj/F3urgXhWM6VKjYYZJs7W3L89dG13XQFIOvo+XQXQFi/W1sGa0hp2iceNKp+NK7Sgmh6FhD/1JkHnp6CC09XFqNIqdKyonlTJGMmMkVP9dKr4cZISNULh2gO7vL5aK2voH+SfIx5tUHWbhoEXfc9WeOWGIsNhorvfg9xmf+yU9fzO/ufggstda6rjOab6PucUvMaqyYMuNaHfEzfIhxMcJBL7Hkwa/s+UbFYR3BiKVkqsLT542fdtVDhGcv487vP81nz5zLSErh6xfmFTMvfivX/+FV3n2XDLwEQKUvS/dTd1K/8j18/CMnjxlPUTWSaZmdbTv50PvOpPsXy6g7/2akSDOd3z+qZNurW118/0d/QO18iZZzv8TfXorTdo3Md1/18Ncvvw33Cd9g65odSNWLWLbyVJ5++ine/95z2N0XozLkozK8d5ogf7n3IT78gXP40dNPGy/kjX5NxEddpY9n1/Xg2A3TqmNgbY5lwq6XYCV26lqx6ZcVJfwMS+6+IJBlIWqaPAwT1ooMa0rCKaJh2b4i6OWYBdUk0zlWb+ojJducnhK+QZ4sai3NtDpM5rglqZdJRikK6SMBRLfNkRFKtym5XvnzLKfUaUZTysGqI6KpCJ4QroYVZDf9AUQJMTwLMVCPIHnQdZ0dXTEENYOWiXP2sU1s3CHS/sq9oCu457275Dq7mlai9KzGM8/iTFvk4EWv4UDI2RwVFUbJ+XBS5qgmI0KZkBXmeI0IR1pW91hAayrg9wcIBMN7rPRZG/aQyzv/pk5HX85LVnWRSCQJhQKkMjkGRlL4va5paaPukkT8PhfxlExF8NCIYgR8LvpHkui6ftClJA62+RwIHLYRDE3TycoKvr1IC0wWmcEuvDXNfPbMuQAEPSIBt3FJ773nPuqGHmf0pbuJvvI3lE330ffCPcw857MEmhY4jjcSy1Bd4SeXU/D4jRuoOLCWppVnO26vdr2Ca/5Z9LVupe2auYDOFccZ3ryr8Vj05ADaSBvrX9jFp667HwmF2Y0RFFWjvTdGMj1BC3MbdF1n7cZWTv5S3rnIG3VJFDhmYR2vbB1GH8+5gGI6xRqRmIz+g1NawXzd6hAUSmBt5FMryVC1qXda5+Go6yHgdrlYPr+aYxfWsG7nCK9uGzaci0KJq4PTZD1ncx7W4xb6tJQrUbWtJKf6hmVv7DZRdYzD67qaRRvdiXfpRXiXfRq0HNpom+0wKnJO5Zm1vTTVVXLmeZ+j5tiPInhKBarEmiXoyR60bLR0jnknQ0vH8foNw9fZGaUy6KHC72FzX5pqnwevJLGtN1G4TGa6YX+jsqqKbDZDJl0mklcGbklEFAweSTofnbnw4//BHX99iO6BBMOxDE21Ieqrg1PuXJiorvAzHD10ohiCIBDwuff4XrY/8GYVyWHsYCTSMkH/9BGWVFXlUydUIQgCiaxKwpJ7v+6XL/DyY0/TGTiVyHHnEV7+XsQFZ9P9z2uQPH5WXzI2p6qoGom0TDjgJpvNgTuM76zvM9S+C8kb4KgflPYt6OkbQHD5ECTn8sz0Pz+M1HIK6lArei6FVL2Qx59ZjSgK1FUFaK4LMZrI0NUfR85N7ka8avUaTj1xRfGFvOE5al41bT1xw+Da0wlOpYoF50Av6jlYb2im4bN21DRft0p124WcJnJczPLXcv1HSrYtOg4z64Kcfkwj0ZTC0693M5rIh+nNKIuZcrGeu5OjYpZuWs+3ROfC7hhZyZ+ihftgUcK0n98Yp0QsdbCcup2WO/9JvKfFOxC8FQiSFwERKTIfLdmDrsro+WPouSSCO4icU3lt+wgb2kY4bmENR8+NlKRNBF1Hajgeteel4twBUrFC9Cna3c1A1wA+n4u1Wwd5cVMvblHgoe2D/H1LL4IAW/NCYWDozIAhlZ3bTyWNgiBQV9/IwEDfHndeNedYFfSQyuR4sD1HMqsS8rtoqQ9PazUcGL1c/F4jinGooCLoIXYIzfeNhMPWwYgnZSqCZbQRpgCvvr6J449fyfknzySXD2lmFJ2MoqOlo4i+CgRBZNe1C2n/vyW0f2cpaLKjcwFFrY77H3qKt7/1RHCH0IfbEMPN7Fj9Ghsuay7ZfvvO3fQ/ehXpu99D+u53O46Zuf8jDL3wY5SuF0m9eCMvr9lceM/tkmiuC1NV4aNnMMHASAp1gpvhfQ8+wfvee47xJG/IaiJ+KoJednaNFjcsp+NgV20svK6VGlqncQoG3Ma/sDoTTvoWVtgrRUq4HmPVPL1ukZOW1FIf8fDUuj529SaK8zWPI7lK52Q6RuY4ZlTEHsUxr4O9I6zV+SqMLzo7LFMBQTT4HuMJiDmJZ+XnI3gr0JK96JohJa4mOhH8tYjhFrSR7SCIqMNbECPzCuc4Ekvz1NpeEukcpy9vIOQtps2kqkVosd3ouXRRtVMQIDoAscHC9Wrb0omUL0V96JVOFF1H1eDOdUZpdGt3HFXTUTWd3mimUCqcze0fJ8Pj8RAOVzAyPFZIazz43BJpWSWViPFy6zY0QeSZ3Dwee/LZaZrpWFRHfIeULobP4yIrK/tF92TSEAxH802hrcMQqqaRUzS80+jtP/HMS5xxZjF14ZEEfC7jofRtxtWwZNJj6bpOPCXjdQk8/fzLvOOst+E/43uoQ1sRK+aCPJbEdPtPv0tVJAQT1MhHImEevPXT3Pv3P6EjjrlpBHxuZjVW4HaJ7O6NEU1kHW8sm1t30DyjAcmbb9AkCPnUSC2vtg4Wjb115WsdxxpxKKzAJ7mSthpcq0Ngvm51MsqQMs05lxyz4GSMnUNTtZ+3Ht1Ee1+CV7cOkjOjPNa0ip30WDjGJH5W9utkPpyEwcZcD22ssmfJc1skwzrnyURvzOM6RTFsxFQxNAOxehHy1r8ib/kj6DpS7VJczaei9K8hu/H36EoGqXZp6XVWFXZ2DPPi5kFa6gJUhz0IaAiihFR3NCip/HY5ozOrIIDogvggomjwRDav3YWiaCiKxgOr2gtD//zl3SQVhed2DpLOqaRllZ39ycJPJWWJNk5nVCNSWUUmnSGTmXyqJJNJ09mxm2g8yfL589g0KuKP1PDSq+unbZ52uF0SbpdIRt4zddIDBbMBWiJ98EQxjDLVN1MkhyXJM5HKEQpMX/UIQDyRoKIiQlI2wrF+t1iQLPjKyTm+/Y1zjRvhZMZKyQR9bn71h7/yuU9eAL56Zqw4huHMRmpPPpVt35w1Zp9ZM5smPdd3vP1U/veqH7JixXGs37iVo486ouR9QRCoDPuMVsijaXbHM9RXBfD73CiKws9/ezfDo1G+8eXPgqfYz2XpvGraeuOkrLlue5TCrA4xjb/pZJTrVOpk2OyiXk4VIDBxS/cS0qdzGaskiSxfUI3XJfHMup7iitecg6qMdTKsToWQJ4pOhqxploFaSz+t8zT7sIw3zt5CECjpHGv9vKwo54iYuiO6jrv5VJhxcnF7XUPwRvAu/kjRiRvT8Mw4p2QyzQ6hhUXLljCjNsjLW/pJ1B+Dq/6YUkcpHYeg0XtE696G2LwQgM2vt7HwqNkA3P9sG2eeaPxWfvLsLj68opFHtvVxYrOhE7O1N8HcuiCyqhGL5qivKCUyqppuq3TZNwiCQF1DI3293TS3zBr3fqAoCsODAyiKwqyWGbQNyQjA7dd9Dz3ZT+rFH0zZvCaDyrCPkVgWf93BV/7pBPPedaiQU98oOCwjGLFkdlq/aNmsjM/n5fP376IvkaM2aPhpmg63P93Ob19NTtq5ABiNZ6kM+xgcGmHRkmXM+vITDDz5awJLzxlnrz27ETY11rLy2CN5+IlVZbeRRJH66iCNtSGGomleen0b/3vNjzjjradw1ZVX4a4+Av8JXwMMtc5I0MPO7rhtWjaX23xuVwG1/rVuaydnlqQudIthpjRaYX3PSRWzIJhlO6YiF1qKB30u3np0AyOxLC9s6icr2/YvkCEtEQertkVJlGYCp2Bc58N+DZ2iMeLYctdyhFF7hGSyoW+n6Em5DrQl0t/i2DSV0+eYf03XNVo746zZPsyJRzbQVGPRrclliueUGALV+Ey0ji2FiMS2tTtQ82nKfz25rcAp+unjO4lmVB7ZMYCi6qRzKqvaBgvlrVu64yiqTsxCEJxqYmgxVTLk+L6maYwMD9HT1UEgFKKyrgmPx8uMKj/v+PiX+evlJ5F77Rbc7v27FvR7XcjKQSzFbYPXLZFTtAnTvPsPU5ceeTNFchBBUTU0TZ9WMpTH4y5pbpTOaaRzGn94ph0lHcflr+Cknw9MaqysrCAKhpS5KIpo3jpGX7iD0NHvwRWqHWfPPcs3rlh+JG1tOxkZjU64rdctUV/l42//eJAvXPpVPvGD1widcSP+k79prFwlN0fPq2bNtj3LL08KTpwIO2nULljltDq28iCc2oWb++XHbqjycvLSel7fNkhbd7SUUOlUBVOSjtBKxyx0at3Ln5c1quDkFE0FrORPKxel7PZCqWNSLkVkbmsew+mY5vmYZcP5KMdoQuaZdX3MawqzdE4VgimIZnZmBUiOFJwcrXNL4bNpX7O+kMZ67OltRnda4M/PtjOaVrh9TRejWZloNseDrb0FRyKnaqRkldaeOLKiISsaQ4mpDbVHKqtIp1LIcnFcXddJJOJ0dewGoKllFoFgCFEUiOeJqZeeFuLcc04Hff9XwwiCQGXISzR+aGhMCIJAKOAmkTr4qkneyDjsHIx4SiYcmD5yJxhf5h89PsR9j7Zy36OteFxFDzPZvY3AjIW8+LmJexIAjOSjFyCgi36uvPpanv/113BXzgBwTI/sDY5dtoTX1m6kqjIyKSfjxz+/k4sv/i/mLlyK4vJzxrEzaKkPgSgxp87LUCxLIj3FOdo9IZWZRr1cWsRcqdsdhYJKZzElsXhWJYtmVvHsul5GrDfUiYy7tURV1/KG0GaEJwu7sNZEzknJOdiiA3aYEaRy5FcrCqqhDpBcYyNR9qZm5hzsnJCScSxCZ+Z555HLKaza0IeOzinLZuB2iWPHUOTiHLu3FhyO3rWvI2dk5IzMS8+1ks1zLWIZlURW4fevdBHNGt/Zn63uIJFVWNVWjCys74yi2IiCY9rS7wUEQaCmto6hwX4AstksPV2dpBIJmpqbqaquwSVJyPljjSRlRpIynRVH8dKrG/b5+HuLiqCXWMqZk3UwouIgE906HDgYgiC0CIJwmSAI9wmC8LIgCM8IgnCbIAjvEYSJV1CHn4ORlAlPY/XIrt3d/PbOe2iphve8fSFf/9hyADwugY+dNovPzO7hhW+dNKmxVE0jnc0R9LsBnWdffI33n3M6y+ZV0n7tfNqvnT9l866oCBFPpDjr7W/liWdWj7vtug2t+PwhFi5dQeCdP2BbT4pnd6Sprw5x+rFNLJtXw+bdsdJog+27pus6WrwT3Wn1VZJi0B0Mkjb2YeU9mI6C9ZfnRPQEB55H8X8BOG5hDT6vi+fWdZPdW1KbPWLilKooZ/gd5gU4l7ROB+xRILuuSMm5WaI01l4y5nYTRUAKkQ2h9DOykXV1YNOuUdp645y2vBm/1z32LpvLFufRu8N4rqrEWteTk3OoisqmlzaTyeT419M7SWRyRJMydz63m5G8Y3zdI1vpTmS47cV2oukcwxmZB1sN3s32vkTBuege2fe24P5AAF3X6dzdzmB/L9W1tdQ3NuFyFTkOPrdERtYIel08vL2fBcedymPPvLTPx95biKKhMZE4CDUmnOBxS2iaftCkdQ71FIkgCL8DfgvIwPXAfwD/DTwGnAM8JwjCW8cb47Aieaqqhq7re93wxwmxWIJ/P/Ys6zdtBWD27Lmcec55vNjw/wAI59UCH90yzF0fqOLKf8SojFRMbuyETCRoKmqK3PenXxD2Kuxp+mNPcOSRS3nwocfKvq8oCr/6w9+4+Qffw/+uHxmrS6+fLPBaZ5aT5opUB9wsm1/Nxl0jpWV/Ouiagjq8BT0zwi3/+14u/fGzuOqOthiTMvyLwhgOr1srT8xLYxIHbb0xCttb+40UDGGxzFUSBU5cUs9QNE1rR3RqL7lejuRpKY0tnJfNwJuvTYbHUbgu+f/L3YdMMmlhbjg7A+b1NHu/WPkWeZ7KGBKvPSpiRkAUS5rBTiDVVJAszoXVubScW/dgiqyscurRjaxuHSaelIupGjtfJzYI/jDoOmrXNqg2yrp3vvgKkXmLeOKJVo44qplEQubX97dyynHG+7tGjBXv1f/ewkdPMl5LyQqJjMLT2wc4fma14yXdE+i6TjQ6ipzNksspzF+4yJGjpWk6iXyE5alWI7Kyc80o39rnGew9qsI++oaT0x4VniqEAh6S6dwh0xX2IMcPdV13CqFtAO4RBMEDjBtiP6wiGMmMGQ2YOuxs72DthlauveKL/N+VX+bi//pvrl+rFbzKjKKRya90PnbvCPdunVy+VNd1ooms5YegTalzMTwyOkbkp7oqQjKZRs6NXZHs7ujmV7//K1/91o38cuMMpGBjUaPB5QGXh1DQh9/v5d6XBuiLKZx2dBMLWyIIYjGCoQ5tQvTXobTeySWfvgA9l0JX0mNXsHsCayrChFWMq4yOxRjkj+txibxlWSOdg0laO2PTw3FwJFvaohtmlMIuIGbO1UrgtDom4x1jj+eZJ1yaeh5WrkU5bQw7aRfGEjtdHqMLqvU41jmPRxa1jDMUz7F6yxAnLq6lJuIrvm8vUQaj0sS8xoO7DYIokMvmkLMya1ZtKWz6j3+uYXgkzV8e2UZXvnfOrQ9upysq8+PndzGYNhyP37zSTkpW2NARK3MBx0cqlaSzox1VUZg1Zx7VNTXEYmNTlKaGQ32Fl8FYlo+tnEHA6yJQM4O29u69OvZUwOSyZScpxnegETxYVD2nMD1yoFIkTs6FIAjzBUFYln9f1nV9+3hjHF4ORjpHcIq76h2z7Eh8Pg+9g3GILAYlgUcS8UgixzYbfQ80HU6dX8lxjS4WNNdMatx0VsHrkZAk60cwdcvon//2L3z1WzeUEMtWLD+S19ZuJJXK8Me//otrb7iNq757C1d+5xYefPRZzjr9VH7ZsRKxcib+D/3BMBCSu2AolrX4Wb87jq7IdA2leXL9IJIk8vZjm2is9pN+4gvouRRCoNiDoX/Vj1AG1hlPCjLeurPhGk/syd4wzPqaXajLyr+wOSZet8hbjqpnS/sIu/sSU59+sJ9DmRSSYwWNub0TrBENp2oQq6CX+b7Tw34M691LchcIl+OeX+GYDp+l/fwlW5DUHr2xXocyHJF4RuO5jYMsn19FfdihbNf6PJsqPh/pAU0ltasVJZuFbJJtz79EMp4EYGjQ+HvPn55meDjN8FCCrtEsQ/EsNzyyveBkZPL9Zh7fYnAoJqOdIcsyPd2dxKKjNDY1U1NbhyiKVFXXEIuOotoIsqIooGg6vaMZdkSN0vfugQTizBX86+EnJzzedKIy7GM0vu9pov0Br0ciKysHnDdi6GAc2ikSOwRBuAL4JvA/giDcMZl9DhsHQ9d1MrKCzzsFWR+XtUeCzlf++yJu+tmfOOWGZzjl1u38+o5V6JrGpZ+/jv/52m10jsrGY/tmWhZOTmCrNHox9XB7PHz64x/iK9+8gVgswY623dxz/6M0t7Tw2U99lBXLj+SKr/431377Gm5qO4GvrprD3KPPLK46Tdc5r8NQ65HRdY3BFAVDpeZybOmIsWrjADPrg3T0DnHlJ08i88TnCvOorqrip1ecz+rf/KfxgsmnsP9orOWndlibeNm1MOxjmEbSfG7uhxG5OHVpPRvahukbzZS8N2UoiIjZK2EEHAmUrnzoeby+JE6VMPuKQmRELI5vXl+rCqsoFedYOBfRWZnUvo39eFaYaaBC9MSmx2GOYUYKMzLPr+9j2bxq6iLe8Z0MOV2cn5p3Mgc7jNeB+Ja1aIlR+l5/jZH+EQC2PvE0qXiKex5Yz2A0w+homq6YTFdU5ubn2wq9QXJqaaWJXT1SU1UGB/rp7+2hsrKaxqbmktbtORWqqqoZGR42ts9f69FUjt78d3JeJMRAKseZRzfxyv99kN3dQwfUYIb8blKZ3AE32pOBIAh4Pa7SEvM3sVcQBOFSQShpLrVc1/VP6br+GWD5ZMY4bBwMOaficUlT4+2JbpD8ILhBcBEKBXkg2sLwxud47bn1KG1P8fPLvwqihLp7FXLaWAlt3bqDr5zROOHwWt4Z8k+FM+QIAbfbS/PcI7nm8i/wjWtv5p77H+OGb1/GKT9o44Qf9nHyT6LU/c8a8Dfg9ho3QP95vzUMQb4jpTFZY+W7pDnAps4k+qghxVwoUdR10lmFZ377JWojfiJVtfQNJy316DqfvuAdrDjrQiM+Y9eqMGElczpFKcy5WMfIH79kW3tsMb+/2yVy6lH1bGwbpj8qjx1zT2Cfn3XVbpc0L+dMidLYiIGZniinVWG9buZ+1kqOQkTAosthjmvub9XzsEORjc/ViRORT5MZ45SJOmhqKffCntZyeUr3tV57q5NhOlrmdyG/T1bReW7DAEfPq6Ym4h+bqrHqkJipMzldHC8Vg1x+fqk4ZJPIbRsgY0QMMqkMmVSGlx9aRXQ0zS/v20wsX/Z43aOtJHI5/rSmg0yed6RphrZGf8yotIhFR+ns3I3b46F55iz8gUAh2mFVDw2FK4jFE8i5HOl8iSxASlYZSsj0JNMMJY3fV+jDt3Pruhq8b736gBl4QRDwe92kMoeGsmfQf3CkSQ6DCMYQ8JAgCO/LP39EEISHBEF4BHh4MgMcNg7GlPIv5BFQ06DnQDd+VJtvei/J7m0o2x5GrFuCe9n5SLNOxDXvTJ7700/RdZ3WETcdXX0TzzWfypm+L46OW9LJpQapnXsCP73tNr721f/BG64nFAkRioTQdR1d16m56E9ILqngZACGkVEV48arqdQEJWTcDG18GKV7FVqid2x/DTWNv3IGA72deN0Su3tjjMSNfgYulwuxch5adKfF2Dmseq0pDzuctCisKRCTL1KynXFDdksib1lax+ZdI/RZnYtyqZpysEYlrAJfMNbYFTQmHMa3Gt5cxrmJmabmPweL87C33xenOVj5H3YeyHiwOlQ2J64ARR7bj8ace15HpTCncg6eyzM2EgVkVXh+Yz/HLKimOiCN/R7C2O+YOR/zO63Ihp6GiVQMNBWtaxtaXtY7l82Ry+Z45InWgqaGWeJ607NtZGSVLd1xklkVOZumq2M3siyT8VQTiVQ7c3pjAAAgAElEQVQWnBAwnIvRVI5sTmM0lWNzd5xwpIrt7b2FbXpHMwylsvQkjePPrfGSyml85mMnIdUuRKpZwA9/+gfna7UfUBH0HFQloOMh6HeTzBwMDsYhz8G4CzgXOFoQhH8CrwIfBM7Xdf1rkxnjsKkiSaZzNNYEJ95wUnC+0Xb8NX9NRQ9opqE6mb/c+zBX3vsIvtoWLvzlS9S+NpNXv9hQdvR4MktVhX+K5uoMt9vFrA/fheD9J9XLVxZed+UVAUOREADp/A0tm8qnDPLEOCR3YTW6uFrjaKmV3993BbNmNnHVd2/lhgcGEAN1oKmkH7sY5FHw1bFk0Ty6uzo5YtE8hqMZdvfGqKsKIL/6Q1wLzkOMzDMcK6dLbBG+AkoNl0nss8MsSzVD/LaxBHROWlLL1s4ovcMpi2G0VppM8qI6VDoYr5cpmTW3sVfQmP+rmsO+ltX7RKWt48Fq1AsOygQaG+VKTScik1rn6TRve1QKDAfCjHZYP3ezGsb8fKyE0/w8MjmdVRt6OXVpAy9s7CGZptQ5M7cvN0cz+qbmio6p+f5QJ3j9jGzZQHj+YpScQlpWyGRVfvHoTs47xSDNR1M5BhJJXPII6ayC7AqzqLYKMZ4lLasMxmUaK730jmbpi2UIeV3E0jmq8iX0Kc3DcCyGMBCmOyGzYzTJ0towqq4TzymMpJRCg7aFS2fB0ln8YturdF1xPeFQgJnNjVx80fnjfy5TCL/XRd9wEk3XEQ8STkA5uCQRTdfRNB1xCqXf36CYD/wF+DVwXf61K4GJxZQ4TCIYmq6jqlNbnloeIvjqQSj6ZqPROJ7KetzhWuTY4LjOhabpZHMqPs/0zVVVVXr7hyBiiH1JLgnJJRWcC03ViqE3875r3uzltPGI9UMuQ03Ihdy7heuv/DyzZ81AEAS+/Y3P8+V3BtDSRh7Zf+Yv8J9+M/6TvslZZ7+Lx55+EUkUqasK0FQbYiSWoatngH/84nK0ROf4aQlrGaWjoXJIgZSkAywGRtdYsaiW3pE0XQPJUiM3kW7DnsJeJWHOxWmFbz8n65zM/UzsSXRhT2HVFLEf12rYrbAKdjnxJkzYnT3r/mZqx96J1rqvPb1im19a1nllSx8nHdmAx20Zx/xbSOGViZRZnREzzVSYr3Hc+PZNKDmFF5/dSjIpk0jIDKUUBuMZbn18LaNDvawfyaH4qhFdbgbiWQYSWf65qZuheJaNtsqT/mSGoUSWXaNJ/r6pl2Hdw/aeHnaMGinW4YzMrtEMIymFoaTC9t44WUVj2cJaRFGgYsHxfPmL/8XwSJRTTjh27HlNIwRBOHgqNCaBgO/ARzEO9RSJIAi3A18Crga+ouv6xcBtwK8EQbhqMmMcFhGMdCY3jXyGMtCL+ciOrh7Wfe9rCFqWq1N/H3e3RFom5PdM+Zcmk8ny2FMv8MLLaxFFkeufFhDrqiAgoOQUXG5XIYdrlq+mE2kEQSA10F8caLDD+Bswmpotrhc5vS6A2yK9Looi3/nWF1GUm/jcpf/NsgtuLbzXOKOZvsHijdXjlmiuD5NM51i6aBZHNsL2lFRYnQHliY0AwiQdMSsRVDCiHYvnVKJqsK0r7mwMzW1hz7kY9moK8+8Yh0Fk0lLPur5n29pRMJp5A11oZpafhyAw4ZrCMQIhjhXWslaHWMmpVq0LK6zRAiusOibjnVvhveJ3ZTSpsLFthJOX1vHs+gGDMKkqpRLkVgKr/ZzMeZrnrMhGZEVOgcfoh6LkjN/5pqdeoHbxUp59bgunHVnBoO5iey4ECvz8uY184e1zeaI9zVtmVhUO0R5Poug6rSNx1nanmFfjBRKk8lUpW6JQrcQRwh62DMo8u32E2rBBsq7yG+eQzKdlXv3madzzx1/w699t5MZrL8Pvt5QA7yeEg15GYulDQhMj6HOT2A+qzmVxAFMbU4hjdV1fDiAIwhoAXdfXAOcKgvD+yQxwWDgYyfTU61+Uh2ZwNARXiZMh6NlJrYhjSZm6yqlNjzz/4mv88g/38tkLP8i1V3wRKVDPLZ95BDCiF9l0tuDQ6BbDbiWNacM70Ad2IYZnIgQioKlUhz0oI12c/v4VlqMJgI4kSXzvqi/xv1d/Bz0rIHjz4mKZfgR9LBks6Hczx+cmS4DTj6pgW6/K7v7E+OF3axTDqQrBCjPMno9ctNT6qanwsmpDX2l0QceynQNRdDIYU4Zqjq2XcTLM7SYQz7Ib9z3Zdrw5OqGQihHLR1gKOiOW8xEl0IWiU2BXVbXfVa2OSaFHi8Pc7Q7MmPlqpU5BHr3DKQI+F8cvqualLfneOGYX2lzGQky18VusUGRLd9j8Nc8mweVB790BkXoqAy5W1MjEZZ3f/H09844/imc2bOUtK1sA2DqUZmtfklmVXlr70zy4cZBFDSE29KWIZozjresyyKSmHHl7X5yjGtx4owP0Z4uGcDiRpWMwic8jkco7GPPe9SluvugErr3ii0w+pze18Hkksjn1kEg9+H0u+keSB3oahzoeEgThYcAN/NH6hq7r901mgMMiRZLKKASmWP9iXCjJvHNh/MhEUQAlA+4wCC7Ksb1VTUNRNbyeqfXrTj7hGCrCAY455d1IVUeAv75A4jRXYCZDXs7KyFm5wL1Ijwwb1TD9GxHq5qD0vYw6sB6ARc0hTp+X4ZQTreHY4rm53W6+f/WX+OypOfSsQZTznX5LWc9dEKAtXskTjz9KddjN6cc0URWeRKmuk+EZh0AZ9rk4YlYlq7cM5itX7KtXiyFxqlyZCKYzUUhf2Ko1yu4zCWGskgjLJOZUECGz8jsslSh2/YtyKZsCMbJM9QpYSLi6xWGy8i/sWh+WaIaVZ1HOiXLSBrGnWhzmt7M7hqJqzJsRtn2uNmfCHsWypkaszofFIfW6RY6bIbKsycXq59ayenuSrKIzMpwmlUixqzdOf3+SW/+8hva+BL95Zjc7BgzDtr4zyvrOKDv6Yuzoi/HKpj529Sd4aV0P7X1G5cj6XplcMoGIzmA0w3Aiy90XHcu/PlpLKqsUHrWLV/LEi5vZsuPAiW4JgkDI7yGRntpmcNMBURBwS2Khs+7+hnAYdFPVdf3rwPnA+3Rdv3FvxjjkHYycoiGKwv73qEVv4UYlCAJoGRAEdHcYQfSAg25zPCkT9k99yE4URa748sVEjvkQ/nffQvgjv0dTNZScgpJTCoz4XNbo0aAqasEBQZTQkv2IFTMQq+ejbL6dy85twu+R8LoEVCU3but5r9fD9dd8pSimJboYjcZJJlOO22ee/hKyLLNm+yCvtvazdG4VKxfXjeWkWEtO7YbHdC7sToauIQmwcnEtr7QOoigOWg0lJa7jGLeJYDdkhccUfA+t0YASNc8p/LkWymQdrq/12FY4NTYrx6OwHse6/0Swl7GakZYJokyvbx9idkOYqnyKoRCxsH6PrONb9VQcqpcEARY1+jltaQ09faM8u66PaDKLlopBNknvmldJJ9KsfXkno0NGSrC/P0F/f4K2rihtXVFeXdNFe1eMNa910tFlbNPdbf6N090dp7c3QWuPTMeWDhIJmZ2dee6cJvPgBSE6u2N0dsfIRJZw4w9v5td33DPxNZxGGNUkB7+DARDwew4oD6NcRcjePA7M/IWPAwld1xNl3p8vCMJbxhvjkE+RpKZBHnxS0GQQXexq7yCblUHN4n/nD8htf4kbH8pHBx79TMkuiZRMffVUVbqUoqmxFrFqHmrPGlyRs0reM6MYkktCySm4PcUSWU8wRGrbWqS5p5P+49n5sepY9eN30ba9Fb/3xAmP7ff7+PFl7+Irt3cg+ir51Qs+fnbcJShbfj9mW9+p30OQvAiii3gqx3PremmqCXDqska6BpJs7Ywa4kXW8k+wOQO21bYl9bBiQRU7u6NEE9auqHpxm8I4tiqLvYGVJDhh+sNGMC3Ma5xwz0QoSb9YrpOAs+NQUkliT8dMIHJmr/CxHt9eImz/7KzXxsrFEMarJrJ97tb5OqQ5NF3gpc39nLy0gafX9pBTyxBEzblYuR9W501TaarycOScKroGUzzxer/B+TS3HewAv5EOzMVHjVNS811bOzuoaJlJ+9YYtU21xIZjqIpKMpYsbKPrOmq8n2tOzdHd2cZv1mi0zjmBE+dW8OyuYmdXY54q7dsN3ZlAKED4zOu48vT9z72wwutxoSjaIZEmCfrdDI6kik7nm9hT1ABrBEF4FaNEdQDwAQuAtwGDwOXjDXDIRzAy2ekUrCoPXde480/3cMfd/+Say7/Awv9ro3nZUqMfQh7+s39d+F/TdXKqVtD23xPs3NVBd0+/4ciUgSzLoCmovWtRokPE774ITZbRZBk9l0XPZQvRi0LoTRRweVxIbg+eYLFB27vOeguvvLaW51at5rSTj5vUHN//7rejDm8GQPCEEMPNfPv62xiNWpj0ghtlcD3/n73zDnOjOt/2PTNqo7Krrd6+XhtjjAumGNMx4FASAgk1EAi9hBqaIRB6wPQWSOgQQiAEEmromN4xxja44bZee/uutqhLM/P9MTPSSKstNvayy/d7rkuXpClnikbnPOctzyuVTs8YIJo6wsz7egOqprHvDpVUFHv6Bg2m2shSx4TUtrWlHlRNY21zTsKdCaubY1NhFXbKPrcB98uSMbe+cqG/dnOlvw4VGRoV/ahu5grUTGaJlCmbIL6U4bIRByY61nuboTMipM/V2CYUU1iyroudJo3pG4SbrY9ivizX4JNt7DGlhKoSNx9/18qyhm7UZA6rTTKmv9obINiFun45am8AggF6OnsgpL/He7sJNOhB0z3tAa7bsYVTiz5h7u4BDt9/e+ZecSaJ/Im0L3id5m/mkRdrpKu5Vf89JRf5Z81PHbLr+yVo4TYmTxxr3oCh3u3NDrfLRngE6EwMBodNJJ78cVwkoLtpNtfrx4CmaXcDOwBPAyXAfsb3DcDxmqYdrmna9wO1MeotGNF4kuKCLaspYUVnoIvnXv6AlWvqOWC/vTjuuGPB5gWa6P76RST/uNS2VgtGJJrE7dw0S8vfn36RL77+lj132YFYPI6QGhD0zjiZVBBFkQ/uPIyZu9+HYHcj//xufROzc3TIaEmzU9Dvl2STUJIK9pI63jgtfQ9LS8tYu/Z9BEEP5hwM3y75noeeeI6Orx6h7BCdVMW/+SstG1Zyx31/p7S4kNNOOAqnE/50yj5c8+ebkXc4z7gEfXDUNFjR0E19S5ApdYWMr8xj0coOukNxMjJJzMyMlFlbvz7ZKbFVVT7vLVhPH95szn5zWRl+yCAN6TTZlL6GWYgrh/XADCw1Z+7WmIaBYCUxoqX9XGmtA7VhZrQMFEyZ2t44J9MtYs0AScYzz0lJ9FXUzL62XMGduawT5nfrZ/Oemt9TBMWImxDSbTV2RCkr8lJT6mFdWyRlCQDSgaSiZIm9ELHbJSbX+vD7XCxa1U5nMJkZk6IpmUGoiZi+XknqGSdKEoIBvc3GFeAtIN62ARz6fyoeifDXgzWqi2XOOOb0jNsceHg/YD96gxF+fsm/OGpikPbVn1FctW3GdpF5V/DYA3cybfJEjAs2b5Dl8/DAI9sJhhN4R3g2iSAISKJIUlGxScM/l/4JZJGgaZoCvGW8NhqjmmDocQQgDRAjsDkQjcZ46bV3+XrhEgqLSrhtSTW2vJ/x5MuwXYMedBVa8xWiy0fNL37F91fU9GkjFE3g3kRXzrV/PJfn3lzE9ytXcdVVFyGJGihxUGN65yfJYHODaEc+4DZ9J2ucgWRPdZTOvDwURUkJbcWJo3qrmXXpK8TenQ5AIBgn1NvF7L0Hd4+88L93WLJsFXfccClSXh2Rj64ANY68txkT5GLRA3ty5Q13s92UbVCVBPKO52cOFBbE4grzl7fh9zqYPqGI3nCSb9cEiCct1gKBtBndGIB2mFjKotVdKFp/s30LycjGppILyHRzGDEtqDlmd9ny5tmWmIFcFCn3jpY5YLOFZmfm4Gu9NsuAnBHHkDq/rFiJXITB3MYkZaqlfYuQVk7XkfV5SQmr5f6tF63uZNa0Mlp7k0RjOSwsBmkSgLqKfMZX+Fi+vodvVnWm27eer7nMKuimJNPvmqpnneRKw9VU3rlgHAu+fJ/ZRxxLf2TA55V58qrDkO0K9z70T4oLC9hp5wMQbXqbu9z8Ib9M9FJdWcbEuesAWH79TIh360HnwwjZZactEBnWY24qZKeNaCw54snQTxWjmmBE4wrOLShYZeK+h59m9z334cjjz0ZQwqx8SScVDe26KT7U2oA7spaVT13YbxvhaILi/E23tByx/1QWV8pcc/n5etClIIEg4fHmUVVdTVX1WH521bsIrjwE0ZYeEMxO2dAGMDNcBFFAUzVEUcRXWk5wXRzv6V/Qfu8O2ES44sJTcLv7P19VVbnjvr9TUzuey6+7A3nmHCIfXQ2xDsAyQKgK0059BXDz3uHTCMRcwKpBr7crGOf9b5qoKvWw13ZlrG3uZdWGbjRNTcdgGJaKsWVeQpEEbT2DSBlnx0oMFjcxFKRSX41rVsltFUnpMWSJaFmRnf5q3RcGJiJDRX/Wi+wskv70LPpYZjRAzX3NZoCled0CkFTSaaSpY1usM9kul4wU2EF+O6OdpKKxeE0nO9Tl8cnSjsxtjIyWEr+LqeOKaOmKMm9Bk67LYo3NyP4trAQI9P9T9r0y9TdiYXC6oa2e4Md/5sLzzuCuuZdhPCj0RzL8PheJpMI1l53N0uWrWP3Ew/wvNAn/xF34/IKpXPPnV5lyW1Nq+8nXfsF31+xKwZkfEbh3h37b3dwQBQFJEkgklWESN9x0uJw2Ij8CwdDnPj8BE8YPxCgnGElcmznlMxd6g2Fm7rY3M276BIAdJurlyDsCEZRYmPVv/JP1L1/T7/5JRdV9aZscFKV3HFMnb8XUyedlrAkGQ6xvbGV9YwMPHOPhlD8/h2PSYfrKFLmwpzpu86GXJAkFBW++HnQaBIIPzqSlI0i+z4k3R7ZLPB7ni/mL+fDTr+kIdPGX91REj8gJ910KgoC8x7VE3jxZl1I3YVF9nLn3gcy6+M3cA0k/WN8aoqk9zNY1Bey7QyXfru2mxZw9aSqyQ2KrCi/vftPSvxvEei9+SObIQDCJRn/GtFzHt8I6+82O7YCM64p8deeApzJ//nxuu/LMnOvknS8ecN+NhjUOJpW+mpX2a9UcsTvTs3/zmqwdsXUgz5XWarUiZI+nFtdMSyBKZYmXmhJZd5UY8LhsTKstQBMEPl/eSSgSz+3SykaOGjcpmGRDSerXB9Cti9e9/dabHPrzfSyDTf8kwOdxUN/UTVG+zKSJ47njhks54J2P+OCTp7niiqf5btlKmLIvADab3l7BSS8Z5+AEZfhKqpuqnn7fCCcYDulHKzU/3DGwgiD40SW9p6A/aCcDy4FngLHAWuAoTdMC/TSx2TG6CUYsiX9YIoS1DPGo6gK9E5EmlvLlM/dRse/vMkoyZ8MsbrYl4PV62GbrOrbZug6A7p4gxx6xFyXlY5EPMoJMjcA8R0klmqrhL/GjaXp8hc2md+IufxHtHQHCMSgtdKfa7+ru4ZF/PE9nVy92m8TOO8/gnPP+gK+wgvt2vVzfKDUQKMj7P0rks7lEvrwDeYZh0TE6/dR3SPvWof8O3mhX0WBpfRdrW4JMrStkfEUei1a1E4wkmTqukMWrAyiI+uBuDvRWbO5S5wMhNVsfYoZKKjYhi1BYEPnyjs12epEvbuuzLIN0DGYtsbo5IDM2ITt2QrKnLWlW4mCd/VtlxwezLFnb749MpmJcVBav7mTWdmU0dkbRNJhUm09pvovFawK0dccsbieLa8e0rqiJga092fcmS0I98tlN0LuSy665gxuv+kPudrIgCgIuh27Sl43+4oD99uCA/fZA0zSaW9opLyth8q3rAWisb0vv7KmBYL1RI2nLWzI8sp32rsgw9b+bDrtNIqmoaJr2/4NF4W7gdU3TjhAEwQG4gcuBdzRNu0kQhMvQsz4u3ZhGBUFwAoejk5QUZ9A07brB9h3VBCMW37I1PUDvRzq7ernu/VYOmVlNZX56dr5i9TrsLpkZO04csI1QJEFh3vD8Eb0eN2vqN1BSPTnTVw4kk2krhqZpFBbpRKK9LYhm97DPLd/y1pztM/6It9/7d84882wqx08BQJ55CZHDfoc80yj8lmNmLs/ImiVbZ+dGcTR5vwfSy/pLV7T6v4FITOGLZW0U+RzM2KaERFLvNFoCkcwgwuyBxxoYuSWRXctjKMczgy8zBmdxUCtF+jAaiqKgqiqqqqa+x2IxRFHEZrMN2rFaSUeKBA7mijGJRTYpyqoFk4pLsa7PFgXLIBlKZjuZF2uxfBhWDNFuBKHa0lYx45lMJJJ839jL3lNLECWJVY1B3l3TrLvZzPZMYicKA9cvgf6DUU0XimQDUe9S5X1voumJ/cnzeQfUkcmGqTMhZ01IBEGgvEyvLfTdJVXG0ipAAHcliDY8p3wAQOihwWOnfigcdom4oacz0gduu00ikdy0DL4fguG8L4Ig5AN7AScCaJoWB+KGpPcsY7O/A++xkQQDeBG9uNl8YKNK6o5agqGq2hb3cykq/GnuQ5x42vks1nSrhSnz++Sn61nz6j+o3vdYlq3vAvw529A0jVgiOSyxIi+9Oo9oNMbOu81C3tcYNJxuy6wuva0gCCnrhex2Eo52Mr62nDxPmkAt/m4FlRVlbHX0IxnHkWdeMnQfvQE1GgBNI/ahTj4i7/0BedZduduwIscssqM3zrvfNHPEXmOJxpPUlftY29Sb7vtzDU79kZjNif70MHIRnOxgSUEakFRomkYikSASiRCNRonH4ySTST1SXpKQJCmVfhyPx+no6EBVVZLJJJqmx9o4HA6cTieyLONyuXL+d0xribzTBYMTJDP+QrRbXCSkgx9NkpFU0pLduX7rwWTC+xyT3HVRUhk9kiF172RsqYfKYg8vf95IIBg3YkKyfwuhr2XGPC9TjAyM58oSaCwIaZeNpqbIBXFdZO7fz7/J0YcdOLTrMuB22WkNhDdi4NYg0oznt9YaSFs+s0TIYW0ZqZAdNqLx5I9AMIb1cHXoOhWPCYKwHToZOB8Yo2maGbjTDPRfibN/VGmatnEPsoFRSzC2dPxFIqFw2dxHUafsz5vdfsoNmQiXke7U3bwB7G6SOPnwhNzkAnQri9Pe/yxSURReeeN9vB43NVXlVFeW4XINQT7bgmUrVvPPZ1+hqmIMlRVj+NO1N5NY8xG22n0QFAUkCcFfhqZpjKnRn6/SUq/lHFRIJvE5hQxNkZvuepgzzjgTNfgPY4mW7rdEEWwyorP/a+9+/TRe/N9bHPPHpxCcfrRogKa2XsprJ4FksegMZGHoR4xqbKmbFQ3dLKkPMKm2gFnTy1m8upP27qhlFmzZbzjdJLlm6YKAnibal2REFtzbpwnQA2lDoRDBYJBoNIrdbkeWZbxeL06nM0UqsrFhwwYqKir6tBWLxYjFYtxyyy3885//RBAEpkyZwuOPP865557L+++/T36+XuTu08cfZ/r06bh2OI9E/VtosS7sNfshOv0ovRtIrHoB+7iD9bRsJUF81ctIY3ZA8lbqZEJTIWFxMyTjmQXSUvfAMrhbU1FzWVCyA1GtyyyQ7SJT6gpx2kXmr2jj27UBJlXn88lSI0skO1ulv2q1VleX+Vly6OTJvEZIX6PhdI98ehMkI1x28XmcfuIRfdsdAIIgIDvthKPJoQsIWgrkhf5+ICS6B7dAbQZ4ZL1i6UgnGC6njVAkTp5n4/rVEYZiQRC+snx/UNO0By3fbegaFedqmva5IAh3kyWCpWmaJgjCpjwYnwiCMFXTtMUbu+PoJRixJK4tJLAVjca49Lr7OPfCy3hund5p5Dv0P5HN6ETsq+ZRuvNABeX0WUQ4lsDtyn2eq9du4I77HuOoww9Fk1x8Pn8xz734JrF4PJ3tYXRwNpuNgvw8CgvyKfD7KCzIp6W1g1fefJ9QKEzZmBLaO3qYPnUK1x20L8cfvh9vv/cZF78CKAqamjl4S5Le7uL5awAosot0RDJ17085/nAiPW28fOPPjH5W4BeXvgrA6zcfxP5n3A/5YxG9xmCWRRD+9Z9XyPN5SCx5HEEQCIcjXHL1Xdxx78P4Z16aZWnIETvRT0yCKAhMqMrnvW8aSSZVFq9qxyvbmTa+iPEVXhav7tKLRGUMRJshY2QoyEmSclxbP8RC0zQikQjd3d1Eo1E8Hg9+v79fi8NQIYoisizT2dnJ448/zpIlS5AkiaOOOooHH3yQUCjEtddey3HHHZdh0n/hxp+zatVELnrgG5IbPkas2Vcnl3YvyeYv07ov1hTaRCztPsnWocgllJYrVdU6sPfJtsl0J5nkRBI0JlT6qCzxsGRtF00dIRBEemOwlSZQ7JVo746lz9O0dqQ+53jerBogVsl2uwNMXRmPH8I9uu6FqiAffC+RF09DFIVNciHkeRx0B2MboVCspd0i8S7jmrb8s+522enq3SiL+Y8Cl1OivXsTBOF+AARA2LxiaO2apu00wPr1wHpN0z43vj+HTjBaBEEo1zStSRCEcqC13xb6xx7AiYIgrEF3kQjofGXaYDuOWoIRiScp9rsH33AjEQqFufSaO7n08mt4qdGGzwmTinyp9WEjjsEue3A0fcaUn+kzlGQyyXsffcnahmZOPf7XmCNKNJakMCs9VdPgsadeoqkjwu1/eRiny7gOVYF4JyTDeqcsOnSNC0EikYgTCAQIdHXR2dFOW3sroWiSrxcu5Z8P3szWW9VhHcXCkSgV5SVAV7ptQFX0jsdmpJdtO30sAMVrqnjutOqM89x3r76+3PgXu6Y+28oXkNzwMYIzD8Hhs1g39LZPu28FD/x+fKqDdbtlfjZrFxYuXJhuMKWzkMPC0E+nP67MzbrWIIlkuhMNRhJ88m0zYwo97Dq5lKbOCMvXdWWWhd/c2ASRrsiCe5G3P6cPucF3/ykAACAASURBVNA0jd7eXgKBAHa7Hb/fT1lZ2RZxASaTSSKRCHl5eSSTSaZOncrChQtJJpPU19fj8/koKCjQM40UXcSt4Z0bmTNnDo89di+OrQ9HlItBU1F61iHl1ZgXkXmgnBoX1pTWrBTUbFEtE2Z8RTZJtMh7Vxa7mVSdT31LD/O+aUYTJMPKoMd4LFnTyXbjC/lwYWM/AaRZcTDW8zchSrobRDLatrvS1gvZq0uIJ+OIsgdEBzN33pEv5i9m5k6D9sMZkJ02WjpDqJq2CSqOGukqz1vWVWKTRBR15AdQSqKIqmrDfp7DmUWiaVqzIAgNgiBM1DRtObrq5hLjdQJwk/E+pCqoWThoU89r1BKMeELBYdv8AlvPvvgGZ5x0NNV1E1Ab12SsS2oqDknkw/ou9jnmDFrXLOezJ27l8o+cSJLI3rvPYM3adZBirhrxhIrT4vtrbmnjprse5oijT+TkWfsh736FviJfT3011f+AVAcaef5U7E6oPeQhAMSiCkLPnoT78EdRS49j26NvZ+m/L2bC+NrUrouXrGDXGdOJvDkT+ahnASiuKksRDMV4dzgklEgPBf68jQ6Yjc47k1DoBPKnn4h97M/6kAHBmc/K1esyloUjEfJ8XiLvX8RV197ATc83IvnH9z9YZ3UIoiBQV57Huws25Dynls4QrYEQ4yr97LtDJcsaumhoDW1+F0lGZc7+sh5yX5OVXJjEorOzE7fbTUVFxYAZST8UlZWVXHzxxdTU1CDLMvvvvz/7778/Tz31FDfffDN33XUXe+yxB+eddx7FxcXMnj2bE044gSeeeIIHH3wwoy1b2QwSTZ8i+arRBzbNEvwp9B97kg1TLdPqQrGqo4KlaFkmAcn32NlubCHBqMKHSzuJRaLGdqT301R6QnESSYWiPCcd3ZHMc0kFe0qZpMf8bNZPUZV0GqpTT+8WHLqrT1OSuLwe4jE7LtlFxe+fZ/Utv+LmuddvNMEQBAGPy0448kPVMre8m8Rhl4gnlM1eIXpzw2m3EUsowyJr8CPiXOCfRgbJauAk9Ny6fwuCcApQDxy1sY1qmlZvxHXsaSz6UNO0hQPtY2JU3m1V1Zn9lmCj/vw8kslEhl/TazyUwbg+M5DtesdUWjeR/c+4gutmJhAliRn3NrNhwQe8eV8LX55TgZKMG32kfp6ffvEN/335bf585SWUnPw23LQQ3HmZJxDLVOUTvX48Rz6mEwN/WWq558jH9PWeEmxbH8yzL75JbVU5vz3qYFaurue9j77kt0f+MkOTQjF0+avHFpFMqrjd+kDmjLQSsXv7vZ+//M1Z7Dh9MiCgGq6WyvJSttl6HP974z0Wv3ITO5zzjsWfDZEvb0eeOUcfc1QVUZQAjSXLV3PAgQLfLpzPuLFV/OXsCs7722JEb/mQXBp15V4a2sMks4tZWaAhsmpDDw2tIbYdW8C48jwWrWwjsDnNuSlTvtQ/yUgNkrljLaLRKK2trTgcDiorK7cosTARCAR48cUXWbNmDX6/nyOPPJInn3ySuXPnUlZWRjwe5/TTT+eZZ57hvPPOo7GxkQcffBCfz5d6Pt588Fz2O/QkRF8lNIHau77vgTLiKYxl/ZELE9bA0IysIKEP0XTaYHJNPl63nUWrA3SFEn2tEKpCSu1UEFm6NsDUcYV8tCiSuW12VkmOrB49Q0RKTQBsbp1gFI4pJNgVRPbKqKqK7E1PEFzeImKxuPH8b9xkyCPbCf5ggrHloQdQjgKC4ZCIx4eRYGyh8WkgaJr2DZDLjbLfD2lXEITzgdMAs5Tvk4IgPKhp2l8G23dkPxX9IJ5UsG+hiODiQj/tHV2gxOmN6h1PXMltAl/Roit5llywDIBxW5en1s24t5H3TvYjGw/0M/99naaWdm654z4EuwyJV/QNE3FwyhA1CnSZnZ1LD8JUQ0axsNRMzpapRK0mEUSJ6+fXoby+jI8+u46JE+r4621X4T3mNX0bo1M001RN64X5B5BtdpZ/OZ+Ozh0oKuwbtDlzp2mc/4eL8RVWIM++mfDr5yLPuh41PI9lfz+ecROng/iecT5GbZAZFxH5/GaWfPMJf7j8Fs459RhefPUdZs6cSVGBl3v+8gaXnn8KstvN2Tf+F0EuJlVjJZW2mFmwShAFxpXn8e43jQO7J4xl8QR88307eW6J7cYXE4knWby6k1h8M1ozMnQvxPTgmOUSyLZatLe3Ew6HGTNmDC7X8GkJvP3229TV1VFSoqc8HnbYYXzyySccd9xxADidTk466SRuu+02CgoK8Pl8tLe3093dTVlZWYoEHbTnZF555W4c49eQbJmfZWkwfhslmbZKWC0+AwUg9uduMqwjgiSxVYWHsWM8LK3v5utVgZQbJHV8s4BZVlBodyiOomoU5rvptJJNa40Yk1xYBcPM9bIP3PnIHoNk2I2UVK+MxycTNyYgJpGXZ85BCbSw284fcPCBswb6WfpAdo4OOW6X00ZPKE6+d2QHUDpsErHE8MZh/IRwCjBT07QQgCAINwOfAj9RgrGF3CMAxUUFfLN4OaCi9NMR3vOvBQDssdu4jOWqqhqWYo2vzhlDe1cEp0Pi1nseZfy4Ov74moM/vnYz2CzlqgFikcwCTqDLDVsh2XSiYKTApapaWgZayVfF4/VVRO4/B/lAy29vc4AopdwjqSYNJ2F5WQkN2/2KSb+7h0fO3pNfHrRPxnbbThzP4u+Ws9/1T4Eo4T7wLwguP5LLz+TfvwO8YxlA0n5xeec5AHR/+hD33nYVe+++EzvvdTCEGtA0DbvdpgdDOfPRIm0I7jGpfXOJVVUW59HUaVgvUoMH/cMYrHpCKh8uaqKi2M0eU8toaA2yckOPXhZ+c8Jqwu/HahGLxWhubsbn81FTUzPss5yamho+++wzwuEwsizzzjvvsNNOO9HU1ER5eTmapvHCCy8wZYque2Kz2SgrKyMcDrN+/XqKiooy2ouvegnRMwYtEUayWgSsJCNbIKu/gMqMdFDLtkbNkjEFLqaM9dPYEWHegmY9vsZ0yZgF16zBptnZJqLE8oZuJlTl8fnStn6OnWW5MF09AN5CADx5uvXCbwjSxeMqHo8du2HZ7OlOEwPRX0dXKMmFf7qdn8/ejdmz0jFMA0EUR4cct8thoy0QHnzDHxl2u0hvZBiCvC0YwWEpGwuBzMJHCgwtgnVUEowtKZpSVOinvSPA9e/pqcP71qY71P4Ix8TJlQBsaAgQ7Oxg1auP8cWuP6eotJKHHn2Sw391MDN2n43w/NMAaAEjLTmSZbWAtF5AtlwyQDySFgMyn964IYNrjTFw5OmR/ADeAgA8xcUAVNQUE48reuyFqmEXdKlmhy+fXt9MDr/1a9Qr/sM1x05hyqQJbD91Eh999jW3//pwUD7LvPCo4c6xChRld9SCiMPp5IoXEvDCF0Q+OkC/r3vN5LF/Ps9ZN76A6KtGdGelZ1sj/I17ML7cxxfLLEHQGxlX0dgeprkzwoSqfPbZvoKl9QEa2zdD55htVjdm6dnkore3l46ODsrKyobVamHFzJkzOeKII9hhhx2w2Wxsv/32nH766Rx00EG0tbWhaRrTp0/n/vvvz9jP7XZTU1NDc3MznZ2dGeteePohDj300CwiYSER1loeZkqoqSMBFndKbheKT7Yxrc5PIqnwyaJGIkmyYiXUzHayC6eZvw/Q2RvD7bLhtEvEEv08PykJc5v+WfaCrxi3VycUeX7dguHz6bN2h8NGJJLAbpfo7o7i9jhZdtMBEN6ZnkALjz39Mg6Xm5KigtzH6wejQY5bz5RhEwNShw8Om0Siv997C0CAEX0/NhKPAZ8LgvC88f1XwCMDbJ/CqCQY8YSCewvlXiuKboYNxfUOKmHMckUBnJJITFH5x4WzOP6O9/jf/TphmHCAPmiKNhuFs85EjYdpamnn0wWrOevU31IzaVddjMiEGShmZk6Igj5Y241Bx+UxlhsdSzwCkSBKxzLUaAeiZwxifg2CKz8txWwO8jYH8h5XZl6UpqbSXs1Iaq/XiapqrH3jf7S6bMi7zgZAGjOFvGk/4+LzpvDtd0t5671P+c3hv0Rwl6UHgKSlkNpAfnWDLFklwuU9rifyztnsueuOLFi0DFvFrgiCpWKoCbNCp+F/z/c4iCdVIjGl70zXqqUwCFRVY/m6LtY29+pl4SvyWbiqnZ5QjgqoGwPLIIYgEPn6nvQqTaOjo4NoNEp1dTWS9OMOGNdeey3XXnttxrJ58+YNup8kSVRUVLD33nszY8YMFEVBkiQOOeQQNE3Tq+SayPhtVMDiwsjWNjHdGlmCW3ZJYFJdEUVeG4tWB/TgzAwXlJhJ7rItI9ZnwvJsrGnqZVyFj6X1XZkXaD1n85m0OcBXjNPjxuawUVCch6JoeL0ORFHAZpMyLiUWNdVEE7zx2kt89NnXnHr8EdTWZOqSDAWjRY7b6ZCIxZUMDZ2RBlEUUIdBG+SnCE3T7hAE4T30dFWAkzRNWzCUfbeMn2ELI55UcNi3zKl/tWAJO87YnfbeOO298T7r7/+0nvs/rad6bDFTDvkFVXvtRySS9u0JooDk8vDzI0/jw+Q0Zj0SZNzFbwEge2Rkj4zgLUTwFkJesf4CnVSYL3e+/jKghQMk1r4DgoStYle++NsRJJa/SOhZiw6HOZtPxvWX2WEnYpCIoakaZvVUzfJHG1PoprkzwoJn/kPk6QMpqqvD5XZRNedbdtr715z7ioud9zlMT88zi3CZbZtZA7mQXajL1DPQNOR970UqnMLl/4kgSI6+7pUcGF/pY3VTb5YJ2xL8N9TZgnEuZln4b9d0sv2EEqZPKMb+Q91uZjGy+XenF2kaLS0tJJNJKisrf3Ry8UMhCAJFRUXk5+ezfv16Eok0MUtdd396ElYLg/lMZENT9TLqY2RmTSulOxTn3YUtdPRmuQSNbTOenez2+iGcDS1BqordfR+ZjOfJaMudB0oSp6xPClwuGy6XDZ/Pid2eJhexWJJYLEmwO0iwOwiCjSXLV3HxOSdtErmATDnukQyXURJ9pEMSxVT82XDAfJw2x+vHgCAIecZ7IXqhtCeNV72xbFCMXMo5AFRVQ9rIqOyh4pvvvufiQ0+El/SS4sFE5sx2apWe9bGuqTe1LN5eT3c4hq2gKrVsz2vfJM8SAD7uwlfx+vXATcnwqfa2Ge4Nr+GGMS0b5qDt9KC0fofavoyWD25LBWAGurq59sz9EUWByP9+i7z/o5n7WZHj6RRF0Vis4fc46Ar2JVLxaJy8Y5/SLSIH3A4J41wTxraJaN+APYesExpzEM2ePVoGAHnGhZbvat/zTw0OIpIkUuhz8vWKrNLbVgzFXZKjOmmgN8b73zRSXepl7+kVrGnqYXVjzyYLIWZbLpqbm7HZbBQXF49orYCNRV5eHjabjQ0bNlBVVYXNpnclkfl36zLjQEpgzFqLpj8Sabg1SvwyU2rzaOuO8u7CZpKqkLZwWOuNpNrLuqcDFI0zoagaLZ0hygtkGjsjaYuI1YJi1hZxesDuxOV2YXfYUsHlNkPRN6moxGK6ZPuyBSt1MhAPgiCQVLTUfdkUpOS440lk58hVy5QdNjp7o2ycA2j4YbeJxJPDSTBG/f/9KeBgdNlxa49oCqyMy7WTFaOOYJgpqlsKsVgcl13lrY91DYx/P/81AFeeuUfO7eufuxst1o29wI93xjHYDPdGngN64yKybL3FRicc1IPAZL9OGBJxncRINolYJIbkcKAlIsSWvIyYX4V98uEZ2R3/eOZlfnf0oWDzgCPH39o0F/uKQNNwlVWnZkFmmqkgCDgEjbKddiJy7xl69UhBRNOWYRZDS5+2Ix1vYXbAtn7S50wdD1UBjOC7/gSYsn3v5rhgVVrUVCoK3TS2BbPa6Ed0ycRA7pJU+mO6jYbWII0dISZW+9ln+0q+XdNJ6w+I4reSCzNj46cGt9tNaWkp69evzyQZX92Z6S7pr9aI5TdyOyWm1hUhovHF8nZCkWTm9K2PaJeYzhbJjlsazFUmCNS3hNmm1k9jwIhVyraiGdkvokt/nu0OXe6/tzdGfr6Lnt4Y/nwXiaiSsmBG/nMirzz7CP995WOeetROIh5PCdptKmSnjUhsZBMMp0PXwhjpcNiHNw5jtEPTtION97pNbWPUEQzdPbLlzMzLVnzP9VdfRu/iJJIrj2RURPSlAxBve/hjADQ1yZwJC/mueiL2qh1xCFFC3zyPf9fjAciXRbqSIh6X3vmFQvrMPxZTyCv0kTBS2hLxBC6P7mMN94Zxyk4SzUtJrv8KeduD6X18NlbyqCgK6xvbqN52L5zTT+fW07YnseFjSEaQSqYhukvTZbKNTt0kFeU1pSQSKiUlHhIJBa+UoCumsf3c+an2h2yONQSGsLvS1g0z4BTS6YlxU9TIMkDoB0rHIacGBjK3Nb7XjPGxcGV7uu1UG5bzySYtuWAtZpUauKSU9UNRNJasDbC2uZep4woZX5nHolUd+mA3BFiDOjs6OhBFkWIjuPanCrfbTUlJCRs2bKC6ujql9xCZf7dOMqzpxKngybT8tyQKTKzxUVYg8219t07qsgM4LVoi+jItc50Ja4bKICSjO5zAK9uRREHPRskmMJoGdhdqbwBHQQndHT0UjdFJvpl9FArHicUU2lr0VHJNifLOB5/xyF+u5533P+POe9/m0j+c8kNuLy6njc7u6OAb/ogwJyQjXdFzOFNVf0zXxuaGIAjvaJq232DLcmH0EYzElk3bevbxO0kkEpx+QjfTr10ETRuIL3mJ6x8oTP15tGgP8SUvcsxlF3FHvW621+w+pOKtCS99C++UA/B7JBoS9lRFAL8ReW4O4FEjGKy5UQ80i0eiaK3fkWj+Ds1ThnP73xrHyxww35z3CZ9+sYA/XfFHtFALcx5bir16LzRNI9nwAV8/dAQ7XfRZZhVIowmzYwyHdYtJqTtOUHMQNywogY4g8ZYVSHljMM0JNp+f3gdmZN0lEflIQ3HWYsmIPH8E2L0gupAP/Ju+sI8J2+KHh3SgqDn4W10dgojdJuKwSwSjytBIBAw8uFgFoMzjZyEcTfL5klaK813sPElPN15aHxhQ3MtKLrq7u4nFYlRUVIzoDndzwePxkEgkaGpqyrzmjKBJi66EYZmqKXGzdU0Bq1vCvLuwlVQZdTM1NDtIs4+EuDGrz3pmhorGjjAVRS4a2qOZ7ZnvhXrshMPlwO6wo6oaiqKRNMzscUNPxWa30fLtIt56tZufzdoVQRCYPWtXZu0x4wfH3OjZLiM/vkGXDdewSSP3eXfYRXrDw+ciGe1ZJIIguAA3eqG1AtJTwjygcihtjDqCkUioWyzAE8EG7nLsoQbGlBbTdN++gID74CBq5xqkonFINom7D+xlxh/PZ+utxgLpuABH1XSEwAq6P/0HwjYnoeKgwCAWXqPgmdn5rm7QiUWe30PXwtcIN9ZjL5+Ke8djaL9ru35P8YD9dufA2XsgCAJ3zHs0feqCgK16T57414uoERuiXJTqkJPJJDabjYTRIQaNmAtfvkZ9QKGnS7cySJJEeOlb2IvG8ofd9E7W45Z5450YO+84lQJ/AchjkH/1eLoWA6R0NuQTP4SW1foyU6HUYhpPti5CKp6i34Ps2aeVcKQviqpSLxs6wplEZSA/uymWZG6XDasCJww4223vjvLegg3UlvnYZ/tKvl/fzdrm3j7bWclFNBolEAj8KBoXPyb8fj+xWIxAIEBhoR7/FfnqTuSdLybyxW3IO1+MWd69wGtnWl0x3aEk73/bnlFTBkgHgaqGe03LfCZyxmJkVzYdgiGuoS3MduMLdYIhGvVFnDLYHIi+olSsVNtjRzPuwv8RWvctbV+9h2dMEaJDpmTmrwGw2SUib13CuWeeyDWXnZ1q/4fEX6QvV0AUBRRFRZJGbky+w6a7SWwj+BztNolE8v9cJBuBM4A/ABXocRhmh9YD5C4BnYVRRzDiSWUjqgxuDARwV6Y/p3oojc7nTmbuXY9y1zo9pmXmjtP4euFSJk/aiu6/7pjVzA7UXlBF++L3UAp2ZMzYbQHwGefcYgzmJcV6rMaqJatRo0FqDjqTZZdlFhvLBavkcOTNk/usVxSFxrOu4NEHLyfvFw8DoHoKSALRsD5TS8QlBCAREWnvTBIOprUg5vxqEtdcdlbqezAKX85fyNU3P8I9f31I7+ANYiEYQakpy46mQcXWaN2GVkVP2q2hJUKcuk8BJcVhrr3hNlzb/x6lYykIEoLdg5hfq5OirJlrRZGbBd/nCO4cLMYCBh5krCm2A5AMTYO1Tb1saAsxqdbPPttXsGhVBx09uu/eSi5UVaW5uZny8vKNlob+KaC0tJR169YhyzKyrBPrFLkAXA6JKWP9yA6JBSsD9ET7+Q2VpB7LI9n6Cs5BpovEqvpqZjcN0YoRjCRx2iUkb4HuJvHrrlDR7sDlNtyWPb2gKlxc8TmFk/PZ8ZKzqa4s46XX3uOC179Brp6GklQpOvE51Pg+iLf8jROP/RXbT5s0xLs2OGQj0NMjj1zZcLtd7EsURxiGO1V1tE8vNE27G7hbEIRzhyILngujkmDYt4gFQ4PQuvRnC96Y9zHTtt2K7st0MtHV3cP3z7/eTzMKy+76Bb+8aD0bli5hu+mTM1bXFOliPV2Gm6Kj/TM+e/gkijdShKc/fPjpfGbsMCVFLijRC6CpSYV4zMgAiYHXrtDw5Sc0LduAKNmQ/FXYiurQyjI7Ca8LkvEQhx64G8Q6wVmQ6tRFY7ZimoGThilXS80i020pnSu44qIrWLe+iVNOPZ2/nTmJs54oQRBEvntgNhNm/R6lfTHyblfr/0xFRRQEXA6JcDRh8cVvxN92sGqnQ/TXgy7utmhVJz63XhY+kVRZvDqT+LS1teH3+3E6R7Zs8paCIAiUl5fT2NhITU1NimSJAkyozKOqxM2S+m6aOg09C2t2iar0tUwNlDEiSqBYMj+sA8dQqtsaVpK2kEZpgYsmrQB3ngdN1fDkeVKB15EXTmfR5+8Qi8f4zeHpopJH/mp/Tr3nj9jHTEpV7BUdHu688Y/c+dfH+W7pSo47+pdDu3GDwOW0EYkpeOTBt/2x4LBJREZJqupw4adiwdQ07S+CIEwBtgVcluVPDLbvqCMYmrolfVvZ7FZg1dr1fPPt91w95wxAn6VePfc+rprz+9xNCAIHXnI/nvw8fr7f7NRin1MfdPOMd5ehufCvFc0oioZu1v9hM4DF363g/Y+/4qo5v+e8c4vBPQb5ED0WwuHxkowniYfDaJpGYc9H9I7fBde0XdFUhY/P9fPVkg1UFe/Yp12bTdLrsySDEGtPyZRr2cW5+vlZNCWJFutmwu9eJPLOGew2c3sATtbLX3DNTfex9qOHkHc1BMIMN0lxvpOOHjMdFjLUPYcCQRg8fXUjSq0D9IYTfLy4mTGFMl//6wLa29spLCwkGo0Sj8cpLS3dqPZ+anA4HOTn59Pe3k5JSQnBYJBv/3U2v7roH7y7oJGUOrsZ6Jmh8KmCaWJPxslUhh2ACKZk9oeYSWQGjQoCzWGByhIP3XHdolhcbqT3C2B32Il0ruOhRx7lrrmXZTYhCLi3mU3HVy/h3vaAVJ0f0b81F11wHo6dLuTE657ni6cuZvrUbX6QRcvlsNETGtly3A67RHdoMxYT3EIYyTEiIxWCIFwNzEInGK+il2//CPjpEQzYEsywbzAlQCQS4c4H/8Od16ZdBrfe8yinHHdYzqJgCBL3PvE6+QWF2Gq2I2n0prJDIhBOkOeyETAyEuxGHRDXNvtTd8TtjD80fYzFFw0pfqYPXn79Peacd7J+f5I9oJWmyIBpXRAdDtSuBgrGVPHun/e0uJsEpk6ZlPKTW+/LPvvsy+VX3cA+ezVRXJiXalNN6mQ2e94i5hejduvuES0RJtn8JZJ/q5zn/OKr89hmQh3VVeV91pUZImCplFLInKkO5TkYzIqxiWjpjFBbW0sgEGDt2rXE43Hq6up+MrOWHwK/38+qVasIBoPIskx1dTUrGiyqmX0CPo1iZZpVal3tu71qcY1kV96FTIlw0NVzlUQmOTG3Ndx7HeSzXYFMY9SL1+fEkVVt86abb2LOeSfnDNaM24pJBgPEutvRJA+KoiAf/jhEepBqd0HsqGCX0//JpYeUMffZpXqRQzXJ5UdMQFEU/nTxmbhcg1u77DZxxMcO2G0iicTIdpHA8FkwdKnwYTnUcOAIYDtggaZpJwmCMAZdcGtQjDKCsXn9Z3f97Qn+99bHTJ0yhXyPjdLiQqoqxlBVOYaqijHUHnYbrm0O4Jk5S2m7cyr/ffktxtdVM23KxKyWBDS5ghtuuYdddt2Vz9Fo6E3SGu4GSOXCz9hKF9SSRAEVCMUUfnvkbjzV9BUda77HUVQzpPPu6Oxi2YrV7L7LjljvSUV5Cc2tHdTVVoGaBCWSkhJXDVlyUZJAcuJ1Z6uhZgXTmcsAkiHmnH8yN97+EH9ZYbh87C6daEg21ISaCu4Uq/R7E3nuMBzbnYMa7cRWsSvReWeRjaeefYVQOMppJxwJrjF9sgSK8118tzbQdxabXcyqv0F9C/pbzdiLwsJCVFWlo6ODlpYWSktLf7Q6IyMByWSS9naDXGoaZWVlCIJA5Ms7UrEYKXIBhqvDrK/Tj6Krub1kM2IsjH3MdGyru8VKKLNjNEyIEticYLNhc7tJSDaqyjxEFQFZ1vUuYrEkwdXzmXLQ1jnJL+ik3bbVbCLfvYo06ddoauYAK+SVIuWVctuH3djLZqI5nSDauHbuH3n2iXtZuXodU7adMOg9FQQhlQo6UgmsIAhojPxUVWm4LBjC8Jdr34KIaJqmCoKQNNQ9W4HBAwYZZVLhmrZ5H5A//P53PPDw3ykoqSAheLjolSi/eayN3a74kGf++xoHHvsbjj56b6LhKL4zvmTBoqVUlluLcglEown+/t8PueiP13LDByqHPtBAIhhi+cfz6G1YSiLck9r6/NKY9QAAIABJREFU7fkbeHv+Bj5Z1sYny9roDMboDMbY+9gT8bR9wk7TB5cUXvTtcq675W8s+34Nc+9+gqRlZlNZPobGphasxCBlDlYSxmwOBJcXl5DcqIhvf34eY0qLWHnvPkRePS/dgZvS5N4C8BagdrUSenQWjh0vAjTsFbsg5HBr3P/oM9hsNk478xzk2Q8i73F9uk30GZGiqoZGQdqkrfvOh6iha26zma0XVqiqSm9vLxMmTKC0tJTW1laamppSJvP/X6BpGp2dnTQ0NOB2uxk/fjyyLBMOp037kS9us8iEZ4loma9sK4RVD8OKXMJduZ4Hs9Ca+Vmy6+9eP7i8aKpG1ObFpcZxu+143HqNkTFjvPyuai1HHrp/v9fcc/9OKIITzV2K0rYis56K3QUur/4y4KyYgLOsDkQ74+rGsnptA0MNBXQMswrlpsBMVR3JGM4YjJ8QvhIEwQ88hJ5N8jV6ufZBMcosGOkS45sFjgLGlQlc+Yff4jtpHlr4C0q8Dfi3mcY5l8zhu/8uy9j8zvpdKFu4lCXLV3PA/rP5+9MvEAkGOPrXB3HC8cfywLHPokW6iK5cAnIpzWvX41m7GNVQwYzGkgiCSKi0HFdxJWPc2+Hw+BBtdkom7sC3/7mXu47ZntVr7Yytqezjt33uxTdYtWY9d954KaKzgKVrO/HteQnu7X6F5C7k3dNK+W7ZSvTCUgoosbTglankmUgg2mS0aBe9vSHy8rwMFW0dXVSMm5Y5CJj+77jhf42Hcf3sb5w128edN96Ae/aDRN45I9VGMBjivof/xfSp23DA7L2Rd7/eOL/MzrPQYyPQY5Sxt1kGCEjTYlUZnGRY99sYopGtw2CBNXOkq6uLvLw8RFHE5XJRXV1NMBikoaGB/Px8CgoKfkozmZwIhUK0tbXh9Xqpra1NPbdFRUW0tLTg8XjSG1utUeazYwprWcXXsjGQNSrD5WI8E6Z7xIT197Q5oKsFe7VubYtLdqq9Ir2GKJ5ZIfTmFzdwy6vX0vHGxXi97py/Y/iRXVDVmTh2OhfBX4tgFkgDRLcPALt/Km6vO5X2WnDcP1FjIa7ZvkFPjdcUBou/shvVQJ1bUGTwh8Iu6ZkkIzlVddgsGGxcPPpIhaA/9HM1TesC7hcE4XUgT9O0RUPZf1QRDE3bzAw03oU52+99eDdgN372ZA8r/nsPV7y+kkK3fnuuP2cvAN5a0sarbEt5cAX/vfsVKnY5FJfPz9TJGoQaePdMD7uf9W/k3U/D1ar7VldfnamyqigKDRuaWbWmgXc/fJJ3Q2NxbLM3rq12ZauJO3Pn0jX0vPUxh5R1oakJNE2jfEwJbR0Bpm47gUsvv5qJV34KbEBRVMr3P4Our/5LKBzh2RfH8JvDfg6OArwnvqof0Gl07qYZWlWQRYGIbzz3Pfw0vcEQ5WUlHHzA3rprpR8Eg2GamlvQEkEEZ7oQG+FesDsgmQ7wUrvr+cuzi/Dn/5U5szWunpsekL0eNwfO3ptdLngPblrab0ppQZ6Tzt6YPuPUtDRRAt3cbcSBDDkmwwwUHQrMSq6pz/2lsGp0d3dTW1trOYyAz+fD4/EQCASor6+nuLgYj8fzkyMa8Xic1tZWRFGksrISe1bQr9PpRJIkIpFIKm21j96JSRLN+50iHWbQp9FmdgyFZlgLJHumGJfV/WK+m22ax3a4wO5KFTCTPG4K5RghBHrD8dTvZKvYGaVzJYW7nI+mJLjihJnoREDghmeWIKgq2GSe/NPPEOQClPqPsdXunjqeza4/s26vG6fbidutX0uwO4jo9NDZHePNDxex/x6Dp7Q67CNfjluShreY2Kbg/7JINg6apmmCILwKTDW+r92Y/UcVwQBtMzPQ3COO5HTRENA1I6aUe4gnVd63FNoaN31Xxk3flaYefZAbe+X39H73JqhJIp/cQmNbiJqyvNxtSxJjayoZW1PJfnvvwvsff8lxt95N9T7HEJULIa8W5zY1vGFs/+nFO9OybinJRIyqmjqweVPjqCSJSJKbvJ2OBuCaa3YByUnRKa/gdDlJJpJIkkQ8GjN83fqMzmvXCIsFXLfQ0OI4bSK1v7oTLRrg8qMn43HL1FSVU1utqzJ++uU3dHR243C4cB9yP4K7KH1BahJiyYxsDclfh+Sv45rLTtTvsc0NybD+WZLBXQG8p2/cTx2SwnwPDe2d/VsdUjNSM4OgH8XQlJtEG5AsZO7btzhbLvT29uLxeHJmCIiiSFFREXl5ebS1tREIBCgtLf1JpLAqikJHRweRSISSkhLcbne/2xYUFBAIBNK6GB/fgDzzkv7jZ7J/H9PlkKrGq6S3MwmDqVqrKpltqJZnw0pEDbeF7JXx+lzYHDZstgQvnbQj+9z9KZqmoSYTuIryUV01hLvXI6hJbnx+JbZtfgm9ndjrytDiMUhGOPGZCFLxeLSk4TI0SFG8pxu5oJBYJEZegQdF0fD5nGwztZru7ihv+n7NX+95EWXuy3S8dNGAqp8Om0j3CE8DlSRh5LtI/i+LZFPwtSAIMzRN+3JjdxxVBEOPwdiyDPSt4/I4+5son7z4CKVbb8fEol2wO5yU+/VOdFyx3lE29yZQlSQrPngFcfkSJu12AHlVW6OqG/cQ7737DJZvP4Xb7/s7jy9yUjrjF4CApqqo0W6mX/gkse42zt7Jx9VP65YAM01XsDux+UoQC+qwF1RSft77ANiMSHhTllwyZlKKkkCLduPqXUxPZCto1a0Ok2/w4p1xFAC3frma9ud+R8PaldSvXcMhty9GLBwPbRqQh1BekI690A+iv5uduVW7wFMJNg+xeAKbS9BnD6LxyFllpCEdhGe053HZCEWTfWehGeW56ZtRYKKPYqeQe7uNRLZ7pKysbMDt7XY7FRUVRCIRmpubcblcFBcXj8qy7abFJhAIUFBQQElJyaCzNFmWaW1tTanJGg3p7xmS4mpfEpitp5Jdi8R0l2ZLyPcpemYJKAVEjx+n7KS4RCcaLofEijVdLPzqM2aufRzZZcdud3Da/hWMrd6asTX7MPGq1WiRAEr9x4zZ82jcHhder4OmDQHcXpmm+macLieRQCYpFrP6K5uRnu7zOXE6bXgmziLevpYLrriVKy8+nZLi3FWw7faRr0I53OXQNwX/l0WySZgJ/FYQhHoghNHzapo2bbAdRxfBYDPHYPSD+277E8f8t4e2Fd/wrwfuRU3Gkd1uSreaxpOvfgOChBqsRw21sssJZ7HNYemaL4qqbvRD7HbLXHnJmRz49WJ+ecWduMbOJLhmPo7CSuy+Yux5JRzzy5ncXb9VqkP//srxBEMxpl75GYEVX5Fc+CqJvImIRVvhLdBdGIJxr0xTbbKtheTqt8mf/RvWr15Cov4rRE852rjJCIJIeU0Ja+qXs+vd3wMQDldSvVslXe3dUFxK72cvoLUtQRy7C4LkgIilwqmFMKjRAEr7t1xz/c2gRHBIGomkgqqJhCIxfnHokX1vQmp/6P3f8fxizqtE3jkTefYD+vKUmTvHDewvuC/XdoNxjJwZDFIfcpJI6NYgh2No6oqyLFNTU0NPTw/r1q3D7/fj9/tHjRk1HA7T1taWuo6hEiRBEMjLy6O3t5eCAl1MLvLFbboVw0SWPHyGjDv0JRYmsrOJzP2tWhvmMvO7y4Ma6sJZWENbSy/VtQV0tHVypHc5X32+ghuvPDenxHfksXKq//Q93W1fUFzkQjTiLNxefcKRX6j/5yK9joxrSqvc6otF4z9pyn8LgoCzpI4/X3U4l116EXPOP4WxNX3T1CVRMPRyRi4kSSCWGNnnOJw6GKPlvz0EHLCpO44ugqFpwxZA9PRhecDe/ObFmQAkYxHOKlvGW48tQFPjSOU7YB8znfkfrmSfY7dO7aco2iaToO2nTeK4nQr5x+IVlO13KoKY/nmK/S5W/int60dN4JVF1ty2GxWXFqKpCh0L3yGx+BkSM45DsDkyZk9qpJvkqrexbf0LXA4bq//9e5x2G6+//SGH3f4RzvF6nEndnntgNwLJnE69Yw+2NqOsngeREKJcglL/AZqaRCqeiugu1qupGrNDpfN7tFAztopduebCY/tc4+NPPU9FeXnm7NKa6ZGMU3v4E8x/5Ei9HL2YadkY1AphSkX39+fuT4wpezAyYTl+5Ks7U4t7e3vx+XwDn0v2oQWB/Px8fD4fHR0d1NfXU1JSkhkEOcKQSCRoa2tDVVXKy8uHTKis8Pl8NDU1pQhGv8jODMl2dWS7T0zdDJVMK4apqyEK6c/mM+bULZE2uw1N02hb8Bbh5tUced+5uGXbgPVDGv48gYWLj+Oov33EmJ0ONA6nkZfnon6tkf1kpCgn4glESUwNMmqW6yBmuDvM9cnedYiiSFlp7uq7o2Gwso0CC8ZouI8jEH/WNO146wJBEP4BHN/P9imMKoIBw2PBSEPjX4e69BgCREj6sZUv1le504GOr/4mnYnRHYxtshvnX/95jd8cdhBu+V2uu6R28B0MNN68jfFpMhsaWxl/xK24tj8G1fJnT9R/im3cfgiSHadNMO6jxoGz9+CCT+dz4fnTmPVQM5B28UiSiKokSH73HNK4/RA9JdD0PSJjePPm/djvkhfAXgFqEi0RRosH+eC+I3nz3Y+5as6ZkCVgpigKXy9eye8fe1BfkMvKYHPg9bk54MKXWNFsVLk0B4n+Bpps5FL87I94DDnwM3O/YDBIRcXgacW5IIoiJSUl5Ofn09bWRldXFyUlJZs0eG8pqKpKZ2cnwWDwB5Mgu92uV/u1uklMmJkfkI63gLTrS0lkuj7ELOtGtgBbdkCnaWkxq/4aQc+JwDpC372BMHkWnhnHU1FWRFt756DXctAd87F5CvF7HchOGyGPYcnw6HEXPU67cTqacXpCxvdwOEFvbwyHQz+vtbfNgtA6LrnyNm740/kDCm8Jgk5UxBFqex8NMRjDiZH5K20SMupdCLruQF/J5xwYVQRjOGIwchxV15MwEHn7NONTbvXPpKJi34RzjESiLFi8jONOOY+j7pvPo4ffTOnMQ/h6zsYVTaqsKOXDe3/HJ19+x2VvunCV1+JwOYgnQ/jGT6b19imsbezOIGoXnn0Cd95zHwmbXh3S7U6vC67+mtp9DmfVXaaVbF8Abr7nCcSircDmQO3egLL+E0S5lD1+ewuC3cMpx7VQWZHWDFm4eDk7HnEdUul0RKd537LiJAx4HRqBXkssh5kWaw4a/c2SshU/s0uyD1Tuvb+ZTY7iWYqi6Na0H1gt0+FwUFlZSTgcprGxEY/HQ2Fh4Y8an6FpGr29vXR0dJCfn09tbe1mmfV5PB7C4TB5eVnBz2bmx2Duj2xSmeucrM9I9rtPj23oevJwbr35RgpLKrip8FQEUSIWTWAXEoMW65o4t4Fo4zKK9z4Fj0snEqbJXTYUcR1OnXAoyUwXiTmzb2nSFU0TDrM0vMvY34nPNzCJkyRdG0bMpQEyAjAaYjCGC4LwkyjX/kfgckAWBMEUdBKAOPDgUNoYVQQDGEHsPTdTVxQVl2Pjbuu7H37Bi6+9x0UXnA+Si9Kdfk4yGqT185e57pZ3OfOkoyktKe73mNmYscNUXnrtfaCKaFM9EUEg2dNF7/p1wBQg3fEFgyEef+oFPG4Z2Yh+Ny0YXq+DX5St5YYrz886gkAwoiC4dZO3mgiw4rUb2fbk/6FGOpFKpvDwP/5DIpHAn59HW3uArbeZhK1mH10nwKp/YHnXEiHm3bovl907j7X1K1CSTsSCCQgOD5DDgpFdZ6RPKqOW+T17u9TliJmEJBtZ22ekXW4GuN1uamtr6erqYt26dRQWFpKXlzfs5txIJEJraytOp5Pq6urNUm7chMfjobu7O0UwIp/fmlb2BIuORXZA5yADVnamiEnOzHvnlFPbff/AYVx04XlcfM6JjK2p5KzUHFPDnG/mUqKUT9Y1hdRQG1uNq6OmrgCXYYEwq3OKoq7caLolU4XejO+mVL/5F07E9BieohOfBeAve23FshWr2Xab3JL6kI7DsI/QXtvUD/k//DSgadpcYK4gCHM1TfvjprQxQh/V/jFS6EV/UNShp9IGurq59Z7HmDZ9Bnfe91iqYysucANuvnPtxI0Lg1x/6B1ce8w0fn/8QRT4c6e/WqF3kpYFTi9CXiWJ71/jjXn51I6dwLwPPuPTLxYSCkc448SjqN16R/5984LMa0nEcDodfdIwX3rjQ8oqa5HX626iYLybuv/H3lmHW1Xlb/yz43TcTu6lBAQEJQQVlRG7Ax07Z0bHrrELAwMDdayxe2TsTuxWVERFDBoul9tx+uz4/bH2PnWTFPj5Ps959r377Fhnx1rv+sb77VfFgicP4eV3B3LO82Fu+FJsW/PQLlQc9gzSV/WCXHQCo30ZevPvSK4gbS2juOmcvRk5+ETmL1zCc6+8w9QnPkQpHILstQqJZcZl5NasyESH7IIcwtGdRSMTOTPGtU0wRFMkCgoKCAaDNDQ00NLSQmlp6Vo/T2fQNI36+no0TaOsrGydSJ27XC5isVjnX2ZqV/RmhDLNjuRSyoizyDyOU1y/18/uz123XstNV/0Lj8f+fZnnkkQ5727eX2Ppl/Tb+ywcqoLbilOyLZZ2dkiqwrAlqmVboxzObI0QI2emP2HbbZj53nvdEwzLgvEnNg5s5AaMFEzTvFiSpD5APzI4g2maH/W078ZHMDbAu2aaJrUrG6goLxE+0k7bKNQFTcnBF19+zevvfIisODn3oqsoLq1gj7vFiFxR4KE4KPywu+89CoCPPixh2uxWrnrySuJfTO+xPS2tbRTkBygYJGIzSivyYNxwyw+8iPc//pKhA0s565Rj8eeX0/eib4CPCQRFx6vrBvHGZTTOepmDpx+bOm5TcwvTbnuIHXbandNOP5SrvnsaED72WCzOnfc/wWFHnwQPpYvsFVQMQULuOCBYOG9SlLGjtmf/vS5LEZlFNa14PC5GbrE5I7cYwiXnJnj2pbeZNXsu+++3L3tN+TLjsubMelelpHtPtUxy4Bl3LtGvpxOLxcjP76TY3VqAoiiUlZURj8epq6tDURRKSko6iFitDRiGQXNzM21tbRQXF+P3+9fZ+yXLIuDRMIw0YbVTnSEdI9ETUlYs+8C29HgOQbGPF2pGb1nAN1/VcN0VZ3Xz+wxUK4Yg10O1xZiBhJb8SKhvGXkF4r57HDJ+l5J6dOzAaJtQpAiGqqA6FFxWFWWfFasRi9m1gUS7+202lMWPdl8/St0IMkn+xKYHSZJuAA4H5gJ2R24Cmx7B2BAx+4d5XH/7Y0zcbhT777tnzngl/pk7v44X3viY9lCIbbfdlpn5ByKrTt5/YgGwAJ9H3IqWcLrTtY8zYUdREKm2pJ2PP/uGHSd0H1+zeGkN/fr2g8Xif1tBMJk0uOaXzQiG85nyvQEvzGfpPSNIREJg6DS2N6O315FY/AVqsBz/+KMZuUU6Q+aGWx/kon+dxpbTlnDKOy+mTOjOskFcfeM9nPr3w6neYgzKoB8B0Nub8Rz4KABGpA6j+XemnDCeqx77HtlTguyvRJZlDtxnF3IhBgLRmTqdTo78674cfvDeXHvLvcy9bz/yK0dQsdc0JNkhQjmySMZa8lFnDFqZGSSapq2TAT8TtpsiFAqxfPly/H4/hYWFa1T224ZpmoRCIRobGwkEAlny3usSTqeTRCKRtpA4Pen7Zuun5GYN9QQ5xyVi7+cQBEPKL0cpLGfRkk9JJpPdBtKKGAITrFvb74r5AESXfEfAWMmgPY+hskBYREp84tnPd4ul22UtrVgMwzBwOB14LTVgu0qrHdzp9Yp2zv9FxGRIDg8ul5Mbb3+Q7bcZzYRtRncgQ4oio20EFowNveDZ+sImdA0OAjY3TTPe45Y5+JNgrDEkXp35NQ8/9l9+/+1XHn/6eQ7Zazs2H9yfZctreea1T1nZ0Mb0dxuRK0YzfPwE3p6THvQNq8Not4hFxJrRuKyOyI7KdjsVyrb6C8+/ejfbbzu62wHh+x9/ZdwOe9L8+LsADBshqkG2Lv6RtkVfoQT9hOctJb5iMf4B0/H0HQKyjCTJyJ4CCiYcg6R0HEC9wWIK+45GkpeKX26lCcaaNW77JMBtP84CZuEuE5LjGhJGwzyMZd8ge0tQKrbhwjOP48RjWvnws9l888OvRKPZZnOzm4FFlmVOPuEwrr3lPhwuH0bzUpSiodnaCZ0hd/Dp7YvfSTBd1gx8PcDv92fJjhcVFREIBFa787ItI6qqdirvvS7RgWBkWrUyiYItH25nlXRh/cpCyj2WHYdjrvgdgHOvP4urb/wP11x6RpfXTlEkRJynAhgYyTjR+Z/hcWj85ZiTAchzi3a6rUrE4YQ4n8d6Xz0eR4pEgKikrKoyTqeCLEt4PQ4MwyTgcRBL6hRtO5DG5ijb3DSLOe+4MLU4VzEbj8fNmK2GZ7VPliSSG3iWxqYzpq45NqFrsQBBu/8kGOsbpmkQaW/E53Gx1ajRnPfvt7ju8FuI6xqSK4/AqL2RPYPpMzFgbS/2s02dmhW5bptQu8J7M4R4+Lvtfu7Y6iSen3Yk++01qUNnaRgGc+Yu4LhTRjN0QjMAra1iEG+Y/TaLnruMllCCimIfnkl3A5CMQ/SDM0mpKXYWTKq4ueHl37h90X/JLxZm4oQuSFHeqAlAOrAtFhHnM1b+AHoCdasjiM3YK3XcstJiDj1wN3bfY09+mD0r6zQ9xbCUFBdy2/UXUVffSL/KNzn91JPx7Gqpa3aVcZBb/6K7gM5MdDKwJZPJ9Toog5gJ2YGfmfEZqxIroes6DQ0NxGKx9RbbkQuHw5ESKANLcCs30HNVYUtzawnhFrGJRqgZ8ssgrwTaGhg3bT5vHLcr51xyA8cefkCHwRsgFo3z1azvmfXtdySSOq5lJhUjRpO/2VZEEzqVBR5UWcKlSngdMpphUhF0UNueZFTfPBY1RskfUsyCFe2Ulvppbxf9ccpqYVk3AtYyzyusKZnZKyMnT+a4Yyp5ZsZjHdq4lsRo1znSIbN/YhNBBJgtSdK7ZJAM0zTP7GnHPwnGGuLrb39g3JgRqUFNlhWUsrE4fKJeh+zpna8+HE5m/W8TDtu3O3K3HVPffXnGBbz//nucc8k0dp80gb122zFFNF54dSaT99sNSFtJ3G6VlvmzKR02BiQJSRK9VPT9U9MnNLuvc5CMhVDQcbqdHeSP7YC1DutbFqEO2SfL3ZFxQvI9GjtuNyp7rdlVDEs2NE2noakFHL40EVBUq15F7qlyUyANqxfsQlwrc7sc6Lq+VrMrVgWqqlJeXk4sFqOurg6n00lxcXG37TFNk5aWFlpaWigsLKS0tPQPM92qqtp5oGdPwbarWg3XYWlJOAQBC2y+FQCTn1UxzQO565SnMCMNLHxtCtV9RCr1jbc/hNPtZ6sRQ7jwrH8w4IoFUAmRMGwWEMcpstwdFQFBDNossSzVVue0fofbeneTSbG9nVpvB4Z6LXeK/bOD1nu69aEHAFBeNZCVdQ2dXIfe/fw/EpKtpLoRtHVdQkLa6NNUM/Cy9Vll/EkwuoFpmrS2tSNLslVYTEFRFGRZTqWlvTHzEy647DpQLJ+vomDIjlTnZuaYNDUrP97uZ5NWhcR4XCxtxT+HZYJ12z5ea6lpBuNuX8j8eS5Mc3ceuPdHtCkv8dLUg9ht0gQ+/fI7pt8opLiDftEmRZZZ+NMnDJt8JpgmUg9v/6IlywmHowzerC9Op5N33v+M197+CK1wK9pW1uMLZufrJxOCHNmBbQCmFscRyCc6Y8+eL3QGujMuNDQ28/wr77Bg0XJKSwo5+Z8ng7MA09BAT2CiI6medLZKVzUssk7YScxGN9NETdPWq4ukM9hl4dvb2zstC19aKrJt7DLqPp9vvcVZdAdFUdC0HCKb6YYye+EK6Q0sBVzFI1Q73T7xLhYWiee25NBT0BNRRvzjETANgmXlKO4gc245EE1PdihIV10krD2VQUEEPBahi1nEOhXoaWWS2AQinrCqqqrZ1z2lXG794XGqJHUjtd2Af71F82ctXJMTyyAhdetC3FBg/skwQNp0XCSmaT4qSZIH6Gua5i+rsu+fBKMbRCIxDjn+PHxeN9tvMwZd19AlF7oORqIVSZIYNKAvHm8Az/aXAjBpdAWm043sE+mkijVrSQvuWJoPVmcatmIv4hFhefJYtQ1aGtsBcLoFScgvyK5YWT1QzLwaAl7MQeM44sHviF32DG/efCy4hfXENsEumzeHvOqhSLIsJvfdPPjLltfy73ufZJuxI3nhtZlEIjG22XpLbr3hSv53vkhjtS0WDqeDRVcNpOB0sT4RT6Si6LX631BLNu/llU5DdKAdG/jwky9QV9/EwZMP4qThY0DxoOk6/7n732jLPkFy+JFcfvT25ShlY5Hd+aDlCGzZyLRcZJKLziwdnbTvjx6ogVSND7/fT1NTE62tranMlurqahKJBK2tres9zqI7yLLc/QCZsmSs4Yk6yeQAcFkDv1i68R/4dxKt9TT+/gN5Q7dn/4dr8CgmvzWBN+Bh65GikF1l0FLrtAQobCkep/UcKFa7nbmWCrdtqch+/myXSDRhi3GJ9e7M2I1gGYuW1DCgX7ouycYwYG0sbpw/0XtIkrQfcDPgBAZIkjQKuNo0zf172vdPgtENfP4A77z5KjOefoHvf5zHuf+6SMwOTROitZBoxnPQc5w4Yyp4BaGQ/YVIhT68liqfxycIg22BsC0VyVAzWmsteqQZLdxEorURTIN24Nw9B3DL+/PBMFC9AVyVw2mIDxAy3x4xu/JYWSfllZYLps/OsO3OTNx9PAc+LLI4yvLFuX/+6X2+eehcVFUlHE12yS8ikSjX33o/t0y9IC1ZLCkE//klvPxJynJhWyxsNN85Bpz5eI58BRD1GEx3IXrdvFW+5iYdO9If5/5GU3uSC6+4AWQHyxf8zAsvPs+CJbUcf8jOaPMew1ZWTRoKnmGHI1W9sqlsAAAgAElEQVRPTP/OnoI7c2M3UpkMnW26YUXIy7JMcXHH+hVOp3O1pczXJToQjM50TCQze7mqlg3LRWK7jtIppNkuDFWV8XgqceWXiNPEklmPSIFfHMfntAKvc1yAXWn+KZZ1M2XJSIrfaGeAtMfEMpG03ariQJpF3Gu/+gwzbnDvw09z/ZSzs563DX3wltjw27i+sCH1E2uIK4HxwAcApmnOliRpYG923EQIhu3j71y+e7VhakjRFRyx33bsPXE402+5iurqvvztpNORvRXgrQCey26J1HkLTF1DUtKXu+XLp/D0G4viL2b2jbtRWlKQIREtcdX5JiDT1hbi489ncfhNz4Gh4/AFcVeNwN1/GJKsZOXFV5b72euBnyjJE8RCkSVCDSsIlvbJ8NN37oOY8+Mv3P/Ys1x2/qm4S4ZD+0LAYGlNM/GfXgLTIA6csVsVD9dsgeIT0sul5woyU/fgX1GcaZlk01WIFqpfxQtOh4sXjca495Gnue2ex/jwvbd47dWXqK4s5sC9d6a6qqLDjg7Z4LUHL8OXX8ZuZz5tfdW5JHkK3c2cuxAH25BgmiaGYWRJjHe2boNEViXU3O96GXORur+278HKIMkZ6eyAajszy2W5IYuCopZQicuLW9IZNkKQ9v6F4nku9woXS9wiCLZ6Z8IiBG6HOK8tv2+7SuwBxl6f0Oz9RXtsS4bdTptobLnv7gAcurPElOvv4qqLT0OSpF4VA/7D0Wm81f9PbPg9R6+RNE2zNYcw9erl3AQIhswhL0RS/z170NpWIRRZFXl5Aa66+DS+mf0TZ51+En8//mhGbbdnKtZCsWZBHp+HvCI3qpX37nI7iK+cT+3Hr6O4fQTHHYbs9BKJSSTlKohCRXnuDDRdqyMY9LLPHhMJfiBcIqqUJLb8B2rf+Q9F4w9CLanutvXL5nyBZ+A4Jj8XBeCxvZQO/fj3P8zjpTfe47ZpV6DkDeSoJ38CYPHKdlZ+/QYj9jmEby4SgXKhUIS797oG/7ijiEczspYkCT0mzpH2q8vc8+AMjjlsf/z+bBdPl8hp3PW33s8FF13Gc/97gvrlv3Pjlbmy5bkwmTh2IJfc8CAmdjXLLlQiuwouzMweyRnkZFnuGEfwB8KW987PzycvL12AT9M0li1bRkFBAXl5eRvEbKpT60/m/7kxM12lp/ZUxt0S8LJTwO24pljMCsq0CIBqWSg81rta4DVxIuPxi/+DlgXCa6t2JqzjWK63hEXu3artGrGOK9sEQzTHJjT20m6uHY9lt8/WyrCJxjEvx4jWD0OedjdTLjwV2PD9D39aMDZJ/CRJ0pGAIknSYOBM4LPe7LgREwwJZCf4q4Ef19tZR40cSr/qSr777ltGbbd7qjpjsFC4SNxeJ4F8FadlVm2Y8wFa60qKdz2NT08KMOTwW/AP3WmVz7v8+sx4hhEkEgdz8x2PUl7exG0rtkSSJCJ2B1ogOihVlmmvXUrVqD1Se0pSx0Cxn39dwF8P3AelQJzDLuSUH3DTmGyjtE9Valu/38u9p01g8LAAk24T9W/MRd/j2mImptcNmCilot6JOmASf9lhMDfd8RCqqnD8EQfmWB06QpYkdMPgt/mLef6Vdxi95TBee/M9CtxxTjvxiF5dK4/HxUH778OoMXUcd9xxeLY+R3zRoRprzkDVi2wFW43yj0ZmGfXy8vKswMSWlhby8/Pp27dvqix8aWkpXm8vSd46QqcaIp0WnsutlJrjurLXd3UbrO3jVrp0a6N4TsNtorsLWXFOiULxPNhZHIXFLmRkSi0lXTs7JGZbPqy2Ri1iELJiKGzVbzu72nbF2FkEtsXDzLFcpOOxspe2O7WtDTyVm7PnTiVcc9M9/OuMf2wQRPFP9AyJTcpFcgZwKSJF9b/AW8DU3uy48RIMScZz3PsA7LP/mPVyyoWLlzH9rkc5+W9HsMWYv3RqcjdNkBCBgO2/f4VDMVnx4rmp75tnXsu9j7/Ku+Ekzzw8YbXb4nQ6ueRfJ/LpF99xWM3rXDrlBra9SRRlsrtsUzRG2GAyzLBGTqe+fEUdex90NJMf/AaAzcqEyTjsdaCaSQrzA1nbH3XoPpzyr6kkf7aqzLauRHLmIevFTD12CJe9shjZW4Sxci5b7v8QqB4eu2oy/3vhTeobmvjrgXuw9egR2W2oqePt9z9lwaLlFBSXIWGw48RJTNhxJy678gZOPv9o+1dZy+5NsRPHDmDFskWc969/obcuRM4bkH7hu9otZWLvWk1SVVUikUiH9esLmWXUbXnvXNgEQ1EUSktLSSQS1NfX09zcTGlp6R8W9KnrekeXTWdkziYQKf2SLtbnWjBsNdC4ZUlrF6meobj1nFrWRsMQ7j3bkmFneyR1a2kRSK+lBtocFxaRhoiIPaprF0unahMI6/S5BjL7J+Y8R3bFUaML0SyPZTnxWaXgj3ozj9CveezwzQ+M3GLVqiuvbxjmhltOfn1jU7kMpmlGEATj0lXdd+MlGKoXpxXw+M47P9F6d6/K03cJXdf5fcES+lSU4vf7yBzATNPkyadfZfHSGm6eehGu4qF4drwSAGdfUe/DDr50uFTygw6iCZPwsp8pm3h01nkkSebk087mhMP3WaP22th+29F89NksGhd/k/4tVsclSRJSjhqlLEHuBLytPUTQ7+Hr75YB0GcXIQ/eEkkQjSdpiSQQAcTWMWSZO2+8hP94CpC0EPZ1MgyDsy66Ack9BNM00Rt/QR24FwD9qir46LNvuP7ys3jpjfd45/3POf/ME1BVlSeffpWffvmdRAK8XieKouKSE7z++mtMmLgLsmENGFnMoKeYG5PDDtiJQw/clX33Wcwrr73B3R90UfI7zciy13cyA1FVNUssan1hTcqo22Xhw+Ewy5cvx+fzUVRUtN6zYZLJZJZmh2fcud1snQH7d+Yqq+aqd9oWqqSVA57rcrFcJ23LBUFMxEQ6r11qfYDfL8qmW+qcLlUcrykq7netRSwaQ+I4IctiaMdY2JaQruqF2EGcdmq6TTDsAdm+n7blIxAQfUpjYxRHQSUtre0bvLZC17WY/sTGCkmS3gH+appmi/V/ATDDNM09ut9zYyYYazGE5vOvvuep515j67FjWPnOV4RC7aDHUi98U3MrB+27G0cfPhn8fUF2oFaJQdhOI7VnGzqmZVoVFR9zB3iQQE9YUuBrx1l53BEH8NiMF/nijJMhMICjHp8NgCoLQjGw1M/0iVbnpukdLBgAaBFGWpLitinYgYFDVXGpHS01DocDMsgFwAOPPctxRx3KHTvsyX8fuo38vL+z9+4TU98PGtiPqbc9xs3XnMe8n3/mnEumEfD7KCstJhqNcfn5p1CQH2Txijb6V+Zx5Q13galTVpJP7co6ystKyCYV3V0/i2SZSSrLivj3/75ELbNIqF0QrauYjG6gqup6j8HIFNZakzLqPp8Pr9dLS0sLixcvXu9l4ZPJZOfqo1kF60zSirIZ3ys5v9m2VmRaQEwjXeQsU2I80pZ9LIDS/sRCYUqqy2luCrP55qW0huNIDgezl4co8jtZ2ppI9TL1FqloCom4o3aLdNgBnQG3g6b2eOpaJjQdVZFpi1hkJJImpV3qieWkqzqtYxcXe0k4Svnhp0/ZccI4ehfM/scEW/ZWJPf/AzYVCwZQbJMLANM0myVJKu3NjhsdwRCBYjIkW9f4WHX1jdx2z+MMGz6S2+95BMkS6MHQoH2+6LAUF6biRXL4QPV1yCpwuNKFxAB0Q0LG4Jdv5qI3xWibsxDIjDswILJ0jdueicqKUmpXNqAnwih6jN+XiWtT6HdhmCbJjBmVLElZplnTNDFRwFOG21FjrRPfNc3/nqLBW3XRYWR3XgsXL6ehqQ3VV8o555zNTtsOZ68M9VGAstIiDj9wVy69/n52GDuIyfvuylff/oAkwfRrL04pjKYhgaSy1fBBfP/jLxbB6H2naRgmN9/1OJfcNRO1YhtMRPogsiTuY7ITVckeekh7AFkf6aqaptHQ0EAikVhlafCu8EeWhU8kElmBqKlrbRpW/RGLaGSqrHb4AT1MLFIpx9YyM1BUktKprysXAFBvHa+g0EdeUCNsqoT0ZEqjorFdPCN2fJPTCviMWAQjZeyyHCJ2ZkpSM0hqBvGkqNJqZ7BonWSOmKaZmqAUBdP32GfFYpQVeaGoPx/+2sJLZ93LlMNHsb9VJsAz+YXU9m3/25+5835jq5FDQVIR6rzrn2RsQrEHqw1J2qSugyFJUl/TNJcASJLUj14+WBshwUi/1KvrFtF1nfsffZbaukYuuOgy8kv74pn8IJAtdx1+5gRAzAU8+1r1LqwiYGoXnb1uimAvo2k+cuFmnWyxJjMLsW8sFuejz2ax5RZDrEEX9ttzJ1596wMOOKiEkQOF0JbHKaMqEh6njF1l1+7QbJimSUtrK6ZppEy4ccuEG21aSX7/nn2+pmly3uU30be6im+/mMlNV5yC2onVA2Dc6OFU9B3C8hUraapbzu47/4XRWw7ucE1CobAlsWwyeMgwnn72WfbYZYdVuFagaUn6VFYgufLQ6+dgGknQ4yiFmyMHO8m+6Wpqaeh4Rp8OQPS7O1NFu3IVH9cWTNOkubmZ1tZWioqKKCsrW+udVW5ZeFVVKS4uXqfxGYlEIvv4uYN/rjWiM+Sut4+RaynsbH/TTGtqSBbJjIiJ2aJfayjrq7J4WYyoJtGvv4jTiFiWBztuIl1LyMDlUlNxHOGYbaEQvy9hZ5okNBJAIqGjqnLqOGmiah/PdjOKZblVtTViyZEvXNpCv5JqKOjL4fe9i37lOfTbYR9M08BsXYre9BtXTW9l0cL5PPGfa8Bc/268P7HJ4lLgE0mSPkQMQjsCJ/Vmx42OYBimucbOkc+/+p4PPp3F1dfeSH5p3263TRELuwPTrQ5HsywXcfF/LGqbQhXiMR2jaT7qkL07OWJvyYWUsTTBEaChNc5DDz1MS1M9u+60Hc+89Da1KxuQZYmRw4cw88PPOWD/A4hZBMHrcOGQJdxyurMVWSTps8iyzBGT9+TRB+5CM7bLauGg8TsxduUrnDd5i27bOefHeYzdajhnn3IMXm9PM2GTqiKFqqJKoHMhKFWRuOXuxzju8AMBiUV1MQYMGNTDcTvC6XRy1MG7c9TBuwMmnl3vt2JDfsLUEyiBajHI5GaXdKGXEf1OPAtut5toNLpOCEYoFKKhoQG/379e5L1dLhdVVVWpsvCBQICCgoK1fl5bYj2LKHVGmmxLRieVbMU+OfVjcqv+9paI2WSjVWi1JJxeHLqXhgYhdP3jd0JJV9d08orzcLqEhcGW8DdNSCYTqWyx3MBGmzDYqbHxuEY8nt4uHXch9k+lrOZknNgZLcnKIOXOOB98thi1bAvG7bcfDXPeJy85F9/QEZSOOIz3VAeHFn5MU3MLhQW9q4H0J9YdNhUXiWmab0qSNAbY1lp1tmmanRTL6YiNimC0tLbxxjsfs8O2oynIz6eXWh8dsMN2Yxg7agse/d8LDN/7TJTKrZFLh2RtE75/W9DCXR7DTApfbCJuWTQsGeFwRCUeM/D6XLQ99pdVbJkgE57jPwGgzyAxy25ZOp/Yrx/g9Pnwb7EbzS2DueNJgCG033s0hqHzw0+/0tjUgonEmL4i68OlyGwxamvaF8yB7UZ2edbtxo/i7ffvYbnRB2ewmHJLAdQTLKDx55Yu97Ox1egxwiy7lqCqMgftuxt33Pc42249h+Yw7Dmx6/Z3jzSbis48UfwhKVxx8xPc+NIKJFeQTtUkM01lOYOdx+NJZWqsLdiWBEVR1ru8tyRJBAIB/H5/qiy8naGytiwn0Wi092mypgFmzrVPBeCSvd6+Xxbx71K1tTO5eLssPECoESlhEqldCZ5ghlhFnIbWRpz5QqumtEpYDG1iYRcyi0azLQa52hvRqFjqmo7L7ehQPTnXomETDVEe3oXP7aCYEDv+ZSgRU6W2KULJqF0YvatQa164QsSZDBoylN8XLGX82PVPMDaGOinrE5uOhwQAF9CE4AzDLbmDj3raaaMiGHkFRRQVl1C61w2YyTBy8ebEXj+lm7SoVKJYh288HhcnH38wZ7/pQa/5Br3maz697yS22XpLRACpIfaPWgFi9kzJ7ticnc/UNQPa5s8hppat4q+TwBGwAiezobfXYZoGRjJOZP6XGI5KpEAFqkMl/zSRPdJy11gxyCsuSn3pXz9uwg68+ug9cNTIrFPlxhCcd/rx3HfsnVTufFwqKh6gb1Uli5fU0K9vN7LT2qqmbXbnJpJwKAr9+1Vzy9QL+OjTWbz85gucePS+a8/sa+pceOEFOJy3cd3LzSIw0A4aTGWWWLEAncyk3W43sVhsrcRhbAhl1G1kloWvr6+npaWFkpKStRL7EYlEOqTURr+5Hc/YLoTTenJ95K63t8+N47G3yyUkkiQCR631sp7E0DTxHISaQEuC0506X8JKVY3HxNLnEy+ZTTBiloskmdRxOJQUwbBLA9j7A0TCOqpq3+e0bDmkM1LUDFdtnlsh4FLI12Scfj+GpDC6WujupFJkrT8GDSnh2y/eY/yaJdWtFkxzoxC+/ROrCEmSpgGHAT+RntWbwKZFMCRJYvT2+1D/7UEYhsH7773LOdc+SklJKSdO3oay0qLMrcFTJmqGdAmT2Iy9gL3QdZ1nX3qbV976CBQ3AzYbwg4TlfQgYufWu6yOwUp5S0TEeq+lVNlY24jcugi5dGs8x39C9JHexA1IILsg2U7mwPv7lVtYVpR+qXVLltbw4aez+HX+F9z0xgrU8i1Qy4aDq4i9HlkItHPU+D64VQWXLIPTgaxnZz2oioymGzgy4iR8Pg/Hj3Jy7TlDOPVNYbXQdJNPgzvz+K1v8Nmtx3Z5DVcdXZMLMHE4FJKWyXji9lszcftx4C6EaN1qnq8jfG6ZcCiUvr+Zqp65wlu5rZQkXC4X8Xh8tQffDamMei5UVaWiomKVysJ3B9M0iUQiqSqvXSJFEnKzSgDDIpdduU5S8RwZx4DUfY1+dj2eXa5Lb29PEKxAX5/HQURXyVIRjYXB0sLIjc9xWpkeaYOJdZ6oRiymp8S2NMtdabtS7cJrmmZm7WcTDJcVROqwZcetpd+l4I1CXtADkoTHOo6t2VHbLn7PgIEDePa/DwCTOr9O6xCG+WeKqg0JNqVrcSCwuWma8R63zMFGRTB0A5Y1RSkpdCLLMpN23o1JO+/GypW13Pe//xKq/YVJO45j23FbkV9UDo4gRFfSm0FJURQOm7wXhwGmKbFoyVI++eBFzt+6BtPQmfbCIiR3PiYGxNstASszZdmonwckwjz5n/M44yZTZKT0ZDKUFOEH9lZCZEWqnSlS0ok1o291JcccLsyi11wKV027myfaDLaYOpvdxot4ErfV+eRZGS6Okkouf3MlJVX9OXNEVBAMLZtgANz4Thu3zHmY0848BIB2XcObX0ystanH67d2ILQtXA6ZUCSRvT7WKO5nsi1j2zVAaDED+vXBjH6N5C3JOFUXM2TAM/Ysot/cDoDf7ycUCq0WwdjQyqh3hZ7KwvcW8Xgcl8u1avvlpqbmVr3VtbSLoytJcUjfRy1C9PmDqLjgZ1oaWjK+LgAgzxGmNSmD35qkWMGfWUTFNFNCYTYhkGUpS/fCLgTYbqmI2vfWJhi599qO6bDlytMpqtnaGF6HjDMh4bPS4ks94rmzVUVB9BUFf70XbckKLvtX15dkXUE3zCzr5/93bJhv9WphASJ6edMmGM1NjTx8313oSTH4mKaYHQXz8jj8yGPZrMzFR++9wUNPvkxj1Ba90bn2X4etUtEnSTIZ0K+KAf3SEtk3f/YoZrwNyeFBKnCD6kKSZKIvHJza5sNPv2be/IX4CqugkwzIDrAj2jPIxariorP/we17X0H5bienii85Ml5y3TR5/q0l6E+9jVq+NWe+eRwOVSapG+Qa4+XS4eh1c8n3WKl4CR1D13A6VM79SE5paaxbmDgdColkzqBhaoJcqH6QHZBYHdJju2bE8uOP3kdy97UGESu4sEOqbOfw+/0sXryYoqKiXg+ctqImQGVlJU6ns4c9/njkloXPjM/oLdra2ggGg704mWW5yCla1iEjJCvbJEcvQzRaLF0+QT5K+uGZ/CjeAkEm8otFfIKW1KzdJCqK/TRHwRkVL67hFS4QLSRSvu2qyA6bAFiEwDBMZDkdf6BbA348YvXFOV5aNWM/SLtYbGJhy5OrqUJpYj+vqiArCgVWsKmtkWHPkssC1nFbliLnpfut9QlNM7JcOxsi/owTWS1EgNmSJL1LBskwTfPMnnbcqAhGaVGQC0/clzx/OnrfNE0eeuJ5tNqvkPMGMX7Xwxm/6+HIskR7ezvXX3vNWqkoGXv9OAA8Bz3X5TbNLW3U1dZw31l/YdTw7rNTsrH6A7fL5eSLe0/m2ZfeZpEughgVq9OxBbOkymGY7fOhuBrP0e9R+5/tU/n4mYg/ezBTrr+TyydVMf3TGgaXuJn91Zf0HTbKKui0fmpwdK01YXYQ91o1ZAt0TbnwdGbsfTFq1Y5IikMMXLLSdYpkBmRZTmWT9BS8aBgGjY2NhMNhSkpKUv77jQl2Wfi8vLxUfEZpaWmPJMk0zdTvzkWH+AtJyrFUdFHMrDulKtNMWy0UtaNAF2nV3YJiEQwdj+uUFOi0SAqlVQHaW0LW4STI86dS1/tUC4JSUeInaZH5mF2PxLJi2JaKRMzqh60YLsknSE0uwcglp+nsEqut1rmdmKCoqXfbJiKadd4irzhueTBKydg9+SOEtjR9wycYnYoMriNsOh4SXrY+q4yNimBIdNTvlySJJctWcPyRB4o4hgzccfutnHHWOUBzxhHW7AHLtFjkoqW1jUQsgmstBMWtCoYM6k/fqgo+nfM5fbbcLmXJsPoczEQYyZEeBB2qTCzRuRqlJMlgJGkIie+X//QVEw7+Wypqfn3B6ZBJJHVcztxH1L5/a34vBw+o4LPnbmT7I6eilmyZjr9IFdPK0EywkOkmyc/Pp6mpqUuCYZombW1tNDU1kZ+fv0ry3hsqHA4HlZWVRCIRVqxYgcfjoaioqEsS39bW1nU2Spb1oZMsj5RoVhcWjM5iZGx9C9MAh9UfWOqetupuYZHX2lScs6jIS6ErhCPpxIGE1+ugvT1tDc7PdxMKJXBbRQAdqoxDlQnHkrgcMgsXC3fKisV1yIpMrLlR7BhtT53fjAnSojnFMYxUPZLuyaw9XsumDoqKx4rRyPOJ48hWdopd8TXS2kzMcPFHCGxpmpFy+Wyo6Kr+y9qGJEmbTAyGaZqPSpLkBOxUy19Ms3cR9xsXwZDSev61K+t598Mv+fnXBeQF/aKDM2L8tMyaMbQuobi4hIqKCgjZBGPdPlwNjS0YSLj+ANP30Yftxw9TpnPu+O0p61fBC3NqaU0kqfC6uf6wgXj9W/HPPYRVJZHUO7VgiFoRCshOBhSJzvmTWAynu6fMhrU/W3I7VaJxrROCYWPtnG/88FLMRCg7wNAepLKEoHLM74h0VV3XSSQSHWbydhl1t9tN375914oVbUOC1+ulb9++tLa2smTJkk7LwtuCYX369Omwv2fsWb2b4kkSkCHtbqejdkYuMi0XGf8rVgq5rbqb/g1W1WCfis/tohAP8YROPK7hdqtErDggp1OhsNBjyftnWw+EcJ04nmEYgjBYAeBYqew2IZLzitE0jeKKYgzDoLJPHoZhUlHswzRNyvLT75nLLgFvLR2SAaoDv0f8Fr9dSt5qU6BJ/JaA30VlRS/cUV0i/S579n0qtTb6am4l444Zekldx+vZsIcUrYs6MX+ia0iStBPwKLAIceOrJUk6bpNLU5UkCU03WLykhr+feTl33DSFI48+Hilha36kO6x7HnyMOy45HHdo7nprX1sohsMZQFbk9SIlnYn6hiZi8Th997sJ2VvCCw+eB4i0N6/XS13NUracLm739+dUpEpGZ+Ktdz9jnjqYGz9aRnW+m7bmRgZXFHP51kk6G9DD4Qhzf5nPuDFbrvXf43E7aGmPkVPIdf3AroeRaV7PlaC2UFhYSFNTE+Xl5UC6jLqu6x3KqG9qkCSJ/Px8AoEAjY2NLFmyhJKSkpRFJxwO43K51kzTQ7Jcc5JsmTBzrEr2/3ZWiMtyP/mEJLkzv7iDlSA3c6PAaRLDmbJM2MidjatKduClbpjohtlB/jvVJnuZ0CERwwwUZW9H9uPktF0xeYKs9gmKZaXPixZupqo0H0eOC8KeJXutgG1ZosM2q4bMOKWsM4n1kixKJqgesS5WL+Kj2DhiMDqbWK0rbCIGDIBbgN1N0/wFQJKkIcBTQI/J0Bv205ADCaHx369vJf88/lDm/jyP2mQ+K6RB/Bjqy4+htPzzxF334bW3eyRYa7mBMsiqqD2gr78H+cXX3mX6XY9y9cWnI1sZET6His+hoigS4ybsyF2vfM6FEwLcfczYVAeZ6Y987a0PWbSkhgMPOpiBhV6K3S76lZTiURUefvL5DsFRz7z4FtdNv59fflvE+ZffRFNzz4Jc2Ui/ffF4gkQikfWt26l06cZZ27j02PEAKdeH0MAwO/H9i3vq2fqc1Cqfz0c8HicajdLY2Mjy5csJBoNUVVVt0uQiE3ZZ+IqKCpqamqipqSGRSNDQ0EBxcXFqO8+YM/GMPj0lu56Cfa0lOf0xjfQnE7KSneGTuU+mVSO1Tsj/F5YVIkkSZeVBJEm4PWRZIs/nxK/ohA0F2TJrOxwyDodQHZUkCUWRURQ5RSgSmk5C04nFksRiSRKxBFpSE3V9Mn9HDkzDEB9rO/uTOo8sPj6njM8p45DFx6MqqKaOw+lEkoR1I64ZmAgqMLemDY+qMGNOLV6XQnFw1Z67igt+Tn1w+LHJRJbVwtcHnHkiMD3ZBtF6kULvCCDeZQlNNzd4gpFcj/3yJgSHTS4ATNP8FVsTvwds2E9DLiTQrdlIW3sIXye+b49TYVzhCiy1z+sAACAASURBVI7dqYKvv/0B++Ff1zAzBiSHIndqIVjbaG5p5YIrbkZVFK6fci55+WLWNnL/vVBlCVWW8DgVPE6FGXdN4/knHuD1uYsBUpkahmHw9AtvsmjJck4/6Qiq/B6q/B7y3Q76FweJjDmYZ+r7MPLoaRz5TGPq3FWV5Wy73Q4c/Y+zuXfFeCr2nopn95t5+fX3eO+jL5k7b0EPrU/HUjz9wpvcds/jWd9KkoSqyCk9jHUHGRQ3pq6Jga+zWhcpsYOObhIQrpJ58+YhSRL9+vVbqwqYGxOcTidVVVXk5eUxf/58ksnkqrmGMglFimhkqDfpnbh9bQ0TPSk+WkLcM+t/WZbFR5FTwZq2f1yWxKDok3UaYmLwCceSGIZJJJJMEQBdN9Cs4mVJzaCmPkxNfZhoVCMa1dB1XaSn2iO+3SabDNl9QzwMehJd09E1HcMwMQwztbkii4/bIeN2yHhVFa+q4nbKKJKO3+NKuUQkhJvE71LxO8WnLOgiUN6PS4fWr8Jdy3lO3dkFBaOvHkn0jb91EvhsCKKRaMH+4Sbr12q7OtDWeX+Shiytvc8fjFmSJD0gSdJO1ud+YFZvdtyoXCT2y/Da2x/xbXOAvIn7UWBVIWxsz5gBeyqQ4g3071fNwsU1DOjXjQrlWsLvC5ZQ3aeE5StbUVVlnVsw3pz5Me9++CXnn3kCn3zxPdNuf4hIJEJFXxGtbr/nRX5xff73Qw0D9vsbC954jKu+SDB61Fb89POvhNrb+Mv2W3PoQXsyaOpinjilkop8D3VtMYoDTm7cdxj+Q0bS0nIg066/lpkfDGXXnbZj/NgRTLnxIfY75BjqZpwMnMxLH3xDfXsbjYk4H3/8OytmfMKtFx6Kx9Mx6FXXdR58/HmcTpWffp6PqipEIjG83vS2XpeDaEzD4V+X8QsmFeUloNWDw0przM0kyRr0xIX1jDuX5o+vo66uDofDQXFxMU6nc4PvYNcH3G43LpeLvLy8VCpv2U6XpbNEci1DdnxFrhx45vc2uiyCZqZLtNsf0u4Me5lMiqJjdhq0KgtiEbOqIcdiGk6ngq4b6BljUSKhEw6nm9jUGMLjddFcL9JYQ60ZmjU2IVJzJnmGDoloKj1W7yIewGVpZQRsbQxVJu5wEPDYhdSsAFFbTtyXPs+Icdsx/MDrUItHEH33n3iOmpn6Lvrkrqm/h9+4LPW3kqWHk9smE/SolUrfGcT2hrFxiGytL8vyJia0dQpwGmCnpX4M3N2bHTcygiEkh7+Y9T2Tjroia71hwpaBJUyf4+btBXDpBfdhajHOnH4ZjuqJRN88bp21KR5PcNs9j3PztKlMu/m2rPLMaxvt7WFuuO0BRm85lKsuPp3g1iejFA1F8pURe/M0Hj3qDoyI0IhwqQpBq1PaujIIlUHY4kKcWpKF8+bwSouHufVw13PwxpaVfH+dqJyq6Sb5XgcONf2C5Ofnc/20m5h0xvWc9fCtHDHSy+1vLeaya9NtO2An4ZKbu6yNrbaeQG3NMs6/YirHHLY/48eOTHXy3/8wjwefeJ6/H3MoqgKyrLDdDpN49KmXOOXvh6WO5/U4aG6PEfSvS1eDyVn//hzT1FEcXaSPpuIvRCS/yyGzRf9CDjjtdl666yzcbjeaprF06VI8Hs8mF9C5qqirq6O4uJhgMEheXh6NjY38ZasK5sxvpDmczCYMmWXabQLXIWskx4JkQ09m7JsR/+DNE8q7xdVEw1EKSgqIhYW+hcejkkzquK1S6B50GuNSqmpqMimCPO1ntbU1htfrIBSytXcsCfBInHgknhLWSsVbJGMidsfQwe2HRBScishkMQ18FVWpDBK7j7AzG+yxz46hsNU6JSOB2+VMDVgue711GX1WwOeYSj9mxVAeSIRI1nzBFdcl0eYvR/IWIfmKaW+PEAikrb6moZNsqaXus/fw+GT+sW2QA/a7g6ceuLGTooXd92eabqRiWjZkrA/L8iYIFbjdNM3pAJIkiQI5vdxxo8Kb73zEaf84imt/Ej7/IYUZUYD+fsBKAK698Z9cesG9vHD/lfznuTe5Y44LWVE4bYu1WTdDYOrtT3H+ZdfhKerPjJ9i/PZ2nAJV4879V7+uhGEYPPzkC6xYWU8ymY5FME2TM/95NKh+zr/yVtQ+2yE506JHQ4YPJZhv4lIVZAl+qWlnSEWAXTYvy+rXJ2xexqTxKyirqGLu8jZG908XR+pKje+E/87m/TsuprGxkUK/i/Ou7FxsqdCymgwfP5zj7tufx679Er35Gc7eRQTc9auu5NbrLkRxF0Kylam/9eWNb+HNGT9x87LfmT9FVE51O1XiCW2dB8xKrjyM1oUQsGJ4OsseASRFYbM+AfqX+Zm3pJVvf4uklDxVVaWwsJC6ujqRufT/FO3t7RiGQSAg3ktVVSkrK+PFe85h/5OnE4lr/LiwhXgybWVI610YpLy2mWJbuWXdM5G5rz122FkcLaJMQKs1YOcV5dHcGKKgyE9zcxSXS8WtJlkcVkhoYpuEFfdjEw4toRGPJlJEItIesZphZZLY76bdRjWn383MTiKdnlpeXUwyqTN4QCGmCUMrxPUaV5XOALHlxhPxOJLqTNUbyX0/870OWiJJNrf6whlvvghAXNPZq99C3prxKmakgb9c8CRaPJKaxbe2J8BXiuT0E40l0KIt3HfblF5URO6IpGasYXDp+sGfOhirhXeBXbHlYsEDvA1M6GnHjYpgRKMxCvID+AsqgTg37TeMX1eEGFIhBrqf68LsNaiMAVa1r1M/mQbAl40Sz98xlf1OOo9Vjcfw7POEOPdrR3X6/aMzXmPipF3p378/0z9agM+tEgz6KJVCrEn6piRJfPv9XKZcegGl5X1AcVP0j9cA+Pd5X3B8nx+4ccpZPHTo81ntO2trF8uUPNrjSfLcDvJ9zk4fdEVVkUwdl0POIhfd4eEjR4l93UFaNcjvhsOW54uBd87tk4HJjD7vZR5oNUFPMKSqH08+0srHZ2/O1Z9FGVbh5LG3fmOP4/7Brx++zPmXxzj9xCPp17cSj8tBJKbh86y76qKLnz+Bql2uIPrdnR0DEAEkibICDyM2K6amMcr7s2tTnX0mgsEg4XC498qVmxiSySQNDQ1UV1d3IIRut5uPf1hJZZGXHbcsY0ldmN+XtaUzPDKJQmcpqPb6XPLXmSvLlhDXBCkwIkKPImJpUGgJDW/AS3trFIdfZeEKS73T1qawlu0t7bi9bsLNrelz2Oe3M4xsMmOVDJCdTgzdSMV7GJqVvmzVA4rH4iiKkiqCphmCVNmXyxbHG1wo+jS/W6W9OUF1eWadpY7I9zpSxMEwxb5zG1o5bNsBqO5DAfBZVpuY5R5auKwV09C5wPEuLqeDf55w6GrL1seTOk7Hhm25M00TaT3E4wEiuHjTIRhu0zRTPkDTNEOSJPWqNPJGRTAaGpv5xLktn75Wy11HC/Jkk4vucNkRu1O3yyiuvfpKllYcTHVVdzNMifZwnGm3P8gN//0GyV2AUrg5nn2ezCEZEl/O+p6WUILjdtuN6R+JoEZDS1IScJOvRVhTgjH1sjO55qbbuGXqBWl1S8Mg9utMbnn4ZhRF6UB8nE4Hlz/+Da73w3xy9Z7dHl9WFDRNW60iVvm+rgd8m1yAcF0lNIP7z9wRgPktYgZ49yu/cNPHy3Bbbpi9dxgAQN/jz2Lm14t49KQ7qZx0PJ+e2Z9QJLlOCUYyqXHXZUd0JBeSjN/rYKvNikjqJp/9VE80kQ76jH49Hc+4c1N/S5JEWVkZS5cuxel0rpUqpBsLDMOgpqaGsrKyrOcpV62zpjFCbVOUwVVBJo2uYO6iZlY0RrJJhW3JsNwKHSwdNjKVP22yYSuyGiboISG21SKsmnFLlyKZV0y4PUzfUh9L6xLEwtmiV5GWNpw+L3o0QjgagYRl9dQy4rxyqylbYl6qQwVHRg0SSRBNPSqOYZMX2yIilEB17HCMlOS4tcLtUAjpSdwut4gb7WJaLNyaog32NnOt7P3nj6jkms/CqW3nWFpBybYGaj9+ikk3Hi0qMa8B4gmN/MCG/bxrupmyCv2JVUJYkqQxpml+CyBJ0lgg2psdNyqCEQz60WSV6/cc1On3tuWiM5SWljLt5ulcecVlHPLXw9hhWGfbSnw66xeeeeV9zrngMi67royvZ//IG6++TGtLM/c98gxNza2EEyIdVQ5WstMBJ/PBL00MKRTHyw8GiIXaMDwymq6tUdpWQX4eB+2zKw898QJ/P/avqfX/2LGYojO+Q5IVmu8cnbWPw+Gg5cevUBbX4HLs3e3x3W4PsWgUf2DVxCa6Ixc2bEtkQjMIxzU0a0VbTAwWJ+49hPa4jt8pE7EC7NwOiVBcJ78wiHv/U1n02j18se1+JHHh6KTOzpithlFgZc7k4qSzp1BRVsIWQwfx1wP36MbFIvH6zE84497fkF15qYHKocoMG1BEUcDJnAXNNLZZ509lBRgpcpEJRVGoqKigpqaG6urq1a5AujHBNE1qa2vJy8vLUjX1jDmzUzuxYZr8srSVxStDbNE/n0GVAb5f0ExbJJlNJuwYC/uaZ7pNOovTSNUuydjWJgWSLKqjujwY4TZQnRQ6nCyuNwg1R3G43SRDViG9WIhEuDmdDmtVXCUeFZYLSYZkIlVZWc4rxTAMvFZ8gx2DoyU1nFbtkFhGcKFpmCnXSjQqiEbYsmgoOdfLMEQ6ak9xPbZGR1IzCLhVvlrURLnPzUFXvs4pwJWnpqs6uy1Lw+7RN7j6+cs6DcJeVSSSeqoS7IYKTV+/bpz1Zi1Z9zgbeEaSpBrErLkcUb69R2xUvV9eXj73HTGalQ2rV93T7XZz/bSbuO3WW9jtvMU4qscB0HTnKNpDEe55+Dkq+g3j1ttuI66Lh2PgoCFccvHFHPbI18xtqCFYVoTq9nL1HoLx14fEwOO3xISGTdyHH95/leK99iOe0FE9a/ZA7zhhLJ9/PZu5vy6h8TGRlx7cbznJFe/gHtqZhcLg5kuPZvwOk1KKg13B4/USDoVWmWD0BnY/GY5rrFjZyDeff8LMT78iHm6j7w77UVA1iKDHSUtUT83aaprFtQyF4oCT8kkn4PDJmEkdWfGjyDK7XfiqmFGaJkbrI5h6gpn3ncy40SPw+dKDW1lJERee9Xe+/u5Hzrv8Ji4+50SKiwo6tNOUHJx63Ys4qnYE00QC+lcEGNQnj9+WtTLnNyvlL1N7ocNMWsYz/jyiX90MgMvlorS0lOXLl1NVVbVJB32apkl9fT2qqpKfn3a1ecac2XlMRQZiGnzzWzMFfpXRg4tpDSf4aUFDOhDP0NNa2ba6KliEIzOzxBJGy7xHNilJxUAgAi4VBbQEkttHkeLgu9owmJCM2uSikxgt24JhH8+2XljtsVNgHZYLxhf0EY/GhTUDCLeFcTgdaJqW+l5LalRUFREOC4IRtWqatFmWDZsQh8LhlPulN3CoIkV+SGn2Oz2k0MevTWHmLA+hyBKP7Btgyhz3WiEXpmmKUu0buE9A09ZfIKrIIlkvp1rnME3za0mShgKbW6s2TalwJJnSnS7luxln9bxtV4eQJK7/thRYTPzHFwC4/tZvufaNehyVo6m//G/EM9y8eRmmeW9xJf/7uxBlaonYHYH4rs6qXVBQUc13tUtJohJPrB3T/rmnHcfVN96D/813OeGYw1Dy+pBY+Bmmni1Epes6z7/yLgefdROj+uUTimn43V3fYrfbQ2PDquTM9w52fIJpgkuVuOm6S9n5gMMZc+DfuGMXhXGn3kdbzSLai4T1ZXDfAppC8dTMyp7VtbVJ7HHjzxQV5zPAH2fWvAZkdzG4AV1D9vfBNA1icY27HphBOBJBkiRM02Tp8pU8+eybnHj8oYwaMYxptz+Aw6Gy+aD+jN5yGEMG9aexqYU7H3oeOdgPgOI8NyMHFtDQEuX975ZnywpnqjPKGamWmamrGSTD5/NhGAbLly+nT58+myTJME2TxsbGlGqpjSy3SCrFN8eVYUOSaG5P8OH3K6gu8bLT6D4sqGlnQU1LOps1t4CZdbzo5zfg2fZChNKnkiYgimpZmax7lUlu4sKyWxFUqG1UMKMh4d7Qk9kExbZa5JaC9wZJ5a96hPvDJha2FHkg4CQQcKbIgyRLxCKxFJHWrEDStjZxjrFbVtASSbDdwHwaIxo79StOBSNqiTgutzf9uPVi0HKoMgFLsvvzW0TtpIXNIYYU+rh0ypMAPLLXIT0fqJdIagYOdcN/vpMbQTG2DRUWofhxVffbqAjGt/NqcA0zMHS95427Qd0TxwLHAvDyjzUAuBa82+m2tunxOYtYZCLgVoVZNwO7DSxG2nY8e/h+I56szvjG7hlWPSZDVVWuvuQMVtY18ODDj3FqeZT+p0xk4vjsCpV33v9f7l8wmAeveIPGGSd0Sy5A+IklSULX9bUyANqdoD0ba40mee2Nt9hu133ZfKut2RxQlCa+vfdknn9lJmc8+gTlE4+gKRSnuSVKRYmf+YtF3ZiaxWni09jQwqh8B4qZRNPiYGigxVj69jWUlJTgmXAJ4ESqGI657GcAQq9fQ9k5s7loltCDafz3OWiaxm/zFzH7h3k8/eJbuF0uzjr1H1x+9RB2O2EasmTy1c8rCUd7UBC1UysNHdQMsmG5TaJfTwcgEAhgmibLli3b5CwZtuXCJheduqAyy63b10i24iYytCpsLK2PUNMYZfOqADuP6cMPC1uoa010PKZpEP38BtAiRD+5ClQxCxdkA0ECoqE0YbAFumxLh2kyoNjFnKWtkNREzRDV0ZFM2G0HIUGejImYDgcoeUKh1HaLlPcpTGWeBIOiPU5LFMuWHE9pcdjxF1bqbLNlBW2KiOfODsIcWOqjvraB6j6lq5yRYJP1ooCTxvYESYv0R186AowEoVAIv69XcXo9Ir4RuEdAiGz5POuvTtSmYsFYE2xUBGP00Go+/eJWli1ZjGEYqx3xnIn9RwgRrv0fP2aV9gtkDN5OVaZ/kZdFjcKUOnH3fXnh0auoqOrPrtuPZOiQgaC4QI+tUVvLSou56JwTmXrzfxjUv5Jff1/M5oP7A/Dt93NRZAUCfXqs0JgJj8dDLBbF5+s5WLYntFmWh0ZLM2B2bTPvfjCTw06/iKimceTAttS2k/fblaGDB3DPozOYcsr1bHPDLBobo8Qi4hpFGy2CYVWkXFbvolL/jYW1DcJkLDt46uF/U9fYRnLJLGRPEXKkEcklZpUV58/FRMEwDHRdxzf5MXTDieTwEn1uMp7Jz6HI8PTPL1ERVFm4op26pnQgXI8wrVmzlkgHFlomdM+YM4l++29AZJbIsszSpUuprKzssbz5xgDDMFi5ciWyLHcgFynrRUo8KyM7JCN+JYWcqblumMxd0sai2jAjNytksz4Sc5ZECEcTwjVh6CApeHa/iejT+4DkgLzBAETfOwcSTXiOfk8c046/yFQANU3cDgmHbNIejgvCojiEVcLpBkmHeIabxCYpTrf4WFYLl1ukUPkCPhLxBF6vA6/XQVGBcJ8E3A4a2+O0h+IEgy6CQRdLFgkl3Hg0bjXF0tSIWxYNKz4pbsVr6IaJoRtrHMdTFHCSHxLWlcd+dXHsoARLl9dS3acckDKsSqsXkB5PaKlCcBsy4kmdwrz1184/Rfc2MoJhw+lykkjEcfdY5XPdQZElZs4T0ekjytOBhooksTSmMfCwS5GblnLGhefz2v/+g9MZx3/SV4Tu62gJWRWEQmGSSY3RI4fw8BNPAxCJRHnkvy9y2623Mv6QVRvA3B4vsWhkjQhGuzXjbwolaI0kCXod1LXHqa9Zir+onIhmMv3Fnzjyouqs/YYP3YypF53ElCsvpnHxABwlg4iEIhjNK8Vg0lonOvhElMW1Ccb3KWSpIbJNMoXTrrnon/z6+0JGHPpvLjxkMKYjwF3fzcVZMZxoYyPJn19FchdjRhow9QSuPWrpF3QxdEAJC2rbee+b2tXrWm0rhpZIq0iCsGSMPp3od3cC4PeLar/Lly+nrKysy/LuGwM0TaOmpga/309BQUHn5MJGlitETrst7H26sftHEjpf/lxPSXEe4zcvpL41zrwmBS2ZAIdlsdhHmPujn16bcRwJ2e0TkhguH0RawRMQAZ6WUEb/Ui+LV4bS7XE4AcuVoqgZlg9NtDtoWSvKKlLuDbv0u8/vFB9LUbjAJ4hHoSUOZxdP+21+E76Al1gkjsvjEpZDS7baTlm1LRcRK1ajqTVEcg276HyvgwV1YcqsDI+l7REe+z3Aicc/hRFeyQl3LhLX8P/YO+/wKMr1/X/e2d6z6T0BQm8CIlgoioqCisf2tRx77xVFRUVREVCx93rsx3KOBY9dEAv2gogiIBAI6WV7nfn9MbubTbJJlhCa1+++rr2ymZ15Z2Z3yjPPcz/3/ekFKZaOK69G6KojLhiOYrPs+r47kajcqcbP/0fnEOpJfhLQV1GUW4QQpUC+oijfdLfs7hlg6A2Egjs3wEhGXK68srG1c8es0/DDN1+wYP4CMi/6odfW9dwrb3PK8UdQcNmPhH9byayPXub0sj+44YabePn3IEeNyOl+kCQYjSaaGhq6n7EbuAJh9DqJR7+rBGD64GyWLP4PvxrG8eN/f+90OYfDyt1zL+fJw+4hvPln6pY9QdYhC9UbQlIHgD8YxusPkW3VUu8KYjr4KfwfnKF+LGBg/z6Ef1wEqE+G9x/xEI1LH0NoNGiy9kDoTJA3nC1PTuG4K5+mubmOT3+O0MaaIFV3QirE50tWkozKHZZPDjJMJhPFxcVUVVVhsVjIysra7Z5wvF4vtbW15ObmYrG07cLqGFwobRU6O3wmuiYUxJapc4VY8ksd5eX57D/EyOpqPxvcmtTlDGMuRPzIjVWt0xx54GtOWKdLcoSSPDuf/FQNSGCyJpVvYoFFXOI7Pj2WOYmTNrPzMwHIylKvPyV5rYTKPId6Iy/J0NM3y8Avm1X5gJokAzKj2YC7WZ2elWsnHI4yvH82gXCUffs6aAmGGZLtwOtpRtIYEqRXXQ8JinGy9/JN6nle5Qpx84NzmX380Ukidq0BRNYlP9Nw3ygwZqteI0rX7fbhsIx+F1fxVIMLaYedc38nkieqLLgMHADcAriB14Gx3S24ewYYBgNej6f7GbcT4rwNgOPKm6mNqBecSOzmYtZp+PzdNyjIK+L7YDawJjH/tmQxZFlm3fpN9OtTDmzmqmPH0qdvPw465AqWbunZ96HRaBBC9FgPQ1HAZtIy/IxF6HP7MWWCmq5uCoT4aX0DhpFqZuT3dtmLZEiSwP3u5WzaXM3111xKtDGAxl7augIBiqeK1VENw4fbqf+ta2KqEALX2xdhPOYN0FkQ3maMOonfHt4ftz/Cz1v0NNdHOXdSLTfPvQ1nbona9dDloHEZ69QOqx3ex5AcZOh0OkpLS6mvr6eyspL8/PzdomQiyzL19fUEg0GKi4s72K93CC7aI9nLJTFN6TzASHh5qN+NAvxV42VTg5/BJXb2L7Lwh0tPnVsVnyq58E0qH5wRG0/G/8Y/yLtqJaCWI4KeKBjVgKjULrO5ORTTnUjS2IjbvAuhSnxHI4lMiaSPcSoMevQGPaYYgTIjxrUYkGelwRdmzxIrTb4IBbbW37TYqc5TnaOOH42VP7zumE5GrEXbF2zl/bhDEWRFIRzwMbCijGBE7pZPlQpxkrIrlmG0x8ioVaiBu2QtQvFuIfDtrSQHF+rfHwFouG9kl+toNWvbte+mwVB0x5ZxuomfdzOMUxRltBDiRwBFUZqEEGlduHbLAMNgMNDUuO1P3T1FnLdx9is/8/ZKuOuI1s/8sUfiF97+kor9T+LCgSHuvHwyAOcN3lqZ8rZ4570lHH7IZOKp3stmXkuGWcevlS4GOO0MK+mZeqTZYsXn9WB3pKfomQwh4OZn3sC/4Qe8q5fyUfRkKh86hikPfoOk0VKQa0TSpXcTLS7K5+5br+LBva4jXLkMbeE4CIdQQi1E61fiKpmMRhI0Lz41LVJZ4LWjkBWZJlcAtzeE1azHatJR887ZgOpGe92smSxcMA//D/fFdBvaPXWnSucnP52ngeQgQwhBTk4Ofr+fqqoqbDYbTqezV/hEvQ1FUfB6vdTV1eF0OsnJyem6JKIulPS+vVZF+/beFL9he8EtBZW0Cbj+ezqEGglqcjjmzs8IRXSs8+gJRADPhlgniRbL2V9T0q8Qn1ctR7iAoNcHfhf9Sp0s+3Fza+tne0XWeBYj9ldvV1ubi/vmEYhxJMxmdVlHTNjKopcAHQZJIt+qxxQL1BsDIcqcBqpcIYqzLPxe2ZwggDY3qdnOYCAM6BJk8bgmTCAYJiIrCEnTY3lrdyB1J2F8l4+84RZ++fe9ZF78k7q99+/RZr7uggsAfzCCUb/r30Z2FyLqLopwzH9EARBC5NCdOU0Mu/6RkQIajXabO0l6C48cOwJvMEKjJ0yB3cS6Rg8OvQ4QNAdBktNqF04Ly776gQW3XMnIRVsYMLycjNiFrqeBRRwWq5X6utoeBRgPffgdDzzwL+x7n4occHNE5E2q1w/i4wvH8iQfc9DkMKUl6ZdthBCEvp2H8aDHiWz5FiIBJEMGmoJxCI2eN247mMYWPwXZXXNGFEXG4w9T3+zDbjFQWmDvoILozHAwZ9YF3Hbb7cybc1V8A0BK0VGQHGikGVgkIznIALVkUlZWRlNTExs2bCAzMxO73b7LPAn6/X7q6urQ6XTpZy26Ci7aI87JgHZBXGy5OKfFFG8LjWI68S38z+yHwexgXcRGqK6WoXlRKhvDyCFPQofB+/h4LGcvp6RfIZGIjNlqxmw1YxcWGoMBQjoz6EjIdyOE2iGSIJFKakZDjmIwGYhGohhihmKDK7Jx+UKM7qNmLfNt6vdi1EnoYy2QhthfZ6xtNWpVyLPqqG5SHzB+W12PVqchFFSvDVlZZjxeNavQ4FW3qcnTAkKXcE7dmjZVgKwTRzuvqgAAIABJREFUnlaXC3m5aqKeSCRMtctDNBKm0Rdm4F6TEVIGltwSIrVrkGz5FMxcgcFsoOrhI8G3GcLubtfjD4Yx9SC7sqOxM5RG/0ZuqvcB/wFyhRC3AccAs9NZcNc/MjqBRqPtcVq/t/D4/40kKivYTTqCsScPg0YiFAwwqa+RN2+sYMOWJorzPGi28Qn17f99yqR990QIwdc3TOmNzU9Ar9cTjUa2ujMnHA6z+u1niPY5hOZ61Xxu4b1Xcu0td/FC455EXT7eH9JAaUnhVm9T4MNzgHNoX/tVFIWGZj+hLrwPgqEItU0+tBqJkjx7l73vebnZTNh7DK/+5138n12JafI96geSJtZ90KpzkbLuvxWIS5EnZzPigUVjYyMbNmwgIyMj0Xmyo6EoCn6/n4aGBoQQ5ObmppQ7T6skktyi2tk8CSTP20kpKjN2DJkKwb2OlTOLgWKGLaykop+G81/ZxMIZhdhMGoRQOOTQETS4grhj+jR6vcRQs+Dz1TL6bHWskKtJ7Rhpv416EygyGXkquVOj1WAwaDEYtNhNOuwmXSxrAeZYC2qOWeVYxIMLnSQhxWTwLTr1uHHEuFpxJ9dgQA0q4noYfUqd1LhCTK7IwONrZFTf8sR1Jd17VVVTzDXWovJDzhoXIarVYe07hIEaHTctfAsUmfc+uIfLDsnnsP3Hcd7DnxOpX4MsoihyhDlzfubLZR9x961XM2xI/y7X5wukf+Ou1bSOdcIz3/HxyalVeLcHdrTS6M7gYMSyDN8BmxVFOUwI0Qd4GcgCvgdOVhQl1NUYqaAoygtCiO+BKai7dqSiKKvSWXbXy8umCb1BJXrubCSzkvVaCRNRnl00l/MvuRpQMBm0+APd6Cp0g+YWF8u++p75m0cw4cmeqZh2B7PZgs+7dTyOhfPncdHFlyKSHCTNZhMvh6fjW/keQmPg4Pk9JbgqpCKWCSHIzjBT39xRCj8Slalu8FLT6CM7w0xBtjUtYZ3xY0ewavVaiHjxL7sutvo4byDebtlJmlpIHUmM3aC954lWqyU3N5fi4mIikQgbNmygtraWQKBVnGl7IhKJJAKc5uZmcnJyKC4u7hBcmMZekVIePYFkq3VFTi+LkUJ4K7G8zqAGeSarmmEIB2LftQwITPs/hMlsYLNfy4omPT6/n8oaF4FghFyHiSy7AZvNQHGxg4pcPQanHUdhLhaHqqQpmWxqIKnRxVqNlVZRL0mDRqu+Bg0twGjUsvfgXDLMOvYqs2HWSbGXBnPSjWvxarV0GxebawqFkCTB15UenBYDToshEazED3GPO4gnFghVN/updgVw+UOEkfCHo+TaDWnbjBc6jRQ6W3+3ASNHs3n9Gr5e/BrL/vsikvsPdMLFiufOYcGcSxhQbOayiUaum+rkxyfOw/3N80zcazAzDj2g2+BCURRkWUnjHBNtgos4pjzXkmLe3sfuojTaC7gUSL7xzwcWKYpSATQBZ/ZkUCHEeNSg5UFFUR4ANgshxqWz7G6bwdDrDYRCQcyWzv1HtjfWVHuoyFdT9XqthNfj4d55N3DmRTPJyc0HKjEbdfiCEazmnpP5Ft73NDMvOZOj3lT48NL9ul+gB7BYrbQ0NWG1pVdu+d+7i/E7ilkVtPDM9VMBOLZczWLU3DWcnAv/wf+ZlzB86EBAYJrxKv43e0c90GLS0ejyEwip9V9FUWhyB2nxBMiym8jLNG9VqeGhJ1/m/DOOB0CRdGx5+zzyD7mbwI8Ptd5Qk26C/m8XYho7s3WAnpRMYqTSuF4GqIFGdnY2WVlZeDweGhoaCIfDWCwWzGYzJpOpVzIbiqIQCoXwer14PB4URcFms1FSUpJSDCzhKSKleAKMlxSgrZx3h5W2+46Sx0qofCZN0+haxbiiEfVlz8F0/Kv4n9oXkBOtlab9H8I8Yl+G3gKbFw6jttFL3V9NFPQpIddhIhKN4giE+Ctkw+kM4HSa2KTV4Gn2EAjGrh+hWCbD0ionb88w4/eHyXeacfvD9Msy0uiP4DDqgDAlNjP+aBSdJBLx54MzBlB4wZuJMQYNUY0VJw5SsyFfr23EZNKycUMTQhIJ+3eALbVqgL8lS0ujUBga42VEM5UOHiXpoqKsDxXnX8FfLlXjpaKyheYtlQw78R5+fPZ8xu05gnF7jqClxc2Lry1m7eNPkZnh4Lorz+l27EAwgrET4uQqX1ni/eAchVytFqJ+av06Tnjmu6Q5kztU4pocvVv+Dkdk9DtBaXRHVkiEEMXAdOA24IpYa+kBwImxWZ4F5gAP92D4h4HRSf97UkxLid02wDAYDDQ3N/X6uM5jHgPgtydUpc+CJGdQ51EP0/TG+YAaXLz731dZ++u3nHrWeeTkFTLnxus599JrcWZlM8qhtmuajFoaWtIynkuJj5cuZ8TQAeRkZ7Lssn40xLIhFkPv/nQGg5FgKJjUttY5IpEID774BsdddmNiWjy4iKPuwX25Y9FvVNe7Mc14FQDTjNd6LcjIzjBT1+Qj026krsmP1ayjLN+x1U8psizzy8rVPPD4iwghgdaCwyw4f18/hBrxf39vm4yD/9MLkF1rWfnMPxh01D34VzyNdd85W7fxSU/t7csmoGZpbDYbNpsNWZYTgUBdXR1CCIxGIwaDAZ1Oh06nQ6vVIoTo8LspikIkEiESiRAOhwkGgwQCASKRCAaDAbPZTEFBQQd+RRwJP5H2JmLJmh/tybDtyxvJpNhUpY/Ovp+4dLfeBKEAOFsdkE3T/oX/3X+qIlso+D+9gKxL1e4HY0YpA49ZRO2/j+f2T2oZ2SeXKlcUyeHE69ERUSTWbWwiw2km6Auiy1Fv/O6qTYnvHqDvYLXr6aB9ygGYPlSdz2HUYtfpsOt0WHRaLDptQrdi0afruOe9XzhGeYNMp5r+9/zpY2nm0WSYVCl1u1mP3aynrk4NLLyxG79Or6OpyU//iix8LhfjRpSx2ateN/pHrOi1EumaDmxu9PP1ghmsb/QSjonuWWIttoUZJgozBqDtfwijTrob3zf3odfrcThsnH/m8WmuQYUvGMFkTGOrIh7wV4McJhclVhqJZ6KSj4ee8Zu6w86xkhdIO9bs7B7gaiDeM50FNCuKEk+fbwKKeji2UJJSqYqiyEKItG5Au22AodPrCYe2upzUJUKhENGNXyF7a7lnwUYURcFh1mOxWpnzfgBhVolddTFnzb/WrmbBXYt46qmn+G3lr1x6zQ1kODPbjKmRJBTUdq6tuflV19Tx4mvvcs1zv6EZMJ3T3vwM/5uDgUivBxegXljjZRKLtWvzs5deeJ7xhx4FQFMgzDmDUnfHXHzOSbz1v09hmXqh7K3gAtTSVLM7SDgSpSTP3mMvBEmS+PfTqrQ3WgtE/Ljdbh55+hUIe0Bnp+o/J/HS6x+wpaaeG2+/HyEEfcqK+M/t05hz02x8392HUCIY95yJ7N7I2iUPMeCI+Vu1HakCjfj2xYMNUP1mgsEgwWAQr9dLOBwmEom0KaU0xHRNhBBIkpQIRIxGIxkZGYmApNNt6YxjEe/qSEb7cdoHF+3nSeexLm7DHg9k5ChEYuXQug3qX8kQC0T8gMAXu1EPmP0VALnHvYwk4LSzDqa/wUt2cSk+jYaSDAM2k45N9V48McXZ2spaJGtHIzwAc+wJ3Rw7vnLN6gOHoZOygK+2koP334fDDpkMQEuLG/+t9/HS0tPYe3gJBRkqN2J97MHF3ayWF2VZxuf24fVYEJoQzWEgEubAfnlAq/R3Ooj7kDTFSKQ6SaCTBGsafWgkwez5byOEhKZsInc/+CyzLj877bHb7GsgTH5WxwxyyfV/An/ywfUHqhOCqcq67QOJeCaj90uCu4vSaDfIFkIkp34eUxTlMQAhxGFAraIo3wshJm+Hda8TQlxCa/bjAmBdOgvuVgFGU3MTN990A1FFUFpWzqD+fbE5MnA4to0s1NDQwL+efZqmxkaEoxhd6d5cdvUp9NGuQ5ZlWlxuZj90Ldqhx+A86mFWP3MGDrMOg1bgCK/ltDPVdGKdO8gAwwbanyQmgxZ/MJKW8ZnX62PWzYsoLy3ixGOmc/03fckqymP1PTPwhZTtElzEYbM7aGyo6zLAWLq6jsVLvqRq8Imw+S++uSC303ktFjMnHDOdE3ovriAqyzQ0+/EHI5Tm22lyBdD0ioGRgIgaCK1eu54BFeUgtKz6cRmPPPEsV1xwKqUlBR1EiZwZdu6eN5txY4Zz7j5Bph10NG+89AQXH6Dl3rc2IlkL8f/4QFveRWdPaUJqmy1pF2yAqluSNeFa/N/f2+XelJeXd5hmGnuFKloWM2Tr8Hn7wEIIQGobWCSZu6XUsmhDiE0ibyY7ocanpUJyiUWOquvIyINwEJ0tA+OgWCulHITYE+LUF1sl6Cv/3ETJ+PFULl/O4IMmUVPrRsm10V+j4LSGqIzoKc40sbnBS3m5GlS01KtcgLiFel5JLsFglCMn9UlwKQyx0lGcb6GJeRTFBab+aHJz2t7FfOP7JSbBrcLhsHH9Fedw6vw3KNpP/X6/WttEUa6V6gYvFruq7imH1O/DLkJUeRTK47LhMXVPexrXjivfXsVdhw9OdJ6cddtbzD15OGF7HpIk8dryTRwzvpijTpgEgNsfJsv/Lt98/wt7jRnR+bjLNNw1oW3ZQlEU1f68i8D+4Ns+AqDytq65HLER05inZ9gZSqOCXi+R1CuKsmcnn+0LHCGEmIZqBWkH7gUyhBDaWBajGNjcw3Wfh9pJMhv1h/oYlYHfLXarAMPv83HTzXNp8gTYuP4vNm9Yw7PPPEVLczMZGU4uvvSyHo07d86NXHPdbPrYmliQmKoGaJIk4cxwsOq1a3jtzQ+59vrZeNCjKErsqUIw6JI3qLlzGE5D6pPEbNDhC6TnrGo2m7CYTZxw9DQK8nPIKmotA21vkpLBoLbkddWdM2lADuf7M5lgrKNo0Ehg2wis6UJRFFo8QZrcAZw2IzlOc8yoTaaxxU92xrbKb7c+Pa1es56Rwwby6bJvWLLkY+6+7eoYN6FjWnefcaPw+QNsqqph0a2XIUkSU/cfRzQaZdTQj1hT2UQ00oPvSNK0ueHHA4puOzi2Aomxkt1h2yM5yIDWTo/E/7Szsm/nPxKHJul46qwbp30pBsDqTCi6RiNRPC0eMvMy1QyGHOK6L7WMKnfCQcMBeP9EB6v8JZz8pAGrVsZugC/W+KiLGvnnyCwKoi0UZOmpajASReLnP+ooLMuhvqYlkdWJxLRswjGhqhmD1DbrgXm2hGiVLhZgWGIdIUMkO781uHjny5V8EzqEr4a37tbz1cXoNWAzqPs3qEAN4KsbvOTkmAmFDNRscVFQ5KDQEqK8ooxApPX3iAcZXcEoq0HW5piacLE1TODn15m16Ueu3E/liFT+4OOJP4Yx5oCDE8u9ZTyUFf++j4kLNxF4eRrF161Wv+uAi7ElYZo3/E7I7+HA/+Uz/OBjWTQ5tk2hKIZO9C/mnTEm8f6f/dxsz+AhHYTC0R2vNCp2XBeJoijXAtcCxDIYVymKcpIQ4lXUltKXgVOBNzsdpOvxa4Gtq5/FsFsFGDU+Hc5jn2DDv06lT78KBmb5mTyqCHPhaJyj/sG8n3I54IBBADx/crf8kwQmTJrMlqoqCsaMwej5LeU8/fuVUVVdA6EW0Dup3LiRh5bV83Rt3MG285PIZNTS5E7P6EwIwY1Xn8/VN93FotuvYdP8kQRMfdLel22FzW7H7XLhzMzsdJ7/O+00Wt57iBsuPoaAEJ1+Z70FXyBMXZMPk0FLab69Tcuv025kY7ULm6X32tCKCvJYt34Tn375C3fdcimtv23qp+4DJ+8de9ea5tVoJE44aiqr/ljD5RedgRLRI7TGrgW6UilexmDa8/K2/4+5tNssRgfIUdBIHcZS1ym6vw+04Vu0414kj0O7fdQkBdbJwUXydxE3jIPWgMdkb53mLERRFDW4AIpnrWDT7QPU2YEx5U5koM/Nf/L+NaX864yxuOqrsGbkMPuDtYQjMuXZmfiDDn6vqWZqscKyTf6Y3LfA6wlhspjQxG5E+40pwh+7sYtYpsRm1GIztpaX4mUpb1BCr5XY25KF0GiRg205V2UZRoIRGVcgSrHDQHFMbqZPgUqoDoSjlBXaCQWCGIwKEVSNkCMH5eMNRhlYaCUcldGlyNRd964qw3/3RJjWP4vfa1XtimcWzuGPV6+mrLS1RXzh4a9Q+/X3/PnxYrQlEzj4lCMQQvDYr4VENr+FbtxSFDmE2eFAMtjQ9J3MwIOOw263U7tuFSteWshyy8GMHzsSXyCMuZNsatysbVdAOBJFq9lxEuG7GK4BXhZC3Ar8CDy5NQsLIa5WFGWBEOJ+UlwdFEXpRv54NwswiN1Yyk55FoDmx8ZR3+Qj07MKjT0f2V0NDNrqYacfdjgL589j9Jgxnc7z/U8rGT1yCMS4LX9+9w7arHLeuV59Gvi2CcY6U2egtBopkVJMp23SbDZx2fknM2/R49x49QWsq1Xry31zt3/HjNVmp2pzJRntjKySISSJY479P66/62EmTT+KGZ2rgG8TwpEodU0+ZAUKsq0piVpCCHIzLdQ0eCnJs/XKhWS/vUdz3OlXMOPww2jDcG9zjqXyZ+j4/+CB/bh51vkw70HOv+AcRp/+/LZtXJLSqGmvq2JlhKQbMzBldCEf/1itTm+fLUhpSZ6CvNlmnUkBRXz+RAAhdZ0LljStJZbkwCneJdJeLyOeDTFaY9sfMxuTo2roFrupSxqJktl/csSUAdgMGiTglQ//BNTzLeRzYTCYsZhNXDqhDxU5VnyhKEadhsJwForipMC1iT72MJ/9FcBs0SV2DdTOg3BE5qK9y4nICmP7puJoqPsd52msr/Nx9xVnsf6Ll0i+Ds1/+w/6W00UWdR9zTBqkRUYUmjFFyuNNPoiZGYohBQTuVZ1Www6NWOWKrAA+OdzyS3gRua+o3YoNvz8Mff+Y0Sb4AIg8Pb/qeMe9AiRTUv54BUdAi3CmIG2eG+wZCO0Bg4+Zj+Wf7uRwqEDARhRYIaCMch7j+LJd19nv3OfYMqhR7L4lv07bNPFnwr2KAKfu4VPXvsXFy73IbQG/B+elXIftjd8gQjmdIio2wE7Q2hLUZQlwJLY+3XAtrhrxltev+tyri6wW+lgjOqbnXjvf3of9FqJUCSKosho84cSrl7Zo3GNRiOSJLF0yacpdQdkWeZfL7/FKcfPYO7yIIuWreW+D9ZQ9fiRaa/Datbj9aev6lnRt4xB/fvyvw+X0TfXskOCC1Br/HqdnmCg84zLjQcPwJ3Zj/vueYr/O/W2Xt8GWVaob/axudaD3WqgONfWJQvcZNBi1GvSzhJ1B0mS+OHnVUyasHfS1O6Cic7hzHCw6PZreP3VF3h1zpSU3Iq2Q8tda28kz9cbSLKabwMhqTd80S6ISKVbAe0Inu30QeKBQ9wePT6tDZ+jnUw4gDVD7SgJ+fE/sx+eZg+FxU6KS9Qb/rufrcMdjDKywMIdp+zBHafsQTAYwO9zU16cj0mvYXCBHYtBi1mvQVGgNMNCWIbs7Cxsmdn0z5Q4aKCRnAw9er2GoQOyCUVlQlFZ1U/o5j5h1Gkw6jToNBKFhUU8s3wLJHUQ/HBJPsur4PaXvsKs1WLWaskxGSjLMDIi38KIfAvD8kz0t8OefXLIMumYNkDlcRh0nV+inz95NM+fPJrFj7yEaerT/Lzke3w16zlzoI9pB0/sdLngh+fh/uoeLh9RSbRxrfqz5A5AWDLxv6ZmwsePLWVssYWxxa3XHUmS2O+wYzFXTEZpXM2zL/6HcQ/VMP6ROsY/0uoP9NNmLy898zSGivFEqr8jUvcr0STlZZ95cNdfaC/C30Wm5f+jayiK8nbs77OpXumMsVt980IO4H96n9b/hUCv1RCKyDQ/eQCzb13ByytrejT2tdffwLuL3+GK659lwt6j6N+3jJ9W/M6lz/wEQmAdOJF7zbmAi2gkTIFe4ceWPOIcp86yF3FYzXrqmnw4rOmRjQKBIMu++p7ZV53Xo/3ZFtgcDlyuFoymzt1qjz9jAZrckUTrfsF00BO98oSiKApuX4iGFj8Oq5GygvSls7OdZiqrXZiNul7xRshw2CjN672gTqPRMPuq83n5raW89NJLHYmfqdChQ0NuvYmn+3DUviSTyt00ed64Q2z7zo9oUltq+8/bbGMKTeuudDKE1HZfFCWmpKlARiuB2P/fs4h6a1h+WQbT7/0cjSTQZu/BX3dPY/z8z5hYrpYb9ihw0FxbhdWZi8mgJfkIlpNasHPNRnLNRpZVNhC0ZNPQ2Mzo3BDuqJ6QXkMkqnDKmCI84QiTBnQtdW/Sa3AHIliMGu77cgOWzDxO/vcWnjuuleyZW1KMJLkxajRkxTRxzEk8J4cURTHasdnUY85sUC8s+Rnpy1srkSC/vfE4M394pNt5TSYj8266nIH9/0uTy8+wIUaWf/01s2/4hiGShKJAXaWFgQMHUWcbRn5RKdpYO3NhtoManRNP7kDylr/A76IMY3Yxy2sGcfaeFgKeRrRFVh55+Qt0xfty4ikTGH/GQs476QROOPIQQqEQG+vMVFdvoXH9N4weOYTy0p52UHaNQChK3k4IMLYDyXO3xG4VYChyCrdKow5/IIxBp0EIiT/njqP/7K8ZNut//HrHoWmPLUkShx1+BAdOnc53337NTxs3MWTvI8hcM7L1JhcNMHNyBS+9+AJl0/4BqI6Fe2dXdTGyCoNOQyQip9WuGgqFuGbO3cy67Czy8nJBoxCI7rij1WQy01BXRzQaQaNJfYg0fXU3p7/4E7+++RjPzbsc1cG35/AHI9Q1+dDrNN3Ke6eCJAT5WRa21HspzbdvEyFWlmW1HNbrkDn+iIlcO+9JzljwRdezJstmJ6a18/rokFRRWrUmkksnqcbuYKGexP+Ir5vYOlK1nqaCEEn6GMnET7kjGTQZ8TIKJBxME9LggC07i9yz/8u/jxV8uuRTNq8MYnFImISTPpe/S1a2mT2LM0EBd3M9JouNfgUdfXXimYZmXxi7ScevtS2UZZgoyzDx3WYtm5t8FNsV7PjoX5SDOxQGIQjEuBhdtYqadBqybQYOGZBJzephHGv9DWgNMH75YTOKazP3VuzBA0erHRveoDqugoLkC5JblEdQbl1HPMjoDk1fLATAvtcZSLkjtqqr6rQTj2TFytU0NDUz8+LTMRpbH4BcLg9/rPkL159L+WZpJb83ahix134suGgKkiUDodHRd/Bwrnv8Lfx1G3n5mUfx+30EvC4uvuo6Zt+g7v/dn60jr98QWiq/4/Krr6Ug00pefgF9shT6lZdy94PPcvO1F+LM6F3p8EhURpI66sPsKPyNvEh6jN0qwGhq6XgTMxu1NLYEyLDB0EEVrFi1dqsCi/YQQjB2r/FoNQKNJCgrS5Kzjfho8YX45tvvOOXS6Vs9ttmkwxsIY+tC1TMSiXDNnLu5/IJTKCrMJ2AZCDvY100IgT0jg5bmZjKzsruc96U7b+SFJx5k0M1ze0T2jERl6pp8hCMyuZnmbco+GPRaHDYDtU2+lP356UIIwdzrLu7x8kkjkYq3MbA8Fzm0AknfxQU1OUsQJz0mRKu28cKVGDsF4TSuQZHMjYhPSzVOm+xIJy6z8WmKAkq0nYqn6BhcZJckeB4Z+blEY10dxUX59OtTSnDpERgm3Ynn+6WMOLE1wxcM+IiGwwzsU5xyt7UatZvCrNdg1msYLNtp9oVYUd9CuVNPuVNPlStMQDGjREKIoJe9BvYhElW6tEuPxizLzXoNBRYT/YKV7DWmrZJy4yvHcuczH3Huia3kc1OMu+H2+onqNej0BnRAvsNIVFba2BB0hnjst2qzi6Uv3cGt82/lkVXmrXJuHj50QMrpdruVsaOHM3a02hJTftMalr33C3t99yMOI+w3dQaz39gIOPlkwUmJll5HzISx+Jj7AbjikukIIThw2gwOnDaDAQXWNg9aj928iocmXY3/uwc6FX3rCXyBMObdwIjt74zdioPhS2E/bNBpCMb61w+bOpE3XldVIzfU98wa3aCTMOikNif32jUNrF3TQPlNa/h5+RImH3AgI8scjCxzpJW9iMNm1uHxJYuDdVRevO6We7jg7NMo7zcYTAXsLNhsdjweN3KKrFEcT5+4BxUl+eTm5vHH779v1fiyotDQonpHWE16SvJsvVPasBqIyjItnp771AghKMhP3wG2c6Qmhf5j+hTk5rXdLJqCoNnpvJ3wNRKZjHafteFQxEoe7eeLe4lImo7Zjjg3I/5eo2vlU8TJovGxEtPbtbrGx45vuzYWdDsLEkFUVnEBQhJotBp+mVXEo48/zcdLlwMCJeyiYJ+D2WeYeo6EQ2G8LQ0M7Ffa5ROrEOqN3RuMYDdpKc0yU2JTX3aDlkE5Jib3yUZvy0Rny6ShoYHNm6uIhDvnT2kk9WGkxRemONOEIVRPfl5bfRivfSQ+rxejXsKol8iw6Mi06lWORchNXm42FoM2oXOTTnAR3x8hoDjLRL9CJ2abg1+/WpLWsluL9TdX8Mf9h/HYrKO474oj4c/3Oc36AfPGVOL1uNFIghMe+ZJpdy+lLEvNhCghLxV13xL89Cm+//RN+uWp7eTJGUahM6Epm8Dchd2XdrYG/p1I8ITW36Y3XjsTQgijEOJCIcRDQoin4q90lt2tAoxGv8zAG35g+F2tfAchBDqNRDgSxWq1IBFh5V/VvbbOxefv3eb/9997j8Om9yxDYtRrCYSSVRfbXvgrN22hom8p/fvkg9ZKQLP19um9BUmSsFptuN2ubuc98+xzeOnF5wlYuy8rxHkWG7eo45YVOLBZ9L2WxhRCUJBlpdkdwB/cMRod6aH1t86f8TRKNJSekVn7cke6ctudoU1AIXckbyYHK+1JmsnBRpIpWJtxk/kWyZmK+LLtu0W0+tbgwp6tfh4Nk1OSj5BUJdL1d+5N8cRLuP+WZqrIAAAgAElEQVRLC7Ks8N2PK5h1WA41a6v43xfrefSkUTTWVaO3ZqflriyEqnZpM2mJyApD8u0UO0xkGPRkGPTY9Drseh0TBxTizCmgOC+TLVWbaWyo7zLgtpt02IzarSLfapGR5AiZDhtmvUZdfishK2qGxWrUMuX4MwkHA8yc9xxbwr3/gOLxhbCZdTgcVs4+9Rjmz7mcffccyIfPzeOFRTO5f0KAQO06Fs67mSuG/MFt+7sYW2Hl5ltvp6y8nJlXXsY9r/yPd1ZuaTOuZMkhY+hUZt96L/UNvWMB4Y95Fe0MxPuueuu1k/Ecar1vKrAUVbQrrZr4bpU/0phstKz8lJx922p+mIw6fIEIDquGU46bzjuLn+esi65KOUbxWS8DsOmJrdMNURQFz6/vsf8Fe/X4ZiiEwKRXVT1TRdabqmooKylkn8fqgXo+uaJzJviOgCMjg6pNm7DbHV3us16vxx2I8mdVM8O78EpLtlEvyrWh207iN5IkKMyxsqnWTXGufbutZ1sgmfNQfLUIS17PBkhFpoxPj2cIOittpBon3qLanp+R3EqavL5UHI5k35HksdWB1HVEkzIzmtaWW6zOWNYGsvuWx1YlqHxoBovf+Bea7CEo0SCvVQ7luVHDWPjycj67/5/k5OdTt6UKs9VBRZEz7dKCUad2lFiNMaXO2DGijbXCDytpPZBNeiNmi4XmpiY2V27AmZmFxdqxJVqrEfy1eiWD+xXSXjNl7PXvcaxZIRSR26hyul3NODMzEUKg6WGMHa/1hyMyJ40q5bSx59HQ0MCdC+7ggS8DaAv3wPt4WuaXXUJRFNXgrF35cWD/Plx/1blEo1E+WrKc28Z7mTplKs6MpIuB73cOGJHJ5OEX8uQbX/H1i/ex58WXkp+fT9Pbqi7L8rWNtAwcymnzHkZnMPCvWUclSK9bi2hUVmPcv7+D6o5AhaIoxwohZiiK8qwQ4kVgWToL7npX3i4wpMjJSWOy+fqGKW2mm43aRPmkvLSAjetWtWmL2lasuGMqk8JL2Wvf0bwRGc1Fr//KRa//itm7qvuF28Fq1rcrk7SicnMNxaUVfHLFxJ0eXABoNFqMJhPebmzcN9T7yB42jqdffZ0X1naMMKJRmZoGL9WN3oSN+va+6eu0GvIyLVTVu5Hlnask2B7+Ty9AspcRda3vfuZ4qaS3bdvb60+kWmc0qSwQz2wkXil4FgmuRQrLdkVpO14yL0OrV9U65Si2ggKi4ShyVGbj/UeAIvPtN19z63F5RKu+RvZsYVltAceedQmPPvIQ3pYmzCYjFSW5yDFb7rS/AqGKZ+k1EhaDlrJscyITEEecJyGEwJmZSUFRCT6fj6rNlSlbud98bwmT9t6jw/QNt/Tj8U/XMvb69xLTotEofp+3W++fdKHTSonzKisri9vmzeeFq6YQ+uXfmE/5mIpbN1Bx64Yej+8PRjAZOvex0Wg0TJ2yL8cffWjb4CIBBUlEOfvovbjhwqM477pbuPGpNwA1uADYFNVx6OmXMObAI7jyhgU0NDanGKd7+IIRzIadVx5BqMdMb712MuInbrMQYhjgADr3iEjCbhVgAEze/wCWLvmUgHVIIl0ZLz3EMX3qRIaeejvj5n7Mil9+4dprZnLrLXO49ZY5XJS/DN9Pr5I55iieeOxRvv3mG25//1cWLlmTcn3ffvMNp597EYcedQLXnXzUNm9/nOiZKj2+qaqakrzeudj0FjKcTlqaGrtM55dlmzl5+sH4NvzO0SNbCXaKotDkCrCxxoXRoKU0z45pB7aMmY06HBYDVfWe9MoR24j3PlrGFdfPZ9mX33e7vsCSi7nm9ANwf3tPz1YWv3knZzKSb+jQtmTR7VidbG9yMJHIXqRoN23PGWn/PhpuDU50xrZjRcMQ8KJxZBMJqe6vQghKLnyT3DNf48XXFjP3Sxv2g69GhLYQCYcxmcwYLRbW1TbTr6wQSVJ5C52JUnUFnVag0wqMOg15DgN5js5bybVaLbl5+WRn51JfX0ttTTWRmBR8gydE9ZYqiotSZ6XOP7A/vy6YnviqXS3N2BwZ2/UGctjhR6AbNJ3wH+8SqF69TWO5vCFsls4J6lsDu93CjPNm8tvXn3Hzc28zvl8m4/u1qgfPnpLDuacdx9Ivvu3R+P5AGNNOJniKXnztZDwmhHACNwBvAb9BkqtGF9itSiQAB0w5kDNOO5kln37Cso/fZeniZ1TL6hgPQ6fVMHGfPfHeupio38WML10ceuYFeGI138cPlpgzS735rW1x8PNPP/LlW0uIhAL4Ps0Eg40pE8ZTVFTM0089QWZBGbfOv4s6txrEnT66mAm5W7raxC4hCYHJoAYZVlPbk7XF5cZutwJ+AnSuQbEjodPp0ep0+HxeLBZrp/MJIXDajJz/2goAHpgkU9fsw2LsmY16byHDZkSWFbbUeynItmzXi/mX3/zExeecxIqVq5k1524KC3I56djDyM5KpQKpsMeQvlgGH4tkTUMDQJG7L3eki+R20pSfdyFnntxSCu2kv0XbttZ4x0u8Y0Wrb1tiSW6pdRYQDfjxB/wM3WsQNVtauT9NE+bz6CX7cdGizzAMmMK/n7ofnVbDgEGDOXDMIPUpr0dfRGyXenBMGIxGCotK8HrcbNlcic3uoMqtwROMoiTpbcSx0ltGSBaEQiHQ69EIBbfbRXFJ2TZseXpY//y5KMo5DJx8LPqs0h6NIcsK/mCYvMxt9fxpxflD/Jx31/nMXvAMv64oZ9jw4Zw5rjy2Qhd7DB/Cm+9+wlGHH7TVY/uDEbIydo1r6O4ORVGeiL1dCvTdmmV3uwBDo9Hw8KNPIEkS+khToq3JYtLj8YVx2jUIIXjuyilc+Jabta9czdlvdRTfEkJQkeGiYnI/frO2KssdmK/nt19/ZtVvv3HFVVfjiqpBQJ7DwADD+l7ZB4fVQJPL3yHAAOg3dz2wnpXze95q29vIzMqhZksVZnPnN+h8h57//V7HXsOj5Gr8NLslinKsPbZR701kOkzUNvmobfKRGzNJ2x44/4zjee0t1dY9MyuH4UMG8NTz/6GxqZl9x41i6pR90evV3/y1N9/nt9WbEOb8bkZNgVStpVuL9kGEVp+6HBMPbJK1MeIk0XjwkOB9JG1P+/E12tYxDKbWjIYAHDnqZ+EAuf0r8HhC5BXYGTs4j9cX/4oQggFOGw9crpYNR2cbqa6tZ+ywCiRp5yVhhRBYbXbMFivNTY1kKC7e/+IPamrryc/r2IVkz8jm9/WbGDOkgob6OhwZzh2y/XHOxw//fZjHH30YGLjVY3h8Iaym3iNjxyGIMvfq05l525OccurpDBykSqxv8hpB6t8lqbYzhCNRldOyM48N/j46GEKIPOB2oFBRlEOFEEOAvRVF6dbbZLcLMADMZjMvvfgChx9/bmKazayjusGL06720h9y4ATWHggE6hPzPH5w6gPuhj1bORG/+wvZd9IUBpnWA1W4ouW9vv1Gvao+Go3KbURxkk/empZgl6naHQmdTofBaMTjdmOzp2Zx/vH7KoYPG0qhxkudbKIoN30Fwh2BnAwTNQ1e6pv9ZGeYtkuQUZCfw8XnnARAc4ubG+c9xII7bsOgVfjy82XMXfgoAKFQmAn7jueO/4URnYlPtUc6pY72SCWo1abMkaIFNf6ZlFS/TuZUiCS/kk4dWFNIhMdhih0/Gp1qw54onchk9emDHJXxugOMGpKHrCgcPX0Y1+7fD0kI8hxGLJoIW6qr2XNYPyTNzg9eQe24yszKxm53UFZaxok3vs3/Hji1jfne0fd/jufPBgYNq2JgeQk+r5fi0u2fvYhDUaCgoJBhw0fw3kefc8iB+23V8i3eIHmZ28euQCLC/GtP48q5j3PueRdgz201NyopKuDLr39kn3Gj0h7P4+taa2hH4e8RXgDwDPA0cH3s/9XAK6RhnrbbcTDiWPHLz4wYOTLxv06rISorRDtEvAqPHyx1Gly0xyDT+lhwoWKAYX3i1VsQQmC36HF5WwOb9Rs3Y7NaWHtjXz657oBeW1dvITMri+amhg7cAkVRcLW08MAbn+A1FfBFjcSDU3et4ALU7zwvy0JUVoW9tjcnI8Nh49xTj+bF559BaC3sO/UE5s67kxtuuplZs2/m2Hk/bdsK4voTWn2SX0iccyHa8i+SP2+PVJyNVLoXyX872572wYRG13YZc2vbtZRbpn6u0dFnj8Hk9q9AlmWi0SjDhuXj9ofZ3ODjoAonzd4wjZ4QJilEfX0tpaWlnSrM7kzk7HcV3/7Zwqn751Jd76G20Zu4Hv0+q4SGUDa/fLuMuvo6NKbeMeZLF/Fk09HHHMsHy9dwxpvpkyfDkaiq4N5LbsWpoJUU7rz+DG5bcBe//q7y4RZ9/hd/9Due5d/9zH/e+SjtsTz+EFbzTiR4/v2QrSjKv4m1RimKEiFN+cfdMsD44/ffGTqwAmO4luQ40WrS4fWlbyi2M2G3GHB5VTGoSU83sd/Fj/OWcRoBy8BuiWY7AxqNFovVRktza4+63+9n86aNhEJBPv/+F1yWIj78Z+/K/fYmhBCJp7CaBu92DzKGDq7gtz/WIvu2oEQDvP/Bxyz/+lucmUnqqOkSMZPn121DANc+GOkywyE6CmW14VUkjRkfV9KAztCWb2HPVttQ47PnlMQW0zBg1AAkSWCxGhg9qoTBQwtU+f0KJ/sPyqI5FMaolzBLQerq6iksKk5L62JnYMF9l7Hgodms31BJab4dg17LxmoXze6AysvQm3n4v99z5SNLKMjJ7H7A7YSZ11zLD68/xvkfp3f8t3iCaXsobQver87mslm38Oyj97JqzXpAPWevuPB0ausaWfz+0m7HiMqqHcOuUJr9uwhtAV4hRBaxIqgQYjzQ0vUiKnbNM7UbvPbqK1xz8SkQrG8z3WrW09jix74DToZthVYjodVoCIQi1P30MfdcdRaHHbr/zt6sLpHhzGRT5QbMZjNNjY1EZZncvHz0egM6jUS2fdfLXLSHEIIcp5n6Zv8OIX5OO2gCM2+8E6E1M3JQKR6vj4lj+sQCBQOE2ymOdtU+qu6A+tIZUit0CokEGSK520PQ9ZWqfQtp+zEFoLQT+eqQsdC2/dweC6QUBSQwFZcTjaotqHJUZsDweIlAYtTg7ITnx6iyDIIRBZAZ4rTjbmkh6HOzx+BdpyySCmeP64MRHzctlhFC4LAasJp1NLQE2Fjtov7BMby9zEFBYdFObT2cu2wLpaMmMM73MwHriV1K/MeF8cryd8yDQ00wytEXzuLeu+dSMu0szBlZKMZ81qyr5Ogjuid7en1hLKZdIXuxS7SX9hauQO0e6SeE+ALIAY5JZ8HdLsAIhUKEw2G0GX2g3YmhyoZHYxbLO/vHFbRX6mwPh1XP6nVV/CN7M/tOnMwtH6zmxoNT+wLsSli35k9Kyvskukr++dSXu/SFvz3iQUajy09ljZuiHOtWGURtDfafMI6ykiL69Slj5arV/PbHWkC0qlfGAwVFVrUgkpFslS4k9QYuaTrOly7aBwfJGhVt5pPbcjDiEBJk5IDPFWs9jbWGxwmiyeuxJN2QhMDZbxDhkBrEDBtVTiDQqmi73x6F+IMRdBqJUSUOIrJCOKowtsBByNuEPxJm3PCdS+hMFwHMJJ/3Gkki12kmFI6yqdbN19UStt8+ZK9x43faNt59xBA4Yghzb76Jr5cvJ7fvcIQQDDJtwH6e2hbqemRPAHyBCCa9NmUXWN9b1ifer7uxfJu367DiBgDe2ZTFMw/fx+xrr+H6W67nhX89wSEH7ttJN1ZbuP0hshz/v3ukN6Eoyg9CiEmo7GAB/KEoSlqlgl3/jG2Hxe+8zbTph6f8TAiB2ahL6Vmy49F9+vHPNWv5cMnX3HD1+dz/xfrtv0k9hKIoeNwuNlduwGazY7HZEt077y5+h6JVr9Nn4pG8PGPXzxwlI9Nuwmk3UlnjJhjePo5yQgj69SkBZP5ct4GCvGyQ9KoleftSh1avBhEaLVi6uJimIoa2l+2Gtqqe7TUy2m5k67LJSpzJyC1vdTjVG9X58/uBsV3rst4EBkui/dRR3o+MPhUA6PQ6ho9WsxZarcSBY4qYMlpt0TUZtIwpsWHQCrSSYJ9iOxF3Pb5whL2GVSCE1OtaY9sL9y5pouzGtl4zOq3qb/RtjZafN/s5fO6bPeqQ6E3Mum42lZUbueu2G3j28Qf46Kd6Vj9wBAD2875jyIJNnPZ8FQ5b2/PaZx6Mzzy4jankCk8Jb/8S4Knn32DT5m2zavjvyjpmvb8e317/ZNbMy9mwcRNTJnUfkMmKQigcbUOu3Vn4O0iFCyHGCiHyIcG7GAPcBtwlhEirxrdbZTCqXAG++/Ybjj9oMKKTtJ7NrMflDaZsAd1RWPTQs4wbM6IT5rOa2dBPfYjZU+DcM08lhNpbvitmL4KBAPX1teh0egqKStBqtZjMZmprqjnknOtYePGJ3HvTmTt7M3sMm1mPTitRVecm12nZbunV6po6Pl/+AwtvmQlGtXSgKArIQWRPDTefPJIbH/sUTfYwAt8twrTfDWCOZQHinAZQgwRPL3g1xGXBU7mzKjJYMtWOjziJNBJKBDHOvv0JBoL4mprBZAW/Rw06wiGQY1kNRyF6k4FIOIJWp2XwsMLEPmu1EpOG5iEDMgr7ldsJRWVCURm9VkMfm4FgSx1Cb2HfoWUgBLKSngT4rgCNNZuopw7ol5jW5A5gNupYdlU/Pvi0Br/OwPr163FkZJLp7FqKf3tBp9NxzLHHsefkwzDJbn5d8QvPPv0UwRWfAdBc40DsOZJoOJuh99WwcmYxPvNgPl/2GW+9+R+GjxhJyw/LifpbeEBeSnmfCoaPms7Vdz7KPdedRG5O1lZv0+pAOVdPggVL16E327j71pkYjeldy1X3VN0uU5rYVbZjG/AocCCAEGIicAdwMbAH8BhplEl2qwBDjkb4pUXTZSnZZNAmCHw74wdWFIX6hmbW/LWR9z7+nJkXn9FGT9900odEt/yIEvSwYsC1XL5MRtO0hu/rNLtUgBGJRGhsqCccDpGdnYvB2Pq0bTSamPvvzxg8ZjzP1ubxj524nb0Bo15LSZ6dqjqPKtDjMPbqsRMOh5m78BHmz7mCJV/8wLLlTzJzHx+3v/QrQm9BsuRxyamHMGlMGf95dwk+Vz3+z+dimnBjx8EUBYwWCPohHGjNUgilLSkzXgJJVuJsn/kQEiixzI0cs1HX6NSARlbU8bV6kKOMnjSScDhKKBSlpVmVyM4Z0pfazQ0E/UHk5hrQaMCWqY4VCREJayjtl48xyXfnwGG5RGUIRxWQFcaXOIjEUhNDMu0EAz787nr01gwGFObgj2WW7LtEXb173LV0DcceORGfu4X4w0Q4EsXlCVGar7boHjBhL66/6xX2n3IgLU0NVG3aSFZOLkbjzkntl+eYATN5eQexz8QDOOfCSzHpNfxj/mJqmmqYOe9fBELDGboQov5VTFW+ZP7Cu1m75k9+nDad3Nxc1tTE7AQUuOzam7l5/mXMvf5iMp09M2y8elJfBthbIJR+MO3xhbBbdq8s6i4OjaIojbH3/wc8pijK68DrQoi02uB2qwDD725hyKRpXc4jhMBg0BIIRXeoLHUcf/z5F4MH9OWfx8+gpqaWWxY8zN4HHsW06YcBsGjKKzTqJjD18GO4Y8kawkjMO2YP7I6d55yaDEVRaGluwu1qiZk65aW82ZYH1pM3eG/mHbbrEzvTgVYjUZJno77Zz6ZaN/lZveeXMuvmReh0Wm5Z8Aj7T9qXay89Vf1/jhMMWeBZB4rMPuNGUV5axMwrLuG662+CjHzQGZA0UuI3iAaD4KrtuJJ0AiJFAUm0CmVBTFyrXRYjGoFohJwRe2C2GMjOVjNs2tj3cfB+5ayv9dDiCuBqVn9/raMvfo+fiDdmshgNk5lbhN8fwWjU4XYHmT62KLGpk8udRBWFUFRGi6Cvw0LA3UQ0FGD4gAqiQiIUkfEGoxRk7D7H2Bl7luIekMGex15B4cZMqu4YRG2jjxynKcFj0Gq1aLVawuEwmdm5hIJBGuvr0Gi1ZGVno9XuvGAq7r0iyzL3Hj+E4pJDUZRT6Tf9fPxb/iBUv5Fr3noUjUZiwEBVsMsdiJDnMHLaCz8wf/oQzGYLt91wGdfdsoj5c67cCsMywQDjBrWEaMoHvy/t7VYUBX8wst20OnqC3T5/ARohhDZWHpkCnJP0WVo3190qwDBpFO6dnuiW6RQ2k2ootjMCjE8++5ojD5sKtgq+WO9g77NuQ/nrO669ZiabvDKD9hjLkYdMY2ixnef+ORpQyxCNDfWYzL0nw9sTeL0eGuvrsVitFJWUdUqqUxSF3zfVc9oRFby/Nsi0AduHv7CjESd/ev1hNtW6yHGat7nUVlvXgMVs4qyTj6a0tCSWTYgdv6HmDk9ohQW5XHLuSSz58E2gld8ghGhtq9XqIRTLLkQjgKZVUbN1AVUUKxppOy2unpmYFstiaHTq5yYrZBSgM+gJBUKYLQb8/gjnHqQqBDf6IvzVGMAZ86TYc3QJ6zY243YF8Hv8aC02zDYzclQm6Fc7ZAbuUYg5di6GowpzDu6P6eCFvHnvaeg1ErkmHZ6majR6I0MG9AUh0CiQadGj0GpgtvOJ293DadEz5prPUMJ+QH2qFkJVGk7GEZMG89EH7zHjyH9gMhkxFhXj83rYsnkzVptth6l8dgaP24XVaktsw/r3HuPzz5dh0BvIzGxbfs+xtlrUX7P4N945zsonn61ECMFfGzYxYtjWKIeqZUN8VaBEup89hkDMmn2XKUuIv0WJ5CVgqRCiHvATc1AVQlTwd2xTtVgspEOetJh0NLT4yc7Y8WWSqupaCvMzE0+E04YWwNDDmTBxEi8v+4Vzpu/Hyk2uNssYjEYURSEUDKI37PgUXygUpL6uFo2koaCwCK2u6yeor5cvp8+AIQi9GSXoS9Q+/y6wmHSU6O1U13vweEPkZJp7LDucm5PFLdddrP6jtA/EUh/L4XAEvV4HjZtxDBmFpJFQZIVoJErEoMfv65nDpFoGoa1lepyDIUdVcilA4P+xd97hcZTX276n7OzObG/qsmxjbIOxTTEldGw6fPQOIZCEJJAAIQn5mRJ6CQk1IYFA6DWhhUBIQg0hgCExvYPBtiSr7Wp735n5/hgVy5JsSZZkyfjm0oW1O7v7rnbm3fOe95znSVHCzV4HzsPlkKn3O0gXdVyKhNMuctScSj7pTNGSKPFBUwKv14HX6yBc4SKVKhKPJhEEgVlzatBUG9mC9UXxt/92dP2/maV3n4EkQC6TIhvvxO0LURP29sQ+LrVrLKYwEXQAhsWXNx/BZZe8w4UXHUZz4wqmBTL9jtlhu7l867greCrXwB+P3xZBEHC63Kiak0S8yxY+GMLpdI37HGZlMePU1NX1uX3XXXfrd6yjHIViAYpJnj7GzTPP/oufXriEhbvtyM2/vnAYYxdAkMEsWf8eWpNCD6lMcYPW3W2MmKZ5pSAILwDVwLNmr3CQiFWLsU4mVYDh8627TQlAFAUUm0i+WEYdR8teXddXW3WIVnDRhcfj4XsHWfK8c+r6y237/AHisU4qqqr73TdW6LpOZzRCoZAnFKrAoa57D7i1tZXHHv0zB562mP1rIxRLOqs6stRXuTeo9v9oI0sitRVukpkiK1uThHzaesgPr7tleXUKxSJ2ZS2v1a2IWciBpPf19VjdtVToaoftvq3PkFbzCjF0QIe6LVBUlUBlALfHTipXwuWQiefKHDq7FgEBUYRcUaeya69bEn3Ec2VWdKRJdCnThsNV6Lr1esWSzjdmBKjxKOy/RZCb/vEFByyo5d1VEaYpRRTFztZbbk6+ZKKbJiaWhXrPMCdZcNGNKIqsXLGcQCDApf+1AqzLd+r90hQEgccvPZ6Tb36Q70kytx0zr+dx/kAQt8dLZ6SDRDxGKFyB3T5+20TZTBqHqq5VLbV7kbSdrx3D0Hni6ed57c13OHCf3bnuip+PLCgyS1jfXcNrFzJNk0y+RMi/YTPAq9PdRTLZMU1zyQC3DdmWd1IFGMM5Zb0uB4l0YVwDjHfe/4St53YZp5WSxHJqTyp5XaiaRmc0QrlcGvM9WEveO04iEcfnDxAKVwxpQjjhriVUvHUfV/7yVwTNRsCSD/Z7HLR3ZqkODe62OhnpFktyqjbaO7Mk0wUqAtoIVAKHPmHOuvJLOl9/gtD8hWy5/96kUtY2g2GYFAsl8pn8MF979WF0mY2trn/R7TviDkA+DapKNm3tfR9zSBUh1U5YtaMbJrIoYJrWPn21ppIv6+gGdKYLNIRdLDNSKDaJsm6g62XKZYMtpliLglRBJ1XQ+cOJ2/BeYxMdbTG+kFycu/fmAGgbWW3eid88maefepJn3m9im/2PQfMGUBf9gdwLvf5JW86ewanz3+QbM/pnm2VZpqKqmnw+R6S9HcVuJxAMjotEejwWo6JqcBM+/x6WJUXqyeN44M9/5+33P+awAxdy3RU/X49X7b5Ght+6m8mV0Oy2CbeFthFskaw3kyvAMIY+uWoOmfZYBsMwx80q/KVX3uTbJx0O9iAtueFVhAuCgNfnIxGPEwz1d2IcLXLZLNFIB6qmUVc3ZcgCWaZp8tFfbqWw8Gh+8MSnPHJY74rK41TI5IokM4WNsopblkRqwi7SuSLN7Wmcqo2A1zHqGZu33v2I9pfuo2rno9DCdSSThZ4VvK73TryiomDgszIPxa5rYjXTsB5XVEHo6i7pUuKku7Ok64lWnwBTnXhnbIHT42TKFC9bTvHTlCgSUu2UDesBPk2m3NVOCuC12/Dabdz9ywsRVQ/ZQpmyYSAIEjVb70rljK0AWJUocsSWYRxGkXS0hVkBD3O2n428EWW8VqdcLiGLAqf/8EyOjkS5647bueqeJUi+zfode/p3juPH5/2S/ZRpLNqqrt/9DodKTV096VSK5qZGPB4vXp9/zAeHrJkAACAASURBVL688rkckixhs/VfGDkkA7LNmIaO3vEB513awrFH7M+Jxxw8JmMZKol0YZO41gRlUgUYw0EQBNyaQipbHBcdfYBYPGm1ZQnWn3Wo2YtuXG4PTSuX4/cHRl0Zs1QqEu3owAQqq6sHnEDWxi2/u5nqrXdHC1b3CS6AHiOxla1JVLs8IXwAxgKXquB02IinC6xsTeJ3O/C67Os92RcKRVx7/AIcXqbv9wPsXXvJvq7uCdM0KZUMcrkS5dLQC9/60S37vbpqqSBYgl+eUJ9D2xM5vjW/BrtNxKcpiIJVoCmJAgoiz7/2CqLmwx6qxePzM/uw07ntkGrItZLXFTz7/pKG8At8b9da7m7fmkPrtsSwq8yc3oBdsWGaArppIm4MtfarYZom7a2tBMMVSJJMZWUli8+/kEzmPC6/8up+6sOiKPKzH53CIZdehXL5ZQDstnnfz0IQBNweD06XZQvf1LiCYDCM5hz9jol4rBNfoL+GkqMcIRdp4u4HnuDsHTo46ZjvMnfOhm+rL+sGJd3AsQEK+tfFxnVmj4yJ96mMIl6XnZZIZhwCDGuPXZJEECTychD/CP6y1kTiJZlM4POPjhmSYRjEOqNksxmCoTCaNvxJybPtN7nlnH146ZTtGSzdL4kilQEnLZEM9ZXj6xQ5ngiCgN/twONU6EzkWdGSxO+xfh/Je176zoccsPghZh94LGqoDluXCmE+3z+QKHYVS9oUGyUTDFmx6jC6TctMvUtAy+yV+149pd6lrtmH7tqMfJqpm4WZOcVPQ0BlQa2bTKmM3aZQ6FJHTOVLFEoGS994lU+Wvk5MVzDiLew5ReWyfQTIWQqODqlI8YWfkMuXeO7fb9HQ3szMqfvjsNt7siZlw8Bp2/imn0Q8hmK391xn5a5aFI/XR7bxNRwD6EJMqa/BU1nPtQ88QfWcHfsFGN1028K7PV6iXfUZwXAFytrqdYZBsVhEN/QePY7/fml1OJmmycp/3cEHH3/OqScezqzNjx2V1xsNNtas6cbCxneFr0b3SrpY0ge1Gk6nszz70qssfecjop1xTj7uUHbecethvpI1iQiCAPb1297weH00Na7A4/WtV5uaaZqkUknisU68Xh919Q3D/gJ84K2VnPGjazFTzfzo3hV85/AFaz1ec9hQ7SU6k/mNPmUpiSJhv4bfYxBL5lneksDnsjIaQ92Su/XOPyGIEvUH/hBhjc9aVWUMw8QwTEqlrjZNSUQabmZrdaVOQbAkv6FLC6MMiobb78GuWpN0WzxHQ0Almi8yv8aHLAqUdJNC2QpMvvr0Q95a8m8evuybCIKIbguSTkTpvgZM0ySbLxFN5JEkgbBfZeFcDUOQe7ZanBNwtTkaFPJ50qkUtfVTem6TJetvf8ghh/LYi0s47cgdBnzsy1ccgmev8/n8x0ev83VsNhtV1TXkslnaW1twqCr+QHD458YadEYj+AO96pv7nnkHRrqN72/VwrGH789Jxw5s0bChME2TZKZIXYV7Qw9lQDbSNdaw2Div9NXwuewk0gXCa1QYt7VH+NVv7iTg97Pvoj047KBFCILATy/8NVvMmo7f17/TYygsuv1T/nb6N0Y8XlEU8Xh9xGOdBIIDr2TWRT6XIxJpx253UFs3ZUQTzwNvrSSbSqCvehN5s/3JPXHkkB4X8qmsbLO2Sjam1tXBkCUr0Ah4HcRTBVa0JnCpCj63vSfALZfLxBMpJElEEiVkWeLvz7/C1a+Df84uyLKIKFrui6WSjiAI2GwDB5fFQhFRFDG6ay9Mw6q/6M5MyIol2615wa5ZP9Jqn8PqGQzRuvy79Sp+sGgaHsVGg9eJpvSeMzZJoKTDa+9/xFnnXI5tq6O4XejK2pWieDUrEEpmCiTSBRSbRGXQid0m0dos4ZBNOtNFtpk6McTkxgJd12lva6WyunrAQH7W7Nncd+/dVPzEmofar9+qz/2CIODe7ihm7v89vDudyOc3HrrO11Q1jdr6KaSSCZqbVuLz+XF7RiY7XsjnMXS9J/Mix9/noh2bcTpVTv/2uT3eQxOJQlHHJovIY2RUuD5YXSSbIoyNPsBwaQrR1gQhn9rnwrvxlvu46NzT8VZMY+riN+GJ5Sy/dDMuPO//uPja27nm19ehZj4e0Wt+1pJmZvXIOyq8Xh9NK5fj8fqQ5aF/ROVyiWikA72sU1FRtV6aGidsU88h37yU6+76A2dvP/TJRRAEakJumtqT1FW4N9p6jDWRRJGg1zJPS2WKtEQyCAL43A46IxG+e/YlpDNpjjh4b87/438RFA9bnPjjQbMdpZJVSFkuG+i6VX9hmmav2NZw6cpkzN15KwzD2s6TZRFFkVBsEptVuVmVLOEJ2UgWSmiKRK6g43TIpHJlUrkSS//9HMd+71SeeL1X1yFfLBFPFcgVSrg1OzVhdx8FVEmS0PXCRh1cmKZJW8sq/MEgijL4NXfriytwzJ6NqAzcTrnquu2446F23FODLGvLsFnlurczBUHA4/Xhcrnp7IzS3LiSYDiMqg6vZTMa7SAQshY0uq5z4aXXc9rJRzFr82nDep7xJJEujFt93SZGxkYfYIiigGqXyeZLPWp6S/77LlvMmo7X67aCiy5S6iw0l8ghhx3Og/ffx4nfPBnHIKZqAyEIAjccNne9xywIAj5/kFhnlHBF5TqPNwyDRDxGOpUiEAyhOZ3rXQNxy+9u5srT9mGH7Ya/crHJIlVBF6s60tRXesati2ciIHa1tnpddgrFMvF0AUN2c/+Df+KLT97jpt/ejFS1PeHtd+tJoRYKZYpFoyd7IQgQDK7jC6Kn7sLsdVJV3Za0uK8S98waPH43qirjcNishpKec8LKOACWXoUNOpJ5TpxbjUe1YbeJKLJIlddBtqCTylm1H9/5zg/Z7YBj8W65D9FEjnS2iCSJ+Nx2KgPagOdcZyzBA29F2PuAoX1hTkaikQ4cqorLtfZU/Wmnf5PWLz/hoXMH3iYBOOWY/Tjrkts5eNHOwxqDKEmEwhUUi0WiHe0kRKsbbSiZh2w2gyiK5HWZTDLPTZecwXe/eeSEDi4M0yRbKFERmDjaF2uyaYvkaxBggKWJEUvmcKoKuq7z4KN/48arF1ua98An11ltVqWuiuQf3vZPHMFa7om9yr+/PTRxL4B4whKfWZ/sRTcut5tEPEapVBp0kjBNk0w6RawzisvtpW7K8Oss1sR/zB0Ykc8xUqsovbR4xM+j2mV8bgct0TQ1ofFXI5wI2BWZyoAN0x4iG2/BLGfJeOexrcNNwSUQT+YoFnV8a2zfCYJALJZDlsWuGgwDw7Ckt01j5J7lpmly1n4zMEyTgm5gl0RUWUKVJYTV0rm6boIMqVyZC//5Kffc8RzTwkXmOtv40ekn8M5rr9PRMY933/uQWZs3UFexxYCv9/Bjz/Dl8iZCWx270QYXqWSCcqlEZXXNOo+96uQDuOjCV8i7tqTumGuQvTW03rBdn2MkSaRmwSIefvABTjjpm8Mej6IoVNfWkc1kaG1pxul04fMH1ir73xmNUFFZzb43vUrjP2/n2auPZfbM6cN+7fEknbWUOyfuvCL0uaa+rkzaAKO9I8rz/1rCCUcftM5jHYpEsWSlmu956ElOOeEwRFFEPeXlPsfZJJGOjg5yHY1ULjgAgN3vjA0pyHjq7y+x9x7fYF5FifWQQupBEAT8wSCd0Q4qq/pPXoVCnkhHOzabrcdGfX34tMUyqTLzCfSWdyi9ed16PR/Qs4rvTOQJ+jbuos+1IRQiSILOnx55nBeb5xMmyZazYJZqUixBWypJUyRHJF0GBERRpLJ+8GLhQq7Q41iKrFiZDFkGdwjN6yZc7WfLCg9b1PsIaDJhlw2PQ+pRFpRFgYIO6aLeJ7gwgXS+jG4YRFclEdE5sBaa61PEox20TNuP/ZS3qd82wD+ee4mFu+3EXQ8+zvytZvdM9K7vvYmm2ci88xiPXrAf5//0exz8pwzLOyzxLsu5c+Mgn891SWrXD+mLrttP5pyzz6TUlqHUsQzYrt9xM+cv4IGbrkKasQPH7jQcH49eNKcTVdNIxGM0Na7AHwjicvXv7sqkU9gVOy4hzcKOBzn28iOZs8WMEb3meJJIFyaUsdkmBmaSBhgC3158C7st3H9oRwsCHqfCqrYYXy5v5NvfOhG0WuB1Yn/+Tp9jb7z+Wt586CaOufdDgCEFF/FEkldeX8qvLjuXUx5v5Najh571WBua5iQe66RQyPdIBet6mWgkQqlYtCSEHaMnIbzTd26l/NnfkKfvPWorg7Bfo6k9hZKV1kNqezJjAgLX3nwvt/1HQpzhJqqEefWjGKZpYhMMptd6meKX2KpSBASSBciUkqSyAjlDxugKAMrFMnp53cZy2WwR7Na2R0BzkSnqeBxWLcwe08LIkoDbYSNX1Ilni5RKReLJDPl0GqNUJJdJ8cSDd7JgzwP50wqN1ryde87Yi523mwZM48V/v8GzLy+ldtocDtwnwk6nXoPD5eGz5hTF9gSmTUSdvQ/z9zmVvEvh0e+sfbyTkXK5TEdbK1U1tcPq9rr08itZ1ZnhyUufJ/nGfRz8pwxPH9v3i/LoqXF2W3w0v3/oT7DTRSMeo7XVGsDt8dAZiZCMxwmGwz1tqKZpEuvsZGqlxsUXXcBRh+7L/LmzR/x640WprGOaDNoZOFGYsMmVcWRSBhi3PrOMVY0rmL9gJ/4Xq2KBv2mdj/G67bz06tscdcj+4JzCu03ZfsHFiy88z7bbLcDn8w1ra+TXv7mLc8/69rDfx7oQBIFgKEw0EqG6prbHRt0XCBKuGNhGfST4/98NABjx5YieWgR59AqnrKJPF41tKWRJGFfp9onCq0s/59J730MObgFtX0L9lj335QtlPvq0GYo50MtIkoA34KemJsgUr4BXBVm0BIUyBZFUTiSZkSgU7JSyKqWSjaIpo9s0vKEALq9G0CdRUeGhzm1jVtCBT5HxazISJql4FAydlGBQKJUp6SaGIKGICqrHzT4XPMmx3te48eIfc/EVvyZTcyqCbKO9vQOwVtMLd9+J+VvN4sabbqJh2kz2+/75iJLEHiY8/UYjzSujPe+vVDZGzfZ+oqDrOq2rmgmFK4ctWCdJEvVhD0uuOoiDznyTbKQZ6C9YVVUZ5ur7XueIIz9m9hYDb0EN/TVlEqaLMgXeefcLECVMh4dqBfSyyQN/vJxDDtiTbedvue4nmwB0JvL43ePnzTISNnWRWEy6AKNQKPHxkn+wzY67EKoYXC9/TSRR5MuvlrPbfkfzbpOVrv10VYpZNVZhVi6X4+/P/I3pR57Jra9/xY+HWKv5wstLmDdnJuGaGeSVKm5ddxv7sHA4VIrFAl8u+xy/P7BWG/WR4F94CTi9mKaB3v4+pbdvHfXIW5JEaitcNLWnqAm5sCuT7rQbMdlsnj2O+wVyrWV0h82B0bkKQ5K7tCh0q5W0C92AzoxO5/Ikimq3tr4EMHUdh2iiCGU0RUKRBFyajE2UUBQbkl3B6RVwaAYhO4hk0XQZiiY6CobdgSRLVPjd2GQbss3W077c3Jkjmi6ypDlC8u1HuOAv5+FzyRx1yL7oT/yRiqoAe+58EpZ9k2U3Hwz4uPz8H7L0k3bee/D3ZGfsTs2s+QC8dtXBrEepyITGMAxaW5rx+QOo2si3eyo8dqq3XUTja08xUIABIFUvYMG+30SeupD4K78a8Wvtc9N/ALjl2K05YpsK0ukk7R0ryeXLTKtx86e0yNzdj+2nMjoR0XWDXKE8oYs7N9HLpJvpb777KX50xunce8dvh5S5WJ10MkYyEWdm/ZR+q/+bf3Mj/l2PHFZWIJPJ8vQ/X+bO+N58/4Xnab3npGGNZ10Ui0UiHe095mf+QHC9sxanPvgOd52wNdf96wsuW3wTRuIrzEISFAfvPfyzMUvr2WSJmrCbVR2pr1X76g2/vwe5Yuvezy2bsHQqVicdt0SvRBlsilVbYet7jGFCumhSKhqgF6GYBb0MooTg1HBoNqqdLvySynTZQHP6Uf12ZtaFqPTaUZXB/95ezUY0XeTTvz3IJZf/nJrqCgB223k7dtu5u0ZAoL8Rlcl2syvY5urzccz/LiftN5trv/PDnnsT2RIB18azLdbdjup2e3C511/c6a9n78MFrc+Tc24xYEt8/unjiXYeQOWe53HcuVdw/9WLR1RrtWhuJS+838ZWrkYomrgVyKo2JFGgI5Znl1135aUXX2CvhYsolg2WtfW2IW/jbVyv9zjaxFIFvO71l+cfc4RNWyQwyQKMQqGIgYTmdPJOsZrL/6fwiwXFIT122Vcraaivxmazkc/l+qw+PvzgA6sAqqp2WOO59ua7OffMU7nriuEFOutC13VinVHyuVxPT3tnNEI81tlHaW84fN6a5sJHX6Xtoze45JNHeWNFjEMWTeOpf8nk/3naqI5/MOw2iaqgi+b2NHWV7gkpkDOavP3exwSDAQRljbqJbBJsdiuDoZdgoC0p06CYK1AULGEtBKwOEn09vEgGwDTBLov4NBtp0YY8aMq/xyFttX9biKVOpIp5fOv7P+DK88/h0utuYf608EbVnmyaJu1tlmqmxzs6mh4l3WDe/K1579132XHGwH/3YMBH+b1bOOuRr9j3hO/imLkzlVvuwPkLZ7B5Vd9utetfXsZP9uhvqAbw3Nm7ou5zOQBeTeY/N59A7Ywp6HqZXdwN3Hfv3byx5HUKRctSPtrl4tvgznHBz74/4HOON4ZpksoWaKjybuihDIlNAcYkCzDaI1HOOvNHnHz1XUyZ07/6em08/68lHLD3rnj9AaLRSE+AYZomd/zxNn517fX88b9WtP7jubl1Pt8HH31OZThITXUVl53eMPw3MwCmaZJKJojHY/h8foKhcE+k7g8EaWpcgcvtHva+L1ipXfPVewhtfyzLK6ewzyJLqfSR8wqjMvahotplwn6N5vYUdZXuUXcknSiUyzp3PvQPbv+vE0Hsyh50a1Z0022bXi5Yapui0HvbAPSIbJW7ukgkGSQbbr8bzaVRW+Ohyq9R6c7RUOmi3qXh06yV6uqK4QPhdymceeop3HHb72Gv4wY5qn9w0f177pmT6Iw1s8PsMLPqgj1vFyb/RGuaZlcmUR5xgD8Y+x14MNP2OgV13pF0/nZwi4LfHD0N86hzefyp53ntzRv5rPp0vvxc4qPGFjKpJJlUgmWrOjjkwSSpbJ5SPscLD96G3SazeOHmAMSe+wX+fS5n66luwmGrhkuWbVRW13DGmWfT3t6B3W7HFwixPGL1wn3y3B94/c13+MYOw7VPGH2S6QJuTdmoAteNnUkVYPi8fuyam/bln/Pk86sQhNe4CmtyWxdfLm/k+H/Ygf9y39FTKRYKKHY731h8H2ct2B5ZlocUWHRTXRUmkUyB7OKsbSXySvXI3xi9NuoOVR3QRl0QBEKhCjra26muqR12irB1VRMLdtyVi767edct4xtYrI5TtWGYKs3taWorXBtZkCGgLryFcuR93nnmt/zx1DstEzLo/aY1dCsTsbbPsJDpaj9VMESpS1hr+BNrMl9Csw++PSIIlty5zTSprQySy2a58xOVb88e6FpYe2HFDb+/h3POOJlkvkSxLOFzTv6C3m6dCNM0CASHXvM1FGySiM/jBr2MkYmu83hBEDjykH04cJ/dePTJZ7HZZLbxevHXePB5p+HzzsPrcdEozOKmX12OKIqUdAPbapnCaRUqsXSpX/eZpjlpaNBIp5J0tDZR4/Vx+J3vYRoL2HHpHey0/fwNui1hmibxVIG6yonpOzIQm3QwYFLN7G6vl3982MErL72FIAx96K+8tpR5c3r7yX2BAPFYJwCJL9/h5s9U9rru38MaSzDgIxZPYZRSUIwN67GrUyqVaG1pJh7vpKKqmlC4YlCrdlXTkCSJTDo1/NeJNbHzgvVXGR0t3Jrl19HUlkLXB1+1TzbUhbdgiiJmOceC0+63buwJEAY5Z7tvNwZwO+05ZLXHGjooGqLLh7+2hsoaPzNmBNlpRpA9N/exRUhjfpWPhrBGnV9FkcUhxyZHHPb/eO/VF4f4bntZ+s6HTJ1SRzAYZqr0FQBfLlvGz37yY06+/61hP99EwDTNLun9MuGKqjH7gl31+sOcvkU7j7/8JUMx+VZVB9887hCOO/JA9t97F3ZcMJdZmzdQWRGA0NY4jLQ1r8QLtMZ7FxKtsQz3/+JQXrr97AGft9vNua6+gXK5zHxvEZ/d5OD99uSpv780Wm93RKRzJVS7PGm2VQWshORo/UxWJsen1YNAPpvhpCP3HPIjCoUijzz5T044+iD+cdYuvHDObqiqRrFYpFwuUUx0YPdWjGg0i/bYkRdefh2UAJ+1pIf1WMMwiEY6aG1pxuP1UV1TNyTb5VA4TGdnFENftx7C6sycNZsnHnuU59+ODOtxY4nHaSfoVWlqT1HeKIIMayYwkisRfdOtwMK+hhiQwwWqxxLIktZY4XfPJKW81bZazFmZjFIeUy8PGnys96gFcNgk3KrMDjvtzOfv/Y97vhjeSvH+Pz9F1R7fRd3/DtQD7sFseY1br7+Y4w/bmy9ffnxMxj2WmKZJpL0N0zQJV45dcAGgqioXX3o5+XyeX9zwZ4rFodWVDUQmk+HKyy7hyssupj6oUh/sFbgT8gmm1FWtswtNFEXeiZgctNMcquw6tim788qStymXR7f+ZzjEknn8nondmrqJ/kyyAAM+/eBtZs3dhiduP4fcMyetdXskFk/ykwuu4dwzTyWt9faSC4KA1+cnHotx0o5TeOmnu/P694fvXLpoj5144V+v8V506NLgVp1FkqbGFUiyTF19Q4+D4VCQJBmfz080OrxAYcqUKVx7/Y0cf81TBI/4HYvuS7DovsSwnmMscGkKIZ9GU1uK0hBEpCYuAig+cLgwUk2Inrreu+xO8IYhPKX/w7p9RFbPYkDfbMcagYigebF7PPjDfjabWcHMaQHmNfjZodbD1hU+Kj0O6oMqPs02rP1qUbAcXQtqkP+8NbyWRbfLyQWPW+J0ZjlP/Z7n8MuLz2GXbadz3PQCL//tAQqFDbctNxysgs7WHn+P8doaOOLIozj2uBO49q7nRvT4tGMmF114Posv+AUuV985KZvNYJjGOv1SVkeQZE7ff3sEm4M999iTBx9/Ad0Y/4VALl9CkoQJL6y1JsIo/jdZmVQBhmlCqfUzvnvkfpx1z1JmXrVy0GOXr1zFhVf+liuuuYn6LXYD6LMX6XK7OfP6J7j11QTVpzyA/0dvD2ssmUyOx/76HMtXrsI0TZx2iebOtddw5PM5VjWtJJ/PUVtXj8/nH9Hk5fZ4KRYL5PNDrxkB2OJnf8MWbKC6waoXMQyTve6JD/v1RxunaqMiYCl+FkuTN8hQF92EqZfA7kRwB6E7M7Z64aavEjQ3qK7+7ardlIpWd4lpWLUahUyPENd4VEzO3/9Y/vfXe9n6upVs+5vWfvf/o3lwGfMn/vhTzEISQXFTec4HAJxzxskYpSz7nnYuhx55DCuWLx+roa83pmnS1roKRVH6FFmPF16fj3v+1/s3V/e7C3W/u/oco37rlX6Pyzm34PJLL+b7PziDqqq+tSKGYRDt6CAUXrdxIsA1v/gRb953CW/edwm33XgVD971B1Z89RnTGqpZ2ZokkS6M3NV3BHQm8wQ8k89qQBBG72eyMqmKPMEqhtzl6ld7fp951Uo+O7/vynDpOx/y8GN/5/prLsceqODUh98H4JajemsQBEFgRSTLFGeesLgEgIuvfhVRsqEEphMKhwlXVDI7mKMiHMDv85JM5Xn6Hy/wwcef43SqHLD3bjx0x7UIWpllCZnawMAXQblcpjPSQblcJlRRhX09bNS7xx4OV9Le1krtAJoe3Uw9/VGW33IUx971v57boh+/wfQjjulx05woaA6b1cLaMRnFuARwVIK3AqP1XaRQl9yyzYFYNR3FoWCz27ApNjpXrqErIMqWBoZe6m27kFfbKhP7r9psig3NrbH5rAoaKlxsXqGxeVBjqyovFV47zY2dI34nLrvMlQfPZcXcq9jj2xdSs+hU3krUsa23iVlXN3LTydsO+DjV4eDW4+egaSpvPn0TO514EaUvXwa2R5IkDth7Fw7Ye1dO/r/bqKwa3WLJ0cIS0VqFpmn4/IENMoZjfv8Ssto/I6rudxe5f57a+3tXkLH7flZ3x8LMDRxw4MHMnNXfuyTWGcXt8azVWTWVt7Y/wuXPMAyDS8/7Udc9vQ68gOVTE8+xMpWnwq+hOsa2kLdY0tENE9U+meaDTXQz6T61da0onnn237z34af86rKfUnBPJ7+WbcP/3HoW97y0lJgcAEFgWsCBYRhsE5CIdLSTTXTyzvuf0tYRIZ5I8dflMnXb7s5fLjqIzwvTmOlYbqWyFS8DdWX02qgn8QdDOJ2j5yqq2O04XW6ikQ5CYWulvNXiv/PBLw8gEolw1tW/IfXGO4R3fpKFp51NU2uKYMjJqnyCR8/cn+Pv/u+ojGM0Ue0yNSEXqyJpwn4NlzpZRJpMKFuFt0aqGWXrE1CdKnbNTiJibUN1CyQFptRTyBUoFUoU4xErW7Em5SLoQm+Go2uLRLSr2Oy29XJUXRfdp2dDQwPOutnEPvgXsGCdj5szezOOverP/PUK60twyQOXceIPz+LkZ8rce6D13u27/Yqrv7MtjlH0zxktyqUSrS2r8Hh9eLwbTmdBUhwkV3xEPJFk/4f6zimn/7PIh889QumDNxBDsxArrQXTqjf+zsMOJ2ef841+z5fLZsnnc9TU1q/1dd0OmVS+zDf+EGHfPvf0PdckUaQi4KRQ0mnvzCCl8oT92pgJ50USOQLeiXe+DIXJvLUxWky6AOOXdz6PrT5P/W57rpa5sPrz77jvMURRZPE5p/Wr2F89e9GNKEnkRZVT5/nxB4I88X4zoigyvb6G6fXdDqYLAfjBI+8xdx6cv9cMPu+67j/LT2VKSAOdoVpnYAAAIABJREFUPtkL0zTJZNLEohFcbs+oy3t34/P7aWluIpvNoGlOCu3LqN7lGHbfdjrb7XMIr2Xnkf/qdU7xfcYVrdW8+LM9uCT5HJc+/zmz60ZHLGi0sSsy9ZUeVnWkKZWMyVPYVc6w6ra9+MN9aS5/25pYHJqDwGw3iiJh71qBrVxutSMWc13bW7IMxbK1BSIrVsZiHelnu2bH6daoCWhsFtaYFXLS4NZQFWldDx0ypglv33Eeiy+8mJVfLcO++UxgcFXHyz+ooNixhGN/9xpPnbM7hbKOZOubqdMjH3LKt383OgMcRfL5HB1trYQqKlHVDStB/fx5hxA5bWcu/fU1HDxzOzj8YEy9jGvV67z58M1sufeRKPMP5t8PP8L3N/ucvz3zFnZPkNfvuKTfc+m6TqSjjaqauiEtbA753WsA3LE0xyWmudbH2G0S9ZUe0tkize1pXJqNgEcdVY2KfLFMuWzgHOMsyVjQ3UXydWfSBRjdNL7yL9QD4Ku7D+S1/37Af15/g2eLc/ng1weDIIF7ao+y8UDBRTff33MOzY0r8Hi9HD537Uqetx49j5URy8dkSmjgiahQKBDtEuWprq3rkfkeCwRBoKKqitNufIYXX3geQy8T2OVknrx8W9T9buk6SuO1/7zM/264heWrolRXhvlqtee4ZdGYDW/EyJJIXaWbtmiG1miGyoA28aWBEXj8yae5+AWDmvkVeL0OXC6FeDzfc0Q+X8bt1ZBkCVEUyWXslCPN/Z9KlKzshSBY/5Zkq65DFLCr9nHZ/xYEq2bpWz/4Mddffh4//8VVLNyhnic/6RjwnFny0y2YdtwzPPvzPSmUrAtvjhcevvJiDi7sRta9JYvPOIrahRcQW3LDmI9/qKRTSWKxTqpqakckYDcWhEIhrr7m11z1+7up+vABJEni/878AfetVPjJbtP43sPvsMfxx3DND3bijBUraGjoL/RnmiYd7W34A8G1bo0MxLl7V9EZSxAMrHsR4tIUnKqNWCrPitYEQa+KW1NG5XqNxLKE/eokuPY3MRjCeBbrrC/bbbfAfLfVhmD3YhaTANz4s0O5c2UYZ/VmCJIVLz11+jd49H1LvvvEbQeo3F+DZDJBsVDo2WoYCbqu0xmNUCzkCYYreiyRx5LXl0XJpFP8bPHFbDZvRz4o1bHishkg2lEPvLvnuLu/7WeLeTuyvCOHQ5E59OIXOOWc47n7hofIPX38mI9zpJimSWcyTzZfoiY8kQW5RJA15HmnYtvqKKo2m9ITYCiKjN0mohsmHZEsuVyJbKZAPpMnl8lRjrVb9RdgZd1MAwq5vgGGrIDDjWSTcXqcuH0utp5TyYxKF1tWqMz0uQl77dT6rXOuceVy6qdMHZV3Zhgmb338Bb+74dfIOx+PK1jZFWD0VfXc4f+epKD48Uzdin+etQvZgk6uqDPrtHsxU61ccUQD++53IJvXD79bayywrMqj5PM5KqtqeozfJhrlcrmP/0hLV8Ba7Vt7Zi+ZTJDLZqmsGp4AoKPUzp8fvp8tZ23GVltuvu4HrD5W3SASz1IsGVQENBzrUUeVzZeIJfPUVoy+sJbgn7PUNM117/utB7O32sa8/fHh68kMxu6zAmM+5rFg0mUw3n7uHnxOhfqQzLKMJdv75y4hn2fP2qVn9QRDCy4A3G4PTfEVlEqlYUf7pmmSSMRJJeL4/MFxbWtb9umHPPPI/Vx92fk4bQI7VFpaHDMu+4zanXbuOW7fhT7+eP9TSDaV859IIMgqd9/w0LiMcX0QBIGgV0WxSTS2pqgOOSdu8afdD4LItK02w+VSCPpVVEUmX9J7Mg5utx1RFDAMk3wmTzmbGfi5HM6u8nHRCjBsDkRZwqE5UBzjv8qeOX0qV119Db+7+bcYX5ksnfs9tqvoKy4XX/Ex7z19L2B5RnTT+aden5tlbRlWxfLU+DfstpdhGLS3tSJJEtVD3D7YUKxpbrauwAKgVCqSiMWorVt73cWAFGN8+MkXLNpjp2E/VJZEqoIu8sUy7Z1ZFFkk5NeGLY5lmiYd8SxVwaG3/084Jnn3x2gxUZeEgzK3TqK+YSp5e11P3cOzZ+3Cs2ft0nOM3SYOObgA64ssEAgRG6a2RDaboalxBYauU1vfgNvjGdfJ6u3nHuOM867ggO1nsff0EvFUoV+b5xcXNuD3eYnF43zVnuWTp6/ouW8iZy9Wx60pVIWctEQyxFP5cW2RGxoGZFdx4UlWkZ3T2RsEKLKIIkt9zotc1irikTUnaF5LfEtR+3aPrAWXSyHotlPhkgk67DgdMhWe9etMGhQB7LKEy+3mwgsv4JAjj+OPv7+RqnP76mR8+eFXnHDPUsDS03A5ZMJrjGmzSucGDy4K+TzNjSvRNCfhisoJHVyMBNM0aW9tIVxROagi8GA40h+z9O33qK+tGtL2yKDPo8jUV7rRVBuNbUk6E7lhXbPpXAlFlrBPMt2LTfRngi4HByevbYbDNOlun1qzNdRuG1nMpDmdxGOdPR4la6NYLBLtaEcQBaqqa4ed9Rgt/H4/u860tnVEUaAy6KQlkubzCxoQRBuYpZ5jfV4fbc0p3mzq5J6bT++6dcNrYAwVhyIzpcpDW2eGbL5EZdA5sbZMTAMKnSz/vIlgcCa63Hds2VyJXK5EJlMc+EutewLutmnvzmDYHIiKgmJXsKt2NKeD6srxXdnZZAFRFJEEgY72Fh7+WMS+ZvwuCFx94MxxHddw6M40ppNJKqurUZQxCsg2MLHOKKrmxKEObYs2UyjjtMs4Mp9iGDr3PPQkN1z1f+s9DkEQ8DjtuFSFzmSeFS1JQj4Vl7b2INo0TaLxHLUVkzh70cXGFbqOjAk0Qw+dWG701eQEQSAQChONdgx6jKHrRDraaW9twecPbNDg4nt/fq/n3460tZpU7TIuTaEjZVB/wUfUX/h5zzH77bMHDcHej/uYqZMnuOhGFAWqQy5cqkJja4pcYcNJF/fHRBDA7BLVUmSJsm6QK+oks0XK5UHO2WLOaktdi4vqmmh2GZddxuuQ8dptuBxyHxG50UQUhD6dKW++/gq2qi36H6cGWfHVsjEZw/qi6zqtLasoFYvU1NVvtMFFLpcll80O2/E1Uyiz2x87uPP+x/nW8YeOaj2KKAqEfCq1FS6S2SKNbUkKxcGv20S6gKbaxqztdRPjy6TLYHSTK+qoyuiehKqqEo9BLpdDVfu2nQ5mo74heerDNlb++b0enQGAgEfl8N99TpUTWjNQf+HnNF6xOfNn1zNnxmnI8uQLLNbE47LjsMu0RNK4nQp+t2OcPw8Bw9B55fWlPP+vJZimic/rprG5lR2+MRWv245dkSgU+25XFYs6pZJBKpaiWChiFPIDPLXQKx3e1UEiCFYGYSxanYeCJApIXesxj0Mm8eUHiMEZnPhUkQf+n7UifeuuUzjnsRfZfuu5o35drg+5XI5Ieyv+QAiXe/I4cQ6XUqlEpH3oLandOO0y+9z0H0rZJCuSq/juyUeNyfhsskRNyEWuUKI1msFhlwl5VaTVAmPDMIml8kyp9IzJGMYTq011w39HbGgmZYAxlhNYMBimo72Nmrp6BEEgl8sS7bBs1GvrpkyoavNMtIXf7pIDeidOQYD3IwLbV5pkSvDRRb2V4LI8KRNWA6LYJOqrPERiWZraU1QGnOPjVSCIXH/zPUTiWa59Lsn2J3yLV39QR6wzwv/e/pCrVvSujm2yiCAIfepicukB5N2HoH0B4A86CQY13KqNSpdMSFXwOGzYx/Fz/dnPF+P338Y5t7yAaSzoCTK+cWOU2eKXwNgE/8PFMAw6oxEK+TxVNXUbLNM4HhiGQVvLKkIVlUN+n3fcfht7LVzE959uAUAQRNRxEEBT7TamVHlIZoqsbEviczvwuewIgkA8lcfjtPcJOiYzm8KLSRpgjCWK3Y7NZiOZiJPL5TANg4qq6iE5nY4ntx0zj5bdbuHXN11KbXUF5jZHc8a2Eg0XLQMEbjt7f9paminrmdWquPu2Fk52REGgIuAkly+xqiONx6ng94xxNsM06UiWuPrXN3HD3r9ElGQOeqgTt8OOYtuel86aw0kPfoBumBS73E/T6SLZbJFspoTZJWAkiiL9NkW6jc9W+xElEUmSkGRpQky8giDw3e99n223W8CpF13L3EO/x7/b5yGIMt+oc2/wwAKs4utoRwcer3fCZBvHCtM06Whrxe31Dlkk7Obf3ER1TQ0P3H8vf1n8CwCCpS9YfEm65/wcSwRBwOuy49YUookcK1qTBDwOEpkCDVUbTkV1E6PPhp+xJhiGYYAgsGL5l7jcbqprh2ajviGorq5mxrHnE2/Yi5f/8hC7/OC31Hf8nTOnfsl/Xvk3i//6MT97OrJaBffGE1ysjuqwMaXag2GarGxNkl/LHu/6YzJnq3l8+OGHLDhgVzwuBbfDhmKTcNgkTnrwg572tELJIJktDtquJioOq3vE7rR+lMEL8xxOa3UZ9DiYElCp89qp1BwE3Qo+5/ivzrfdbjv+/eAtiP/9My//86+cMf0zbnu5lfbkhnNM1XWd9rYWErEYVTW1eEdoJjiZiMdiiJKE1zu0rg+9bSm56BeceMBcFKGEomcIaiJIDradvyVvvTs8F931QRQFwn6NmpDLclMuGZT18XdrHTOEUfyZpGwKMLowTZN0Kklz4woURaGuvoFScQCfiAnIOYftxT3XX8We3zqH5+/7PcedcCLn/+k1nr/xp0STWc74y8jNryYLoiAQ8mlUBZ20dWboiGX76DGMHgKHLJzPX//yOP97YWm/eyu9jh7Bq4EwTXOtLXuCXUNyqMh2OzbFht1hxxP04PNrhIIbVsZ6TbxeLz9cfDkuj5dz/+884q/fNXbtsusgnUqyqmklqubsUuXceLdEuslk0mSz6WEJBDY2t7HZ1HowDb55xJ7cd/v1UExglrM0rWollR5Em2UMMUwTp2ajJmz5EHXEshPOjHEkbLJr37RFAli98ZGOdhRFoaauHkmSMU2TpsYVuNzuCSMh7Ci1k7f1nUyO26a3X/AX+8zENE1uuOMhcpFmdv7ZbcQUO9fsahJP5fG5J4mvx3pgV2SmVHqIpQqsaBld6WILE4/TRjLaiGluiWaX8WgKXlUmkevNnITcdlRFIiLQRy68kCugl3UMw0AQBSTFGlv3T6lY6vNqsrKm0JLK9ICdKW4nPk1BkcQNWky242ZBdtzs8A32+oVCgWikHUmSe67drwPFYpHOSAfVtfXDOrebVrVSX2upe06fWsfyFY0Uk81cds1v2W/hruy283ZjNeQBMU2TtmiGyqAThyLjVG3E0wVWtCYIeFQ8ztG8djcx3nw9rsZBKJfLdEY7KJVKhCoqsNt7v4AFQSAUqqCjvW1CqP050h8DJo5ClLyrb5vgpy0pZlW7aWxs5KYbrmP6Dvtw02HHAbB/bQeGYdLYlsRuk8bcXnkiIAgCAY8Dj1MhEs8R67aWto/ee5+35eaYb64CwKvKuO0SYadMQTfJFK00bySZJ5aytgyKRYNioYgkS5imia7rAz6vTbEhiAIOzYFsk/H6NQIBjaqgxrSwk1xxI0ohrwfWtRuhVCoSDIXHRZp/omDoOm2tq6iorO6n9LkuGptb2HPX7Xt+32/Rrhz37XP41aU/Ycb0/p4mY008XUC1yz2y4oIg4Hc78GgKkUSOeCpPRWB0r93xYlNc9DUNMEzTJB6LkU4l8AdCOF0D26irmkYqmSCTTuFyj0/r1I8e+wCA5s4MxUyCtnf+RbajmWO3VAgGfBx+8CJq5/YGGJ+2pEjGY1x69x+w6Vkuv/Jq3lhpSYbvX2tpeoiiQE3YRVN7itqwe3y6LSYAlnSxk0KxTEc8hyDkCfu0UXn/DocDu9uNT1MYKJubK+rIkogkiUhS/3NLtlmXXk/7qQDlrtoRaS0aAFvXOql3a1R6HFR67SgbUWfQUDAMg3isk0w6jT8YxOnc+NQ414ZpmrS2tuD3B7CPoOujuaWNmqpKugu+F+6+I7vsuA0Ox/hvbZV1g3gqP2BhpySJVAasa7c9lkWSCoR9GrZJdL5/fc7KwflaBRimaZLNZOiMRnC53UOyUQ+GwzQ3NaJqzjFtUW3qtNoXi9kUK/77Io3LPkNxeqiYvzv1uxzK1ce76Yh08uQzL7Ls3sdwVW5OfX0D777zNrqssc9Bh7Fop3kA7DlL7RHf6sYmS1QFXazqSFNX6R62P8Bkxq7I1FW4yeRKtETSqHaZgFddr7/B0nc+RAru2vN7STcxTBPDhFShf3bCEuEapP6iayay2W0oDku10+lS8HodhHwqDWEXm4cdTPNqtOc2XBHlhmR1LRqPx0vdlIavVWABXTLgbS2oqjbggschlskbg0/pu/7yJVa9muDCn/VmAwRB2CDBBUB7Z4aQT1urxfvq125zewq3puD3OjZpTEwSvjYBRrFQINLRjiRLVNfWDtlGXZJkfL4AndEI4YrKMRlbKpXiyUcf5bOPP6TC4yE7Y2tevupwDngoxd+P79W4CIcCXUI4Ap1ZGx83Jjn8yKMRBAFX7mNIf9x15MAFUqpdJuzXaG5PUVfpnlhS2+OAU7WhOawe/Ka2FJpDxu9xDFs10DRNDMMkUBmkUDbIFnW0Lon6aLZMZ6pAZ7pAIpknnS7icPReZnrZCj66W1UF0fq/bJP71V8MxPywD7/Lhtshfy2yF4ZhkEomSCbiaE7nhNOiGS9M0yTS0Y4sy/gDgX73OzKfgmngwCTv2rLf/bv+8qU1n3GMRjo0Mrkipmn5DK0LQRB6beGTeVa0JAh5NVyabWIHmRN4aOPFRh9gdNuoFwp5QiO0UXd7PKSaE+TzuVHf673u2l9RKhY56OBDOOTIY9ncvrznvt7gQgBRAaOINTGYBLQSu8xykO4OLoChTBpO1YZhqjS3p6mrcK919bAx0t2D73EqpLJFmjvSOGwSgS7X1qHw8afLmDN7M/i097bOXJlMvkQyW+pn0tTRnqZUKFEsFHsyZobRv5ZCc2s4VIVAQKUioFHpU5kadDAjoFLn0gi77SRzE0kefewwdJ1EIkEqlcDlclPzNQ0suol1RjFNg0Cwque2eKY3IK0yB67p6WarzYJ8sCzKaTs4x2yMQ8UwTTpiw/cbEQSBgFfF47ITiWWt2qr1tIUfK6zu0q/X3DoQG+0SyDRNEvEYzU0rsTsc1NZNGXFwIAgC4YpKIu3to+rkmU6nKZdKLD7/QubOm9cnuOiLCRhgc69xG6sFF0PHrSl4nAqrIukJ6Ew6PnSbMTVUeXBpCi3RNKs6UkPS0Pjni6+y76LdWHbdAXzwRYTl7ak+97fFc8QTVvYinRp4S6M7eyF12bBr7qG1oNYGrDZYjzr5it6Ggq5bxZtNTSsRBKirbyAQDH2tg4tEPEaxUCBcUdWzYv+4OUVLPE9LPE+V2es59OgKf7/H3/nmcgD+d1b9hLjeo/EcHqcyYr8RWRKpCrmo8Gu0d2ZpjaY3Lv2MjYiJF/qNAtlshmikA01zUjeEOouhoCh2VE0jEY/h8/dPUY6E5597lkV77wvQr2aiH0YZjNTajxkGPrcDwzBpiWSoDjkndqpxDFk9/ZorlOmIZTFN8LntuDRljb1e69+RaJxwVR3bXvYilWEndptEU8TSD8gNEKAYuoFpmtgUKygoDFJHEQy58HjshH0qDSEnm4fs1Ls1ql0OfE5lo51ETdOkkM+TTMQpFAp4fb5Ru24nO6lUkkw6TVVNbc81msqXqQtai6Uj/rAEgFe+0zsnPf1hCwfPqe7zPDs0eEgnIzi1DdttUyjpZPMlplStf9G8w27Zwqe6TNS8LvsG8CUaBGFTFwlsZAFGqVQk0tGBAGPidOoPBGluXInL5UYewXPf/sZXAJy24zRM0+TNN5ZwzKKZiOsKLoCx2DMNeFXaY1naY1kq/NrEuDA3EIIgoDlsaA4bxZJOIl0gmkjgdNjwuR28/e6HPP6PN3BIBX71yOe8NqWRt86y0tWHPZoFrOAinSmSyZRIp4uUiiX0st7vi9KuWt4LsiKjanZUVcblUshkBq7B8DkVvJqM075RXa7ouk4qlSSVTGCzKXi9PsKq+rU+D1cnk0mTiMeoqanrcw65u2p69rnpPz23Vf/8Y1p+tQVHNcR4dIW/T5Dx7R2mAvDpJ3nqa3u3WMabbs2LisDoLWj62sLnLFt4v4pL3fDaRZvO4o0kwDB0nVisk1w2SzAURtXGRvFQFEWC4TDt7a3D1sb49b++wKdKGIbBWdfdzudvL+EXJy3c4Ku0sE+lNZohmsgR8k0spcgNhWKTCPs1Qj6VVLZIW2eGpkiOY474f+xx1pPIoa0AOOChFIosUSzr6IZJoagPaMtuGAaSbPmKiKJIIVfoF1wEvSoLNg+zZaVKjctBSLXjdtjwO234ncpGsxoyTZN8Pk+qK1vh9nioqa372ghkDZVcLkdnNEJNbR3iINtDz529K/vc9B+++LQNgB+/LPLLg2Zz8JyBn7O5uYm6mg0XYMTTBUuLZwwCZcsWXsPr0umIZYkn81SMlwHiJgZlUl/VVutakni8E6/PT239lDFf/Wiak0w6PeytEl0v8++//ZXolx+x1S6LePGWnwxzrGNjVCYIAlVBJy2RNJF4lqB30wqym+7Vkcfp4G0zRy4TZa9taqjaYQcymOQQ0QfY0zYMo6ctdSBcXicOh4TPpxLwOKjwOtgspNKaWncXyWSkO6jIpFNksxnsdjsez6ZsxWDkslkiHe1U1dSuM/B67uxdmXbGYz2/L/7bJ/zyoNkDHvvR519x5G7jL6YFUCiWSaQKo7I1sjZsskRN2E0u39uSHvSpG6ZjbtOpPXkDjHwuRyTSjsMx/jbqwVCY5i7fA7t93T3kS15/nef+eAdz9zyQR36+/whfdeyKswRBoDrkojVqeXiEv+bbJf0xUR0Kgl7ir7//IfPOf4kdZnupU7IUDIFoWaIjJ1Iq9a/k785QSbKEbJNQVZl8fuCK/50bPExxaQRcCi6HjNshTyphodUxTZN8Lkc6nSKXy+KwO3C63QSCoQ2etZvIZDMZotGOYbXSf/X7I1n8t08ABg0u/j975x3mVJX38c9J75lkJsl0uggidgVs2Muq2Fax1/Vdu9hlLaiIuPbee9dVV3fXshbAAlhwRQVFkTa9JZlMejvvHzfTmKFPy5APTx4y955778nNzb3f8zu/Utscpaa6iuLC3bpd35ukpaS2KURhgbnPotaMhg5l4WsDOKwG7Jmy8H1DdtcQ6SmyTmAkEwmaGhtIpVO4PYXodH2fJEalUuH2FFFfV0NJafkGb5gzH3uOEy+djhCCB5fAxdtFNvGIvV9mvdWSUe8NU+cN43HmREY7Ar1ORzQWQwg1LXFBUGMlCqhFCoMqwhhzjKAmRW1AUkeaiJRotJq27JwdcTgM2DOWi6EFJkYUGKgfBNaLRCJBJBwmEgkRi8YwGA1YLDYKXO7ctbQRBIMt+L3ezZoyWpew6EgiHkev73vfhEZfGKtJ1+fhpK0h6RaTlqbmKGtqA7gcG54GFkIIORDCbTYBIUQZ8ALgQXlYPCGlvF8I4QReB4YCq4ATpJS+vurXgBIYQgiVlHKdrvLJZJKa6iqcBQWYzZsWQ93T6PV6rFYbTY0N603AVVVVhb2gPZ3xposL6KukOEII3E4TDf6IMuLI33qjSzoj0et1BEPNGPe7Hc/Ou2eWC2JSTSBlpCKuIxaKok/HKLem2daeJhSX+OIa/Ak1Qq/FlEkqFI93tWDsVmyn0Gokz6zFpFNj1A38ueNkMkk0EiYcDhOLRlCrNRhNZvLynOj0fTlazH5aAgECzT6KSkp7xRpbaDeQp+qz50oboUiCWCK1UQ/23kKtUuF2mIgnUtT7whuziV4I4QIOA96VUtZtznH7+PJPAldIKb8XQliBRUKIj4EzgU+llLOFENcC1wLX9FWnBozAEEKchvIkfWmdClIwoFIE2/Mc1FRXEgoF1yl43nj9Ve679mJcLteGQ1EHAEII3A4TTf4I1Y1Bigu6r9My2PnXB3MYM3o4I4Ypfj0GvY5YPA7A5AlKBdtgNIm6g8k3lhZ4wyricTVSqrAZBGaSjLSncZgToJGo9AYMJhtlLisjnBYQgmEOM42hgZ0CPJVKEovFiEWjxGIxEnElaZjRZMJqs+Fyb101QXqSQLOflpYARSVlvTZ91B/3nmQqTb0vRKnbNiCuDZ1WTanbuuGG8CgQB3TAdUKIR6SUd27KsQR964IhpawBajLvW4QQvwAlwBRgcqbZ88BctiaBIYRQSylTQAGK2nppXeYpjVozIC7UVoQQuD1FVFdVoNcbulQ2TKfTNDU2Zo246Eh+nhFvIEJVfQvFrq0s46eplP/893OafH6mzHgbs16pgHr5oaOIzL2eM9/4ta1pIBwnFEkSjSbWskwIwklBQmsgktLQjI4hdhOhcBg7KcyJFmgJU2AxooolKTfrUaviGNVq9JtYIbOnkFKSSiZJJBIkkgkS8TjxeIxkIoFKrUavN6DX6zGbLWh1uTLaPYHf5yUcDlO0VihqT9Nd+vDepDUktSCLCpQJIVTAScAOUsqdM8uGA/tk3tullM391L0CIcR3Hf5+Qkr5RHcNhRBDgZ2ArwFPRnwA1KJMofQZ/XIny3yRBcCTwNPAe8ADwPFCiH2llPOyZR5Mo9GQn++ioa62UzIcgC8+n8cBuw3LOnHRitNmRCUElfUtgzKtuOkcJUlR+OkJHZYKiNax0047M3nfvfjIYsZjNxD21vGFTs/7r/1CNOPM2V1SrVQqjUajQp8JxUu1JccSJFExrKSAEfkGhtsslOUbcVk0xGIxmpqVaQZfPIxMJZEyjVCp0Gq0aLQaVCo1KrUatUqVea/8r1arujiTpdNp0ply8LLD3+l0mlQ6RTqVJp1OkUopr2Qi0VY+Xq3RoNVq0Wq16A0GbHY7Gs0Ar/mQhSgVnb3EYlGK1rpv9AYKdW/UAAAgAElEQVTBYLBPk2w1B2Oo1WKjao0MIEqBm4HfhBD3A69JKRcIIcJCiHOAI4QQZuBKKeWPG9xbz36ljVLKXTd4SCEswFvAZVLKQMfrSkophRB9+kztF4GR8bOoF0LsCEwTQmillG8JIeYB2wPzskFctGK2WAiHQwSa/djz2lP1fvrJx/wztReHHdSPndtC8qwGVCpBRV2AYpdls9P7DjhMpetYISGd4MiDJnDkrPfY5qCTALAWFCph0ZnU3+FYkkimamoqlaa7q9Vo1JBvV27qpQVmtvN0DUVVqzWYTBpMpq41ItLpNIlEgmQy0SYSEokE6XSUVEYktGYJ7Uig2U9Nq5OgQBEiKhUqtbqtPLxKrUar1aLWaNBotKjV6pyI6COklDTU1wEST2HxZp93A2GiKL4N6Q7XwJxlDRywrbtT26rKyj5LshVPpPD3QUhqL3Aa4AWmAn8GpgNHArcDCWAWMAm4XQhxpJQyvb6BcF9HkQghtCji4mUp5duZxXVCiCIpZY0Qogio78s+9anAEEKcCpiANzOerLMBB3BFRlwEMn9nnSdvW+iq0YROr2fcFW/R/EMNzglqRt9ewbLryvq7i5uNzaxHq1ZRWd9CYb6lVxLl9C0CIjXrbVFc5GLNH6uYcroFb7jdUqFVq4gn0203j1isfZ1Go0KjUaHVqjGZtG3rWsUFwKTSPDwWAzaTBrNOQzot12kZUqlU6PX6jQqF7khapikpK9+kbXL0DalUirqaasUZ1uHYfHERXQPJEAYkX3/3E/949yOKi4v481nTum1vsVr5aVXPlRpYF1JKahqDFOb3XUhqTyCUL+Jg4NzMyH8OsF3GcnE4MERKGRVCVADjgHygAaWe1/orzfUBmf4/Dfwipbynw6r3gDNQnrVnAO/2Zb/6ZHJMCNGa3aUBOBQ4OzNNIoD/AS8C56CoxJMyfhlSZNGQSqVS4XYXUldXw1s/VNDyy1ys207u7271GEaDllK3lTpviMAAd0jcMBJkiu+vKyX0lDI98ud/RjGe+H5bi4XfLkbvLAGg2KbFblCjUXe9HKWUJJPpbm+mQzxWtiuxsecQK7sVOjh0VP9lUczR/8TjcaorK7Dn5eFwOjdfXERWQTLEjz//ypU33MmKVWuYPWMaJ0w5kGefeYq5L97LN19/3cmyVVJSwqQ99+LJt77poU/TPQ2+MBaTDkOWDUIyg9l5wKjMomEo/gr3AtdKKaOZ5SNQrOxeIcS2wFVCiHlCiHFr71OInnttBHuiWGD2F0L8kHkdjiIsDhJC/A4cmPm7z+jVqyBjsrkfKBFCLMq8DwAXAdOAd4BHpJSHCiGmonypQ1FMVC/3Zt96A73BwHd1cSqXfs9+o638z6Q8UDpbL3o/p0VvodWoKfNYqWkIEk+ksjDrpwpoj4K+ZfYDlJaW8nGjnV+qjKDWU3LNEqafsC3vPfMpR519OXXBBEPy2ueRVUKQlhKjXk041tkHw2LRYzFqKclXzNbBSNfcFnuOzEerzg6ntxw9RzgcoqmhHndhEXq9YbP3Y0jUcc9nFdR++iyjRw3j9hsva6u5VFLs4YYLjqJFP4p77vo7NTXVTDn6mLZtDzr4EB5/9BFMx75M+O1TtvgzrU0gGCOeTFPSjyGpW8inwB1CiItRBr5m4GMp5bMd2twLvCGlTAkhDgR+AFYDZcDPG0q10FtIKb9k3V4fB/RlXzrSqwJDSpkQQtQDM4EJwFlSyvuEEAHgM+AToFkIMUVK+ZoQ4jDAAOwihHgtE12SVUSWfU2zN8CUk07nSL2FU0YE1mqRneKiFbVKRYnbSoMvnDGFWrLIFJqmo8AbNaKcm2+8jsMfXczP3z2JyWFnosbPZ//4hnMuvJx5DYKdS8yEEymMOlCrwBtUREOreDAYtKRSafQ6NfFE+31lG5eRMQUuAIY5zDgsOsKxrLucc/QAzX4fwUwY6tqRZpvCsuUree7pJ/CpzOx38t84Y9uulsSoZSwaKWloaOCKq47ssv5vX5hI1ixm9Zr9GFJevNl96XLcWBJvS5QyjzXLBh3tSCnnAROEEAcA84HxKL4YAAghzgCsUsq7MouGA/8F9gbcwAcoFvidx26/Uy6PJ70gMIQQp6Mouh+AMFCH8gWUAksApJRLhBA3AVcAEWCsEOI/UsoPhBAnAe9lm7iQUnL/ffcwYsRIbjjlVBr++BqnPYoSSj24UBJymfG3RDPOn9asCUVbW+CNmrEE0PD6649xyeNfc8SZO1NsUfwlpuRDRYuSGC0QTeENp7CbtMRTaVIpSSwR7xAlAq48AyUOE6MKDOzottMc72zBKHZs/sg1R/YhpaSxoZ5UKrXFOS6++GoBV19+MS+8+hY/h5TbdtQyotsItY8+/ICDDj6ki5hJpNIIIdCNOYInX3iTmddfutn96UgylaamKUiJy9o/NT96GCnlpwCZgfBhQohVKKOTE4ALM+v0QBS4E8Xy8aQQohgl78ToPk+EMUDpsatBCFEohJiL4khyCvAIionpDRRxMRHFhCQApJSPoVgx9kfJmKbPLH9dSrk56S77jWQyyYwbr2fChEkcedQUjKFfKHZZaPCFiXdTn2KwkGc14HKYqKwPEIkO9FTX3f/apZTcceoOuE0GXpu2L2Pz7Z3We0x6PGY9hdauQtGk15BvM1Dm6j7J2mi3ld3KnQxzm8kzbVxdiRyDAyXrcCVqtRpPYdEW57jYe8+JvPram7z12ou88fDfWbVsCdA1v4WUkv9+9CGHHHpYp+WJjBCufuE0Hj7Ix4nHdF6/uUgpqW4I4naYBl3lUinlL8DJKM8oB/A3KeVnmXUxKeV04HQp5QMoiblOAJqklDv0V58HGlssMIQQxUKIAsAKVEopDwDOB/zAM1LKJuBeKeXxUsrKtZw3X0RRhHdLKUNb2pf+IBwOc+3VV3LqaWcwYeLEthGFRq2iqMBCdUOQVLrPp+T6DFPG+bPeH6apObLOCqL9i2DVmiqm33JfW74HgHxnHgvPt3WpiOo2G3Aa9Fi1nUWB06Qm3k05doBdhzk5bLsC/jzWw45ue7dtcmwdRMJhaqoqsNsdOPMLemzKYOiwYVw7/Xqeu//vFMYbuPLyy6ipqeHXyNC2NsboavLz8znmtpc6batVq9CqVVjCy/hp6W9sv902PdKnOm8Yi1GL2Tj4LLUAUsrFUspjpZS3SSm/AiViQwihyvhbtCbe2gElUGG8EMIGreXOeuZftrLZUySZKJCZwKnA6YCrdV3GAeZioLpD4iy1skqmW8NPM9Mg/9qiT9DP3H3nHUy74ipG2AOwlrnSoNPgtBuoaQhS4s7euckNodWoKffYaPBHqKxvoajAgmbAODIK3vn3x/y09HeO+tNBPPXCW/zfWScAUORxUVPbAOZhlDiMqFUCq0HD6sb2egUmjYZkWpJv0FHbEm9bbjZoyM+M2MocBqId/C+K8pQpFodZmxU1RXL0DFJKvE2NRKMRiopL0Wh7x2ql1+s56eRTOPxPR3DzzNlccvUN7SvTcW656QZ2nnopU25JsvD39uuv+an9+HLhIvaeuEuP9MPXEiUtJQ7b1jX1l3l+tY1KhFJQ7CiUqZIVwDxBn9ciGZBsyVPgNGBblLSqc4H/AHsJIXaHtmRaMzIvpJSp/vCu7U3mf/UVw4ePoKSkhKhlTGZp56vKZtaj12lo9GfVrM8m01rDxGkzUFEXINRNBEX/IFm1porjjzqYCZP2oa6hieoaJddMY5MPq9XCAaM6Z8/12PVdhEFTNE5agtuqxWNrz0tRlvGrGOsxMdZpoyjPiMOcmw7Z2kgmElRXVSCEoLikrNfERUfsdju2vDxEqEPuJJlCBH7l+8cv4AD1z7x4ZIB02Msft48l5K/jvQ8+44hD9t3iY4ejCQLBGIXOrbsgYmagvTNK6OoDmemSI/q3VwOHzRIYmSmOUSgn1CeEmAhogaeAuzJtVMA/gYYOeTAGDdFolLf+8QYnn3raWmvWniIQFOQZiSVSgyB/xIYxG3WUeWx4AxEafOEBMWVy8Xmn8MjTrxKPhrj84v/jnkeeR0rJytWVHP+eIiSK8gy4bZ0TWmnUAqteg13f/rAIRJUplnyLnqH5BkY4DRw6wsXaFDsMOevFVkIoGKSmuhKns6BHp0Q2hqsuu4inn3qigy+G8nsTQnL1pWejVqu4Z38/r7z+Fg8/9QqHHLDXFldrTSRT1HlDFLuyKYKs13AAlwN+KeUKACllFbQXPOuJV7ayWVMkGT8KF3CMEGJ7lCJlvwEVwI6ZSJKXUJw7k1LK1T3U3wHDg/ffyyWXTmu7mayv3ogQgqICMxW1Lei0agy67EpCs6lo1CpK3Va8zVHW1AUoLujtFOPrzy2i0Wi47PzTuOe+h7j2htuYvOfu7H/Jo6xJlLPgtr06t1UJLHoNsWSacDxJMFNvxKRVY9apiCbS6DWqTtk9ASaVF7RZLnLCYutAKWbYQCKRoLi0DLW673/XZrOZ4uISflu2jG1Gtzt8tt6P/tQD1oqOpNOKU2eh0zx4ygZsAVLKJiHEa8Clmfols9uKi2WzMughtmSK5CFgV2A7KeUuwI3AGmARSvzwe8CrKAlLWq0eg4KffvwRuz2PIUOHYggu3UAxM+XBp1apKHZZqGkMkliHo+BgQghBfp4RV56JyvoWAsFYL1ozWve77kts5PAhRKJRor41LHYdBFJi33YSACZ99zdKnUaFWggaIl0tT8Pz9Vj1asqtnWuI5MTF1kEsFqW6sgKtVktRcUm/iItWzjz7HF568Xlm3Hg9//3oQ2KxWK9UT5VSUtMUxG7RYzTkpgFbkVK+AOwGtABvCCHG93OXBgxb8qv4HcVq0epz8bsQYj+UaZEHgP2AZa3momyqK7Ih7n/qBU756xV88Xsj4Oagoo2rH6PTqvE4zVQ1tFDmtqIeMI6QvYfJoKW80Ea9N0wgFMOT31sjnw1nSN15h7H8/POPwE7cO0vJmKtfqy9qtSAYTeIPJTo5adUF48STEqteTTylHGcndx4A+VZdzqFzgJNIJJg18xb+taSebd0mVBoN+24/iheXhjDkFfDseQfidrt5/5c6jhy37gRU6XQan7eJSDiMy+1Bb+h/B0eDwcAtM2eRTCZZMP8r7rzjdmKxGLvtvgcnHNAz0SJSSuq8YXQaNXnW/v/MA42Mf+H1Qoh8MgP3bI7+6Ck2+wmXyc1+LaAWQhwnhBiDkuI7IRU+axUXg4lUpuz15jpxmQxaCuxGKhtaSKcHjeZaL2qVErLrsBmpqg/iC0R7wZqh7G/RD0vW2WLn8WP4fvES3v9esWAOc3WtYNqRyuYILfEkkWR7aKtOI7DoVZTZjNiNWsYUW3ug7zl6k1QqhWPkPtzzkY/tjz0f7V5n8PKs85kyeQwPnjiOiK+ej958jLtnXscbj97FAUccTTAY7LKfSCRMVeUa1Go1JWXl6xQXsz79nVmf/t7p7+7Ya/YcltcG21773f1527ra5ii1zUr5i8l3zduoz6nRaNh7n325/sYZ3DJzFmtWr2ZxZc8MYhr9EQRQkNd3Jd+zESllk5SyAfq8FsmAZIvselLKOiHEhSiJSK4BnpRSPtkjPevueL21401g/ldfYhq+PQA/1AW4asfoBrboisWkI5WWVDW0UDqIw1fXxmzUYtTbaGyOsKYuQKHTjH6z/VG6s1gIzrlkBgs+ehljN3H5pSWF3PrvlZQfAgVWHXqtilii83RVYC3fisaoMj2iVQm0ejVus46KQOfvvMSRu+kOVE54+huc/3sFdeGOqIxOXj2q9bqIUVqUT2kRfD2zFOVaEkSjMYadcAcWS3vytHQqRVNTI4l4nMKiYrTaded8+OTXOnYvsfF1ZTM/fvUfPvjvZ8xbHWfei7BfuTIoSWps6FVJar6q5dAvXmPagcPQqDXUzq9k7MJ3uW6yDY3ehtY9mhMPnQgoImPulRvvTyGE4Nzz/o/bbr2Z0bfdvoFp3PXjDURIJFMUFVi2mntVjp5hiycOM0VWvhRC3Nbb6b3Tqf7PinnHc//gwNMv4oe6tWuMbBp2i55UWiltvDX9cFUqJZw1GktS2xTCbNRuYtG0jsKi9b2ybUV1I56iEm7+oILZx47ouqUQnLmTkc86LNNru47wWvNgJNcRVb1rYR7DM9YPi2FwO+xmK4bIKpJoWfavx7n5wrO55Lrt2dleRfu101Gcti+7/tGPce36J/b5+1w+v3oyoWAQb1MDaSnYpthEbB3iwqCBHWd8SjISYG/Nr9iCy1mz8ziuu/Q0btJ13kZKSToNV5+fJJVKkUwmSaUlJx+VIpVKkEymSKZS/LGykltn/I39k0nu+lc9ef94G//C+/lxTTPjyzeczM1gMOB2e6hb+slm1x1pDsYIRRJb1UCop8idrR6sRdIXtUNSqRSJRHy9I4jepKopxOh8E2pNzzg4OW0GGv1p6rwhPFtZPLlBr6G80IY3EGV1bQCP04RRv6HzqqLrA6JdcHww93u2PeJMqlf8xiNLt+eCseEue9BoNMw9t4h7f6gE4JK9FSHS6ngbiCRIS4mqw3chgOLMvHORyUA8k5m1wNo5rDVH/7PNtPf47Cwtr739AeFwlLdv+DPbjXaAPgKx9dtAr/w0irepnienncd2JWZqa6oBSdr3G7PvfYySIjdSwrAhpfxonUB+yVCEENywp425H35EzSfvo9KbuObeqQwtn7LO4wghUKtBrdaiRPd3z9DyEg7Ydw/S6TRHHvoje5/2d9b8NBfsO220yPjrWSdy5+xbuWX6RRtsuzYt4Tj+YJQyt23Q3Jv61BVwcJyyLSKrhl8arYb62hqKS8v75YL/duF8dp+wJ/uOK+bNn6s3a3pkbfLtRuq9YRr9EVzZW+Z4sxBCkG83YjXpqPOGUKtiuBzGdTiBCjqWWm+n/YaxeuUfjJpyJB88+8A6j6lSCdLxIGBtExcAoXiKQLg9OVhjJIZaCPINOrxRJYNnkUkRGSPcFvItgzM1crbiDyUYf9ZdRFd/x2ejduPiv5yKvaAYkiGQaUjHUQTquiO4EtEISyrr+d/8TwmN3pYdtikjP8/KE++8wIxrLmRIeTFSSlZX1KGb/w2/f/wWErjuPyn2mbQL1e9O3+IcE92hUqmYuPuORJe8wFU33s2085OUj9qB7u4+K+vbKy6MsTVgMBoxmUzU1TficRds9DHD0QRNzRHK3NZBlevC27zl9+wcG09WCQyVUGE0mfF5m3Dmb/yPpaf48dsvOOvCqwB6RFxAa2VSEzWNQbyBCE7b1jefr9OqKfPYCEbiVDUEMRm05NsNa1VmbBUSrQ+Jzj4YX9e78aetnDzMw/vpNKMcFpRivp2JxeLI/B25ZO+u/VCpBKFYZx8Mk0aDyaIhz6DFbddT2TS4M7JmM7HKxSQo5bzTp/DOGgc0A9g5ptwLiRDr8+KSUnLLvmaetZ3Pj78uZdm3D2H/8+Hkjx/FmjWrGFI+BRAIAUPLixhaflQffap2NBoNs2+axpU33Mnfrvg/8tZK8FbpjRCNBHn78VtQCdk2CIvF4qxYVbnRAiMaS1LvDVMyyCLdIrEkwUh8ww17ACVB1uARZptLVgkMAIczn+rKCiKmCEZj3z2MU6kUqVSKMlcmaqCrk/lmoyTislBV34JapcJu2TpN7xajDrNBS3MwxpraAHkWA3lW/VrWqs7iQkp46N2lLJj3IKedcz7VgQjOdRReisXi6PVd162dl0SjFrjNynfQspbg2HFo3mZ/vhy9x7D9ryRRvRJtsQeQHFPu5Z01TgDeWeNURMY6bvjhaIIGXxiDXstFk6xo9p5AKrUbL77+Hq+/+XaHsufd+W/0LXq9jtk3TePqm+7mb7PG4XQqn7HSG+HLeZ/yxWcfc/vlU3G78jdr//FEqq30ulYzeMRFOi2pa1Kyj/YJWR790VNkncAQQuAuLKK2upKS0nJUvWCS7I75X33JpD332nDDzUQIQbHLSmV9CyqVwGraOk3wQgjyrAZsZj1NzRFW1wTIzzNiMWpRss9n6gwJNV9+8wtvvvsho3Y9iOm33okQgupABLPVTkuzn+8MpezqqGzb96IflrDLDuM46P4v+fjSrt+lxaAhnZadKqa6rXryTDoKuinXnqP/2fuOubS0xBhy0OEsf37hBlp3FgaxRIoGXxgBFBVYOpUbV6vVnHnyMUQiUby+ZgYSZrOJWTdcRsGEE2j57ZO25V989jFP3/5/m73fRDJFVUNLl3MxGKjzhnDYDIPucw10slKiarVa8hz5NDTU9dkx53z2KfvtfwCw/rTgW4JKJShxWfA2R7aKuiXrQ6USuBwmStwWguE4FXVBIrEErcbHC6+8hf/98D333noZF03dFyEEyXQat0XP9tuN48kPvuShhas484N2C8T8b37g1mXlXY7VOlJr9cEw6tQUO4wbzJORo3/Z+465APx6bRmpaAt3XjyZyKd/bVt/TLkv8/J22i6ZSlPXFKK2MYjTZqDEbV3ng8doNFBS7Ol2XX9it1tBShwH3wZAqdOIWmfke3/pZu0vnkhRVa+kAB9spQwCoRhpKbGZ+3aQkKtFkqUCA8Bqs4GElsCWhYtuDK3TIzqdrtfERStqtYpSjxV/S4zm4NYtMkApBV9UYMHtNNLUHKGirplwNM5t119MSyDA7Xc/iq92OdvZG9mhVBEEw0eNoeH3xSSinX0w/M0BFly+A7OO3K7T8mRKYtFr0GvVONa6CY30WHLWiwHMtxe6AXj9GBgxtGyttZ2qaitFuppCVNa1YDQoUUymLE55fe3p+7S9X7yyabPTlccSiuWiMN886FKAJ5Ipmpoj/VP1Nacwsm+KpCMFbg/VlWswGI1oe6k8sue0F0lUL0ao1Dx22os0P7pLrxynI2qVUiysKpPt02HLpeY16DSUuq1E40m8zRGSKbjk/DMJtjRz36MvYLdZ+b9zz+Lm/4aYcfA2GB0uln38Oql4lBmLFR1dUlQIOiuQXO+xRnr6aJ42x2Zz2ye/c+guJdywEG6dmOaPlRWM2WY43flHxBIpvM0R4okUTpsRt9OU9WGXBZf9yPlDwPffvwFQZhds6xHsnFe5gS07E40nqWkMUlxg2YKkdwMTKSU1jUoKgMHkrJpNZPUVpVarKXB7MqGrZb1y05CpOKnan9DvdEqP73t9qFSCEreV6oYgUkqc9q0vuqQ7DDoNxS4r8cxDI5bWccUlf6GpsYGZs+9mZWMByf2u4pHrLkGvVTF7zh+sAe44YgwAUaFht+Gd96lRK9eNx66nJbJ+8ZFjACLTrFhVweEHdQ4NisaSNAUipFKSfLsBk0Gb9cJiXbyy4BfyLZs2EInEktRmHDoHo2+CNxDFqNf0k5VK5KJIyOIpklaMRhMGoxGft6lX9n/Nzk3otjkYIUSfWC86ohKKT0Y0nqTRH+7bJDEDHJ1WTWGBhWKXhWgsidBaueby83npgom8dM9VzJ/zUdv5ahUXho3wircas1pzbzWU2LXcur+Lm3aN8PlX37Lk1z8wm5U8MuFogoq6AI3NEZxWA+WFNsxG3aATF3e/+yMAr/1vDZFQkEXBjY8cCUcT1DWFKF2P/0k2E4klCYbj/Vo7JVeLJMstGK048wuorlxD1GTG0IOhq8t//x2NWkPDO5f3uu/FumgNYa1tCtHgC+NyZL95tyfRatS4nWaSqTS+QBSTvYDpV57Pt9/9j/uvP4+W8acCYzZKXOQY+Dz37SqklHw/532mv7kYjUbNpN135LF7bqI5GMPfEkWrUeFymAads2JHnp+az0kV7aa4SCjI0aM3bqQejMRp9EcocQ+uUNRWOoak5u6V/cuguLpaQ1cb6mtJJnvGxC2l5MEHH+D0c//aJflSXyOEoDDfjEQJt8pZMrrivPB7XA4TeSYVB173Dg9/uJzxu02mqibE5Fmf9nf3cvQQZ+42lE9ffQqzLY/bbriUv115PjvttDN1/iiJZIpil4Vil3VQi4uiq5bw4QfvU/fh3wGYulM5kWCAz/2uDWwJLaE4Tf4IpYNUXEgpqW0K9ntIak/6d2azRBo0v0KtVke+y01dbTXFJVvuj/HSy69wxJRj0ekGRgSBEEqRsEZ/hJqmEEX5A7d2ifHI1wCofu1kIuEWnMN2A3ovvDcajZGo/I4rZy3FbrfToCtj4WN/JRaL8eFDn/Hc8dvQ0uzFZrMzSDT1VsGaJiUKqDy/PYX+9AeeprikhJtPmMSaulrUKhV5Fv2gcNzcEMaDnsKx815Eln/B1NtPb/u8rVMk7tIh692+OahEppV6rGtlyR08eANR1OoBkqxwcF+OG8WguspMJjNms4WG+i3Lj+H3+/ntl5+ZtFc3+aT7ESGU3BB6rZrqhiDpdE9YMnruV/Cb14J216tIrJ7DZftInnjlfZ59aw533nE7oVCIqGVsjx0rlUrxydwFlB47C/uBt6AyOrn1ttu56prr0DmVcEW9Xs9rVxxGadkQNFotdbXV1FRVEgoGc1agLKBVWMz+7HcAfvjf/5CBRvaeNJEPV8QoLrBQ6rZiMQ0+/wqA+35qn+5t/e14v5tL0lfBn59dw/AL325bHwkFOWPcum/nvkCUQChGqXvwiotgOE44msC9ldV0GsgMGgtGK/Y8B/V1tTT7fdjzHJu1j4ceuI9LLrscs17Tb74X6yPfbsTfEqWiLkDxBlL6Gg9/CYDI+6euo8WWP2gDgRD3PPcROr0etXMkQm/npptvaVtfUVHBzFtmkNLnMWb8znjzyvnbBCUr5/T5yiU4a5IyDWU88Mm27SKf/KXtfTQa4/vFS/l60Y94fc0EpIOPm12UHXwOy6/cD/epL7Q9ZH6580+d+qdSqbDZ7NhsdmKxGIFmP01NDRgMRiwWK0bT4B/9ZiOOg2/DZlRz1UWH8tA/5xD5dT7TL72YAioQIg0MPudEgJEzV3PRlG0BRWT8deIwALzz78Y2bB+kcxtWPHxsW/upO5Uz59UI85rLOUJyz58AACAASURBVKmoc40kKSX1vjCpVJoSt7VTleDBRCyRotEfodQzcMrK56JIBqHAEELgcnuorqpAp9NjNG26mpVS4nJteD6zP8mzKnOMlfUBivItGPTKV7l8xWreeu8TmoMx7nqvElXeCETpWIxnLyDyzESAzPs9QahBtmbH3HShkUwmee6Vd/mtOsL5F16Mo8DNBZdA0cE3d2pXVlbG7XfcySff/cY7876k+pNPue4LZXT2P7+awlHjWL3boWx72A2Acv5/eeZwDIc9SDpQzTWHFzG31oBn5Hbc/9erQa/Ug/n2ifbU0PUvnb5Rfdbr9bjcHqSURCMRgsEWGhvrMegNmK1WTKaBO/W0NSClJB6LEQy2cMA4B6FYirPGxJkx+1lmXX8ZVlHJYLY9j5y5uu19MhGn8rcl3L/wHfx+HwD/eGw6hxx6WKdtPlhai6e0nA9ef5bRF13C2CHKvUsb+JnqhiBGvRb3IHYOT6XT1DQEKSowo8nluxhQiGwyFe+yy67yq6+/26i2yWSCmqpKCotLNykJVzwe5567/s61069vWzYQrRitxBMprnpnNYu//YYJ5mrKt92Do489juaknh0Pu4R00o9MRjl36v7svM+BXPpw+/nTGXQ0P7LpobcjZ67mkUlVHH7pM6gLd6Z5wUMARBMpDOtxrFq00sf8KuVGefFeigf8Va9+wa7aBpYu+Ym7n3q/ra2mdDtU+SP5/JELeOMXZcrrlkNGA9AUjPdouXQpJdFolGBLgEgkjF6vz1g2zKiy0JxcsWYVZeVD+7sbG42UklgsSijYQjgUQqvTY7FYmF8R4qhyH3c9+CzHHnkgw7tk6swuOoqH5dcPIWIeizHUfm/5+9cJxrcs5OR7v0SmEuwxtpDzphzIhImT2oqarYtVDWGqKyt49fkn2GX8WE486WQaG+rw6H3YzAPAH6GXkFJSWd9CnsWAdSNTgQvHdouklLv2Zr/G77iL/Pdn83tsf0PyDb3e595g0FkwWtFotLjchdTVVFNcWrbRD4qVK1YwdFh7+NdAFhepVIqxZ9yL0ZbH3vtM5tLj9yTP4WR1YwQhoHnR0zhOeBqAsbtsy4KP3iOx9BsAtI4S0u7R2C9YtEkio3zaFwR+/JAj/mtBM/Jw/B93EGIb8NreZZiD+VW+NnEBcOdJe+MPJzjx+GO5+aab2pa7TnmeeXccAyjC4saPlrWt60lxAYrVy2g0YjQalYddNEow2IK3qRG1RovJZMJoNKHTr13ZNcfmkkwkCEfCRMJhYrEoOp0i6hzOAlQqFR//UocQKt5d7cDra856cbE2I2eu5oMLrCyY/yO//rqU7yt9GMwWqrfbibzdjkel0fHP2YdteEcdKC4t48H77mbRt9/y+CMPsc2223Kdt5h/HNNLH2IA0OCPYNRrNlpc9CW5O8UgtmC0Emj2Ew6H8RQWbdTD4T///hfT3l6JsUgZLS+7bmDe2KSUzJj9MHMM+2AtHs4/zt6Nxvo60lLicntY0xRlqEuZHnrv52oAjhpXDID7tBdIt9SSqv+VdHMVL955BSfsU0rhVUuR6RQyHmbB5UX4/AFOeHoVqViQv+2pZtWaKp78UcsnT89kwlmPAO2pinuDpZVKnZmxpbZeO8aGSCTiRMJhwuEw8XgMnU6H0WjCaDKj1Q7MzJAD0YKRSiWJhBVBEY1GUavVGE0mjCYTer2hy3n8+Jc6zFoN4vf3iMeTHHLAnv3U856l9IKPCK34GoBbTt+PSZP2YszYMTz9bbt14y97DNvs/QcCzQT8fgqLijnshifwLv+JJc9dssX9HogEgjFawvFNznfRVxaM//SgBaM8Z8EYmNjsecRiMfw+Lw7nhjPdnf/Av7Btf3Af9GzLeOSpV5n9biMq6zf4FkwFwOUpxO/3UVNVSWlRcVvbVmHRSv2Lp+M5/UXUtiL8D+/ME+/+xKUz5xBc9AeoVFx13O78a6Hk/nnVqI0W/nHVieQ5HOTn5/PGTZ+h0+n4/uXLer3aaH8Ki1a0Wh1auw6bPQ8pJYl4nHA4RFNjPYlEAr3egNFoQm/Qo9PlLBygiN9kMkksFiUaiRCJhFEJgcFowmK1ke9yr9eiOH95E2atcmv6ZO5Cbr7uwr7qes+jtUEyDDLJV1V2DrCs5PEvlTDu1rGdEIqoePLrlZstLqSUeJsaiMcTfN+s5s3PfyKvbBQtNat65nMMMCKxJN6WKGUDyKmzE1megbOnGPQCA6DA5aamqhKdXo/ZvP5CVmft4eKd1MAudvXWex8z7c0G1NZSfAvu6bQuL8+BVqulpqoCd2Exen338691L5wGQGUgxuFHjeSMU6fy+vn/4Ns7jgTAZdPzbO2nfH3DAZ22+3kTzbaDCSEEOr0enV5PnsPZ5jsQCUfwe73E4/G2Nnq9Hr3BgE6nz0o/jo1FSkkiEScWixGLRonFoqRTKdQaLXq94mTtzC/YrHMQCYfQ67VoNFl8m0q0AAJUev75xC2cePpFbauqfREASpyKw/Pmiot0Ok1dbQ06nY5PqhPYDTr+vGMhkQUfMeGyyVv6CQYcyVS6rYbKwA65zSmMLP7lbjxCCDxFRVRXVqLVatHp1u30dNjhR/Dba+9x0Cn/l1kSXmfb/uDjOfM56e6FaEYehPf1s7ttYzZb0GqUvA/OfBdmy7oFk8umpyGglIVf9ejxNARiuGzK+VlbXOTojBACg8GIwdCeryCdThOPxYjFogSa/cRjcSQSnU6HTmdAq9Wi1WrRaLWo1dkTZplOp0kmEyQSCZKJBPF4nFgsikyn0ep0iiXHZCLP4dxiQTCswMwwzQpefuPfHH14tl+DmZLx6RjHH7kfL//rLf75xos8+/Z8hKWY7z98lCraRcaGuOitn3nouHFtfycSCepqqrHl5fHu734QgqZQmIMtldz/wxJOn3pU73ysfkJKSXVDELfDPChrqAw2tgqBAaBWa3AXFlJXW0NxSdk6b+5L1UUUDduGef98lYlHTuW+n4xctn2kj3vblcqqWh54/CV23H4Mse+ewjz19fW21+n1FJeWUVdTQyQSJr/AtU5TYqugWPt9jk1HpVJhMBo71cRpDb2Mx5VXOBQkkUyQTqVBgEajQavVZf7PiA+VGpVajRCi103A6XQ680qRTCZJJtqFRCKZQKbTCKFCo9Wi1WrQaLRYLFac+QU9KpJq/O05HIqu/oUzTL9xyglH9Nj++5s9dh3PHruOB+D+607Cvv9s3nv6ViLRGAaDkQOOPpOx241Dt468Nhe99TMAF7y5mJvGB/hjdS3VvgSrVq8h7l9N64hZq1XzZWkR553x54E5fbCZSKnUGLGYtJiN/VEhdeMR5KZIYCtw8lybULAFv89HUUnpOs22z3yzigUf/hO1RsvU404A4NCShi067uYSjcawHnAbpJP4Pr4ei3s06KxEN7I8ipQSv89LKBTEU1iEVjvwvK23Zlr9FRKJePuDPZkknUqRTqc6Z2sVZISHCpVKjUql6vYmVl9fh9vt6bQsnZakWveZSnfKZCqEQKVSoVKr0Wg0ipDQaDOCQttnUzytAmPS9P+QCnmJrlxA4P0r++TY/U04HOHWOx/j5L9ex5AhQ7uIjN9rg23vp5zxF2ZM3QO3u4CRZS6GlBWh1Q7+sWKjP0IymcKzhWUS+sLJc4eddpEfzFnQY/srcehzTp7ZgNliJZVKUVdTTWFxSbcX6tm7DyWemsLy/77B/xbMY6eJ+/Z6v6SUBINhausbqatvpLa+kcrqOq58ahHqYfuiMrsQ7l1AJzZaXIDy8HA48zEYTdRWV+Fw5mOx9r/zZA4FIUTbtMmGkFKSTqdIpdIZ8ZHuNj+aTqvDaOzsgKsIiHZhMtD8Qn5a0wzA9uV2AKIrvsIwYq/+7FKfYjIZmXHthZx+9WymTb+NHUd0TvQ3qlCZ5jzp6YVM3HEMY/f5M7u4/YPKQrE+fIEosXgyVyE1y9jqBAYokSWpVJr62hrc6whf/evEYcx1ns1rT9zHr0GYu814Zk/quaqqb7zzIUuX/dE2khRCYDGbKHQX8NhvFgz2Yuz5O6Adpzh+Nb55HsAmiYuOGI1GikvLaairJRwOU7ABT/4cAw8hBGq1hg3NSuj0ekzm3o3w6Qkemb+i7f3epe0RXisePhbnTs8ReGhSf3Sr39DrdbzXMBrz/bO5+JoZjCmxdlp/7nNfMdwYZ86aegwWO0I0t61bmVRyywzTrGCwEQjFCEbilLgHaMTIOsiirvYaW6XAAHA4nTQ11tPYUE+By93thTt5tIs5B5/O58/fg95s49r5QzMiY/NSa7dSW9fAb3+sYsa1F3bZ13FvR/BsBy+fvgvnvPoDxx6/B0+cuAMAatWWXbFqtRpPUTGBZj9VlWvweIrQrSPKJEeO3uaCScPbRMZuzioA8s95n6R3FWrnUJRajOl+619/oDI5eeWnGvae+y5jTlHqB6XTaRrq67jtkGEEsBD6/iOklPwcKmeceU2buABFaAwmkRGMxPEFopR6sq+OSq4WyVYsMACc+S4a6uvweZtw5hd020YIwY6HT2X14oU4S4Zmlm6Z38pDT77CVRcrESBz6txty10WPbCMl09vz6z59Ek7ApDqkcqpyuex5zkwGI3U1dVgt+dhtdmzamSQI/v5+5zlbe9v3C2O8ZBn2e3EowFIVCyi8f3pbG3iohW1ZzsqKytYtfxXhpaXUlXbiN3uwGqz4RGCSfvuz7P33crw4SPwnHRyf3e314hEEzT6IoO6vPxgZ6v+1loLo8VjMZozxYTWZsbB2xBtCWAw23pkimTJL8spLS7Ebrfyvb+0bbkiLuDmTL0NaBcXsOXWi7XR6w2UlJYTjUSoq60hnUr16P5z5FgfV+83su298ZBn296P2a6IggITJpOBrTGPQOipPQg9tQfXnvcnnn/mcSoqq/EUFmGztw8CDjtof2bN/juT99ufB++/l5tmzmzbPhBJsLhlYGYf3hSi8SS13hAlbkv2FjATPfjKUrL0m+s5hBC4C4sIBYO0BAJd1l/+3lK8Xi8pnZkLPtvy4z390lucc9pxINqNRxNH5DPSozhxtf7fF6hUKtyFRZjNZqoqK4iEB1bOjxyDm6v3G8nt1z/e9rfPF6Zx8RwKxk/OLMmeCLeeJJFMU+eLcPJxh/LCM4+xsinetq4l44TVEk0yctQopl9/IyXDR/HMG28TiCT6q8s9SjyRoqYxSLHLilaTvbkucvoiJzAA5UFbWFxCc7OPUCjYZX0sFEBv2fLIi4/nzGfynruhNdr43lcIKOKilb4UFx2x2uwUFpfg8zVRX1dLKmfNyNHLJFOKePB9dWfbMiklqxcvosJnxjXtp/7qWr8hpcTfEqWyPoDDqmf70WXsNn44n7z/LstqWjjq8YWc8rwSpt/6P8CN55+Of9m3DMtXrKA7WCv7pf89QTKVprohSGG+BX0ukVbWkxMYGVQqFUXFJXibGolE2hNr3XPUWGLBAHqzjUf23/z9//jzMt7/+HOOPGx/GiilrMDUA73uObRaLUXFpRiNRqoq1xAMtvR3l3JsJfi+uhPfV3cSWv0j2sKx/d2dfiGeSFFR10I8kWJIoR2zUclXc9Th+/P7r0uoWrOqra0r+TsAf3pwLnlH3oNjyn0cd/wJPPbIw+xgrSJbLT+pdJqq+hbcThNGfXa7BwrRs69sJbu/xR5GrdZQVFRCTXUl7sIi9HoDAAcPNXLuCXsQtVg3uXx7NBrjvkdfwGoxc9etVxOzjoVoEqtBMyCKeXVECIHVZsdoMtPUUE8wEKDA7cnuWhA5BiQW6SVK5+KDU1y13HP/mZnw6S2L1MoWpJR4A1FawnE8TnO3D9b7rz2Rk6fdw4RSxS/lxlmSCYDJaOC4A6xc+uIf/LSgkeGeArLVMTadllTVB3HajZgMAztL58aSiyLJCYwuaLRaPEUl1NVUUVhcglarIxQMYllPPY918eWCRbz6/ndcfMllbOtJEzWNAMBqGNinXaPR4CkqJhQKUlNVgT3PkYs0ydGjRDXt4qK2OcqK5b/jKh7SITfL4BcXkViSem8Is1HHkELbOn9fer2O1x+YhjqTOn5tLji3t3vauyj1RVqwmXVYTblMw4OJ3BRJN+h0OtyeImqrq0gkFAcrIcRGWy8CgSA3znqQ3+rgrnvuY+iwYW3iIpswmy2UlJYTi8WorqogHo9veKMcOTZAKJYkFGuPyCq0G3jnzVc45oSTyW6Xto0jnZbUe0M0+MIUFlgoyDNuULxrNJpBKfBbi5eZDFryrIb+7k7PkvPyzFkw1oXeYMDtKeLixz9h3sIK3r7xvwAsvbp0vdv9+8O5zPvqOy669nY8Hs9622YDKrUal9tDJBKhrrYai8VKnsM5KG92OfqHpqYmCuwWxtrq+rsrvU4okqDBF8Zu0eNymLbq31E6rVguTEYdTtsgExdktS7oMXIWjPWgNxhY4lWz+/htYeVX621bU9vAlTfciRCCW+99ZlCIi44YjUZKSsuRUlJZsZpwONTnffCFchaUwYBZr8Hcwdfg4/9+xJFHHc3Ud2P92KveJZFMUd3Qgq8lSonbgsNm2OrFRWV9CxbT4BQXORRyFowN8MWNh7DnzbDD0N/YyfApqdSpnUpUp9Npnn35HVY1prn21gc3y1cjW1CpVDjzC7DabDQ1NuD3+SgocPVJuvGcuBi83PnmHMYlRyMGYbbGVDpNU3OUcDRBQZ4RizHnY5BKp6msb8FhMWCzDN5SBVuxfmwjJzA2gq9uOoREYn+mXn4/TTMfYvplZ2O3W/n1txU8/NSrnHDmpZyy++793c0+Q6vVUVhUQiQSoaG+Fq1OjzO/oMejTRZ99x3v/vNtSkpKGTN2LEVDRpJn6r4Cbo5sRg46caHktIjhD0ZxWA241uPEuTWRTCmhqE67cZA7dIpcFAk5gbHRuKfch0ErkMPHsd0xt3DeocOwWizMuv+5jSq1PRhprdAaCrZQU1WBxWrDnufokSqtw0++g2j1UqrmPEdtbS2//rKUeW8/yhsNTZQO354z/nJhD3yCHP1NOBxm8uhizp08kp3sFf3WDykl4+5SCq4tuardz+qeHw1cPj66SfsJRhI0+SNYTFqGFNpR9XCa/2wlkVTEhcthbMvzkWNwkxMYm0A0IXnzrvOpqvgTybRk+PDsiwzpaYQQWKw2TGYLgWY/lRWryXM4sVo3f8T2n3//i3jDChx7TGXctR/yxw1DGLZ7Eex+CgDTb3uU2z/5FbVa06mmRY7s4+0PP2fs9juttbRvc2CUXL2Y5gUvYLQ5QAjKfhnGwken8foypRz6xoqMSCxJgy+MVqOixG1FqxlcVpktIZFMUVUfxO00DZo8F+tDkJsigZzA2CR8718FQEnZEGqrq2gJNGO12fu5VwMDlUqlCAubHZ+3iSr/GpwFBZhM5k3az+uvvUokHKbxnUu7Was8eP50wAQe/mYe2048oEf6nqP/+PmH7zh26hlrWS/6TlwEAkGaF7yIbY+TcXg8SJkmVr+Sl154nk9++gOt3sDkqX9Z7z4SyRQNvgipdBq304RBl7utdiSeSFHV0EJhviXrM3Tm2DRyEnsjaRUXAGq1mqKSUloCAZqb/f3Yq4GHWq2mwOXGXVhEwO+nuqqSaDSy4Q2B+V99xbJff+HMs89h32d97Pvs2hVulQfPpD12otS/pIv1oq45Rl3z4I1EGIxYCLBPedf6P31BIBBk+q33seyTF1EblKy6QqhY8tj5XDrtcg479wp2mHw4bz73NGd+0LWSciKZpt4boqo+iM2io9RtzYmLtYjFk1Q1tFBUkBMXWyM5gbGZtBZICweD+H3e/u7OgEOn01FYXIIzPx+f10tV5RrC4RBSrnt0OnHSJAoKXDz/7DNty7qKDMX0WFZop6JCGfUe9fjCtnUeux4pJYt+XcPyuv55cOXYOKSUkAjSH1k7A4EgV9/+PNfNfJD8/Hx+v28Ki24+mEU3H9zW5oJJw6lRuUgn4gQba9qWxxMpaptCVDW0YNBpGFJkw2LU5Zw41yISS1LdGKTEtXUKr1wtktwUyRbRKjLqaqvxNjXicObnbjJrYTAYKSouIRaL4fc1KefJ4cRktnQ5V0IILrjoYubO+YyVsx9jyCFnodLq2fvpdgH3xTlOAE4+8TgefeUVrrzqGkARGfEWH0frl7Kmqo6axmaOO/kMjNr2+X2nRYdR1x5i3NzcjN/vZ/Twco595nteOWOX3jwVOTrwS1ULlWtWonZt1y/Hv/H2h7hhxr3k5+dvsO2YQ0/G/fNbBLS3EqxZTCKRwmk34nFu3Ymy1kc4mqDeG6bUnd0l13NsGTmBsYUIIfAUFtNQX0dDXS0uT2HuptMNer0eT2ExiUQcv9eL19tEXp4Ti9Xa5XxN3m9/ir7wseK9h5nzwr2c886aLvtb0FLE4j+q+PCnSq4uWcpfHp7D+fuN5PiD96W0pJB0Osk1Nz+IM8/OkKHDGeEy4IukGX7h28QblhNd+TVXHbszeXkOnl71G5VBD7Gp49D3QU6PHAo/fv8N43fu+/DuRCJBvtO+UeLisT+PZ8WKP/gsPIzGhno8Zj0mw+BM291TNAdj+FuiW72jay5MNScwegQhBC63h2a/j+qqCgqLilGrc6e2O7RaHS5PIclkEr/Pi9/XhC3PgdVq6xTeOu/G44he/SeOP/9y/OZtyBu1a/tO1EYA9tjvUJ6+awYXHbs7y1+7GrVai2JuT6NSqZh1/QVccf3tXDftPCY+GWGqYzWBhe+jdY3AussJ3HTx9plOHcl+s+cxe9ZM1Go1Z597HsXFxX13UrZChhSYiFYu4pjTJvT5sVeuruLerzU8fsk/Wf7A0d22kVISiYTxe738+913OOX0MynR1wODPwJic5FS0uiPEE+kKPPYtu7w3Cyf2ugpck/BHkIIQZ7DiVano7qyEk9RETpdbjS8LjQaDQUuN6lUima/j8qK1Vitdux2O6pMplSDwcBh517J2/fdxNEnHcUVO2RCBYXgzLvmKO+1B/KvA8Zn9tq5VLVWq2X2TdOYfut9VP2h5fkd92fH067gy3Pz6RQKmYoy59rJRPWn8tmnn/D5vLlMPenkXj8HWyvhWEr5X/RMzpRN5bflq9HkdS8gpZSEQ8H/b+/Oo9wqzzuOf19dSVe7Zt/HSxIMNosNtBAgBEoKAZxCzQ7nNCldKZAQKMeFuKchJcQNJCmEQ0KSQg4cDk1YSgvYQMCmCYtrbBZTm4yNscezaWaYTTPa79Y/5JmO8XjB1kgjz/Px8RmPpLn3kaWRfnrve9+H4eEhPG4P6WyWFY9u5Nuvh0k/cmaRKy0ftu0QG0jg8Wg01e59+FPMTrN3/GqaBIMh6hoa6YvFSCWL36+j3GiaRlV1Da+/9joP/dvPePqpX/Pab/+b+ZfeTeVF92FkMwSjVXv+kJma+OfAvSewP4GAn3tX3k7HE7cSqJs76ZpJEwttA4xRANaueYXLLr/icO+WOIBUKsXLO8dKsu9tH+1k20/yj/HnvvGfAJimwfDQIJ0d7aSSSeobGqlvbGLJpbejNcncnP0xTIvOvlFCAS91s7yB27hCNlIt5/9NGcGYBrqu09jcQl+sh5yRo6KistQlzXhn/dE5/OCeu/ny0mX0dOzgKL0HfwiSax7k7r84myWfWOjoQMFiKvmRi31RjOx6m/ueepcH1n+P4TX/9Km3Lw7ODU//L/1tb1M1b1FJ9j8SH6Mi4PDwjWfgGBliPd1YpkkkGqWlde4eoyo3XfhZftnXwuB9i0tS60yXzpr0DiaorwqWxQJamVARn3PlnAwKRALGNHG73TQ2t0xM/qypq5dkvx/Nzc1ccvlVvPzSaq674SYuPnMepmUTT2QZTeboHUgQDfum8Vx6h0cfexytfrGEiyIY3LGZto+AFWcVfd8uTSOWCmPGe3C5dT6Mh/jiwrl73a7h8h9h9A3hO6roJZaF0WSWodEMzbVhvJ6Zf6ZIUcOFAOQQybRyuVzU1Tfg9niIdXdhWVapS5rRzjzjNJqbGnlx9XNkQoswo8dRHfUzrzFCOKgzNJpmVyzO8FgGy7YPvMFPwTRNhkdGybyxsqDbFXv75TVL2Pz6epRbx3/Bo0XZZ75HSI7u/jGCkRqUUpx98rGcfeICvrhw6vkYuY6NeOf8YVHqKyfjkznjiSyt9RIu9kUV8E+5koAxzZRSVFZVE6mooKe7k1xO2o7vz5VXXc2HbVvYsnkzkH9hUEoR9Htorg3TXBfGth06ekfpHUiQyhj7Xbzr03C5XJAsXcOt2WLy45V+4avTuq+cYTEwkqY9FieRylEd9fP5xZ9j7dq1B5xgesMfz2XbL66VwyOT2I5DbCCJZdu01IXRyqALbqlGLmShLQkYRRMKhamra6Av1k06lTrwD8xity6/jYcf+gUDAwO7L/n/3zC35to9qhElHNSJJ7K098TpHUweVthwu914PG5SY4MFuAdif7a2tfGzO68j/cLXpmX72Umhom8oicftYm5DlIbqED7dzZmnn8TG3z2PZVmc/r21U25jwzubmPuZBQB8rC2YljrLjWnZdPaN4ve5qa8KlsUhXzksUloSMIpI9/lobG5hcPBj4vGRgn3yPtJomsa3v3Mn3/3nO9jcMcSmsZa9bjM+qtFYE2JeU5RwwMtoMkt7LE7vYIJk+tOHjWVLv8Qzz6/Bl/iAD3sTfNgrS41PhxdeWMX5Fy4lE1pYsG1mcyYDIynae+ITHU1b68O01keIhvS91mS45rILWXT1in1u79XfrOKCpRdRa31IrbWtYHWWq0zOpLNvlJpogMqwr9TlHJRShws5i0QCRtG53R6amlvJptP098awZV7GlLa2tdE/PMb2ti0HvO142GioDjGvMUokqJNI5WiPxYkNJEikcwcVNhYffwzvb9laiPLFfgwNDh7UKpr74zgOmVy+PXp7T5yBkTRet0ZrQ5iWujDRkL7f4fs/OPE4ut97i99vVERb/wAACOhJREFUaJty22NjYzQ3VBc0BJUjx3EYHs3QN5ikuTZM0D/zzxSB0ocLQBIGEjBKwuVyUdfQSCAYpLurk2wmc+AfmgUMw+Dsr/8LJ3zlz1j33u/51l3/ysLjl7A4fPDzIpRSBHwe6quDzGuMEg3pJNPGRNgYTWYxrX1PEG1uqqeru5f71+3i/nW7CnG3xCTd3d00Nh7aKqm245DKGHw8nGJXbJTBeBrdqzGnIUJzXZjIAULFJ/39n3wGgMplP9nj8vc3beKExUsOqcYjiWXZ9HycIGtYtDZEymIyJ8yQcFECSqnzlVJblVLblVK3lboekNNUSyociaL7/PT3xgiFw0QrKsviuOZ0WX7rLZjZShZfdTMbgOVVvYe1vfGwEfB5Jj7xJtMGw2MZHAcCunvi+vEh9CuXnc9jTzwPR3+NHy8rTSOuI9mq554l3nIiD67bCcA3j9/3bfOPmUUqY5DKGFiWg093E/R5qI76D2sp6u07duFtPIHhH16/13WrVz3H95+J8Tc/fJP0mr895H2Us3TGoHcoSU00QDjoLXU5B20mhYtinv2hlNKAB4BzgS5gg1LqWcdxPihaEVOQEYwS83q9NLW0YhgGvT3dWJZZ6pJK5gc/upfLF1bw0atP4TgOj2wP88j2cEG2rZTCr3uoqQgwtyHKnPoIAb+HVMags2+UXbH8sfv4WIb2AZPvLz2mIPsVe+rs7KCyvnnK6xzHIZszGRrN0NU/RnsszshYBrfmoqE6yLymKA3VQcJB72H3uXjimZc4b+ky2nr2XE3UcRzu+ul/obTyOBRQaI7jMBhP0z+S74Qq4eLQKIp+FskpwHbHcXY4jpMDfgVcPI138aDICMYM4HK5qK2rJ5kYo6erk5raevyBQKnLKjpN07jp5ls4bf16fv2rRxltuZZIZfXEC4cvUbgw7nIpQn4vIX/+BdSybM67+03c/Vu5+9br6OvpIhoJ4fMH0HW9JD0zjjTDw8NEKyroHTMAWHmaQTZnk87mRyiyhoXu0Qj4PNRVBvC4XdMyomfbNo+9G+fCv64AoK1njGOa8kG2o6MDpUcBZt3ohWnZxAYS6F43c+ojZTWaOpPCBcA777z9kt+jagq4SZ9SauOk73/uOM7PJ33fDEw+ltwFnFrA/R8SCRgzSDAUxqv76O+N4U8HqKyqLqtf8kI55dRTOWbhQv78m8u5/upLgFYg/yJSyJAx2eNPPk/7tl4az7iUo49egGkapFMpxkbjDGazOI6D1+vFq/vQfTq67kPTyuOY9Exg2zYvvfgCQzWLqLPH8GLRHjPxejT8upuqqB/doxXl+f67NzdSe/RJE6Fisk3vvcvTD9/J8YtPAnZMey0zRTJt0D+cpK4yQNBfPqMWMPPCBYDjOOeXuoaZQD6WzTAej4emllYcx6GnuxPTNEpdUklEIhGu/MYKBgYGWHnXneRyuWkJF5Zlcec9D1JdVUHTFy6beINzuz2EI1Hq6htomTOXljlzqaiqQtM0kokEvT1ddO7aSaynm6HBAZLJxKx9rD7Jtu18q/ORYfp7Y3R2tNPd1UGsp4vKxlZSysd9q7uZ31RBc22Yqogfn9ddtDD98qvraDjuNK59/L29rlu/8T0WHDN75t44jsPHwymGRtO01kckXJSvbsY/ieW17L6spGQEYwZSSlFdU0sqlaSnu4vqmlqCwVCpyyq6K5e0wpJr2LljB8tvvYXAqX9KTct8vnVytjDbf3KYTU89wL/f848sXLSIc/ZzW6UUuu5D131AfgjdcRwMwyCXzZBJp4gPD2NZJi6XhtvjwePx5L+681/d7uK9iU4nx3GwbRvDyGEaBoZhYho5DNPAMk2UcqHrOl6fj0hFBV6vTjabJZVK8/CqnSWtPZFIouseXNrUL32GkePsO16m954j/43LMC16BhKEfF5a6sJl99yUcLGHDcBRSqn55IPFVcA1pS1JAsaMFggEaWpupb8vRjqVoqq6ZlbOBXim06H54ht5/cmHCEQrcU66+JBeDBO+BXywZQsb3lpP7KN32LzVYM2j9x/ymgxKqfxhE6+XUDgycbllWfk3XtPANAwSmQymYWBaJjgOLk3D4/HmA8ju8KFpGi6XC00rzmGCfRkPD7ZtYVs2pmlgGPm/pmlgmpPvQ75+j8eLz+/H43GjaVOHqLVrXuGcL53LitNP57Nff4bulUeX4N7Bfzz/Cpd85TyOO3k+GS26x3Xz/u4pEm9vI3TySeSn6R25C+GNJXMMxFM0VAXxl0EX1E+ScLEnx3FMpdSNwEuABjzsOM6BFxGaZhIwZji3201jUwvxkWG6uzryE0D9/lKXVXSa28NZV1/HF3wD3HTbSm6+/qvMn5tf4TPwl/8DQOqhz0/c3nEcurp7Wf/2+/zDE1u4YkkjmqaxcNGxnPvl8/nOG6dw4hJ12As+TVmrpqFpGjp7r3joOE4+gOwOH4ZhkEmnsGwb27KwbXuPRcGUUrg0Dc3lwrU7hLhcWv4sin0EkXQ6RTw+sve+bRvbtrF272c8RNiTG8ep/KRjzaXh0lxomhuPx0so5DvkUZihRI7fvvYGy1fcgS/xQcnCheM4vPVBP1f81e1MtfKMnRnFpY/Pyzgyw4Vp2fQPJQGYUx9B08rvA4uEi6k5jrMaWF3qOiZT5bRctVLqRaCQM3OFEELMLgMyCbM4yipgCCGEEKI8lN/4mBBCCCFmPAkYQgghhCg4CRhCCCGEKDgJGEKUuam6KCqljlVKrVNKPaKUkt9zIUTRyQuPEGVsUhfFC4BFwNVKqUXALcBFwEbgvNJVKISYrWQdDCHK20QXRQCl1HgXRY38Yg42FLFvtBBC7CYjGEKUt6m6KDYD9wGrgNOA35SgLiHELCcjGEIcgRzHeZcZ0K5ZCDF7yQiGEOVtRnZRFEIICRhClLeJLopKKS/5LorPlrgmIYSQQyRClLOZ2kVRCCGkF4kQQgghCk4OkQghhBCi4CRgCCGEEKLgJGAIIYQQouAkYAghhBCi4CRgCCGEEKLgJGAIIYQQouAkYAghhBCi4CRgCCGEEKLg/g8DLbhHFJYu1AAAAABJRU5ErkJggg==\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"NrWbnRpdGGCf"},"source":["# **Breakout rooms: group 4 — Arctic sea ice map (September 2019)**"]},{"cell_type":"markdown","metadata":{"id":"QL6naxMHGGCf"},"source":["First, assign roles:\n","> * **Timekeeper:** keep things moving\n",">\n","> * **Coder:** share your screen and write the code based on input from everyone else\n",">\n","> * **Reporter:** before the end of the session, ask the Coder to paste their code into the chat, then copy and paste it into this [Google Document](https://docs.google.com/document/d/1706OxGibOKR9HECvyZJhAsC75ar0HOoe5WPPvfLeFdk/edit?usp=sharing)"]},{"cell_type":"code","metadata":{"id":"N5E0PwSgGI4G","colab":{"base_uri":"https://localhost:8080/","height":480},"executionInfo":{"status":"ok","timestamp":1605664575453,"user_tz":480,"elapsed":1765,"user":{"displayName":"Ethan C Campbell","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjCBYTiuomqOsCakND1k_5wj0kYvFY53Jt7kunt=s64","userId":"11255944928409084259"}},"outputId":"678e5ec2-6b1b-4370-e646-7d88c2b9d2d1"},"source":["# 1. Write one lines of code to select the sea ice concentration data from September 2019.\n","# Save this as a new variable called \"sic_2019\".\n","sic_2019 = data['sea_ice_conc'].sel(time='2019-09')\n","\n","# 2. This variable will still be 3-D, but the time dimension has just a single time.\n","# To get rid of the unneeded time dimension and make the data truly 2-D,\n","# use this code to \"squeeze\" out the time dimension.\n","sic_2019 = sic_2019.squeeze()\n","\n","# 3. Use this code to set up a blank figure and set the axes to use Cartopy's Arctic map projection,\n","# AKA a \"northern polar stereographic\" projection with a central longitude of 0°.\n","fig = plt.figure(figsize=(9,9))\n","ax = plt.axes(projection=ccrs.NorthPolarStereo(central_longitude=0))\n","\n","# 4. Set the map extent to -180°E to 180°E in longitude, 65-90°N in latitude.\n","ax.set_extent([-180, 180, 65, 90], crs=ccrs.PlateCarree())\n","\n","# 5. Plot the sea ice data (your variable \"sic_2019\") using pcolormesh().\n","# - Recall that pcolormesh() takes the X values, Y values, and Z values as arguments.\n","# - Don't forget to specify the 'transform' argument.\n","# - Make sure sea ice concentration has units of 0% to 100%, not 0.0 to 1.0.\n","# - Specify the colormap as 'Blues'.\n","pcm = ax.pcolormesh(sic_2019['lon'],sic_2019['lat'],100*sic_2019.values,\n"," transform=ccrs.PlateCarree(),cmap='Blues')\n","\n","# 6. Add a colorbar.\n","# Then label the colorbar \"Sea ice concentration (%)\".\n","cbar = plt.colorbar(pcm,ax=ax,shrink=0.8)\n","cbar.set_label('Sea ice concentration (%)')\n","\n","# 7. Try to add some formatting to the map. If you get stuck on any of these, just move on a different part.\n","# - Add coastlines with a resolution of 110 m and line width of 0.5 to the map.\n","# - Add gridlines to the map with a transparency of 50%.\n","# - Add the land feature to the map with the color 'papayawhip'.\n","cs = ax.coastlines(resolution='110m',linewidth=0.5)\n","gl = ax.gridlines(crs=ccrs.PlateCarree(),draw_labels=True,alpha=0.5)\n","ax.add_feature(cfeature.LAND, color='papayawhip')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":31},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"jgvduddRkwHj"},"source":[""],"execution_count":null,"outputs":[]}]}