{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# import sys\n", "# import os\n", "import matplotlib.pyplot as plt\n", "# from netCDF4 import Dataset as netcdf_dataset\n", "import numpy as np\n", "import xarray as xr\n", "\n", "from cartopy import config\n", "import cartopy.crs as ccrs\n", "import matplotlib.ticker as mticker\n", "from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n", "from cartopy.mpl.ticker import LongitudeFormatter, LatitudeFormatter\n", "import cartopy.feature as cfeature \n", "# When data are defined in lat/lon coordinate system, PlateCarree()\n", "# is the appropriate choice:\n", "\n", "from cartopy.util import add_cyclic_point\n", "\n", "import pandas as pd\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "da = xr.DataArray(np.random.rand(4, 4),\n", " [('x', np.arange(0,4)),\n", " ('y', np.arange(0,4))])\n", "\n", "da.plot.pcolormesh()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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dtiVZBD7K8l8eUVXXAwdYfqfHMeB3wDs2ZtLp9NjfVcC7kywBTwB75uhk5HXAW4Gfdq8DA3wEeDFsiuPXZ3/zfPy2Azdl+T9AdQrwlaq6bdZ2+tUKktQIP2krSY0w+JLUCIMvSY0w+JLUCIMvSY0w+JLUCIMvSY34H08z/4DzZ7aLAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(da.x, da.y, da)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ghn0NxkRU1WySa4BH6N2Rc1dVbU9yE7ClqjbR26nfTTJN78hgw+Qq3j9Dju/LSS6i9+rz1+nddbQkJLmP3p0aK5PMADcCKwCq6g5gM707VaaBt4HLJ1PpwgwxvouBq9J7ff07wIYl9GPlLOCLwDNJtrXvrgdOgINi/w0zvv3ef766QpIELK5TRpKkCTIQJEmAgSBJagwESRJgIEiSGgNBkgQYCJKk5v8AzINCz7rLXzUAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pcolor(da.x-0.5, da.y-0.5, da)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pcolor(np.append(da.x.values,da.x.values[-1]+1)-0.5, np.append(da.y.values,da.y.values[-1]+1)-0.5, da)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Here the little script that Naomi put together to fix the Enso dates\n", "# however soon the new xarray should be able to handle that\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def to_pandas(Tgrid):\n", " \"\"\"\n", " Parse the time grid of a Dataset and replace by a pandas time grid.\n", " \"\"\"\n", " # first get the reference year from units\n", " words = Tgrid.units.split()\n", " ref_year = int(words[-1][0:4])\n", " # get the first time grid value\n", " first_time = Tgrid.values[0] - 0.5\n", " datetime = enso2date(first_time,ref_year)\n", " if 'months since' in Tgrid.units:\n", " return pd.date_range(datetime, periods=Tgrid.shape[0], freq='MS').shift(15, freq='D')\n", " elif 'days since' in Tgrid.units:\n", " return pd.date_range(datetime, periods=Tgrid.shape[0], freq='D')\n", " else:\n", " print('Unrecognized time grid')\n", " return\n", "def enso2date(T0,ryear=1960,leap=True):\n", " norm = [31, 28, 31, 30, 31, 30, 31, 31, 30, 31, 30, 31]\n", " iy = ryear + int(T0/12)\n", " if T0 < 0:\n", " iy = iy - 1\n", " res = T0 - (iy - ryear)*12\n", " im = int(res) + 1\n", " if im == 13:\n", " im = 1\n", " iy = iy + 1\n", " if leap & (im == 2) & (iy % 4 == 0 ): \n", " id = 1 + int(29 * (res - int(res)))\n", " else:\n", " id = 1 + int(norm[im-1] * (res - int(res)))\n", " return str(im)+'/'+str(id)+'/'+str(iy) " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2019-04-04 10:19:28-- http://kage.ldeo.columbia.edu:81/expert/%28/net/snefru/data/jennie/preciptrm2.nc%29readCDF/.TREND/prcp_anomaly/DATA/-40/40/RANGE//color_smoothing/null/def/SOURCES/.LDEO/.ClimateGroup/.PROJECTS/.IPCC/.CMIP5/.MoistureBudget/.mmm_22models_v3/.historical/.pr/.mmm/.mean/SOURCES/.LDEO/.ClimateGroup/.PROJECTS/.IPCC/.CMIP5/.MoistureBudget/.mmm_22models_v3/.rcp85/.pr/.mmm/.mean/appendstream/T/%28Nov%201901%29%28Dec%202014%29RANGE/yearly-climatology/T/%28Nov%29%28Feb%29RANGE%5BT%5Daverage/30.0/mul/DATA/30/STEP/%28/net/snefru/data/jennie/preciptrsig2.nc%29readCDF/.TRENDSIG/X/2/STEP/Y/2/STEP//name/%28u%29def/%28/net/snefru/data/jennie/preciptrsig2.nc%29readCDF/.TRENDSIG/X/2/STEP/Y/2/STEP//name/%28v%29def/-10/28/40/44/rect/X/Y/fig://CSCALE/0.05/def/colors/blue/contours/white/ocean/black/vectors/coasts/lakes/countries/white/ocean/black/coasts/white/ocean/black/coasts/red/medium/stroke/:fig/+//plotborder+72+psdef//plotaxislength+432+psdef+.gif\n", "Resolving kage.ldeo.columbia.edu... 129.236.21.133\n", "Connecting to kage.ldeo.columbia.edu|129.236.21.133|:81... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: unspecified [image/gif]\n", "Saving to: ‘plotaxislength+432+psdef+.gif’\n", "\n", "plotaxislength+432+ [ <=> ] 7.06K 1.69KB/s in 4.2s \n", "\n", "2019-04-04 10:19:34 (1.69 KB/s) - ‘plotaxislength+432+psdef+.gif’ saved [7225]\n", "\n" ] } ], "source": [ "!wget 'http://kage.ldeo.columbia.edu:81/expert/%28/net/snefru/data/jennie/preciptrm2.nc%29readCDF/.TREND/prcp_anomaly/DATA/-40/40/RANGE//color_smoothing/null/def/SOURCES/.LDEO/.ClimateGroup/.PROJECTS/.IPCC/.CMIP5/.MoistureBudget/.mmm_22models_v3/.historical/.pr/.mmm/.mean/SOURCES/.LDEO/.ClimateGroup/.PROJECTS/.IPCC/.CMIP5/.MoistureBudget/.mmm_22models_v3/.rcp85/.pr/.mmm/.mean/appendstream/T/%28Nov%201901%29%28Dec%202014%29RANGE/yearly-climatology/T/%28Nov%29%28Feb%29RANGE%5BT%5Daverage/30.0/mul/DATA/30/STEP/%28/net/snefru/data/jennie/preciptrsig2.nc%29readCDF/.TRENDSIG/X/2/STEP/Y/2/STEP//name/%28u%29def/%28/net/snefru/data/jennie/preciptrsig2.nc%29readCDF/.TRENDSIG/X/2/STEP/Y/2/STEP//name/%28v%29def/-10/28/40/44/rect/X/Y/fig://CSCALE/0.05/def/colors/blue/contours/white/ocean/black/vectors/coasts/lakes/countries/white/ocean/black/coasts/white/ocean/black/coasts/red/medium/stroke/:fig/+//plotborder+72+psdef//plotaxislength+432+psdef+.gif'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Ingridfigure](plotaxislength+432+psdef+.gif)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "data_jennie = xr.open_dataset('http://kage.ldeo.columbia.edu:81/expert/%28/net/snefru/data/jennie/preciptrm2.nc%29readCDF/.TREND/dods')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (X: 112, Y: 32)\n", "Coordinates:\n", " * Y (Y) float32 19.5 20.5 21.5 22.5 23.5 24.5 25.5 26.5 27.5 28.5 ...\n", " * X (X) float32 -20.5 -19.5 -18.5 -17.5 -16.5 -15.5 -14.5 -13.5 ...\n", "Data variables:\n", " TREND (Y, X) float64 ...\n", "Attributes:\n", " Conventions: IRIDL" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_jennie" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I tried to extract the original data and do the analysis here, but unfortunately INGRID wasn't cooperating, so I had to get the results of the analysis as the output. However, in case you have access to the actual time series, the calculations would look something like as follows (it might have some bugs as Icouldn't check it but it is along these lines):\n", "\n", "#### data_hist = xr.open_dataset('data_historical.nc', decode_times=False)\n", "#### data_future = xr.open_dataset('data_future.nc', decode_times=False)\n", "\n", "#### # for now fix the dates with Naomi's hack\n", "#### data_hist['T'] = to_pandas(data_hist['T'])\n", "#### data_future['T'] = to_pandas(data_future['T'])\n", "\n", "#### # rename T as time, T is used to transpose things and can lead to confusion\n", "#### data_hist = data_hist.rename({'T':'time'})\n", "#### data_future = data_future.rename({'T':'time'})\n", "\n", "#### # check that all their dimensions are named the same so they are merged without any problem, otherwise rename what is necessary\n", "\n", "#### data_all = data_hist.merge(data_future)\n", "#### # the data are appended to each other\n", "\n", "#### # calculate monthly climatology - this will have a new dimension called month now, instead of time.\n", "#### data_clim = data_all.groupby('time.month').mean(dim='time')\n", "\n", "#### # mask everything except only Nov-Feb and do average\n", "#### data_winterclim = data_clim.where((data_clim.month>10)&(data_clim.month<3)).mean(dim='month')\n", "\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2019-04-04 10:19:35-- http://kage.ldeo.columbia.edu:81/expert/SOURCES/.LDEO/.ClimateGroup/.PROJECTS/.IPCC/.CMIP5/.MoistureBudget/.mmm_22models_v3/.historical/.pr/.mmm/.mean/SOURCES/.LDEO/.ClimateGroup/.PROJECTS/.IPCC/.CMIP5/.MoistureBudget/.mmm_22models_v3/.rcp85/.pr/.mmm/.mean/appendstream/T/%28Nov%201901%29%28Dec%202014%29RANGE/yearly-climatology/T/%28Nov%29%28Feb%29RANGE%5BT%5Daverage/30.0/mul/data.cdf\n", "Resolving kage.ldeo.columbia.edu... 129.236.21.133\n", "Connecting to kage.ldeo.columbia.edu|129.236.21.133|:81... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 257580 (252K) [application/x-netcdf]\n", "Saving to: ‘data.cdf.1’\n", "\n", "data.cdf.1 100%[===================>] 251.54K --.-KB/s in 0.01s \n", "\n", "2019-04-04 10:19:36 (22.7 MB/s) - ‘data.cdf.1’ saved [257580/257580]\n", "\n" ] } ], "source": [ "!wget 'http://kage.ldeo.columbia.edu:81/expert/SOURCES/.LDEO/.ClimateGroup/.PROJECTS/.IPCC/.CMIP5/.MoistureBudget/.mmm_22models_v3/.historical/.pr/.mmm/.mean/SOURCES/.LDEO/.ClimateGroup/.PROJECTS/.IPCC/.CMIP5/.MoistureBudget/.mmm_22models_v3/.rcp85/.pr/.mmm/.mean/appendstream/T/%28Nov%201901%29%28Dec%202014%29RANGE/yearly-climatology/T/%28Nov%29%28Feb%29RANGE%5BT%5Daverage/30.0/mul/data.cdf'" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "data_jennie_winterclim = xr.open_dataset('data.cdf',\n", " decode_times=False)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# change the mean field to mean_clim, because mean is the method to do the mean, and it could lead to confusion\n", "data_jennie_winterclim\n", "data_jennie_winterclim = data_jennie_winterclim.rename({'mean':'mean_clim'})\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (X: 112, Y: 32)\n", "Coordinates:\n", " * Y (Y) float32 19.5 20.5 21.5 22.5 23.5 24.5 25.5 26.5 27.5 28.5 ...\n", " * X (X) float32 -20.5 -19.5 -18.5 -17.5 -16.5 -15.5 -14.5 -13.5 ...\n", "Data variables:\n", " TRENDSIG (Y, X) float64 ...\n", "Attributes:\n", " Conventions: IRIDL" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_jennie_sign = xr.open_dataset('http://kage.ldeo.columbia.edu:81/expert/%28/net/snefru/data/jennie/preciptrsig2.nc%29readCDF/.TRENDSIG/dods')\n", "data_jennie_sign" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "data_crs = ccrs.PlateCarree() # since our data is on a rectangular lon,lat grid\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "import matplotlib as mpl" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#SET UP\n", "plt.figure(figsize=(25,6))\n", "ax2 = plt.axes(projection=data_crs)\n", "\n", "# the actual figure will have a different aspect ratio at the end, \n", "# because it will keep the correct aspect ratio for the data.\n", "# sometimes this can be annoying when you want to place a colorbar/label somewhere, and it requires some trial and error\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#SET UP\n", "plt.figure(figsize=(25,6))\n", "ax2 = plt.axes(projection=data_crs)\n", "\n", "# http://xarray.pydata.org/en/stable/api.html#plotting\n", "# DATA TRENDS\n", "# https://matplotlib.org/examples/color/colormaps_reference.html\n", "data_jennie.TREND.plot(ax=ax2, transform=data_crs, cmap = 'BrBG',\n", " vmin=-1., vmax=1.)\n", "ax2.coastlines(lw=2,color='grey')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#SET UP\n", "plt.figure(figsize=(25,6))\n", "ax2 = plt.axes(projection=data_crs)\n", "\n", "# http://xarray.pydata.org/en/stable/api.html#plotting\n", "# DATA TRENDS\n", "# https://matplotlib.org/examples/color/colormaps_reference.html\n", "data_jennie.TREND.where((data_jennie.TREND>2)+(data_jennie.TREND<-2)).plot.contourf(ax=ax2, \n", " transform=data_crs, cmap = 'BrBG',\n", " vmin=-40., vmax=40.)\n", "ax2.coastlines(lw=2)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#SET UP\n", "plt.figure(figsize=(25,6))\n", "ax2 = plt.axes(projection=data_crs)\n", "\n", "levels_jennie = np.arange(-40,45,5)\n", "# http://xarray.pydata.org/en/stable/api.html#plotting\n", "# DATA TRENDS\n", "# https://matplotlib.org/examples/color/colormaps_reference.html\n", "data_jennie.TREND.where((data_jennie.TREND>2)+(data_jennie.TREND<-2)).plot(ax=ax2, \n", " transform=data_crs, cmap = 'BrBG',\n", " vmin=-40., vmax=40., \n", " # https://matplotlib.org/users/colormapnorms.html\n", " norm = mpl.colors.BoundaryNorm(levels_jennie, plt.cm.BrBG.N),\n", " zorder=1)\n", " # this zorder will allow us to place things in the order we want\n", " # https://matplotlib.org/examples/pylab_examples/zorder_demo.html\n", "\n", "ax2.coastlines(lw=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Alternatively I can use contourf, which will use\n", "#### https://matplotlib.org/api/_as_gen/matplotlib.pyplot.contourf.html\n", "### so it will loose the grid-like appearance, and will do some interpolation\n", "### I provide the levels, and that automatically will adjust the colorbar" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#SET UP\n", "plt.figure(figsize=(25,6))\n", "ax2 = plt.axes(projection=data_crs)\n", "\n", "levels_jennie = np.arange(-40,45,5)\n", "# http://xarray.pydata.org/en/stable/api.html#plotting\n", "# DATA TRENDS\n", "# https://matplotlib.org/examples/color/colormaps_reference.html\n", "data_jennie.TREND.where((data_jennie.TREND>2)+(data_jennie.TREND<-2)).plot.contourf(ax=ax2, \n", " transform=data_crs, cmap = 'BrBG',\n", " vmin=-40., vmax=40., levels=levels_jennie,\n", " # https://matplotlib.org/users/colormapnorms.html\n", " zorder=1)\n", "ax2.coastlines(lw=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### let's add the contours" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home2/nhn2/miniconda3/envs/pangeo/lib/python3.6/site-packages/seaborn/apionly.py:6: UserWarning: As seaborn no longer sets a default style on import, the seaborn.apionly module is deprecated. It will be removed in a future version.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#SET UP\n", "plt.figure(figsize=(25,6))\n", "ax2 = plt.axes(projection=data_crs)\n", "\n", "levels_jennie = np.arange(-40,45,5)\n", "# http://xarray.pydata.org/en/stable/api.html#plotting\n", "# DATA TRENDS\n", "# https://matplotlib.org/examples/color/colormaps_reference.html\n", "data_jennie.TREND.where((data_jennie.TREND>2)+(data_jennie.TREND<-2)).plot(ax=ax2, \n", " transform=data_crs, cmap = 'BrBG',\n", " vmin=-40., vmax=40., \n", " # https://matplotlib.org/users/colormapnorms.html\n", " norm = mpl.colors.BoundaryNorm(levels_jennie, plt.cm.BrBG.N),\n", " zorder=1)\n", " # this zorder will allow us to place things in the order we want\n", " # https://matplotlib.org/examples/pylab_examples/zorder_demo.html\n", "\n", "ax2.coastlines(lw=2)\n", "\n", "# CONTOUR 10 and 30 dashed - once again I use contour (not contourf because i don't want the contour filled)\n", "# and I define the levels to use to draw them\n", "CS1 = data_jennie_winterclim.mean_clim.plot.contour(ax=ax2, transform=data_crs,\n", " levels=[10,30],\n", " colors='blue',\n", " linestyles='dashed', \n", "# add_colorbar=True,\n", " add_labels=True,\n", " zorder=4)\n", "# CONTOUR 50 solid\n", "CS2 = data_jennie_winterclim.mean_clim.plot.contour(ax=ax2, transform=data_crs,\n", " levels=[50],\n", " colors='blue',\n", " linestyles='solid', \n", "# add_colorbar=True,\n", " add_labels=True,\n", " zorder=5)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Now I need to add the labels. These are properties that need to be added after. \n", "#### we use the CS objects to tell python which we want to modify" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "CS1" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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je5I9Tz4JFy/av8pu0yYtVOvc2bbt+vtDt25a9dkrr9i/6jEqSpvzsnVrbaXanLJ7txaqxcTAp58+Whs6HXh4aD/Xrg3792vVd3/8AW++CUOGwMaNtptrUIhHkS/ntItLuHbf20SnJ+dATzQljE42A2YeZsvnVVVVFs36mW8+GEN6ahr+QUGM+W4KlWrWsNk2coKqqvzz1xKmfPgx52PPAtCq01O8+v67FPX35+TRY3w+8h3Cd+8hIz39tvsWLFyYqnXrULVubao3qE/ZKpUfef47ZyCvRZFT/Ly8Hd0Fp/Ugn9FCCPta+qeBl/oWoGefDD7/JjVXD3UUjqGqEHdWoZi/bY4dc+pzMyc/g0aPcOPXWa4cikrA/R67oI967GKvYbD/3le2WqFL+wKEH9SzZmsi/gH2zwpUFWb+4MqYd9woXETl9wU6GjSw/XaOHtVW3h05Upuncfx4OHBAqyoNDQV71CXInHZ3kjntpNJOiEdy9dJlxg8ZxoYVKwFo260rb40fS4EbX9U4QFpKKnExMVitVnQ6HYpOh6Kg/azobrlMQadTUHQ6LpyNY8qYsezbug2AMpUr8dYnH1O9fr2sdn/66mv2btkKQMlyZalatw5V6tSmat06BJQMkvnphBBC2FxmJuzZqefUSR0J1xSuXVNIuH669q9zBSj4mBWfgioFH7v99Nj1c79iVkqWttp0CFpedfiQjjdedqdWXTPjvpDATjyayV8amTbFlb9WJ1M62Oro7jy0rz4zUr6ChSc7mO3SvtUKy5e40LSl+Z6BXXbk1Ot27s8ubNtsYOLUlBwJ7ADiLyp89rEbjZqa+XpaKpWCvOyynXLl4NZpva1WWLVKmxevcGGtmrFPH20VWiHsSSrt7kEq7fImWzyvO9Zv4OPX3iT+/Hk8vLwY+cUEWj798EsOWa1W1ixZSgEPD+o1a/rA870lXrvGqWPHOXX8hHZ+7Binjp0gLiaGR319+hR6jIGjRtKhVw/0en3W5cmJibStVJ2MtDTmbVlPieDgR2o/t5DXosgpUml3b1Jpl3+djVVYu9rA2lUubFxvIDHh9qNOTy8VL28Vb2/t/MbPVitcvaJw5fLN07VrCv8uVtDrVYJKWSlX3krZ8hbKXj8vXUbCvBsuX1Zo29SD9HRYsT6Jor65f79fOMapKB3tWxbA21vlr9XJFCqUvf+lnK60q1XRk0ZNzUz6NtUu29m7W0+75h58My2FLt0z73m7nDwmfRD/3lduFeKBosDKDUl2DwoTE8Dzej534riOUqWt6HQ5u0+VkQF//w2//KLNR9iunbbwhq1Ipd2dpNJOKu2EeGCZGRl898mn/PrtdwBUq1eXD76djF9gwEO3FX/+PGMHD2H7uvUA+JcowTPP96F9z+54+figqipXLsZz6vhxTh49xqnjJzh57BjRx04Qf/78XdvUGwz4BQbgajRitVqxWq2gqlitVlSrilW1oqoq6vXrVKuKTq+jWYd29B86BC8fnzvaXLNkGRlpadR8okGeD+yEEELkrIwM2LlNz5pVLqxdbeDIYe1LIz9/Kx07ZdK8VSYVK1vw9lHx9IJbvlO6L4sFrl5VssK8mNM6jh/RcTRCz9EjOlaGGbBYtOMine5mmFehsoUKFS2Ur2QlqKT1obaZ25nN8PLzJs7FKfyxPFkCO5EtQaWszJyXQtf2Bejf0535i5Nxc3N0rx5csWJW4mLtl52E/WXAYFBpGXrvwM7ZHdinI/ygnk9yoCI3/qJCx1YF6NYrkzeGpxNcxjHVm66u2sIh7dtrq9BeuaJdHhUFM2ZoC7D8e/ELIbJLQjshHkD0iRO8P/BVjh08hF6vp/+wIfR5Y/Ajzd+2YflKPhkylGuXr+BV0IcCnp7ERkcz+cOPmf7p5wRXrMDpyJMkXr161/u7urlRIrg0JcuWJahsMEFlylCyXFn8g0rg4uqa3Yd6m+ULtK+Onny2q03bFUIIkT8lJsD6NQb++sOVtf8YSE5ScHFRqdfAwuiPUmneyky5CtZsHwDq9VCokJpV3VO7ruW269PTIeqEFuIdO6rj2C1hntWqbdzNpFKuvBbgVahooVSwldLBVooH5c0wb+z7bmxc58LEqSnUrG25/x2EuI/adS18My2Fgf0KMGywiSnf26dqzR78iqkciXiwUTAPS1Uh7C8XnmhsxqegXTaRI+bOdsXNTaVT1wy7biclGXp3defcOR0hTe0zXPlReHlpJ4ClS+GTT7QKvO++0xYzETbi4ooSUCJbTajss1FnHENCOyH+g6qq/PXLr0x67wPSUlIpVrw4H/5vMlXq3KyuNZvNHD8UjoeXF0X9i+F6jzE2qckpfP3+hyz+eQ4AdZs0ZvTkr3js8cfZsvofFs6YyfZ16wnfvRcADy8vgsoEE1SuLEFlyhBUNpiSZcviGxjwwENpsyPudAx7t2zFaHKjWfu2dt+eEEKIvCkmWuHvFS6sWm5g6yYDmZkKhR+38kzXDJq1MhPS2IyHZ872yWiECpWsVKh0e7VGaiocP6LjcLieI4f1RITrWPO3gfm/3PxSzM1NpXQZK+UqWLShttfPiwdpQ7VyG1WFLycYmT7VSP+B6XR/LvdW/gjn06GTmbOxqZQombvmtStR0sLKMMNtQzJtxWqFuDgd5Srmrr/Jv23bYiCkiRnvOwfr2NSnY904sE/PzHkp1KrjnF8ovP461KgBL7+sVeFNmwYvvujoXom8QkI7Ie7h2uXLjH9rBOvDlgPQpsszDPv0Ewp4akcWqqqyccXf/G/ceE4dOw5o8xAUKlIE38AA/AID8A0MxDfAH09vb3747AtOR0bh4urKK++9w7MDXsgK3xqFtqZRaGtiok5y4exZSpQJplCRIg5d5GHF7wsBaPxkm6zHLIQQQtyP1arN17RquYFVK1yICNfK0kqXsfDCoAxaP5lJ7XoWnHGxcZMJqtawUrWGFbgZXl26pBB1QseJYzqOHdFz7IiObVsM/LHgZkrnZlIpU9ZKhUoWqtawUL2mhYqVLU49JDAlBd4ZamLBr6482yuDMePTHN0lkQcNfO1mJdahAzoqVcl+Na29tWxjZuYPRo5E6KlTz7ZBkV4Pg99K5/NxbmxYq6dxM+cMou7H1RWw8/N46ICOGd+50vv5DFq1cZ4qu7tp1Ah27IDOnWHAAChYUPtZiOxywt0lIRzv6MFDDH+uLxfjzuHu4cGIz8YT2uWZrOsP7drNlDFj2b99BwCFfX0xuBi4eDaO+PPniT9/nkO7dt/RbqkK5Rnz7WSCK1W863YDS5UksFRJ+zyoh2DOzLxlaGwXB/dGCCFEbhATrfDrbFfmz3HlXJwOvV6lbgMLH4xLpdWTZkqVzr1VJdpQW8v1g/ebYV5iAhw7qudohBbmHY3QsXa1gQW/apV5Li4q5StaqV7TTLWaWpBXtrzVKQLLE8d1vNTHnaMROoaOSmPIiPRcWSkoco/9e/S0b1mAFwZl8MG4NKcO7urUs3AwMsFuofvLr6fz+1wX3hlm4p8tSblyMRyTu0pain2fxJjTOoJKWXn7/dzxhYK7u7ZAxYQJMkRW2I4T7DII4Xz++nkOF+POAeDp7UVcTAznzsSSkZ7G/8ZOYN2yMEBbdfX5t96kU9/euLi6YjabuRh3jnNnznAu5kzW/S7EnqVCjWr0G/IGRif9yt1sNrNn0xbWLFnKumVhXLt8hUJFilCncSNHd00IIYSTysyEv8MMzJnlyvo12m5l81ZmRn+cRrMWZgo+lrcXM/D0glp1LNeHbGlhnqpqK+Hu36Nn3x49+/YYWPyHKz//dHOuvCrVLNSsbaFWHTO16lrwK5azf6e//nBh6GATRqPKr3+k0KS5c1ewiLyhag0L/QZkMH2qkfQ0GPdFmtMGxTodWYGdqmLzgNHNDcZ+nkavzgWYPsXI4KHptt1ADjCZVJIS7RvaPdneTOsnk3LVPKKurvD++9rP167B9OkwdChO+78unJ+iqg++k6Aoivowt3dWN5by/i85ubz2v5fOFvbzoM/rtcuXmfPtNJYv+J34c1p4pygKOp0Oi8WC0eRG94EDeO61V/DwsvFEFznIbDazd8tW/lm8hPVhy7l66XLWdSXKBPPmx2Oo37ypw/qX0+S1KHKKn5e3o7vgtB7kM1o43slIHb/OdmHBr65cvKDDz99Kj94ZdH8ug4DA3L+vaGtWK5yM0mUFeXt36zm4T09GhnbA6+dvpVZtC7XqmqlZx0KVavYZVpuRAR+/58aM74zUqmtm2swUivnL8yVyjqrCJx8amTrJjW7PZfDFN6lOG8hEn1To16MAoz5Io/WT9gm2X3zOnTWrDWzYmXjX986cPCZ9ELfuK/fv5c7pUzpWb06y+XYuxSv8vdxAt16Z9w27nHmfato0GDQISpaEZ5/VTjVq3DsEVhQFVVWduAY15ymP+ahKaNNstaHOW7xbVdXa97+lc8qXod22i2cd3QWnlt+Di1s/HC0WCzvXbyRs/gLWh63AnJlJ+57deWH4WxTx88uR/pgzMzGbzbiZTLZpz2xm39ZtWUHdlfhLWdeVLlOGDp2epsPTT1O+YsW7zqn3IDsP+f1/KKc5887K3eR0KGOrv8+D9ju3PR95lYR/tqeqsHyJgZk/GNm03oBer9KyjZlefTNo1tLstAfezio9HQ4f0rN7p57dO/Ts2Wkg5rR2dOriolXjhTQx06ipmdr1LNkePncmRmFQP3f27DLw0qvpvDsmDRcXGzwQIR6SqsLET418Od6NaTOT6dDJOSs9MzKgSmkvOnbK5PNv7LPy7ZkYhcZ1PGnWwsyMOSmP1Iajik1efdHEvt16Nu+1fWj35ssm/ljgwvodSZS8z9QKzrzfpaqwYAHMmgWrVoHZDJUrw7593PGZuW4dNGsmod2/SWgnw2OF+E96vZ76zZtSv3lTkhMTMWdm4v3YYznah/cHvsKmv1fTunMner0yiJLlyj50GxaLhX1bt7Hmr6WsXRrGlfj4rOsCS5WkxdMdadGhPc1r1Hbo4hdCCCGc08H9OkaPMLFzm4HA4lZGjk6j23MZ+Prl/i9zHcVohBq1LNSoZeHFQdplF84r7NmlZ89OPdu2GJg6ycg3X7phclep31AL8Bo3M1Oh0sNN5L92tYHXXjSRaVb4fnYy7Z5yzpBE5A+KAkPfTqd+QzMNGznvIgyurvBEYzMb19nvkDkgUGXI8HTGf+TGmlUGmrfKPa9NkwlSU21/3LBts54Fv7ry2pC0+wZ2zk5RoFs37XTpEvz5J8TG3gzsevaE4GCoVQv69HFsX4XzktBOiAfkqBVUU5KSyczIYNnc+SybO5+GrVrQ65VB1GjY4D8DNovFwv7tO/hn8RLWLQ3j8sWLWdcFlAyixVMdaNGxA8GVblbUSWAnhBDiVpcuKXz2sZFfZrryWCGVL6ek8GzPTKmqs5MiRVXatDPTpp0ZSCcxAbZsMrBxnYENaw18NFqrui/8uJVGTc3UrW/BvYCKXg+KDvQ60OtVdHpt/iS9HnZu0zPlKyMVKlmZNiuZ0sG5+yBY5B1PNNYCuyOHdfzvGyOfTkp1utWWQ5qYWbHUheiTCiVK2udLioGD01kw14XRw91Ysy3J6f4G92JyV0m18UIUGRnw9lsmAopbeXNE7pvn778UKgQvvHDz97Q0uHAB5s/XplDw94eEBMf1TzgvCe2EcHL1mjVh+7r1eHp7k5GRzpZV/7Bl1T9UqF6Nnq8MpGn7dhiuL0NnsVg4sGNnVlB36cKFrHb8g4Jo8VR7WnTsQJnKlSSgE0IIcU8WC8ya4crnY91ISoIBr2QwZEQa3j6O7ln+4ukFoW3NhLbVqm9izyhsWq8FeBvXGVj0m+sDtfNsrww++SIVd3d79laIR7N/r57f5rpy/pzCzHkpThVaNWqqvfY2rTdQomTmfW79aFxdYdznqXR/2oNPP3bj3TFpTrHC9P2YTCqpNh41PH2qK8eO6Jk5LznPv1+5ucHq1XD+PCxbBo0bQ5kyju6VcEa54O1AiPytfvNmfPPBRxhcXJi3ZQOLZv3Mwh9/ImLfft576RX8igfyTL++XDh7lrVLlhF//nzWff1LlKD5Ux1o8VQHykpQJ4QQ4gGcPqXw5ivubNtsoFHTTD7+NI2y5aU6yxn4B6iwRJRxAAAgAElEQVR065VJt16ZWK3aKrXmTAWLVavUsFq0wNViAatFwapqB9blK8rzJ5xXt16ZpKWmMmqoibWrDTzZ3nmGiAaXsTLglXSK+Np3KoDGzSx0ey6DaVOMrFhq4JU3MujaM8OpAsxbqSrs22PAzWTb1XX1evj8mxS7LfzhjIoWhf79Hd0L4cwktBPCyQWVLUORYn5cOBvHxbg4Xhg2hF6vDmL5gt+Z+79pxESdZOpHY7NuX6x4cW3o61MdKFulsgR1QgghHoiqwrxfXHj/bROKApP+l0LXHpk2OxgTtqXTcX21SZlXUOR+Idcr2uwxR1p2KAqMGZ+WI9v6cnIqrZ/MZMpEIyOHmPhygpEBr6TTp38Gnl450oUH9utsFzatNzD+y1Sbfka8/HqG7RoTIo+Q0E4IJ6coCvWbN+OvX35l29p1lKtaBTeTiU59e/NU715sWrmKv/9YhG9AAC2e6kD5alUlqBNCCPFQLsUrDB1s4u8wFxo2MjPp2xQCiksYJITIGQa99n5jccICK4sFrlxWKPy4fd8TdTp4sr02p+XmDXomTzQy7gMTUya60W9AOi++nEGhwo5/Xz4bq/DRaBMNG5np3d+2IVtmJpw4pqNkaavTVhkKkdN0ju6AEOL+6jdrCsC2Netuu1yn09H4yVDGfv8dr30wmgrVq0lgJ4QQ4qFsWKun5RMerFtt4MNPUlnwV7IEdkKIHPVYIZWxn6dSvZbzrSb70Wg36lfzRM2ht0VFgZAmFuYvTiFsTRIhTcx886WROpU9eXe4GzHRjtvXV1UY8YYJsxm+nJyCzsZpwvo1Blo09OTAPlntSIgbJLQTIgdlpKdz8ugxzsfGYrU++PwytRuHoNfrObhzF8mJiXbsoRBCiPwiIwM+fs+N7k974OWtsmxNEi+9mmHzgzAhhLgfTy/o/1IGZco63/yLfsWspCQrJFzL+W1Xr2Xh+59TWLcjiac6Z/Lzj67Ur+ZJn2fd+Xu5AUsOZ5y/zXVhzSoXRn2QZpfVdCtV0R5Q+EEJ7YS4QYbH2lkJYwGbtBOdnmyTdkTOyMzIICbqJFFHj3LyyDFOHj1K1NFjnIk6ieX6p6ubu4nAUqUoEVya4qVLU6JMMCWCSxNYqhTuHrf/33h6e1OpVk0O7NjJro2badK2zW3X2+r/7EHk5LZE3uTn5e3oLjyS3NpvIe4mKlLHqy+Y2L/XQO/n0/ngk7Q8v1KfEMJ5mc1w7IiOor6qUwwBvZVfMa0/cWd1ePs4JlQsU9bKV1NTGf5OGr/MdGXubFf6dS9AsQArvfoa6dE7A18/+/7dzsUpfPC2iboNzPR/yT5zz/n6qTxWyEr4AQnthLhBQjshsinh6lV2bdzEySPHtJDu6DFOR0ZhMd85KYeiKPiXKEFKcjJX4uM5fiic44fC77jd436+FA8uTYng4KxQL7hSRQ7s2Mm2NWvvCO2EEEKIB6GqWqXEO8NMuLqo/PBzMm07OuEkUkKIfCUxQaHlE5589GkqLw5yrsUIigVoQV3cWZ3DV2Iu5q8y4t10hoxIZ9VyA7N/dOXzcW5MnGAktK2Z557PoHEzs80rplUV3n7LRHo6TJyaareKbEXRqu3CD0rJt8gZiqK4ARsAI1o+9ruqqh8oilISmAc8BuwBequq6pA3JwnthMimV5/uwonDEbdddiOcK1m+LCXLlaNUubKULF+OEsGlcTOZAC3si4mM4tTxE5yOjOT0iShOR0YSE3WSi3HnuBh3jt0bN9+xve3r1ufI4xJCCJG3JFyDkUNMLF7oSoMQM5Onp1DM37kqWoQQ+ZPBoL0XmTMd3JG78CumBXVnY51n3mgXF2jb0UzbjmZORuqYM8uVeb+4ELakACWCLHTtmUmT5maq1bBgsMER/6LfXfg7zIUPxqVSqrR9g8tKVaz8NN0Vsxmb9F2I+0gHmquqmqQoiguwSVGU5cBbwFeqqs5TFOU74AXgf47ooLwMhMimtNRUANr16EbNhg0oVb4cJYKDMRX473FGXj4+VKpVk0q1at52ucViIe50DKcjI4k+EcnpE5Haz8cjuXThAkZZSkkIIcRD2r1Tzyv93Tkbq/D2e2m8OiQdvYw+EkI4Cf31o9K7DFRxuKK+KiNGp1GthvMtkgFQsrSV0R+lMfzdNMKWuPDLT658Od7IF5+44eml0iDETKOmZhqGmClXwfrQVXLRJxXeG+5GrbpmXnzZ/oVGz/bMIKSJOccW/hD5m6qqKpB0/VeX6ycVaA70vH75LOBDJLQTInfyDwrizMlTNHmyDY3atM52e3q9noCSQQSUDKJhyxa3XZecmCihnRBCiIeycL4Lw183UaSoyp8rk6lVxzkPPIUQ+dO5OIXXX9K+7Ha2+exAq2p7c3i6o7txX0YjdOqSSacumVy6pLBlg56N6wxsWm/g7zBtpI+Pj5W6DS3Ub2gmuKyV9DRITVVITVFITYW0VO1cuwyOHtGzY6sBN5PKxKmpOfJlT/mKVocPQxZ5TmFFUXbd8vt0VVWn3/hFURQ9sBsIBqYCkcBVVVVvfI1wBvDPqc7+m4R2QmSTf1AJAM6cOmX3bRXw9LT7NoQQQuQNmZnw0Wg3ZnxnpEGImemzUyhUyPkOiIUQ+ZPFAno9+BRUSUqCsZ+n0rWHE46PvW7NKgMb1xn4YFyao7tyX4UKqXToZKZDJy1ziIlW2LbFwLbNBrZv0WeFeHej06m4FwCTSc2qMnymawbFg3Lu8+P4MR2LfnNh+DvpKM4zKlk4gN7ViHfxEtlq4zLEq6pa+17Xq6pqAaoriuIDLAIq3O1m2epENkhoJ0Q2BZQMAuDMyVOO7IYQQgiR5cJ5hYH93Nm+xcCAV9IZ/VEaLi6O7pUQQkBKCkybYuTP311YsT4JkwmWrUl2+nBm5zY906YYKV/RQrdezhsu3k1gCZXAEplZoej5cwqxZ3SYTComE7iZVO1nd62y0NHPxZ6deiZ95kZIYzMNG0l1uMgZqqpeVRRlHVAf8FEUxXC92i4AOOuofsmyLEJkU0BQEACxp6Id2xEhhBAC2LVDT5smHuzfq2fKDymMGS+BnRDC8axWbbh+o9qefD7OjbLlrCQnaemQo0OiBzHsnXSeaGRm1FATEeG5+zC6qK9KzdoWKlSyElTKiq+fircPuLo6x3PR8ZlMfHyszPrB1dFdEXmcoiiPX6+wQ1EUE9ASiADWAl2u36wvsNgxPZTQTohsu1FpdyL8MFvXrCUlKdmh/RFCCJE/qSr8/KMrndsWwNUVlqxK4pmuuasaRAiRN8VfVGjfogCDX3KnSBEri5Yn8f3PKRR+PPcM2dfrYeqMFLy9VQb0dicxwdE9yrtMJuj2XCbLl7pwLs4JUkSRl/kBaxVFOQDsBFapqroUGAm8pSjKCaAQMMNRHZThsdlQwljA0V0QdvCwz2vRshUwubtz6cIF3ur+HHq9nuo1a9KwUSMahIRQt3493AvI/4oQQuQkPy9vm7QTl3DNJu3YW1oavDvMxNyfXWnWMpMp36dS8LHcczAshC1es7nl9ZqfqKpWufVYIZWgUlb6D0zhmWczH3oFU2dRpKjK/35MoWuHAvw2z5X+L9l/NdX8qu8LGUybYmTOLFeGvu38C4GI3ElV1QNAjbtcHgXUzfke3UlCOyGyyc3NjUVhYfy1aBFbN21i/9697N65k907dzJ54kQMBgPVa9WiYUgIDRs1ona9uri7uzu620IIIfKI2DMKA3q7s2+PgTeHpzF0VHqOrPAnhBD/ZdtmvbYYzpwU/IqpfDsj1dFdson6T1hYvi6JSlVkhVN7Ciplpf1TmVhkSjuRz0loJ4QNVK1Rnao1qgOQmJDAjm3b2LJxE1s2buTg/v3s2r6dXdu3882XX+Li4kKN2rVpGPIEDRs1om6DBri6ynwNQgghHl7YXwZGDjGRnq4wY04yT7Y3O7pLQoh8LjEBPvnQjVkzjJQIsnDxgoJfsbxV+Vu5qhbYnTiuIyUJqtaQAM8eps1KcYo59oRwJEVVH/wNVFEU9WFu76y2XbTNwh85OTw2Oj3n5kmTYb+2lXDtGju2bWPzho1s3bSJQwcOYLXe/GAvVbo0X0/7jlp16jiwlyI3s9UwQCHEnZx1uN2lSwrvvOXGkj9dqVLNwpQfUihTVg4aRe4lw2PzhtUrtS8SzscpDHglg+HvpOGeRw8tVBVahXhw9arCyvVJFCqc+4+TndG1q3AmRnfPysa8tB+sKAqqqkpMeQuDb1HVu2/3bLVx+bNvdquqWttGXcpxUmknhJ15eXvTMjSUlqGhAFy7epXtW7eyddMmVi4LIyoykqdah/LakCG89fZIqboTQghxX1+ON7J0sQuj3k/j5TfSMcgenRDCCSxZ5IKXl8r3s1OoWTtvj2tUFJg4JYWOrT1oWMOTbr0y6PtiBqWD888XKKoKKcmgN2grz9pqrsL4iworlxkIW+LC2tUuGAwqUecT5LNO5Eu5dApQIXIvbx8fWj/5JB+MG8fa7dt45Y03UFWVb778krbNmxMRHu7oLgohhLAhVVU5GxvLmlWrOHbkiE3a9PNTUVWFvi9KYCeEcKz1awxERWqHlWM/S2XlhqQ8H9jdULWGlb/+TqJlaCazfnClcW0PzsTknUIpsxnOxChs36Ln+FHtOb58WaFHJ3ca1fagtJ8XZfy9KVXUm6lfGQGIiVYo7edF+eJeVCrpSfWyntSv6snv81wAuHhB4fNPjMz6wZXlSwzs2qHn9CmF9OtrTfz0vSvVyngy/A13ok7oGDQ4nWVrkuSzTuRb8q8vhAMZjUZGfzSGVm1CeWPQyxw+eIgnmzZj+LvvMmjwa+hlJnEhRD5nNkNmJphMju7Jg0lJTuZIRAQRh8KJOBxORHg4EYfCuXr1KgBe3l7sP34co9GYre2Ur6QdEB+J0FO3fv44OBZCOJ9Fv7vwxkATLduY+XFOCp5eju5Rzqtaw8rUH1L58JM01q42EBCoDZMd864bhQpb6dEnk0KFnHvobEoyJCYqFPVVsVhgQB93jkXoiD6lw2LRQsjnX0pn3OdpeHioXLuqUL6ClZahZgoVtqJaFeqHaHOquntAn/4ZmM3aZ7g5UyE1FYoU1SoQY07rmPSZkX+PAv12RgpPd8mkTj0zQ0am07ZDJhUqWWVOO5HvyZx22SBz2glbSkpM5KPR7/HLzJkA1Klfn//9OINi/v6O7ZhwenlpLg+R8xIS4PBhOHRIOx0+DI8/Dm3aQOvWULSo4/oWEQHdusGZMzB+PLz4Ijm+Kuq/58g6GRlF9KlTXDh/jvNx5zh3Lo4L585z7tw5zsWd5eyZWO62r+Tt7U1iYiJWq5VNe3ZTqnTpbPXrTIxC3cpeTJiYSp8XMrLVlri3Y0eOcHD/fmrWrkPJ0qUc3Z08Tea0y31++M6V90eaqP+EmZlzk5HdkZssFujV2Z0Na10wGlWe6pzJM89mULueBXd3R/dOC1sP7NWq544f1RNzWkdou0x++jUFgGc7FsDbW6V0GQuBxa34B6gEl7NkBZLZlZkJl+IVLl5QuHhBx4XzCiGNzQQUf/j289J+sMxpdyeZ004q7YRwGh6ennz29SRC27Vl2ODX2bltG13bd+D3ZUvxK1bM0d0TQuQBMTGwdq0WzoWHa+enT9+83t0dKlSAffvg11+1y2rUgNBQLcRr0ECbs8beVBV++gkGD9b6VKkSDBoEP/4I334LtWrZvw//tnXTJiZ9/gUb1637z9sZDAbKlCtLhUqV8Snow8XzFzh//jzHjxzJWoToyuXLkM3Qzj9AxctbJSJcZjqxtYRr11i88A/mz5nDnl27si4vWaoUzVu3onmrVtR/4glMuaX8UwgbU1X4bKyRr79wo037TL6dkYKbm6N75Vz0epj3ZwpHDuuY9YMrv81zZcGvrrzzYSqvDckgMQEO7tdTs47FLn+7S/EKRyO0QO7YUR3Hj+gxuqn8/JsWyv04zZXwA3pKlbFSq66ZHn2s1Kh1s2p7wV/2LRhxcQFfPxVfPxXIP3MACvEopNIuG6TSTtjLpUuX6NnpGQ7u30+p4GAWLltKUV9fR3dLOKm89A2jsJ8rV7Sc6MoVLXgrXx4qV9ZOlSpp50FB2iTSVivs3QsrV8KKFbB1qzbExcMDWrTQQrwuXbSKPFtLSICXX9ZCw2bN4JdfwM9P+33oULh4Ubt+7Fjw8bH99m+lqirzFy9m0uefsX3LVkD7gqV6jRoU9fOlSFFffG859/bx4XR0NFs2bmTdP2vumL+ueIkStO3YkZHvjc728FiAp9ton9d/rsi5fYS8ymq1smn9BubPmcPyJUtIS0sDwNPLizr16rFn586sIc4AbiYTTzRqRLNWLalYqRIpKSkkJyWTlJRIcnIyKUnJJCUlkZycRHJyMiWCgnhz+HAUGed1T1Jpl3ukpUHX9gUoV8HKhK9SZa6xB5CcBNu3GihT1kJgCZXlSwy88FwBjEaVWnUtNGxk5olGZmrXs6DXQ8I1SEhQUK3aZ7KqKlhVKBFkRa+HQwd07N+rz6pSu3heR2KiFhQCvNTHnaWLtTnkPDxVypS1ULWGhfFfau9tly4p+PioOV69bg95aT9YKu3uJJV2EtrZna0CMAnt8p/Lly/zbMeOHD54iOCyZVm4bCmPFyni6G49sPy+852XdiBE3jBmDHz4IaxeDU2a8FAHWQkJsGaNFuCtWAHR0RAYqF0WHHyv+yQQFRVFfHw8ISEhuD1AKcGuXdC9O5w8qfV31Kjbh8NevQrvvw9Tp0LhwvDll9CrFzaZ7yYjI4OEhASuXbtGQkICkZGRfPHFF2zfvh0AHx8f3nzzTV5//XUKFiwIaKHe4cOHWblyJStXrmTDhg1ZYQ9AgQIFaN68OaGhoYSGhhJ8rz/WdQ/7njfqLTcW/e5KRHRCrpjzxxnfF0+ePMnMmTOZNWsW0dHRWZc3b96c/v3706lTJ9zd3TGbzezYsYOwsDCWL1/Onj17HnpbW7ZsoUGDBrbsvrCT3Lz/YU9paWDOBA9PLYRyL2Cb99/8KDEBtm42sGWjgc0bDBw+pENVFXaGJ+AfoPLVZ0Y+H3fn52ZE9DW8feCj0W58N1n78sfHx0oRX5UiRVR+XZSMwQC7d+pJTFAoW96CXzEVRXGu92Bbvsac6XFll4R2d5LQTkI7u5PQTmTHpUuXeLZDByLCD1OuQgV+X7qEQoULO7pbD0RCu7yzAyFyv4QErYquUSNYvDh7bakqbNsGHTuCi4vK2LHbsVoPERUVddvp0qVLWfcZPXo0H3/88X+2+fXXMGKENofer79qfb2XPXu0arsdO7QA8ttvoWLFB+v/0aNHmTJlClu3bs0K6BISEm4L225VuHBhhg4dyiuvvIKX180Z1j/44AN+/PFHzpw5c9vta9asSWhoKK1bt6Zhw4a4PsR44od9z5v1gyujhprYcSjBZvMM2ZMzvC+qqsrRo0fZtGkTc+bMYd0tw52DgoLo168fffv2JSgo6D/bOXfuHCtWrCAsLIzY2Fg8PDzw9PS86/nKlSsJCwu77+tAOI/cvP9hLwnX4PmeBTAYVOb9mSJhnY1duaywfaueRk3MFPCAg/t1HDqgR6fTgtEb5+2fzsRohAvnFTIy4PEiKg9auO0M78E3SGh3dxLa3UlCOwnt7E5CO5Fd8Rcv0qV9B44dOUKFShVZsGQJhQoVcnS37ktCu7yzAyFyv08/hbff1kKuOnVs0+b+/ZnUqXONzEwVaAXsv+16Nzc3ihQpwunTp2nSpMlt4citLl2Cfv1g6VItCPzxR3iQtzirFX74QXtciYlaFeG7797rtlZWrlzJN998w4oVK+56G71ej7e3N97e3nh5eeHj40PHjh0ZOHAgBQrc/rloNpspWLAgSUlJADRp0oQBAwbQqlUrimSjIvph3/N2bNPzdKgHsxck0zLU/MjbzSmOeF9MSkpix44dbN26lS1btrBt2zYuX76cdb3JZKJz5848//zzNG3aFJ3O9nMELl++nLZt21KrVi123TJHnnBeuXn/wx4unFfo2bkAxyJ0TPoulWe6Zjq6S+IRONO+qYR2dyeh3Z0ktJOFKIRweoUff5wFfy2mc7v2RIQfpvtTT7Pgr78o+FhBR3dNCJELWCxaFVvr1rYL7JYvh1GjwsnMLAIUw8/vFwYOXEipUqWyTr6+vsTFxeHv78/+/ftRVfWu83m9954W2Hl7Q4cOD746bGYmlCihPa7587V2Xn8dPD1v3iYpKYlZs2YxefJkjh49CmhhYu/evenduzdFihTJCulMJtMDzzdmMBhYtmwZzz33HDExMezatYvevXvzuD0m+fsPFSpaMBpVhg028cMvKdSua7n/nfKB2NhYJkyYwKZNmzhw4EDWAiA3FCtWjAYNGtC6dWu6deuGt7d9D/iaNm2Km5sbu3fv5ty5c/jKHLUiF8nMhH7d3TkZqWPW/BSatXT+LwiEECIvkdBOiFygSNGi/LbkL7q0a0/4wYP06NSJ+Yv/xNves7ALIXK9DRsgLk4L7mxh4kRtQQgoBmxi4MCqjBxZmZIlK99xWz8/PwoXLkx8fDxNmzalUqVKVKxYkQoVKlCxYkV8fX15/32FokVhzhwYMABeew3at9fmqmvbltuG/Zw7B2FhWsj399+QnAwmkxb29e59M7C7fPkyY8eOZcaMGSQkJAAQGBjIq6++yosvvmiTauXGjRuzf/9+Xn75ZebPn8+LL75IWFgY06dPz7FqaE8vmLc4mTcHmXihlztha5PwD8j9IyKyIyUlhTZt2nDo0CFAq6CsXbs2DRo0oGHDhjRo0IDixYvn6IIQJpOJ5s2bExYWxooVK+jXr1+ObVuI7PpglBv79hiYNjNZAjshhHAAGR5rZzI8VtjS2dhYOrdtR/SpU9SoVYu5i/7Ay84VAo9Khsc65/Mi8p9Bg+Dnn7VVV93dH70dq1Ubivr55+DtvZJr1zry2msvMXny5PtsfxDTpk2763U+Pj5ZAV6FChXR6+uzf39lwsI8uXBBwccHnnoKXFxg/37YuVO7X2CgFuy1b6+tMGsy3d7u4MGDmTJlCgAhISG8/vrrdOrUCYMdljhUVZVffvmFV199lcTEROrWrZu1eMXDetT3vGNHdLRv6UGp0hb+WJ6crefZnuz9vqiqKv369WP27NmULVuW6dOnU6dOHdyd4A8yZcoUBg8eTPfu3Zk7d66juyPuIzfvf9iC1QppqdpCE0cO6ziwT8+zPWVIbG7nTPumMjz27mR47J1keKxU2gmRqxTz9+e3pUvo3LYde3fvplfnLvz6x0I8b5kcXQghbjCbYeFCrRItO7lFZia88IIW/tWqtY3du9sSHFyKCRMm3Pe+//vf/3jnnXeIiIjg8OHDHD58OOvnK1eusHXrVrZu3XrbfUwmT4KD+6DTPceiRXVRVR2VKsHYsVpQV7Xqf69YqL8+xjYnJv5XFIWGDRvi5eVFYmIi/v7+dt3e3ZQtb2XK9yk838Odoa+Z+HZGar6cJP77779n9uzZuLu7s3DhQipXvrP601FuLGJiNkulknBuJyN1vPWaCf8AK1O+T6V8RSvlK1rvf0chhLADo9GV0iVLZquNy/e/iVOT0E6IXCYgMJDfly7hmXbt2L1zJ6NHjODr775zdLeEEE5o7VqIj4du3R69jaQk6NoVVqyArl0PsHBhCIqi8tNPP92xQMPdKIpC8eLFKV68OKGhoVmXq6rK+fPn7xrmnT9/nhMnpgJT8fcvydy582nU6MEn5LsxZ1h6evpDP96HFRkZSdOmTYmNjaVx48b8/PPPdt/m3bR+0szb76Uz/iM3Kla2Mvgt+z92Z7J7924GDx4MwLRp05wqsAPYt28fANWrV3dwT/KPq1chIkJbqMZs1r58MJuhVSvw8oLwcNi6VbvM2xuKF9fmySxWzNE9dwyrFWZ858r4j9xwdYUevTMc3SW7OxWl40iEjoRrCteuKly7ft5vQAalg62sXW1g3Adu1KlvZvBb6RTzz/0jzoQQuY+EdkLkQoElSvD519/Q85lnOHbkqKO7I4RwUvPng4cHPPnko90/Ph7atYNdu6Bv303Mnt0YVVUZM2YMISEh2eqboij4+vri6+tLs2bNbrvu8uXLhIeH8/bbb7NlyxZatgxh5syZ9OjR44HavhHanTt3Llt9vJ+oqCiaNWvGmTNnCAkJYdmyZfcMMnNiuN1rb6VzOFzHhI+MlK9ooVWb/FHVdeHCBbp06UJGRgaDBg3iueeec3SX7rB/v7a6crVq1Rzck7wjKQmOHIGTJ7XTqVPa+cSJUKECLFgAAwfeeb/wcKhYEVatgiFD7rw+OhpcfGDR7y6sXWUgINCKf4CVEiWtlC5jxddPzXOVrDHRCoMHurNjq4GWoZl8OikVv2J5M6BSVUhL06ZViD6lo3/P29+zvbxVQttmUjoYPDxVihS1MmemK3Nnu9KzbwavDZHwTgiRsyS0s7MHmYvuQeaQe5Db2GpbuVlemtPgftyunxcPCMizjzuvPi5bio6OZv78+Xh6elKtWjWqVKmC563LZ4p8KzMT/vhDmxPOze3+t/+3U6cgNBROn4b+/Zfyww8dABg3bhzvvPOObTv7L0lJSWzbto3kZO1zLSMjg3HjxjlVaHfq1CmaNWtGTEwMDRs2JCwsDA8PD7tt70EoCnw5JZWoE3pefdGdpauTKFs+Z4a15cT7dUpKChEREYSHh3Po0CEOHTpEeHg4p0+fBqB27dpMmjTJ7v14WKqqSmiXTYmJsHev9gVC69ZQuTKsX68Nl7+hYEEoWRKurz1DmzawbJl2ucFw81SqlHZ9//7QubO2YvXVq1pYFx2tVdoZDN6kXIbtm+GPWK0KDbTbJidrC+T88osWEpYvr53KlHm091pHzp+nqtr7hosrnI9T+GZaCp27Zea5UBK0z8TFC1349msjTZqb+WBcGo2amlmxPhFvbxVvHxVPr9tXMK9Tz8Kvf6QQE60weak5yF0AACAASURBVKKRX35yZfVKF7buS3zglc5tIS/uD+fFxySEvUhoJ0QudeNg1M/Pz8E9ETlNVVU2b97MpEmTWLRoEVbr7QflpUqVolq1alSrVo3y5cvTtm1bCfLyodWr4cqVRxsae+CAdsCbmgp9+vzM9Ol9APjqq6948803bdxTzYULF/jtt9+YN28emzZtyrrcy8uLZ555hiF3K4m5hxuh3dGjR4mJiSEwMNCmfY2OjqZp06acPn2aBg0asHz5cqd5jbm7w4+/JtO2mQfP93Bn2ZokfAo6uleP7tixY4wePZo9e/YQFRXF3RZEMxqN1KtXj9mzZ2O8dblhJ3H27FkuXbpEwYIFCQgIcHR3nJrFAunp2v9xfLy2UvXOnVpF3Y2n/ptvtNAuJAT+/BOCgrTTv9flKl5cO92Ll5d2Ai2oq1jx9uuHDdNOZjPExkJkJJw5c3NF6xUrtFWvb1AUqF8ftmzRfr94EQoX/u/5Nx0hNRXWrzGwfIkLUSd0/LUqGV8/lY27k7DDWj0Ol5IMv852ZdpUI7ExOspXtFCjlgUAnQ6qVr//FxuBJVQ++zqNwW+lczJKh16vhYBffWqkd/+MPFuVKIRwDnnwrVmI/CEuLg64eXAq8r6MjAzmz5/PpEmT2LNnDwAuLi5069YNV1dX9u/fz+HDh4mKiiIqKopFixYB0LRpU9auXevIrgsHmD9fO4ht3frh7rdhA3TsCB4eKl26fMP06W+iKArTp0/n/+yddVwU+RvH38vSomBgYQeICnZj3Fmnnh1nC8aJgdhi9xlnYWIHdmGLJ97PLlRsRNQTrBOTXGJ35/fHCMoJirqFzvv1mhcwMzvfB5adme9nPs/z9O7dW+NxnjlzhilTpnDs2DFUKnEiZW5uTvPmzenUqRNNmjTB/AvtK0WLFsXCwoLw8HCKFy9Oz5498fLyokiRIum+RqVSERUVhUqlIleuXOnulyzYhYWFUb16dfz9/VOaDBgKdgUEVvrG0f7XLLi7WbJxZ1ymnIzfu3ePevXqpVzvjI2Nsbe3p2zZspQpU4ayZctStmxZihUrppXOwJoiuZ5duXLlkBmagqNllEpRhEtMfP/V3Bxy5xZFuKlTRVfvw4eiyy08HPr3B29vyJoVjh8XG8/89htUqQKVKkGePOKxra1FJ7G2MTYWa90VLpx6/caNsHw5hIaKouKdO6IIlEzduqLwWLMm1KoliozVqqXeR5dcPC9n9TJTjh01IS5WhrW1QKOmSSmpogb8EfomJnhZsHmDKdVqKpkxV0H9RsqvFlILFhYoWFi8Tl25JGfxfDOWepvRxTWRoaMSyJlLEu8kJCQ0z3d6epaQ+P6RnHY/DtHR0SxYsIClS5emvO+5cuXC3d2dfv36kf+DqtlJSUlMnjyZ6dOnp6z79cP8IYkfhmPHIF8+cdKcEfNRRIQ4gfbxgRIlBGrUmMyqVZORy+Vs2LCBzp07azzGM2fO0LBhQxQKBcbGxjRr1oxOnTrRokWLb3KuWVtbc/nyZaZMmcK2bdtYvnw5q1evpmXLlhgbGxMZGfnREhMTk/L61atX07Nnz5SfBUEgPDycc+fOMWbMGB4+fEjVqlUNUrBLpmp1FTPmKRjuYUmDWlYMGJxAmw5JOk3p+hbCwsKoX78+z549o169eixatAh7e3tMTU31HVoKr1+/5urVqwQFBfH69WscHR0pU6YMpUqVwsLCImW/5NRYXTWhSE55BNi/X2y2EBMjOqwUCtHFtmKFuH3oUPj7b1FQMzUVBbWiRWHrVnH7tGlw96643tRU3C9/fpg8Wdzu5gY3bojHjYsTl+rVYe9ecbuDAzx4kDq+1q3F1H2ZTDzfyGSiU65aNejQAerVE/czMxOFPEMmSxYoX15cPkQQRJfgqVNw5sz7v8eCBeDpqfs4AZ4+NiLgLxMaNUmiY9ckatZWYmKin1i0SVISrF9tSt2flZS0V9PPM4GO3RKpXFWl0XGq1VBx+nI0c2eas3aFGTHRMrx9FBodQ0JCQgIk0U5CItMiOe1+HLy8vFi6dCkATk5ODB48mE6dOqWaFCZjYmKS4kpycnLixIkTZM+eiXPjJL6a6dPFCXVyXaf0tKXoaLFw+5w54sS7d2+Ijx/B2rVzMTU1Zdu2bbRq1Urj8T169Ihff/0VhUKBg4MDO3bswMnJSWPHd3R0ZMuWLUyYMIHp06ezZcsWdu3alaHXyuVyTpw4wfnz51OWD+vjValShSNHjmD933w8A6Nz9ySyZo1lwZ/meLpbcuNaAlNmxus7rM/y5MkT6tevT3h4ODVr1mT//v16rxf49OlTLl26RFBQUMqSXEvvvxgZGVGiRIkUJ+DRo0cB7dSzu3NHTMcMDX2/PH0Kz5+Ljq49e2DDBlFcsrAQlw+7o9rYiA4yMzNR7IiPTy3yJx8/Pl4U7MzMoGLF99stLETnm6WluFhYpE4zHT5cPMeYmYmin5kZ2Nm93x4e/n06vGQy6NVLXEB8P2bNgqpV9RdTs5ZJ3LltxNqVZhQtrsa5vIrsOb4vZ9j/AoyZNMac0BA5g0fGM3JsAsVLaK+uZ6EiAk7lVOzYAs1bJ2ltHAkJiR+b7/AyKSHxY5A8gZREu++f5BpOI0eOZObMmZ9Nr3rz5g0A3bp1SxHsHj16RIMGDQCoW7duyiLVV/p+6d5ddMd06QL168ORI5Ajx/vtiYmi22bqVNFl166d6KqxsAincGFRsNu3bx+NGzfWSnxPnjwhMlIswB4SEoKzszOlS5emQYMGNGzYkLp162qkTpyjoyMbN25kwoQJHD9+nCxZsmBtbf3RsmTJEsaNG0fZsmUZO3YsT548SXWcHDlyUL16dVxcXOjfv7/BC3bJNG+t5NdWMYwfZc6qZWZUrKyiVTvDnVxGRETQoEED7t+/T6VKlQyiwYefnx9t27b9qJ6ehYUFzs7OVKhQgVy5cqU0yQgNDeXu3bvcvXuX3bt3p+yfUdEuMVEshi+Xi40X9uwRhbgPl1u3RLFs61bR9ZbcYKFkSfHznpAgCmje3uLnPD2H5YQJn45l48ZPb3/3PCld+vX79PbvUbBLizx5xIcj+sTERBSW7ofKWTDbnJVLzej5ewK/D0wkZ87MLd7dCzVi8hhzjv1lQtFiKtZuiaVRE910z/65kZLo6HjqN/oxunVLSEjonh/kUikh8f0hpcf+OCQX0RcEIUP1kJKFEIVCTNNQqVR069aNu3fvAmJh95UrVwJi7a969eoxZswYSpQooY3wJfRIhw6i+6VdOzHl7OhRsLWF7dth7Fgxba1ePdi3T0xNA3j6VLw1sLGx0ZpgB1C9enWCg4M5fPgwAQEBHD9+nNu3b3P79m0WLlyIsbEx1atXp0GDBvzyyy9USw7wK7G3t8fe3h4Q0xrv3LlDYGAgd+7c4c6dOxw7dgyAP//8M5Vo5+zszObNmyldunSmrUcmk8HE6fHcuCZn+CALSpdV6ayr7Jfw+vVrGjZsyJ07d3BycjIYN+PFixcRBIHSpUvTtGlTKlSoQPny5XFwcECehhoWHx9PSEhIqi63dnZ2aYp2z5+LTWNu3xaX4GC4dw8uXhQdbVevwsyZkDev6JArVkysjZZM377QrZvolktLANOz3inxAS9ewLNnYo0+fVHGSc1K3ziCbxnhPceMxfPNeBFhxLwlCgQB/j5qTKUqykzXvGbLBlMunjdm/FQFPfsmZqgkhKYoVlzNkJEJuhtQQkLih0OWVheudHeWyYQv2d9QOf/iqb5DSEVhsywaOU5YQqzOxjJUfpT24Wq1GjMzM5RKJQqF4ouLtEtkLnx9fenevTsdO3Zky5Ytn91/8+bNdOnSBRMTE/z9/QkMDMTLy4s8efKwceNGrly5wokTJzh9+jRRUVEAuLm5sWbNGm3/KhJ6IiBALNgeFyempj15As7OAjNmCDRpYpRS/+rWrVvMmzePNWvWIJfLSUpK0plQlZiYyIULFzh69CgBAQFcvHgxpTEFwKZNm764rp4gCJw9e5ZLly4RHBzMnTt3CA4OJiIiIs39O3fuzKZNm1AoFIwbN4758+cjCAIVKlRg/fr135S++ywq8qtfqyn+fSajcR0rslkLHP5fDFYabHj7rdffyMhI6tevz+XLlylVqhTHjx8nT3LHAT0zYMAAli5dyqJFixg4cOA3HSsuTkxFd3GBn38WhfRGjUTBrUQJMbXU0VFMqyxaNLXrTiJzM2AAbNkCr1+nXq/Pc0NoiBFxsTLKVVQRGmJE3apZkckEHMuoqVpDSfWaKlzqKclhYGm0SiVsXm9K8ZIqatVRER0F8fEybHPrLs7794z4Y6I5U2YpsCug3XF/lPmNBMhkMgRByJxPCLVElsIFhTKjh33TMQL7DbksCEJlDYWkcySnnYSEloiLevL5nTKIZTa7VD+/fv0apVJJ9uzZJcHuByA5hfXRo0cZ2r9z585cunSJ+fPn06pVK+LjxRpWa9eupUGDBjRo0ICRI0eiUqlYsWIF/fv358WLF1qLX0L/NGggpsd6eMCrV7ByZTxTpzrSrVsUzZo1o3bt2uzevRt/f/+U17i6uurUWWZqakrt2rWpXbs2U6ZMITIykoCAAH777TdUKhVZsmT8oVNsbCwbN25k8eLF3Lx586PtlpaWlCpVCkdHx1RfS78rxmVhYcHcuXNp2bIlrq6uBAUFUblyZaZMmcLw4cM/clcZgiCXEfLmE/BZG0eHFlkYOsCS5evjvrqLoiaJiYmhadOmXL58mWLFihEQEGAwgh2IzYCAb0rXFgTR4TpypFjHbd06cX3NmmKqa4kSYs23/2JAfTckvpECBeDNG4iNFWsMGgIlHd47bgsVUbPzQAznzxpz4ayc7ZtNWbdSxupNsTT5VcnlQDkb15liV0D9fikoUKiwWicNLa5cknP1ipzgm3LOn5VzP1ROlx6J1KqjIGs2yJpNt8Li1PHmnD1lLH1GJSQktI4k2hkAGXHISUhPmT5EakLxYxEaGgrwRQLtnDlzePz4MTt27ADAw8ODJk2apNpHLpfj6OgIkOK4k/h+cXGBoCBQq+HIkf8RHv4QEJ2cvr6+gChWubq64unpiYODgx6jFTvAKhQKVCoVDg4ONG/e/LOvefDgAUuWLGHNmjW8ffsWEM+TLVq0oHTp0ikCXYECBTAyMvrs8erUqcP169cZMWIEPj4+eHl5sWfPHtavX5+SapvZqOGiYvTEeKZNsGDFElP6Dkz87Gu0ef1VKBS0aNGCs2fPUrBgQY4dO4adnd3nX6hDks+PX9sp+PJlGDwYTp+GcuXExhB164rbsmRJ3bhB4vvlXaULHj8Wu+oaGmZmULO2ipq1RYdzUhLcui6neEnx53+fyjj5tzH/PpPxoRHo2NloHMuo2bPThM0bTLG2Fsj2brG2EejtnoBVVvjnvhHP/5UhNxZT9o2MxK/lKqgwMoKnT2S8eS1DpYR7oXKCbxkR+VbGbG/xweOsqWacOm5C9uxqHMuqGTUulmYt9VNH7vQJOX8dMmHMJMU3u/uk+Y2EhMTnkEQ7CYlMiFTP7sdBEAQWLlwIQK/kNnQZwMjIiA0bNmBsbExsbCyzZs1Kc7/k/6Hz58+zZ88erXQJlTAsjIzgzJkzgNispGzZspw5c4Zq1arRt29fcubMqecIRdRqNTNnzgTEJizpiWyCIBAQEMCiRYs4cOBASrOA6tWr4+HhQbt27TD9BiuElZUVy5Yto1WrVvTq1Yvz589Tvnx5HB0d6devH25ubl99bH3Rb1AiVwKNmTbBnHIVVFSvpfr8i7RAQkICbdq04X//+x/58uXj2LFjFClSRKcxxMXFcerUKbJmzUq+fPnIly/fRw9IvtVpt20bhISIDSF69pRSXX9Ukvs+PXpkmKLdfzExgfKV3p8bmrVU0qxlNElJooD35LERjx8ZUbio6NZTq8UuwxHPjYiKlBEZKUMRJ8Otj1jvbfMGE5Ys+PjhY9jLSIyMYNE8M9avel+MzsREoFRpNWq1eN2aPiceKysFefIKenUIq1QwaYwFBQup6d3v8w89JCQkJL4VSbSTkMiESE67H4egoCBu3bqFpaUlbdq0+aLXmpubs3nz5k/u4+DggIeHB4sWLaJt27asWrUqU4oQEl/G6dOnAWjbti0tW7bUczRpc+zYMW7duoVMJsPW1haVSpUqLTU6OpoNGzawePFi7ty5A4gpth07dsTDw4PKlTVbuqRx48bcuHEDT09PfH19uXLlCn369MHd3R3HMmXo6uZK5+7dMc4E7TBlMpi/NI4mP1nh7mbJkZMx5Mmr+5pVcrmcv//+G4BDhw5RsmRJnccwceJE5syZk2qdjY1NioCXL18+bt26BWTcaZeQAAsXQqVKYt268eNhzBiwsdF4+BKZiA+ddpkZExMoWFigYGEV8F7Ua9MhiTYdUnemTkwkJXW2m1sitespUatlCIKYMq5Wvxexu7omUqeeEmRic4diJVKn3ZYoaRjNc3ZsMeH2TTk+a+OQKtTollOnYOVKiImBpk2hY0ep2Y7Ej4Hh31lKSEh8hOS00z2JiYkolUosLS11Om6xYsWwtbXlxYsX+Pr60rt3b42P4e3tTY4cOZg8eTI9e/bk1atXDB8+XOPjSBgGSUlJXLx4EYCaNWvqOZr0MTU1xcjICLVaTYsWLciXLx9dunShSZMm7N27l3Xr1qWkLebPn59+/frx+++/kzt3bq3FlD17djZs2EDjxo2ZO3cu169fR6VScfP6dbyGDGXMsOGUKl2aLj26061nT4MW8LJmg9Ub42j6sxW9u1myY3+sziegCQkJ2NjYEBERwZQpU9i+fbvO/2bJXbbz5s2LsbEx//77L2/fvuXt27cEBwen2jcj/1sPH0KrVnDtGnh6iqLdN5TCk/iOKFBArGVYp46+I9EdH5qcCxURKFQkfVdvGSc1ZZwMQ5j7FL80SyI6SkHz1kmf31lCYxw5Au7u4OQkdtL+/Xc4fhxmzBAFcUHAIGq0Skhog88XdJGQkDA4kkU7yWmnXZ49e8bq1atp06YNOXPmxNramvbt23Ps2DHUat3cWNrY2ODt7Q3A8OHDefpU892vZTIZkyZNShlnxIgRTJs2TePjSBgGQUFBKBQKHBwcsLW11Xc46VK3bl1CQ0OZPHkyxYsX59mzZ8yZM4f69euzcOFCoqKicHFxYdu2bTx8+JBx48ZpVbD7kC5dunDlyhXi4+NZuXIlzuXLIZfLUavV3L55k7EjRlLENjf1a9Zkx5atOonpa3BwVLPQJ47LF43xdLdAR6e1FLJkycKRI0ewsbHBz8+PHj16pOoYrAuS6+d17dqVR48ekZCQQEREBNeuXcPf35+1a9fyxx9/4Ovr+9nU3ehoaNYMwsJg715YsEAHv4BEpkCtFgWsHj3ErsASmQ9BEJ2DNtmhT/9ESSDSISoVjBsH5cvD1q3g4wO7dsH58/DHH/qOTkJC+0iinYREJiQ5PVZy2mmH58+f06RJE/Lnz0/v3r3x8/MjJiYGlUrFzp07adCgAaVKlWLu3Lm8evVK6/F07NiRZs2aERkZycCBA7U2TmBgYMr3mzZt0to4EvolOTW2Vq1aeo7k8xQrVowJEyYQGhrK2bNncXd3x8HBgZ49exIUFMSpU6fo0KEDJrpoXZgGxsbG9O7dG/8TJwh7+YJ5S5ZQrkKFFAEv+NZtPN3daVCrFi8NtENzs5ZKxk1RsN/PlFlTzT7/Ag1Tvnx5/P39sbKyYvPmzbi7u6fUJdQFyd25FyxYQPfu3bl58ya2trY4OzvTuHFjXF1dGT16NF27dv3kcQRBrFd35444mWzRQhfRS2QW5s6Fdu3Emm8SmZM9u0xoXMeKZ08ltU7XhISID0WaNoXkhJemTaFfP7Gxz717kstO4tuQyWQFZTLZ/2QyWbBMJrslk8k8363PIZPJjspkstB3X7PrIz5JtJOQyIRITjvtERgYSKVKlfD398fc3JxmzZqxdOlSwsLCePToEZMnT6ZAgQKEhoYyfPhw7Ozs6NatG6dPn9aa+04mk7Fs2TKyZs2Kn58fS5cu1cpYSUnvUz2GDh2q8eNLGAbJTShcXFz0HEnGkclk1KhRg2XLlnHnzh1Wr15N+fLl9R1WKoyMjOjYtQuHj/+PsJcv8PbxoYyTEwC3b96iQilHli9erOco06bfoES6uiawaJ45q3y+vmnH11KtWjUOHDiAhYUFq1atYvDgwToT7lq2bEnnzp1Rq9X4+vpSrlw5mjRpwt9///1FMSiVkD07zJolpsRKSCRz9SqMHSuKCma618UlNMCzpzLGDLXAKqvwzd1iJURevYLNm+Hs2fdidnqnXEtL0cGcI8f7fczMoFMn0cG6Zw86d4pLfHcogWGCIDgC1YEBMpmsNOAFHBMEoSRw7N3POkf2JTckMplM0OXTT21x/oXm08syC4XNsug7hK8ms7VEj4t6orFjWWazS/k+ISGBEiVK8PjxY27dukXp0qU1Ns6Pzrp163B3dychIYFatWqxc+fONIVRpVLJoUOH8PHxwd/fP2ViZ2NjQ82aNXFxccHFxYWqVatipsE79GXLltG/f38AKlWqxKxZs6hfv77Gjh8fH4+rqyvbtm3D2NiYFStWSE0pvjMEQSBv3rxEREQQEhKCvb29vkP6LngWFZnuNr8dOxg60IOEd7MSh1Kl2LLHj7wG5pRWKuH3Hpb4HzBhzCQFA4e874qoq+vvX3/9RfPmzUlMTGT06NH8ocO8p3/++Yf58+ezevVq4uLiAJgwYQKTJ0/+7Gs/rKUk1VWS+BCFAipXhjdv4MYNSKs596fOHxL6RxCgS1tLLpwz5ujpGIoV16w6lNnmN99KYiJMmya6T5MrdBQvDtu3p/35SCZXLhg9GoYNS72+fXuIiID9+yGDvYIMGplMhiAI0lXkA7IULiiUGT3s8zt+gsB+Qy4LgpDhDmUymWwvsPjdUk8QhGcymSwfcFwQBJ33/5ZEux+MzCzaZQRNXPg0KbZpGkEQ6NnHg+079lCwoB3XLp/8IlHoQ/HvR+NT72tSUhKjx05h2fK1APTu2Y0/Z03G1PTzjpOwsEesXb+Zrdt38+hR6jGKFinM5Yt/f5Nw9+F7JggCq1evZsKECSkp0g0bNmTmzJlUrFjxq8f4ELVazejRo5k9ezYgdlacOHEiMgOcher6s/o9fH7u3btHyZIlsbW15fnz5wb5vuoSXU2WY2JicO3YibOnTgFi19TREyfS33OQTsbPKElJ4OluwZ6dpgweEc+IsQnIZLqdVO7du5e2bduiUqmYNm0aY8eO1dnYAK9evWLJkiVMnDgRc3NzHjx48MlSFGFhYgfDVaugTBkdBiqRKfD0FDsJHzkCjRqlvY8k2hk2G1ab4jXUgj/mKHDtk/j5F3whP5pod+YMtGkDs2dDw4Zw+zZ07gz16om16pLddB/enqjV0Ly5uP7QodTH27ABBg6E4GCwy/y3aZJolwYaEu3CgJcfrFohCMKKtPaVyWRFgJNAWSBcEASbD7a9EQRB5ymykmiXDpoSt8ISYjVyHE3xvYp2164EcfzYMUoVL469vT329vbkzJnzqyakhizaTZ3+JzNne2NllYWj/n44O32Zy+57EB2+lg/fV7VazcOH4dy6fYebt4LxP3KMS5evYmJiwvw503Bz7fJVYzx69IRzFwI5dy6QXbv38er1G/x2+dKowU9fHXda71lcXBze3t7MmjWLyEjxZr9jx45MmzaN4sWLf/VYH7J06VI8PDxQq9W4urqyfPnyDImYukQS7b6c9evX4+rqSqtWrfDz89N3OHpH15PlA3v2MMi9H/HvOpaWsLdn2x4/8hnQTEOlgpGeFmzxNeX3AQlMnB5PfmvdTiq3bduWkrI6b948hgwZotPxAdq2bcvu3bsZNGhQSpOe/6JQgIuLWE/p0iUoWVLHQUoYNK9fg6OjmML3qaYkkmhnuAgCdGxliUwGW/zivthF+6MJcsncvw++vhAVBfPmpd42cCBcvAj+/qJAB+JDjxkzYOhQGDBAdH7/t5H40qUwahTcugWFCr1ff+WK6Ga9eFH8mtmRRLuPsbUvIbRdOvebjrG8YasMOe1kMpkVcAKYLgjCbplM9tYQRDuppp1Epubm9eu4dupEk59+Yta0abi5uVGrVi1sbW3JkSMH1apVo1u3bkydOpVt27Zx5coVoqOj9R32V+G7aTszZ3sjl8vZsG7ZFwt2EiJ/BfyPchVr41TBhY5dejPtj7lcunyVvHnzcOTQzq8W7AAKFrSjQ7tWzJ87nb6/uwKwf7+/hiJ/j6WlJaNHj+b+/fsMGzYMMzMztm7dSqlSpRg4cCDPnz//5jH69+/Pnj17sLS0ZN26dTRr1oyoqCgNRC+hLyIiIli6dCmQOZpQfI/82qoVNx/cp3a9egDcu3uXqk7OLJw779Mv1CFyOfy5UEEv9wRWLDFj1GBzndcK+u2331i9ejUg1tfcsmWLbgNAdBkDLF++nCdPPn5AIAjQv784Ydy4URLsJD4mRw64fl0UIyQyJzIZrN0Sx5LVCintPQPExIh1PX/5BaZMgd27RQEPxLRYgGfPxFTXHDlEdzfAr79ChQqwbJn4s1z+8bF/+UV8P3bvfn8sEAU+OzsIDRV//g78RRJ6QiaTmQC7gE2CIOx+t/r5u7RY3n2N0EtsktMubSSnnWFz5/Zt5s6YycF9+wCwsLSkTfv2CElJ3L17l7t3735SYLC1tcXY2BhBEFCr1QiCkLKoVUoEAQTerwMoUMCOUvYlKFWqJA72JXFwKEnJEkWxsLDQ+u97/MQZWrbpglKpxHveDHr36vZVx/kenEJfy4PQIEaNnszOXXsBsLXNRTnnMpQpXYoyZRz5pXF9cubQ3IOTa9dvUbN2Y3LntuXenUvI07oDyQAZec/Cw8OZOHEiGzZsQK1Wkz17di5dukSxYsW+aswPCQwM5NdffyUiIgInJye2bduGo6PjNx9X1W0rNgAAIABJREFUE0hOu4xz6dIl2rRpw6NHj8ibNy+XLl3CzoDcXfpCnw6Xw/v3M/D3vije1U8rVqIE2/b4YVewoN5i+hBBgJlTzFg0z5yuXWHt2o+dD9pm8uTJTJo0iRYtWrB3717dDg60a9eOXbt24eHhwcKFC1Nt8/EROxdOmAAZKHsn8QMhCGIH4dat0xYf/ovktDM8HoXJmDHFnFnzFWT9hjppP5rT7vlzMfU1e3axXMC+fTB4MPTtK7q45XIYORJ27oQHD8S0V6N3FqING8DVFf75BwoXTrs+qJub6KhbuxaqVhXXrVsnpqFfuAClSqUf25w5Ym1JZ2dxKVlS99e0jCA57T5GF047mZietx54LQjC4A/W/wm8EgRhpkwm8wJyCIIw8puC+Qok0S4dJNHOMLkXGsrcGTPZt3s3giBgbm5O9149GTB4MLa5c6dcHAVBICIigrt37xIaGpoi5N29e5d79+6RkJCgkXhkMhlFChfCwaEEDvYlsLPLR0xMLG/fRhEZGcnbt5G8jYwi8t0iCAImJsaYmJpgYmwifm9i8sFijImJMaYmphi/22ZqYsIuv/1ERkbh6dGXP6aN/+p4DVl0ePnyJRcuXEClUlG8eHGKFSumEUFUrVazYsUKvLxGERkZhYWFOWNHD2Ng/96YmJhoIPK0EQSBMs41CQt/xLG/9lC92td59r/kPbt58yb9+vXj9OnTNG3alAMHDmikZtk///xDkyZNCAkJAcDJyYm2bdvStm1bypQpo7e6aJJolzHWr19P3759SUhIoEaNGuzcuZP8+fPrOyyDQN+T5fj4eHp27sLxY8cAsdbdpl27qPNTPb3G9SEL55gxc6o5Xl66dwwtWLCAIUOG0L9/f5YsWaLbwYEbN27g7OyMmZkZ9+/fTxG6o6Kgfn0oUgS2bXs/6ZSQALGg/m+/iSJEtww8Y9X3eUgiNQ8fGNGptSWRb2Xs/SuWkg5fbzX+0UQ7lUoU3UqUENPDW7aEggXFLrHJrFghpsg+fAj5878X865ehcaNxRTYoUNFB52RkSjcCYL4/Z070KuX2Hhi9mywtobp0yFfPlHI+9RtfevWYrMKlUr8uVAhCAgwPJe0JNp9jI5EOxfgFHADSP7QjwEuANuBQkA40F4QhNffFMxXIIl26SCJdobFP/cfsODP2ezath21Wo2pqSldXHvgMXRoqg58Gbk4qlQqIiIiUKvVGBkZIZPJUhYjIyMUMf8ig5SfZTIZSqWShw/DuXM3lJCQe4S8+3r/wUNUyWd/LdOyeRM2bliO0TfMDgxFdFAqldy8eZNz586lLPfu3ftoPzs7O4oXL56ylChRIuX77Nk/74q7ceMGffv25dy5cwA0bvQz8+dMp3Bh3ThZRo2ZzOIlK79JbP3S9+zff//FwcGBqKgo/Pz8aNWq1VeN+19ev37NiBEj2LVrV0odPQB7e/sUAa9ixYo6FfAk0e7TqFQqhgwZwqJFiwDo27cv3t7eGu1onNkxlMnyX4cO0793b+JiYzE2NmbGvHl06dFd32GlMNDNmpMn4ckT0GVpywEDBrB06VLmz5/P4MGDP/8CLdChQwd27NjBgAEDWLx4captH7pEJCRAFATKlhUdPNeuZez/w1DOQxJw7Yqcru0tUath4844KlT6tnv8H020+y99+oj1PvfufV+H7n//g65dRXFu0CAxRdbEREybdXMDc3PYsyf9rtz37onOun/+EZeaNcVmLxlpBJSQIAp/ly+Ljr8+fQwvfV0S7T5GlzXtDBVJtEsHSbQzDB6FhbHgzzls37wZlUqFsbExHbt2ZdDwYRRII4VI191jExMTuXf/H0JCQgm5e4/nz1+QLVtWrK2zkd3GGmtra6yts2FjnY1s1tmQGxmRmJREUlISyiQlScokEhOTSHr3vTJJSVLSu3VKcb0ySUm2bFlp0fyXb55s60t0ePnyJefPn08R6C5evEhsbOrPhoWFBVWqVMHCwoL79+/z8OFDlEplusfMnj17mmJe8eLFsbGxYerUqcydOxelUkm+fPn4c+ZEWrVsplNR6czZCzRq0pZiRQtzPej0V439Ne/Z4sWL8fDwoGDBggQHB5Mli+Y+94mJiRw7doydO3eyd+9eXr16lbKtSJEi9OjRg5EjR2JpaamxMdNDEu0+zcKFC/H09MTU1JTFixfTp08ffYdkcBjSZDkxMZEZk6ew/J0w9PuA/oyfOvWrU+s1SdBpa5o1E2sJtW6tu3EbNmxIQEAABw4coFmzZrob+ANu3ryJs7MzJiYm3L9/nwIFCuglDonMwZYtYifMHTugXbuMvcaQzkM/MqdPyHHtlIWcOQU2+8VSvMS3F/P8UUW75Aca69aJotiYMdCjh7jt6VNwdxe/Xrr0vulEUpLoUFWrRbeqqan4oKhzZ+jSBX7//f1xExPFGnYFC0K2r0xffvhQTMM1tFqFkmj3MZJoJ4l26SKJdvrlyePHLJo7jy2+viQlJSGXy2nXqSNDRoygUJEi6b5O16JdZkNXooMgCGzatImjR49y7tw5QpOrw35A0aJFqVGjRsqSPClKRqlUEh4ezv3799Nc/iv6fci7Cx4ymYz+/fszffp0TGQxWvldP4VKpaKYfUVevnzFhbNHKVvmy2vBfc17plKpqFKlCkFBQXh5eTFDS48RlUolJ06cYNeuXfj5+fHvv/8Coni3ZMkSmjZtqpVxk5FEu/SJi4ujWLFiPH/+nB07dtAuo7PHHwxDnCxv8fXFa8hQkpKSKGFvT9Xq1SlfsSLlKlagVOnSWk3rTw9bS2sKFRI7870rJasTihQpQlhYGCEhIdjb2+tu4P/w22+/sX37dsqWLUvHjh2xte3ImjXF2LRJhoYadkt8B3yNyw4M8zz0I/LwgRFjhpuzYJmC3Hk0M9/9UUW7ZGfc3buiWGdvD+vXv9++cSN07w6nT4tOuWQqV4Zq1SC5GsI//0CdOlCpkui+0wb378O5c6L7zxCQRLuPkUQ7SbRLF0m00x+3btygeYOGxMfHI5PJaNOhPUNGjaJYBu6MJdHu0+hKdDh58iR169ZN+TnZRVe9evUUkS5PnjxffXxBEHj+/Hm6gt6LFy+oUKECPj4+VH1XqVbT7+uRo3+zwHsZPbp3omOHNunu13/gcNb7bmXcmGGMHjXki8f52vfswoUL1KhRA7lczrVr1yhdWrvdhlUqFcePH2fo0KFcv34dEIu4e3t7a61+miTapc+cOXMYMWIElStX5uLFi3qrO2joGOpk+fyZM/Tp3oNXL1+mWm9ubk7DX35h4h/Tya/DRiL5slnj5SUW8n78GPLm1f6Y8fHxWFpaimUrFAq9iJXJhISE4OLiwsuU96M7sJ6OHcfSqVM16tevr1FHs0Tm5PFjaNYMxo/PuMsODPc89CMgCBBwxJgGjZVacVz9qKLdh7i5iV2U9+8Xa9iB6JSrX190zk2cKH5/6ND7dFU3N3E/lQrCwkADfdXSxdVVFBEDAuBdY3e9Iol2HyOJdpJoly6SaKc/rgddpclPPyEIAgMGD2bs5EkZfq0k2n0aXYkO06eOY9yE6TRu9DPjxwynbFlHnU64FAqF1rr6/vNPGKPGTObgob8AKF/OiTMnD6e7v/+RY7Tt0IMCBfJzaN82ihcvqpW40sLDcxRr1m2iTu0aHNq/XSfCTVJSEivX7mTixInExcWRNWtWpk6dSp8+fb4oZdYQP4eZRbSLjo6mWLFivHz5kkOHDtGkSRN9h6QXMvtEWKFQcOPaNa5evszVK0Fcu3KFfx48AMAqa1ZGT5xAj169vqnOaUbJl82akBCxM9/s2TBihNaHJCoqipw5c6JUKtm0aROdO3fW/qCfIDo6moCAAA4ePMiOHXmIipoO5AJeYWZmxk8//USzZs1o1qwZRYvq7jwvYVio32VUfsnHUhvnqn/uG7F1owmXLhpjaSlglVUga1aBLFaQNZuAlZW4zsoKbHOrqVBZhbm5xsMwaFQqmDTGnNU+ZixZHUfrdkkaH+NHFu2SU1l9fGD+fJg2Ddq3f1/DLihIrCt37ZroUA0KgiZNxJRaXdZOjYoSO9G+eSPWutN3BQRJtPsYSbT7QUU7Xd7Ia0q0M0SxLSMXoq/9W29YvQavoUORyWQsWrmCNu3bG9SFzxAFhYygK9GhQ/tW7Ni5l6WL/qRH9046GVPbxMUpmLdgCfMWLCMhIQErqyzExsZhbGzM8yd30q03mJiYyE8NWnL12g1yZLdhy6ZVuNSqrpOYX71+Q8XKdXn56jVLF8+hR7eOOhnXMpsdYWFheHh4sH//fgCyZctGly5d6N27NxUrVvzsMQzxM5ZZRLs//viDsWPHUqNGDc6cOfPDuuwyu2iXFk8eP2b8qFH4HzgIQOVq1Ziz0Bv7UqW0Om7y9bdWLXFic+uWbuoA/fnnn4wcORJjY2P27t2r9ZT7jDJ9uppx44wYP346R47sIzAwkA/vj2vUqMG+ffvIlSuXHqOU0CV37ogOVBsb7Rw/I+ez+Hg4tN+ELetNOXPKGCMjgfIVVSiVEBMjIyZaRnS0DEXcxx9eC0uBWrWV/NRQyc8NkihcNPPP9z5FbAz0723J0cMm9B2YwPip8V/cVMaQ5iWGSHKKbEiI2EXZ2RnmzhW7xFatChYWEBcnpr3evg0NGujP6Xb7thiTkxMcPw767NcliXYfI4l2IPW8kjBIuvfqyZhJkxAEAc++7hw5dEjfIUl8Adev3wLA2SkDrZwyASdOnqFStZ+YMWsBCQkJdOrYlquXT1KyRDGSkpK4HXw33deamprif3AHvzSuz+s3b/m1ZSc2bdmpk7hz5sjO1CljATFNd/TYqSQmJupk7MKFC7N37178/PyoXr06UVFRLFu2jEqVKlGpUiV8fHyIiorSSSw/EpGRkcyZMweAqVOn/rCC3feKXYECrNm0iVW+G8idJw+XLlygoUttFs2dp5Px3dwgOBguXtTJcIwYMYKRI0eiVCpp27Ytp0+f1s3AnyE62ggzM5gyZSwXLlzg33//Zd26dbRv355s2bJx7tw5Jk+erO8wJXSEIIj1uX7+WT/j375pxLiR5lR0yMrA3pY8Cjdi1Lh4Am9Fc+BYLP4nYjl9OYard6O5/yyK8FeRBIdFEngriv+dj2b9tlg6dk3k3l0jxg63oEb5bLhUsmKClznHA4yJj9fP76Utnj6R0eoXK44dMeaPOQomTv9ywU7i88hkYrdWCwuxWcSOHVC9Ovz0E5w8Ke5jaSk2mpg2Tb+pqaVLw9q1cP68KCxKSBga0ilKwmAZOGQwHkOHolKpcHd149mzZ/oOSSIDxMbGcjf0PsbGxjg66q9wuKYICrrOhEkzCA9/jJNTaY7672bVcm/y5c1DuXJlAbh69fonj5E1qxXbt6xhQP/eJCUl8bv7YCZNmYVa/e2dyT5Hty4dmDTBC7lczsLFy/m5YSvu3X+g9XFBfFrYqlUrzp07x/Xr1xk0aBDZs2fnypUr9OvXj3z58uHm5sbZs2f5HlzchsCSJUt48+YNderU4Wd9zSAltE7TFi04cfECXV1dSUpKYsaUKVw8f17r43boAFmzwqBBoFBofTgAZs6cSe/evYmPj+fXX3/l6tWruhn4E9jZpZ5g5s6dmx49erB9+3bOnDmDkZERPj4+aTZhkvj++PtvCAyEvn11N2ZcHGxca0LTn7LQoFZWNq41pW59Jdv2xnD2ajSeIxLIlz/t66qxMVjbgF0BAQdHNQ1/UTL9z3jOXo3h9JVopsxSULiImo1rTencNguli2SjewdLdm41ISZad7+jtgj7x4inT2T47ojDtY9uHmT+qMybBy4u4mfEzg7atBFTUBs31ndkH9O+PWzbBoMH6zsSCYmPkUQ7CYPGa8J4HMuUJiEhgfv37+s7HIkMcOPGDQRBwMGhBOaZvECKIAiMnTCdS5evUqVyBc6cOEzNGlVTtlco7wxA0NUbnz2WXC5n9oxJeM+bgVwu58+5i+ju2o+4OO3OfGUyGSOGDSTgyG4KFypI0NXr1Kz9C76btutUKHNycsLb25unT5+yadMm6tWrR1xcHOvWraNWrVpUrFiRzZs3o1QqdRbT90h0tDijMtVlQRgJvWBtY8Ns7wW4e3gAsHPLVq2PmS0beHuLTrupU7U+HCCew3x8fGjXrh2RkZE0btxY72KYhwf4+6e9rWzZsri5uaFUKhk7dqxuA5PQC97eYmpsjx66GU8Q4LcWWRg52BKFQsaUmQquhESzbI2C2vVU3+QaK1ZcTW/3RDbtiuPWwyg27oylc/dE7gTLGdTXknL22di6UX9NYb4WlQqOHzMGoIaLigvXo/mpgXS/oW0sLaFtW7h3T0xBnT4dKlTQd1Tp06GDWP4hSfPlDSUkvglJtJMwaGQyGYmJ4pkzZ86ceo5GIiPExop1HHNk11JhFx1y9NhxTpw8Q3Yba/x2+iKXy1Ntr1DeCciYaJdM717d2L1jA9myZcVv70EaNWmrE+db1SqVOHf6CO3btSQ2Ng73/kNx7TWQyEjdpqiam5vTuXNn/ve//3H37l1GjRpF7ty5uXr1Kl26dKFEiRJ4e3uj0JWN5ztj2LBhWFtbExAQwCGprMAPwW9dxAYN+/x2E6/lPDalUkwdsrCARo20OlQq5HI5GzdupGHDhkRERNCwYUOePDG8upfJ1KlTBxC7eEt8/9y9C7Vro7NGDpcuyrkcaMz4qQr+PhdD736J5Mih+YdwFhbwc0Ml02bHc+F6NHuOxFCxkoqhAywZPdQcHVXb+GZuXjeieYMsdG6ThetXxamvVVY9B/Ud8OSJ6DD9FJ6eYhMKbXZ/1SQXL0KdOjB6tL4jkZBIjSTaSRg8b9+8ASBHjhx6jkQiI+TNmxeAiIiXeo7k25k12xuA4cM8yJ6GCFnOWUyPvXkrmKQveCzXoH5d/j66lyKFC6U439b7btW6883aOhtrVy1m+bL5ZMliyc5de6nh0piLgZe1Om56lCxZkpkzZxIWFsbKlSuxt7cnLCyMwYMH06J1F60LEN8juXLlYsKECYAo4H3J/6VE5sTB0RHn8uWJiozi6OF07F8aIiBAdCGsWqX7+kNmZmbs3r2batWqERYWRqNGjXj16pVug3hHv35imldaxMXFMX78eAC8vLx0GJWEvnj1CnT5XHnTelOyWAl075mok4YwINYnq1pdxZY9sbh7JLB+tRntfs3Cv88Mt25qXBxMm2BOk3pWPH5kxNLVcTiV035Zku+V6GjYt08sj1C6tNhl1c1N31FpjvBwaNEC8uWDUaP0HY2ERGok0U7CoBEEQRLtMhl58uQB4PnzF3qO5NuJjYsDoFSpkmlut7bORpHChUhMTCTk7r0vOrZjKXvOnDxMu7ai863/wOF07d6X16/ffHPcn0Imk9G1c3vOnPSnfDknwsIf0aBxG/6cswiVSqXVsdPD3Nyc3r17ExwcjJ+fH3Z2dpw9dxH3AcOkWndfwYABAyhevDghISH4+PjoOxydo1arSUxMRKFQEBsT80MIl+06/gbAjq1btDrO+vWQPbuY7qQPrKysOHToEGXKlOH27ds0bdo0JSVclzx8CI8fp71t1qxZhIeHU758eX7//fc090lISODQoUP06dOHli1b8uJF5r9e/shcvAjvdFqtExUJ+/1MaN0ukSxWuhnzQ4yNYcK0eHzWxnH7ppxf6lpx4Zz88y/UMUolNG9gxVJvM37rksSJizG0apekM5EzsyIIEBUldnw9cQK2boVHj8RtR49Cy5awejUULgxz5sCmTfqNV1NERcGvv4q1Wg8cAFtbfUckIZEa2ZdMiGQymfA9TKAy0jZdU4QlxGrkOIXNsmjkOJokI63Ov/VvHRUZSalChbHKmpVoA+o0GRdluGk5n8Iym53Wx1Cr1ZiZmaFUKnn1/F6mrms3c/YCpk6fQ+dO7Vjps+Cj7U+fPsPRqQaCIBBy+yL58ub54jEEQWDr9t0MGTaW6OgY8ufPy0ofb+rVraWJX+GTJCQkMGnKbBYuXg5Ando1GDRQrKStVqtRq9WoVCrUagG1Wk3VKhUpVKjAZ4/7rf9n165dw8WlFjExsYwY5sGEcSMwMoDWbrr4/GgKPz8/2rRpQ44cObh//z42NpkrXT0hIYFLly5x8uRJTp48yd27d1EqlahUqpSv6X3/X8wtLGjZtg3d3NyoUKnSd9lR9+WLF1RwKIVMJuPKnWByaXjGkS+bNZGRYt2unj1hyRKNHv6Lefr0KbVq1eLhw4fUr1+fgwcPYmZmprPx69cXuyL+t5ltREQEhQoVIiEhgVOnTuHi4pKyLSoqisOHD+Pn58ehQ4dSiY2DBw9m/vz5ugpfIhOSfD+9YbUpXkMtOPR3DOUr6edBWzJ3bhvRq4vYrXbyzHhce+vO+ZcRDuwxJmcugRou2vk7ZWQepAuUSlFMVang0CGIiBCX5FNMrVrQrBkkJsKECaIwlzydj4sTm0I0bw7//ANly4rrPmTmTNF5FhUFQUFiB1gdnm51QocOsHs3HD4MDRvqNxaZTIYgCAb0SdI/tvYlhLZLv62t7/KGrS4LglBZQyHpHEm00zKSaPdtf+vwhw+pXq48BQoV5FFY+DcdS5P8yKJdWr+7IIgTmIQEGfHxApWqNeHNmzj2+fmRI3seEhJlmJkKODsnITe8B7LpEnrvAeUr1SFrVise3rv6kQA5ZdqfzPrTm9Ytm7Fxw/JvGuvhw3B69vHgwsXLyGQyPD36MnH8SJ00FDgacJw+7oN58eLTKc2WlhZs8l1BowY/aT0m/7+O0f43N9RqNQUL2tHLtStDh/T/qK6gRNoIgkDDX9pw7nwgq1atolevXvoO6ZPExcVx/vx5Tpw4wcmTJzl//vw3pUcbGxsjl8sxkstRfDADKePkRDc3N9p0aI9V1u+rqFH7X5tz5tQplq5eTat2mrXC5ctmzapV0KcPXLgAVat+/jXa5t69e7i4uPD8+XPatGnDtm3bMDY21snYdeqIk+S//069/saNGzg7O1OgQAEevbOnHDx4kKVLlxIQEEDiB0XAypUrx88//8z8+fMxNzfnwYMH5MuXTyfxS2iOly9F51GbNlAybVO+Rki+n/6lbhaUKhlHT8UYhEAW+RY8+loS4G9Ch86JzFmkQEcfw49QKGDMcAuq1VDSsav2Hda6Fu0EAWbMgGvXRIEtWZzr3FksWSAIYGoqinggnqNkMjGddc4ciI19n8Ytk4mLuTl4ecHIkeL2CRPE9NC8ed9/LVRI7Br+PXPtGty4AV276jsSSbRLC0m0k0Q7iXQwlKdHt27domzZstjb2xMSEqLvcFL40US7t28hLExcQkPeEh4u5/FjOeGPjAl/JCciImNCSp48Klq1UNCmtYIa1RMNTsCTKf75aF3NRr24ev0uW9ZMp2XTOinrExIScajUjoiXb/jLbxEuNcqnbBMsin7V+EqlktlzFjJj1gLUajXlnMuydvViHOxLfFHM/yUj8TyPeMG06XN4/OQpRkZG7xeZDCMjIyJevOTsuYsYGxuzfNk8OnZIp6CTBtm+cw8TJs3g0SPx89a2dXNWrfCWOqNmkNVrNjJoiBfNmzdn3759+g4nFWq1moCAAP7++29OnjxJYGDgR52Dy5QpQ506dahTpw4VK1bEzMwMuVyOXC5PEeX++71cLv/IlRkaGsqKFStYu3ZtSg00KysrOnfujLu7OxU+08ouM9wzJCUlUd7egTevXxNw5jSly4r1NjV5La9TR5wgBgdjEGIBwPXr16lTpw6RkZH06NGDNWvW6MSVW7062Nh83EFWqVRiY2NDbGwsT58+JUeOHFhbW5OQkIBMJqNWrVq0bt2a1q1bU7SoeF5u27Ytu3fvxtPTkwULPnZ0Sxg2Fy9CtWqwf7+YXqctnkVFcuOaEY3rZGXanwp6/m44XSDUapgzw4wFs82ZPkeBWx/dx/bwgRG9u1ty+4acUePi8RyRkO6+hjLHSYvYWLh6VRSQrl8XlwIFxDRVAAcHUZQrWRJy5xaXmjXf19gMChKFOVtbsZGIxKe5cQOcnPQdRWok0e5jJNFOEu0k0sFQLmiRkZHY2Nhgbm5OXFycwaQ1fU+iXXy8WJvn0SOxCOujR++X5J//m5lsbi5QsICSggVVFCqoIm9eFffu3ebAoX3Ex0diZWWKm2tbqlZ2xMwMTE0FXr02Yt8+C44cNSc+XpYi4LVupaBmDcMQ8NISwOYv2czYqcto2+JnfFdMTlm/eYc/vT2m41SmBOcD1qT63/xa0S6Z8xcu0avPIB6GhWNhYc7woQPx9OiLRRp3YJoS7T6HWq2m4S9tOH/hEubmZjx+eDPNeDSNWq3G/8gxev0+iKioaEaN8GTCuBFaH/d74NmzfylRqjLm5ua8ePECKys9FEBKg4CAAEaNGsWVK1dS1hkZGVGhQoUUkc7FxYVcuXJpdNyEhAR2796Nj48PJ0+eTFlfpUoV+vbtS8eOHcmS5WNXe2a4Zzj21190a98B+1Kl+N/5cynnI01dyx88gOLF4Y8/DK+r3pkzZ2jUqBFxcXG4ubmxatUqrQt3gweDtTVMnvzxtqZNm3L48GFmzpxJq1atKFWqFHZ2dly+fDml5uuHXLt2jfLly0tuu0yKvz80aQJnz0KNGtob51lUJKOHmbNtoylX7kRhk117Y30NggAdmmch+LYRZ4Oi0eU0wv+gMYP7WWIkE1i0UkH9RspP7m8oc5xkEhNFhxyAiwucOSN+b20Nzs7w00/vzzUf7ivxbRw6JKYFr1gBhpSMIIl2HyOJdqAnA7OERMawtrYmR44cvH79mn///Ve6mdUw1aqJT4n/i62taIcvWRJ+/lksOJu82OZ4hm0udYrT4u3bSIYMH8vO3XsAaNqkIUsW/Ulu21xA6vS2jh0UxMTI8D9izm4/C9b7ZmH5SqsUAa9tG1HAMxBtFoB2LeszduoyDv51mhXr/OjaoQkWFmYsXbULgH692mpcTK6fe7BgAAAgAElEQVRerTLnTh9h2MjxbN6yk6nT57DedyvTp4yjdatmOhevY2Pj6NGzP+cvXAKge9eOOhHsQBRzmjZpSKWK5fnf8VNYW2fTybjfA/ny5aVK5QoEXgrC3t6eLl260KNHD8q+c2HpmqCgILy8vPjrr78AyJ8/P926daNu3brUrFkTa2vtTqTMzMzo1KkTnTp1Ijg4mOXLl7N+/XoCAwMJDAxk6NChdOvWjb59++JkaI/eP4FSqWSr70YAWrXT/PkIwNdXdNcZQurQf6lVqxYHDx6kadOmrF27FkDrwt2nDHGenp4cPnyYefPmUbx4cQAcHR3TFOxATJNt06YNu3fvZsqUKSxbtkwbIUtoieQGxtruHhsXB347TGnWMsngBDsQzw/jpyn4pW5WFs83Y8yk9J1umiQk2IienbPgXF7Jyg1xFCycOcwlkZFiw4MdO+DkSfEhuZUVTJwoPkwvVw4KFvzY1SwJdprh0iXo2FH8O//2m76jkfgclqamVChQUN9h6BXJaSeRJob0FKpmzZqcO3eOlStX0rt3b32HA3w/Trs5c8QaIIUKiTcHBQuKNvxP6TEf/u4nT52lj/tgHj9+iqWlBbP+mIiba5cMTxo/FPCSHXhVqySycMEbnMp++kmpNkjPtdal93j8DhwHIGcOa5o3qc26TQfIkT0boVd2Y2GRuiKvJpxtyZw6fY4RXhO5ceM2AC61qjF75hTKOZf5ZMyajMdvzwG69nAHxI65Y0cPpXPHdmTPrpvmBreDQ6hSvT6WlhbcvR2os3G/BwIvXaGP+zBCQ0NT1lWsWJEePXrQqVMnbHXQIu3BgweMHz+ezZs3A+LDGC8vLwYNGoSlpaXWx/8UCoWCHTt24OPjw7lz51LW16xZk759+9K+fXveJhlOGtqHREVGssXXl9XLl/M4/BEymYzTly9TtHixlH00dS13cBCvDwEBGjmcVjh+/DhNmzZFoVDQs2dPVq5cqVXhThDSThMWBIEqVapw+fJlHB0dCQ4Oxt3d/ZNi3PXr1ylfvjyCIODu7s7ChQsxMTHRWuwSmmPePBg2TKxtp03h7o+5CsYOt2D3oRiq19JvA4pP4fG7BQf2mBAUol034IeOs4N7janfWElG+57pc46jUIidhhctEn8HOzto1w7GjpU6luqCkBCYNEkUTHPlEpsJ2RlYjzHJafcxhcuWFsbs3PhNx3B3rJSpnXb6b8cnIfEZPDw8AJgwYQIxMTF6jiZzkNH67cOHizcPPXqIjrqSJTNWAyMhIYFxE6bTtPlvPH78lEoVy3H21BF6unX9IpeHlZVAu7YKNm98Tdj9Zyxa8IYHD+S41M3N5KlZM/x7aJv1PhPxXT6ZyhUcefU6knWbDgDg1qX5R4KdpqntUoMzJw6zaMFMcuXMwekzF6hV5xc8PEfx4uUrrY6dTLOmjRjjNYS8efMQGRnFSK9JlChViT7ugzl/4RLafpizcdN2ALp0ai8Jdl9IlcoVCQkJ4ezZs/Tt2xcbGxuuXLmCp6cn+fPnp2XLlinON03z4sULPD09KVWqFJs3b8bU1JRhw4Zx//59vLy89C7YAVhYWNC9e3fOnj3L9evXGTBgANmyZePs2bP06NEDOzs7Rg8dhv/Bg0RFGsYDv/CHD5k4ejSVy5Rl8thxPA5/RNFixViyalUqwU5TCIKYHlutmsYPrVHq1avHoUOHsLCwYM2aNfTp0we1Wq2VsXr2hHr10t4mk8kYN24cAMHBwQCUKJF+XVIAZ2dnfH19MTMzw8fHh0aNGvHy5acbA0kYBhcviqJ2jhzaG+PmTZg63hyXOkqq1TRcwQ6gjJOKhAQZai1qDkGX5dSqmJXLgWJdlWYtMy7Y6Zvbt8HbW3Qtnz0rOuwWLJAEO23w7Bls2iSmvm4XbyMxM4MTJ6B1azh+3PAEOwmJ9JCcdhJpYkhOO7VaTfXq1QkMDGTixIlMmjRJ3yEZtNPusL85Az1t2Ln1FRUqpO6e9bWNKOLj4wkJCeH27dtcC7rAgUNHuHXrDkZGRowc7oHXyMEacwW8fGXE6LHWbN5iSckSSSzyfkttF904XT7nWhMEgbMXrjNm6lJevYrk6N7F5Mvzcd0tTTrtPuTt20hmzF6Az/K1KJVKLCzMKVIwL7a5spPbNju2ubKnfF+pvCPlypbUaDxJSUkc9g9g1ZqNHPv7RMr6MmVK0dO1C51+a6uV9NUOnXpy8NBfbNqwnFYtm2n8+N87H37u4+Pj2bdvH+vXr+fIkSOoVCpkMhn/Z++sw6pI2zh8D92tlN2oqKzYil1rd3esXZ/dja2rrq1roLiKvbp2i4WFgq0YgBgo3We+P0bQXUDqAAec+7rmOnDOzDsPwzlzZn7v8/wed3d3XFxc0NTUxNTUFDMzs38t8c+ZmJik2ME3NDSU5cuXs3jxYkJCQhAEgR49ejB79mwKFiyY2X9uhgkLC2P37t2sW7cODw+PhOfV1dVxcHTEqW4dnOrWxaFixSzLhhJFkRvXrrHxjzUcP3o0QYyqXqsmA4YMoWGTJklmlSnjuzw8HPT1YcECmDAhw8NlOufOnaNZs2ZEREQwefJk5s2bp/R9jBgBW7ZIfq9JJfMpFArKlSuHl5cXAAcPHqRVq1Ypjnv9+nXatGmDv78/hQsX5vDhw9lWzi6TOhQKSRzIrJv/0FCoVAk+BSo4dTmUvJaqfR82boQux45o4PUyJFPGP7xfk1GDdclrKfKnaxh2ZdIuzGdH19erV6WGESB1fi2cOZeJPz0KBYwcCWfOSE2TAExNYepUGDNG+j25LGlVQc60S4ycaSeLdjLJoEqiHcClS5dwcnLCwMCAz58/o5Fd/eS/ooqiXUwMTJ9pxMrVhtjbR+OyLZBiRf89I5uSaBceHs7jx4/x8vLC29s7YXn+/HmijIVCBQuweeNKqlbJnPPf6TPajBxtgs8rDfr0CmPu7CBMTDL3/JOSaPfsxRtGTVzG2YvSjfzSeaMY3K9dovUyS7SL5/GTZ0ycPIuTp84lu44gCCx3Hs3A3m0yJZ6XL1/x57ZdbHf5iw8fpIwQPT1dOnVow4D+vRLKd5VBlRoNefDgIZfPH8PBoZzSxv1Z+P5zL4oikZGRhIaGMmTIENzc3ChbtiwFChTg2LFjqRrPxMQkWWFPXV2dDRs2EBAQAEim/M7OzpQrlzP/b3fu3GGX214unD3H7Zs3iYv7dk41MDSkeq2a1KojiXjFihdPMdM4PDycN69e8crHh9c+Pvj7+WNiYoKltRVW1jZYWVthZW2NoZERgiAQExPDkYMH2fjHGu7duQOApqYmrdu3o//gwdiXL//D/Snju9zfH2xsYO1aGDQow8NlCadPn6Zx48aIosjZs2epk1xaXDrZskXK3njyRMpQT4pdu3bRrVs3AO7fv59q8c3X15fWrVvj4eGBgYEBO3fupGXLlsoKXUaJZPbNvyhCz56waxfsPhhKzdqqnWUH0PZXfWJj4fDJMKWOK4rw+xJtFs3VoVLVWLbsDMfcIn3XhFl5jxMWBgMHSv/Dy5ehRo0s23Wu5/NnyQ/w3Lmv74/fpeerVwcjI6hfX1rKl0clmt2lFlm0S4ws2sminUwyqJpoB5IPUnBwMIGBgZiaZq8Lr6qJdq9fq9Ozjxk3PbQY0C+UBfODkiwVSE60mzRpEnv27OHly5dJljqqq6tTrFgxSpcuTfGi+bGzK8GvTRpiYJC406IyCQsTmDvfkNVrDMibV8GyxV9o1TLzamaFiJe89Q1AXUOdPOYmCeJwVFQ0S1fvZPFKF6KiojEy1Cc4JAw1NTX2uyyiUb1/141ltmgXz4ePn3j/+g7vP3zmw0dpef/xMy99/Nh3+CwAMycNYOyE6ZnWvCI6Opojf59g05YdXLzknvB85Uq/MKB/T9q2bo5OButWrPPbERwcwuuX9zE3U0EH7lQSGxuLv38A1taWmTLxEBoaxvLf1/DkyXNCw8IICwsnNDSMiMhoQkNDE5bvBXg9PT2WLVvGoEGD0NfXZ8aMGQQFBREYGMjnz58JDAz81xIUFJSqcujKlSuzcOFCpYsl2UH8NUNIcDDuly9z8dw5Lp47z/PvfAIBbPLlo1ad2jjVrYu1tTWvvxPnXvm84rWPD++/ipkpoaunh5WVFWFhYQnbmJqZ0bNvX3oP6I+llVWqxlHGd/mjR2BnJ910dumS4eGyjOnTpzNnzhxsbW3x9PTETIn1i7dugaOjZCLfvn3S68TGxlKtWjXev3/PkydP0NZOvZVCREQE/fr1w9XVFUEQmD9/PhMmTMjyJkQyyRMZKXX2nDpVEtYyg82boX9/qXPogFE5496lfHFD6jWKZfkfEUod99A+TQb31aNdp2iWrIogDR+nRGTVPc7Tp9C2LXh5wdy5MHFi0pm5Mmlj2TKp7PXOHUms09GROjjv3y+9ruqZdCkhi3aJkUU7WbSTSQZlfaEpU9wqUboSvr7+PHpwnfz5kxaf0lv+mVZUSbT7+6gOvw02JU4Bf6z8Qru2abtQevvWj5JlKgOgoaFBsaKFsStVglKlilOqpPRYvFiRNN1wKJvbtzUZOsIEz/taNG8WwfChoVSvFq30i5/Tx3bTqstYQPrSNDc1wjKvOV6PXiSs071jE+ZNH8KazftYuHwbhgZ6nD2yljJ237ykskq0g+SzAzdtP8TICUsRRZHhwwbiPHdapt/wPXr8lE1bdrDL1Y2goGAAzM1M6dmjM6NHDUmX4PblSxC2Bcugr69HgO/jHHPTKooib9/6cdPjDjc97uBx6w537noSERGJjo42dqVKUrasHfZl7ShatDBGhobo6+tjoK+HvoE+hgYG6Oun3vPtzt379O47hGfPU25Moq2tjYGBAebm5ixYsABnZ2du3rzJrFmzmD59+g+3jYuLSxD14pfvxb0vX75Qs2ZNWrdunWP+VymR3DWD79u3CQLepfPnCfyUssekpqYm+QsUoEChQhQoWBAbW1uCgoIIePeOd/5+vPN/xzt/f8LDvmWpFC9ZkgGDB9O2U8c0+wAq47v8xg3Jz+7vv6FZDqpOj42NxcnJiatXr9K2bVvc3NyU9p6MjJQ6PU6aBHPmJL9eVFQUZ86c4c2bN9SpU4cSJUqkOgYvLy/atGmT0ERm9+7ddJLbHKoMrq7QtSucOgUNGmRsrKTOMQ+91GhWzwDHKnG4HgjLEZlCwUFQqoAxk2dGMGy0cmxN4gUYhQKOHNCkZduYDAsyWSHaHT4MPXqApqY04dGoUabvMtcSEwNHjkDz5lLzkaVLpeNbrx7UrSt9P2XjLYrSkUW7xMiinSza5TpULUNOmeJWxcp1efT4KTeunqZM6VJJrvMziXbR0TBlujFr1hpQoXw0O7YGUqRI2ksnduzcw6AhY2jYoA57XLegpaL95GNiYOVqAxYuNiQsTA1b21g6tIugY4cIytln/CIO4NqFQ9RvOTTR8yWLSz5cvy/4H041HADJs6jnbzPZf+QcBfNbc+HYevLmSb0olRphLzWdYX+E28Ez9B02h9jYOJo1rkm3jk2oW6sixkYG6RovtWJkWFg4e90OsmHTdu55PgAk8W7O7Cn06NYxVR0d4//2ew+eUq1BX0qXLIzHhe2ZFnNGCQkJ5dbtewkC3U2POwQEvE+0noW5GR8/BaY4niAILJg/g2FDftwxW6FQsHrNJqbPdCYmJoYyZUoxZtQQTIyN0dfXw0BfHwurIpIgaGCAvr7+v3zYXF1d6dq1K9bW1jx9+hR9/czNns2t+H75jNf9+wkCXmhICAUKFaJgoUIUKFTw62MhrG1sUvQEtDI0IiQkBD8/PyIjIylXrlymdkFNiVOnpBvOS5egZs1sCyNdvHz5kvLlyxMSEqL0DvTjx0O1apKheXJ8/vwZS0tLYmIkf1lbW1vq1atH/fr1qVevHvnz5//X+u/evcPV1ZUdO3Zw52s5NECRIkU4dOiQ7G+nQtSrBz4+8OxZxrOn/ntfEhYKTeoYEBIscOpyKHny5ox7r7u31Pm1ngGbd4bRtHlshsd7+liNsSN0WbM5HNt8qTsGqnIftHEjrF8P+/ZBDrByVUkCAqTjuG4d+Pr+OLM5NyGLdomRRTvIXmMwGZk0EH/RGx0dk8KauR8fH6kc9tZtLQb/Fsq8OUHpnmU6fvw0AI0a1lVZwQ6k2cr/jQ5l0MAwjv6jw569uqxeY8CKlYaUKhlDh/YRdGgXTtGi6fd8qVrJnlLFC/Lo6St2bpxN9arlef8hEGNDA6ytLNDU/HbKVFNTY8Pvk3n15h237j6kc9/JHNu7Ah0d1Znua9+6PoaG+nTtP5WjJy5z9MRlNDTUqepYlob1qtCoXlXKlSmm9IwofX09evfqSq+eXbjpcZsZsxZy8ZI7Q4aNZfuO3SxfOp9y9qVTNdYbX6k0MJ+tpVJjVBb3PL34bchoHjx4mKhs1NTEmIoVK1DJ0QFHRwccKzpgYW5GUFAwXt6PuP/Am/v3vXn9xpfw8HCppDU0jE+BnwkKCubmzds/3Pfr128ZNnJCQlOQQQN7M2/O1ETlyMlNZkRGRjJp0iQA5syZIwt2GUBNTQ378uWxL1+eoaNGZmgsQRAwMjLCyEj5TV3SQ3zTXGPVuBdOE4ULF2bt2rV0796dkSNHUqtWLUqWLKmUsRctSnmdc+fOERMTQ56vrSF9fX3ZsWMHO3bsAKB48eLUq1cPe3t7jh49ysmTJxN8E42NjenYsSM9e/akRo0auSZzNTfw9KnkozVvnvLLHRUKGDVYj5fP1fjrUFiOEewAnj+TDkax4hnv2nzxnDoDe+mjpSXy6aOQatEuO/n4ETw9JUG3f3/o3Vu6dpVJGyEhMHiw1PE1JkaaNFq7Fn79Nbsjk5HJPmTRTiZH4OX9iOcvfDA1MaZMaeVccOdUjv2jQ//fpIyuXTs+pdvjTaFQMGXaPA4ePoaamhqNGtZVZpiZhr6+SMf2EXRsH8GnQDUOHtRhj5sec+YZMWeeEY4Vo+nYIZzuXcMxNk7bRZ4gCPTt0ZLx01exdddR2rSoi2We5H2Q9PR02LvdGaemA7l28wGDxyxkyx+ZX4aaFhrXr8qNs1vZd/gsJ89e57qHF5ev3ePytXvMmL+BZo1r8tef8zIlk0cQBCpXqsixI3+xx+0gEyfP5tp1D2rWbsqg3/owddL/MDIy/OEYJl+zAj9++qL0+JTB3Xv3uX/fGwAdHW169eiMo6MDlRx/oVjRwkm+F4yNjaherTLVq1VOcsxNm3cwcsykRM1f4lEoFKzfuJUZsxYQFhaOuZkp69Ys49emDdMU++rVq3n16hVly5ald+/eadpW5uchXrRTEQ0xzXTr1o3jx4/j4uJCkyZNcHJywtraGhsbG0qWLEnDhg3Tdf4TRalJh7l58qVZZ86cAWD48OFMnTqVBw8ecObMGc6ePcv58+d5+vRpQvkrSBYVLVu2pEePHjRvnnE/UJnMYdMmydi+Tx/ljz1vhg5HD2syfW4ENZxUv/HE9zx/qoa6ukjBwhkT7XZs0WLyWB1KlFKwbXcY+QqovmDn4QHt2kndfn18wNBQFuzSSlCQNDlkYADPn0uNj4YMgVJJF1fJyPxUyOWxuQxVSQuPR1llpDNnL2Tx0lX06dWV1SuTn97O7eWxh4/o0L2XGeXsY3DZFkihQum7oIuOjmbQ0P/x154DaGhosH7tMjp3bKvkaLOWt2/V2btPlz17dfG8r4WxsYKjhz/iUCH1mZlCxEs+BQZRzKEt0dExeF//i4IFrFPcztPrGfVbDCEsPILt62bSvnX9FLfJivLYpPgSFMK5ix6cPHedA0fOExwSxpK5IxnSP+Wagx/F/PatHxs2baNA/nyUL1+GMqXt0NPT/dc6QUHBzJm3mPUbt6FQKLCysmTBvOm0b9cykbgV/7d//hKCbalf0dHR4v2zE2lu4JDR8tgNG7exx+0gixfOxqGCfaLXFQoFc+cvZeFiqW1Z1y7tWbViQYZuth94PaR6rSYoFApOHHOjRvVvjU4ePX7K0OHjuHZd6mDcplUzmjVrRER4BFHR0URHxxAdFU10TDRRUdFERUcjokVUVBRRUVFER0cn/Hz58mVCQkL4559/aNKkSbrjlVHudYWqfY8vXw5jxkBgIGRzD6h0ExwcjKOj478Esng6d+7M1q1b0+zbevIkNG4MR48mnwFSqlQpHj9+zJUrV6hevfq/XouNjcXDw4OzZ8/i6elJzZo16dSpU0JWnozqcvMmXL0KI0YoZzz/4CBe+wisXq6Ny1ZtevWPYv6SyBxnpt+9vZQheOVOaLrHOH1Cg54d9anfKIY1m8MxTONkQXacPy9cgDp1IG9e6XzgmGML8LIWhULKTDx3Ds6ehevXpeYStrY5v5lERpDLYxMjl8fKol2uQ9Uu9pUhbomiiH2Fmrz0ecWxI39R2yn5fum5WbS76aFJk2Z5KGcfw+EDHzE0TN9nMTQ0jK49BnLm7AX09fXYtWMjDerXVnK02cu+/br07GPG7p2faNE89ZmI8UJR36Gz2b3vFJPG9Gba+H6p2nb0pOWs/3M/c6cOYsywbimun12i3fcc/ucinftMQUdHi6untiR49yVHcjHHxcXRsElbrt+4lfCcmpoaJYoXpVy5MpSzL0P5cmWpUL4sZmam3L33gFFjJnHTQ/JsatK4Prt3bvqX19r3f3vJiu154xvAnUsuKcaY2phTg9u+w/TqOwQAE2NjDh1wwbGiQ5LrHjj4NwMHjyY8PIKKv5Rn985N2NikLPgmx6w5i1i0ZCVFChfk2pVTaGpqsGzFGhYuXkl0dDRWVpYsXjCLM2cvsHW7a7r307hxY/755x+Vyg7NieRm0c7FRTJUv38fcrKlWlhYGBcvXsTf3x9/f398fX1xcXEhJCQEJycnDhw4kKYOs6Gh0vFQV5duNP+bifj27Vvy58+PgYEBgYGB/zq/yeRMYmKkclhlNoW4fx9mzInm8H5N1NSge59oZjlHkgkNxjOVf45o0K+7PqPGRzJ+SlS6x/nyGf5Yoc24KVGkx7ElO86fp09Dw4awejUMTWyLLPMVUYS4ONDQkBpL9O4tTQYBFC8OrVrBjBlSpt3PjCzaJUYW7eTyWJkcwK3bd3np8worK0tq1qia3eFkCz4+6rTvZI61VRx7dn9Kt2D3/sNH2nXoxe0797CwMOfA3u388kt5JUeb/airS8enQIH0ZSI2qleV3ftO8ezFm1Rv8+HjZwBsbfKma5/ZQcumTnTr0ISde48zYMQ8zh5Zk+ZMNoD1G7dy/cYtrKwsqVunJvc8H/D48TMePX7Ko8dP2bP3ICB1zlzoPIPfBvTm7KlDbNvuyrQZ8zl+4gyb/3Rh0MCka43syxTjjW8AbofOMmlMrywx5X/46AkDB48GwK5UCR4+ekLzVl04uM+FqlUSf+e3ad2cokWL0LlrP27dvkfNOs3YtWNDkuumhkkTRnHs+CkePHjIwEGjePr8BV5ejwDo06srE8aNZMjwcZw9dxEdHW06tm+Nrq4OWtraaGlqoq2thZaWNlpamhga50VLSwttbW20tbUTftbV1aVKlSqyYCfzQypWlB5v3crZot3nz58TPgPx7/+SJUvi4eHBxYsXqVu3Lrdu3Ur1OdDAAHbuBCcnqYTL5T/3E/GlsXXq1JEFu1yAKMKwYVJJ9P79ZFhUu3wZFiyQMrP09DXpPziagUOjsLbJeckRQV9g8lhdytjHMXp8+gQ7hQJiY8HEFKbMSr/olx3UqwdFi8Lu3bJo919EUepAvm2b9Ln5/Xfo1AmKFZNEurp1pSVfvuyOVEYmcxEEYUwqVgsTRXF9Ui/Iop2MyuO2/wgA7dq2SLHrXm7k82eBth3MiYsV2O/2kTwW6fMKeRfwnsZN2/Hs+UsKFyrIof0uFC2aNZ01s5rXb6RTW4H86etepqsrlTZGRKb+wtHv3QcAbKws0rXP7GLx3BGcv3IbjzsPKVWpI00bVufXhtWpU7Miuropl4v5+LxmxqwFAKxc7kyzXxsBUpMDb+/H3PN8gOd9b+7eu8+Nm7cZM3YqT548Y6HzTPr07oaFhTmdu/XHecFyBvTrmeRnvEmDahw7eYV5S7Zw9uJNViwYg33pYso9EP/hzVtfoqKisLW15urlE/QfOBK3/Ydp2aYr+/Zso1bNaom2KWdfmovnj9K1+wCuuF+nSbMO7Ni6lhbN0156qqWlxYa1K3Cq24yDh48BUKRwQVavXESRwoVo27En3t6PyZPHgr27t1DJ8Zdkx8qqDGSZ3EmJEqCvL4l2vXpldzTp48aNG1StWjVRs5jv+fDhA7GxsWmauKhRA2bOhOnTpVLZHj2+vRYv2tWvn7Jdgozqs3o1bNgAEydmTLBzd5c6D1+5Ivkhzp4N7XqEYGqW88S6eObP1OHDe4Ftu8PS7eO2eZ0Wbru1+OtQKCY5rAxfTQ127YICBbI7EtUhOhqWLpXEusePQUcHWrb8Js7Z2cGWLdkbo4xMFjMOWAv8aKZ8ECCLdjI5k+tfvZuaNPr5Lnyjo6FrD3NevNTgyMGPlCiePhEKYNHi33n2/CXl7MtwYN8OrCxzTkZYWnn9Wh0jIwUmJum7CNb92gE2Mio61dv4+X8EwMY6Z/kRmRgbsn3dDHoOmoWv33s2bz/E5u2HyGNuwvH9K7ErmbywK4oiw0ZOIDw8gvZtWyYIdgA6Ojr88kv5f2Vy7trtxtDh41m3YSvPnr9k+59rCQyUMhRNTU2SzaDr16Ml+no6TJq1hqs37lO9YX+G9G/HlLF9MTLMnI6ndWvXxMLCHF9ff+7f92bzxpVoamniunsfbdr3YM3qJRQskD9BBBBFkUePnnDoyD/c+Nr1NSYmhv0H/06XaAdQvlwZ5s+dyszZCxnQrydTJ4/l8eOn1K7fgoCA95QqWZx9e7ZRqJB8pyCTeairg4ODJNrlVI4ePYooihQtWpSKFStibW2d0Iwi/uciRYqky4ty8mTJ3+y/ff5v06YAACAASURBVGPOnj0LwNatW3F3d8fS0hJLS0vy5s1Lw4YNKVw4d06a5Ua8vWHsWGjeXOoYm162b5e6ilpaShlH/fpJgrh/cM4V7K67q7PjT21+GxZFOYf0TSp7P1Bj3gwd6jSIxdhEyQFmEZW/9pVSKCAqCnR1f7x+biQ8HB48kI6FpqYk2OXNC+PGQYcOObeZkYyMktghiuLsH60gCEKyNzWyp10uI6u8HLLK002hUGCd347Q0DB8nt8jj4V5luxXFRBFGDDIFNfdemzaEEiXThHpHivg/QdK21clMjKKm9fOUNoud3fg7djFDJ9XGtxwf5+m7eJ91C5euUOTdiOoWbU8Jw+uTnE7hUKBacH6xMTE8unl6VRlqKmCp933KBQK7t5/yrGTVzhw5BwPn/hQs2p5ThxYlVA++d+Yt+3YzZBhYzE3M8Xjxjny5kk5y/DqtZt07tqPj58CKVWyOCGhofj6+vPn5tV0bN86Yb2k/vYvQSHMXriJDVsPSo0sLM05d2TtD5uFZMTTbtzEGaxZu5nfBvRi2ZJ5xMXFMWzEeLa7/PXD7dTU1KhZoyqtWjala+f2KXbITQlRFBEEgb+PnqBP/2GEh0fgVKs6u3ZswNQ06+5w5Iy95MnNnnYAI0dKHTODg5Xr55VVNGrUiFOnTuHm5ka7du2UPn5SpukODg7cvXs3yfULFy7MixcvlB6HjPKJi5MyKp89Ay8vSXBLC/7BQYgiLJ6nzYrFOtR0imXD9rAcl02WFFFR0LCmAVGRAueuhaCXjjm0iAhoWseAL58FzriHYm6RsfvM7Dx/xsVJpbKlSsH6JHNlcic3b8K6dbB3r/T94O8vZdaFhmbcny61362q+L2ZXmRPu8TInnZypl2OIjedkFLLmze+hIaGkTdvnp9KsANwXmiI6249pk4OzpBgB/DHmk1ERkbRvFnjXC/YAbx6rUHBAmnPSowXeHRMpOyvyBghkeiTlJj08VMQMTGxmJkapUqwS26c7ETQL4pD1aI4VG3CkOFfqOBYm8vX7uF65A5dOiW+yf3w8ROTpkgTRvPnTU+VYAdQrWolLh5bS/ueE/F+LHVyLGtXhA5N7VM8JibGhiybP5oenX9l0OgF3Pd6xs69x5n8v6S98CBjx7lHuxqsWbuZvW4HWDC1J1omJflj1WIKFszPiZNnv+3j6926hYU5zZo25NdfG/3wfJXmmESRNZvcGD99FaIo0r1TU1YvHodmTk1JyIXk9u/nihVh5Up49AjKlMnuaNJGXFwc169fB6BatcRl7cogXrDbvh1evJBKZq9du8bTp08JCAjg/fv3vH//ngMHDnDhwgUKFkxbQx2Z7OPlS3jzBlatSrtgBxAZCaOH6HJonxadu0ezYHlEuhosqCIrl2rz7Ik6u/aFJSvYpXRuHD4FnjyCEyegbJGcnYqlri6dK1esgIEDv/mB5lauX4f//U8q9TYwkLLpevUi4f39szeUkJFJCkEQtIF2QCG+0+JSysLLfDdvGZl0Ehsby1znpQCULWOXzdFkLbt26zLP2YhuXcOYOD4kQ2MFBQWzcfN2AMaO+Tkcct+8UadA/vQ1oQDQ1o73tEtd51lffymjL6f52SWHqakJc2dPAWDy1Ll8+ZJ4pvP1qzcEBQUDMM95Kdt27CY2NnVCaaGCNpz9ey1NG1ZHS0sT55nD0tRcwqFcSXp1aQZIWZE+r/xSvW1aKF+2OPZlihH4OZhjJ68AUhbdxPGjOHf6cMJy9tQhzp46xB7XLfTq2UWpEwyxsbH8b8oKxk1biSiKTJ/Qn/UrJqGlJRvby2Qd3zejyGl4e3sTHBxMgQIFsLGxydR9Xb0Ks2bByZOgra1N2bJlqV+/Pl26dGHkyJHExMQA0KdP8hMNMqpFsWKSJ1fnzmnf9sMH6NBCn0P7tJg8M4Klq3OPYPf4oRqrl2nTtmM0dRqkz7olPBzOnYPRo6FRo5TXzwnMmCGVhA4fnrhkPjcQHAzv3kk/q6uDnx8sXw6+vpJHXe3aksefjExOQxCELYIgvBcE4cF3z5kJgnBKEISnXx+VkSN9CGgFxAJh3y0/RP5Yyagk4eERdO7Wn12ubujp6TJh3IjsDinLuHhJiyHDTHGqFcXq378kKrlJKxs2bSc4OITaTjV+aFafW/jyRSAoSI38GRDt4htRREakTrTzeyf52Vlb5Sw/ux/RrUt7qlWtxPv3H5g7f0mi1ytWrICry0bsSpXg9eu3DBk2ll8q1cH1r33ExaV87I0M9dm3YyF+j45Rv3alNMdnX7ooABfd71CjcX/8Az6meYzU0KNTUwBGT17B/QfembKP5AgNC6dj78ms27IfLS1N/lwznYmje8ndXmWynFKlQE8vZ4p2V69eBaB69eqZvq9ly6RMxJ494dOnf7/25MkT3N3dMTAwyJQSXRnlEhcHGzdK3sIGBonLn1Pi4UOoUgW8PNXZsC2MYaOjM3w9pyooFDBupC4GhiKznFN3nZQUenpSaaWzsxKDy2aMjaWuwFevwo4d2R2N8nj5UhJX8+WDSZOk5xwdpbLxUaNkvzqZXMFW4L8m1BOBM6IoFgfOfP09o+QTRbGTKIqLRFFcGr+ktJEs2smoHIGBn2nZpiv/HD+NmakJx478Rc0aVbM7rCzh2XN1unQzp2iRWFxdPmV4RjY8PILVazYCMHbMMCVEqNqEhwv8vkrKx09v51gA3a9m5JFRqese6+f/tXOsde7ItAMpo2z50nmoq6uzfuM2rt9IfLfeskVTrrufYsumVRQrWpjnL3zoP3Aklas14O+jJ1K1Hz29tBu/A9Sq7sDFfzZQrmxxPn8J4cz5m+kaJyX69WhFPSdH3n8IpMmvHZI8DplBdHQMjdoM5/jpq5iZGnF0z3I6tW2YJfuWkfkv6upQoQJ4eGR3JGknXrTLrNLY79HVhZ07JcFuwABJ+Iln27ZtAHTo0AF9/cxpoCOjPDZtkkocjxxJ+7bPn0O1ahAWBm5Hw2jeOv3XI6rIXldNPK5rMMs5Mt0edBs3QkiI9JnRTp2rSI6hZ0+oWhVOn5b8LnMaXxOCAamZRNOmUsbp6tXQogUM/a5oR86qk8ktiKJ4EQj8z9OtgG1ff94GtCbjuAuCYJ/WjeSPmozK0aP3YK5eu0m+fDacOnHgp8gOA+nivk8/M9TUYN+eT+nufPo921128/HjJ35xKE/dOjWVEKVq8vGTGvMXGGJX1pJFS4yoUjmKunVSJ7glhXZ899g0ZtrZWueujrz2ZUszcvhvKBQKBg4aRXh4Ym9FdXV1OnVow60b51j7x1IKFsjPo8dP6dS1H69fv83U+Bwd7OjSTqqpuXztXqbsQ1dXG7ftC2jRtBZfgoJo3qozZ89dypR9fc/rt++46/kEgKqV7KlgXyLT9ykj8yPq15eyR968ye5IUo9CoeDChQtA1mTaAZQvD4sWwYED0k07SL5627dLNhW9e/fOkjhkMsaRI1KGadu2ad/2+HEICpJKP39xTH/Wv6ri80INQRBp0yEm5ZWTYdkyqZNubkRNTRIl58+XMjSfPpW8LlWRFy/AxUXqgt26NZQoASYmEO924uEBPj4wfryUbbdzp5RhJyOTlehpaFLe3CpDC2AhCILHd8vAVOzaUhRFf4Cvj+m+0RME4b4gCJ5ATeC2IAiPBUHw/O75HyKLdjIqRWxsLJcuS7Pip48foFTJ4tkcUdax5U99bt/RYumSLxQqpJyLPJedewHo3q1Driype/lSnTFjjSlVxpJ5zkZUqhTNiWMfOHPyI6am6Rc9f5RpJ4oiG7cdpN+wOcxcsJEdu49x++4jIHdl2sUzZdIY7EqV4Nnzl8yauyjZ9TQ0NOjZvRPul44DkphnZpb57fFq15RE/d37TnL+cuZkwenoaLNz42y6dmlPeHgE7Tr24vCRfzJlX/EUK5KfDb9PRldXm2Mnr+DUdCAPH6tW8xKZn4vevaWskW3bUlxVZdi/fz8vX74kf/78VKhQIcv2O3q0ZNLeuLH0+40bN3j7VprEuHnzJkFByus2LJM53L0riRPpuXTy9pbKJO1yqR1zXisRURQI/JT+60ozM/iYOa4WKkHZspA/v/Tz//4nvRcmTYKAgKyNQ6GAV68kn81Vq2DYMGjY8Fscrq7QowcsXiyJi+XKSfHGX/6uXCmVejs7S6WxMjI5mI+iKDp+t2zI4v03B1oATYFiQKOvv8c//0Nk0U5GpfDze0dcXBxWVpbkz2+b3eFkGR8+qjFzthFOtaLo0C5jnWK/p1HDugCs/mMjYWHhShs3u7l9W5OevU0p94slW7bq075dBB7XA3D7K5CaNTLuG6PzNdMuPDyCi5fcE54PD4+g16CZjJywFFe3kyxasZ3fRjlz6pzUmdAmF3naxaOjo8OGtctRV1fnjzWbuOJ+/Yfre973AqQsPQODzC8Bq2BfgiH92xMdHUOn3pO59+BppuxHQ0ODP1Yuopx9GaKjo+ndbxjBwRlrEpMS3Ts15eKxDZQsXpCHT3yo1WQgu/Yez9R9ysgkR5EiULeuZDaeEwzWFQoFc+bMAWDSpEloaGiksIVyqVxZerxyBXbvtqdECalz+9ixY8mXLx/Dhw/n6dPMOV/JZIwPHyRjfQeH9G3v7Q2lS6dP8MsJ5M0rnQAC3qX/DzQ3h8D/FqLlUtauhU6dJK87KyupC/H06d9ev3lTavCQHmJipAy4S5ckAW7xYhg5UhLaQMqMK1RImkAYMULy2QsOhs+fpdd795ber+Hh4OUFbm4wezbEV/Dn1vewjEwqCRAEwRrg6+P79A4kiuIrURRfAXPjf/7+uZS2l0U7GZXi9RtpJrpggZ9rOmfaDCNCwwSWL81444nvmTBuBGXL2vHi5SumTp+nvIGzCR8fdZo2t6BW3bycOqPDqBGhPLz/jnV/fMGulPI8YzQ0NGjZvAmiKPJri05MnjqH589f0rBJW9wOncVAX5d50wYzcXQvOrZpgKODHbWqVaBmtfJKi0GV+OWX8owdMwxRFPlt8JgfCsDXr0vZblWrVMyq8Fg0ezjtWtYjJDSc1l3H8uq1v9L3ceHybao7NU0QJRs3rJslomQZuyJcOr6BLu0bER4RSf/h8xg0egFRUdGZvm8Zmf/Sr590g3j+fHZH8mOio6OZNm0anp6e2Nra0rdv32yL5cgRWLnSgFatvDl48BD16tUjNDSU1atXU6JECZo1a8bJkycRc6L5VS7F+2vPofQmZ8aLdrmVvFbSe/XD+/TfRpqZ/Tyina0tbN8Od+5InVZbtPiWhRccLAn8xsZQsCA0awZ9+kgl1iCJx23bQsuW0muNG0ODBnDqlPT61avShIqTE3TtKpWxbtsmnacBatWCdeukc7a/P3z5ImUBlyr1LTY7O9CUG9LLyCTFYaDX1597IXV+zShlvv9FEAR1IMWbpqyddpTJEYQH+2bbvuNFu/z5fx7R7tp1LXa46DN6ZAilSirXrFhbW5uN637HqW4zNmzaRvNmjalfz0mp+8gqHj7SoEVrCyLCBebPDaJPrzCMjDLvJmf71rUsWrKShYtX8vuq9axcvQFRFClSyJY9W50pXapwpu1bFZk4fiRbt7vy0ucVGzZtY/TIwQmvvX79lidPn/PihQ9/uR0EoEqVrDM9UVNTY9OqKXz4+JmL7ndo2eV/nDm8BgtzE6WM//zlW5p1HI1CoSB/fluWLJxNs18bZVnJuYG+HptWTaVmtQqMGL+U7a5HqV3Dgc49SmbJ/uPJyu8GPaOsybRW5t+UVTFnJ23bSjfby5ZBvXrZHU3SXL16lX79+vDw4WMApk35H3FRHwlPwuY0K/5nzs6Sv9nixWro67fkzJmW3L9/n5UrV+Li4sKxY8c4duwY48ePZ+HChZkej0zK1K4tCUp6emnf9uNHeP8+d4t2lpYZz7T7mUS7eCpUSCwEa2lJwv6DB9Jy/770GG/BGRMjdWhVVwcNDWlRV/+WmVemDGzeLImA+fJJi6Hht/ELFYLffsuSP+9f+AfLFgAyOQtBEFyBOkjed2+BGcACYI8gCP2A10CHDIw/CZgM6AqCEJ9bKwDRQIqluj+laGdtZJzdIcgkw5s30g1UgZ+kNDY2Fkb/zxhb21gmjs+cUrty9qWZMnEMM+csZPCw/3HD/TQmJjnjMyBESFOFHncMaNOtDJqasZw66EUZu6+ZXsqrJE6EFjB1VFsa1SpJ36FzeOHjS91aFdmxYTZmpjmrt72omzGBURRFps10JiDgPRoaGlT85VtG4fSZzixd/se/1ldXV6eGg3XC/y8r0NbW4q+t82nUehj3vZ/Ttvt4/nH7HX193QyPbWOVh/Jli3PH8zFBX76gqfiEWqRPxoNOA4IgkM8mL3FxcejqalO9cjmlHd+Mvj9kfh50dWHsWMm0/MaNbyWgqsKKFSsYM2YMoihStEghVv2+kNpONbI1JkGAP/6AyEiYORN0dGDCBHs2btyIs7MzY8aMYceOHfj4+GRrnDL/xjSdlqzxZYnxol1q7jlymsCRx1KaMH3/Lv2ZdoMHQ/v2yooo56KjA82bS0tSFCoEnj+wqDc3h2xMJJaRyTWIotglmZfqK2l8Z8BZEARnURQnpXV7uTxWRqXw9ZXK2kxNlZMho+ps3KyP530tFs4PwsAg87LGRo74DSsrS3x9/fl91fpM209mcPGKMb+2L4uhQRynD93/JthlEZUrluH6mT85sX8lh1yX5DjBThns3XeI1X9sRFNTk53b1+NUS5oCvn7jFstWrEFdXZ1aNavSu2cX5kwZxKmDq8hnk/WddI2NDDiwawkF8lnhcechfYfNQaEE8y1dXW1OHVxNu5b1CA4Jo12PCfy+dneWlrOFh0cycsJSACaP6UPBAtZZtm8Zme8ZNgwsLGDGjOyOJDH79u1DFEX69+3BdfdT2S7YxaOmBps2QZcuUolc/GnJwsKCIkWKAFCsWLFsjFDme4YOhb/+St+28aW1uTnTTlcXjIxFAgLSn2lXvPi3bDIZGRmZnwVRFCcJgmArCEJ1QRCc4peUtpNFOxmVwqGCPQBr12/JdJP37CbgvRqz5xpRr24krVtFZtp+Pnz8RJv2PXn3LgA1NTXsy+acK8mjJ81o1bUM+W2jOHXIkyKFMu84/Qh9fV1qVXfIciNzVWHLny4ALJg/nebNpHaIMTExDB81AVEUGTViEMePuvHHqsX8b3g3qlayz7ZYbawsOOS6BBNjA478c4lpc9cpZVw9PR22r5/JtPH9EEWRSbP+4LdRzlnmLbdgxTZ8XvtT1q4IIwZ1ypJ9ysgkhaEhjBsneS65u6e8flZiYGAAQNMmDdDVzXiWrTJRV5d8rVxcJBEvvjvjs2fPAChatGg2RicTT1iY1DggPmMurXh7g4HBN8+y3EpeS0WGMu18faXPQ27uICsjIyPzXwRBWABcAaYC474uY1PaThbtZFSKnj0641ixAn5+75g1J3d7u8yabUREhMCyJUGZ1p3p+o1bVK/VmPMXLmNhYc6Rg660bZNMDr6K8fdRHTr3saOsXRgnD97H1lo23s8OXrzw4dLla+jq6tC187daltVrNuHl9YhCBQswcfyobIwwMSWLF2TnpjloaKizfI0rf+48opRxBUFg0pje7Nw4G11dbVz++odaTQZwyf2OUsZPDq+HL1ixxhVBEFi1eByamj+neCyjOgwdCnnywNSpoEr9E4yMpEzokJDQbI4kaeI9qQICpM6kkybBkyeSLYicaacaPHggvacz0jm2WLHc33XT0lLE3y/9f6SXF/TqBdeuKTEoGRkZGdWnDVBSFMVfRVFs8XVpmdJGsmgno1Koq6uz6vdFqKurs37jNqZMm8uhw8d4+9Yv13VWu3Zdi6aNIyleTLnNJ0DyIFuzbjONmrbDz+8dVas4cvXScerUVo1SoZR480ad3wabUsE+lGNuDzA3U/4xkkkdLrv2AtC6VTOMjCR341ev3jB/wTIAli+bh56eamW0ANSt5ciKBWMAGDlhKecv31La2G1a1OXM4TUUzG/Ng4cvaNx2BL0GzeStb4DS9hGPQqFg+PjFxMbG0b9nK6o4llX6PmRk0oq+PsyaBefOwXoVclz4Jtqpdqa+iQlUqwYLFsCtWzuBbhQuLGfaqQIBX0/j6c2Us7ODe/e+dffMrVSqFsttDw3u3lJP1/aOjlLn0m7dVL8btYyMjIwSeQGkuV+zLNrJqBzl7EszZtQQRFFkxcp1dO0xkJJlKlOslCOnz1zI7vCURmiYgIlJxv22kmLNus2MmzCD2NhYhg0dwPGje7GxyRkeWHFxMGCQKbFxsG3dYwwN4rI7pJ+C6OhofHxec+nyVVz/2sfipatZvWYjO7+Kdj27SyWZoigyZtxUwsMjaN+2JY0a1M3OsH9I3+4tGTW4M7GxcfQZMpu4OOW9lyrYl+DWhe1MGdsXHR0t9h48Q4Wa3Vn0+3al+OjFs8XlCNduPsAyrxmzJg9U2rgyMhnlt9+gcWMYMwYePcruaCRMTCQ/3Ndvsq7TcXrQ1pY6Pp44EYpC4Qu40LGjDZ8+ZXdkMrFf5wjT64bh7Cz52XXrJpWA5lYGD4/CIo+CGZN10pVta2YGV69K3U4bN4Y9e5Qfo4yMjIwKEg7cFQRhvSAIK+OXlDaSa2xkVJIZ08ZTtaoj1655cOv2PW7fvse7dwHsdN1Lg/q1szs8pRAWqoZ+JjWf2PLnTgBWrVhA3z7dM2UfmcWKlQZcuqzNujWfs83DTlX58PEzy//Yhbq6OuZmxgmLhblJws/GRgYI/6nLiYiIwM/vHb5+/vj5v8PP7x1+fv74+b3jra8fvn7vCAh4n2w2a4EC+ahZoyoAhw4f4/iJMxgbG7HAWQWd6P/DnKmDOPD3BV698eeO5xMcHeyUNraeng5TxvahR6emTJ69hv1HzjHTeSNVHe1xqpHO2qr/sHLdbgBqVCmPoYGeUsaUkVEGamqwZQuUKycJFFevgpZW9sbUpEkTlixZwo6de5gyaQyammmezM5SLCyeAFWwsZmEjc08zMyk56OiJGFPJuvR1AQrq/Qff319cHOTMsk6dZKyUVX8bZguDI1g/JRIxo/S4+ghDZq3TntFRP78cOkStGoFc+dCmza581jJyMjIfMfhr0uakEU7GZVEEASaNKpPk0ZSl+Vr1z2o36g1T5++yObIlIMoSpl2BvrKF+28Hz7m0eOnmJma0KN7zjKsv3NHk9lzjWjbOpzuXcNBBTS7T4Ea+Adokdcihrx5YtK8fVwcPH+pi7lZTIbLfH9fu5sVa3f/cB0NDXXMTI2xMDNGEAT83n3g85eUS8XU1NSwsbEin60NX74E8fjJM2ysLfHzD6BggXwoFAoePnrC2AnTAZg1fSLWVpYZ+nuyAnV1deo6VWTrzr85f/mWUkW7eArkt8Jl42zadBvHiTPXCFKin9agvu0YN20l+4+c4/OXYLasmY5lHjOljS8jkxFsbGDjRmjbViqXnTcve+OpV68epUuXxtvbm4OHjtGhfavsDSgFnj9/DohUquTFvn3Sc+/ewS+/SF16x4wBHZ1sDfGno0UL8PfP2BilSkmfi65dYcoUWLRIObGpGl16xvDnxjjmTtelQZOQdL1XzcykUuIvXyTBLipKelSTa8FkZGRyIaIobhMEQQso8fWpx6IopniDKYt2PxnhwTkzV794ccnr5emz54iimCiTKKcRHQ2xsQL6+sovjz1w8G8AmjdrrPJZBt8TFibQp78pefMq+H35l2w3cfb112L8tCL8c9oUfT0FDuVDGTf8DbWqBye7jSiC9yM97ngaJCyeD/QJj5A8Xwrki6RCuVAcvi4V7MPSJASeOn8DgP49W6Grq82nT0F8DAziU2AQnwK/8CkwiJDQcN5/COT9h8CE7TQ1NbGxtsLGxkp6tLWWHq2tsLW1Jp+tDdbWlmhoaCCKIrXqNAOgdavmrFm3mZsed7C0LUlkpNTusJKjA/365pwMznq1HCXR7tItxg5Pf9xrNrlx9/4T6jk50qBOZSzMTf71up6udMcSHZV2cTc5hvRvj13JQvQZPJtzl25RrUFftq+bSc1qFZS2D1Ukp35X/Yy0aQP9+kllgU2aQK1a2ReLIAgMHz6cwYMHs3b9lhRFu9S8z/SMbJUVXiLiO8d+34QiLk7yu5syBTZsgIkToXdvWbzLaXTpImWRLV4MNWtCyxRtxnMe6uowY14EnVsbsHmdFkNHJW4Y5h8clKqxrK2MUSgkoVNHB/78M/szd7OC1B4fGRmZ3IEgCHWAbYAPIAD5BUHoJYrixR9tJ4t2MjkCczNTzM1M+RT4GX//dznGny05QsOkKUSDTCiPPXDwKABt27RQ+tiZyeSpRjx7rsHfhz5iZqa84xIXB96P9bjuYURIiDpNGwZSqkREittNnFEY78d6HNrlhb5+HKMmFmPCzCKsWfqUCvZhKBRJzwQ361CW9x+10NeLo7x9KL27BVCuTCifAjW542nA3fsGHD5mkbC+rW0sDhViqFA+hpYtIihTOulsvID3H7jv9QwdHW0WLl6KTjJ3cFFRUQQGfubjp0BiY+OwtbXGwtwMtVROW1+85M6du55YWJjTsUMr1qzbnCDWFSiQj4oO5Zk3Z2qqx1MFatf8BQD3G55ERkaho5O+uqd1W/bx7MVbXP76B0EQcHSwo1G9qjSqV4WKFUqhrS2J5FHRyu10XLeWI+6nt9Br0EyuXLtH0/ajmDlxAKOHdlHK/0GIeKmEKFOHqFs4y/Ylk3WsWCGZyffoIZnwGxtnXyw9evRg4sSJXL9xC+8n/jg6Oia5nioIw4GB0uSKgYFBwnO2trBvH5w9Kwl3gwdLpYMPH4KhYXZF+vNw6hSsXCl5DubNm7Gxli+HGzekLqm3b0PhZE5/1kbK+cBkhwDkVDeOBk1iWLlUh07dYrDIk/7rN0GASpWkrsqBgdLnQE92hcjVKOu9LyOTg1gKNBJF8TGAIAglAFeg4o82o2ibaAAAIABJREFUkkU7mRxD8eJF+XTdgydPX+R40S4sVEoj01dyeaz3w8c8fPQEM1OTHNMpFuD4CW02bTFg5PAQ6tROveARGws+r3V49kKXZy90uetpQKGCkQzs7Z+Qwfb3CXNmLyiQkLm3Y7clE0a/oVPbD4nGE0XpovHqDUPueBowcrBvQmbd2mVP6TWoJFt3WrJiwYskjZcFAf5c+xhry2iKF41APZmmakHB6tx9Uoy797S4c1eTu3c1OXpMh7nzjWjRPILx/wvhl1/+na117vwlAGrWqJqsYAegra2NtbUV1tZWKR2+JFmxch0Agwb2ppLjL5w45oYoipQtY4epqUkKW6smeSxMsS9dlPvez7nm8YA6NX/4vZgsw3/rxMgJSxN+v3nbm5u3vZm3ZAsWZsZoaEpfqdExyu92bGNlwT9uK5i1YBNLV+9k2rx1uN/wZOPKKZiZGil9fzIyacHAAFxcpIyiESNg27bsi0VfX5/+/fuzdOlSVq1axbbsDCYFKleuDMClS5cSvVavHri7S2Kou/s3wW7PHmjQgAT/Oxnl4uMDf/8tVURkFG1t2LsXHBygQwe4fDl3ZkxOmxNJ/WoGLJmvzYLl6fc1EQQps9TCAgYOlDJ3//4bjOSvOBkZmdyDZrxgByCK4hNBEFIsjcs5qRIyPz2FCxcE4OVLn+wNRAmEhkkKkkEGy2Pj4uK4desuS5atplnLztSq8yuQs0pj339QY9BQU8qWjWHGtORLT//L5y/qNOtgT/kaFRk+vhg7/sqL3zstzExj0NSUjuvjp7rMXlCAUiUiOHfUk4OuXtiXCWPu4gLc8dQH+Jf4Fv+zr582wcEaVKzwzQuuaOEI6tQK4sIVExQKkhXk6tYKolSJ5AU7AGOjOJxqRTNiWCh/bvrMHY/3vHrxjskTg7l0SZtadfPSqq05V9y/1YacO38ZkDLpbt++l2zTiIzg5f2Ik6fOoaeny8ABvQFJJKxVs1qOFeziqVNLEuqOnbyS7jH6dm+BfWmpVP9/w7qyd/sC+vdsRYF8VnwMDOJdgNT6USBzars1NDSYM3UQbtsXYGpiyD+n3Ok1aGamvBdkZNJK1aowdSps3579nSCHDh2KIAjs3r2bpUuX4u7uTmSkCpik/oe6desiCAJXrlwhIiJxBrggQN26UsYdSN1Iu3SBggVh/HjJ/05GucQ3GU9v99j/UriwJGLfuiV5FOZGipdQ0LNfNC5btbhy8QcXP6mkf39wdZWa27Rrp4QAZWRkZFQHD0EQNguCUOfrshG4ldJGsmgnk2Pw9fUDwNomfRlEqkRwsPTRS0/32JiYGLZu20WXbv0pULgcTvWaM2PWAs5fuExkZBQOFcoxfNhAZYecaYwbb8yHD+qMHR2SJv8SXR0Furpx1K31hae3b3LywH0OuXoxpL8/JsbSVbenlz4BH7SYOu4VhgZx5LOJZvL/XqOjrWDXXqnuRfGdbvp9pWFMrEAe828ZUzo6IlUdg/H10+KFj/Knys3NFEyZFMLDB++YPTOIu/c0adQ0D42aWuCyS488FoUAuHT5GrXqNsOxSj0WL13NmzfKK/H6fdV6AHp274S5manSxlUFOrRuAMC2XUf5EpRyY46kUFdXZ9HsEQCs2bSP8mWLs3LRWB7e3MPtiztwnjGUYQM70PJXJ6XFnRS/NqqB+8nNmJoYcubCTQ4dvZCp+5ORSS1TpkCVKjBoUPYKSoULF6ZDhw5ER0czduxYatSogZGREVWqVGHkyJG4urry6tWbbBe8LSwsqFChAlFRUVy5kvKEgq0t3L0r+aMtXQrW1jB/fhYE+hMRJblB/HDiLa20agVjx8LatdkvaGcW4yZHUrykgt5d9Nm1XZOMauSdOsGhQzBnjvR7eDhJVjjIyMjI5DAGA17ACGAk4A0MSmkjWbSTyREoFAru3nsAQIXy9tkcTcZZtdoAbW2R0qXSVkanUCgYMGgUQ0eM5/Dfx/kSFEThQgXp27sbO7au49ULTy5fOEZpu5KZFLnyMTAQEQSR3v3MqFDRkj79TVm2woBTp7V59z75bEFNTRHLvDF8DJTWMTaKQ1NTuqKLL4X189dGS0uBXckIYr8eamuraCo6hHDmvOm/1v0eLW0FkVGJT4/FikYQHqHOh4/SPh8/fcWC5dtYumon/5xy5/Wbdxm+CTQyEvnf6FAe3g9g0YIvvH2rzm+DTVmzbgG1nfyoWcMFQ8NuPHqsx8zZ6ylVtipNm3dgu8tfBAenT4yK5/jx0wB07dw+Q+OoIo4OdtSp+QshoeFs3HYw1duFhIZz9qIHaza5MWzcYuYs3oyamhrhEZEsW70TkMzvS5UoxMjBnVk0ewSmJplvPFWwgDUzJg4AYPyMVYSHq14WkczPh6am1DXz82dwc8veWLZv387mzZvp378/ZcuWJTY2lhs3brBy5Uq6du1K6XLVKFLiF8ZOmE5YWHi2xVm/fn0Azpw5k6r17e1h5054/LW45uIPratl0sLHj5IYWrgwmCp53mr+fKlMdsqUb9l8uQljE3A9EEaRogrGDtejUhlDFs3TJuBd+jPPf/1VyuAFyeeuXDmpQUW8sCojIyOT0xBFMUoUxWWiKLYVRbGNKIrLRVFM8awmpOUGUxAEMbtnJWUyhioYL6eHFy98sHeoiZWVJc8fp5hBqtIcOKhD917mzJoRxNgxoaneThRFxo6fxroNWzEw0Gf+nGnUr+dEoUIFMjHarOFdgBpHjuhy8rQ2nvc1eftWqktpWDeQQ67eSW4jijBnUQHWbrbh7z0PuONpgJqaiFP1IIoViSQ2FhavzM/qDTb4Prqe4FcnirB6gw3T5xfi8yv3JMe+dtOQBq3KceXkXcqXDUt4/tVrbcrVqEifbpu5fW85HnceJtrW0EAPu5KFKV2qMA1qV6Zty7pJx59KQ35RhBs3tdjrpovbfl0+fPjv9H8I8Bp4hbq6L3aldKhSpSRFChcjLk6duFgpazAmRiD268+xMZA3r4KqVaJwrBiT4K3YqWs//j56gtEjBzN39pRUxfdfsrKpQVo5c+EmLTqNIa+FKQ9v7kVXN+WGFA61uvP46atEz5sYG+A8Yxi9ujbLjFBTRVxcHDUaD8DzwVPGj+rJzK8iniqTmxtRZGaX0ZyEKErixJcv4OUF+vrZHZFEcHAwN2/e5Nq1a1y9epVrV935FPgZgJIlivHn5j8oX65Mou0y+/96/PhxmjZtSqVKlbhx40aato2JgffvpQw8mYwTFAS//SZlxSXTvyRDuLlJ3nZ79kiPykYVOpGKIly5qM7GtdqcPq6Bhga0bBvDgMFRlHNI3hImpYYEf/0lCZ+enmBlBcOHSxm9Od3bURX+Z9mJ3IgiMYIgIIpi5vis5FDsKpQX/zz1T4bGqJbX9pYoiplwZk8bgiA0B+YABZH6SwiAKIriD907ZdHuJyOninb7D/xNj96DaNK4Pvv2pM5U+sPHT7x44UOxYkVUptTvU6AaFSvnJZ9tHOfPfEiTZ4rzwuXMnb8ULS0tDu7bQW2nnNNoIq0EBgo88NJES+FHtcrJZ49tcbFk3LQiWOWNJjY2jtCwWLS1Imne5Ah2Jb05e7EOZy40ZNq4iQhCHAqFAoUo8vFTI1atb4PP/evksUic7fjWV4sKNSvyx9JndGr7gZiYWE6eu876LZ6cPv9/9s4yPIqzC8P3Zi3uQgQCCe7u7vDRFihQXIo7pYKVQqFIaYu7W3Eoxd2LFIcgQQKEEELcsz7fjyEJNCEkEGfv65prZ2dH3pWZfd9nzjnPKuAz4BhWlua0+6wRlhZm3L3vx937TwgOjXhrX09v78HZ6e3fn8Fg4HGQBK8ihTPk/ikIEBJqQsBzKf7PpTwPkPLosZ7Ll8N4/FhPbJwj4JTqtlKpgEwmRijKpBAZJR5XJhOoUF5LrVoanJ18+Wny/7C0jOXe7YvYf8B5k5tFO0EQqNOiHzduPWDuzNEM6N3uvdtUqd+Dew+eUqt6Ob78vDElixemZPHCuLo4IEktTDObuXj5No0/G4JCIefq6fV4F/HI6SaliVG0SyYsDPz8xLQvtTp5UqnentfrwckJ3NzEdEg3N3Ggmgt+fu/k7FmoX1+Mjsmt6ZtxUQFcu3aTgUNGc+/+AxQKBVN/Hs/QwX3fOrezWrSLjY3FysoKiURCXFwcZmZm790m/nVgoNFZM/N4lyN8ZqLXQ6lS4rEOHIDixTN3/7lNAHry2ITVyxVs2aggLlZCtZo6+g9W0+ozXYr04/SIN4IAx46J0ZCHD0PfvrByZRY1PpvIbd9ZdmMU7VJiFO1Sks9Eu0dAe+B2RoQ1o2j3iZFXRbufJs/gjzmLGPvDSCZO+B6dTsdjv6e4FnDB2vrtVDSDwcCKVev5afIMYmPFKClnZydKlihG6VLFKVmiOKVKFadkyeI4OmTvLbq+A+zYsdOMs6eCKV8u/amxy1asZfR3P2JiYsKf65fx+WetsrCVuYf3CUAX/rVg++5Q7txfzdnzR4HiwHzAFSgN/A9Y+Xr+Ga9vZgBtkEh2snzeLrp18kAQxM6giUmyg2ylupUpUfw5Ls6/sHvvPkLCIoHGwHYqV5jI8IGOtGlRDwuLt+vbBYdEcM/3CV/2GEN8guot0S46Jo4NWw6wZNVO/J6+YPJPY/n+22GZ9nk9e/acjX/uY8u2g/g9eQRoAR0SiYEyZYpTtXJFqlerzBeft8ZgsOXfywouXFRy4aKCK1cVqNWJfYRHNG0io0tna9q0VmGZgdqLuVm0A9i15yTdB/xE4UKu3Dq/Cdl7lPNla/7im3GzqV2jPMf+XpRNrcwYA0ZMY+O2Q7RoUpNdG2flCjHxXXxqop0gwPPncO+eON2/nzwfktLAOt0oFKJ4lzi5u0OVKqJ7a+HCuUPQ690bNm2CmzdFoSK3kdgfio9PYNyEKaxcvQGA5s0asWzJHJydHIGsF+2OHDlCixYtKFiwIE+fPk3XjZwpU2DpUjGSMbPTOD9FjhwRTVT++ivroxbPnIF27cQoyTVrMtdoIbcKQNFRsPVPBauWKvF/ZkLhInoGDdfQqZsmyU03o+LN7dtiFK+XF1y7Jgp5338PFStmwRvIQnLrd5ZdGEW7lBhFu5RUqFRJOHT61Eftw83GNreIdieBJoIgZMiN0ija5RHyqtiWWXzerhvHT5ymQf066HQ6rt+4RXx8AlKplOrVKtOoYV0aNayHtbUVo0aP58LFy4CY8hLwIvCd9WpcXV1Yumg2TZs0yPL3cOiwki87OTJuTDQ/jk9/7bFtO3bzdb/hCILA4oW/06tH5yxsZc4hCALx8QnExsURGxOLXC6nkKMmVQEiIjKGDVv2s2Ld3zx+EgCAQiHnf83roNbU4eDRyTRrNBsrywj+3j+Zls3m4l34BoIgQyLRsW6zBZFRE4EedPhCTvUqZQgOCSc4NJKgV1GEhYfh+7A/sXH/A4YAxylVvDCmppvQaEuyY90jPAu9u/yAIAjYFGyETqcn4tlxAgKDWbJqJxu2HCAmNvm36O7uyr3bF5FmZsXr18e/eu0GW7fv5p9/LuFz5x76N4ro2NhYM3RwX4YM6pvkCqtWw7bt/gwauhO5rBHW1i0JC5diYWHg889UdPkqnoYN1O8tzp3bRTu9Xk/Fut15/CSAtUsm0ald0zTXj42Lp2jF9kTHxPHPkZVUKp/76kW+CgmnQu2uRMfEsX39TP7XPPdG4X4Kol1YGKxeLabA3bsHcckZ9tjZiQJWyZLiY7FiYGkJpqagVIrTf+elUlHgCwx8e3r5Mnne3z/5OG5uoniXOJUvn7lF9dNLcDCUKCGmyh4/njuExDf5b79qz96DDB3+PeERkTg7OzH3j2lUr16FIkUrZigi+l0YDAb8/f3x8fHhzp073LlzBx8fH+7du4dKpWLq1Kn8+OOP791PeLhYc61xY1FkMvJxrFsHgweDtzdcvJg96dz+/mJ67L//wjffwK+/ivUgP5bcLgDp9XB4v4xFc5VcvyrD0clA/8EaevZVY/MRBvW7tssZM8qMuFgJ9RtpGTJSTb2G+lx3zTGSEqNolxKjaJeSfCbaVUNMjz0NJA0mBUGYneZ2RtEub/Cpi3ZFS1bh5ctXby1zcyvAq1chb4kRibi4ODP3j2l8/lkrDAYDAQGB3L3vi+/tS9z1fcL9B0+5/+ApsXEJFPIowO0Lm5HLM5Crmg7eHJwePqqk99f2eHjo+ed0cLpdUo8cO0nHr/qg0+mY+vN4Ro8akqltzGxiYmIJfBlEYGAQgS+DCAkJJTY2lti4eGJjYkVBLjaOuLg4YmJeP8bGEhsrLv/v9cWriCctWzalZfMm1K1Tg/u+j1i+Yi1bt/9FQoJYeL9gQXf69ulBzx5dcHZyIOiVCS1aOdGlczyjRsTQsKkztWqomTs7uTM7c5aCxUsMxMS2QaO5AkiB8oACuPR6LWfk8nUoFVXo1dUPpdKNXXucGDpUxZBBcaRFQkICjgWKIZFIaNWyKQcPHUt6b/Xq1qR0qRIsWyGmed++fg4vr8If/+G/pz03b93h8pXr7D9wmLPnLgJgZWXJ4IFfM2xofxzs7Rg6/HvWrt/MsKH9mfHLJC5cVLB5izm7dpsRFWWCq6ueTh3i6dI5nnJlU48Uze2iHcDqjXsY9t1veLg7M3v6N/yveZ00o9PGTFrAgmXb6P5VK5bPG5+NLU0/i1Zs5/uJ8ylcyJVrZzZgavr+en35kYNHz3PP9wkN6lahYo0WmSK2pJd7D91ZuBC2bBHTWmvVgmrVRHEuUahzds4a8cpgEKOuzp1Lnvz9xdesrMS21K0LTZuKbcpIaYaPYelSURD580/o2jV7jvkxBAQE0L17d06fTnZkVigUFCpUCE9Pz1QnDw8P5G8oLoIgEBAQ8JYwd+fOHe7evUtcXOr/HaVLl+bUqVM4OaVe3uBNxo0TRZ5bt6Bs2Y9/z58qCQkwYoSYXtmokRgVWqBA9h1frYZvv4VFi6BOHbFmW26pTZjV4p8gwIVzUhbOUXLquBxLK4HuvTX0H6LG1e3DxplRkbB+tZJVSxUEvzKhdj0d2/fGGYW7D8AopOUsRtEuJflMtDsCxAK3gaRoO0EQfk5zO6Nolzf41EW76TNnc+XqDSpXKk/VqpWoUrkiTo4OREVFc+6fi5w8dZaTp87x2O8pXb5qz/RfJiZFEL3Jm4KCXq+nWsNe3H/4jCWzx35UQXlBEDh26l9u+jxEJpUil8uQmbkgk8k4fbY6O3fVp6BHON9/exQHh1j0egM6vQ69Xo9eb0Cv12NInDfo0ev1xMcnMHPWXBISVIwaMYhpU99/Bz6r0Ov1vHoVTODLIF6+fPWWMBcYGMTLl+J8TEz6jTVSw8zMFAsLC6wsLYmMjCQiMrnjaGqqRKVKjm5r0rgBA/v3omWLJm9Fqj1+LKVZKye6d41nyuRops2wYv1GcyZNjKZr5wSePJHSqasDxbx1zJx+i8XLVhMdpeTAwfGAjIW/r8DZ0R5nJztMJB5s2OrBlp1OWFjo6d3lFX0GmKJ8jx4S9CoY7+KVk54rlUo6dWzL4IFfExwcQudufVGp1PTq0ZlFC37L9nTGf85fYuaseZw4KdoOWlpa0LdPd1asWk98fALXr5ymeDHvpPVVKjh4yJTNW805fMQUnU5C2bJaunaOp/NX8bg4J0d45wXRTq3WUL/1QG7feQRAjaplmTphIHVrpZ5X4/f0BeVqdUEul/Hg6s4UNQpzAzqdjlpN+3Lnvh/9en5Bw7pV0Op06HR6cdKLj3q9Hq1WXF6hXDGaNKj2wb+/s+ev8+/Vu5iaKlAqFSgV8qR5U6USU6UCU1MFpqZKShQthFKZzrsVH4DBYGDa72uYMXtt0jIHezsaNapPk8b1adq4Pm5urim202q1PPN/jrmZWaqvvw+1Gnb+ZcbyFZZcvqLAwgK6d4ehQ0WXz5zE3x/++SdZxLt9Wxws29pCs2bQsiW0aJG1QoFeLwqG/v6i26lNHhgL6vV6Zs+ezdatW3n27BmhoaFprm9iYoKbmxuenp4YDAbu3LlDdHR0quu6uLhQtmxZypQpQ5kyZShbtiylS5fG1jZ9YUZBQWJEWNu2ohBq5MMZNAiWLYPx4+Hnn7NPyP4vmzdD//5ihN+WLaKAmNNkZ8Sezy0TFs9TsmeXHKkUvvxKy+CRaooVz1DmWBJqNezcKic+TkK/wRoEAR76mlC85Ift71PEKNrlLEbRLiX5TLS78iHtMIp2eYRPXbRLLwaDIc3Iiv8KClt3HaXPkCkU8XTjxrk/Pyja7qbPQ8ZNXsipc9f+84oCWAz0BXYCPYHU03TTomf3r1i88PdsFXZevAhk7/7D7D9wlHv3fXn1KgSD4f0dHlNTJW6uBXBzK4CrawGcnZ2wtrLE0tISK0tLLCzNxUcLC6wsLbC0ssTSwhxLS0ssLMzfqi+m1+u5fOU6Bw8d49CR4/j43MPGxppuXTsyoF8vihX1AsS75SYmYvpXdLSEnybbsGu3GWtXh9O8qZrAQBOmTLPm5CklNappePBIhpWlwOzfI5OixeLjJSxbYUFcZBQTf/BP8z2mJ71PpVJRunxtAAb270Wf3t1wdnLk0OHjdOneH41GQ98+3Zk7e3q2RgL9l0v/XmXmrLkcOXoyaVmD+nU4sHfrO7cJDTNh5y4zNm8x5/IVBTY2hqTPGvKGaAeicLdqwx5+nbPudb1CaN64Jj+PH0CFssVSrN+h51gOHPmHSWP7M2ZUz+xubro4e/46LdqPyNA29WtXYtpPQ6hSsWSGtnv6LJCK9bqj0WjTtb5nQVeWzBlDw7pVMnSc9BAfr2LgqBns3HMCExMTPm9Vj2s3ffEPCHprvVKlStCwQR10WrEmqp/fU54HvECv1yOTyfC9+y8FXJzTdcznz6WsXG3B2vXmhIZKKVZUy7Dhcnr1yr3CVHi4WMT98GE4dEhMqwUxWitRwKtXj/felMgoV6+K0X3DhsH8+Zm77+wgLi4Of39/nj17lur04sWLFFHiDg4OSaJcokBXpkwZHB0dP6otc+aIdbvu3RNTq41kHK1WTEUNDIQbN6B165xuEdy9K9a2e/AAfvkFxozJelOMtMiJNFv/pxKWLlSyZYMCtRo6d9cybpIKR6ePG3ce2COjf09zevTRMPYnFba5755brsMo2uUsRtEuJflMtJsJnBAE4UiGtjOKdnkDo2iXOfxXUNDr9VSu34OHj5+zfN54un+VfoOHl69C+XnmSjZsOYAgCNjZWtG1Y0ukJiaEhdtz7MxIXr0qQdkyOyhZ8k/0Oi1anQ6JBKQmUmQyGSZSE6RSqTiZvDEvNcFEKsXbqzD9vu7x3mL5mYHvg0fs2XuIvfsOcvXazRSvOzo6JAlybz66Jj53LYCdnW2WiYshoWFYWpi/5awXFSWhW097KlbQotVJ8PGR4e8vo+/XcYwaEZtkKqHRwKbN5lz8V0GRwnpat0pINb0zPYJTemtyaTSapO8TYN/+w3TvNQitVsugAb35fdbUXGMYcPXqDWbMmsu5fy6y5c9VNGyQvppo9+7L6NPPjjt35MyYFsWwIXF5RrRLJCY2noXLtzF38eakeoMd2zZh7De9cHK0Q6vTodfpOXb6MkNG/4prAUfuX96e6en0mcXC5ds4c/46cpkMmUyKTCb+BuVyGTKpNGmZXm9gy84jhEeIEUGd2jXl53ED8CyUvmizXoMms333cWpWK0vlCiVRqTWoVRpUanFSq9WoXj8PCg4j4EUwAP17teWXiYOxsswc28vAoFC+6j2eqzfuYWVpzrqlk2nZtBaCIPAwEI6fOM2x46c5c/b8O2ubApQrV5pzpw6k61q7YJEF438UBzWtW6kY0C+ORg3VWNrmkty2dCAI4OOTLOCdPSteJ83NxRp0FStC5crifJkypLukw7vo108sun/9ulhjLz+h0WgICAjg2bNnCIJA6dKlcXFxyZLruyCIadDGtNiMExcHEyaIAtnBgzlT5zEtYmLEiLutW+Gzz2DjRrC2zpm25GRtvNAQCYvmimmuZuYwbJSa7n002Nl/2PgzJhp+n2HKqqUK7B0ERv2gplMXDZZW79/2U8Uo2uUsRtEuJflMtIsBLBDr2Wl57ZIoCEKaV3yjaJdHMIp2mUNqgsKf2w7Rf8Q0vIt4cOn4GszNTVPZMhmVSs2cxZuZvXATcfEJyGRSBn3dnrHf9MbC3IbZizz4bb4HMpmEhfMi6dghIavezkchCALXrt1kz75D7N13CN8Hj5JeMzMzpVmThnz2WUtq16yOq6sLyswOv8gE9HoYO8GG69flyGRQrKiOFs1VNG2iSnIkywiZKdq9ycNHflSt0RidTsewof2ZOe2nXCPYfSxxcRL6D7Tj771mosnKqFt5soZMaFgkv8/fyNI1u94bPbZr4yxaNq2VTS3LOiKjYvht3gYWr9qJWq1BoZAz+Osv+WFUT+xs3z2i+ffaHRq2HoRSqeDWP5so6OGS5nG0Wh2/L9jIzDnr0Gp1FPIowOLZY2hc/+P6Ttdv+dKx1zgCX4ZQuJArO9b/SumSyefnm+eqRqPh4qUrnL/wL5aWlpiZmvLjpGlER8dQrlxp9v29JV1u4lFRErxLFKBWTQ2L5kdSqFByTdWsdhnNSuLi4NQp0UXz6lXR8TX2dbUDuVxM9a1USRTyKlcWDSZsbd9fny80FKZPF+t2SSRipF/duln+dvIVKhVMnSqmGbdpk9OtyZvs2QPDh4tp2sOGiU6jHytEZwWCAAsXiuYUFSvCyZNiTcrsJjcYWjx6aMLP4005fkSOmblApy4a+g7WULRYxtNc9XpYvUzB7h1yrl+VUaGSjoOn0q5N/CljFO1yFqNol5L8INpJJBKZIAipFwRPz/ZG0S5vYBTtMofURBmdTkelej14/CSAWtXLsWP9r+8csMbGxdO+2w+cuyhGorVpWZdpEwdTzLsQx07ZMnq8N4/8zPjy8xBm/qrDzS131tC4e8+HJCgUAAAgAElEQVSXIcO+4/KV60nL7GxtaNWqGZ+3aUmTxg0wNzdLYw/5k6wS7Xbu2kvPPoNp2KAu+/7enG8Eu0T0ehg2wpb1Gy0YPvAFMyc/yZPCHcDzgFdM+2MNew+K9f7kMhkyuQy5TIZcLsXezoY1i3+iiKdbDrc08/B/HsTkmcvZsvMoAHa2VowZ1ZOBfdqjVCrQ6/U8eRbInftPuHvfj21/HcP34TO+G96NKRMGpfs4PvceM2DkdG7cegDA1z0+Z/pPQ7C2er9do06nIzwihvCIKMIjorlz34+xkxeSkKCmdo3ybF71C06Ob+c9vetcValU1KjdjEePn1C+XBn27dmCg336cqZWrjJn5Gg7zpwIpkqVt8XdvCza/ReDAR49gmvXxOi4xMewsOR1rK2hcOHUJxcXWLUKfvtNFAR794bJk6Fgwex/L3mZ06dhwAAxbXLMGJg5M6dblLdI/O3t2CFGJy5dKpo+5Hb27oV27cTak3v3Zn+9vdwg2iVy18eEFUuU/LVNjkYjoWkLLf0GZ8wd9uwpKf16WBAXC1NmJuBVVKBhEx3x8TCsvzndemlo3EyXZ/stmY1RtMtZjKJdSvKJaHcFCAAOAYcEQXiaoe2Nol3ewCjaZQ7vEmXuP3jKZ52/5UVgMGVKerF78++4u77t4hYTG0+7bt9z/tItXAs4snrhROrVrsyJM7YsXe3KgSMOFPVKYM6MxzRpEPlB4k5Wo9Fo+GPOIn79bT5arRYnJ0e+bNeGz9q0ok7t6m854H2KZJVot3X7X3zdbzgdvvyCdasXfUjTcj0GA/wwzoYlSy3p3S2IBbMe5br0IyNpc+2mLxOmLOb0P2J9zkIeBbC3t+b+g6eoVJq31nUt4Mi1MxuwsbbM0DG0Wh1zFm9i+h9r0Wi0eLg78/2IHuh0esIjopNEubCIKMLDo4mIjCY8Ipqo6NRNbrp/1YoFs75L1eTiXedq0Ktgipeqhl6vZ+G8X+nTu1u621+voRMarYSL54JTDPDyk2iXGoIAz5+LdcAeP4YnT+DpU3F68iQ5Mu9N2raFadOgdOnsbm3eJixMFOlWrYIiRWD5ctH510jGCAkRIzt794bvvhOjRvMKK1aIgu2AAaLYmJ2CUm4S7RIJCZawfrWCdSsVhIaYMHy0inGT1O/d7sF9Ewb1MUehEKhTX8+yhQomz1DRb5CGO7dN6NnJgpeBJpQsrWfwCDVtO2jz1O8kKzCKdjmLUbRLSX4Q7QAkEokn0ApoCbgD54CDwGlBENK8oBlFuzyCUbTLHNISZQJevOKzzt/i+/AZhTwKMKB3W0qX9KJ0iSLY2FjSrtv3XLzsg7ubMxtXLOXs+Uqs2ejCk2dmONprGdI/kG+GBKBUiudIbhPtrl+/xaBh3+Ljcw+Avn2688uUCVhbGwt7JJJR0S42VoLfEykajfjf6u6ux7WAAZUK7t4Ve30SCRw6eoxfpvWn81ctWbU8D1ZiTyeCAFMm65k1txCd2gWzYv5D5HLjf0ZeQhAEDh27wI9Tl3DvwdOk5e5uzpQuUYQyJYtQuqQXzRvX/CgX3bv3nzBw1Ayu3riXrvUlEgn2dtbY21ljZys+tm5eh749Pn9n5Gpa1+DFS1fx/ZhJmJmZcuzwbipWeH+RsFu3ZdSq68Jvv0YyZFDK1Kr8LtqlhSBARESyiOfvL6Zz1qiR0y3Lm/z5J/TqJaZJTp4sOosaST+PH4tRnQqF6CaaC6t7pIvx42HGDHEaOzb7jpsbRbtE1GrYvUNOxcp6SpRKO5vlZaCEMaPMuHNbypFzsTg4CGxcI2fMN2Z06aHl9wUJaLXw9045i+cpuX9XipuHgYMnY3Fy/nT7LkbRLmcxinYpyS+i3ZtIJBI5UA9RwGsIhAiC8L93rm8U7bIWo9iWu3ifKBMWHkX77j9w+drdt5ZLpWLhdkeH9lSpOJsTZzzQak2oVyuKvj1f8kXrsCSxLpHcINolJCTw4KEfO3b+zbwFy9Dr9RQp7MmiBbNoUD8P5IhkM6n9PtRqCX5PTXnoZ4a7q4bKtZwIemVCnfrOBAW9HUr2y5QovhkZy6PHUipULvCfPakoW+YPLpzrmaOOsVmNJOEJfyxwZ+K0IvyvRRgblt3H1NT4v5HX0Ol0nP7nOhbmppQsXhhbm8wX93U6HcvX7ubi5dvY2lhhb2+Dg5019nY22NtZ42Bv81qos8HWxjLD501a12BBEBg87Ds2bNxKwYLunDm5H2entJ09v/vBhtVrLXh0/yX2qRRFzyrRLj5eFMWk0uQpH19CPll8fMDXV3QRFQQxPdnoEJtxTp0SU0v79IHZs3O6NR+HwQDdu8PmzaKQ27Vr9hw3N4t26UWtho1rFUybZMpnbbXMWyrWl9bp4PxZKUcPyek3SI1nkdc32gU4cVTGiaMyfpmlQiKBwwdkVK6q/+QEPKNol7MYRbuU5EfR7r9IJBJ3QRDeKRwZRbssxija5T2Cnl5m/pKt3L77iPsPnxH4UgB6AwOAYtjbaeneKZg+3YMoUezjTCYyS9iLjIzC98Ej7vs+xNf3Ib4PHuHr+4inz/xJPGclEglDh/TjpwnfY2GROc6N+QGtFgICpPg/l2JmJlC9mhZBgDZfOOD3RMbz51IS/zv7fR3LvDlRSTXcvLx0eHvpMLcQP+PiRXV4eemJi5Nw5qySxMvljZu+TJvxL7CShg3s6Np5NctXetKmdQKtW6soXSr/1FJJFD6XrSnAN+OK0qheJFvX3sXSInfWdzTy6aJWa2jebjiXr92lfu1KHNw5L9WoPcGsCCoVFC3hSpMmKtatjkh1fx8q2mm1Ytqpn5+YZurnBz/9BGZmyZE2/yU+Xnz922/F1DmFAooXhwoVxAL2AwfmPndMI6kTFwdTpogCU8GConD3qafnfSgbN8LXX4ti54ED4OmZ0y36eNRqaN4cLl6Eo0ehfv2cbpFIXhD27t814Z+zMlYsUlK8lJ71W5MdxOPjRbfsdxEXCxWKW6PXQccuGoaM1FDY69PoxxhFu5zFKNqlJD+JdhKJpA0wFSgMSDG6x+YOjKJd3iIsPIIqVesREhb5ekl3YCFgA5wBltGkQQArFoymgLPDRx/vY0S7i5eu8NsfC7hx04egoFepriOVSvH2KkzpUiUYMXwgNapX+eDjZRWCAKFhJjx9KiUkRErrVioAdu4y49ZtOXHxEuJiJcTHS7C2FlgwT/xuxk2w5uo1BYJA0lSkiJ6Vy8QB9bARtty993b15jKldUnb9+5rx/kLCl6+lGIwiP+NLVuo2LlNrLTepZs9pmYCRb11eHvrKOato2hRHTY2H3YNPHT4OAOHjCY0NAwry064ui3mwQPxN1SksI7WrVV8NzoGZ6e83Sl8M1px41ZnBn1TjMoVYlm39D5FPN9ffyavceP2AzZtP0S/nm0pXrRQTjfnk0Wt1nD01L9UKFPsvW62b3L05CW+6PIdMpmUl74HsbBIacAjmBVh2w4z+vS1Z9/foTRqmPrv+ENEu5UrYdAg0cwlEbkc7t6FokXFqKELF0QBTq9PniZMEIvT//03nDsnDkDv3RPrzcnlEBQkpuZ/950oBFasKE41aoCzc4abaSSLeNPV9Ouv4ddfwTHtgE8jqSAIYu3EiROhYUP46y/R3Ti/EB4uGmi8egXnz0PJkjndotwt2un1yTct9Ho4d1rGiIFmDP9WTd+BYn3WxPszsTFiRKNaLUkRUef32IRlCxRs26RAr4evumn5dpyKAq75eyxsFO1yFqNol5J8Jto9AtoDtzMirGWzH5ERI7mbufOWEBIWiZ2tJ1rdQmJj22CqvIS93Vjkcl9CQiM4flpF9YY3WTR7DJ+1rJftbfT3D2DipOns2LUnaZmZmSnFinpTsmQxSpYoRoniRSlRohjeXoVRKFIWaM9uxALmUp4+k1K/nthhWrjYgj83mfPkqYyYGDHXy8bGQKD/SwB2/23K33vNsLQUsLAQsLQw4OmZPLKVSJI7ZRKJgEQCSkXytc/UTNzuTZRvpGlaWgg0qK/Bs5COggX1eBbS4e2VvP/Nf4Zn6mfQskUTLp0/ytf9hnP6zDZqFw7lwJ6NHDxkyr4DZpw7p+CXn0XBThCyt+h0VtH9q2CsrPQMHFmM6o0qM2uqH727vsoX7w3EFMt+w37hru8Tlq/dzeihXfl+RA/MzPJoAaU8RkKCmiMnL7Fo+bYkR++a1cpyYu+SdG1vMBiY/sdaAIb265iqYJfI2nXmFPbU0aD+xwnPz57BnDmiQUPDhqKQNnYseHklT+7uyde2hg3F6V188YU4JSIIoonBm+fY7duwa1fy8zZtREdKgOBgcHLKH9ebvIaPj/jdlS0LZ8+KhglGPoznz0XBs3t3UQjPqzXs3oW9vRg5WLMmtGolRt25pP/exCeHVCoKcSYm4nyDxjqcXQSuXJLS7w3D871/ydiwRsnTJybY2gp81lbL8G+Tr/Fe3gZ+nati9Fg1C2Yr2bRewYChagq4Cvmmn2bEiJFs5zngk9FIOGOkXRZjjLTLO7wKDqFshdrExzfA0WEHkVFm/DTGn2+GBCQNoF68DGHgyOmcOHMFgN7d2jBrynAsPzDdNCORdjExsfwxZxHzFy5HrVZjaqpk5PBB9Oz+FYUKeeS6OmmPHkvZt9+M8xcUXLqkIDRM/BBfPAvE1lZg8VILjh4zxauIjiJFdHgV0ePpqaNMaR0g1h2RSvNfp2jRkpX8MHYyfft0Z/7cmUnLEzuAMTES/ve5I+PHRdOyed6LTEutLuDzACUDRhbj9D+2tGoWzqwpfngXUeVA6zKXk2ev8L+O32BmpiQhQfyuvAq7M2fGNzRrlLICv16vJzIqloQEFY4Otpia5rORZTYQF5fA4eMX+WvfKfYfOZfC1XbF/Al069QyXfvauPUgA0ZOx8XZnpv/bMLaKvVq/35BRSlbsQATJ0Qz9oeYd+4vrUi74GAx6m3TJvE8//VXGD06Xc3MFGJjxSi88+fB0hKGDBEHtQ4OYpptvXqimNeunfi6kcznwQNYtw6iomDhQnHZgQPQrJkxHTYzePBATIvNb32GN7l8WRTxS5USxf86dXKuvmVujLTbsFrBq1cSRn2vRiZL7lclJECXdhbY2Aqs2xJP4AsJf65TMHeWkvadtJQopcfKCn6dqqTvYA3fjk297xUZAbav/ZdGDDTD0Ulg2Gh1qjVO8zLGSLucxRhpl5J8FmlXDTE99jSQdLERBCHNKqzGSDsjRl4z5ZdNxMevBzrgaB/P35tvUqn82w6B7q5O7NnyB4tX7mDitGWs/XMfZ8/fYNzoXmi0OsLDo4iIjCEsQnwUn0cTGR1L4YKuVKtcmmqVS1O1Uinc3dKXo6TX69m4aTs/T53Fq1fBAHTs8AVTJ4+nYMHc4Vao0cDVawrOnVPQ+asEChbUc+6ckgkTbfD20tGypYrqVTUULarDzEzs3AwZFJeqA2Misnx6dXr40A+AYsW831qeONAICTFBrZHQqbMDq1dE0OHLj6ubmBso6KFm/3YfFq90Y9IMTyrWrULPLq8Y940/Hu6a9+8gl7Jw+XYAvh/RgwZ1KjHihz+4c9+PL7p8R6N6VVAo5IRHRL+eooiMiuXNG192tla4ONlTwMUBF2cHCjg7UL9OJVo1q51TbynHCQwKZdTYP4iIjEEmlSKXS5HJZMjlMlQqDecu3kgSSN+kXJmi7No4C3dXp3QdR6/X8+MvSwGY/tOQdwp2AEeOmQLwVcf4d66TFjdvwuefi8LdyJEwapRYuyw7sbQUI7nejObSasV6eWfPwunTsG2b6FK6aJHoXGrk44mOFj/XNWtEwdTEBP73v2QxoXXrnG5h3ub5c1i1Cnr0EGs65neqVYMtW6BzZ7G2nacn9O0rTm5uOd26nEWrhQe+Jlz9V0qjpjoqVtYjlYo3gK9cknL9ipSJU1Xo9aK4t2C2kh+nqBg0XINEIt7EePbUhGuXpUlRev8lUbDT68XXly9SsGm9gmHfqOg7SIPZu4O1jRgxYiSRaUAsYAqkOx3OGGmXxRgj7XI/Wi3MnGVg5iw7QMrAPneYOVmdwg32v/jce8zXQ6bgc8/vg45bwMWBqlWrUrVKJapVrUTlSuWxtn7bofHsuQuMGfczN2/5AFCtaiV+nTE5V9Sme/nShDnzrbh+Xc71G3ISEsQezoa1YbRvpyIqSkJ8ggTXAnm7Rltm0/qzrzh95h92bl9Hy+ZNUl0nJkbCl50cuHBRwbIlEXTtnHeEu/c5NAcFy/ltXkFWbRDddfv1DOL7kc9xcdJmR/MyjafPAilTszOCINCr6/+oVa0c3kU8Xqdrbic+IfVIQlsbS5RKBWHhUeh0+lTX2bRyKjd8HnLw6HkszE3Tne6Z1/nn4k1adxyFVqtL9zbubs7MmfENbVpkLLcwNi4eZ+8WyGRSIv1PpBmp3H90JY4cNeXJw6A0o3jeFWk3dy78/rtYf65Kzl+6U0UQxNp4S5eK6brlyokRYZaWRkOLjGIwJLv9TpkCkyaJNcj69BHFJVfXnG5h/uHkSWjcWHxMK408vxEbK15P1q6FY8fE31qbNqIBTfPm2XPO5sZIu4QE6NnRgoDnEkb9oMazsIF7d6UsnqfEs7CBNZvi2L1DwbTJpnTvreHHKeL/dKJIt2iugiXzlVy8GYNlOgzT7981YfpkU44dluPqbmD5uniqVEv9fz0vYYy0y1mMkXYpyY5IO4lE0hKYh2gOsVIQhJnvWvdjkEgkVz4k4s8o2mUxn4poJwiiw5WpaU63JGP8c17BN9/ZcueOHNhH0yY72fNn33Rvr1Kp+WPhJm7cfoCdrRX2ttbY21tjZ2uNg51N0ryVpTm+D59x+dpdrty4x9Xr94iIfDvNSiKRUKCAM0qFEoVCjkQiwffBIwA8PNyYMnkcHb/8IlvTYAUB/P2lXLsu59p1BVevyfnicxUD+8cR9MqEshVcqFBeS+XKWurWVlO7tgYnR6NIlxbFSlUlMDCI29fP4eVV+J3rxcVJ6NjZnjNnlWxYG067tnkjnfR9ol0izwOUzJhTkA1bXFAqDPTpHkTThpHUqh6NtVXu7/TeuedH7eZ90xSYCrq7ULtGeWpWK0ftGuUoVbwwstchpAaDgbDwKF6FhPMqOJwHj/z5dsLcVPfz8/gBfD+iR5a8j5wiMCiUe75PCAuPIiwsktDwKLbvPsYjvwBaNKnJ6KFd0en1aLV6tDqd+DkLAkqlgi97jAFgSL8OTBrbHyvLDytP4F6yNRGRMTy5/TcuTvbvXK9Koxp4FtInmdS8izdFO0GAx49FMwlBgMhIsLP7oGbmGF27wp07oqtpk9TvLxh5jUYjCke7d4tiysKF0L49vHwp1jGsUSN/p23mFLt3iynd16+L9SE/RR4/hhUrxGjO4GAoVAj69cv66LvcKNol8sNIU06dkBMWKkEhh6Il9KzdEs+rlxJ6dbagTDk9azeLkdM6nZjZER4uYXAfM2xsYPn6+AzVrLtwTsqcWaYsWR2Pg6NATDRYpekDmbsxinY5i1G0S0lWi3YSiUQKPACaAQHAZaCLIAh3P+qgqR9rJnBCEIQjGdrOKNplLXlVtFOpICzMhJBQKaGhJoSFmxAWJk6hoSaEhUkJCzchNCx5uU4nwcFej7e3Hm9vHd5eouumdxHx0dY2d/x2DAY4eMiUeQss+ee8EmdnFaGh3TAY/uLfC0cpWyTr60wJgsDjJwH86xPC1as3uHzlOrdu30WjeTtV0NzcjG+/GcqIYQMxN8/8uHudDl6+lOL//PXkL8PdXU/3rmKHpWBhVyIiRZFQLhcoW0ZL3z5x9On9dmfHSPqIjY3Dxb0ECoWC0KCHSN9zOzwhASZMtGHsmLzjKpte0S6RR36mTP+jEDv3OKLVmmBiIlCxXCz1akVRt3Y0tatHYWebO0W8p88CuXbTl/sPn/LgkT/3Hz7j4WP/VNM3ASaN7c+YUT1TfS0yKgaPUm0wGAxYmJtRopgn127eB+Dgjnk0qFs5y95HdhMVHYtXhbapfk6FC7ly9fSGd5p5aDRailZsR2h4FGcOLqdqpVIf3I6aTb/mls9DTh9YRrXKpVNdJzbOhALFajH2hxgmjHt3PTt4W7Rbvhy+/14UvTw8PriJOcqOHeJ7ePpUTO/97bdPIwUxI8TFQf/+sH+/mAprYQEtW8KIEWL6opGsZe1aMYLRzw+KpL9EcL5EoxEF4+XL346++/prMRoxs2tV5mbRDsDnlglxsRLMzASKljBgbg5jRply5KCcf67HYG4uZtrI5eKNlT275EyfbErv/moGj/jwsh0GA7RpYoGtncCPU1SULps3+m5vYhTtchajaJeSbBDtagGTBUFo8fr5OABBEGZ81EFTP1YMYIFYz04LSMRDCWlK/Z/kcDuvCmmZSXCICbduybl1W47vAxkhIdIkQS40zITY2NSjuUxMBOztDTg6GHBwMFDUS0eNauK8hbmB5wEyHj2Wcfacgs1b3o5+cLDXU6yYjpbNVXzZPgEvr+wdiCckwKbN5ixYZMnDR3IKFtQx/ZdwNm9pRXDwvwwe2IcypUtCBkWHD0EikVDUqyDeZerT5asvAVCr1YSGhqHRaNFotajVGgp6uGFnZ5tl7aheyxnfB29XwP68TQLdu8YjkcCokTHYWAtUrqShbFltCkc2o2CXMR4+ElOpvb0Kv1ewA7FA/OzfxY6xRgNHjprS5n95I+IuvRT1UrF60QMW/vaIS1etOHvehnMXbFi6xo15Sz2QSATKlo6jXq1oalSNxrOgGnc3NQWcNTmetlfY043Cnm+HMhgMBvyfB3H/4TN8Hz7j/sOn/HvlDvcePOXnmSu4efsB0TFxREXHER0TS1R0HFHRsajVEsARsCYu3pprN62BErgV8Oaub2suX5fh7qqmTKl4ShSNf2/6fm7GwtwUFyd7nvq/xKuwO00bVsfB3gZHextaNav9TsFOr9dz/PRlbGyskiLzPka0K+Thwi2fhzwPePVO0e7mbUsMBglVKqd/EBcfD5Mniymm7rmj7OgH0aGDOOifOxemT4cyZUQjjY4dc7plOUdUFGzfLop1I0eCuTk8eSJ+Vu3aiRGJxrpW2UfUa93INuu6SdlCZo1L/tdCnPz8pKxZZ8GGP835+28pMplAtaoaGjZQ06ihmgaNnVCku5JS3qRs+bfFsufPJBzaL2f4t2rMzcU+VeJn4HPLhMXzlNjYCkmC3Ye6wxoM8MWXWub9pqRZXUs6ddPywwQVrm559z/biJFPAHdEV9dEAoCUjnKZgCAI6Ui+T4lxyJ3PMRjA74n0tUCn4NZtUah7+TJ5tOvqqsfFWY+DgwFvbx2OjgacHPQ4OhqSJgcHA44OemxthXQ7VSUkwJOnMh4/FoU8Pz8Zt33kTJ5qw+SpNlSqqKF9uwS+bJeAp2faAl5Go3feJCRUxrI1bixf40pouJxKFTWsXRVOu7YJzF+4mNs+/1KwoDuTfxoLpM/R9WPa8y6USiXu7h+XyxARIeHSvwouXFQyYVz0eztlI4fHotdDwYJ6ChXSU9BDj7l5csfiu9GxH9WezCAtR8a8xu27ewEoWapMut7Xmx355SstGDPOlvFjoxk3JibHHOPex4eeP+bmBhrVi6JRPXEUplJJuHLdirMXRBFvzZ8uLF6ZfH5IpQKuBdR4uGlwd1Xj4abGw12DWwE1zk5anJ00ODtpsbbSZ1paWrreG+BZ0hvPknVo8XrZgYNH6di5DwC79/sA5YDaQPnX82UQb7qlJDAIvp3w9jKpVKB4MR1lSmspXVp8LFNai6en/oN+F1lxPUsLmUzGjMnD6PL1BCIio5n4Q18c7N99Z/95wCvWbd7Pus37eREY/HofUsqXKfZR7SjkIdZVfPb85TvXuXpDDE+pVCn9NRcXLBDTIrdty/spkaamYo27Pn1g6tTk6LHQULC3zznnypxg/34YMAACA6FqVTGaTiKBCxdyumWfLpGR4qN1Hk5FzAq8vPRM/TmaiROiOXtOyanT4jRzlhUzfrXG3Fw8l5s0EacKFfL/uSyRiAYSdnZiHzexf+x7z4S5s0zxe2zCifNiNLVe/+F1AWUyGDhMQ6euWub/oWTNcgV/75SzZXcc1WvmzqwBI0ZyO1IM2PDRY1JHiURy5Y3nywVBWP56PrXeWpYp7RKJpDxQmDe0OEEQdqW1jVG0y4c8fy7l0GFTDh0x5dw/iqSoOZlMoGRJHY0aqilfTkP5clrKldVmmVW5mRmULqWjdKm3az4FBEjZ+ZcZO3eZMXGSDRMn2VCtqoYv28fTvm0C7u6ZE0r+4JEZC5a78ec2Z1QqKa2ahTNylJ66dUSnqEeP/Zg24w8A5s+diaXlu90DcyOCAFFREmxtBQQBGjR24uo1sRcikwl07BBP2TJpF3Tv1fPD3BCNZAyDwcDvv//O+PHjAahbN2NF8wEGDYjj1m0502dac9tHzvIlEVhb5987t6amAnVrRVO3VjTwHI1Ggu8jMwJeKHnxUklAoIIXL5QEBCq56WPJ/iP2qFQpe9lKpQEnRw1ODlqcnbQ4OWpxdtRib6fFzk6Hna0Oe1sddnZa7GzE5+bmho8SW/R6CAoy4Zm/jCdPpfj4tKNsmUY8D7AnKir5BputrYbSpVSULaPFzS0KG2sBK2sD1lYCVlYGrKwEbKwNWFkLmJsJPPOXcveunDt3Zdy5K+fKVQU7diVHNFtaGij6RmkCLy89Rb11eHnpcHb6uPeU2Xzeqh6N61flxJkrDP1uFt8N706l8sWTIlC1Wh0Hj51nzca9HDlxKcl117uIB326taHbV63SrEOXHjwLiqKdf8Crd65z9YYVHh46XJzT978UGQm//iq6gn7AaZ5rcXER67SB+Ptu00YcnC5bJkbg5WciIkTH3/XroWxZMdKuVq28L8jmB378UYx4zOmo69yKQgFNGqtp0lgsRRARIeHsOSXnLjhw/LiY/g7i+T1wIAwZIs7nR0e7iYQAACAASURBVJSmULCQgdgYSZLxxOVLUtYsV3DiqIz12+Io6CmkEOz+6yQbEy0+vq9mnZ29wKRpKvr0V7NskZIKlUTBzveeCZ5FDHmuBrgRI/mA0DQMIAKAgm889wACs6IREolkNeJd+ztAYudSANIU7T7Jmnb5LT1Wr4d/Lys4eEgU6kRTBShSWEfTJioqVdJSvpyW0qVSpjfmNE+eSNm1WxTwbt4SBafatdR07xZPh/YJWFiIv7f0RoIIApy7YM28pe4cOOKAUmmga8dgRgx8QYliCUmRMoIg0PqzTpw5e4Eunb9k5bJ5GWp3ZkWmpCdyJ5Gbt+TcvSfjub+U2z5yzl9U4u6m58zJEAB+/MkaaysDtWppqFJZ+1bEXF4mr0faRURE0KtXL/buFaPsxowZwy+//JJkSJAW/71WCQIsXmrBuAk2FPXWsXVzOMWKpt9pM7eQFZFdggBh4TICg5SEhMoJDpETHKJIng+VExyqIDhETkioHK323WEFCoXhtZinxd5eh72dDns7LfZOFtjbG7C3M2Bvb8DSUiDolQn+/jKePZPyzF/K8+cyngdI0Wolb+xPoGQJLWXL6ihbRkvZMlrKlNHi4vzxQlpMjIR792XcuSPnzj05jx6J0c3P/KXo9ck7t7Iy4FVEFPRKlEiO0vP20iHXZm+kXSL3fJ9Qo0mfJBddWxtL6tepTCEPF7bvPs6r4HAAFAo5X7Suz9fdP6de7YqZZsazYcsBBo6aQevmddixPnWTsHK1qlC2LGzaGP7e/Zlbu7N5M3TrBlevQqVKmdLMXIcgwLp18O23EBMDP/wgiif5dRDq4yMaSYweLb7P3NaPMpL3ye5xSWK/6sULOHFCjAret08U+bp0gW++EaPv0iK317RLjdm/Klk8T0nbL7Wo1XD6hIwCrgJDRqpp20GbQqB7k51b5Zw+IePaFSl2dgIdu2jp2Tdjte80GqhdyQrBAMNGq+naU5MrryfGmnY5i7GmXUoqV6ognDt94KP2YWHjkVZNOxmiEUUT4AWiEUVXQRDufNRBUz/WXUEQUq/JktZ2RtEubxIdLeHIUVMOHDLl6FFTwiNMkEoF6tTW0KK5ilYtVRQvpstTd4IfPpKx6y8ztm4zw/eBHGtrA12+iqftFwnUqeibZv20qGgpew86sHS1K9duWuFor6V/75cM6PMSF6fktKZEkWzN2j8ZNnIMjo4OXLt8Cgf7jNn6ZYVoFxsr4chRJbd95DwPkPH8uZSoaAkXz4miXK8+dklRNYUK6ahZQ0P9uuokU4j8Sl4W7a5evUqHDh14+vQptra2bNiwgTZt2qR7+3ddq86cVTBkmB3bt4ZRqqRRtMsoggDx8SZERMoIj5QTESEjIlJGRJQsaT4sQi6+Hi4nPEJGWISM8AgFGk3qF9UCBfQUKqinUCEdnoX0eBbSUbCQHs9CeryK6JDLU90sy9Bq4Zm/lMd+oojn5yeWKXj8WIz+S+wPKhQCJYrFUaZkPBXKxtGwXiTlSsdlW6rUxcu32bjtECfPXOHJs7dvapYo5kmfbm3o2rEljg6ZW7RKo9FSv/VAbvk8ZNTgzkyfNDTFOhGRUtxL1uLnSVHpKhWQeK16+hQKF87U5uZKQkJE4W7DBtEld98+KFEip1uVOej1ohtn9+6iGBkaCo6OOd0qI/9l6VLRAOSHH3K6JR9HTol2b/LgAcyfL/7u4+OhUSPx/G7dOvWo0rwo2gFs2yTnwF458XESGjTWUq+hjvIVxWCXd9WxmzNLycI5SqpW11Gjth5BgKULlIweo8qQaYUgwLnTUn6fYcrlizJc3Q18O1ZFlx7aXDVeM4p2OYtRtEtJVot2ABKJpDUwF5ACqwVBmPZRB3z3cVYBf2TUmdYo2uUh4uMlHDqsZMdOcw4fNUWlkuDooKdZMzWtWqho0liVaxxaPwZBgPMXFKxaY8Huv81QqyXY2uho3jic1s3Dad44AlsbPXFxJhw8as/2v504fNwOjcaEYt7xDB8YSLeOwZiZpUxnEsyKEBj4kio1GhMdHcPaVYvo2OGLDLcxs0SHSI0XVlZincDvx9qweIklJiYCbm7iYL9gQT3LFkcgk8Gjx1IMBgkFPXSfVKHrvCjaCYLAsmXLGDlyJBqNhipVqrB9+3aKZNDeLq1rVaJzryDAuvXmdOqYkGeiK3NatPtQDKZFiI+XEB4uOmrHxkpwcTFQ0EOXp6KMEhLgvq8YuXv3rpw7t7Xc9bXgRaB4y9/RXkudWlHUrBpDzWrRVCwXmy3GF0+eBXLy7BX8nrygdfM61KpeDkkWjWR+nLqE2Ys2UcTTjYvH12BlaZ5inVUbXBj+fTGOHQ6hVs33D8w0Bvc8XxD/Qzh2DObMEd1m88t/08uXoutv4cJw7x75vmh/XmXwYFG427MHPvssp1vz4eQG0S6RiAhYsUKszRkQIBrqjB0LnTq9bT6WV0U7EG9qyWSpC3RvRttpNLBsgZJff1EybpKKDp21uBQQU2h/nark/l0py9fHZ/j/XxDg7Ckpv0035eq/MjbtiqNhk9xzA9Yo2uUsRtEuJdkh2mUXEomkPrAXCEJ0kE10jy2f5nZG0S53o1bD8ROmbN9pxv4DpsTFmeDsrKd92wTat0ugZo2cd1DMSmJiJBw/oeTgPh2HjtkTGi5HKhWoVD6Wu/fNiU+QUsBFTYcvQunQNoRqlWLTvFtlMC1M52792Lf/MK1aNmX7ljUfNCj8GNEhPELG/sP27N7vyPHTdhzYG0qtmhoePJTx6pUJtWpqjK6sb5AXRbvDhw/TsmVLAIYMGcLs2bNRfkAORHquVVevyqnf2JmSJbSsXhlBhfLpL5ifU+RV0S4j6ex5icTvIzBIwamzNpw8Y8v5f6158kxUYBQKA5UrxFKzajTVXwt5BZxz/+/sXZz55zqtOoxEIpFw7O+F1KxWLsU6Oh1UrFsFWxsdZ05HvzcKIjxcQtmKbkybBkNTBu19MsTGwuefw/jx0LRpTrfm41i3Dnr3hp49Ye1aYw273EhMjGikcPs2HDkC9erldIs+jNwk2iWi1cLmzWKNzrt3oUgRcb5DB/FcyMui3X8JeikhPExC6bJv3+z/e6ec4QPMGD1WzeAR6rdSWadNUrJnl4KTl2IwT3nPJ10YDHDssIxmLcXMqJjo99fKyw6Mol3OYhTtUpLPRLtHwGjgNsk17RAE4Vla2xmlgVyITgenTivZscuMPXvNiIoywd7OwFcdE/iyfTz16uZvoe5NrKwE2n6hol3zJ+j1cOW6FfuP2HP2vA1dOwbTsW0ItWtEp/vz+Gv3fvbtP4yVlSXzZk/PsiiO1AgMUjDom2KcOmuDTmdCQXcVAwfE4uwk1nMqXkxH8Y8zQzSSS7CxETs8Tk5OzJ8/P6m4flZQpYqWvbtD6T/IjgaNnfh5UjTDh8bmeyc4I5mPWwENXTuG0LWjmJIfFCzn0hVrLl224uIVaxavcmPuEvGHVbiQivp1ImnZNIImDSKxsswbrngRkTH0Hf4LgiAw9pteqQp2AH/tc8TvqRmbVt1DInn/KGrJMkuioqBBg8xucd4iMFCsk9Wsmeg4O2NG3i1s36sX+PvDTz9BoUKie66R3IWVFRw4IJq+tGkDp09DxYo53ar8gVwuCtbdu4up7xMnitF2DRrAvHngnE/uYSUkwJL5SlYuUXDkbCwlSxuQSiEsTMKkcaa07aBlyEj1W9G20VEQ+MKEIt76j/KXNDGB5q3ECLuHD0z4opkFo8eq6TtIY7xJYMRI/sVfEIQ9Gd3IGGmXS9DrxZTQHTvN2P23GaFhUqytDXzWJoEv2yfQuKE622si5SY+NjInJjae2Ys2MX/pVhISVMybPYN+fXtkS3sSa2RoNBIatSlP4/qRfPG/MKpUjAXzfNLryULyYqSdIAh4e3vz5MkTTpw4QaNGjT5oPxm5VoWFmzB0uC1795nR4ct41q2O+KBjZgfGSLvcRXq/D7Vawo3blly6YsWFy9acOmtLVLQMudxAvVpRtGwaQatm4XgXUWVxiz8MQRDoPfhntu8+TtVKpTi+ZzFyecp7l4IANZtWRKMx4erpa0gs0v7eY2IklCpbgPoNTNi9O6tan3dISICff4bZs8V02cmTYcSIvOnwKQgwYACsXAnXrxsFodyKv78o3I0aJRqG5DVyY6Tdf9HpxPPgxx/FFNpuvdT88KMaB8e8Py5csViB7z0pvy9ISFo2tJ8ZN69J2bgjnsJeb0fgXTgnpXNbCybPUNGnf8bMKN5FRLiEb4aaceSAnI5dNMxdkpBjwp0x0i5nMUbapSSfRdotBmwRU2TVicsFQTC6x/6X3CLaCYLo+rpjlxm7/jIjKEiKubmB1q1UdGifQLOmqjxVJykr+dBBvk6nY93mA0ydtYrgENH9r0f3r1i84LePciBMb3v+2uvAnMUe7N/uk2okSn4VATKTvCjaAUyYMIHp06fTv39/li9f/kH7yOi1ShBgw5/m2NoY+PwzFWo1hIeb4Oqasr5jTmIU7XIXH/p9aLUSLl624uBRew4ds+f+QzFHqJh3PK2aRtCyWTh1akQjl+eOfsPmHYfpO+wXLMzNuHh8Nd5FPFJd7/BxO9p1K8OyuQ/o0Tn4vd/7nHmW/PiTDZcuQfXqWdHyvImvryiiJCTAyZN5N71UpxPb36xZTrfESFpERpJUU/JdhgI5QW4Zc7zJx/SrIiJEUX7hQgFLS/h2nOr/7J11eBRXF4ff2XhCDHcpFIfgWtylULwUa0uLVJCWIh+U0lIKlGIthSKF4u4E1+JOcPcACZAQ2yRr8/1xCNJAiGySTZj3eebZ7OzIze7MnXN/9wjdPjOkK8eCwACFLu3caNDESJ9vX/ayCw5SaNvcjYwZVZZviACsd72pKvw22omJY535bmgU/QdGv3mnZEAT7VIXTbSLTToT7ea8YrWqquqnce6niXYpi6rCKT8HVqx0YdUaF27ftsfJSaVRgyjatI6kSeMo3NzS/necGrw48FRVla07DzP0p6mcvyTrK5UvwZgRX742HCohvGkQ9zhIx7ffebJ8hStlyxhYND+IvHlTP3wsrQpg8SEqimci97p14hURHS3ro6Mld8i0afL5xImwZYskInZyksXLC6ZOlc8XLJDk487OUK0a1KxJgg3Ss2fPUqpUKby9vVm9ejUuLi44Ozvj4uJCnjx5cI6HIp/Uvmri5AyMHuvON/3C6fNVeJopVKGRNrlxw47NW53ZtNmZvfucMBgUsmc30+vzcLp/GkHGjGqKCrYv9tN6fSRFilckKPgJU/8YR7euHV+7X8Mmmbl1244zJwPeWIDAYoESPtko+I6Jnbu0Wbb/oqqS587dXUJnBw6EUaMgX77Ublni2LsXXF2hfPnUbonG6zh8WAonrFoF3t6p3RrrjjnCwxWu37Dj2jV7GjWMxtVVZc+/jqxd54KqSn+kqgqqCj+NCMHbW+XfvY4cPOREjhxmcuYwkzOnmUJFsuHpmTSh6fx5EeW3bYOiRWHSJGjU6OVt0mreu9s3FWpUcGfKTD3vt5LwVVWF8DD4uqcrZ/zsmL1Aj08569v1qgr9eruwfLEjy9aF816t+J9DE9vSB5poF5v0JNolFi2nXQpx86YdS5e7smSpC5evOGBvr1KvbjTfDw2ledMoPDy0wbS1OHbyAiNGz2Dnv8cAyJ83Bz8P602r92unSA67TZud+bKPF48f6xg+LJRv+oWlqxlIW+DcOdixAy5ffr7cuQMhIZAhA+zfD7/+KkJbjCjn4iKinKJI8urgYPGgiI6WCmFubs+Pv2EDrFwpn4MIeh99BH/+Gf82lixZkpIlS3L27Flq16790mfvvPMOZ86cwTWx2YvjScv3Izl61JGRozyYM9eVkT+G0q5N6oVcaKRvChQw07tnBL17RhAerrBzlxOzZrsxYqQnv453p/NHer761JlC76R8+OziJSsJCn5ChfJl6Nrlw9dut2+/I/sPOPHrmCfxqhiq08HObQ8JC9MBmmj3XxRFBDuAY8dESFm5UkSVgQPTVrVZk0lCZUND4exZ2xCENGITFiY2wPvvS3GKZH7MJguPHutwsFfx9BRRbtRoD65dt+fBg+cx5vv2BFK2jJErV+xZvsIVnU4FRe45RYH/DQ4FVPYfcOLnX2Ln5XzyBDw9pVLsoUPQpo14k8bXXi1eXCY/N2yA/v2hcWP5zidPlqIVaRk3dyjlY+bxI92zarJXLun4fbwTB/ba8+csPSV9kmciXlHg18mRFC9ppnK11J/s19DQsA6KovRQVTXO0Ku4ttE87ZKRx0E6Vq92ZskyVw4ekpJDNd6LpkM7PS1aRJEpo22FrKVlLBYLW9YvYtLUxew75AeAl2cGBvXrRq9PW+PkFI/RVwJ4naedqkKT5pkJfqJjxjTbq+SZ1jztoqPh+HExwPfvh99/l4Tgf/whOZI8PKBIEShcWJa+fcUINZnEyEpqMYaICNi+HdauFVHvjz9k/eefi6dFixaQM+fr99+xYwe//fYbERERREZGEhUVxZ07dwgJCWHs2LEMHDgwzvNbq6/au8+RQUM88TvtSPdPIvh90hOrHFdDIz6cO2/PH39mYOkyV4xGaNYoiL69/KlW+c1VWZNCTD9tsVioULkuly5f5Z+//6Rd25av3N7fX0ft+llRFJWTRwPf6PX+35CotNa/pgZ37sCAAbBsGeTPL945LV/9c9gkJ05ICHTnzlJRVsM2Wb4cOnSAJk1gzZqEe8pbk4Q8xwMf6pj8ewZm/u3GnFnBNGsaxf4Djoz4yYOCBU0UfOfpUtBM0SJG4luUPioKHjyw4959O+7dsyM4NCN9+kj/NXKk5J988gSyZJHvrXNnqFw5/v9jdLTYZz/9JDm6f/hBcgs+ikybnnYAI793ZuFcR7p1j8b/ro4rl+y4eUPH9Dl6atc3pVg7HgYqmM2QPcebx9+ap136QPO0i0168LRTFOU6MCCuTYCfVFUt8coPNdHOukRGwuYtItRt2eqM0ahQrKiRDzvo6dAukjx5tFkTaxIVFcXSZav5fcoMLl66AoCHuxufdW1J/y8/IlPG5HmA/Ve027zVCZ9SRnLksBD4UIeXpyVeXhopTVoZVPr5wZdfimdG9NOUHoUKwbx5ULWqGJcGgxiYKe01FhQkg7Zr1+R9pUriMdKmTfz237p1K40aNcLLy4vr16/jHYe7hjX7KrMZFi52pVhRIxUrGAkI1HH7th0Vyhs1zzuNFOFBgI4Z04zMmpuDx0EOlPMJ46se9/ig2SOcna1vW8T009u27+aDNp3JmTM7508fxOEVI/jAhzre/yAzt27ZsW3zQ0qVfPOgbMEiV+YvcGXRgiAyZbSkmf7VFti1SyZeKlSAOa/K7mLDDBsmIb4bN4oopGGbTJ8OvXqJl/y8ealXCCU+z/FHj3WMn5CBWbPdiIpSaNc2khHfhyZbWpX/9lXR0bB5MyxcKOlFqlaVezTms/iKg3fvyn29ejWUKgVjJodTtnzaHffMmubIru32PH6kUK+RifqNTJQtb06xnIlmM9SvngEnJ5VFq/VkzBj3c1IT7dIHmmgXm3Qi2sXH2glRVbXfK/fXRDsrHE+vsH2HE2vXu+C70ZmwMB3Zsplp305Pxw6RlC6lDYqtTXDwE2b9PZ+p02cTGPgQgFw5s/J1j3Z83Ol9PNzd3nCEpBEzGDx33p7/DfNk+w5nen4ezoTfbHtW0RYHlUYj7Nkjs+G1akG7dlIJrkMHqF5dlmrVIFu21G7pc1RVQnTXroVFiyS3y5o18fMYUVWVunXrsnv3boYMGcIvv/zy2m2Tc4Lhu8GeTJ2WgQL5TbRrq6dd20iKF0u52WONtxMl8gZ6vY6Fy7MyZUZOrlxzJaO3kS4dAuje9YFVQ2dj+ukP2nRm2/bd/PjDYAZ889VL2xgMMH2mG6PHeqDXKyxf8pgG9d+c/DsgUEeV6lnJmcPMvj0PURTb7F9tGaNRJjo9PCTc9MQJ6NLFdgoIvI7oaChbVtp//nzqenFpxM3o0RL6uWaNXFf+/pArhW/TNz3HVRWq1cjC2XMOdGgfycABYRR+N3mfxXH1VSEhEBAg0Qv+/nKt9+oF334rkQzxYe1a+OoruH9f5bv/RfNl/+g0WT0aQK+X/MepNRG/bbM9n37kioeHysBh0XT+xPDa71IT7dIHmmgXm/Qg2iUVTbRLJCEhCpu3OrNunQtbtzuh1+vI6G2hebNI2reLpGaNtPuAsmXuPwhg/MQ/mTd/CRERegBKlSpO36970q5JaRwcUiZN44Owgoz6RfKEebirDBkcSo/PImzSu+5FbGlQuXKlzMb6+ornnIuL5DkaPjy1W5YwjEYJk/r0U5nJDwt7nsPpdRw6dIiqVavi4uLCxIkT6dSpExkyZIi1XXKKdiEhCus2uLB8hQu7djthsShUrhTNjq2PbH7QrJF2ebEQhcUCu/d58ve8HKzfnBGTSUfdmsF81u0BzRoGJbnqrOpSgIuXrlC+Uh1cXJy5dP4omTI+92zdut2JQYM9uXzFgQb1oxg7OoQihd88WLZYoFXbTOzb78S/uwIpUVz2saX+Na3RsyfMmAHt28Nff9l+vrht2+DUKfEqiq8XkkbqYDCI4HL1qghRNWvK87pt25TJd/eq57jFAqtWu9CsaSQuLpLCInNmC8WKpszEWXz7qtu34bvvJJw9Y0YRQT/7LH6pR548gW7dDaxb5Ui1Gib+mKEnR860P4ZMDS6c0/H9IBcO7LWneCkzi1ZGkDVb7O9SE+3SB5poFxtNtNNEuwTx8JEOX19n1q6XQa7RKJXxWjSPpGWLSN6rbsBeK+2RbNy+fZcGTVpz9+49AOrWqUm/Pr2oW6cGiqKkaFXCb4aXYdZsNz7/LIIhg8LSTH7C1BxUBgTIICemulilSnD9uuSFa9lSEiCnxYTRLxIQILPSn34qOV3i8sDo2LEjS5YsAcDd3Z0uXbrQuXNnKlWqhN1TxT+l8m8GBOpYvcaF4GAdQwaFAdDrSy/K+Bhp9UEk2bKmjetbw/Z5XT99P8CBuYuyM3tBNu76O5MjezQffxTAJ50fkDunIVHnUl0K0Lf/EGbNnk/3Tzrz+6QxAFy9ZsegIV5s3uJMoYImxo5+QqOG0fEWq8dPzMDwEZ5MGv+Ezz+LeLZeE+0Sj9ksxYOGD4fs2WHuXKhbN7VbpZGeePxYhOHZs0XA8/CAjh3lmosrN21SiXmOR0XBhYsOnDnrwIyZbpw85ciUycF88rE++U7+GhLaV508KcUm9uyR0Nndu+PneXYvJISlCx0YNtAFJ0eV36ZE0qR5+vTof/xYYftme9p1NCY5n/KrUFXwXWvP+jUOTJsd+cpzaKJd+kAT7WKjiXaaaPdGrl+3w3eTM74bXdh/wBGLRSF/PhMtW0TSskUUFSsYkqVz1niZ+w8CaNSkDdeu36RihbJMnjgGn9Iv52lMTtFOVWHVuszkyxtFhbLhBIQX5MkTXbKHMFiblBxUBgaKgbd3L/z7L5w+LUbeo0dS4fXuXRmcpSehOyxMimHMmSO5mhYulJn9V2E0Glm+fDnTpk1j3759z9ZnzpyZxo0b06xZM2pULYW3t1cKtf45ISEKDZpk4dw5B3Q6lZo1omnbWiYn3pRTRUMjLt7UT5tMsGVnRmb+k51tu7xRFGjaMIiObQKpWC6MXDkN8RbXTl3RU62GzBIcObgTZ6dizP7HjT+nZcDZWWXwwDC+6BWeIA9pgwGq1cxKsSJG5v0TrBWisDLHj0OnTlIRfP16aNYstVsUN4sWiRj09dep3RKN+KKqYpP8/bdcY1evQqZMUrzi1i2xS15cMmdO+PHv3hWbx9kZqlb0x2CA7LlzEh0tHUbu3CZGDA+lQ7tXiy/JTWL6KlWFBQskJHz0aFkX48X4Ou6HSsqYa1d1fPGpK2f87Oj6aTQ//BKVpipHx4fJ45wY+7MzpcuYGPlrFBUrJ28uv/v3FIZ+58KYCZHPvO400S59oIl2sdFEO020i4XFAsdPOLDB1wXfTc5cuCCuMiVKGGneVIQ6LUddyvLocRCNm7XjwoVLlPEphe+6JXh5xX4wJYdop6pw6Kg7Q0cW4NBRDzp3CGDG5CuvrR5r6yTXoFJV4eZNMYRbtgQvL/jlFxg6VKquVq0q+epatJDkxOn9/lmxAnr0kNxHEydKtdm4/uczZ87w999/s379eq5fv/5svZ2dHVUqV6BRw7o0blSP4sWKoPznQBaLBZPJhGMyxGafv2DPylUurFjpytVr9kyfFkznj/SEhiqoKnh6pv3ngUbKkpB++uYtJ2YvyM7cRdl4+Fiu7yyZDJT1CaesTzjlfMIpWzqcXDleFvKioxXOXXClS6/13LjpTaaM9Yg2FCU8XEbHXTpHMGJ4KNmzJc6DNCxMQVEgQ4aXr39NtLMOer30mwMGSOip2Zx6RQTexIcfPhd+cuRI2rHiO6GsXWfWIypKhDWQYlKrVr38ed68IuQB9Osn0QJmsywWi1SvnztXPm/fXnLd3r8PwcGyrl49WLdKftcpU93ImcNMyZJSATY1r2lrXENHjkDr1jB+vPzvr7JxYkQ7EHtozE/OTJ/iRPGSZv76R0+hd9OPF7+qwuoVDowa7sz9ezpatTMw9McocuZKHjvp3112fPKRG17eKv8sjqCUj0UT7dIJmmgXm/Qi2imKUgToARR9uuoCMFNV1Utv3FcT7eShvXuPExt8Xdi42ZmAADvs7FSqVzPQvFkkzZpEkT9/2q1+lJYJCQml6fsdOOV3hmJFC7N54woyZ8qYIudeutyF3ya4c/68A1mzmvlhWChdOutTxdCyRSP97l0JMzl1Sow3/6e31fr10Lw53LkjxmvZsm9nom5/f/j4Y8lvt3Jl/IRKVVW5dOkSvr6++Pr6snfvXkym596c+fLlo2nTplSsWJHz589z9OhRTpw4gV6vp1ixYpQvX57y5ctToUIFfHx8cH0ab5zUM8FafgAAIABJREFUMFtVhVN+DhR8x4SHh8qUqW4MH+FJowZRtGurp2mTqGcDH1tEVVX8/e9zyu8MJ0+d5szZC7i4uFD43Xd4992CvFuoIIUKFsDdPXZeQY3Ux2AAv9MOnDjpyMlT8nrhgj0Wi9xUWbOaKVvGiLe3hTNnHbh0yR6TST5TlHAqVtBRrqyF0qWMVKliiFfeuv9i55SLceMkGXt68xCxZYKDoUYNGDRIilTYGteuQbFi8MknUq00KWiiXeqiquIt/+DB88ViEWEWxJvyzBnJ52ZnJ0vhwvD77/L5gAEyeZkpE/j4QOnSMkkZ3+INaY1Tp6B7dykg07AhTJkC77775v02boSuXUXEmz5dqvu+KO6ldfQRMGWiE9N+d0JnB19/E03Pr6KT5blx9rSOjzu6ERyk8Md0Pd07J28RPo2UQRPtYpMeRDtFUaoCq4DpwElAAcoCnwOtVVU9FOf+b6toZzTCjl1OrFjpygZfqfiaIYOFhvWjaNYsikYNovD2Tvv/a1omIkJPi1YfcejwMd4pkI+tm1eRI3vylRA1m2HnLifeqy4P1wmTMrBmrQtdO0fQoX0k7u6pdz2klpFuMsGlS2KcnTz53Ejr2FGq/ZUuLUZauXIysKpRA0qUiF+S4rcBi0WqI7q5yfe1ejV88428jw8hISFs27YNX19fNm7cSGBg4Cu3e/qAf2mdTqejePHilC9fnlo1KtC0cQOriVKnz9gzb4Ebq1a7EBBgh5enhXZt9Uz4LcRmfvvAh4+YOWsuR4+d5OSpMzx69PiN+2TOXAs3186AD1HRefH2UsiVU8f0aZHkyKHjlJ8DV6/akzWrmSxZLGTJYiFTRku69xy1RfR6hTNnHThx0uGZkPfkiY5SJY34lDaydt0vXL6ynN8n9qD7p52SfL5vB+Xir79g0yZo3NgK/4BGvAgIkErie/aIx/Lvv2NzEwR9+sDUqSLoFCuW+ONoop1GWsNshmnTJKoiKgpGjIAhQ9683507Ykfu3y/39eCRIeluMuTOLYWR37uwYa0DefJaGP5zJE1bmKxuLwQGKHz6kSsnjtmzZIn0lxppG020i006Ee02AWNVVd39n/W1gMGqqjaJc/+3SbQzm8XwWzAvgrXrXAgK1uHlaaFli0g++CCSWjWitSpgNkJUVBRt2n/M7j37yJ07J9s2rSJv3tzJcq5bt+yYv9CV+QtduXvXntmzgujQLtKmQnJSwkgPCXmeg6ViRQgNhWzZxBADCVMqVUpEp44d5X6KjJT8dBpvZswYMWZz5oSRI6Fbt4RdXxaLhePHj+Pr68u5c+coXrw4FStWpEKFCnh6euLn58fx48c5fvw4x44d4/z585jNzz2EnZycaNSgDq1bvU+TxvXJkCHpM7Jms3gpL1zsSmiowoqlQQCsWOlC5UoG8uRJeQ9lVVVZsmwVAwf9QFDwk2frvb088fEpRRmfUuTIXo0r17w5fdqBGzcz4e4+jLt3d2IwdAb+Bi4BF4EMQFbs7evSuFF53imwmN+nvFzW0sFB5d7t+7i6qixY5MrRow5kz24hezbzs9cyZbSUCilJSEgoeQqUAuDuzbN4eLyhnPMbWLDIlZ69vRk4EMaOtUYLk4cdO2DpUoiIkBDTiAhZ1q0T75/x4+XzAgXgnXeev9aqZdve0CYTfP+99KFly0rusYIFU7tVz3n4UNpTty6sWZP442iinUZa5f598TQsVQoGD47fPkajFAEZMwaKlTAzfW76CpeN4cBeO4YPduH8WTuq1TAxalwkRYpZ9/+MioKJY50YOdw53Xp2vk1ool1s0olod1lV1VdmOlcU5ZKqqkXi3D+9i3aqCkePSkL4ZcvE3d3NzULzZlG0axNJvbpRCUpCrZEy/PTzOMaOm0zWrFnYumkl7xZ6x2rHjkmcGxUFLVpl5sBBuQDq1ommWxc9zZtF2px4m1xG+tixcOgQ+PnBjaepplq3lnBOgB9/lMFI2bKSuyU9FY1IDfbvF8P20CExbidMgPr1k+dckZGR+Pn5cejQIVYsX8KBg0eeeeO5uDjTuGE9Wrd6n0YN6+LmlvSyvaoqIcDBwQoF3s2ByQQ1a0TzUcdImjWJTBHP5Tt3/OnTfzBbt+0CoE7tGnT/pBNlfEqTP38eTp505MPOGfH3lwvZ3l6lWDEjk8aHULFCJBcv3uPq9ZvcvXuJK1euc+Xqda5cvYa//30AOnb4hG/6j+bhQx0PH9oR+FDHo0c6hg+Tirvf/+DBvPmuPHr8XI319LRw77bs/8OPHly4aE++fGby5zORN4+ZAgVMlCyRtgra2Dq+G7fSvuOnVKlcgR1bk6CiACdPOVC/URaqVlXYutV2+sCQEEmkP2+eJIcvWVIqY/7wg1ThdnOTxdVViiVkyyapC/74Q/r6mzdFDFMUmXxxcoKff4adO+H996FXL9sLA96wQcLqatUSr2VbYtYsCYNs1y7xx9BEO420TowdsHIlbN4Mv/325vDgTZugU2cL0dEKv06OpHU7Y8o0NgUxmWDRXEfG/uxEpF7hl/GRfNjZ+v9nDg9PIiOlINqPPyY9z6ZG6qCJdrEp51NU3b91VpKO4Zq9RmqLdsdVVS3/ms9OqKpaLs7906toFxIC8+fDX39JYlgnJ6lC9uGHUKfGPVxd08b/8bZS5b2GnDlzntUr59Owfp1EH8dslmT6hw45ceiII4cOOVK2jJEF88QjqE37TJQvZ6DzR3ry5rXdvIXJZaRXrSo5g8qUkRwsZcrIoj3okw9VlUIVgwdD27Yp47mjD/Xn3r37rFm3kVWrN3Dw0NFnn7m6utC0cQNat2pOwwZ1cLHCSP3GDTsWL3Vl0WJXbty0R6dT+XtmMO3bRhIRoWAwYFURz2Kx8PfsBQz7YRTh4RF4emTms+5/YmfXmJ27nGnTOpI+X4UTFKTwdV9v6taJolw5I8WLGeMl0PudPkfdBi2Iiormr6kT6NKpfZzbGwwQGGjHgwAd4eEKtWsZABg23IMt25y5dcuOiAiJIy5RwsiRAxL23LFTRu7ctSNrVgtZs5rJmsVCqZJG2rWNBODyFXucHFU8PS24u6s24wlsa3z73TD+mvEP/xvcn6FDvk30cSwWqFQ1K6FhCidO2JM1qxUbmUgiIkR4+/VX6bsrVpSiDdWrJ+w4ZrPk3bxz5/m+EyaI3XTqlHjg/fmn7YUC37wp3uDZs0vorIsLeHikdqusgybaaaQXxo6VkNn8+cUztmzZuLc/fiGUL7q7cuSgPT2+jGbYT1E2M0FiTR4GKnz5mSv79tjTd0AUA4dFW9ULP4eHJ0eOiNdvnjywe7dM2GikLTTRLjbpRLQLBJa86iOgvaqqcd6t6U60O35c8issXizhIRUrSr6E9u2fz/YkNSm7RvLyOCiYvAVK4eTkxL3b53BOYAKboCCFjBnlOm3UNDP79suoPFs2M1UrG2jYIIpuXfVWb3dyklxGui2FAL9tREfLq5MT7N0r3i4NGybPuf7b5929e4/Va31ZtXo9R46eeLbezc2Vpk0aMGRQf4oULpTk86oqHDvuwLbtznRop6dgQTOLl7rweU9vSpU08t57Bmq+F021agYyZUxcuMily9fp/eUoDh/ZAkCunLt48qQGEXo7dDqVihUMfP5ZBB07RCbpf5k7fwlffDUAFxdndu9YT8kSiU9eparw6LGOu3fsiDYoVKksot73P3hw5qwDgYE6Ah/a8fChjrp1olm9QvLxFSmRjbt3n49kPDwstGkVyZTfJQz44+7eqCq4uaq4uqm4uapUrmSgaROJcV+2wgUXZxV3dwse7ioenhayZLakuyrAZSvU4vKVa2zfspqqVSomeH+zWX4je3spgJEpo4XCxbMnQ0sThtEoie9v3oSmTeGnn6D8K+dsk8bOnfDFF5LP9OefZfBtizRuLG2cOxdq1kzt1jyvelu7dsJFVNBEO430xf79kl/t0SPJRfn5568vyHU/NASjEX4c6szs6U7UqG3krzmReGdMX88mEK+7wf1dWDTPkY5dDIydFGk1gTKmeuzevdI/vvsu7NunpbFJa2iiXWzSiWjXLa7PVVWdG+f+6UG00+thyRLxqjt6VMJBPvpIwjteZdBqop1ts3bdRj7q0oOaNaqxacOyN25vsYgwsHGTVP+9fduOW9fu4+QEK1e5YDBC1coG8uUzp9m8Ugk10keOFE8uW85TpPGcpk0lRKRrVxg9WvLeWZO4+rzbt+8+E/COHT8FQL68eTh1fA+OyZA74NJle1atdmHvPkcOH3EiKkpuyquX7pMju4Uly1w4csSRrFktZMksBR+yZrVQuZIBRYH9Bxw5ctSR8xccOH0azp5TgFNkydKCib/9zOq1XfD2slCvbjQ1a0Tj5WW9Z1bPL75hwcJleHt5kj1HduzsdLi6uPDRh235uFtHHKx8w1ksEBWlPPMM37TZmYePdISGKoSE6AgJ1VGimPHZJETtelkIDtYRoVfQ6xUiIhQ+6RbBpAkhmM3gkTF2P9LnqzBGjwolLEyhVNlseHqIqOfqquLoqNK1i572bSN5HKRj8P88cXKU9Y5OKhm9LDRsGE0ZHyNms3gYpnZI5d279yhSohLu7hm4c+NMgn+TO3fs6PuNF4ULGxkzKvTZ+tQSSqKipNpiq1Yy4J01C4oXh2rVkve80dHizdemjZwvNFTCbW1pkufAAekzr1+XXKsjR6bu9afXi4diyZKwfXsi9tdEO410xsOH0LkzbN0qOTfr1n31di9Wj12ywIHB/V3IndfCvGV63imY/vLcqSqM+8WJSb8606CJkWmz9bgmPUvJM9EOJDy5WTNo0ULClW2lSJjGm9FEu9ikB9EuqaRp5+MLF0SomztXwmFLlJCwkS5d0m+J9beBPf/uB6BWzTePStasdabft148fGiHnZ1KtaoGOnXUYzQqODmptGmdNO8aWycyEg4ehF27IChIwplA3rdsKdVdNWyflStlwDl+vITODhokue+sYcS9ibx5c9P36570/bonN2/epk37bly8dIV/5i6mx+dxTgoliiKFTQwZFMaQQSIMHD/hyImTDuTILob52bMOLF3mypOQ5xZmhgwWAp7mlZvyZwbWbXAhRw4zFstpYAeF333C9q27yJTRm1YfBFu9zTFM/G0UFy9e5tjxUwQ/eT7IOHL0BH/8OYMhg/tTuWJ5cufOaRXBU6fjpVQOTRpHxbn97h0PY62zPB3vKAqcPBZARIRCWJhCWJiOkFCFIu9KPj1VhRbNowgJVQgN1REVJcKfwSB2Y6ReYd9+RwwGBUO0QrQBIiJ0ZMoUTBkfI+fO21P1vWxkzmQmVy5Zcucy0+kjPRXKp1yOoh27/gWgZo1q8RbsHj3WsWaNM8tWuLL/gBMODipNG6fus8PfX+yb6dNl4Ltvn3hvffZZypzfyUmKP8TQowdcvSrtSQ7vvsRQrZqE8n73nfSd69fD2rVQtGjqtMfVVdoyYIB4GSXG205DIz2RJYtMSK5bB3WeZrrR6+O2bT7sbKRAQQvdO7nSvK4bsxboqVbDdtPXJAZFgYFDo8maVWXod858+IEbc5forepZ2LixpDwYO1bSIOTLZ7VDa2hoJAJFUeYAr7vJVVVVu8e5f1rztDObwddXxLnt26WgQNu24lX33nuvd71+kbfd005V4UGA7tkgeej3Hty4YY+9vYrOTkKCcuYw89MI8TKYNt2N27ftyJLFQvbsZrJltZA7t5kiha2fPN1sNlOyTHVu377Lts2rqFa1EpGRcOasA6dOOXLylAMn/RwYMTyUxg2jOXHCgclTMtC0SRQN6kU9C4tNb7h65MJiketbUST8+6+/pKCBwSCD+2rVpDqyTicDdW1WLe1x/boIditWSIL5Ll2sc9yE9Hkxnq7ZsmXlzMl9VilSkRgMBnj0SEdAoB1hYQo1a0gI6Z07dri5WThydDtt2nfDxcWZowd3UKBAylikZrOZK1evYzKZMJstXL58lVGjx3Pl6vVn2yiKQrZsWcmTOyd5cucid+5c5MmTk7x5clO06LsUKmi9wjqpSWQkqKp4Avr761i4yJW7/vbc9bfjrr8d/nftWDAviDq1o/l3ryMTJ7tTrUo0VasaqFDeQAIzH7wRk8lEleoNuXDxMr9PHEP3Tzu/dtvwcGm3TgffDfZk6rQMFC1ipH27SDq005M//8uDxJTybgoIgH79pA8wm6UoxNdfQ7168bNvkoulS6VdgYHw5ZcSNmtLueS2b5dw4fXrU3fSNiJC8niVKwdbtiRs35S2TTWPPY2U5tw5Ee9Gj4ZPP33ep73oaRfDrRsKXTu4ceOajrGTIunYJf0VqADwXWvPl5+5kq+AhUWrIsiVO/HjmBc97UDGe0+egLf3a3bQsEk0T7vYpAdPO0VR2rxidV6gH2CnqmruOPdPK6JdcDDMni2eRDduQO7c0Lu3zDonNDn02yba3bljx8HDjpw86cApP0f8TjugAHdv3UdRYMRPHmzY6IzFDCaTgskE+fKZ2bThEQCt22Viz7/Pw9gAKpQ3sGeneHW0apuJhw91ZM1qIVMmCxkzWvApbeCjD8VT4fARR5ycVDJltODlZXkmKLm7y7V09ZodBoOC0aiwfcd+ho+YTO7cTlw4M4tbtxzwKZ8Ns1nOnTmTmTJljPTrE06d2tEp+C0mjsQaxQ8eyEz9hQvPl0uXxNMhRw7Jm7NokeTOqVNHBGtbGkBpJI0jR8Sbxc5OBu85cqSc14aqqlSuXJmjR48yevRoBg8e/OwzW+k7Q0PDqFClLv7+9/nl5+/p+3XPJB8zKQNYk8nEnDlzmD9/Prdu3cLf3x+z+fWeAdOmTaNXr16JPl9aIcZcUBTxtBgyBM6fl3WOjirlyhpYMC+IHNktmExJr8w6c9Y8+n37Pwrkz8fxIztx+k+VkfBwhT3/OrFshQu+G51ZveIxNd4zEPA4F6Gh4pmcGsJYdLQI9sWKyd+lS0Pz5iKOvWND+u6TJzBsGEydCnnzSgXXNyWYTw0MBik61q9f6uS6GztW0lMcOSJ5leOLJtpppHfu35dw2Z07Jdf49Ong5fX67Z88ke22bRMv1jFj0ueE9J49Esbq7i5if4kS1j2+2Sx99wcfQOXK1j22hvXRRLvYpAfR7kUURXkH+B9QE5gI/K2qqiHOfWxdtDt3Trzq5s8Xl+oaNaBPH+l4Emvg28rAM7l49FjH5i3OtG+rx9ERho/wYPxEd5ycVEqWMFK2jIGyZYx0+kgf75xnqioDnoBAHQEBdigKVKsq19aQoR5cuuxAQICOoGAdQUE66tSOZslCqdCar2B2Hj16ORHORx31zPxLwti8s+R8FoIVQ9Uqx9m+JTtmM4we645PaSNlyxjJlStt5aV7k1EcGirhPSdOyDJkiAzc5s2Dbk8jE/PmlXXFionRkjOn/B5p6XvQSBwWi1TzPXNGDNexY8WLI7nZvn07DRo0wMvLi+vXr+P9dJrWVvrO/w0byeQ/plO+nA87t63F3gpZnK05gDWZTNy7d4/bt28/W27dusX169fZunUrjo6OHD58mDJlyljtnGmFOzfvc/iwI/sPOHLipCPr1zzC3h76f+vJlq3OVKxgoGJFAxUrGPEpHX9vvCdPQvApV4NHj4NYOG86dWo3JypaIVtWC/7+Olq0ysyly/aoqkKmjGZafRDJF70jKFLYlGriRUiIhC/99ZeEi129KkK9rXtKHzwoz6JVqxI+aZoSXL0qRX1u3BAvxdGjJR9fShEaKl5Ew4cnLEWFJtppvA2YzTBunITf58wJCxfKxPPrMJlk3Ddtmoz9FixI2fs5pfDzgyZNxIN9/fq4v5OEEhwMFSrIOPrIEaksq2G7aKJdbNKLaKcoSjFgKFAWGAcsUFU1XqGLNinamc2wYYNUG9q5E5ydpbDE11/LADap2MrA05pcvWbHBl8XNm5y5uAhRywWBd91D6ldy8DNm3aEhOooXsyYYoUJXqxKeuCgI48eiZj3JESHnZ1KsaIm6tcTT7nlK1zQ6eD2nWsMGz4CNzd7Du6dQMGCVo6dSgVeNIqfPBHjI3NmEWFat5bBRQw5csCcOdCokVTbunULihTRqj697UREiIH7668ymG/dGr79NvnzStWrV4+dO3cyZMgQfvnlF8B2+s427buxecsOpkweyycfd7LKMVNqANurVy+mT59O4cKF+eeff1BV9Wmorfml5b/rVFXFx8eHokWLotigYm8wGDAYDGR4Q4f1umto6XIXNmxw5uhxR+7cERG2QH4TZ/0CAFiyzIWQEB0KMmGh06nkzmOmUQN5jrRtv5FNWy6TOVNDvLxqc/WaA716hDN+nFQl7PpxRkqVMlKxgoHataJfehamtHihqiJ4ff21eFU3ayaD0vr1095kjNksEQ+9e0OlSqndmudERMD//id2ZIEC8Pffz3Nq2SqaaKfxNnHkCHTsKCkAJk2Ke1tVhSlTxHvWx0c8t3PHGUiWNrl5U8YAd+6IJ3OjRtY79rlzULUqFCok1WXTo/CZXtBEu9ikB9FOUZTlQAXgN2AZ8FJIjqqqQXHub0ui3ZMnEgI7ZYrMkObJA198IQZh5szWO4+tDDyTgqqCXq/g5qZy/LgDNevKdHepUgaaN42iWZMoypQxpqkBQLdPv2TFyrX069OLUSOHpXZzrIJFl4tFi6TQwM6dMGIEDB0qolzPnpL3plw5CTHKnj21W6thy9y9Cz/+KDk9Y0Kjt2+XcJFq1SQMrGZNyfNpDQ4dOkTVqlVxdXXl2rVrZM+e3Wb6zilTZzFoyAjatmnJ3Nl/WuWYKTWAjYyMpHLlypw5cyZR++fJk4eGDRvSsGFD6tWrR6ZMmazcwlfz8OFDtmzZwv3793nw4EGsJShIbI28efNSqlQpSpcu/ey1cOHCz4pCxOcauv9Ax7FjjoRHKHTsIGkWylbIyuUrL886NWwQxeoVjwFw8wTIhatrIPXrulO2jIFatQxUrhRntAGQ8uLFrl1SRbFMGZg5Uzwg0io3bkCtWnDvnniK//BD0sOcrcneveL15u4Ox46lrAfjzZvyW3/ySfy210Q7jbeN0FCxWZydJeokU6a4vcA2bYIOHeR+XrfOdoriWJPAQPEUPn8eliyRiVprsXGjpF5o00aObUvVwDWeo4l2sUknot1NnheiiHmN+Z1VVVXjTIhiE6Ld5csyG/rPPzI7ao0Q2LiwlYFnQjGbxWtt7ToX1m1wpsX7Ufw2NgSzGf6e7UajhlHky5c2KyzdvXuP4qWrAnD+9EFy586Zyi1KGqoKf/yZgfETPXn0SGa22rQRj1GtoqtGUngxT9j69TJI9vMTLzxPTzHIpkyJO09MfPnggw9Yu3YtHTt2ZPjw4eTO7obOBuL2rl+/Samy7+Hp6cHNq6esUqk1JQewV65c4ZtvviEwMBA7O7tni729/UvvX1xnNBrZv38/gYGBz46jKAoVK1Z8JuJVqVIl3hVTE8LKlSvp0aPHM2HuVcS012CILZI5OTkxadIkevXqlejnb1CQgsmsoKo8WxwdIVNGC2fPXaBytY8BPaNHfU2fr3ok6Ngp8dsbDHDypOQTUlVYtkyeCbYkcCWWkBDo2xfmzpXiOf/8Y1vhvXq9VODNl0+83XW6lGlfv37SF0dESDXeN7ZTE+003lJUVSawHz8Wobtgwddve/as2DlBQWID1aqVcu1MKYKDxQP70CGpjN2vn/W8sCdMkAmWU6ck7Y6G7aGJdrFJD6JdUkk10U5VJbHo5Mmi/Ds6SuLgvn2l405O0qJoN2y4B/MXuvLokR3Ozir160XR+SM97zePSu2mWYVhw0cxcfI02rZuwdw5U1O7OYnmxbDgzl0zEq534ccfoUqVtBf2pJF2CA8XT841a8TIO3tWBqW//y75UZo2hZIlE34Nnj17ltKlSxPT73t5elK+fBkqVSxLhQplqVihHJkypk5ZsgqV63Lh4mU2rF1CndpJT/6SFgawFouF06dPs2XLFrZu3cq+ffteEsnc3d1p1KgRzZs3p2nTpmTJkiVJ5wsJCaFPnz7MmzcPgOrVq1OpUiWyZ88ea4nx+Lt69SqnT5/m9OnTnDlzhtOnT3Pjxg2cnZ25fPkymTx13Lt3n0OHj1OtWiWyZ0taUjR//3vUadASf//7tP6gOXPnTE2wsJzcv/2uXVJU4tYt8b5K4s9is4waJcnOBw0SD2Bbw2iEtm0lL+ikScn/TJ45E3r0gNu345dDShPtNN5m/PzEA9nVFXbvjlu48/eXdALXrsGMGfDxxynVypQjIgK6dpVUCj17Sn53a8zJqSpcvPhcsDt/HooXT/pxNWJjMsl3ffq02OUhIVJsqndv8RI9flwm3qOjZWLPYBAv0m3bNNHuv6QH0U5RlM6qqi54+nd1VVX3v/DZV6qqTolz/5QW7SIiJIno5MlSETNbNrl4e/WSv1MCWxftoqJg+w5n9u53YsyoEBQFBgz05OFDHS1bRNKwQTQZMqROFd/kICJCT+FiFXkSEsLuHeuoWCGZVdtkwGiE+QtcGTfBndUrHlO0iImoKMiYVTOKNVKWF4uUtGwpISQgg8amTWXQWr9+/I+3YcMG5syZw6FDh7h3716szwu+k58qVSrSuGE96tWtiadnypQxHj5iNOMn/skXvbszbsyPST5eWhzARkREsGfPHrZu3crWrVu5cOHCs88URaFKlSo0b96c5s2bU6pUqXjnwouIiGDRokWMGjWKW7du4eLiwrhx4/jiiy8SlU+vQ4cOLFu2jG7duvHrL/+jes3GXL12A4ByZX1o0rgejRvWo0yZUvEW3EwmE0uXr+HnX37j9u27VKtaifVrFuEc38oVL5Bcv/39+5J/cvFiyav2xx/iPZFeUVUR61q0sH71Q2ugqjBggHiaDBsGI0cm7/nWr5fvIr5VZDXRTuNtx88P6tUDFxeZ7ChU6PXbPnki9syOHVKtedQo2/LwtQYWi+TmHDsWGjQQD21rRFFaSA0rAAAgAElEQVTEsH692Ik//yzed5pzQeJ59EjEOT8/yR1YpYoUbapWTT63t5ffztFRhOYYT8qvvpJ1Tk6yTVgYHD6siXb/JZ2IdidUVS33379f9f6V+6eUaHfjBvz5pyQDfvJEvOn69pXcBPEJG7Amtijamc2wd58jS5e5smadC6GhOry9LBw5GEDOnJbUbl6ycvLUGd6r1YT8+fJy7vSB1G5OgggJUfhnnhvTprtx5449lStFM3F8CD6ljYBmFGukPv7+kgdm40bxbm7bVgqeqCps2SIz2/GNLr1y4ShHj53kyNETHDt+ihMn/YiMfO7ta29vT/VqlWnSuD5NGtejUME40zMkicNHjlO3QUvy58vLWb/9SS7OkB7u1Zs3b+Lr68v69evZtWvXS154efLkoXnz5rz//vvUq1fvlSHF58+fZ9q0acybN4/Q0FAAKlSowPz58ylatGii23X9+nWKFi2KyWSibp2a7Ni5h8yZMhIeEUFUVPSz7bJly0qjBnVo2KAO+fPlJWNGb7y9vXB3z/Ds97VYLKxYtY7RYyZy+co1AHxKl2TD2sVkTKTXZ3L89g8eSCGh6GgZUA4aJAPRt4WYaIoGDWxrIKiq4v02a5YU9/nuu+Q719GjUpxj3TpJtv8mNNFOQ+O5cNeggUx4xIXRKKLHjBmSbmDePPHUS2/MmSP9VqFCUqgxLi/EhKDXS974xYvl+/vnH634XULQ62USaPZs0Tli+PFHqR6u10tBkdKloWjR+HtKauGxsUknot1JVVXL/vfvV71/5f7JKdqpqoRs/f67qPk6nXQKX38N1aunniFnS6KdySTK+pq1znTqmgl3dwstW0TSrk0ktWpGp1i119QkLCycHHmKYW9vT4D/RZxSWsVNJAYDFCmRncBAO2q8F03/fmE0rB/90nWtGcUatoTBIO75WbLAiRPinp85M3TuLMnS35Rv8b99p9Fo5Nz5S+zes49Nm7dx8NAxzObneTXfLfQOjRvXp0mjelSrWsmq+dbMZjO585ckNDSMo4d2ULxYkSQdL73dq+Hh4Wzfvp0NGzawYcMGAgICnn3m5eXFBx98QPv27alZsyYbNmxg2rRp7Nmz59k21apVo3fv3nTo0MEqv1v//v2Z9LREoJOTE//u2sA7BfKz59/9bN6yg01btuPvf/+V+9rb2+Pt7UWmjN5ERUVz89ZtAArkz8eQwf3p0O4D7JOQHM6av33MMx1kIFm3btzeIumVVavE3hs0CEaPti3hzmyGTp1g6VL5jT7/PHnOc+cO5M0r5+jUwXbszuQgvfWf6RlVlXvA3l4m7r7+GgICoHt3+OYb26jKevGitCM+ApKqSrj7t9+KTbNuHeTIkfxtTGl275aiFDqdpEJ5L+lZQQD5/iZMgIEDJUx2zRrriYLpEVWVwku5csnzvmBBmaBr1EhsaB8fyJq0rB+aaPcK0oloZ3uedhERMH++hIKcPy+Dwp49JQTWFh4GqS3a3bljx7IVLixZ5kqHdnoGfBOOXq+wcZMzTZtE4eqafkJfIX7GXLFixbh48SJHjx6lgo2W0lNV2LdPBOixY2UQMm+e5ApL7jyMGhrWxmSCrVtlBnftWpmxLldOKtMWSaT+FRQUxJYtW/D19WXjxo0EBwc/+8zDw4PGjRvTvHlzmjRpQuYklAS3WCz07duXKVOmYG9vz5kzZ5LkCZbesVgsHD9+nA0bNrB69eqXKtc+NQ4BcHNzo3PnzvTu3RsfHx+rtuHx48cULFiQkJAQJk+eTJ8+fV76XFVVzpw5g6+vL7t37yYwMJDHjx8TFBRERETES9vmzZuX77//nm7duiVL4Y3EcuSIFGKYM+d5SMzbisUiefz++ktEgUmTbCt0zWgUkeLrr+MXupoYTCa4dEkKYOgsmminkTpERUnl5P37ZTlwAKZPF1H9xAnxCnJ2hpUr5R7t3BmmTpV1qU1YmEwojhz55qIJ69dDx47g7S1/lymTMm1MSa5ckbDKW7dkMqBbN+sde/t2iX77/XeZ1NB4mYgIsY///FM86W/fliiVsDDJQ2dNNNEuNulEtNMDV5GKsQWf/s3T9++oquoW5/7WFO1u3pRKWS+GwPbpI52ALXT+MaSWaDd3viuLFruyb794klWuFM1XX4TTulX6KCbxOuJjzHXu3JmFCxfy119/0bNnzxRoVfwxGmH5cpg4UQyfjBml6lJ8EktraKQFHj8WY2TZMpl5d3WVEAyQEJXEOL+aTCYOHTr0zNPr3Llzzz5TFIX69eszcOBA6tWrl6DQVrPZTI8ePZg9ezaOjo4sX76cFi1aJLyBr0BVxXA9ehTOnZPQRpMJateW6m0ADRvKIMhkku2zZ4dWrSRhNMiAKFcuyJnTOkmjk4OLFy+yfPlyli1bxtmzZylZsiS9e/emc+fOeHgkX07Cffv2ce7cOXr06JGg3zwqKorg4GAeP35MREQEZcqUsSmPbItFKvz973/yuy9ZIjlt3nZezCH32Wci4MUUarI1rl+Hd5Ivmj/VJ4uTG020s01OnxZROiZTQpEiEunUo4dUsn6RmzelHzt/Xp6DigJ376aus8WVK1CjxvPIrTflyjx1SkLRg4Ml5DM+YelpjaAgSXOya5fkhJ840XpppoKCZIwDcOZM4gqYpTdu3ZJJpzlzJFKldGmZkOrWLfnSe2miXWxSW7RTFKUdMAIoBlRSVfXYC58NAboDZqCPqqpbXnOMfHGdQ1XVW3G2IaminarKIGXiRInbVhTpTPr0EaPVFm/2lDKe9HqFw0ccqVNbcva0apuJmzft6NA+kvZt9bzzjvkNR0gfxMeYmzRpEv379+fzzz9nxowZKdCq+OHnJ8n7790TY6dfPxmcp8ecGRoaL1KzJuzdKzOIzZpJWEaTJonPd3Ljxg18fX3ZsGHDS/nWypcvz6BBg2jdujV2bxjRG41GunXrxuLFi3FxcWHNmjU0bNgwUe0JDxcvg2PHREjo21fW58kjA5V8+eR/tbOTZPIxSevr1xeRxt5enn/370P79pK/JCTkeZJonU4EvTx5xJunUycRAY8ckXCKHDls4/kYEhKCh4dHknMCvq0EBIjxvmWL3COzZomnh4agqnJvjB4tXj7/FQpsgb//lkGYr6/k0rImS5bId9CymSbaaaQMZrPYruXKPQ8dLVhQvH/j4+AeU8zq4UN5DlauLHk5GzZMnWfWxYuSZsBkkqITpUrFvf39+/LMPn4cfvsN+ve3jWetNTEaZZLot99ElF2xQkLxrcWVK/I9t2wp+drc4vT/SZ/E3Ac7d0roa9u28pxIifRemmgXGxsQ7YoBFmA6MCBGtFMUpTiwGKgE5AS2A4VVVY23yKMoih3woaqqC+PcLrGincEgnUSM95G3t4TAfvmlbYTAxkVyinZmM+zY5cSy5a6s3+BMRITCpXMPyJXLQmiogru7mu4eHm8iPsbc3r17qVmzJmXLluXEiRMp0KpXExMCGxoqQkVkpIh0H38sgoUthfdoaCQn0dFirKxaJeGzDx+KAbdmjXweGZn4xPrBwcFMmzaNSZMm8fDhQwAKFSrEd999R9euXV9ZAfT69et89dVXbNq0iQwZMuDr60vNmjUTfO5ffhGvwvPn5X4HyQ2zd6/87ecnxm9ihJfoaMk7c+fO8+X2bQnD69hRvPdKlpRtXVzEs6dgQcnFU7OmCEC7dslMd7ZsIvplzmy73kka4kU2dKgMjHv0SH+DQ2tx7pxtVpQF8S6pVUsSiW/bZl0vybp1xV7eulET7TSSn4MHxWni7FkRXpIyHouIkBDM8eOloFW5cuJt9Kbct8nB5ctQp47cSzt2xCP/rl5SFaxaJdFeU6c+9yBLT6xaJeMTR0dYuFDEJWugqjBunFSULVFCzvO25Ga9ckUmabNlk+9AVSEwUN6nFJpoF5vUFu1iUBRlNy+LdkMAVFUd/fT9FmCEqqoHX7GvB/AlkAtYB2wDvgIGAKdUVW0Z57kTKto9eqQyfbrEdL/ofdSlS9pR4pNLtDtw0JGun2Tk/n07vDwtfNAykvbt9LxX3fBWD7riY8yFh4fj4eGBvb09oaGhrxy0JycWiwgTY8fC4cMyc3XkSIo2QUPDZjGbxUvG0VHK2N+9K5WwWrQQD7LatRPX/0dGRvLPP/8wbtw4bjwtvZU9e3b69etHr1698PT0JCAggJEjRzJ9+nRMJhNeXl5s3ryZyvFw2blxQ3Lb7Nkjob92duIx4Ocn/0eFCrKklDEWHi7f47VrLy+//SbG9pYt0Ljxy/vY2Un13wYN4N9/YcwY+a5fXL76SoTGS5fEezBTJhmgxLx6eGhikjWJiBDDvkwZuTeuX4d3303tVqUNVq2SCd95854X7LAF7t8X4fzmTSlM8cMPSe8XIiPlGnF3h393aqKdRvIQUwn+119l0idHDhHaPvzQOv2+wSCC0P/+J8+wq1dTVsCI4epVEeCWL49fKLvFIh6+I0aIB/zYsSJwpbfJ98uXJT/h2bMyQfjrr9YTKLdulesoPFyOPW2adY5ri5w+LdfLsmUS9vrtt88jLJJKQIA4OBkMki7MxSX24uwsUVyurppo9yqsJNrdAh69sGqGqqoJCu97hWg3BTikquqCp+//BjapqrriFfuuBYKBg0A9wBtwBPqqqnrqjedOmGg3XXV27klUlLhJ9+0rA4y01gFaS7Tz99exbIUrRYuYaNI4igcBOr7u60WnjnqaNI5Ktlj3tEZ8jbnixYtz4cIFjhw5QsXkygz9Cnx9pXO+dEkMgQEDJNxJC4HV0Hg1d+6IeLRokeQvdXQUb7XJk597kiUEk8nEihUrGDNmDH5+foAUrmjevDlr164lIiICRVHo2rUrP/74I/nyvT4txNWrEu62fr1494AIjFu2WDd8JDnQ60VoDAqSmd0HD2Tp3h3y55f/YehQEY1eXA4ehLJlxaD+4ovYx710CQoXFqFkxgwR8V4U/UaPlnUHD4rhmiGD5ONTFFliKtb5+YmooSjy3t1dvAELF347RMGoKEng/ssvMlC+fj3x4eJvK5Mny0Rvt24SdmVt+1Gv1/PZZ5+h1+sZNmxYggpbBQZKUv6ZM+HQoaQXmPr8cwmX3rgRalXXRDuN5OHWLbFdc+SQe6tnT+snxgd5Fm3ZYt3iBwnFYpE+w2KRybg6dd68j5+fPBcPHJDJuqlT5XmZntDrpe8aP14m6yZPFoHTGs/lO3fEo9zDQ86hqlJ5u2XLxEdb2BoTJ0rl5AwZ5Frp319sm8RgMEhuxUOHZDl4UOym+JIvH9y6pYl2/8WneF51y6JBSTpGjrJfxelppyjKduBVv/xQVVXXPt1mNy+Ldn8CB/8j2m1UVXXlK45/RlXVUk//tkMExLyqqobFp/0JFO2i1M8/d6ZvX9sNc4gPSRHtnjxRWLtOKr/u3eeIqir07hXOb2NDrNjC9EV8jbkuXbqwYMECpk2bRq9evZK1TRER8tB3d5dwv59+gkGDZLbKlmb/NTRsmagoCSvdulWM+c2bJRH/vHnyd8OG4iGWK57jOVVV2bp1K2PGjGH37t3P1rds2ZKff/6Zkv9RBE0mOHlSQlLr1xdDfPt2CWWvUUOSUL///tsT1hEWJl6Qjx+L8Bfz2qOH9HWLF4sgERYmfWB4uLxevw6enjJhMX587OMajdIv9u4txQRexMlJPIoURfrQf/8VYzdmKVzYeh4fqYXBIALTzz9LmFjduvK3VmwicYwcKXnuvvwS/vjDetdGdHQ0LVu2ZMuW5zmgW7VqxciRIynxCqM1JCSEY8eOUbVqVVxfmKULCHjuSfTttyL29+qVsKTjixfDRx+JZ+/o0VohCg3rcf689EcBATB/vqzbvVty1jk6pkwbdu+Wa/yPP1LunC8yZw58+ql4zo0b9+ZcfRaLfFfffSfPxd69pQ+PyUGbXjh1Sp73R4+KU820aTLhZ0327RP7KmNGKTDUu7f1z5HcWCxio+bLJ3rG+fNSPfmrrxKeGkVVJRpi504R6I4fl1QpIOHpVaqIrVCpkthhkZGxl6goeQ0Pl/1XrtREu/+SEqJdfEhieOwJVVXLve79G8+dMNEuq6qqgfHe3lZJqPEUM7MDULteFo4ec6RQQRMfdtDTod3bU1AiscTXmIspRvHZZ58xc+bMZGlLSIjMsk2YIA+an356ntcqLQ8qNTRsiUmTxBMvIEDeFyokXitLl8r7mzfFMPL0fP0xDh8+zJYtW6hfvz7VqlV7tl6vl/QMu3eLYBj2dH5qwgSZHTUaRYhKb8Z4SqDXi+dkeLh8j6oqS0wFuTt3JLehqspzMTRU+tTWrWX/ceNEwI3xEHz0SMJGL1+WzydMkAFe9eqSkyitpI3YtUuEuurVRXCKj3eHxutRVRg4UMLCv/1WrpukPn+NRiPt27dnzZo1ZMmShY4dOzJz5kwiIyNRFIVOnToxYsQIANavX8/69ev5999/MZlMdOjQgSVLlsQ6pskkhai2bZNB6c8/S27KV3kHmkwi6Pr7i3hy964I4OPGieCtiXYaSSEsTJ6ff/8t3jv29lK1fPHi1OlHf/1VJmlq1RKxI1OmlD2/0SjC/2+/iQfYuHHxC30NDpb9pk6VNo8bJ+md0lrEWFyYzWIjDR0qfe348dbNt6qqMjk3ZYoUoLRYZHJ0+vTEe6elFNHREuodUyW5V6+khfzeuyce1Rs3yqRO+fIi0FWpIktic0pq4bGxsWHRrgSwiOeFKHYA776qEIWiKBYgPOYt4ALon/6tqqrqEee5k1o9Ni0SH+PJYpEcdUuXubJlmxMnjgSSIYPK7j2OZMigUr6cURN54kl8jbl9+/ZRo0YNypQpw8mTJ63ahsePxV38999lkNm0KXz/vXSqGhoa1kdV4cwZ8cA7fFj61FWr5LPatSW0JUcOKFZMwldr1ZIqrCCz4XfuiHgUHi4Dlpo1JYTBZJIZ3ty55Ti1a8tntm4svo0YjSLe5ckj78uVE89IkBnnKlVEBPnkk9Rr46swm6Xq54MHIiqpqsygV62qTe5YC1WVqsqOjjKAiu/3unTpUmbOnImXlxdZs2YlS5YsZMmShd27d7Ny5Uq8vb3ZtWsXPj4+3L9/n1GjRjFjxgyMRmPMQOjZsezs7FAUBZPJxIEDB6j6CtdJVRXRbvBguXZ9fGDuXHmdP18Gqrdvi1hnscg+kZGSn+hFNNFOI6HETI7Y2Ym4NHCgPC+7dxehKWvW1G3fwoXi7ZY3L2zYIDnOU5qzZ2UCft8+eY7Mnh2//U6elDDIQ4dkMmbYMKkc7eCQvO1NSWKKYG3fLjlzZ82yfqHIu3elD1y/XvKAOzrKa+HCtjdx+scfktriwQPpvwcMEJszMZ6iqgoLFkjRl+homaTu1ct6XqeaaBeb1BbtFEVpBfwBZAGeIIUjGj39bCjwKWAC+qmquuk1xzipqmqig/M10e4/+PvrmD4zA8tWuHDnjj2urhbebx7Fzz+GkDOnJQVbmX6IrzG3dOlSPvzwQ5ydnYmMjLRqGzp0kOSirVvL7FNSc9VoaGgknq1bxWi+cAEuXpTXcuXEowlEhAsMlPwiMUuNGjKzDyK8x+Wlp2GbqKoMJPbvl2Xr1giyZDnJli0+ODm5U6aMeOBVqCDFgMqVS57cTK/i4kVp05UrMgA5fx4qV5Z1acUjMK3xopf79esyoHzToKdt27asXBkrVQwA7u7ubN++nUqVKr20/ubNm/z444/MmzcPd3d3GjduzPvvv0+TJk2YMGECo0aNolq1auzbtw/lNeqhxSKeTr/8ImFVuXLBP/+IgJc3r4RZxbzWqhX7/9BEO434EhQk4Z8zZ8rkcqdO4uF87Zr0SbY0cXDgAHzwgUzQHD2aOqkoLBa5FwsVEtshIkLWv6k4Vsx+gwaJV3jmzNCunaRzeO8963jfWfO+T8w9pqqS0mLAABEk//gDOne2/jWkqnJMsxkKFBBHiU6dJAWCj491z5UQbv+fvbMOiyr94vhnAAUURdEVE7sLc61V1+7ubhdjLVxrd+1uXbvdtdvVtbtbf3YjBioqIg0D9/fHcQDFQBgYwPfzPPeBmbnz3jM43nvf73vO+brKoqGhfceVK/K3qFw56n+D589FoNu2TQRfw3fPmCjRLiKmFu2MwbeWw0Z4vxLt4NkzMwICdGTNGsy16xaU+SkNlSsF0KK5L3Vq+ZM0afz5zPH1xmnr1q00bdoUvV7P0KFDGTt2bJTH0jRZPfv7bymXy5lTGrHr9fG7F6NCkVDRNFmtjGXTaIUJOXToEJUqVQLA2dmZgQMn06OHTPxcXWUfnU5KV7p3l0ymTZtkImZjE/azUCHJvAwIkNKngIAPt9y5Rfh7/Fh6xXh4iDBn2HbvlizNMWNkgpwoERQsKDf4TZokrLKpuMq7d5Jt6+gozrJfMoHavXs3NWvWxNzcnAkTJuDl5YW7uzv+/v44OTl90cTK29sbS0tLEoVLp3n37h05cuTA3d2djRs30rhx4y/GapicfitKtFN8jXPnpGxz7VrpcVWmjJRyVq9u6si+jIuLGByNHRs3BMUBA+RaMWcO1K799f39/eU6sGaNLNj4+ckCQvPmIuAVKxb1z2Vq0c7AvXtSPnzihJRVz58fc5maFy/K93j1avlbli0r340KFWLmeB/j6SnZhevXy/Vkxw7pcxy+1VVUMBhw9OwpwvC4cWLIGROLekq0i0gCEe2eANM+97qmaZ99Db5j0U7T4PARSxYtTsqO/6xo1tSPxQs8AHj12ozUqeJnVl18vHEKL9gNHDiQiRMnfna1+3NomjRgXbtWTqqPHkl/gfnz5UKlUCgUirjDuHHjGDZsGADW1ta4uLiQ5v0s4uVLEdjOn5deOY6OchNetWrEcXbskInZtm2S8fExx45J1sTKlWGuhxYWkg2QM6dkHmTLJqvnvr6SLaXMiGKfRYtEnC1XTibOn8uk1TSNYsWKcenSJebOnYuTk1O0jz1v3jx69OhB9uzZuXHjBoljoLO+Eu0Un8IgJGiaLBY8eiSZUE5OsiAR33BxkXNyr16mi+HoUcmEunlTBKpRoyLvau/tDdu3i4C3Z49kEObIIW0c2rSRss9vIa6IdiBZcNOnSylwsmRS1mroRxsTeHhIxui8edKaqGZNEQ8NGaPGLp91d5dy1+PHJUkjRQrpN9enT+TN0L40do8eIgKWLCkZ1nnyGCfuT6FEu4gkENHODZiH9LCLgKZpI7/4/u9RtJs/14PpM2y4czcRdilDaNfWh44dfMiRPf4bSsS3G6foCnbe3pJt4esLP/wgLn/VqsnqWP360qBWoVAoFHGL+/fvkyNcTcnAgQOZNGnSZ/cPDpYV9PCut97eMtFNlUomAnv3ymKNlRXcv38DS0vo3DkfqVJJuc7jxzJZyZxZCXNxkfXrZWJcoIBkvnwuE2T9+vU0b96crFmzcu/ePcyimQ4ZFBREoUKFuHXrFjNmzKBPnz7RGu9TKNFOEZ67dyUbafNmuH5d7mOvXZNFg/h83zpwoJhDjBwpWYKmIjBQjI9GjZJsr3HjYMiQbxvjzRv591mzRlp3aJpkjXXqJHOML2UEG4hLop2B69dlAevCBSlhnT372x1TvwVDr08zM/lejBghmYv58kk2aZkyIop+izv3u3diRvbff9IbefhwOU6VKiII1qolPWiNcZ3fvFlEYE9Pid/ZOebvH5RoF5EEItqp8tjI4OkpF0KdDvr18eLESUu6dvGmcUO/BFWSFZ9unKIj2D18KDcE169LKjbAgQOSkRHbLlYKhUKh+HYqV67MwYMHAUiSJAkPHz4MzbaLDqdPn6Z06dJYWlry5s0bkkRmdqWIE+zeLdkf7dpJpvyncHNzI3369JiZmeHr64vlt8z2PsO///5LvXr1sLOz4/79+6QwchqIEu0UIJlbo0fD+PEyH2ncWESu6GYCxRWCg6FLF+nztXOniCemxN1dDAMqV5bMRRcXmQ9+a5+1Z89knKVLpd1OpkyStdao0ZdLZ+OiaAfyPRw/Xr6LTZqIMBkbeHmJUcXJk2LudOqUCKyeniKEjR0rZeJBQSK2+vlJQsb27fL+evXEGMjfXx7b2IgA+ddfMRPv2rUiKBYtKtl1kc3YjC5KtItIAhHtomVEkeC7tbx+LanADg6w672Xx4g/33H4gDutWyYswS4+ERXB7sEDOaGXLg3Zs0uactWqYas4lSsrwU6hUCjiC126dAn93dfXl6lTp0Z7TG9vb9q0aQNAQECA0Z3IFTFLjRpS3mZIugwKirjPqlWrAKhdu7ZRBDuAOnXqUKFCBd68ecO4ceOMMqZCER4vL3HMHj0aWrWSUtg1axKOYAfS32vhQplzjR0bZjZjKn74QXpbG0qN+/WTTKwFC74ttvTpxb335k1JEEiZUsSu6tVFxItvJEokiQ/du8PWreDmFjvHTZZM5mp//CFZcq9fi+mTIXPNy0uy5l+8kHN/8uQfZlzXqCGu42PGyL/D69cxJ9jdvSvltWXKiLgYW4KdIkFTOTpvTrCi3Zs3ItZlySIXjmrV5HdIWJbe8ZHICnbe3tKnyNCU/Px5+TcNDpZU6Lt3YeJE1ShcoVAo4iMNGzbEzs4u9PFff/2Fu7t7tMbs378/9+/fD31sjMw9RexSvLhM1vz8pMfdjBkfvn7v3j0AChmx6ZdOp2PKlCkAzJw5ExcXF6ONrVCACBZlyki53YoVUtaXEEmUSMpkT56UnqJxiQULxBDhl18kg+rdu297v04HlSpJaemsWXDmjLRoGDxY5izxjb59RRybPNk0xzczk3YVBiZMgKtXZb537Jj0FVy8OOz1Hj1kQWfYMPl3iIH2o4Bk8jVrJuOvXRtzx1F8X2ia9iY670+Qcoemie332LHS+PLqVdiwQernFabDz8+PSZMmfVawCwmB//0PZs6U1atUqaSx+Pr18v46daRZ+NmzItplzGjCD6NQKBSKaGFlZUXbtm1DH0c322737t0sWrQo9ODNrYsAACAASURBVHG+fPnImTNntGJUmA5Nk+t8v34ymTPQpEkTAJYtW0bQp1Lxokjx4sVp3bo1gYGBoSYpCkV0ePxY7l1v3JDHs2eLOUJCp3NnuZcvGuXuTTFDmjRSdTV2rMwLixWTBIBvxcJCMr7u3JGsyYkTIW9eKZ81lG7GB3LkkL528+dLdptC6N9fzA1XrpRSaIUiLpBgRDsvL2k6GhgoKyFTp8KVKyL4qJRW06LX61m8eDE5c+Zk0KBBoYLd2LETOX9ex4kTsp+fn1xA+/aVsoFevST9+ddf5fUkScDe3nSfQ6FQKBTGJXyJLEi23atXr6I01oIFCz54XL9+/SjHpTA9SZKIG3yrVtJEfvRoeb5y5crkzZuXZ8+esXnzZqMec+zYsVhaWrJ69WrOnTtn1LEV3w+aBqtXSxbW4cPxs4QyOlhby727jY2pI4mImRkMHSr/LlmyRC/j0d5e+vcdPy6CYOfOkjk2YkT8EcF+/x0CAkyXbRfXWL9eHG+dncWZXqGIK8R70c7bW1Zgs2SBAQOkQSVIplZ8tEtPaGzbto0CBQrQtWtXnj59Ss6cbWjX7jZXrkzCzk5HyZJy8QRImlR6K7i4wK1bIrzGZPqzQqFQKExLgQIFKFWqVOhjHx+fKGXbBQYGsn//fgCSJUsGQN26dY0TpMJkWFhItkO7dtKDafp0KWXt3bs3ALNnzzbq8TJnzkzfvn0BcHZ2Jr6arylMx5s34i7aujXkzy8JBN9Ddt2nWLcOBkWvd3yM8dNPMme0sZGkgfLlJd6o/JcvW1ZKOg8cgJIlxWXUwQG690jB1Wtx26o8Z05ZGJk7F16+NHU0puXePTFSKVVKHIcVirhEvHWPDQqSPieTJsGrV1IGO3IklCjx9ffGtovX9+iqpddr9Ow5m4ULLwNZyJ59JWPGjGH58ubs2aOjYEG5QJYvLxfOhNrbQ6FQKBRfZunSpXTu3BkLCwv0ej1JkybFxcWF1KlTR3qMQ4cOUalSJfLmzYuLiwt+fn54enqSPHnyGIxcEVsEB0sfo27dIFs2MRzJmDEjnp6eXLhwgaJGrMPz9PQke/bsvH79mn/++YfWrVsbbezoElddaOP7fa5eL1U65ubf/l5Ng6dPJbssVSpp3zJuHIwaJeYFURkzoTB0qCRW3LwJuXObOprP8+CBOMFeuSIC3PTpkZtPfo47d6Tn3bJl4OsrCQj9+ombblzsw337trSQGjAgzAToeyMgQHpOPnwopbEODqaLRbnHRiQhuMdGlzh46vgyhvYlFhbiulSkiDQ7/e+/6J1gFVFH08JWpjZuhJ9/DsHa2p+FC38FlmJtPZCLF2/SokULZs3S8eqV9K776y9p9KkEO4VCofh+adasGTY2Nuj1elKmTImPjw/Tpk37pjF2vbeHL168OH5+ftjZ2SnBLgFhbi6T/2zZpP/t7t02dOjQETB+tp2trS0T3jfR69mzJ64GNyxFgmHzZhHXmjaVFjpJkohoY6BTJ+jZU3qfLVsGe/dK2xYAT0/J+mzRQuYgNjbS9+qff+T1IUPEqGDIkO9bsANpd2NpGfeFoGzZ5N9s8WLpcVeypGT3+vpGbbxcuWSO8+SJ9Lu7cwfq1oU8eSThJJp+S0Ynd275Ps+ZE/diiy2cneHiRSl3NqVgp1B8jngj2j1/LitWWbJI6rlOJ/0I9u6F0qVNHV3cxNdXUn31euONqWlyQVu7VlLeq1YVS/UHD+T1J098OH/+Dnr9Uiwtu7FgwVG8va1Jnlwse3PlkpVIhUKhUCgAbGxsQssdPTw8ABFiXr9+HekxDKJdtmzZAMhisItXJDg2bhSx5e3b4YCONWvWRNt1+GM6d+5MvXr18PT0pF27dgQHBxt1fEXsoGnSZL9hQxFhDIwcCWPGSEZN9uzSeL5z57D3XLok97m//y4CXvXqYcJTokSSSXfunCw6d+0qpYXVqsnrVlaqPY+BNGmk3HDlSojr2re5uXwH7t4VN9hnzyR7MjqkTClz1wcP5PuUKpVk3GXIICLxv/8ad44WHX7/XcqEo+EFFW/ZuFFE1v79oV49U0ejUHyaOC/aPX4sDj1ZssiJpEIFOakAqEX0T/PoETRpIg1SGzeWC8O1a1Ef7969sJWXTZtEeGvZUlaL3rwJ69Xx4MED5s8vhrd3XtKnH8fp0z3o1q18nEwFVygUCkXcYdiwYTiEW9729vZmUiTTMx4/fsy1a9dImjQpfu9vEMqVKxcjcSpMT9OmksGzYkUK7O1PEBCQhHnz5hn1GDqdjsWLF2Nvb8+RI0ei5WqsMB3z54OTk1R3WFqGPb9jB/j4iECzbZtkcRom6zqdiHavX8t84/59OHZMMu9AsvJ8feX5//6Te2EnJ3EPVUTE2VmyY5cuNXUkkSN5chg/XpJCdDrJlqtUKXrzqESJoHlzOHUKrl6Vee2JE/Kdy5RJkiBu3TLeZ/hWXr6U+Z21tQis3xu//SaC6tixpo5Eofg8cVpOefZM7Kjnz4c2beSEtnq1rFAoPk1wsPRiePIEVq2SE9Ht25L2HNkLgpeX3MT06CErkDlzhqX9V6gACxfKDY2Xl6STL1oE7u6nKVWqFLdv36ZQoUKcOXMGR0fHmPugCoVCoUgwJE2alFmzZn3w3KRJkyIlxuzcuRMQV9GDBw8CUKNGDeMHqYgT6HQwbZos5L5+/SNwhenTz4QKtsbihx9+YOl7peH333/n0qVLRh1fEbO8eiV9ECtVksXnRYvCXsuUSTLivoaVlZROlisnPb8MKIO0yJM5s2QwFSxo6ki+DUPCwZMnIrQ5OkqWnKdn9MYtUEDOXU+eiPnejz/K47x5pafa4sXg5hY1Q4zIEhIiovPWrdC+vfx/+OMP6ee3alXMHTeu0reviPQjR5o6EoXi88Q5I4orV2T1oUcPeTxvnjTuzJzZeMdIyEYUBqFz6lRZ+QMR2Dp1khr9bdu+/H5fX0idWlYXkyaVm53q1aUXw8c1/pqm8fr1a/bs2UOXLl3w9/enWrVqbNiwQfUSUigUCsU3oWka9erVY8eOHR88/9dff9HTkObyEUFBQeTJk4cHDx4wdepUBgwYgJWVFW/evME6urVNijjP+fMaP/30EH//Vsyf35Hu3bsb/Rg9e/Zk7ty55M2blwsXLpj0e6WMKCLP4MEwZYrMK/LnN3U0iviMu7uUjy5aJC2BJkyAjh2NN/7z55IcsXSpmHaAZL1lySKicdassoX/PbLTrNevRXS8elUyTq9elaxBHx953cZGhLtevaTn3veIpsmcecEC6WnXvr1p41FGFBFRRhRxRLTTNDhyRE6Ce/ZAihTS+yBZMqMfCkjYot3eveKutmQJVK4sz4WESL1+69Zib16x4pfHmDNHbnDKlAGdLojTp0/j4uLCo0ePcHV1Df3p6uqKb7gurV26dGHu3LkkSpQo5j6gQqFQKBIsDx8+JH/+/Pj5+dGgQQO2bt0KwMyZM/n1118j7L9gwQJ++eUXcufOzeDBg+nYsSNZsmShf//+hISEEBISQu3atcmVK1dsfxRFLLF69Tpat25Bzpw56dPnFnXqmBl3odfXl2LFinHr1i169+4dISM0NlGiXeTx84OjR2XhWWFaNE1KMNOkkUzZ+MrFi1LamiuXGJQYG02TXolnz4qL6cOH0g/v4UN49+7DfS0tpezWwkJ+Grbwj1+/lmQOA3Z20m+xUCHJfCxUKMyI5XsnKAhq1pRzxsGDkl1rKpRoF5H82VNr6yfVj9YYBZosVaJddLhyRUSms2flZN6nj6jdKVMa9TAfEF9Fu4CAD3tyhEfT5EJ465acgP/9V04+BgIDoXBhSX2eM+fz44TnwYMHNG3alIsXL352n+TJk5M5c2Y6depEnz590MXnq7FCoVAoTM64ceMYNmwYuXPnpnv37vTv3x+AadOm0a9fv9D9/Pz8yJEjB8+ePWP9+vWcO3eOyZMnRxgvWbJkXLx4kRw5csTaZ1DEHnq9nhw5cvDokR9JkjwhUaJELFokve+MxcWLF/nxxx/R6/Xs2rXLZOXXSrT7Opom98uRKX9VxA4LF0L37lISGt9bHGmaCMJJkoiIN2uWJJ2kTRuzx/TwCBPwHjyQnuJBQbLp9WG/h3+cLFmYOFewoBinqGna5/HwgFKl5G975oxkNpoCJdpFRIl2YGGKgwYESKpxxozS+PHdOymDbd8++k49CY3nz2H0aMmQc3SUctVffom4n+EknCePXDhOnvxQtEucWJyzZs2CUaMgffovH3fbtm20b98eT09PMmbMSLly5cicOTMODg44ODiE/m5ra2u8D6tQKBSK754BAwawcuVKbt++jZ+fH/PmzcPJyYn+/fsTGBjIoEFSIjFv3jyePXuGo6MjjRs3pmjRogQGBhIYGIi5uTlmZmZcvHiR48eP07x5c06ePIllZFasFPEKCwsL+vXrR9++fcmXrzVmZutp1kxcPWfMME4WSdGiRRk9ejRDhgyhY8eOTJ48mRo1apA6deroD64wKqtWSX+uw4eN21pHEXUM4sedO/FftNPpws4pFy9Kr/XNm+HPPyULLyYuMTqdZMnZ2UHxeCs5xH1SphSTmh9/lLZQJ0+CmuYq4gqxmmnn6Sn14jNmSEPX/fvleUOWmOJDfHxEaHv6VFaML16ENWtg6FAYMkR6zn3qb/fLL5Lee/78hzerly9D0aLiglW27KePGRQUxLBhw0KzFRo0aMCyZctIkSJFDH1KhUKhUCg+5ODBg1SuXBkrKytu3LjBgQMH6NatG5qmMWLECLJmzYqTkxO+vr7s3LmTWrVqfXIcT09PihQpwsOHD/n111+ZOXNmLH8SRWzg5eWFg4MDb9++5dix0+zc+SMTJ8o9z9mzGMXFPjg4mEqVKnH06FEAzMzMKFWqFHXq1KFOnToUKFBAVRuYGC8vyJ1bkgJOnzbOv7si+jx6JP3ZFiyQ6qqExN27YrSxY4fMy7p0kXmuIv5y6BBUqwZVqkjlmkUspzipTLuIqEy7WHKPffpUXEwNttb58sljA+oe59OcPAm7dombzYABsno4fDisXRvWSyE4OOL7WrQQx9j3JnqhJE8uq12HD8vjj/VXDw8PKleuzOTJkzE3N2fKlCls3rxZCXYKhUKhiFUqVapEq1at8Pf3x9nZmS5durBixQrMzMwYMWIE7du3x9fXl86dO1MzfFr5R9ja2rJu3ToSJUrErFmz2LJlSyx+CkVskSxZMn55X4bQqVNb8uX7m1279PTvL8KNpkXfjdHc3JydO3cyY8YMqlatirm5OSdPnmTo0KEUKlSILFmy0LNnT/777z+jO9kqIseYMeK8OXu2EuziEpkySQba3bumjsT45Mwpws6BA9ChQ5hpX2CgOMJ26iTzNnd3k4ap+AZ+/hnmzoXdu0WQVSjiArFySVuzRtxMa9WS7K/9+0XBVohJxIoVsvJkcPIJCZGfJ0+KE2zJkmH7d+0KpUvDpEny+FPqf+nSUL68rPQ8fhz2vLW1XEQMqekfi6X9+/fn2LFjpE+fnsOHDzNgwAC1aqxQKBQKkzBlyhSsrKzYvHkzV69epW3btqxZswZzc3Osra1ZsmQJixYt+up1qkSJEkx6f9Hs1KkTLi4usRC9Irbp27cv2bNn5+7du7Rr145u3bLj7j4Tb29v/v5b7kHv34/eMWxsbOjTpw979+7l9evXbNq0iU6dOmFvb4+rqytz586ldu3aZM2alQMHDhjngykixe3bMH26CCc//mjqaBThMTOT+cydO6aOJOaoVAn++itM5PHwkB7jW7dCy5bSt71YMamEAnj7ViqovLxMF7Pi83TtCv36yQJA1apSAh0UZOqoFN8zMSLa3boFzZtLnT9I89G7d2WloVixmDhi/EPTZFWmalWxDV+9WpxfQRqIgqT3P3ki6dYGIS99esmkc3OD7dvluY+z7SwtYdw4KQmZMkWEusBAybzz9JRmpB9z5MgRli9fjqWlJYcPH6acKW1zFAqFQvHdky5dOrp27QqIOQVAs2bNuHHjBnfu3KFTp06RXljq06cP9erV4+3bt7Ro0YIgdfed4LC3t+fGjRssXbqUPHny4OrqSt++fcmdOzcvXrzh+HHIn1+ysQICon+8ZMmS0ahRI5YsWcKzZ884e/Ysw4cPp0CBArx48YJq1aoxevRoQgw3cIoYZf16WZyeMMHUkSg+xeDBMt/5XrC3hw0bJMPuzBnpT25jEzZnO3ZM5sR2djIXnDNH5nyKuMPkyTB+vCwING4MWbPC2LEqa1JhGoza0+72bRGL/vkn7MLZq5cxwkx4BAWJgr9li/St279fyoZXrAjbZ98+qFEDTpwQNxu9XjLrnj2TVRtLSxH6goPDyj/ClwPMnCk3p5kzy4nmwAG5YE6YIFbgBgICAnB0dOTWrVuMHDmSP//8M/b+EAqFQqFQfIbHjx+TPXt29Ho9N2/eJHfu3FEe682bNzg6OvL48WMGDBjAlClTjBipIi4REhLCv//+yx9//MHVq1fp0aMHw4bNoV8/EXfy5IElS6BMGeMfOzg4mJEjRzJmzBg0TaN69er8888/yrQihgkOlsylEiVMHYlC8XVevJD53Zkzko1nyEK8c0dKbt++FfdXc3PTxhkd3N1ly507fn8OvR7++08yKfftE3PHli3FeCQmkpFUT7uIqJ52Rsy0GzpUavc3bBAx6uFDJdh9iUSJoE0bWWkZP15EuUuX4ObNsH0yZJBV4UWLPnxvmjRSXnzhgjjvmptLqauZWViJLUCfPtJnoWFDOd6KFVKmHF6wA5g8eTK3bt0id+7coa58CoVCoVCYmkyZMtGhQwc0TWP8+PHRGsvOzo61a9dibm7O1KlT2W5IV1ckOMzMzKhfvz5r165Fp9OxZMkS4Bnr1snky98f3ryJmWObm5szatQo/vvvP1KlSsWePXsoUqQIp06dipkDfoWQkBDevXtnkmPHNC9fyj3ukydyL6wEu7iLpsk859IlU0cSN7C3h0aNYOJESXq5eRNmzZIyYoC+fWW+17KlzN+ePzdtvFHh778l/rRpoXBh+awvX5o6qm/HwgLq1ZNEmRs3xGxk40Zx8i1TRioJP9VjXqEwJtES7c6cEdEIRGkeNAhcXKQk84cfjBBdAqdUqTAb9IoVJftu69aw17NmFeea7dulvNXCQspkLSyk0amdnfQIBHl98mQRTsNX/ZQqBcOGSflt3boRY7h37x5jxowBYN68eVjGhFe5QqFQKBRRZPDgwZibm/PPP//w8OHDaI1VpkwZJryvn2vfvr3qb5fAyZcvH40bNyYgIIC+ffvi7e1NzZrSxqVOHdln2jRYuTL6RhUfU6NGDS5dukTp0qV58uQJ5cuXZ/r06XxLhUtU8Pf359ixY0yYMIE6deqQOnVqbG1tKVeuHIsWLcLT0zNGjx9bnD0L5crBnj3R71WoiB0aNhRzPUVE8uSRzC1Dx4dGjeQcdeiQ9GlMl06eMxDXq+5DQsS9e8gQWLpU5qBr1kgFWHwmb96wUubp00WEbNlSWleprhuKmOSbRTtNE/fRqlVFEFq4UJ5v3FgyxtKkMXKECRzDSbdSJRHp9u8XAQ6kxLhmTUnLnTVLnjOczLNmldTqdOnkceLEkkb95EnkG71qmkbPnj0JCAigXbt2/Pzzz8b7YAqFQqFQGIFs2bLRunVrgoODmThxYrTHGzBgAHXr1uXt27c0b96cQMNFV5Eg+fPPP0mUKBEbNmwgX758bNu2DcP6ZEiIVCS0by+LpNeuGffYmTJl4siRI/Tr1w+9Xk///v1p0qSJ0YWz69evM2jQIMqWLYutrS3ly5dnyJAh7Ny5Ew8PD8zNzTlx4gTdunUjbdq0tGjRItoCuKkICJDqntKlwc9Psl8qVDB1VIqvodPJnGb/fuP0lEzo1KsnGXbPnkl24vjx4moKktWVPr2U0dapAwMGyHz8xg3TxhweMzNJSGnRQmIcMwZat4bly6U1FIimcOMGODtD9eqSiefmZsqoI0+KFJINeeeOmENu3CgVdIa+9AqFsflG0a4GP/0kJ42rVyWz65dfYiaw7wVDL7qUKcXx9cmTMEMKkJuSLl2kV+C5c3LR0+ulP521NaRKFbZvq1ZSHps/f+SOvW7dOvbu3UvKlCmZPHmycT+YQqFQKBRGYsiQIeh0OpYtW8aTaHbr1ul0LF++nMyZM3P27Fl+++03I0WpiIsULFiQkydPUrRoUR4/fkyDBg2oX78+jx49wsxM7qfmz5eWIwULSv+l/fuNd/xEiRIxbdo0Nm3aRPLkydm8eTPFihXjkhHqBM+fP0/Dhg0pUKAAkyZN4uTJkwQFBVGoUCGcnJxYtWoVjx494u3bt6xYsYJKlSoREBDAunXraN26tRE+XewzYoQIGB06iMiqfNPiDzVryjzF4KCq+DpmZuDoKEYevXvLcz4+Mjd0dARXV5g7V0wf166V1z08oGRJaNJEepn37i1C95kz8vrbt9Lbc9cuOHVKWlr5+Rk/dkPJqCFBpU4dSTJ5/VoeG6rADh0K6zPq7Ay+vsaPJaYwM4OBA6XKcP16aNtWCXeKmOEbjSj2aw4OVfjtN+jUSUQjRfQJCZH/9BcvQrduchJevDjs9eBgEe/c3KBpU3EfWrwYfvtNVP6o8PbtW/LkycOLFy9YtGgRXbp0Mc6HUSgUCoUiBmjevDnr16/n119/ZebMmdEe78yZM/z0008EBQWxadMmGoWvPVIkOIKDg5k7dy7Dhg3Dy8uLJEmSMGLECPr27UuiRIl4+VL6Mu/YIRkfhQrJpHbFCpls1qz54UJpVLh//z5NmzYNFeyKFClCtWrVqFq1KmXLlsXKyipS4xw9epSxY8ey9/0qr6WlJR07dqR+/fqUKlWKFClSfPa9Li4uFChQAB8fH+7fv082Q5+WOExAALx6Jb2ePTxEfKhRw9RRKb4VX19pn9S+vQhNCuMQEiLinaWlVGA9egSdO0uWno8PeHnJNmeOzDPPn/90/8d//pFsuOvXxSU1XTrZMmSA7NklKSRp0m+L7ckTyJhR/g8PGSILJNeuQZYskCkTVK4Mo0bJ48OH5f/1vHkiNmpaWIVZfGDSJGkV1qqVtFyIqvmGMqKIiDKi+GbRLoMWEPCUxIljMKLvnM6dRbzbtk361vn4yAny4UNYt05WhF+9gq5dZVUlKicETdNwcnJiwYIFlC1blqNHj2JmZjRPEoVCoVAojM7//vc/ChcujJWVFS4uLtjb20d7zJkzZ9K3b1+SJ0/OxYsXyZ49uxEiVcRlnj17Rr9+/Vi/fj0AderU4d9///3kvsuXS4bLixeyuFqmDNSqJdkgH5t6RRZ/f3+cnZ1ZsmQJ/v7+oc9bW1tTvnz5UBGvQIEC6MLNWDVNY/fu3YwbN47jx48DYGNjg5OTE/379ydt2rSRjqF169asXr2asWPHMnTo0Kh9kFji4kXJqkuUSPrYxWcXSoUkH1y8CPfuxS9BJiFgEMH8/KQPpLe3GPI8fy6JIY0aSc+2I0ckOcfN7cMMvH37pI3AkSNyLvzaOfDCBREHU6UKM9jo1EnmsPPmwa+/iglH+HUDR0epPJs2TXq4fw69Xt6bOrWYesQVJkwQcbJNG7l+ROV8pUS7iCjR7ptFO50W0w10v1cMJ9ING2D4cGjeHH76CQ4ehD//JFQo9fKS3nVR5fz58/z2228cOnQICwsLLl++TP7I1tMqFAqFQmFCGjRowLZt2/jtt9+M0t9O0zSaNGkSWrJ45swZzJUq8F2wZ88e6tatS1BQEF5eXtjY2Hxyv5AQyUz591/Z3ryRTBadTtrE6PXSu6l48W8T8vz8/Dh+/Dj79u1j7969XLly5YPX06ZNS9WqValatSqWlpZMnDiRixcvApAyZUr69OlD7969sbOz++bPvmPHDurWrUuBAgW4evXqN78/NggMlGyfceMkO2vhwjDzEEX85ckTaQn0rRlbithH08Rw8vFjePBA5qUpU0r7gCpVvv7+oCAx/dm3T7L8uneXKrGnTyXj7+1bOHFCzqEWFnKsLl0kYWXnzs+P6+4ulWaXL0tcOXLAX3/Fnd6W48aJCWTbtrBs2bcLd0q0i4gS7ZRoFyu4ukp68Zdu5jRNblBOnJBsu0eP5Pls2eD4cbHLjk6a8IMHDxg2bBhr3zc8SJkyJTNnzqRt27ZRG1ChUCgUiljm3LlzlCxZEhsbG1xcXEgV3XpFpF1E4cKFcXV1ZeXKleq6+B2RL18+bt68yaVLl3B0dIzUewwVEADVqsmEFMDWVtwxO3SI2uTxxYsX7N+/P1TEc/tER3Z7e3sGDBjAL7/8QrKvrOBqGly//pqjR19gbZ2X4GAdyZNDs2YQGBiInV07fHxs+eOPP0mfPgM6ndxr1n8/L7pxQwRLG5uwzdLS+NlRwcFyn3z3rjTXL1BAhJ1SpWRy36YNzJwJUdAmFQqFCTBIBeHPFSNGSGns8eOS4deggfTFHzxYxL1EiSSzr1Ur+b++aZOcGz4WvDw9pXT2+HE5L2TPLj/v3ROhL3XqWPuYX2TMGPjjDyn3XbJEzm2RRYl2EVGiXRTcYxWRJyBA1PY8ecLcXz9HUBD07CllF+/eQf/+sjpx757cREHUbpRev35Nv379yJMnD2vXrsXS0pLffvuN+/fvq4mJQqFQKOIVJUqUoHr16nh7ezPraxfWSJIiRQpGjRoFwPDhw5Wb7HdErly5ALh7926k3xM+Q2jvXkJ74TVoAJs3i4sgSPbIhAlw7BiEq4L9LPb29rRu3Zrly5fz9OlTrl27xrRp06hZsyZFixblr7/+4uHDhwwcOPADwc7XVzJO1q2TyauBOnX8KFgwFT175qNTJx1du0ozeoDEiROTPPkIYAGjR2fAyUkm0O//GwDSd6xgQciaVTLdrK2hUqWw18uUkYlo5sziYpkvH/TqFfZ606biCFm3LjRuDC1bSraN4W9Tt67cH1tbywJ19eoyuQWZ+PZ9jwAAIABJREFUeJcqBdu3w99/K8EuIaHXy3dh925TR6KIKXS6iHPWNm3kXOnuLpl7bm7yfx6k9QBIFvPNm1C27OfH3rBBynMXLJDvUcmSUmZ76xacPBkznycq/P679G08ckQWIlatChMzFYqo8IVqcUV02LtX3Hru3JGblaZNv7x/4sRh6b3G8oR49uwZRYsW5cWLF+h0Otq1a8fo0aNxcHAwzgEUCoVCoYhlfv/9d/bs2cPMmTPp378/tra20R6zTZs2TJw4kZs3b7J48WJ69OhhhEgVcZ3MmTMDUo0QVX74QVwamzSRTBIfH3n+xg3pbQRyj1eihJSXdeggDrVfQqfTkT9/fvLkyU/z5v1wdZWJ7ty5MkFNlEjMMqZNk4mwAXNzEd/0eh9u3x4B+AG3gQf8/fdSKlcOSwGcO/cVDRumx8HBgVOnTgG6DyaV06ZJrytv77AtfO+oqlVl4h0YKAvPQUHSsN5AYKAsQgcGyiJ2YGDYIrSFhYyXP7+InTlyhAl/AFZWYeKnImHx8qW4nMaVUkaFcXnxQhYPeveW/+8G8e7kSTkPWluLe6xOB4ULy2uGbLpbt+T78bGYZyAoSMpNK1eWzUDGjLK4cOwY1KsXZvBoapycpIy4fXsRLUeNgtq1pcy/XDmUR0A8QqfTTQbqAoHAfaCjpmlv3782BOgMBAO/apq2JyZiUKJdDODjI/85bW3FeSyyDleDBxs3jkGDBvHixQtKlCjBwoULI136oVAoFApFXKVcuXJUqFCBI0eOMHXq1NAsuehgbm7OmDFjaNy4MaNHj6ZDhw4kSZLECNEq4jLnz58HIGfOnJ/d5/LlyyxevBg3NzfmzJnzRcMHKyvZQNxn3d1lsnrsmJRzTZkik7jcuaX8a+BAKQEzbHo9HD0qzeDnzZOJb3Dwh8do0kSy27Jlk1JWBwfIlUvGzJkTEiUKoWXLtty/v4XMmTPz6H2/lYoVs5MuXdg4deuWJl06cHU9w+PHZ/nxxx8/OM5PP335bzdy5Jdf37bty68fOvTl1xUJk6dP5ee3lAsq4g9Pn4oD982bIr45OEgiy5o10k7A0RFOn4YUKcTkwtpaBDYvL+njnjatiPkQMVvv3j0xMfn1V0iePOx5S0sRAuPidypnTjn/L1smCxFz5sD06dKfvnp1EfFq1YI0aUwdqeIr7AOGaJqm1+l0E4EhwCCdTpcPaAHkB9ID+3U6XS5N04K/MFaUUKKdkQgMhBUrpM4+aVI5QeXNKycSU3Dy5En++ecfLC0tWbduHVmzZjVNIAqFQqFQGJnRo0dTvnx5xo8fT6NGjYyyKNWwYUOKFSvGhQsXmD17NoMGDTJCpIq4iru7O6dOnSJx4sRUq1YtwuseHh40aNCAo0ePhj53+/ZtDh8+TOpINk5KnVoyP+rVk8e+vmH9jdOkkTIwc3PZLCzkp2EyWqgQDBokWSQODrJlyiQLwiAVHB9XcYSEhNCtWze2bNmCra0tU6ZMoWnTpmTKlImMGTN+sK+5uTnNmzdnxowZrF69OoJop1DEBM+eyc/wWZmKhEOhQpKlu2IFjB8vwlvmzNC6tWSeASRJIue78+fDMi7PnZNS0lat5LHBnCI8Bq+eUqU+fN7HRzL0DC60cSHLLjzm5lJF16WLZBgfOCD993buFCFPp5NM7Dp1pOeoIu6hadrecA9PA03e/14fWKtpWgDwUKfT3QNKAqeMHUMc+1rHT/bulb4f3brBf//Jc46OphPsQkJC+PXXXwFwdnZWgp1CoVAoEhQ//fQTvXr1Qq/X065dOwICAqI9pk6nY9y4cQBMnDiRt2/fRntMRdzl2LFjaJpG6dKlP+kcO3HiRI4ePUqKFCno3bs3+fLl4/r161SrVg0PD48oHTNJkjDR7qefpF/b8uXSy23BAil/NYgZZcuKe6qTk2RjFCwo2Smf628cHBxMx44dWbJkCdbW1mzdupWX72tny5Qp88n3tHo/Q16/fj3BH6f0KRQxgMq0S9hYWEg28d9/i6niuXOwerUIeYaE5rp15d9/yRK4fx/27BFn2fTpxYzRMA5IHzhD2f6VK1IG+7H/1MWLItTFh+mujY1kSC9cKIY7Fy9K1rJOB8OHS59PRYyRWqfTnQ+3dYviOJ2AXe9/zwA8Dvfak/fPGR2VaRcNXF2hXz9pPJwjhyjmtWqZOipYtmwZFy5cIEOGDAwxNFRRKBQKhSIBMWHCBHbv3s3Vq1cZOXJkqOAWHapWrUrFihU5fPgwLVq0YNWqVUZxqFXEPbJnzw7A1atXCQgIwDLcSuvz589DjU727t1LiRIlcHNzo3z58ly6dIkWLVqwZ0+MtK2JEnq9nrZt27J27VqSJk3Kzp07yZs3Ly1atAD4ZCYhQPHixcmePTv3799n9uzZVKxYEQcHB1KmTInO2DaxCgXSl+yHH1Q54PfCDz/IT00LW3BImVL6u/XtK33tUqeWEv8FC8KEtzdvZP+UKcOy7m7elNc/Xl/4918xe8iUKfY+lzHQ6aBIEdn++EN6hP79t2RYKz5E7++L+/Vz0R3m1ZfcY3U63X7gU/0vhmmatu39PsMAPbDK8LZP7B8jliM67RusTHQ6nfYt+ydkNE0ca65fh2HDYMCAsD4mpuTt27fkypULd3d3Vq9eTcuWLU0dkkKhUCgUMcLJkyf56X3zrRMnTlDq47qZKHDlyhUqVarEmzdvcHBwYP369ap0MIFSpEgRLl++zIYNG2jSpEno83379mXmzJnUr1+frVu3hj7v6upK5syZMTMzizOZaUFBQbRs2ZJNmzaRLFkydu3aRdmyZenTpw+zZs2iQoUKHDhwAHNDt/eP+OOPPxgzZswHzyVJkoRMmTLh4OAQ4Wf+/PlJF745nkKhUESRW7fEvKJcuTBDCk0T5+1hw8SAx5B93LkzPHwI+/eHlcDevAkVK4oAmFDyVHQ6HZqmqVWTcOTOkERb0D1HtMb4efjVC18S7b6GTqdrD/wCVNY0zff9c0MANE0b//7xHmCEpmlGL49VmXbfyJ49ULq09BxZuFBs6N+bj8UJNm7ciLu7O2XKlAldYVUoFAqFIiFSpkwZnJ2dmTRpEh06dOB///sfiaNpyVa4cGEuXbpEs2bNOHPmDBUqVODSpUvkzZvXSFEr4godOnSgb9++jBw5kooVK5I6dWqePHnC/PnzASKYnDg4OGBmZkZISAh6vR6Lj5suxTIBAQE0a9aM7du3Y2try549e0IFZp/3NrZNmjT5rGAH0K9fP969e8fdu3dxdXXF1dUVLy8vbt++ze3btz/5nowZM1KyZMnQrVixYiQP3xleoVAoIkGePBFLQvV6aTGVP/+HZdR160KjRnD2rPS10+vF1CEkJKys9nOEz/RTKL4VnU5XAxgEVDAIdu/ZDqzW6XTTECOKnMDZmIhBiXaRxN0devaEDRtgzBhR/4sUMXVUEXn9+jUAZcuWVaUNCoVCoUjwjBw5kq1bt3L79m3mzp1L3759oz2mg4MDR48epW3btqxfv56hQ4eyZcsWI0SriEu0b9+eOXPmcO3aNSpVqsT+/fuZMWNGqBhWqFChCO+xsrLC19eXgIAAk4p2Pj4+NG3alF27dmFnZ8e+ffsoWrRo6OsFChQA4Pr1618cx87OjpkzZ37wnKenJ48fP8bV1fWDn48ePeLy5cs8efKEJ0+esHnzZkAyQ/LmzRsq4pUoUYL8+fNjbW1t5E8dN9Dr9Tx//pxnz56Fbs+fP6dSpUpUrFjR1OHFadq0kb7fzs6mjkQRV0mUCPr3ly08FSpA8+YyH69VS4wsTpyAWbOk3PpLwtzixWJ0sWCBGEYqFN/IX4AlsO+9vnJa07RfNE27rtPp1gM3kLLZnjHhHAtKtIsUmzZJI+C3b0WwGzjQ1BF9Hm9vbwCSqjOSQqFQKL4DrKysmDp1KnXr1mXkyJG0bdvWKH3oEidOzMyZM9mxYwdbt27l1KlTlC5d2ggRK+IKKVKk4PDhw1SuXJmrV69SsWJFsmTJAkDNmjU/+R5LS0t8fX3x9/c32b2Wm5sbdevW5cKFC6ROnZr9+/dTuHDhD/YxiHbXrl375vFtbW2xtbUNHSM8ISEh3Llzh7Nnz4Zuly9f5saNG9y4cYPly5cDIuRlzZqVvHnzRthSpEjx7R86FggJCeHVq1ehQtzTp08/EOYM24sXL/hUu6AxY8awbNky2rdvb4Lo4z6vXokpQe7cpo5EER9JmVIcaefMEePHIkVgyxaoXFle/1KuioWFfPeuXZP3xAfTCkXcQdO0z9bmapo2Fhgb0zEo0e4rjBsnWXVFi4pFc8GCpo7oyxjKIZRop1AoFIrvhdq1a1OlShX279/PiBEjmD17tlHGTZs2Lf369WPs2LEMGjSII0eOqCz2BEb69OlDhbvr169z8+ZNgFDn1Y+xet/A2N/fP9ZiDM/Vq1epXbs2jx8/Jnv27OzcuZPcn1BBwot2mqYZ7XtrZmZGnjx5yJMnD+3atQOkTPfKlSuhIt65c+e4e/cuDx484MGDB+zcufODMdKmTftJMS9dunRfjTO8sObm5oabm1vo7y9fviQoKIjg4OBv3nx8fHBzc0Ov13/1b6DT6bC3tyd9+vRkyJCB9OnTExAQwIoVK+jYsSPBwcF06tQp6n/kBMrBg5INVaWKqSNRxFeyZIHJk+X3byl57dgR0qWDli2heHFYt059DxXxCyXafYaAAKmnb9ZMHg8cKOm6cR1Dpp2NjY2JI1EoFAqFInbQ6XRMmzYNR0dH5s2bR48ePYzWg27gwIHMnz+fY8eO8d9//1G7dm2jjKuIO9jb2zN79mwqVaoU+tyLFy8i7Ofj44OnpycAiUxwU7hnzx6aNm2Kl5cXZcqUYdu2baROnfqT+9rb25MqVSpev37Ns2fPyGDo5h4DWFpahpbGGggMDOTevXvcvHkzdLtx4wa3b9/m+fPnPH/+nEOHDn0wjq2tbaiAlzt3bgICAj4Q5dzc3Hj+/HmkhLWoYmdnR/r06UM3gygXfrO3t//kv3/evHkZPHgwnTt3Rq/X061btxiLMz6ybx/Y2kKJEqaORJEQ+NZ1iBo14Nw5aNgQqleHK1fEdVahiA8o0e4jXr2C3r3B1xe2boUcOWDoUFNHFTk0TePChQsA/GDw2FYoFAqF4jugYMGCdO3alQULFtCrVy/27t37xQb8kcXW1pa+ffvyxx9/sHr1aiXaJVAqVqxIrly5uHPnDvBp0W7z5s34+vpSunRp0qRJE6vxLViwgJ49exIcHEzz5s1Zvnx5aNbfp9DpdBQoUIAjR45w7dq1GBXtPkXixInJly8f+fLl++D5kJAQHj169IGYZ9g8PDw4ffo0p0+f/uLYBmEtXbp0H/xMkyYNlpaWmJubR9jMzMw++bxhs7a2Jl26dF/8m36NQYMGYWFhgbOzM927dyc4OBgnJ6coj5eQ0DTYu1dKGU3s36L4jsmRA06dgvXrwwQ7Pz9IoO03FQkIddoMx5Yt8Msv4OEBf/whbjRGuN+PNY4cOcLFixdJnTo1tWrVMnU4CoVCoVDEKqNGjWLTpk0cPHiQoUOHMnHiRKOM6+HhAUD27NmNMp4i7qHT6XBycqJfv34APH78OMI+K1euBIjVnmUhISEMGjSIKVOmADBs2DBGjRqFmZnZV99rEO3Onj1L9erVYzrUSGFmZkbWrFnJmjXrB/eqmqbx8uXLUAHvzp07WFtbRxDn0qZNGy1hLaYZMGAAFhYW9O3blx49ehAcHEyvXr1MHZbJ8fMTI4EaNUwdieJ7x8YGDNXr165BpUrSK69TJ+Uwq4i76D7VSPWzO+t02rfsH1/w8IBevaRBpaMjrFgBnzAMi/PUqVOHnTt3MmLECIYPH27qcBQKhUKhiHUOHz5MlSpVCA4OZtWqVbRq1SraY9aqVYtdu3Yxf/58unfvboQoFXERf3//DxxPw9/zPn78mMyZM5M4cWLc3NxImTJljMcTGBhImzZt2LBhAxYWFixcuJCOHTtG+v07duygbt26JEuWjOvXr5MpU6YYjFYRnr/++ovevXsDMH36dKO4WisUCuPi4iL97g4fFkF54UIw9WlSp9OhaZqSD8ORO0MSbUH3z3pBRIqfh1+9oGlacSOFFOt8fZnuOyA4GI4ehZEj4ezZ+CnY3bhxg507d2JlZUWPHj1MHY5CoVAoFCahYsWKzJw5E4DOnTuHto2IDnXr1gVgwoQJJjMgUMQ8VlZWrFmzBoBkyZJ98NqqVavQNI169erFmmDXrFkzNmzYgK2tLbt37/4mwQ7EoKVBgwZ4eXnRvXv3TzqeKmKGXr16MXfuXAD69evHrFmzTByRaXn2TEpkFYq4RJYsYjT511+iBRQoAMuWGWfs/fth8WLRF375Bbp2hfenBADGjoXff4cRI+T3yZPh+nXjHFuR8PhuM+2eP4eZM2H0aOmtEN/r2Tt16sSyZctwcnIKvUlQKBQKheJ7RNM0unbtypIlS8iUKRPnz5+PVg8yvV5PkSJFuHbtGuPHj2fw4MFGjFYR19i6dStp0qShTJkyoc9VqlSJQ4cO8ffff9OmTZsYPX5AQABNmjRhx44dpEyZkn379lGsWLEojeXm5ka+fPl4+/YtK1asCHV8VcQOixYtolu3blhZWfH06VPs7OxMHVKsExQEdnbQowcYqWOBQmF0HjyQEtlSpWDChIivaxp4ekKKFPL477/h0iVwdRVR+tkzyJMHdu+W1/Pkgdu35ffUqcXQslo1WL5cnsuYUfSI4OCwY7RsCWvWqEy7j1GZdt9ppt2OHZA/P0yfDoYF+Pgo2Gmaxu7du/npp59YtmwZOp0utBeLQqFQKBTfKzqdjjlz5lC6dGkeP35MkyZNCAwMjPJ4FhYWTJ8+HYCxY8fi5uZmrFAVcZAGDRp8INgBoaLZxo0bY/TY/v7+NGrUiB07dmBnZ8eBAweiLNgBpEuXjhkzZgDQp08f9d2NZbp27Ur16tXx9/dnuWG2/p1x5gx4e8OPP5o6EoXi82TLBgcPSkIPwM6d8Ntv0LMnFCkiWkE4g2xWroQFC6QvXpIkUL68iHIGNm+GR48gIADc3UXUC38KePIE9HoR7QICwM0N3p+qFYoIfFeinV4vTrB160o67OXL8fcC4unpSfny5alZsybHjx8nRYoUzJkzh5w5c5o6NIVCoVAoTI6lpSWbNm0iffr0HDt2jD59+kRrvCpVqlCvXj28vb0ZGl9s5RVGw9nZGWtra7Zt28aBAwc4e/Yser3eqMfw8/OjQYMG/Pfff6RKlYqDBw9SpEiRaI/brl07atSowdu3b+nRo4cqk41lDG1r5s2bR0hIiImjiX0uXZKfpUubNg6F4muYmUlGHMCJE1KyunKlZMr17g0DBoTtu22biNG3bkkp7MqV0L9/2Ov58oGDAyRO/PVjJk4MadNCLJuSK+IR31V5bKdOUqfetSvMmgVx2HzqiwQGBlKrVi0OHDhAmjRpGDBgAE5OThH6rygUCoVC8b1z9uxZypcvT0BAQLSNJO7evUv+/PkJCgqiWLFidOrUiZYtW8ZKjzOF6enfv39oxiXAggUL6Nat2wf7BAUFcfPmTby9vbGysvrs9rH7q6+vLw0aNGDfvn388MMPHDhwgIIFCxotdldXVwoUKICXlxcTJkxg4MCBkXKgVUSf4OBgsmXLhqurK7t3744zTr6xhZMTrF0Lb94od05F/OLNG7C1BXPz2DumMqKIiCqP/c5Eu0uX4MoV6NDB1JFEHU3T6NChAytXrsTe3p7Tp0+TJUsWU4elUCgUCkWcZeXKlbRv3x4LCwsOHTpEuXLlojzW4sWLGThwIG/fvgUko69Ro0b06NEjWuMq4j7Pnz+nYMGCvHr1CoD27dszYMAAzp8/z4ULFzh//jyXL18mICDgq2NZW1uTLFkybGxsSJYsGV5eXjx48IA0adJw8OBB8ufPb/T4Fy9eTNeuXQEoW7YsS5YsIXfu3EY/jiIi48aNY9iwYdSrV49t27aZOpxYpXx5CAmB48dNHYlCEfdRol1ElGiXwEU7TZO+dY8eielEQmD48OGMGjWKJEmScPTo0Wj1OVEoFAqF4nvBkCWVJk0azp8/T6ZMmaI8lr+/P1u3bmXp0qXs378/tNxwzJgxDB06FJ1KJ0mw+Pr6sm/fPho0aPDZfbJnz06aNGnw9/f/5Obn5/fJ99nb23Pw4EHy5csXU+GzdetWnJyceP78OZaWlgwfPhxnZ2cSGWrCFDHCixcvyJQpE8HBwTx48IDMmTObOqRYY+tWybCrX9/UkSgUcR8l2kVEiXYJWLTz8ICOHaXevGFDWLcurEY9vrJ06VI6d+6MmZkZ27dvp3bt2qYOSaFQKBSKeIFer6d69eocPHiQn3/+mYMHDxpl3EePHjF37lwmT56Mpmm0atWKxYsXYx0fHa4UkcLd3Z1s2bLh7e1N1qxZKV68OMWLF6dYsWIULVr0q+XSISEh+Pr64u3tjZeXF97e3nh7e+Po6BgrrU48PDxwdnZm6dKlABQpUoTu3btTqFAhChQooNqtxBCtWrVizZo1ZMyYkZYtW9KiRQuKFCmiRH6FQhGKEu0iokS7BCranTsHzZqJK8vkydCnT/zvobBnzx5q165NcHBwtHvyKBQKhULxvXHlyhVq1qyJm5sb5cuX58iRI0Ydf/v27bRu3Rpvb29KlizJ1q1bSZcunVGPoYg7eHp6otfrSZUqlalDiTL79u2jW7duuLi4fPB81qxZKViwIIUKFaJIkSJUqVKF5MmTmybIBMSdO3eoUaMGDx8+DH0uV65ctGjRghYtWpA3b14TRhczPH0Krq5QrNjXG/IrFAol2n0KJdolQNHO2xsyZwYbG1i/Pv66w4bHzc2N3Llz4+XlxeDBgxk/frypQ1IoFAqFIl5RuXJlDh48SMWKFdm8eXOMmEdcvXqVunXr8ujRIzJmzMiJEydwcHAw+nEUCmPh7e3N0qVLuXDhAv/73/+4ceMGgYGBH+yTKFEifv75Z+rXr0+9evXImDGjiaKN/4SEhHDy5EnWrl3L+vXrcXd3D32tePHiLFy40CiOwXGF2bPh11/h2TNQaxgKxddRol1ElGiXgEQ7Hx9IkkQy6g4fhkKFwM7O1FEZB2dnZ6ZOnUqNGjXYuXOncvtSKBQKheIbKVmyJOfOnePUqVOUKlUqxo7z8uVL6tevz+nTp2nfvj3Lly+PsWMpFMYmKCiIu3fv8r///Y+rV69y9OhRTp48SUhISOg+RYsWZdq0aVSoUMGEkcZ/9Ho9hw4dYu3atWzatAlPT08SJ07MhAkT6NOnT4K43//lF2lRpJxjFYrIoUS7iGRJnUj7s170hJ3Oy14q0c7UuLpC5crg7AwJrWrU3d2dLFmy4Ovry/nz55XxhEKhUCgUUcCQabdv3z6qVKkSo8d68OABuXPnJiQkhGvXriXIsjfF94O7uzs7d+5k+/bt7NmzB19fX2xtbTl37hw5c+Y0dXgJAl9fX5ydnZk3bx4ANWvWZPny5aRJk8bEkUWPsmVFrFPOsQpF5FCiXUSUaAfxfgnn2TOoVAnc3SF/flNHY3xmzJiBr68vtWrVUoKdQqFQKBRRxMbGBgAvL68YP1a2bNno3LkzISEhjBgxIsaPp1DEJD/88AMdOnRg8+bNvHr1ikaNGuHp6UmjRo3w8fExdXgJgiRJkjB37ly2bNmCnZ0du3btolChQuzdu9fUoUWZp0/h9GmoWNHUkSgUCkX8Jl6Ldi9fSobdixewezeUK2fqiIyLh4cHs2fPBuD33383cTQKhUKhUMRfDI6YsSHagVy3LS0tWb9+PVeuXImVYyoUMY21tTXLly8nT548XLt2jS5duhAXq3DiKw0aNODKlStUqFCBFy9eUL16dZydnSP0GYwPbNgAISHQvr2pI1EoFIr4TbwV7QIDoWpVePQIdu6EGGxPYzJmzZqFl5cXlStXpnTp0qYOR6FQKBSKeEtsi3YZM2bEyckJgD/++CNWjqlQxAbJkiVjy5YtJEuWjLVr1zJjxgxTh5SgyJgxIwcOHGDMmDGYm5szdepUSpcuzZ07d0wd2jfRuzecOAGqglqhUCiiR7wV7RInlv51//4L5cubOhrj4+3tzcyZMwF1s69QKBQKRXRJnz49AOPHj+fUqVOxcszBgweTJEkS/v33X86cORMrx1QoYoM8efKEmqwMHDiQw4cPmzSehIa5uTnDhg3j2LFjZMmShYsXL1K0aFGWL18ebzIbzc2hTBlTR6FQKBTxn3gn2rm4hDUz7dFDymMTIg8ePMDDw4NMmTIpdy6FQqFQKKJJjx49KFu2LE+fPqV8+fLMmjUrxie/9vb29OnTB1BtLhQJj0aNGjF48GCCg4Np1qwZjx49MnVICY7SpUtz+fJlWrZsiY+PDx07dqRVq1Z4enqaOrQvMmKEbAqFQqGIPvHKPfbuXTGd0Onkd0tLk4US4/j6+pIsWTJ0Oh1eXl5YW1ubOiSFQqFQKOI1QUFBDBo0iOnTpwPQrFkzFi9eHFo6GxO8efOGrFmz8u7dOw4dOkRF1ZVdkYAIDg6mdu3a7NmzB0dHR06cOEGSJElMHVaCQ9M0Vq5cSc+ePfHx8cHR0ZGTJ0/GyfmBvz+kTw81asDq1aaORpGQOHXqFAMHDkTTNJImTfrBZmNjQ9KkSUmePDktWrQgY8aMpg43Sij32Igo99h4JNpdvw5VqoBeD/v3Q+HCJgkjVsmfPz83btzg7NmzlChRwtThKBQKhUKRINi4cSOdOnXCy8uLPHnysGnTJvLlyxdjxxs9ejR//vknZcuW5dixY+h06n5ckXDw8PCgZMmS3Lt3j4YNGzJ79mwyZMhg6rASJHfu3KFWrVrcv3+fbt26sWDBAlOHFIENG6BZM9izB6pVM3U0ioTE77//ztixY7+6X6ZMmbhy5QopU6aMhaiMixLtIqJEu3hSHnvpElSoIBl2R49+H4Ldu3cCsHxBAAAgAElEQVTvePPmDSD97RQKhUKhUBiHJk2acO7cOfLnz8+tW7coWbIka9asibHj9enTh1SpUnHixAn27t0bY8dRKExBypQp2bZtGzY2NmzZsoVMmTLx888/s2zZMoKDg00dXoIiV65cbNy4EUtLSxYuXMjqOJjKtmIFZMiQcFsYKUxH4fciQOHChdm9ezebNm1ixYoVzJ07l8mTJzNixAgKFSrE48eP6d69e7zp/6hQfI14IdotXgxJk4pglzevqaOJHYYNG8bz58/58ccfKZ8QnTYUCoVCoTAhuXPn5syZM7Rp0wYfHx9atWpFr169CAgIMPqxkidPTocOHQA4ceKE0cdXKExNvnz5OHjwII0bNyZx4sQcPnyYTp06sXbtWlOHluBwdHQMNavr1q0bd+/eNXFEYbi4wO7d0LatGFEoFMakdOnSALi4uFC1alUaNWpEu3btcHJywtnZmeHDh7N582ZsbGzYsGFDqFmOQhHfiRei3cyZcPo05Mhh6khihzNnzjBnzhzMzc1ZuHAh5uqqp1AoFAqF0UmaNCkrV65k3rx5JE6cmDlz5lC+fPn/t3fncVGW3ePHPzdrrpCGCyCh4IY7xiJJmpgb7ksumWZ91cqttKzsMf2ViduTaS5FVuZSpqbllqiPe4ooLrhhokKi5i4oosBw//64GMSychnmhuG8X6954dwzc91nCgbmzHXO4ffff7f4ubKysgBwdXW1+NpCFAQBAQEsXbqUP/74g/DwcIACPzChsCpTpgz29vakpaUVqN27jz0G7drBq68aHYmwRZ6enpQrV46UlBQSEhLueR8fHx9mzZoFwJAhQ/jtt9+sGaIQ+aLAJu1OnlRDJ06fBgcHqFjR6IisIzMzkwEDBqDrOiNGjKBu3bpGhySEEELYLE3TePXVV9m+fTteXl7ExMTg7+9v8TfC5pYXZcuWtei6QhQ0rq6uZGdnA+Do6GhwNLbl1q1bDB48mOeffx6TyUS3bt1yd/EaTdehQgVYvhyefNLoaIQt2rx5MxcuXKBEiRK4ubn97f169+5Nr169cnfRZ2RkWDFKISyvQCbtTp9WQycOHIDUVKOjsR7zL+K4uDgqV67MmDFjjA5JCCGEKBICAgLYu3cvrVu35vLly7Rt25bNmzdbbP3Lly8DaoeMELZs7dq1/PLLL5QoUYLWrVsbHY7NOHXqFE8//TQzZ87EycmJGTNm8MMPP1CiRAmjQ2PlSnjuObhwwehIhK3Kzs5m+PDhALzzzjv/OGRC0zRmzZqFt7c3sbGxuRPjhSisClzSLjkZnn0WrlxRU4dq1TI6Ius4dOgQgYGBREZG4uDgQGRkJMWLFzc6LCGEEKLIKFu2LKtWrWLIkCFkZmbSqVMni5XWmHfaSdJO2LL09HQGDx4MwNixY/H09DQ4ItsxbNgw9u7dS+nSpdmxYweDBg0qEJOo162Drl3VRosCkD8UhUSfPn0oVaoUzZo144MPPiAqKopbt24BsGXLFgICAhg1ahQXcjLB8+bNY9++fXh6ejJixIh/Xd/FxYWZM2cC8Pnnn+fu/hWiMCpQSbuzZ1VJ7MWLKmH3VKEdyvtgvvzyS5566ikOHjxI1apV2bFjB82bNzc6LCGEEKLIsbOzY+rUqXTo0IFr167xn//8xyLrpuaUDhSEXTFC5JeJEydy4sQJatWqxbBhw4wOx6Y8//zzaJpGamoqixcvLhCTMbdsgY4dwc9PvXeTlzdxP44fP878+fO5ceMGmzZt4qOPPqJVq1a4u7vz+uuv07lzZ/bs2UNERARPPvkkQ4YMYdSoUQBERETc98aWVq1a4e3tTWJiIhs2bMjPpyREvipQSTtHRyhfXk0dCgoyOhrruHTpEq+99hq3b9/m//7v/9i7dy8BAQFGhyWEEEIUWfb29kyfPh2A1atXc/PmzUdes1KlSoCaeieELTp+/DgTJkwAYPbs2dLPzsJ69+7NwoULcXBwYNKkSQwYMACTyWRYPNHREB4OlSur3Xb/UK0oxF2+/vprQCWily1bxogRI6hXrx5Xr15l9uzZXLlyhWbNmtG+fXtu3brFjBkzOHfuHAEBAfTq1eu+z2NnZ8crr7wCqE0yQhRWDkYHAGpnnYsLuLnB1q1QAHZ6W01iYiImk4l69erJi4kQQghRQHh5eREYGEhMTAxr166lc+fOj7Sen58fUVFRHD58mI4dO1ooSiEKBl3XGTJkCLdv36Zv376EhoYaHZJN6tmzJy4uLnTp0oU5c+Zw7do1FixYgLOzs9VjKVsWgoNh/nz1Hk4UbSaTiZMnT3L48OHcy7Fjx8jMzMTR0REHBwccHR1xdHRk7969gCr5DgkJoVOnTgDs37+fb775hkuXLjFz5kxcXV05ePAgERERxMTEMGvWLOzsHmzPUb9+/RgzZgw//fQTFy5coFy5chZ/7sK2aZr2EdAByAYuAC/pun5WU/0JpgFtgJs5x/fmRwyGJ+3On1c97OrXh+++K1oJO4CzZ88CSM8PIYQQooDp2rUrMTExLF269JGTdrVymvQeOXLEEqEJUaCsWbOGqKgoXFxcmDRpktHh2LQ2bdqwfv162rZty9KlS0lJSWHZsmWULFnSKuc/cwbc3aFqVZCKw6InOzubxMREDh06dFeCLj4+Prcn3f2oX78+jRo1+suxadOm3XWsTp06fPfddw8dr4eHB02bNmXjxo3s2rWLdu3aPfRaosiarOv6aABN04YCHwCvAq2BqjmXIGB2zleLMzRpl5oKYWGQlASzZxsZiXHMSbuKFSsaHIkQQggh8uratSsjR45k5cqV3Lp1i8cee+yh15KknbBVGRkZuY3hx4wZIztZrKBx48Zs3ryZli1bsn79epo3b86aNWvyfdDN1q3QrRsMGAAffZSvpxIF0I4dOwgPD+fatWv3vN3T05NatWrlXmrWrEnx4sXJzMwkKyuLzMzM3H/7+/tbbZCKj48PGzdu5PTp01Y5n7Atuq6n5rlaAjA3FO0AzNNVg9FoTdNcNU2rqOv6OUvHYGjSbvBgOHpUNS5t0sTISIxz5swZQJJ2QgghREFTuXJlGjZsSGxsLOvWraN9+/YPvZafnx8A8fHxmEwm7O3tLRWmEIY5e/YsPXr04NixY1StWpVBgwYZHVKRUb9+fbZv385zzz3Hrl27eOaZZ1i3bh3u7u4WPU9mZiY//LCSSZNcOHSoGZUra/TubdFTiEJi586dXLt2DRcXFwICAnKTc7Vr18bPzw8XFxejQ7wnc09ZSdoVaU9omrYnz/VIXdcj7/fBmqZ9DPQBUoBncw57AHm/qZJzjtlO0m7hQtUDYexYKMqDUs077Tw8PAyORAghhBB/1rVrV2JjY1myZMkjJe1Kly6Np6cnycnJMnRK2IQNGzbQq1cvLl68SMWKFVm4cCFOTk5Gh1WkVK1alV9//ZUWLVpw+PBhnn76adavX4+vr+8jr52cnExkZCSzZsVy+fInQHWqV19PbOxzMiW2iCpbtiwA7du3Z968eQZHc/8kaVe43c40kXAm9d/v+M8u6br+1N/dqGnaBqDCPW56X9f1n3Vdfx94X9O094DBwBjgXltF82Wst2HTY6tVgxdfhPffNyqCgkGSdkIIIUTB1aVLFwBWrFjB7du3H2ktc7Pt/v37P/JaQhhF13XGjRtHixYtuHjxImFhYezbt08S0Qbx8PBg69atBAYGkpiYSOPGjYmLi3uotbKzs1m3bh1t2/bEyyuYjz76iMuXk3FwcASaAUMkYVeEmZN2ly9fNjiSB+Pl5QXAoUOHUJWMQtxN1/Xmuq7Xvsfl5z/d9TugS86/k4FKeW7zBM7mR3xWT9qZf04CAmDePHAwfBSGscxJO0tvZRdCCCHEo6tatSr16tUjNTWVDY/YdX38+PFUqVKFAwcOMHbsWMsEKISVrV69mtGjRwOqh11UVBTly5c3OKqirWzZsmzYsIGwsDDOnz9PkyZN2LFjx30//vLly/z3v/+lSpWmtGx5gNWrPwcm0b17dzZvnk5qqgdOTr9y7NgxUlMfeceLKKSeeOIJAC5dumRwJA8mMDCQJ554ggMHDrBy5UqjwxGFjKZpVfNcbQ/E5/x7BdBHU4KBlPzoZwcGJO2GD1e97LKzrX3mgiklJQWA2bNnk5GRYXA0QgghhMhr3bp1JCYmAnDs2LFHWqtkyZLMnz8fOzs7Jk6cyPbt2y0QoRDWYzKZePfddwGYNGkSY8eOlf6MBUSpUqVYvXo1nTt35tq1azRv3pz58+dz+vTpe+4u0nWdXbt20bdvXypWbMtbb7mTlLQReJM6dZJZs6YFixYtokmTJhQr5ky9evUAiI2NtfIzEwVFYd1pV7JkST744AMA3nnnHbKysgyOSBQyEzRNO6RpWhzQAhiWc3wNcBJIAL4EXs+vAKyatFu8GD79FOztwc6wwtyCZfLkyTg7OzNnzhyaN2/OxYsXjQ5JCCGEEMCmTZto3bo1KSkpdOrUiYEDBz7ymiEhIbz77rvous6LL74ou1ZEofLtt99y+PBhvL29GTJkiNHhiD9xdnbmhx9+4OWXXyY9PZ0+ffrg5eWFq6srISEhDBgwgGnTpjFz5iz8/J4nOLgp8+bNIzOzCw4O7enYMZGTJzXi4mrRqtUTd61tLn/evXu3EU9NFACFdacdwMCBA/Hx8SE+Pp6vvvrK6HBEIaLrepecUtm6uq6303X9TM5xXdf1Qbqu++i6XkfX9T3/ttbDslrq7OhReOUVaNQIJk+21lkLvm7durFt2zbc3d3Ztm0bAQEBHDhwwOiwhBBCiCLv+PHjZGdnExYWxtKlSylhoWZOY8aMoUGDBiQmJvLmm29aZE0h8tvNmzdzy2I//vhjnJ2dDY5I3IuDgwNz5szhk08+oWnTppQtW5bU1FR27rzCl1/a88YbFRk8uCvx8UsoVaotI0eOJDa2K5cvl2D5cl8qV773zklJ2om0tDRAVYqZTCaDo3kwTk5OREREAOp38I0bNwyOSIj7Z5Wk3Y0b0KULFCumdtvJYKm7BQQEsHv3bgIDA0lKSiIkJIQVK1YYHZYQQghRpPn4+ACQkZGBnQVLBJycnFiwYAHOzs58/fXX/Pzzn/scC1HwTJs2jbNnz+Lv70+PHj2MDkf8jZs34eRJjYCAN/nqq01cvHiR9esvodowzaZEieeoVOkI/fvv4NCh+UycOBF/f29Kl/7ndSVpV7RdvXqVNm3aABAWFlYoy+K7du1KUFAQ58+f56WXXiJb+nWJQkJ7kAkqmqbpDzNxZft2CA+HZcsgLOyBH15k3Lp1iwEDBjB//nxKlSrFiRMncHNzMzosIYQQokhKSkrC29ubChUqcO6c5XsLT5s2jTfeeAM3NzcOHjwozfxFgbFixQo+++wzypcvj5eXFx4eHowaNSp3IEuY/EFvdYcOwaVLcOUKXL2q/u3rqzZGmExQty6cOQM57bIBeP11mDlT3f7NN9CkiXqMpj34+U0mEy4uLqSlpXHhwgV5j1KEpKen07JlS7Zt20bNmjXZtm1bbn+7wubIkSOEhISQkpLCiBEjmDJlitEh3UXTNHRdf4ifUNtV0cVO7xf8aDu7I9bditV1/SkLhWR1Vknagfrl8vjjD/XQIkXXddq0acPatWsZOnQo06ZNMzokIYQQokgymUwUL16cjIwMrl+/TsmSJS26fnZ2Ni1atOB///sfrVu35ttvv5U3wsJw27Zto3nz5vcckNayZUvWrl1rQFS2KTv7Tp/vOXNg3z44fhySk1VyLiREbXoAcHeHP3920L07LFqk/t2vH5QqBRUrqou7u0rQValiuXibNGnC1q1b+eWXX2jVqpXlFhYFlslkolu3bixfvhwPDw927NiBl5eX0WE9ko0bN9KqVSsyMzOZMWMGgwYNMjqkXJK0+ytJ2lkhabd7NzRsKIMnHkRcXBz169fHwcGBo0eP5pbnCCGEEMK6/Pz8OHr0KPv378+dnmhJycnJ1KlTh2vXruHg4ECbNm3o27cv4eHh0jNMWF1CQgJBQUFcuXKFl19+mdDQUE6fPs3vv//O9evXGT9+PFUsmQUqQuLiVPXRoUMqMZeQAOXKwa5d6vbgYIiPh6pV4cknoUwZaNAAXntN3b5uHTg6qk0QZcqoi4U/R/hXXbt25ccff2TJkiV07drVuicXVqfrOq+99hpffPEFrq6ubNu2jdq1axsdlkXMmzePvn37Ymdnx08//US7du2MDgmQpN29SNIOHPJz8YQE9QsoIgJGjszPM9mWunXr0rdvX+bOncv777/PIvNHaEIIIYSwKl9fX44ePUpCQkK+JO08PT2Jioriww8/ZO3ataxYsYIVK1ZQvnx5Vq1axVNPFdq/MUUhNGHCBK5cuULbtm2JjIwslH2rjJaZCUeOqI0Lv/0Gkyap4x99BEuXgqurSsyFhEDel5SNG1X/778rXW3RIv9j/zcPW3ElCp/Tp0/z4YcfMmfOHJydnVmxYoXNJOwA+vTpw6lTpxg7diw9evRgy5Yt8vtWFFj5uv9t0iT1iVCfPvl5Ftv04Ycf5o5tP3PmjNHhCCGEEEWSr68voHYg5ZfAwEBWrVpFcnIyn3zyCbVr1+b8+fM0b95cmr4Lq8nKysodihIRESEJuwe0ZIlKxJUuDfXrQ//+8OWXd3rMffwxJCaqsteYGFi48O5NDcWLP1yvOWsyJ+20gh6oeGhHjx6lX79+VKlShTlz5mBnZ8eiRYsIDQ01OjSL++CDD+jbty83b96kbdu2JCYmGh2SEPeUb0m7M2fg229Vf4UKFfLrLLbL3d0994+lxx57zOBohBBCiKLJGkk7swoVKvDmm2+yd+9eOnfuTEpKCs2bNycmJibfzy3Er7/+yqVLl/D19aVWrVpGh1MgZWWpvnMzZ0KvXuDtrcpdQfWnc3BQwx+++06VwF65Ai4u6vZq1VTZa2HOd0nSznZFR0fTqVMn/Pz8mDt3LtnZ2XTv3p3Y2Fg6duxodHj5QtM0IiMjadasGefPn6dNmzZcvXrV6LCE+It8K4/95BM1qejtt/PrDLYtPj6emzdv8uSTTxba6TxCCCFEYWfNpJ2Zo6MjixYtomfPnvz4448899xzrFu3jqCgIKvFIIqe5cuXA9CpUydJyuQwmSAjQ5WtRkfDc8/BjRvqNnd3ePppMFeMdu+uLrZMkna2Rdd1oqKimDBhAlu2bAHA2dmZfv368dZbbxWJvupOTk78+OOPNG7cmMOHD1OpUiUCAwMJDg4mODiYoKAgmewuDJcvO+2ys1Wz1B49LDuxqCjZs2cPAA0bNjQ4EiGEEKLoqlGjBgD79u0jMzPTaud1dHTk+++/p1u3bqSmptKiRQuio6Otdn5R9JhLYzt16mRwJMY6d05VC/XsCeXLw6efquPVqqmWPwsXqjLX5GRYvBjq1DE0XKuSnna2ISsri++//54GDRrQunVrtmzZQunSpXnvvfdITExk9uzZRSJhZ+bq6sqaNWto0KABaWlpbNq0iYiICDp06ECFChUICwuT731hqHzZaWdnB3v3wvXr+bF60RAbGwsgDTGFEEIIA3l5eVGzZk2OHj3K1q1bCQsLs9q5HR0dWbhwIZqmsXjxYlq0aEFUVBSNGjWyWgyi6EhPTwdUmXZRouuqZDU7Gxo1Uv3mQCXswsMhMFBdL1NGlcUK2WlXWKWnpzN37lwmT57MqVOngDttGQYOHIiLuZa7CPLy8mLv3r2cP3+eXbt2ER0dzf/+9z9iYmLYuXMnJpMJB4d8neEpxN+y+E67W7fUxdFR/XITD+fSpUsAUhorhBBCGKxDhw4ArFixwurnNifuunfvzvXr12nZsiUHDhywehzC9tWtWxfA5r+/srPh4EGYMQM6d4ZWrdRxOzt45hmIiFB9686eVTvurJinL/CkPLbwmjt3Lt7e3rz++uucOnUKX19fIiMjOXXqFCNHjizSCbu8ypcvT/v27Rk/fjzdc+rdw8PDHylhZzKp1x0hHpbFk3ZRUVC5sto2Lh6euW/Njh07DI5ECCGEKNrat28PqPJBI0pkHBwcWLBgAd26deP69etMmjTJ6jEI21evXj3A9pJ2ed8sT5wI5cpB3bowZAjExoKv7537TJ4M776rpr/a5du4vsJLknaF05w5c+jXrx8XLlygYcOGLFmyhPj4ePr37y8DD//BDz/8AJCbvHsYJ06oATQlSkBkpDp26RJMmQI//qiqE2X2hfg3Fv91tH49pKaq5qzi4T3zzDMAbN261eBIhBBCiKLN3Ig6KSmJuLg4Q2JwcHBg4sSJgEoe3rx505A4hO2ypaTdiRMwezZ06gRubvDHH+p4xYrQrh188w2cOgVJSarkVRJ090f6ehU+33//PQMGDABg6tSp7N69m65du2Jvb3/P++u62mk6fjzktFjn+nVVNl7U/vefOXMGePjv+5s3oUsX9XXQIKhdWx0/ckQN6+zaFRo2VNWJjz+uknhC3IvFf0Vt2ABNmoCTk6VXLlrq1q1L6dKlOXXqFKdPnzY6HCGEEKLIsrOzo127dsCdZv1GqFy5MkFBQaSlpbFq1SrD4hC2yRaSdtu3g4+P2j33+uuwf79K3N2+rW7v00cl7F56Cby9jYy0cDOZTEaHIO7Dzz//zIsvvoiu64wfP5433njjnrskMzNhyRJ4+WXw8AB/f3j/fcgZKMvPP0NQkKqme+st2LWraCTwRo4cCcCgQYO4ePHiAz1W19VrUFycGl4zZQqEhKjbnnlG7a7bu1cl6qZMgeefV/+NhbgXiybtkpPh2DHp/WAJ9vb2hIaGUr9+fQ4ePGh0OEIIIUSRZmRfu7x69uwJqN0TQlhStWrVsLOz4+TJk1x/yGlyiYlw9Kjq4ZSfTCaIjoYPP4TGjWHuXHW8UiWoVUv1q/vtNzh5EubMUeVp4tFVrVoVwLAdx+L+rV+/nueffx6TycSoUaN47733cm+7eRN27lQVcqAGsQwcCMuXQ2io+nk6dw5GjFC3t22rjtWuDdOnQ3CwSnpfvmztZ2VdgwcPpmnTply8eJFXX331gXbcXb8OBw7AmDHQuvVfb3d1hQYNVF/NESPgiy/A09OCwduQ25lw/ILpkS6FnUWTdps2qa+StLMMPz8/9u/fz759+4wORQghhCjSwsLCKF68OLGxsSQnJxsWR7du3dA0jTVr1pCSkmJYHKJwS0pKomfPnnh7e1OlShV8fX2pXr062dnZuLm5UaxYsQdab+NG9Ya+dm21Y6R37zv9rS3ZgD0rC3r0UCWvjRrB2LGQkQHmtlxPPgkrVqhStKpVVTJCWM7TTz8NwPbt2w2ORPyTbdu20aFDBzIyMhg6dCjjxo1j8WK1k65uXShdWu36GjxY3d/BQSXBL16EH36Avn0h7xBpV1d1bNUquHBBDWgJDwfzvMSPP4YbN6z/PPObnZ0d33zzDSVLlmTZsmUP9GFZ6dKwYweMHp2PAYoiw6JJu9q14Z131IuBeHSVKlUCMPTNgRBCCCGgWLFitGjRAjB2t527uztNmzYlIyOD5cuXGxaHKJxu3brFuHHjqFmzJosWLSIpKYlTp05x4sQJkpKSKFasGPPmzXugSYkXL6r+V/XqqQ/whw9X5XMvvAC3bj18v7hbt9ROoLfegjfeUMccHCAlBTp2hEWL1LljYlQiT+Q/c9Ju586dZGVlGRyNuJc9e/bQsmUE6emfUqHCUT75ZCqaprFqFaxcqXZzjRoFP/10p/wVoFo19fP1b1xdVZn5rFnq+pUrMGmSGvJii7y9vZk6dSqgymTPnj37j/e/dEl9aJCaCsWKSb9MYRkW/TZq0AAmTJBvTksxJ+2kp50QQghhPHOJrJF97QB65GQopERWPIhffvmFOnXqMHr0aNLT0+nRowdxcXEkJCRw/Phxjh07RnJyMq1atXqgdQ8fVsm6ESMgIAD69VNDIOLj4dNPHzzOxYuhTRvVnL1FC/jsMzUw4s7zgK+/hu7d7+z0EdZRsWJFfHx8SEtLK9S9D21VTMwRGjeOIz19DU5OvahTpzppaeqN+eefq11ya9aosvIOHe7eTfewypRR5bNTptz9c2pLXnnlFVq3bs21a9fo37//35bJmkzQqxd89ZUahiOEpVgsvXbpktoCmplpqRWF7LQTQgghCo7w8HDs7OzYtGkTu3fvNiyOLl264ODgwIYNG6S3lPhXV69epWPHjrRp04aEhAT8/PzYuHEj33//PXXq1MHHxwdfX1+qVatGmTJlHnj9bdvAz+/uBFqzZqqc7osvVM/rf3LokEr0mQcix8WpXnT9+8Pq1Wonj2wqLTgaN24MwK+//mpwJCKvbdtOEhJSnNu3X6JKleVcvOjMunUapUur24sXz79y8QkT1Nrvvps/6xtN0zTmzJnD448/zpo1a/j666/veb+xY9Xu4Jkz1WYmISzFYkm7lSvh6adV01dhGZ453Shlp50QQghhPDc3N9q2bUtmZibBwcG8/fbb3DRnGqyobNmyDBw4kOzsbPr37y+THMU/+vjjj/n5558pWbIkU6ZMYf/+/Tz77LP/+JhFi+Dtt1X53N/1qjJ/21WqBGfPqt5yZo6O8Mor8PvvquH9P8nIUO8jEhLU9f/3/9QuvWnT1I67EiXu84kKqzAn7aSvXcGg66pHZa9ez2IybaBhw+EcPtya0qUdrRZDpUrq9WLRIjXB2Ra5u7szY8YMAN544w0SzU07c6xdC+PGqde9V14xIEBh0yyWtPvtN1UH7+dnqRWFm5sbTk5OXLlyxZA3BUIIIYS423fffcfw4cMBmDJlCnXr1mVL3sZAVjJ+/Hg8PDyIiYlh5syZVj+/KDx27NgBwOLFixkxYgSOjn//Zv6339Q01rffVsm29u3hpZfgzBl1e96hEvb26utTT8G1aypBl1etWlC/virH+6e8coMGqmzP3BPbvK4omPIm7R5kmqawvJgYCAjIoGnTF0hO/p2QkG/YvHkcj5kns36Tji0AAAolSURBVFjRyJGqPD5v8t7W9OzZky5dunDjxg1efvllsvO8IC5bBi4uanK1EJZmsaSdpt25CMuws7PL3W0nJbJCCCGE8UqUKMF///tfdu7cSZ06dThx4gRNmzZl2LBhVv2ArXTp0rnJulGjRvH7nzMmQgBZWVns378fgMDAwL+9nzn3Mm8e/PGH2mH3yy/qjeivv6rG9XDvvtUeHuDrqyZL/lnLlmote/s75/gzTZN+2IVJ9erVKVu2LOfOnePUqVNGh1MkZWSoqaQhIToHDlwiMfE2DRo0YPXq1ZQsWdKQmEqUUANomjUz5PRWoWkas2fPply5cmzatOmuD8zeegs2bLgzyVoIS7Jo0s6SI92FIiWyQgghRMETGBjInj17GDNmDA4ODkyfPp169erl7mqyhg4dOtC5c2fS0tJ4/fXXZdeL+Iv4+HjS09Px9vambE7TudhYGDr0zo4Qk0n9HX/jhtoV16EDVKkCpUpBWBi8+aY6vnmzuv+f/953cVGPWb4czp+/czw7G6pXV7vorlyRD/ZthaZpuVNkpUTW+o4cgeBgVYrp4LCIrKya1K59i6ioKFxdXQ2NTdPU68m4cTB3rqGh5Bs3Nze++OILAN555x1SUlIANX33qaeMjEzYMosm7eRvRcvz8PAA4Iy5LkEIIYQQBYKTkxNjx45l165d1K5dm4SEBBo3bszbb7/N7du3rRLDZ599houLC6tXr2bJkiVWOacoPBYuXAhAw4YNOXcOhg2D8HCVsFu2TN3H3l4l2EqWVEm3cuXUcXOZW6dOULkyTJ+urv/57307OzVIIjlZrWkeSmdnp9arXBlSU/P5iQqrkmEUxpkwARIS0rG378rt271o1SqE7du34+bmZnRouTZuhEGD4OhRoyPJHx07diQwMJD09HR27doFqGTq119DVpbBwQmbZLGkXe/e8NNPllpNmF25cgWAxx9/3OBIhBBCCHEv/v7+7Nmzh/feew9N05gyZUpu37v85u7uzsSJEwEYOnQoV69etcp5RcGRmJjI9u3biY6OZvfu3ezbt4+4uDhGjhzJhAkTAOjduzfJybB0qdoV17evSqiZh0SYd9rVrHn3MQBvb/WYNWtUwu7PPed0XT2ue3f47DN1P1B97tauVeWz3t75/p9BWJEMo7C+W7cgOzubJ574D9ev+2Iy/ciwYcNYuXIlLi4uRoeXy94eFixQ02p79FBx2yLzbtOdOS+Y69apARTXrxsZlbBVFkva1agB7dpZajVhdvLkSQCqVKlicCRCCCGE+DvOzs6MHz+ezZs3o2kaX375JUlJSVY5d//+/QkNDeX8+fMMGDCA9PR0q5xXGCstLY3hw4fj4+NDaGgojRo1IjAwEH9/f+rVq8fkyZNxcHBgwYIFdOzYkZo1Vc+lL76A/v3VTrhfflFraRo4OUHDhqqHHagJsOavQUHqPqtXq2N5B0uYy2U//BACA6FzZ3jxRWjbFhIT4T//scp/DmFF/v7+ODs7c+TIEfmgIJ/pupqoHBBgol27F5g69WPs7c/z+eef8+mnn+Lg4GB0iH/h7q7KY+PiVK83W9SoUSPgTtLOPOU6Lc2oiIQts+j02JUrpUTWkkwmU+4f/JUrVzY4GiGEEEL8m9DQUHr27ElmZiYRERFWOaednR2RkZE89thjLF26FH9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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#SET UP\n", "plt.figure(figsize=(25,6))\n", "ax2 = plt.axes(projection=data_crs)\n", "\n", "levels_jennie = np.arange(-40,45,5)\n", "# http://xarray.pydata.org/en/stable/api.html#plotting\n", "# DATA TRENDS\n", "# https://matplotlib.org/examples/color/colormaps_reference.html\n", "data_jennie.TREND.where((data_jennie.TREND>2)+(data_jennie.TREND<-2)).plot(ax=ax2, \n", " transform=data_crs, cmap = 'BrBG',\n", " vmin=-40., vmax=40., \n", " # https://matplotlib.org/users/colormapnorms.html\n", " norm = mpl.colors.BoundaryNorm(levels_jennie, plt.cm.BrBG.N),\n", " zorder=1)\n", " # this zorder will allow us to place things in the order we want\n", " # https://matplotlib.org/examples/pylab_examples/zorder_demo.html\n", "\n", "ax2.coastlines(lw=2)\n", "\n", "# CONTOUR 10 and 30 dashed - once again I use contour (not contourf because i don't want the contour filled)\n", "# and I define the levels to use to draw them\n", "CS1 = data_jennie_winterclim.mean_clim.plot.contour(ax=ax2, transform=data_crs,\n", " levels=[10,30],\n", " colors='blue',\n", " linestyles='dashed', \n", "# add_colorbar=True,\n", " add_labels=True,\n", " zorder=4) \n", " # note the order, I left some gaps, because I want to put layers in betweene\n", "# CONTOUR 50 solid\n", "CS2 = data_jennie_winterclim.mean_clim.plot.contour(ax=ax2, transform=data_crs,\n", " levels=[50],\n", " colors='blue',\n", " linestyles='solid', \n", "# add_colorbar=True,\n", " add_labels=True,\n", " zorder=5)\n", "ax2.clabel(CS1, \n", " inline=1, #it puts them inline with the line and leaves a empty space\n", " fontsize=15,\n", " fmt='%1.1f') #format\n", "ax2.clabel(CS2, \n", " inline=1, \n", " fontsize=15,\n", " fmt='%1.1f')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Now I add the rectangle" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#SET UP\n", "plt.figure(figsize=(25,6))\n", "ax2 = plt.axes(projection=data_crs)\n", "\n", "levels_jennie = np.arange(-40,45,5)\n", "# http://xarray.pydata.org/en/stable/api.html#plotting\n", "# DATA TRENDS\n", "# https://matplotlib.org/examples/color/colormaps_reference.html\n", "data_jennie.TREND.where((data_jennie.TREND>2)+(data_jennie.TREND<-2)).plot(ax=ax2, \n", " transform=data_crs, cmap = 'BrBG',\n", " vmin=-40., vmax=40., \n", " # https://matplotlib.org/users/colormapnorms.html\n", " norm = mpl.colors.BoundaryNorm(levels_jennie, plt.cm.BrBG.N),\n", " zorder=1)\n", " # this zorder will allow us to place things in the order we want\n", " # https://matplotlib.org/examples/pylab_examples/zorder_demo.html\n", "\n", "ax2.coastlines(lw=2)\n", "\n", "# CONTOUR 10 and 30 dashed - once again I use contour (not contourf because i don't want the contour filled)\n", "# and I define the levels to use to draw them\n", "CS1 = data_jennie_winterclim.mean_clim.plot.contour(ax=ax2, transform=data_crs,\n", " levels=[10,30],\n", " colors='blue',\n", " linestyles='dashed', \n", "# add_colorbar=True,\n", " add_labels=True,\n", " zorder=4) \n", " # note the order, I left some gaps, because I want to put layers in betweene\n", "# CONTOUR 50 solid\n", "CS2 = data_jennie_winterclim.mean_clim.plot.contour(ax=ax2, transform=data_crs,\n", " levels=[50],\n", " colors='blue',\n", " linestyles='solid', \n", "# add_colorbar=True,\n", " add_labels=True,\n", " zorder=5)\n", "ax2.clabel(CS1, \n", " inline=1, #it puts them inline with the line and leaves a empty space\n", " fontsize=15,\n", " fmt='%1.1f') #format\n", "ax2.clabel(CS2, \n", " inline=1, \n", " fontsize=15,\n", " fmt='%1.1f')\n", "\n", "# RECTANGLE\n", "# http://matthiaseisen.com/pp/patterns/p0203/\n", "import matplotlib.patches as patches\n", "ax2.add_patch(patches.Rectangle(\n", " (-10, 28), # (x,y)\n", " (40- (-10)), # width\n", " (44-28), # height\n", " linewidth=2,edgecolor='r',facecolor='none',\n", " zorder=100)) #top of everything\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Now to the significance hatching; in INGRID she uses quiver as the trick, in matplotlib you have a wide selection of hatching symbols\n", "#### https://matplotlib.org/examples/pylab_examples/hatch_demo.html\n", "#### https://matplotlib.org/examples/pylab_examples/contourf_hatching.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### There are various ways you can obtain the hatching. The easiest is to use the contourf and create an area that can be contoured and filled with the hatch symbol " ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data_jennie_sign.TRENDSIG.plot()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hoaEsWrSI48ePA8aiGx999JEU7IQQQmRq7Vqj+DNwoDEvmMgfpkwx5mJ77z1jAQZX9Oef0KkTrFplPMZs5d13jXns9u+H2rWzjg8LA39/qJCqk0ViojG8tn9/o2jXsiVcvgwnTxq97ho1yl7bmXnhBaMQvnAhPPxw7tuxZs0aeOIJYzXbOnVg3z7j8gceMFbKTa1RI9i50/hfa8cUeqVoZ50U7YRwHHsX7ZRSIUCi1vqKUsoXWAN8CAwEfk61EMVerfXMPCWSS9LRW7ikEiVK8LZlyS/AbDbzySefMH36dE6dOpUm1svLi6ZNm/L44487Os00KlasSL169di9ezdvvPFGhkW7qKgoNm/eTGhoKOvXr2fXrl2YTKaU62vUqMGECRPo3bs3ylV/fhdCCOF0x47BI48YxYnp052djciJ4cNhzx5jaGflykYvMVdjmZY3PNy27S5ZYqwGm92iWuo4S8HK09Po/efrCzdvGtcVK2acGjfOW35r1sAXXxgLT9ijYGcyGYXLCROMYt3ff6ddjXbZMmNBjfh4o8ffX3/BjRvGdWaz0UuzUSNj0ZnOnY3eeEIIIfKkFPBt8rx2bsAirfUKpVQYsEAp9T9gN/CVsxKUop1weREREQwYMIA///wTAH9/f1q1akXbtm1p164dzZo1S5lTzhni4+OZOnUqEyZM4Pr163h5eTF06FC01hw7doxNmzalnFIv3AHg7u5Os2bNaN++PR06dKBLly54yKQpQgghrLh+3ZjTC+CXX6BQIefmI3JGKfjySzhzxhgi6YpKlTLytGV+R44YPcqmTs3Z7SyDfCy/Zd68CevWGQtPWBb3sIUrV+Dpp6FWLaMXpD3cuAHz58OTTxrDj/380l5vKUp6ehrP68ceu3XdtWtG0e6XX4zViIsUgT59jIU46tWzT75CCFHQaa33AndlcPlxoJnjM7pdgaoOnI25mul1p+Jv2GWbFbz97dJuQZHX4x762+9MHP4qMdFXCAoOZtSkD2nduRMeqRZ62HM9Gq5H5zXVHNNas3HNWqaNHkfEyZMAtLu3Ky+PG8OhffsIKVmSyxcupLmNl7c3tRo2oEGLZtzVsiX1mjXBP9W3rR3RaeOdQR7Td5ZSRQKcnYLdWXtvEK5La4i9CVevKjw8IDBIk4c1fgoMreG5AX6EhXnw45Ib+IWYOBvj7KxEbnz7kzGf2dmYvA17tPXruOU1M6R4YQ4fT+JsTKxN2v12vhfgS+t7Yjgbk3a6nex8Xrxy2Y3oS278udyHhd8Uot9L1znGdU5cyN2xS/95Z9gQX86e9WT2vBtEJ5ggIedtZmb7VnfqNTDh4wPbtgXkav7JgACYNw8SEoweePPnG8OEH3rIKNqFhxsLcNSvb7u8hRBCOF+BKtqJgiP2xk2mjXmXX7/7AYAWd3dk9PSpFC0ekuVtLfMuZnd4qdaa6IuXOHnkCCcPH+HUsWMkxMUbq9QqhZubG25ubig3hZu6ddmR/f+xLfRvACpWr8bw/42nWYd2aK0Z8dgTXL5wgcBiRanftCn1mjWlQfOm1KhfDy9v71weFSGEKFguXlD8tc6DjaEenD+niLlqnK4m/01KSvs6XqiwJihIE1TUTFBRTWCQpmQpTdXqJmrUMlO9homCXoeeNsmblcs8GTshlnYdTVnfQLgsS8f6fza4895oH77/+SbFirnO3NGlSps5G2m7qTpWLfekfsMkypbP+T5eOOvGe0OCiLroxpXLbgwdf5X7H7VNMRFg1w53Fv3gxdCRcTRsbLvnlckE0yd7M/l9b4aPiufVN+LzvGCMlxd07WqcZs40zgN8/jlMnAh168KgQfDSSzJ8NrsuXTYxfMxFAKaODyG4mLuTMxJCiFukaCdczqF9+xnz/EucPnoMTy8vBo95m4efecooomV12737GD9kKDHRV+jxRD96DnyCkJIlAaM4dz4ikhOHDxvFuSNHOXHoMCePHCEm+kquci1UpAjPvP4qDw0amNL777+duzhz/ATFihfnl3+3y3BXIYRIlpQEO7e7s36dB3+u9WTfHuOLUXCImQqVzBQL1lSqYiYgQFPEcioCSSaIjlJciVZER906nTrhxuqzbsTF3SoslCptplqNW0W8mnXM1Kxlwr8ADCFds8qDjyd489AjCTw32IbdgIRTeXrBwTB3nurnx8Jfb7hMoWXu/JsUKWKbImJkhGLXDg/eHBOXq9sXL2Xmnp6xJCbAQ0/dtPliDD9844Wfv2bwsHibtak1vPaKLwu+96J33wReGGK7ti1SD68dPhzKlIHvvjMWOvn8c2MIblenrHWYvwwfc5HFy68BRq/NeTNKOjkjIYS4RaoJwmWYzWYWzJrN5xM+ICkxkUo1qjPu8xlUq5v1hCVms5kfP5vFFx98RFJiIgBfT57Kt9M+pUnbNsRER3Py8BFiLTMWp+NfuDCVqlejQvVqVKxaFb/ChdBmM1qD1mbMZuOE1pjNGm024+XjTedePQkKLpamrVWLfgKgy0O9pGAnhLjjXb8Gf63zYMUvnvz9lydXryrc3TWNm5l4Y3QcHTsnUqeemWz8LpMhkwnOnHLj8CE3Dh1w58ghNw4fdOO7uV7Exd76Zl+holHAq1XHRM1aZipXNVG5qvm2OaVc1ZHDbgx51o+69c18NC3WIStICsdo2tzEtFmxvDDIj+Ev+fLZnNhcPx9sqWQp2/X6+32l8cNmtx6JuW6jxxO2L9YB3LgOy5Z60qNXIoUK267dj/7nzYLvvRj2ehyvvRVv9+dscLDRu+6ll4yVpQcPhu+/l6KdEELkd8oylDBbwUrpnMQ7Wup5i4pcbozJDIX8rX/quX7DzMJfjV9WHnmwsMRLvMRLfIGJH3CkJatnxuLf+C5Kb1T4L9tpNT5JJ3GeMwCUoBweynrR2Vbxsb2aAxDZXtG2hbFYy9zyG7h+w8zOPXGM3lOZyvdVZePWOpQONd6DfJdudZn8LdLvR2JsIkNj17M3LN4lHg+OjG/VtDp/bbyHZavvJnRzcxISvCgRcpH77lnPvXf/zT1t/8HD46pd84m5ppn5TRARZ2sRFNCQQ8dqsP9ADQ4fr4jZbPTwU8pM5QpnqF3jCFUrHuXqtb2ULnGIIU+fI6SY9eKCI49n4/r16DHgexISPNn2e2/Klz3r1Hwk3j7xH376HG9NHMmIF77iozEfpinyOCOfYyfLMfnzp3l72OeUKXU+T+2/8Npovp7/CB+Ovotnn4h3qeNfPLgrPQfO47cfn6Jrx402af/YyaLU77iGJg2WsW7xOKICdqRc56i5ZOPjITbWWGn35Emjp3PVqtm7rVIKrXWB/GmgSQMfvW11+TSXXbpsYsRYY3jslHFZD491L3Vkp9a6id2SFEKk8ChZQgcMfDRPbUR9ND1fP2cLbNGuxM2mTsxECCGcb9DptmzYUhuA0qE6w0KXLViKVdZkte3YXs2JbG98P2jbIoy55TekXOeo/ciLzAqPd5L9B6ux8Jf7WbH2bvaG1QSgepXjdO/8F907/0nrZrvw8HD+HGxxcV4cOlaZw8crcuBwVcIOVyXsUFUOHatEUpLRG8jNzUSNKido0nAfTRrsp0nDvTSscwAfH8cPSf31904MGvohnh5JrF08kPq1Dzk8B+EYWsOw0e9wKSqI72aMxM3NuZ+5Dx6pTJ12v/PpxHG8NOiHPLfVsNMy+vVeztefvGmjDG0j9J+m3P3QD6z7qT8dW9vu/SXyXHGCAq7i6xvPeb/tKZc7egEoraF1azh+HNasyd5CFXda0S6npGgnhONI0U6GxwohCphBp9vavM07rfiSE9kp2FnirBXbfJdupTRG4W7DltoMSnWdFOxc142bvixa1o053z/Clp134eZmok2znXw05gO6d/6LGlVPODvF2/j4JNCgzkEa1DmY5vLERA+OHK/Af4erEXaoGrv21WZtaGu+W9wLAA+PROrVPEyThvtoetdeWjT+l1rVjtmtsJKY6ME7Hwxn0sxnadJgHwu/fIWK5SLssi3hGpSCqeMnYDa74eamiYoOICjwqtOGQtesdpxa1Y6y9LcueS7a1ax2nBHPz+XDGc/zdL/FtG62y0ZZ5p2fnzHP3s1YX5u0t/9gNerUOELpkhds0l5eKQVffQWdO0P79vDbb9CypbOzEkIIkV1StBNCOJylsGbrwoY9CnaWdl2pCOMq+aQuVmWldKjOceGubYswKdi5qN37ajHnh778uKQHMdcKU7PqMSaNfZ8n+vxCSHC0s9PLFU/PJGrXOEbtGsfggd8Bo4dKxNkSbP+3Pjv+rcf2PfVYvLwbX35v/OJbpPA1mt21hxaN/6VF439p3mgPRYOuWttMtkSeK85jz3/Cxm1NePHJH5j87kS8vXM/F5jIP9zcNG5uJq7GFKL1Awtp33IbMz8c67Red73uW8OHM57j0uUggovl7bn99vCZ/LjkAYa8+S7bV/dyiZ63AH6+xiq0N2PzvgLI8VPlaN7tZ0YNmc2YV2fkuT1bqVULNm40Cnf33AMDBsCnn95awVgIIYTrkpdqIYRDpS6s2bL4lHoIpT0MwjWKMZb9dHY+GRWrrNlA7VwV7kAKdq7CbFb8uOQBPp0zkB176uHjE0ef7r/zzOOLaNN8R4FcGEEpKFv6PGVLr6XXfWsB4zgcOV6RLbsasnVnA7buasjEaS+mzJNXo8px7m67mU5t/6Fj6y0EBlzL0Tb/3NiCx1+cwvUbfnz32Qj69V5h8/0Srq9I4es8dP9q3p/+IvEJXsyZ8hbu7maH59Gz21omTnuJVX+2o//Dv+apLX+/WKaMn8jDz8xg5tzHeeXZeTbKMm/8fG3T005reOXt0Xi4J/F0v8W2SM2mKlaEDRtgxAg4fPhWwW72bKOo17q18Zq3e7dT0xRCCJFOgSranYq/kfJ/CSfmIYTImKVgZynGtG0RZpPCXfo5z2wt9ZBNZxZlUu+nM/PJacEOjPs6p4W71OddzZ1WsNu2uz5D3x7Ntt0NqFPjMNP+9x6PP/QrQYExzk7N4dzcNDWqnqBG1RMM7LsUgOs3/Nixpy5bdzZkw9YmzFvUk8+/eRw3NxNNG+7jnnab6NT2H1o2+Rcvr4x7zJnNig+mP8/Yj4dSo8oJ/vipv9HrT9yRlIL/vTkVH+94xn48jPgEL76d/jqenkkOzeOuemE0qHOA2Li890IDo+delw5/M+ajYTzcYxWlSly0Sbt5Yauedkt/68KqPzowZdyE2xbucBUlS8KPPxoFRoCEBHjjDYiOhtKljfnuVq92bo5CCCHSKlALUWy5GJnyfzNTB+clIoS4TeqCnaWwZouCh70LdhaZLZLgKOn3Mzv52GMBh9wWqzK6/7OzOIUU7Jzr/MVivDXxVb5Z0IeSxS/wwTsf8/hDy5w+Qb6rS0jwZOuuBqz7uxV/bGjFtt31MZk88PGJI7BIDO7uZtzdTLi5mY3/3U3Ex3txKrwsj/VaxqyPx1DI/6azd0O4iEkzn2bUe6N4bfBsPnhnkrPTybMjxytQv+NKHrr/d76fOdLZ6XDtuj+B1Xbz8dgPGPHC17lq4/oNP+q0W0WxoCts+733bUN/nbkQRVauX4cVK2DRImO+uyeegK++koUorJGFKIRwHFmIooD1tBNCuKb0BRvfpVuJ7dWc0qGaDdTOdY87R64qmn6RBEcWaTLaT2fmk5ti1dzyG1IeB5HtVbYKrK5YsLNIPY9fQS3YzV96P0PefJcbN30Z+dKXvDN8JoUL3cj6hgIvr0TatthB2xY7GPf6dK7GFOKvTS3YsKUp12/4YTK7YTK5YzK5YzYrTGZ3TCY33hnxGYMe/blADjUWuTfypa8oHnyZbneHOjsVm6hW+RSjhszmvSlDOH8xhFEvf0Gntv847XF/OToQMBZ/ya2V6zpQu/oRxrw6w2Xm6suuQoXg0UeNU2KiMWz2q6+cnZUQQggLKdoJIewqo4IdkOfCnSMLdpDx6qaOKNZktp9Z5ZN67kB79EC0LBSRXfbOx9FS93YsaKKiAxj85rss+vV+WjTezVdT36RmtePOTitfCyhynZ7d1tGz2zpnpyLyqQF9f3Hatnfvq0XPJ2fx9Sdv0KntZpu0+c7wzwgofI3Js56i6yPf0KTBPl4f8gW97lvr0J68WsMLr403OiZvAAAgAElEQVTH3+8Gj/Rcmet2HnnwN/r2+C3fF9w9PZ2dgRBCiPTcnJ2Ao1y6bKL/4HP0H3yOS5ez/gWsIMRPnRXNr79fd5l8JD7r+NV/3cBszvrDqtmsuRpj4mqMKVvx9s4/s3wyK9gl6Hj2620cW/IpWmujcJdcmMpoBdjU7WutsyzYWdrfr7eRoOOzzD+78b5Lt1I6VKPNZn554xh3zy1LdqYMyOn9ZTZrEhM1D/xek9C/KgEZ76clH4AVEy/QY00tIOuhqHk5Pu5L/k5pc8OW2lneX2aztms+zoi35G553A480Rqttcs8H/MSv2RlcxrcvYIlK7vw3qgphP7S77aCnSvnL/ESX5DjBwz5mJlzH3d4PuMnnyA8shRhh7KeMTq77Xt4mBj+wly2rupAs7te5uBRP/o+O4O67VYxd0FvEhIyrh7Zen/nLniItaFt+XD0x1QsF5Gn9i9HmTCb83nV7g5w4nSi3Z4vQghhD3dMT7vhYy6yeLmxgptSMG9GyQId/93iGIY8HUjJDpf4Ziw80KVQvsr/Toxv1cyH/uPjqf14dSp1qWw1/sTqY0QfjQYgqFrRlPjMen7ZK39LMSazfOD2gh3AYfZwnjPGmaUzqNL75dt63GW2vxXuqURYtPUedmnaB+rSzOr+5iTed+lW/C8EYerSjn+mfcF9AY0p2aSU1fatHZ/M4r0Ke/HPl0co8Uwbqz0JfZduJehaZfS9bfhr0vf09qlHQEXrc8fl+fgs9b6tl5/1/bVzPk6IT91TdM1uEw91q8+xlUet3r+W56crvv4sWhaL2fwePy55nZpVT/Drt8/TqH7GPSldMX+Jl/g7If7PjS3w8Y7Pdryt8vntj3AAvp5fhJefsRqe4/bf+F8Eu/fPQOuZtGn+BNdvjOKZ4R/w7sdDeb7/fJ7q9xMli1+yy/6GR5Zg5Ltv0qHVFp4fMD9P7WsNK9du5dn+G/lw9MdWbyOcK/qqmcXLr9nl+SKEEPZwxxTt7jSvPBvIg6tr0vmzwrw9fz8PdIlzdkrCigF9C/PEe4nc8+m9rHzrIOFFaluNv7DsX27+a3yh9r+rAeFFcj8vXG6l7u2WUT4W2Rm6mn6obHqp24+IKkNgZ8cMic3M5Y2r8bvehJKDn2frz39TNCnn91dW8eabsRR/aiBBqy7hu+6E1fjItQsISXgAnnyCDYu2ENAu+4s95Fb64bnp80+/v/bOxxksj1uPjacIPevN1T/CMr1/Uz8/XW341LXrlTGZZqN1M6pW+pptq6fh7xfr7LSEEOl4uJtIMrk7fLtKJQDnuXmzjB23YaZC2aV8++lm1qxvw+TPn2H0hyMYN/llHrx3Hc8PWEDH1ltstj2t4YXX3yMx0YPZk9/O85BcpcDdPZbd+62/v4s7g1LqXmAa4A7M0Vp/kO768sC3QGByzBta698cnqgQ+YC3txdVKlXKUxtRNsrFWe6Yot3U8SEpX5SmjAsp8PFPnWrD9rU38AgJpPOLTRh0Wlkt5rha/nda/DfBHen8mRuhy4KoXfwBPLOY8yukRA9OJHfuqpQcb21eOFvnn354akb5WGRUpKlOg9v+T124s7q/ujmeWRTsMmrfmtzEH/53B8UKFaNUQMdc3V9ZxZ/cv5Kiq6MovPYgKO+s8wldTmmvRynu1TCl/cyOka2Oj6Vwl1H+Ge2vvfNxRrzv0q1U7Hk/J/etxLNU/Uzv39TPz9mTQlHK+NLozNcfreG7xT35c+MYPD0Sad74CX6asxl/P+tFAVd7/ZR4ib9T4j09k0hK8sh2vC3zWfVHJBXKZf2lKa/5KAVdO26ka8eNHD5WkS+/f4RvFvbm5xXdqFb5BI/3nk+PrrPx8Y7K0/5+t7gnq/7owNTx/6NKxTNZxmenfa2PsGZ9Z7TG5X6cEbcEBbjRrZO/XZ4vAEopd+AzoDMQDmxXSi3TWqfuvv4OsEhr/blSqjbwG1AxB7shhLiDqOzMx5QSrJTOSbyjbbkYmfJ/M1MH5yXiZOkLKrlZ6VE4TkbzfeWWI+7r9I8va3LTqyq21+1FIFu0ay/ZyTe38nL8HHmM8tt9Zg/ZOQau9Fp8NaYQg994l/lLe9CuxTbmzRhJuTLnnJqTEMK6Wm1+5656Yfz4+QiHb3viJy+gFLw5dJbDtx0X58XPK7sye95jbNzWBC+vBO5pt4lObTbTqd0/1K15OEdFsrPnQ6jb/jfqVD/K+l/62Wzhi8++foJX3h7D6V1tKVPqfJrrzvttT/m/VJEAm2zPnpRSaK0LZOmxSQMfvW11+Ty14V7qyE6tdZOMrlNKtQTe1Vp3TT7/JoDW+v1UMV8Ax7XWHybHT9Zat8pTUkIUUP4Vyuk6b76apza2vzg80+dsfnDH9LS7U2RUUMnt6pzC/rKaoD8n8rISa3Y5YsXW/FbccbV8nZGPqx0DZ8jqGDji+ZldBw5XoceALzgVXprxr0/ljVe+wN3d7JRchBDZV6l8OMWLXXbKtt8a5vhinYWPTwKPP7Scxx9azv6D1fjqh4f5/a92/LauIwDFgy/RruU22rXYQdsW26lS8TSxsT7cjPXhZqxvmr/HTlZg9nePEhfvzZypb9p0pdoGdQ4AsGNP3duKduKOUgZSTYxr9LZL/8veu8AapdTLgD9wj2NSE0LkR1K0K0AyK6i40pdFcTtbFOwst5X7WgjXt2GL856fS3/rzJOvfIifbxzrlz5Oq6a7Hbp9IUTOnD0fwoatTejbYxW//ZjFKhB2du26P9//3IMXBsx32vDPujWPMPW9iUxlIqfDS/HHxpb8uaElG7Y05afl92WrjVrVjvLtp69RvcpJm+bWpME+BvRdQsVyETZtV9jWyYRCty14lnNHgpVSO1JdMFtrPTv5/4yeHemrw48B32itJyf3tPtOKVVXay2/oAkhbiNFuwLCWg8oKeYUDM4Y9pje3PIbGIRRdIhsrzKczyw96YUl7nSW525k+1uf4x1duDOZ3Bj70VDen/4ize7aw+I5QyhbWnqCCOGqYmO9mTLrKT6c8RwAndttIigwxqk5fbOgN8NGj8bD3cSzTyxyai4A5cueZdCjSxj06BIATp0pzd9bmnL2fHH8fOPw9Y3FzzcWP9+4lL/Fgy9TtdIpuxQdfXwSmDvtDds3LFzRJStD7cKBcqnOlwUi08U8DdwLoLXerJTyAYKBC7ZOVAiR/0nRLgN5+fXFGYWw7AxZzKxwZw9SDLS92F7NU77wl6a5SxXurCkdqont5dx8hXCmjAp2FqkLd9bk9TU1KjqAx1+azJr17Xjm8YVMnzAeb+/EPLUpRH6TXz7zmM2K+Uu78/bEVzkTWZpe963mg3c+dnrBDmDwU9+zcl0Hhr4zmiYN9nFXvQPOTimNCuUi6V/uV2enwcEjlTl5pgz33i2fh+9Q24FqSqlKQATwKNAvXcxpoBPwjVKqFuADXHRolkKIfEOKdumknmMsV7fHsUWrnMwxlr5wZ7eckMKdLaUu2AEpPdxcpXBnTWR7JYU7cceyVrCzyM57TV5eU//dX4s+T88g4lwJZn38jkv0jhHC0VJ/VrIle/SWPXayPE8Pf596NQ/z7aev0b7V9qxvlMzyGdZen8Hc3DTfzRhJ4y6/0vfZT9m+uheBAdfssq387NV332RvWE2Ob+uIp2eSs9MRDqa1TlJKDQFWA+7A11rr/5RS44EdWutlwKvAl0qp4RhDZ5906dUehRBO5ebsBFxJXgt2ltva69fc9HKzKIAlJq+rlFrjyGNQ0KUu2LVtEZay8mRke2XXVUuzY275DSk5WTtZ8nd2vkI4UuqCXernbm7k9jX1h58foM0DC0hI9GT90n5SsBN3JHsV7ODW58W8fuZJSnJn+RpjUYVqlU/xz4q+bP39oRwX7DZsqW33z2AhwdEs+GIopyNKMWLsW3bbTn724pM/EHmuBL+u7uTsVISTaK1/01pX11pX0VpPSL5sTHLBDq11mNa6tda6gda6odZ6jXMzFkK4MulplyyjVTxzI7K9Mj4wYd/eZnlZxTN1jzt7cNQxKOjSF+wsxzL9nHLO7nFnzaDTbWnbIowN1JYed+KOkb5gl/65m15Wr8U5fU29GlOI18ePYs4Pj9CuxTYWzB5KiRDnrDgphDOl/6xkD3mdK3jPfzV5dsQEdu6tx+bf+tDsrr00qp+zIr9lP0uHaod8BmvVdDfzZrxGy8aykE1Gut39NxXKhjPrm3706b7a2ekIIYTI5wps0e5qjInERAgu5m41LjFR0/aTYtToY2bjllqU2Wi9AJag4znMHgCq0wAv5Z3m+tI0T/OB6auyfzPqvUucu2Bi6viQLPO5dNnE8DHGlAaZxaf+EFpqvYljSz/LNJ9M81+yLWfxOWi/WGwDLnUNIDS0CoPaW//QmJ39Lajx82aUyDTOUrAzx8XRsNJuZpfaQ8w1M0UKu2e4GITlMWs2mzi6cyGJN4IxNSqNu5dz9/fz4qG0mliEVv2T2JRUmzKb3K0W7nLzeJN4iXel+NQFu9ZN9/N1uY3MXRDDg10LZTisPPXK0Zm1n/59xfKamtHzcfe+WvR8chaR54rz2uDZvDfqk5ThWa78eijxEm/r+PQFO/clf9vl9aE0zVMKdy0mFWNO90hKFfegWFHr+YdHunNfv6cIOzyMYkFXWfjlyzRtuDfH+5u6YGfZ18j2ivV/VqKz9xl+7HwUd3dF0SDbHv9ObZYzfMxFtFY81P0B7r9nN15emc+V6ezHgyPj3d3NtGu5ge8WP0aPAYX5aU4M+FltXjhZ3JU4tk81Pps2Hd4cn0AfJ2ckhBC3FNiiXWyc5vXxl5g3o6TVuOs3zCg3xaJH1lHqlepkNWL4MHs4z5mU83VpluZ636Vb03zBus8jkrkvmOj6SAQjxl7MMp/hYy6yeLkxP4hS3Baf/kPosaWfWc0np/nbJH7VChomvkp09xJZ/tqb1f4W1PiHHyhsNc7iypo/iKx/kwtVTUyaGc3U90KsxsffiOJS+F68PMoRfcSH4DrW4+29v8+NvMCwdtd5Y9hZ7vkE/vGob7XHnUMenxIv8XaOt/SQjTocxY3imtnzrvL35ljmTjOeL21bhKX5km15LmTWfvr3FctrakbPxz82tCI8shSrFz7JPe3+SZOXq74eSrzE2zo+ox529n59+PXtk9RoCEUD3ZnwSRRTxmf+/qs1NLpnHpejm6LUt3RoNZY+3b2stp/R/lobBntj1268u3oTUMSdaV9G89rgojluPzvxJtMHzF86ipLFL/Bc/4U8+8RCSpe8fQFMV3z8LFoWgtbVOXKiBne3rkXk+eKUKnGR99+eBMD0Lwdw8kwZPD2TWPXHFQ4cOY9Sh1FqPfNmlCTmmj+F/G/i5qa5dt2f3/5oT/Hgy3RsvZXLUZ8A3Vj9VzxhhxMoZf3hI5xs+9StnFp3AgAFtBnX3rkJCSFEKgW2aJddEz6J4ucXNH3cy3No3Z+43Xdvnoccpv6CtX2ZiYcjSrN6IawNvZnlbTu18yMo0CgcNqqf9leevAyJdbR/102msefbXL430Grhztr+ZiQ38eGRSWzeGZuzHbCTTu38qFHFkzeHFqXvtkbsPnX7F3fL/6VpjrlLJ/ZMn0mvpDKsHGpcl/pDuqs/DrSGF16/wKyPijPt+/20fdpDhsoKp9IazHjiruyzemrq1//NPyXRI7I8v/2oCT+blOE0DLZ+DtSqfgwAH+94m7Zrb1UqemYZ44j3i5zE50bt6l6EHU6wS9v25ojj4+frRr/ehWnSMPf3V/o57CwLIhVr0xW/68Ywcd9CxYgtXt1q+8UuBGUr3lKkb/qgJ3PbnKdL3wga1bfei08pqFV9Opt3nMPNbR3e3oUB60WmjMwtv+G2aShSptXoq5jf7CCPPn+WQv72m8Laze1N2rXYjq/vEN6bMpiJ016g131rmffpa1Z73jlCYqIHR09UIOxwFQ4crsqBo1W4GlOYFd8/B4DJNA2tu7N9N+zel0jpEheoUfV4yu1//6sd/2xvRGKSB/FxnmjcUWojsB6Atj0WcOBIFUqEXOZSVBAJCV482ms5HVtvJTDgAB4ewShlAso7fueFEEIUGAW2aOfro5gyznovI4A3Xi7KhzOiWDlUMfRiG/7ZbX11zuo0yPD/27af/MVNd+vCgd/X8FSZmgTWDOKv09Y/iMbVimPH78Z2Lz7SnNBU8RkV7LKbT07zt0W836o9ePu2S9M7JD1r+5uR3MSvXbyNaV9eYWDfIlnmP3V8CCp5ocfsPH4yi8/s1++4WnH8+/cu9uyoz87DDSi7JfMv7r5Lt1La1BheeYmja/9kRFQtPG4aT1nLl/70t/P2L0pw2QYk1ihGUDXrv6rbcn+ziv9jw002fXyVFy9gdY47V348S3ze46vQjETqk0gNPGjNbl2JJHwoyn6KsYciHMZNme2WT7wOZD+vEEM1KunFVCXJanxO27dIef2/pyN71/1F/xK1CagYiBfWC3Y53d+Mno/1ah4CYN/B6rRpvjPL+Jy2b4/4OjW8eH1IUJaT5zvi/SK78XPLb2D6hJzt72cfhODn68afG2/SqF7WRSlXuL9S3yc5PZ6zJ4XmKJ9P3gvhraFF6fG+B5dr5f7+ymjeyMj2ipA1ZbhwynhOBJepn2U+/gFZx6eed/arssd443/RNKrvnen+fj3/IZKSPHiu/0J+/uofRoy9CBTO0/2VvnBnyWdu+b1MnXWFQv5uDnj87Ca42HMcO1mOWd/248TpsikFu19/70Sl8uFMftdst8dzbKw3T/drx6nw4lyNqcHHY+YAMPSdd/hiXr+UuAplw6ld4yhaG+1HXfkYk2kaH42+SZ2al3F3N6dp97cfn0n5/+IlE6+8HUdSkl9KPkOf+4bjJ8tz9kIIRQOv0rPbWlo0/jdV/sZw2trVvYjOco+FMzUd3hzLOu9NhsvCaUII16Jysrq0UsqlV6PecjEy5f9mpg65asPWvdnSLyaQW/mlh11GbHUM8sKRC2JkZ9W2nPS0SX38LDJ7HKSfAB9cbzEQR/Q2Eq7jom5EBJ25QTliuTWPoxsJ+BOOG0lcpSrghgc3CGIfwfxLMfbgoy7ZLI9LuiH/MQQT3gRwlGjq4s9pajKHIHXAZttJLbPnLuT8MZ/ZwjTpaQ3Fau7gsV7L+eyDcbnI2jny44rjuXltteynq70uZ8QW90lO9zOv27TXKrHWWHs+WmgNH814jrcmjqRbp/Us/+65lIKUraQ+dq7y+LpwqSjl7tpAUpInwUWjaNdyGx1bb6Vbp1AqlQ/PdjuJiR5cuFSMcxeCOXshhDbNdhIYcI0Fv9zP6A+Gc+J0WbQ2ehO6uZk4uqUTFcpF8s/2uzh+qhy1qh2jZrXj+Ps5b9TFeb9bKwGXKhLgtDyySymF1trGj1LXEFwrWN//7YN5amNe8693aq2b2CglIYQV/hXK6TpvvpqnNra/ODxfP2cLbE+73LI2yX9upJ+LKC/yY8EObHsMcstRK9mmLkhZk5Mv7qmPn+W2+fFxYJHRcB4ZKlswJWp/9jMUD24SyCFK8SeFOEMhzuDLBVRyr7pE7UcU9bhMQy7TkIu0AMBfn6YOn1JEncx1DmbtwTEe4xQ9KMQp6jEVfxXBRd2EQwxiJ+MpqUOpxnd4q6u22O0UGT13LZfbi1JQr+Zh9oXVtNs2bC39cMb8IqfvK5b9zMtKo46S3fcya3K6n7bYprVc7CWr/TObFSPffYNpXw7isV7L+PqTN21esLPk4WqPq+LBURz+pzPrNzdn/SbjtGTlvUwa+z7DX5jLf4eq8vb7IzCb3dBapfwdPWIGLZv8y+q/2jBgyCQuRaUdObB+aT/atthBSLEoGjfYT/+Hf6FmtWPUrn6UapVO4u1t9PJr1XQ3rZrKCrdCCCHyNynaZcBehbu8ys9FDVsdg9zIaNVFe8ioB5k1Obk/Ux+//Pw4sJDC3Z3hDN0w4UcTRlNYnc40zlPdpARbKcFWtIYblOUyDThNd3bxLnfpCQSoIzne/k1dnP0MI4ZqlGU11ZiHuzLmEwtROyiq93KC3pziQS7RhCr6R8qyLqWYaAvpX/sc8RivW+sQPy7pgdbYpThgSxktGJAf5PR9JfV+unrhLqfvZZmxrKianf201TbT92yF7PWEsxet4clXPuKHnx/klWe+YfK493Fzs9/j3BUfTxXKRTKw3FIG9l2K1nDyTFkK+d0AID7eizMRpVFo3NyM4bNubmYSEow5LsuWPkfv+1dTsvglSha/QMnilyhV4iK1qx8FoFPbzXRqu9lp+yaEEEI4ghTtMmGPwt2dzlnHIKNVF23NEUM+C9pjSAp3BVuS9uE09xPMdqsFu/SUgkKEU4hwSuit7GQsuxhNQz2RIHUw2+1c0M34j8EoNPWYRAl1++PKXSVQlQWU0n9ziKc5xLNE0IVG+l281PVsbysrjn5M1611mJhrhdl/sDr1ah126LZzIj8trpReTt5XMipM5qSg5Ujp38tye5/E9mpO6VCdrf209TZTF+6cWbADkudsPMKENycz6uUvXL6Ibm9KkWZYbKP6Yexc2zPT+Do1jvL5R2MdkZoQQog7mFKqHDAPY1UoMzBbaz1NKVUUWAhUBE4CfbXWDp+m1H7LSRUAc8tvSBlSEdlepcwXJvIX36Vbb31R2lLb5nMnyRxtuZf6y1RGPSRE/nWOtiRRiEosydXtY3Rl9jCSWIpjwpdIOubo9kfphwk/PIkhjuLE6YwXZonXgVyhBu7EAXCdCsRQLVc5u4o2zXbi7p7EPX3mcSYi5ytSOkJ+LthB2vcVyHwutsz2s3SodrkhwbYqngEZ7mdGx8he23S2xEQPIs4ac3iOenk2b7wiBTshhBDChSUBr2qtawEtgMFKqdrAG8AfWutqwB/J5x1OetplwdY97oRzpJ9Xz9Y97lJ/+XLm48N36daU4rJlCJYry+9f3EXmztMKPyLw7FWMWFUsR/ftZd2AvYzEk2tU4icCOUQg2e9lB9CEMZyjNedoyxEGcIQnCNJhlORvfDnPFWpzicbEUBUAby5RltUEs4Ni/JujbbmaerUO89eSJ7j/8Tn0HjST0F/64ecX5+y0UjjyeW/PH9uys+BPRp8hUt/WVXrZ2bJ4ZmF5P8qsx529t2n5IcjRvRn3htXgqaEfcPRkBf7+9THq1z7ksG0LIYQQIue01meBs8n/X1NKHQDKAA8CHZLDvgXWA6McnZ8U7bJBCncFQ0aFu6y4yheqnMjNfjqLFOwKpngdSDS1KVdzS0rvkuwOfT6r2xDGYPwJ5y4m4K2u5CoHLxVDeVZRnlXc1CU5S1vO0ZYDvJQcYSaAo1RhPsHspBCnClRPmNbNdvH9zBH0HDiLZ16dyA8zR7jE/t1JBTuL9J8hwD7DNm2x8qqt75PMCnfO2Ka9388TEz348NPn+N8nLxEUEMPXn7whBTshhBDCNQQrpXakOj9baz07o0ClVEXgLmArUCK5oIfW+qxSqri9E82IFO2ySQp3BUP6glZWPdFcbb6h7MrpfjqDFOwKrgu0ANwILnsozcqpWRXuTunuHGEgQeynAR/joW7aJB8/dY4qLKayXpzSs86XC3ipGJu076q6d17PhDen8NbEkTSofZBRL2f42cRhHF2ws+eQ++wW7CxSf4Yo6AW7m7okUdTFjBcaN/QSdxJqV6BE3D42UJsavgmc/7ca4dd9KXnqKio0FI2bzReAcWThLjbWm3YPzmfXvro81msZ0/73P4oVzfwHB8v95SqfL06dKc3KdR25HB3IlatFiL5ahErlwxk94jMAuvT9hpZNdjHsuW8ICizYr5tCCCFci5+3N42qVspTG9vhkta6SVZxSqlCwM/AMK11jHKFX7y5g4p2ly6bGD7mIgBTx4cQXMw9x/HWCncJOp7D7AGgOg3wUt5W25d458X7Lt1KKd2UyPZurJoRh1+dWrj5+mYYa/mg/1lwKM+/dgHI3uPHFfY3deEuNLQKMX9vAqBIm5aZ7q+FOTaWmI2b7RcfF4dOuIbfypO4b4mCfPT4kfis488W64rnjdNcaBrG3c0vo5SyuthIvE5gJ/dxk4EEs4n6zMBNJdkp/3inH5/cxJ/ctwJT6Vp4lSplNRbSvn9NGfc5ew/U4O33R1C7xhEe6PKX1fjcvj9ao7Wmd2g9Nv0cTZG2WRfs8no8Tb3bpenRlp45yczVU1cBCKgQgJuH9el9M4vPrOCS2fGxfIZIf7vcHv+Gdb159cWgNMXQDPPPxutz6vskq+OfqAsRRV2uU4FYSnCTYK5TlECepy5mrlKNgzyfdgNhULTUMUqH3mSbakTUz10BMPa6H4okWumX8VWXuKzrcY0q+BGBPxG4c4aj7Mw0n/RS8l+yjcq9hlA61PrCH3l5/E8ZF0JIsDu+vvF0br+Jt4fPpGe3dZnGz55UnJcutk+5ztb55Db+oac+Y/f+OgAU8r9OYMA12jTfkRJ/4vQx/tgwhGlfDmTYc98y9NnMi3fOyD8/xQvnuxZ5nQ1jQ2k6vDk+gT5WY+OuxLF9qvHamJ14IUT+pZTyxCjY/aC1tkzKfV4pVSq5l10p4IIzcrtjinbDx1xk8fJrgLF61bwZ1ifnziw+s8LdYfZwnjMpt69LM6vtS7xz448v/YxS1/oSuXEFrD9I9aaPZRhn+aDffIwvj1b14r2pl7P1+HGV/bUU7o7uXs6Vk9sB8NhzLtP9TWl/+xKuhO+1Y/zP+BUpyaH/fucK5Zz+eJB428VfubcTMavKUqj5Mtrfe4H98/6j3sAGma4SbNbubGcgcfQGPsOdSbgp6z+EudL+Oio+5nwCfpdLcG3LNrinodX49O9fX056m8NHK9F/8GT+WfEwtWscsxqf2/fHzPQOrccfk04R8sSjFF0Vhe9q6yva5uV4luzUh6tWCnYAm97bwKl1JwCoeE8l2oxrn2GctXhrPaSsHZ+Mbpeb43/9hpmXnw7koY312ROZdmXa9LLz+py6iLlMV2wAACAASURBVJr6eJooTmndhxiqEMwuAtQRrlGefbyKwoQ3lzFzDDNbiOIYh4mhJoG04QXciUNhQmE2/v5hIq53cwodmIpXlU84d+wMQTSmBK2JIxhvjJ5pUTTgFA+myi4JOArUB6Cy7oEHNzPtKZvm8bN0BlV6v2y1x11ujv+iZYGYzb1Y9ecgVi8YR+MG/zHx7cmZxi9efo3J74bQ8r1C3PXCrZ7mtsonJ/HDRl9k0bKGmM0vk5Q0jPlf+PP5x2MoGniF8mXO4umZ9geT4WMuciZyAB4eHxMYMJ73pgxh+pwBLJ37Iu1bbc9zPndKfKkiAVbbEY6TEBPPqXUnUJDl6//2qVtTXv+zEy+EyJ+U0aXuK+CA1npKqquWAQOBD5L//uqE9O6cop0tZTix9JJtzk5L5NC/6ybT5L4xaHPmPXosH/SbP5XAlGfDGT28GIeOJTgwy7zzXbqVit3vo1TlVgB4eFrvBQdQoU43ylTvaL/4uvezc9WELONE/hLbqzmXj1YHoMOQTawf9Qc/jXajefkNDDrd9rbCneeSPexjBHHcBYwGJqAo59R9KIj8/OJYMvclmnf7mV6DPmfzyocpGnTVIdsedLotm36OJuSJRwlcfpaIP38mSFkvwuVW7dbPcOW+4iiszxn3VtUo1oR7AtC1WhQTshiimNN4e2tY15uXnw6k15oabF+nKNLK+oqpGb0+JyV4Yza7o83uqN9PEEMLfLhEgDqKmQA0y4AKXCSQi4DChCdXCeAIARylGaMoxGncVBL79bZURdZyeKhYPIjNMBffpVsp82BHtvzyJgrw5hpl0w2Dr6a+p5Jewg1KcZMynARu4IXCeK8+zJNcojF+OpJADhLAQYI4gJ86l+k2bTFU9sZNX2Z81Z/f/+pIUlJjAMzm/4i+mnUxZvK7IYz7QdPls/ppVpp35Jx7ZrNi2epOrAl9EpOpGXCBKzG1gNM0bbgvy9srtY92LQYw8qX2TJr5DA3rHgBg/8FqVCgbSeFCN+yavxBCCGFHrYH+wD6llGVFurcwinWLlFJPA6eBh52R3B1TtJs6PiRlEu4p40LyHJ+6cAdQuedL8MtMwBi+kZXUMRLvvPgzv821OtzG8kF/c2Id7v0SFs7dw5aPsp5ny9X213v5dk7lYLiZew6Hp+UmvkRyccYVjo/E2y7+XFJFlFcCEVsO8Pc0Twr73xpKaJnHKaKtwmt+dc7wBLEUpxqfco15QDmn5++K8VV6v8zxPb9iLlyI3jOyjs/o/atcmXMsnvMynfrM4657ljHyxTkMfup73Ny0zd8fLSzDNou0haKrooj482e7Hc8yXR/nzMF1+P6fvfMOj6Lq4vB7d9MLLQklJIFQQhdQujTpSC/6iYKKIiCKCBbEAoIFLIAFewFEEEQJVUBAepPepQRIgECA0JKQurnfH8uGTci2ZDe7Se77PHmSzZ65c3Z25s7Mb05JD6N1yxNmBZAxw0tz/qJeABo9rLTF8W21t3b7pKe7cfZcRbp1aMXxU4EITQbTJi4G4MVxEzh8LILkFC+SUzxJTvGiQd2jLPzxJV55vjRh/X/m0rESeJT1R27SkXTxKv6cIVzoszl2y3dJpQyZeKLDgwy0eLGcJszBQ3jyj/yVTLLP0xVZQ0lOUYMq3CQOLfupQBqlicafM2iF/oGVVqRRgtNZy9n6fbkv3mpx/ncTtylJFCWJIiDr/KKfH5L5g1Ic4wY1uUJjYmmHLzHUl5/gIy7l6o854c7a78vDPZ1Pv3mW0iWvE1ZxPKHBy/lx2k2L6ZDfflKWB15xo9OMJmzbXZuQ7TLLp2Ca5tkfA9bYJyT60uWxn9mxpyFhITFUCRtDlcq/8sX7/oB5/3OOHxhwnF9mvAZASooH9R9awYvP/sLn779vtT+2+l+U7BXOx6OEJyEtQmg02nKzosajm2KoaGWNvUKhKJxIKbdA1uGek/YF6UtuCClNP529x1gIaYt9QbPjSmzW3010bR26LsPNpyM6nylcC0MHQlPdAg03poYn52pfUBRXkvs05ebVEI7s6Itf2et0/OpTFjbRR5Eb5sy/Z3chYV4rkm6Ux49oqjObAGE5yqO4Ymn+sZVN2xvx7iej2Li9KeNf+ZIJr35pFz9zUtDnyJzbydkF/qWEWwl+XIwrS2xcWWIvlSUxyYfhT80HYNALn/D70ofJyHDPWqZ+nWPsXatPC33ulQ+IOhOGl1cq3l4peHulcF/t47z+4g8MjmnFopGjybhWEpmuxe2GG5mZGgISdlFT/AzAUTmMTDzRkIqWNDSk489pyottAJyTnQDQkIE7t/DmCt5cxk3kHiHnqkgpuE0wnly3qnGNcYOSvOwnN276067fr5QqcYu3x3zFQw/e7ZBtiZzHBODQbsIAt2974eOTAsCQMR/wYJM9DOq/BDc3nV3G/+jLobz54ausWfgk7VrusMuYRRVNefNlAVwNIQRSSteowG5nAmsFym6ze1k2NMMvTX/eY01Re4VCkX+CIqrJfl/nXoLCWr7r2LtQH7PFJtLOnuTlZsRwQ6EEncKHuSf0SrBTKO7iHbkT+kC9Fgs5vLMfq4e9Qb8ZbpQIvUz8f2Gs+/ApUo5XxtP7FnX4kvJssWvHyMKI4dxgDnsJdgCtm+9m3Z+DeHb0ZN6b9gJNGh6ga/tN+RqzOHMrwZdjJ6ty9EQ1os5U4r03piMEPP/6JH749bFstl5eKQx7cj5CQKtmu6kUEku1KmepHh5N9SpnCQq4lmX7w9S3cl2f4ZwT9MTqbP/PSo+N1P+qLb4z63eo+NvGT+qaCCHx5UKBrc/P9zbPDPiDj2YMpeMjv9C80V4e6bGSXl3XUjnUvB8zc5QJMOAIwS452ZPp3w1m+veD2fFXf6pWPseP03Lfp/JK3JUAJn8xnB6d1yrBTqFQKBQKB6JEu1wwiHLmsFWwMzxNNe44qyg8mBLulGCnUGRHL9w1pV7z3zm0sz+L+0+mdPUYrp8Mw83jNpXrrSf80A9oRbqzXXU6xtFh5rCXYGdACJjx4UT2H67NoBc/ZdfqvoSHnbfL2MWFn+b1591PRhF7qVzW/zw80hj13CyCAq/Tq8taIqqepXzZywSXv0xwuctUKHclKypr6KAF94xp7bVHbsS2ESa7MxcHDshX8eUC1cRvDl2Pm5uOF5+dw5AnFjBzQT8+//5pxkx4i+AKcVQOvcDxU+H8ubwzLZvupknDg3h5Za+Bm02421Hb7oKdlPDH8i6MnfQ60edD6N31b9zdTNftzQ/jP3qZ5BRPPn7nY4eMr1AoFAqFQo8S7XJgEGIskRfBDsjWcVZRuMgp3AFKsFMocsEg3NVvvoDDh3tw/VQoITW2UzFiF/7LN5uuGFGMyC3t1Rz2jsTx8Ulh4Y8v0rhzJI8O+YLNSx+7R2BQZGfDtiZUDr1A5dALVCwfR/tW26gdcYqa1aOoVT2K8LDzWWmHXdtvsimC0TiCP68UZ+EulYB7avQ5Ei+vNJ5/6jeef+o3LlwsR8kS+u6hO/Y24J2PxgB6ETeiyhlCK17k+0/fJrj8ZU6ersQzl5P5QoTQ4oHj+T6ur8aX5tKVQOrWPAlA58dmsm7Tg9xX+z/W/jGIhx50zH6Qnu7GkePVGfH0XCKqnnXIOooSm3c04qdFkJgIDz8Mjz0Gfn7O9kqhUCgUhQUl2hlhLNiZ68QG1ok0OWunGNhMbSXcFVKMhTvj/ykUiuwYhLvGzWchpQaNJlMdK3dwtmBnoGrlc8z+8jV6P/UdI9+aYDIls7hzJiaE1ye9zqIVXRg66De++XgCXdptpks7+3wvudU6yw1TEZn3XF8UQ+HOk3huU8Ep665YIS7r76cejaRHx3/Yuut+tuxsxImocM5dqICPt75W4Kz5/Zjy5fAs+0jv25QqmcDJ7e3x8krjh18fZcO2pvj7JqHV6hACvDxT+fTdKQDM/bMH/+6rz/FT4Rz+L4KLceWoXuUM/23tDECj+w7Tv/sqnn18IVqt40oPuLtnsGnJANLS3C0bF3NWr2/JiLETqdcAgoNh6FDYsAEmT4bQUH10pLV1ERUKhUJRPFGi3R0cLdgZbrqM65ko4a5wYhDuDH8rFIrcMRwrQijBzoCrNUzo0Wk94176hslfPE+zB/bx7ON/ONUfVyIxyYcpXwxj2nfPoNXomPjaZ7zy/E92XYe1gh3or01yCncmry+KmXDnRTzXqOdsNwAoU/omPTqtp0en9fe89/zTc2nTYifR5ysSdzmQmwn+3Erww9NTH+V6Ma4su/fX41aCH1IKMjM1eHunZIl267c248/lXahaKYaObbZSr9YJ7qv9X9b4H76Vv0Ld1nDgSE0qlLtM2cBrKjrXAjqdhvEfjaZ+nf+YNz8UHx/o3Bleew0+/BC++cbZHioUCoWiMKBEO+4V7PJ7kWuuO5mhngmoVNnCjPrOFArrUMfKXWyNsCsoJr7+Of/uv4+Rb06gXq0TNGl40NkuuQTvTx/BJ18N5fG+S5j81qeEBMdZXsgGchPszB0vhijv3CL44d5GB8VJuHMjCR0+ZEgv3ESKs90xSUhwnNn9aPwrMxj/ygyT7/847S27N5SwhZQUDwYM+4wS/ols/6u/ihCzwPFT4SQk+tK1/UZ8fDoC+vTY06dh/Hh45RWoVs3JTioUCoXC5dE42wFnY1z42d6CnUKhUCgUro5Wm8ncr8YQXO4yvZ78lrPnKtpl3PzUZ3MFXn3+JzYv/R9zvnrNoYIdWG5GkleKg2AH4M9pyrAfLa4r2BUF3vloNMejqjBp7PRiK9jFXyvFvEXd2barISkpHoA+xTU3fHxSiL4QTJlSN7JsPD1hwADw8IDFiyGzeDdQVygUCoUVFNlIu5u3dKSnQ2CA1qxdyo0U3L3dSDpwiPTUcLwtjJvY837izuhb25et1Bg3d69s7+e88N6wthL9ayewoPE+hIBnz7c2G9WXJlM5wQEAIqiPhzBfWFnZm7e/3bsJN69EEb9lpUv4Y8neEIljICM9hcvRu4C7+5u5m7C8+HOjbWW8fAPwWrHHJv+r9HkRYeGqPTf/rbEvVTYC/7XHXf77Ki72xvul8f5XWPx3FXtLXI3XMXr8FQCmTwqyeP6yp31Q4HWWzRlKy57z6THwezYvfYyMjBs2jX/tuo4MneTx1VWJSq+M1sf8wzBHb/+8bJ8X3khj14GpLJn1GfVqXyUw4Lrdxk9NzeTkmXQe/6kk978g2fJvnWzvG6LvDdwzf5L9GsPQfXRwTCtmhm1m4LFmuHlL1q+sQMj+VLyX7TPrj6sfL7adH9Op6baWFGE6sjBNpnLh5CbSa9ZC6+tr1hdw7vHoivabtjdi+neDGfbkPDq13ep0fwraPvaShq4DBnPs5IsEl7uORqOvCzr/u1EElLmR6/jvTNmDzEwi6mzFbCJncDB06ADLlulr3JUoYXbVigIg5UYKu6br547Go5viVcr89apCoVAUJEVWtEtOkbw+6Sq/zChv1m7X9J00e70FaZfiiD56jHqEmR6zT1NiGyeTHq63ueCbiHtZ8zJf/KIlRI4/QJ+fu5GemM7JDPNpuCc4QBznsl7XpYnZ8e1lv0ZaU8coBsyX3HE9+0jjz+UC/liyX2Tmezi41JbBrfdng9Hftvgf+bpt7tjsP67/fRUXe3P7pTP8Kaz2i5bp/1yUu0VZYK7hxaIEkyNlXqwOwOjxV1i4TG8nBBbPd5bsa0VE8cdPL9J1wE90/t8sKoV2Z+lq68fP0Em6fRfI4cijVHiprcXodUef72zdPi+/c5U/V8xByq68NukHVs2/mqfxjSP4jTnw4z7ij12l+Zt1WDTyAGUH1bnHxliUS7+ciK6q+esNY+HOzVuyblEpiNzM2VPR1BUFc/1QEPbGqeUG0i8ncitpADLDg7R6u/Ao5202JfgEB0iPL4lHUhg3/l4LHRqY9cfex1dhtk9I9OWZlz8iPOw8H4//2On+OMP+mZdDOfzf02i1I2jUYDvDn2rBwBFTGfHGu3zz0QTKlL6ZranE6PFX+H1pIjrdDpb/3Yw33s8+Xo8e8OKLkJCgRDtXYNf0nUSvPQPoG9y3nNjGuQ4pFAqFEcU+PdZaDGmv15ev5OKX33Dxy2+4vnqN1cuveGYF/y5NB+yThqtQKBQKhb156MGd/PHTixz6L4J1m1YgZVmrl318dVUOR16g/Iih+K+4UOjOc4f/ew0pe6LRjKZsoG2+e3jo79SN015z/pzaKzi/PZaFPRZaNeb1VWusut4wjL9+ZQWI3M3FU1ts8t3VyU2wA4iPjOLWP71I2OTF9dV/Z7PJGZWnyB8ZGVoaNzzIzM/H4ud729nuOIyos6FM/HQkr0wYd897Z889ghDRCLEMH+9LdGi9jffHTWPvwbrMX9wdAJ0ue7SeEBIhVrDvcGNiYrKPV7cuJCbCxYsO+zgKhUKhKCIU2Ug7by/BtIlBFu0aj26Kxk3gUb48lURziD58j41BsGvV7Cjp9atxdK6+Zkqt/9XCw//eYuLGdXwC+vYCAe4BZSjVtbNFwc44hcqadCp723cU/bO9dnY6TF7sjS/wWzY5QszGaMLaVmLz9lpU3Czsnl6aX/ucjUuy2SekcmyB/n+1/lcbD39Pu6RXG9apu32bCJ+tlAwvxe7/7iNkh74+i6ltdLt3E2KO/U1Guyp0HJSO0JhPj83Nf2vsg5tV5OiVpmi8vZ2aXlec7av2HQnc2zTBuGi+dtEml/XfFe11fVsD2bepcaOiq/E6xkzQp2tNm3hvupamwslsr6dPCsqK6rDmfGetffeOG1j6yzB6P/013l5b6NCqB9Mmppsde3BMK6LSK1Phpbb4r7hAmU3nwcL2cfT5zpbt89e6Nhz+703Cw36jeaNfbNqeHh6Cbz4qe0+dupwEPfE/SnV4iFvbtlO6S+d73r9n/q9Ti2ML9Mea4XrDXJ3AkP2+nD0VTTlCnXL94Ah7U81bdOlaVqR+QrpXMhH9pnHf4LvXY6aacERQn3OBgnQ/PwL69AKizfrjqOOrsNnrdBpKl7rFb9+Odgl/HGH/3thKfDzjSX6a9whRZ8MIqxjLiMG/UrXyOdLS3PHwSCeiShhJSTd4qGUGH71dAZB077ie1etb8e3sAYwYPBetVnfP+AmJW1i/FRYtghEj9LXsADIyoGJFOHkSGjUiW5SeouBpPLophs3faLQS/RUKhWshpKnqqbkZCyFtsS9odlyJzfq7ia6tVcvk7N6WUxwwFuwg+w2WuTFzu7B25Qg7Q3psTtGusJHbBb5xx15T37OzMNdp2BT57XZsap2GcU11MTS1bR2Fvbs6K6zH2uMIik+he3uQ32PIINoZ0mMdzZadD9Bj0PeUKXWDNQufpkqlc7naucKxmnPb2rJdpYQHu/9OapoHm5c8ho+P7c0Mcjs2TJFb04m8zP/GFMU50tzxMu6DV/l4xlAiZw2nZ+d/spaxNEfl5ZxbnFm6uh2TPh3J8rnPUb6s+XTxwkzclQD6PzuDUiVvUafGSZatbs9Lz81i2JML0Ok0aLWZjH3vNf5c3oVTO9uTmSnQaPT71y+/9+aZl6cQtbMdlUJjcxXfnnl5MrsO9WPmTGhyJ+t71iwYNQp27oSaNe/axseDv/9dcc9ZCCGQUhZJGTGwVqDsNrtXvsb4penPe6SUjezkkkKhMENQRDXZ7+up+Rrju469C/Uxq9JjzZAXwc5gl/OJeVG8oHY1zF3gG363anaU2DbCJVJn8nrzYLx/2fpZzK3TMG5u6UUFLdgZ+2NYryt8Z8UBW44jY3tF0aNl0z2s+f0pbiX60ab3PKLPBd9j4wqCXX4RAlb+9gyLZw23i2DnHbnT7E9OUS+v87+BwrrdzWFuHoo+F8y0bwfz3MD52QQ7Yxs1R+Wff7Y0Y8Dwz3B3zyjSKbEAgWWuM/PzsSybM4zXX/iBwDLX2bRDr65ptfr2rlUrx3D+YjliL5VFo5HodPpbqPtqHyco4BqLVuijZ3U6LZmZAikhM1O/D77+wg+UKgVPPAGRkfDPPzBnjr6uXdWq2X156SXw84P69eGZZyA2FoVCoVAUc5RoZwJ7XuQVxQtqV8MaUcmVhLv8Pu3Pi6BlzTpzE+6cIdjl9MewfnXzpSisOPM4yg+NGhzmnz8HcSW+NJ99/3S291xZsDPVDCInhpvrkiUSCa14Kc/rsSWKOzfhLq+42nZ3FMbHSqXQWNb98SSfvjvFoq0ib/y+tCvdnviRqpViWDZnaJEX7bTaTKqF64vOlSl9kxrVTvPfyarEnK+QZVO9ylmCAq7z53K9OJeZqb+FKhd0lQZ1j7JpR+M7Y+nQaCRC6GvaAdSsfprZsyEiAt56C7p10485bhy4u2f3ZeBAeOUVCAmBefOge3dITnbkp1coFAqFq1Nka9pZg7mLbe/InST3aUrwRslm7nZnK4j0RYVt2HIzbEjxa9XsqL7uDZZFIHt/f/ZKz5kZtpnB6Pff2DbC4mexdp1Z43I3vciZQoOtn7OwHG+G/TYv/uZXvDS3TnNzn0qPzRuFVbAzUK/WCXp2Xse8RT356J1P8PBId7nzXG77rTX8u+8+WvZYwF/znqVT2602rTM/ZRe8I3cSzN1zgS3XFwZcYbsXNOnpbri7Z9Cy6R5nu1Jk+S2yG4NemMqDjfeyePZwSpe65WyXCgxD2muLJnvYvLMR67c146lHIwGoUfUM9993mDkLezNyyJwsQS6wzHV8vFPIzNRk1b+7cLEcA0dMZUDfZQwdtIDMTEG1avoou5MnITTUdMfYrl31PwDLl0PPnrBiBfQv3NVrFAqFIs/4eHjQMCTU2W44lSIr2ln7lN3cxbapm1drxoTieUFd0OTlZvge4c5CxEPOYtb59dee9XTuEbRMfBZb12ks3BmWM/zfGVj7OcG+35ejyJl6bIu/9og2tLROc3OfEuxso7ALdgaefmwRfy7vyvI1D7GsXrJLnudy7reDrVgmNqoOUmr4PCGC32JsTz7IT51Ug3Bny/VFftdZmJES2vebQ8umu/nwrfzVtlGYpl3LHYwYPJeP3v4Yb+9UZ7tToBiEuBaN9lGm1E3Wb7kr2gWXv8wjPVby9Esfs21XQ1o03geAu3sG5y5UoMn9B/Hw0DfsSUt353RMKCvXtWHooAVZ9e88PKBOHev96d4djhyBWrXs+CEVCoVCUegosqLd5h3mn7Rbe8Nh69N7V7yRKark52Y4p3Bnjty60OXVX0cUwM4paJnC1nUaxjV+7Uys/ZwAwbiucGe834Jt+5fxPpQfrFlnzrnPeFnD+wrzFBXBDqBTmy1UKBfH6FlDcH9kHeCa5zlbz9npt70AcPe1Lf/MXud6Y+EO7u0g64h1FlZWr2/F1l0PMOiOiFIQnIiqzIZtTfH2SqGEfyL+fkmU8Lvz2z+Rkv4JeaqD6Gqkp7vx9cwnGDF4LuWC4vnig/ec7ZJTMDSQiKh6lhrVTnPoaA1iL5UluPxlAB7tuZIf5jzG2Pde550xM2jfajt/rWvD+Yvleb7+3KxxwirGsn7RQJPNe2zBINht2wZaLTRVVUIUCoWi2FGkRLtKnr7ZXufWYc0YW+rP5Hbzmt9xFXnHHjfDxsKdOQzRePkR7hzdsS6nwGbKJk/jWpm2VRBY8zmN02hd7TjMbb+1dv/KuQ/lB2vXaTz3GUc4utp2dUWKkmAH4Oamo0znPRz5tQuhnbcTti/JZfcDW87ZCQerALDvRAjuV0vatB57neuNU2Xtdd1SFJn8+fOEBsdmRT45iuRkT/5Y3oWf5z2S1YzAHPfV/o8u7TbR5aGNtGi8D3f3DIf6Z29u3PTn0ee+ZN3mFlQNj6Z7xw3OdsmpGFJkmzQ8wPbdDdm6634e6bGK9HQ3PDzS+ez99xj7/us8+eKn1K15gn2Ha9Ol3Sae6LssawytNtMugp0BnU7flCIhAfbuhXLl7Da0QqFQKAoBRUq0M8aaIs+21p8x3ATYc1yF7djzZtjScjnTaPMi3DlasDNQ2MbNKxa/M1xTuDO13xrXDzS1f9lzH7J1n84597nK9nRlippgB/r95kbIJcjUoFlQG+8jM5ztklmsPWfHnvLgKhC8Jw13D9uaQ9jzWDAIdwW5zsLE5h2N2PJvIz5//72sFER7s/9wLX6a9whz/+zJzVslqFo5mg/f/JR+3VcBkJDoy60EP24l+mX9fSU+gPVbmjHt28F8PGMoJfwTaN9q2x0RbxMhwXEO8dVenI4OpcfA74mKDuXnz8cWe8EO7qbIPvTgTmbN78/fG1rRqc0W9h+uRZOGB2lY7xiLZz7P4lUdOHaiGm+P+Yq2Lf51qE9aLcyfD82bw//+B2vXgluRvYNTGCOE6GuFWYqU8i+HO6NQKJxGkZ3yc17YpslUTnAAgAjq4yE8zS6fm725i2V7jO9MewOH5b8u4Y8pe1M3w1fjdYwefwWA6ZOCCAzQmh3fWntDpFnLpkdYe9YPj79PUbH3Q/gsNn+BZvA/qE13ElpJBMKs2OIo/4uj/cywzQxMTmfF+DPoOrUnWHc/fkv3mh3f0fvz7d6NiT78Fxltw+nYOBPQZO0LuQl32kWbssYP7zWcSxYEO1u3z+OHmtCo+h42HvQkPC7conBn7I8rzw+uYF+170jAvGCX1/1/rlmr/I9vyt7QdMKj3HVKBsVw/nBjErmBOydcbvsb25vap43ty/IEoSTjt3wLGqFzrv+LXPv86yz79OR0pnz5LJ6eV+jZeb5ZWwApJWfXnubKkoMEBXXHPUcWRk7m/dmaUW+P4NqN+/H0SKVf91U8+8RCWjfblVWLzJicx8s7Y77i5i0/1m1uwap/WrNqfWsi/9J3GG1U/xA9uyzmyH9foNWmOv38aGx/9doD7DnwO5lSy+r5g2nTYpdT/XEV+/hrOl566yYpqW54eSXwx7IubPv3fo5HhbNi7hA6P7QFH58UHu+7PGv8QS9YP35eadAAfvgBBg2CsWNhqirrmGcSYhPZPGEj1ODoOQAAIABJREFUjUc3xauUl1nblBsp7JquP5dYY+8AfgCWAOZqo7QGlGinUBRhiqxol5MTHCCOu6HqdTGf8lDc7A0YlnG2P+bsjWt6GW6GR4+/wsJlCYC+JskvM8qbHd8W+5lhm2n2SRkuzdhLxXGvcuWvvVQyO7re/wod/8f+ddMpXbor3ccF2c0fZW/Z/n2fzeyv6MvJ6TNg9IuEas2LUo7cn5P7NCX68F8k1/ajbdcE9nxxlMPT07LZ5BTuUrs3Jm75csIb9OFCswy0eJgVfW3dPp2OrmXUR0l0nNGFrSvPUP1aHbPCnavNV65sX/LCQdIer5/1Xm7fWV73f2tFO3seXzm7xLpfWcdNBhNPGwT62nautP1tt59LXXHShfxR9jm5EXWdL96fQIdHSvD2lHMW9+eMDNC4aciIv8bZS8uo3ugxk7bXb5Tg6Ze+RJcZi0Yzkh6dlzLnK/MiYm7HS8kSifTt9jd9u/2NlHDkeHVWrmvD70seZvxH7yBEF7TafghxxennR4O9lFfx8b7CzpUvEVH1rNP9caa9TqchM1ODu3vGHfsXyMx8HgihVvXT9O66hn7dV9Gw3rF8+5MfBg6EadNg5kz49NO7NfgUtpF2K5XotWcQQMuJbcza7pq+k+i1ZwCssncAK6WUz5gzEEL8WlDOKBQK51BsRDtF0cC49g+QVW/Nw8OxVy4ZyRnIzEwyU1LRZaQBlrsM6tJTQEoy09Is2irsy0dfXuPXZzIZSHkurPkHbd9eZlPPQm5HUD5dX0zczd2bZJ9SZse31T6jbThtuyawZuQqvnrDByhxj42xcJc6Yy1hdbqQ3rcOt9aso9fkqnZNr1y36TZPP6xl1our6PpTD3afFHZruFKUsWb7ZGY4/3gPDXajbg1Poi/YN40wU6flNI/gzr+kM8WuYzsLiSc66YlWFK8uma6OIb0ZYPvvqTx5P2xb8R8zf/OwuGzPZdXZ/u0xyg8fQqlVV8wes3P/7IUu0xs3t/4IsR9PD38gf6KLEFC35knq1jzJay/8yEN97mfTju/JyNjDpctPA+ZFYkeyeGUH9h6qCYxCiMN069CciKrmHyoWZaLOhjLug1dZv7UZX015l0d7rrzzzm00mj/p3nEmkbNcq9HIwoVw6pQS7IoLUsqB9rBRKBSFm2Ij2kVQP9e/lX12yhHqEv6Yszfutteq2VEGx7Ti+483IQSkpUmmTbR8ATp9UlDWBY819jX61+LELonG24ug0IZw4IBF/xM9fAgMqY9P65bAGbv6o+zN897YQMZ/HM+K0Rreun0/Ow6QrZFCTjRaDy4c0dctCr+vp8XxbbGPbSPo2DiTPV8c5as3fOjc1nSqlkG425jWBZmRwa016+g2oZJFwS4v23PMhCt88YYvq900Fmvcudp85Qx7g4BgafsEVKyHpSpWed7//0y4573BMa3u+V9KjxRuntrJ7p91+PlafsBgrT/XLlUhAz/qsoKrBAABLvt9WWsvmM4WWtGGZ13CH2V/F8O5Pr1FHw4syGCA304qtJMMjjGfnvbfrXDKj2hNqb8uUXL9aTCRfisl/Dj3EerXPkTdWlGAv0PORwt/3MWQMW3ZuH0e67cuZdq3nzB62M8mRRdHnB8Tk3wY9tp7zI/sQa3q/9GnawXc3ROZNrGMXcZ3VXspYeigB7l02Z3klPJUrVSFIWOq0rrZLp58dDF+vrfZte8+enZeR6WQC0bjzzQa33y6q63+55V166BdO6haVf+jyDseJTwJaRFCo9GW64g2Ht00Ky/VGntHIoRoAVTG6P5dSvmL0xxSKBQFhpDS+sLLQghpi31Bc/HWzay/nyw1xImeFD7WyD8A6Cj6O9kT6zEU5y+IQu85U8SsiUYqisXoCyvG319Bk5fv3uCvIxuX5Fwf6Bt4qIYT92J8LIP5OcCRjWc0FfQROpkXqwO5C3Y5ye/6jY+dG5N7kXSpDK14HiEy8zWuq3BUDuMq99NaDHO2KwoTxLZ4lKNbH6HCS/Pp+MQas7aWztPGx2ct/2T+euZtvpoynuFPWa6Vl18SEn0ZPGoKkX915tFeK/hx2pv4+iQ7fL1Hj1flkSEzOHG6MhNe+ZKxI793+Q63hg6uAH8u78SZmFAuXw3gSnwZLl8NoG7NE3z0zicAdHp0Fhfj9GKZlPrvtku7TXz67hSkBL8qB0lJuSv0li51g1eG/8y4Ud/eWaZgotY05U/kednZs+Hpp+HHH+FZ088X7IoQAmnYoEWMwFqBstvsXvka45emP++RUjayk0sWEULMAaoC+wFDAVYppXypoHxQKJxFpbq15Zt/5C8LfHitBwr0mLU3xSbSTlH0yC3iztVEMZkpSL/mT9y+CBIvBvBhSh3OXyxP0m0fUtM8SE31IDXNg7Q0d1JSPUlLc6durRP077GKDq22OaxLXnHDEMHmzPXbaj84D8vlFUPDlfx2Si6K5BTfXaUzsbHQatYO++xHugRvbsSFE8byIiPYAUjc0ODaAkZxR7NVHwGl8U226uGLtQ/WTi5phY/3bR7vuyzfPlqDv18SC38cycczhvLW5DGcjy3PxsWP59rswl6kprrTZcBM0tPd+Pv3p3noQdeb02POV2Df4docPhbBwWM1OHS0JmUD49mw+AkAPvx8BPsP18bLK4VygVcJCriebfkqlWIoWeJWVtdXISQVyl2+8zfM/24UJf0TKF/2KhXKXcHPNymbSOfqaaYbN8Jzz0H79vDkk872RuFEGgG1XTp6RqFQOAwl2ikKNc4U7qSEDPxIIYAUAkkhgFQC7/wdyO2VFUlL9oPFGs7fWWYrEFD6On6+SXh5puHpmYanh/7HxzsFP98kFq/syOwF/ShV8iY9O6/jkZ4rlYBnBwzClDPWW5DL5RUl3N1LbtGyriDc5RYZmRuxbQSbd9S2i3CXuKcmUmqpwMZ8jeNqZCrRzuVJxw+A4APJeBy3fL9qzTGZmerOmTVNeaLnCkr4J+XbR2sRAsaO/J7AgGsMfeVDfovszhP97C8apqe74eaWgadnOrO/fI2IKmepWMFS4n7BkJDoy7ZdDen80BYARr39DktXdwCgauVo6tU6TrMH9mfZr5g7BD/f2/j63M5VYPv2k/Fm19ej03r7OV/AnDwJffvq02EXLgR3d2d7pHAih9EX3LzobEcUCkXBo0Q7RaHHWcLdZn4gjewNCAQZeHINL65SMvAcnj63SG6QQMMWh/EtH8+vjZbh42O+qHFqqjtrNz/IwqVdWbKqA7/83jdLwBvYfwntWm53+SfDroqrRWK6Gkq4u0tOwc543xkMThfuLAl2oI84spdwl7irDr6lLuF385xl40KExA2hRDuXJh1/APz/2kRqX/OZLdYei0l7a5Bx24shT/yeb//ywuDH/uTbWY/z9uQx9H34b7y97dcI5cLFcjw27DP6d1/FqKGzXSK6LiHRl6Wr2/HHsq6s3tCK1FRPove0IiQ4jrde/pqxI7+jbs2T+PnevmfZ8mWvOsFj56PT6QU7IWD5cihd2tkeKZyBEGIZIAF/4KgQ4l8ga8KQUlouxKxQKJyOEGKMFWZJUsrvcntDiXaKIoEzhLtQ/kJDOl5cvfMTjwc3s1LHkhvra+e4A8E21Lby9EynW4cNdOuwIVcBr0u7jXw9ZQKVQmMd+OkUxRXDfmroZFschbvcIuyMyer06yThzpbag4Zu2/kR7tLjS5B2vhzB9dbDTcv2hYmybM+K5FK4Jun440YiGqGzy3GWmerGzfWNKFk5luaN9tnBQ9vRaCQfvDmVrgNmErmyI4/3XW6XcdduasHAEVO5nezFyCGuUZ9+59776P3Ut1y+GkjFCpcYOnA+/XusokK5KwA0anDYyR66BqmpsH07/PMPDBkCYWHw6afg768aTxRzPnW2AwqFwi68BnwDmAu9GQ4o0U5RtLGncBdzvgJ/rWvD8KfmZ0upNI5sCReRJpe3VzH6nALet7Mf552PXqZe2xW8/8Z0XnjmV7TaolNfSuE6ZAlTxVC4847cmSXcGRqCGGNqTjD+n+H4t9cDhMExrZjNyWzrtPb7yKs/hs+pS9B3PPb2v2aTz4WB8mKbs11QWKA6s6mA/VIc4/9oT/rlMjT+fJpTo9YNUWUl/BPtMt5XPw/k5Xfeolb1KBZ8P4paEVF2GTe/VKscw/33HWHsi9/Rsukeh9bwK2xcvapvLrFuHWzZAikpoNFAgwZ60a5zZ2d7qHA2UsqNAEKIj6SUY43fE0J8BEWsZoVCUXSZI6WcZM5ACOFr6j2N/f1RKJyHd+ROgjfKrGLVealhtnR1O+7vuIRxH7zGY/u6AbZFtjiqe6SnZzqjhs7m0IZutGq2m9Hj36ZljwUcOhZhl/EVipzMDNtMq2ZHs/Zng5BVHDDMJaA//g1ziaVOu4a/8zsPGZPb8o4WUI0/Z+l/9YWUfLc5JyrJkUipIUlWIEP6ONsVhQk0IpMS4qxdxoqLrkPiv3Up1WkHwU3vjaItSI5HhQNQo+qZfI91+L/qjHr7bbp1XM+2FY86XbA7HR3K8NcmkZ7uRkCZG6yY+xytm+8u1oKdTgd79uij55Ysufu/N9+EuDgYNgyWLoVr1/RpsQpFDjrm8r+uBe6FQqHIE1LK1/NjoyLtFEWO3CLurEGXrmXvV/059lsnytQ4S7sPvsM74JZLCHbGVAqNZfmvzzF/cTdGv/M2jTpF8voLP/DWy1/j5ZVm9/UpijfFPeIuZ3opWBbxDZF6wRulzfOQKYy7ZhakYBe8UXI13RMAN5Idul5nkEgIO5lKXaZTHhV152oclK9QmiOEilX5HitRhnB6fwe8qsVQqst2O3iXP05EVcHdPY3wsPOWjU2g02nQajOpW/Mk6/4YRMume5weff/XujYMekGf0ffCM79Sr9YJp/rjTKSE35c+zPzI7mzaCTdu6P8/dCj06gXlysGVKxAQ4Fw/Fa6LEOJ5YARQRQhx0Ogtf1AnLYWisCGE8AT6AZUx0uIsReEVWdEuQ6aTSSYewtOsXZpM5QQHAIigvrIvIvaGm+1NuhrEL1qCTEujTO8eaH1zjzpNjy/BldndSY2ugHvZBaT6f87eE13QXjB/c27sT5XeI7hoQbC7Gq9j9Hh9HZfpk4IIDNCa/bym7IWAAX1W0KnNVl6d+AYffj6C+Yu782jPhRw9MRs/37P5Gl/ZK3tje1PCnasc7460NxbuNm6oQsbNW3j9tQ2qNDcrnmWl2P60iXUXqqEtVdLk/GNAl5TEtcX6TpI556vc0nBt/bwZKRlsn7yVQT6XTe4PxoJduXUpSK0HF//dCvTEjXuLxOfHH1ew9yUWQQaJVCZNrne6P8r+rn0aVblMM0qSu+hjy/g66clBRoNIotTDv5B527Kw5ej59tDRynh7nWHwqAt5Gj/xdhh9B3/N5Lc+ofNDW2jTYleB+p/TvkxpN96b9iKTpo6kQd2jLPxxJFUqnTNp76rnO3vYJyb5kJKSwOjxV1i9/gm8vSvSrx889JD+Jzj4rq0S7FyDlBsp7JquP6c3Ht0Ur1JeTvYoi3nASmAy8IbR/xOklEWvZoVC4SSEED8D3YHLUsq6d/5XBliAXmA7Czwqpbyez1UtQV8heg9GTWUsUWRFOx06TnKQujQxa3eCA8Rx96JC2Rcde+/InbjHuJG4R38S9r6YSUTjAffYxV+oRszeLgCUCHiVhCufkXEFfOJSs+xN3Zwb/KnffjSxbbUIzEfYjR5/hYXLEgC98PbLjPJmP68l+4AyN5j5+Rs83ncp7097kSlfvgK8ghA7OB61iKW/bDHbec3e/ij7omufm3AXtehLlzneHWlvEO5O7lkKSCrd35+oRV9SV5gfP2rRl4T3HsGJufPQaNxynX+y+bNrMUnn9Q/STc1XefHfwKU9F4lee4bzIjPX/SFnhJ3UerA9ciwSfcMrS6Kdq3xftthrRAa+8jwJVHIJf5T9XXt3hiLIoIKJkk3Wji8lHOM5bhNCiZLDEMKT+Mjt0KGBWX8cPd9u3RVGQuIxFi5LsHn8q9easP/wfNLS3XF3z737cUGfL0r4f8M3s57gyUcX8fWUCfd0xC1M57u82EsJ23c35KuZA1mx5iE6tanL0r8TkLInq+Z70qjTWbPjK5zLruk7iV6rT1UXQMuJbZzr0B2klDfR3+APEEJogXLo79/9hBB+UsoYpzqoUBQdZgEzAOMuTm8A66SUU4QQb9x5PTaXZW0hRErZxdaFiqxop1AAJOzeRvXGj5GRnoy3X/bHmTJTcOZQWy5GPYBf6YvUaLKclKRbJCf2AsDbP0j/20IqWv32o7nRvTwJW7fT7dVSDu9amxsd22yjY5tt9B3sxrK/u5GZ+Th7DnxMaEMdD7XcwYA+y3is14p7LqIVClvIKdxV6jGEuGUTnO1WgeAduZOwLp3w8PJne+QblCPUquV2LB5H896TuRV/1qJt2UqN8A/Q17nKOV8VdEoswOnIGXfeLQFkoi2C6bEAfkRznXqUdrYjiiwknlyiDUH8i4e4la+xztKXS7TBj6m4e+4EWtvHyXyg02lITKyCEEtsXjYz8zHWbppJeFgcS38ZRs3qpx3goe0Me/I36tX6j6GDFji1wYczWLSiEx9+9jz7DtehZIlbPPv4QmLO68uGC3EJjSbMyR4qCjtCiBeBd4E4wBAqLIH7nOWTQlGUkFJuEkJUzvHvXkDbO3/PBjaQf9FumxCinpTykC0LFVnRTouWCOpbtDO2UfZF0/7ELr2IFkJ9PIQ+olVKwWFGEccDhLKC6td/RfN3RrZ0G719vNnxq/QeQWxbLQlbt9P15RIWBbvpk4KyLmanTQyy6L+t9t9/msqYCd8B3zHsyeasXt+T3yJ7MGT0FMZ/NJq9a3oSFHg3qtfR/ij7omnfqtlRNlObsmskTXpMInrZDy5zvDvS3mflAU5wgHKE2jT+6cVf30nfMx31CqC9Z/4xH4Fvq//lH6hA5Q7htPC7zNR3736/ppprGMa8RTCppCCE+SLyrvZ9WWvvz1ku0YZKtEV/PVa4/C+K9v6MIg5/KrI2z+MnyyCi6cV5OlOeTVRnI+cDq5Du709An15AtFl/HDnfHjxag0zpQdOGMVQL97d6/GvX72fV+t9o9sC/LJk9ksAA03NEQZwvrt+oz6mzT/Huq19SpfIJs/XrXOX8ZQ/7D9+syLkLQYRWvMStBF/+N/RzalQ9w9cfvcMT/Zbh53ubq/EC7wn+ANSO8LA4vsK5NB7dFIPW3Gi0SzbdehmoIaU0f2OiUBRBfNzcqR9gPhraCgKFELuNXn8vpfzewjLlpJQXAaSUF4UQZfO6ciHEIfRCuxswWAhxGn16rNAPL80K8EJK6zs5CSGkLfYFzcVbN7P+frLUECd6UvhYI/8AoKPo72RPCoaTciDR9KIav1I5D0+6oWCaTtgDKWHS1JFMmjqS0/+2pVJorLNdUhRiLHVPVTiOvMzTho6/sW0ErZrpu2Uaz1XWfJ9nZW9O8QRteBp3kZT3D+CiJMsgblKD8mKLs11R3OG2LEc0vajJDxbF4pwkylDO0ps4HgQkwaynBj+jERkucd7W6TS06jmfk2cqcWhDN7MlLHKSmSn4ad4jPN53Gb4+zo98PXQsggbtlvPhm58ydqSle5/Ci5Sw+0A9/l7fkg3bmrFtd0MebLKHvxfo2xP9+kdP/tfrL5OpygCa8oWrIYcQAillkYyZDKwVKLvN7pWvMX5p+vMeKWUjO7lkESHEeqCjlNL0TqZQFFFqNagvZ65Zma8xmpetaPGYvRNpt9yopt0NKWUpo/evSynzlJghhKhk7n0ppdkniUU20k5x92ZN3VBn57zsQDS9CGE1lTAt2Bm2nymcfeFvLUJARoYWrTaDihXinO2OQqEoQEx1sp0ZttlqAdYfffpdAuGU4XDBOV9AeIsreKMvMJ8u/XAXiU72qPiSLn1xIwkfEUctbBOBbsgIztKHqzRCSwqhrCSMZXiJu7Xac+sIXdDn769nPsHOvQ2Y89UYqwU7KeFqfGmCAq/z3MDfHeyh9dSrdYKHHtzO1G+e5bmBCyhT+qblhQohA4Z/xsKlDwNQv84xhg36jU5t74r8A/svdZZriuLDaWCDEGIFRsXrpZTTnOeSQlHkiRNCVLgTZVcBuJzXgQyinBBijpRykPF7Qog5wKBcF7yDEu2KKMZPk4NpqoS7O1yVDTjOEALYSwQ/m6y7Yrz9zOHqgp2Bs+cqElLhEm5uOme7olAoChhTwh1YFzFpEO1uUaVIinYGrsm6HGAsDeUHlBL/OdudYoeUGvYzDj+iqcUPNiwHZ+jLaQbgTgJVWEAIq/AwIb7mJtwVFImXyrD0w9cIbn6IAX2WW73cT/Me4Y33X2Prsv9Ro9oZB3poO1MnTqZRp0gmfDKKLz+c5Gx38k3SbW8i/+rIb5E9mPfNaEqWSOSx3svp2GYLvTqvM5uSrFA4kJg7Px53fhQKheNZCjwFTLnzO2/pedmpY/ziToOZBywtpES7IkhOwSm2jVDCHZAgK3GIMfgSQz2moxGZudoVNcEOIOZ8RSqFqLRYhaK4klO4M2BNirOHSMRLXiaBKg7305mUIAoPbnCIUTSTrxbJVGBXJoaHuUkNQlht9TKZ0o1jDOMibSnPJmryA24ixeJyOYW7gkBKiPu+NzqdFk3HHTxzrpVV1xDHT4Uz+p23aN5oP9WrnHW8ozZSv85/DH/qN76dPYAhT/xO/TqFU/Ded6gWX80cyMKlXUlM8iM87BxRZ8O4/76j9O5quraitRiX8KlQomS+x1MUL6SUEwGEEP76l1KFhCsUdkQI8Rv6phOBQojzwAT0Yt3vQohn0Yvmj+Rj/HHAm4C3EFkdtgSQBpZTC5RoV8TIWa8F9JEUxV24S5Fl2M843LhNA6aYvKjPbfuZorAIdgDR54Np+2Dx/O4VCoUeY+Euto2wqSahP6e5VcRFOzeRTF35Gbt5n2MMp56cWuy6YDqL27I8UQwgkN2Ux7pza7r04wCvcoM6VGEB4fxh0/dlLNwVBEn7apB8tCpl+qzHPeCWVem5aWnuDHrhU7y8Upn5+Vg0GtesKz3xtc/x9kohNPiis13JE6fOhNGo0xJ8fZJ4pOdKnnp0ES2b7nHZ7a1wfYQQXYDPAS3wo5RySi42j6LvCCuBA1LKx82MVxeYA5S58/oq8KSU8oj9vVcoih9SygEm3mpvp/EnA5OFEJOllONsXV6JdkUIUwWWB1O8hbsM6cV+3iADHxrxTrb6Nsa4QoFqR5Ce7saFS+WoFHLB2a4oFAonYyzcGV5bQwlOc4VmZEgf3MRtR7roVEqKKKrK3zjFIGJpT0XWOdulIo+UgqM8j4Y0avG9VcLbbVme/YwjmSDq8nmem4gYhDtHk57mxfk1D+FX+iI12Yu4I5xbEu4mfDKKPQfr8efPI1y6Jm2Z0jf5ePzHznbDahKTfJg1vx8X44L44M1pVAuP4devR9O13SZKlUxwtnuKQs6ddLevgI7AeWCXEGKplPKokU11YBzwoJTyuhVdKb8Hxkgp199Zvi3wA9DCAR9BoVA4CCnlOCFERaASRlqclHKTueWUaFdEMCc4zQzbXGyFOyk1HGI0SYRRnyn4i9wbsxRVwU5KWLyqA5mZWsJUeqxCoSBvzYlKZNW1C6cMRfvBfiWWcY37SCbI2a4UC5IpRxIViWA2nsJyvbBEGcoe3gXgASZSShzP1/oL4nrorHyODLy4P3UCPov11yGWGmJICbGXyvLcwPl2Sc8sCHbvr8v4j19m6ruTqRUR5Wx3shF1NpQt/zZi1777mLeoBzdvlaB1s3/R6TRotZkM6LPC2S4qig5NgFNSytMAQoj5QC/AOIXnOeArKeV1ACmlpQL3vgbB7o79BiGEr33dVigUjkYIMQV4DP18YCg2LwEl2hV1rBWcWjU7WmC1W1yFGLoRz/3U5AcCxX6L9pZSYgsLOp2GxSs7MPWbIezc24CggHgeUumxCjtg6DraqtlRNqNvYpDcp/g8CCiulOAkgnSu0LjIi3ZCSBrID7PqnkqJSpN1ID7iEi3kKNywrobgRdqQgTfNGY2PcN3oM2NuUoMyHLjnwaEhVR3I6upsQAiY/eXrZGRoC9TX/CAR7NjTgPrtljHi6bmMf2VGgXWUNXTYPR5VhWMnq3LsRFWOnazKT9PfJLj8ZRat6Mwb77+Ot1cy3Tut5+WhM2n2wIEC8U3hWiQkedvjfihQCLHb6PX3UkpDXaqKwDmj987DPSG9EQBCiK3oU2jflVKuMrO+00KId9CnyAIMBFyrK41CobCGPkANKWWqRUsjio1olyZTOYH+5BxBfTyEZ5GwNyXYXY3XMXr8FQC++dhSxPVdDst/Xfrz2mKfIstwmkcJZDcV+dusvSWMt+f0SUEEBpi/iHaWfXKyJ7N/78P0757h1JnKVKkUw4zJ79Ktw0LemnzO5f1X9oXD3pRwZ0CnS+fWFX2URYmgqmi17mbH1y7aZPPxntipNimJV82ObxASC2L+SeneiMRrMQ73xxoc8XndxW3Kyl1cohWV5E+cYo9dx3c1e4Ngd0tW4ShD8JYD0XKp0Phf2OzNNf3IaZ9ECL5cMCnYueLnTSOGVHxJk6l4CM+s+TK2jch6WJjb9duHb4YQXD73plkGXOl80bjBIbYtb0+vp4Yz46en+fWPnnz41jSGDloA5C6A2zK+lHAm2ptRb3uRkFiV1s0bMOiRNVSvEs3vSx/m8eGfZdl6eyVTq3oUUWf9GfveQZJTvmfb8tU8UD8WNzedyXU4ensqnE9G/DUu/zKPgL690PqZD1bTJSYRv0jfMDKH/VUpZSMTi+X2mCdngUQ3oDr6wvchwGYhRF0p5Q0TYz4DTAQW3Rl/ExRo82uFQmEfTgPugBLtcuMEB4gzeuhRlyaF3t5chN3o8VdYuExfl6NjGx9oZnb4LAzrcMXPa6v9SZ5CoqEGM++5SMxpX5XWZsc33p53WZbYAAAgAElEQVRCwC8zyruU/dcfVWH6d4P56ueBXIkPoHGDgyz4YSR9uq5Bq81k0AuXXNp/ZV/47HMT7gxE7V3I1fMHAQgMqU9EY1O1XfUkdqxF3JrlWa8tHe8JHWpwcP3nZGakmx3fEAHo6PknpXsjDm2YQUrStQLxxxKO+rzBrCOOFhymHDddfP63l71EQxLlSWQO+nurA4XKf1e3z6Ayt2QkdfiaAJG7MJ1z/CRCKMFJl/DfWvs0zgKtOMEBqvYZCeQu2MHd+TYz81HmLVrA4Y1dzaaautr54oPPjhN9fghat8/x9Pic3fvrMXTQAjIzBRXrbyWs4kXq1DxB3ZonCQ87x6z521m94TRSenP2XDuGDCxDRoaWtDQPLl0OpPNDm2nReB/7D9eiTe+5JCb5Za1r806oWf0S1atE0/T+A0x990Miqp2hZrXTVA49j0Yjja5/EvDxvuz07aNwPpm3b5O0/wAIKDvIZO8HAOIXLdHbglX2dzgPhBq9DgFy1qg5D+yQUqYDZ4QQx9GLeLtyG/BOGu1L1qxcoVC4NLeB/UKIdRgJd1JKs8d3sRHtihpFtQabvYiX9YijBVWYj7ewVCaicJOSWob2/eaw+0A9Hu6wnlef/5HWzXepdC6Fw8kp3Bm4HSOQdy5Pk8sLi90ZpS6AumkjOLzxa4vrTO7TlOstM/GIDSf5+Amz42dFAC761/oPZSPJfZpy/uAyPB+sT/La9RY/bzCO9ceRlOEwXlwhiSeB75ztToFQUpyitHyaa8wG1pDJQGe7VKTIoDZplMEd61IoM/EmmSAqsN6ysUtxCahApR7DANOCXXb09f2u3ShZAP7ZHyEO0b51L779pAIAKSmePN53GYf/q87fG1oye0E/AOrWnAzsA0qxbdcPbDOSLDQaHQGlb9Ci8T4qlr/EMwP+YPOOkxw8FgVE0a9bLI/31Uc+VQ69wMvDZhXoZ1QoTLALqC6ECAcuoK9flVPtWwwMAGYJIQLRp8ueNjWgEKIR8CZQmezF6++zq+cKhcLRLL3zYxNFSrSrUML0hY1xCqQ16ZCubF+lzwsWBbvpk4KyRJu+3fxYH29xFQCUI9TlPq+t9tV4gL0MwZtLVDJxTOQc33SihB7j7TltouXi5AVlfzu5AoePLSP6QhiLZw+jR6fcb2Rc1X9lX/jtjYU7A+n163B+kz8AIa3DcPc2Xyty44YqJPQKo6HHa/itOWbSzvCwQian0X5cBDfPlDU7viECsEqfFyDyK8C+848hxc19WBc61DxA3IMtzftzpxlQlcwRsPjrPPgTY9HWFv9ttRcikzC5jBM8Q2kexZPtLjf/O8K+LukcYgjXmUUSf5IuJ5lN53Q1/13Z3p123CQDP85bZV+BLlxGg6+V9q7yeZNIJgFPMlLdudzBvGBnmG/jr6ey6h+Iv17K7Piufr7QaPRR2D4+KUydODnLLv5aKaLPB+PpcYmPZviTmZnMS0PaExQo0Wp0uLtnEBRwLSuVNSjwOtPf+5Cr8TrGTLjisp9X4fpofHzwrl2TgD69LNoG9O2VlexqjT2AlDJDCPEisBp9vbqfpZRHhBCTgN1SyqV33uskhDAUo39NSmnubm0u8BpwCDCfM69QKFwWKeVsIYQHd+paAsfvRNyaRUiZM8XejLEQ0hZ7Z9JR84izXXAIeY2wGxzTCtDfNAZvlPcUjV8j/wCgo+hvR2+dw1nZm1M8QQM+sKr5BNzdrpaffLsOUWdD6fToLOKvl2bJ7GG0aZFrRL1C4fIMjmmVVRQ6t/kJbJ/7cs55YN8ukTlrUlkzZ1jzOc3hCvO0TrqzjRl4c4kHmFCsInrjZX0u0I66fIlGZDjbnSLBPjmOVMrQTLxmlf1F2YojvERzXsZXXHCwd/YjptFTnNjVnYpvzKJ9H/1cYWnOOBMTQrWm//DTZ2N5+n+RBeGmwoHE+dy9RjMXZOAqCCGQUhbJGd4zLFRWfPXlfI1xZtSre8zUtLM7QogtUsqWBbU+hcKVqNWgvpy5ZmW+xmhetmKBHrOmEEK0BWYDZ9E/EggFnpJSmu0eq3G4Zwq7oVJiLZMiAzlNP4L412rBrjBy5Hg1Wvf6jYREP9YufFIJdopCzcywzVmCeWwbka2pBeRt7jPYtGp2NGvZnOPmlbwIdgafzH3OwoBWpFOZRdygNtcoXlk5AeIA94npaEQGqbIkqdL1b7xdnQTC8ees1fZJhCDIwJtLjnPKziT3aYqHlz4ys3bIVcC6B4NlSunr0V+7XtpxzikUisLCBCHEj0KIAUKIvoYfZzulUChsZirQSUrZRkrZGugMTLe0kBLtCglKsLOOS7QgEy8imG31MsbbFlw/yi4h0ZfeT32LEJINkY/TqMFhZ7ukUOQbU4JWfuY+Rwh3eRXsjCnswl1F1uHFFY4zGJ30cLY7BY6UcJDX2MYXRMseZMoiVWmkwMiUbgSxi3Jss3oZHfr9LSlbjXfX52Z7fc2+2B11rJ4zSvgn0q3jPwx+7A9HuqZQKAoHg4EGQBegx52f7k71SKFQ5AV3KeVxwwsp5Qn03WTNoq40CwH5FexySxNzFo6+QU05Uh1OZCJ7h5Mswq1aprCJoaPefpuz5yqyftFAatcw3VHO3sRfK0VsXFnKBV2lbOC1AluvovgwM2wzg7lb+y2Y/D+syK3LbX7nobwKdsZzsfFYwZj3x55pvdZg6HJrCo3IoLb8mr1M4CSDqMlPBeid8xECasuvOcmTnORJztORCDmbQPYUq3Th/KIRGdTiB5uWCSeSy7TgIGNoKt/ATdx2kHf2xa10An6Nj3BsQQfOjAwhPMx0TT4DQsCS2cMRAhKTfDh2siqNGxwqAG8VCoULUl9KWc/ZTigUinyzWwjxEzDnzusngD2WFlKRdi6OIwS7gr4BNFAQESW6DHe0bmlW3zgVNsFu4bIuzF7Qj3EvfUvLphaPb7tw4WI5Hn3uc8Ie2ET7fnN4auTHbNzWuEDWrSh+5Iy4g/wfn7lF3OUVewp2xmOaoyCj8YwjHM1RRhwmjGWcpwtXZcOCcM2l8BWxNBBTaMAHCHQc4A0u0tbZbhUqpARbS2Z5iFvUYzoplOUoz1NIyiwDULr7FoQmkzfef9XqZQzXMq9Pep22feYS+VdHB3mnUChcnB1CiHsvIBQKRWHjeeAI8BIwCjgKDLe0kIq0c2GKmmCX35tla0i44AFX021aV2ER7M7HluP51yfRpOEB3hnzlc3L63QajhyvzvbdDUhI9KNbhw3UirAcqffKu+M48l8Ef819Fj/f27w47l1efXcc3099i4b1jpGZKdBoJBkZWo6eqMaeg3XYe7Aux6PCqRJ2jvvvO8L99Y5Qr9ZxPD0tNsdRKLJF3Nnr+MwZcZdX7C3YGbA0ZwXTFBY5Nk3OOPXXsE5z54yq/MY17uMoI2gmX8FD3HKof65IoNhPGXmIWNpRju0A3JL/Z++8w6Ooujj8zm42PaQHSIdA6L13kA4ivYjwAYqIAlIEBZFqpYsCUqQIiEoVUFCRJr23IIQQUgmEdNLL7v3+WBKTkGwSSLIbmPd59knZc++cmd2dufubUzwxIQ4TKUbP3hk2adhwgnVUF2txlQ4VepyNdBsvsY27DCeEHrhzoAS9LD6MbBKoNfwPdn7fm5PnthTpxtv8D5dz7WYNBo7+lm+/mM+7I7eVoKcyMjIGSGtghCRJAUAq2gL2QgjxchWXlZEp4wghUoGlTx6FRhbtDJQXVbDLjKApKY7vb0OMTUKRtlMWBDuNRmLUxIWkpanYsvIDVKqcnQszMpQEBLviF+CJn78nl2/UorJHCO+O/DErlXXfnx2ZvWASkqR9P2z6uT8fT1rF0H6/PbU9IbR3+E+db8jl67WYMnZ9VrOLdUs/ZujYZazfNogVX85DCImUFBVOtc6RmGQBgKVFAtW8AthxrTvrtg4BQKVKo3Y1P62IV9eHXl2O4lIxvMSOmUzZJlO4K87PZ3bh7nnmKAqFEewK8iczXZjdRdp0kchdqy97inJ+1w6llE5t8Q3n+Ip/GUs9sfClTA9VSGpc0YpOQkj4MIlknHAWR/FgL+bSIz17aJiIJ8keEuoij/VgH7FUx4/hWAs/rCW/4navRKg17A8if2vO1LkzOP37QBSKwoUKOtjHcGj7CIaM/ZrxM+byKNKe2R98+1J+3soqZaFjrIxB003fDsjIyDw/kiS9CnwKeKDV4jIF+HK6xsnpsQaILNg9OxlJpqjMUgttXxYEO4Dla0dy5GQLls7/giqVgnM8FxNbji6DNlGj9Z+8++F8ftjej7CH5bGziUVlpBX3bvtVZvaCSdTwvsup3wZzYNtb1K11m3mL3+fyda2YkD3NKDNlKfRBBeIeW+Woo1PFM4hXWp/h6MnmaDQSSqUGU9M0Pp64mi0rp/Dvia7E3GnE+T/7E3mrCX5nO/Lz2veZ8s5G7O1i2HOwM+Omz6dK88OMnTafe0Flq6C4TOlREp/P4kizLSzFIdgV1uZ5yC3YZd9mQc0yLKVgqvAjkTQhjI4l6mdZQJIE9fkCZ44SRgfO8A0+YgKJwlnfrhkcAiUAEpoij5UkqMVKTIjmOlNIE5bF7V6JoDJL4/MZS7hwtS7bdvcq0lhz8xR2bxjHyCE7WbtlMJFRcldZGZkXHUmSLkqStByoAYQLIYKyP/Ttn4yMTJH5GhgB2AshygkhrAoS7OAFjrTLEOlo0GAsmei0SxOp3OEaAN7U07t9Up8mhLWFhDPn6DbBgo3up3TaR0apmTw7AoC1i514L6IdkL9gV5r7W6n3uzwsQHyMiVXzxXJtJNjHE+2wtVHqnL8g+w6ad5Bsk7O2VdT5sx/PZfMdcbDXv/2oiY78cXQKXTsc4q2hO56yMTNNwcwshVfanGHbqv8xbkYqRsokXu9ri421dv6rN2vwMMKBX9a+j5VlIlaWicyesoL+by1n2HtdaFTvCIvnlKe8k/b1yn73Pz3DCEf76Gz+BxMUepSQsP74B7pTtbJ2zTD9/TVP+RYVrWbOwgvAhaz9FQLu+Fdi+boRbPx5ABt+GsDQfvv5aPxaHO3vGNzxl+1fPPtnPT9Ex6iZ+Enh/BkV3AahERzarMLoyEFcq71CeMec58/c50Vd/ozKNi6zUURxnM91dcMdnpLB7/OCUHfuhIu6IRb7Luc5rzsHiKIhvowkQvyMEQEGcT3Vl7259IgarKOy2EkQr3KfLjhwGZUIKBP+l5Z9btGuqPMLorFgFFHs5gbjaCgWZkWSl4b/z2o/bMBeVqwfzpTZM9i+7yjWVn5FOL89RIi3OLitNo4OMQgBarUSI6OnoxUN5Xwr28P6ZeUx1Wkto2/UCYlE7d4LgH2/3igtLfTsURbN0abGdgPmSZIUBfwJHHzSdVJG5oXHWFLgYWIwn8nnJQTwEaJoVXlfWNFOjRo/rlObpjrt7nCNcEKy/tanfXLfZgRc20uqsKXze+U4t+gMfKdzeibPjmDH/ng+nmhHkxkmNJmiO8KutPa3atOhhLXSoEB3tOD7M7X+A4RHqNm8ooLO+XXZJyeb4B/kTqO6Ps88f+bxBO2dfEOwP3hkHkKYcNXHhNWbX6d+rVvUqXEHSwtt1zyVKoMKThFc9anJ5NkR7P1DO79SmZE1f9jD8pgYp1Gzmj8ZGdoFvnOFcNLSznEvqD33guMBiS0ry+fYvolxGimpJjn82bE/HiGuoc4w41GkfZZoV9j9lSSoViWAVQvm8snkVSz57i3WbhnMlh19sbe9SEzcVhSKP1Gro9m2Wnc6iSG+XrJ92bEv6vlh4ieFmz8zwu7giiRid+ynYecPCdy3Bi+jCTqjqHX5k9s2uW8z/Hd/+1znc6++E4CcEXbZ2eR1ms6d3Di7dj3Jaju8+76eZ9S2JAlqipWcYgGRTEai7zP586LZm0gxeLMFT7EHI5K4gh0xtAS2lwn/S9o+EVcAFKQ+8/zRhACTiWEVYXTAhSOl5v+z2isUgq2rPqBBx638fugECsVmHsevZ+/mOJ3zZz+/KRQ32LyiAh/O/4h9f3Zk0jsbGTFwD+bmKXnaG8L59mW2/+BdWxq66zSX0TNRu/eSeFUruiOB0/Ch+nXoCUKIDODYkweSJFUEugOfSZJUFTgjhHhPbw7KyMgUlQ+BA5IkHQey0gOFEDpr3MnpsQaE2Z5zOHk0xqplc/a+d4bK3bwKPbZ2dROMy5nkSMPSV0ps1aZDSenjTezfR0q1ycPcxe9z/0EFxr+1pWDjMoRSOQeFYinxCZUYP30erXttx6bqZT5bqr1GKxQaXCs+JCDYlaiYBqjVY9BoRvM4Xvv+ychQkpRkmiW+KZXaO/JWlonYlLsFVAbIM0LBySGK9HQjomNtcj0TgySpeRz/fClJzhUesWTel9w734GvPlmIRqNCo/majIxb/LI3nAq1z9C06y76v7mCKbNn8PWakfy4qxdbdvRmw0/9uRswErX6PdTq9/n3zgSWfPcmh463JD7hhbkbI1MGyTzndX3XFIcx/yPg+j4qdBxQLGUPipPs14i8UnhbLbHHrZ0H9v16Y+1QRedcplI0ZuwCuiGenFNktBhLCQA8ZjYwQ7/OGBDW3MaNAzhw5TlnWo0RNwiiN0IY5rI280YqaD/L3l6BdG7XGUn6EY1mBL8dukC3Ies5eLgtGk3hC9W1bHIZO5s4xk+fh2fj48xeMJHwCPuS2AUZGRkDQAjxQAixQQgxCGgE/Khvn2RkZIrE50ASYApYZXvo5IWNtFOixJt6BdpltzEEe+sjT7p5jn2b27EZjAquoPPL3bL5jkgSuDobUWNwTc7dLJw/rt3/h0KpItnYXPvEk66EuWsXuafWRtzUdmZzr9WD5AJCU91TaxPeTkXc30foOdOlwC+mmf4DLJ3nqNt5Hfbnr9Rl6eo3eXvYz3Rsc6bY59evfQQwlyVzV5KU7Ma1f6tz/WZ1Wj3pPKd9/R+Slqbitt9mzM00aDRG3PFP5ve/F9Oz0zFMTVPRaBSkpxtlNbGQJBg7IoExU415rasnS+c9/WXHzfkBpiap/HvHi/q1b2X5H59gw59HBUZGGU+NeZb9dXSIYdq47xk1ZA2jp1gTFdOIdi2qERntSvB9Z3zvVuavY61JSjbPd44rN7QPAIVCTb2at2nV7BItm1ymddNLuFQMN9DXV7Z/Ee03up/gjX+b0XFIMsesXiG2fHkkdAt22ef/9CN3Ll+vgq9/JVYENUCdbgRsACDoZiuUvhEoWIk5wSh4hC1mxIp4TIjBmBiU0tOdmvO6HpntOYcz2tqjJ87WzJGGW2MIHPmtPOZH/Snv2aTAG0F1OMF5BmPMWqrytU7b/PwpTvvKfceh8PkddXqKzutX5n6VpD8PaIeaytgwGlNcDWK9oS97jdAuPY2lBKqxsVjmt+UAt/gIf4bgJX5Gkp6uk6ev/TXbc47kvs1wPi44gbYj9qjgNuzZ9A+pqQuIjF7L5h1DWLVxGK8O+55qXveYMHozIwbtzhE5l9f5p2+PQ/TpfohT5xuxdPWbfLH8XfyD3Plx1QcGdT582e1rehsXaC+jX+z79daWgwfs+/bWrzN5IElSY2Am/xWvB0DuHisjU+awE0J0KeogqSjptJIkFTX9Vm90VgzUtwvPxbM0oxgV3CYrWsL5uMj3C1b2uTO5N3EqAJWXL34et7MozQi71FQVTbruIfZxOW4c64F1uYRS2a4hceZifa7drE6HVudwsIvB178Skz75hAePnPA53p3f/27PmA8+x+efHni63UejkVAoBPv/6sDA0d9y4c9+1KlxByG0TSgUCpHVQbZWm4O0bnaRJfO+zErJPXyiBYPHLOeXtRPp2OZMlm1JIgTExFrzKNIeI6MMjIzUqIwyUKnSMVKqUakySEtTcfFabU5faMip8404d7leltDn4RrKq12OMmzAXprUvy533ZMpFbI3o8jrvKhWKzh7qT43faty268yt/y8uO3nRfB9l6fmEk++UUioUZCOgnTUmCLyuP9mRAJmhGODLzbcxobbmEgx+fqZV9OgZ2lmFCR64sdI6rIIJ+l8ocaUBNlr9RWErutlcaARRpzmG4yJowkzXupzj0YouM07JOJMI+ahkHTf+CksQij4l7E8oAN2XKU232AsxRfL3MVFXg1fsqNOVxJ0pDG3fu5E1L+VcbCLZsJbm3lv1I/Y2epOnc3kjr8nCoWGKpWC+dfXi1kLJjNt3DqaN7pWrPsiU3QUFcpW+TFJkhCZXcleMEzc3YTL1EnPNUfAxKmXhBCNi8mlApEkyReYBtyA/7r3yM0oZF4G6jVoIP44fuy55nC2tinVz2x+SJL0FXBECPFXUca9sJF2ZZ28oh+KQwQrqJtrcXUpLC3BTq1W8MHcj7np682+LWNeSsEOoEXjq7RofDXr75Z2V1g4ZwFdB2/k8ImWeHlqO8763K6Kp9t91GolCkUGySmmVHSKICZW27RGkv5Lk80sbt23x1/s/K0bZy/Vp1Pb0wBs3dmbSm6hWfOWxpdQSQI727gCv7x07XCSrh1OApCebsS1m9U5db4Rx8805fsfB7Fyw3C8ve4xrP9e3hiwD0+3+yXvvMxLy0b3E4wKbvOUYBcZZcv6bQNZs3kIQaHa2l5mpslUr3KPVk0v8VaVHRyxNaac50Ou+rlQ8Xw6/K4d25HBWZ85ISTSsSQVW9KwJRVbUrEjFVsSceU+rxBCD+38IhzrJwKeLbcw537WPLmvOcAzdR934yAPaI8vo7AT1zGSUgoeVMwUJI5k58TZmoS1k3CmWYkJd/fpRAqO1GD1Sy3YpQobfJhIDLXxZFexCXYAkqShpliFDb748ibnWEhdsRRrya/YtvG85I64yxPreKzG7KGxaTo+W7ozZ9EkFq58m7eHbWfSmI24uTzUuQ1vr8Cs3339K3P8TFN+PdiF1k0vMnXcOnp2Opaj0ZSMjEyZIUIIsU/fTsjIyDw344APJUlKBdLRxviKgjrIyqKdAVPcwl1Bgl1xUVqCXXyCBcPGLea3vzoy+Z0N9Ox0rFS2a8hkRspJkqCaVwCebve56VuV7q8cp2rlIA4ebsernY9lpcgGhbhgbpaSJXZmZCi5/m810tJVWXfmJ4zezLV/qzN68he8//ZmIqLsOHG2CRPf3mTwgpdKlUHj+j40ru/DxDE/EBtnxc7fuvHjzt7MXjiZ2Qsn06bZBd4YsJfBvX+nnFWivl2WeQHJfk68cLUOKzcMY/u+HqSmmtC+5Vm+/GQxzRtexc3lQdYX6lHBbfBAKyq5X4uHbI0osws/kiQwJh5j4oHgp7atEUri8SSW6sRSnWjq8RBtl3ETIrEX17DnKnbcyLrmZKeoQpZC0lBdfM9FPiOA/lQt5XI7RRHsQHstLGnhzoQoKnIMO64X+9xlhRhRkxtMIgNzarICZ+l4sW9DksCFw1iJAK7zAReZT1XxA278YTBiaXbhThd32qnouPQbYu66UG53I75dP5wVG4YxtN9+pr23jprV/AvcVt8eh+jc7hQbtg1g2ZpR9Bmxhib1rzH9/dW0anIZR4f8I29lZGQMjjmSJH0PHCZn8frd+nNJRkamsEiSZCSEyBBCFFi/Ls/xcnqs4VPYVFld6bEFzaGoqL0brXlQtdj9LwkCgl3pM+I7bvl5sfyzz3h35DZ9u2Rw3A1wp12fbYwYtIcvZi5h3uIJbPypP59OX8bwgXu5F+RG35GrqFo5kJ3rtV0kIyJteaX/VtLSVfie7pKV9nr/QXm+/3EQP+56DUuLJN58fSdvD/sZE5On62aVFQJDXNi2qxdbd/bB178yLhUfsmvDOJrUv6Fv12ReMNLSVPz8a09WbRzGhat1sbRIYPjAvbw78kdqVbv7lH32lNrs0W6HhLb2aGdpwDP7IgQkU4EYahJFfaKpSwYWgAZr7mDPNSzbp2Nh8wiLvWcKnC8//hXv8oC2NGMallLoM89TFHILdoW9gVTY0hIyz4YQCs6yCIERdVmCpfS0uFzcpAsLbjKeSBpTnpPUYI1eoj7zI3f94LzILjzPke6xbM0o1v84kOQUM/43aDdffLyEiuUjCrW99HQjtu/rzqnzjfhpTy8SEs3ZvfE9enU5+lz7IVN45PRYw6GMpsduBaoDN/kvPVYIId4sLR9kZPTFi5AeK0nSRSAU+AP4QwgRWKTxsmhXNiiMcJffF4/CjC0rop0Q2tTMD+Z8jFqj4Je1E7NSNl92kpNNUCg0KJUaHsdbMuPzqezY351t302m2ysnuP+gPLMXTuTwPy1p3vgqd/wrYWWRyLdfzqNuTV8AkpJMWbXpDRISLZg77Rs971HpIAScOt+I/41fRHikA9u+m0zvbof17ZbMC0SPod/z59G2VK/iz3ujfmT4wD35RnXmJ9gBxSLa5UYjFDymClE0IIr6PKYyoECbdBuCFfewIoByBGBJEEoprVDzxoiaXGIejpynnrSo2PzNj7wi7IoS9Z15/XyWlOD8iBT1ScADNw4W+ri9SCSJ8qiIRyUlkSTKY8xjjKTkUtu+EBKB9Maf17EgjPp8gZlUOJHLEMhcu2V/P0dG2bL4u7dYvm4kxqo0xgz/hfFvbsHDLazA+f719eL1sV9jYpyGh1sou3/vRud2J1m3ZGaBabcyz48s2hkOZVS0uyGEqFNa25ORMSReBNEOQJIkD6A70A1wAU4CB4HjQohUXWPl9Ngyhq50n43uJxhFzho9QJEbWhgqN32rMH76XP4525SmDa6xecVUqlaW668CxD22ZODb39Kwzk3S01XcuFWNwBAXZk5aRbdXTiAEuFQM57sFc9i8ow9nLjagf88/6NX1SJZgB2BunsLU99brcU9KH0mC1s0uce5gf3qPWMPA0d+y6ZsPGdrvN327JvMCcOOWN38ebcsnk1cwd9o3BpOml4lC0mDDHWy4gxe/kCasiKYO8VQmHk8iaEoYnZ5Ya7AQ97EgFDMeYcojzIjAlAjMiEAppZIsHLjHIB7QDiVJOJG4VtYAACAASURBVHBRr/tXGDKF0uIiTZTjDiN4SFssCMWR81jwoFi3YcgIoSCQPgTQHxf+oho/YC6Fl7ofkiSoxK9Yi7tc5wMuM4smYqbBNajIj8x09ewdZze6n+CrTxYz+o3tzF44ieXrRvD12pH07fEXk8ZsokXjK3meY+4/KM9Hn31ITJw1lw/1JjzSHv9ATw4db02lJsfo2+Mvxr25lXYtzhvcOUpGRgaAs5Ik1RRClFx9IxkZmRLlSeOY1cBqSZJUQBu0At5nkiRFCCF65jdWjrQrA+R1t1UX2SPuMilIsDPkSDu/ex6s2vgGqza9gZVlIl/OXMxbQ3fIxZSzoVYrmDp3Opeu1cHIKANvrwC6dzxO1/YnMDV9+SI8npX4BAv6jPiO42easmrBHMYM/0XfLsmUcSbP+pjvfhhK6JU2ONgXroZUXtF2ACd3TwOgdb+ckWslmc4pBKTiwGM8nwh5lUiiIik4osE4h63KJImMdO3/KnpdwdX7HCqTp1MSS8rfZ4m20xXZWFSEgAe0w4//kYE5nuyhEruLteGCoaMWxvgwkQia4sQZvNmEqRStb7eIFd5cZg5WBNCQ+WUq8lHXGjDkfgVWbRrG2i2DiY2zpmfnI+zbPDbH+NRUFeu2DmH6Z1MZ0OsPNn3zEaCtYfvzrz1ZvnYE94I8sLBI4u7Zjhgbl92yF4aMHGlnOJTRSLtbgBcQgLamXWbx+rql5YOMjL54USLtdCFJkosQIt9i8bJoZ+AUVbDLJLtwV5gIO0MT7dLSVPz6RyfWbRnCkZMtUCozGDF4D1/MWCwXT9YzQkBwqDN37nkSFl6ezFNC1UpBtGp6GYCtO19DqVTTuumlMpd2k5xswsC3v+Xg4fYsmvMVU8Zu0LdLMmWU1FQVrg1O0rHNGX5eU7QvCNnFpEzuTZwKQOXli3PY6qMOmxASaViTgiPJOBJfqxEpSeVIdldj3eESRrZ5RzMVZ/ppXhS1EQUUj2AHkCHMOcU3mBNODVZjKYU881xlkTRRjqtM5zFeeLMJd+mgvl3KQbhoxg2m4MR56rA0q1N6WaCgtWBikhmbt/cFyLPGr8/tqhw71Zyv146kZjW/HMJeUpIpkiTwC/Ckbk1f0tJUdBuygYG9DzBy0G7MzHRm7MgUElm0MxzKqGjnkdf/n0TuyMi80LxIop0kSa8CnwKegJJCdo99aUS7NJHKHbTdML2ph7Fkktcwg7LPvkhLT0znY8VxlqyOZcEnDjjYK3XOr9EIuu/0wtLZkl2tC+5YlynavdHPimXzHQucPzJKzeTZ2towxWnvH+jG9z8OZsO2fkRGO2BhHsSEt3Yy/q3dOgsul5Q/L6v9w3B49yNjEpPc6dmpLg8jKuNcPpwJo7cgBNhVu8Tj+JzNbyp7bKZ5o/Esm++Icz1f1Gpt9n3DOj706nqEIX1+w9sr0CD3N7d9OStTho9fxM79PZj9wbfM/uDbHClDhu6/bG8Y9r/s7cHQsV9z8KdRdGl/qsjzZwp3x/72IGr3XhIuaUVxj09XkfbAgfQoa0SqMUgabO4JPK5tQCmlESVcuIcCiXiqIlGOWJ0CxfNev9T92gL/lWLIjTohkajde5FURjgM6o/LSQWQv0BWWv4ggcOQgbieNnpmf9TCmFA648ZBFJKGJFEBJcH4cfWZ/S+r9hl4Es9OqrERJ+mC3v3Jyz5IvIofI3BnP97SZr37UxT7/IQ7XecTtVqBUqnJ+v3IyeYMH7cId5dFeHutZtl8RxwdtPbxCRZoNBJ3AzwYP2Mu56/Uw9E+ijdf38zdgOWYmEQb9PnW0O1l0c5wUFpYCLMa1bHv1xulpYVO26zrBeSwL23RDkCSJFvAjWzlrYQQl0vTBxkZffCCiXZ3gX7AjaIIay9NTbs7XCOc/+5616apQdvnXpx9rDhO69dCSUrWkJ4u2Lyigs75P5wfyfoxGTg5GLFsdSyTx9rqtM9kx/54JIkC5588O4Id+7WRFMVhf8ffk4mffMJfx9qiVGZQ0ekgSuVKUtMOERJmQcXypeuPIdpnX3yPmWrKb4fqAJaEhDnw5usuqDUKRg3Rdn7/61gr/O5VArQRMZt3POaqTxQKxUYkCQb1HkJQiGvW848i7TAxTmPm5O8AqNVuJ7Fx2oj7wydApUqjb49DTBi9BUmC75fOwN4uFjfnByiVGibPiuDA4YeEhGnfP7dOdiU+wZJDx1ux78+OzF8yHieHSLy9AomKtmHIO86cOPcbkqQ22OO/7bspWFokMX/JBOIeW7Jw9kKMjNR680e2L3v2G7YNwMM19KlmOYWdf2m5a3RfN4X430xJu98OaA+AQ7gDl1flvDEVDTj0vE25A8e4QxUSGQ/ABUBJEpYimIZ8ilJKI1XYYERSVorg81y/3HuOQoXuyLYrqy+RlHKfcuVtaNnsFqeUtXE+Lkju2yxPoey5r6d7TEju2wzn4yJP4U6TmoJ1h7YoTEwQ649Cjc46I+zy8ydCNMSXt0jBCUtCseca5tJDfMTVMrXeeF77f0kgkhAkQnCiJU5Sfb36o8vend9IxolgemEmHuEm/WFwxzM/+/xq3H30WWS+5xOlUoNGI6FQCJRKDZ3bnSYjI4zLNxpy/VY8CoXWfsf+bqzbMoS7Ae7Y2cTR/9U/WDBrAYtWvc2CFZOBMRgZNUGSQg32fFtW7GX0jyYpicSr10ACp+FDddpG7d6rtYVC2ZcUkiR9CowE/IHML/oCeEUvDsnIyDwrIYBPUSPhXhrRriyR193UtybHkpSsKWDkf4RHqOky6D5VKhtjU05RUq4+N0LA2i2DmTp3BiYmacyb9jWjXt/F9M+uZS2CXkYuXq3NsdPN8A90xz/InXuB7oRH2BPr1xClUoPP7amo1aMAOHFW+7C0SMgS7Tb90p9ffn0116xhKBQbAViz+XUO/N0h6xmFQk3TBtezRLsaVb/l/BUNEETPTo/Y8X16lmAF0P/Vv3LMbGnxEClbcW8vT+0Xjvq1bzFt3PdZoiDAnoOdOXrqc+AmSuV44NLzHq4SQanUsG7JTKwsElm+bhTnLtdn0zcfys1PZApFYIgLf//TmjlTvyly/c1HkXYsXDGGdVsHkZBoia11BO6OwfCk4ez24d8R1GEvldxCsbF+zLtBrTlzoTqPzFNQmTTDYvcaElkGOFCO9pSjAynYZ4l0vowigmZYiQBsuE0Ktgj2IlG0zpoNu04nxPcIphN66yzDcLpvMsFNjajskcr4n2/SZpiCE9TUKdw9L2Z7zmUJd7l54H+L+OhglCoTKtXpVeTtJwhX/HmdCJpiQTCNmIWtdLu4XC9TPBQtieQ94EPgWyQMu1acJEE1sYkUHPBlFKYiEjivb7cKTV7C3YfvHmbPgYQca8Q1mwfz8JETMyetwshIjRDafU9ONsHIKBEwByApyZm5i8bz2bL3GNpvP53ansLKKoFZX00mPUPF/i3v0GuYLX8c7QXcAqw4crI5DevcxMb65V2jycjogUGAlxDCsE+yMjIyBfEhcECSpONo61MCIIRYqmvQSyPaeVMvz98NzT6/9IcFnziQnq798rF0nmOB8y+b78iUORGFts9k0GtWhZ4/M13wWe1D7ldg3Iy5/H7oFTq1PcnG5dNxrvCo2OYvC/aRUbb8c7YJ5maNsbKoyyut+7F0npLVP7RlzqJJ2NvG4OUZTLNGV/HyCCYtTYWZWSrfL93Op0t/xcgokekTjHFzScXM9L+C76sXzmL5p59m+RAdm8GsBZGYGGtfX5XqA9LTVYBWOLWxjkel+q9Y+q+bjuR4/xgZ6U4PKWh/nRz+K0T+Rr99IOKZMmcKiUlHSU3dQ3LybJ11c/T1eikUgq8/+5zmja8ybvpcGnbay9xp3/DFx5uRpNBS90e2Lzv2m37ujyRpGDl4V5HnT0015rsfhtK3+19MfW89rhV9tJ/HQO3zldxDqeQemmW/rc4fjLJOzOocXkUzDMWvq4CHeHMLY+lejvldOIw5D4mlOqF0QcOrGPE+DvTEm3okifKYEZ5vF0lv6uHecxQhvkcwHtOtwLqp3pWNWf1DHEolnFxkwjsPtbVW8xPuiut6mp8Y5yrU3CESANW9M1BAuqI39dBghYJ4vKnHNd4hHk+qsAV3fkchqZ+yLw7/Dd3+vniFW7xLOW5iylEUuJUJ/yVJQx3xNZeYxw0mUQkbHFiDkqgy4X9u4e5zdVtO//YPi7+L4auZDqSnG3HrThXOXmpA1w7/0KT+DZRKDRkZSk5fbEhsXGMa1pmFdxVryjtM4POvx7Jg1kKmjN2AJIFGIxEQ5MbZS/XRaCQ2Lo9kypyFgBWffuRB/Y4rUSg0THvve94f/QPm5jmbzZSF87M+7WX0j8LcHLOa1bHv27tAW/t+vbUVp6BQ9iWID2ADPNKnEzIyMs/N50ACYAq5Orrp4KWpaVcWeJbOd8VFaTaiSE83Yvm6EcxfMh6NRsEXHy9h/FtbXvhusEKAWq3EyEjNibONGTd9Ljd9vQEwM02mWcNrfLdwNt5egcTGWSFJAutyCXr2uuRITjbhy2/G8sXydxn1+i7WLZmpb5d0cv9Bed6Z9ikHD7fHuUI4Myet5M3Xd8md9mTypGXP7aiMMji+t3CpNEEhzqzbOphPpy9DkiA6xho727gcNrrO09mbDxWlMYVGGPGYyqgxwV66gVqY8A/rsCIAb36gXC7BL5PMG0xQuGZHuX2F4msAUVKohYpIGhNGB2KoQRvGopISiRceGBOLiRRX8CQvMBfEZ6gxoQkfo5TK3nkwVVhzjek8pgoSGThyHhf+xg6fMtGkQldziuRkE3oNX0tQqAszJ6+ksnsIPrersWjlaCp7hLBn07v8tOdVZnw+jTHDf+arT7TNbTJTaRetHM3iVaO5e64jVpaJObZ71acGsxdO5PdDr+BS8SFzpn7DyMG7s8p3yOSNXNPOcCijjSgaA3vRinfZo3NeKy0fZGT0RWnUtJMkqRuwHG1ziO+FEF891wbz387FZzl3vDSRdkWhpNJ1ZODkuUaMmz4Xn9vVeLXLYZZ/9hmebvl2Ny7ThD104sLVOly6VvvJzzosnPMVIwfvwdE+GpeKDxnabz9tW5yncT2fHOLPy5B2YmaWyvyPllO7xh2aNbimb3cKxKViOL9tHcPx002Y9dUUxk2fz+JVbzNz8kr69fjrhRZYZYpGWpqKqzdrMG7U1kLZnzrfkP5vriQtXcWIwbupWjnoKcFOF88q2AEopAxsyP5lUkMVthLAQM6zgIriGF78hKkUnWNcZrRPWDuJE2drMorC3WQyJMEu80ZZblISrQm904So0GpkpJthQiTu/I54Em5hJckp8gAZWGBBSJEFu/yOe3aK+z2R3zbr8CuJcQ48CqrNo+AGPEprialFDOU9b+Dk4YOxaVKJ+FMc5FfjDrTX1793jmDstPnMXzyBiCg7jI3TqVHVn1/WTiQwxJWvvhlL2xbnswS7jAztTcWoaBsO/dOKdi3PYWWZmJVam0n92rfYt3ksJ842Zvpn0xjzwRc0rHOTBnVu6eMwyMi8LPwALABuALJCLiNTjEiSpARWAp2BUOCCJEn7hBB5F2t+Pv6WJKmLEOKvgk3/QxbtcpG5sDNk4S4jQ0lktC2R0bZERNll/R6Z43dboqK1zSe8KgVRxTOYKpUDqeIZTNXKgZR3jMw39am4EQL+OdOEJavf4vdDr+Ducp89m8byWtcjpeNACZGaqiL4vjNBoS4EhToTFOJC3Vq3GfDqnzyKtMOtwUkAlMoMalf3o3f3v/Hy0NZ6q171Hgd/Gq1P9w2GQa8dBLR3+BeuGMO7I380aAGsXcsLHN/7On8ebcPsBZMYPfkrxnzwOfVq3qZti/O0bXGBNs0uYm8Xq29XZfTETd8qpKaa0KieT4G2Zy/Vo+OAzXi4hrH3h7F51kzMFLp+wC/H35k8q2CXF0opHTf+oqI4QQD9CKYnj2hOS/E+JlJMDtu8hLvCYEiCXVg7CU2qiuRbniitEzCt9ID0R0oi/q6FXcW7OHn4UPHUTiRJ/o6UG2vuYE7RbrplP+75Udy1DgveZhQmHMcl/SRJ16oSf7ouQTfbEnS7FRZ17uJhcR3Na0os9p3OZ7z+0CXcAaxeNJurPjWIT7DA3CyZGlX9MTdPYdaCSaRnGLFt1RRAmwGhUmUgBPx9oiX+Ae68N+pHgHzXim2aX+Tk/sGcu1wvS7D79vvhtG52URbwZGSKn0ghxDf6dkJG5gWlKXBXCHEPQJKkn4HeQEmIduOADyVJSgXS0SbgCyFEOV2DXqj02KTH/y0ee9sUPew5e7oPFM8XoKJuH+B+W4mGlR4S7etOu0eCG7e8CX/kSMQTkS4m1ibfOWys43Cwi8HBLgY721jUaiX+ge4EBLuiVv+n0VpaJFDT25/Xuh5mUO/fqdpCK6AVZ3psRoaSnb91Y+l3b3Lpeh0c7KIZ/9YWpozdgIV5crFtRx8IAXbVLvE43irrfwqFmndHbuObzz8FYN3WQdSufod6NW8/VfNF5mkuXatFy1e3U7/Wbf74eRS2No/17VKBCAEnzjbm2Onm/HOmCWcuNSAlxRSAOjVu07bFBWp438XN+QGuFcNxc36AnW1sqQnmRSEq2oZ7wW7EPbbicbwljxMseJz1uyUpqSZU8Qyido071Knui6NDTMGTvqSs3TKYdz/8lDtnOmY1ZckLIaBD3x+5c88Tn+M98oyuyx5Fd2/iVAAqL1/8lF1JXa+ShBORNMZdOgBAnPCiHPdypA/mvnYWhCEIdvfbKEi4VJ3Ey9VIueOByDDCstkNHIdqb3xq0pUoVGq9+/oi8Szvk+c97kXdZiZp4XbEn65DwvlaaJLMkFTpWNvex+HRSey4gRWBBiXk6kqVzU1giAste25nxvurmTB6C2lpqqxI/ys3ajDmg88RQuLiob4AT0Xa5cfjeAuqtTxERJQdwwbs5dOPluHm8vD5d+4FQU6PNRzKaHrsUrRpsfvImR57ubR8kJHRFyWdHitJ0gCgmxBi9JO/hwPNhBDjn2ujxYgcafeE3AuezILezpR8xF2KsCOG2sRcb0FinBPxfzgSmGQGwHFJQ5VKQbhWfEi9WrdxtI/Oejhk/90uBjubuBzNBLKTnm5EUKgzdwM8uBvgyd0Ady5eq8MnX03hk6+mZKX9BIU44+EW9lz7E59gwfofB7J83QiC77vg7XWP7xbOYviAX3U2GzAEQu5X4MDhdpw635gMtZJt303J006S4IuPl2BunoynaygebmG4VAjPcfzfHra9tNx+IWhU7yY7149n0Nvf0q7PNnZvfI8qlYL17ZZOJAnatrhI2xYXAW305YWrdfnnTBOOn2nKxp/6k5RsnmOMmWkyrs4PcXN+SMXyjyjvGImTQxROjlE42UdR3jGS8o5RONpHl0i9vLQ0Fb7+lbj+bzVu3Prvcf9BhXzHmJkmo1Jl5BCpyztGPBHw7lC7hi/VvAKoWikQB/sYgxQlS5OLV+tgaxNLZY/8BTuA4FBnfHyrMv/D5QUKdrooyRtM5tIj3NEKdomiIhf5nHLcpYZYg6Wk3b/sEXeF8TVzjD7IvNY/WtebJB8vLCtGUH3AEdzbX8Gxzl0URjmFmJLucvuykLsGYkEUxxqsqNt8it4nUacaEXa+Fpf2tyLxjjuxDAPAiARsxU3suE55zmAs6bekRUERd9mREKjVSmxttOeczOvMTd8qfLZsHHfueXLtaC8A1GpFoWvVlbNK5NbJrixY8Q7L141gx/7uTBz9A9PfX005q8SCJ5CRkdFFgyc/m2f7nwBe0YMvMjKlihIN1jx3FpaDJEkXs/29Vgix9snveS1gSyxSTZKkuoAn2bQ4IcRunWPkSLu871A+T42gghBCQRxViKQhkTQiAU8AFMp0zMtFINWIoGaba9hVDeGXDttLNCotOLQiO3/rztR5MwDtYq55oysMeu0AQ/vtK1I0TWhYeb5d/z/WbR1M3ONytG1+ninvrqdnp2MG12RCrVZw/0F5/IPcOXepPgNfO4CXZwhbdvRm5PuLKO8YwSutz7Bl5dSXXoAobY6cbM7gMcvRaBT8vGYindsZXkpSYVGrFYRHOBASVoHQsAqEhlUkJKwioQ+0fz8IdyQ8woHkFLM8x1taJGBr/Rg72zjsbGKxtYnDziYOO9s47G1jsLWJw9429skjBnu7WGytHxMda01giIs2dTvEhcAQFwJDXAkKccE/yI30dG2zIpUqjZre/tSp4UvdmrepWjkQW+vHlLNK0D4stT8z06bCIxy4ccsbn1vV8PGtis+tatz0rZLD/3JW8VStFIhXpeCsn9Wr+FPT2/+pguYvKo06/4qDXTR//vJmgbaxcVaYm6U8JdDmvgYBnNw9DYDW/RblsC0tMUkIiQe0w4/hZGCOB/uoxC6UUhpQuFploD/BLqlPc8LagqQAtwRz3rS6x7ABe/M9xxtS/T1DI01YcpZlVGELztI/Om2fpWnJ867BnqdRii5/Mh6bY7bPjYQL5kRTmxScUJBGRY7jxgEspdCCJytBChNxFx5hz2vD1zLy9Z28M/xnFArB6QsNWLlxGHsOdGH/ljF0bHPmKcEus0lFJo/jLQDyFOSCQpyZtWAyew505tbJrrg6hxf3rpY55Eg7w6EsRtrJyLzMNGxQT5w8fuC55rCwdtUVadcCmCuE6Prk7xkAQogvn2ujeW9rA1AXuMl/9SmFEELnl4aXXrTTtcApTuEuQ5gSRQMiaEQUDUinHBJqrPHFgUs4cBVFX2ckSei1e+yXHy9i+74eXPWpiUqVRt8ehxgxaDftW57D1DTtqXEajcSZiw1Ys/l1ftnbA41GQf9X/2TK2A00bXC9VHzXxd0Ad46dbkbjej7Ur32Lf3296DV8LSFhFXOkC29e8QFv9N9PbJwVUTE2VPYIkcU6PRIQ7Mrr73zNknlf0Krpix35LwQkJpkTHmFPeIQDjyLtCY+wJzLKjuhYG6JjrYmOtSb2yc/oWGuiYmyyhLfCYG8bg6dbKB5u96lSKZi6NW9Rt6Yv3pUD843OLSxqtYJ7QW74BXhy954HdwM98LvngX+gB4EhLjk+Z55uIdSq7kftan40qHuTDi3P4WD/YqXZJiebYF31Ch+OW8dnM5blaxdyvwIuFcPzvKGR37XnkNgJQGdpQAl4XnjShBV+/I8HtMeCEJoxDYWk1qtPBRHbtRM3fF/FsuFten64rdDXVlm4y5skUZ7TrKAm3+oU7Z63y/CzrMGKW7DLzx/T3edIxI0QevCAtmgwxp6ruLMfO67rbQ1RGOHu06XjWLRyNEP6/E5KqgmHjrfCpUI4U8d9z5A+vz8l0GVn687XOHS8Neev1MXOJo7hA/cwdsTPedo+irTDyUHbxGbg6G9oVPcmU8ZueCm7rsuineFQlkQ7SZJeFUL89rw2MjJlmVIQ7YyAO0BH4D5wARgqhLj5XBvNe1v/CiEKTqPJxUudHlvQwmaj+wlG8expGmphTCQNCacVkTREgzEq4rHnCg5cwp5rqKT/7lAmSxVzpBeVlmCXnY8mrOWjCWv519eLdVsHs3lHX7bv7YmFeSKd252iZ+ej9Ox0jNCwCvyytyfb9/YgJMwZS4sExo3ayvtvb9Z7N9jbfpXZ9VtXdh/oylUf7Wdi3rSvqV/7Fo720bRschkP1zDcXcPwdAulUd2bWU0DbKzjX4rOrYZOJfdQzhwYkPWlZ93WQfToeByXii/e3XpJAkuLJCwtknTWP8tOptAXFW1DVIz2ER1rQ3SMDdEx1tjaPMbD7b5WqHMNw9IiqcT8Vyo1VK0cpG2g0DHnc+npRgQEu3L7bmV8bnnj4+vNzdtV+fNoGzIyVEiShnq1btOyyWVaNL5MyyZX8HC9X6YF898Pt0etNqJFkyv52mg0Ej2Grqd2jTv8tHpyjudKMsq7uDCW4qnFSiqK4yTinCXYqYWqyJ1ES4Pkvs2I8K1BaoALno1vF2lsZuR9m+b/yqmy2VCSBmgIpzUVxKk8RdtnrSdXXDxTSmwh5sz8fKb0a4blnnPUYA1eYhv36UwIXbnCLKy4h6f4FSfOlXrtu8Kkys6ashJ31zD2HOhMUpI5U8ZuoGOb0zSsqz1m2WtWZuezpe+xYMUYWjS5wtB++xFC4qNPPyQxyZwP3t3wlH2mYJeYZEZKqgkzv/yAXw925qc1k6jkrt+oRBmZMsIiSZLuk3f6XiZfALJoJyPzjAghMiRJGg/8CSiBDSUh2D3hjCRJNYvamfaFjbTraT0ODRqMJZM8bbMLdr67brG+ZxhODkrs7ZRP2Wb/ElXhSBppKdoC+SZmNkiKnPYatZLYRx5EhFYn+kEVNBnGGBnHY1vhBk7uAVg7Psx3MRTWTkKdlIy3xUl+6uSHJIGtzdP+ZCcySs3k2REALJvviIP9s9lnRtrlbkQRGqZkxISa3H/QncSknoSFV8x6zsgonS7tTzK49++81vUw5awSi82fotgLAVHRtjjYx5CebkTFuqeJibWhVZNLdOlwkAtXdmNpEcjyz2xLxR992sfGqVm6WitAThlrg411wfaLV8UQFJphEP7nZf8g3JFqLf/CxCSNdUtm0qf733r1R7Z/fnu1RsX/Brbn0rXWHDvdnPNX6pCQaAlABadHtGh8hZZNrlDT+wJbdhxBoVAblP/52QsBzbrtIi7ein9PdCMmNj1P+z0HOjPgrZX8+N1khvT5PWv869ebEBcYy9kdKVQzaYvKxCKHOJQ70i5NpHKHawB4Uy/f610mJWkfKRpyi9GY8wEmHNe7P9nt3XuOQq1W4XN7FBkPHOiycjG/9dz09D7oeH3zirgTGjWpydrzbe71QF6iniG9XsVhf7/BePyvdMHB7V+8Gx94SmwPayfx+PRZUu7ew75fb9p30nZGzu+GZOb1q20LMzbat8fYykRnhGN+/ud3Q/Z5Pu/ffuHI5Lj2QP5Rl2kiFV9ukUwf0plIMq5YEoQ3G7GTjzTxVwAAIABJREFUnl77l/TrldCrAfcbJNG+WxgZyRlsrXH2KZv0dCOMjDKQpKePj52tUVa0XVqaiqWr32TWgkl88fEShg3Yi8roIRNnRXH95iycKzRg7w/v55mRkUlklJoBbzXn7OWVmJkqWL/sY/r1/Ctf+6hoNZNmFf31kiStfV7r+bzsizp/Ye2zr8dmTbHDxM1Pp72h8bJF2qkTEonavRcA+369UVpa6JyjFCPtjlFwba1oIUT/kvZFRkZflHSkXWkiSVJbYD/wEG1TmczusXV1jXthI+3UqPHjOrVp+tRzuQW7r5qH0KpXGK92tmDziqeLseeIuGupIXi6tp6Qg2s9vJu8jtBIxEa4ExlanaiwqqjTTTEyTsbR9RYpiauIi9hIZIgGRD1snF7P09/Mu9HeFifZ0PoOrXuF0ri+aZ7+ZGfy7Ah27NdGhkkSxW4/4/P7nLpwG9jNwF5WTH2vPX8caYuDfTR9ux96qnh6SfuT237utCa8PeVzQh9U4PapLqhUGfy8ZhI1qvrjUjGc4eMe8ucxrb1SmaH341nS9o0nSQT9rV0k/nTbltbz2ui0PzHnOEF/x/HpNFumzInQu/952VcsH8GFP/sxfNxi+r+5ireGbufLmYuxt4s1uOMv2xfe3kh5iM0rbjBz8ndkZCjxue3NmYsNOH2hAWcvNWDPga5PRkUjSQcJDDnC3h+u59mwwVD29+9/WnLpeh1WL/oEpVKTp70Q8OXysVSpFMjAXgdzjL+w7BwuLVxJ9vUngFi8m+R9vcjkDtcI57/ozLyud6VlryKODGKJYTOwiwyWUh9ng/DfRZ1O8M39lB9rS8x3/TnywQTu1T78VKMQXa9vXhF3fpd+ITJUWwYicz2QSV7ReIb0ej2vvVP73lSwu056qhkP/BuRmlQOU4v/On5nCnZRO/do/yHBCcuhWZFfeaG9HsWy5pCSzisVBaYkF9X/5/m8e7oZwVCd5tzhGo8IAZbgxE6qMAE/hnGZuTiKs3izBTPp0TP7X1T7wH1rUN6qxJGUxrzSJzrPiLvs5REmz45g+z5LwAFJCsxxfPYc7MycRe8zd+o3vD/6B0xM0hk+LoJdv8WjVqcTFFoZjUah05/JsyM4e3kbQpxGZbSTybNn0q3DP5ibp+Rpb2QEiUkaDhxOLPTrtev3BL5f6sTDiIwCRbviPv/nfl9nvp8BrjVqw/5hOqeX0TNRu/eSeFUriiOB0/ACPvClhBCivb59kJGRKVY2AMOBG/xX065AXljRLj9y34Fd3zOMVr3CSErWfcwyhbtfp93BpIonQihIsu/I9fBOJF71RpNojmSaikX9u1g0vI1ZtWAkpYbUP4Mw9XMHIL2qk85UkTbN/2WJlR+te4VyLzidxvVNn2tfMxcQxZVmK0lQr9Zt6tUqWnpRSSAE3Ln3JvVf+RylUsPcqd+gVisxMlLTqW3ZbVzwPK/ZqOA21B0Vi3efagCY2hb8/qk7qh5Ve3mzaNlZNsy0LPI2S4tqVQI4uX8IcxZNZPGqt/j7n5b4nu6ib7dkigkjIzX1a9+ifu1bvDtyGwAPHzkw6O2qnL7QASF6cPrCG5SvraZl4yv07HyUHp2OUauan0Gl0i749h2cK4Tzv4F78rU5dLwVl67XYe2SjwvdlbEsYC354yB6EM4g4GMi6Umw+Al36fnujBYnSstkOn79NTe3dsW5fNFT7XMLd+kpTpiYegJ5X99Lo/u8PvBuNoy4HhWIN5FQtD1PxYQbRFslkzt7K+XuvafGnjhbM9+01bqj6uHdpxq2Ve04vs+WSoFlt4aghIby0hkcxCWCeZUA+nKGhriL/XjyK0ZS3kJVcRPm9w/Ou+GYWRs6dA/T2VU2Q22KRjMNjWYiMbGtUaujUSo1REbZMmX2xwzp8zvTxn2fox6dEOUQwg0ry3sIndl7/yFJgXRu34W5UxvmK9gB9N3jyR9rFAx550Eh54XvlzoxbYMCt/bOnK0WVahxxUFeQnTm+xnAyrVcqfkiIyMjI2PQBAsh9hV10Asr2ilR4k29HP/LK2UiKlrJq521IdBL5znqnHOD2wkeDhnGnV/r8+B8axLv2mFkmop762t4djmPS/MbKE1yFnVXN6pArL82hcHGyxalKv/05Y3uJ4iJhcb1TWlc37RAf0Abop/5pTW7ffYFRPZFWn72RZ1fn/Zp6TacPLeJC1deoVPbk6xbMhN317wXdYbof372mWnY2WvQFHb+zLGalBTiz5xHCAVm1V5BfbQC6Y9syYi0war1VYzLx5Di70LckSaIDCWaNAl1TBI2LgrWpG+kN7s5crI5azYPwViVjolJGh6uYfTqcoR6tW7p9fgYG6fz5czFvNF/L7fvVkalymDpPEceRbbGyeGkwb++sn3R7Cs4RbJ7QzhT5uxBiIkMG9CRU+c7cuDv9sz4fBozPp9Gwzo+THpnI4NeO4hKlaFX/89drsvRUy1YNOcrTEzS87XfvL0vrs4PGD5g71PzN5ncjMdBcZhVr0YlY91RskCOa1zu650+7KtRA4mtqDkMLESJtvO5NsNKPCWwlpb/SqUxleq+RgRQzu0RLWZswdQ0jZjYchgbp2d1aC/M+yG7cKfr+p5XLVxDe72exd6pfW/ielRAqDU5xDch4Orqvpg7xVCt/zEAjiX0ztLx7Pv2zrLNLDeSm8zrl+kdO9z8HEClW7Arqv+Zr68Q2tc3Pd2IVRvf4G6gBxFRdmg0EkJI9Ox8lJGD9/DlTBf+ObMYScogPCKOG5ssMHeMJS1dAUSRu1pMXv4opTQqsZuK4hh3eYNA+vOADlQRW6lKWp5ji2t/M23UfgG4Xe7CCdv8a9wBfPu5Ff4B4cQ+3szG5eEoldpItUmzZmJlmcjsD77NIdgtm+/Io0hvjpwYyMS3P8/6HOVHzs+XDQ72QWRkKJky52Oa1L/O8IH/nRNHBbchQOPJ6+evsX0dBd5YB1i3xImWX1rT8es6KI2VjArWfQO0uM7/2VPns5P5fgYol1Qb2he4CRk9Yt8v7/OVjIyMTDFzW5KkbWhTZFMz/ymE2K1r0Atb0y5399jCdNPKD797Hvy4qzc/7nqNe0HuKIzTcWlxA8/O53FtfQ2VWf41PApLcTadyL2AKMw+51fTzhBRqxX0fGMdfbof4p3//WxQkTbPSva6iVC41yyTwRd7cXxXe1zvR2BuFU1chCs3Tw1AaP7T5JVGqdRo8SvWjiHEhHsQ5NMWSaFGoVQjKdSk2kh0/XQt1p4P6XndnDkLJpGWriI1zZiwh04IoeDWyS54ewUSGWWLdbn45+46Whz8erAT/d9cRce2p1gy90vq1Chb3dlkno37D8qz949OrFg/HF//yrg6P2DCW5sZ/cZ2vTSSUasVdB+6nsvXaxFwoQNWlon52mZkKPEPdKdalYCnniuoU6mhdI8tLEJoo19CRDciaEI1NmAhlX6jouS+zQByrAHWVDhL0267aN7oKqsXzS7ynPmleGbH0BuKFJXcXVmzo8lQcGz6OEJP1qXtZ2vw7HQRyF+gy3x/6+JZj1nu9d5Ccx9WbhzO2Uv18A/0oEOrs6xd8glCgHWVKyiVGio4RaBUaJAkwfCBv/Lh+HUkJ5vQqtf2/7N33uFNVu8fvk/SvXfpZlkoo0DZe08ZAioCIuJAFBURF/hVQVyoP3CiDEURBQTZe+9dWlYLpezV0l26m+T8/gitHWm627Tmvi4umuR5T553n/eTZ5CVZcq9+64kJtkD4DDoME0tjpKZbk3I1vG4EEodDuDMGRRC/30xUfoTwQSSaYg9FwlgETbiZpnWs7SUZR4cdd+FIU8vZHC/vUx//ed8ol18gj29Rv6Bi1MCu1aPB/4950tKdrYJA576lSOngti9ehyd2obonA+VxNeyzH3Li65rdlEc+uetSvOjMviv1bQrLVVV086IESO1rqbdEh1vSynlc/qWq7WRdnkpy0QlJtaRvzc8yp//DOX46ZYIoaFXl2PMeGM+IwbtwN4upbLdLhO6JhD6OojVFO5GuTH907f46qMvcHOJZ+vy52uFWAeFu0WC/n2WmmbJ0lWPceREEOuPdib1ngsANoF7sLKNx8ImEc+GwVjaJGBpk4CFTQKm5mm528vR/QaO7n8U8uNslBNd60axOTCNCwcH5r4fHePM3sMd8G9wHdD+6r51T3cG9d7H40O2MbT/7mrbF4/22ce3n8xm5tevEdRnPc+PWcWH037As8794hc2UmPx8ojmlQl/Mmn8X2zd0515P0/g3dnvMnvuZJ4bvZrXX1xapZ0Jp300nd0HOvPjFx/qFeyys00wNVXpFOxqIznXBQWZJFOfY3yNr9xCPVZVWXpgUZiZZdO3+2Hm/vw8Tw7bQq8uhYv066NEIgJl7z5vaBQU7HStf/rvxxg4+leOznye6fVP0K/H4dxtkJfKFOwKcvaXwdT/43vSMyxo1SyMtq3O0r51KKA9Pm+e7oa93QOd9zBLy0xO7/o34mZcRG/SYhwIDveFEG2H1Toc4T7tiKYTpjzAXR7Bj3VYilid/jiICNrKGdylB5E8zXHm4Cc3Uo/VKEX5fwDWR0m6yhYkPcOCcxf9eee1hbmCnZTwIMWa56Z+TkKSPYvnzsi1L+1cwNRUxd+LXqfT4L8ZMWE+XX+ZQ8gNd0B7nNztLjh4rAkT0H/OVcfctzSCnREjZUUIYQe4SykvP3z9BGD58OPtUsrS13owYsRItSGlnFCW5Wp9pF1pBLvYOEc27OjF6o0D2XWgE2q1CS2ahjN25HqeemwzXh6GfV0sKkqjJNvAUCPt0tPN+XbRs3z+3Uuo1UpWLprCo332VbdbFUZBwS5nf8G/USFSI3g5PpG0dEt6dj5Oero5jo2CMbFLQ3jfx01zBzvnO7js24RCqMvkh65IlKLOla27u/H3hkFs3tmTuARHBvTazy/zplPHTfdDSlUQn2DP7LmTmf/bWJr4XyFk91BA2/Eub2SAkdpLyLkA5i14jpXrB6FWK+nb/RCTxi/n0T77MDEp23lRHJci6zFt5nS27u7B1Jd+5euZXxRpu2NfZyZMmcM/v06mQ+szOm1qW6RdXrKkHZGM5i59sOA+zfgWB1E1kbEFr28517b0dHNa9dmARqPg/P5BFX6tKG5/1hSK2n66SEq2oeeIPwm/3IBP3pvLtJd/1Xmfq0xShnQmqpeabh3DOLN4KE3j4P03fqLxI4Vr7JWGovanRiqJJ5B7dCOWNnRgKpYiFrU00yvEZUlbLvM09+iFFXdoxjfYievl8rEklHZePPSZBYx7Yh0vPbMchUISdqkBn383iY07erNs/psM7HWg3PU5L16uT8tBa1AjcR29g4ZxV/LNX6Fosbg8c9+yUpZze6dmVYV9f1VgjLTTTxV2j10IHJFS/vbwdSSwFa1wp5JSTqpsH4wYqW5qQ6SdEGKilHJhWW1qtWhXkht2TprVms392H+0HRqNkro+txg1bAujR2yscel2uiYSxU14wDBFu5XrBzH9k7e4cdubof138eWHc3ik/o3qdqvC0PcgkzqsI0kxvtyiIapLdUmPdaBdqzMc3fIEAKOCh3Aq0hOvAxX3IFga4Q60aX4Llo7mndnvMG3SL3z87rfl9qG8XL3hw807HvTodIK0NAvqt9tL1w4neeqxTTzaZx8WFpUbyWCk+rl9153Ff47il7+e4G6UO96e93hh7N88P2ZVhUVgJiXbMHvuq3z/yzisLDP48M0fmDLxNxQK3ffH6BhnWvXegItTAse2PF5k8fXixI2aLNrlkCgbcYFXCWABTuJ8pX9fcYLTlt3dGfL0Ir779GMmP7esQr+7qsWqyqI0oh1ohZ4Zn02jR+dj7GyTREaSNbt+HIFN2zCUtumVti2kVHCPbkRaPEP9lrvJHH2FLu3D+M2vYsSakuzPvEJdiJyBQE0jfsVSxBQ5brxsxgVeIwtbGvInvmxBiMqda5dG0Hp39tssWjaKl8f/xc07Hly83IDI636sWDCF/j0PVYg/E252Zdc/3Ylb1Rt/3324H1iHlAIhpF7hrjjxrDKEu7KK8UbRznCoYaJdCBCU8wAuhAiRUrZ6+PchKWWXyvbBiJHqppaIdlcBfXUSBPCxlLKpzg9rq2jXb8LyIm/UV677sG5rX9Zu6cfRU0EABDwSyfBBOxjx6HZaNguv0amXuoriFjfRNkTRbuwr/0d4REO+nvl5qVOXDB1dk/9M6YC5SATgjJxGDB1QKLOwaHadoOH78ep0DnN7bepdZUVulFa4A220UV2f25ibZxMe0QBf77vFFqSuCuLiHZg9dzJ/bxhEdIwrtjYpPDZwJ+9MXkiTRleq2z0jlYxKpWTjjl4sWPoUO/d3RalUMbT/bl56Zjm9ux4tUmDTh0YjWLJiJP/7/E1i4px4bvRqZr83D3fXorsUqtUKBo7+lUMnWnN868gifwgqiSBQG0Q7AI1U5kYF35G9cSAMa1GyDpGloSRik5TQ94nfsbDIZNOyiRX23bVFsIPSi3Y55MxFtv44gpilj4JCjVWzK9h2OE/96BtYb6iYTu93ZC+SaUACTUjDGzsiqNvjBLZOUaX2uShKuz+lFNxgKNd4HImgHqvxY1ORNe+ypC1hvEwsbXEmhCb8iLlIKpfPxVEaQeu7Rc+wbW83YuMcGdRnP4P67KNdq7NICefCG/H1/Bf4bMbXeHuWPiMl77b12CexWqfdthfl85iSTH1WkzGiXZH1FIubD1WkcFee6FmjaGc41DDR7pyUsnme182klOcf/n1eStmssn0wYqS6qSWina5adgVJklLqvDjVWtGu2W8rcm/Qv3gf4kRIIBu392bD9t6ERWiFqaDm5xk+aAfDB+0kwL92PcTnnViUZMJqCKLdjVuevP/5m7z72kKaB0SQlGyDjXVaudMuKouSFCIvigNHm6CKccRiqyeppy1IJIB03OnKi5iLRBJkE1RYYDnMEqVSlW/CWdmpVrqEu5KgUSlZ98SnCKWarh8vwqXJdYOooahSKdl3pD3L1w5m3da+7Fj5LK1bXODCpYZEx7jQveMJgz3GjFQMkdd8WbRsFEuWP05cgiPenvdoHxRK68ALtG5xntaB53F0SC60XGqaJWfDGhF6IYAz5wM4eKwtFyMb0LltMPNmf0LrFheK/e73P3uTL76fxKK503lu9D86bUoqCNQW0S4HlbTiMN+jxgx/fseLXRX2g1lphKb4BHsc7JPzCbnlub5D7WpCURbRruCPh1lRTjw42pyUk03QpFqBkHQcNg/r9Ue5KQeRxCOYkYg5iZiQjoIsPMU+AO7LtqThAShQYUkKPijJpLnQRncfl3NIxw0bbuDDdtw4ihBlv5fpoqz7M0M6c4lniaEDVtymBV8X2YxFSrhNPy4zHhPSaMa3lR6NWlDQ0ocqwwyhVKM0zV9u4PKGLhz/6mkUCg3Nxm+hyZjtmFiUPNVc17aVEsJ5mbv0wo0jNOVHska0KiTclXQ+VJr1LIm/ZZmDGUU7w6GGiXZngP5SyqgC73sBW6WUgZXtgxEj1U1tEO3KS60V7V4MnU3UqQDqBXuwaWdPomNcUSpVdO94kiH9djN0wG7q+lR9F7uqJGfSXJIJdnWJdmq1gt0HO/Lr8idYv60PCoWGBV/9j6cf31ClfpSWgt3NikOVbEXWHTfMPGIxcUgh5WQAMcsGAWBKMg6E4Ug4HhzAVORvcpL3wQOoktpIBb+zxMtd9iZm2SDUyVY4DjzKozOW8nv9fZXgYdnIzNTWuBMCXnl3JguWjsHdNYbHh2xj9PCNdGgdWqOjbI3oJyPDjNWbBrBxRy9On23G1Ru+uZ/V97tJ6xbn8a9/jcvX6nLmfAARV+sipQIAR4dEWjULZ8LoVYwevqlEx4lGIxj7ylzsbR8U2aG0NBE8tU20A8iQToQxmXgCceMYTZiPiShfpG5ZI8Ni4xyREt5J0wYulOYar4vaINhB6benrmj/HKRKQV21KWePNMO+ZzCe+yV31tQjmk5k4YD6YX11MxLpJl4EIFS+Syw582wN1tzFgXAChLbsS7a0woQ0nedkWe9luijP/oyVrbjGCFrxOSYiTW+X1RTpwzmmkooX9fiH+qxGiMr7YSlv+mlZyY6zI359d9LO+GPilITTsP1Ytbhc4vuprm0rJdxkCJd5Gluu0YIvkSMeyedraeZDFbGepf3OvBhFO8Ohhol2TwNTgGlAyMO3g4Cvge+klIU7yxkxUsswina1TLRLjL3Dnr3m/L3ain82KVClWWBrk8KAXgcY2n8XA3sd0BlNYaR6RDspoV3/NZw+1wwnxwTGjtjAm5N+xde74tOkKpKch2x93cKyMy25e7k1KUnupCa6kp1pA0CDVtupU+8cmenWpGxV4EgYVtwtdmKb8+CRQ1U8CBb8zpKiyjLnSmgfYm8HYOoWz7Aln7AyaFMFe1d+0tIs2LKnOyvXPcrmXT3JzDSnc9tgDmwYXd2u5UNKuHbTB1vrFFxdEjh6qiXjX/sKO5sUXF3icHVOwM0ljmef+odmjS+TkGjHtZveeLjH4OYSZ4wi1EN8gj2nzzUl+Ewzgs9q/79+y4e6Prdo0fQirZqH0aJpOC2bhuPjda9Mgq6UoFJpu8YWpLQpd+UV7fIKBdnSGhPSK1UMKCnaVMIhXGEMVtylPW9XWFOdkgp2qWmW1G+7F8eu5+g4Y2mFdISsDYIdlG6b6hPsIH9qo65jXyUtUGOBQIOZ0M7X1NIMiQKBBoEKRSmP2bLeywpSUftTI5Wc5iPqcAgvduqsX6eW5lzkBe7RA0fO04xvc8tnVAYVtY0S7/tw7Wwv0pJdsXO5Sf0We7C2L75Jlb5tGyODOM8bmJFER94gc0T+Z67S7JfqPBaMop3hUJNEOwAhxABgBpBT6+o88IWUcmtVfL8RI9WNUbSrBaKdWg379sGKFfDPag0JiQocHTSMGLSakYO30aPTcczNs4mNUzP1Q20h4Hkfu+LirNQ7bm2wf2d2DHY2Sv431alY+xzRbuwI20rz55V31UTF9MDbYwjL5s9AoZAsWDoKB/sHDOu/K1+TAEPbnimpGqytBE8Ft+bkxRZ4HzVFrTIlNcmF1CQ3UpNcSU10w8UrAi//U2SmmxC87VXMre5h65SAjWMs1vb3sXa4j4lpVqEJX5bMJAJtR0l/WmAmzAv5kDPZtFx7vET2pR1fl329YdqmVAqlqV57jTqbB/E3AbB18kUoTIm/14Dban9cxm6jW8cw5lhdwM0lHjC8/XvthiVjX+mERmPBpmUbcHI0YdyrX9OvxyFGProdG+u0KvMnM9OUleu78sX3zUhIbEFGZguSH9gxd9anTJn4O3fuuTNt5nTS0i2IiXXmfqwT0TEutA96Gs86O+nf8ynGv6aNQFEo1Lg6x+PhHsPiudNp1TycS5H12Lm/BRt3nMXa6gY/zVHh7qZ/Xm5o+6sy7bOzTUhKzizX+JaWNrw47VM+fucbGta7WcherZYMWFmP4K1qHB8dgNdBofchMOd8vId2rOJEuyyZyWm6kMFjKHFAgwVqzFGQTQ+h7TR/Tk7lPu2wIBZzosjkAiZcphWnK+16Upx9omxMKh64sq1M4/sMehahUBLT11qvuFTU8dB0ynwure6F57u/U/fSv3UKC17fir0eatRcWze/1P4bqr16RDegaNEuLl5NfKKaZzd54/9Yo1zBs2BUU45gt9DjAEnJGsbsbMDljG4orSz1itYVsb76xJqS7N+8vpXXH3DlPFOIJxB7LhHAz9iI2zrt7ZhKJC9jQnqR6bIVdTwUtY1Ke/yrs1XcCPPj/o0hqFVWeDQIoW6zAyiUuoV45ZoDxfqfIn1Ixw1XEUyWzCTj0SBMzKwwWXuozMdzURS3vmWZv4FRtDMklNbW0jKgMc4jhqG0sdZrq05JJW7NeoB89lUp2hkx8l/HKNqBSXU7UFYuX4aFC2HZMoiKAhsbGPxoBk+MTKNXz0zsVP/LZz/1wxhWbXwAaCMNlv5QR+/4tck+PlFdrH0OqzY+qFB/ToQEMn/JWNZuCSQltQEAVlY3uX23Dr7e93jpmZXlGr+q7K2tBCMOBLJ/cQxW17cimw/l5IaXUGMBgAkp2HADq4QLWF44zhV5Asm7ZKZm45DqQ4Pb7fSOH8EZormV+7oZhe3zThRLYl/a8XXZR69/H3d8aCb025+XJ3LHz7G34jjOw9tzVwj27WiD7+c/MGbIFubO+oypH142qP374ZfXOH3uLABvfmTLp9NbcjIkkBVrh/Da9A8Z0OsAPTsfZ9iAXXjWuV+h/qjVCoLPNiMry5Qu7YPJyjbjuTe+R0oVQpyhYd2/mfPBDXp31RZt9/KIZsWC/L8Qj5scxd8btOduRuZu/vn1Fe7ddyUq2pV70W7cu++KrY22icnO/V2Y8r8PcpfduD2Len732Pn3ePx87nLwWBtOhgbi5hKLu2ss7q5xfPx/YWzcoR3fEPZXZdqbmqrKNX62yo4HKb+yY18Xnhu9Wqdo139FXQ7PPU+dyZOwXXcdywP6u9oWPH91oZEKouiCO0eJ4AQpeALhmJCFO3YoyUTJv+KzJ7uwJIp03IjHmmz6Ai2IYAnNaMdF+QKOnMeNY4UiDCvr+uMgLuLARc7LM0TRBhiGhi8JJKDY8b0HjOPsvu+xGzmQgR0s9Nrr2r8TbnYl8LmNXFrflfTfukDH9bnXXF3XN33ktde3vnn9N2T7BugXOeIT1Qz50pwO0/3Zu90L31CtAOdJ4XTEJb4HeX7qfQ6fSGffWsn4AwquaPpyt7vAk/Y6hbuKWF99onhp92+5/RHtaCVnE0U3IhjPcb6igVyOHxsQoqD9PNpxg3NM4zQfUF+upB5r8p2TFXU8FLWNynr8SxyxYi73rown9Yo9LfhCZ3ON8yXw30bcwuahTSgBJG9ORfCx1p/Sru9a/SJfZR8PRqofTVoaqaFnQIDbuDF6bePWrNfaQonsKxohxPdAkREzUsrXq9CwDX9AAAAgAElEQVQdI0aMlAMhRCNgItD44VvhwCIp5aXilq1Rol12NmzYAD/9BLt3g4kJDB4MTz8NgwaBzE7411h3gy4jlYSUcPFyAzbv6sHugx354M0f6dQ2hJg4J7bv7YqD3VHS0hcixFGGDTiLr7dbdbtcKtrOtidk4Xo8p03BIvY6VuuO448NZiRhw3UsiC30YCsoeSHm2krOg9vtDtlYdTrL0tWPsetAZ9q2fBXQXZTfEPDxiuLSkb4cPtGaZauHsWV3D/7ZNJD6fjfxrHOfxKQA1Oq2KBT7kFK/mKKLo6daciq0OYdOtGb3wU4kJDrQtf1J9q0bi61NKv179mTXgRMIkU27IFsmjitedM85/iwtYnhs4K4i7SaOW8HOA2vYutsVKevRuGEjmjfxx9lJm3q1bU83vvh+UqHlTExsgFTOX3yLoD5P4GCXjJ3dA+xtU3BySGTe7M8A2HWgE5HXbNFo4oBU7kVLToWa0KalNkIkO9sEExNVrawdKGVjtu3ZQFp6PX78YiZ9uhXujjnhZldcAzOw8M/i1v8+xvuxzwD9op3+7xRE05mrPEEanmg362EEC4GFOOBDYx0Pnc7iHM6cA/I+ZJsB7kipIJkG3KY/zpymsfwFS1F2H8tGfWAMsfQmXi4utiC/qYUtNg7emHrUAUqeRjjqMdvclM6Tl3zxrn+KW+GdUa2Jhlp4jFYEE252zRdt9+wmbzpM92fPBldsdl/H8oS2JmFRwp27i5J2rSxwdVZi52MPNyh3KnJNQwjw4ADOMpSLvEgUXfBhK0od8wYbcZt28j3CmchVRpNCPZrKH1CKzGrwvOQIErDjQxoSxXmmcIpPaCU/wUqUvsNsXrJoD4xAkgpsrhBfjRgxYE5VtwNGjBgpP0KIjsAaYAGwEO0ssxWwVwgxQkp5TO/yNSE99tYtbVTd4sXaqDpfX5g4EZ57Djw8/rXL24jCIq1nvjFi49S8+ZE2HWburJKlO/2X7HPSY58eaVuq8TOzHHBymMnug725ct0PgKaNIpjzwZcM7H0AjUYghCQu3rDWtzh7lUrJ//30PO8+TDMcG9aeje+GaVPZTltiu+lMkWOnD2+PWp3N9fU/A4aZ7lTV9jkFoDNvuJO6tidJ17wIeGQFLZtP4puPnQ3+eJASrt7wwdP9PpaWmXz89QRm/d90ABzsEvHzuYebSywrF07B3i6FIydbcflaXVycErgb5cap0IbsOmhB57YTmTvLlfGv/8q2Pd3x8oiib/dD9O1+mN5djuDqklDt6yslJCXbEh3jQnSMM9GxLly/6cC58G8ACGo+mX1He5OUZEfSA1sSk2xRa5TcCO4OwJiX57Jy3eB83+fuGsPds50BeOzZ+Wzd3R072xTsbVOwsU7F1+s6DvZPAuBo/xU37jTA3CwLS4tMPN3v07RxBGNHbgTgQYo1GRnJTJtpWNeTF960Z+ue/TjYZfL3oil073RSp+2Em12RGsnWHzMQ+y/h33Z0sfWRdKXHSgn36cBVniAVX2y4TgNW4sIpsin/+auRCm4zgCs8hURJPVbhxyYUQlVsel1Fpf9n0YJ05pOONz5soSF/6RQqcuzrD5+MWpXF/T6WuamYulJks7Ik4ZezsLQQzMrogpmteW5KpyrLnOBNz1GXNdQVG0rsf2nXtyrtU4YGgZRc37Cg3OmleTtwLvE9mCt47t3uhdXm67gfTyzy+g/aFNlffQ4gJYw6GURwRAu8j5kBRUd6Gdr2rGh7KUGFNaYiFZW0JAln7rGmkL22McNgLjMOW67TgjlYiPhq978k9kmyIaFMR6ChJZ9hJ66VefwMqeIkk8mkB835GHcRbnDrqwtjeqzhoLS2lpZNGuM8vITpsWsfpscON4z0WCGEI5BocDWrjBipJGpDeqwQYiswR0q5r8D73YH3pJQD9S5vqKKdlLBzJ/zwA2zerH09aBBMmgQDB4JSxzOUPtGuJhMd40xSsi0mJmpMlCrt/yYqnB0TK6zIfEkaUahUSi5G1ufUmWZYWmQyatgWMjNN8Q06SJuW5xjcbw+D++zFxyuqyDEMDSkh4ko99h5uz/6j7bGyTOeXeTMAGDXxG1YseAMhSl4wPu+DTW3pHFhR5Dy4abKV2F1oSIfslNyOmtnZugv1GzLXb3mx70g7jp1qxb37rtyPceHA+tGYmqp4dfpH/PTb2Fxba6tUAptcYv+6MSiVGiKv+WJjnYa7a+EIzZrOgxRrkpJtSE2zIjXNktQ0K9QaBT06nQBgxbpHOR/uT9IDW5If2PAgxZo6bjHMnzMTgBenfUrwmWZkZpqRlm7BvfuutG91lv3rtSkpLXpuJPK6H94eUbRsFkaXdsH06nqUpo0iq3Q9s7JM2ba3KyqVCSMe3UFGhhnDJ8xn0f+9j7dn0ZEkeQv1l7YLYcFGFCflJ2RjS31W4s5RnQXty0uGdOISE4gnkE5MKbIYfnmufTnXBl3bQy3NiGQstxhEIF/hJk4UO1aOH3mbHuij4L7Ikna5TRBqOvq2bVnGgsLbNmf76Ru7oHCXd7ny+lWbuCif4w59eYTf8WGbzvtDrGzJOaZiQgYtmIOduFr1jpaBVOlJCP8jGxsC+Qpnca7MY6mkBSf5lEycaMsMrIVhNzADo2hnSNSkRhRCiA+Bv6WUF4UQ5sBWoCXanLIxUsqiUyuMGKkl1BLRLkJK6V/EZ5eklI30Lm9oot2DB7B0KXz/PVy6BG5u8MIL8OKLULeu/mVruminViuIuFKP4LNNOX22KW9PXoyHewzzfp7AW7OmF7KPPN6Ler63+XbheL788UXquGlrUNVxi8HDLYbpU37GxjqNaze9SUi0w9kxESfHJGysUwtNBAuKdnm7DH4y9xW27e1G6PkA0jMsAeje8Th71owDaobgIiVEx7hw7aY3HduEAjDj02n8tnIE0TGuAHh5RDG0/25++HxWoeVLItrlfaDJwSjc5afgg9sS34OEnAvgsWd/ZtY73/DME+tQKGr+D4dpaRZExbhyP9YJd9c4/Lzv1Ir1qg40GsGDFGvs7VIAWPjHKC5frcv1W16cDAnk1l1PxoxYzx8/vo2UMG/BcwQFnqddy7NYWWVUqC9qtYIDx9qyfM0Q1mzpR0KiQ6k7DpdVtHsg/TjG/wHQnecwE8lkSgfMSK6SDrAZ0gkLEY+Ugps8ihe7MRHaNMjyXPvyXhNyloPC2yRF+mLNTYSAeNkMOyIxEbr3ry5/9FHUd9Z08a6k27a0Y0Ll7uv/MtnShgtMJpY2uHKCAH7GTDwoZJcifQjlPbKwpxnfFStmGwqZ0pEQ3icVL5ryPXVE4RICJSVdunKCz6nHanzFtgr0snIwinaGQw0T7S4AzaSUUggxERgN9AH8gd+llMYiikZqPUEtGsvDOxaXawyrOl2rW7QLllK2LuKz01LKIH3LG0xNu8hIbVTdkiWQnAxt28Iff8ATT4C5/sj0Gs+p0Ga8NXM6p881ITVNG3ZtYZHB0AG78XCP4YmhW3BzjUWlNkGtVqBSmaBWK3Fx0qbSNWp4lUf77CMqxoWoaFfOX/QnOsaZD978AYDvFj3Dd4ufzf0+U9MsXJwSuHm6GwqFZOoHM/gWbUdB+4anyVaZ4uF2nysnegNw5YYvpiYqJo5bQVDgBYKaX6DxI1fzjGeYgt2+I+1YtWEgZ8MaExbRkMQkexQKNSlXAzE3z6aOWwz9ex6kU9vT9Ox8jAZ1b5Y56qnICASaFFlc+79I3hpHB481YQLwhiIGrzrRPP/GHH78ZRz/N+szunWs2SU8rKwyqO93i/p+pa93ZyQ/CoXMFewAJo7L37zm5m0PMrO06XV37rnz9qz3AFAqVQQGXKJd0BmefWoN7VqdLdX3Sgk3b3sSeiGAof13IwS8NuNDFiwdg411CsMG7Gb08I0669ZVFFJCDG24yWASaQoPRTuJNtS8qKi3ysBCaDs/J/EIlxnHLQbSRP6I5QhbIP+17+CxJnobC+SQI+IUumbul6QPz7+sjdCmBmdLG87wLqYk00T+pLPWneXa46QPb6+zg2lBihKOomQnLvAaHeSbNSKKpyCl2baloeC2Lc0PU3mv/0bBTjemIoUW8ktuMohInuY4XxMov8ReXMlnZyNu0VbO4CzvcJa3aSj/xI91Bh+5bS4SaC0/5Azvcp6pZEkHfEXZoicsRQwd5RuYiZTijY0Yqblk5YmY6Q+skFKqgXAhhME8xxsxYqRYfIQQ3+l4XwBexS1crSe7RqNNgf3uO9iyBUxNtSLd669De92d52s82dkmHDzeho3be9G90wkeG7gLN5c4MjLNefapNQQFnqd14AUCHrmCiYkaAG/P6Nx6TroY0OsgA3rlr9uj0YjcyJ6XnllB904niE+0Jz7BgfgEB9LSLXI/D2x6MXe5F8auwtQ0G3OzLNRqBUqlhiXfvlfRm6HCkBIuXHqEA0fbcfpcE0LONWX97y/h7RlNyNmm/LVmKC2bhjNq2GYCHrlCgP+V3PV+/cWlFeKDvlo/XTuEGYW7AhQU7ugQxqGNo1ix7lFmfPoWPUf8xTNPrsk97jIyzLCwyKpmr40YKr7e/woq3p7RxIS15cipVhw71YoTIS34a81Qunc6QbtWZwk5F8D0T9+iaaPIh80wJELAS88sp67PHULOBfDXmqGcDWtEyLmmxCU4AnD1RA/8fO4yfNAOenQ+zuA+eys8ik8XaXhylrexIJZH+Pd6ZS4S9CxVuTiICNrID7jAq5xmFh5nT2H20mG6dzibWz9uAsULdwVFpULXzCLEJVORQiv5KWG8zGk+wkvu4BGW5Ub95ZBXXCoOXf45cgGBhus8RlN+KunmMQjKum1LSt5tW9oxcq7/OX8bKYwQEj824ygvcInnMUf3+W4ukgiSMwnjFSIZSypeBMgFKIRh/pCag6lIo5X8hPO8TgQTyJbW1GdVmQTHHMEuUfoTRysaiJXFLGHESI0jUwjRDIgGegJv5fnMqnpcMmLESBl4W89nxUarVEt6bEqKNgX2u++0KbDu7tpadS+9lL+xRGkx1PRYKWH9tj6s2dyfLbu7k5DogLl5Jv9740dmvPFzdbsHlKymnaGx51AHXnl3Fpev1gPAxSmeoMDzzJ31OQH+V8jMNMXUVFUhaYlFpccWJdjlXQ5KVvPnv4auVNm0NAu+XfQsUsKMN35GoxF4ND9KHbcYunU8ybABu+je8YTBRncaMTzUagUajQJTUxV7DnVg2kcziLzmi5QCjVQgpWD36nF0ahvC738PZ9Lbs2nqf5lWgWEEBZ4nqPkFWjULx8ysYrpBF5ceq5EmxBOIizgNQIIMwJ5LKISmUE276iRlSBeun+9G1NVWeLQ/z+11I/J9rq+kgC5RKe9yUHz6sFqacZVR3GAwlsTQjvcwreCIm0tyArfpR2dew0LEVujYlUVFbFsjhkNOqRIpBZd5Gj82YC6SCtlc43GuMgoHwmjJHExEWjV5XHKkVBDOS9ylFz5sxp+lZU71vyzHcoPHaMgf+LHBICMOjemxhkMNS49tD/wOuALfSClnP3x/EDBOSlny+hxGjNRQakN6bHmp0ki7Gze0KbCLF0NiIrRpo02BffJJMDOrSk8qn+QH1pwLb0TndqcRAmZ+9Tp3otwZ0m8PQ/vvpl+PQ1hbpRc/kJF8pKVZEB3rQj3f2zRrHEHDejeY+tKvDOx1AB+ve/kmaubmFfOQXRp0dSrMS3miG/4LWFllMH3Kv0J2VpYprz2/lMMng1iyfCTzlzyNvV0ycz/+lGdHra1GT43UFJRKTW7Dnl5djhGye2iRtuOfXMv4J6vvuIqXTbnEC6TiTQc5FRtxG8diOiNWF0qTbCyn7KHOpUgCA3UXwu/aISxXuMsh54eOosjbkVTv94ssHuEPXOVxkmlQ4YIdgCd7uMUgEvGnDoYv2lXUtjViOOTMadLw4Db9iCOIIDkzn3AnBNRnNVbyHhd4lVPMoqWcY/BCsxAaAuTPmJDGTQaTjhvN5HdF1qrUR0OWk04dIhlHEv40kT9hKlIrweuaT0wMhIdDWhp4eUHz5trMp99/h8xMyMoCO7vq9tJIDlLK40BjHe9vAcpXmd+IESNVhhBiCVBUJJGUUj6vd/nKjrSTEg4dgm+/hbVrtZOLkSNhyhTo2JEK/TWsuiPt4hPsWb+9N2s292fXgc6YmmQTfb4DlpaZXL/lhVedaIONEDL0SLuMDDMWLRvFF9+/hJ/3XQ5verLKfkktrgmFroixnOXAGNWgi6K2mT7S0izYeaAzG7b3ZvyTa+jW8RRHTrbizQ/fZ1CffQzsvZ/WgeeNDR+MGDS6rguKNZeIYDzRdMGSaPz5FdeHkXZ5MaRIOyh8Hrfb682IQTt4L117vSwqwlhfhHJJO3Xr4oH0w5yECmsekSVtOMAS/FlS5rpbVU1Jtm1F3Y+KEwnLg/FeWZgE2YQQpmNJLEHM0lnTMk4GcpZpKMmkBXMK1cIzVG7JAVxiAjbcoCVf5NbQLA05TXIiGYs58bTl/Sqt+1kcVR1pl50N8fHabCYpYehQOHUKoqL+tZk4ERYs0H6uUBQcwRhpp4+qirQDEEI0Aibyr3gXDiyUUkZUxfcbMVLd1IZIOyHESB1v+wJvAEoppbfe5StLtEtPh+XLtV1gQ0PB0VF7c5g8GXx8SvyVpaI6Rbtfl4/klXdnkZ1thp/3bYYP2smIR7fTsU1IjRARDFW0i4t3YOEfTzH/t7HcjXKne8fjzHrnW7p2qJpGBSV9gCz48JqDUbArTFkEu6LYe7g9H3wxlWPBLZFSgZtLLE89tokP3vwRJ8ek4gcwko/yROGUZz/+lygo2qlVJpzeMB4V1vixnrqsQyl013A0NNEO/j2fs+NtiZozHhuvGPr+8DWnInyKvWaCjuY9ZRTs1NKMw3yPGUm0ZiamFZAemNMIxI7rBh+1lBd927YiBbuSductLTXlnqmRChRV0Lk5LwkygFBmYE4srYsQ7lKkN6FMJwt7mvID7uJYlfpYVmJlS84xFSUZtGQOdkJ3BG9xJMmGRNEVf5YYVJpsVYh2UsK+ffDjj7BpE3TpArt2aT978kmwsoIWLaBpU200XZ06ULeu9vMbN7RZTyYm8OABNGhgFO30UYXpsR2BNcBC4DTaovWtgBeBEVLKmnGCGzFSDmqDaJcXIUR9YAbQDZgH/CKl1FvAvcJFu1u3YP58WLQI4uK0YdevvQZjx2pvFpVJXtEuM6ob2dng4qzUu0xsnJqpH8YAMO9j1xLZT/kgjvsxXXFzeYaJ49bRvdNJzoX788eqxxg1bDNBgRdyJwplGb867IsS7arLn5w6Lj/9NoZXp8+kb/eDvD15MYEBh3jzo8r159tFCbz3uhMv3+3CkdPNgaIfILNkJhGcAaD+8Mnc65F//IIPH3nt/WmBmdDfGrm22atHdNMr2JX1+MnIdKJ31+HsOdSPwydac+V4Lywssgg+05S6Pndwdkos1/j/BfsJN7sipWTNZO3+ch4xDKWNtd7x1SmpxK1Zz/DvAlFlqPizif6HbENa3+qyzxHt9h8IxOtINkJA6ppsrLiLCTf0nl8FRTtDOd9zBJzU8+7c/+VxTJySCWy1AqddxZcLuBt5kKwBDVE62KO01h5vJbne6vInTrYglPewI5IgPkFNskFsn+qwrz/8VYQQ+YS1irof2bbuSPbYIIRS//Gfc32A0l1PLOrXxa5Lp2KF26re/gJnEvEnicYk0ogH1KUbE1GKTFKlBwrucoWTle5PFm1JYSGB/B8OQnegTZa0I5S3SCYAG+bQisOYG9DxWZR9ivQhlPfIwp7GzCWen8s1fpp04x49Hza60BRrX1nr24Q27Jb/6LUvL6tWwcyZEBYGzs7a564ePWD48LKN91+raVfa61UVinZbgTlSyn0F3u8OvCelHFjZPhgxUt3UFtFOCBEAvI9WeP8KWCalLFEaZoXUtJMSDh7URtWtXat9PWyYtgts9+4VmwJbUtIzJO98HMvSH+rotZv6YQyrNj4AtH4WZS8lhJ4P4OnJvbl4eSTghYlJMr26htC900maB0Tw5Ydflnl8o72WZ58azrwFExjSbzcvPbOSZ55cS5f2p2geoJ2Yjptcuf58uyiBNyc5MmSlL2ePxODQV3/ERwRniOaW9sXaH2kgXst9SNIVLZDPHmhGO73+1CZ7z36jSSgmwq7sx88DLC1+4e9Fm8nMNMXcPBspYewrc7lx24uh/Xfx7Kg1LFv9D/9sNszjvzT2Gs0gbtx2Y+I4Z1RqJSqVCXXcYhjcdx8A2/d2wcI8k28WnmPL7tsIkaV3/BwhaccvYF7XF4DMW7exCmik15/MW7cxr+vL5jkxPPquKxNudtUbcWeo27Oq7WPD/bgz5xlM/Y7h7ncht+nEeWm4568++5yOoHe63MVlzBLi/hzPmZ3D6MBFLEVMkeNfWfM99R57hYg//8LqxaFgXYrrrQ5/nMUZmslvOMebnOFtTHmc++Vc30TpjxoLnMXZUvtTrfZrf6DBiNfw3C+1XXwr6H4kGviS2tODXh3CUSgL5dPl48qWSKz9MwFwytpNgw4NS2Tv1yuTkzuPQveOejuvV+X2TGMUyWjneAIVtlzDiz2oMUMhMznHNNKwRsM8YD5wphL9uYUbZ3EQLQBtlGnB6FwzkYylHEYyH5HCu5xkFZ3kGr2dZQ3heLYRt2grZ3CGdwhjOpAJzC7z+PfpyDUeJ4lHaC6/yVf7sirX1w9/vbZl5cIFbaSctTXcv6/9/7fftFF1lpaV8pW1lrg160kN1YqsCHAbN6Zc4wkhBgDfAkpgsZTyiyLsHgdWAW2llLrSiBoUFOwApJT7hRALy+WkESNGqgwhxCqgDfA1MBVQA3bioVAmpdRbF6Jcol1WFqxcCfPmQUgIODnBtGnwyivg51eekQ2H5AfW2NmmotEoGPz0IqJjHBFiCwrFVEYO3sfzYxyq28Uaj5RWSDmWLbtf4681zXFziWVIv90AWFul5wp2VcF7rzsxZKUvJ5bexf3FCaVO0cp5eM372gg07zGZ+AFOCMqfElscOQ1IhICVC6fw24oR/PnPMFZvHIS52RzU6hkolYY/z5ESbt+tw6kzzTkV2pysbFO013jQaGZx+EQbDp/4175Hp2O5ot2kt2dz845XntGiORW6Bm0ENvz+93DcnOOo73eLT6mL0kzFwWNNELv/ITXqEgBOHk3wvK//QePqmXBS74UhpYZ9zV+i19CYYoW7/zIajeDCn/0ImT8SYZOGhbXh1FsqL5Zrj+P4oB6qG9uR8jc0bCWZhlhStGgHcGzddDo89jkxG4Jxr9uu3NdMd3EctZxPGK9iw/Nosw/KznWGk4kTzhQW7Qwdy7XHSR/evsLSTW1bd9QKdsMTiVhzkaPT4vTaxz2pJi1dG91kZZmOs9O9EtnXcbvEKPsWnL2nTfHVJ9xVFtnSimQ+QrIKwXbMCKYBf+HAJeyIzCeSSQmN+IVz9CSLT4H3SOYvMmUw5iKhUvwTaMXQ27IPNxhGazmrUAq31mYcEEEGszhNUwLl15iJB4UHNCDMRRKt5SyOMpwMZgLt0fBemcaqK9ZjKh9wkRc4wecEyq+wFTcr1N/q4OhRbVTdjh3amnQTJ8LLL2tLEBmpfoQQSuBHoC9wGzgphNggpQwrYGcLvA7ou8DpO2GN3VaMGKk5tEXbiOItYNrD93JC2yRQX9/CZRLtYmK0N4kff9QWNG3SRPv66acrPwW2pFhaCObOci3Wbt7HrrmRgDn2sXGOrFg3mOVrB3P7Xh2uneyBUqlh1eLXcHGK5JN5l/PZl3Z8o31++72HF3Avug+e7uF89dF0xgzfiIWF7rTuyvbn5btdOHskBvcXJ+BxECzX639Q8KdFob/1PVzosi/t+DXN3rPfaOIHOCGzs+nW+ZJeQaei92+LpheZN/sz5nzwFZt39WD5mr7ExCfh42nLa8+3YfSkaTw+eCuD++7V2W24us6XT+a+wvzfxhIdo33PxCSbTm1CWLVYa5+SOp53Jnvg4gwmJmpMlCosLTJzl9++cgI373gSHuHGr8vtSU3zYtwTWvFEpVIycdonqFSmWmOhQemQgo/XaRq0lESu+ZlUJmF9xZoHV1IwIxFzEjEjAaXIv40ekY5EYEP94a+iOZfFQTdXunYIK1K4M8TrT1XZv/daYwY//TXBe7vh2yMY+h3D/lT+DuKGeP6Wxt5250XuEUkdoD6TsXoY1aORJjojfHLGvLZuvjbdLKT011tdeIr9mMkkbAgmEh9kCf3XNb4ZiSQXMY8ytO1fmfej9OHtye6ioVeHcCLWXOTA67H8O9fUjZTw/udaYa8k50uOfYum5vwz6QzP3bLn4LEmRQp3lbE9NVLJPbpxhTFkYYcNcdgQhj/WmAndnaWFAEfC6SBDucAcUnmZNF4gjmw82V8uf4qzt+U6WdgRzEyC5Kx8ka3/2v+GAzZEMIUTfEETOR8ncaFS/Kkoe6XIoq1cyhlOkcwskthJkvwGe3G51ON7iT3YyFuc4S1O8ilBcjYOIqJK19eaimnHeuKEVqzbuhVcXeGzz2DECO1nhRtJGCkNziOG5V7SnIcPK+9w7YBIKeVVACHECmAYEFbAbjbwJdqH+KLwEUJ8p+N9AXjpeN+IESMGiJSybnmWL2VNu2byhRfOs2wZZGTAgAHwxhvQr1/1pMAWpLyNKI6fDuSL7yaxdU83srPNaNE0nNHDN/La80uLFJFqC1XZiCLkXADzFjzH3Fmf4eKcwOETQQB0anu6Wo+j8nQtNFI0OfWuCnYyrG627enKs69/SUycM06OCYx8dDv9ehxiUO99VXa+azSC02ebsmlnL7bv7cr2lc9iZ5vKz78/xZGTrWkfdIY2Lc8SGHAJS8vM4gcsAVJCdIwLV677Mv10Hy4ca4ppmD0O7tfxC15CprTnIIXrRjTgL+qJtaRLN07yKUoyUJCFkgyUZFKn42WcPK5yq5U1LtHOvHVaJDwAACAASURBVFw/BGfHRJwckrC3e0Bdn9sPo5a1J3lNaNBTkWzc0ZOnXvqWFq+vwn/EPg4dL31TAENsRFEcsbIll3iBVnyClYgqfoEKJltaE8xMfNmMBwcK1bXSh1qacZJPycaGruLlSvTSsKnI5kGloarvyfdkVyIZQyYu2BNBIxZjJ66Vaaw06YYF8SiEigTZGFtuYlIBzVF0kSQbEML/UJBNS74osoFDkmzIeaaQTh3qcIBH+MOguqsWRbKsz1mmkYELPmyjAcsxERmlHidTOnCVUfizBKXIIkk2xIp7mIqqCVYqbyMKKaFDB4iMhHfe0UbV2diUfPmUFDh5Uhuld/as9rnN0rLwPysrbTBG//61t6adjaOPbNlrSrnGOLzm7RtA3vDWhVLKhZCb8jpASvnCw9fjgPZSyldzjIUQrYD/SSlHCiH2AW/pSo8VQozX54eU8vdyrYgRIzWA2lDTTgjxtJRy2cO/O0spD+f57FUp5Q/6li9lpN15/vwTxo/X1qtr0qQsLhsOGo1g/9F21PO9TV2fO8QnOHAiJJBXn1vGM0+uJbDJpep2sdYgJew/2o7Pv53ErgNdsLN9wLgn1tK3+xE6tztd3e7lI+dBujykD6/6dB5DxnO/5CBN9EZhVTUDeh3kzpnO7DrQid9WjmTFusH8uvxxYsLaYWGRxYGjbVAoJO2DzmBqWqIaoSXm4uX6fDX/Bbbv7cq9aHcUCjUdW4dyL9oNO9trTBq/gknjV1Tod+YgBNRxi6WOWywH2p1mwiDtg7Hbfkm6rza1u6N6HqosC7IyrcjOsCYr0xob+2zSHdqTlW6N48XraFRmqFWmaNRmqFTWSKktet/EMpFtH7zMizyZ73uXL5jCk0O3svtgRwY89RtWlmnYWKdhYZ6JEJLfv3+Hrh1OsW1PV6b87wMUCg0mSjWuzvG4u8Uy863vaNTwGjdueRIW0ZA6bjE0bni1wsTMikajEazeNIA7d+swddIShvTby+DV72Plmvif6iptQSwqLDnNB7SRH2Ih9KdUVjRZ2KEgmzAmc4MhNJTLceFUiX4giuBZUqhLSz6tfEcNlIJdYg8ea8IEKv/Hl7ydrCvinlwUKdIbC+IxEWloMMOSaAJYiDOhCFH277US9wFQSSvO8B7mxNFSzsHy4fsVib24Qhv5AaFMJ5hZdJKv6RTj7EUkHeQ0rjOc6wwjhjY0kCvxZluVd8EtDXbiKh3k20QymlsM4D7taCx/wVXoKv9VNOYikQAWACCl4BxTycIeD3kQb7ZhK25UhvtlRqOBDRvg22/h77+1kXXLlmk7vtra6l9WSrh8WSvQHT0Kx47BuXPaMQHq1QOlEtLT8/8zUipi9QgAuu4wuRcUIYQCbb2SZ4v7EqMoZ8RIreFNYNnDv78HgvJ89hygV7QrZaTdDBkb+xnOzqX1sWooaaTduXB//vxnKMvXDuH2XQ9mTJnP7Pe+Qa3WxpYrlYY7eaksKjPSLjPTlH5P/s6hE21wd43hjYm/8dIzy7G3Syl+4Sok51f98j5Mpw831rQrSM42yRtxZ2hoVEoSr3ri5K8tHL3jlbeICg7A1Codt5aXcah/B5cm1/DrHVyqcVOinIg+3Yio4Mb49QzGu8tZEq54sX3SO3i0uYh311C8Op3DwqHk50NFPzAXPPbLQs6+/dXnICmp1sQlOBAX70BcggPJKTZ0CArF2zOay1f9+POfYaSmWZKSakVGpjlSCt56ZTHNGl/m+OlAvls8HikFWVmmxMY5ER3rzOpfXqVpo0h++n00r743CwBT0yzatDhPp7aneffVhbldgiuTvGKCLqSEWwdacmbhYyRE+uDc+DoDf/0EhVK7bctzjamJkXYAybIewczEnERaM7PS6nwVhZRwn/ZcYQxpeOJAOK34pFDxfikhGxsEEiXphDEZC+JoKP6qUn8NhYKCXV6q4jpeWeK2SloQTWfu0osk/GnEYnzE9tyu9RVNvGzGWaYhUNOCL4vs+FpeMqU9cbTCU+wDtB1kzUSyTts0WYdLPE8cLbHhBo1ZjIO4WCl+VSSJ0p9wXiIVX9w5QiMWl7lG3wPpx20GcI+uaDDHgTAasAJHEV7BXmspaaRdejosXQpz50JEhFZgW7EC2unve5HLnTvw4ovaFFoAOzto3x46dtRG6rVvr61BXhApITNTG5EXHAwDBhgj7fRxeM3bRUbtCCE6AjOllP0fvp4OIKX8/OFre+AKkDPxqwPEA0MLRtsJIZaQR/ArgJRSPl+uFTFipAZQSyLtQqSUrQr+reu1zuVLJ9oJWRr7qqY40U6jEXQe/DcnQlpgYpJN/54HGTtyA0P67sHKqvSh9rWJihbtNBrBqTPNaddKW7z71ekf0cQ/kglPrS4yMqasEVg5D9HlFTIqQrQr+JBjTLP9l5og3OUlM9mKqFMB3D3ehJizj5B8yw33VhH0/X4uANtffhshJDbeMUi1AlW6OW4tIwh4cg9SwvonPyXrgRUZCdpaNmZ2KbR8aR2NH9+LlIAUiHKkiFaWcFdWqiptLi7egYirdbkT5U7wmeYcPt6a0AuNiTrXESurDH74ZRyhFxrToXUobVqcp2mjyxUWKVmcYBcX7sexOeOIC6+HrU8ULV7cQN0+JypEsIOaK9oBJMpGhPA+ZiTTlhlFigmViUYquUtPHtCAALEAlbTgMuPJwIV0XMjABQ0WNOBP6ol12vMUUa6Iq5qKPsEuh8q8jleGYKeRSsKZSDSd0GCBNbfwZA8eHKj04zFVehLKe2TgQhPm4yEOVer3JcpGnOZD/FhHXdYVqkcKWpEmhnZE8CwZuFKHg3ixCwfCDfqY10gl1xnGNZ7AlBQC+BlXUbof0/KSLa25S09u059GLMFFnCZL2qHBBAuht5lfqSiJaJecDP7+EB0NQUHw9tvw+ONgUoK8KCnhjz+0mVDZ2fDhhzB4MAQElK3enRBG0U4fxYh2JkAE0Bu4A5wExkgpCxeT1Nrvo+j02JE6FvEF3gCUUkrvsq2BESM1h1oi2p2WUgYV/FvXa12Uq3usoZOQaMeqjQMJOdeEn778CIVCMrD3fsY9sY4nhmzB1aVqf+3/L6BSKVm5fhBffDeJi5H1CT/Un4b1bvLD57P0LpcjGJQ27SbvQ3R1p10WrPujr4D2f5G8nQwPUkNy663SoWcwjj2DcVALNBnmHDzWBCkhzTyLrLsu3L/khzBRozDPIlGhJtZXW7dLUycWUy8NVh6xWDa8halHLDEKiCmHMJaXik5RW+J7kAnlXL4qcHZKpKNTKACPD94OQHa2Sa4wF3XfhfXb+rBk+RMAWFhk0KPTcTb/+WLu567O8aWOqM65Rkm1QJVgR3aMI9kxjqhiHLBoeAvrFpFkRTuRFOOAy+ht2LQN445ScudkQO4Y/5WUWF04iEsEyVlE0wlTql6wA1AINd7sAnZpX5NFDEFYEI8Nt3EhFAticHhYK1wbdWW44kVlUbAOaVFifnlE/uKoqHMlW1qRhD8uIhSFUJMlHfh/9s47PKoy++Ofd9IrpBISEgglQOgWilIUUSwoYgO7qIhdsfdV1F1XXVlX3f1hL2BDREUURaWE3puUSE1CEkogkJ7M5P39cTPDJCSTNpOZJOfzPPNwZ+73vvfMcHNn7vee95wYlhLHH4TyV5PV0Q1SmZypn2Izj3CcHrTHtaZdAAeJZhV7uYaDDKW7fp8ItaWSRimIZjURehN7uYI0LiabYfiRQzu9nBiWEsIej6hZbY9JWejMt0TpdfzJvWziCdrrP+jOJw2qG+ijCujIjyToebbX0riE/YwlSq+mA/MJY5vLPoddu2DhQiM7LjQU7rsPzj4bRoyoe+ZndjZMnmxMpz37bPj4Y+ja1TXxCrWjtTYrpe4FfgG8gA+11n8qpaYCa7XWP9RjrNnWZaVUZ4yW6MOBV4APnBu5IAgupIdSajPG9PkuFctUPHfYORZaYKad1rB4iS8fvruWub+eR2mpL9277GHFT1d53HRMT6KxmXaZ2dG88tZkvpl7IQcPR9G7x06euP//uOayn2u9OK6a4VPXjB2rYWfdtrGNDhqTaVfVsLMijS1OxX76sNAwXFkUvrZssurwhBqF9mgNu/clsHZTH9Zu7INSmtf+9k8A+p07l22pXQkKLCIo0Kird8E5S3nr71MBuOPhl8g6FEVJqS+lJb6UlPpSPGA/ef3+QltM7H/kPnT5yftdJu9SOiStJr7HStu+HV1oNeY80Jwz7apSqGMoI5g2ape7QxHsqGrYWanOoHNlrTlo3N/KCd2JDEaTzVA03gxjEr4q32VTYOtKufYGNCZloViH48txTMrisv3l6L7s4HaKaE8cv9FTTa9Ra9F+HOZ0shlKDgPQeBNAFjEsox3LCFYZLouzoZRrb/ZwFfsYhx9H6cU7hKutjR63UEdzgNEcYCRmggkijQR+Ik793uAxrZl2FovRBfann4zH+vVGA4j0dOpdfkhrY+rsvfdCYSG8/DI88IBRr66xSKadYxxl2jkbpVRP4GlgAPAaMENr7dxiy4Lgwbg7004pdTXwPNATGGifFVsx/f02wALcr7X+pYYxOjrah9baYWHVFpdp9+XXAdx+RzgRYYO56+aZXH/lD5zW90+Pu1PYEli/OZmSUl+GnLERX58yPvlqHBecs5Qbr/6OMecvrFN3yKrd4QBSqD3jzt6ws9/OHY0OHHXWm1gRo2TcncSacSc0nNjFmswRyiVF4T3NgGsISkHXxDS6JqYx4fJ5ldY9du+77NzVmfyCQPILgigoCiA+Nsu2PnV3IgWFAfj5leLnW0qGn4ninDa0AeKWWtA9l+PjV4h/8DECgo/h41dY6fvFVYZdS2MHkzhOEv30P51ykS00npo6fU9MG2bLHrfiqYbdCd2ZndzGcZIwUUIMKXTgV3yVcdPW3b8FTcq4zjZrf9bwMqHspo/+t+11ZxOhNlc0n7gcn4ryWeXam2P0JJwtlT4PL1VCDMuJYTllOohDDOQgQ9nLFezlKkL0bmL5gxiW4uOiTrj1xaTMdOVLovRa/uQ+1vM3Ouj5dGMGXqrhTYoC1SG68Rmd9Vcc5CzSuZCj9CUOw7TbqScSxAFCSSWYjFr//0p1KPn5RrfX996Du+4ypqyedRb8/e9wyy31N+wOHYK774bZs406dR9/DD16NOz9Cp6LUmoWcAbwOjAFwxgIVRV/vFpr583hFgShJrYCVwCV7nwppZKBCUAvIBb4TSmVpLU+5W5cTaacUsqrYoyWbdodPWp0VkpKgnGXwqWXFPPu/x3l+tHD8fcvrX0AoV6UlytWb+jL1H/dxy8LhzNy6AoWzLqZyIhjHNw6uF6feVXDrur0yZrMiOoMu4A5q4hlUJMbd/bmU01ZT/YXO9JV1kA+g8YTyyCXGXctmeuvnOtw/aLvrrctT0wbxv6Vyfhx8hzVDTl2nUEv3mI9z7KBp+ip37UVzxfcQ9Uadvbnk48SUqrt5upJ53GtjdqDPuRjJpAkPqI9izzGXKqKtyqmo/6BVG5lL1fSha9cti8vVUYXTtZTO8zpbOERolhNsv4vPqrglG18VAFxLCSOhZTothzkLDI5l51MYg/j6ao/J5Y/PKb2XRu1i0G2DrNj0HjRk3cbPa6XKiWWRbTXiyjHFzCmXB9kCKWEAaCwEKCz6cKXtFMrKdTt2MAzWPCjHF8s+KHxZvZsuPlmuOwyCAuDCy4w/m0I+fnG9Nk9e+CVV+Dhh+tW905olpyJUafhEeDhitesJ2tNHabVCYLQOLTW28HIQK7CWOBLrXUJsFcptQsYCKyoKlRKhQL3AHHAD8AC4F6Mv+2NwExHMTSgNKlnkJMDTz8NnTrB1KlGqjlAcLDm+muLTjGPjuRYuPGebG68J5sjObVPRWhteiuO9P957ybiB6Rw9phZrFrXl/69nyGs7QSb3pFhZx9P7nFLtRcAcPIiIGpBAT/9p5CrV/avNE5Nhl2pLmH3t2/hO3MjS5b3qKR1FM9djx3EbNanTNGtejFSqkvYqlezVa+mVJfUqLPu8/gJC4WF5RzZdpjFCxNr1Nc2fk2IXvQBc1bZ/gYWL+rMuEW9KS3VHD/h/vNJc9dbLJrzP+/E90/vQ5eX1zq9vamOh7riCcdnbXo/lcsZPEcY29nGPaTqG9Ha1Gzib4l66/lEa82AZ4NYtLyQvPzyajX2fw/ujL9ce7Fbj2cjT6A1BKhDnMbdnOB5drLIoz//BPUz0awgnYsw68Ami6cNKwjhRQ7Tn5X8k+PacfEzxUFO8DzBjGAADxFEBtu5kzX8neO6S6PjcZbeS5XSXX1CDIvJZhilOsRp4yuFrdu0jypkGHdwNvfQm2nE8w0WtpBGOqW6BG+KaEMqUaylPYvoyFy68SlDhhjjx8bC+PENN+y0NjL1UlON6bWPPy6GXX0pKcghdc3nlJWcalhXpaykgNQ1n9dZ72y01p201okVj84VD9vzJg9IEJovkUqptXaPO5wwZhyQbvc8o+K16vgM6A5sAW4HfgWuAsZqrcfWtqNmeZp/91145BHjTtPVV8Mzz0CfPlDooLb1lOcOM2uu0RZeKfj07RiH+2hteivWbZ59aDA//z6Ceb+fw4x3HiY68ijBwQUMG7yWi89bxLwFX/D9Lxn8uRP8/ULqFU+neG+4rmZtwJxVlF6UTN6cX/ktoxdXP9if4NgQ2/rq6s6lsomDpHNw9UySgBRTf4cZd21CTbz/RjReXoqR78eSGe649px1fCu9GVgp3qpZfktfWELCiARWffIX7W4fWutFv6PxW5q+aNwgsvasICxgFDtWfOT2eJqz3nrsHRjmy+//2s/YY9346fK/HI4NJ49/AC+v2ueLeaL+7X9EcfWkLB7622Gnnw8v/CqRpdO2EXPXHYR8t4+AJYcc6pv6eKgNTzk+a9P7qAL667+Tys0cJwkLvnhT3CTxdLpsMqlrv6CgTy98f3VcV6+5fJ6N0dtnuv+e3obh1/bm2ocW0LaLD4MfP8thvVd3xZ+vO/An95FHZ9qzkHJ88KKMvzzg86yrvhNzOMQQMriATnzXJPHsYi35zAHmYmY2a3mRHvr9Guu1VR5/NqeTTjZD+YubWMPfidN/0IUvbB143X08JzKHbIaRxqV05XOXxKMUBHCIAA5xRK+mlHRKgVTi6a0G0pu3TtkmKekmh/utKx9+CDNmwAsvwHnnOWXIVoe5rIgjGUY9+KQzr3Wo3bv5+wotddI7G6XUDVrrGRXLZ2utl9mtu1dr/XaTBiQIbsBSVsjxrE2NHeaIo5p2SqnfgOouEJ7WWn9f02bVvFZTCnpnrXWfin29DxwBErTWeQ5ittFsTLvjx436DyEhEB0No0fD3/4GvXu7O7KWhdn8OXN+GsHn38YC0LPbLtIyYomOPMqt187m1muNJkYLFh93aRzpP31M79F3sDXlXZbM7sDF9xmv16VRxPHVS+jSoV8lE+2U8Zekkbv3GP5hAfy5VBNxReOaRVQ17vrd1p/5z24l+tabCfv5CAG/7W3QuC0N63Ti0jFJWEKC6cFEjq34zc1RNW8C5qwiojAJrp/Asg+/5KqofoQmtHG4jfX4B2ibGEb88IRmpz+amsPSjxRvvpfrUFtfJqYNY93P+4i56w78v9vJ4TVLaaccX+QJDcekLPTgQ8q1NyZlxqL90Pi4dJ+JY+9i2/IPCBg/ipwu4fgHSdkCOGnc+c7/i4XHoxn5xvmYC8sa3KDJVWitSOcidnE9XhTTl9eIVnXPRPUkQtVeIvR6iohq8n0r1hLBxcB0AsmqVW/bTkF7lhKl17GHq0nnYrIYToxeSgLzAPf+XwSpA7TTK0jnQhLq3qSzWbB1q9Fd9rzzjNlGQqvgIWBGxfJbwGl2624FxLQTBCegtR7VgM0ygHi75x2AzBq0ZXb7siil9tbVsINmYNrl5cFbb8HrrxtfVC+8AJdfbjzqw7SpUbaCu2+8UPuPI3foCwv9yTwYTaf4A3h7W2rVNzSe4mJfNm3rwcq1A1iy8kyuuOQXbuQNAPz9RnDhyLWMGr6W0ecuJTGh+m5hjYnn4bvCmFKL55dEP1J/+Zy+F9+HyjWRsjIIqLmWThL9Ki372plo1WEp68ixTfMx+XsTfvnFtRp2VcevDnvjrry4mHa3n0nYz0cIWbADlF+t77e28Zu73mrYZY5QjBx8iB+eXw9Xnktiu27w/bomj6cl6YPmbwH6wPUT2LCnFFOmv0O99fgHCOswjH0Vf1/NSr/1J65b1Zc5929xqIW6n6+s0+TDLulByHf7OLxmqUf8/57UpNWqbdp4nKc3KTNam9jIE5goIJobUJQ6PZ6icYMoLysi8LrRjLq2kCWLS8kc4e+wUZAnfD5NpQ+Ys4rYy0eQuWIxS9p0wyc6ig4rHRt2TR2/hQD2cxnhbKYn0/FTuQ71ro6nsfp+vFqpg2zTxpOIr5pme/6Xvh5FOZ2Yg7cqdji+tyoiiU+J0wtI5xIyOYdMRtKWG2nDm/ixkCT6ujj+6vWJfMNBhpDGpSSR4/TxG6NvKNbZRaGhMHOmczrEtla8fQIJi+lBYt/LatUm9h2LNZmmLnoXoGpYru65IAhNyw/A50qpNzAaUXSj5jtX/ZVS1nmhCgioeK4ArbUOdbQjpXXdi8gqpXR99I0hNxfeeQemTTPq140ZYxh2p51W8zaFJw7Ylv0Lz22CKJ3D/vRYHnnhCX5dNJTOHTNI6HCAl598g949ap/mVhvl5YoTecG0bZNHWZk3Iy7/nPVbkikrMwrqdu6YxiN3v8ddj78EgCWzW5N0V6upNl11VO00Wp87/XXtUurM7AH7fXpCVoInYG/YWTsTAqc0IhEaR2vqyltTx+aGUl1jHE9jgf4GgPPVVW6OxHWk69Hs5HYiWE9fXsdLldW+UR2R81Ddacz3bk2U6SAUGm9ViFn7k0sP/DiKH8fwIe+U3x5lOohCYimgPYXEUUgs3fkAP5VLsQ7Hj6Nu7wbrTAp0LAEcrGTgNSVawzbuIouR+JJLF74glkUoVV77xkCZDuYAo0jnQkqIIJBM4plHLIsb1cm1oWzWU8ihP0O5B5+K7sHuZEH5rNpFDrj5ZvjsM1iwoGmmxSql0Fq3oL+wkwSHxev+Ix9o1BjLvn10naOpds5CKbVea31a1eXqngtCS6VfcoL+5fPHGzVG+wH3NvhvVik1DiPTNQrIBTZqrUdXrHsaI+vVDDyotf65hjE2aK0HNCh4PDjTbvJk+PpruOgieP55GNhCZydZLCb+/e4tHMiK4bN3HiEvP4iXpt3DdXdO4+v37qdHtz31Gu+vPR1Zu6k3G7b0YuPWZNZt7sXg0zcyb+YkfHzMdO+6hxFnrebM/psZdNom4tofNDas+DvwxB/A1ik71uWGbutI40ys+5SLP4PqLpStJstEjAvmzBHKYaaLUDfqcry3FGIXa6d1z20Ohl1rIV79gtIWdjCZTTxGP/2arQB8Y5DzUP1ozPcugFn7k8VwCoingDgK6EApYXTnfeL5hQI6sJGT8/sUZfjpY/TgfSLVBg7qIWzhIbv1FgI4SClt8CMXf3W08W/SgzihO7Oaf5DMO8SyxC0xKAW9+B8d9AJSuYXt3EU6F9JL/5cQta/W7X1UPp34jgQ9l0MMJo0x7GQSu7ieGL2c9iykDalN9juzM7M5xFmkcYlLu/M2BR9/DJ9+apQFkjp2rY4eSimjAB90qVim4rk0ohCEJkBrPQeYU8O6l4GX6zJMY2LwGNPuwAFjCuy990KXLsYX0xNPwIAG+5HNg4OHI3lvxnhee/4VLhv9BwDJSbu4/aF/8MTLj/Ddx3fXuK3Z7MWajX3YsaszEyd8C8DkR15i8YpB+PqW0qfHTq4aM59zh660bfPRm0+49g25iMZcRLnjAkwu+ipT3YWydVkumJ1La/r8YhnUaONODDvPo4P6DZM2s4272MHt9OK/jRrPkWFnXbaeh6x6OQ4afy7ZySS8KCSIDCLYQDAZhGF8/kFkcAZPU0J4xSOMEsLxxaidEcpuuvEpgWQSSJZbM9CaghD2EEwaaVzqNtPOShu1izP0MxzkLPYwHi+K67W9SVmIYRnt9DKOk8QBzieLoRxgFIEcIFb/QXuWnDKt2ZloDRZ88eMoaVxMZz2rzhmDnkZODtx9NwweDM8+6+5oBDfQ090BCILgFKKVUg/VtFJr/Yajjd1u2u3bB6++Ch98ABYL9O1rmHbJ1Zcia3Fs3dGN6Mgckjrvs73Wr9cOHr9vOjfe8zqLlg/knLNOTo3OzI7mp99H8Ouiofyecha5x9vg41PKhLHzCAgo4ZVnX8PPt5TkpF34+Jjd8I7qjvUCCVqX0dBaSVmZXGlKGlCpSYh1mrQg1BVrHcmGGndy/HkusWoRXrqEwIp6vlorlKr//5G9YQe1n4eExmHRvpgow1sVM0xPwpfcajOrvFUxbUmtcZwAdYiOzHVhpJ6FUhCtV7GHq7FoH6dOC29oPDEsp51eYfu7264nE8ZW2rGsTtlySkFbUmlLKt31BxxkCFmcyy5uZDfXEaE3EMNSgsgggEN4q6IGx6s1lNKWfDqSR0cOMYQTdMWLQuKZDzRPww6MGnY9expNKLZtgz593B2R0JRorfdX97pSyguYAFS7XhAEj8MLCKaBtSjdZtppDbffDp98YnSFnTjRyKxLTHRXRM6npMQHP7/qf3hpbfygSYjLIiMrhtLSk93yTCbN5Rf+RtdOacycPZYhp2+wjfPFnDE8NvUJ4tpnM+7iX7ngnKWMPHslAQFGvZCBAzZXuz9PQjJbWhc1GSv1qWsoCELro51aYVvezh2YtJlufFZpumxdpoNbDTsrch5yHalMJJ8OnKH/5tJMqpZIINmAiSLaEUz1TcCaGqthZ9aBnCCRA4wig9F01x/WacqsFW9VTBwLiWMhBbo9WZxLJiM4wsnyQj46jwAO4s8hAjhEAIcxUYIJC8r2MKMoR2GhmCjy6Ug+BO48dgAAIABJREFUCeSTQBkna3gHkU533qM9S2wNNZorPj7www9GmaBLL4XVqyE62t1RCU2FUioUuAeIwyh6vwC4F3gE2AjMdF90giDUgyyt9dSGbtykpp3WsH49nH56xR24tvDAAzBlCnTo0JSRuI7sQ5G8NO0efltyFv16befcs1dy581fnqKz3qXs0W0PMdFHWLF2ABedd3JKhK9vGTde/R1vfXAjOY+GERtzCIAbrvqeC0cuITlpl0vqgpjaN775RW18guv3IXgY334D31Z+SY4DwSlUc2zVFTkGmwdaK7wpJI3LOEYyffS/CVbpFI0bdIohV1esxp11WQy7xnNCd+YAI0lgXrOdiuhOAsgCoJD2HmPaWfFWhQzUT5HJOezielbxT+L0b3RlJj6qsF5jBaksuvI5nfWX5NOJIqIrHu0oIpp8OnGYgeg6XKKYKCaYNKJYTTD7CSaNYNLw9YDGE84kLs4w7oYNg8svhz/+AH/HTeKFlsNnwDFgBXA78CjgC4zVWm90Z2CCINSLRjk3TWLalZcbXzavvAKrVsHy5TBkCPzrX02x96ajoDCAe5/8G5nZ7bjjxq9YvzmZe598ngNZMTxx/3SCAotsGXb2XDJqId/OG80T900nMPDkHcELRy7hmVemsDetg820axeVQ7uoHARBEAShNaCUJonPCNdb2MY9rOYVOvVbTPnwzY36BWSf8Q1i2DUGrRU7uRVfTtCZb9wdTrMkmAz68QptPPRmglLlxPGHbRrvQYbQtSLJp7rftrVhUuWEsodQTm24prWJUtpQjg/leKHxQuNtt+yFH0cJ4FCDps03R04/3WhGcfXVxkylzz7zzOZxgtPprLXuA6CUeh84AiRorfPcG5YgCPWkUW2EXGralZYaXyqvvw47dkDnzvDf/0L//q7ZX2BonG25vH43/pzC8jUDmP/HcGZ/eA+jz10KQFKXfcz4Ziwx0Ue459YZWCxeeHtXLqY8/vJ5vD/zGv5YNpgx5y+yvR4akk/njuksXj6Qsweub9CPorpSntWtTjr7qa3DBm+rc/0omRIrWLFmx8iFsuAM7LOt6nNOAmRqZDMjUm1kkH6ELdFPs3f7cDqc2M25o9fUaVv7Gqr2yP+7c8hiGMfpTjLv4F3PzCvBwEuVEMU6d4dRKz6qgO58TFf9BV6qBK1hBdMI0geIYBPhbCJQHWrUPpQqx49jToq45XDVVfDSS/DMM0adu6efrn0bodljq7OktbYopfaKYScIzQ+tdaPa3rvEtLOaS6Wl8Oij0KkTfPGF8WXj3UQTco+fsFBWBpERXg51R3IsTHnuMADTpkbVqj90uJxxE0dxOGcQC77+Fx3jSykvV5hMmhVrT6Nr4v5KdeWuuPgLPvkqmidemsj4sZ8QGXHqmENO38DwwWv4z3u3EN9+G6//z9j+ifvCKS31Ibb9QaB6w66+8TdE/82PeUy+qQ237BvKsjXGxW1Nhd/tx//3i1FEhHs5NOxKdQmpbAIgiX74Kj+H8Yi++eutNe7g1Avl5hC/6D1XX3K8hLm/5vP19/l1Or8V5xaD1uStXkNZSU98/ILcGr/oa9cXXxxLm1GzCTwQwrmj1/BhfAqbt/WgX68dp+iLi8tJO2Dm+i+jGHqDZumqXpXWVzXsPPH9Nge91pDJKEJJpT2L3R5Pc9Yf110pIZxotbpOenfGb+EE2/UmygkklD/J5TQOW7/bdTZd+IIYtRytFaApw7Pid6Qv1aGUEkoQmbap3o0ZP9mudl9jeeopIxHimWegXTujJriX4686oQ6UlRSwd/P3ACT2HVvr74EmpL9S6kTFsgICKp4rQGutQ2veVBCEloJTLbQjR+C112DhQli5EoKDYd06w7Rr6hTuomLNY1OP8OnbMQ51U547zKy5xg0LpahRrzX8sXQIN94zkYOHhwOF3HL/AhbOWYvZ7I2vbxlx7bPJyIohKLDIZuT98+0/Sc/8DIvlSq6ZdAZ/fLsBi8WEl9fJei9+fmW89OQbXHTth0y483r27Dd+rO1L783xvBD69Ki5w1pd42+o/psf87jjxjZcsbgPK+aXkZRnXOTUZNxZxw9r48WJ/HIeyT/HYYZdKps4SLrteW8GOoxH9C1DX1NWS3OJX/Seqd8wfR2nJZcxa25enc5va6atYsDk0yhNz2Lv3r9IOvNat8Yvesf6oov7c/iCUI5+M4dRU2L5KGETn3w9jlsf+Cc3j5/Nq8++SmTEyeycSQ8fYs5P+cz4bykvz4BhNyqHU2I97f02F71ScJqeSiltKk1VbC7xe5I+g9EcpS/RnGraeXL87biDsxlIIe05Sj9y6IsPBQDk0pONPIliL2a2AwuwsJZ+dPKY+KvqsxhOFiMoIRw/fZQYlnKcNzjSwPE7kuRQWx+Ugvfeg337YNIkePFFmDzZWI6KctpuWh17N3/PkQxr0oWq9fdAE7JJaz3A3UEIguBeTM4Y5OhReO45Y/rra69Bly5wouKeQGJiy6i5YDZ7893P53MiLwmT6Z8otZ30zDGA0TQCICEuk+MnQli/JRmTSWM2G7e+lNqAUsvZuXuybTytobz85Acz5IyNTH3s3+xPvxqLZTkWy0zWbnyN266bRd/knU34Tisz+aY2XLmkD4s/OI7PsjTAuMgJmLPKdtGTsjLZNs0sPtabsDZezJsZy83z4mVKrCAIguAULGUlYLFgyc2lNN/oIHvlJb/w6D3vMnP2ZSQPm88nX49D25W4Mls0aRlllOad7DgrU2Kdg9aQri/ArAMxKTP+SurtNpYQ9lJCOEU60t2h1BuljCYT8Wo+/dWrRCgjy8yHE8TyO16kA/2A/3GYNRzXXQCwaL+KbDzPQGtFCHvoxByS+S+RrCOboRRwn7tDs+HvbzSj+OYb6NbNmCYbH29k3a1f7+7oBCfTOoo2CoLgkEZn2m3caHQzys83pr++8AIkV186pkkJ8Fe88ULtt5ymTY2ymYqO9D4+Zq6/8ntuvuZ9/vP+etZsDMfLNILtqV3ombQbgLiYg/Tq/hfvz7yGwadvso2v9VG2pS4mLeM+TuQFERpi3H1USlNQGEBQYBEA90/6lKQuG3jq7/3IPdGTFx9/jOuvXFx9QPWMv6peKXjnldp7xt+ybygr5pcRtO8InfqMqXSRY53maJ9x98GTS7jz5jbcMDeedP/z8cKxYZdEv2qXa0L0ohe96GtiwOTT6ZH9B9dcFlKn8+GZUwaB1vjGx5EY0tPp8YjeufrgBdvR9IBbb2ZrdhkT0yL5KCGFV555nRuu+p67HpvKrQ/8k4VLB/Pxfx5n+mvR3HVLG+6aHc6Au06vtXahp71fT9Z3ox9/cRNpXEo5vnTkR7fG01L0ERjNIHMYQAcWuD0eZ+iDVQbd+ZhEXcJONmGhGyHcQAh7AdjNeLIZRoTeaKuJ56vy3Ba/UppwtgGGMR2l1uGtC9nLeNqwAn9+oRv9yNcdyORc8kkgnK20ZzF+KrfaMYNw/gxGHx+48krjsW0bvP220aji44/hrLOM8kSXX+703bZYEvuOxdrcMbHvZe4NpjLRSqmHalqptX6jKYMRBME9KK3rbuArpbTWmrQ02LkTzj8fzGZ45BGjk1Hv3i6MtJ6UZzsvFb06Zv94Ac/9cwo3Xv0dT9w/HYCiIj+eeeUhZnwzlvQNw/D1LbNNk/1s1lhemnYP/3v1OUYOXUlpqQ//ef8m3v7gRv5aOQofH7NL460Oa3acI+pSoL1qIXjrdiAZdoIguBZpRNH6qO47B0CXK/76fhhB7XOIG/wnllJv0ODlZ5b/YydSosPYzh0c4Qzi+YkkPmoRMyo8Aa1hGe8QzH76q1fdHU6TcFifxkGGkkM/yggFyolgMwPUywAU6Sh8ycVLlTkeyIlobUKpctu/BTqOtUylKzOJU3+QpYeyh/F4U0hbdpBDf0LZTU/+Dy9VWu2YC8pnuTzu3FzDtHv7bdi925j99MgjDRtLKYX2pBRIJxIcFq/7j3ygUWMs+/bRdVpr5xUrrAGlVBbwP6i+WbrW+gVXxyAI7qZfcoL+5fPHGzVG+wH3NsnfrKuoZ6ZdV267zbiTEx0N+/cbjSX+/W/XBOeJWE24kUNX8uEXGfyechYP3fkhvr5lBASUcOHIxXz81RW89cGNPHzXh7b6LokJGRw8HEn7aKNJg69vGcFBBWRkxZC6pxO9uu9q0vdhf7HqiLpc5FTNuLPfVi6OBEEQBGdS03cOAO2PALBnZTLHfjqL/LU9CT5jOwklu9Fh2QR+J99JjeGYTmYTj1KOD0l8RDw/iWHnRJSCSL2BQ5yJ1qpSjcCWSpRaTxTr0drECRLJoT/arnrPOp6nmEj89RGCyCSQTMLZQpRaC0CuTsKLErwowptivCjGRGmjjkulyinW4firo5Rrbw4wCgt+hLEVrRW7uJEwttCFrwhQhzmqk9nI04SzmVgW2RryNTVt28KDD8K998INNxjZdiYTPFRjnpbQDMjSWk91dxCCILiXepp2O/j8c7jzTuOLoKk6wXoSJpNGawhre4Lhg9fw8VdX8Ovisxlz/iLAqE1323Wz+Md/7mT4kDWc2X8LZrMXfywdQoB/MRHhJ4tkX3fFXG6+Zg4BASVN+h6cadhZsb+Ism4rhp0gCILgCqp+51SHf+cDFKUmkPvLIHIZgi/HaEdPuquPmy7QFkYQGbRlO934jCCV5e5wWiSd+ZpufNIqDDt7lCqnDbtpw+5Kr3djBgXEUUAchcSSSw/K8SaKtWgNa3mRqiW64/mJ7nxEufZiC1PwIxdfcvHjGH4cJZj9+KujNcZyQndmNf/AR+cTSDYA3fmIQHWIDH0BpYTSma8JUMaN+HC1jUCdSR6JlOslmFR5jWObzcZspchIo/urK/D2hhkzoLwcHn7YMO4efNA1+xJcjtwWEQShvqbd6+zd+zgxjhvytXisdz/PH7GU2T+O5vv559tMu+CgQv7x9OssWTGQq257m6vGzCc4qIAPPr+aJ+6bTnTkyR8J1tp2TUl108EcUR/jzXoRVd/tBEEQBKG+2H/nVM8+GLCPsuQACuaVc4TTMRNoW7tD304A2YTxJyHsRzm40G6taA0HOZtshtKP1/BVJ+hP65i26S581Ql3h+BRtFMrKj3XGsrxrXimGMDLWPDHTAAW/LHgT2iF8WcmkELak0syZYTYxujCTBL5jhLdFgu+BKpDlfYRzH4G8yg59CWD0cSxgDj1O8U6nMOcTii7CFSHKNcmTKocsw4gkEwKiXFo2B0+bJhnGzfCnj3QtasxlXXECOd8VvZ4e8PMmYZxN2UKeHnBfZ7TS0OoO+e5OwBBENxPPU27J4iJadx84paAyWSYXaf13UbfXjtYv7kXaRntSeiQZWss8cX0B/n6+4v5fekQco6G8fSD/+OOG790a9xNUb9JzDpBEAShqahTJjgQqqA9S2yvmbU/R+lDIaMB8KaAtno7HfiFSLXRVeE2C7SGMkIopD37uZTDDKYNqZQRjC9iKDUFh/RA0riE03jBoQnUGlEKvCitWNZEsLlGra/KYwgPA1CuvSmlLcWE44cx68VMIH6cvJluLfNtUhaCSSOYNMw6gDQuJVqvxoI/BXSwaxJiJEFZ8KOMULzJrxjHdMpNgOPHYfJkWLoU3nwTunQx/n3sMZg3z8i8czY+PvDFFzB+PNx/P1gs8MAD7pm6KzQMrXXNKaGCILQaWuEE1/qRlx/E1H/dy2Wjf2fY4LW21631Kkafm8LKtQP4+KsrGTpoLQuXDubZh94hMSGDx+97l7snziQkuOkz6mrCfkqsGGyCIAgGmSNUnbKPhZaBtyrmLB6gWIeTSzLH6MUxkikhDIBiHU4m5xDGDkLZVWNx+YZSotvapvsVEEshsfhzlJ7KaGy1Rr9MIe0B0BXGQDib6aumAbBJP4IFf7wqanh5UUIb/iJWLQJgrx6HRmHCgsKMCTPBpBOmjMYdh/RAFBZMmCmlDYXE0IZUItVGiohhOW8BYKKUrnxGR36UTMQmpJRQckmmhEgCOFT7BkKtmJQZf47gzxHba0Eqs5KmOjOrPSns5SpKCaWMEEoII7yiy6/C+M4oI5gCOtCR72vc/6xZsHgxvP8+jBtnvHb//XDBBbB8OVzmooalPj7w5ZcwYYKRcbdwIUyfTqufNSUIQvPBXFJIzu717g7DrYhpVwvX3jmN+X8MJyIst5JpB1BS4kNEWC5FxX5M/de9AHTumM49t84gJvoIWuNRht1HCSlMxDDuMkcoYhkkxp0gCM2e2MXaVttsYtqwOnWQra62p/W86Ag5Z7Ys/NVRYlhKDEuBk5k2R+nNHsYDJhRmQvVu2rKdBH7ETx2vddwS3YYi2lFMJCVEUEwkGhM91AcAbGEKuRjHnoliAsnCr2s5RX2N7+UINhDCHqgwBRSaINJt4yvKseBPKW0rpgT6AYpYFgGwjyuw4F8ppjh+JYxtaK3YzKNVIi4nkW+JZCP+HKYbHxNIFqHsxU8dQ2hazAQD4Evtx5rgHEp0G9K5mHh+xpdcm4GXSxImzHhRSiEhKDQh7AewGdkFxFFKKBFYs3QrG9zl2ouPPoLzzjMeVjp0gMRESEkxTLvycqP+nLPx9TVMwzffhKeegl69jOy7MWPg3HMhIMD5+xQEQRCch5h21bA9tQsx0YcJa3uCFx59k2cfeptBp1VOvy8r8+Hep55n5uzLCAosZMrkj5h0w1ckddln03hi+rkYd4IgtCQC5qyiaNwgYhdrUkhm2OBtNkOuNqprxlNbxl3RODlntmSs39uxaglReh3H6c4xepJLD9K52JZJs1uP5wDnofFCY7J1uzxX3QzAX9xENsNt43pRSBAZtued+RqNiSAy8eMoxVcMtK0rGjeIznO+cRhnX/WGw/XncGNFbF6U443GG4W5Yq1mEA+j8aYcb3zIJ4BDmJSx3qQsdGRe7R+W4DJKCMObArxU0zYqa82UEM4RTqeADkSwEX99hBz6cZCzCWczIWofx3U3vCmkHF9MuhSlNGbtzzF640suwcr4G6/6+7+IGDasNzLrQkNPvu7nBzk5EBvr+vfn5WV0kb3oInj6afj0U/jf/wzD7rzz4JJLjEd8vOtjEQRBEOpHqzHtjuRYmPKc0eVp2tQoIiO8TtHk5Qfx4hv38OZ7N3PbdZ+Slz8FyGba1Cigst7Xt4yunfbzn5encvv1s+o0fn3jcZW+OuPO69slpLIJgCT64av8HI5fqktEL3rRi94j9NUZd/aUm8spyDZqDQXFBGPyNjnsnp1+ZjEnFhn1z0LPGY5XYOU0hKo3Ozz98xF9w/Q+qoBI1hOqV1DCJvzxBXoCfgSRThRrUZQD5SjKUVhs45fyOmF8QGdCCCEPb1VYaexw9adtufDygaRv/5WyUV3xT+xE3FKTQ3O4LvErRUU8Fiw676ReG/oQ0hr9+YjedfpDKDSZlOoSj4inNeiD2U83PuEAw0jlYkATwnFiWEoHfgHARAkKCyfoYptqnkNHsknEl28o1SV4E3BKHcI8OgIweHDlfRYUwKFD0Lmz8dwVWXZV6dkTvv0WiouN6brz5sGPPxoPgL59jam0LZmSghxS13xOYt+x+PgFOdSWlRSwd7Nxs6YuekEQBFfQaky7Kc8dZtbcPMD4Mfvp2yeLOWgNX353CY9NfYLM7HbcMuEbDue8xNxfq9dbefy+d+s0fn3jaQp9VeMuorAPB+f/aFvfm4E4IpVNHLSbqiN60Yte9O7UVzXu7Dm+ZCkle/cB4JfYiTbDh9Y49rDB2zi89RCFI4yso8DoVUT1jratry5LuTl8PqJ3jl5RSm8GEqOWE8PyGvXHKvQHiKe3qnn8onGDSN/+K0UDwhl5SS6+IdtZ5tWb2MW6RuPOkz8f0TtHX8JuIItUNnlEPK1Bb1LlRLCFLP0BmnQ0kfjSiSTV0aaJYh0ZXMQBRuKncygihm1cj4W/MPNvUimw/b1bp9orBfl0IjERIiIq73P9esOoS0x0+BZcgr8/jB5tPN58E3bsMIy7H34wptC2ZMxlRRzJ2Awoks681qF27+bvK7TUSS8IguAKmuCejufz/Gv3c8Pd04iJOsyyH6/mg2lP4e+X4+6wXM5HCSm2jJQjo9vS77wpbo5IEASh4VgNjtjFutLDa/V+CjdsoXDDFrxW15xhZD0f7pi1nZTnFpPy3GJ2ztperSZzhKJonOP6d4LgCOvxUzaqK+feYOLXe+ez/cs/GTZ4m61GoxxjrRPF/Shud3cYrRrFEbw4aDPfwMi+7cxXnKArq3id7dyBF+nAnSh2AFCmgynTQSiFbdp8AXEkJhrdW+2ZOxd693b/lFSljAy8Rx816uulpro3HkEQBKEyrSbTbtrUKFuNiTdeiOJEXhD5BUHExhzilgnfEhtzkNuvn4WXV3m1+vqO31z01oy7xYs6kzsmhtN9niJw/uYa9VaS6FftsuhFL3rRu1Nvzbizp9sZE0jsOxYAb98AlF3jCivDBm+zNbA4+oZm6r+MwkPPPawJD6vc2KJqeYGkb0/WnfL0z0f0nqG3HqOZIxTnDyxm/X+38vGz/ow+5xiTs43jMYXkajPuPCF+0Yu+teir1qeLVBuJ5EEKdCyltCWQTfyFBYinG/3IYBS7uZah+i781VEAfMinqAhCQk6Os327MTX1wQchzGhajdkMeXknn7uLbt3cu39X4+0TSFhMDxL71t6y1/jtoCqWXdTiVxAEoRaU1jUX3D5FrJSuj96dlGcn1bju10VnM+nhv9On505+nHFHE0blmdh3UbQWYJdC64IgtGSKxg2yGXf2hl1dmZg2zFYXL3axlnOmUC9qO/7k+Gq9FOtw1vM3ujKDaLXG3eEI9aBce5HORWRyLoN52Gb4HdJnskU9xvLlRl07sxnuvhvmzIE//4ToigoMK1bAFVfA7Nlw1lnuex8ASim01h7YUq/xBIfF6/4jH2jUGMu+fXSd1voMJ4UkCIIDenWJ1F+/OrZRY/S+6sNm/TfbqqbHnsgL4o6HX+Kiaz8iOLCQZx96290heQz2Rdnl4kAQhJZMYw07qFxeQKbKCg2hpi7F9t2PHXUyFlomR+lNIbH4c9jdoQj1xKQsdFQ/MkQ9XClDL4xtjB8P99wDzz4Ll14KX34Jr71mGHbWfIiICAgKgnPOgenT3fIWBEEQBA+k1UyP3bytO5fdOJ0D2e149J53ef6R/+DvX+rusNyO3M0XBKE14QzDzkp1nbjlHCrUhaqNUyZWWS+Z762Xo/TDh+OEsN/doQhOwkcV8I9/wDvvwE8/wYABRpbdeecZ660GX1ISrFkD110Hd94J69bBW2+Bn+MGuYIgCEILp9Vk2nXscIDuXfeQ8sMEXnnmdTHsEMNOEITWhTMNOyuScSc0FPvGKfbZ7mLYtV60hqP0JZwtKCVZli2JTp2MzLp16+C9904adlUJCzO6uD75pKGbNatJwxQEQRA8kBZt2v2eMoSxN/+P0lIf2oTm88tXtzL49E3uDssjEMNOEITWhCsMOyti3AkNpapxJ4Zd6yafBEppSwTyW7UlU7W5RVW8vODvf4clS4ysO4ANG6BU8g0EQRBaJS3StDtxAu567AUuuOYTUncnciC7nbtD8ijEsBMEoTXhSsPOihh3QkOxN+7EsGvdmCgjjl8JZ7O7QxE8gGHDwGSC3FwYORLOOAPWr2/YWBYLZGcbmX4//wyb7Q6xFStg9Wpj7D//hLIy58QvCIIgOIcWZ9r99BP06gXvz7yGKZM/ZP2CsSQmZLg7LI9BDDtBEFoTTWHYWRHjTmgo9t/F8r3ceglSWfRU7+Gvjro7FMGDaNsWPv0UDh+GgQPhuecqZ92ZzZCWBkuXwuefwyuvGHor3bsbdfHatzeMv4svhv/85+T6s8+GQYPg9NOhd2/o27fp3psgCIJQOy2qEYXFAk8/DaGh8PX08Qw6Te5U2iOGnSAIrYmmNOysSHMKoaHIcdK6KddeFBJHIJmYlNnd4QgexqWXGllwDz4IL74I33xjNK0ICjKMtp07K+vHjoWbbjq57OsLsbHGo107iIkx1mkN8+cb2XVmMxw5Ai+/3LTvTRAEQXBMizDt9u6FyEgICYEffjDapxfu38CRHIiM8HK47ZEcC1OeOwzAtKlRLVZvNey01rSdm83u32eRRD98leOWVKW6hNSK2iqiF73oRd+c9LXh6vMzQEnRcXbr1R75+Yhe9KL3HH0J3VjFv+jNNGJY7vZ4RO88fTJnONTWlfBwI4Pummtg0SLDsAN4/HEjcSEhwXjEx59cB/DqqzWPqRRccEHl1264Afz9nRJys6GspIC9m78HILHvWHz8gmrZQhAEoelo9qbd3LnGnaQrr4T33ze+qAByijWPTT3Cp2/HONx+ynOHmTU3DzC+uFqi3j7Dru3cbDb9/oZtXW8GOhw/lU0cJF30ohe96JudvgvDHepdfb6NmJ/Lup9Ppix42ucjetGL3nP0kZwLQDDVl3Tx9PhFX7O+I0kOtfVlzBjjYWXiRKcOj59jP7JFsnfz9xzJsM7QUiSdea1b4xEEQbCn2da0M5vhqafgssugc2djWqxwKlWnxGb/Lr3jBUEQquLjY0yjnZg2rMFjVD3fZvz8aS1bCIIgGBQQj8JCIJnuDkUQBEEQhAqUUq8ppXYopTYrpeYopdrarXtSKbVLKbVTKTXaVTE0y0y7rCyYMMFohT5pklFMtWoad4C/4o0Xomoda9rUKFvr9Zamr66Gnf2UsbpMHxO96EUv+uaqt9Sit54/fXwU//dqtM2wm5g2rNr6d3K+Fb3oRe8q/XbiCSC7xnp2nh6/6GvWBxFaq15wL4l9xwKqYvky9wYjCIKnsQB4UmttVkr9E3gSeFwplQxMAHoBscBvSqkkrXVtlyD1Rmmt6y5WStdH7yrS02HoUKNQ6g03VK8pz3ZuKnpzQ5pOCILQ2qlPIwqrYZeyMtnWAbaujSvkfCsIQmNZrv9NEOn0U/9ydyiECDOMAAAgAElEQVSCC1hQ3rxmuiil0Ford8fhCoLD4nX/kQ80aoxl3z66TmvtnGKFgiA4pFeXSP31q2MbNUbvqz50yt+sUmoccJXW+nql1JMAWut/VKz7BXhea72isfupSrOZHmuxGMVXy8uNunV//VWzYdfakQtIQRCEumNv2MUu1rbzZ12mysr5VhAEZ9Cdj+jIPHeHIQiCIAgtkUil1Fq7xx0NHOdW4OeK5TiwK3YKGRWvOZ1mMT02Lw/GjYPffzc6J40ZY7QuF05FLiAFQRDqTlXDDoxzZwpGxl1NU2Wt28r5VhAEZxChNrk7BEEQBEHwOMzFhRz+c01jhzniKNNOKfUbUF1Huqe11t9XaJ4GzMBM62bV6F0yLdXjTbvCQsOkW7bM6A5r3y1JqIxcQAqCIBgUjRtUq6aqYWc9ZxaNG1SrcSfnW0EQnMURfRpeFBGmtrs7FEEQBEFodWitRzlar5S6GRgDnGdXLy4DiLeTdQDXdJPy6OmxxcUwdiwsXQozZ8Jtt7k7Is9FLiAFQRAMrIadtZ4dGMac/XTXmgw7wLZc01RZOd8KguAstIZUbmY3490diiAIgiAIVVBKXQg8DlymtS60W/UDMEEp5aeUSgS6AatdEYNHZ9pt2WJk2H34IYxv4b9l6lI7yRFyASkIglC9YWclZWUyE6s8r+mcGTBnVbUZd9btQM63giA0nuMkUUgsnZjj7lAEQRAEQTiVtwE/YIFSCmCl1vpOrfWfSqmvgW0Y02bvcUXnWPBQ085sBm9vOPNM2L0b2rd3d0SupeqFYEORC0hBEFozjgw7K/bn2drOmVWNO3vkfCsIgjPIYgQmiolmpbtDEQRBEAShClrrrg7WvQy87OoYPM60O3oULr4YJk+GiRPFsKsrcgEpCEJrxt6wGzZ4G+D4vFrXc6a9cWc1A+V8KwiCM7BoXw5yNtGswlsVuzscwYV069aNoKCgSo/g4GDGjRvHFVdc4e7wBEEQBA/Go0y7Q4fgggtg+3aIjHTu2EdyLEx57jAA06ZGERnh5VZ9cXE5Q14KofdNZpavTSZumeNGI+bSQtJ3/A5AfI/z8PYNrLS+6gVkqS4hFaMTWRL98FV+DscXvehFL/rmqrdcMRw4adhZm0ZMxDDuLPkF5Hz7PSZfHyKuvoK4pSaHplvV8e2NO5DzrehFL3rn6AuIRWEmlkUeEY/oXafftWtXta/PmDGDBQsWMGqUwxroghMpKcghdc3nJPYdi49fkENtWUkBezd/D1AnvSAIgivwGNMuKwvOOw/27YMff4Tzz3fu+FOeO8ysuXkAKAWfvl1dR9+m0w95KYTk63rz22deBK5MgaRzHF5EbtWrOUg6AOW79tFbDXQ4fiqbbHqA3ohe9KIXfcvTJ1wyER9ONewAPkpIYSIw++6NFO3cScydk/CZuZ6A9Y7LTVQXj6Pzsyd/PqIXveg9Vx+q9jFMT0ZR7hHxiN51+nHjxvHss89SUFBAQUEB+fn5LFiwgOnTp3PTTTexefNmIp2dsSBUi7msiCMZmwFF0pnXOtTu3fx9hZY66QVBEFyBR5h2hYUwahSkp8P8+TB8uLsjci0T04bR+yYzv33mRdmPq4gdfJNMtRIEQWgAxw/vpvT6/g41Jl8fYu6chJ6zhrzd6VDLTQ9BEARXk6cTCCITkzK7OxShCdi1axcDBgyo9NrYsWPZunUry5Yt47bbbuO7776josi5IAiCINjwCNMuMBBuucVoPOEqw27a1Cis34NvvBDlNr21ht3ytckErkwhdvBNeH+3DGpJv0+iX7XLohe96EXfmvWRHfqBXb25iWnDTk6PrTjfRlx9BT4z15O3O93j4he96F2t7zzuXpjztsfEI3oo1uGs529EsIHevO32eDxRb61TWpXE8jNoX5ADgH9QBEWm6svRWG+Ge8r7DQkJOeU1b29vZs6cSb9+/fjhhx+YPn06d955Z637FBqHt08gYTE9SOx7Wa3axL5jAVWxXLteEATBFSitHddSqyRWStdHXxt5ecZ02D59nDakjfLsJOcP2kjsm07UVBtJEARBqB/VNaGwYj3fyrlWaI3YGx/yN+AZmHUg63mWAjowkMcJUpnuDsnjqMmwqy+edMw/On8SF1xwQbXrvvzyS6699lqCg4PJzMys1uBrapRSaK1bZNpfcFi87j/ygUaNsezbR9dprc9wUkiCIDige1ygnj65xgaudeLcv21p1n+zbsu0y8+HSy4xmk7s3g2hoU23b6t5Zl/7qKn2KYadIAiCc7FvFJFCcqXusWLYCa2VonGDbBmoALEMkr8FN2PW/mzgSfLoRF9eF8OuGqoetw0ldrGmaJznHPM1GXYAEyZM4L///S8pKSl88cUX3HHHHU0YmSAIguDpuMW0KyiAMWNg2TL4/HP3GHYpK5OZSNMYd2LYCYIguJaqxh0ghp3QarE3PoYN3kbKymQyRygx7tzMdiZznCT6MI0otc7d4XgcVY/bxpBCsscZd46YNGkSKSkpvPfee2LatQCUUhcCbwJewPta61eqrH8IuB0wA4eBW7XW+5s8UEEQmgWmpt5hYSFceimkpMCMGTB+fNPt2948s/5rfa0p9imGnSAIguuwnltjF2sx7IRWS3XGh/XfzBHKaVMPhfrTma/pwzTaqZXuDsXjcKZhZx3DOl5zOOavuuoq2rZty9q1a9m0aZO7wxEagVLKC3gHuAhIBq5VSiVXkW0AztBa9wW+AV5t2igFQWhONHmm3WuvwaJF8OmncG0Tds2uzjzLHKFcmnEnhp0gCELTYs24k3Ot0BqpanzY/7aZCJJx5wbKtRfZDKU9iwlSWQSR5e6QPA5Hx21DmZg2zMgybSYZdwEBAVx66aV89tlnrFq1in79am+CIXgsA4FdWus9AEqpL4GxgM2N1lovtNOvBG5o0ggFQWhWNHmm3ZNPwq+/wg1NeGqqyTyzLrsi404MO0EQBPcg51qhNVKb8fFRQopk3DUxBTqOtbzINu7lGFUTbQSonAXnjAw7K/bHvzNq5DUFiYmJAKSnp7s5EqGRxAH2/4kZFa/VxG3Azy6NSBCEZk2TZdotXAi9e0NUFIwa1VR7PYl1SixUvqCLXayd/mUuhp0gCIIgCE1FXTOVPkpIkYy7JsCsA0lnNHu5Ci9K6MMbhCvnGVItCWt2NBjHpbOMO/ub8dbf4p5OfHw8AGlpaW6OpGVjyi1wxnkvUim11u75u1rrdyuWq7uwrPYgVErdAJwBjGhsQIIgtFyaxLTbswfGjoXzz4fZs5tij+5DDDtBEARBEJqK+k4tFOPO9WzgaY6TRBSr6cF7+Klcd4fk0QTMWUUsgyqVrXEGze23eEJCAgBbt25Fa41SzSNDsJVyRGt9Rg3rMoB4u+cdgFNaRSulRgFPAyO01iXOD1EQhJaCy0270lK47jowmeCNN1y9t5McP2GhrAwiI7wc6spKCjj8xU/sLwpG31T7F+SRHAtTnjsMwLSpUZXGr86w8/p2CVsxCsom0Q9f5edw/FJdQqroRS960Yte9KIXfS16e8Pu7DO28m77pbz2zjEmTmjj8PfPRwkp3FhsZt4L+ym/YBSxltMI+mF9k8ffUvTHdVf2cz5wLyYK6Mgn+GMmVO1pFvF7gr6qcXfW6VvIWm34HDGnt8fb3/Eli7nYTPY6o15g7OA4lq3p7dCwa8r3m0xN3k5lBg8eTHh4OOvXr2fevHmMGTOmTtsJjae+/7+1sAboppRKBA4AE4Dr7AVKqQHAdOBCrfWhxuxMEISWj8tNu4cfhlWrYNYs6NjR1Xs7SdH/t3fn4VHV9x7H37+shABhExAImxK2ALLFACJatG4YLgWB4gK48DwquCByW4qieK29oiCoqGBVsFQtFAERWVT2JRFQTASaS4GGIBA39uz53T9OJgkYkgmZyUySz+t55iFz5nt+53sgw5z5nt+SYZk07UcWvNakxLiD3y7j3E/7ONmlA5mZlho1Si7aPf70Dyz65DQAxlDQ/sV62CWxm+NFpjWIJqbE9pMVr3jFK17xile84kuJv7CH3dzLN/O7e79n7YZzJO7NKvX6Z3rdTexpW4/vXnkNHhtH88CSe9z5+nz9LT7HhvETXUnhNk7SHsNJLA0w7AP+RrTx7/z9Mb5o4W7lX9I4teUrAMKjO9Fg6OAS2/9x8RLOJTlDaxveEcmVP5bcw64iz7clUSXGutSpU4ennnqKxx9/nEmTJnHzzTcTFFThawZWS2X99y2JtTbHGDMOWA0EAu9Ya78zxkwDdlhrlwPTgVrAovwOIynW2rhynIKIVGFe/SRYvBheew0mTIChQ715JN9wdcrTkFgRERGpKMUNiZ3++i+s3XDO7Tb+POtnPro/j+E04+CaLwgYNFBDZUuQa0PJJpwa5meybB02MRdLIGEcJ4p3OMFL/MA+X6dZ6bkKd2e/TSPvhHOTPPRQeqnz0p05lM6Z/Pig9QchukOl/F1+8MEHmT17Nnv37uWdd95h7Nixvk5JLoG1diWw8oJtTxf52QczvItUTpmZ2Rw4dNzXafiUV4t2110H//3f8Nxz3jxK8cJqGGY8e1mpca27DCL95xAi2oQTGnqq1PiZ0y7DGKdg99b0RqUW7KLoWuzPF6N4xSte8YpXvOIVf7H4i81hN2ZEBIl7swDcuv55ekIDnpv5E58+EsCTJ6LZ9g0lznFXWf5+PBXfmBGkk00ObTjHANbTlsvYQRdeJsSc4kr7N2pziHrswZg8mtgrCeCs3+RfmePDPo7nykF30Lh1LAC16jYvtf0ruw+jSZs+ANSu36LUgl1Fnm84dUqNdwkNDeWFF15gxIgRPPnkk/Tp04fo6Gi395dLU9Z/XxGRimSsdX9FJWOMdSfeFeLL+VPzjhV2RR+T0q9g9dimG2zBB7lrtarv+xu3Jm++kHrYiYiISEUp66ITZXGxa6XKLtvW4hxNyCICSyCNTAIAKfZmTtKOHMLJpjaZ1CWUX4gxkwH4yv4PJ2mHIZfaHKAe39GQr6mnVWDlEqzNW+R2rLWW4cOHs2jRIiIjI9m+fTtNmzb1Yna/ZozBWlslV8KoY+rbq82AcrXxuV28s4SFKETEg1o1DLZPx9UvVxv3vZtWqd+zXulp949/wKxZsGQJNCl5SpUKVVrX+jEp/cp8AayCnYiIiHibNwt2lV2uDeYMLcigEY3NNgD225GkciM51CqIC+YUjXCKdqdpwymuJJgzBHOacFKpydGC2I68gSGHUH4h0GRV7AlJtWaMYf78+aSmprJt2zZuv/12NmzYQK1atUrfWUREqhyPF+2shRdegIwMaNTI062XnevOcXGFtbCP40kffDVNN1g20ZF+sXsuqXBX1bh6IHqTJwucrnxVNBUREV/y5uenPxXsvH2d4M7n+S+2Pce4llNcwRlaYPMvaRvYewgy6YRxlMZspSZHCeMYNfiZIM4U7N/JzCmx/XBzpHwnIVIOYWFhLF++nN69e7Nr1y6GDx/OsmXLtDCFiEg15PH/+Vetgt274d13ISDA0627z92hqyrcna/okGFvabrBkj7YM5NdF+15oAm0RUTEVyri89OfCnZevU4o8nmeaetxgnacoB0niaITrxFujnKW5hynN3U4QEuWU5sD1CKVQDIBaGbW0Yx1XstRxNsaNmzIypUr6d27NytXrmT8+PHMmTMH48v5h0REpMJ5vGj3wgsQGQkjR3q65bIpOi8LlHzXVoU7R0VciLva90ThrmjBrqBdFe5ERKSCqWDnGTbPYHMC+b5/DrV/HkTy+t+SgTNsI4As6rCfXGoA0JR1NONzn86fLOJtbdu2ZdmyZQwYMIA333yT0NBQRowYQbdu3QgNDfV1eiIiUgE8WrTbsgU2bXLmswsJ8WTLl6Ysc81V98LdhYtyeNsmOparcHfh3D7gFGpVuBMRkYpUUZ+fvr4e8dZ5nvuhLt9v78SR7dEcTehE59Er+PmKVE4MOE34//1CiyOfEkEytTlEgMkp2C/A5HosBxF/1rdvX95//32GDRvGrFmzmDVrFsHBwXTr1o3bb7+dP/7xjwQGBvo6TRER8RKPFu26dYPXX4fRoz3Z6qW5lMUhqmvhrrgLcW+e85iUfvSL3XPJhbuLTcY9BhXuRESk4lT056evePI8rQVjICcnkNhbFvN1UicAmjRKY8TNqxndfznvNa/Bpu0dqTNpBZdtsIR9vN8zJyJSSd1xxx2sWrWKRYsWsX37dvbs2UNCQgIJCQnceeedtG7d2tcpioiIl3h01rmaNeGhh5w/fS3s4/hLKtq49mm6wRYMsXXNj1cV+eILh6v9frF7Copv7k5qXdLqee+22FRwDt/3NxWyoIaIiFRPKti5Jzc3gK8TO/DKW6P5r9FzGDTqTQCCgnK5tncCf5nyIl9/cTup31zDu7P+QP8+X+nzXKQYN910E2+//TZJSUmsXbsWgKZNm9KyZcsytfPzz7B/P2RpUWQRkUrBYz3tFi6EtDR4/HFPtehZ1loseQAYAkqcxNXV467Jl9lszG3HtX3/5VaPuzyb61b7Zc2nwuKtJS87D2utW/FZWU5vxpAQU+b40lxK/nl5kJud63b+fvf3r3jFK17xiq8S8eX5fPR1PEBeXi55Nhfjxr3dX3++m4J55qa9PI5X5o7m5Kk6ALRpmcJtN6wjIyMPY+DlZ//sZj45Bfn4w7+v4itvfDYRBJJJoMn0ST6e4iraDRkyhIAyrvy3dCncd5+zYGDz5tC6tfN4/nlo2tTpDVuVpXOWJJtAFF0JMSXPC5hlM0lmN4Bb8SIi3mBsGf5nNsbYi8X36QN5ebB9u6dSq5xuuOEGvvjiCxYvXsyQIUN8nY6IiPjItGnTmDp1Kg888ABz58716rFefvllJk6cyNChQ1m0aJFXjyW+kZaWRuPGjalVqxYnT54s8xf1Q4cgPR2iosDT01+lpsKaNc5j3TrYuxfq14d33nGuC/v3dx7Nm3v2uJVBly5dSExMZPfu3XTp0sXX6VQZmZmZxMXFsWbNGpo1a8bGjRtp06bNeTHnzjm/j6tWwYsvQlgYPPII/PWvcOutMGyY82d4uI9OohymT5/OpEmT6NChAzt37iQsLKzUfbKynDnHDxyAjRudPw8eLHx8/TU0agTTp8OkSQZrbZVc5sUYYw2GxkQSbWJKjE2yCRznMMB58Z/bxTuttT29nqyI0KphsH06rn652rjv3bRK/Z71yPDYU6cgIQEGDPBEa5Vb//79CQ4OZt++fb5ORUREfGjQoEEAfPLJJ+Tl5Xn1WMOHDwdgxYoVnD592qvHEt9o1KgRTZo04cyZMxw8eNDt/b78EqKjncewYXDXXU4BD5ybreWxaRN07AiRkU7PnY0b4ZZb4MwZ5/V774W5c+HOO6tnwQ4gIiICgCNHjvg4k6ojOzubESNGsGbNGi677DI+//zzgoLdDz84C+LddJNTOB440Cke78lfO2XECBg1yvldHTYMLrsMxo714clcovHjx9OhQwf27t3LlClTSo0/fhw6dIBFi6BNG2f+8WnT4P33YfNmOHLEKdgB1Krl3dxFRKRsPFK027QJcnNVtAOIjo4mOzubTZuq3rw2IiLivi5dutCyZUuOHTtGQkKCV4/VvHlz+vXrR0ZGBsuWLfPqsaRiHDx4kCFDhlCnTh3q1KlDREQEx44dwxhDjRo13Grjhx/gz3+Grl2dHkcTJkB8vFNEy8hwhse5w1pITISXXoIbb4SPPnK2N27sFOxeegm+/db54v/ee9CixaWdc1XUu3dvALZs2eLjTKqGvLw8xowZw9Kly6lduzfjx+/g9dfbkz9alP/8Bx57DFJSnHm216xx5nDr0cN5vU8fmDMHvv/eKWiPHg116xa2n5FR4ad0SWrUqMH8+fMJDAxk5syZbNy48aKxOTlOsfLoUWjXrvS2H3zQg4n6oSBCaEwkUXQtNTaKrjQm0u14ERFv8EjRbt06p7t1/nVJtea603f48GEfZyIiIr5kjCEuLg6gQgppI0aMAOCDDz7w+rHEe9LT03n22Wfp2LEjS5Ys4fTp05w+fZpTp04RFBTE9OnTadasmVttffedc432xBPQqxeMGQNvvAH79sErr5S+f1aW01uueXPo0gWefNL54p/rTOFLVBSsXu2037kzVNB0XpXKNddcA8DmzZt9nEnlZ61lzJiJLFw4DDjF6dNbefrpFrz7rvM7DU6B+sABZ4j2jBlOkTm0mGnIAgPh+uudAt6LLzrb/vAH6Nu38Pfb3/Xq1YvJkydjrWX06NGccXVxvcDkybB+Pbz1lvM+ru7CCCfaxLg1P12ICSXaxLgdLyLiDR4p2p086cxV4sZ0ClVeZGQkoKKdiIgUDpFdunQpOTk5Xj3W0KFDCQwMZM2aNRw9etSrxxLvWLlyJdHR0TzzzDNkZGQwcuRIDh06xKlTpzhx4gQnTpzgiSeecLs91/DVBg0Kt/3mN87wwLfecuaic7HW+WI/eTL86U/OtpAQp/jRty+8/TYcPgxJSTBypGfOtzro06cPAPHx8WRpuc5LZq1l4sSJLFgwm4CAmgwe/AsLFjjDXk+ehPHjnbjgYGdRhUtx1VWwaxfMn++5vL1typQpXHXVVRw8eJAnn3zyV68vWeLMUffgg3D33T5IUEREys0jRbt585xJXgXq1atHWFhYwV1xERGpvq699loaNGjAvn37iI2N5ZtvvvHasRo1akRcXBw5OTk87q9LuctF7dixg4EDB3LgwAGio6NZv349CxcupGXLltSuXZuIiAjCw8P58EOnx9uGDYVzx13I1VMoMtIZBli0VhQc7Mw/l5IC27adv9899zi9jhITC7dt2wb/+IezT3Wdl648GjZsSIcOHcjIyGDXrl2+TqdSOnwYunRJYsaM+QQHB/DJJ9ksWdKcu+925mnz1MIqw4c7o4YmT3bm664MQkJCWLBgAcHBwbz55pusXr36vNcTE+Hqq2HmTB8lKCIi5eaRoh24Py9KVWeMUW87EREBIDg4mCVLltCiRQt27txJz549mTJlCpmZmV453owZM6hZsyYfffQRn376qVeOId6xdu1arLXccccd7Nq1i/79+5/3enIyXHONU7Dbtg3i4pz5uFzrGxRdVMJVxOjZE06ccAp0RXXq5PQqWrmysMBnDCxf7sz/tXy5d86xutIQ2UtjLSxYAFFRGSQltcaYHnzwwQfceustXjmeMc6w8bQ0Z5XZyqJz585MmzYNgPvuu48TJ04UvDZ1qlPgL26IsIiIlM4Y85wx5ltjzDfGmDXGmKb5240xZrYxZn/+6929lUO5S23ffuvcwYmP90Q6VYOraJdadNyJiIhUS9deey1JSUmMHz+evLw8nn/+eXr16sXXX3/t8WO1atWK5557DoCHHnroonMcif/ZuXMnAAMHDiQ4OLhgu7XOnwsWwLFjzhfwzz5zhr1t2eL0CoLib542awZXXgkrVvz6tZtuctoKDCw8xlVXQZ06njwrgcKinRajcF9aGgwebBk1CjIyvgK6MH/+XQwZMsSrx42Jgaeego8//nWx259NnDiR2NhYjhw5wqOPPgpAdrZThC/y34mIiJTddGttF2vtVcAK4On87bcAbfMfY4E3vJVAuYt2Z85AQoJzJ1cczfPHj6innYiIANSuXZvZs2ezceNGrrjiChITE4mJiWHatGlkZ2d79FiPPPIIPXr0ICUlhSlTpni0bfGOnJwcvvrqK6A7q1ffxmuvOdtzc53eP2fOOL3iBg2CNm2gdm0YMAAef9zZvn69E1+0tx1ARISzz8cfw/Hjhdvz8pxVJNPSnC/1WkDCu4r2tLOuCqmU6KGHcvjkkxxgIgEBA5g3bzJ3V9CkbE895QwrrUyrIAcFBTF//vyC4bI//fQT8+Y581n+8IOvsxMRqbystUUnTAgHXB/kg4AF1rEdqGuMudwbOZS7aOe6s6trkEKuO+Se/iImIiKV2zXXXMPu3bsZN24cOTk5TJ06ld///vcePUZQUBDz5s0jMDCQ2bNnk5CQ4NH2pXz279/Pxo0b2bp1K/Hx8ezYsYPbbruflJQJBAR8xgcf1GfJEic2MNApsNWq5RTdGjVytrvmqBs82Jl0f/Zs5/mF12IBAc6KsampTs8812VJQIDTXuvWlWfursqsdevWNGnShB9//JHk5GRfp+PXcnKckSrJyb8hL+8qIiLeZtWqT7n//vsrLIegIKdgZy0sXAhems3A46KioujVqxfgLHwSHu5sP3vWh0mJiPiHhsaYHUUeY8uyszHmeWPMYeBOCnvaNQOK9tJKzd/mceUu2rnuzl54d7c6O3jwIOBcpImIiBQVHh7Oq6++ypdffkmtWrX45z//ybYLVwQop27dujFhwgSstYwaNYp///vfHm1fyu7UqVM8/PDDtG3blv79+9O3b19iY2Pp1asXa9bswZg7uP12y6hRhuPHCxeJcPW069Dh/G0ArVo5PelWrnQKDBdOyG+ts9/w4fDqq04cOKMjVq1yhs+2alURZ1+9GWM0RNYNM2dCz56n6dXrWhITN3HFFZls376dG2+80Sf5xMfDXXfBH//ok8Nfkt69ewOwbds2Fe1EpErIzM5l/5FT5XoAP1prexZ5zC16DGPM58aYpGIegwCstX+y1kYCC4Fxrt2KSdcrXdk8VrRTT7tCBw4cAKBNmzY+zkRERPzV9ddfz7hxjwFXM3Xq/3i8/WeeeYZ27dqxb98+unbtyrx58zQ0z0dWr15Np06dmDNnDkFBQfTt25fevXvTq1cvunfvzvXXN2Hp0rMsXdqYBx5wesJ99pmzrzEQEgI9ejhz2EHhHFXBwc68wsaAa90R18ISUHhDddo0Z66u3/0O7r4bBg6EQ4dAo6crTmxsLIB6vhYjNxcefdQyYQIkJn7BsWNHue6664iPj6d9+/Y+yys2FsaPd4qJxc0L6Y9UtLs0WTaTJJtAkk0gy1aSrpUi4jHW2hustdHFPCX3KTwAAAdUSURBVJZdEPp3wDW5aioQWeS15sD33siv3EW72rWhb1+oV88T6VR+2dnZpKSkYIyhZcuWvk5HRET8VGYmJCVNAVaydu0qtm3bxtq18K9/eab9mjVrsnXrVoYPH87Zs2cZO3YscXFxpKWleeYA4hZrLYMHDyY1NZWYmBh27drF5s2b2bp1KwkJCezcuZMvv1xOXFxbADp2dIbmbdniDBUEp2jXrZszvNVVzHMNdW3WDKKjYd0657lr2pLk5MKYK66AOXPg/fedm6wxMU47+Z2/pALExMQAzrBFKXTuHAwceI7Zsw0wk7y8Idx//12sXr2aBg0a+Do9XnwRunY9f6Vmf+Yq2sXHx1OjhlPBV9GudMns5jiHOc5hktnt63RExI8YY9oWeRoH7Mv/eTlwT/4qsrHASWvtUW/kUO6iXYcOsHkz9OnjiXQqv8OHD5Obm0uzZs0I1frqIiJyEXPmwIoVofTrtwvI45lnnuHhh6FzZ8hfSLTc6tevz4cffsjf//536taty4oVK7j33ns907i4LT09HXCGRnbu3PmicdZC3bpO77kjR5zrK5fu3aF9e+f3pqgWLZzinGtorDHOfu3bOyvOutqtWRNGjoS//Q1mzHAWopCK06NHDwIDA0lMTOTcuXO+TscvWGvp1+8Aq1bVAB6jbt1pvPfeO8ydO5eQkBBfpwdAjRrw0UeQng6PPOLrbEp3+eWX06pVK86cOUNOTjLPPach8CIi5fSX/KGy3wK/BR7N374SOADsB+YBD3krAVOWoTLGGI2rERERERERqbr+Y61t5eskvKGOqW+vNgPO25ZlMwt62EXRlRBTcseLz+3indbanl5LUkQKXB4RYMfElq8z1AtrMir1ezaoLMHW2uIm2xMRERERERGpdEJMKNHE+DoNEZFilXt4rIiIiIiIiIiIiHiWinYiIiIiIiIiIiJ+RkU7ERERERERERERP6OinYiIiIiIiIiIiJ9R0U5ERERERERERMTPqGgnIiIiIiIiIiLiZ1S0ExERERERERER8TMq2omIiIiIiEiVl85ZkmwCWTaz1Ngsm0mSTXA7XkTEG4J8nYCIiIiIiIiIt+WQxXEOAxBNTImxyewuiHUnXkTEG9TTTkRERERERERExM+op52IiIiIiIhUeUGE0JAmRNG11NiiMe7Ei4h4g4p2IiIiIiIiUuWFEU60cW+Ya4gJ1ZBYEfE5DY8VERERERERERHxMyraiYiIiIiIiIiI+BkNjxUREREREREREb+SmQ3/l5br6zR8Sj3tRERERERERERE/IyKdiIiIiIiIiIiIn5GRTsRERERERERERE/o6KdiIiIiIiIiIiIn9FCFCIiIiIiIlItZdlMktkNQBRdCTGhPs5IRKSQinYiIiIiIiJSLSWzm+McLngeTYwPsxEROZ+Gx4qIiIiIiIiIiPgZ9bQTERERERGRaimKrsX+LCLiD1S0ExERERERkWopxIRqSKyI+C0NjxUREREREREREfEzKtqJiIiIiIiIiIj4GRXtRERERERERERE/IyKdiIiIiIiIiIiIn5GRTsRERERERERERE/o6KdiIiIiIiIiIiIn1HRTkRERERERMQDjDE3G2P+ZYzZb4z5QzGvhxpjPsp/Pd4Y06risxSRsjDGTDTGWGNMw/znxhgzO/99/K0xpru3jq2inYiIiIiIiFR56ZwlySaQZTNLjc2ymSTZBLfjAYwxgcDrwC1AR+D3xpiOF4TdB/xirb0SmAn8b1nOQUQqljEmErgRSCmy+Ragbf5jLPCGt46vop2IiIiIiIhUeTlkcZzDJLO71NhkdnOcw27H54sB9ltrD1hrs4APgUEXxAwC5uf/vBgYYIwx7h5ARCrcTGASYItsGwQssI7tQF1jzOXeOLiKdiIiIiIiIiLl1ww4XOR5av62YmOstTnASaBBhWQnImVijIkDjlhrL6zcu/Ne94ggbzQqIiIiIiIi4mdWW2zDY6RwzKaUHp3vgvgaxpgdRV6ea62dm/9zcT3m7AXP3YkREeCXdLt68TfZDcvZTEnvWYwxnwNNitnvT8Bk4LfFvFZh72MV7URERERERKTKs9be7OVDpAKRRZ43B76/SEyqMSYIiAB+9nJeIpVSBbxnsdbeUNx2Y0xnoDWwO38Ee3NglzEmBvfe6x6h4bEiIiIiIiIi5fcV0NYY09oYEwKMAJZfELMcGJX/81DgS2utetqJ+BlrbaK1tpG1tpW1thVOoa67tfYYzvv4nvxVZGOBk9bao97IQz3tRERERERERMrJWptjjBkHrAYCgXestd8ZY6YBO6y1y4G/Au8bY/bj9LAb4buMReQSrQRuBfYD54Ax3jqQUVFfRERERERERETEv2h4rIiIiIiIiIiIiJ9R0U5ERERERERERMTPqGgnIiIiIiIiIiLiZ1S0ExERERERERER8TMq2omIiIiIiIiIiPgZFe1ERERERERERET8jIp2IiIiIiIiIiIifkZFOxERERERERERET/z/x4GdujiKRpPAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#SET UP\n", "plt.figure(figsize=(25,6))\n", "ax2 = plt.axes(projection=data_crs)\n", "\n", "levels_jennie = np.arange(-40,45,5)\n", "# http://xarray.pydata.org/en/stable/api.html#plotting\n", "# DATA TRENDS\n", "# https://matplotlib.org/examples/color/colormaps_reference.html\n", "data_jennie.TREND.where((data_jennie.TREND>2)+(data_jennie.TREND<-2)).plot(ax=ax2, \n", " transform=data_crs, cmap = 'BrBG',\n", " vmin=-40., vmax=40., \n", " # https://matplotlib.org/users/colormapnorms.html\n", " norm = mpl.colors.BoundaryNorm(levels_jennie, plt.cm.BrBG.N),\n", " zorder=1)\n", " # this zorder will allow us to place things in the order we want\n", " # https://matplotlib.org/examples/pylab_examples/zorder_demo.html\n", "\n", "ax2.coastlines(lw=2)\n", "\n", "# CONTOUR 10 and 30 dashed - once again I use contour (not contourf because i don't want the contour filled)\n", "# and I define the levels to use to draw them\n", "CS1 = data_jennie_winterclim.mean_clim.plot.contour(ax=ax2, transform=data_crs,\n", " levels=[10,30],\n", " colors='blue',\n", " linestyles='dashed', \n", "# add_colorbar=True,\n", " add_labels=True,\n", " zorder=4) \n", " # note the order, I left some gaps, because I want to put layers in betweene\n", "# CONTOUR 50 solid\n", "CS2 = data_jennie_winterclim.mean_clim.plot.contour(ax=ax2, transform=data_crs,\n", " levels=[50],\n", " colors='blue',\n", " linestyles='solid', \n", "# add_colorbar=True,\n", " add_labels=True,\n", " zorder=5)\n", "ax2.clabel(CS1, \n", " inline=1, #it puts them inline with the line and leaves a empty space\n", " fontsize=15,\n", " fmt='%1.1f') #format\n", "ax2.clabel(CS2, \n", " inline=1, \n", " fontsize=15,\n", " fmt='%1.1f')\n", "\n", "# RECTANGLE\n", "# http://matthiaseisen.com/pp/patterns/p0203/\n", "import matplotlib.patches as patches\n", "ax2.add_patch(patches.Rectangle(\n", " (-10, 28), # (x,y)\n", " (40- (-10)), # width\n", " (44-28), # height\n", " linewidth=2,edgecolor='r',facecolor='none',\n", " zorder=100)) #top of everything\n", "\n", "# HATCH PLOT POSSIBLE within contourf\n", "# https://matplotlib.org/examples/pylab_examples/contourf_hatching.html\n", "data_jennie_sign.TRENDSIG.plot.contourf(ax=ax2, transform=data_crs,\n", " hatches='.',\n", "# alpha=0,\n", "# add_colorbar=False,\n", " zorder=2)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "because we are using contourf it does interpolate on the edges, and we don't want to do that and maybe misrepresent the data; so I can first mask everything and then use contour" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#SET UP\n", "plt.figure(figsize=(25,6))\n", "ax2 = plt.axes(projection=data_crs)\n", "\n", "levels_jennie = np.arange(-40,45,5)\n", "# http://xarray.pydata.org/en/stable/api.html#plotting\n", "# DATA TRENDS\n", "# https://matplotlib.org/examples/color/colormaps_reference.html\n", "data_jennie.TREND.where((data_jennie.TREND>2)+(data_jennie.TREND<-2)).plot(ax=ax2, \n", " transform=data_crs, cmap = 'BrBG',\n", " vmin=-40., vmax=40., \n", " # https://matplotlib.org/users/colormapnorms.html\n", " norm = mpl.colors.BoundaryNorm(levels_jennie, plt.cm.BrBG.N),\n", " zorder=1)\n", " # this zorder will allow us to place things in the order we want\n", " # https://matplotlib.org/examples/pylab_examples/zorder_demo.html\n", "\n", "ax2.coastlines(lw=2)\n", "\n", "# CONTOUR 10 and 30 dashed - once again I use contour (not contourf because i don't want the contour filled)\n", "# and I define the levels to use to draw them\n", "CS1 = data_jennie_winterclim.mean_clim.plot.contour(ax=ax2, transform=data_crs,\n", " levels=[10,30],\n", " colors='blue',\n", " linestyles='dashed', \n", "# add_colorbar=True,\n", " add_labels=True,\n", " zorder=4) \n", " # note the order, I left some gaps, because I want to put layers in betweene\n", "# CONTOUR 50 solid\n", "CS2 = data_jennie_winterclim.mean_clim.plot.contour(ax=ax2, transform=data_crs,\n", " levels=[50],\n", " colors='blue',\n", " linestyles='solid', \n", "# add_colorbar=True,\n", " add_labels=True,\n", " zorder=5)\n", "ax2.clabel(CS1, \n", " inline=1, #it puts them inline with the line and leaves a empty space\n", " fontsize=15,\n", " fmt='%1.1f') #format\n", "ax2.clabel(CS2, \n", " inline=1, \n", " fontsize=15,\n", " fmt='%1.1f')\n", "\n", "# RECTANGLE\n", "# http://matthiaseisen.com/pp/patterns/p0203/\n", "import matplotlib.patches as patches\n", "ax2.add_patch(patches.Rectangle(\n", " (-10, 28), # (x,y)\n", " (40- (-10)), # width\n", " (44-28), # height\n", " linewidth=2,edgecolor='r',facecolor='none',\n", " zorder=100)) #top of everything\n", "\n", "# HATCH PLOT POSSIBLE within contourf\n", "# https://matplotlib.org/examples/pylab_examples/contourf_hatching.html\n", "# I mask with where() everything that shouldn't be plotted\n", "data_jennie_sign.TRENDSIG.where(data_jennie_sign.TRENDSIG>0).plot.contourf(ax=ax2, transform=data_crs,\n", "# levels=[0,0.1,1], # Not necessary because of where()\n", " hatches=['.'],\n", " alpha=0, # gets rid of the color\n", " add_colorbar=False, # gets rid of the colorbar\n", " zorder=2) # order of the plot\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Add coordinates etc\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#SET UP\n", "plt.figure(figsize=(25,6))\n", "ax2 = plt.axes(projection=data_crs)\n", "\n", "levels_jennie = np.arange(-40,45,5)\n", "# http://xarray.pydata.org/en/stable/api.html#plotting\n", "# DATA TRENDS\n", "# https://matplotlib.org/examples/color/colormaps_reference.html\n", "data_jennie.TREND.where((data_jennie.TREND>2)+(data_jennie.TREND<-2)).plot(ax=ax2, \n", " transform=data_crs, cmap = 'BrBG',\n", " vmin=-40., vmax=40., \n", " # https://matplotlib.org/users/colormapnorms.html\n", " norm = mpl.colors.BoundaryNorm(levels_jennie, plt.cm.BrBG.N),\n", " zorder=1)\n", " # this zorder will allow us to place things in the order we want\n", " # https://matplotlib.org/examples/pylab_examples/zorder_demo.html\n", "\n", "ax2.coastlines(lw=2)\n", "\n", "# CONTOUR 10 and 30 dashed - once again I use contour (not contourf because i don't want the contour filled)\n", "# and I define the levels to use to draw them\n", "CS1 = data_jennie_winterclim.mean_clim.plot.contour(ax=ax2, transform=data_crs,\n", " levels=[10,30],\n", " colors='blue',\n", " linestyles='dashed', \n", "# add_colorbar=True,\n", " add_labels=True,\n", " zorder=4) \n", " # note the order, I left some gaps, because I want to put layers in betweene\n", "# CONTOUR 50 solid\n", "CS2 = data_jennie_winterclim.mean_clim.plot.contour(ax=ax2, transform=data_crs,\n", " levels=[50],\n", " colors='blue',\n", " linestyles='solid', \n", "# add_colorbar=True,\n", " add_labels=True,\n", " zorder=5)\n", "ax2.clabel(CS1, \n", " inline=1, #it puts them inline with the line and leaves a empty space\n", " fontsize=15,\n", " fmt='%1.1f') #format\n", "ax2.clabel(CS2, \n", " inline=1, \n", " fontsize=15,\n", " fmt='%1.1f')\n", "\n", "# RECTANGLE\n", "# http://matthiaseisen.com/pp/patterns/p0203/\n", "import matplotlib.patches as patches\n", "ax2.add_patch(patches.Rectangle(\n", " (-10, 28), # (x,y)\n", " (40- (-10)), # width\n", " (44-28), # height\n", " linewidth=2,edgecolor='r',facecolor='none',\n", " zorder=100)) #top of everything\n", "\n", "# HATCH PLOT POSSIBLE within contourf\n", "# https://matplotlib.org/examples/pylab_examples/contourf_hatching.html\n", "# I mask with where() everything that shouldn't be plotted\n", "data_jennie_sign.TRENDSIG.where(data_jennie_sign.TRENDSIG>0).plot.contourf(ax=ax2, transform=data_crs,\n", "# levels=[0,0.1,1], # Not necessary because of where()\n", " hatches=['.'],\n", " alpha=0, # gets rid of the color\n", " add_colorbar=False, # gets rid of the colorbar\n", " zorder=2) # order of the plot\n", "\n", "gl = ax2.gridlines(crs=ccrs.PlateCarree(), draw_labels=True,\n", " linewidth=2, color='gray', alpha=0.5, linestyle='--')\n", "lon_formatter = LongitudeFormatter(zero_direction_label=True)\n", "\n", "plt.savefig('jenniemap_contourf.png', bbox_inches=\"tight\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### USing Quiver" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#SET UP\n", "plt.figure(figsize=(25,6))\n", "ax2 = plt.axes(projection=data_crs)\n", "\n", "levels_jennie = np.arange(-40,45,5)\n", "# http://xarray.pydata.org/en/stable/api.html#plotting\n", "# DATA TRENDS\n", "# https://matplotlib.org/examples/color/colormaps_reference.html\n", "data_jennie.TREND.where((data_jennie.TREND>2)+(data_jennie.TREND<-2)).plot(ax=ax2, \n", " transform=data_crs, cmap = 'BrBG',\n", " vmin=-40., vmax=40., \n", " # https://matplotlib.org/users/colormapnorms.html\n", " norm = mpl.colors.BoundaryNorm(levels_jennie, plt.cm.BrBG.N),\n", " zorder=1)\n", " # this zorder will allow us to place things in the order we want\n", " # https://matplotlib.org/examples/pylab_examples/zorder_demo.html\n", "\n", "ax2.coastlines(lw=2)\n", "\n", "# CONTOUR 10 and 30 dashed - once again I use contour (not contourf because i don't want the contour filled)\n", "# and I define the levels to use to draw them\n", "CS1 = data_jennie_winterclim.mean_clim.plot.contour(ax=ax2, transform=data_crs,\n", " levels=[10,30],\n", " colors='blue',\n", " linestyles='dashed', \n", "# add_colorbar=True,\n", " add_labels=True,\n", " zorder=4) \n", " # note the order, I left some gaps, because I want to put layers in betweene\n", "# CONTOUR 50 solid\n", "CS2 = data_jennie_winterclim.mean_clim.plot.contour(ax=ax2, transform=data_crs,\n", " levels=[50],\n", " colors='blue',\n", " linestyles='solid', \n", "# add_colorbar=True,\n", " add_labels=True,\n", " zorder=5)\n", "ax2.clabel(CS1, \n", " inline=1, #it puts them inline with the line and leaves a empty space\n", " fontsize=15,\n", " fmt='%1.1f') #format\n", "ax2.clabel(CS2, \n", " inline=1, \n", " fontsize=15,\n", " fmt='%1.1f')\n", "\n", "# RECTANGLE\n", "# http://matthiaseisen.com/pp/patterns/p0203/\n", "import matplotlib.patches as patches\n", "ax2.add_patch(patches.Rectangle(\n", " (-10, 28), # (x,y)\n", " (40- (-10)), # width\n", " (44-28), # height\n", " linewidth=2,edgecolor='r',facecolor='none',\n", " zorder=100)) #top of everything\n", "\n", "# # HATCH PLOT POSSIBLE within contourf\n", "# # https://matplotlib.org/examples/pylab_examples/contourf_hatching.html\n", "# # I mask with where() everything that shouldn't be plotted\n", "# data_jennie_sign.TRENDSIG.where(data_jennie_sign.TRENDSIG>0).plot.contourf(ax=ax2, transform=data_crs,\n", "# # levels=[0,0.1,1], # Not necessary because of where()\n", "# hatches=['.'],\n", "# alpha=0, # gets rid of the color\n", "# add_colorbar=False, # gets rid of the colorbar\n", "# zorder=2) # order of the plot\n", "\n", "\n", "# QUIVER PLOT\n", "U = data_jennie_sign.TRENDSIG.values\n", "V = data_jennie_sign.TRENDSIG.values\n", "#https://matplotlib.org/gallery/images_contours_and_fields/quiver_simple_demo.html#sphx-glr-gallery-images-contours-and-fields-quiver-simple-demo-py\n", "#https://matplotlib.org/api/_as_gen/matplotlib.axes.Axes.quiver.html\n", "q = ax2.quiver(data_jennie_sign.X[::2], data_jennie_sign.Y[::2], \n", " np.ma.masked_equal(U[::2,::2],0),\n", " np.ma.masked_equal(V[::2,::2],0),\n", " transform=data_crs, \n", " alpha=0.5,\n", " zorder=2)\n", "\n", "gl = ax2.gridlines(crs=ccrs.PlateCarree(), draw_labels=True,\n", " linewidth=2, color='gray', alpha=0.5, linestyle='--')\n", "lon_formatter = LongitudeFormatter(zero_direction_label=True)\n", "\n", "plt.savefig('jenniemap_quiver.png', bbox_inches=\"tight\")\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#SET UP\n", "plt.figure(figsize=(25,6))\n", "ax2 = plt.axes(projection=data_crs)\n", "\n", "levels_jennie = np.arange(-40,45,5)\n", "# http://xarray.pydata.org/en/stable/api.html#plotting\n", "# DATA TRENDS\n", "# https://matplotlib.org/examples/color/colormaps_reference.html\n", "data_jennie.TREND.where((data_jennie.TREND>2)+(data_jennie.TREND<-2)).plot(ax=ax2, \n", " transform=data_crs, cmap = 'BrBG',\n", " vmin=-40., vmax=40., \n", " # https://matplotlib.org/users/colormapnorms.html\n", " norm = mpl.colors.BoundaryNorm(levels_jennie, plt.cm.BrBG.N),\n", " zorder=1)\n", " # this zorder will allow us to place things in the order we want\n", " # https://matplotlib.org/examples/pylab_examples/zorder_demo.html\n", "\n", "ax2.coastlines(lw=2)\n", "\n", "# CONTOUR 10 and 30 dashed - once again I use contour (not contourf because i don't want the contour filled)\n", "# and I define the levels to use to draw them\n", "CS1 = data_jennie_winterclim.mean_clim.plot.contour(ax=ax2, transform=data_crs,\n", " levels=[10,30],\n", " colors='blue',\n", " linestyles='dashed', \n", "# add_colorbar=True,\n", " add_labels=True,\n", " zorder=4) \n", " # note the order, I left some gaps, because I want to put layers in betweene\n", "# CONTOUR 50 solid\n", "CS2 = data_jennie_winterclim.mean_clim.plot.contour(ax=ax2, transform=data_crs,\n", " levels=[50],\n", " colors='blue',\n", " linestyles='solid', \n", "# add_colorbar=True,\n", " add_labels=True,\n", " zorder=5)\n", "ax2.clabel(CS1, \n", " inline=1, #it puts them inline with the line and leaves a empty space\n", " fontsize=15,\n", " fmt='%1.1f') #format\n", "ax2.clabel(CS2, \n", " inline=1, \n", " fontsize=15,\n", " fmt='%1.1f')\n", "\n", "# RECTANGLE\n", "# http://matthiaseisen.com/pp/patterns/p0203/\n", "import matplotlib.patches as patches\n", "ax2.add_patch(patches.Rectangle(\n", " (-10, 28), # (x,y)\n", " (40- (-10)), # width\n", " (44-28), # height\n", " linewidth=2,edgecolor='r',facecolor='none',\n", " zorder=100)) #top of everything\n", "\n", "# # HATCH PLOT POSSIBLE within contourf\n", "# # https://matplotlib.org/examples/pylab_examples/contourf_hatching.html\n", "# # I mask with where() everything that shouldn't be plotted\n", "# data_jennie_sign.TRENDSIG.where(data_jennie_sign.TRENDSIG>0).plot.contourf(ax=ax2, transform=data_crs,\n", "# # levels=[0,0.1,1], # Not necessary because of where()\n", "# hatches=['.'],\n", "# alpha=0, # gets rid of the color\n", "# add_colorbar=False, # gets rid of the colorbar\n", "# zorder=2) # order of the plot\n", "\n", "\n", "# using PCOLOR PLOT\n", "ax2.pcolor(data_jennie_sign.X, data_jennie_sign.Y,data_jennie_sign.TRENDSIG.where(data_jennie_sign.TRENDSIG>0),\n", " hatch='o', alpha=0,\n", " transform=data_crs,\n", " zorder=2)\n", "\n", "\n", "gl = ax2.gridlines(crs=ccrs.PlateCarree(), draw_labels=True,\n", " linewidth=2, color='gray', alpha=0.5, linestyle='--')\n", "lon_formatter = LongitudeFormatter(zero_direction_label=True)\n", "\n", "\n", "plt.savefig('jenniemap_pcolor.png', bbox_inches=\"tight\") # important to add tight to avoid chopping of png" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "gist_info": {}, "kernelspec": { "display_name": "Py3 pangeo", "language": "python", "name": "pangeo" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }