{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Simple example\n", "This code shows as simple way to:\n", "- Read in a .nc file using xarray\n", "- Calculate annual values\n", "- Plot global time series\n", "- Plot spatial maps" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import xarray as xr\n", "import cf_units as cf\n", "import esmlab\n", "from ctsm_py import utils\n", "import numpy as np\n", "import pandas as pd\n", "from netCDF4 import num2date\n", "\n", "# some resources for plotting\n", "import matplotlib.pyplot as plt\n", "import cartopy\n", "import cartopy.crs as ccrs\n", "#import hvplot.xarray\n", "#import holoviews as hv\n", "#hv.extension('bokeh')\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'/glade/p/cgd/tss/people/oleson/CLM_LAND_ONLY_RELEASE/CLM5/clm50_r270_1deg_GSWP3V1_iso_newpopd_hist/lnd/proc/tseries/month_1/clm50_r270_1deg_GSWP3V1_iso_newpopd_hist.clm2.h0.GPP.185001-201412.nc'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## User defined options\n", "model = 'CLM5_GSWP3'\n", "var = 'GPP'\n", "suff = 'lnd/proc/tseries/month_1/'\n", "path = '/glade/p/cgd/tss/people/oleson/CLM_LAND_ONLY_RELEASE/CLM5/clm50_r270_1deg_GSWP3V1_iso_newpopd_hist/'+suff\n", "file = path + 'clm50_r270_1deg_GSWP3V1_iso_newpopd_hist.clm2.h0.'+ var +'.185001-201412.nc'\n", "file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Read in your data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (hist_interval: 2, lat: 192, levdcmp: 25, levgrnd: 25, levlak: 10, lon: 288, time: 1980)\n", "Coordinates:\n", " * lat (lat) float32 -90.0 -89.057594 -88.11518 ... 89.057594 90.0\n", " * levdcmp (levdcmp) float32 0.01 0.04 0.09 ... 28.870724 41.998436\n", " * levgrnd (levgrnd) float32 0.01 0.04 0.09 ... 28.870724 41.998436\n", " * levlak (levlak) float32 0.05 0.6 2.1 4.6 ... 18.6 25.6 34.325 44.775\n", " * lon (lon) float32 0.0 1.25 2.5 3.75 ... 355.0 356.25 357.5 358.75\n", " * time (time) object 1850-01-16 11:45:00 ... 2014-12-16 12:00:00\n", "Dimensions without coordinates: hist_interval\n", "Data variables:\n", " BSW (levgrnd, lat, lon) float32 ...\n", " DZLAKE (levlak, lat, lon) float32 ...\n", " DZSOI (levgrnd, lat, lon) float32 ...\n", " GPP (time, lat, lon) float32 ...\n", " HKSAT (levgrnd, lat, lon) float32 ...\n", " SUCSAT (levgrnd, lat, lon) float32 ...\n", " WATSAT (levgrnd, lat, lon) float32 ...\n", " ZLAKE (levlak, lat, lon) float32 ...\n", " ZSOI (levgrnd, lat, lon) float32 ...\n", " area (lat, lon) float32 ...\n", " date_written (time) object ...\n", " landfrac (lat, lon) float32 ...\n", " landmask (lat, lon) float64 ...\n", " mcdate (time) float64 ...\n", " mcsec (time) float64 ...\n", " mdcur (time) float64 ...\n", " mscur (time) float64 ...\n", " nbedrock (lat, lon) float64 ...\n", " nstep (time) float64 ...\n", " pftmask (lat, lon) float64 ...\n", " time_bounds (time, hist_interval) object 1849-12-31 23:30:00 ... 2015-01-01 00:00:00\n", " time_written (time) object ...\n", "Attributes:\n", " _NCProperties: version=1|netcdflibversion=4.4...\n", " title: CLM History file information\n", " comment: NOTE: None of the variables ar...\n", " Conventions: CF-1.0\n", " history: Sat Feb 24 14:09:15 2018: /gla...\n", " source: Community Land Model CLM4.0\n", " hostname: cheyenne\n", " username: oleson\n", " version: unknown\n", " revision_id: $Id: histFileMod.F90 42903 201...\n", " case_title: UNSET\n", " case_id: clm50_r270_1deg_GSWP3V1_iso_ne...\n", " Surface_dataset: surfdata_0.9x1.25_78pfts_CMIP6...\n", " Initial_conditions_dataset: finidat_interp_dest.nc\n", " PFT_physiological_constants_dataset: clm5_params.c171117.nc\n", " ltype_vegetated_or_bare_soil: 1\n", " ltype_crop: 2\n", " ltype_UNUSED: 3\n", " ltype_landice_multiple_elevation_classes: 4\n", " ltype_deep_lake: 5\n", " ltype_wetland: 6\n", " ltype_urban_tbd: 7\n", " ltype_urban_hd: 8\n", " ltype_urban_md: 9\n", " ctype_vegetated_or_bare_soil: 1\n", " ctype_crop: 2\n", " ctype_crop_noncompete: 2*100+m, m=cft_lb,cft_ub\n", " ctype_landice: 3\n", " ctype_landice_multiple_elevation_classes: 4*100+m, m=1,glcnec\n", " ctype_deep_lake: 5\n", " ctype_wetland: 6\n", " ctype_urban_roof: 71\n", " ctype_urban_sunwall: 72\n", " ctype_urban_shadewall: 73\n", " ctype_urban_impervious_road: 74\n", " ctype_urban_pervious_road: 75\n", " cft_c3_crop: 1\n", " cft_c3_irrigated: 2\n", " cft_temperate_corn: 3\n", " cft_irrigated_temperate_corn: 4\n", " cft_spring_wheat: 5\n", " cft_irrigated_spring_wheat: 6\n", " cft_winter_wheat: 7\n", " cft_irrigated_winter_wheat: 8\n", " cft_temperate_soybean: 9\n", " cft_irrigated_temperate_soybean: 10\n", " cft_barley: 11\n", " cft_irrigated_barley: 12\n", " cft_winter_barley: 13\n", " cft_irrigated_winter_barley: 14\n", " cft_rye: 15\n", " cft_irrigated_rye: 16\n", " cft_winter_rye: 17\n", " cft_irrigated_winter_rye: 18\n", " cft_cassava: 19\n", " cft_irrigated_cassava: 20\n", " cft_citrus: 21\n", " cft_irrigated_citrus: 22\n", " cft_cocoa: 23\n", " cft_irrigated_cocoa: 24\n", " cft_coffee: 25\n", " cft_irrigated_coffee: 26\n", " cft_cotton: 27\n", " cft_irrigated_cotton: 28\n", " cft_datepalm: 29\n", " cft_irrigated_datepalm: 30\n", " cft_foddergrass: 31\n", " cft_irrigated_foddergrass: 32\n", " cft_grapes: 33\n", " cft_irrigated_grapes: 34\n", " cft_groundnuts: 35\n", " cft_irrigated_groundnuts: 36\n", " cft_millet: 37\n", " cft_irrigated_millet: 38\n", " cft_oilpalm: 39\n", " cft_irrigated_oilpalm: 40\n", " cft_potatoes: 41\n", " cft_irrigated_potatoes: 42\n", " cft_pulses: 43\n", " cft_irrigated_pulses: 44\n", " cft_rapeseed: 45\n", " cft_irrigated_rapeseed: 46\n", " cft_rice: 47\n", " cft_irrigated_rice: 48\n", " cft_sorghum: 49\n", " cft_irrigated_sorghum: 50\n", " cft_sugarbeet: 51\n", " cft_irrigated_sugarbeet: 52\n", " cft_sugarcane: 53\n", " cft_irrigated_sugarcane: 54\n", " cft_sunflower: 55\n", " cft_irrigated_sunflower: 56\n", " cft_miscanthus: 57\n", " cft_irrigated_miscanthus: 58\n", " cft_switchgrass: 59\n", " cft_irrigated_switchgrass: 60\n", " cft_tropical_corn: 61\n", " cft_irrigated_tropical_corn: 62\n", " cft_tropical_soybean: 63\n", " cft_irrigated_tropical_soybean: 64\n", " time_period_freq: month_1\n", " NCO: \"4.5.5\"\n" ] } ], "source": [ "# ?? Wrapping the time_set_mid utility corrects time being read in by xr.open_dataset, other options ??\n", "# ?? Would be nice to build a way to read in multiple models here, maybe build on Keith L's Example ??\n", "# data sets have lots of coords, variables, and attributes\n", "#ds = xr.open_dataset(file, decode_times=True)\n", "ds = utils.time_set_mid(xr.open_dataset(file, decode_times=True), 'time')\n", "print(ds)\n", "area = ds.area\n", "landfrac = ds.landfrac\n", "da = ds[var] # strips out the extra coords and variables from the dataset\n", "dataset = da.to_dataset() # convert the previously created unnamed DataArray to Dataset with a variable named \"array\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Make weights for global sum" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# ?? Would be nice to use cfunits here ??\n", "landUp = area * landfrac * 1e6 # area in km2, not m2\n", "orig_units = cf.Unit(landUp.attrs['units'])\n", "target_units = cf.Unit('m^2')\n", "landUp.attrs['units'] = target_units# rename units\n", "area_wgt = landUp / landUp.sum() # weighting for each grid cell\n", "spy = 365 * 24 * 3600 # Convert to annual fluxes (gC/m2/y), from gc/m2/s " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Convert monthly to annual" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (lat: 192, lon: 288, time: 165)\n", "Coordinates:\n", " * lat (lat) float32 -90.0 -89.057594 -88.11518 ... 89.057594 90.0\n", " * lon (lon) float32 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.25 357.5 358.75\n", " * time (time) object 1850-12-16 12:00:00 ... 2014-12-16 12:00:00\n", "Data variables:\n", " GPP (time, lat, lon) float64 0.0 0.0 0.0 0.0 0.0 ... nan nan nan nan\n", "Attributes:\n", " units: gC m-2 y-1\n" ] } ], "source": [ "# apply iterates through all variables in a dataset and applies the function to each variable.\n", "# ?? Would be nice to do this differently for fluxes & stocks ??\n", "mean_dataset = dataset.apply(utils.weighted_annual_mean) * spy\n", "mean_dataset.attrs['units'] = 'gC m-2 y-1'\n", "print(mean_dataset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Calculate global sums" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (time: 165)\n", "Coordinates:\n", " * time (time) object 1850-12-16 12:00:00 ... 2014-12-16 12:00:00\n", "Data variables:\n", " GPP (time) float64 97.99 97.83 97.77 98.42 ... 124.6 121.3 122.3 122.4\n", "Attributes:\n", " units: Pg C y^-1\n" ] } ], "source": [ "# ?? This could also be done regionally (see Paul's comments on google doc) ??\n", "mean_wgt = mean_dataset * landUp\n", "ann_glob = mean_wgt.sum(dim=('lat','lon')) * 1e-15 #convert to Pg/y\n", "ann_glob.attrs['units'] = 'Pg C y^-1'\n", "print(ann_glob)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-----------------------------\n", "### Make a line plot" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#quick plot , the `;` on the last line supresses text after executing the cell\n", "plt.plot(ann_glob.coords['time.year'], ann_glob[var], '-' );\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a nicer figure\n", "fig = plt.figure(figsize=(10, 6))\n", "\n", "# Ask, out of a 1x1 grid, the first axes.\n", "ax = fig.add_subplot(1, 1, 1)\n", "\n", "# Plot times as x-variable and temperatures as y-variable\n", "ax.plot(ann_glob.coords['time.year'], ann_glob[var], label=model)\n", "# Add some labels to the plot\n", "ax.set_xlabel('Time')\n", "ax.set_ylabel(var+' (' + ann_glob.attrs['units'] +')')\n", "ax.set_title(var, fontdict={'size':16})\n", "ax.legend(loc='upper left');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "------------------------\n", "### Now make a map!" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array(97.88563119) \n", "array(121.24235673) \n", "array(23.35672554)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/glade/u/home/wwieder/miniconda3/envs/python-tutorial/lib/python3.7/site-packages/xarray/core/nanops.py:140: RuntimeWarning: Mean of empty slice\n", " return np.nanmean(a, axis=axis, dtype=dtype)\n" ] } ], "source": [ "# making a data array, because cyclic_dataarray currently set up that way\n", "x1= mean_dataset.isel(time=slice(0,10)).mean('time')[var] # Climatology for first 10 years of data\n", "x = mean_dataset.isel(time=slice(-10,None)).mean('time')[var] # Climatology for last 10 years of data\n", "xdiff = x - x1\n", "\n", "xinit = x1 * landUp\n", "xfin = x * landUp\n", "xdelta = xdiff * landUp\n", "\n", "glob_init = xinit.sum(dim=('lat','lon')) * 1e-15 #convert to Pg/y\n", "glob_fin = xfin.sum(dim=('lat','lon')) * 1e-15 #convert to Pg/y\n", "glob_change = xdelta.sum(dim=('lat','lon')) * 1e-15 #convert to Pg/y\n", "print(glob_init, glob_fin, glob_change)\n", "\n", "# Then add cyclic point, ?? is there a better way to do this ??\n", "x1= utils.cyclic_dataarray(x1) \n", "x = utils.cyclic_dataarray(x)\n", "xdiff = utils.cyclic_dataarray(xdiff)\n", "lat = x.coords['lat']\n", "lon = x.coords['lon']" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.colors as colors\n", "import cartopy.feature as cfeature\n", "\n", "norm = colors.Normalize(vmin=0., vmax=3.5e3)\n", "norm(x.mean())\n", "\n", "# modified from https://unidata.github.io/MetPy/latest/examples/Four_Panel_Map.html\n", "crs = ccrs.Robinson()#central_longitude=305.0)\n", "\n", "# Function used to create the map subplots\n", "def plot_background(ax):\n", " ax.set_global()\n", " ax.coastlines()\n", " #ax.add_feature(cfeature.COASTLINE.with_scale('50m'), linewidth=0.5)\n", " return ax\n", "\n", "levels = np.linspace(0, 3500, 11)\n", "fig = plt.figure(figsize=(5, 3.5),constrained_layout=True);\n", "fig, axarr = plt.subplots(nrows=2, ncols=1, figsize=(10, 6), constrained_layout=True,\n", " subplot_kw={'projection': crs})\n", "\n", "axlist = axarr.flatten()\n", "for ax in axlist:\n", " plot_background(ax)\n", " ax.set_extent([-155, 60, -25, 60]) # I really don't understand how this works??\n", "# ax.set_extent([-150, 60, -25, 60])\n", "\n", "\n", "# upper plot\n", "cf0 = axlist[0].contourf(lon, lat, x1, levels=levels, norm=norm, cmap='gist_earth_r',\n", " transform=ccrs.PlateCarree());\n", "axlist[0].set_title('Initial '+model+' '+var, fontsize=18)\n", "axlist[0].set_axis_off()\n", "\n", "# lower plot\n", "cf1 = axlist[1].contourf(lon, lat, x, levels=levels, norm=norm, cmap='gist_earth_r',\n", " transform=ccrs.PlateCarree());\n", "axlist[1].set_title('Final '+model+' '+var, fontsize=18);\n", "axlist[1].set_axis_off()\n", "\n", "# add common colorbar\n", "cbar = fig.colorbar(cf1, ax=axlist.ravel().tolist(), \n", " orientation='vertical', shrink=0.80, pad=0)\n", "#cbar.set_label('gC/m2/y', size=18, orientation='horizontal')\n", "cbar.ax.tick_params(labelsize=16) \n", "ax = cbar.ax\n", "ax.text(0.2,-0.1,mean_dataset.attrs['units'], size=16,rotation=0)\n", "plt.show();" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAAEGCAYAAADGwUaDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOyddVgV2RvHP4fubrsDrLXFLlCxO9a1W8y1u3PtWLtb18bubsVOFEWRrktcLvP74wpLXbgg1m/5PI+PMHNqhjPfOfOe97xHSJJENtlkk0023weNH92AbLLJJpv/Etmim0022WTzHckW3WyyySab70i26GaTTTbZfEeyRTebbLLJ5juSLbrZZJNNNt+RbNHN5pdECCEJIQr+6HZkk01GyRbdbDKMEKKdEOK6ECJCCPH5y8/9hBDiy/kNQogYIUS4ECJQCHFSCFH0y7lJQgj5l3PBQogrQojKP/aKssnm+5EtutlkCCHEMGARMBewA2yBPoAzoJMo6RxJkoyAnMBnYEOiczu/nLMGLgH74gU7m2z+38kW3WzURghhCkwB+kmStEeSpDBJyV1JkjpKkhSdPI8kSTJgG+CUyjk5sBGleFumUp+mEGKMEOKVECJMCHFbCJErUZK6QogXQoggIcSyRCPtAkKIM0KIACGEvxBiqxDCLFG5XkKI4UKIB0KIECHETiGEXqLzI4QQH4UQPkKIHolNGUIIXSHEPCHEOyGErxBipRBCP7P3NJv/Htmim01GqAzoAgfUzSCEMAI6AndTOacLdAHeS5Lkn0r2oUB7oCFgAnQDZInOuwHlgVJAG8AlvmhgJuAAFANyAZOSld0GcAXyASW/tAMhhOuXeusCBYEayfLNBgoDpb+czwFMUHH52WSTgmzRzSYjWAH+kiTFxh/4YpMNFkJECiGqJ0o7XAgRDLwEjPgial9o8+WcN1AWaKaivh7AOEmSnn0ZUd+XJCkg0flZkiQFS5L0DjiLUgiRJOmlJEknJUmKliTJD/iLlOK5WJIkH0mSAoFD8XlRivF6SZIefRmlT050rQLoCQyRJClQkqQwYAbQLs27lk02idD60Q3I5pciALASQmjFC68kSVUAhBDvSfoSnydJ0jgV5eySJKmTGvXlAl6lcf5Top9lKMUdIYQNsBioBhh/aVdQOnkdvvzsANxKdM470c/WgAFwO5EJWgCa6VxHNtkkkD3SzSYjXAWigabfqT5voEAm8s0EJKCkJEkmQCeU4qgOH1FO/sWT2IbsD0QCjpIkmX35Z/plUjCbbNQiW3SzURtJkoJRfm4vF0K0EkIYCSE0hBClAcNvUOUaYKoQopBQUlIIkWLCLRWMgXAgWAiRA/gzA3XuAroKIYoJIQxIZK+VJCkOWA0s+DKaRgiRQwjhknpR2WSTkmzRzSZDSJI0B+VE0wiUrmC+wN/ASOBKFlf3F0oRPAGEAmsBdTwFJgO/ASHAEWCfuhVKkuSB0jRxFqU9+uqXU/GeGSO/HL8mhAgFTgFF1C0/m2xEdhDzbLJRjRCiGPAQ0E08gZhNNpkle6SbTTbJEEI0F0LoCCHMUbqIHcoW3GyyimzRzSablPQG/FB6TiiAvj+2Odn8P5FtXsgmm2yy+Y785/x0hRCGQEWyR/nZZPMz8ECSpM8/uhHfk//MSFcIUcDQ0HCwQqHoWrhwYYW+vv5Pe+GSJBEZGakhhEBfXz8OQCaTaXz8+FHXyFBfx8TECFNTE/z8QyIszIwMnzx7QVBQCFaWFjgWL0xwRAwvnj1FFiFLUm7O3LnJnS8vV85fAMDUxJiw8AhJkiRhYGhIRHg4ALo6OpQvXxotre/zTv782Z/HT54DULhQfnT1DMP09fXjMhMDJyoqSty/f98k/nctLS0UCgWq+nmFChVC1KknODhY6/nz54aSJKGlpSVZW1vH5MqVKyo+r76epml82sgoRUiGG54KAQEB2l5eXgYSYGpqigRERkQQFRWFtrY2pubmaOtoo6+jKzMyMlLE95VfBYVCwaNHj3R1dHQ8QkJCZgM3pP+AIP1fi+6XZZt1zMzMxsXGxlbs3bu35oABA7Tz5s37o5sGKDvd27dvkclkKBQKnJycGD9mMEtXbCAsTCmA1y8doXyVBmhoJB2Yu9SryfGT5wCYMHYoU6b/BUDBIoV5+UwpYDly52LEhPE0btWSSJmMw/v+4f6ls2zb8U+SsmzsbKlcvjQFSv5GvoIFaVO3HEZG38LtNnV69BmOmZkps6ePwdiy8FeVJUkSXfv05tDefZSvUhn3kSPIX6ggrpWr8vb164R0derUYceOHVhZWX1t8785Hz58YPO+vTx6cB8f7w/4fvzIi6dPiYmJSZJuxeaNdG7RCgMDgx/U0owTFBTEunXr4ubNmxcZGRn5PjQ0dJokSTu/BEP6v+T/UnSFENpCiDbGxsaTLCws7MaNG2fUoUMH9PV/fDAoHx8f9uxYy96j57hw+kzCcSMjQx7fP0fuAuUTjj179oycNpq8i9bH8959nnh6cv3yFSwNtdm15yDR0cqHrm7DBtSoW4dZEyYRER5Ojty5+PDOmzU7t1OpqjMDu/Xg7PETGBgaMnfGGOq6tuLDhw/Url07Sdse+Xijn+yBtZWSr57NOsLDIxg+aiqbt+6hQvnSXL+RIiZOpjl9+wZ1y1UEoLaLC95vvZi7fCnNatcDwNLaGv/P3+6rVhb8isjIKPz8Avj4yZfTZy/xztsH5yrl6d1vxFeV/SYkEIAjm7fx0uc9+3fuws/3M7KICADcWjSnqJMjWlpaaGlpU71cecqVK4e5uflXX9e3QqFQ4OHhwfTp08M9PT1jYmJiZsvl8pWSJIX+6LZlNf9XoiuE0NXS0uqhq6s72cnJSXfChAlGrq6uKUaJPwJZ8CtiYmIwty2ecExPT4+YmBhMTE0JDgqiVQs3bt1/gtcrZbiBzj17MGDEcCoUKgpA8RIleOzpSQXnKty5dp1YhYLfypTgzl1PbO3s8P2kDCdgZGSEppYWcXEKoiKj0NPXx8zcnMsXL5Irl3JVq0KhoLZLfS6cPoORiTFxijhi5XKEhgYWVpbUdqnPoFEjsbK2/ibC6yvMef/2HdVLlQHg0tn9ONfM2tXFcrmcU6dOcefOHVq0aEGxYsWytPzUCA4OZtmGdRw7eIjb128QKZOlSKNQKDLUJyVJIiAggG3btnHq4gUO7dmLqZkZJqamyGQyAv392bBvNyVKl+bBnbu8efmSB3fuYmVjQ1RUJE8fPubJQ08cChfixN5/yJMnT4avy9vbm9y5c6OpqYmhmSm5c+Uib4EC5MufH5cqJfH0DqRA4cKUL1KMHDlyoK2tneE64rl9+zYzZsyQHT16FA0NjWUymWx2skBHvzT/F6IrhNDT1tbuqaOjM6lSpUq6M2bMMKxQocKPbhaSJLF/z3reBEajLw/BzNSEd6EKbGxt6NZadWAqbW1t5HI5q3dsw6lUSSoXU4aiNTA0TBjNxFPfrRHGJiacOXacoEDlCMjQyBBTM3N83r+nS5/erF+xUmVdAQEBxMXFoaenh7a2NgqFgquPPalXoTL1Gjbg721bgKwf8foKc16/eEHd8pWwtrXF6+llDMwyE2bh50GSJDQ0NDA1M6P/8GFcOH2aF0+f4lq3GpUrlaNG7SYULlw4w4OAsdOnMWPceNxaNKdM+fLY53CgYlVnfD9+Ik++vCm+TpIjl8v5s98ADu7ew8I1q2jSqiX5TC0y1Aa5XI5LYzfOHj+BXd48hIeEEB4UrDJ9VuiKl5cXU6ZMidqxY0ecEGL5F/FNLQToL8UvLbpCCA1NTc1Oenp68ytXrqw/Y8YMw/Lly6ef8Tvw+f0Dpi3ZwpI5c2naphVGmnG8fv+ZqxcvATBh1gzquLoytHcfbOzsqFKuPK99PnD7+nUMjYzYuG8P+3fuYvuGjQQFBuL16jWuTRpz/tRphCBhkqxStWq8fPoUfz8/bOxsMTYxJTY2lqhIGYZGxpSvXJGl8xdk2Hb56skVylZy5carF2hra3+16PqKfz9tg4OC2L1lKzPHTwRgwdxJ9OrR6ZcX3ZGTJzJn0hRO3rjK8L79qVy9Gn9Nn6nSrOXv74+mpiZmZmYkn8wbNGokB3bvQR4Tg8/79wAcPHcGp9KlMtyuD97vqVZCmU/fyAhFTAzFS5YgPFZODmsbcuTKSf/uPdHT06Ns2bI4lSpFoaJFyGllRO2azjRo3BFdXV0AIiIiuHTpEhERETyIi2Rah64o5HL0jYxYsXQpVlZW5MyZk1KlMt5OVSQWX0mSZkdFRc37Enbzl+SXFV0hRB0TE5OV+fLls1u2bJmRs7Pzj24SAOHh4UydP5e1S5dTwbkKf/TuxeMHnqxfsZL3796hoaGBQqEAlCPafAUL8PzJU3R0dRECoqOiKVepEreuXQNg9tLFjBzgnlB+wSKF8X77jlx58/Dp/Qeat2/L8UOH+fzJl7adf6d0ubKMdh+cpE0DRwxn8ey5GbqOIN/HWNg5snLLJuq7NQK+brQbL7rxo1uAytWqMmjUSNo2dMt0uT8Lr4L8KWhhTb2GDajlUp89W7dx8+o1laPaN8+vk79IJYyNDUFo0rF7V1YuWMTwCeOwtrFh7bLlPH/ylAmzZlDb1QVzCwuMTUxSLUsdLvv5UNHcBt+Pn7h17RqRMhmFihYlNCSEuzducv70aSJlMl4+e45D/ny49e5OwMdPeF29ge/HTyxY/TdlK1Ygr4ny7xj/kujZsydr1qwBwMzGmhwFC1AyTz5sbGywtrbGxsaG+vXrZ8qkkZyXL18ydOhQ2ZkzZ6KioqL+VCgUGyVJUnx1wd+ZX050hRBFdXV1d0dHRzvNnDmTkSNHphglqMLf35/AwEDOnz/PmzdvqFevHk5OTlhbW2dZ+9xHjmDJnLm06tiBXHnysHHVKgL9leaoFu3aMmf5Uj5+8EFbW4voqGhuXbvGsD79mLZgPrs2b6H9H52p59aIHm3b4/P+PWUqVODMsWNIcRJxcXEMHDGc3ypU4I8WrVi9fSt1Grji9/kz8hg5Djlz8M7Li0ZVq9P6905Uq1WLxw88mT9tOhWqVKGn+wDquLqo9Wnp4taIE0eO0rF7V8bPnIGOjnL7s8wKr68wJzQklKG9+nDm+HEATh7dQd0GbTNVXlYQExPD5cuXkSQJb29vcubMSdWqVRNGdRnh9K3r1C1fifKu9bDNk5sbHidYMnceLVq0SNX1bu3atSz4ay7XLx1m645/Ukyu9Ro0kFWLlgBw8sZVChTOvFfHZT+fDKU/8uhhkt9fnTjN3XWbqdKoAVEfP3PjyhUcyv1GhJ8fQgiCvd4B4DxiMFWKFiUsMJDQgEBCA4MI8v3M/XMXKF7ckUrVqtLMxZU8efIQFBRESEgIxsbG5MmTBxsbG7Xbt+/UcaaOHktQYCBvX7+pIUnShQxd4A/mlxFdIYSuvr7+GIVCMUpHR0dHCMHp06dJy5zw7Nkzdu/ezfWr53ng+YSgkDBMTE3JU6Yk3s9f4P1U6VpVtmxZ7OzsqFixInZ2dujo6GBhYUHdunVT/TRUKBTcvXuXBw8eEBERwfXr17GsXI7YmBhs8uTm8Kq1fHjxiiZNGiPFSaxavCRJ/r0nj1HmS7slSSI6KorIyEhcK1elYlVn1ixbzsX7d9m/ezdnjx3HqVRpJs+bzZxJUyhQpDCvnj3nn527qFqzBvUaNaJI8WLkyZ8PLW1tXj1/gSI2lvJVKqOlpYUkSezeso3YWDkLZ85GT0+PdWvWUK9evTTvdy/3gaxesjTh99fByhdHZkTXV5ijUCioXqoMH99/SDi+Z/sqWrbrmeHyvgYfHx+OHz/Oixcv2HvyOJFhYRiYmGBhZ4vvW29eP/CkRDVnzv5zAEtLdaJI/svOo4fZcfQwR9dtIiYyEoD+/fuzdOlSZDIZkZGRWFhYIISgjqsrsbFy1u3eiVbAa9p36sfV67cBaNisKUvWr0UIgSRJSQYVtlJQElNNYjIqrqpILroAUcEhvDl7gU/nLuH79h1VhrtjaGtDVFAQpezsuefjg/1vpdDU0UmSr5GjEzFRUTy+doOnN27x5PotQgMCMDQxwc7CkojwcN55eVG4eDHW/b2KEiVKpNqme/fu8fTp0wSBfv/+PY3c3JAkCU0Nja1hYWGDfxV77y8hukKI6vkKFjhfsHBhVi1bjio/27dv3+Lt7c01z/ucPOrB9WvXqNjQlSZ16uJcLAfGBcsk+dyTJIlXz5/j++kTIugDVzxf8+mDD59k4QT4fOTNoyfkLlqYht278NrzIV7XbvHh00dioqLI4eCAnr4+r54/x7lmTU4cPpJQromlBfnz5aNh06a8fP6cXZuVk1ENmjZBoVAwaOQIwsPDuXfrFk98P+JWrQZxCgW9OqTcTEFHR4dpC+ajo6vL4B69ANhy4B/8Pn9mxV8L8Hr1GnlsLJoaGhgYGmJrb8eLp88oVLQIx68ljbQYFhrK7EmT+fDOm3MnT6V5z41NjHHImZPnT54CGRfdeGGIF4nQkFCqFCuOTKYUoxp163D2xEm1v1K+hvYHduBapChHVq/HY91GHKtUImfhQhiZmVG7XSuq2eXisp8PkiQxtJYr/h98MDA2xrFKJXIUzI9VjhyUqlGVAVVqqaxjy0ulUDlbOxATE8OLJ0+xtrPFwtKSs+9eMbFFez55vUXfwIBCRYtQokxptq5dT6myv7F49lhy/Fadtg0acfv6DbpOnUAF1/oYmZnibO2QUEfie5+a8GZEdFMT1kaOTirPqSI+T1r5EqdJjdgYOZcOHGL7rHmYWVsT7OeHPCoaC0sLLCytCAwLxfftu4T01jlzoKWjTXRIGHK5HH19fcJCQ+k12J1FM2dr/OwLLH5q0RVCmLXt/HvQgd17sLCy5JLnfYBUP48bt2rJ4b37KFupIja2tlSvUxu3Fs25F5m6m1/izpyYxB03JiqKGx4nuLT/EPmcilOmdk0s7GzR1tXB1MoqoQxJkvDxfs+JJ564lS6LhZUVpz2OceHMGbat25BQXrzga2prI4+ORlNLCw1NTXLkzIEsIoLylSvTvF1bRg10JzwsHDQEWtraTJk9C9cmjSlur9zQoFDRIhQqWpQP3t5sO3SAxXPm8vfCxdx+/QKATu078OT6TarUqM7sJYvJkVvpJuberQeH9/1DfbdGzFy8EHMLC5Wmht5zprNqpHK3nT0njvFbhfJqC+77WCNOHvXg9fPnfPzgw+sXL3nk+YBKzs50bt2ANh16Z+oTPrO4LpjFs7WbMDIzo/v0STQtXQ5QLVJRMhkKuZzbp87i/8GHj6+9eHDxEnkdi1O5cUOWDhnBuHHjmD9/PuXq1aGSmysVGrjg9egxl/45xLUjHoQGBGJsYYGlvS1+7z8QERKKnr4+Uw7sIsTPH89LVzi6ej2xscrgZRv/2YOZuTlNa9YB4Pee3Zk0Z3aKUS6kLripkZ4IJxbJ1IQxLfFNS0jVEfTU8sfGyPnw8hVmNlboGRoSFhRMeFAQmtraRD54ytTRYwB48ukDunrKzZsD/P15+fQZR/Yf4OLpM+TInYsr5y8UlCQprW2efig/rehqamo2tLW3O1LLpT693AdSs3RZ2nftQu369ahauxZFbewT0r4JCWTj36tYumgxC8+fUKv85KKbuIMeefSQRo5OCf9ntLz4sqpY2VPAXOk1oKunh629He/eeAEwfeFftO/yB1vXrefezVuc8jiGvoE+6OhQzqUuh/9ei7WtLbOXLqZmvboA+Pv50bRWHT6+/0DXvn0YPn4sD+7cpb1bE+7du0epUqWwsbPDz9cXfX19cuTORbO2beg3dAgA0dHRHNy9h6MHDvLpgw8TZ8+kXOVKFLJMak87deoU9erVY9W2LdSsXy/BJqlKdBOPau9+kNH/jy5oaWtToUplnAoUonDhwpQtW/aHOOdPO7CLOV370G7kUEb17osQQu0RoSI2FllYOMbmZsRERXHv7AXO79lH0Gc/LngcJ1++fAlp85cswScvL1z+6ESVJo24feossTExlKhaBUsHOxTyWEICAsjn5JiQR5Ik3j15xv0Llxg7cBAmZqZsPnOSiS2U7oR3rh+nSOECRPhcxNChWkK++PudkZFtav0zoyQX0/hnw9naIdUyVaXPyHMVj6pBUmJiY2NZv2IlqxYsZPTIgQwfOUXzy24fPxU/negKIWzKlC/n+/rFS5Zv2kDl6tVYPHsuC2fOokqN6jx+4MmkubOp5FSSf457cP/2HY4dPJSQv/WujTQp81u69XxNJ0ztbZ1ap7js55Pi+Afv95iYmqQ5Ex0bG8v923coWzGlr/HfixazeNYcKlevzpNHDzE2MaFrnz6MGqj0cFi+fDleXl7s378Xhzz5mL10MTZ2duzespXT+/fSqltPOrhWpFnrbpw6fZGD587QuEbSz+aKDV2IDI/gwKGDCceSC278gy9JEu+8vHj0wJMzHsc45XGMPkMGMWvCpBSmg+joaJr17cmdW3eo37Qx5a3tOe55D9PYOE6cOIFcQ9Bg8Vx2NO+g8t5khKVXzjKpVQc6jP6TCg3qpxCH0IBAXt67j32+vNjnz5ci//IhI7h62AOAcvXrkr+kIxEhoRxZvR59SwsiA5R+0QbWVhjp6zNs1VIcCuRX2Z60Rpbx/WTSnyPZtHoNRsZG3H/nhRBCpR03s6KbOG9aYqaqfFWjVXWfqfRG2Gmhjvi+fvGCcf37oaWlyaUrN3+6Ue9PFWVMCNFBR1d3692bys1Yr1y4QMWqzkiShJGJMY/uP8DOwYHb5y8yuEcv6v3egYI1nKljZMDTG7do0O0PaqghuInJCsFNXFbyBzu58ObIlTNFvuRoaWmlENzo6Ggm/TmSnZu3gCRRoHBBRk2ZSL0KlXnk402PAf3xffOc4MhYLp09x4hh/eg9bgpCCBQKBdNGj6a+W2NGDRzERdda3Lv/iFUr5qYQXIAS+QsSFKB6AZCvMEculzN/2nR2bdqCnr4eTqVKUcHZmRWLFqucie41YzLH1m8G4JSmJs/t7ahYohS6erq4L13AxBbt+HjnPmSB6K66e5V5PfpRq11rKjSoDyT9W795+Ig5XXuT17E4Dy9fpeOYEbh2/T1JGT1mTsEufz4Or1xDgVIl2LdoGUbmZgB0GaP0NjC2MKdE1SpqtUmVwCTuM44tG9Mlpz2D/uiS8NLa5x+Jcj9MJape+qr6clpfdWmJb/yx5OWquo6smshLC3WuMX+hQmz2OMaeFQt48uzly8V/TWHQsIk/ja33pxBdIYSekZHRfBs7234NmjZhhPtg/vrrL5bN+4sr5y8QFyexad8ecubJQ/mCRWjaTzmhdOf0WU5u3gaAqZUlNVo3T7X81DpkZjtIah0ucfmplZv4mDpv6niio6I45XGMt2/esG3dBmQREbT9vROffX1ZvWQZu7ds49LD+0wdPZadmzajoaFBXFwcuXPloPEfvRBCEBsbi70IYdO6xfToN4qO3bthECfj8eOnKl3lKlSpzKbVa9Js2/b1G7h19RqHL57H2TH1GefkFChVMuHncn260bZOHcoZW3D14iW27NqDsbk5o51VT1apy7t375jbrQ8FfytFk74pvSMkSeL87n8oU7smxhYWvH3yDJvcuVKk09HTo1n/3lzYvY+dcxcASjs/gF3ePOQvmbFRmioS9w+HAvlxKJCfh3IZ+Cn9/9WZ2EqrP6szqk2eLvFgIStME4lJy36cnslCFYkHPM7WDmhqaiJM7QkICGLQsInUqFs3TghhJ0mS71dfwFfyw0VXCOFoZGR0sFatWvbr169PcNNZs2YNlpaWzJkzB4Cgt+9pXqc+z58/J6+JOWVq18Tz4mUAyrvWY+Di+WrVp479SdVnU/J8qo6nxWU/nwSblqqHICYmhkf37zO0dz9y5clN7rx5E1YlXb14McEuHBwUxInDR5g+ui/VyxZFMnPAwsKCSSNHUa1kaZ75fWLs4KHs2bqNXVtXUrXSb5QoWIiePdN208pjaU2Anz+xsbEpfEzfReuzZe0KVi5YyPFjxyirpuACTGjRjuPDr3Jl3mKODR7FeX195DHR5C5WlDK1avD4wQNy5kz/S0AVnz59YtWqVcxbtIiG3TrTsGfXFCaOIN/PbJo8g49eb4lTxGKbOzezjv6DiWXqE4oaGhqM3ryWyweP8PjqdcZsWUe0LBL9bxyFLXE/VecTXB2RSu98fBmJBxDJ+2hao+aMkLy98XMoCc+ho4qMaRBf3phzJ2jk6ETLDu0wMjZi77YdXL98GW1tbS8NDY3OcXFxuzPV6Czih9l0hRBCR0env7a29uxFixbpd+vWTSR/QHx8fFi0aBFnz56le/fubDh0gIdXrlK1WWO0dHQoXaMadvnyYKpiiWtm7FVplZNZ0U3tgUitbZIkcWjvPuZPnY6hkRHN27VhxjjlDuBeXl5MnDiRTZs2AdCyfTsigoIpUqYUJw8fpVgJJ+VEHNClT2/GDhqK95uXVK5Zm73btgPgWLwI585fSndJsCRJVKtdi1r169OtX58k50b0H4jP+/dMmDUTl0rqfVarquPTp0/o6+tjZmaW6XLiWb9+PQOHDKZiAxfqd+5IjkKpLyke1bA5JiWL0+H3Tszs3J1lV8+jpZP54CzfClVzBN+6juT1ZOTLTBWZdWVT9bKJUyjQ0NTEY91GdsxZwJ7jRyldrpzKZ+zI4wcs7NKLV8+V3j2GhoZrIiIiBkiSFJ2i8O/ADxFdIYSZiYnJNgcHh+r79+83LFIk7R2slyxZwthx42g8oDcjevXFU/5v0JfEguZs7UCAvz8bV66iQdMmFCpWlEiZTOWkVWo2WFU4Wzsw5ty/nhGJR6qp5U/+SZbW76D0TBjjPpgP3u9ZMGs0Lo1S2jXfvHnD1LlzcGvRjHULl3DkyBFMzcz4e9sWXj1/TlhoKE8fPuLOjZuMmjKJckWLs/Pgfq5evETXPr3p0U59W+mKzRtZv+JvFq1dhaGREcYmJoSFhtKoag3mrVxO2waN1C7re2CdMwf9FsymUJnSKv+mQb6fGeHSmL9vX6FToRLkKlyIbtMmUqRcxuYBspqMTMxmNRkdmKSXPqsGOqlxaf8hDixfhZ/3e2q3b425rQ275i3Cws6WE5cvYpFsMWRV7pQAACAASURBVMtlPx/unD7H4oFD6DVwANVq1eLNq9dcOn4i8tKlS2/DwsLcfsQk23cXXSFEOUNDw8OdOnUyW7hwoa7eF3+75Pj5+bFo0SLevXvH5s2bmbl4Ec3btUlYjpocb6+3dG3dhtcvXgLKVT1nTp5ECA2au/fFrXJVTM3NKepYPMUnZ/wnP6R8u6blc6iK9EbGyXnz6hWdm7XErWVzFs+eq/IaExMbG8usWbN4/s6LyXPnJByPioxklPtgDu3Zy7m7t6leqgzv3r3j2LFj9OrVK91y45HJZDRq3ozHDx4QHiGjw+g/eX/tJuaWlmxbt17tcr4XRSuUo/nAvjhWrqgyjTw6hukdu2KXLw9dJo9jzegJhAUF03HMn/h/8OHh5asE+HzEwMSEZv37YJsnpZ33e5AZs9XX1KOK1NwoM5I/vXIz6sWwduwkyhYpStvOv7Nw5iy2b9hEm2GDOLluEzs9DpMrb172Xr+Mo5EZa5etwMzcjM2r17Jo7Woat2yR4JMuSRJLliyJGz16dGR0dHS32NjYXZm6kEzy3Wy6Qgihq6vb19DQcN769ev1W7dunWZ6X19fpk+fnvD7aPdBBAUG0GfwoIR4pEIInj95yuQRIxOidwHo6evz+sVLbl67TlxcHOOmTmHB2Ut8/PABA0MDlm/aQP5ChVLUqc7qGlXnknea1AQ3tQmNSJmMPh1/p6f7ACYOVz+49d6Tx1m+cgUzFi1MclxPX58adWoTFhpK9VJlOHfuHG3atCIkNJyKrvUplTuvWuUbGBhw9rhyZL/nxDEWzZqNja0ta5YuU7uN3xP7fHnxefU6QXSvHz1GXJxEZbcGCWm0dXX4c+1y3KvVw+WPjvScNZVDK9cwtnGrhDRa2trExcVhnSsnLQZ+3SbAiYUqI76pWS226tad3kg1eTnqmNXSInFZkWHhvLz3AN933oQHB1PCISc6urqsXbceA2MjGvXsiq6BPn8vXESjWnXYunY9MydO5v6bV9w9cow3WlDvi+++tq4u3fr2xtBQaXcvVLRokkVAQgjc3d01nJ2dDRs3brze2Ni4dnh4uLskSUm34vhGfJeRrhDCwNjYeL2NjU2jo0ePGhZWM3iHQqFAU1OTcpUrcfva9STnJs6eiYWVFdPHjqN6nTrktXfAy8uL3r17U61atVRXPMXFxdF2+GAeXLzMsCFD0Dc0oHTZstyPCgNSH2GouyQyrU6dlu1M69kb/mjZmi69e/H3osVq1fXy5UuKFCnC0g3rcG3SOMX5vxctZvbEybRs345zJ0+xaO1q1ixbTtPWrRKWEv9K+Pv706dPH44c8+Dv5Svo3LlzijTbtm1jzLSptBk+iLtnz/PgwmWiZTKGr1lOXkdl4PioCBljG7ckd9EiDFq+kE4FlX+zIuXL8vzWHYb+vZTI8HCMzM0oUbVKli1RTsvNMK1zWVWHKtLz3f0WNmRVZS5xH0bkp89UKlceKysrQkJCCAoKwsXFhesBn9g4eTqyUOVz2mfIIFb8pRxs7Dp2lDmTJrP7uAdjhwwj0lCPf5asULtNQUFBtG3bVnbt2rUXYWFhDSVJ+uZ+b99cdIUQuY2NjU/Wr18/18aNG/Xj3z4Z4ePHj9y9e5fWbdokBPHW0tYmVq7cRikmJkbtSPUxMTG0Gz6YkOevOXP8OFPmz6VT924p0iU2OahDWj6YqZG4g48c4E5koC9Tp8+lVKlS6T7skiRRvnIlerkPpF6jhqmm2b5ho3I3io4dsLaxYfeWrZw7eYqj+w+ofU0/C83atsY7wJ87p88hNDT4c80KZndN+vKQy+V0Hj+aWydOITcxxsDKgid7D1Kmdk2G/q0MOPTJ6y1zu/Vh/hkPOhV0QpIkWg915/75i7y8e59Je7ZRoJT63hhZgapVW5kt62sWG3wPP9vUiImOZkClmsw/fZS+FaqlmiYyMhJtbe0k3jSfPn3C3t6e+o0asnLrZmXcirbtcHR0Yvb06dSoUUOt+uPi4pg2bVrs7Nmzw2QyWSNJkq5myYWp4JuaF4QQ1Q0MDA6OHz/eaPjw4ZoZHTlER0cz4K85HF69jk9f3KT0DA0oUq4s989fxMjcjOWLFmdoaxAdHR32LV7Om5BAnB1LUL5y5RRpvmfnu+znQ7CI4+H9xzRu2hQzC3O2rplPybJ1VOYJ9X+GXC5HQ1NTZZr2Xf5I8ru5hQVPHj7KsnZ/LyRJ4sTRY4zfsZGy9eqwa/6ihJdtYrS1tdk+ax7rOt1iaC1X3n4Jp/na8yG3T52hZLWqeD16Qpzhv7ss3L59m/N7/qFI2TK8vHsfoyzwovhaMiOc8agTPyG5Ce0I/7ovZtQ3Nnlb0xukqLquR5evkatIIZWCC6Qa7U+mp02BUiUpXF/p2122YgUu3L3NxTNncWvSmE0bNtK8eeq++4nR0NBgwoQJWmXLljVv167daV1dXffo6Oi0HdW/gm820tXV1e2pq6u7aPfu3fouLi5q5/Py8mLQnBkcXLE6yfE6HdvS94+uNKtdl+DgYEJCQsifX/WSy/S49/Y1zo4l+ef0CQoVVe5BlrzDZbYTZQZnawfi4uJYs3QZ65avoHv/frRxqUzOfGWwtLRMGP3evnaMAX9OR89An1Xbtqi9Tfq65StZvWQJWw78kxBE/FdALpeTt1hRgj/70X7UMNaOncTBgwdp3DilWQWUo5/ijo406NOdbTOUgduNLSzIVaQQbx8/oVj7VtxcsRZQim7Tdm2Z5bE/y9udEfH8GqFNq0xVqIomlpaAxvvRplVe8nzq5lk+dCSFfivNxknTU02bFut27+RP90F4nD+Lta1twvESOXMTER6R4W2Dnj59Sv369WVBQUEbw8PDB36LIOlZLrpCCA1DQ8P5ZmZmvU6fPm2QnjsYKD/527Rpw4ED/3766ujo0Pr3jjiVKkXXNu2wTXRDs4Ill8/gXrUORy9fpKhj8RQzqsk7jDpRlb7mwUlsRzP/GMDCmbN4+fwFXq9esXv3brS0tJg8fRrv3njRd+gQ/ujdU23BjWfX5q1MHjmK4iVLsHT9WioVzYQH+nfi8cf3TB09ll2bt2CVMwef33nTdvhg7AvkY/PUWVw6fYaiX16WiVEoFBQrVoxwhRwDYxNe3X+AoYkJpWtV5/cJo3lw/hL3z1/E0sGepzdv4/30OUuvnkVHhRfNr4wqMc9sCEZVdSTOm17ZyZ+pmOho+pavRr1O7ajdrjVDarmiUCjQ0tJCLpcTGxub7i7ef04cz+7NW1mzc1tCsPet504xvllbVqxYQZ8+fdLMn5ygoCDc3Nxknp6e18LCwppKkhSeoQLSIUu3yRVC6BkbGx8qXrx4r3v37qkluKD0VDhx4gSlSpVi06ZNBAcHEx0dzZY16xg1cFCWCa4kSfzxxx8IIbi47wBCQ4PXmooE+21qb/f4f4lJcLpOJU9mSbwSqHjJEvyxeC5dZk8lV5481HIuxp7DB9HU1OTyowd07983Q4IbX3ab3zty5/ULDAwM+Gv6zCxp97cgKCiIxjVqERUZydUnD/n8zptGPbtyaNVa/D98pG7HdlStXYuNT+8lyff69Ws2b97MixcvsMubF38f5f1UKBS8evCQ4XUbcXHfAQr9Voa3j59iaW/3VYKb1t8+/nP9R+Fs7aBSRFM7nhEzQfJ8ifOqqjP+WUl+XktLi7bDBxEdGcnEVh3QMzREW1ubouXLMmDAAAwMDDh58mSabZg7eSr9hw+lXcPGXDxzFgBDU1Pl//bq70gRj7m5OefOnTNo3rx5FWNj4ztCiCz9Q2bZSFcIYWZsbHyqbt26xbdv367/PeOlqktwcDDm5uZo6+gwbvtGZv3Rk7knD2FqZZWhCY3MxhnNKEdWr0c3OIyJc2YxoEs3arvUp0X7dqmuGFLXFuds7cC6o4eY1qELVx57Juw0/DMhk8mwtbNlzmkP/Lzfs7DfIEC5EqnD6D+p0qQRQ5q0wtjBjr4jhtGyQhVG9erL8TOncSiQH2Nzc2bNmI6lpRXn373CzMaa6x4nyOdUHLu8SffqUteOmVETwPfytU2tzrTqVTUyTU101Q2ok7ju1HxwUyO1e+n3/gP3z1/CybkSL+89YO/Cpfh/UJY3YNFclrgPT7PMnR5HGNClGwP+HEb9Rg1pUL0mZevW5vT2zLnhSpIUP8EWGBERUV2SpGeZKigZWTKRJoRwMDIyutS5c+ccixcv1snoFtPfi/iFGGvXrOGjoQFRMhnez16oXEacGok704U7dwGo/luZdPNldJICIC5OgXdYCBtPeHDx/AXGTp/61YF7Ln7yRuuDLxaWltjY2WUo7/di2r4dxMhjubT/IKe37qRSowZ4rNuI+5K/KO+q3GZo1JIFTOzYhauHlQHDL9y4zqILpxKW9Ob7IgIWcuU1JvbXTUxqZqXkZMbmmpbP69fEL1Bn9JyRl0h6o97EZSbvw6oik13281FpTkgL65w5qNtRuWeeXd48VGroypjGLfH1esuqEeMonzsfnZu1VJm/bYNG2J3woHubdty/dRuhoUGJ6pnfsFYIwfjx47UcHBys3d3dbwgh6kqSdDPTBcaX+7UjXSFEHkNDw6ujRo2yHjt2rNb32H7la3jy5AkODg4MWfIX53fvY8LOzVS3z61yVVriN7g6n11ZOdIN+PiJiS3aESuX02fuTErXqp7psrwePeHYhs3cPX0OWVgYefLlw+v16yxra1YyauNqjm/YgrauLtOGDsfIyIj43Z5X3rpEaGAQEcEhTG7TCbsypYj0fk+7EUOp2rxJQhmZGWlmdkJLndgcX7t6KyP5kwtjRhcxqBsiUt02fA0v791nQc/+hAaHADBg8TyWDByWZp7g4GCqN3Hj8bXrdJk0jjVjJn51Ow4dOkS7du0iZDJZA0mSLn5NWV8lukKIAoaGhlenTp1qMWTIENX+Sz8Z9Tt35OTmbWhoapK/pBPjd2xSuVV2PEcePUx3ZPs1kfFV4fv2HfpGRiqjYCXmxd17nNqyg9CAQBSxseQqWhgjU1N8377jwcUrFCxdkrtnzgFKL5Gs2Bb7e+Ds7MyVK1cSNmq0dLAnj509zz54U6J8OZr170OOgkpPloyOIrPKDJBaOT/SppsW6mz7o07chbReJurGM0kvXVxcHPN79kNDU4t7Z8+jo69Pw26d2bt4eZrPbFxcHJs3b6ZZs2aYfrHvfi0nT56kWbNmsqioqKYKhSLtTQbTINOiK4TIa2BgcHP+/PkWffr0+TntCSpYvXo1vXr1onjliry670mNVs3pNC7trdzjRVcdU0I8We0GlLgticv3fvacI6vXc/nAYSzsbDGzseb1A2Wa/v374+joiJ6eHsNGjyLI9zMANrlyMmr8OIb07P1N2piVTJ48GW1tbXLnzs2JEyfYvHkzhqYmODlX5o+JYzG2UIpHZj7bM2P2UVVO8np/dtGNR9091zJCRkfbaRESEMCoBs1o07wF527dSOjbwcHBWSao6nLx4kUaNGggi4iIaCRJ0rnMlJEp0RVC5DA0NLw1Y8YMG3d3919KcOOZPXs2Y8aOJU6hdMNbefsyhl+ikamzHDixS1ni/dQy6j6WGYf0xG04tXUnGydNAyBPsaLEyuWEfPJlwYIF7N+/n7/++ou9e/cyZswYJu/dTv6STry4e4+/eg8kPCg4w36MP4qchQoS7OeHLCwM4xwOTNu+CXNb1TPTGfmszmrRVUU+UwvehASmOJ7WtuoZSZMRvqfwZsV9PrhyDd5Pn/H42g1Cv2yTdOHCBapVU72g4ltx9uxZ3NzcImQyWb3MrF7LsOgKISyMjIzujBkzJufo0aN/GZNCcmYfO8gYtxbEKRSY29iw+PLpJOdVdZSMmg7SSp/RJZiJBVchl/Nw3hKeXL9JvhKO9F8wF3M7G/qUdeb82bNUTrTSLn4E79LYjTc+HxAaGihiY3l59/4vI7r5SzoRGxNDw+5dKOdSFz0DgzTTfy/RDQsKxuflKwr9VhoNTU2V4hsfcEWhUPAuPCTdcr+XEH9L8c3K0e6DC5c4tn4z6xcuply5cuiZm3Hi3FmqlSydFU3NMMeOHaNly5ZhMpnMWZIkz4zkzdAoVQihb2xsfLZHjx72v7LgAtw8doKabVpilTMH/RfNTTgeL2yqOkji7UTSIqsCmagsv1t/nly/SecJo5mybwe2eXIRFhiEJMXRsXdPuk6dwG91alK0QjkuXLjArl27aOziyvPbd3l28zYv796nUqPUZ/R/Rl7cvU/HsSPZNX8Rj65cSze9Og94Yt/otJCFhbF56iyOrt1IdGQksXI5R9ZsYNYfPelXoRrTOnTB5/UblfXmM7XgxYsXDBw4ECMjIxpUrMKYPv2RJAlbKUjtre2/BlXXmVxk02rL17Tza78mwoKC0TM0pGzZssyaNYuooGCqlyrD5gP7vqrczOLq6sratWuNDQwMzgohMjQ5kqGRrhDCrWTJktvv3r1r9LO6halDaGgoOfPlY9y29Wnu3qrq7azOCEndEXFGR1vx5Qb5fsbAxBjdL6t1YqKjCfUPYIRrU+Rf9vGKJy4uLmG06+fnR2xsLMeOHaN58+ZZsmvD92TSnm3M7d6HFTcvpZhIUfX38vf5yIFlf1OlSSOKVSyfZtrU2LNgCbdOnkEeHc3nd9407N6Fc7v3UrGBC/fOXaB0zep0m5Z0hjzxS/nZ1RsMHDgQV1dXRowYwb179+jWrRvnz59HP4ddlpsOMkpqYhrfHlVty+wIWZWPeXp/j4eXr7Jv8XKe376LQqHA1MyMiPBw6tWrx4kTJ1Tm+9b0798/bsWKFdPi4uLUdpHIqHJqWFlZKX5lwQVo2qsbZevWwqFAfpW+hukdT++BzUjs1MS2L3VjkJrb2qCrr0/wZz/6VahOd6dyDKnpQt7iRdH7EsnNKocDI9b9nWSC0NraGnt7e7p27frLCS7A0PpuKGJjVc5cx9+/Klb2Cfdz19wFnNu1lxmdurF3kTIesLqmh6uHjnJg+SqunTnLplXKeCCf3r5FFhrG2Z17CPL9TLFKyp2bE69QjC8/wN+f1q1bM3bsWBYtWsSePXto0qQJ+vr6eAX6A9/GnqqK1Eb3vsJcZRuyum3xf5PE/TxecNPq+09v3ErY4UNTU5O5Z44C4BXgx+nbNwDl4OJ7Y2trqwFkyE/211bPTHDw4EEeXb5Gh1H/rm5RJXbf2v1HXef55MQpFFw7cozFA4YyskHTJHt8hQYE0rh3d2Ye/YfP3u9ThED8VQgLC8PDw4OnT5/y+vVr5HI5kiSx/PIZTCySus85WzvQwkofWymIuLg43nucobh9Tjo3b8nzJ08xMjfDsUol2gwfxP6lKzF8m3SCNLXl3PF/+7O79jJgwABy5syJi4sL27Zt4/ntuwwaNZKTN65S9/f2rBg6kt5VahLu65uijHvhwYSHh1OwYEGEEAwdOhSA8573KFYia0xPaX32q2tCgX/FNzWTQ1pmEF9hniVmkrTa+eDCJYZ3+DeOct/y1ShXrw6+b9/RrJ4LOnp6aGpq8vHjx69qw/fgPyW6d+/epVPXrvSZPwt9YyOV6dLrqOqMktITzsxOLMTFxbF82Cg81m2iZI2qfHj7jvYjh2FgbEyncaOYc/wgu+YvYlSDZlkWhPt7M2HXFuxy5mDQuDHUdHWhQrWq6BsaoKGhwRi3ltRq9+9OD3EKBX0HDaJIqdqUreRC8zr12LRqNfNWLCMciamzZjJ32gzy2TvwxvMxfebNoFOLVmycPJ2IkLQntII/+/H+2QtyN/k3Sl779u0JCwxi4cxZ1C1fiZObtuHv74+2gSEnR0zE6PGLJCMuPUMDFqz+G/ehQ/AKDeLig3tYWluzavESggJTejJkhniRVNdFTp2+p0pokx9Tx/SgivTacPXQUZYNHsGprTv57P0+yeSwJEm8f/kKUytL5p08TP+FczC3taFRJ/X3AfxR/PAt2L8no0aNos0wdwr/ppzxTC6M6dlwQX3ba2YnDtLL9/zWHa4fOcbiS6cZ6FwbgGVDRrBsiPpb/fzshHz2Q9/IiAk7Nycci42Ro6GlSZxCgVai+MlBn/24fPAwez2OYKdvxPVHnlSvWwdH+5woFAosHeyZtXwpc5YupmmtOry894D+C+Zw++QZhtVpSJthg6jdvk1CeYn7gNfjJ1g62GGfL2/C+cDAQE6fPk1ISAi5c+embt26WFhYEOz1lpEbVrFzzgKiI2XU79wxIY9huVKEzg1h2bz5zJs6neMeHgz+czj7duxk0MgRNGj670o6+LpVaMnto5n9mlKHxIKr6mdVJO7nqfX5J9dvsnzoSNx6dePe2fOcP30myd6BQghiY2IoW7cWA6vUJmfhgpjb2tJ+VNqr1X4G/jOi+/r1a27cvEmLmRPT7HDJbbYZFVx1O3NqZakqP0omY+fcBTy9cSthyxLbD/5q1fMr0qpUOQ4lWvBw2c8nwYSS2Jar+fQ1u9euwcnRifoVldvBlyxZEkmS0NHXByTGbd/Igt4D+f3OXfoOHcLugweY270vfebNZMn4STiVKIGTc2VscudKCOpdzc6BM29eoWFmjNejJ3QvWYFTI4cSLYvk8Kq1FCxTmlBNDQJfvkaKU5C/bi2Wdu9DVUt7dlhZ8PzOvSSiq29kyNaD+2nXqAla2trMmjCJeTNnUalSJfr/0ZX5K5fTvF3bDN2jtGIhJBe0b2EaS281W1rmuvjRdlRkJBc/eacajP/m8ZOUrO5M2z+HJGyrlJyNq1bTtFkzhIYGBUqVpHilCvxZzy2TV/T9+E+IriRJtOvUid6D3alfIGUM1tTITEf9FpGloiJk9Cz97w63g5YtxN218VcFcP/ZyZ07N/4+nxLuZ2rismjrZlYMH039zh3Ytmlrkvy3bt0iMvzfEKjP7t6j+9QJTJ80mUJlStNjxhRWDh/NyuGjMTAwQBEbC4D31RvcW7+FHZ/9kpQXExnJq/ueeAcGMnbbBnIWKgjA4Yee+D54yPV/DlHTowUahoY45MlFx9F/Jskf3/6hG1cxpEZ9jh86zK1Ee/4N69OPpm1aJ7xQ0ut7iUe1yY+r+npLr8z0lgZndEItvSXC2i/e0qt9R+wKFWDkhlXoJItKqIhVIAsNUym4AA0bNqRx3x5cPXCE60eP49z05xdc+I+I7qZn97lz8yY9l/31VW/+xB04IyNVdUju1xsbI+fF3Xs8vKxc8DL35GGG1Wn4y9ppM8K+ffsoUjbpcuvE914ul7Nh0jSqjhtB2zatMDY2TpLW0dERTW0tzKysqKBliJ6eHlunz0E2dhJVGrqyZsyEhLTFihVj8cChTD+0F//T54n47EfB0iVx692dhX0HUaxlUywLFaB3964p2unmVAKcStC9Q/tUryN5PzO3teG3erV5fOkKkZGRTJ06lfHjx/PIxzvd2B/xpOdepUp41SWrfYZTa6ff+w9M6dKVMdOmMnbIUPYsWMK1wx7Y5MpJo57dkKQ4zu3ay+S923kTEphkJ9/kLBkxluJbd1Lv9/Ys7D+YHAUL0LPMz70zyn9iIq18nA6mVpboGSldqb5GHL/HenpJkujq+BszOnXj4IrVzPI4wPC6jf4TgguwceNGenfvnuJ4/L0//eYFspBQtvfol+pISF9fHylOIuDjJ3LlypVw3MDAgMtHPBJ+n35oDzdv3kRX34CDK1bj1ktZ55UTp3B3aYy+kRF5qjuTs1L5DAerV9VPQvz8WbpkKUZGRowePZpKlSoxdvBQtcpMbreNryf5P3U9FuIFNiuFNj1b7Wfv9wyt5Up9Fxfs61VHERvLvbPnuXr+Ar/Vrc2aMROwdHAgTqHgwt795NBXPeENkCNHDup1ak+ULBIjU1PePXueZdfyrfhPiO5VRQRhgUGEfNmsMDPCmZUmg9RIHNv05OZtCcfHbFnHSNcmqrL9X1K5cmXWLU99G+1Lnz9wduce8jgWUxnsRAhBYEAAkZGR5MqVC5lMhhACqxwOGBkpH2K33t1pX62WchcRj2N4rNtInuJK05NjiRLkzZsXoSEooqWcvFHH7zo1P93kaGpp8dLnAzExMWhqarJhwwZuX7+RbtmQup+4qolfdTwU4k0GWeWLm95ioSOPHmJqZUnhcr9x/dYtnt68TQv3fgwaMhQDAwNm9hlAaEAgGyZMYdSmNfh/8CFPpfJEfNkBXBXymBiiIiLQ0tFBHh2dJdfyLflPmBe6lyjPKGsrwoODMbO2yrCJITXbWWIyYstNL1g2QKnKShtu7fZtmN4x5Wft/zutW7dmZZ2VtGzRkvwlnWjStyd6r98jj4nhjMcxLh4/zj/btiOTydh9/Cgf3r0nJDgIuVzO9UuXkcfIsXOwZ/+u3QB0nz4JJycnHj5U3t8ytWvyz9KVCVse2dvbU65eHVb+OQaAxi1bKH1q/17Kov5D6D1nGuHBIchCQwny/UyB0iXR1NLiwYVLGJqakqtIIXT19VP8TVPrJ+1HDWP9+CmsXb2aPv37kdPcEu+3b3n98iX5CxZMM29GUdeOmxlSm2hOS+gT35vRG9dw3eM4i/oNxtTakivSUUYNdMfT05OTJ08yas5MZnXuwbjtG9myag2Fa1bj/Y3bKb70Tpw4QZuePYgKCWHWwT3cO3uBk5u3MeuPnpm+ru/Bf0J0AQyMjTnz6BGWMVFZGqha1bHUSO0TNbkIN3J0IthP6ZnQdcr4DLfz/4FixYoxc+ZMjI2NGTFmNHsXLsU+f17MrK3JaWnFltVrWL9jG1vWbSB3sSJY5XDA2NyMyIgIWnXsgKaWFv6fP9PTfSCNqlYnIiQUT09PHj58yIIFC2jSpEmKPeY2zluAm5tyImbaOOV9n9quM3Gv3rH377V8euNFiH8AeQsUwMDAAFNzM56/fEmAz0fajRzGjNFjUlxHai/rfE6OTPlnJ7dOnObZzbvcDg9nwqwZ5MmXT2W+b2HSSmuhQ/J0ET4XsXWoliJN8kk6dZ8DLR1tnJu6Ua5+y9by8gAAIABJREFUHSJCQpnQvC29e/fGysoKJycnrtaogY6ODk+u32TiskUMdm1KrUmjOTd5VkIZzdav4N2lqwgNQeWhA7FysKd0zWrsXbSUoKAgzM1/3LLq9PjPiG7NatUI8/aBQgW+aT3pBbpJfjz5pn6SJHHrxGnylyzx7Rr5k2Nvb8+oUaMAmD5zBrLQMCRJ+WkeEB1Jp86/U6NuXc7evsFzofQ8UCVMzdq0xk5TaSJwcnJi7dq1qabLmzcvnp6e7N69GwcHZVk6OjqEhYUxfew4Hj16hFwup2TJkrT9vRN7tm0HoFrLZkRHRgIp4xSkNfIb1PF36Ph7qufS87NNz8SQGZH2FeZfyolMWV+OJhh+ubb4xRGJ25iRL8fEz4euvj4rho2iklsDVq5cmZBGW1ub8Ts3s9R9GE369KBCjWpEP1baau/du0eVOrVRyOUA5HauRPcO7QAwsbLEzNqK69ev4+rqmuF78L34z4hu/sKFWDJnHiMKF6Vi1YztEJoZV7DEAW/U2aa6YXFHnt28zfoJU4mNiWH42hVpusv8Fzh37hwIwcpbl3j/4hW54jS48uIpGzduxPCLbdY6jfzR0dE8uHuXWi711apPCEHt2rXp1asXq1atQl9fn+joaHR0dHB0/He7+n07dgIwb948AgMDueer7Bep2UYz60b4NaPbjC5f/1dwU2fMuaQBZZT9ODJJH89oaNJ49I2MuH3qLGO3rk9iSpvcuiNrx0xkbJNWRMTGUqbb7/j5+VHV1QW70iUJ/eBDhO9ndIwMWbpkGY+37CIqPJwS1aokbO30P/bOOiyqrYvD79AloYSALVgoCoKFItjdCl7j2t167e7Oa7fYfnahmIgtYhEqJoqSBik13x/cGYdhBgYUAeV9Hh+ZOefss8/Eb9ZZe0Ve5Y8R3XGDh6KpqcmEYSN45OPDnGVLc/R8sgRW3gp4ckICS/sP4Y1fAL1mTqV64wb0sPxzLd24uDjGTp3MgZ1uLF73L+p6evRpnnrr35gWCo+TkpzMq8AXPLjnzdPWrbj7JTzTHzJDQ0M2btzIxo0b5e4THx9PXFwcurq6WFYoz7yVKzIcM6cXYWUh+qw5OKUXXZHLQPzYTH4hcEVcYoocJ1oolq6+N3DxPO5fvMK6MRMoWqqkOMtSIBBw4+Il/P39adCgAcnJydRt05KYkFBe/df9BCDg+BmUVVWZvHMz41u0QyuTOst5gT9GdLW1tRk/dDgOTk40sLVj9tIlORKCNd+pCSbCTxwJT3+bJovwgGf4bdpBiYoVCA/+kM7X+CcycOBAHr97y4mrlzErZp7tcTS1tLj2+CH/DB6CvUV5tIsUZqdDLVZNmkalSpXE+8XExDBmzBi8vLyoUKECs2bNonJl+YKiqqqKqqoqb968ISIsHNsaqeUiFSnR+DP9s9mp3yES3PfeqaFz5tVTayp3MNTMtIaDZGcUkG9EZCTGsrbZNnQiOPAFi/sMpOv1mxj+1527ZMmS4j5+ISEh3L9wGacuHbnneY3oj6GoamtTY9gAZjVuScOGDTO79DzDHxEyJomhsREpKSlEfY1i9oRJ3PS8pvAqriJFbED2baasD1vwPR+uLVhGp9HDuXHydIHgAuHh4Rw5eoShKxdnW3Al30+zYubsOXmcC3dvsXXXTiqZl6BuvXrcDXwqbp0zetJE3nwIZtH6tZQoX45atWtRsXJl5s6di5ubG2FhqRlqvr6+uLm54evri1Ao5PTVy5SvVAllZeVfUohcFpkVV5IloO+9z4rFVhJJfy3IFlVFF6HltXeXVdENoOWAPtg2dMa6pj3h4elT3E1MTHj8+DH3PL1SW6t368Kqy+54LVyerwQX/iBLV4SqqioaWpoc3OXG7q3b2LFxE9633KlQPjVcJ6sdUkXI++CnJCXRumo1khISaWlVWWydnHz4gDtrN3Hx9Jk874P6lew4dAAHJycalrTIfGcZyLM2jUxMqGysRsUqE0hKSsTZpjo29va49OxB1NevWFlXwaqqNVZVrek/fChXPC5w5Jw7X65dZeiwYZQtZ0ngixckmxUlzjcAfQMDBAIBIyeOT3d+EZKr/DmNPKv3tO8TsPq+D3y3bkX/xwRfQ1vCxSDrB0R6wVc0tjxhlYzGUQSBQEDnMSO4feYc49auYseMOen2qVy5MhbNGvFgxx6a1K9Ps3KVZIyU9/njRLeMfhHKWlpy6dx5+o8YxvlTp0lKSv7hcd+9eYvvo0eUKlsWPX09YuK+MrxeI5Liv3FYRQVhSjJOnTuyNTmZuu1aU6eYOScFggLBlaKQri7xEtEAkLXgfUVKDY6bNpWhY8dw+bwHm1av4eXz5xw65y7erqmlRfO2bcTVv2JjYrhx1ZMzCVHcefkKrRrV6VixIs3tamJtY5OlLgrfvn1jZN/+3Lt5i9qO9Vi2cX2a6lk5gdiytPpPeM3biOcsLbiixw5GZmAlW1jFPyJWyCSr7gXJcyQlJuJ38zbJyckoyyiE47N9N0GzF6TJNMxv/HHuBYBa9epyy8uLUwcPUtGiJPe8Hyh0nKyc9uo6BmydMpOWTg1Yv3kTA7p2o6mDI0v7DSExNo6dAQ/4FB7OyivnCX2bWlFpw/gpaGhpkhAdQ3Lyjwv+70JQUBDrFy+ktmOqCGTU0UBRZNWDBSil+Y0W7dpy9KIHPq9fUr5SRbljaGlr06hFc5a368KiHj3oWbMWm8ZPpWTp0pQ1MORaQIjC2V0CgYDzp07z98ABPPP3l5t5l1WkrVx5widKET4SHseR8Diizduke50lF9lkLQj/6MKgZOF40biiv+vOm84bP3/mnfif3OPzs+DCHyq6Y6ZMpkSpUgS9C+b2XR92H3bnRbSKQl9wyRz3Q7v3UL9adXSFAq4/8uHhVS/evn7NpfPnmTBkGLdu3aKHZRUKFSrEcIcGPPa6wYU9+1FKSqJsijImxcwz/HD9KTwKes3CNauoU7sm7Vo3Y9rw7pn6SBWpGyBvm+TzAoFApkUlDwcjM4Z2SY0LtS2d6gIJDfkIKGaRq6mp0bXX33z7Fs+mfXvY9u86nvr5K3x+WciK03UwMmO+UxOxb1VSPKUFVPQvRGBAtHkbseUrvW9mwivPX5sR0j8OqlqaxEXH8PW/lP3fkT/OvQAwedBQ3r5+zcB+3Xn1IZI3r14zf+p05q/KPPRHZO2eP3Waf5cs47y7O9WqpW0DbWdnh52dncwxQkJCiI6KprSFBaZGRliqaiIUCklJScnSl/93ISUlhd6dumBQuAiLF0ylbeumClu3ksL7q3p8QWpN32Ub1jF20BAAJg0fxZnrnhTS1VXo+MGjR9G6vjOVqlRhxYoVuDRrQeNWLZm9dDGaWlo8DwggKTFJoXY+WY3JzejWP62Qyo6+yShcLCuLbJIWriRB12+hb2LES82cdbnkJn+kpTt2bGp1+WeBr/C+fQfHnl05eewY28+dyfA4yUD3XQcPMHP69HSCmxkmJiboFDZg79WLmJiacv70GZSUlFBRUeH58+fZu6B8ilAoZMaMGQiFQo7vXUOtNq5yfbLS/+TtI0lWBDer0QftXLpQxaYaKzZvxLFRQ2aNn6jwscVKlmDbof1MH/sPX1OS8Hz0gJTkZBrZ16Rb67Y0reVAy3r18X34SOExf9ZinaQISlrI0tEI8iza7Fi7kgifv6TZ393pUCtvl2f8Ef5IS7d27doEBgbSok1rIsLDsdDRw6RkSXyv34Sm8oPvJVMzV4aEYWSUUT6UbAQCAQN79eb4uk288X/KigULKWNmzvTp0/84S/fw4cMc/t8BjhzYIjdmOitiKKtuQEYLa5JtxjPaXxYCgYB/ZkxjysgxHLl4npZ1HfG8eAnHhg0UOt7G3p7egwcy9O/eGBobc/upHzFBwdy+fZub17wAGD90OE5NGmFrb08l6yqYmJoSGRHBt7h4YmNjCH73nhKlS1G6bNksF3GS7oiS2eKYvCQJRauvKUJyYhJ+N2/TbfJ4GmoXUeiY/MgfKboAZcuWxd7GlsjwCHy8brBmwUJcunfDv4srFStbZfgh3ut5mRevXuHs7Jytc48bN45VxVdRq1YtqlatSo8ePfDy8vqtu0HI4tiRffTo1hH1kpUR9dGVJbKinP+soMj+sixj6ZCvjIS4rpMTlatVZevadcxeuoSF02cqLLoAHbq6smzufMJDQ0lKSkKrmCmHJh/DuKgJunp6DB4zisCnz9i1eQt+j5/wOTISXT09NLW00NDUoKiZGU/9/Nl5+BCYZi5SGfVLE123ZJIEpApyVixXaRHOyrFvvW6iVbwYxz2vMbJeI+wG9+Xuui0KH59f+CPdCyK6dOlCeGgo+/fvp0iRInQeM4L+Pf/m3PPUhQ3Jgh6S/q4bx0/h1KWjuDZrVtHV1eXTp0+4u7uLO8f6+//YYkp+Y/v27Xheu0WXjq3Fz8kTXMn/FUXais3qcYoeO3PJIrav34hFUTNSUpIZ0rOXOOQtszFMzc3Zf+YUAOWNilK7YmUiwsK44uONQeEinD56jHIVK7D14H7CQ0OJjY0lMiKC90FBvHj2nN3HjzJ26mTGDx2OfnDahIKsRhhIRzBIH+953yfN4/07trN/x/Y07oQJbm5McHPLlosh5LEvD3bsprJrJyI9LqNlWIT4zxl3a86v/NGi26ZNGzbs3gXA5s2b2TZ1FhVq2LFs2kxAfsD5c58HVKghe6FMHklJSQxetpAKNeyoVKUKNZs3ZcjyRSx45cfs2bNp3jx9htDvSmJiIuPHj+PQvk2YmpqIn/+RRa+MjpXnB/4ZGBkbU8/Bnvt3r/DI5wHx8fHs2LhJoXkB1KhTmxt+j7nofYfD593ZfeIYGpqabP/fAexq1WLDylXMmjCRl58j0sXzltYrzPihw2nv6sJf7TvitkV2BTURGQmxZASDiJSUFB5c9uTzmyDxcyLfrpl1Ncysq8kt4qSI20EoFPL13XsCjp3ixtLVuB87jrFVBT6+foOhoSGaBvrirMHfiR9yL5w4cYKoqCj++uuvfNtKpq9LV3xv32XEiBEAHFq7gaLFixMV+Qlk3I4lJSby4tETpnZwVfgccXFxWFhYEBz8/UNfPCmBfQuX8iU8AovmjZk8OX091t+V8+fPo62lRZXKGTcJlRasrFiv8hbbcoLBE6cwpHsPTIuVZ8m8+XR2dWXQqJEKH1/ULP3nTEtbm75DB9O52180qlELK2trJo0YlW4/ZWVl5k6egre2CjNGjUfHpjLtq9fMsCRkRlwPC6aOoSkvH/ty8dwadmzchFohHfS6d0kjpIt6fC9LKYpGcLS1SWcRi4454XMf5f9+NIRCIR8fPOLqrIWoaKhTtJo1j+/ew9LSEieg89Ub/G/FGix6uGTYHy2/8kOiq6yszI0bN+jevTvDhg1jzpw56Ovr/6y5/RJUVFRYvXq1+HHhwoXRL12CgLveNCufflXB0bQEBkaGvHnzJk3RFBG+vr6sX7+eW7duER0dTdeuXenRowfBwcGMGDGCyZMnc+rUKa5cucLu3bsxNDbma9B7bJzrs27+QurWrZuj15sXmD5tErNnfO+YmxUxlLcIlp2x5I0t6/mMLFYbe3sO799M578G4+vrS+jHj3yLj0ddQyPb5xSdLzEpEWVlJayqWmc4jk5RE7RNjDnvthclFRU2rf6XHn164epQH8i8+4mIJ9dvMnjUP0R//oKmpib1OrTli5YG0YGv0u0rsm5FQutoa4OjbdqGokkJibjNWcClA/9DQ18PU9uqhD7xR1lVhbVr19KuXTtx/WIR+xYvx75oMUaNSv8j8zvwQ+6Fli1bsnr1aubPn8+WLVvo1KlTvs+wCg8PJ8w3AN0ihWV+MAUCARolimHVvUu6bcnJydR2dORqZAgGndsQmphAcHAwZcqUQSgUsmrVKkxMTOjbty9ubm5ERUVRSLcQoU/8MBAmUa9ePVq1akVsbCyQahH8jpgYG+LzIHOfn6xQMZHvUVJ8s+u/zdKc5YStif6uUN6CDx8+oK2tTf1GDZk+bjzfMunXJc+HLbqeL58/071Ne5waN6ZN/YwX6A659KLpsnm8e/acic3b8tHnMdcOHxNv72CoqZCb5ePrN1hUq4pQKCQ2NhbPw8foO6Afofd8ePXEV6a1LC208F2QN02YQsCLF3TYvQWtIoV5dfEq1t1d+PQmiCFDhqQTXEg1hMaPH5/j6dG5xQ/7dJWVlZk0aRLDBvfi4sWLzBjn8jPmlWuIhM6kRGqqoSi7R/QhmnzlPJYtmsLz9L/8Mw/toZC+HpVdOqKioUF0SCjLli2Tey4dHR02rF0HgKfXbQC8vLzQ1tZGIBCgpKSEQelS1Bg24GdeYq4za84izly4lmM+3OyOl9UxJQVMU1MDY2NDgoOD2bVlKx/ev2fMgEEKHSvv/F6Xr5CcnMTYaVMUms/hbv2YuHMLmx/cZunCBcS+fZ9ufMkiPJIVypISE9k2dRbH1m6k7dCBacYdUa8RW9YsYEaHrhw/JDuDUtLdIGLnkaMEPniEwz8jmVnFnqgPISBIjVJQtOX878hPu3JRjKlj8/wtEEZGRnQeO5LpHVx54/8USL0Vk/RnPU1KQFtbhz69XLl+/To7duzApWcPlgwcRqkOrUlJTsZ3w1aq1LLPMMJBKBTy9etXDhw4QHR0NCEhIQwcmPqBt7G3o+W65RQzN+Pu2s1UdunIgQMH2Lt3L1+/fs3ZFyGH0dfXp4RET7CskJmlJikuWU2OkA4Xy6oIN27oyJaNKzA0NOTCWXce3LuH/+MnmbpAZJ0nLCSEZTNnUtzUCHuL8grPobtFZXpYVqF66SI88/dX6G7JwciME+s3E/I2iMXnTjCz01/p9nHpNoj169ezbtlyqusYZOofbmlVmbjIT2jr6bKnXVc8PT0xtqqAeQ07CpfN/L2PiYlh27ZtHDx4MNNuwPmNnya68xauIjY2liZNFGuNkpc5uHQlLv+MZn633rRu0ZL9Hh5iq6ClVWXqV7dl7sHdaGlp0rRpE86cOoJdpVIsOH6I11oaRH8MJSjgGcumzsjwPG/evKFz5864uLhQp04dwsPDWbx4MQA+d+9xesgYAu7cQ0dfj6Rv33B1daVbt27s2bPnV7wMOUbhwoW56+WV6e11VpF1XE6kActj9Ij+uO0/weIFU1FXV6fv0KHMGD+BF9Fpl04y+2Hwe/SY3p1cqGpdif/t25RuuyJYV2+ImroGfo8ei5+Tfr1FEQvLd23n8oH/MWjJfAbY1JY75oABAyhjacmuzVsy/PETGSjmNez4pq5Om4F9adOmDXGfPpOSmETZpo0ynb+HhweDBg3CxcWF8ZvWZrp/fuKnJUcoKyujqan5s4bLddaPncjCfoOpP2IwFybOoOrBI5xYsRJ01AG4/SkCmjZlw5ix4mNELoiv797j4OCAk5NThucoVaoUt27d4ubNmzg4OFCpUiW+fPmCjo4Onp6evH37lp49e4r39/ZObUNdtWrVn3/Bv5CAgADMzU3Fj3NbLOWdMzOLVHp74Yo12Pa/A7g2bcbgYROY8c94blz1ZMX8hUxbMC/T8798/pzD+/ZzbN8+mjZtztKlSylcJHuZWQKBgPZt2nDFw0O8CCfrNb19xh23OQsZt2W9uFVORmMO7T+ASQvnM214dxrGpfBOWchTtbSZlGIr2BoSRw/l/NjJuBYxIOJZoMLzj4qKolnbNhjbWnPt6AkYPT7zg/IJf2xGmiLo6enxYOdeTIb2I/S0O82cGvBNV5vCjvUooaqKv9dNzlqUQcuuGgIlJRxtbahrXYWDnXqgZWTI2E1reR/4AlU1NRYPHYmpqWm6c9SsWZOaNWuKH+v+VzRFlmBXr149x671V3LyogfV68rvyyWNvJV2RdNeM8po+1G/suS4JsJPmJQtgl31auzbvYEBg/9h19atlCtfnomzZ6Kqqip3rDPHTzBl5Ghad+rAtEWL6Of6V4b7K0Lz5s2ZOHUKQ8eNFc9PdL1xsbGcWL+ZU5u20XPGZKa27azQmO6B/sTHxDJ3xng2ul2ikEFhZp85Iq6/K416IR0cJozGc+5irIM/8GjPQYXOs2D+bPwDAulWriyhX36vJIkC0VWAkLVbYC18/vwZg7o1iTztjk5lK6q3a8Wz0+fQUVKi+oDUTqYpycnoFDVBs4gB7jvciNVQJyUpkfLrN3PR3R17e/tcvprcJS4ujtNHjjF+ZB+F9s8soF9EZgKcHXFV5BhZgj5iWB969hmJvl4h2nfuS2xMDPFxcTJFNPTjR84cO86axUuZPHc244cOz/I85eHk5MTHiHCW79pOzeZNxem+IQIDjh08hPfJM1y7ciVLP+YTO3Ul5qEfT15FctzzKl3atmXvmbMotW5FB8PUO92Y9ycA6GBWD6wqcxpotmIBFybOZNS6VawcknkMc8NGzVDTvoHnkWNU6pY+Uig/UyC6WUBfXx/hk6dpnvsy9QsVbavhd/g4ZRo507FOHdpeuyDeLnI5BKxcz7KDe9n/h4vuypUrefLwIR3afS8slJEVmlnzRWmxzU63CRFZLRojQjqErYJjCzbtN2ZYr774BwRiZGTEg3ve1GvwvVZHWGgoHqfPsGTWHBo2a8qxo0dxdHTM8rkzQk1NjQEL57JyyEiqN2ognh+klqe0trHJ8t1T8eLF2bFjh/hx+2Yt8Lr/AFq3SlP8XNusHkfC48Sffw19fXpN/oeLew+wu0nDTLsyjx49mn///ReApKMnsQt6j+eKf/NFt9/M+HPjNn4Senp63Lx0hcTnLzk/bBw7hv/Du7MXeX74JO2LaNDSqjItKlnx2s+fKvUKWvOMHTsWU1MTnvg+zXRfyUaJGYmhrJKP2Un9zW55REnBFf1AVLOz4+jF82zd9T909HQ5f/o0QqGQo/sPMHfyVJrUqM3hvfvwunaNw/v2/3TBFTGzczcKmxbl+X2p7igWJbl1584Pj+/i4kKo1y3ioqJZvsOb0zc+o21WL92PXkurylRzcuSpz0PGZdDeXkSZMmVwbtIYgA/3H+K9aTvFq1nT9fj+H55zblMguj+BkiVL4nfzNsFBQXRo3Zqda9cwe+JkvN9G4WBkxre4OL6EhTOlTSeFxvv8+TMHDhwgMTGRxMTEHJ79r0VNTQ1j46J8SFRP87z0Sr500oNkl1oRotvlmOBraf5J8qu69EoKruh/IxMTth3az6vAF+zZup3mdeqyetESLIoV57qXF/fv3M2w1fvPonPzlhw9cizNHYNWoUJEffrx16ZevXpYFi/Bxo2bWbjkX8ZMmMPUJVuJiY5Ot6+6piboFSLk7l2FxnasXQeAEvVS/498/oJrC5bx8uXLH553blIguj8RPT09hgwZgn9AIJQrTUdXV66+f0PA7XuUqJB5rOXXr1/x9vbGsrIVrq6uqKmpoVbEAEHT+r9g9r+OGjVqsH75SqKjU+Mvj4THpREEea4BSatXshyhtlm9NM0VZR2XWfHz7IpzZseVLVeODq6pCUOjJ0/C9/FjJk2aRKVKlfDx8WHZhnUUK1GC3oPlJ1L8KAMHDuSFxyUiP3wUPxfo8xBLGZlkWUUgEGBpacmnF69Q19Ol67SJHLzoQYsuXdLU2xUXxBEIQIGsVaFQyOjRo+nQoQNf3wVTqXN7arZoyvvb9/J9enCBTzenqFCW8PPXGOLSjXLVbUgpLL8mRUpKCsoWpeBVEKra2uiXLA7vU0VIRU2dpMs3qD1mOE+DglAvW4rEj6GU0tBE6XUQ9ayqULduXdq3b/+LLuzHWbBgAd26dsK5RXf2nDwmtmAVqaMgWgiS/B/SdrUV/S1rketH6jzIQnSOdHVnJdqe12/ciCP7D6Crp8fqrZt56uuH+8mTqKmpY1XVmrLlLImMyLmeYGXKlMGyeRNWzJhN4U3rcDAyQ1lVBeF/ZUV/lHr16rGt9zZKOjqwdtQ/LO4/BKMSxXl58SpN7aw4DTQua8Gu2fMRJiaCbqFMx5w+fTpz585FKBQiEAj4/Oq1eNvJkydJSUnJt1ltBaKbQwiPeyAoaU7cE3+Ua9Ug9LEvrdav4NTg0SQnJ/Pu3TtKliwJwN27dyE0Apo6kqipgbm+EWF+AbRcv5JCpiY83neI+/87SkJsDMoel0n+8pWv5mYkvg/m7jkPEhMT85XoFilShLPnLtGqRSNWzFvAjMULKcrnNPtICp4iQikS3BCBASYSPkV5xysamaAIR8Jl9xMT0bpjB2JjYpgyeixVq9tQwcqKXUcPY1G+PAKBgEUzZ+W4gFxZuxGzkiWJi4pGaChk74KlFDLQJz4+Hg0FCvNkhKhWiPN/Bdy1tbWpM24Ej3YfoPa5i1w4tZtm3QYRq6rCnTu3sSlVNsPx4uPjmTt3rvjx6NGjWbHie/9C4ypW/HXiAPvbdf2heecW+fOnIp/w7MIVAO5v2UlRm6pcmbUA235/U9a6CqVKlUJFXQ1BLRtqNWrAmIGDELpfBSAmNAyApLhYWlpVpkrXznRYsxTTIf1pNGMirTf/i1Hf7ui2aEIhc1POBgbk1iVmG4FAwNbte7h/wwv3XWkXVjKKZhAJocglISmuihY8F/lfs9NKXLJ7rjSi7ruQejst6YN26dmDS953WLFpIwNHjsCyQgVxOdQHd72p6ZCzi6yGhoYYVaqA94VLeJw+Q+jbIF48fEyzZs3EhfSzi6iwz81TZ8Qp6hcmzaTh/BlEfvlCG5eBaOroUGfciEwFVygUUqxYMQBev34NwJQpqbUndPT16TZlAqGPfXmwffcPzTk3KRDdHMTS0hKhUIh1D1feXPVCWU2dx6fdCf34ATXdQiipqqIW/gVMTVj+4nu65tdyZanzz0j0S5cS37LOd2pC4JiBHOndhS5O9XG0tUHHrhrqTRoQeNaD0g3qExUVlUtXmj2KFi3KsuWr2L33CJAqpH2v3k3XvUGWiEreykuKaHaEVFEyK48ocjF43vfB876PQnOJCA/H7/Fj7GrVzHShTAopAAAgAElEQVTfH2XXwsUcmLeIQd170m7YIEzLlCY46gtubm4/NK6HhwcAxQppsn37dvHz+9q64tq2GaUtLNi3fx/726ev6SDNhQsXiIiIwN3dXXwnqK+vT8eurkR//sz+Rcuo2aIpH2/eybdV+ApE9xdQoW1Lqg/oTSGzoiR9DCUu8jPOMyeTGBOLQac2YGUJAgGC9k0BUNYtRAmHWmkKw18PCxaLkuiLDaBW3JyiE0YSEh5OpaaN2B2Y/U6suUHt2rV59vItUw+cEV/X5CvnZdYmEFnA18OCme/UJF00g0iIpQVY2hrOKAxN5/0JuWUcMwpdE7WokS7inRnHDhyiYbOmWJkVz9Jx2aFhw4Zs3LSZrhPHMb3PAHQ1NJk3dhCbNmWvvoMIUb2VRw8f4bZ9TZryrus27uT4wUNUME6fjSmLGjVq8PLlS5o2bSp+7uzZsxzelxoqVraaNS369uJLWDjv37+XM0repkB0fwEHOnbn3sZtvLt1l82bN7Nv3z4MypRCu7Y90Ve8MLNO28bd0dZG3INK9CWW/FJLf7GV1NXRa96Idzfv4L7djd2BT/j27Vu+sAQKFSrEht27cJuzkDv/bkIoFIqFF2QvrjVNuIeJ8BNGyRF8eOiF+4mT3D57jhHlKqcTRmnhlYVkbVzRAlyIwIC+V++m89eKEigyEuDgR6kxsZLbZblMkpOT2bNtO11795I7t59Nly5d2LtgCZaWlgS9ecObL0k/fIc0atQooqKiSEgU8sjvLaXLluXRI8Xbx4vY9ewRVWraU9GmGutue4qfV1VVxcLCAqcuHUEoZEbHVF9ufvh8y6JAdH8x/fr1w9XVlX1tXbGuUwud+AQAcc8pM+tq7N/x/RYt+NGDNOIrDyUNDYxHDOTY1h30tq6BhoYG2kaGlGvZlMBAxQuN5AadmjRjwZmjRH8MIXLv/0iJT/URioRXP/4jn798L2cZ+TmaWVPHYVmxBr16D+Lo/gMc2bWXRvWdGXP8f2KhlbR8JcnIfSH6+3pYMJ73fZjg5pYmBlda0EXPi3y5sgp6S59TxOmjxyhiZEjnpr++P56Ojg71OrdnxfyFTJo0KcvHR0REsHHjRk6dOkVQUBA6OjosmDuJqk6OtBw+iLrOzjx8+FDh8dyeP+bAkpXEKytj61iXxb0HUn9aapGbpk2b8vz5cwq3ac7nsNQGnNWrV6d48Zy/O8gJCqIXcpFB1nZMvXkHyahFkZUkD9GXWpYIq+jr0XLdcq5cvEx95/rEhIbx+ooXVezt8LpwMU8XzOlnXYNePg+p2KYF4QeP8VFbh9iwMGpMX0Dgs2coKyujb2CAvY0VN27cpHnzJpy/4EmVKlXEY5Rp5MzTE6fZHxND6BM/BMoqnCbjJomplqykNfv9b1Fh7slXzuN534dFPXqI44MlU1zhe8NGgJZL5BeuFxEdFcWSWXPYtWNHrvUXdN+efV/ucvcTzB80iAo17HjpH0CCTSU85y7l7dL1DF+zjOTERBq5diHMP/PMw13PHrFh3CSePX2G49R/UNXW5mbH7gQtDKSrnS372qb2IzzcrS/fOnXnyJEjtGvXLttzz20KRDcXiYqKIvpjCJkVxDSzribXgpLG6+EjVAyLcP1xaqNA625dKGRqQk0HB4JevZJZ6SyvoKKiwrPT56g1YhAPtrtRqlQpli9ZgpOTE0pKSgQGBnLjxg0WLFpBxYoV0x1/beduytlUI/DsBUxLFOdtwFMa1awh3i5rYUsygF/0WBaOtjZMcHPD0daG+U5NSCvU31G0+eOpOYupVa8uDRpkXE4xrzKn699cPvA/3oaGYj+4HzfXbeZq5Ec0lVV47RdARAlzPr16o9BY53fu4dnTZ6h1asPtwBeUio0HYOKOTcxrm7YBrLq6Ol275s9QMRGCrPhFBAJBmwYNGuy6ePGiXg7O6Y8gISEBC2dHlNXVqDVyiNhylbR0pX290gQ/epDpPiKxvr54Jc6NG7JzZuZ1XX8XDh48yKARw1np6SEzDlaewEoieUch+cMnsnxFyPLfSrsUxGnCx09y7N+NPHv0mEKFMk8UyKt8+/YNfduqkJzMgOFD2T59Dl27d+OS51WqTRrLke79+PrpE9ra2jKPv3HjBrM3refKsRPo9XBBpXDq6xW2ZRcDJ4xlzYhxv/JyssXs2bOZOXPmnJSUlOmKHlPg080lKjRvwtd3wdj0SS1SLm3JKiK40o8l/0ljXtMOn0tX833j0Kzg7OxMdFQ0Z/x8xc+JhFYRwZVGnl9dnnUruXgmElzP/x1lx9xFDF+zLF8LLqRana1nTUU1KoZLXl70XzCbg/v3E/ruPYHrt2JYoRwLFy5Md9zt27e5desWzo0aEZz4Dd2uHcWCC6BpVYFNK9bIPa/IUIyIiODixYs//8JymALRzQWePHnCq0tXsR/SD/VCqT3URF9o0WJaZkjuJy2yso43q16Nt/4BHDhw4Eenn2/w9PTEoEwprvk8YIKbW7YEV7qtuOd9H1paVRb7d0WCm1mMcOK3BLZOncnJTduYuW8Xk1t1zOZV5S0OdurO03vevPW6xd03r+gzZwY1mzfh8c1bhPn5s3nz5jT7337qR8tWreji6op9k4ZEWJRG1dgozT4aFcqR8PYdFy5cICAgAEH5Mgjq2mE8uA87d+5ESUmJyMhINmzYQKNGjRBUtPiVl/zDFIjuL+bly5dUqVKFntMn0bND5qm70l96RREJsSjELDkxieTk5Hy74psdPn78yNeUnLfsJcVWMktORHxcHMsGDCE68jPPHj5iQrM2OT6nX4mpqSkrZs3m1SVPgk2KUKRjGzTsbdExLcrKlSvT7Hv4xjWKlivL1Yf3GbR0gczxyqiogkBA4949U333z17BdW/CNmynV69eaGlpoaen971Ba8RnmePkVQpE9xdz8uRJWrRrS+Mef6W57ZWHIsH2kuFmklaupAWcEB1N9KfPNGzWlEq1azJs1VI2+dzM3kXkE5b+7wBqJYqJH2c1cUEeophpeY8lY4OFQiH9Bw9GR1+fffv35XuXgjzat2+P4P1HXl/1AqDlqKEoq6gSLVXisY2lFXHRMeLXSNqgcLS1QRD4CqwrsH7Kf27SShZo16yOipEho0aNIjAwEGVlZezs7ABYN2sOQqEQ46H90G3gSLmWTXGerVjb+tygQHR/ISkpKYwaNYquvf/O8rHZsXYlj9UrXgyXo3upN3kc/rfu8L/tuxhdvyn1O7XP83G82SX43n3US6emkop83dkVXmkXQ2aIrN2LZ9159diX/gvnYFHYKJOj8i8GBgacPn0an627SIyLp3XValhWKMekmTPY9uSeeD87OzviwiLYsntPOjePo60NYf5P8b1xi2urN3DmzBkABC/fEXPbm6SwcHr27CmOwGndujUGBgZUrVqVU6dOEbZuK3GPffkYH8/1RSt58CDV6IiLi6P5qsXpfgByiwLR/YWI4jFvuZ+gjqH80C2RSyG7rgVHWxuZvmGBQICRVUVarl+B86zJLPY4iYGJMVZVqjBs1dJ8XxxamhJ1axN7P+uZUfKQfC9EYWbXw4LTxOhKsmzHNoYNHIRl9y70rfL7t2mqUqUKrZs05cW51HZVw1cvQ0Nbi1Obt+P34R27A5+goaFBl6kTeLB9j/g4yc/5i3MXaTWwLzVr1uTclcs0X7OUQoaF0SxSGB8fH2xsvr8HGhoaREZGUqdOHZo3b05l144kR0UT+/AxibGxDHHbioeHB4WKmnBhziL0jI3RdarLkydPFMpme/HiBfHx8T/5VSoIGfulCIVCmjVrxvnz51l76yrXPmavOEtGlpajrU267dLCLdruaGtDw1Jl6F+tJqbVqxHz+i2F9Q0opKVF9erVWbRoEcbGxtmaY14gNDQU07Jl0G/bksiY734/11690xfXVhDRcbJ6t0lGMYSFhlKzXEUaLZyFxwSFo4nyPX5+ftjWrsWC44cwKmaOTtBH5k2ZhlHFcvw16R8APoeFM7ZBc6o5O5JSshiJcfF80NVh2YjhzO36N6vnLSAmJoZeI4ahrqtLmF8AqKrw7tVrzM3NSU5OZsmSJairq7N69Wpev35N8eLFOXr0qNjlAKBWvBhJEREYdGiNeplSJEV+IvrGbb69eI1AU4Nti5fSsWNHmX3XUlJSUFZObS3v4+NDtWqyF7cLQsbyON++fSP6ayR/D+iPbpHC2RpDlqBmZhXLqtcgQkNbC9dj+xC0bMKa65dYt2sHC9auIVQZyllVYuahPTKPyw8YGxtz+fQZPh89BV++1xfwvO8jLr0oz0rNDHmRCqLn927bQQdXlz9KcAEqVapEhyEDWT92IinJyVS1taVNp47ESKRxD6vtxEUPD8pVt+XV5Wt8evmKT9v2sKhTd57eu4+DgwP29vZ8fRecKrgAysri8LCUlBQmTZrEmDFjSE5OplixYgQFBVGzSSP0Wn0vlCNQVUG3SQPUy5QCQKWwAfqtmmE8YiC6TvXoP2sG+sbGlG/TIl1bLCUlJQICUs9tY2NDcPDPq15XYOn+Qo4ePcrihXMZ7Lads/5+MvdpaVU5jfWVmVUriSK+RsmAfiBdKquktXb5vAejBg1h8szptKjvjLW1dabj50W2b99On1EjwKkWKCmJ3S5eYyYAyK2rAN9fH1nCLBkuJvlcyIcPtHJ05vjBzTg4tc2BK8rbpKSkYOPsSGJCIjvddrF60WIwMcJtbvqYXRH37t3j6tWrGBoa8vffqWseLi4uHDx4EBVNTZLiUjMARXoVExODkpISmpqa4schISGYm5szZ84cihUrxuBRI0FJCd26tdCys0FJVTXdee1Ll8Z93hKKmpvx+sr3/npeXl60XjKfzyfOAnDixAlKlChB1apV0xxfYOnmcSpWrMjzwFfUKmwCINPKkrW4oIhfV5bgSidKSI4jKSaif6d9n6QREOcmjdm2bw9XPC5Q19mZUetWKXCVeY9evXqBqgp8DBenVEv/+Egj/fpkhUuHdtPMscIfKbiQaiWO3bSW0laV6NvFFZ+79wh5G4SPj3yjwM7OjrFjx4oFFxDvr9s2tSCQZIcLbW1tseCKHpcpUwZ1dXXmzp3LgwcP2PzvWqhZja9P/AjfvJO6VdMbDXdfvcKgc1ve3/HGursLuo2cEAgE1KtXTyy41Qf0RktLi2rVquHnJ9tYygoFovsL0dPTIyLyEyf/dzjLX2SRYGZlgU1WkoR0qJMk0pYuQPWaNei+fAGdRg3lnkf+y/6B1AXEQlUqw/uP4toJHQxTv7DyrFyRC0Ia6ddHlpvB5+lbjMwq/MxLyHf0LF+VU5u34dKxE8/9A3hzz4eWbVrTwLkuh/ZuZNSoUUydOpV79+7JHePkyZNcvHiR8L3/w8/Pj1evXil07oSEBDZu3Ii3tzfCyzehZjWSkpMJeSTbf6+kqopBT1ce7zlIrM/3hVclLS2aLJ3LvY3bxL5iKyurHy76XiC6vxBTU1OePHnC6vnzib3zQKHiKJJkJLTyhFgkvJLbFPFlShcCr1DDjqd3vbM037xEw17dEYRF4lSsuMwEBmnxXNSjR5Z/GEXvZ6+BA1i5ZjMBoR9+bNL5HIFAwKBBg1IzyCIi6DtkCE/8Axk2dgZ37nsTGf6OZs2bM2PRAs7dupHu+PLly9OgQQMEAgEVK1akaNGiCp1XVVWV4cOHi/usmVa0Qk1Hh+iPoem+I4khoXx7+w4Vw8KgpISWjTXJycm8ffuWxKgozo1NjffV09Nj//79ODo60rNnT3r37s3EiROz1eqoQHR/MVZWVqxes5ZFM2cRGxPz08eXJbyiiAaRC0JUpxbSB/ZDegE67fuEi76+qMtY5c0vHP17IJVr2uN3626G+2XWYkeWZSz9WOdbOBWsrLj3Nec6/OYXihQpQmxsLFPmzcHv0SPKV6qIpqYWIR8/EhGbjJ5ZUWZPnEyz2g506tSJ58+f08HVharVbRnx73Ia/uXCyIkTsLS0xMPDg4SEBE6fPs3IkSNZtkx2CU2BQMDq1aspUqQIAI6JQhKC3hPo7sGj3Qeo+59f9tPRU8QcPknixauE79yHbmMnYr0fkJCQQPHixdMVSXJxceHq1avcvHmT8uXLs2jRItauXZvl16SgtGMu0KZNG7ZtWcepHRsw76J4mTrP+z4KuRUy20deuJRIOGSFQ4X5+qNqnnfLQiqCVgok/tdEUbIDhLj6Vxb7q4nGkLwjcDAyQ8m4LO+Dg/kWl3GX4D8FgUDAqH4DGNVvAJC6GHbv3j28vb2xLl+BncU8ifJ/RvHixWnbti3+/v4AfI6N4W3AMy79N06XdSv52r49Kf8ZK3369FHo/L0bNcNSQ4cPmiqc2HuAKzPnYVC6FCFPA2m9aTXqerqcHzcFoaYmKkUKY1iyBBFvg1BXV5c5Xq1atahVqxbGxsZMmzYty69HgejmAgKBgOkz59O6bRsu9x/OaTn7ScbT/iiiMUR+W1FQv7w4VcmV+c9vgvA7fBynmZN/eB65yTc1FVIkqqxJRihktKApvS2jHyeAYiVLYF3VmtDL1+EPSIrIKgKBAHt7e+ztU1+bKXxP2X3+/DkH/B7w4PJVDq9KtSKf+14nXq8YVYqlZhdaNG/M+bUbKV26tELna9q0qbjn2tdho2k6cwrRH0NwmDCao38PBKDZqzdcmbWA0s6OBBw7hYaGBhERERQuLD+0MyIiguDg4CwXoS9wL+QS1atXx7JCBQ667f6vKLZspF0DkmR1ZV3WQllGY5gIP1EeVe4tXkmf6ZNxHzVB4XPlRZxdOrF/7YZM98soYULRqmLD/xnH7Bkz6Xp8f9Yn+gdjaWnJ1LadObRiDQcPHmTChAmUKleD4jp6tG7dmvXr1/P8zHmZgvv8+XO8vLwyzDbT1dVl1+ARBN24hVGl74ud7qMn4nneg8TYONT1dAG4ezdjV9SYMWMYNGhQlq+xwNLNRcZNm0o/1650cHWRaXXKsnClxTcj0ZRnrcmLQRXdLovqwMYEX2PjurvYNKjPujH5W3ABpnTqyr9jxsvcJsvalXTnyNqeEWXLl0MlEwsoPj6e9+/fU7ZsWYXH/VMQCAR07tyZzp07A6kLWSdOnJC57+7AJxy/f59TA0cQ//kLNVs2w75JQxxNS6KkpETHjmnLaC5fvpwvb4K+J178R40aNQg8dwGhUEhUVBS6uroZzlFZWTlbnVgKLN1cpHV9Z2rWrcu65Ssy3C+jMDFpoc4srTUrfsuXkUYc3LuPrfMWKXxMXmbxv6upaGcLyG6nLi8RQhTtAZlbuCLMVWKJj8s4b3/QyBFYWFjw6VP6TsEFKM7Lx76cHDCcb1+jcHbpRI1KlXHf7sbYaVPo1KnT9xKQpP7QbdiwATM7W8IDZPdvEwgEmQruj1AgurnMlLmz2b1lG2Zf49IkKshDlgBnpwsCfLeSZbUU/yDUo3GbHnQZN/K3qMEbEBDA1n/X0Xv29DTXKSmo0jja2qSptSBNRhEMamqqJCUmys0SPOh+hmNHjmBgYszhw4ezfD1/MvHx8eIkhZiYGJb1H0LF9q1xObKHPnNnsHDyIB5ePoJSQhJdunRJI6BN5k7HoGxpOvbsxpc3Qbky/wL3Qi5Ts3wl7GvX5vI5D/oM+e4fcnAySxPaJYnIFSFvoU2WCGeUzipNiMCA88/9SE5KYsvkGQpfS15m9eaNdOr+F4bm332ykiI536lJmmgEWWQUVy297WhoDAgEMv2Lrsf2cW/CDIxLFKeac/3ftrTmz0YoFNJt8nj2LVyKto42DXv8xbfYOBzq1mXPwsmcjkqNmQ0RGHDxrDtfP39Ol8jw5W0QxlYVEQpTeH/HG5s+PfDZ9mPJDlmlwNLNA4ycOJ71y1ewb8fONF/S+U5NZIpkRqIqiTwrKyPLWHT7rK1biPjY2N+ip9qrL5Hc9rpOnfqOaSIPREg/52BkxnynJsx3apJpAovoDsFE+ClNT7Rv8XEIlASQlJRmf5cje7m9egOaWlqM376R+4+f8PDhw59ynb8zr75E0m3yeE5s38XcFctYevkc985f5NzO3bj07MFnjaJpPtdrN26kZcf2qErVW4gNC0fDQJ9+7Tph2aIJD7bvJiws7JdeS4GlmwdoXd8Zz6tXcen2F2eOHWfuimWU/G911sHIDKwydyGIencB7N+xHQC3JbKDx6WRZdkpKSujoqpKXFwcOjo6WbmcPMenyEieBQRQo06dnzKepLhC+q6/AEdWrUNobsIH/9TuIOHh4dTt+zevLl2lrn011pw5xexbnrw4fxENK6ufMq/flXsvnjFj4ULObNmO/8OrqJdM/ZzruB8nOSkJR9MSQNpwyO5TJ7J62GjqNXDG/eQpdHR0iI6O5uOtu8w6vI+FPrew7d+L52fOZxgWlhMUiG4eoVKlSvjcvceUeXNo36Ax7V1dGDHhH/T09YH01cfge8Ww075PcLS1SeNyED0vOlb6uczcDXFR0QiUBHLbZ+cn3r19S/ESJWUGu2dUE1ceskQ2Jvga0eZteOTjw7qly3n69Cnhdx+Is6LWrVuHWlAwpy56YFG+PADxn78A4OHhkeVr+lMICQnB3iL19Zo0Z5ZYcEF2lTfR3yYlizPn2AE2T5qOqaUFdcaNwPprHPWdnbkblfq6CwQCVDQ0ePbsWWovtl9EgejmIVRUVFg0YxYd/+rK9LH/MKhbT9a57ZCZzCAvq8zR1gZPqXElw52kxVueBW2tqo6qnl6WA7/zIoV0dYmSWMGWRNKHm1lhcmkk/cJapnUZP3EyJ44dY+jIkRw5cDDND5abmxvbNy3BtpwxIaSmYgd7P8C+aeNshR39KWzatImaDg6UtihLj359023PKJJESVmZ/gvnsHLxMi5NncMtbS2m7d9F0VIlxftctarA48ePC0T3T6eGZQWWb1zPnElTGNz9b/afOSneJktspdODF/XoIbZ6ZcWZtrSqzIQMKiUt6tGDkxu3YGL9e9z2mpqZkZySzNULF6nfqGG67dIWk3RqsDzhFflyExISaDFkMk8ePmLBmaMMsKmdbl8VFRWiNYw4Eh4HpKYHf3zwiEZNG/+MS/wt8fb2ZtXq1WzY40b1mjVk7iN6r+QtgNYzKYbSxH/42r8vqurqNCptKd52PSyYuIhPbAz0pUuOXUV6CkQ3j1LJtBhb1q7DyNiY+Li4NB8uAP7TQ1nlGUX/Z2TVSrf1EdXdNbOuxmnfJ3wJi8AunxYtl6aCiRmzFi9i5YKFMkUXZN+iysNE+EnsYniboEWj1q4IU5JxmjlZpuBCagbiwYvniauSalHVNy/OiUe+LDt5JjuX9NsiFArx9fXl8ePHjJ84kakL5skVXBHSC6Ey71bklOQs3cCR64tXMtG8GAv/7v+zLiNDCkQ3D6OtrU2ZUsWJfHoPs2r1ZFpcsmoGSC4oyNs/o4W5uE+fuXL0ON43fp8W7X937MzE4SN59+YtxUqWSLMtq4VuJH26z6+fRxgRyZzjB+ljVV3m/snJyfj7+1O/Xi3iSH0PPHbvw9qxLgYG6f3DfyLXr1/nxIXzuJ84yYf3wVSuVpVpC+bRuGWLLI+VlZKp5du0wKBMKRb1GoD3xw+/pL1SQchYHseibClevHiT7vnTvk/ELgJZtRuuhwXLtYJlIdk9+OWFKyhblsHqN1pVV1NTo3XHDrht2ZpuW2Zf0oxE2bxQGLGRn+hcopzcfRYvXkx0fBzVnB2/Z7YdO0Xd9q0VnP3vSVJSEssvnaVWy2Z069GDZ37+DBkzmqsPvNl6YF+2BFdRRO95S6vKGFeuROmG9Xl/15vdgU949SWS2M8vcuzcBZZuHsfQuBjR0dEyt4kiFrD6HtyfWXUsWWIs6Q+O+/SZq24HULX6/TofzJs+g6rVquHSsztlLC0zP0ABipsZoq6mwt69exk4cKDMfTZt2sTiDeuwMymWWkD9TRBh796x4BfdzuZVRDG0zfv0ZMf27XJLKeYUkgvUb22qcmPpah42bwb1U+8qFathlnUKLN08TkpKCgKl9G+TPKtV8nnJ9F551pyjrQ0pycm8vnKNG8vWcGnqHKysqxBxTF7ByfyLubk5Ds5OPLiXvgNGRq+RPEyEn9A2q0fJEuZp+ndJk/QtivKGauLz3HE/R7cuLqio/Lk2T0JCAgBjp05m7fIVv1xwpfmrY3uUVVXYu2BpquDq5Vzs7p/7rucTUlJS5IZtKZLSKxnIL/JFet73IfjRA0yrVCXw3AXCrt6gRBFDpvXsTZkyZbC1tUVZWfnnXEAeQ0VZOcMWK9K+cFkdgiUrsYUIDAj/HJ1hPHPNWjW5cO8Z7S1S7yjuunuwaUX+bPL5s5i/cjl16jsydNzY3J4KAHqGhoxev5q985cQHxcHOdjvvEB08zhCoRAlJaU0K+aQ3g9pIvwkc/FMViD/fwOjesWLV6Hh7Fi6nObNm/+2QiuJiZkpH95nvHCWUYiY6PUNERjgffsO/y5ZilAopEGDBnLHMzIpwZtXr0lKSmLZ9q1EffqMs7Nz9i/iN+DGVU/adu6U29NI855aO9bF6+hJxk6dwl8Tx9HdIms98hSlwL2QD8ioKLN0zn9GiD5ci3r0wM6sBDEhYbx78IhWrVr9EYILUMemOgG+vnK3y1s0kyzpeD0smH+XLGV47z40adWSM9evZZhKOnjwYM4eOUqt8pW4sHs/febM+GNeb1kIhUI8zpzl2qXLuTYH6bsZByMz6hqb03XCGC7v/1+OnrvA0s3jaGlpERebttdWRgH78pAWk29PAti2ZFmGvsjfkTp16jBu/D9ytyvSYh3g2qUr9O/bj8kjR2d6Tmtra3x9ffH396dKlSq/RZbfj+DpmZoz+T4od0orykL0PqekpKCaw/7lAks3j1OkSBEiP30G0hdagQzcB2Qc6lTEtCivXr368QnmM0qVKkVcbBzvg94ptL+8OrrfvsVTt25dhc+rqqqKtbX1Hy+4kPojBLDzSM5alBkhr+3SHXcPjFQ8M9oAABVESURBVGyr5phrAQpEN88TGRaUzhrNSl1Xyeclt6mqq2W4oPS7oqSkhOvfPVky6R+MUyJl7pNZsoTap9c8D3j6x/tls4u+vj5qamrEx2fcWSM3ePzmDSHRUTl6jgLRzeM88Q3ArJItIQIDuVat5DbRgpq0yIp+0R2MzAh585Y7Z89Tv379X3INeY3Vi5fwPPAll65cl7uPvLbslVW16NxzJO26dE5Xq7UAxYj78pKq1hXxe/Q4t6eS5nty4oEPb69dx75ZztbDKBDdPI5dDQeePHig8P6yhFm6rsCZrTsp1rA+S4Ke/ZQ55jfU1dXpOWQYKzfuk7uPrFY8DkZmjBs0lNKWFsxetiSnp/nboqVfFoGaNklSBd5zC1HC0NmVaylkbsal6fNy9HwFopvHKVKkCFFRP367c9r3Cad9nxDz9Su3z7gzYNgQ9rV1/QkzzJ+M7DeARz4+PPXzT7dNVtUxgCP79vP65QtmLFqIRWGjXzfZ35CgN68p/wvLKWZGXGQk3x48wX5w3xz3uxeIbh6nbNmyPPX1y9ax0gtvyYlJbBg7iTptWjGiruxqW38KmpqaDBg+jLVL5XfXkBTfVXvcmD11Gmu2b6OcocmvmuZvi66ePp8iZfvUJYmNieFjcDCH9+5j6N+9cbaxo3oZS8YOHMyta14/ZS4nHz3izr+bsGzemKN/D8r8gB+kQHTzOK1bt+bOjZvExcbK3SejtuAmwk90MNSkpVVlVLwfkpiQwKkt23NquvkKI51ChIdm3B+rjqEpVw8dZfv02Yzbso7mdRSPWChANuvvXOPD+/eYl5DdZVooFHLp3HlG9OmHbWkLWtatz4Wz7nRp155zZ8/y+NEjKpQpy1+t27Js7jzxMQ+906d3Z8T1sGDOBDzm1op/SUlOxmfPgR++NkUoiNPN42hrayMUCLj+8R2ahdL3KpMXVxoXHUO3Uobi5+0KFWbeybOMnjwRNTW1nJ10PkFDQ4MkTXXxAmNCQgIBvr7ERsegqa3FjaueXDp3nsDg9zjMnMS0di65PeV8z5cvX9g8aTqNWzTH4L+EkrjYWN6+fsPdkHdo6uhw95wHtw+f4O+B/Zm/agVVipVMN878+fOpUKECEyZNpP/w4fR1ccX71m1efApXyD1wPSyYrxGRzO7SA31rK56cOffLvhcFopvHSUlJITHhGypqanJr5EoLb0pyMgNsanGoRXP6dWuDVaXybD5wDkNjI/p37farpp7nKVq0KPc8LnL9+EnOPHnKpXPn0NbRQd/AgM+fPqGto8OMKVNp27btH12c5mcydu1KfC5dYa3fYy6+CeTingNc2rUHnUKF+CYUkhAfT9lSpbl04QJlypTJcKwGDRrwMfgDtStaERcbS7nqNgoLbszXr8zv0ReHtq04snrdz7o8hSj4JOVxQkJC0Nc3QFU97a+wrHhckSArKSvj0LYVHsdPccXjAgYGBpQoUYK9e/cWBOdL0K5dO9zc3Fi0aBHt2rVj2sVLv7RX1p/I6lH/EHDXm+Z16gFgWcOO1Vu34NKiVZbH0tLSomTp0rz5L8knKTFRoePiY2OZ0WcQupZlfrngQoHo5nm23vHC2MREphtBVliTSHjddu5k1viJCOO/sWPHjgKxlUP37t3p3r17bk/jj0FLS4trR44THByMUCikWLFi2R6rcOHCXLp/l8N79zF+6HCCX7zEK/Q9dY3NxftIf0+Sk5NZM2IsGvp6+B479UPXkl0KFtLyOE/v3SdRVTld+JIsRB8w0T5D/xnL6TNnCAgI+CVzLaAARRAIBJibm/+Q4EqO1anbX3z48AElpbRFhKQTXK6HBbN17TrUE5J57nEp15JbCizdPE7Ehw8IU9JWGcvItSD5y/45MhIEgkx9YwUUkF8RFRs/cP0UZmam1BXGYiL8xLWAEA6vWEmrqf/w4eVrtu2bha+fH7FB7/G5ey9XswkLRDeP49CmFbdPu1NdJ/PCNq99/bh77gLH1NVJ+RDK1fPnmTppZK5X5S+ggJzGpoY9Nvb2VLNrRMUKlty+m9rpOkUo5KbnNUwbO1GxQxuKWJbFwsIiV+da4F7I40xp04nCpkXZcuIYIDsmV2TZhrx5y4n1m0mIj8e+Tm1uXTvJ6H9m/uopF1DAL6ecoQkH3XYTGhbOuPGTeffuHZv27sakaFGe+vvz0G0/V2Yu4HC3frk91QJLNz+QkpyMtp6u3ASIpKQkTCKjcGnQhC2a0zm4Ys0fVye3gAIgteuzlpYWiYmJNHWoRx3raujr6//080RERLBkyRJiYmKyfGyB6OYDqlashHbYZ7nbTx0+wpiBg9HRLYSxiQmJiYkFolvAH8mFCxfo2KULAoGAuP+6aIeFhWFoaJjJkYpz//59mrRuRUTwB4AsRwYVuBfyATVtbJk4fASHV/4rfk7S6rWrVQsd3UIgFHLqxAkKFSqUG9MsoIBcZ8OpY9Tv3J7F505Qu15dxo4d+9MENzk5ma4Tx+HcpDE2DVLLopqWLpXlcQpENx8gCtg/tnYjid8S0m0vVrIEg0aNJDoqmqdPn/7q6RVQQJ7h4elzmKhqMNyhARUtyzF//vwfHjMlJYVR61ZRtkplbp06Q3U7O+6eu8Cw1UsZ1Kt3lscrEN18QKNGjTA2NgYg/P17mfsEPPFl1tLFdOqU+x1WCyggtyhdujQ3r1xl4sSJrF+//ofqKYSGhtJu6EBMS5fi0LJVaKuo8vVjKFFfv/LCP4A1w7PXPr5AdPMBWlpaFC9eHOMSxWV2Bn77+jUPve+jFPctF2ZXQAF5Bw8PD549e8aCBQuyLbgJCQnMmzePChUrEvP1K9NmzURZTRWLCuU5cvgw506dpkiRItmeY8FCWj6hVPlyVGnTArOyZdIlRwzu/je16tWldevWuTS7Agr4PQgPD6d69er/b+/+g6uqzzyOv5+EgCEhgqKUgoK/tl0WGQQEFWq2gvyw/FitLLhLpdN1pW46y7LbdfyF3anboUidFqnuzg7LqICtwIK1bEWtNItFoaKAEGjHEIUKVFDE3BgSQvLsH+fEhHADhCTfm5t8XjN3uPece859zsPlw7nn3vM9XP7lL7HypV+xY9t2HvzuvzJp1l0s/fcftsjp9E0N3U93796ddfTo0Vb5GYY0bvNvNzKyUye+xKln0pgZ53fvziWXJB+fVETOTlFREfv27aNL12xm3jaV3n37sHj5MqaOm3DKc6urq3nttdcqgNKmvEZTDy9sSCQSS8eNG1feFq/k2Z4tmD+flcuWs2PrqddLe2r1Sv508CB9+/Zh165zu8qEiEB+fj6VlZU89ugCXnj+ed58/Y2kgevuFBQUVG7evPkdd/9pklU1ypIdIzztAmYZeXl5q0eMGDF27dq12RoQO4ySkhJG3fgVNhYlv4Lq7p1FzJwyhVfXFzJo0KDA1UkIiUSCI0eO0K/fqYN6S1gPPPBA1aJFi94vKyu71t0/bcqyTf4izd1rSktLp27atGnj7bfffqytXNGzvevduzeVFZW8X1KSdP6SJ/+De2bNVOC2U+Xl5eTl5dG/f38efvjhVJfToT3yyCMnFi1adKCsrGxkUwMXzvHXC+5elUgkJhYWFm6ZNm3asaqzHDxYzl12djbfKSjgiQXRhRR7+SefX3iypLiYDa+u5+bxt6WyRGlFhw8fJjc3l1GjRjFtmi4blCrz5s07MX/+/ENlZWXXu/vpL7DXiCYfXjhpYbPsvLy8X40cOXLEmjVrsjWaVev65JNPGHHD9XzrH+5h2p3f+Hz6c88sY9Xy5WzZtDnpcsXFxaxatYo9e/YwZ84cBgwYEKpkkXbB3Zk7d+6JhQsXHigrK7vB3ZP/YP5sV9acG9A5Ly/vxfz8/M8SiYRL63ruuef8LwYN8td37fCSox97ydGPfef+fQ746NGjvaam5pRlgM9vN46+KQVVi6Sv6upqnz17dmVubm4xcLE3MzObtadby8w6devW7Zl+/fpNWb9+fdeLLrqo2euU5Nyd7z+2gH+79z6GDL+WJ55awl3T/4Zd7+wgMzOTrVu3MnDgwJOWWbFiBVt27SS3WzdmzbiTXr16pah6kfRy/PhxZsyYUbFu3bo/JBKJm9z9SHPX2SKhC2BmlpOTM79Hjx4FhYWFXa+44ooWWa+cqqamhiuvvJL34gvyAYyfNIn8m8fw+KOP8uSinzJ58mQyMnTCoci5Ki0tZeLEieXbt2/fWFpaOsXdj7XEelvsX6W7e1lZ2b2HDh26d+jQocc2btzYUquWBjIyMigpKaGwsJCsztHJEhf0vJAhw4fx/R8t4NZbbyUzM5PZs2enuFKR9LR3716GDBlSvm3bthWlpaW3tFTgQiuMvVBZWflEIpG4bezYsZ8tXbq0ZXajJan8/HwqKyp55ZVX8IpKvvn1qcybW/dzotzc3BRWJ5KeNm/ezODBg4/t37//4UQi8S13b9HfxbbY4YVTVmw2MCcn59VZs2b1eOihh7IyMzPPvJA0S3V1NUVFRXTv3p1LL7001eWIpJ3Vq1d7QUFBeUVFxR3V1dW/bI3XaLXQBTCznhdeeOGzR44cGZOVlXXqQLAiIm1Ily5dDiQSiUnuXtRar9GqoSsiIifT19siIgEpdEVEAlLoiogEpNAVEQlIoSsiEpBCV0QkIIWuiEhACl0RkYAUuiIiASl0RUQCUuiKiASk0BURCUihKyISkEJXRCQgha6ISEAKXRGRgBS6IiIBKXRFRAJS6IqIBKTQFREJSKErIhKQQldEJCCFrohIQApdEZGAFLoiIgEpdEVEAlLoiogEpNAVEQlIoSsiEpBCV0QkIIWuiEhAnU43s98FGV5RFaqU5HKyT1tiMOfl5Ka6BDrnnJ/qEgDIyEp9L6rITHUJAHx2IsX/QICjx46lugQAysrLU10CVW2kFxwtfcndxyebddpEq6iC6cM6t05RZ2nEn/dM6evXGnD9yFSXQJ+hE1JdAgA5X/xKqkvgQ+uR6hIA2Hj4QKpL4H+Ldqa6BAA2vL011SVw4J1tqS4h8vzLjQaXDi+IiASk0BURCUihKyISkEJXRCQgha6ISEAKXRGRgBS6IiIBKXRFRAJS6IqIBKTQFREJSKErIhKQQldEJCCFrohIQApdEZGAFLoiIgGZuzc+02wd0BYGtO0JfJTqItoI9aKOelFHvajTFnrxUWODmJ82dNsKM9vi7sNSXUdboF7UUS/qqBd12novdHhBRCQgha6ISEDpErr/leoC2hD1oo56UUe9qNOme5EWx3RFRNqLdNnTFRFpFxS6IiIBtanQNbPBZrbJzLaZ2RYzG15v3v1mVmxmfzCzcfWmDzWzHfG8x83MUlN96zCz75qZm1nPetM6ZC9qmdn4eNuLzey+VNcTgpllmtlWM1sbP77AzF4xs3fjP3vUe27S90d7YWZzzKzIzHaa2c/M7Ly06oe7t5kb8DIwIb5/C1AY3x8AbAe6AJcBe4DMeN7vgOsBA16sXb493IBLgJeAvUDPjtyLej3JjLf5cqBz3IsBqa4rwHb/M/AssDZ+/ChwX3z/PmD+md4f7eEG9AHeA7LjxyuAb6ZTP9rUni7gQF58/3zgQHx/CvBzd6909/eAYmC4mfUG8tz9DY86/AzwV6GLbkU/Bu4l6kutjtqLWsOBYncvcffjwM+JetJumVlf4GvA4nqTpwBPx/efpu7vOun7I1StgXQCss2sE9CVKCfSph9tLXT/CVhgZn8EfgTcH0/vA/yx3vM+iKf1ie83nJ72zGwysN/dtzeY1eF60UBj29+e/YToP9+aetN6uftBgPjPi+Pp7bo/7r6fKBv2AQeBT939ZdKoH51Cv6CZ/Rr4QpJZDwKjgTnu/j9m9tfAfwNjiD4uN+SnmZ4WztCLB4CxyRZLMi3te9EEHWU7ATCzicAhd3/LzP7ybBZJMq3d9Cc+VjuF6FDBUWClmc043SJJpqW0H8FD193HNDbPzJ4BZscPV1L3ceoDouObtfoSfaT4IL7fcHpaaKwXZnY10Ztqe/xdWF/g7fiLxXbZiyZobPvbq5HAZDO7BTgPyDOzZcCHZtbb3Q/Gh5YOxc9v7/0ZA7zn7ocBzGw1cANp1I+2dnjhAJAf378JeDe+/wIw3cy6mNllwFXA7+KPEQkzuy7+pv5O4Behi25p7r7D3S929/7u3p/ojTPE3f9EB+tFEm8CV5nZZWbWGZhO1JN2yd3vd/e+8ftgOrDe3WcQbfPM+Gkzqfu7Tvr+CFx2a9oHXGdmXeP3+WhgN2nUj+B7umfw98DC+AB5BXA3gLsXmdkKYBdwAihw9+p4mXuAp4Bsom/sXwxddEgdvRfufsLMvkP0q45MYIm7F6W4rFT4IbDCzP6OKIimwhnfH2nP3Teb2SrgbaLt20p02m8uadIPnQYsIhJQWzu8ICLSril0RUQCUuiKiASk0BURCUihKyISkEJXUi4eSe338ahR283sznrz7jCzB5uwruXxaFI7zWyJmWXVm5dlZm+1dP0iTaHQlZQys28DNwPD3X0gcCMnn7o5HljXhFUuB74MXE30e+W76s0bBbzerIJFmkm/05VgzGwu8LdEA5B8BLwF/CPwVXffk+T5BmwDBgPfIzo1ujfwZ0RDHV4HTAD2A5PcvarB8nOIhsR8MH48H/g/ouEvP3L3hfH0HwAfuvvjLb3NIg1pT1eCMLNhwNeBa4DbgGFEe6LdkgVu7Bpgu9ftGVxBNMThFGAZ8Bt3vxo4Fk+v/3pZwDc4eS/5q0Ah0UBKM+PnZRCdXru8eVsocnba2mnA0n6NAn7h7scAzOyXRIcRTvdRazwnn8r8ortXmdkOolOAawN1B9C/wbJPAhvc/bX49b4IHHH3cuB9M/vYzK4BegFb3f3jZm2dyFlS6EooyYbYKwc+M7PL3b0kyfyxRHvHtSoB3L3GzKrq7QHXUO+9bGbfAy4CZtVbdgLReA21FhNdceALwJKmbYrIudPhBQnlt8Ck+HpWudQdDpgHPGFmeQBmlmdmd5vZ+UCnpu6BmtldwDjgDnevP+h3w73mNfG0azk5jEValfZ0JQh3f9PMXiC6XtVeYAvwKdEeZy7wpplVAVXAY0S/aPj1ObzUf8brfyMei3g18APgKnf/fb16jpvZb4CjqR51SjoW/XpBgjGzXHcvM7OuwAbgbnd/u5HnLgYWu/umFnjdUcAMd/92vWkZRMMDTnX3dxtdWKSFKXQlGDN7lujqrOcBT7v7vBTVMQBYC6xx939JRQ3ScSl0RUQC0hdpIiIBKXRFRAJS6IqIBKTQFREJSKErIhLQ/wMENYvTCDds9wAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Now make a difference map\n", "norm = colors.Normalize(vmin=-1000., vmax=1000.)\n", "norm(xdiff.mean())\n", "levels = np.linspace(-1e3, 1e3, 11)\n", "\n", "ax = plt.axes(projection=ccrs.Robinson())\n", "ax.set_global()\n", "ax.coastlines()\n", "ax.set_extent([-155, 60, -25, 60]) # I really don't understand how this works??\n", "\n", "cs = ax.contourf(lon, lat, xdiff, levels=levels, norm=norm, cmap='BrBG',\n", " transform=ccrs.PlateCarree());\n", "\n", "# add colorbar.\n", "cbar = plt.colorbar(cs, orientation='horizontal')\n", "cbar.set_label('gC/m2/y')\n", "\n", "ax.set_title(var + \" change\")\n", "plt.show();" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python (conda-ctsm-py)", "language": "python", "name": "ctsm-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }