{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import xarray as xr\n", "import pandas as pd\n", "from salishsea_tools import viz_tools, places, visualisations\n", "from matplotlib import pyplot as plt, dates\n", "from datetime import datetime, timedelta\n", "from calendar import month_name\n", "from scipy.io import loadmat\n", "from tqdm.notebook import tqdm\n", "from salishsea_tools import nc_tools\n", "from dask.diagnostics import ProgressBar\n", "import cmocean\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "plt.rcParams.update({'font.size': 12, 'axes.titlesize': 'medium'})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Import monthly files for Diatoms" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "\n", "#years, months, data\n", "monthly_array_diatoms_depthint_slice = np.zeros([14,12,50,50])\n", "# Load monthly averages\n", "mask = xr.open_dataset('/data/eolson/results/MEOPAR/NEMO-forcing-new/grid/mesh_mask201702.nc')\n", "slc = {'y': slice(450,500), 'x': slice(250,300)}\n", "e3t, tmask = [mask[var].isel(z=slice(None, 27),**slc).values for var in ('e3t_0', 'tmask')]\n", "years, variables = range(2007, 2021), ['diatoms']\n", "# Temporary list dict\n", "data = {}\n", "# Permanent aggregate dict\n", "aggregates = {var: {} for var in variables}\n", "monthlydat = {var: {} for var in variables}\n", "\n", "# Loop through years\n", "for year in [2007,2008,2009,2010,2011,2012,2016,2017,2018,2019,2020]:\n", " # Initialize lists\n", " for var in variables: data[var] = []\n", " # Load monthly averages\n", " for month in range(1, 13):\n", " datestr = f'{year}{month:02d}'\n", " prefix = f'/data/sallen/results/MEOPAR/v201905r/SalishSea_1m_{datestr}_{datestr}'\n", " \n", " # Load grazing variables\n", " with xr.open_dataset(prefix + '_ptrc_T.nc') as ds:\n", " q = np.ma.masked_where(tmask == 0, ds[var].isel(deptht=slice(None, 27), **slc).values * e3t).sum(axis=1).data\n", " q2 = q[0,:,:]\n", " monthly_array_diatoms_depthint_slice[year-2007,month-1,:,:] = q2 #year2015 is index 0 along 1st dimension\n", " for var in ['diatoms']:\n", " data[var].append(np.ma.masked_where(tmask == 0, ds[var].isel(deptht=slice(None, 27), **slc).values * e3t).sum(axis=1).data)\n", " \n", " # Concatenate months\n", " for var in variables: aggregates[var][year] = np.concatenate(data[var]).mean(axis=0)\n", "\n", "# Loop through years for wrap files\n", "for year in [2013,2014,2015]:\n", " # Initialize lists\n", " for var in variables: data[var] = []\n", " # Load monthly averages\n", " for month in range(1, 13):\n", " datestr = f'{year}{month:02d}'\n", " prefix = f'/data/sallen/results/MEOPAR/v201905r_wrap/SalishSea_1m_{datestr}_{datestr}'\n", " \n", " # Load grazing variables\n", " with xr.open_dataset(prefix + '_ptrc_T.nc') as ds:\n", " q = np.ma.masked_where(tmask == 0, ds[var].isel(deptht=slice(None, 27), **slc).values * e3t).sum(axis=1).data\n", " q2 = q[0,:,:]\n", " monthly_array_diatoms_depthint_slice[year-2007,month-1,:,:] = q2 #year2015 is index 0 along 1st dimension\n", " for var in ['diatoms']:\n", " data[var].append(np.ma.masked_where(tmask == 0, ds[var].isel(deptht=slice(None, 27), **slc).values * e3t).sum(axis=1).data)\n", " \n", " # Concatenate months\n", " for var in variables: aggregates[var][year] = np.concatenate(data[var]).mean(axis=0)\n", " \n", "# # Calculate 5 year mean and anomalies\n", "# for var in variables:\n", "# aggregates[var][‘mean’] = np.concatenate([aggregates[var][year][None, ...] for year in years]).mean(axis=0)\n", "# for year in years: aggregates[var][year] = aggregates[var][year] - aggregates[var][‘mean’]\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(14, 12)\n" ] } ], "source": [ "monthly_array_diatoms_depthint_slice[monthly_array_diatoms_depthint_slice == 0 ] = np.nan\n", "monthly_array_diatoms_depthint_slicemean = \\\n", "np.nanmean(np.nanmean(monthly_array_diatoms_depthint_slice, axis = 2),axis = 2)\n", "print(np.shape(monthly_array_diatoms_depthint_slicemean))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Import monthly files for nanoflagellates" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "\n", "#years, months, data\n", "monthly_array_flagellates_depthint_slice = np.zeros([14,12,50,50])\n", "# Load monthly averages\n", "mask = xr.open_dataset('/data/eolson/results/MEOPAR/NEMO-forcing-new/grid/mesh_mask201702.nc')\n", "slc = {'y': slice(450,500), 'x': slice(250,300)}\n", "e3t, tmask = [mask[var].isel(z=slice(None, 27),**slc).values for var in ('e3t_0', 'tmask')]\n", "years, variables = range(2007, 2021), ['flagellates']\n", "# Temporary list dict\n", "data = {}\n", "# Permanent aggregate dict\n", "aggregates = {var: {} for var in variables}\n", "monthlydat = {var: {} for var in variables}\n", "\n", "# Loop through years\n", "for year in [2007,2008,2009,2010,2011,2012,2016,2017,2018,2019,2020]:\n", " # Initialize lists\n", " for var in variables: data[var] = []\n", " # Load monthly averages\n", " for month in range(1, 13):\n", " datestr = f'{year}{month:02d}'\n", " prefix = f'/data/sallen/results/MEOPAR/v201905r/SalishSea_1m_{datestr}_{datestr}'\n", " # Load grazing variables\n", " with xr.open_dataset(prefix + '_ptrc_T.nc') as ds:\n", " q = np.ma.masked_where(tmask == 0, ds[var].isel(deptht=slice(None, 27), **slc).values * e3t).sum(axis=1).data\n", " q2 = q[0,:,:]\n", " monthly_array_flagellates_depthint_slice[year-2007,month-1,:,:] = q2 #year2015 is index 0 along 1st dimension\n", " for var in ['flagellates']:\n", " data[var].append(np.ma.masked_where(tmask == 0, ds[var].isel(deptht=slice(None, 27), **slc).values * e3t).sum(axis=1).data)\n", " # Concatenate months\n", " for var in variables: aggregates[var][year] = np.concatenate(data[var]).mean(axis=0)\n", "\n", "# Loop through years for wrap files\n", "for year in [2013,2014,2015]:\n", " # Initialize lists\n", " for var in variables: data[var] = []\n", " # Load monthly averages\n", " for month in range(1, 13):\n", " datestr = f'{year}{month:02d}'\n", " prefix = f'/data/sallen/results/MEOPAR/v201905r_wrap/SalishSea_1m_{datestr}_{datestr}'\n", " # Load grazing variables\n", " with xr.open_dataset(prefix + '_ptrc_T.nc') as ds:\n", " q = np.ma.masked_where(tmask == 0, ds[var].isel(deptht=slice(None, 27), **slc).values * e3t).sum(axis=1).data\n", " q2 = q[0,:,:]\n", " monthly_array_flagellates_depthint_slice[year-2007,month-1,:,:] = q2 #year2015 is index 0 along 1st dimension\n", " for var in ['flagellates']:\n", " data[var].append(np.ma.masked_where(tmask == 0, ds[var].isel(deptht=slice(None, 27), **slc).values * e3t).sum(axis=1).data)\n", " # Concatenate months\n", " for var in variables: aggregates[var][year] = np.concatenate(data[var]).mean(axis=0) \n", " \n", " \n", "# # Calculate 5 year mean and anomalies\n", "# for var in variables:\n", "# aggregates[var][‘mean’] = np.concatenate([aggregates[var][year][None, ...] for year in years]).mean(axis=0)\n", "# for year in years: aggregates[var][year] = aggregates[var][year] - aggregates[var][‘mean’]\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(14, 12)\n" ] } ], "source": [ "monthly_array_flagellates_depthint_slice[monthly_array_flagellates_depthint_slice == 0 ] = np.nan\n", "monthly_array_flagellates_depthint_slicemean = \\\n", "np.nanmean(np.nanmean(monthly_array_flagellates_depthint_slice, axis = 2),axis = 2)\n", "print(np.shape(monthly_array_flagellates_depthint_slicemean))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Select 4 warmest and 4 coldest years; leave NPGO \"neutral\" years out" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### For diatoms:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "#2008, 2010, 2011, 2012\n", "NPGO_C_D=(((+monthly_array_diatoms_depthint_slicemean[1,:]+\\\n", " monthly_array_diatoms_depthint_slicemean[3,:]+\\\n", " monthly_array_diatoms_depthint_slicemean[4,:]+monthly_array_diatoms_depthint_slicemean[5,:])/4))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "#2015, 2018, 2019, 2020\n", "NPGO_W_D=(((monthly_array_diatoms_depthint_slicemean[8,:]+\\\n", " monthly_array_diatoms_depthint_slicemean[11,:]+monthly_array_diatoms_depthint_slicemean[12,:]+\\\n", " monthly_array_diatoms_depthint_slicemean[13,:])/4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### For nanoflagellates:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "#2008, 2010, 2011, 2012\n", "NPGO_C_F=(((+monthly_array_flagellates_depthint_slicemean[1,:]+\\\n", " monthly_array_flagellates_depthint_slicemean[3,:]+\\\n", " monthly_array_flagellates_depthint_slicemean[4,:]+monthly_array_flagellates_depthint_slicemean[5,:])/4))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "#2015, 2018, 2019, 2020\n", "NPGO_W_F=(((monthly_array_flagellates_depthint_slicemean[8,:]+\\\n", " monthly_array_flagellates_depthint_slicemean[11,:]+monthly_array_flagellates_depthint_slicemean[12,:]+\\\n", " monthly_array_flagellates_depthint_slicemean[13,:])/4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot phytoplankton biomass for cold and warm years" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.25, 35, '(a)')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Cold Years\n", "\n", "fig, ax = plt.subplots(figsize=(15, 3))\n", "bbox = {'boxstyle': 'round', 'facecolor': 'w', 'alpha': 0.9}\n", "cmap = plt.get_cmap('tab10')\n", "palette = [cmap(0), cmap(0.2), 'k', cmap(0.1), cmap(0.3)]\n", "xticks=['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov',\"Dec\"]\n", "\n", "ax.plot(xticks, NPGO_C_F,color='dimgrey') #wheat\n", "ax.fill_between(xticks,NPGO_C_F,color='dimgrey',alpha=.2,label='Nanoflagellates') #wheat\n", "ax.plot(xticks, NPGO_C_D,color='black') #lightgreen\n", "ax.fill_between(xticks,NPGO_C_D,color='black',hatch='//',alpha=.3,label='Diatoms') #lightgreen\n", "ax.set_title('Cold Years',fontsize=18)\n", "ax.legend(frameon=False,loc=1,fontsize=14)\n", "ax.set_ylim(0,40)\n", "ax.set_xlim(0,11)\n", "ax.set_ylabel('Biomass (mmol N m$^{-2}$)',fontsize=14)\n", "ax.xaxis.set_tick_params(labelsize=14)\n", "ax.yaxis.set_tick_params(labelsize=14)\n", "ax.text(.25, 35, \"(a)\", color='k',fontsize=14)\n", "\n", "#plt.savefig('Fig4a_phytocoldyears.png', bbox_inches='tight',dpi=1000,transparent=False)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.25, 35, '(b)')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Warm Years\n", "\n", "fig, ax = plt.subplots(figsize=(15, 3))\n", "bbox = {'boxstyle': 'round', 'facecolor': 'w', 'alpha': 0.9}\n", "cmap = plt.get_cmap('tab10')\n", "palette = [cmap(0), cmap(0.2), 'k', cmap(0.1), cmap(0.3)]\n", "xticks=['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov',\"Dec\"]\n", "\n", "\n", "ax.plot(xticks, NPGO_W_F,color='dimgrey')\n", "ax.fill_between(xticks,NPGO_W_F,color='dimgrey',alpha=.2)\n", "ax.plot(xticks, NPGO_W_D,color='black')\n", "ax.fill_between(xticks,NPGO_W_D,color='black',hatch='//',alpha=.3)\n", "ax.set_title('Warm Years',fontsize=18)\n", "ax.set_ylim(0,40)\n", "ax.set_xlim(0,11)\n", "ax.set_ylabel('Biomass (mmol N m$^{-2}$)',fontsize=14)\n", "ax.xaxis.set_tick_params(labelsize=14)\n", "ax.yaxis.set_tick_params(labelsize=14)\n", "\n", "ax.text(.25, 35, \"(b)\", color='k',fontsize=14)\n", "\n", "#plt.savefig('Fig4b_phytowarmyears.png', bbox_inches='tight',dpi=1000,transparent=False)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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FkZ2dzciRI6lXrx4zZsx46LmhoaEA+Pj4FHo87/XQ0NAiz8nIyCAjI0P7e41GQ1xcHJUrV0alUpWkBCGEEEIIIYQQOlIUhbt37+Lh4YFaXTpjvAYRkhctWkRwcDB///03ZmZmDz03MTERAAcHh0KP29vb5zuvMIsXL2b+/Pkl7K0QQgghhBBCCH2KjIykatWqpdJWuQ/JwcHBvPfee7z55ps0a9asVNqcOXMmU6dO1f4+MTGR6tWrExkZqQ3ZQgghhBBCCCGerKSkJKpVq4adnV2ptVnuQ/KIESOoVasW8+bNK9b5eSPIRY0U5+2TXNRIM4CFhQUWFhYFXre3t5eQLIQQQgghhBClrDQfey33ITk4OBjIXXSrMG3btgXgp59+ok+fPvmeOS7Mo55ZFkIIIYQQQghRcZX7kDxmzJhCXz9w4AChoaH06tULZ2dnvL29gdzw6+HhweHDh0lJScm3wnV6ejoHDhzAw8OD2rVrl0b3hRBCCCGEEEIYkHIfkr/++utCXx85ciShoaHMnDmTNm3aaF9XqVSMHTuWBQsWsGDBApYuXao9tnjxYuLj43n99ddllWohhBBCCCGEEAWU+5BcEgEBAfzyyy8sW7aMU6dO0bx5c4KDg/n9999p0qQJAQEBZd1FIYQQQgghhBDlUOlsNFXKbGxs2L9/P1OmTOHixYt88MEHnD17lilTprB///58U7CFEEIIIYQQQog8KkVRlLLuRHmXlJSEg4MDiYmJsrq1EEIIIYQQQpSSsshiRjmSLIQQQgghhBBClISEZCGEEEIIIYQQ4j8SkoUQQgghhBBCiP9ISBZCCCGEEEIIIf4jIVkIIYQQQgghhPiPhGQhhBBCCCGEEOI/EpKFEEIIIYQQQoj/SEgWQgghhBBCCCH+IyFZCCGEEEIIIYT4j15C8p9//snbb7+Nv78/Pj4+ODo64unpSZMmTRg2bBhff/01MTEx+mjKKGk0Gho3bswLL7xQ4mt07tyZ1q1boyiKHnsmhBBCCCEAsrOzyczMLJe/srOzy/rLU+5cunSJ3r174+rqikqlwtvbG4CRI0eiUqmIiIgo0/49ire3t7bPedauXYtKpWLt2rVl0qeKxLSkb0xOTuaTTz5h1apVXLt2TRvOLC0tcXJyIi0tjbNnz3L69Gk2bNiAqakpvXr1YsqUKbRr105vBRiDtWvXcvr0aVatWlXia8ydO5enn36azZs3M3jwYD32TgghhBCiYsvOziYiIoKMjIyy7kqhLCws8Pb2xtS0xLf2AERERFCjRg0Aunfvzm+//VbgnP379+Pv78/48eP58ssvH6u9JyUnJ4e+ffty5coVhg0bhqenJ5UqVSrrbpULed/jESNGSNh+iBL9Sfryyy+ZN28et27donHjxowbN462bdvSokULbG1ttecpikJoaCh///03u3fvZvv27fz000/07t2bDz74QPuHsCLLyclh/vz5dOrUiVatWpX4Ov7+/jRv3pw5c+bw0ksvoVKp9NhLIYQQQoiKS6PRkJGRgamp6WMHUX3Lzs4mIyMDjUaj1+vu2LGDAwcO0LFjR71etzSEh4dz4cKFch3kRflWounWr7/+Os899xxnzpzh1KlTzJw5k86dO+cLyAAqlYo6deowbNgwvv32W27evMmqVas4c+YM3377rV4KMHQ7d+7k2rVrDBs27LGv9fLLLxMWFsaff/6ph54JIYQQQoj7mZqaYmZmVq5+PYnQ7u3tjVqt5q233tL7tUtDdHQ0AG5ubmXcE2GoShSSL168yNq1a/Hz89PpfVZWVowePZqLFy8yYsSIkjRtdPKeLejfv3++1//9919ee+01GjRogIODA1ZWVjRs2JAlS5aQlZVV6LUGDhwIwJo1a554v4UQQgghhHHy9fVl2LBhHDt2jB9//PGR5+t635r3vG1KSgpTp07F09MTCwsLGjVqxNatWwttIzY2lilTplCjRg0sLCxwcXFh0KBBnD9/vsC1O3XqBMD8+fNRqVSPfI43MzOTTz/9lG7dulGtWjXt9fv168epU6cKfU9qaioBAQFUq1YNS0tLGjRowKpVq9i/fz8qlYp58+YVeE94eDhjx46levXqWFhY4O7uzsiRI7l69WqRfSuOn376icGDB1O7dm2sra1xcHCgQ4cObNu2Ld95a9eu1c7kXbdunfZro1Kp2L9/v/Y8RVH45ptvaNeuHfb29lhbW9OiRQu++eabAm2np6fzwQcf0LhxYxwcHLC1taVWrVoMHjyYM2fOPFZdZalEHz3VqlXrsRo1MTHBy8vrsa5hDBRFYf/+/dStW7fAcxKrVq3i119/pWPHjrzwwgukpqayf/9+Zs6cyYkTJwr80AN4eHhQvXp19u3bV0oVCCGEEEIIY7RgwQI2b97MrFmz6N27NyYmJkWeW5L71qysLJ599lni4uLo168fqampbN68mYEDB7Jr1y6effZZ7bmxsbG0adOGsLAwOnfuzEsvvURERARbt25lx44d7Nmzh7Zt2wLwxhtvEBQUxLp16+jUqROdO3cGoEmTJkX2Py4ujjfeeIMOHTrwwgsv4OjoyJUrV/jll1/4/fffOXDgAC1bttSen5OTQ48ePdi3bx+NGzdmyJAhxMXFMW3aNG17D/r777/p1q0bKSkp9OzZk9q1axMREcGGDRv4/fffOXr0KDVr1nzId6RoM2fOxNzcnPbt2+Pu7s7t27f55ZdfGDBgAJ988gmvv/669mswefJkVqxYQePGjenTp4/2GnmLhCmKwssvv8zGjRupU6cOQ4YMwdzcnD179jBmzBjOnz/P8uXLte8bMWIEW7ZsoVGjRowaNQoLCwuuXbvGvn376NatGw0bNixRTWVOEY+UmJioAEpiYqJer3vu3DkFUIYOHVrgWEREhJKdnZ3vNY1Go4wePVoBlEOHDhV6zb59+yqAcuXKFb32VQghhBCiosrIyFDOnj2rhIWFKVevXi1Xv8LCwpSzZ88qGRkZj11neHi4AijdunVTFEVRpk6dqgDKypUrtefs27dPAZTx48drX9P1vtXLy0sBlN69e+fr9969e/O1nyfvOjNnzsz3+q5duxRA8fHxUXJycgr0ce7cuQVqHDFihAIo4eHh2tfS09OVqKioAueePXtWsbW1VZ555pl8r3/99dcKoPTq1StfuxcuXFAsLS0LtJ2Zmal4e3srdnZ2SlBQUL5rHTx4UDExMVF69OhR4Gvk5eWV77U1a9YogLJmzZp8r1++fLlA3+/evas0bNhQcXBwUFJSUrSv532PR4wYUeA9iqIoX331lQIoY8aMUbKysrSvZ2RkKD179lQA5Z9//lEURVESEhIUlUqltGjRosD3Pzs7W4mPjy+0DV09qSz2MDpPt9ZoNJw9e1Y71/9+WVlZHDhwQNdLVlhRUVEAuLq6Fjjm5eVV4BM7lUrFxIkTAdi7d2+h18y7Vt61hRBCCCGEKIm3334bBwcH5s+fT2pqapHnlfS+9aOPPsLc3Fz7+y5duuDl5cWJEye0r2VmZrJp0yYqV67M7Nmz872/W7dudOvWjdDQUI4cOaJzfXksLCzw9PQs8Lqfnx/+/v4cOHAg37Tx7777DoB3330XtfpenKpbt26hj5T+9ttvREREEBAQQOPGjfMda9++Pb1792bnzp0kJSWVqP+FjUDb2toycuRIEhMT8309H+Wzzz7DxsaGzz77LN/z7ubm5ixcuBCATZs2AbnfY0VRsLCwKPD9NzExMegVxXWabn316lVeeOEFLly4gEqlonv37qxZs4bKlSsDuVMV/P39ycnJeSKdNTaxsbEAODo6FjiWmZnJZ599xubNm7l48SLJycn59kAu7EMKACcnJwDu3LnzBHoshBBCCCEqCicnJ9566y1mzZrFxx9/zKxZswo9ryT3rZUqVSp0p5uqVaty9OhR7e8vXrxIWloanTt3xtrausD5nTt35o8//iAoKIj27duXpEwAgoKCWLZsGYcOHSImJqbAs9R37tzB3d0dgODgYGxsbGjUqFGB6zz11FOsXLky32vHjh3T1lLYs8oxMTFoNBpCQkJo0aKFzn2/desWS5Ys4ffff+fq1aukpaXlO15UbnhQamoqZ86cwcPDgyVLlhQ4nvc1uXjxIgD29vY899xz7Nq1i2bNmjFgwAA6dOhA69at8334YYh0CskBAQFUrVqVP/74g4SEBKZNm0a7du3466+/8PDwAMj3B0I8nJWVFUCBH2SAAQMG8Ouvv1KnTh0GDRqEi4sLZmZmJCQksGLFiiL36cu7VmF/iQghhBBCCKGLN954g88++4xly5Yxfvz4Qs8pyX2rg4NDodcyNTXNt51V3uhqYTMv4d4K1omJiTrVdb8jR47w9NNPA/Dss8/i4+ODra0tKpWKn3/+meDg4Hw1JCUlUa1atUKvVVg/4+LiANiwYcND+5GSkqJz3+Pi4mjZsiXXrl2jXbt2PPPMM1SqVAkTExOCgoLYvn17sff3jo+PR1EUrl+/zvz584vVz61bt7Jo0SI2bdrE22+/DYCdnR2jR49m0aJFBptJdArJgYGB/PHHH1StWpWqVauya9cuxo0bR4cOHdi3bx8WFhayP68OnJ2dgXt/cPKcOHGCX3/9lW7durFjx4580xeOHTvGihUrirxm3rXyri2EEEIIIURJWVlZMW/ePMaNG8eiRYvo2bNnvuOPc99aHPb29gDcvHmz0ON5r+edVxILFy4kIyODQ4cO0a5du3zHjh07RnBwcIE+3b59+6H9efB8gF9//ZUePXqUuJ+FWb16NdeuXeO9997ThtQ8S5YsYfv27cW+Vl4/mzdvzj///FOs99jY2LBw4UIWLlxIeHg4+/bt48svv2TFihWkpaUVGFU3FDo9k5yamoqFhYX29yqVilWrVvHss8/SsWNHLl++rPcOGjM/Pz/UajWhoaH5Xs/7Onbv3r3A/P6DBw8+9JqXLl3CzMyMunXr6rezQgghhBCiQho9ejR169bl888/59q1a/mOPc59a3HUrVsXS0tLTpw4Uehz0YGBgcDDV69+lMuXL+Pk5FQgIKempnLy5MkC5zdu3JiUlBROnz5d4Fhhz0a3bt0aIN80cn3J+/r36tWrwLHCvv5536PCHo+1s7OjXr16XLhwgYSEBJ37UqNGDUaPHk1gYCC2trb88ssvOl+jvNApJPv6+hb6qcIXX3zBCy+8oPdPRoxdpUqVaNSoEf/880++aep522MdOnQo3/nnzp1j8eLFRV4vKyuLU6dO0aJFC4Od2iCEEEIIIcoXExMTFi1aREZGBgsWLMh3rKT3rcVlbm7O4MGDuXPnToHr7d27l99//53atWsXCLi68PLyIj4+nnPnzmlfy8nJ4c033yx0xHjo0KEAvPPOO/mmhl+8eJF169YVOL93795Ur16dDz/8sNBFjrOysgp8/XTpOxT8+m/cuJGdO3cWON/R0RGVSlXkIr+TJk0iNTWVV155pdDp3+Hh4URERABw+/Ztjh8/XuCc+Ph4MjIytI+WGiKdplv369ePjRs38vLLLxc49n//938oimKwQ+plpU+fPsybN48TJ07QqlUrAFq1akWrVq3YsmULN27coE2bNly7do1ffvmF7t27F7nJ+oEDB8jIyMi355kQQgghhBCPq2/fvrRt27bAaGhJ71t1sXTpUgIDA3nvvfc4cuQIrVu31u6TbG1tzZo1a/KtMq2r119/nd27d9O+fXsGDhyIpaUl+/fv5/r163Tu3Jn9+/fnO3/UqFF8++23/PLLLzRv3pxu3boRFxfH5s2b6dq1K7/++mu+/lhYWLB161aef/55OnXqRJcuXWjQoAEA165d4+DBg1SuXFm7IJYuhg0bxtKlS3n99dfZt28fXl5enD59mr1799KvXz9+/PHHfOfb2trSsmVLDhw4wKhRo/Dx8UGtVjNkyBCqV6/O+PHjOXbsGOvWrePw4cM888wzeHh4cPPmTS5evMjff//Nxo0b8fb25vr167Ru3Ro/Pz+aNWuGp6cnsbGxbN++naysLAICAnT/ZpQTOv00zZw5s9BPJPJ88cUX+T5NEY82duxYTExMtEvJQ+6ndb/99hujR4/m8uXLfPrpp9qNu5ctW1bktb777jvMzc0ZNWpUaXRdCCGEEKJCyc7OJisrq1z9ys7OLrX6ly5dWuC1kt636sLZ2Zm///6bSZMmcfnyZZYvX86ePXvo3bs3f//992Otag3Qo0cPtm7dSs2aNfnuu+/YuHEjdevW5fjx49qR2vuZmJiwc+dOpk2bxq1bt/j44485fPgwH3zwgXYLqAefkW7ZsiXBwcFMnjyZa9eu8eWXX7JmzRouXrxInz59+L//+78S9b1q1aoEBgbSpUsX9u7dy8qVK8nIyGD37t0Fnh/P8+233/Lcc8/x888/M3v2bGbOnMmVK1eA3Mdp165dy/fff4+fnx+//fYbH374IXv27MHS0pLly5fzzDPPAODt7c28efOoXLkye/fu5cMPP2THjh00a9aMP/74gwkTJpSopvJApchy1I+UlJSEg4MDiYmJj7UoQFGGDBnC7t27uXr1KjY2NiW6RkJCAtWrV2fAgAF88803eu6hEEIIIUTFlZ2dTURERLFXCS5tFhYWeHt759vXVpSN2bNns3DhQnbu3Mnzzz9f1t0xCk86ixVGQnIxPOlvTHh4OPXq1WPBggUlnpYwd+5cli9fTkhISKGboQshhBBCiJLLzs4utzMm1Wq1BORSduPGDe2+yXnOnz9PmzZtMDEx4fr167JGkJ6URUh+7D9NJiYmhIeHU716dX30p0KqUaMG69at486dOyW+hqOjI+vXr5eALIQQQgjxBEgIFff73//+R0REBK1atcLR0ZHLly/z66+/kpWVxerVqyUgG7jHHklWq9VEREQYdUgui08vhBBCCCGEEOXThg0b+PLLL7lw4QKJiYnaBbGmTZtGt27dyrp7RsUgp1tLSBZCCCGEEEII8SSURRYr+VrpQgghhBBCCCGEkZGQLIQQQgghhBBC/EdCshBCCCGEEEII8R8JyUIIIYQQQgghxH8kJAshhBBCCCGEEP957JD89ttvU6lSJT10RQghhBBCCCGEKFuPHZLfffdd2RZJCCGMQEJCAufOnSvrbgghhBBClCmZbi2EEBVcZmYm77//Pl5eXjRo0IBFixaVdZeEEEIIIcqMqT4vptFoiIqK4vr162RlZRV6TseOHfXZpBBCiBJSFIVt27bx5ptvcvXqVe3rb7/9Nvb29rz22mtl2DshhBBCiLKhl5CsKApLlizho48+IjY29qHn5uTk6KNJIYQQj+HEiRO89tprHD9+HAA7Oztefvllbty4wc8//8ykSZOwtbVl5MiRZdtRIYQoJ9LS0sjMzCzrbhTK3NwcKyurMmt///79+Pv7M3fuXObNm1dm/RBCX/QSkmfOnMmyZctwcXFh1KhRuLu7Y2qq10FqIYQQehAZGcm0adP44YcfADA1NaVXr14MHDgQa2trFEUhLS2NP/74gzFjxmBnZ0f//v3LuNdCCFG20tLS2L59O/Hx8cV+j6IoxMfHk52djaOjI2ZmZjq3m5WVRXx8PKampjg6OqJSqQo9z9HRkd69ez92UI6IiKBGjRr5XrOysqJSpUrUq1ePdu3aMWLECGrVqvVY7RRFpVLRqVMn9u/f/0SuL0Rx6SXJrl27Fl9fX06cOIGtra0+LimEEEKP7t69y7vvvssnn3xCRkYGAO3bt2fUqFE4Oztrz1OpVPzvf/8jLS2NAwcOMHjwYH799Ve6detWVl0XQogyl5mZSXx8PFZWVlhaWj7y/JycHMLCwkhLS8PHxwcbGxud20xJSeHq1atYWVnh7e2NiYlJoeelp6cTHx9PZmam3kaTa9WqxcsvvwxARkYGt27d4vjx47z77rssWrSIgIAAFi5cqA3trVq14sKFC1SpUkUv7QtR1vQSkpOTk3n55ZclIAshRDmTk5PDqlWrmD17tvZxGF9fX1555RXq1KlT6HvUajVTpkwhLS2NEydO0KdPH3bv3k2HDh1Ks+tCCFHuWFpaPjLw5uTkcOnSJRRFoXHjxiW6P05OTiYyMhJHR0d8fX2LDMh50tLSdG7jYWrXrl3otOmDBw8yfPhwFi9ejImJCe+++y4A1tbW1K1bV699EKIs6WV16yZNmhAdHa2PSwkhhNCTXbt24efnx//+9z9iY2NxdnZmxowZLFu2rMiAnMfExIQZM2ZQv3590tPTef755/n3339LqedCCGGY8gJyWloavr6+JQ7Ily5dwsrKqlgBuTR16NCBP/74AwsLC5YtW0ZkZCSQ+0yySqUqEKz37dvH6NGjtV8LW1tbWrRowVdffZXvvLz3AwQGBqJSqbS/1q5dqz0vOzubjz76iMaNG2NlZYWDgwP+/v7s2LGjQF/Xrl2rff+vv/5K69atsba2xtPTk3feeQeNRgPAhg0baNq0KVZWVlSvXp3ly5cXuFZ6ejoffPABjRs3xsHBAVtbW2rVqsXgwYM5c+bM43xJRTmll5Hk2bNn079/f06ePEmzZs30cUkhhBAldO7cOSZNmsRff/0F5D5P9tJLL9GjRw+dnonLyMigT58+3L17l8jISLp27crhw4epV6/ek+q6EEIYLGMPyHnq1KnDoEGDWL9+PT///DOvv/56kecuXbqUsLAw2rRpQ9++fUlISGDXrl2MHz+eS5cu8cEHHwDg7e3N3LlzmT9/Pl5eXvkWjWzSpAmQ+4z3oEGD+PHHH6lTpw4TJ04kJSWFLVu20KNHD1asWMGkSZMK9OGnn35i9+7d9OnTh3bt2rFjxw7ee+89FEXB0dGRBQsW0Lt3bzp27Mi2bduYPn067u7uDB06VHuNESNGsGXLFho1asSoUaOwsLDg2rVr7Nu3j27dutGwYUP9fHFFuaFSFEXRx4W2bt3KxIkT6dWrF40bN8be3r7Q84YPH66P5kpVUlISDg4OJCYmFlmXEEKUtVu3bjFjxgzWrVuHRqNBpVLxzDPPMHLkSOzs7HS61v03atWqVePtt98mIiICFxcXjh07VmBhFyGEMGaJiYls3LgRR0fHQqdbl2VATklJIT4+niFDhuDg4KBzu/fLW7irW7du7Nq1q8jzvvnmG8aMGcOwYcNYv359katbh4eHF/j3Ijs7mxdeeIG//vqLK1euUL16de2xhy3c9e233zJ8+HA6derE7t27MTc3ByAqKormzZsTHx/PpUuXtO2tXbuWUaNGYWZmxuHDh2nZsiWQu0ZH7dq1SU5Oxt7ensOHD1OzZk0gd3HL2rVrU7duXYKDg4Hc772joyPNmzfn2LFj+b4vOTk53L17l0qVKhX/iyx0VhZZTC8jyRkZGWzfvp07d+6wevVqgAKr7ymKgkqlMsiQLIQQ5Vl6ejrvv/8+S5cuJSUlBQAfHx8mTJiAj4+Pztcr7EbtvffeIyAggOjoaDp27MixY8fw9PTUdylCCGFwKsoI8v08PDwAuHPnzkPPK+wDVVNTUyZMmMCePXvYt28fI0aMKFabedOuly1bpg3IAFWrVmXKlCnMnDmTDRs2MHv27HzvGzp0qDYgQ+6Whz169OCbb77hrbfe0gZkgGrVqtG+fXsCAwPJzs7G1NQUlUqFoihYWFgU+L6YmJhIQDZSegnJU6dOZcOGDTRq1IgBAwbIFlBCCFEKFEVhw4YNvPXWW9p1Idzc3OjWrRvdunXT642avb09ixYtYvr06URFRdG5c2eOHDmSb2VsIYSoaMpLQE5OTtb5PY+juBNR7969y/Lly/n555+5fPmy9oPcPLqsaXTq1CmsrKxo1apVgWOdO3cGICgoqMCxpk2bFnjN3d0duDeV+8FjOTk53Lx5E09PT+zt7XnuuefYtWsXzZo1Y8CAAXTo0IHWrVvnC+vCuOglyf7www80b96co0ePSjgWQohScPjwYV5//XVOnToFQKVKlXjmmWeoX78+devWfSI3ak5OTtqgHBYWhr+/P4cPH37s6X1CCGGIyktAjomJKRA+n7QbN24APPSD0szMTDp37szJkydp2rQpw4YNo3LlypiamhIREcG6deu0WxIWR1JSEtWqVSv0mJubG5A7NfpBhU3PzcsrDzuWlZWlfW3r1q0sWrSITZs28fbbbwO5I9KjR49m0aJFWFtbF7sOYRj0kmjT09Px9/eXgCyEEE/YlStXmDJlCr/88gsA5ubm9OnThwYNGpCTk/PEb9RcXV21e2SeO3eOrl27sm/fvhLtASqEEIaqvATk6Ohorl+/jouLi87vfRx5zwzfP435Qdu3b+fkyZOMHTuWVatW5Tu2efNm1q1bp1Ob9vb23Lx5s9Bjea8/qedVbWxsWLhwIQsXLiQ8PJx9+/bx5ZdfsmLFCtLS0li5cuUTaVeUHb1sAdW8eXPCwsL0calCJSQkMGnSJNq2bYubmxsWFhZ4enry9NNPs23btkKnfCQlJTF16lS8vLywsLDAy8uLqVOnkpSU9MT6KYQQT0pCQgKTJ0+mbt26/PLLL6hUKvz9/fniiy9o1qxZqQTkPFWrVuW9997DysqKEydO0L17d51GA4QQwpCVp4AcFRWFp6dnifpQUiEhIWzZsgULCwv69u1b5HmXL18GoFevXgWOHTx4sND3qNVqcnJyCj3WtGlT0tLSOH78eIFjgYGBQOHTp/WtRo0ajB49msDAQGxtbbUfWgvjopeQvGjRInbt2sVvv/2mj8sVcOfOHb755htsbGzo06cP06ZN4/nnn+fcuXMMGDCA8ePH5zs/JSWFTp068dFHH+Hr68uUKVOoX78+H330EZ06dSr1KSlCCFFSWVlZfPzxx9SoUYNPPvmErKws/Pz8+Pjjj5k0aRK3b98ukxu1mjVrMm/ePMzNzQkMDKRfv35kZ2fr3L4QQhiS8haQq1atqp1qXBoOHTpEt27dyMjIYObMmQ9dwNHLy0v7nvsFBgYWGFnO4+TkRFRUVKHH8hb4mjlzZr6p0NevX+fDDz/E1NQ037ZN+nL79u1Cg3l8fDwZGRlYWVnpvU1R9vQyP3rPnj107tyZ3r174+/vT5MmTQqd7qBSqXjnnXd0vn6NGjVISEgoMJ377t27tGnThlWrVjF58mT8/PyA3FXvgoKCCAgIYOnSpdrz586dy4IFC1i2bBnz58/XuR9CCFFaFEXhl19+YerUqVy5cgXIXUxkzJgxtGzZEo1GU+Y3avXq1WPChAl8/vnn7Ny5k6FDh7Jp0ybUar18/iqEEOWKoiiEhYWhKEq5CcgeHh5PZPAnLCxMu5VTZmYmt27d4u+//+bs2bOYmJgwe/Zs5syZ89Br9OzZE29vb5YtW8bZs2dp0KABly5d4rfffqNPnz5s27atwHuefvpptmzZwoABA2jatCkmJiZ0796dhg0bMmzYMH788Ue2b99Oo0aN6NGjh3af5NjYWD744IN8K1Xry/Xr12ndujV+fn40a9YMT09PYmNj2b59O1lZWQQEBOi9TVH29BKS798P7a+//uKvv/4q9LyShuSi/gKxs7OjW7dunD9/nrCwMPz8/FAUha+//hpbW9sCf3hnzpzJp59+yurVq5k3b16BbaqEEKI8OHXqFK+99hpHjhwBwNbWlsGDB/PCCy9gYmJSrkYy7O3teeWVV/jqq6/YsmULdnZ2rFq1Sv5+FUIYnfj4eBITE/Hz80OlUukcTlNSUggNDcXKyoqqVauSnp6ucx9iYmK4fv06np6eODg4kJKSUqLrPMrly5e1A0pWVlZUqlSJunXr8s477zBixAhq1ar1yGvY2try119/MX36dA4cOMD+/fvx8/Njw4YNuLq6FhqSV6xYAeTmiZ9++gmNRoObmxsNGzZEpVKxdetWVqxYwbp16/j0008xNzenWbNmTJ06tdBp3frg7e3NvHnz+Ouvv9i7dy+xsbFUqVKFZs2aMWXKFJ599tkn0q4oWyqluGu4P0TecwDF0alTp8dtTis9PZ02bdpw+vRpLl26hI+PDyEhIfj6+ha5CXqfPn3Yvn07ISEhxd4/tCw2sBZCVDzR0dFMnz6dTZs2oSgKpqamdO/enZdeekm7MFZ5Csj3j2Ts27ePjz/+GEVRmDJlCh988IEEZSGE0UhLS2PDhg2kpqZiZmam8/uzsrKIj4/H1NQUR0fHEv39mJycTEpKCjY2NgX+7nd0dKR3794y9VcYpbLIYnoZSdZn8H2YhIQEPv74YzQaDbdu3WLnzp1ERkYyd+5cbeANDQ0FKDIA339ecUOyEEI8SSkpKSxevJgPPvhAOyLQpk0bxowZg6urq/a88hqQAfz9/UlPT+eLL77go48+wt7ePt8sIyGEMGRWVlYMHTqUzMzMsu5KoczNzSUgC6FHBrVnU0JCQr5nic3MzHj//feZNm2a9rW8/dGK2rcz79OHwvZRy5ORkZFvpVZZEVsI8SRoNBrWrFnDrFmzuHXrFgC1atVi/Pjx1K1bN9+55Tkg53n++edJTU1l3bp1zJ8/Hzs7u3x/PwshhCGzsrKSICpEBWFQIdnb2xtFUcjJySEyMpLNmzfz9ttvc+TIEbZs2aK3fZoXL14sC3sJIZ6ovXv3MnnyZM6fPw9A5cqVGTVqFB06dCgwDc8QAnKe/v37k5aWxpYtW3jzzTe1zywLIYQQQhgKg1yC1MTEBG9vb2bMmMF7773HTz/9pF1KPm8EuaiR4rxR4aJGmiF3ga/ExETtr8jISD1XIISoqC5dusRzzz1H165dOX/+PJaWlgwbNoyvvvqKjh07GnRAzjN06FC6d+8OwIQJE9i8ebPO7QkhhBBClBWDDMn3y1tRbv/+/QAFnk1+0KOeWQawsLDA3t4+3y8hhHgcd+7cYcKECfj5+fHHH3+gVqt59tlnWbVqFS+++GKhC8EYYkCG3J0Mxo0bh7+/PxqNhmHDhvHrr7/q3K4QQgghRFkwqOnWhYmOjgbQTrX28fHBw8ODw4cPa1cAzJOens6BAwfw8PCgdu3aZdJfIUTFkpGRwUcffcTChQtJTk4GoEmTJowbN46qVasW+T5DDch5VCoVkyZNIi0tjWPHjjFgwAB27dqFv7+/zn0QQgghhChNBjGSHBQUVOj06bi4OGbNmgXkLhgDuTdmY8eOJTk5mQULFuQ7f/HixcTHxzN27FjZmkQI8UQpisKWLVvw8fFh5syZJCcnU7VqVebPn8+CBQuMOiDfr2fPntSqVYvMzEx69OjB33//XaLrCCGEEEKUFr3sk/ykvfHGG3z99df4+/vj5eWFjY0NV69eZceOHSQnJ9O/f3+2bNmCWp2b+VNSUmjfvj1BQUF07dqV5s2bExwczO+//06TJk04dOhQvhHmR5F9koUQuvj777957bXX+Oeff4DcVfWHDRvGM88888iwaiwB+f46atSowbJlyzh//jz29vYcPHiQRo0a6XxNIYQQQlQ8ZZHFDCIkHzp0iNWrV3Ps2DGio6NJTU3FycmJZs2aMXz4cF566aUCI8OJiYnMnz+frVu3EhMTg5ubGwMGDGDu3LkPXbSrMBKShRDFcfXqVaZNm8a2bduA3G3qevfuzYsvvlisbUOMMSDn1ZGWlsasWbO4fPkylStX5ujRo7JXvRBCCCEeyaBC8quvvqp7YyoVn3/+eUmaK1MSkoUQD5OUlMS7777LJ598QmZmJiqVig4dOjBq1CgqV65crGsYc0C+v39vvfUWkZGRuLu7c+zYMapXr65zG0IIIYSoOAwqJOdNbS5WI/eN8ubk5JSkuTIlIVkIUZjs7GxWrlzJnDlziIuLA6Bu3bqMGzdOp8UBK0JAzpOQkMD06dO5efMm3t7eHDt2DFdXV53bEkIIIUTFYFAhOTAwsFjnXbt2jQULFnD58mVUKpWEZCGEUdi5cydvvPGGdlu5ypUrM27cONq0aaPTwoAVKSDnuX37NtOnTycuLg5fX1+OHDmCk5OTzm0KIYQQwvgZVEh+lPj4eBYtWsTnn39Oeno6bdu2ZenSpbRv3/5JNPdESUgWQuQ5c+YMr7/+uvaDQgsLC3r27MmQIUO0W9EVV0UMyPe3GRAQQFJSEk2bNiUwMBA7Ozud2xZCCCGEcSuLLKb3LaDS09NZsmQJtWrV4oMPPsDb25sff/yRw4cPG2RAFkIIgJiYGEaOHEmTJk0IDAxErVbTokULFi1axPDhwyUg61iHh4cHCxcuxNramlOnTvH888+Tlpamc/tCCCGEEPqmt5CsKApff/01Pj4+zJo1C2tra7766ivOnj1Lnz599NWMEEKUqrS0NObPn0+tWrVYt24dGo2GRo0aMWHCBMaOHVuiFZorekDO4+XlxYwZMzAzM+Pw4cP07t2brKwsnfshhBBCCKFPegnJP//8M35+fowfP57k5GQWLVpEWFgYY8eO1WmBLyGEKC80Gg3r1q2jVq1azJs3j9TUVGrUqMG0adPo1asXjRo1KpNgCcYRkCG3jpycHEaOHImZmRl79uxh0KBBBrl2hRBCCCGMx2Ml2EOHDtGuXTv69+9PeHg4U6ZM4cqVK8yYMQNLS0t99VEIIUrVgQMHaNq0KSNHjuTGjRs4OjoyZcoUpk+fjpWVVZkHS2MJyHl1vPDCC8yYMQMTExN++uknRo0ahUaj0fmaQgghhBD6UOKQ3KtXLzp16sTx48cZMWIEoaGhLF++HEdHR332TwghSk1YWBg9evSgU6dOnD59GgsLC4YMGcJXX32Fr68v0dHR5SZYGktAzqujZcuWTJs2DZVKxbfffstrr73GE1pXUgghhBDioR5rn2SVSoW3tze+vr7Fa0ylYseOHSVprkzJ6tZCGLf4+HjeeecdVq5cSXZ2NiqViqeffprhw4fj6OhYboOlrgyhjj179vDpp58CMHPmTBYtWqRzG0IIIYQwHmWRxXRbjvUBiqIQHh5OeHh4sc7XZe9QIYR40jIzM/n000959913SUxMBKBBgwaMHz8eLy8vwDCCZXEYSh1du3YlNTWV1atXs3jxYuzs7Jg5c6bObQkhhBBClFSJQ3Jxg7EQQpQ3iqLw888/M3XqVCIiIoDcLYleeeUVmjdvrj3PUILloxhaHb179yYtLY2NGzcya9YsHBwcePXVV3VuUwghhBCiJEockvNGWYQQwpD8+++/vPbaaxw7dgwAOzs7hgwZwnPPPZcvuBlasCyKodbx0ksvkZqays8//8xrr72Gra0tw4cP17ltIYQQQghdPdZ0ayGEMBRRUVG8+eabbNmyBUVRMDU1pWfPngwaNAhra+t85xpqsHyQodcxatQoUlNT2b17N6NGjcLOzo6+ffvq3AchhBBCCF3IJsZCCKOWnJzMjBkzqF27Nt9//z2KovDUU0+xcuVKRo0aJQG5COWhDpVKRZ8+fahfvz4ajYZBgwaxe/dunfshhBBCCKGLEq9uXZHI6tZCGJ6cnBy++eYbZs2axZ07dwDw8fFh3LhxRa7IbwzBEoyvDnd3d9auXcuJEyewtLRkz549tG/fXufrCSGEEMLwlEUWk5BcDBKShTAsu3fvZvLkyVy8eBGAKlWqMHr0aNq1a1fkKvvGFiyNrY6srCzmzZvHmTNnsLW1JTAwkGbNmul8XSGEEEIYlrLIYjLdWghhVJYtW0a3bt24ePEiVlZWjBgxgpUrV9K+fXsJyI9QnuswMzNjzpw51KlTh+TkZJ555hkuXLig87WFEEIIIR5FRpKLQUaShTAMsbGxeHt7k5ycTJcuXRg1atQj/8wac7DUhaHUkZKSwowZM7h69Squrq4cPXqUGjVq6NyOEEIIIQyDjCQLIcRjWLRoEcnJyVStWpXXX39dAnIxGVIdNjY2LFy4EHd3d27evEmnTp2Ijo7WuS0hhBBCiKKUaCR59OjRJWtMpWL16tUlem9ZkpFkIcq/mJgYatSoQXp6OrNmzaJNmzYPPb8iBcuHMdQ6YmNjmT59Onfu3MHHx4cjR45QpUoVndsVQgghRPlmMAt3qdUlG4BWqVTk5OSU6L1lSUKyEOXfq6++yhdffEGNGjX4+OOPi3z+GCpusHyQoddx8+ZNpk+fTkJCAg0bNuTgwYM4ODjo3L4QQgghyi+DCclXr14tcYNeXl4lfm9ZkZAsRPkWGRlJrVq1yMrKYv78+TRt2rTIcyt6sMxjLHVcvXqVgIAA0tLSaNWqFfv27Suw97UQQgghDFdZZDHTkrzJEIOuEMJ4vfPOO2RlZeHr60uTJk2KPE+CZS5jqiMlJYVhw4axfv16jh8/Tvfu3dm1axcWFhY6X08IIYQQAmThLiGEgbt8+TLfffcdACNHjpRtnh7BGOvo3Lkz8+fPx9zcnP3799O/f3+ys7N1vqYQQgghBOg5JB85coRx48bRqlUrfH19admyJePGjePQoUP6bEYIIbRmzZpFTk4ODRs2xM/Pr9BzJFjmMuY66tWrx9tvv42JiQk7duzg5ZdfRqPR6HxtIYQQQgi97ZP85ptv8tFHH5F3ObVarb1BUalUTJ48mQ8//FAfTZU6eSZZiPLp/PnzNGjQAEVRWL58OXXq1ClwjgTLXBWljqNHj7J06VI0Gg1jx47lq6++eugibkIIIYQo3wx2n+T169fz4Ycf4uvry6ZNm7hx4wbZ2dnExMSwefNm6taty4oVK1i/fr0+mhNCCABmzpyJoig0b95cAvJDVKQ62rZty6RJk1CpVHz99ddMnz5d53aEEEIIUbHpZSS5bdu2REdHc/bsWezs7AocT0pKomHDhri7u3Ps2LHHba7UyUiyEOXPqVOnaNasGSqVihUrVuDt7Z3vuATLXBW1jh07drBy5UoA5s+fz5w5c3RuUwghhBBlz2BHks+ePUv//v0LDcgA9vb29OvXj3PnzumjOSGE4K233gKgTZs2EpCLUJHr6N69O8OHDwdg7ty5fPzxxzq3K4QQQoiKSW8Ldz1qQFqeCRNC6MvRo0fZs2cParVaG4TySLDMJXXAgAEDePHFFwGYMmUKq1ev1rl9IYQQQlQ8egnJDRo0YNu2bSQnJxd6/O7du2zbtq3IlWeFEEIXAQEBAHTs2BFPT0/t6xIsc0kd9/Tp04eWLVsCMG7cOL7//nudryGEEEKIikUvIXnChAlERUXRtm1btm3bxp07dwC4c+cOW7du5amnniIqKor//e9/+mhOCFGB/fXXXxw6dAgTExOGDh2qfb08BDJjCZbGVEdISAj9+vWjc+fOaDQaXn75ZX777TedryWEEEKIisNUHxcZMWIEQUFBrFixgoEDBwL5t4BSFIXXX3+dESNG6KM5IUQFpSiK9lnkLl264OrqCpSfQGYswdIY66hbty7p6ekcO3aM/v37s2vXLvz9/XW+rhBCCCGMn972SQY4dOgQa9asISgoiKSkJOzt7WnatCkjRoygQ4cO+mqm1Mnq1kKUDzt27KBHjx6YmpqyatUqKleuXC4DmbEES2OrIzs7mwULFhAUFISNjQ1//fUXrVq10vn6QgghhCg9ZZHF9BqSjZWEZCHKnqIoNGrUiLNnz9KjRw/GjRtXrgOZLqSOXKVRR0ZGBnPmzOHChQs4ODhw8OBBGjZsqHM7QgghhCgdBrsFlBBCPGnbtm3j7NmzWFhYMGjQIIMIZMUhdeQqrTosLCyYO3cuNWvWJDExkaeffpqwsDCd2xJCCCGE8dLrSLJGoyEqKorr16+TlZVV6DkdO3bUV3OlRkaShShbOTk51KtXj9DQUPr168ezzz5rEIHsUQwlWD6KIdaRnJxMQEAAUVFReHh4cOzYMapVq6Zzu0IIIYR4ssoii+ll4S5FUViyZAkfffQRsbGxDz03JydHH00KISqQjRs3EhoaipWVFe3btze4QFYYQwyWhTHUOmxtbVm4cCEBAQFER0fTqVMnjh07houLi87tC1EaNBoNSUlJxMXFaX8lJCRQpUoVGjVqRJUqVcq6i0IIYTT0MpI8Y8YMli1bhouLCz169MDd3R1T08Lz99y5cx+3uVInI8lClJ2srCx8fHy4evUqPXr0oEmTJgYXyB5kqMHyQcZQx+3bt5k6dSqJiYnUq1ePw4cP4+joqHM/hHhcWVlZxMXFER8fT2xsbL7/j4+PJz4+/qEDDW5ubjRq1IiGDRtSo0YN1Gp5ok4IYRwMduEuNzc3HB0dOXHiRIlucso7CclClJ2vvvqK8ePHY21tzWuvvUbNmjUNNpCBcQRLMK46Tp8+zfr160lOTqZp06YEBgZiZ2en87WEKIqiKKSmpuYbBX7w1927dx95HZVKhY2NDba2ttjZ2WFlZcWdO3e4ceMG99/O2djY0KBBAxo2bEi9evWwsrJ6kuUJIcQTZbAh2dbWlgkTJrB8+XJ99KnckZAsRNnIyMigRo0a3Lhxg6effpqBAwcafCAzlmBpbHVkZmYyY8YMUlNTadeuHXv37sXS0lLna4qKKScnh8TExALBNz4+Xvv/GRkZj7yOqakpdnZ22NraaoOwvb09Dg4OODg4YG9vj5mZWYGf99TUVEJDQwkNDSUyMjJfWyYmJvj4+NCwYUMaNWpE5cqV9V6/EEI8SQYbktu3b0/16tXZuHGjPvpU7khIFqJsfPzxx0yZMgVra2uWLFmCt7e3ztcoj4HMWIKlsdUREhLC22+/TUZGBs8++yy//fYbZmZmOl9bGJ+MjIwCoffBZ4M1Gs0jr2NlZaUNwLa2ttjb22tDcKVKlbCxscHU1BSVSlXivubk5BAREUFoaCjh4eEkJibmO+7u7q6dlu3t7S3TsoUQ5Z7BhuRdu3bRv39/Dh48SLNmzfTRr3JFQrIQpS81NRUvLy/u3LnDoEGDGDp0qM7XKM+BTBdSxz1Puo7Tp08zb948srOz6devH1u2bClRG8JwKIpCcnJykdOg4+PjSU5OfuR11Gp1vqnQ94fgSpUq4eDggKWlJWq1+rFCsK5u3brFpUuXuHLlCjExMfmmZdva2uabli2zJ4QQ5ZHBhmSArVu3MnHiRHr16kXjxo2LLGD48OH6aK5USUgWovQtXryYWbNmUalSJVavXq3ziJ4hBLLikDruKa06jh8/zuLFi8nJyWH48OGsXbu2VEON0K+cnBwSEhK0C2AVFoSL2rbyfubm5vlGge+fCl2pUiXs7OwwMzMr1yOzKSkphIaGEhYWxrVr18jMzNQeMzExoU6dOtpRZicnpzLsqRBC3GOwITkjI4OxY8eyceNG7SeUD95QKIqCSqUyyC2gJCQLUbqSkpLw8vIiISGB1157jWeffVan9xtSIHsYqeOe0q7j4MGDLF++HEVRmDhxIp9++qkE5XIqPT29yBHg2NhYEhMTKc6tjrW1daFTofNGgW1sbDAxMTGan4Ps7Ox807KTkpLyHffw8NAGZi8vr3Id/oUQxs1g90meOnUqGzZsoFGjRgwYMOChW0AJIcSjLF++nISEBFxdXenSpYtO7zXEQFYYqeOesqijQ4cOpKam8vnnn/P5559TqVIl3nvvPZ3bFY9Ho9Fw9+5d7QhwYaPBqampj7yOWq3Wjv7a2NgUWBDLwcEBCwuLUp8KXZZMTU2pXbs2tWvXRlEUbt26RUhICJcvX+bmzZtER0cTHR3Nrl27sLOzyzct28LCoqy7L4QQT5ReRpJdXFzw8vLi6NGjRhmOZSRZiNITFxeHl5cXycnJTJs2jU6dOhX7vYYayB4kddxT1nVs376d1atXA7BkyRLeeustndsXD3f37l2io6OLHA3Ozs5+5DUsLCweORXa1NRURkOLKSUlhUuXLhEWFkZkZGS+6eimpqb4+vrSsGFDGjZsKPuKCyGeOIMdSU5PT8ff398oA7IQonQtXryY5ORkqlatSocOHYr9PmMIZCB13K881NGjRw+uXr3K3r17mTFjBnZ2drz66qs6X0cUdO3aNf7880/+/fffh64MrVKpHjkV2tra2qimQpc1GxsbmjVrRrNmzcjOzubKlSuEhoYSERHB3bt3OXfuHOfOnWPz5s1UrVpVOy27WrVq8kGEEMIo6GUk2d/fH0dHR3788Ud99KnckZFkIUrHrVu38PLyIj09nVmzZtGmTZtivc9YApnUcU95qiM1NZUTJ07w+++/o1KpWLduHcOGDdP5eiJ3+vTZs2f5888/CQ0N1b6eF3rzRoHt7Oy0Adje3h5zc3NZZbwcUBSFmzdvalfLvnnzZr7j9vb22hHmunXrYm5uXkY9FUIYE4NduOvo0aN06dKFLVu20KNHD330K5/r16/zww8/sHPnTi5evEhMTAxOTk60a9eOgIAAWrduXeA9SUlJzJs3j23bthETE4Obmxv9+/dn3rx5On9xJSQLUTomTpzI//3f/+Ht7c2KFSuKNSpkbIFM6iifddjY2PDZZ5+xZ88e1Go127Zto0+fPjpft6LKyMjg2LFj/PXXX9y+fRvIfU64Zs2aNGnShBo1akgINkB5f1YvX75c6LTsunXr0qhRIxo0aEClSpXKrqNCCINmsCF5wYIFHDt2jD/++AN/f3+aNGlSaAEqlYp33nlH5+vPmDGDpUuXUqtWLTp16oSLiwuhoaH8/PPPKIrCpk2bGDhwoPb8lJQU2rdvT1BQEF27dqVZs2YEBweza9cumjRpwqFDh7CxsSl2+xKShXjyoqKiqFWrFpmZmcydO5fmzZs/8j3GGsikjvJZh0ajYfny5Rw6dAhzc3N+++03unbtqvP1K5KEhAT279/PoUOHtAtsWVhYULduXZo1a4azs7NMzzUSWVlZhIeHa1fLfnBv6WrVquWbli1T44UQxWWwIbm4/8CVdAuoH3/8EWdn5wLPJx48eJAuXbpgZ2dHdHS0drXFuXPnsmDBAgICAli6dKn2/LzX58yZw/z584vdvoRkIZ680aNHs2bNGurUqcP777//yBsoYw9kupA67nnSdeTk5LBw4UL++ecfrKys2Lt3L0899ZTO7Ri7wp43tre3p0GDBjRp0gQ7OzsJSUZMURRiYmK007Jv3bqV77iDg4N2Wravr69MyxZCPJTBhuTAwMBin6vLSrXF0a1bN3bv3s2JEydo0aIFiqJQtWpVkpKSiImJyTdinJ6ejoeHB9bW1kRGRhb7H2gJyUI8WVeuXKFOnTrk5OSwaNEiGjRo8NDzK0ogKw6p457SqiMrK4u5c+dy9uxZ7OzsCAwMpGnTpjq3Z2yKet7Y3d2dRo0aUa9ePSwtLcuwh6Ks3L17N9+07PtXLDc3N8fX11c7LdvBwaEMeyqEKI8MdnVrfQdfXZiZmQFoV9YODQ0lOjqabt26FZhSbWlpSceOHdm+fTthYWH4+PiUen+FEAW9/fbb5OTk0KBBAwnIOpA67inNOszMzJgzZw5vv/02oaGhdOnShaNHj+Lr66tzu8ZAnjcWj2JnZ0eLFi1o0aIFWVlZXLlyhZCQECIiIkhJSeHMmTOcOXMGgOrVq2unZVetWlVmHAghyoRB79l07do19u7di5ubGw0bNgTQfnpdVADOez00NFRCshDlwMWLF9myZQsAI0eOfOi5FTGQFUXquKcs6rC0tGTBggXMmDGDq1ev0rlzZ44ePYq3t7fO7Rsqed5YlISZmRm+vr74+vqiKArR0dGEhIRw5coVbt++zbVr17h27Rq//fYblSpV0gbmOnXqaAdGhBDiSdNrSNZoNERFRXH9+vV8Kxzer2PHjnppKysri2HDhpGRkcGyZcu0N1aJiYkARU7XyRuizzuvMBkZGWRkZGh/n5SUpJc+CyEKmjFjBhqNhmbNmlGnTp0iz6vIgexBUsc9ZVmHjY0NCxcuZNq0acTExNCuXTtWrlz5RHZ5KE/keWOhLyqVCk9PTzw9PfH39ycpKYlLly4RFhZGVFQUCQkJHDhwgAMHDmBubk69evW007Lt7OzKuvtCCCOml5CsKApLlizho48+IjY29qHnlmThrgdpNBpGjx7NgQMHeOWVV/S+X+XixYt1WthLCFEywcHBbN++HZVK9dBRZAlk90gd95SHOtRqNUOHDuWbb74hOjqanj170rlzZz7//HPq16+v8/XKK3neWJQGe3t7WrZsScuWLcnMzOTy5cuEhoZy9epVUlJSCA4OJjg4GJVKhZeXl3aU2cPDQz6YEULolV5C8syZM1m2bBkuLi6MGjUKd3d37TPC+qYoCq+88grfffcdL7/8Ml9++WW+43kjyEWNFOeNCj9sYYiZM2cyderUfO+pVq3a43ZdCPGAgIAAAFq3bl3kNFUJZPdIHfeUpzpcXFz47LPP+P7779m5cyf79++nUaNGjBkzhkWLFlG5cmWdr11eyPPGoqzkjRzXq1cPRVG4fv26dlr2nTt3iIiIICIigl9++QUnJyftatk+Pj4yLVsI8dj0srq1m5sbjo6OnDhxokQ3GsWl0WgYO3Ysa9asYfDgwXz77bcF/nEOCQnB19eXbt26sWvXrgLX6NOnD9u3byckJKTYzyTL6tZC6N+xY8do27YtKpWKzz//nKpVqxY4RwLZPVLHPeW5jujoaFatWsW///4L5C5YNHfuXCZNmmRQN+7yvLEozxITE7XTsq9fv55vlqKFhYV2Wrafn59MyxbCCBjsFlC2trZMmDCB5cuX66NPhbo/IA8aNIgNGzYUenNVnC2grKysiIqKki2ghChDnTp14sCBA3Tq1Ilp06YVOC6B7B6p4x5DqSMoKIivvvqKqKgoAGrWrMnHH39Mjx49yvW0UHneWBiazMxMwsLCtNOy8z7Ugdxnnr29vbXTst3d3eXnVwgDZLBbQDVp0oTo6Gh9XKpQGo2GMWPGsHbtWl588UW+++67Im+uVCoVY8eOZcGCBSxYsIClS5dqjy1evJj4+Hhef/11+UtSiDK0f/9+Dhw4gImJCS+//HKB4xLI7pE67jGkOpo0acKnn37KH3/8wXfffceVK1fo1asXnTp14vPPP8fPz0/ntp8Ued5YGDJzc3Pq169P/fr1URSFqKgo7bTs2NhYwsPDCQ8PZ/v27VSuXJmGDRvSqFEjateu/cQeDRRCGD69jCTv2rWL/v37c/DgQZo1a6aPfuUzb9485s+fj62tLZMnTy70L7U+ffrQpEkTAFJSUmjfvj1BQUF07dqV5s2bExwczO+//06TJk04dOhQgT2UH0ZGkoXQH0VRaN26NSdOnOCZZ55h0qRJ+Y5LILtH6rjHkOtISUlh48aN7Ny5k5ycHNRqNaNHj2bx4sVUqVJF537oizxvLIxdQkICly5d4vLlywWmZVtaWtKvXz/at29fhj0UQhSHwU63Bti6dSsTJ06kV69eNG7cuMgChg8frvO1R44cybp16x56zpo1a/KtjpuYmMj8+fPZunUrMTExuLm5MWDAAObOnfvQRbsKIyFZCP35/fffeeGFFzA1NWXVqlX5FjWSQHaP1HGPsdQRFBTE+vXrCQsLA3KfV54zZw6TJk3C3Nxc5+uVlDxvLCqijIyMfNOy09LSgNx7zFatWpVx74QQD2OwITkjI4OxY8eyceNG8i734HRmRVFQqVR62QKqtElIFkI/FEWhSZMmnD59mu7duzN+/HjtsfISZIwlkEkducpjHbdv32blypXa55Vr1KjBxx9/TM+ePZ/oo0CFPW/s4OBAgwYNaNy4sTxvLCoMRVHYtWsXwcHBqNVqXn31VaPask0IY2OwIXnixIl88cUXNGrUiAEDBjx0C6gRI0Y8bnOlTkKyEPrx448/0r9/f8zNzVm9erV2Vkd5DDLGEsikjvJZR05ODrt37+a7777j7t27AHTs2JHPP/+cBg0a6NxGUeR5YyEKp9Fo+PnnnwkJCcHc3JwpU6bg5eVV1t0SQhTCYEOyi4sLXl5eHD161CgXQZCQLMTj02g01KtXj5CQEPr166d9PKI8BxldSB33SB33PKqO1NRUNm7cyI4dO7TPK48aNYolS5Y81vPK8ryxEI+WnZ3N999/T2RkJDY2NkyfPh0XF5ey7pYQ4gEGG5Lt7e2ZMGECy5Yt00efyh0JyUI8vu+++45hw4ZhZWXF6tWrsbW1NZgg8yhSxz1Sxz261HHjxg1WrVrFP//8A+RurThnzhwmT56s0/PK8ryxELrJyMjgu+++4/bt2zg6OhIQEKDz2jVCiCfLYEOyv78/jo6O/Pjjj/roU7kjIVmIx5OdnY2Pjw8RERG89NJLDBkyxCCDTGGkjnukjntKWsfp06f58ssvtc8re3t78/HHH9OrV6+HPi8szxsLUXIpKSmsX7+exMRE3N3defPNN7Gysirrbgkh/mOwIfno0aN06dKFLVu20KNHD330q1yRkCzE41m1ahXjxo3D1taWr7/+GgsLC4MOMnkMPZDlkTruKQ91ZGZmsmHDBnbt2qVdgbdDhw58/vnnNGzYUHuePG8shP7Ex8ezfv160tLSqFWrFpMmTcLMzKysuyWEwIBD8oIFCzh27Bh//PEH/v7+NGnSpNACVCoV77zzzuM2V+okJAtRchkZGdSsWZPo6GiGDx9O3759jSLIGEsgkzruKW91VKtWjV9//ZXffvtN+7zyyJEjmT9/PpcvX5bnjYXQs5iYGDZs2EBWVhaNGjVi3Lhx8niCEOWAwYbk4v4FIltACVHxfPLJJ0yePBl7e3u++uorIiIijCrISB1SR54nVUdMTAyrVq3ixIkTAJibm9O8eXMaNmyItbW1PG8shB5FRESwZcsWNBoN7dq1Y8iQIfKoghBlzGBDcmBgYLHP7dSp0+M2V+okJAtRMqmpqXh7e3P79m3GjBmDj4+P0QYZXUgd90gduR5WR2JiIhEREfzzzz8cPnyYO3fuAODs7Mzs2bPp1auXhGMh9OjChQts374dgOeff56ePXuWcY+EqNgMNiQbOwnJQpTMkiVLmDlzJk5OTkydOpWsrCyjDTLFJXXcI3XkKqwORVG4desWERERxMXFac+1sLAgIiKCPXv2kJKSAkDLli157733qFu3rs5tCyEK9++//7Jnzx4ABg0aZJCDPEIYCwnJ5ZSEZCF0d/fuXby8vIiPj6dfv340bNjQ6IKMrqSOe6SOXA/WYWlpyfXr14mIiNBu4QRgZ2dHlSpVcHR0RK1Wk5aWxi+//MKff/5JTk4OKpWKAQMGMGPGjMfaX1kIcU9gYCBHjx5FpVIxZswYmjVrVtZdEqJCKossJvOzhBBPxPLly4mPj8fR0RE/Pz+jCjJSh9QB+q3D29ub69evs3//fs6fP09qaipqtRpHR0d8fX3x8fGhcuXK2mnVVlZWDBo0iNmzZ1OjRg0UReGHH36gQ4cO/N///R+ZmZk690cIkV/Hjh1p1KgRiqKwZs0aLl26VNZdEkKUkhKF5B49evDvv/+WqMG0tDSWL1/OF198UaL3CyHKv/j4eD788EMAOnfuTL169YwiyBhLIJM6yk8dSUlJKIrCiRMnuHLlCllZWZibm+Pi4kK9evWoWbMmdnZ2hT5znJqaSmJiIoMGDWLatGl4eHiQmprK0qVL6dy5M7t27UImiwlRciqViueee47atWuTk5PDl19+SWRkZFl3SwhRCkoUkiMjI2nVqhVdunRh7dq1JCUlPfI9//zzD2+88QZeXl7MmTNHpoMJYcQWL15McnIylStXpn///gYfZIwlkEkd5aOO7OxsTp06RXR0NPHx8dy+fRtFUbCyssLT05O6detSvXp1rKysilxVNzU1lcuXL2NpaUnNmjWpX78+8+fPZ/jw4dja2nL9+nXGjx/PgAEDuHDhgs59FELkUqvV9OnTB09PTzIyMvj000+1i+cJIYxXiZ5Jzpt2smDBAq5du4ZardZuQeHq6oqjoyNpaWnExcURGhrKP//8Q2JiImq1moEDB7Jw4UK8vb2fQDlPhjyTLETx3bp1C29vb9LS0njjjTd4+umndb5GeQgyxhLIpI57yrqO7OxsIiMjCQsLIzs7W/v6g88bP8qDAfnBOtLS0vj111/Zu3ev9nnl/v37M3PmTPmAWogSSk9P59tvvyU2NpbKlSsTEBCAnZ1dWXdLiArB4Bbu0mg07Nixg7Vr1xIYGJhvBc48arWaRo0a0adPH8aOHVuim6OyJiFZiOJ7/fXX+eyzz6hWrRqfffaZzvtLlnWQAeMIZCB13K8s60hPT+fq1atcu3ZNG47VajUODg64uLhgY2NT7C2cHhWQ73fnzh02bdpEUFAQANbW1kycOJFXXnkFCwuLYvdfCJHr7t27fPvttyQlJVG1alWmTp2KpaVlWXdLCKNncCH5QRcuXCAqKorY2FisrKxwdnbGz88PBwcHfTVRJiQkC1E8169fp2bNmmRmZjJ37lyaN2+u0/slkN0jdeQy5Dry9je+ceOG9tlgRVFwdHTE09MTS0tLnT5E0iUg3+/SpUts2LCB69evA+Dh4cGcOXN47rnndP4QS4iKLi4ujvXr15Oenk6dOnV47bXXMDU1LetuCWHUDD4kGysJyUIUz9ixY1m9ejU+Pj4sX75cpxtwCWT3SB25DLGOovY3VqlU5OTkUKdOHSpVqqRzH0oakPNoNBp27tzJ77//Tnp6OgDNmzfnvffeo379+jr3R4iK7MaNG2zYsIHs7GyaNm3KmDFjij0bRAihOwnJ5ZSEZCEeLTw8nDp16pCdnc2iRYto0KBBsd8rgeweqSOXodWRnZ1d6P7Gtra2ZGZmoigKPj4+WFtb69yHxw3IADdv3uTGjRs4OTnx999/s2fPHu3zyv369WPmzJk4OzvrfF0hKqorV66wdetWNBoNHTt2ZNCgQTIzQ4gnRPZJFkIYrLfffpvs7Gz8/PwkIEsdFaqO+Ph4Dh48WGB/49q1a6NWq1GpVOUiILu7u1O9enVefPFFFi1aRNOmTVEUhW3bttGhQwc+/fRTMjIydL6+EBVRzZo16d69OwAHDhzg999/L+MeCSH0SUaSi0FGkoV4uEuXLlG/fn00Gg3vv/8+vr6+xXqfBLJ7pI5chlSHoihERERw6dIlFEXBzMwMR0dHnJ2dMTMzIzw8nPT0dGrVqlUuArKrq2uB4yEhIXz33Xf5nld+5513eP7552VUTIhiOH78OH/99RcAQ4cOpV27dmXcIyGMj4wkCyEM0syZM9FoNDRt2lQCstRRIerIzMzk5MmTXLx4EUVRsLOzw8fHh+rVq2Nubm4QARmgTp06zJs3j5EjR2JnZ0d0dDT/+9//6NevH+fOndO5TSEqmlatWtG6dWsANm7cSHBwcBn3SAihDzKSXAwykixE0U6fPk3jxo0BWLFiBTVq1HjkeySQ3SN15DKkOuLj4wkKCiI9PR2VSoWzszMeHh6YmpqSk5PDlStXDCIgPyg9PZ3ffvuNPXv2kJ2djUqlom/fvsyaNUueVxbiIRRF4bfffuPcuXOYmpry+uuv4+PjU9bdEsJoyEiyEMLgvPXWWwC0bt1aArKOpI5chlKHoiiEh4fz999/k56ejrm5Od7e3lSrVs3gAzKApaUlAwYM4N1336VOnTooisKPP/5Ihw4d+OSTT7SrYgsh8lOpVHTv3p2aNWuSnZ3NF198oX2EQQhhmJ5oSFYUhdDQUKKiop5kM0KIMnL8+HF27dqFSqVixIgRjzxfAtk9UkcuQ6mjsOnVtWvXpnLlytrtnQw5IOfJyckhMTGRF154gTfeeIOqVauSlpbGBx98QOfOnfntt9+QCWhCFKRWq+nbty/u7u6kp6fz6aef5tsGTghhWPQSkrdv387o0aOJj4/XvhYREUHDhg2pW7cuXl5eDB06FI1Go4/mhBDlREBAAADt27enatWqDz1XAtk9UkcuQ6kjPj6ew4cPc+vWLVQqFS4uLvmCsDEF5PvraNiwIXPnztU+r3zjxg0mTpxIv379OHv2rM7XF8LYmZmZMXDgQJycnEhKSmLFihUkJyeXdbeEECWgl5D85ZdfcuLECRwdHbWvvfHGG5w/fx5/f38aNWrE5s2bWbNmjT6aEwYkJyeH7Ozssu6GeAICAwMJDAxErVYzbNiwh54rgeweqSOXIdTxqOnVeXUYY0DOq0OtVtOhQweWLFnC888/j6mpKSdPnqRHjx688cYb3Lp1S+e2hDBmVlZWvPTSS9ja2nL79m3ZWk0IA6WXhbuqV69O165dWb16NQCJiYk4OzvTv39/Nm3aRFZWFk2bNsXe3p4jR448dqdLmyzcpZu0tDROnz7NyZMnuXDhAtnZ2ZiYmGBubo6FhYX218N+X9xzzczMZJuSMqAoCm3atOH48eN06dKFyZMnF3muBLJ7pI5chlBHZmYmZ86c0YZAOzs7qlWrli8EG3tALkxsbCybN2/m5MmTQG4gePXVVxk3bhyWlpY6ty2Esbpz5w7ffvstGRkZ1K1bl4kTJ5boz7cQomyymKk+LnL79m3c3d21vz906BDZ2dkMHjwYyJ1+0rVrVzZs2KCP5kQ5lJqami8Y5+Tk5Duek5NDWloaaWlpem1XpVIVCND3h+iSBnFzc3PUalnXrih//PEHx48fx9TUlKFDhxZ5ngSye6SOXIZQx8NWr76/jooWkAEqV67MxIkTCQ0NZcOGDURGRvLBBx+wYcMGZs+eTY8ePeSDSyGAKlWqMHDgQDZt2sTFixdZt24dI0eOlHsLIQyEXkKyvb09sbGx2t/v379fO0Urj5mZGSkpKfpoTpQTKSkp2mB88eLFfMHY0dGRGjVqUKdOHZycnMjKyiIzM5PMzMx8/3//77OysvL9ys7OLvK/eVO4FUUhIyPjiUxlMjMzK/bIty4B3NA/SVYUhRkzZgDw7LPPUqVKlULPk0B2j9SRq7zXoSgKERERXLp0CUVRMDc3x9PTEycnp3zBr6IG5Pv5+PgwZ84cAgMD+fHHH4mJieG1115j9erVvPvuuzRs2FDn/ghhbDw9PenTpw/btm3jn3/+wd7engEDBpR1t4QQxaCX6dadOnXi8uXLnD59GhMTExo0aIC7uzvHjx/XnjNo0CBOnDjBlStXHre5UifTre9JTk4mODiYU6dOcfHixXyLsTk6OlKzZk18fX0LjLroi6IoaDQacnJyCoTtooJ3ZmYm2dnZ2v8+LIBnZWXpvc8PMjExKVaYtrS0xNvbG19fXywsLJ54v4rrp59+ol+/fpibm/P1119TqVKlAudIILtH6shV3usozvTqvDoqekDOk1eHWq3m/Pnz7N27V7u/cp8+fZg5c2aJ+iaEsTl9+jQ7d+4EoHfv3nTr1q2MeySEYSmLLKaXkLxt2zZefPFF7TOiKSkprFq1itGjRwO5/xhXr16dVq1a8dNPPz12p0tbRQ/Jd+/eJTg4mJMnTxISEpIvGFeuXJkaNWpog7GhjpIqiqIN4EUF7vt/X9jod2GB+/7XSrq6u4mJCT4+PjRo0IAGDRrg4uKi5+qLT6PRUL9+fS5dukTfvn0ZNWpUgXMkkN0jdeQq73UUZ3p1Xh0SkHMVVkdsbCzff/89//77L5D7vPL//vc/xo8fL88riwrv6NGjBAYGAjBs2DDatm1bxj0SwnAYbEgG+OKLL7QLdw0cOFC7NQzA7t27GTRoEEuWLGH8+PH6aK5UVcSQfPfuXU6dOsWpU6cIDQ0tNBjXrVsXd3d3gw3GpSEvfCuKoh3NzszMJCMjQxu07///+0N3amoq169f5+7du/mu6ezsTIMGDfDz88PHxwczM7NSq2fTpk0MGTIEKysrVq9eXSDsSCC7R+rIVZ7rKO706rw6JCDnelQdYWFhfPfdd0RGRgLg5uYmzyuLCk9RFPbu3cu///6LWq1m/Pjx8liCEMVk0CHZmFWUkJyYmEhQUBAnT54kLCyM+380qlSpop1K7ebmJsG4lCiKwq1btwgJCSE8PJyYmJh8H1iYm5vj6+uLn58fDRo0wMnJ6Yn1JTs7mzp16hAeHs6gQYMKLNglgeweqSNXea6juNOr8+qQgJyruHVoNBqOHTvGDz/8QFJSEgCNGzfmvffeo1GjRjq3K4QxUBSFX375hQsXLmBmZsbkyZOpWbNmWXdLiHLP6EKyoiiEhYVhZWVF1apVn1QzT5wxh+SEhARtML58+XK+YOzs7KwdMXZ1dZVgXA6kpaVx+fJlLl++zNWrV0lNTc133N3dXTvKXKtWLb1+z1avXs3YsWOxsbFh9erV+W6wJZDdI3XkKs915P29l5aW9tDp1Xl1SEDOVZI6MjIy+O2339i9e7f2eeXevXsza9YseV5ZVEg5OTn88MMPREREYG1tzZtvvombm1tZd0uIcs1gQ/L27dvZvn07H3zwAY6OjgBERETQo0cPLly4AMBLL73Et99+a5BL3xtbSE5ISODUqVOcPHmSK1eu5AvGLi4u1KhRg3r16uHs7CzBuBxTFIXo6GhCQ0MJDw/n1q1b+b6XlpaW1KtXjwYNGlC/fn0cHBxK3FZmZiY1a9bk+vXrDBs2jBdffFF7TALZPVJHrvJaR2HTqz08PKhcuXKh04AlIN/zuHXExcWxbt06zp49C+T+/fS///2PCRMmyPPKosLJzMxkw4YN3Lx5EwcHB956661CF8EUQuQy2JD8/PPPExUVxZkzZ7Sv9enTh19++YWnn36a2NhYTp8+zVdffcWYMWMet7lSZwwhOS4uTjti/OAK466urtoRYwnGhislJYWwsDDCwsKIjIwkPT093/Fq1appF//y8vLS6QOrTz/9lEmTJmFvb8/q1au1q21LILtH6shVXuvQZXp1Xh1lHSzBOAIy3KsjMzOT33//nWvXrgG5//7Mnj2bnj17yvPKokJJTU3l22+/JT4+HldXV6ZPn16iP59CVAQGG5KrV69O165dtQt3JSYm4uzsTP/+/dm0aRNZWVk0bdoUe3t7jhw58tidLm2GGpJjY2O1i2+Fh4fnO+bm5pYvGBviCL8omkajITIyktDQUK5evcrt27fzHbexscHPzw8/Pz/q1av30CCTlpaGt7c3t27dYuzYsfTq1QuQQHY/qSNXea1Dl+nVeXWUp2BpLAE5r47CnleuU6cOQ4cOpW/fvo8160UIQ5KYmMj69etJSUnB29ubN954A3Nz87LulhDljsGGZCsrK6ZNm8Z7770HwI4dO+jZsyc///yz9oZ6ypQpbNiwQfspviExpJB8584dbTCOiIjId8zNzY2aNWtSt25dqlSpIsG4AklKSiI0NJTLly8TFRVFZmam9phKpaJGjRraxb+qVq2ab0Tn/fffJyAgACcnJ1atWoWZmZkEsvtIHbnKYx3u7u46Ta/Oq6M8BktdGUIdGRkZ7Nixgz/++IPs7GwAzMzM8Pf3Z+jQoXTo0EFmNgmjd+vWLb777jsyMzPx8/NjwoQJ8nMvxAMMNiS7urrSr18/vvjiCwCmT5/ORx99xO3bt7XPKAcEBPD555+TkpLyuM2VuvIeku/cucPJkyc5efKkdgpbHnd3d+2q1BKMBeSuUn3t2jXCwsKIiIggLi4u33F7e3vt4l9Vq1albt26xMXF8eqrr/Lcc89JILuP1JGrPNbh7OzM6dOniz29Oq+O8h4si8PQ6khKSuLw4cMcOnSImJgY7etVqlShb9++DBkyRFYAFkbt2rVrfP/99+Tk5NC6dWuGDx8ujx8IcR+DDcmdOnXi8uXLnD59GhMTExo0aIC7uzvHjx/XnjNo0CBOnDhR4HlYQ1AeQ/KtW7c4efIkp06d0u5FCbmjgnnBuG7dujg5OUkwFg8VHx9PSEgIV65c4fr169oRHYCTJ0/y999/4+TkxIoVK1Cr1YSEhEggQ+rIUx7rsLa21ml6dV4dhhQsi2LIdSiKwtWrVwkMDOT48eP51lVo1KgRgwcPpmfPntjZ2encHyHKu5CQEH766ScURaFr16707du3rLskRLlhsCF527ZtvPjii1hYWGBmZkZKSgqrVq1i9OjRQO4/2tWrV6dVq1b89NNPj93p0lZeQvLNmze1wTgqKkr7ukqlwsPDQztiLMFYlFRWVhbh4eGEhYVx6dIl/u///o/MzEy6dOlCnTp1UKvVWFtb4+PjU6JF3owxkEkd5acOT09PMjMzdZpenVeHoQbL+xlTHSEhIZw/f56wsDBCQ0O1K/dbWFjwzDPPMHToUNq2bSv/1gmjcurUKf744w8A+vfvT5cuXcq4R0KUD2WRxYr+WF0H/fv35/PPP9cu3DVw4EBtQAb4888/SU1N5bnnntNHcxXKjRs3tNs1RUdHa1/PC8a1atXC19cXR0dHuVkQj83MzIw6depQp04dgoODyczMpEqVKjRs2JD09HQ0Gg3JycmcOnUKtVqNk5MTLi4uODs7P/KG3NgCmdRRvupwc3MjJiZGp+nVeXUYS7A0pjqys7N5/vnnsba2Jj4+nsOHD3Pw4EHu3LnDjh072LFjB25ubvTv35+XXnqJ6tWr69yWEOVN06ZNSUlJ4dChQ2zbtg07OztatWpV1t0SokLSy0iysSvtTy+io6O1I8Y3btzQvq5Wq/H09NSOGFeqVEmCsXgiYmNjadeuHWlpaYwePRp7e3vMzc1xdHQkKSmJ5OTkfNOyAaytrbWB2dHRMd8NtrEFMqmjfNXh5OREVFSUTtOr8+owpmBp7HUoisKVK1fYv38///77LxkZGdpjzZo1Y/DgwfTo0UO20REGTVEUdu/erf0w+tVXX6V+/fpl3S0hypTBTrc2dk/6G6MoSr5gfP/CJWq1mqpVq2q3a3JwcJBgLJ64uXPnsnbtWtzd3Rk4cCBWVlb5bpwVRSElJYX4+HiSkpJIS0vL934TExMqV66Mi4sLOTk53Lp1y2gCmdRRfuqIjIzE0tKSGzduoCgKZmZmeHp6PnJ6dV4dFSFYFoch1pGRkcHJkycJDAwkNDRU+7qVlRXPPfccQ4cOpUWLFrL4kTBIiqLw008/ERISgrm5OVOmTMHLy6usuyVEmTGKkJyTk8OdO3fyfcJ7P0OcEvUkvjGKonD9+nVtML5586b2WF4wzptK7eDgIP/Qi1Jz8+ZN2rdvT2ZmJr1796ZevXqPvHHOysoiPj6exMREkpOTycnJyXfc0tISDw8PnJ2ddZoBUZ4CmbEES2Op49q1a+Tk5Gj32bW1taV69erFCokVNVgWxhjqiI2N5a+//uLw4cPcvXtX+3rVqlV58cUXGThwYIl+3oUoS9nZ2Xz//fdERkZiY2PD9OnTcXFxKetuCVEmDDok//vvv8yaNYsDBw7k24M1X2MqVYEpmoZAX98YRVGIiorSBuP794w2MTHJF4zt7e0lGIsy8dZbb7F582ZcXV0ZOXIktWrV0unGWVEU7t69S1RUFMnJyQUCsampKVWqVMHFxYUqVapgYWFR6HXKUyAzlmBpLHWEh4eTlpZGVlaWTtOr8+qQYJnL2OqwsLAgOzubQ4cOcfLkSbKysoDce49WrVoxZMgQnnvuOSwtLXVuQ4iykJGRwYYNG7h16xaOjo4EBATg4OBQ1t0SotQZbEgOCgriqaeewtTUFH9/f3799VcaN26Mm5sbJ0+e5Pbt23Tu3BkvLy/WrFmjj36Xqsf5xiiKQmRkpDYY3759W3vMxMSEatWqUatWLerUqSPBWJS5yMhIOnfuTHZ2NoMHD8bf3/+xb5wdHR2Ji4vTPsus0WjynWtvb699ljlv1kR5CmTGEiyNoY7r168TFhZGWlqaztOr8+qQYJnL2OtIT0/nxIkTHDhwIN/WkzY2Nrzwwgu8/PLLNG7cWP7NFeVeSkoK69evJzExEXd3d958802srKzKultClCqDDcn9+/fn999/599//6VevXqo1WrmzZvHnDlzSEtLY9q0aWzdupXjx4/j7e2th26XLl2/MXl7PeYF49jYWO0xExMTqlevrg3GdnZ28o+0KDcmT57Mzz//TNWqVZkzZ47eb5w1Gg1JSUkkJCRw9+7dAo9lmJmZUaVKFe0IUL169SRYSh0AXLt2jZCQEO3Phi7Tq0GC5f0qWh23bt3iwIEDHDlyhMTERO3r3t7e2unYMo1VlGcJCQmsW7eOtLQ0atWqxaRJkzAzMyvrbglRagw2JLu6uuLv78/mzZuB3Gdq586dy9y5c4HcG+NmzZpRv359Nm7c+LjNlbrifGMURSEiIkIbjOPi4rTHTE1NqV69OjVr1pRgLMqtK1eu0KVLFzQaDW+99RZ16tTR+Rq63jinp6drF/9KSUkpMMrs6OiIs7Mzzs7Oxf5zI8HyHmOpIywsjMuXL6PRaHSeXg0SLO9XkevQaDRcvHiR/fv3ExwcrH38S61W89RTTzFkyBC6du2Kubm5zv0R4km7efMm3333HVlZWTRq1Ihx48bJQq6iwjDYfZITExOpWbOm9vdmZmYkJydrf69Wq+ncuTObNm0qcRvfffcdBw8e5N9//+XMmTNkZmayZs0aRo4cWej5SUlJzJs3j23bthETE6PdT3HevHl6++JqNBrCw8M5deoUp06dIj4+XnvMzMws31RqW1tbCcaiXFu6dCkajYZ69eqVSkCG3AW93N3dcXd3JzMzk5CQENLT0zE1NSU7O5v4+Hji4+MJCQnBwsJCOy27cuXKhQYkCZb3GEMdiqJw+vRp7R7xuk6vzqtDgmWuil6HWq2mfv361K9fn6tXr3LgwAFCQkKIjo7m0KFDHDp0CHt7e3r27MmQIUNo0KCBzn0T4klxdXWlf//+bNmyhdOnT7Nx40aGDh0q95ZCPCF6CckuLi75AqKbm1u+LRkgd8QoNTW1xG3Mnj2bq1evUqVKFdzd3bl69WqR56akpNCpUyeCgoLo2rUrgwcPJjg4mI8++oh9+/Zx6NAhbGxsStQPjUbDlStXOHnyJEFBQSQkJGiPmZmZUb16dWrXrk3t2rUlGAuDcfHiRf744w8ABg4cqPP79XHjfPXqVRRFoX79+lhbW5OWlqZdMTs1NZWMjAwiIyOJjIxEpVLh5OSkHWW2sbEhJSVFguV/jKGOrKwsjh8/XqLVq/NIsLxH6rjn5s2bxMfH8+yzzzJs2DBu3LjBgQMHOHr0KElJSWzYsIENGzZQu3ZtBg0aRP/+/alcubLO7Qihb97e3vTs2ZPt27dz5MgR7O3t6dWrV1l3SwijpJeQXL9+fS5duqT9fbt27fj55585duwYbdq04cKFC2zZsoW6deuWuI2vv/4aHx8fvLy8WLJkCTNnzizy3GXLlhEUFERAQABLly7Vvj537lwWLFjAsmXLmD9/vs592LZtGyEhIfmeaTIzM8PLy4vatWvj4+ODtbW1BGNhcJYsWYKiKDRp0kTnbdqe1I2zlZUVVlZWeHh4kJOTQ0JCAomJidy9e5esrCxiY2OJjY3l4sWLWFpaolKpsLOzo3bt2hU2WIJx1JGQkMC///6r3SnB2dkZT0/PYk+vhvIVyIwlWBprHe7u7gwaNIgBAwZw7tw5AgMDOXPmDGFhYSxcuJClS5fSvn17hg4dir+/vzwLKspUvXr1SE1NZc+ePezatQsHBwc6depU1t0Swujo5ZnkTz/9lClTphAZGYm7uzvBwcG0adOGzMxMnJyciI+PR6PRsG3bNvr27fvYnc4LyYVNt1YUhapVq5KUlERMTEy+EeP09HQ8PDywtrbWjkYVR948+DFjxmBubo65uTnVq1fHx8eH2rVrSzAWBi04OJhevXqhUqlYsGCBTsGqLG6cFUUhNTVV+yzzgzNU1Go1lStXxtXVFRcXlyK3mLqfMQRLMPw68hY9vHjxIoqioFarqV69uk7Tq/PqKK+BTBdSxz2lXUdycjJHjx7l0KFDREVFaV93dHSkV69evPzyyyV6LEUIfclbjA5gzJgxNG/evIx7JMSTY7DPJE+YMIGBAwfi6OgIQOPGjfnzzz9ZuHAhV65coXnz5rz++ut0795dH809VGhoKNHR0XTr1q3AlGpLS0s6duzI9u3bCQsLw8fHR6dr16pVi4YNG2r/kZdgLIzB4sWLAWjRokW5D8iQu+epjY0NNjY2pKamEhoailqtxtLSkpSUFLKzs7l9+7Z2u7VKlSrh6uqKq6troY9ZGHqwzGPodWRlZXHmzBlu3rwJ5M7SyZudowtDDGSFkTruKYs6bG1t6dq1K127diUqKop9+/Zx7Ngx4uPjWbduHevWraNevXoMGjSIfv36yd61otR16NCBlJQUgoODWbt2LTY2No81Y1MIkZ9eQrKZmVmBf3SeeuopduzYoY/L6yTvWeiiAnDe66GhoTqH5O7du1OpUqXH6p8Q5cnx48c5evQoarWa/v37F/t95enG2draWnvjrCgKycnJ2lHm9PR0EhISSEhI4NKlS9jY2ODm5oarqyv29vbcuHHDoINlHkMPyAkJCQQFBZGWlgagvYYu06vBcAPZg6SOe8pDHe7u7rRp04aGDRuSlpbGsWPHOH/+PBcuXGDevHksXLgQf39/hgwZQseOHUvURyF0pVKp6NatGykpKYSFhbFy5UqmTJmi8yNTQojC6SUklyd5zwsX9alu3hD9/c8VPygjIyPf/q15C8cIYUwURWHRokUAtG3bFmdn52K9rzzfOOc9l2xnZwfkPmIRFxdHQkICqamppKSkcPnyZS5fvoypqSkmJiZ4enri5uZWojokIOcqaR0PTq9WFIVKlSpRu3ZtnWfqGEsgkzruKW911KlTB2tra9q2bUtSUhJHjhzh4MGDxMTEsHv3bnbv3k2VKlXo27cvQ4YMybfrhxBPglqtpk+fPmzatInr16/z2WefERAQQJUqVcq6a0IYPL2GZI1GQ1RUFNevXycrK6vQczp27KjPJp+IxYsXl2hhLyEMycGDBzl16hQmJib06dOnWO8xtBtnS0tLPDw88PDwIDMzk/j4eBISErh79y7Z2dlkZ2dz5coVrl27houLC66urlSpUuWRI5gSkO8paR0PTq/WaDS4urri5eWlcx+MMZBJHeW7Dnt7e5577jm6devGtWvXCAwM5Pjx49y5c4dVq1axatUqGjZsyEsvvUTv3r21H9wJoW+mpqa8+OKLfPfdd9y5c4cVK1YQEBAgP3NCPCa9hGRFUViyZAkfffQRsbGxDz03JydHH00WKW8EuaiR4rxR4Yc9PzRz5kymTp2a7z3VqlXTYy+FKFuKomifRe7QoQNOTk6PfI+h3zibm5tr+52SkoK9vb12enZ2djbR0dFER0c/cuEvCcj3lLSOB6dXZ2dnU61aNTw9PXXuQ1n/XOUx9D8feaSOXMWtQ6VS4eXlxfDhwxk8eDBBQUEEBgZy8eJFzpw5w5kzZ5g/fz7PPPMML7/8Mm3btkWtVuvcHyEextLSkpdeeon169cTGxvLJ598wrRp07C0tCzrrglhsPQSkmfOnMmyZctwcXFh1KhRuLu76/wsmb7c/8xxYR71zDKAhYVFsVbEFcJQ7dmzh/Pnz2NmZlasPRaN7cbZ09NTW4eiKNrnlpOSksjKyiqw8Ffec8wWFhYSkP9TkjoKW706MzMTb2/vEk95L08/V8by50PqKFkdZmZmtGzZkpYtW3Ljxg127tzJ+fPnSUhIYOfOnezcuRNXV1f69+/P4MGD5dlRoVe2tra89NJLfPvtt1y/fp0vvviC1157TbYsE6KE9LIFlJubG46Ojpw4caJEN1u6etwtoKysrIiKitJ5C6jg4GBZuEsYPI1GQ9euXQkLC+PZZ59l0KBBDz2/It04K4pCSkoKsbGxJCUl5VubAHJvgs3MzPD19cXV1VXn52YrckAubPXqzMxMqlevbvQ/Vw8jddxjjHXUqFGDa9eusX//fv755598f6c0bdqUwYMH07NnzxK1I0Rhbty4wYYNG8jOzqZJkyaMHTtWZi8Ig1cWW0Dp5U9NcnIy3bt3L5WA/CgqlYqxY8eSnJzMggUL8h1bvHgx8fHxjB07VrZvEhXWb7/9RlhYGBYWFo/clq283XA+6RtnlUqFra0tXl5eNGzYED8/P9zd3bGysgJyg15qaiqnTp1i//79nD9/ntjYWDQazSP7UJEDckJCAocPH+bmzZuoVCqsrKzIzs6WgCx1aBlrHaamptSsWZPRo0fz8ccfM3bsWO3+yqdOnSIgIIBmzZoxefJkjh8/jh7GLUQF5+7uTr9+/VCr1QQFBfH999/Lz5UQJaCXkeT27dtTvXp1Nm7cqI8+Ferrr7/m0KFDAJw5c4aTJ0/Srl07ateuDUCfPn20iw+lpKTQvn17goKC6Nq1K82bNyc4OJjff/+dJk2acOjQoUL3Sy2KjCQLY5GdnY2/vz/Xrl2jR48e9O3bt8hzy+MNZ1neOKekpODk5KRdJfv+vzpNTU1xcXHBzc2NKlWqFOhnRQ3ID06vNjMzw8rKipSUFDw8POTnSuoAKmYdcXFxHDx4kMOHD+dby8XT05MXX3yRQYMGlejPuRB5zp07x6+//gpAjx49eOGFF8q4R0KUXFmMJOslJO/atYv+/ftz8OBBmjVrpo9+FTBy5EjWrVtX5PG5c+cyb9487e8TExOZP38+W7duJSYmBjc3NwYMGMDcuXMfumhXYSQkC2OxZcsWpk+fjrW1NcuWLdOOkD7I0G44i/Kk6sjJydFuLZWcnJxvQUK1Wk2VKlW0C39lZmZWyID84PRqW1tbrKysiI+Pl58rqUOrotehKAqhoaHs37+fkydPancGUalUtGzZkiFDhvD888/LAkyiRE6cOMGff/4JwJAhQ2jfvn0Z90iIkjHYkAywdetWJk6cSK9evWjcuHGRBQwfPlwfzZUqCcnCGGRmZtKxY0du3LhBv379ipxqbcg3nPcrrTo0Gg2JiYnEx8eTlJREdnZ2vuNmZmbY2trSoEGDEoVTQwzI969erVKptNtq3b59W36upA4tqeOemzdvcvXqVW7fvk1wcDCXL1/WHrOxseGFF15g6NChNGnSRB4XEzrZt28ff//9NyqVildeeYUmTZqUdZeE0JnBhuSMjAzGjh3Lxo0btVMQH/xLXFEUVCrVE98C6kmQkCyMwbp165gzZw62trYsW7as0BXcjemGsyzqyNtSKm+U+cH94u3s7HB1dcXV1RU7O7tH3uwaWkAubHq1h4cHOTk5xMTEyM+V1KElddxTWB23b9/mwIEDHDlyhISEBO25Xl5evPjiiwwcOLBENYuKR1EUduzYwdmzZzE1NeX1119/6A4vQpRHBhuSJ06cyBdffEGjRo0YMGDAQ7eAGjFixOM2V+okJAtDl56eTrt27bhz5w6DBg3i2WefLXCOMd9w6kKfdZiZmWFjY0NSUpJ2T+A8VlZW2sDs6OhYIDAbWkAubHp19erVuXv3brn5fhjLz5XUUXHq0Gg0XLx4kcDAQIKCgrQzVdRqNW3btmXIkCE888wzMh1bPJRGo2Hr1q1cuXIFS0tLpk2bVqJ96YUoKwYbkl1cXPDy8uLo0aNltj/ykyQhWRi6lStXsmjRIhwcHFi6dGmBfRMryg3nozzJOjIyMoiLiyMxMbHAwl9mZmbaZ5irVKnCzZs3DSogJyYmcurUqXzTqz09PYmNjS233w9dlOefK11IHbkMtY60tDT+/vtvDhw4wNWrV7Wvm5qa4ufnR9u2benQoQPNmjWTLaVEAVlZWWzatIno6Gjs7OwICAigcuXKZd0tIYrFYEOyvb09EyZMYNmyZfroU7kjIVkYspSUFJ566ikSEhIYNmwYnTt3zne8ot5wPqg068jOziY+Pp6EhATu3r2bbwsplUqFqakpbm5u+Pr6FvhAozh1lFZALmp6dZUqVbh165bBfD8expB+rh5G6shlLHVER0fz66+/cvbsWVJTU/MdMzExoV69erRp04aOHTvSvHnzcrFFpyh7aWlpfPvtt8TFxeHs7Mz06dPlZ0MYBIMNyf7+/jg6OvLjjz/qo0/ljoRkYchWrFjBhx9+iJOTE4sXL84320NuOHOVZR0ajYaEhATtrwcDs6OjI25ubri4uBS5Gvn9dZRWQC5qerW1tbVBfz/uJ3XkkjruKW911KxZk+TkZC5cuMD58+cJCwsjMTEx3/lqtRpfX1/atGlDhw4daNmyZandZIryJykpifXr15OcnEy1atWYOnVqoWuUCFGeGGxIPnr0KF26dGHLli306NFDH/0qVyQkC0OVmJjIU089RXJyMmPGjOGpp57SHpMbzlzlqY7o6GgcHR2B3L93MjMz851jb2+vfY7Z1tY233PMpRmQC5te7eHhgZmZmVF9P6QOqeN+hlCHoijcuXOHixcvcu7cOUJDQ/Mt/AW5obl27dq0bt2aDh060Lp1a7m3qWDu3LnDt99+S0ZGBr6+vrz22msl+nkWorQYbEhesGABx44d448//sDf358mTZoUWoBKpeKdd9553OZKnYRkYaiWLl3K//3f/+Hi4sLChQtRq9WA3HDmKe91pKamap9jLmzhLzc3N+1K2SEhIU88ID9serVKpTL670dxSR33SB33lFUdsbGxXLx4kfPnz3Pp0iXi4+PzHVepVNSqVYtWrVrRsWNHWrdujZOTk879E4YlOjqajRs3kp2dTfPmzRk1apT2HkGI8sZgQ3Jx/1DJFlBClJ64uDieeuop0tLS+N///keLFi0AueHMY2h15C38lZCQQGpqar6Fv9RqNebm5tSqVQtPT0+d+1GcgPyw6dW61FEUQ/t+FEXquEfquKc81ZGVlUV6ejoXLlwgJCSEO3fuFDi3Ro0atGrVivbt29O2bVucnZ11bk+Uf2FhYWzbtg1FUfD39+fFF18s6y4JUajY2FiqVKlSqiFZL0tR79u3Tx+XEULo0SeffEJaWhoeHh40b94cKF83asZyw1ladVhYWODu7o67uzvZ2dnExcURHx+vXfgrPT2dc+fOcfHiRZydnXF1dcXZ2fmRC38VJyA/bHq1rnUUxhC/H4WROu6ROu4pb3XUr18fExMT7eM3iYmJ2pHmkJAQbt26RXh4OOHh4Xz//fcAVKtWjVatWtGhQwfatm2Lm5ubzn0Q5U/t2rV5/vnn2blzJ/v27cPe3p5u3bqVdbdEBZeTk0N0dDRXr17V/oqIiCj1fuhlJNnYyUiyMDQ3b96kffv2ZGZmMmnSJBo3blzubtSM5YazrOtITU3F2dmZtLQ07t69q91HFXJn7zg5OWmfY35wL9VHBWRFUbh27RoXLlwodHq1Puswlu+H1CF13M8Q67h79y6XLl3ShuYbN24UOMfDwyNfaJY9dw3bsWPH2L9/PwAvv/xyvvVLhHiSNBoNt27dyheIo6KiyMrKyndeZmYmq1evNrzp1sZOQrIwNDNmzGDTpk14eXnxzjvvyHY8/zH2OhRF4e7du8TFxRW58Ffec8zAQwPyo6ZXP8k6dFGevx+6kDrukTpylZc6wsPDOXXqFLGxsURGRhIdHc2Dt45ubm60bNmS9u3b89RTT1GtWrV8CwuK8m/v3r38888/qFQqJkyYQMOGDcu6S8LIKIpCXFxcvkB87do10tPTC5xrbm6Os7Ozdmacvb09Tz/9tOGG5CNHjrB27VqCgoK0RTRt2pThw4fTvn17fTVT6iQkC0MSFRVFp06dyM7O5s0338TJyckobtSM5YazNOtISUnRLvz14D9CarUaW1tb6tati5OTU74b2kdNry7tOopiaN+Pokgd90gducpzHampqYSGhmoXAouKiioQmp2dnWnRogXt27enXbt2eHt7S2gu5xRF4ddff+X8+fOYmZkxefJkatasWdbdEgbs7t27RERE5AvFycnJBc4zNTWlcuXK2kDs4eGhfVws7++NxMREGjVqZJgh+c033+Sjjz7S/kWpVqu1+32qVComT57Mhx9+qI+mSp2EZGFI3njjDX766Sdq167N6NGjjfZGTRdSx72Fv2JjY7XhN4+5ubl2SnZKSkqRq1eXhzryGPr3I4/UcY/UkcvQ6khLS+Py5cucO3eOS5cuERkZmW+/dwAnJydtaH7qqaeoXbu2hOZyKCcnhx9++IGIiAisrKx48803cXd3L+tuCQOQlpaWLwxfvXq1wEr6kJsPnZyccHZ2xsXFBQ8PD1xdXbGwsHjo3wkGG5LXr1/PyJEjqVu3LnPnzqVz5864urpy69Yt9u/fz/z587l48SJr1qxh+PDh+uh3qZKQLAxFeHg4Tz/9NBqNhvHjx2Nubl5hbtSKInXck1eHubm5diuFlJSUAje0UPj06vJWh7F8P6QOqSOPMdSRkZFBaGgoR44cISIigv9n787joij/OIB/lvu+FARUQBERFUQ8Ei/EWzzLPMu8y7LyyOOnmVdpZnllpnlrHmVqat7lfYKmeOEBKqcCCnKfy87vj213QUBZXNiDz/v14pXMPDPzfKdldz47M888f/682JNNbGxs0KxZM7Rp0wZt2rRB/fr1+fghDZGXl4ft27cjISEB1tbWmDZtGmxtbdXdLdIgeXl5iImJKRKIExMTS2xra2uL6tWro0aNGnB0dISTkxNMTU2V/nvX2pDs7++PJ0+e4Pbt27C0tCw2Py0tDd7e3nBycsLly5ffdHOVjiGZtMXHH3+Mw4cPw93dHUFBQVX6QA1gHYWVVkdBQQFSUlKQkpKCtLQ0SCSSEi+v1vQ6lME6pFiHAutQUHUdBgYGePToEcLCwnDv3j1ERUUVGWAQgPz2PFlo9vLyKlffSTWysrLw66+/4sWLF3BwcMDUqVNhbm6u7m6RGhQUFCAuLq5IIH769GmJX65bWlrKzxDLArGlpaVKvgDT2pBsaWmJsWPHvvJy6kmTJmH9+vVIT09/081VOoZk0gb3799Ht27dIAgCBg8eDB8fHx6osQ4AZa9DEASIxWIYGBgUu+xJm+p4FdYhxToUWIdCZdSRn5+PyMhI+SPrIiMji41ka2FhgaZNm6J169Zo27YtGjZsCAMDlTy1lMooNTUVW7duRWZmJtzc3DBx4kQYGRmpu1tUgSQSCRISEoqNNP3yl1oAYGZmJh9Yy9HRETVr1oSVlVWFfbmljpCssnec12Vt3ntCVLEWLVoEQRBQp04dBmTWIadMHSKRqMTnKmtbHaVhHVKsQ4F1KFRWHYaGhvDw8ICHhwcAQCwWIyoqCmFhYbhz5w4eP36MjIwMnDt3DufOncN3330HMzMzNGnSRB6avb29X/sMeHoz1tbWGDx4MH799VdERkZi7dq1+Pjjj3mGX0cIgoCkpKRiI03n5uYWa2tsbIzq1avLA7GzszNsbW11/m9QZZdbx8XFISwsDBYWFsXmp6eno3HjxrzcmqiC3Lp1C7169QIATJgwAT4+Pkqvo6odqL0K61BgHVKsQ4F1KLAOKVWPmWBgYIB79+7h7t27ePToUbEDdxMTE/j4+Mgvz27SpAnPclaQmJgY/PbbbygoKEDLli0xfPhwnvjSQqmpqcUCcWkjTcsCsWyk6erVqxcZaVodtPZy6y1btmDkyJFo1KgR5s6di4CAAFSvXh3Pnz+XD9wVFhaGjRs3Yvjw4arod6ViSCZNN2TIEFy8eBHe3t6YOHGi0svzQE2BdSiwDinWocA6FFiHVEXXIZFIEBMTg7t37+Lu3bt4+PAhsrOziyxvbGyMxo0by880+/r6wsTEROl+UMkePHiAP//8E4IgoHPnznjnnXfU3SV6haysrGIjTaekpBRrp6enh2rVqskH1pK9B7xupGl10NqQDEjvOV6xYoV8pxZ+BJQgCPjss8+wYsUKVWyq0jEkkya7cuUK3n33XYhEIixcuBAODg5KLc8DNQXWocA6pFiHAutQYB1S6qhDIpEgLi6uSGjOzMws0sbQ0BCNGjWCv78/2rZti2bNmsHU1FTpvpFCaGgojh49CgB455130LlzZzX3iADpaPIvjzT97NmzEtva2trKB9ZycnKCo6NjuUaaVgetDskAcP78eWzatAmhoaFIS0uTj1Y4fPhwtGvXTlWbqXQMyaTJ3nnnHfz7779o3bo1Ro8erdSyPFBTYB0KrEOKdSiwDgXWIaUpdcTHxyMsLAxpaWmIiYlBREREsctIDQwM4OXlhVatWqF9+/Zo1qwZR2suhwsXLuDcuXMAAHNzc5iYmMDU1BTGxsYwMTEp8mNsbFzqvMI/HJCt7MRicYkjTZcU5aysrFC9enV5IHZ2doa5ublWBOKSaH1I1lUMyaSpzp07h/fffx/6+vpYtGgR7Ozsyrysphzg6MqBGuuQYh0KrEOBdUixDoWKqkMQBCQkJODevXsICwtDeHg40tLSiiynp6eHBg0aoHPnzujduzfq16+v9LarIkEQcPLkSVy5ckVl69TX139liC5r4DY2NtapgaQkEgni4+OLBOK4uLhXjjQte/SSs7NzhY40rQ4MyRqKIZk0kSAI6NmzJ+7cuYMOHTpg2LBhZV5Wkw9wlME6FFiHAuuQYh0KrEOhqtUhCAKeP3+OsLAw3L17F+Hh4cXuz3RxcUGPHj3Qt29fNGzYUOPux9Q0aWlpSE9PR25uLnJzc5GXlyf/78s/+fn58v/KfvLy8koMe2+qtMBd1pBduE1lBm7Za/TlgbXy8vKKtTU2Ni7y6CXZSNO6fkZea0LyqFGj5Pc/1qhRA6NGjSrbxkQibNiwQelOqhtDMmmiv//+G2PGjIGBgQEWL14Ma2vrMi2nbQc4pWEdCqxDgXVIsQ4F1qHAOqQSExNx5swZ3LlzB3FxcfIxdADA2dkZ3bp1Q9++feHr68vArGKCIEAQBIjFYnmwzsnJ0YrA/bpLx0sL4wYGBkVeRykpKcUC8cv31QOaO9K0OmhNSNbT04NIJMLdu3dRv379Ml/fLhKJUFBQoHQn1Y0hmTSNRCJB165dER4eji5dumDw4MFlWk5XDnBYhwLrUGAdUqxDgXUosA6pl+sApINShYSE4O7du0UCl729Pbp27Yp+/fqhWbNmOnX5qi7QpsAtC9BisRipqanF2shGmpZdNl2zZk3Y29tr5EjT6qA1ITkqKgoAULNmTRgYGMh/LwtXV1dlN6d2DMmkaf766y98+umnMDIywvfff1/i88lfpqsHOKyDdQCsQ4Z1KLAOBdYh9bo6cnNzcfPmTQQHB+POnTtFLne1tbVF586d0bdvX/j7++v85a1VzasCtyxsqypwi0Qi2NraFnn0kmykaQbikmlNSK5qGJJJkxQUFCAwMBBRUVEICgpC//79y7RMVTjAKQvWocA6pFiHAutQYB1SVbWO/Px83Lp1CyEhIbh16xZycnLk8ywtLdGxY0f069cPbdq0gbGxsdL9Id31qsAtCAIcHBy0eqRpdVBHSObXYERaZu/evYiKioKpqSl69Ojx2vZV9QCnJKxDgXVIsQ4F1qHAOqSqch2Ghobw8/ODn58fxGIxQkNDcerUKURGRiI9PR379+/H/v37YWZmhoCAAPTt2xeBgYEwMTFRun+kW0QiEUQiEYyMjGBkZKTu7lA5vVFIFgQBZ8+exbNnz+Dr64t69eoBACIiIrBo0SJcu3YNEokE7du3x5dfflmuNzYiUsjPz8fSpUsBAN27d3/tB31VPsB5GetQYB1SrEOBdSiwDinWoZCXlwdjY2P069cPrq6uePjwIYKDgxEaGor09HQcOXIER44cgbGxMdq1a4e+ffuiY8eOZboViog0U7lDcmZmJrp164ZLly4BkH5r8v333yMoKAj+/v5Fhte/efMm/vrrL/z7779KPceViIr67bff8OTJE1hYWKBLly6vbMsDHAXWocA6pFiHAutQYB1SrEOhpDq8vLzg5eUFiUSCR48e4fLly7h27RpSU1Pxzz//4J9//oGhoSH8/f3Rp08fdO3atcxPoCAizVDukLxkyRJcvHgRTZs2RWBgIE6dOoVZs2bh7NmzMDAwwIYNG9CyZUskJyfjxx9/xJ49e7Bo0SIsXrxYlf0nqjJycnKwYsUKAEBQUNAr74HiAY4C61BgHVKsQ4F1KLAOKdah8Lo69PT0UK9ePdSrVw/vvfceoqKi5IE5KSkJZ8+exdmzZ6Gvr4+WLVuid+/e6N69O6pVq6Z0X4iocpV74K4mTZogIyMD9+7dg6GhIfLz89GwYUM8evQIO3bswKBBg+RtBUFA48aNIQgCwsLCVNb5ysKBu0gTrFu3Dt988w2srKywePHiUh90zwMcBdahwDqkWIcC61BgHVKsQ+FN6hAEAXFxcTh58iRCQ0OLPPJHT08PTZs2Ra9evdCzZ0/eikhUBuoYuKvcw6o9fPgQPXr0kB+oGxoaolu3bgCATp06FWkrEokQGBiIyMjI8veUqArLysrCTz/9BADo06cPA3IZsA4F1iHFOhRYhwLrkGIdCm9ah0gkgqGhIXx8fDB9+nQsWLAAffr0Qc2aNSGRSPDvv/9i3rx5eOutt9C7d2+sWbMGsbGxSveTiCpOuS+3zsrKgr29fZFp1atXL/Lfwuzt7ZGbm1vezRFVaevXr0dKSgrs7OzQrl27EttowoEBoBsHOADrkGEdCqxDgXVIsQ4F1qFQUh19+/ZF37598ezZM4SEhODq1auIjo7GzZs3cfPmTXz77bdo0KABevbsid69e6NOnTpKb5eIVOeNRrd++YHXfAA2keqlpaXhl19+ASD9kDUwKP5nq8kHBspgHQqsQ4F1SLEOBdahwDqktKUOe3t79OzZEz179kRycjKuXr2KK1eu4PHjx7h37x7u3buHJUuWwN3dHUFBQejTpw88PDx4jE1UyficZCINt2bNGmRkZMDBwQGtW7cuNl9bDgxeh3UosA4F1iHFOhRYhwLrkNLWOuzs7NC1a1d07doVqampuHLlCs6dO4e4uDg8fPgQK1euxMqVK1G7dm306NEDffr0QePGjRmYiSpBuQfuKjyin0xERAQePnwovze5MNm8goKC8vdWTThwF6nLixcv4O/vj+zsbIwbNw4tWrQoMl9bDwxexjoUWIcC65BiHQqsQ4F1SOliHY6Ojrh37x6Cg4Px4MGDIsfOTk5O6NatG/r27QtfX1/o6ZV7eCEiraGOgbveKCQrvTGRiCGZSAnz58/Hhg0b4OTkhPnz5xf5u9PFAwPWwTpkWIcU61BgHQqsQ6oq1JGdnY3Q0FAEBwfj7t27EIvF8nnVq1dH165d0bdvX7Ro0aJcfSfSBloVkqOiosq1QVdX13Itp04MyaQOiYmJaNOmDfLy8vDZZ5/B19dXPq8qHBiUFetQYB1SrEOBdSiwDinWoaBtdeTm5uLmzZsIDg7GnTt3kJeXJ59nY2ODzp07o2/fvvD39y/1KRhE2kgdIbnc9yRrY9gl0ibLly9HXl4eXFxc0KRJE/n0qnhgUBrWocA6pFiHAutQYB1SrENBG+swNjZGixYt0KJFC+Tn5+P27du4ePEibt++jZSUFOzevRu7d++GpaUlAgMD0bdvX7Rr1w7GxsZK942oquPAXUQaJCkpCffv38edO3fw+++/AwDeffdd+SAdVfXAoCSsQ4F1SLEOBdahwDqkWIeCLtRhaGgIT09PGBgYoFOnTsjLy0NISAhu3ryJ9PR0HDhwAAcOHICZmRnat2+Pvn37IjAwEKampkr3lagqYkgmUoPU1FQ8ePAAd+/exd27d3Hv3j08evQIKSkpRdq5u7ujUaNGAHhgUBjrUGAdUqxDgXUosA4p1qGgy3X4+PhAIpHgwYMHCA4OxvXr15Geno6jR4/i6NGjMDY2Rps2bdCnTx907twZlpaWSm+XqKoo9z3JVQnvSabyysrKQnh4OO7evYuwsDDcv38fEREReP78eanL2NnZwcnJCS4uLujRowfMzc15YFAI61BgHVKsQ4F1KLAOKdahUNXqkEgkePToEYKDg3Ht2rUiX8QbGhqiVatW6N27N7p37w5ra2ul+0FUWbRq4K6qhCGZXic3NxcPHz6UXyp97949RERE4OnTp6UuY2VlBScnJ9SsWRMuLi6oXbs2nJycit07xAMDBdahwDqkWIcC61BgHVKsQ6Gq1yEIAqKiohAcHIwrV67gxYsX8nn6+vpo3rw5evfujR49eqB69epK94uoIjEkayiGZJIRi8V4/PgxHjx4gDt37uDu3buIiIhAbGwsJBJJicuYmJjAwcEBderUQe3atVG7dm04OzuX6cORBwYKrEOBdUixDgXWocA6pFiHAutQSEhIwJMnT6Cnp4eIiAj8+++/SEhIkM/X09ODr68vevXqhZ49e8LR0VHpbRCpGkOyhmJIrnokEgliYmLkYTgsLAwRERGIiooq8ozCwkxMTODo6IiaNWuidu3asLCwAADUrVtX6z9QdeXAgHWwjsJYhwLrkGIdCqxDQdfriI+PR0hICK5evYq4uLgiyzRu3Bg9e/ZE7969Ubt2baW3SaQKDMkaiiFZdwmCgKdPnxY5MxweHo7Hjx8jNze3xGUMDQ3h6OgIZ2dn+ZnhmjVrwsbGRj4Kta5/oJYV61BgHQqsQ4p1KLAOBdYhxToUKrOOZ8+e4cqVK7hy5Qqio6OLzKtfvz569eqFHj16wMHBAaampjAyMpIf+xBVFIZkDcWQrBueP3+O+/fvIywsDGFhYQgPD8fDhw+RlZVVYnt9fX04ODjIw7CLiwtq1qwJOzs76OnplbqdqvaBWhrWocA6FFiHFOtQYB0KrEOKdSios44XL17g6tWrCAkJwePHj1FSZNDT04OxsTFMTEyK/Jiamhb5MTMzK/ZjYWEBMzOzIm1eXs7U1LRcNZNuUUdI5iOgSOcUfrzSnTt38ODBAzx8+BCpqaklttfT00P16tVRo0YNmJqawtnZGc2aNUONGjWUfmOu6h+oMqxDgXUosA4p1qHAOhRYhxTrUFB3Hba2tujYsSPc3NyQnJyMlJQUhIaG4tGjR/JbzyQSCbKzs5Gdna1038rK0NDwtSG8pCBubm4Oc3PzEsN34Wk8G04lYUgmrZWZmVni45WSkpJKXaZatWpFRpSuVasWHB0dkZeXxw/U/7AOKdahwDoUWIcU61BgHQqsQ0oX6/D29oaZmRm6desGQDqQaV5eHvLy8pCbm1vs37m5ucjNzUVaWhri4+MhkUhgZmZWrP3LP/n5+fL/yuTn5yM/Px/p6elK11AWenp6MDExKXZGvLQQbm5uLv+dZ8N1l06H5CtXrmDOnDm4dOkS8vLy0KhRI0ycOBFDhw5Vd9dICTk5OXj48CHu3buHO3fuyMNwfHx8qctYW1vDyckJtWrVkt837OjoWOzxSoDmfRDpygcq62AdMqxDinUosA4F1iHFOhS0oQ4DAwMYGBi8sj5ZHZ6enkrXIQgC8vPzERsbi7i4ONjY2MDS0rJYCC/8k5OTU2Se7N/p6enIy8uDSCSSB+68vDz5U0kkEgmysrJKvf1OFWRnw42NjeX7Tl9fX/7vwtMMDQ2LTTcwMIChoSEMDQ3lbWTtjIyMirWRzTM0NJTPL7xsSb+X1qZwv6pS2NfZkHz69Gl069YNRkZGGDx4MKytrbF371689957iIyMxMyZM9XdRXpJfn4+Hj9+XOxZw3FxcaU+XsnU1BS2traoW7eu/BFLzs7OMDU1LdM2teGDqCxYhwLrkGIdCqxDgXVIsQ4F1qHAOqQ0oQ6RSIQXL14gLS0N9evXr5A6Sjob/vJZ8fT0dMTFxUEQBJiZmSE/P79ICNeUs+GVRSQSycP9y/8tKfi/LvQX/m9J02QBv6CgoPJr1cWBu8RiMRo0aIDY2FhcunQJTZs2BQCkp6fD399fPniTh4dHmdbHgbtUq6CgADExMbh37578Uunw8HDExMSU+nglU1PTIo9XqlmzJvLz8yESifhBxDrkWIcU61BgHQqsQ4p1KLAOBdYhxToU3rQOQRAQGxuL2NhY2NnZwdLSEvn5+SgoKHjtj1gshlgsRn5+Pp49e4bc3FxYW1tDT08PYrEYEokEYrG4TOvKz8+XnyXX19eHIAhF5kskEkgkkiK/FxQUlDhQm7px4K43dPLkSTx8+BAjR46UB2QAsLS0xFdffYXBgwdj06ZNWLhwoVLrbdGiBfT19aGnpyf/JuXlfxf+0dfXL3WebP7Lvxde5uV/v9zu5XUUnlbS8i/Pl/3bwMAAIpFI/o3Py+sqbTtlmS8SiRATEyN/vNKDBw8QFRVV6uOVjIyMijxeSTaitJWVlXxQBdkbn1gs5hs465BjHVKsQ4F1KLAOKdahwDoUWIcU61BQRR2JiYlISkpC3bp136gOZ2dntdQhC9NPnz7FkydPYG9vDzs7uyKBWhbUC08rKaQ/ffoUOTk5qFatmjzol/TFQGnrSElJwcOHD5Wu/03oZEg+ffo0AKBr167F5smmnTlzRun15uXlvVG/SEFfXx81atQo8fFKrxphUFPe+HTlDZx1SLEOBdahwDqkWIcC61BgHVKsQ4F1KOhCHSKRCElJSUhKSoKbm9sb1WFubv5GdZw7d67SQ7JOXm49YMAA7N69G1evXkWzZs2Kzbe3t4dIJEJiYmKJy8vuNZBJTU2Fi4sLRo4cCSMjIwiCAEEQIJFIXvvv3NxcPHv2DIaGhrC1tQWAEtvLfi/8X0A6mEBGRgYyMzPlo+293E62ntKmywYkEIvFMDY2hp6eXpFlXtX/wv2T3Vsh+yN7uZ8vr1P2Y25ujmrVqsHKygpGRkZwcXGBm5vbK581XBKJRIInT54gNzcXNWvWhImJiVLLA9JBwOLi4mBsbAxnZ2el+wAAycnJSEpKQrVq1WBnZ6f08qxDgXUosA4p1qHAOhRYhxTrUGAdCqxDinUo6Fodubm5OHDgAFJSUmBtba30espDJ88ky56HW9pOtLKyQmxsbKnLf/vtt5g3b16x6Zs2bVJNB6uYvLw8vHjxQv775cuX1dgbIiIiIiLSNklJSQzJ6jRjxgxMnjxZ/ntKSgpcXV0RHR1daf9jdEVaWhpq166NmJiYSrvRXldw35UP91v5cd+VH/dd+XHflR/3Xflx35UP91v5cd+Vn+yq3vKc0S4vnQzJsiArO6P8Mtlo1aUxNjYu8Xm61tbWfFGXk5WVFfddOXHflQ/3W/lx35Uf9135cd+VH/dd+XHflQ/3W/lx35VfeS4bL/e2Km1LlUj2aKfw8PBi8168eIHnz5+X+fFPREREREREVHXoZEgOCAgAABw/frzYPNk0WRsiIiIiIiIiGZ0MyZ06dULdunWxY8cOhIaGyqenp6fj66+/hoGBAUaMGFHm9RkbG2POnDklXoJNr8Z9V37cd+XD/VZ+3Hflx31Xftx35cd9V37cd+XD/VZ+3Hflp459p5OPgAKAU6dOoVu3bjA2NsaQIUNgZWWFvXv34vHjx/jmm2/w5ZdfqruLREREREREpGF0NiQDQEhICObMmYNLly4hLy8PjRo1wsSJE/Hee++pu2tERERERESkgXQ6JBMREREREREpQyfvSSYiIiIiIiIqD4ZkUovIyEiIRCKlBlAjIqKqhZ8VRESkDlUyJItEIjRo0EDd3dAasoOUV/1QcYX3W82aNVFQUFBiu1u3bsnb8XVZug8++AAikQiOjo4Qi8Xq7o7G4etNtbh/VIP7sez4HqecrKwsLFy4EH5+frCwsICJiQlq1aqFdu3aYcaMGXj48KG6u6g1Tp06hUGDBqF27dowNjaGnZ0d2rZti2XLliEnJ6fc69W1L7kKf8726tWrxDanT5+GSCTCuHHjKrl3mq2kLGFmZgZnZ2d06tQJs2fP1ri/WQN1d4C0h7u7O95//311d0PrGBgY4MmTJzh27BiCgoKKzd+wYQMMDAx4UPQKaWlp2LNnD0QiERISEnDo0CH07dtX3d3SSHy9EWkfvscpJz09HW3btsXNmzdRr149vP/++7CxsUFMTAzu3LmDRYsWwd3dHe7u7uruqkYTi8UYP3481q5dC3Nzc/To0QP16tVDamoqjh8/jsmTJ2PNmjU4dOgQ6tWrp+7uapRDhw7h7NmzaN++vbq7olUKZ4nc3FwkJiYiJCQEX3/9NRYuXIhp06ZhwYIFGnECjiGZyqxevXqYO3euuruhdVq3bo0bN25g48aNxUJLXl4etm/fjqCgIBw4cEBNPdR8O3fuRFZWFqZMmYIlS5Zgw4YNPIAsBV9vRNqH73HKWb58OW7evInRo0dj3bp1xQ6oHz9+jNzcXDX1TnvMmDEDa9euRYsWLfDnn3+iZs2a8nkFBQWYP38+5s+fjx49euDff/+FlZWVGnurOdzc3BAdHY3p06fj0qVL6u6OViktS5w7dw4ffPABvv32W+jr6+Prr7+u/M69pEpebv2yJ0+eYM6cOWjVqhUcHBxgbGwMNzc3fPLJJ0hMTCzWfsSIERCJRIiMjMTPP/8MLy8vmJiYwNXVFfPmzYNEIlFDFZrh5s2bGDx4MJycnGBkZARXV1d89tlnSEpKKnWZ27dvo0ePHrC2toaVlRV69+6NsLCwSux1xTI1NcWgQYPw119/4fnz50XmHThwAM+fP8fIkSOLLVfe1+WjR4+wbNkyNGrUCMbGxjpxmdOGDRtgZGSEGTNmoE2bNjh8+DCePn1arJ1IJEKHDh0QExODQYMGoVq1ajA3N0eHDh1w8eLFYu11cZ9Vxutt+PDhEIlEuHLlSol9mDZtGkQiEf7880/VFaZmhd/3XzZ37lyIRCKcPn1aPk12yd3cuXNx7do1dOvWDZaWlrC2tsbbb79d4nqqAmX3Y1VRlve41126Knv/e9nNmzcRFBQkf/0FBQXh9u3br/x/oelkweTTTz8t8YxTnTp1il3mn5iYiEmTJqFevXowNjZG9erV0b9/f9y+fbvY8m5ubnBzc8OLFy8wduxY1KhRA6ampmjZsqXOfMEYHh6OpUuXws7ODn/99VeRgAwA+vr6mDdvHoYOHYqIiAj88MMPReYnJiZiypQp8PT0hImJCezs7NCqVSssWbIEALB582bUqVMHALBly5Yil9lq+9+4p6cnhg0bhsuXL2Pv3r1lWiY6OhqjR49GzZo1YWRkhFq1amH06NGIiYkp0q5jx47Q09NDdHR0iesZO3YsRCIRzp0798Z1aJJ27drh2LFjMDY2xuLFi4vtl/3796NTp06wtbWFiYkJGjdujB9++KHUW8sOHDiAbt26oVq1ajAxMYGbmxuGDRtW4t97aRiSAZw9exZLlixBjRo1MGTIEHz22Wdwd3fH6tWr4e/vj9TU1BKXmzp1qvyg8qOPPgIg/ZD/6quvKrP7GuPAgQNo2bIl/vrrL3To0AETJ06Et7c3fvrpJ/j7++PFixfFlnn06BHatGkDsViMTz75BF27dsXhw4fRpk0b3L17Vw1VVIxRo0bJz+IVtnHjRjg4OJR4b0t5X5efffYZvvnmGzRr1gwTJ06Ej49PhdRUWW7duoUrV66gZ8+esLOzwwcffICCggJs2bKlxPYvXrxAmzZtEBkZiQ8//BD9+/fHpUuXEBgYWOoHs67ts4p+vcne79atW1dsPfn5+di6dSscHR3Ru3dvFVemfa5evYp27drBwMAAH330EZo3b459+/ahc+fOb3SvH+kOZd/jlHHjxg20bdsWx48fR48ePTB+/HgUFBSgbdu2ePz4sQp6rx52dnYAgIiIiDK1f/jwIZo1a4YVK1agXr16+OyzzxAUFISjR4+iVatWCA4OLrZMXl4eOnfujAsXLmD48OEYNmwY7t27h379+hV7b9VGmzdvhkQiwYcffogaNWqU2k52TLtx40b5tPDwcPj5+WHJkiVwcHDAhAkTMHToUJiYmGDBggUAAF9fX0yYMAEA0KRJE8yZM0f+4+bmVnGFVZL58+fD2NgYM2fOLDWoyYSHh6NFixbYuHEjmjVrhi+++AJ+fn7YuHEjmjdvXuR1PGzYMAiCUOJrLDc3F7t374abmxvatm2r8prUrX79+hg0aBDy8vKwb98++fSZM2eiX79+ePDgAfr3749PPvkEJiYmmDp1KgYPHlxsPdOmTUPfvn1x9epV9OvXD5MmTULbtm3xzz//4J9//il7h4QqCIDg6ekp/z0hIUFIT08v1m7Lli0CAOGbb74pMn348OECAKFOnTrCkydP5NOfPXsm2NjYCJaWlkJubm7FFVDJHj9+LAAQ3N3dhTlz5hT7uXTpkvD8+XPByspKqFWrlhAVFVVk+R07dggAhE8//bTYOgEIs2bNKtJett87duxYKfVVFFmN3bp1EwRBEBo1aiT4+PjI58fGxgr6+vrCF198IQiC6l6XJf0/0GYTJkwQAAh79+4VBEEQUlJSBBMTE8HDw6NYW9lratiwYYJEIpFPP336tCASiYR69eoJBQUF8um6tM8q+/XWuHFjwdLSUsjIyCgyfe/evQIAYfr06SqrTR1e3j+y18rjx4+LtZ0zZ44AQDh16pR82qlTp+Svx99++61I+2HDhgkAhJ07d1ZU9zXGm+5H2et6+PDhFd9ZNSnre9zr9gUAISAgoMi0tm3bCgCEP/74o8h02b4u7f+Fptu3b58AQLCyshKmT58unDhxQkhOTi61fevWrQUDAwPh+PHjRabfv39fsLS0FLy9vYtMd3V1lR+H5OXlyaffvXtXMDU1FWxsbIS0tDTVFlXJOnToIAAQ/v7779e2dXZ2FgAI0dHRgiAIQsuWLQUAwtq1a4u1jYmJkf9b1/5+X/6cnTx5sgBA+OWXX+RtZO/9H330kXxax44di7UTBEH45ZdfBABCp06d5NPS0tIEU1NToWHDhsW2v3v37hKPm7XBy/uuNBs2bJAfxwmCIBw/flwAIPTo0UPIzMyUt5NIJMK4ceMEAMLu3bvl0w8dOiQAELy9vYXnz58XWXd+fr4QHx9f5j4zJL+CRCIRrKyshA4dOhSZLvuQ37hxY7FlZPNu3rypsv6qW+FAW9LPsmXLhKVLlwoAhF9//bXEdfj5+QnVq1cvtk5bW9tiB9kSiURo3LhxkTdkbfTyG8IPP/wgABCuXr0qCIIgfPPNNwIA4c6dO4IgqO51uWLFChVXoj65ublCtWrVBFtb2yJfPA0aNEgAIJw5c6ZIewCCvr5+ia+bnj17CgCEc+fOyafp0j6r7Nfbjz/+KAAQNmzYUGR6UFCQIBKJhPDwcFWUpTaqCsnt27cv1l42b/LkyRXRdY3CkPxqyrzHKRuSIyMjBQBC06ZNi7XNzMwU7OzstDYkC4IgLF68WLCwsChyPOLu7i6MHz9eePDggbzdtWvXBADC6NGjS1yPLOjcunVLPk0Wki9cuFCs/fjx4195vKMtGjRoIAAQ7t2799q2b731lgBACA4OFkJCQkp9b3uZrv39vvw5m5SUJFhbWwvOzs7yAPdySI6OjhYACA0bNizy5b0gSD9fvby8ih3vyv7+r127VqR9v379yvz/TNOUNSQfOXJEHooFQRD69OlTah5ISUkRRCKR0L9/f/m0oKAgAYBw8uTJN+4zL7f+z969e9GtWzfY29vDwMAAIpEIenp6SEtLw5MnT0pcxs/Pr9i0WrVqAQBSUlIqsrtq0a1bNwjSL1aK/EycOBGXL18GAFy+fBlz584t9pOTk4Pnz58Xu0eyadOmMDc3LzJNJBLJLyO5ceNG5RRXCYYNGwZDQ0P5JUubN2/GW2+9hYYNG5a6THlely1btqyQ/qvDvn37kJSUhEGDBsHIyEg+/YMPPgBQ9PIvGVdXV9SuXbvY9Hbt2gEAQkNDi83TpX0mU9Gvt2HDhsHU1BTr16+XT4uLi8OxY8cQEBDAkVD/U9U+J0g55XmPKyvZ52fr1q2LzTMzM0OTJk3KvW5NMHXqVDx58gS7du3CxIkT0bZtW0RHR2PVqlXw8fGR3zssOz6Jj48v8fjk3r17ACD/r4yhoSFatWpVbLuv+izRVYIgAJAen4WEhAAAunbtqs4uaQQ7OztMnz4dT548wfLly0tsc/36dQBAQEBAsfvnRSKRfHTswse7w4YNAwBs27ZNPi05ORmHDx9GixYt4OnpqcoyNIrstSZz+fJlmJubY8OGDcX+dpctWwZTU9Mif7shISEwNjZGQEDAG/eFo1sDWLJkCaZMmQJ7e3t07doVtWrVgqmpKQDpCIqljZBobW1dbJqBgXSXvu7+BF2TnJwMAFi1atUr22VmZqJ69ery3x0cHEpsJ7s/prT7brWRg4MDgoKCsHPnTvTp0wcRERGYMmVKqe3L+7p81b1F2kZ2gCj7wJDp1q0bHB0d8ccff+DHH38sMuJmeV5TurTPZCr69WZjY4OBAwdiy5YtCAsLQ8OGDbFp0yYUFBRg7NixFVqbNuHnBL1Ked7jyiotLQ0AYG9vX+J8XXjfs7S0xIABAzBgwAAA0vf3mTNn4ueff8bo0aMRFxcnPz45dOgQDh06VOq6MjMzi/xerVo16OkVP5ekK8cnjo6OuHfvHmJiYl4bumJjY+XLyL7ce3mgr6pq4sSJ+Omnn7B48WL5eB2Fyf4OS/t7c3R0BFD09dStWzc4ODhg586d+P7776Gnp4ddu3YhLy+v2HuFrpENWCh730pOToZYLMa8efNKXabw325KSgpq1qxZ4t+usqp8SBaLxfj666/h7OyM0NDQIh8mgiBg8eLFauyd9pB9gN+6dQuNGzcu83IljdIMAAkJCQBKPsDUZqNGjcL+/fsxevRomJqaYsiQISW2e5PXpSY8W04VYmJi8PfffwMA2rRpU2q73377DR9++KH89/K8pnRln72sol9vH330EbZs2YL169djyZIl2LRpE+zs7PDOO+9USD3qJPvALen50tp+sFyZuB8VlH2PU3bfyT6Xnz17VuJ6Ze+JusTa2ho//fQTDh06hKioKNy6dUu+H1auXIlPP/20zOtKSkqCRCIpdrCtK8cnrVu3xunTp3HixAl07ty51Hb37t3DkydPULNmTdSuXRs2NjYApFcOkfSJEnPnzsWHH36IhQsXFhuwUvb6K+3vTTa98BdhBgYGGDx4MH788UecPHkSnTt3xrZt2+TTdZlsgNUWLVoAkO4XkUhU7ErU0tjY2CA+Pr7Ev11lVfnLrZ8/f47U1FS0atWq2LetV69eRXZ2tpp6pl3eeustAFD6eXHXr18v9u0tAFy4cAEAtP5ysJcFBQXB0dERcXFx6N+/f6lnB/i6BDZt2gSJRIK2bdti9OjRxX5k36Zu2LChyHJRUVHFHh0AQP64BF9f3wrvu6ao6Nebv78/vL298euvv+LIkSN49OgR3n//fZiYmKi8FnWztbUFUPKBoexyOno97kcFZd/jXhVOStp3ss/Pkh5/l5WVpVO3MxUmEolgZmYm/728xyf5+fnyS7UL05XPkuHDh0NPTw/r1q0r9YsUAPLRqkeNGgVAcXvS8ePHX7sNfX19ALp/1cyoUaPQoEEDrFq1qtijm2Svk7Nnzxa7lFgQhFJfT++//z4A6SXXjx8/xsWLF+W3Q+mqBw8eYNeuXTA2Nsbbb78NQPr3m5SUhPDw8DKto2XLlsjNzcWZM2fevENvfFezFkKhgUQKCgoEU1NTwc3NrcioacnJyfKBClxdXYssr+zAI9quLDfbJyYmCpaWloK9vb1w+/btYvMzMzOFS5cuFVsnqtDo1jIhISHCn3/+WWw05Yp8XWobiUQiuLm5CSKRSHj06FGp7Zo2bVpkwBXZa0rZ0a11YZ9V9utNZuXKlQIA+einujJoYeH9IwiKUfpHjBhRpN0ff/whf92VNHDXnDlziq1b1wazeZU33Y+6uq/K+x5Xv359wcDAoMjAeGlpaUKrVq2KDdwlCILQpk0bASWMbj137lz5/tbG9781a9YIISEhJc7bs2ePIBKJBBsbGyEnJ0cQBOnAUyKRqNhI84Igff87ffp0kWmvG93a2tpa60e3FgRBmDRpkgBAeOutt4o8rUUQpPtl/vz58gHRUlNT5fNeNbp1bGys/N/p6emCSCQqNvCjtnrV8bDsyQ7u7u5FBu4SBEEIDAwUAAjr168vssz69etfebzr6ekpWFpaCjNmzBCA4k9K0CavyxLnzp0T3NzcBADC3Llz5dNlA3m1bdu22GjVgiAIT58+FcLCwuS/Fx7dOikpqUhbZUe3rvKXW+vp6eGTTz7BkiVL0KRJE/Tu3RtpaWk4cuQIXF1d4ezsrO4uagV7e3vs3LkTAwYMQJMmTdC9e3c0aNAAOTk5iIqKwpkzZ9C6dWscPXq0yHLt2rXDjz/+iMuXL6NFixZ48OAB/vzzT/klU7qoRYsW8stISlPVX5cnTpxAZGQkAgMDUadOnVLbjRw5EtevX8eGDRuwbNkyAICPjw9Onz6NVq1aoWPHjnjy5Al+++03GBoaYt26dSq5T0WbVPTrbdiwYfKBS9566y14e3urugSN0K9fP9SpUwebN29GTEwMmjZtirt37+LkyZMICgrC4cOH1d1FrcD9KFXe97jJkydj3Lhx8Pf3x4ABAyCRSHDkyBE0b968xOVXrlyJ9u3bY/Dgwejfvz/c3d1x7do1XL58Ge3bt8fZs2e18j3xyJEjGDduHOrVq4c2bdrA2dkZGRkZCA0Nxblz56Cnp4eff/4ZxsbGAICdO3ciMDAQgwcPxvLly9GsWTOYmJggOjoaly5dwrNnz4o9t9zJyQkpKSnw9fVFz549kZqaip07dyInJwfr1q2DpaWlOkpXqcWLFyM1NRUbN26Eh4cHevbsCXd3d6SlpeH48eMIDw+Hh4cHDh8+XORKpG3btqFDhw748MMP8euvv8Lf3x85OTm4c+cOrl+/jqSkJACAhYUFWrRogbNnz2LkyJHw8PCAnp4ehg4dChcXF3WVXSHefvtt+Pv7l3jFwurVq9G2bVuMHTsWf/31Fxo2bIiwsDAcOHAA9vb2WL16dYnrHDZsGGbNmoUffvgBVlZW6NOnT0WXUeEiIiIwd+5cANJnkScmJiI4OBi3b9+Gvr4+Zs2ahdmzZ8vbd+/eHV999RW+/vpr1KtXD927d4erqyuSkpIQERGBc+fO4ZtvvoGXlxcA6RV0U6ZMwQ8//AAPDw+8/fbbcHBwQFxcHE6cOIEpU6Zg4sSJZetsmeO0jhCLxfJvGGTy8vKEBQsWCB4eHoKxsbHg4uIiTJ48WUhPTxdcXV15JrmMw7YLgiDcu3dPGD16tODq6ioYGRkJtra2gre3t/D5558X+da38NmBmzdvCt27dxcsLS0FCwsLoWfPniWejdY2yuw3QSh+xkWVr0ttM3jw4DI9YuP58+eCkZGRUL16dSE3N1d+JiUqKkoYMGCAYGtrK5iamgrt27cXzp8/X2x5Xdpnlf16K2zIkCElfkuurUr6nBAEQXj06JHQt29fwdLSUjA3Nxc6deokXLly5ZWPgKrKZ5JVsR91dV+V9z1OEKRXb9SrV08wNDQUXFxchNmzZwt5eXklnkkWBEG4fv260K1bN8HCwkKwtLQUevToIdy6dUvo1auXAEB48eJFBVRYse7duycsXrxY6NKli1CnTh3BxMREMDExEdzd3YXhw4fLH31XWHJysjBr1iyhcePGgqmpqWBhYSF4eHgIQ4cOlT+jWkb2npeUlCSMGTNGcHBwEIyNjYXmzZsL+/fvr6wyK83ff/8tDBgwQHB2dhYMDQ0FGxsbwd/fX1iyZImQlZVV4jLx8fHChAkThLp16wpGRkaCnZ2d8NZbbwlLly4t0u7+/ftCUFCQYGNjI4hEIq0+Rn7d5+zZs2flV2gUPpMsCNJHso0cOVJwcnISDAwMBCcnJ2HkyJFCZGRkqduLjIyU77ORI0eqtJbKVtLjZE1NTQUnJychMDBQ+Oqrr4SIiIhSl//777+F3r17C/b29oKhoaHg6Ogo+Pv7C19//XWJj4fas2ePEBgYKFhbWwvGxsaCm5ubMGzYMKXyhUgQXrpAXsfFx8fDyckJgYGBOHnypLq7Q0QqJBKJEBAQIB/4gSpHo0aNEB0djadPn8LCwkLd3Xlj/JxQDe5HzVVQUAB3d3dkZ2fr5ABeb8rNzQ0AEBkZqdZ+EJH6aN81Nm9o//79ABQDORARUfkdPnwYYWFhGDZsmE4EZICfE6rC/ah+YrG4xFFhFy1ahKioKPTr16/yO0VEpAWqzD3JCxcuxO3bt7Fr1y6Ym5uX+CwzIiIqm9WrVyMmJgbr1q2Dqakppk2bpu4uvTF+TqgG96PmyMjIQM2aNdGlSxfUr18f+fn5CA4OxpUrV+Dk5CS/N5CIiIqqMpdb29raoqCgAP7+/vjmm29eO5ANEWkfXm5dedzc3BAbGwtPT09899136NWrl7q79Mb4OaEa3I+aIy8vDxMnTsTJkyfx5MkT5OTkwMnJCT169MBXX32FmjVrqruLGomXWxNRlQnJRERERERERK9T5e5JJiIiIiIiIioNQzIRERERERHRfxiSiYiIiIiIiP7DkExERERERET0H4ZkIiIiIiIiov8wJBMRERERERH9hyGZiIiIiIiI6D8MyURERERERET/YUgmIiIiIiIi+g9DMhEREREREdF/GJKJiIiIiIiI/sOQTERERERERPQfhmQiIiIiIiKi/zAkExEREREREf2HIZmIiIiIiIjoPwzJRERERERERP9hSCYiIq2WmpoKAwMDiEQiLFmypNR2d+/ehUgkgkgkQp06dV65zm7dukEkEqF169aq7q7GefDgAczMzCASiTBt2rTXto+Li4OtrS1EIhHGjh1bCT0kIiKqXAzJRESk1aytrdG0aVMAwKlTp0ptd/r0afm/IyMjERkZWWI7sViMixcvAgACAwNV1k9NVb9+fXz33XcAgCVLluD8+fOvbD969GikpKTAzc0NS5curYwuEhERVSqGZCIi0nqyMHvu3DkUFBSU2EYWkh0dHYv8/rIrV64gIyOjyHp13aeffopOnTpBIpFg+PDhyMzMLLHdL7/8gmPHjkEkEmHz5s2wtLSs5J4SERFVPIZkIiLSerIwm5aWhmvXrpXY5syZMwCAqVOnAij9rLNsupGRUZW43BoARCIRNm3aBGtrazx69AhTpkwp1ubx48fy6ZMmTUJAQEBld5OIiKhSMCQTEZHWa9euHQwMDACUfIb47t27SEhIgKenJwYPHlxqu8LT33rrLZiZmQEAsrOzceDAAYwdOxa+vr6wt7eHsbExnJ2d0a9fPxw5cqTUvm3evBkikQhubm4ApCG8X79+cHJygr6+PkaMGAEAmDt3LkQiETp06AAAOHDgADp16oRq1arBysoKrVu3xr59+4qs+9dff0WbNm1ga2sLCwsLtG/fHidOnHj9DitB7dq1sWLFCgDAmjVrcOzYMfk8QRAwcuRIZGRkwMvLCwsWLCiy7L59+9CvXz84OzvDyMgItra2aN++PdasWYP8/PwSt5eamorffvsN7733Hry9vWFnZwcTExO4urpi6NChuHz5cql9fXlf7dmzB127doWDgwP09PQwd+5cedsXL15g9uzZ8PPzg5WVFYyMjODo6AgfHx+MGzeu3PuLiIh0mEBERKQDWrVqJQAQgoKCis37+eefBQDChx9+KAiCINSrV08AIDx69KhIu7y8PMHc3FwAIMyePVs+fdOmTQIA+Y+pqalgZmZWZNoXX3xRYr9ky7q6ugorVqwQRCKRAECwtrYWDA0NheHDhwuCIAhz5swRAAgBAQHC7NmzBQCCnp6eYG1tXWQ7q1evFiQSiTB8+HABgGBgYCBYWlrK5+vr6wsHDx4s937s16+fAECoWbOm8OLFC0EQBGHp0qXybV25ckXeNj09XejVq1eR/llZWclrBCD4+/sLycnJxbYjq1f2Y2FhIRgbG8t/F4lEwooVK0rsY+F9NXnyZHl7W1tbQV9fX5gzZ44gCIIQExMjuLi4yNepp6cnbyObFhAQUO59RUREuolnkomISCe86r5k2dlh2ZlH2aXCL19yHRISIr8ft/D9yDY2Nvjwww9x6tQpPH/+HFlZWcjMzMSTJ08wb948GBoaYsmSJThw4ECp/UtISMDkyZMxfPhwREdHIyUlBdnZ2fjqq6+KtAsNDcWCBQvwzTffIDk5GSkpKYiNjUW3bt0AANOmTcPcuXPx+++/Y82aNUhNTUVaWhoePHiA5s2bo6CgAJ988gkkEomSe1Dql19+gb29PeLi4vDpp5/i/v37+PLLLwEAs2bNQvPmzeVthw0bhoMHD6JevXrYsWMH0tLSkJqaiqysLOzfvx9169bFpUuXMGrUqGLbcXR0xKRJk3D58mW8ePEC6enpyM7OxqNHjzBhwgQAwOTJk3H9+vVS+/rvv/9i6dKlmDZtGhISEpCcnIzMzEyMHDkSgPSMc3R0NNzc3PDPP/8gLy8PycnJyM3NRWRkJFavXo1WrVqVaz8REZEOU3dKJyIiUoXjx4/Lzw4GBwcXmVejRg0BgBAXFycIgiBs3bpVACAMGzasSLtvvvlGACCYmJgIOTk5Zd72999/LwAQOnXqVGxe4bPQ77zzTqnrKHxm9Ztvvik2PzU1VX6WG4Cwbdu2Ym0iIiLk88+dO1fm/r9s79698vXUqlVLACA0a9ZMyM/Pl7c5ePCgAEBwdHQUYmNjS1xPTEyMvM/Xr19Xqg/jx48XAAijR48uNq/wvpo8eXKp6/Dy8hIACDt27FBq20REVLXxTDIREemENm3awNDQEEDRM8RhYWFISEiAh4cHnJ2dAZR+Jln2u7+/P4yNjcu87Z49ewIALl26VOro2gAwY8aM167LxMQEEydOLDbdysoK/v7+AAAXFxcMHTq0WBt3d3fUq1cPAHDz5s2ydL1Eb7/9NoYNGwYAiI2NhYmJCbZu3Sq/7xsA1q9fD0B6NrlmzZolrqdWrVryM/KF73EuC9k+fdUjqfT09DB9+vRS59vY2AAAnj59qtS2iYioamNIJiIinWBmZoaWLVsCKDool+zfhUdjdnFxgZubG2JjY/Hw4UMAQF5eHi5dugQA6NixY7H1JyQkYM6cOfD390e1atVgYGAAkUgEkUiEhg0bAgCysrLw4sWLEvtnamoKPz+/19bRsGFDmJublzivRo0aAIDmzZtDJBK9sk1p/SirlStXyv89btw4eY0ysvC6du1aODo6lvrzzz//AACioqKKbUM2knazZs1gY2MDfX19+T4NCgoCIA3ppalXrx4cHBxKnd+rVy8AwP/+9z98+OGHOHr0KNLS0sq4B4iIqKoyeH0TIiIi7RAYGIgLFy7g/PnzEIvFMDAwKHY/skxAQAAiIyNx+vRpuLu7IyQkBFlZWfL1FHbp0iUEBQUhJSVFPs3CwgJmZmYQiUQoKCjA8+fPAQCZmZmoXr16sb5Vq1YNenqv/276Vc8elp3JLUub0kaVLitra+sS/y1bt6ze1NRUpKamvnZ9sn0r8+eff2LIkCHIzc2VT7OysoKJiQlEIhHy8vLw4sWLUp/ZDOCVARmQPu7rxo0b2LVrF9atW4d169ZBJBKhUaNG6N69O8aOHYv69eu/tu9ERFS18EwyERHpDFm4zcjIwNWrVwEono/88nN9X77kWvbfwmekAUAsFmPIkCFISUmBr68vDh8+jLS0NKSnpyMhIQHx8fFFHlckCEKJfdPX11dFiRqh8CXlv/32GwRBeO3P5s2b5cskJSVhxIgRyM3NRceOHXH69GlkZWUhNTVVvk//+OOP1/bjdfvU0NAQv//+O0JDQzF79mx07NgRZmZmuH37Nn744Qc0bNgQS5YsKfd+ICIi3cQzyUREpDNat24NY2Nj5Obm4vTp07CyskJiYiLc3d1Rq1atIm1lIVl2pln237Zt28rvbQakZ5GjoqKgr6+PgwcPlnj/bXx8fMUUpKFMTExgbW2N1NRU3Lp1C4MGDVJqedkXDba2tvjrr7/kz6MuTJX7tEmTJmjSpAkA6ZceZ86cwfz583H27FlMnToVnTt3ls8nIiLimWQiItIZJiYm8kf6nDp1qsT7kWXq1q2LWrVqIS4uDnfu3JHfj/zypdYxMTEAAHt7+1IHqJLdd1uVtGnTBgDwxx9/KP24Kdk+9fT0LDEgAxW3Tw0MDNCpUyccOnQIxsbGEAShSv7/IyKi0jEkExGRTpGF3AsXLuDvv/8GUPx+ZBlZeF60aBGys7OLLC8jux83ISEBCQkJxdYRGxuLH3/8USV91yYffvghAODBgwf4/vvvX9k2MzMTeXl58t9l+/TBgwfIyckp1j40NBQ7dux44z4Wvt/5ZcbGxvLLtXXpUngiInpzDMlERKRTZCE3MzMTf/31F4CSzyQXnr5z504A0gGxmjVrVqRN27ZtYW5uDkEQMHDgQDx48ACA9L7cY8eOoUOHDqWONK3L+vbti7fffhuAdPTojz/+WL5vAOlo4cHBwZg+fTpcXV2RmJgon9e1a1fo6ekhOTkZ7733HuLi4uTL7Nq1C127dn3l4GRl5erqihkzZuDy5ctFAnNERATee+89ZGVlQU9PD926dXvjbRERke5gSCYiIp3SqlUrmJqaApAG2Tp16sDFxaXEtrKQLBuIql27dkWeBQxIz3r+8MMPAICzZ8/C09MTlpaWsLCwQPfu3ZGamopNmzZVVDkabdu2bRg8eDAAYM2aNfD09ISFhQXs7OxgamqKVq1aYfHixUhKSiryRYKHhwemTp0KANi7dy9q1aoFGxsbWFhYYNCgQbCwsFDJ2fmEhAQsWrQI/v7+MDMzk/fLw8MDf/zxB0QiEZYsWQIvL6833hYREekOhmQiItIpRkZGaN26tfz30s4iA0D9+vXh6Ogo//3lS61lxo0bh0OHDqFDhw6wsLCAWCxGzZo18dlnn+HGjRvw9vZWXQFaxMzMDDt37sSpU6cwbNgw1K1bFxKJBBkZGXBwcEDHjh2xePFihIeHF7ufe9GiRdi6dStatmwJU1NT5Ofno169epg5cyauX78OZ2fnN+7f8ePHMWPGDLRr1w61a9eWX1Jfr149jBw5EleuXMHEiRPfeDtERKRbREJpz6ogIiIiIiIiqmJ4JpmIiIiIiIjoP1oZkhcvXgyRSASRSITLly+X2CYtLQ2TJ0+Gq6srjI2N4erqismTJyMtLa2Se0tERERERETaQusut7579y6aNm0KAwMDZGZm4tKlS/JnYspkZmaibdu2CA0NRZcuXeDn54cbN27g6NGj8PX1xfnz52Fubq6mCoiIiIiIiEhTadWZ5IKCAgwfPhxNmjSRP3aiJIsXL0ZoaCimTZuG48ePY9GiRThy5Ahmz56N0NBQLF68uBJ7TURERERERNpCq0Lyd999hxs3bmDjxo3Q19cvsY0gCFi/fj0sLCwwe/bsIvNmzJgBW1tbbNiwAVp2Ap2IiIiIiIgqgdaE5Nu3b2PevHmYNWsWGjVqVGq78PBwPHnyBG3atCl2SbWJiQnat2+PuLg4REREVHSXiYiIiIiISMtoRUgWi8UYMWIEvLy88L///e+VbcPDwwEAHh4eJc6XTZe1IyIiIiIiIpIxUHcHymLhwoW4ceMGgoODYWho+Mq2qampAABra+sS51tZWRVpV5Lc3Fzk5ubKf5dIJEhOTka1atUgEomU7T4RERERERGVgyAISE9Ph7OzM/T0Kuccr8aH5Bs3buCbb77BlClT4OfnVynb/PbbbzFv3rxK2RYRERERERG9WkxMDGrVqlUp29L4kDx8+HC4u7tj7ty5ZWovO4Nc2pli2XOSSzvTDEgH+Jo8ebL899TUVLi4uCAmJkZ+JpqIiIiIiIgqVlpaGmrXrg1LS8tK26bGh+QbN24AkA66VRJ/f38AwJ9//ol+/fq99p7j192zDADGxsYwNjYuNt3KyoohmYiIiIiIqJJV5m2vGh+SR48eXeL0s2fPIjw8HH369IG9vT3c3NwASMOvs7MzLly4gMzMzCIjXOfk5ODs2bNwdnZGvXr1KqP7REREREREpEU0PiSvX7++xOkjRoxAeHg4ZsyYgVatWsmni0QijBkzBvPnz8f8+fPx3Xffyed9++23ePHiBT777DMOwEVERERERETFaHxILo9p06bhwIEDWLx4Ma5fv45mzZrhxo0bOHLkCHx9fTFt2jR1d5GIiIiIiIg0kFY8J1lZ5ubmOH36NCZNmoR79+5hyZIluH37NiZNmoTTp08XuQSbiIiIiIiISEYkCIKg7k5ourS0NFhbWyM1NZUDdxEREREREVUSdWQxnTyTTERERERERFQeDMlERERERERE/2FIJiIiIiIiIvoPQzIRERERERHRfxiSiYiIiIiIiP7DkExERERERET0H4ZkIiIiIiIiov8wJBMRERERERH9hyGZiIiIiIiI6D8MyRpAIpGgSZMmCAoKkk/r0KEDRCJRmddx6tQpiEQiHD58uCK6SEREREREVCUYqGIlJ06cwMmTJ3Hx4kXExsbi+fPnMDMzg729Pby9vREQEIBevXrB0dFRFZvTOZs3b8bNmzexbt26cq8jMDAQAQEBmDp1Krp16wZ9fX0V9pCIiIiIiKhqEAmCIJRnwYyMDPz4449Yt24doqOjIVuNiYkJ7OzskJ2djdTUVEgkEgCAgYEB+vTpg0mTJqFNmzaqq6ASpKWlwdraGqmpqbCyslLpugsKClC3bl3UqVMHp0+flk/v0KEDzpw5A2X+9xw8eBC9e/fGr7/+ivfff1+l/SQiIiIiIqpsFZnFSlOuy63XrFmDevXqYdasWbCxscE333yDkydPIi0tDVlZWYiNjUVSUhLy8/Nx7949bNmyBYMGDcLx48fRvn17vPPOO3j8+LGqa9FKhw8fRnR0NIYNG/bG6+revTvs7e2xZs0aFfSMiIiIiIio6ilXSP7ss8/QvXt33Lp1C9evX8eMGTPQoUMHWFhYFGknEolQv359DBs2DL/++isSEhKwbt063Lp1C7/++qtKCtB2mzdvhkgkQv/+/Uucn5OTg2nTpqF27dowMTGBt7c3Nm7cWGJbAwMD9OvXDxcuXEB4eHhFdpuIiIiIiEgnleue5Hv37sHd3V3p5UxNTTFq1CgMHz4csbGx5dm0ThEEAadPn0aDBg1gY2NTYpsBAwbg5s2bGDBgAPLz87Fr1y6MHj0aCQkJmDFjRrH2/v7+WLduHU6ePAkPD48KroCIiIiIiEi3lOtMcnkCcmH6+vpwdXV9o3Xogrt37yI5ORl+fn6ltnn06BFu376NpUuXYuXKlbhx4wacnJwwe/ZsPHr0qFj7Zs2aAQAuXrxYYf0mIiIiIiLSVXwElBrJzqbXqFGj1DZffvklLC0t5b87Ojpi8uTJEIvF2LFjR7H2snXxTD0REREREZHylA7JEokEt2/fxpMnT4rNy8/Px9mzZ1XSsaogKSkJAGBra1tqm3bt2pU6LTQ0tNg8Ozs7AMDz589V0EMiIiIiIqKqRamQHBUVBW9vb/j4+KB27dro06ePPOgBQHJyMgIDA1XeSV1lamoKAMjOzi61jYODQ7FpsrPFqampxebJ1mVmZqaKLhIREREREVUpSoXkadOmoVatWoiOjsaNGzeQm5uLNm3aFDmrXM7HLldJ9vb2AKRfLpQmMTGx2LSEhAQAgLW1dbF5snXJ1k1ERERERERlp1RIPnPmDBYvXoxatWqhcePGOHr0KNq1a4d27dohOjoagPSxT1Q2jRo1gp6e3isf13Tu3LlSp/n6+habd//+fQCAt7e3ajpJRERERERUhSgVkrOysmBsbCz/XSQSYd26dejatSvat2+Phw8fqryDuszGxgY+Pj64evVqqWfgFyxYgPT0dPnvCQkJWLp0KQwMDDB06NBi7YODgwEAAQEBFdNpIiIiIiIiHaZUSPb09MTVq1eLTV+9ejWCgoLQq1cvlXWsqujXrx9SU1Nx5cqVEufXrVsXjRs3xuTJk/HZZ5/Bx8cHT58+xbx581C3bt1i7f/++2/Y2tqiffv2Fd11IiIiIiIinaNUSH7nnXdKfOwQAPz8888YNGgQ70lW0pgxY6Cvr49t27aVOH/Xrl0YOHAgdu3ahbVr18Le3h7r16/HzJkzi7WNiorChQsXMHz4cJiYmFR014mIiIiIiHSOSGCqfa20tDRYW1sjNTUVVlZWKl//0KFDcfz4cURFRcHc3Lzc65k9ezYWLVqEu3fvwt3dXYU9JCIiIiIiqnwVncVKovRzkkn1FixYgIyMDKxatarc60hJScGPP/6Ijz/+mAGZiIiIiIionAzU3QEC6tSpgy1btuD58+flXkdkZCQmTpyIzz77TIU9IyIiIiIiqlre+HJrfX19PH78GC4uLqrqk8ZRxyl+IiIiIiKiqk4rL7fmLc1ERERERESkK3hPMhHplIsXL6Jfv344fvy4urtCRERERFqIIZmIdMbz58/Rp08f7N+/H926dcN7772H5ORkdXeLiIiIiLQIQzIR6QRBEDBixAgkJSXBxMQEIpEIO3bsQP369fHbb7/x1hAiIiIiKhOGZCLSCRs3bsShQ4cgEokwa9YsfPvtt3B0dERSUhKGDBmCoKAgxMXFqbubRERERKThGJKJSOtFRkZiwoQJAIB33nkHPj4+aNiwIVatWoX+/ftDT08PR48ehaenJ37++WdIJBI195iIiIiINBVDMhFptYKCAgwZMgSZmZmoU6cO3n//ffk8Q0NDDB8+HMuXL0edOnWQmZmJ8ePHo02bNggPD1djr4mIiIhIU71xSP7yyy9hY2Ojgq4QESlv8eLFuHz5MoyMjPC///0P+vr6xdq4ublh6dKlGDlyJIyMjHD58mU0btwYX3/9NfLz89XQayIiIiLSVCKBo9m8ljoeYE1Er3fz5k00b94c+fn5GDduHIKCgl67THx8PFasWIE7d+4AABo2bIitW7eiWbNmFd1dIiIiIlKSOrIYL7cmIq2Um5uLgQMHIj8/H76+vujRo0eZlnN0dMTChQvx4YcfwtjYGGFhYWjZsiUmTZqErKysCu41EREREWk6lZ5JlkgkiI2NRVxcXKmXMLZv315Vm6s0PJNMpHkmTpyIFStWwNzcHD///DNsbW3LvGxGRgbu378PsViMf/75B8HBwQAAFxcXbNy4EZ06daqobhMRERGREtSRxVQSkgVBwKJFi7Bs2TIkJSW9sm1BQcGbbq7SMSQTaZbTp0+jY8eOEAQB//vf/9C6desyLysLyKampvD09IS+vj4uXbqE1atXIyUlBQDwwQcfYMWKFRxvgYiIiEjN1JHFDFSxkhkzZmDx4sVwcHDAyJEj4eTkBAMDlayaiKiItLQ0vPfeexAEAR06dHjjgAwA/v7+8PHxwYYNG/DPP/9g69atOHLkCFavXo3+/ftXVClEREREpIFUcibZ0dERtra2uHLlCiwsLFTRL43CM8lEmmPo0KHYuXMnqlWrhlWrVsHMzKxMy5UWkF92+/ZtrFixAgkJCQCAXr16Yd26dXB0dFRZDURERERUNlo7cFdGRgZ69uypkwGZiDTH7t27sXPnTohEIkyePFnlARkAGjdujFWrVuHtt9+Gnp4eDh48iPr162Pt2rXgwwCIiIiIdJ9KQrKvry+ePHmiilUREZUoPj4eY8eOBQD06dMH3t7eZVpOmYAsY2RkhJEjR2Lp0qVwdXVFeno6PvroI7Rv3x4PHz58ozqIiIiISLOpJCTPmjUL+/fvx7Vr11SxOiKiIgRBwLBhw5CSkoJatWrhgw8+KNNy5QnIhdWtWxfTpk1DYGAgDAwMcP78eTRq1AjffvstxGJxeUohIiIiIg2nskdA7d69G+PHj0efPn3QpEmTUq8XL+vBrSbhPclE6vXzzz9j/Pjx0NfXx/Lly+Hq6vraZd40IAPAkydPEBsbi1q1akEkEmH58uW4e/cuAMDb2xtbtmxB06ZNlV4vEREREZWN1j4CKjc3F2PGjMGOHTvk9+yJRKIibQRBgEgk4iOgiEgpERER8Pb2Rk5ODoYPH16m0aZVHZCdnZ0BSN/Hjh8/jo0bNyI7Oxv6+vqYNGkSvv76a5iYmCi9DSIiIiJ6Na0NyePHj8fq1avh4+ODd99995WPgBo+fPibbq7SMSQTqYdYLMZbb72Fa9euoUGDBli0aBH09F59l0hFBeTCkpOTsWrVKly5cgUAUKdOHWzcuBEdOnRQeltEREREVDqtDckODg5wdXXFpUuXdPL5yAzJROoxZ84czJ8/HyYmJvjpp5/g4ODwyvaVEZALu3DhAlavXo20tDQAwKhRo7B06VJYW1srvV0iIiIiKk5rHwGVk5MjH9imIqSkpODzzz+Hv78/HB0dYWxsjJo1a6Jjx47Ys2dPiY9lSUtLw+TJk+Hq6gpjY2O4urpi8uTJ8oNZItJsV69exYIFCwAAH374ocYFZABo06YN1qxZg8DAQADAxo0b4enpiX379im9bSIiIiLSDCo5kxwYGAhbW1vs3btXFX0qJiIiAr6+vmjVqhXq1asHOzs7JCYm4q+//kJiYiLGjh2LtWvXyttnZmaibdu2CA0NRZcuXeDn54cbN27g6NGj8PX1xfnz52Fubl7m7fNMMlHlys7Ohre3Nx4+fIiWLVviyy+/LDbOQWHqCMgvu3btGpYvX46UlBQAQN++ffHLL7+gRo0aSq+LiIiIiKS09nLrS5cuoVOnTti1axd69eqlin4VUVBQAEEQip2pTk9PR6tWrRAWFobbt2+jUaNGABSXaE6bNg3fffedvL1s+uzZszFv3rwyb58hmahyffzxx1izZg2srKzw888/v/LvThMCckFBAe7fv4+0tDRcv34dx44dg0QigZWVFZYuXYpRo0a9MuQTERERUcm0NiTPnz8fly9fxrFjxxAYGAhfX98SCxCJRPjqq6/edHNFTJ48GcuWLcO+ffvQt29fCIKAWrVqIS0tDfHx8UXOGOfk5MDZ2RlmZmaIiYkp80ErQzJR5Tl27Bi6d+8OAPjqq6/QokWLUttqUkDOzs6Gp6cnLCwsEBERgWXLliEmJgYAEBAQgE2bNqFOnTpKr5+IiIioKtPakPy60WblG1PxI6BycnLQqlUr3Lx5E/fv34eHhwcePHgAT09PdOvWDUePHi22TL9+/bB//348ePAAHh4eZdoOQzJR5UhOToaXlxcSExPRpUsXfPbZZ6W21dSALCMWi7Fnzx78/vvvEIvFMDExwfz58zF58uRy9ZWIiIioKlJHFlPJSFunTp1SxWpeKyUlBcuXL4dEIkFiYiIOHz6MmJgYzJkzRx54w8PDAaDUAFy4XVlDMhFVjrFjxyIxMREODg4YO3Zsqe00PSADgIGBAQYNGoR27dph2bJluH//PqZNm4YdO3Zg69at8Pb2VnqbRLomJiYGZ86cQVJSknxa4e/uS/seX9npql6vpvRLJBKhTZs28sEDiYhINVQSkgMCAlSxmtdKSUkpci+xoaEhvv/+e3zxxRfyaampqQBQ6iNYZN8+yNqVJDc3F7m5ufLfOSI2UcXbtm0b9u7dCz09PUyZMgUmJiYlttOGgFyYs7MzvvvuOxw5cgRbtmxBaGgomjZtiilTpmDevHkwNjZWevtE2kwikeDOnTs4ceIEHjx4oO7uaL0//vgDZmZmeOutt9TdFSIinaFVDzV2c3ODIAgoKChATEwMfvvtN3z55Ze4ePEidu3apbJHUH377bdKDexFRG8mNjYWn3zyCQCgf//+aNCgQYnttC0gy+jp6aFnz55o1aoVVq5ciWvXruG7777D7t27sWXLFrRp00bpfhBpm/z8fAQHB+PkyZOIj48HID0TWrduXbi5uRW5davwmCGljR9SlnFFlF22LNtV1fpVsd2HDx/ixo0b2L59O5ycnODi4vLaZYmI6PW0KiTL6Ovrw83NDf/73/+gr6+PadOmYd26dfj444/lZ5BLO1MsOytc2plmAJgxYwYmT55cZJnatWursAIikpFIJBg6dCjS09NRp04dDBkypMR22hqQC6tWrRq++OIL7N27F0eOHMHDhw/Rrl07jB07Fj/88AMsLS2V7hORpktPT8e5c+dw+vRpZGRkAJBeCdagQQM0a9YMDg4OZR7bhIqqV68eUlNTERkZiTVr1mDmzJlKvy8REVFxWv+p1LVrVwDA6dOnAaDYvckve909ywBgbGwMKyurIj9EVDGWL1+Oc+fOwdDQEFOnTi3xihBdCMiAtI4HDx6gRYsWWLNmDQICAiAIAtauXQtPT08cPHhQ6XUSaaqEhATs2LEDs2bNwsGDB5GRkQELCwu89dZbGD16NIKCguDo6MiA/Ab09PTQr18/WFtbIyUlBWvXrlXpAKlERFWVSka3VqcjR44gKCgIQ4cOxfbt28v0CChTU1PExsbyEVBEanb37l34+voiLy8PY8aMQZ8+fYq10aWAXFId169fx48//igfuKh///5YvXo17O3tld4GkboJgoDw8HCcOHECt27dkk+3t7eHj48PGjduDFNTUzX2UDc9e/YMW7ZsgVgsRocOHTBw4EB1d4mISGXUkcW04uvb0NDQEi+fTk5OxsyZMwEAPXr0ACC9T2fMmDHIyMjA/Pnzi7T/9ttv8eLFC4wZM6bMAZmIKkZeXh4GDhyIvLw8eHt7o3fv3sXa6HpABoCmTZti9erV6NmzJ0QiEfbs2YP69etjy5YtrxwRl0iTFBQU4MqVK/juu++wfPlyeUB2dXVF37598cEHH6BFixYMyBXE3t4ePXv2BCC9si44OFjNPSIi0m5acSZ54sSJWL9+PQIDA+Hq6gpzc3NERUXh0KFDyMjIQP/+/bFr1y75JVuZmZlo27YtQkND0aVLFzRr1gw3btzAkSNH4Ovri/Pnzxc5w/w6PJNMpHrTp0/H4sWLYWZmhlWrVqFatWpF5leFgPyyBw8eYPny5YiNjQUAdOzYERs3boSrq6vS2yWqDNnZ2Th//jxOnz6NFy9eAJCOG1K/fn34+fmhZs2avJy6Ep06dQrBwcEwMDDAlClTOJAXEekEdWQxrQjJ58+fx4YNG3D58mU8efIEWVlZsLOzg5+fHz744AMMHjy42Jnh1NRUzJs3D7t370Z8fDwcHR3x7rvvYs6cOa8ctKskDMlEqnXx4kW0a9cOEokEU6ZMQfv27YvMr4oBWUYsFmPXrl34448/UFBQAFNTUyxYsACff/55ufYDUUVISkrCqVOncPHiReTk5AAATE1N0bBhQ/j5+cHOzo5XbKmBRCLBrl27EBkZCRsbGw7kRUQ6gSFZQzEkE6lORkYGGjVqhOjoaLRp0wbTp08vNr+qBuTCYmNjsXjxYkRGRgIAmjVrhq1bt6Jhw4ZK94VIVSIjI3HixAlcv34dEokEAGBrawsfHx/4+PgodZUWVYycnBxs2rQJqampqFevHiZMmMAv2IhIq2lVSJY901SpjYlEWLVqVXk2p1YMyUSqM3LkSGzevBk2Njb4+eefiwRQBmSFJ0+eICYmBhEREdi3bx9yc3NhYGCA6dOnY/bs2TAyMlJ6nUTlIZFIcOvWLZw4cQIRERHy6TVr1kSTJk3QoEEDvh41DAfyIiJdolUhWZl7jApfcqWNjyZgSCZSjf3796Nfv34AgPnz58PX11c+jwFZ4eU6nj17hpUrVyI0NBSA9BF2W7Zsgb+/v9LrJiqrvLw8XL58GSdPnkRiYiIA6We/u7s7mjZtCldXV56h1GB3797F/v37AQDDhw/HW2+9peYeERGVj1aF5DNnzpSpXXR0NObPn4+HDx9CJBIxJBNVUc+ePYOXlxeSkpIQFBSEcePGyecxICuUVocgCDhz5gzWrl2LjIwMiEQijBs3DosXL+Y9h6RSaWlpOHPmDM6ePYvMzEwAgLGxMRo0aAA/Pz84ODjwfmMtwYG8iEgXaFVIfp0XL15g4cKFWLVqFXJycuDv74/vvvsObdu2rYjNVSiGZKI3IwgCevbsiSNHjsDJyQkrV66UX57JgKxQljrS0tLwyy+/4Ny5cwAAZ2dnrF+/Xv4YPKLyevLkCU6cOIErV65ALBYDAKysrNC4cWP4+vrC0tKS4VjLcCAvItIFOhGSc3JysHz5cixevBgpKSlo0KABFi5cKL/EUhsxJBO9mQ0bNmDMmDHQ19fHDz/8AHd3dwAMyIUpW8e///6LlStXIjk5GQAwcOBA/Pzzz8UepUX0KoIg4P79+/jnn38QFhYmn16jRg34+PigUaNGMDExUWMP6U1xIC8i0nZaHZIFQcCGDRswb948xMXFwdnZGXPnzsWoUaO0/hmJDMlE5ff48WN4e3sjMzMTQ4cOxeDBgwEwIBdW3jqys7OxefNmHD16FIIgwNbWFitXrsTQoUN5xo9eSSwW4+rVqzh58qT8udwA4ObmhqZNm8Ld3R0GBgZq7CGpEgfyIiJtprUhed++fZg5cybu378PKysrTJ8+HRMnTtSZb58ZkonKp6CgAG3atEFwcDDq1auH77//Hvr6+gzIhaiijuPHj+P333+Xn1Xu0qULNm7ciFq1aim9PtJtWVlZOHfuHE6fPo3U1FQAgIGBAerXr49mzZrByclJ67/YppJxIC8i0lbqyGJv9DXx+fPnMX36dFy+fBlGRkaYNGkSvvzyS9ja2qqqf0Skxb777jsEBwfD2NgY06ZNY0B+iarqcHBwwPLly3Hw4EHs2bMHf//9t/xWl08//ZShh/D8+XOcPHkSFy9eRF5eHgDAzMwMjRo1gp+fH2xsbHj1gY7z8vJCfHw8goODsX37djg5OXEgLyKiUpT7THKfPn1w6NAh6OnpYdiwYZg/f77OnrXgmWQi5YWGhqJFixYQi8X45JNP0L17d40KlroSkF+uIzo6GsuWLcPDhw8BAC1atMDWrVvRoEEDpbdB2u/Ro0c4ceIEQkNDIfu4t7Ozg4+PD7y9vWFubq7mHlJl4kBeRKSNtOpyaz09PYhEIri5ucHT07NsGxOJcOjQofJsTq0YkomUk5OTA19fX9y/fx9+fn6YM2cOMjMzNTZYKkOTA3Lh+QcPHsSvv/6KvLw8GBoaYubMmfjyyy9haGio9PZIu0gkEty4cQP//PMPHj9+LJ9eq1Yt+Pr6on79+vLR5anqycnJwcaNG5GWlsaBvIhIK2hdSFZ6Y3xOMlGVMGHCBPz444+wsLDAzz//DAMDA40PlmWhDQG5sMTERKxYsQK3bt0CAHh6emLr1q1o2bKl0tslzZeTk4NLly7h1KlTeP78OQBAX18f7u7u8PPzQ+3atRmGCID0vWHr1q0cyIuItIJWheSoqKhybdDV1bVcy6kTQzJR2Z08eRKdO3eGIAiYMWMGvL29tSpYlkbbArKMIAg4deoU1q1bh8zMTOjp6eGTTz7BokWLeKmtjkhJScHp06dx7tw5ZGdnAwCMjY3h5eWFZs2aoXr16rzfmIrhQF5EpC20KiRXJQzJRGWTmpqKhg0b4smTJ+jQoQM+/PBDrQyWL9PWgFxYamoqVq5ciZCQEADSS283bNiArl27Kt0X0gyxsbE4ceIErl69Kr9Ky9raGo0bN4avry8sLS3V3EPSdKdOnUJwcDAMDAwwZcoUDuRFRBqJIVlDMSQTlc3QoUOxc+dOVKtWDYsXL0Z0dLRWB0tANwIyoKjj8ePH+Ouvv/DixQsA0v9nP/30E59KoCUEQUBYWBhOnDiBe/fuyac7OjqiSZMm8PLy0pnHL1LF40BeRKQNGJI1FEMy0ev98ccfGDhwIEQiEb766iuIRCKdCZa6Vkdubi42btyIv//+G4IgoFq1ali1apX8/x9pnvz8fFy5cgUnTpzA06dPAUjH+ahTpw6aNm2KunXr8n5jKhcO5EVEmo4hWUMxJBO92tOnT9GwYUOkpKSgZ8+eaN68uc4FS12sIywsDMuXL0d8fDwAoHv37li/fj1q1qyp9HaoYmRkZODcuXM4c+YM0tLSAACGhobw9PREs2bNUKNGDT4Hm94YB/IiIk3GkKyhGJKJSicIArp06YITJ06gZs2aGDlyJCwsLHQ2WJaVttSRn5+PHTt24M8//4REIoGFhQVOnjyJFi1aKL09Up3ExEScOHECly9fRn5+PgDAwsICjRo1QtOmTWFtbc2z/qRSHMiLiDSVOrKYQaVshYh01qpVq3DixAkYGBigT58+DMjQrjoMDQ0xfPhwBAQEYMmSJYiKikKvXr1w/fr1cvWdyk8QBDx8+BD//PMPbt26Bdl32NWrV4ePjw8aN24MMzMzNfeSdJWXlxfi4+MRHByM7du3w8nJiQN5EVGVxTPJZcAzyUQlCw8Ph4+PD3JyctC5c2d07ty5SgTLV9HmOrKysjBp0iQ8ffoUTZo0waVLl2Bqaqr09kk5BQUFuH79Ok6cOFHk8YouLi7w9fWFh4cHDA0N1dhDqio4kBcRaSJebq2hGJKJihOLxWjZsiWuX7+O2rVr4+OPP4aXl1eVC5aF6UIdT58+xcSJE5GdnY3+/fvjjz/+4GW9FSQ7OxsXL17EqVOnkJycDADQ19eHh4cH/Pz8UKtWLd5vTJWOA3kRkabRmsutR40aVa6NiUQibNiwoVzLEpFmmT9/Pq5fvw4jIyO89957DMg6UocgCHjnnXewc+dO7NmzB19//TVmz56t9HqodMnJyTh9+jTOnz+PnJwcAICJiQkaNmwIPz8/VKtWjV9MkNqYmJjg3XffxdatWxEREYE9e/ZwIC8iqnLKdSa5vN9si0QiFBQUlGtZdeKZZKKiQkJC0Lp1axQUFGDAgAEYOnRolQ6WuljHtWvXsHbtWgDA3r178fbbbyu9PioqOjoaJ06cwL///guJRAIAsLGxgbe3N5o0acLLWkmjcCAvItIUWnMm+fHjx6ruBxFpiaysLAwZMgQFBQXw8vLCkCFDGCx1sA5nZ2dERkbi+PHjeO+993Dp0iU0adJE6fVWdRKJBHfu3ME///yD8PBw+XRnZ2c0adIEXl5eMDIyUmMPiUrGgbyIqCorV0h2dXVVdT+ISEtMmjQJjx49grm5Of73v//BwED5txFdDZbK0vQ6xo0bh9jYWISFhSEoKAihoaGwt7dXev1VUV5eHkJCQnDixAkkJCQAkF5N5e7uDj8/P7i6uvI+T9J4AQEBSEhIQGRkJNasWcOBvIioyuDAXWXAy62JpI4ePYoePXoAAGbNmoWWLVsqvQ5dD5ZlpS11pKenY+LEiXj27BlatmyJc+fO8cznK6Snp+PMmTM4e/YsMjIyAABGRkZo0KAB/Pz84ODgwMG4SKtwIC8iUjetH9364sWL2Lx5M0JDQ+VFNG3aFB988AHatm2rqs1UOoZkIulgQ15eXkhMTESXLl3w2WefKb2OqhIsX0fb6oiJicEXX3yBnJwcDBs2DFu2bOHAUi95/vw5jh07huDgYIjFYgCApaUlGjVqhKZNm8LKyor7jLRWYmIitm7dCrFYjA4dOnAgLyKqVFodkqdMmYJly5ZBtjo9PT35wCQikQgTJkzA0qVLVbGpSseQTFWdIAh4++23sX//fjg4OGDVqlUwNjZWah1VLViWRlvrCAkJwYIFCyAIAr7//ntMmTJF6W3qqhcvXuDbb7+Vnzm2t7eHj48PvL29YWJioubeEakGB/IiInVRRxZTyTVfW7duxdKlS+Hp6YmdO3fi6dOnEIvFiI+Px2+//YYGDRpgxYoV2Lp1qyo2R0SVbNu2bdi/fz/09PQwbdo0BuQqWEfLli3xwQcfAACmT5+OI0eOKL1dXSSRSLBp0yZkZGTAzs4Offv2xQcffIAWLVowIJNO8fLykgfj7du3Izo6Ws09IiKqOCo5k+zv748nT57g9u3bsLS0LDY/LS0N3t7ecHJywuXLl990c5WOZ5KpKouJiUHDhg2RkZGBgQMH4v3331dq+aocLAvThToEQcCSJUtw9uxZWFhY4OrVq/D09FS6D7rk4MGDOHz4MAwNDTFw4EDUrl1b3V0iqjASiQS///47oqKiYGNjw4G8iKhSaO2Z5Nu3b6N///4lBmQAsLKywjvvvIM7d+6oYnNEVEkkEgmGDh2KjIwM1KlTB4MHD1ZqeQZLKV2pQyKRoGvXrnB2dkZGRga6d++OFy9eKL0eXfHgwQP5GfW2bduiVq1aau4RUcXS09NDv379YGVlhZSUFKxduxYFBQXq7hYRkcqpbIjN152Q5oAlRNpn2bJlOH/+PAwNDTFt2jSlHvfEYCmla3Xk5+fjq6++gp2dHSIjI9GvXz/5QFVVSUZGBjZt2gRBEFC/fn00b96cn3NUJZiamuLdd9+FgYEBIiIisGfPHnV3iYhI5VQSkhs3bow9e/bIBy15WXp6Ovbs2YNGjRqpYnNEVAnCwsIwc+ZMAMCIESNQs2bNMi/LYCmlq3XUrFkTs2fPhpGREc6ePVuukc61mSAI2Lp1K1JTU2FjY4MuXbrwkThUpTg4OKBnz54AgNOnTyM4OFjNPSIiUi2VhORx48YhNjYW/v7+2LNnD54/fw5A+kiM3bt3o3Xr1oiNjcXHH3+sis0RUQXLy8vDwIEDkZeXB29vb/Tq1avMyzJYSul6HXXr1sWkSZMAAGvWrMHPP/+s9Lq11cmTJ3H79m3o6+uja9eupd5qRKTLOJAXEekylYTk4cOHY8KECbhz5w4GDhyIGjVqwNDQEDVq1MCgQYNw584dfPrppxg+fLgqNkdEFezLL7/EnTt3YGZmhi+++KLMl5EyWEpVlTratGkjv0/9888/x6lTp5TehraJiorCvn37AACtWrVCnTp11NshIjUKCAiAq6srxGIx1qxZU+oVhURE2kZl9yQvW7YMZ8+exYgRI+Dr6ws3Nzf4+vpi5MiROHPmDFasWKGqTRFRBbpw4YL8mebjx4+HnZ1dmZZjsJSqanUMGTIE/v7+KCgowDvvvIPHjx8rvS1tkZ2djQ0bNqCgoAB16tRBq1ateB8yVWkcyIuIdJVKHgGl6/gIKKoqMjIy0LBhQ8TExKBt27aYNm1amZZjsJSqqnXk5uZiypQpiIqKQv369XHlyhWde68UBAGbNm3C1atXYWlpiaFDh8LW1lbd3SLSCImJidi6dSvEYjE6dOiAgQMHqrtLRKRDtPYRUESkGz799FPExMTAzs4O48ePL9MyDJZSVbkOY2NjzJ07F1ZWVnjw4AEGDhyoc2eTLl68iKtXr0IkEqFTp04MyESFcCAvItI1ZX+eSxlIJBLExsYiLi4O+fn5JbZp3769KjdJRCqyb98+bNmyBSKRCJMmTYK5uflrl2GwlGIdQLVq1fDVV19hxowZOHbsGKZPn44ffvhB6T5ooqdPn2LXrl0AgObNm6N+/fpq7hGR5vHy8kJ8fDyCg4Oxfft2ODk5wcXFRd3dIiIqF5WEZEEQsGjRIixbtgxJSUmvbKtrZxeIdEFiYiJGjx4NAAgKCkKTJk1euwyDpRTrUKhZsyZ69uyJ/fv3Y8mSJWjcuDFGjBih9Ho0SV5eHjZs2ID8/HzUrFkT7dq1g54eL8IiKklAQADi4+MRFRWFNWvWYObMmeV6LyEiUjeVhOQZM2Zg8eLFcHBwwMiRI+Hk5AQDA5WepCaiCiIIAoYPH47k5GQ4Oztj5MiRr11GEwKZrgRLXavD398fALB//3589NFHaNCgAVq1aqX0+jTF7t278eTJE5iZmaF79+4wMjJSd5eINJZsIK9NmzbJB/KaMGECnyNORFpHJUl28+bN8PT0xJUrV/iNIZGW2bBhA44ePQp9fX1MnTr1tSFAkwKZrgRLXaujQYMGiImJwbVr19C7d29cv34dtWrVUnq96nbt2jWcP38eABAYGAh7e3s194hI85mamuLdd9/F1q1bERERgb1792LAgAHq7hYRkVJUcs1YRkYGevbsyYBMpGUeP36MCRMmAAAGDx4Md3f3V7bXxECmK8FSl+rQ09PDtGnTULNmTTx//hw9evRAVlaW0utWp+fPn2Pbtm0AAF9fXzRq1EjNPSLSHoUH8jp16hQH8iIiraOSkOzr64snT56oYlVEVEkKCgowePBgZGVlwcPDA+++++4r22tqIFMW65Cq6DrMzMwwZ84cmJub4/bt23jvvfegLU8cLCgowMaNG5GTk4MaNWogICCA9yETKcnLywtvvfUWAGD79u2Ijo5Wc4+IiMpOJZ/6s2bNwv79+3Ht2jVVrI6IKsG3336LkJAQGBsbY+rUqa8MapoeyMqKdUhVVh2Ojo6YOXMm9PT0sG/fPsyZM0fp7ajDgQMHEBkZCWNjY3Tr1g2mpqbq7hKRVgoICICrqyvEYjHWrFmDjIwMdXeJiKhMRIKKvtrfvXs3xo8fjz59+qBJkyalPuj5gw8+UMXmKpU6HmBNVJGuX7+Oli1bQiwWY/z48ejWrVupbbUlkL0O65BSRx1HjhzB6tWrAQC///47Bg4cqPQ2K8udO3ewatUqAECXLl3g5+cHkUik5l4Raa/s7Gxs2rQJaWlp8PDwwOeff86BvIhIKerIYioJybm5uRgzZgx27Nghv5zu5YMKQRAgEom08hFQDMmkS3JyctCkSRM8ePAAfn5+mDNnTqkhQBsDWUlYh5Q661i9ejWOHDkCExMTXLx4EU2bNlV62xUtNTUVCxYsQEZGBho2bIiePXvyYJ5IBRITE7F161aIxWIEBgZyIC8iUoo6sphKRreePHkytm/fDh8fH7z77rt8BBSRBps2bRoePHgAS0tLTJw4kQH5NViHwpvU8eGHHyI6Ohp37txBz549cf36ddSoUUPpPlQUiUSCzZs3IyMjA9WqVUPHjh0ZkIlURDaQ1/79+3Hq1Cm4uLjI71cmItJEKkmyf/zxB5o1a4ZLly4xHBNpsBMnTuCnn34CAHz22WewsbEpsZ22BzIZ1iGlCXXo6+tj1KhR+Prrr/H06VP07NkTFy5cgLGxsdJ9qQjHjh3D/fv3YWBggK5du/JpDUQq5uXlhfj4eAQHB2P79u1wcnKCi4uLurtFRFQilQzclZOTg8DAQAZkIg2WmpqKYcOGQRAEdOzYEa1atSqxnS4EMoB1yGhSHS9evMCkSZNgamqKf//9FyNHjtSIEa8jIiJw6NAhAEDbtm154E5UQTiQFxFpC5WE5GbNmiEiIkIVqypRXFwcli9fjq5du8LFxQVGRkZwdHRE//79S332XlpaGiZPngxXV1cYGxvD1dUVkydPRlpaWoX1k0iTffTRR3j69CmqV6+Ojz76qMQ2uhTIWIdm1tG0aVNMmzYNIpEIO3fuxHfffaf0+lQpMzMTmzZtgkQiQb169dCsWTMO1EVUQfT09NCvXz9YWVkhJSUF69at08qxaohI96kkJC9cuBBHjx7FwYMHVbG6YlauXIlJkybh0aNH6NKlC7744gu0bdsW+/fvR+vWrbFr164i7TMzMxEQEIBly5bB09MTkyZNQsOGDbFs2TIEBAQgMzOzQvpJpKl+//13/P777xCJRJgyZUqJj7TRxUDGOjSzjmbNmmHkyJEAgJkzZ+Kvv/5Ser2qIAgCfv31V7x48QLW1tbo2rUrDA0N1dIXoqrC1NQU7777LgwMDBAeHo69e/equ0tERMWo5Prov//+Gx06dEDfvn0RGBgIX1/fEkceE4lE+Oqrr5Ref8uWLXH27Fm0a9euyPRz586hU6dO+Pjjj9G3b1/5vW2LFy9GaGgopk2bVuQsxZw5czB//nwsXrwY8+bNU7ofRNro6dOn8jPH/fr1Q8OGDYu10eVApgzWoVDRdfTt2xeRkZE4efIkhgwZgpCQkBJfmxXp9OnTuHnzJvT19dGlSxc+vYCoknAgLyLSdCp5BJSeXtlOSFfEI6C6deuG48eP48qVK2jevDkEQUCtWrWQlpaG+Ph4mJuby9vm5OTA2dkZZmZmiImJKfMldXwEFGkrQRDQqVMn+UHIsmXLip0pqwqBrCxYh0Jl1ZGfn4+ZM2fi/v37cHFxwbVr11CtWjWlt1UeMTEx+P777yEWi+Hv74/27dvzMmuiSnbq1CkEBwfDwMAAU6dORe3atdXdJSLSQFr7CKhTp06pYjXlIjvglw0aFh4ejidPnqBbt25FAjIAmJiYoH379ti/fz8iIiLg4eFR6f0lqkw//fQTTp06BQMDA0ybNo0BuRSsQ6Ey6zA0NMSsWbMwceJEREdHo2/fvjh16lSFX/Kck5ODDRs2QCwWw9XVFf7+/gzIRGoQEBCA+Ph4REVFYfXq1Zg5cyZHlicijaCSkBwQEKCK1SgtOjoa//zzDxwdHeHt7Q1AGpIBlBqAZdPDw8MZkkmnPXjwAFOnTgUADBs2rNiIvVUtkJWGdSioow5ra2vMnj0b06ZNw4ULF/DJJ59g3bp1Sm9XGb/99hsSExNhYWGBrl27wsjIqEK3R0Qlkw3ktWnTJvlAXp9//jmfUU5EaqeSgbvUIT8/H8OGDUNubi4WL14sf0NNTU0FID3wKonsFL2sXUlyc3ORlpZW5IdIm4jFYgwaNAi5ublo2LAh+vbtW2R+VQ1kL2MdCuqso06dOpg8eTJEIhHWr1+PH3/8Ueltl9Xly5cREhICkUiETp06Vdrl3URUMg7kRUSaSKUPNpZIJIiNjUVcXBzy8/NLbNO+fXuVbGfUqFE4e/Ysxo4di2HDhr3xOgv79ttvObAXabV58+YhNDQUJiYm+OKLL4qMG1DVA5kM61DQhDpatmyJzp074++//5Y/kaBz585Kr+dVEhIS8NtvvwEA/Pz84OnpqdL1E1H5cCAvItI0KgnJgiBg0aJFWLZsGZKSkl7Z9k0H7hIEAWPHjsW2bdvw/vvvY82aNUXmy84gl3amWHZWuLQzzQAwY8YMTJ48ucgyHEyCtEVISAgWLlwIAPj4449hb28vn8dAJsU6FDSpDn9/f6SlpSE4OBj9+/fHv//+i3r16im9vpLk5+djw4YNyMvLg7OzM9q1a1fmQSeJqOJ5eXkhPj4ewcHB2L59O5ydnXnsRURqo5KQPGPGDCxevBgODg4YOXIknJyc5ANpqZJEIsGYMWOwadMmDBkyBJs3by52kFP4nuOSvO6eZQAwNjaWP06KSJtkZWVh8ODBkEgkaNWqFTp06CCfx0AmxToUNK2OBg0awMfHB1OnTsXjx4/Ro0cPXL169ZVfapbV3r17ERsbC1NTU3Tr1g0mJiZvvE4iUi0O5EVEmkIlj4BydHSEra0trly5UmFvZoUD8qBBg7B9+/YSD+jK8ggoU1NTxMbG8hFQpHM+/PBDrFu3DtbW1vj5559haWkJgIFMhnUoaHIdycnJmDhxIlJSUtCpUyccO3bsjQbyCQ0Nxdq1awEAPXr0QJMmOX8fvAAAavhJREFUTcq9LiKqWNnZ2di0aRPS0tLg4eHBgbyISC1ZTCXXmmVkZKBnz54VGpBHjx6NTZs2YcCAAdi2bVupb5gikQhjxoxBRkYG5s+fX2Tet99+ixcvXmDMmDF83AfpnMOHD8tHBZ40aRID8ktYh4Km12FnZ4evvvoKhoaGOHHiRJHbX5SVlJSEX3/9FQDg4+MjfxICEWkmDuRFRJpAJWeS27ZtCxcXF+zYsUMVfSpm7ty5mDdvHiwsLDBhwoQSL+Xu168ffH19AQCZmZlo27YtQkND0aVLFzRr1gw3btzAkSNH4Ovri/Pnzxd7hvKr8EwyabqkpCR4eXnh2bNn6NatG8aPHw+AgUyGdShoUx1nzpzBkiVLAADr16/H6NGjld7OsmXL8OjRIzg4OGDw4MEwMzNTur9EVPnu3r2L/fv3AwCGDx/OgbyIqjB1ZDGV3Dg8a9Ys9O/fH9euXYOfn58qVllEZGQkAOnB3YIFC0ps4+bmJg/J5ubmOH36NObNm4fdu3fj9OnTcHR0xKRJkzBnzhylAjKRphMEAaNHj8azZ89Qo0YNjBkzBgADmQzrUNC2OgICAhAZGYk9e/bg448/hqenJ9q2bVvmbR08eBCPHj2CkZERunbtyoBMpEW8vLzw9OlThISEcCAvIqp0KjmTDAC7d+/G+PHj0adPHzRp0qTUlP/BBx+oYnOVimeSSZNt2bIFI0aMgJ6eHhYvXoz69eszkP2HdShoax0SiQQLFizAlStXYGdnh+vXr8PFxeW1y927dw8rV66EIAjo3LkzmjVrxttsiLSMRCLB77//jqioKNjY2HAgL6IqSh1ZTCUhOTc3F2PGjMGOHTsgW93LByOCIEAkEr3xI6DUgSGZNFV0dDQaNWqEjIwMDBo0CO+99x4D2X9Yh4K215GTk4MvvvgCMTEx8PLyQkhIyCuXT0tLw8KFC5GWloYGDRqgd+/eHPiHSEtxIC8i0trLrSdPnozt27fDx8cH7777boU9AoqIFCQSCYYOHYqMjAzUrVsXgwcPZiD7D+tQ0IU6TExMMGXKFPzvf//D3bt3MWTIEOzfv7/E5xxLJBJs2bIFaWlpsLOzQ+fOnXlATaTFZAN5bd26VT6Q14ABA9TdLSLScSo5k+zg4ABXV1dcunRJJ8MxzySTJlq8eDGmT58OIyMj/PjjjwDAQAbWUZiu1REfH4/169ejoKAAM2bMwMKFC4u1PX78OPbt2wcDAwO8++67cHNzU3p7RKR5Cg/kNWLECLRs2VLNPSKiyqK1j4DKyclBYGCgTgZkIk10584dfPXVVwCkBwsAAzLAOgrTxTq6d++Ojz/+GID0kX4vP1Hh0aNHOHDgAADA398frq6uSm+PiDSTl5eXPBhv27YNMTExau4REekylYTkZs2aISIiQhWrIqLXyMvLw8CBA5GXlwcfHx80bdpUo4KMrgQy1qGZdXTt2hW9evUCAIwcORJXr14FAGRlZWHjxo2QSCRwd3dHy5YtOVAXkY7p0KEDXF1dIRaLsXr1amRkZKi7S0Sko1QSkhcuXIijR4/i4MGDqlgdEb3Cl19+ibCwMJibm+O9995DXFycxgUZZWlqIFMW65Cq6DpGjx4NHx8f5OXloVevXnjy5Am2b9+O5ORkWFlZoUuXLjA0NFR6m0Sk2fT09NCvXz9YWVkhJSUF69at08oBYYlI86nknuT58+fj8uXLOHbsGAIDA+Hr61vi9eIikUh+iag24T3JpCnOnTuHDh06QCKRYOzYsahRo4bGBpmy0vRAVlasQ6qy6sjMzMSkSZMQHx8PDw8PdOjQAUZGRujXrx/q16+v9DaJSHskJiZi69atEIvFCAwM5EBeRDpOax8BVdIIoyVujI+AIiq39PR0NGzYELGxsWjevDm6d++u8UHmdbQlkL0O65Cq7DqePHmCSZMmITs7Gx4eHpg5cyYCAwN5mTVRFcCBvIiqDq19BNSpU6dUsRoieoXx48cjNjYW1tbW6NChg9YEmdJoWyArDeuQUkcdDg4O6N27N/744w+Eh4fjxo0b6Nixo9LbJSLt4+XlhadPnyIkJATbtm2Dk5MTateure5uEZGOUMmZZF3HM8mkbvv27cPbb78NAHj//ffRtm1brQkyJdHGQFYS1iGlrjpu3bqF2NhYhIWF4cyZMxCJRPjll1/QrVs3pbdPRNpHIpHg999/R1RUFGxsbDBz5sxyvf8QkWbT2kdAEVHFSUxMxKhRowAALVq0YEBmHXJVuQ5ZvwGgW7duaN68OQRBwOeff467d+8q3Qci0j4cyIuIKgpDMpEGEwQBw4cPx4sXL1CtWjV88MEHWhVkXqatgexlrENKXXVkZmbi9u3bAAA7OztIJBK0bNkSrq6uyMnJwYgRI5CUlKR0X4hI+5iamuLdd9+FgYEBwsPDsXfvXnV3iYh0QLlCcq9evfDvv/+Wa4PZ2dn44YcfsHr16nItT1SVrFu3DkePHoWenh7GjRsHV1dXpdfBQKbAOhS0tY6CggKEhoaioKAApqamMDQ0REJCAmrVqoXJkyfDzs4O8fHxGD16NPLy8pTuExFpHwcHBwQFBQGQjpMTEhKi5h4RkbYrV0iOiYlBy5Yt0alTJ2zevBlpaWmvXebq1auYOHEiXF1dMXv2bFSvXr08myaqMh49eoRJkyYBAHr37o233npL6XUwkCmwDgVtruPBgwdIS0uDvr4+TE1NkZSUBCcnJ9SoUQMWFhaYNGkSjIyMcP36dfzvf/8Dh90gqhoaNmwoH+F627ZtiImJUXOPiEiblWvgLkEQsGnTJsyfPx/R0dHQ09NDgwYN4Ofnhxo1asDW1hbZ2dlITk5GeHg4rl69itTUVOjp6WHgwIFYsGAB3NzcKqCcisGBu6iyFRQUwN/fH1euXIGbmxuWLVumdBhiIFNgHQraXEdCQgKuXbsGALCwsEBOTo48IBd248YN/PjjjwCAWbNmYezYsUr3kYi0DwfyItJNWvecZIlEgkOHDmHz5s04c+YMkpOTi7XR09ODj48P+vXrhzFjxpTroEzdGJKpss2aNQsLFiyAkZERVq1aVSwEvA4DmQLrUNDmOrKzs3HhwgXk5+fD2NgYYrEYzs7Opf5tHDp0CHv37oVIJMKWLVsQEBCgdF+JSPtkZ2dj06ZNSEtLg4eHBz7//PNyvV8SkebQupD8srt37yI2NhZJSUkwNTWFvb09GjVqBGtra1VtQi0YkqmiCIKAzMxMJCYm4tmzZ0hMTMSpU6ewbNkyAMCgQYMwdOhQiESiMq+TgUyBdShocx0SiQQhISF48eIF9PX1UVBQgNq1a7/yyyNBELB27VqEhITA3NwcBw8eRN26dZXuMxFpn8TERGzduhVisRiBgYEYMGCAurtERG9A60OyrmJIpjdRUhAu/N/s7Gx524yMDPzxxx/IycmBl5cXOnToADs7O/j6+sLY2Pi122IgU2AdCtpeR3h4OCIiIiASiVBQUABXV9cyXV2Rn5+Pb7/9FlFRUahduzYOHTqk9V/aElHZhIWF4cCBAwCAESNGyO9XJiLtw5CsoRiS6XWUCcIlMTc3h7m5OTZt2oTo6GjUqFED48aNw7NnzyAIAoyMjODn5wdbW9tS16HuICOj7YFMhnVIqbuOpKQk+Ui1YrEYbm5ucHR0LPPyqampmDdvHlJTU9GqVSts374dBgYGStdARNrn5MmTCAkJgYGBAaZOnYratWuru0tEVA4MyRqKIZkA1QRha2trWFlZwdraGnZ2dvIfExMTzJ49G9u2bYOJiQnmzp0Le3t7ZGVlISIiAnl5eRCJRPD09ISbm1uxy6/VHWRktD2QybAOKXXXkZubiwsXLiA3NxcFBQVwcXGBk5OT0n149OgRvvvuO4jFYgwbNgzffPON0usgIu3DgbyIdANDsoZiSK46KjoIlxYQ9u3bhwkTJgAAPv30UzRt2lQ+r6CgAI8ePUJqaioAoEaNGvDx8ZGfDVN3kJHR9kAmwzqk1F2HIAj4999/5VdT1KhRAy4uLkr3Qfb3c/PmTRw+fBgAsGDBArz//vtKr4uItA8H8iLSfgzJGoohWbe8aRC2sLCAlZWV0kG4NBEREejZsydycnLQtWtXDBo0qMQ+JyQkIDY2FgBgZmYGPz8/mJmZMZD9h3Uo6EIdjx8/xr179wAA1tbW8PDwULoPsoCck5MDd3d3HDt2DAcPHoS+vj527NiBVq1aKb1OItI+HMiLSLsxJGsohmTto2lBuDRZWVkICgrC48eP4e7ujunTp79y3enp6Xj48CHEYjH09PRgZ2cHPT09BjLWIacLdaSkpODy5csQBAFmZmbw8vJSaoR3oHhANjMzgyAIWLVqFa5fvw4rKyscPnyY9ygSVREcyItIe6kji3H0EtJa2hKEX9X/KVOm4PHjx7CwsMD48eNfu01LS0s0atQIERERyMzMxPPnz+Ho6AhTU1Olt89ApsA6pDShjvz8fPz7778QBAGGhoaoX7++SgIyAIhEIowdOxYLFixAXFwchg8fjgMHDvAeRaIqoGHDhoiPj0dISAi2bdsGJycnfklGRKWq0JAsCAIiIiJgamqKWrVqVeSmSEepMgjb2NjA1ta2UoPwq2zZsgWHDh2CSCTCxx9/XOZH0+jp6UFfXx8ikQiCICA+Ph5ZWVnw8/Mrc1hmIFNgHVKaUIcgCLh69Sry8vKgp6cHDw8PpUeiLi0gyxgbG2PixImYN28eHj58iPHjx2PTpk3Q09NTajtEpH06dOiAhIQEREVFYfXq1RzIi4hKpZLLrffv34/9+/djyZIl8kfUREZGolevXrh79y4AYPDgwfj111+18kCEl1tXLF0OwqW5ceMG3nnnHYjFYrzzzjvo2bNnmZZ7OQDk5ubi8ePHkEgkMDAwgK+vL+zt7V+5DgYyBdYhpSl13Lp1S37fvaur62tfyy97XUAu7OHDh/juu+9QUFCAjz76CDNnzlS6v0SkfQoP5OXo6IhPPvkE1atXV3e3iOgVtPae5B49eiA2Nha3bt2ST+vXrx8OHDiAjh07IikpCTdv3sTatWsxevToN91cpWNIfnNVMQiXJiUlBV27dkVCQgK8vb0xYcKEMl1OWloAyMnJQUREBHJycgAA7u7u8PDwKHGdDGQKrENKU+p49OgR7t+/DwCoXr06XFxclPpSVZmALHP+/Hls2rQJALB06VL0799f6X4TkfZ59uwZduzYgezsbJiZmWHs2LHw9PRUd7eIqBRaG5JdXFzQpUsXbNiwAQCQmpoKe3t79O/fHzt37kR+fj6aNm0KKysrXLx48Y07XdkYkpWXl5eHO3fu4NatW3jy5EmVC8KlkUgkeP/993HhwgXY2dlh3rx5ZTqYf10AkEgkiIqKQlJSEgCgWrVq8PX1hZGRkbwNA5kC65DSlDpiY2MRFhaGgoICmJmZwcPDA4aGhmVevjwBWeb333/H8ePHYWhoiD/++KPI49eISHelpaVh9+7dSExMhEgkQv/+/REYGKj0GAhEVPG0duCuZ8+ewcnJSf77+fPnIRaLMWTIEACAoaEhunTpgu3bt6tic6ShcnJycPv2bYSGhuL27dvIy8sr1qYqBOFX+fHHH3HhwgUYGBjg008/VUlABqT3KdepUwcWFhaIjo5GUlISzp8/Dz8/P9jY2DCQFcI6pDSpjgcPHqCgoAAGBgZwcXGptIAMAAMGDEB0dDTu3buHUaNG4ciRI3B0dFS2DCLSMlZWVhg2bBgOHTqEe/fuYffu3YiJicHQoUOVeg8iIt2kkpBsZWUlP4MFAKdPn4aenh7atWsnn2ZoaIjMzExVbI40SHZ2Nm7duoXr168jLCwM+fn58nmWlpaoU6cOnJ2dUa1atSoThEtz7tw5LF++HAAwdOhQuLq6vnYZZQOAvb09zM3NERERgdzcXFy+fBl16tRBeno6zMzMGMhYBwDNquPhw4fIzc0FADg5OSnVlzcNyID0y72OHTsiISEBycnJGDFiBP78889yjRhPRNrF0NAQffv2RY0aNXD27FkEBwcjPj4e48aNK/NgmkSkm1RyuXVAQAAePnyImzdvQl9fH40bN4aTkxNCQkLkbQYNGoQrV67g0aNHb7q5SsfLrYvKzMzEzZs3cf36ddy7dw9isVg+z9raGm5ubvD09EStWrWKXO5blcXHx6Nr165ITU1Fq1atMHbs2Ncu8yYBQCwW49GjR0hLSwMAmJqawt/fH8bGxkr3XZcCGevQrDqioqKQlpYGiUQCOzs7uLm5lfk+ZFUE5KysLDx8+BAmJiawtLTEN998g+zsbHTv3h1r1qzhZZdEVcjDhw+xf/9+5OXlwcrK6v/t3XdcFHf+P/DXNpbee0dABKwYO3YNoibRrxpLYhe7F+OZ5MzFIKYZL8aUS3J3Ro1JLuYXa0zUqLEX7CA2FKQ3KdLbsruf3x97OwvugixtC+/n48FDmZ2dmdcwu/t573zmM1i6dCl8fX11vVmEEBjwNcn79u3DtGnTIBaLuTPG27Ztw4IFCwAoGjPe3t7o378/Dhw40OqN7mhUJAPl5eUNCmO5XM49ZmdnBz8/P3Tt2hUeHh7UTekpdXV1+L//+z8kJCTAzc0N77777jO/PGiLAqCyshIPHjzg/lYWFhYICwvTqigypoKMcuhXjszMTNTU1KCqqgpmZmYIDAxs9pdqbV0gd+nSBQKBAPfv38enn34KuVyO1atX4/XXX9d6uYQQw1VUVIS9e/eiuLgYQqEQs2bNwsCBA3W9WYR0egZ7TfKUKVPw1VdfcQN3vfzyy1yBDAAnT55EVVUVxo0b1xarIx2ktLQUt27dQlxcHB4+fIj636c4ODhwhbG7u7vW9zLtTN577z0kJCRALBZj1apVHVIgV1VVISUlBVZWVnB0dER6ejoqKytx6dIl9OjRo8EYAo0xpoKMcuhfDoFAgKqqKggEAq16nbRXgQwAwcHBmDlzJv773//is88+Q9euXZt9ezZCiOFzcHDAvHnzcPDgQaSmpuL7779HVlYWJk+e3GkvFSOks2qTM8nGrjOdSS4uLkZ8fDzi4uLw6NGjBoWxo6Mj/Pz8EBQUBDc3N/rAaIbff/8dK1asAAAsW7YMzz33XJPzt1cBUFdXh+TkZG5cAG9vbwQHBzfatdXYCjLKoV85rK2tkZqaCgBwd3eHm5tbq26Dpo3GCuT6vv/+e5w9exZisRgHDhxAaGio1ushhBguxhjOnj2Ly5cvAwCCgoIQFRXVovccQkjrGWx368YwxpCcnAwzMzN4enq212ranbEXyUVFRYiLi0NcXBzXcFVydnbmCmMXFxcqjLWQmpqKyMhIVFdXY/To0Zg1a1aT87d3AcAYQ0ZGBgoKCgAorh8PCwuDqalpg2UYW0FGOfQrh4uLC5KSklBXVwdbW1t06dKlWdchd1SBrFzXJ598gocPH8LZ2RlHjx6Fo6Oj1usjhBi2e/fu4ciRI5BKpXBwcMDy5cub1ROLENK2DLZI/vXXX/Hrr79iy5YtsLOzAwCkpaVh4sSJuH//PgBgxowZ+OGHH5o9KIs+McYiOT8/H/Hx8bh58yYyMjIaPObq6go/Pz9069YNjo6OVBi3QHV1NSZMmIBHjx7Bz88Pf/vb35rskt6RBcCTJ0+QlpYGuVwOkUiE3r17cwWAsRVklEO/cnh4eCArKwtPnjyBWCxGYGCg2pc0jeXoqNeHUmVlJWJiYlBUVIRevXphz549LRr4jhBi2B4/foy9e/eivLwcJiYmmD9/Pnr16qXrzSKkUzHYIjkyMhJZWVm4ffs2N23SpEk4dOgQRo0ahaKiIiQkJOA///kPFi5c2NrVdThjKZLz8vK4M8ZZWVncdB6PBzc3N+6MsaOjo0F+maEvGGP4y1/+gkOHDsHCwgIxMTHcl0ea6KIAqKmpQXJyMmpqagAAAQEBMDc3R3Z2ttEUZJRD/3JUVVUhKSmJu693U6+L+jk6+vWhlJubi/feew+1tbWYNGkSPvvsMxrxmpBOqKqqCvv27UN2djYAYMKECRg/fjy9HxDSQQy2SPb29sbYsWO5gbtKS0vh5OSEKVOmYPfu3airq0OfPn1gbW2NS5cutXqjO5qhFsmMMeTk5HCFcW5uLvcYj8eDu7s7unTpgm7dusHOzo4K4zby448/4u9//zt4PB7WrFmDkJCQRufVZQEgl8uRmpqK4uJiAIBQKERQUBC8vb213gZ9LMiMpbA0lhympqa4cuUKAEVvFQ8Pj2c2MHX5+lBKSEjAF198AcYY1q1bh6VLl2q9DYQQwyeTyXDixAnEx8cDAHr16oW5c+c2qzcMIaR1DHZ064KCggbXaFy4cAFSqRQzZ84EoLhZ+9ixY/Hf//63LVZHmsAYQ1ZWFm7evIm4uDjk5+dzj/H5fHh6enJnjG1tbakwbmO3b9/Ghg0bAAAvvvii3hbIgOJ48Pf3R3JyMoqLiyGVSvHo0SPY2NjAxsam2cvRx4LMWApLY8nh6OiIixcvAgCsra2bNVCXrl8fSi4uLhg0aBAuXbqETZs2ITAwEKNHj9Z6OYQQwyYQCDBu3Di4uLjgxIkTuHXrFv7xj39g2bJlNGYBIUaoTYpka2trFBUVcb+fOXMGfD4fQ4cO5aYp759M2h5jDOnp6VxhXP9voby9ir+/P7p27QobGxvqHtROSktLERUVhbq6OoSGhmLixImNzqsvBcDjx49RUVEBFxcXFBcXo6amBrGxsQgODoa3t3ezChl9K8iMpbA0lhxubm64efMmampqYGJiAi8vr2cuU59eH7m5uZgwYQIYY4iNjcXKlStx6NAhBAYGar08Qojh69OnDxwdHbF//37k5uZi06ZNiIqKQlBQkK43jRDShtqku/Xw4cPx6NEjJCQkQCAQoHv37nBzc8PVq1e5eaZPn45r164hJSWltavrcPrY3VrZVTYuLg7x8fF48uQJ95hQKISXlxdXGFtZWVFh3M7kcjnmzZuHs2fPws7ODjExMbCwsNA4r74VAG5ubnBxceHOJJeXlwMA3Nzc0KNHjyZHANa3gsxYCktjypGWlob79++Dx+PB19cXDg4Oz8yhr6+PTZs2ITU1FR4eHjhy5AhsbW21Xi4hxDiUlZVhz549KCgoAI/Hw9SpUzFixAhqbxHSDgz2muR9+/Zh2rRpEIvF3Bnjbdu2YcGCBQAUjR5vb2/0798fBw4caPVGdzR9KZLlcjmSk5O5wri0tJR7TCQSwdvbG126dEHXrl1haWlJb9Qd6Msvv8Qnn3wCgUCAdevWwc/PT+N8+loAKCmvY1dev25paYmwsDC1gl9fCzJtUQ6V9shRWlqK2NhYMMbg5OT0zN4J+v76KCsrQ0xMDEpKStCvXz/s3r0bIpFI6+UTQoxDXV0dDh8+jMTERADAwIEDMXPmTHpfIKSNGWyRDADffPMNN3DXyy+/jDfffJN77Pjx45g+fTo2bdqEJUuWtMXqOpQui2SZTIakpCTcvHkTt27d4s7yAYCJiQm8vb0REBCAwMBAmJubU2GsA5cuXcKsWbPAGMMrr7yCUaNGaZxP3wuA+kpLS5GSkgKZTAaBQICePXvC1dWVy6GPBZm2KIdKe+SQSqW4ePEiqqqqYGlpCX9//yYbjoby+sjIyMCHH36Iuro6zJo1Cx999JHW6yCEGA/GGC5fvoxz586BMQYfHx8sXbpUq7E9CCFNM+gi2Zh19B9GKpXiwYMHiIuLw61btxpcyy0Wi+Hj44OAgACuIUmFse48fvwYERERKC4uRr9+/bBkyRKNfw9DKQDqk0gkSE5ORlVVFQDAx8cHgYGBSEpK0ruCTFv6WlhqS19zMMaQkJCAnJwciEQiBAQENHr5gTKHIb0+bty4ga+//hoAEBMTg3nz5mm9LkKIcUlOTsahQ4cgkUhgbW2NpUuXwtfXV9ebRYhRoCJZT3XEH6aurg73799HXFwcEhISUF1dzT1mamoKX19frjA2NTWlwlgPSKVSTJ06FXFxcXBxcUF0dDTEYrHafIZWANQnl8uRmZmJgoICAIreC1ZWVggJCdGbgkxb+lpYakufc2RlZeH27dsAFLcIdHZ2bjKHIb4+fv31Vxw6dAgCgQA//vgjBg8erPU6CSHGpaioCHv27EFJSQmEQiFmzZqFgQMH6nqzCDF4RlEky2QyFBYWora2VuPjLbkHq6611x9GIpHg7t27iIuLw507d1BTU8M9Zm5uDl9fXwQGBsLPz4/uw6eHNm7ciO3bt8PExATR0dFcd+T6DLUAeFpBQQHS09MBKAaGCwsLe+YATE+jwlLFmHNUVFTg0qVLkMlkcHBwgI+PT6O3mjPk1wdjDF9//TVu3rwJKysrHDlyxCA/3wghbau2thYHDx5EamoqAGD06NGYPHky3XKTkFYw6CL5xo0bePvtt3Hu3DlIJBLNK+PxIJVK22J1Haot/zA1NTW4c+cO4uPjcefOnQb7ysLCAn5+fggMDISPjw8Vxnrsjz/+4K6vX7x4MQYMGKA2jyEXAPUpcyi7XdfV1QEAunbtii5dujSrVwMVlirGnEMmkyE2Nhbl5eUwNzdHQEAATExMGs1h6K8PiUSCDz74AFlZWfD19cXvv/8OKysrrbeBEGJcGGM4c+YMrly5AgAICgpCVFRUi97nCCEGXCTHx8dj8ODBEAqFGDlyJH777Tf06tULrq6uuHnzJgoKCjBixAj4+Phg586dbbHdHaq1f5jq6mrcvn0bcXFxuHfvHldkAICVlVWDwrixBiXRH+np6YiMjERlZSVGjBiB2bNnq81jDAUAoJ5DLBYjLS0NxcXFAAAnJyf06tWryQGZqLBUMfYcd+/eRUZGBgQCAQICAhotGI3p9XHr1i3s2LED1dXVGDBgADZv3kzXIRJCACjeE48ePQqpVAoHBwcsX74cbm5uut4sQgyOwRbJU6ZMwdGjR3Hjxg0EBweDz+djw4YNePfdd1FdXY2//vWv2Lt3L65evWqQjYeW/GEqKyuRkJCAuLg4JCYmNjiDbmNjA19fXwQFBcHT05MKYwNSU1ODiRMnIikpCT4+Pnj77bchFAobzGNMBYCmHIwx5OfnIysrC4wxmJqaom/fvhpfG1RYqhh7jry8PMTFxQEAPD09NV5+oMxhbK8PgUCAzz//HFKpFDweD4MHD8bSpUsxdOhQGj+CkE4uLy8P+/btQ3l5OcRiMebPn4+ePXvqerMIMSgGWyS7uLhg5MiR+PnnnwEAfD4f0dHRiI6OBqAY/CcsLAwhISH46aefWru6DtfcP0x5eXmDwlgul3OP2dracvcw9vDwoHvoGag1a9Zg3759MDc3R0xMDOzt7Rs8bowFQGM5KioqkJycDKlUCj6fj5CQEHh5eTV4nApLBWPPUV1djQsXLkAqlcLOzg5+fn4ar78z5tdHcnIyDhw4wN0vFVCMCL9gwQJMmzatydG9CSHGraqqCvv27UN2djYAYOLEiYiMjKQv0QhpJl0UycJnz/JspaWl6NKlC/e7SCRCRUUF9zufz8eIESOwe/fuFq/jxx9/xPnz53Hjxg3cvn0bEokEO3fubPTWG2VlZdiwYQP27duHvLw8uLq6YsqUKdiwYUOb7tzS0lLcunULcXFxePjwIep/5+Dg4MCdMXZ3d1c740gMy88//4x9+/YBAJYsWdKpC2QAsLS0RPfu3ZGcnIyKigrcuXMHxcXFCA0NRXV1NRWW/2PsOeRyOeLj4yGVSmFqagovL69OVyADQEBAAN544w3k5eXh+PHjiI2NRXp6OqKjo7F582ZMnToVixYtosG9COmEzM3NMWvWLBw/fhy3bt3C77//jqysLMydO1fjXTEIIbrXJlWbs7Mzd40iALi6uiIpKanBPDU1NdzAPy3xzjvvID09HY6OjnBzc+NG2tWksrISw4cPR3x8PMaOHYuZM2fi1q1b2Lp1K06fPo0LFy606lv94uJixMfHIy4uDo8ePWpQGDs6OsLPzw9BQUFwc3NrUSOO6J+7d+9i/fr1ABTfAHfv3r3B48ZeADRGKBQiKCgI2dnZyMvLQ3Z2NoqLi2FmZgZLS0sqLDtBjqSkJJSUlIDP58PLy0vj5SOd6fXh6uqKOXPmYNq0aTh37hxOnjyJoqIi7Nq1C99//z2GDRuGJUuWYPDgwXQWiZBORCAQIDIyEi4uLvjzzz8RHx+Px48fY/ny5VrfLYIQ0v7apEgOCQnBgwcPuN+HDBmCgwcP4vLlyxg4cCDu37+PX375Bd26dWvxOr799ltucKtNmzZh3bp1jc67efNmxMfH480338THH3/MTY+OjsbGjRuxefNmxMTEaL0Np0+fxsOHD7lh/ZWcnZ25wtjFxYUKYyNTVlaGqKgoSCQSdOvWDS+99FKDxztTAaAJj8eDp6cnLC0tuVGwq6ur4eXlRYWlkecoLCxESkoKAEVxqKmXTmd9fZiZmSEiIgJjx45FQkICjh07hocPH+Ls2bM4e/Ys/Pz8sHDhQkydOhVmZmZabw8hxDCFhYXByckJ+/fvR25uLj766CMsXrwYXbt21fWmEULqaZNrkr/88ku8/vrryMzMhJubG27duoWBAwdCIpHA3t4excXFkMvl2LdvHyZPntzqjVYWyZq6WzPG4OnpibKyMuTl5TU4Y1xTUwN3d3eYm5sjMzOz2d/iK/vBL1y4kDtL4urqCj8/P3Tr1g2Ojo5UGBspxhgWLFiAU6dOwcbGBhs3bmxQrHTWAkCTqqoqJCcno66ujutd4efnh65duzb7/pCdobBsDkPIUVtbiwsXLkAikcDGxgb+/v5qf2d6fahUVVXh2rVriI+Px/3797m7HFhaWmL69OlYuHAhPDw8tF4uIcQwlZWVYc+ePSgoKACPx8PUqVMxYsQI6mFCiAa6uCa5Te5svnTpUmRnZ3PdRXr16oWTJ09i3LhxcHR0xJgxY/Dbb7+1SYH8LElJScjJycGQIUPUulSbmppi2LBhyM7ORnJystbLdnV1xZAhQ7BgwQLMmTMHw4cPpzPHRu5f//oXTp06BT6fjxUrVlCB3AhlDjMzM/Ts2ROOjo4AgNTUVFy9ehW1tbXPXEZnKCybwxByMMZw69YtSCQSiMVijdch0+tDRZnD3d0dK1euxKeffoqpU6fCzs4OFRUV2L59O8LDwzF//nxcvnwZbfDdNSFEz1lbW2POnDkICgoCYwx79uzBjz/+2OA2oYQQ3WmT7tYikUit8TF48GAcPny4LRavFeW10IGBgRofV05PSkpqdJ7a2toGjfqysjIAwNSpU9UGayLG68qVK9i8eTMA4OWXX4a/vz/3GBUAKppy+Pr6wtLSEunp6SguLsaFCxcQFhYGOzs7jcvoDIVlcxhKjpSUFBQVFXFd7U1NTdVy0OtDQVMOc3NzREZGIiIiAvHx8Th27BiSk5Nx6tQpnDp1CoGBgVi0aBEmTZqktm8JIcZDJBJh0qRJiI2Nxblz5xAbG4vc3FwsWbIENjY2ut48Qjq1NjmTrE9KS0sBoNE3F+UpeuV8mnz00UewsbHhfpS3tWlul1Fi+AoKCrB06VLu9mVjxozhHqMCQKWpHI6OjggODoaJiQkkEgmuXLmClJQUtbNknaWwfBZDyVFcXMx9Gens7AxbW1u1HPT6UHhWDj6fj7CwMKxbtw4xMTEYPHgwhEIhkpKS8NZbb6F///748MMPkZubq/W6CSGGQXlv9alTp8LExARpaWnYtGlTkwPUEkLaX5tWfXK5HBkZGdw3Ypp+DMG6detQWlrK/WRmZup6k0gHkslkWLp0KZ48eQJnZ2csXLiQu0aICgCV5uQwNzdHaGgobG1twRjDgwcPcPPmTa47WWcpLJ/FUHLU1dXh1q1bYIzBysoKbm5uDa6fo9eHirY5PD09sXDhQmzZsgWTJ0/mrr3697//jcGDByMqKgrXr1+nrtiEGKmAgADMnTsXtra2KC0txZYtW3DlyhVdbxYhnVabdLdmjGHTpk3YunUrioqKmpxXJpO1xSobpTyD3NiZYmXX6aa6sYjFYrpvXSf28ccf4/r16xCJRFi1ahXX3ZEKABVtcggEAvj7++Px48fIyspCfn4+Ll68CC8vLxQVFRl9YfkshpKDMYbbt2+juroaJiYm8PLyanDvd3p9qLQmh6WlJSZOnIiwsDBcunQJd+7cQWZmJo4fP47jx48jKCgIixYtwksvvUSfU4QYGQcHB8ybNw8HDx5EWloadu3ahaysLEyePJl6MxLSwdqkSF63bh02b94MZ2dnzJ8/H25ubg0aTx2p/jXHmjzrmmXSuZ04cQL//ve/AQBz587ligVdN5yVDLUA4PF4cHV1haWlJZKTk1FdXY2HDx/Cy8vLqAvLZzGkHBkZGXj8+DF4PB7c3NwaHDv0+lBpqxz5+fkYOnQopk6diszMTBw9ehTXr1/HgwcP8MYbb+CDDz7ArFmzMG/evBZlJYToJ1NTU7z88ss4e/Ysrly5gpMnTyI7OxuLFi1q0XsSIaRl2uQWUK6urrCzs8O1a9da1MjTVmtvAWVmZoasrCytbwF169YttevviPHIzMzEuHHjUFFRgWHDhmHu3LkA9KvhbAwFQE5ODrKzs7nXn6enJ0JCQpq9LEMqLJtiSDnKysoQGxsLuVwOJycneHt70yUIGrR3jvLycpw+fRqnT5/mekUJBAI8//zzWLJkCfr06aP1+ggh+uvu3bs4cuQIZDIZHB0dsWzZMri5uel6swjpcAZ7C6iKigpMmDChQwrkZ+HxeFi0aBEqKiqwcePGBo999NFHKC4uxqJFi+g+dKSBmpoa7rjx8vLCrFmzABhGw7k59ClHfn4+vLy8uBxZWVmIjY1FdXV1s3IYSmHZFEPKIZVKER8fD7lcDgsLC7i7u1OBrEFH5LCyssKLL76If/zjH1i8eDF8fX0hk8lw9OhRTJo0CZGRkdi/fz8kEonW6yaE6J/Q0FDMnj0blpaWKCwsxObNm5GQkKDrzSKkU2iTM8nh4eHw9vbGTz/91BbbpNG3336LCxcuAABu376NmzdvYsiQIQgICAAATJo0CZMmTQIAVFZWIjw8HPHx8Rg7diz69u2LW7du4ejRo+jduzcuXLigdg/lptCZZOP3xhtv4JdffoGZmRliYmLg4OBgMA3nZ9HnHMXFxUhNTYVcLodQKETv3r3h5OTUaA5DKSybYmg5EhISkJ2dDaFQiMDAQO69U5+PK20Yeo60tDQcO3YMN27c4Mb8sLe3xyuvvIK5c+c2+noihBiOqqoq7N27Fzk5OQCAiRMnIjIykk74kE5DF2eS26RI/uOPPzBlyhScP38eYWFhbbFdaubNm4ddu3Y1+nh0dDQ2bNjA/V5aWoqYmBjs3bsXeXl5cHV1xdSpUxEdHa31veeoSDZue/bswdq1awEAr732Gnr27GnwDWclQ8hRW1vLXacMAF26dEHXrl3VRk02pMKyMYaWIzs7mztr4e3tDWdnZy6Hvh9XzWFMOW7fvo0rV67g3r17qKioAAAIhUKMGzcOS5cuRY8ePbReLiFEf8hkMhw/fhy3bt0CAPTu3Rtz586lAfxIp2CwRTIA7N27FytWrMCLL76IXr16NRpgzpw5bbG6DkVFsvF68OABXnjhBdTW1mL8+PGYMmWKUTWcDSWHXC5Heno6Nzq+vb09+vTpAxMTE4MrLBtjaDkqKytx8eJFyGQyODg4wMfHB3w+36COq6YYaw4TExNcu3YNx44da3D7wh49emDx4sWIjIyESCTSej2EEP1w8+ZN/Pnnn5DL5XB3d8eyZcvg4OCg680ipF0ZbJFcW1uLRYsW4aeffuLu4fh0FxDGGHg8XrvfAqo9UJFsnCoqKhAZGYmMjAx07doVb7zxBhhjRtlwNpQchYWFSE9PB2MMYrEYvXr1wuPHjw2msGyMoRXIMpkMly9fRllZGczMzBAYGMh9YWGIx9XTOkuOlJQU/PHHH4iLi4NcLgcAODo6Yvbs2Zg9ezY1rAkxUJmZmdi/fz+qq6thYWGBqKgodO3aVdebRUi7MdgiecWKFfjmm2/Qs2dPTJ06tclbQClHDDYkVCQbH8YYoqKicOLECVhbW2Pjxo0wNzfvFA3n5tBljqqqKiQnJ3ODD1lYWKBPnz6wsrLSehuoQFbRJse9e/eQnp7O3ePa2tra4I8rpc6Yo6SkBCdPnsTZs2dRWVkJABCJRBg/fjyWLFmC0NBQrddPCNGtsrIy7NmzBwUFBeDz+Zg2bRqGDRtG1ykTo2SwRbKzszN8fHwQGxurs/sjtycqko3Ptm3b8P7774PP5+Ott96Cn59fp2s4N0YfckgkEty9e5freeLi4oKePXtq9f5CBbKKNjkeP36MmzdvAgA8PDzg5uZmNMdVZ89RV1eHK1eu4Pjx48jOzuam9+7dG4sXL0ZERIRRfoYTYqzq6urw+++/48GDBwCAwYMHY8aMGfQ6JkbHYG8BVVNTg5EjR9KLkhiE69ev46OPPgIATJkyhQrkevQlh/IspnJk3sePH+PixYvcgETPQgWyijZdrMvKynD79m0AgJ2dHVxcXIzquOrsOUQiEcLDw/HWW2/h5ZdfRmBgIHg8HuLj47F8+XIMGjQIX375JUpKSrTeLkJIxxOJRJg0aRKGDRsGALh06RK2bt3K3UedENJybXImeeTIkbCzs8P+/fvbYpv0Dp1JNh5FRUWIiIhAQUEBevfujWXLliE1NbVTN5yV9DVHWVkZUlJSIJVKwefz0aNHjyaLPSqQVXJycpCZmQkXFxfY2tqitrYWNTU1Df5V/r+uro57nqmpKQIDAyEUCo32uNKWseYoLS3FyZMnce7cOVRVVQEAxGIxJk6ciMWLF6Nbt25ar4MQ0vGSk5Nx6NAhSCQS2NjYYNmyZfD29tb1ZhHSJgy2u3VsbCxGjx6NX375BRMnTmyL7dIrVCQbB5lMhpkzZ+LKlStwdHTE+vXrkZubSw1n6H+Ouro6JCcnc9dTent7Izg4GHx+w84wnalAZoxBIpE0WvRWVFSgpqYG2rzF83g8mJqawtPTE5aWlkZ/XDVXZ8hRV1eH2NhYHD9+HLm5udz05557DlFRURg7dmyLchNCOk5RURH27NmDkpISCIVCvPLKKxgwYICuN4uQVjPYInnjxo24fPkyjh07hpEjR6J3794aA/B4PKxfv761q+twVCQbh48//hhff/01RCIR3n77ba6YoIazYeRgjCEzMxP5+fkAAGtra4SFhcHMzAyA8RTI5eXlSExMhEgkgpubG+rq6tQKYOX/tXn7FgqFDX5EIhGEQiFMTEy4H6FQCIFAQKO819PZcjDG8PDhQxw7dgwJCQncMebm5oa5c+di1qxZsLGx0Xr9hJCOUVNTg4MHDyItLQ0AMGbMGEyaNEntS2VCDInBFsnNfeHRLaCIrpw+fRrz588HYwxz586Fm5sbNZxhmDmePHmCtLQ0yOVyiEQi9O7dG6ampnpfIDPGIJVKm+zyXF1djdraWq3WqyxslcWvRCJBRUUF7Ozs4OzsDBMTE4hEIggEgma9V3fW40qTzp6jqKgIJ06cwIULF1BdXQ1A0RX7pZdewuLFixEYGKj1thBC2p9cLseZM2dw9epVAEC3bt2waNGiFr1/EKIPDLZIPnv2bLPnHT58eGtX1+GoSDZs2dnZiIiIQHl5OQYPHoxhw4ZRwxmGnaOmpgbJycmoqakBAJibm8PR0RHdunXTSYFcW1uLxMREVFVVwcXFBTwejyt86xfC2nxJWL/wrX/2VyQSNTj7KxAIwOPxwOPx6Lj6H8qh0hY5MjMzcebMGdy5cweFhYXc9P79+2PJkiUYNWoUnaUiRA/dvXsXR44cgUwmg6OjI5YvXw5XV1ddbxYhzSKRSFBQUID8/HykpqZiypQphlckGzsqkg1XbW0tJk2ahHv37sHDwwMzZ86EVCqlhrMR5JDL5UhOTuZG8bS3t0efPn1gYmKi1XKaKpBlMpnGbs5PnwmWSqXNXh+fz1crfhljKC4uhomJCXx8fGBqagqRSMQVv82h678HYBzHFUA56qufw9nZGYmJifjjjz9w9+5driu2h4cH5s2bh5kzZ7bofuaEkPaTl5eHvXv3oqKiAmKxGPPnz0fPnj11vVmEAFB81hUWFiI/P1/tp7i4mJtPIpFg+/btVCTrGyqSDde6devw008/wdTUFPPmzYOpqaneNDiNpeGs6xzKs7aMMYjFYvTt2/eZ10zK5XLU1tYiOzsbeXl5sLa2hqmpaZMjPj8Lj8fjujXX//fpM79CoRB8Pp8rfo3t70E5OkeOgoICnDhxAhcvXuR6dJiZmWHy5MmIiopCly5dtF4fIaR9VFZWYt++fcjJyQEAvPDCCxg3blyzv4QlpDXkcjmKi4s1FsJFRUWQy+WNPlcsFsPa2hpisRh///vfDbdIvnTpEr777jvEx8dzIfr06YM5c+YgPDy8rVbT4ahINkwHDhzA6tWrASjuh+zl5aW3Dc7mMISGc3O0Rw5l9+u6ujrweDwEBQXBwsKi0et/tbnul8fjqZ35Vf4UFhZCKpWiS5cusLa2Bo/H06rbqbH+PShH58lRW1uLCxcu4MSJEygoKOCmDx48GIsXL8bw4cOpKzYhekAmk3ED8gHg2udisVjHW0aMAWMMZWVlePz4MQoKCrh/8/PzUVBQ0GSPO6FQCBsbG9jY2MDa2hp2dnZwcHCAg4MDLC0tIRQKUVZWhp49expmkbx27Vps3bqV637F5/O5bwZ4PB5ee+01fPrpp22xqg5HRbLhSUpKwsSJE1FTU4P+/ftj8ODBBtHgbIyhNZwb0545pFIpUlJSuO7Xz8IYg0Ag4M7u1r/uV9OIz/Ub+vT3UKEcKp05B2MM9+7dwx9//IF79+5x0729vTF//ny8/PLLLRrtnRDStm7cuIE///wTjDG4u7tj2bJlcHBw0PVmEQNRWVmJ/Px8jcVwUycg+Hw+VwTb2NjA1tYW9vb2cHR0hLW1NXeJWWNKS0sNs0j+/vvvMW/ePHTr1g3R0dEYMWIEXFxckJ+fjzNnziAmJgaJiYnYuXMn5syZ0xbb3aGoSDYslZWViIyMRHp6Ojw8PDBlyhQEBgYaVIOzPkNuONfXETkYY8jNzUVBQUGDa3/r3+6ooqICT548gaurK9zd3bU+y0V/DxXKoUI5FGQyGW7cuIHY2FgkJiZCIpEAUAyuN2XKFERFRcHHx0fr5RJC2k5GRgb279+PmpoaWFhY0Gj1pIGampoGBXD9QriysrLR5/F4PFhZWTU4I6w8K2xrawsTE5MW9ywy2CJ50KBByMnJwZ07dzQO2lFWVoYePXrAzc0Nly9fbu3qOhwVyYaDMYZly5bh6NGjMDc3xyuvvIKePXsadIPTWBrOHZ2DMab2raQh5tCEcihQDhV9zMHj8XDhwgX8+eef3KjYPB4P4eHhWLJkCcLDw+maSEJ0pLS0FHv37uW+VJ42bZpB3oGGtExdXR1X+Cq7RCuL4dLS0iafa2FhwXWPtrW15Qphe3t7iMXidrnExmCLZCsrK0RFRTXZnfr111/Ht99+i/Ly8taursNRkWw4duzYgZiYGPB4PEyZMgXDhw83mgYn5aAcAOVQohwq+p5DLpfjzp07OHbsGBITE7npvr6+WLhwIaZOnUr3byVEB+rq6vD777/jwYMHABRjCcyYMQNCoVDHW0bagkwmQ1FRUaMjRzdVApqamjZaCJuZmbXoc6Y1dFEkt9mr4Fm1Nn1bTNpbXFwcPvjgAwCKN3oqkCmHEuVQoBwqlEOlvXPw+Xz07NkTPXv2RF5eHo4dO4bLly8jLS0N69evx8cff4yIiAgMGTIE/fr1g5eXF7UZCOkAIpEIkyZNwqVLl3D+/HlcunQJubm5WLJkSYcVIqR15HI5SkpKNBbChYWFTY4cbWJionHALHt7e1haWkIgEHTq9+I2626dnZ2Ne/fuaRyYo7y8HN27d6fu1qTdFBcX4/nnn0d+fj58fX2xZs0aWFhYaL0cQ2hwNgflUKEcCpRDhXKo6CpHVVUVzp07h5MnT+LJkycNHlPe83zAgAEYNGgQgoODIRKJtN42QkjzJSUl4bfffoNEIoGNjQ2WLVsGb29vXW8WgeJEZHl5ucZCuKCgoMnbVSpHjlYOmGVnZwd7e3s4ODjAysoKQqHQIAphg+1uvWvXLsyfPx+hoaHYsGEDhg8fDkdHRxQWFnIDd927dw87duzA3Llz22K7OxQVyfpNLpfj1VdfxcWLF2FlZYX169e3aKRGQ25w1kc5VCiHAuVQoRwq+pCjoqICp06dQmZmJgoKCpCdna125kMsFiM0NBT9+/fHoEGDEBYWRme5CGkHhYWF2Lt3L0pKSiAUCjF79mz069dP15vVaVRVVWkshPPz87n70WvC5/NhbW2tsRC2sbGBUCg0+FvxGWyRDCiuOf7888+5byPq3wKKMYZVq1bh888/b4tVdTgqkvXbli1b8MUXX0AgEGDt2rXo2rWr1sswlgYn5VChHAqUQ4VyqOhrDolEgtTUVDx48AAPHz5EamqqWuOQx+PBz88Pffv2xeDBg9GvXz94enoaxNkQQvRdTU0NDh48iLS0NADAmDFjMGnSJIMvsvRFbW1tgwGz6v9UVFQ0+dzGRo62s7Nr1cjRhsCgi2QAuHDhAnbu3In4+HiUlZXB2toaffr0wdy5czF06NC2Wk2HoyJZf507dw5z5swBYwwzZ87EmDFjtF6GMTc4tUU5FCiHCuVQoRwKHZlDLpcjNzcXDx8+xIMHD/Do0SO17tkA4ODgwHXRHjhwIEJCQmjwIUJaSC6X48yZM7h69SoAIDg4GAsXLux0A+zJ5XJIJBLU1taq/dTU1DT5e2OPKW+L1xgLCwvujLCNjQ3s7e25s8JisbjDB8zSFwZfJBsrKpL1U25uLiIiIlBaWop+/fph6dKlWi+jszU4m0I5FCiHCuVQoRwK+pCjtLQU169fx+3bt7kzMk110R48eDD69OlDXbQJ0dKdO3dw9OhRyGQyODo6Yvny5XB1ddX1ZmnEGENdXZ3GwrQ1BW17lEnKkaOtra3VRo42NzcHn8+nnjFPoSJZT1GRrH/q6uowefJk3L59G66uroiOjoaJiYlWy6AGpwrlUKAcKpRDhXIo6GuO2tpapKWlITExEQ8fPkRaWprGLtpdunRB3759MWjQIOqiTUgz5ebmYt++faioqIBYLMaCBQvQo0ePVi2TMQapVNqsglabs7ftWdKIRKJGf4RCIUQiEUxMTBr8KxaLYWJi0uDH1NQUFhYWnX7kaG0ZTJG8YMEC8Hg8fPjhh3BxccGCBQuatzIeD9u3b9d6I3WNimT988477+CHH36AWCzGhg0b4OzsrNXzqcGpQjkUKIcK5VChHAqGlEPZRfvBgwd48OABUlJSmuyiPXDgQAwcOBDBwcHURZsQDSorK7Fv3z7k5OQAACZMmAB/f/9WFbRN3ZqotZRFa3ML2qaKWrFYDJFIxBW1yh/SsQymSFZ2A7h//z66du3a7AvFeTweZDKZ1hupa1Qk65dDhw5h1apVAIAVK1YgLCxMq+dTg1OFcihQDhXKoUI5FIwhR2lpKR48eICrV68iMzMTT548UWukm5qaNhhFm7poE6Iik8lw7NgxJCQktOlyhULhM4vap8/Q1i9gny5olQNYKWsVKmiNg8EUyenp6QAADw8PCIVC7vfm8PHx0XZ1OkdFsv549OgRxo8fj5qaGowdOxYzZszQ6vm6bqgBxtHgBChHfZRDhXIoUA4VfcwhEAiQlpaG+/fvIykpqVldtPv37w8PDw9qdJNO7ebNm7h27RoAzV2QhUIhxGIx92/9wlb5e/3iVnmGlq7DJU0xmCK5s6EiWT9UVVVhwoQJSElJQZcuXfC3v/1Nq8aWPjbUjKXBSTkoB0A5lCiHiqHkkMvlyMnJ4UbRbqyLtqOjI3r37k1dtAkhpANRkaynqEjWPcYYVq5cid9//x2WlpaIiYnR6m9hKA21Z6EcKpRDgXKoUA4VyqHQmhwlJSVISkrCnTt3kJiYiKKiIrWBgep30VaOom1lZaX1dhJCCGmcwRXJjDGcO3cOBQUF6N27NwICAgAAycnJ2LRpE27evAm5XI5hw4bh73//e4s+4PQBFcm69/3332P9+vXg8Xj461//iuDg4GY/19AbakqUQ4VyKFAOFcqhQjkU2jqHh4cHMjIykJiY2GgXbT6frzaKNnXRJoSQ1jGoIrmyshIRERGIjY1VLIjHwz/+8Q+MHz8egwYNQklJSYP5fXx8cOPGDdjb27d6ozsaFcm6lZCQgMmTJ0MqlWLy5MmYOHFis59rjA01ykE5AMpRH+VQoRwKHZGjfhftxMREpKSkoLi4WG05jo6O3CjaAwYMoC7ahBCiJV0UyS1+l96yZQsuXbqEPn36YOTIkTh9+jTeeecdnDt3DkKhENu3b0f//v3x5MkTfPHFF9i3bx82bdqEzZs3t+X2EyNXWlqKqKgoSKVSdO/eHePHj2/2cztLQ605KIcC5VChHCqUQ4FyqDQnB5/Ph6enJzw9PTFq1CgAqi7aiYmJSExMxOPHj1FYWIgTJ07gxIkTABRdtLt3795gFG3qok0IIfqlxWeSe/XqhYqKCiQmJkIkEqGurg4hISFISUnBTz/9hOnTp3PzMsbQvXt3MMZw7969Ntv4jkJnknVDLpdjzpw5OH/+POzs7BATEwMLC4tmPbczNdSehXIoUA4VyqFCORQoh0pb5nBwcEBlZSUSExPx8OFDpKWloba2tsG8yi7azz33XIMu2oQQQhQM6kzyo0ePMG/ePIhEIgCKYeAjIiLwzTffYPTo0Q3m5fF4GDlyJHbs2NG6rSWdypdffonz589DIBBg5cqVVCBTDspBOTiUQ4VyKOhzjm7dugFQddF+8OABN4p2cXExkpOTkZycjJ9//hkA4OTkxI2iTV20CSGk47X4HbeqqgpOTk4Npjk6Ojb4tz4nJye1b08JaczFixexdetWAMDMmTPh6+vbrOdRQ02FcihQDhXKoUI5FCiHSkfkqN9FW3lCQVkkKwcEy8nJQUFBQYMu2mZmZmpdtC0tLbXePkIIIc3Tqq8lnx6tkUZvJG3h8ePHWL58ORhj6N+/P0aMGNGs51FDTYVyKFAOFcqhQjkUKIeKLnPY2dmhX79+CAsLQ0pKCsrLy8Hn85GWlsZ10a6ursa1a9dw7do1fPXVV+Dz+fD390ffvn3Rt29fdO/eHQEBATAxMdF6uwkhhKijvjtEr9TV1SEqKgolJSVwdXXFvHnzmvXlCzXUVCiHAuVQoRwqlEOBcqjoW45u3brB3NwcvXv3BqDeRfvRo0fcAGFJSUlcF22hUAgfHx9069YNPXr0QI8ePRASEmKQdxUhhBBda/HAXXw+HwEBAdy9kQHF/ZEfPXqEiIgItfmVj8lkspZvrY7QwF0dZ8OGDdi5cydMTEwQHR0NV1fXZz5H3xo4xtJQoxyUQ4lyKFAOFcqhooscxcXFSEpKwoMHD5CRkYGcnBy1ezYrOTo6omvXrggNDUXPnj0RGhoKX1/fFmUlhBBdMKj7JPP5fO1XxuNRkUwadeTIESxbtgwAsGTJEvTv3/+ZzzHUBs7TKIcK5VCgHCqUQ4VyKFAOlaqqKiQnJ0MikYDH4yEjIwPp6enIzs7GkydPND5HLBajS5cuCAkJQY8ePdC9e3cEBwfTdc6EEL1kUEVyenp6i1bo4+PToufpEhXJ7S8tLQ2RkZGoqqrCqFGj8MorrzzzOcbUwKEcCpRDgXKoUA4VyqFAOVSelaO6uhrZ2dlIS0tDeno6MjMzkZubC6lUqnF57u7uCAoKQmhoKHr16oWQkBB4eHjQmDOEEJ0yqCK5M6EiuX3V1NRgwoQJSE5Ohq+vL9atW/fMW110lgZOc1AOBcqhQjlUKIcC5VDp7Dnkcjny8/ORkZGBu3fvIi0tDSUlJaioqNA4v6WlJQIDAxEcHIyePXuie/fuCAwMhKmpqdbbTAghLWFQ90kmpK387W9/Q3JyMiwsLLBy5UoqkLVAORQohwrlUKEcCpRDhXIoLpdzdXUFj8eDiYkJxo8fDxcXF5SXlyMzMxPp6encWef8/HxUVFQgLi4OcXFx+Omnn7hleHt7c4OE9ezZE8HBwWq3BiWEEENFRTLRqf/+9784cOAAeDwelixZAjs7uybnpwaOCuVQoBwqlEOFcihQDhXKoaIph5WVFUJCQhASEsLNJ5VKkZubi/T0dKSlpSEzMxM5OTmoqqpCWloa0tLS8Mcff3Dz29vbo2vXrggJCeEGCevSpcszv/wmhBB9Q92tm4G6W7ePO3fuYPLkyZBIJHjxxRfx0ksvNTk/NXBUKIcC5VChHCqUQ4FyqFAOldbmkEqluHXrFrKzsyGRSJCTk4Ps7GwUFhZqnN/ExAR+fn4IDg7mbk0VHBzcYV0mCSGGj7pbk06jtLQUUVFRkEgkCA4OxgsvvNDk/PrQMDCWBg7lUKEcKpRDgXKoUA4VyqEgk8mQmpoKExMTjBkzpkGO2tpaZGVlcWeds7KykJOTA4lEwt3j+eDBg9z8rq6u6Nq1K7p3786ddfby8qJBwggheoGKZNLhGGN47bXXkJOTA1tbWyxdurTJW4rpS8PAWBo4lEOBcqhQDgXKoUI5VCiHwrNyiMVi+Pv7w9/fn5sml8tRUFCAzMxMpKamIjU1FVlZWaisrEReXh7y8vJw7tw5bn5zc3MEBARwg4T16NEDQUFBNEgYIaTDUZFMOtxXX32F06dPQyAQYOXKlU3el9EQGgbNQTlUKIcC5VChHCqUQ4FyqBhyDj6fDxcXF7i4uCAkJITL4eLigpycnAZnnR8/foyqqiokJCQgISEB/+///T9uGZ6enggKCuIK55CQEDg7O9NZZ0JIu6EimXSo2NhYbNmyBQAwffp0+Pn5NTqvITcM6qMcKpRDgXKoUA4VyqFAOVSMOYe1tTW6devGzSOVSpGXl4eMjAykpaUhIyMDOTk5qKysREZGBjIyMnDixAlufltbWwQGBnKDhHXv3h3+/v4QiURabx8hhDyNBu5qBhq4q23k5+cjIiICT548wXPPPYelS5c2+i2wMTcMtEU5FCiHCuVQoRwKlEOFcqgYeg7GGEpLS3H79m0kJiaitLQUhYWFKCwshKbmq1AohJ+fH3drKuVZZ2q7EWLYaOAuYrSkUimWLl2KJ0+ewNnZGQsWLKACuRkohwLlUKEcKpRDgXKoUA4VY8jB4/FQW1sLKysrvPjii1wOiUSC7Oxs7p7OGRkZyM3NRW1tLZKSkpCUlITffvuNW46TkxOCgoIQGhqKXr16ISQkBD4+Pk2Oh0KaxhiDTCaDTCZr8H+5XP7M6XK5nPu9NdNlMhmkUqnaNE3rbGx6U8uuP03TfE1Na+wxQPFljlAohEgkUvu/SCTifp7+3cTEBEKhECYmJg2mKf9V/jS2LOXz6/+//jzK+QQCAV3KACMvkq9du4bo6GjExsZCIpEgNDQUq1evxqxZs3S9aZ3Opk2bcOPGDZiYmOAvf/kLxGKxxvmoYaBCORQohwrlUKEcCpRDhXKoGHsO5W2l6l+yxRhDYWEhN0hYRkYGsrOzUVxcjIKCAhQUFODChQvc/GKxWK0t8vTZ6eZ0tmyv5zxrOc15TntuP3VENV48Hg8CgQAikQgCgUCtoG+swH+68H66oG9NgS+RSDp8PxhtkXzmzBlERETAxMQEM2bMgI2NDfbv349XXnkFaWlpePvtt3W9iZ3GsWPHsG3bNgDA3Llz4ebmpnE+ahioUA4FyqFCOVQohwLlUKEcKp01B4/Hg5OTE5ycnBAWFsblKC0thYmJCR4/fswNEpaXl4fa2lrU1tZqvV2k+Xg8Hvh8Png8HndmUlmAKc9W1p+Hz+c3+P/T0wBFLwKBQAAzMzPusad/6i/36Z+amhrU1NTA0tISFhYWjT5fIBCoTVP+W1RUBJlMBldXV5iammp8/tPbr/wBFK+PzMxMCAQCODk5gTEGqVQKqVQKmUyGuro67v/K6fV/l8lkqKioQGVlJVdEPn12XXnmWvl/TWfHlWfhNX1RolxnZ2aU1yRLpVJ069YNWVlZiI2NRZ8+fQAA5eXlGDRoEB48eIB79+4hMDCwWcuja5JbLiMjA+PGjUNlZSWGDx+OOXPmaJyPGgYqlEOBcqhQDhXKoUA5VCiHCuVQeFYOmUyGwsJCyGSyRpdRU1ODzMxMiMVieHp6cjma0w1VOU9hYSEKCgrg7OwMBwcHjfM09juguIVWRkYGamtr4e3t3ay/x9PLqampQXp6OsRiMby9vTX+PZ6VqbCwEPn5+XB2doaTkxMAaCwKn/6/Umc5rppDH3OYmpo2KK41Fdz1H5NKpaiqqkJWVhYEAgEcHR3V5lcW+nK5HHV1dRqXVVlZyRX6AoFAY9d45Y9EIkF5eTldk9xap06dwqNHjzB//nyuQAYAKysrrF+/HjNmzMDOnTvx4YcfarXc8PBw7kWv/Jaq/jdjjf3+9I+mx581rf63aM1Zl6bpmra9ucuq/81cU/M8vYwbN26gsrIS3t7ejXZz18c3DGN546MclAOgHEqUQ4VyqFAOhc6UQyAQNLlsZQ53d/dW5airq0NwcHCrcpiamiI0NLTFf4+cnBw4OTm1KkdlZSUCAgLouDLiHHw+v9kjwytzhIaGdliOpKQkbNq0Sev1tIZRFslnzpwBADz//PNqjymnnT17VuvllpeXt2q7Oitzc3OsWrUKQqH64abPbxjaoBwqlEOBcqhQDhXKoUA5VCiHCuVQoBwqlEOFcnQso+xuPW3aNOzduxfXr19H37591R53cnICj8dDfn6+xuc/fZ1KaWkpvL29sXDhQlRXV6O4uBi2trawsbEB0PigB/UHNlD+K5PJuG8XnZycIBaLm5xf078SiQQFBQUQiUSwt7dv0E1G0/ya/l9RUYGysjLumgzlY896vvJfuVyOkpISyGQy2NjYQCgUalwGn89Hjx491LoZAUB1dbXGrkzaKCoqQkFBAZycnDSu41lkMhmysrJQW1sLLy8vmJmZab0MyqFCORQohwrlUKEcCpRDhXKoUA4FyqFCOVQ6e468vDx88803KCkp4eqv9maUZ5JLS0sBoNGdaG1tjaysrEaf/9FHHyEmJkZt+vbt29tmAzuZ06dP63oTCCGEEEIIIQasqKiIimRdWrduHdasWcP9XlJSAh8fH2RkZHTYH8ZYlJWVwcvLC5mZmR12ob2xoH3XMrTfWo72XcvRvms52nctR/uu5WjftQztt5ajfddyyl699vb2HbZOoyySlYWs8ozy05SjVTdG073zlMulg7plrK2tad+1EO27lqH91nK071qO9l3L0b5rOdp3LUf7rmVov7Uc7buWqz9qeruvq8PW1IGUt3ZKSkpSe6y4uBiFhYXNvv0TIYQQQgghhJDOwyiL5OHDhwMAjh8/rvaYcppyHkIIIYQQQgghRMkoi+TRo0ejS5cu+OmnnxAfH89NLy8vx3vvvQehUIh58+Y1e3lisRjR0dEau2CTptG+aznady1D+63laN+1HO27lqN913K071qO9l3L0H5rOdp3LaeLfWeUt4ACFCMqR0REQCwWY+bMmbC2tsb+/fuRmpqK999/H3//+991vYmEEEIIIYQQQvSM0RbJAHD16lVER0cjNjYWEokEoaGhWL16NV555RVdbxohhBBCCCGEED1k1EUyIYQQQgghhBCiDaO8JpkQQgghhBBCCGkJKpKJTqSlpYHH42k1gBohhJDOhT4rCCGE6EKnLJJ5PB66deum680wGMpGSlM/RF39/ebh4QGZTKZxvtu3b3Pz0XHZuDlz5oDH48HV1RVSqVTXm6N36HhrW7R/2gbtx+aj9zjtVFVV4cMPP0RYWBgsLS1hamoKT09PDB06FOvWrcOjR490vYkG4/Tp05g+fTq8vLwgFothb2+P8PBwbN26FTU1NS1errF9yVX/c3bixIka5zlz5gx4PB6WLl3awVun3zTVEubm5nB3d8fo0aPx7rvv6t1rVqjrDSCGw9/fH6+++qquN8PgCIVC5OTk4NixYxg/frza49u3b4dQKKRGURPKysqwb98+8Hg8PH78GIcPH8ZLL72k683SS3S8EWJ46D1OO+Xl5QgPD0dCQgICAgLw6quvwtbWFpmZmbh79y42bdoEf39/+Pv763pT9ZpUKsWKFSvwn//8BxYWFoiMjERAQABKS0tx/PhxrFmzBv/6179w+PBhBAQE6Hpz9crhw4dx7tw5DBs2TNebYlDq1xK1tbXIz8/H1atX8d577+HDDz/Em2++iQ8++EAvTsBRkUyaLSAgABs2bND1ZhicwYMH49atW9ixY4da0SKRSPDf//4X48ePx6FDh3S0hfpv9+7dqKqqwtq1a7FlyxZs376dGpCNoOONEMND73Ha+eyzz5CQkICFCxdi27Ztag3q1NRU1NbW6mjrDMe6devwn//8B/369cOBAwfg4eHBPSaTybBx40Zs3LgRkZGRuHHjBqytrXW4tfrD19cXGRkZeOuttxAbG6vrzTEojdUS58+fx5w5c/DRRx9BIBDgvffe6/iNe0qn7G79tJycHERHR2PgwIFwdnaGWCyGr68vli9fjvz8fLX5582bBx6Ph7S0NHz99dcIDg6GqakpfHx8EBMTA7lcroMU+iEhIQEzZsyAm5sbTExM4OPjg1WrVqGoqKjR59y5cweRkZGwsbGBtbU1XnjhBdy7d68Dt7p9mZmZYfr06fjtt99QWFjY4LFDhw6hsLAQ8+fPV3teS4/LlJQUbN26FaGhoRCLxUbRzWn79u0wMTHBunXrMGTIEBw5cgS5ublq8/F4PIwYMQKZmZmYPn06HBwcYGFhgREjRuDSpUtq8xvjPuuI423u3Lng8Xi4du2axm148803wePxcODAgbYLpmP13/eftmHDBvB4PJw5c4abpuxyt2HDBty8eRMRERGwsrKCjY0NJk+erHE5nYG2+7GzaM573LO6rirf/56WkJCA8ePHc8ff+PHjcefOnSb/FvpOWZisXLlS4xknPz8/tW7++fn5eP311xEQEACxWAxHR0dMmTIFd+7cUXu+r68vfH19UVxcjKioKLi4uMDMzAz9+/c3mi8Yk5KS8Omnn8Le3h6//fZbgwIZAAQCAWJiYjBr1iwkJyfjk08+afB4fn4+1q5di6CgIJiamsLe3h4DBw7Eli1bAADfffcd/Pz8AAC7du1q0M3W0F/jQUFBmD17Ni5fvoz9+/c36zkZGRlYuHAhPDw8YGJiAk9PTyxcuBCZmZkN5hs1ahT4fD4yMjI0LicqKgo8Hg/nz59vdQ59MnToUBw7dgxisRibN29W2y+//vorRo8eDTs7O5iamqJ79+745JNPGr207NChQ4iIiICDgwNMTU3h6+uL2bNna3y9N4aKZADnzp3Dli1b4OLigpkzZ2LVqlXw9/fHN998g0GDBqG0tFTj89544w2uUblkyRIAig/59evXd+Tm641Dhw6hf//++O233zBixAisXr0aPXr0wD//+U8MGjQIxcXFas9JSUnBkCFDIJVKsXz5cjz//PM4cuQIhgwZgvv37+sgRftYsGABdxavvh07dsDZ2VnjtS0tPS5XrVqF999/H3379sXq1avRs2fPdsnUUW7fvo1r165hwoQJsLe3x5w5cyCTybBr1y6N8xcXF2PIkCFIS0vD4sWLMWXKFMTGxmLkyJGNfjAb2z5r7+NN+X63bds2teXU1dXh+++/h6urK1544YU2TmZ4rl+/jqFDh0IoFGLJkiV47rnncPDgQYwZM6ZV1/oR46Hte5w2bt26hfDwcBw/fhyRkZFYsWIFZDIZwsPDkZqa2gZbrxv29vYAgOTk5GbN/+jRI/Tt2xeff/45AgICsGrVKowfPx5//PEHBg4ciCtXrqg9RyKRYMyYMbh48SLmzp2L2bNnIzExEZMmTVJ7bzVE3333HeRyORYvXgwXF5dG51O2aXfs2MFNS0pKQlhYGLZs2QJnZ2e89tprmDVrFkxNTfHBBx8AAHr37o3XXnsNANCrVy9ER0dzP76+vu0XrINs3LgRYrEYb7/9dqOFmlJSUhL69euHHTt2oG/fvvjrX/+KsLAw7NixA88991yD43j27NlgjGk8xmpra7F37174+voiPDy8zTPpWteuXTF9+nRIJBIcPHiQm/72229j0qRJePjwIaZMmYLly5fD1NQUb7zxBmbMmKG2nDfffBMvvfQSrl+/jkmTJuH1119HeHg4/vzzT/z555/N3yDWCQFgQUFB3O+PHz9m5eXlavPt2rWLAWDvv/9+g+lz585lAJifnx/LycnhphcUFDBbW1tmZWXFamtr2y9AB0tNTWUAmL+/P4uOjlb7iY2NZYWFhcza2pp5enqy9PT0Bs//6aefGAC2cuVKtWUCYO+8806D+ZX7fdSoUR2Sr70oM0ZERDDGGAsNDWU9e/bkHs/KymICgYD99a9/ZYy13XGp6W9gyF577TUGgO3fv58xxlhJSQkzNTVlgYGBavMqj6nZs2czuVzOTT9z5gzj8XgsICCAyWQybrox7bOOPt66d+/OrKysWEVFRYPp+/fvZwDYW2+91WbZdOHp/aM8VlJTU9XmjY6OZgDY6dOnuWmnT5/mjseff/65wfyzZ89mANju3bvba/P1Rmv3o/K4njt3bvtvrI409z3uWfsCABs+fHiDaeHh4QwA27NnT4Ppyn3d2N9C3x08eJABYNbW1uytt95iJ0+eZE+ePGl0/sGDBzOhUMiOHz/eYPqDBw+YlZUV69GjR4PpPj4+XDtEIpFw0+/fv8/MzMyYra0tKysra9tQHWzEiBEMADtx4sQz53V3d2cAWEZGBmOMsf79+zMA7D//+Y/avJmZmdz/je31+/Tn7Jo1axgA9u9//5ubR/nev2TJEm7aqFGj1OZjjLF///vfDAAbPXo0N62srIyZmZmxkJAQtfXv3btXY7vZEDy97xqzfft2rh3HGGPHjx9nAFhkZCSrrKzk5pPL5Wzp0qUMANu7dy83/fDhwwwA69GjByssLGyw7Lq6OpaXl9fsbaYiuQlyuZxZW1uzESNGNJiu/JDfsWOH2nOUjyUkJLTZ9upa/YJW08/WrVvZp59+ygCwH374QeMywsLCmKOjo9oy7ezs1BrZcrmcde/evcEbsiF6+g3hk08+YQDY9evXGWOMvf/++wwAu3v3LmOs7Y7Lzz//vI2T6E5tbS1zcHBgdnZ2Db54mj59OgPAzp4922B+AEwgEGg8biZMmMAAsPPnz3PTjGmfdfTx9sUXXzAAbPv27Q2mjx8/nvF4PJaUlNQWsXSmrYrkYcOGqc2vfGzNmjXtsel6hYrkpmnzHqdtkZyWlsYAsD59+qjNW1lZyezt7Q22SGaMsc2bNzNLS8sG7RF/f3+2YsUK9vDhQ26+mzdvMgBs4cKFGpejLHRu377NTVMWyRcvXlSbf8WKFU22dwxFt27dGACWmJj4zHkHDBjAALArV66wq1evNvre9jRje/0+/TlbVFTEbGxsmLu7O1fAPV0kZ2RkMAAsJCSkwZf3jCk+X4ODg9Xau8rX/82bNxvMP2nSpGb/zfRNc4vko0ePckUxY4y9+OKLjdYDJSUljMfjsSlTpnDTxo8fzwCwU6dOtXqbqbv1/+zfvx8RERFwcnKCUCgEj8cDn89HWVkZcnJyND4nLCxMbZqnpycAoKSkpD03VyciIiLAFF+sNPhZvXo1Ll++DAC4fPkyNmzYoPZTU1ODwsJCtWsk+/TpAwsLiwbTeDwe143k1q1bHROuA8yePRsikYjrsvTdd99hwIABCAkJafQ5LTku+/fv3y7brwsHDx5EUVERpk+fDhMTE276nDlzADTs/qXk4+MDLy8vtelDhw4FAMTHx6s9Zkz7TKm9j7fZs2fDzMwM3377LTctOzsbx44dw/Dhw2kk1P/pbJ8TRDsteY9rLuXn5+DBg9UeMzc3R69evVq8bH3wxhtvICcnB7/88gtWr16N8PBwZGRk4KuvvkLPnj25a4eV7ZO8vDyN7ZPExEQA4P5VEolEGDhwoNp6m/osMVaMMQCK9tnVq1cBAM8//7wuN0kv2Nvb46233kJOTg4+++wzjfPExcUBAIYPH652/TyPx+NGx67f3p09ezYA4Mcff+SmPXnyBEeOHEG/fv0QFBTUljH0ivJYU7p8+TIsLCywfft2tdfu1q1bYWZm1uC1e/XqVYjFYgwfPrzV20KjWwPYsmUL1q5dCycnJzz//PPw9PSEmZkZAMUIio2NkGhjY6M2TShU7NJnXZ9gbJ48eQIA+Oqrr5qcr7KyEo6Ojtzvzs7OGudTXh/T2HW3hsjZ2Rnjx4/H7t278eKLLyI5ORlr165tdP6WHpdNXVtkaJQNROUHhlJERARcXV2xZ88efPHFFw1G3GzJMWVM+0ypvY83W1tbvPzyy9i1axfu3buHkJAQ7Ny5EzKZDFFRUe2azZDQ5wRpSkve45qrrKwMAODk5KTxcWN437OyssK0adMwbdo0AIr397fffhtff/01Fi5ciOzsbK59cvjwYRw+fLjRZVVWVjb43cHBAXy++rkkY2mfuLq6IjExEZmZmc8surKysrjnKL/ce3qgr85q9erV+Oc//4nNmzdz43XUp3wdNvZ6c3V1BdDweIqIiICzszN2796Nf/zjH+Dz+fjll18gkUjU3iuMjXLAQuX71pMnTyCVShETE9Poc+q/dktKSuDh4aHxtautTl8kS6VSvPfee3B3d0d8fHyDDxPGGDZv3qzDrTMcyg/w27dvo3v37s1+nqZRmgHg8ePHADQ3MA3ZggUL8Ouvv2LhwoUwMzPDzJkzNc7XmuNSH+4t1xYyMzNx4sQJAMCQIUMane/nn3/G4sWLud9bckwZyz57Wnsfb0uWLMGuXbvw7bffYsuWLdi5cyfs7e3xf//3f+2SR5eUH7ia7i9t6I3ljkT7UUXb9zht953yc7mgoEDjcpXvicbExsYG//znP3H48GGkp6fj9u3b3H748ssvsXLlymYvq6ioCHK5XK2xbSztk8GDB+PMmTM4efIkxowZ0+h8iYmJyMnJgYeHB7y8vGBrawtA0XOIKO4osWHDBixevBgffvih2oCVyuOvsdebcnr9L8KEQiFmzJiBL774AqdOncKYMWPw448/ctONmXKA1X79+gFQ7Bcej6fWE7Uxtra2yMvL0/ja1Van725dWFiI0tJSDBw4UO3b1uvXr6O6ulpHW2ZYBgwYAABa3y8uLi5O7dtbALh48SIAGHx3sKeNHz8erq6uyM7OxpQpUxo9O0DHJbBz507I5XKEh4dj4cKFaj/Kb1O3b9/e4Hnp6elqtw4AwN0uoXfv3u2+7fqivY+3QYMGoUePHvjhhx9w9OhRpKSk4NVXX4WpqWmbZ9E1Ozs7AJobhsrudOTZaD+qaPse11RxomnfKT8/Nd3+rqqqyqguZ6qPx+PB3Nyc+72l7ZO6ujquq3Z9xvJZMnfuXPD5fGzbtq3RL1IAcKNVL1iwAIDq8qTjx48/cx0CgQCA8feaWbBgAbp164avvvpK7dZNyuPk3Llzal2JGWONHk+vvvoqAEWX69TUVFy6dIm7HMpYPXz4EL/88gvEYjEmT54MQPH6LSoqQlJSUrOW0b9/f9TW1uLs2bOt36BWX9VsgFBvIBGZTMbMzMyYr69vg1HTnjx5wg1U4OPj0+D52g48Yuiac7F9fn4+s7KyYk5OTuzOnTtqj1dWVrLY2Fi1ZaITjW6tdPXqVXbgwAG10ZTb87g0NHK5nPn6+jIej8dSUlIana9Pnz4NBlxRHlPajm5tDPuso483pS+//JIB4EY/NZZBC+vvH8ZUo/TPmzevwXx79uzhjjtNA3dFR0erLdvYBrNpSmv3o7Huq5a+x3Xt2pUJhcIGA+OVlZWxgQMHqg3cxRhjQ4YMYdAwuvWGDRu4/W2I73//+te/2NWrVzU+tm/fPsbj8ZitrS2rqalhjCkGnuLxeGojzTOmeP87c+ZMg2nPGt3axsbG4Ee3Zoyx119/nQFgAwYMaHC3FsYU+2Xjxo3cgGilpaXcY02Nbp2VlcX9v7y8nPF4PLWBHw1VU+1h5Z0d/P39GwzcxRhjI0eOZADYt99+2+A53377bZPt3aCgIGZlZcXWrVvHAPU7JRiSZ9US58+fZ76+vgwA27BhAzddOZBXeHi42mjVjDGWm5vL7t27x/1ef3TroqKiBvNqO7p1p+9uzefzsXz5cmzZsgW9evXCCy+8gLKyMhw9ehQ+Pj5wd3fX9SYaBCcnJ+zevRvTpk1Dr169MG7cOHTr1g01NTVIT0/H2bNnMXjwYPzxxx8Nnjd06FB88cUXuHz5Mvr164eHDx/iwIEDXJcpY9SvXz+uG0ljOvtxefLkSaSlpWHkyJHw8/NrdL758+cjLi4O27dvx9atWwEAPXv2xJkzZzBw4ECMGjUKOTk5+PnnnyESibBt27Y2uU7FkLT38TZ79mxu4JIBAwagR48ebR1BL0yaNAl+fn747rvvkJmZiT59+uD+/fs4deoUxo8fjyNHjuh6Ew0C7UeFlr7HrVmzBkuXLsWgQYMwbdo0yOVyHD16FM8995zG53/55ZcYNmwYZsyYgSlTpsDf3x83b97E5cuXMWzYMJw7d84g3xOPHj2KpUuXIiAgAEOGDIG7uzsqKioQHx+P8+fPg8/n4+uvv4ZYLAYA7N69GyNHjsSMGTPw2WefoW/fvjA1NUVGRgZiY2NRUFCgdt9yNzc3lJSUoHfv3pgwYQJKS0uxe/du1NTUYNu2bbCystJF9Da1efNmlJaWYseOHQgMDMSECRPg7++PsrIyHD9+HElJSQgMDMSRI0ca9ET68ccfMWLECCxevBg//PADBg0ahJqaGty9exdxcXEoKioCAFhaWqJfv344d+4c5s+fj8DAQPD5fMyaNQve3t66it0uJk+ejEGDBmnssfDNN98gPDwcUVFR+O233xASEoJ79+7h0KFDcHJywjfffKNxmbNnz8Y777yDTz75BNbW1njxxRfbO0a7S05OxoYNGwAo7kWen5+PK1eu4M6dOxAIBHjnnXfw7rvvcvOPGzcO69evx3vvvYeAgACMGzcOPj4+KCoqQnJyMs6fP4/3338fwcHBABQ96NauXYtPPvkEgYGBmDx5MpydnZGdnY2TJ09i7dq1WL16dfM2ttnltJGQSqXcNwxKEomEffDBBywwMJCJxWLm7e3N1qxZw8rLy5mPjw+dSW7msO2MMZaYmMgWLlzIfHx8mImJCbOzs2M9evRgf/nLXxp861v/7EBCQgIbN24cs7KyYpaWlmzChAkaz0YbGm32G2PqZ1za8rg0NDNmzGjWLTYKCwuZiYkJc3R0ZLW1tdyZlPT0dDZt2jRmZ2fHzMzM2LBhw9iFCxfUnm9M+6yjj7f6Zs6cqfFbckOl6XOCMcZSUlLYSy+9xKysrJiFhQUbPXo0u3btWpO3gOrMZ5LbYj8a675q6XscY4reGwEBAUwkEjFvb2/27rvvMolEovFMMmOMxcXFsYiICGZpacmsrKxYZGQku337Nps4cSIDwIqLi9shYftKTExkmzdvZmPHjmV+fn7M1NSUmZqaMn9/fzZ37lzu1nf1PXnyhL3zzjuse/fuzMzMjFlaWrLAwEA2a9Ys7h7VSsr3vKKiIrZo0SLm7OzMxGIxe+6559ivv/7aUTE7zIkTJ9i0adOYu7s7E4lEzNbWlg0aNIht2bKFVVVVaXxOXl4ee+2111iXLl2YiYkJs7e3ZwMGDGCffvppg/kePHjAxo8fz2xtbRmPxzPoNvKzPmfPnTvH9dCofyaZMcUt2ebPn8/c3NyYUChkbm5ubP78+SwtLa3R9aWlpXH7bP78+W2apaNpup2smZkZc3NzYyNHjmTr169nycnJjT7/xIkT7IUXXmBOTk5MJBIxV1dXNmjQIPbee+9pvD3Uvn372MiRI5mNjQ0Ti8XM19eXzZ49W6v6gsfYUx3kjVxeXh7c3NwwcuRInDp1StebQwhpQzweD8OHD+cGfiAdIzQ0FBkZGcjNzYWlpaWuN6fV6HOibdB+1F8ymQz+/v6orq42ygG8WsvX1xcAkJaWptPtIITojuH1sWmlX3/9FYBqIAdCCCEtd+TIEdy7dw+zZ882igIZoM+JtkL7UfekUqnGUWE3bdqE9PR0TJo0qeM3ihBCDECnuSb5ww8/xJ07d/DLL7/AwsJC473MCCGENM8333yDzMxMbNu2DWZmZnjzzTd1vUmtRp8TbYP2o/6oqKiAh4cHxo4di65du6Kurg5XrlzBtWvX4Obmxl0bSAghpKFO093azs4OMpkMgwYNwvvvv//MgWwIIYaHult3HF9fX2RlZSEoKAgff/wxJk6cqOtNajX6nGgbtB/1h0QiwerVq3Hq1Cnk5OSgpqYGbm5uiIyMxPr16+Hh4aHrTdRL1N2aENJpimRCCCGEEEIIIeRZOt01yYQQQgghhBBCSGOoSCaEEEIIIYQQQv6HimRCCCGEEEIIIeR/qEgmhBBCCCGEEEL+h4pkQgghhBBCCCHkf6hIJoQQQgghhBBC/oeKZEIIIYQQQggh5H+oSCaEEEIIIYQQQv6HimRCCCGEEEIIIeR//j+zJ2m4U9tR1wAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2,1, figsize=(10, 7))\n", "\n", "fig.tight_layout(pad=2.5)\n", "\n", "bbox = {'boxstyle': 'round', 'facecolor': 'w', 'alpha': 1}\n", "cmap = plt.get_cmap('tab10')\n", "palette = [cmap(0), cmap(0.2), 'k', cmap(0.1), cmap(0.3)]\n", "xticks=['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov',\"Dec\"]\n", "\n", "ax[0].plot(xticks, NPGO_C_F,color='dimgrey') #wheat\n", "ax[0].fill_between(xticks,NPGO_C_F,color='dimgrey',alpha=.2,label='Nanoflagellates') #wheat\n", "ax[0].plot(xticks, NPGO_C_D,color='black') #lightgreen\n", "ax[0].fill_between(xticks,NPGO_C_D,color='black',hatch='//',alpha=.3,label='Diatoms') #lightgreen\n", "ax[0].set_title('Cold Years',fontsize=18)\n", "ax[0].legend(frameon=False,loc=1,fontsize=14)\n", "ax[0].set_ylim(0,40)\n", "ax[0].set_xlim(0,11)\n", "ax[0].set_ylabel('Biomass (mmol N m$^{-2}$)',fontsize=14)\n", "ax[0].xaxis.set_tick_params(labelsize=14)\n", "ax[0].yaxis.set_tick_params(labelsize=14)\n", "ax[0].text(.25, 35, \"(a)\", color='k',fontsize=14)\n", "\n", "\n", "ax[1].plot(xticks, NPGO_W_F,color='dimgrey')\n", "ax[1].fill_between(xticks,NPGO_W_F,color='dimgrey',alpha=.2)\n", "ax[1].plot(xticks, NPGO_W_D,color='black')\n", "ax[1].fill_between(xticks,NPGO_W_D,color='black',hatch='//',alpha=.3)\n", "ax[1].set_title('Warm Years',fontsize=18)\n", "ax[1].set_ylim(0,40)\n", "ax[1].set_xlim(0,11)\n", "ax[1].set_ylabel('Biomass (mmol N m$^{-2}$)',fontsize=14)\n", "ax[1].xaxis.set_tick_params(labelsize=14)\n", "ax[1].yaxis.set_tick_params(labelsize=14)\n", "\n", "ax[1].text(.25, 35, \"(b)\", color='k',fontsize=14)\n", "\n", "#plt.savefig('Figure4_PhytoplanktonBiomass.png', bbox_inches='tight',dpi=1000,transparent=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python (py39)", "language": "python", "name": "py39" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.15" } }, "nbformat": 4, "nbformat_minor": 4 }