{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import netCDF4 as nc\n", "from matplotlib import pyplot as plt\n", "import numpy as np\n", "import glob\n", "import pickle\n", "from salishsea_tools import evaltools as et, viz_tools\n", "import datetime as dt\n", "import os\n", "import re\n", "import cmocean\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "with nc.Dataset('/ocean/eolson/MEOPAR/NEMO-forcing/grid/mesh_mask201702_noLPE.nc') as mesh:\n", " tmask=mesh.variables['tmask'][0,:,:,:]\n", " e1t=np.expand_dims(mesh.variables['e1t'][:,:,:],1)\n", " e2t=np.expand_dims(mesh.variables['e2t'][:,:,:],1)\n", " e3t_0=mesh.variables['e3t_0'][:,:,:,:]\n", "SOGtmaskPath='/ocean/eolson/MEOPAR/northernNO3PaperCalcs/save/SOGtmask.pkl'\n", "(tmaskSOG,_,_,_,_)=pickle.load(open(SOGtmaskPath,'rb'))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "idir='/data/eolson/results/MEOPAR/SS36runs/CedarRuns/shortTestSi/'" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "fP=nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_dian_T*.nc')[0])\n", "fD=nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_dia1_T*.nc')[0])\n", "fD2=nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_dia2_T*.nc')[0])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "ignorelist=('nav_lat','nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'bounds_lon', 'bounds_lat',\n", " 'deptht', 'deptht_bounds', 'time_centered', 'time_centered_bounds', \n", " 'time_counter', 'time_counter_bounds','nav_lat_grid_T', 'nav_lon_grid_T', \n", " 'bounds_nav_lon_grid_T', 'bounds_nav_lat_grid_T', 'area_grid_T', \n", " 'nav_lat_grid_W', 'nav_lon_grid_W', 'bounds_nav_lon_grid_W', \n", " 'bounds_nav_lat_grid_W', 'area_grid_W', 'time_centered', 'time_centered_bounds',\n", " 'depthu', 'depthu_bounds','depthv', 'depthv_bounds','depthw', 'depthw_bounds',\n", " 'layer6m_W', 'layer6m_W_bounds')\n", "def checkall(ff):\n", " fkeys=ff.variables.keys()\n", " print('fP.variables.keys():',fkeys)\n", " print('Min/Max:')\n", " for var in fkeys:\n", " if var not in ignorelist:\n", " if len(np.shape(ff.variables[var]))==4:\n", " print(var,':',np.min(np.ma.masked_where(tmask[:,:,:]==0,ff.variables[var][-1,:,:,:])),\n", " np.max(np.ma.masked_where(tmask[:,:,:]==0,ff.variables[var][-1,:,:,:])))\n", " elif len(np.shape(ff.variables[var]))==3:\n", " print(var,':',np.min(np.ma.masked_where(tmask[0,:,:]==0,ff.variables[var][-1,:,:])),\n", " np.max(np.ma.masked_where(tmask[0,:,:]==0,fD.variables[var][-1,:,:])))\n", " else: \n", " print('unknown shape: ',var,len(np.shape(ff.variables[var])))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "ignorelist=('nav_lat','nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'bounds_lon', 'bounds_lat',\n", " 'deptht', 'deptht_bounds', 'time_centered', 'time_centered_bounds', \n", " 'time_counter', 'time_counter_bounds','nav_lat_grid_T', 'nav_lon_grid_T', \n", " 'bounds_nav_lon_grid_T', 'bounds_nav_lat_grid_T', 'area_grid_T', \n", " 'nav_lat_grid_W', 'nav_lon_grid_W', 'bounds_nav_lon_grid_W', \n", " 'bounds_nav_lat_grid_W', 'area_grid_W', 'time_centered', 'time_centered_bounds',\n", " 'depthu', 'depthu_bounds','depthv', 'depthv_bounds','depthw', 'depthw_bounds',\n", " 'layer6m_W', 'layer6m_W_bounds')\n", "def checkallSlice(ff):\n", " fkeys=ff.variables.keys()\n", " print('fP.variables.keys():',fkeys)\n", " print('Min/Max:')\n", " for var in fkeys:\n", " if var not in ignorelist:\n", " print(var,':',np.min(ff.variables[var][-1,:,:,:]),\n", " np.max(ff.variables[var][-1,:,:,:]))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'deptht', 'deptht_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'TB1_NO3', 'TB2_NO3', 'TB3_NO3', 'TA3_NO3', 'TN3_NO3', 'TB1_NH4', 'TB2_NH4', 'TB3_NH4', 'TA3_NH4', 'TN3_NH4', 'RIV_NO3', 'RIV_NH4'])\n", "Min/Max:\n", "TB1_NO3 : 0.0 2685507.2\n", "TB2_NO3 : 0.0 2685507.2\n", "TB3_NO3 : 0.0 2685507.2\n", "TA3_NO3 : 0.0 2685512.2\n", "TN3_NO3 : 0.0 2685492.2\n", "TB1_NH4 : 0.0 214239.45\n", "TB2_NH4 : 0.0 214241.19\n", "TB3_NH4 : 0.0 214241.19\n", "TA3_NH4 : 0.0 214239.27\n", "TN3_NH4 : 0.0 214239.27\n", "RIV_NO3 : 0.0 10410.278\n", "RIV_NH4 : 0.0 5788.9\n" ] } ], "source": [ "checkall(fP)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'deptht', 'deptht_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATF_NO3', 'ATF_NH4', 'ATF_DON', 'ATF_PON', 'ATF_LIV', 'ATF_bSi', 'ATF_Si', 'REM_NO3', 'PRD_NO3', 'PRD_NH4', 'TBS_DIAT', 'TBS_PON'])\n", "Min/Max:\n", "ATF_NO3 : -2.4161732 2.0754504\n", "ATF_NH4 : -0.56770843 1.7759498\n", "ATF_DON : -0.47563046 0.85519034\n", "ATF_PON : -3.6197355 2.9023535\n", "ATF_LIV : -4.230829 3.2096367\n", "ATF_bSi : -28.580217 39.19824\n", "ATF_Si : -3.8097353 4.532069\n", "REM_NO3 : 0.0 9.581778\n", "PRD_NO3 : -21.759218 -0.0\n", "PRD_NH4 : -5.907855 -0.0\n", "TBS_DIAT : -14.828994 16.169094\n", "TBS_PON : -34.295723 25.525238\n" ] } ], "source": [ "checkall(fD)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'deptht', 'deptht_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'PHS_NO3', 'PHS_NH4', 'PHS_DON', 'PHS_PON', 'PHS_LIV', 'SMS_NO3', 'SMS_NH4', 'SMS_DON', 'SMS_PON', 'SMS_LIV', 'SMS_Si', 'SMS_bSi'])\n", "Min/Max:\n", "PHS_NO3 : -437.6063 383.81223\n", "PHS_NH4 : -61.002792 64.72221\n", "PHS_DON : -48.269497 59.22118\n", "PHS_PON : -30.01169 36.59474\n", "PHS_LIV : -78.68599 80.143776\n", "SMS_NO3 : -21.748274 9.581778\n", "SMS_NH4 : -5.115639 16.001923\n", "SMS_DON : -4.2821913 7.722708\n", "SMS_PON : -6.4425325 11.967412\n", "SMS_LIV : -39.890717 17.814753\n", "SMS_Si : -34.29189 40.7974\n", "SMS_bSi : -39.4043 29.344027\n" ] } ], "source": [ "checkall(fD2)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(np.ma.masked_where(tmask==0,fD2.variables['SMS_NO3'][-1,:,:,:]).flatten(),np.ma.masked_where(tmask==0,fD.variables['ATF_NO3'][-1,:,:,:]).flatten(),'k.')\n", "plt.plot(np.arange(-20,10),.11*np.arange(-20,10),'r-')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(np.ma.masked_where(tmask==0,fD2.variables['SMS_Si'][-1,:,:,:]).flatten(),np.ma.masked_where(tmask==0,fD.variables['ATF_Si'][-1,:,:,:]).flatten(),'k.')\n", "plt.plot(np.arange(-20,10),.11*np.arange(-20,10),'r-')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([ 3., 11., 41., 83., 53., 48., 20., 6., 3., 2.]),\n", " array([21. , 21.9, 22.8, 23.7, 24.6, 25.5, 26.4, 27.3, 28.2, 29.1, 30. ]),\n", " )" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ind=np.argwhere(np.abs((fD.variables['ATF_NO3'][-1,:,:,:]-.11*fD2.variables['SMS_NO3'][-1,:,:,:]))>.5)\n", "plt.hist(ind[:,0])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(2,5,figsize=(16,8))\n", "ax=ax.flatten()\n", "cm1=cmocean.cm.balance\n", "ax[0].pcolormesh(tmask[0,:,:])\n", "ax[0].plot(ind[:,2],ind[:,1],'r.')\n", "viz_tools.set_aspect(ax[0])\n", "\n", "iax=ax[5]\n", "iax.pcolormesh(tmask[0,:,:])\n", "iax.plot(ind[:,2],ind[:,1],'r.')\n", "iax.set_xlim(120,170)\n", "iax.set_ylim(660,750)\n", "viz_tools.set_aspect(iax)\n", "\n", "iax=ax[1]\n", "m=iax.pcolormesh(fD2.variables['SMS_NO3'][-1,24,:,:],cmap=cm1,vmin=-7,vmax=7)\n", "iax.set_title('SMS NO3')\n", "fig.colorbar(m,ax=iax)\n", "viz_tools.set_aspect(iax)\n", "viz_tools.set_aspect(iax)\n", "\n", "iax=ax[2]\n", "m=iax.pcolormesh(fD.variables['ATF_NO3'][-1,24,:,:],cmap=cm1,vmin=-1.25,vmax=1.25)\n", "iax.set_title('ATF NO3')\n", "fig.colorbar(m,ax=iax)\n", "viz_tools.set_aspect(iax)\n", "\n", "iax=ax[3]\n", "m=iax.pcolormesh(fD.variables['ATF_Si'][-1,24,:,:],cmap=cm1,vmin=-1.25,vmax=1.25)\n", "iax.set_title('ATF Si')\n", "fig.colorbar(m,ax=iax)\n", "viz_tools.set_aspect(iax)\n", "\n", "iax=ax[4]\n", "m=iax.pcolormesh(fD.variables['ATF_DON'][-1,24,:,:],cmap=cm1,vmin=-1.25,vmax=1.25)\n", "iax.set_title('ATF DON')\n", "fig.colorbar(m,ax=iax)\n", "viz_tools.set_aspect(iax)\n", "\n", "iax=ax[7]\n", "m=iax.pcolormesh(fD.variables['ATF_NO3'][-1,24,:,:],cmap=cm1,vmin=-1.25,vmax=1.25)\n", "iax.set_title('ATF NO3')\n", "iax.set_xlim(120,170)\n", "iax.set_ylim(660,750)\n", "fig.colorbar(m,ax=iax)\n", "viz_tools.set_aspect(iax)\n", "\n", "iax=ax[8]\n", "m=iax.pcolormesh(fD.variables['ATF_Si'][-1,24,:,:],cmap=cm1,vmin=-3,vmax=3)\n", "iax.set_title('ATF Si')\n", "iax.set_xlim(120,170)\n", "iax.set_ylim(660,750)\n", "fig.colorbar(m,ax=iax)\n", "viz_tools.set_aspect(iax)\n", "\n", "iax=ax[9]\n", "m=iax.pcolormesh(fD.variables['ATF_DON'][-1,24,:,:],cmap=cm1,vmin=-.3,vmax=.3)\n", "iax.set_title('ATF DON')\n", "iax.set_xlim(120,170)\n", "iax.set_ylim(660,750)\n", "fig.colorbar(m,ax=iax)\n", "viz_tools.set_aspect(iax)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "max abs TB2NO3-TB1NO3 23.560547\n", "max abs TB3NO3-TB2NO3 0.0\n" ] } ], "source": [ "ma1=np.broadcast_to(tmask,np.shape(fP.variables['TB2_NO3']))\n", "print('max abs TB2NO3-TB1NO3', np.max(np.abs(np.ma.masked_where(ma1==0,fP.variables['TB2_NO3'][:]-fP.variables['TB1_NO3'][:]))))\n", "print('max abs TB3NO3-TB2NO3', np.max(np.abs(np.ma.masked_where(ma1==0,fP.variables['TB3_NO3'][:]-fP.variables['TB2_NO3'][:]))))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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TP7dF4xhznS3mrQdgxP9B70zE6MsIoan5JI2jPZLDhSRvRcneeoWkThTVT5LDrf7yvu3jXY+7vmtbw0KBCTVTnDVMU97GiY2jALTGo3Bsr4fC/IipVrTgOF1WFRMSFUcJi9vVCs5lWZLzTd394YMA2PF9Py140OFStx5F5DxcRMwSEVkDnKqqZxfeu3eC0XfgdrraBJfQ+BJffjbwFZ8EeS1udytUda2IfAj4ma/3wZDk2Bg8qT9CnBi10x8hWsaR+GN8LhD7YuqR/fojZB5p/mjMFoIeId9n7dBo0meN9TSMPqvpcWYypwZxoDjJcTwwUmagxAZSDMOYDdgKY8NoDnXqUVWPneT8Tsn7wgSjqnotsFdB+XPA0V3aPgc4p8LjGkbjMH80jOZgeswz5wZxoPtuVb0GZ6YzCqbXoJNhGMZUUNTWGBtGQzA9GkZzMD0aRnMwPRYzJwdxIBuwSQdFwgBPfD6u34tBDLCk+XdsAMdoAiMjw/1jusWPn98+HhsZd89QEJIasv4XZfgvCkUNhFDUCSbP0B+3M66jSTvZ9f9980sB+P3dVwHNCEntQHvvaGAYvbjjvH0AaI0XrFNqa8Sfi0O30+9c4XKqHm2OFFTx59q7UkUaFf+3av4dCwFYv+OG9rkmLKNqY3qcVUyXR6b+CJlHpv4I0dKOmvwxbiv1R9eWayP1R2iYR5oeZxXTrUfI91njXarSPmsZPUK1PmsZPUJD+6ymx0KavafYECjaejwd1Kl7e/Ky2ACOYRiDQnHhqWVfhmEMDtOjYTQH06NhNAfTYzFzNhInJh2kKRos6Ra5Exj0MicbwDGahESzBBsOezkA87/7s27Vp8xmP3KbqYxJPGMRZir6+1NdNJtRlByu13U/+OyBACz+QpjRz55zGdcB2X68zUOYmK5suMbAaB3skhGOXFH/LNrdF74se+MjcMLfAo2+S9ry54JWeiUvjgn1i2YhQwTOaD55cYjA2f7brtIm36z/b9HgMT3OJoIuhuGPkHlkXf4I+QicMv4Y18v7o2sNzB+N4ZLqEYbTZ+2IiKupzxpH31TpswY9Qr7PGvQITdWk6bGIOR+JE0iTG8c/U9LyQUfp2ACOYRh1o0BLy78MwxgcpkfDaA6mR8NoDqbHYiwSJ6LXQE44lw6ohAicooGdfgZfpmP5lmEYcwub2TCM5mB6NIzmYHo0jOZgesxjgzhdmGz5VFpvKomQY+LrJlvaZRjTTvS39PFl8wDY5rv132bMh5/GYagjyTqMjiSNdCaFGylYHVuUCC6Em7YKzqVtfPsbB7WPl36hQYlRK6KYKc5Gnth5AQBbXVF/21oQuh2WTtGKzpVJXlxECD0PTcVy9MunJCynisLUF185H4BNvml6NBqC/6cchj9C5oOpP8bnUn909Tv9rV9/hMwjzR+NxpDoEYbTZy2jR1dWvs8aL6FKNWl6nFvYIE4JykbV9DuAkx7bAI5hGIOkbI4DwzAGj+nRMJqD6dEwmoPpMY8N4kxC2Z2p4mVVvQZ90oGebm3bAI7RZEZ/sVn7eOPm9bf/m3e7mYMlI7cC6Yyjm7EotRVjPEuh3ZPKlZnN2Oi3Z1z6kZk7mxFjMxuzi+fd7L6fGzetv+1H/ypEn60rd0HobAUZ9fqaFZ0r2g52zJeFSJxoFnPr/5j5mjQ9zi6CRw7DHyGOAOj0x7isiLb3VfBHyHvkxmj74tngkabH2cUw9Aj5PmusvdEeOgzUpUeYXX1W02Mxlti4BPHgTEwoiwdtug2+vEQf5dJTfgDXPttxbXqf8DIMwxgkirBRR0u/JkNEzhGRh0Tkpqjs/4jIr0TklyLyTRHZMjq3QkRWi8htInJoVL6fiNzoz31KxO09JCILROQCX361iOwUXXO8iKzyr+Oj8p193VX+2vl9/+IMYwDUrUfDMKaO+aNhNAfTYzE2iFOReOAmMNmgy0v0UT7GD5GPPYocfR/v2nb7jsEaG7gxDGPYhJmNsq8SnAsclpStBPZS1ZcBvwZWAIjIHsAxwJ7+ms+JSHDeM4ETgWX+Fdo8AXhMVXcFzgA+6ttaDJwKHAAsB04Vka38NR8FzlDVZcBjvg3DaBwD0KNhGFPE/NEwmoPpsRhbTlWSeFnVZEmP0/N78zALZAKZAG0pe/Mwt7J1R13DmEks+eV4+3jeuona29/uh08CMPKnJcJPo3WyvcJVey2ZCsch9LVo7e1N+9b/OacXYULrG8dX1R/Gsw2+7HvR26uAN/rjI4DzVXU9cKeIrAaWi8hdwBaqeiWAiHwZOBK4xF/zAX/9RcBn/KzHocBKVV3rr1kJHCYi5wOvBv7MX/Mlf/2Z9XziZrH1resBGH1mfJKa1dnm6scAeOo12cSQavjptRJJT9JlVLGcUmnFmg1NtRMbZ+dkrDNcfNnx15V69plDvXo0ppfgkdPtj5D5WRV/hMgXyS8NST3S/LE35o/TyzD0COU1ORll9Ahzqc9qeixiID0GEXm3iNwsIjeJyHkislBEFovISh8mtDIaeeoaptRE4kGXXgMwcaTOm09aA+r7uAqL2DDAJzQMw5gcxXUUyr6AJSJybfQ6seIt34IzN4ClwL3RuTW+bKk/Tss7rlHVceAJYOsebW0NPO7rpm0ZRqOYgh4NwxgQ5o+G0RxMj8XU3hMQkaXAycD+qroXMIoLQzoFuMyHCV3m308WptQYyiQ3julYInWTG7QJ46S78kSNT2bMZkRkdxH5efR6UkTeFZ3/exFREVkSlc2YQVFjeqkYnvqIqu4fvc4qex8ReS8wDnwtFBVU0x7lU7mmV1tTwvRoDBJbTlUN06MxSMwfq2F6NAaJ6THPoJZTjQGbiMhGYBFwP25t2cH+/JeAK4D30CVMCbhyQM82JdKdp4qSEsd0LLV6/abw/55p/2v8iKWlty035jaqehuwD4Af3LwP+KZ/vwPwWuCeUD8ZFN0O+L6I7KaqtcZVPv6Wp9vHLzzyljqbBmDVu+e5tiWfcX+koCylKLS0zM4AoyFMVbLx7ev2mZ3/w6Q6nOUb4hK3vR44RDUswmENsENUbXucT6zxx2l5fM0aERkDnges9eUHJ9dcATwCbCkiY352I25rSjRVjwB3/Imz82Un1b/MaNVxLr/fCM90rxRrLl0OVbKrky6jktFMs+L1u+tx15d76BnGsPQ4m2iyHoNHzkp/hLZHmj/2h/nj7NEj5DVZRo+Q12QZPUK+z2p67I+ZpsfafyOqeh/wcZxQHwCe8OvMXqCqD/g6DwDb+Eu6hRZ1ICInhrCojayv+7FLkyYj7rVVeDsB8p9vyRnsy7W8gDPYl0vkRTaAY0yFQ4DbVfVu//4M4B/pHK1tD4qq6p1AGBQ1jBwtpPRrKojIYbjB+sNVNR4BuBg4RlwG/51xCeGu8d7wlIgc6NcPHwd8K7omZPJ/I3C5N9lLgdeJyFZ+me7rgEv9uR+QrWs+PmqrDkyPRq0MWo+zHNOjUSvmj31hejRqxfSYp/ZIHP9QRwA7A48D3xCRP+91SUFZbgjSh0KdBbCFLK4nc1QFwiBNUQRNr4Gcdl2BS3hR1zYMowTHAOcBiMjhwH2q+gv3t6PNUlxCrkDXQVFcRnUWsqj0Azz83y8GYOLKLSep2R+bbf4cUDyLEWYoRnpEGoZkb/FsRpwMLq4D+VmQ8Y4tCsvNpMw0XLb/+sbxReQ83AzDEhFZg8vAvwJYAKz039OrVPXtqnqziFwI3IILWz0pmn17B27ngE1wa5LDuuSzga/4aM21OD2gqmtF5EPAz3y9D4akcThDPl9EPgzc4Nuoi2nX46rPHtA+XvzLwa1CnljgtTKRfV90Ip/QuH2uKKFxKEoicDROXjySVJpDYxV163EOMu16DP4Ig/XIuvyxs35RVE/3pKmZR5o/lsH8cfh6hOH0WYMeIa/Jzj5o+T6r6bET02Mxg1hO9RrgTlV9GEBE/gs4CHhQRLZV1QdEZFvgIV+/W5hS40iXVBWdD1TNoWMYvRCR+cDhwAoRWQS8FzeCm6taUNa4QVGjCdSe7f/YguKuJqSqpwGnFZRfC+xVUP4ccHSXts4Bzikov4MBzOyZHo36seVUU8X0aNSP+eNUMT0a9WN6LGIQgzj3AAd64T6LC6m7FliHCw86nc4woYuBr4vIJ3BrIpcB1wzguWqhaPCmTGRNPKhjUTjGFPgD4HpVfVBEXoqLdAuzGtsD14vIcmbQoKgxvYRs/8aUMD0atWJ67AvTo1Erpse+MD0atWJ6LKb2QRxVvVpELgKux4Ud3YAbQd0MuFBETsAN9Bzt6/cKU2oEk0XVdIvKaefEid7bAI4xRY7Fh6aq6o1kOaUQkbtwu8E9IiIDGRR99Nu7A1k46NKP/LTfJnuiV2zlDo5x6bJ6JXmLQ8NDKGtRSOpIyTYAxiT+EzT4NR0jv71H+7h1Q/2J97oxURCWa5RiWvW46tMHugPNvrdbf35wmlxyg/uePPaaqFByB9G5RGvR90yTZMcd0fXtc/msxzrk7+rI3k6TrV+YHmcAjfJHGKxHpv4I5Twy9UfIPLKKP0LskcP5zgaPNH+cETRCjzCcPmtbj1CpzxovvUr7rKbHPKbHPAPZnUpVT8WtL4tZj4vKKapfGKY0k0gHaLpF3lQdyIkHgYy5iY9qey3wtsnqzoRBUaMZKGI5OKaA6dEYBKbHqWF6NAaB6XFqmB6NQWB6LGZQW4zPOqoOvKTbkKfHZdqbyjXG7MNnSd+6x/mdkvczflDUGA4ty8FRGdOjMShMj9UxPRqDwvRYHdOjMShMj3lsEGcSqgyehLrxNuTpkqoy7RZF8RQtzUrbjK+1AR+jX574i99pH4+NPALAlv+yCVC4IU2tPPsC97MoJDWEx7ZDw4mXU3UPSR31ZUWj+SHb/+iQozXDko2JzRa0y4b1CLYbzsxj3dEHdrx/8ZmPtY8HOX353FbuWxmt3kJbyTc11mpYI6X5czLaY+eptCxucmTQf3Vg9KXR7kKbzh/4/WJMjzOP4JGpP8JgPbKKP0Lmkak/xmVN9kfIPNL80ehGqkcYTp/12W2y41STIx39084+60iPZY2jkUbT72G8O9V091lNj9OLDeKUoOxATtUBlV65dnptY94twqfXvQzDMGIUYaMObltqwzDKY3o0jOZgejSM5mB6LMYGcSYhXRaV0isipte13c5NNghjgzTGsIgm8hA/O6BX/3Io9971q4+6g1d3r1OUHC4lns1IafVIkvaDjx/UPt6CK7s/RL/4aZTWWDbDMLb/SwHQa28c3H1xURW2pfHMYmTcfefFf3cnbv71UO67w7cfAuDX+23eLguRMVkGg6IEx511AfKTaQVzpAVN7XDh4LsrOpI9XGvMPcTYvnu699ffPNh716xHETkHeD3wkKru5cv+D/AGYANwO/BmVX3cn1sBnIAL6jpZVS/15fsB5wKbAN8B/lZVVUQWAF8G9gMeBd6kqnf5a44H3ucf5cOq+qXaPliDCNbTZH90x4PzyGH4I2Qeaf5odCPVIwxHk7t+7dHsTWHmV8cw+qwD1SPk+qxBjzBYTZoei7HfSB+kAzhplEx8roh06dVkA0aGYRj1IbQqvAzDGCS16/Fc4LCkbCWwl6q+DPg1sAJARPYAjgH29Nd8TkTCtOeZwIm4nWOWRW2eADymqrsCZwAf9W0txm1scQCwHDhVRKLtWwxjJmD+aBjNwfRYhA3ilCRdwlQ0gBMfp9f0arPbMizDMIxBobiZjbIvwzAGR916VNUfAmuTsu+p6rh/exWwvT8+AjhfVder6p3AamC5iGwLbKGqV6qq4iJvjoyuCRE2FwGHiIgAhwIrVXWtqj6GGzhKB5MMo9GYPxpGczA9FmPLqUqQRsjE7/vJT9NtS3LDaAIbN8tGs0OKz9+8y4VsvvDffjrQe0/cdJv7qZsBMC8KPx0bces3RguWYRQleqx0Xz+uvfiqB9tl490qV2Rs2S7Zm5ZPIjnPTXZLKwr/HXCYeIwliptZbFwU/r3c92XdG7NEx5tedNXA7jt+22p3V/3tdlmW2Dg/6yXtU/573fE1q6LRrO6mv7zfPUuFqydjbJed3cGE02Mres6wdG3Qy6hiKupxiYhcG70/S1XPqnD9W4AL/PFS3KBOYI0v2+iP0/JwzSJqKGsAACAASURBVL0AqjouIk/gdqVplxdcM6sIHpn6IwzWI1N/hMwjh+GPkHlkrXoMHpn4I2Qeaf5odCPVIwynzxr0CPk+a9Aj5DXZrx4h32cdpB4h32c1PU4vNohTgnSAZbIBl275cbqVpedtQMcwjEGjSM811oZhDI8p6PERVd1/KvcSkffi+vtfC0WFj9S9fKrXGMaMwPzRMJqD6bEYG8QpQZlcNZNF3UyWADmtZxiGMWhsZsMwmsMw9OiTDr8eOMQvkQIXLbNDVG174H5fvn1BeXzNGhEZA56HW761Bjg4ueaKWj+EYQwB80fDaA6mxzw2iFOCOgZWigZ5ym5dbhjTwYInshDKeWMuSPM3L9sAwAsHfO+NK3cEYFQeAXpn8+9F0R/9MJo/0iOUdXz1HVO6X8zonrsBcO+H5wHwhp1vap9bN74AgB990U2kP/+zg12eVoQCrTm0dng2MP9prwP/HX5yp+zfb9MB3nfVZw8AYIQN7bL2jjxFs2O5ZVTldqDKtR1VGr9nTbfqpQih4b965/PbZYt2eAqAjeMuRHzxN7Pf4uZfH/AuHwnD0KOIHAa8B/h9VX0mOnUx8HUR+QSwHS6B8TWqOiEiT4nIgcDVwHHAp6NrjgeuBN4IXO53rboU+EiUzPh1+ATKs43gkak/wmA9MvVHqM8j49nuQXpk6o+QeWTqjzB8jzR/nHmkeoTh9FmDHmHm9lmDHiHfZw16hOnrs5oei7FBnIp02xa824BM1S3GwznDMIzBIkzMoSz+htFs6tWjiJyHi4hZIiJrcDtGrQAWACtdDmKuUtW3q+rNInIhcAtumdVJqu3N499BtsX4Jf4FcDbwFRFZjYvAOQZAVdeKyIeAn/l6H1TVjgTLhtF8zB8NozmYHouwQZyS9BpYiZMcl10aVTXPjmEMm83Oz/Jcjr19OwD22+1uAG77uyyB47b/Wv+I/JprXR7M3Q55OHeuKGFjN4rW0LbCTIdmMyVhhmOUUDbKVPjN/92jfXz4Ti7h28t92/GzbD3/aQCOfNsVAPzks3EqvuFgMxszj4XfuhoAeeXvAPDsNpkWnn6TS3K82QX1JzjefJXTw7peGVik6Lh7BE472qaVvzAs8pHR/lOprP6U+72EqJuFrafb51r+3uFZnjjqqfa5zb/e960rUbceVfXYguKze9Q/DTitoPxaYK+C8ueAo7u0dQ5wTumHnaEEj0z9ETKPbLI/Qt4jW3EkgPfIvD+6d1MheGTqj/GzpP4Iw/dI88eZR6pHyPdZB6lHyGuyXz1Cvs8aR+TU1WcNeoR8nzXoEaavz2p6LMYGcUpy6fbfhHsnYFvg4E3gvO1zdcrmxZmszDAMYxjYzIZhNAfTo2E0B9OjYTQH02MeG8Qpw/I7kHuzbeK44ln02DWFAznQfTeqybBlVIZhDAtVsZkNw2gIpkfDaA6mR8NoDqbHYmwQpwx+ACeMASrAFc92VEnz4tigjTGbuOc7OwHw4sNXAfDstoPdMXbnFT7k9ZpFQGf4aBiN7xWmGsJPJ6LQ1DRMdUSy9/NwGp834tp85qgD2+cW/Wf35Slju+8KwEvPX+2ulxtzdYrCYye8GV219/T+CZ4wU5yRLPY5sh97SVa2cdHgZqle+G9Oj7d/9be7V+q4vdORjHRfTtVeRhXroxWWU4U1V9nyjYlD9gNg9LLruj7C2It2AuDuj2cJihe01vk23fuR6JnaZf799kdlycenA9PjzCT1RxisR6b+CJlHVvFHyDyyyKeCR6b+CJlHVvFHyHuk+aNRN0GPMJw+a1uPkOuzxtEjVfqsZfQI+T5rGT1CtT5rrIPp1KTpMY/9RqaIAFybDeRUTVJsAziGYUwnCrSQ0i/DMAaH6dEwmoPp0TCag+mxGIvEmYRL7/+F23BT3ZdI/EsBfvos7L9Jvn6CDdgYhtE0FGFja2rJ8AzDqBfTo2E0B9OjYTQH02MxNohThvuXoduu6lxOBXBQ5wBOr23Du21Bbhgzge0+5sJFRw5fAsDilzzSPrfjNW7pwuZjzwFw074T1MWItHJlvUJSJ9KdNqL3G3U0uT5qWzrrH/zPP2mf+vE6F6Y6/7tux9zx12Rb9Oz4kVsBmCeTf+Z4SdgP3+N2F5rf3oV3epiwYMwZyVZfvBKAxz72O+2yZ7eRzrLon/ZFf39lLffVghDvXjtQdX0P2TKqXlHu49mHuOM4p9ddN7glXfKjG7J6B+0DwK//xi8lGc/rUf0vRDrKHDt8shldIdPjzCT1R8g8MvVHqM8j+/VHyDwv74/Q9sjEHyHzyNQfIfPIKv4ImUeaPxr9EPQI+T5r0CMMp8/arx472+jUY1w/1SPk+6xBj1Ctzxr0CNOrSdNjntp/IyKyu4j8PHo9KSLvEpHFIrJSRFb5n1tF16wQkdUicpuIHFr3M/VDe+DlqM2ArNOnB2+Si8Ip1Y5hVKCHnj4kIr/0Zd8Tke2iaxqrJ6M5KEJLy78M06MxOEyP1TE9GoPC9Fgd06MxKEyPxdQ+/aSqtwH7AIjIKHAf8E3gFOAyVT1dRE7x798jInsAxwB74hYufV9EdlPV+oZG+8RF2IDyAFz+DLx6EXxm21w92y7cqJseenpMVf/Zl58MvB94+6D1FNaa7v38+9tll6/aDYA37uFmxl/xyw3tcz952fy+7rdgZNzdtyChWZjxiCNcRkMyuR4zHGEWYyy6Lm4j5XdPd4niJk4Pz5DNRIzSOesyb6T7r/nC8w9uHy/97k+71hsmLZvZqETT9BjPyG14nvu5+d2u8Kmdsu/07f/qZtJ2+bv+InJ0oqhzFHSV3U/CsSTviaN5Qp2oTe38GatS/HWr3+q+s6PvyJIsy0ir44KJiex7HZ5ZRt3J0dFMs5utdJMz8iPT40ykaXqMczEEj0z9ETKPrMsfIe+RcURA8Lcq/giZR1bzRwgemfojlPNI88eZSdP0CPk+a9Aj5Pus/eoRqvVZR+MNO3pEkad91jJ6hHyf1fQ4+xj0b+QQ4HZVvRs4AviSL/8ScKQ/PgI4X1XXq+qdwGpg+YCfqxLtwZnPbAu37FI4gDPptYbRP209qeqTUfmmZP+/03g9Gc1A1XUcyr6MHKZHozZMj31jejRqw/TYN6ZHozZMj8UMeiH4McB5/vgFqvoAgKo+ICLb+PKlQLwn2hpf1oGInAicCLCQRenpxtArL45h9EmsJ0TkNOA44AngVb54VunJGCxzKex0AJgejVoxPfaF6dGoFdNjX5gejVoxPeYZ2CCOiMwHDgdWTFa1oCwXK6aqZwFnAWwhi3ulQqydKgMzoZ4N5hh1UqQnVX0v8F4RWQH8DXAqA9bThgmXbC0e6T5s91sAeHpiAQCLRrPlVFv8+PkAPPm7D5e9RQe3nLQnAHt89uaudXr9YS8KaS26btwnkQuhpaMFCSNHVLveL1x3wap922U7nfKsa3vV7QAspRkhqQG3xtjCU6dCU/QY//O15rnL1i31yX2fy249sdCdu/fUgwDY4V+m9l188b+uax//6u9CgsgSiY1jpujeusF/2PaSkOzcqI+Cb/mlU/Gyr3n3ub9Lu551LwDjd987tQcYMKbHqdMUPQZ/hMwjU3+EzCPr8kcYrEem/gh5jwz+WHS/+Lrgkak/QrM80vQ4dZqiR8j3WYMeId9nDXqEZvdZx6Okx3X1WYMeoZl9VtNjMYP8jfwBcL2qPujfPygi2wL4nw/58jXADtF12wP3M8Np2gBO057HqEyqp5ivA0f541mpJ2MwTCClX0YHpkejdkyPU8b0aNSO6XHKmB6N2jE95hnkIM6xRKF0wMXA8f74eOBbUfkxIrJARHYGlgHXDPC5pkQ/u0vZAIpRAx16EpFl0bnDgV/54xmhJ2P6Uag127+InCMiD4nITVFZ5V0JRWQ/EbnRn/uUiMt867/TF/jyq0Vkp+ia4/09VonI8VH5zr7uKn9t/5kLHaZHo1bq1uMcw/Ro1Ir5Y1+YHo1aMT0WM5DlVCKyCHgt8Lao+HTgQhE5AbgHOBpAVW8WkQuBW4Bx4KQm7Uw1WwjLu2yr85lHNz2JyO5AC7gbeDsMXk833rE9AL//kl+3y8IfzC3GngNgIgp53GPzB9yBH8e8au+Kf3Ku+oW/R/e/ZWMF2fXDM22MniULxfRhpwV/5zf6MNXYBNKdAIp2Bnhow+YAbH9U2w8Yz9VqGrWHp54LfAb4clQ2lV0Jz8Stf78K+A5wGHAJcAJul4tdReQY4KPAm0RkMS40e3+c118nIher6mO+zhmqer6I/Ltv48x+PmST9Ljpmux7+sy2PnTaL6sikkyIvt6whTt3+xm/0z63y7vL71g1ceOvonf7ux9eD1KwO1XYiUojPbWP20WRnsKKqaKv5Wiqu6zN1ri/T8tfuD5rYKf3upDwOajHOUGT9Bj8ETKPTP0RMo9M/REqeuRV2YVVPDL2t+CROX+EnEdujJZxhDaK/DAtC/4ImUfOQT2ei/njUPUI+T5r/N1P+6xtPcK091k7v3vl+6xl9Aj5PqvpEZiBehxIj0FVn1HVrVX1iajsUVU9RFWX+Z9ro3Onqeouqrq7ql4yiGeabiwax5gqXfR0lKrupaovU9U3qOp90blZryejHlpI6ddkqOoPgbVJcaVdCcUttd1CVa9UVcUZ7JEFbV0EHOJnPQ4FVqrqWm+EK4HD/LlX+7rp/aeM6dEYFHXqca5gejQGhfljdUyPxqAwPeYZ9O5URsOwaByjH7b4uZtd2LB7NiM3rgsBeHbCnYtnHANh5mHna7Lkjrc/tTUA8oEl7uePbuh633jmoleo5PqW+5M23hrteA+wYKRzriEe1Z9oJ2X0sxqRCcxj8omhO47f0R/9ume9JhG2bKzAEhG5Nnp/lk842IuquxJu9MdpebjmXt/WuIg8AWwdlyfXbA08rqrjBW3NCjZfk82ar9veR6OM+e9ywT+tLsjPyK06++Wu+jr33d/tS0+3z7WuuylXPzvpb+PvJyM98k1qwXHRVy+U5XM0Qo/vqibzUS/56EPt4+bPMDqmoEejYQR/hMwjU3+EvEfG/hY8MvVHKOeRVfwxLkv90bXldJX6I2QeWc0fYaZ4pPnj7CDtswY9QrU+a9AjVOuzltEj5Pus5fQIaZ+1jB5h5vVZTY/F2CBOBaa641S4broHUJryHIZhNIOK4amPqOr+Nd26264UvXarqHpNqZ0vDKMp2HIqw2gO5o+G0RxMj3msxzBgmjZY0rTnMQxjenBbNg48kWrVXQnX+OO0vOMaERkDnocLh+3W1iPAlr5u2pZhNIoh6dEwjBKYPxpGczA9FmOROAMmjdxpShRMU57DmFnMf8oNDG+IwkDnh7BP/3czDhENFG35t/Pmbjnq/DPC38lsqdWoH4AeEbeuYp5koaXr1bUfRuXXt7Kx6HDvDQXPMOLrjxYNeIflGyGsvSOzavfw1Ak/Dj5x8+BCUne8ZtP28d3L19XWrgLjg5/5D7sSnk5+V8Kvi8gncInilgHXqOqEiDwlIgcCVwPHAZ9O2roSeCNwuaqqiFwKfCTaSeB1wAp/7ge+7vnJ/WcF85/IdCE6zx203Pe7NS9akxT+mf2Sp/ifvZ2EeIuNANx2cqZD2K/7zUPzXk4dyYtbicZ6zSfFVbXXJFZSpWOJVmf98Tvu6nHD/ll15gEALHvH1bW1OSQ9GgMk+CNkHpT6I+Q9spw/QvDI1B8h88jUH939glfW5I8QeeT0+iNkHmn+aP6YkvZZ58fLlCr0WYMeId9nHY3MKO2zBj1Cvs8a3zfV5Ej03ctpMl5unOuzTq5HGE6f1fQ4eD3aIE5FprqkyjAMo2nUuXxDRM4DDsatRV6Dy8A/lV0J34HbOWATXJb/kOzwbOArIrIaN6NxjG9rrYh8CPiZr/fBKHH+e4DzReTDwA2+DcNoJLacyjCag/mjYTQH02MeG8QxDMOYi9S8LENVj+1y6pAu9U8DTisovxbYq6D8ObypFpw7BzinoPwOYHn3pzaMhmDLpAyjOZg/GkZzMD0WYoM4k9DvsqM0cme6lzBZFJHRD1v++lmgMyQ13umiGxtDqLZkYacbk+tGopDUlg9JbbXyoeGBEIoa7yQV6oU/9iPSfR1HR5vhfgUmMSEhzLyVa/Oavev/n65X39QZgjpKtlvQZZ98DQC7/u1V9ItCqa0Yjeay8L4n28c6snXHOZmIljcFbYkrE+2uC4m+3+0dp4pWWIw7XYSlU/F1ZZZPSYE220uy2rtURZ+hR5vhsy572zU9bjw1Vp1btKTMTcI9fNJBADz/sz/t+z6mx5lP8EfIPLKKP0Lmkak/QuaRqT9C3iPjpRrhe5X6I5T0yAr+GLc5DH9093Yeaf5opKR91jJ6hHyftYweoVqfNa5Tqc8a3y/R5ITEy7A6+6zTpUfoX5Omx2JsEKcEYeCj6lKqYQ/YNPnZDMNoHjbzbxjNwfRoGM3B9GgYzcH0mMcGcSYhHripY5Bk0AmFQ9vxwFN8717PZhiTIT/+OQBPbti2XbZozCVEDTMcRUmPF466GYGJjhnAODsbjEVJE0Nboc7GglmNUBbPrISR+qLZjGzWw9838oOQxK5dI3rOcXXtj/pn+dFDu7TPzePu3H2mQtFsRmCjZp/vxEMuA+ByNu1WvTSKmeJMJ05OOLLBRYW05hdEz4R/55Z2vgd0JETS+PeRLNUnYJSRln/fK+Fwr/XqBbOLUnAqbT6OCkpPRm/HHqm/K7Pqi3530iSBc3z8+L7ub9/za7if6XHmE/wRMo9M/RHySVaDP0Lmkak/QuaRqT9C3iPj96F+JX+E9vc89UdX35Wl/giZR9blj1DOI80fjZS0zxr0CPk+axxhnvZZy+gxrlemzxpHlqSa7Izk6eyzxkmX0z7reNRfTPus06VH6F+TpsdibBBnCKQRPIMYyEkHmIrat8EbwzBizBQNozmYHg2jOZgeDaM5mB7z2FYIswgbpDEMoyyKSxRX9mUYxuCoW48ico6IPCQiN0Vli0VkpYis8j+3is6tEJHVInKbiBwale8nIjf6c58ScTFbIrJARC7w5VeLyE7RNcf7e6wSkeNr+hUZxtAwfzSM5mB6LMYicQbEoJdNDesehlHEnZfu3D5+6etvA2BDQeK3EBL63MQ8oDNkNISujhQstUhDV+PrnvVtlUlQ15EsWUMyOR/KWpRAzg9rj0bXTfiMqiFh3O9tc3v73FV9/gl97U1P58omeiRve2ZiQV/3S7FEcbOHJb9wmnlof788Kl4WNRaWUfmC6J89JAUOSYVlLL7Qn2v1mO8p+gqFspBcueBybSdeLkrk2JmIuahanOh4fKtx6mDV2S/P3rQ67xM/SljmpRP16qdmPZ4LfAb4clR2CnCZqp4uIqf49+8RkT1wW6DuCWwHfF9EdvPbqJ4JnAhcBXwHOAy3jeoJwGOququIHAN8FHiTiCzGbde6P+5f7ToRuVhVH6vzwzWd4JFV/BEyr6vij/F1Vfwxbj/1RyjwyEjHwSNTf4TMI80fjaaQ6hHymoyXMKV91nipVarJMnqEan3WeCCiSp91IjLGtM/arx4hr0nT4/RikTgVqDpgku5KleanCa+qdLvOdp4yDKM0is1sGEZTqFmPqvpDYG1SfATwJX/8JeDIqPx8VV2vqncCq4HlIrItsIWqXqmqihsQOrKgrYuAQ3yUzqHASlVd6wduVuIGfgxj5mD+aBjNwfRYiA3ilKSuiJeidqY6+BK3FSc0tsEcwzAmIySKM1M0jOlnCnpcIiLXRq8TS9zmBar6AID/uY0vXwrcG9Vb48uW+uO0vOMaVR0HngC27tGWYcwYzB8NozmYHoux5VST0O+SpaLre21V3msHqbKDM7bEyhg02/342fZx6498Vny/5GJsJAst3dDeRcOfi8JOQ9joBv9naL5m4arzkvDU9dFyjlEfUhpqLxjNrls/0fknrSP7fxICG/+hDzsQtMNdo52yRtph5u7nRrqHxK7+yr7t47F7FwKw0z/9NFfv0JufdM/bCiG72ecNIb1FIbrzJDxXPX+655LZzXa2/KULunjo5VvnT4Z/5xCO3fHV8suovD50PJrbGQn1e3xPClZFhZUVYblRx0ZZueVJ8douf3IkeR+X+WeR0eycFkSZB+47xe3atckj7v3iL+T1+OsvvLzrcxa9b++UNdLjxlOgoh4fUdX9a7p10Y21R/lUr5kzBI9M/REyj0z9ETKPTP0RMo9M/REyj0z9ETKPTP0Roh2rCv6Jwvcx54/Q9sjUH6GcR1bxR8j80PzRmAqpHiHfZ93QsctUZ5811kfaZy2jR8j3WfvVo/sMnX3WkehclT5r0CPkNRn0CPk+a7wELdVkpkeoQ5OmxzwWiTMEygy+pBE0Fk1jGMYgsURxhtEchqTHB/0SKfzPh3z5GmCHqN72wP2+fPuC8o5rRGQMeB5u+Va3tgxjxmD+aBjNwfRYjEXiTEKImuknumWq1/YayEnb7BXBYxh18/iybNR+cz8SH/5wxjOOIblbONeS/CzBmJ9BiEf01yezbUUzgIGJHn+wi5NCFiWO858hzGK24uSO0nHdAsnmOF990zoAvn3fSwF463Y/yZ5rb9fmvMPHc58vJHwLsy4Leswqrtc4CsnPCu23l7v+uvbGMzx0sos4eNs7Lub7L841V4jOIbOb7Tyz85buoOCftD0Z6P+9O/7ZJ5K6sWbSCJxe35f4K+yjZMRfX5i6uCBJo4z49lshIqd7YuOOZ/OHq/59OQDzH8q6Nutf6PT3jM/F/ujLl0fP4C8vShjZ7b7R/cKfs7FdskTv47ffCcBzRxwAwD1/pPBXF3VvP77V4PV4MXA8cLr/+a2o/Osi8glcYuNlwDWqOiEiT4nIgcDVwHHAp5O2rgTeCFyuqioilwIfiXa+eh2wYtAfrGkEj0z9ETKPLPQi6YxsGYv8LnhI6o+uzXwUaaCKR8abCLR9O/HH+H6pP0Lmkak/QuaRqT/G90n90bXZfZY//D5Sf4TMI80f5zapHiHfZy387id6hHyfdX1BNEpdeoyfK9Wje77OPmvcx077rEGPkO+zBj1Cvs8aJyiu0mcdjSPvkz5r0CMAn2yMP844BjKIIyJbAl8A9sJ1gd4C3AZcAOwE3AX8aditQERW4HY6mABOVtVLB/Fc08VUBoHiHDe92rSIHcMwpoIqjKsFYxpGE6hbjyJyHnAwLnfOGtyOUacDF4rICcA9wNHu3nqziFwI3IKL+j/J70wF8A7cTleb4HalusSXnw18RURW4yJwjvFtrRWRDwE/8/U+qKppgmXDaDTmj4bRHEyPxQwqEueTwHdV9Y0iMh9YBPwT1be2bAzxQMxkAyz9UJQ/p+hZ0vtbBM7sRER2xw1+Bl4EvB+XKPINwAbgduDNqvq4v2ZWD4oa9WEzG9UwPRqDpE49quqxXU4d0qX+acBpBeXX4ibk0vLn8INABefOAc4p/bBTxPRoDBLzx2qYHo1BYnrMU/sgjohsAbwS+EsAVd0AbBCRI3CzQuC2pbwCeA/R1pbAnX5WZzkuRLfR9BMJM9Vr02ts8GZ2o6q3AfsAiMgocB/wTWB3YIWqjovIR3Hh6kMbFH16++yP6XM+OVtRGGgIU50/6m4fJzYOYZkhZHNDFJ3ZDmv15zqWUyV0Jlbrnrw4DYFN607WfniGBSNRImWf5O0Pt7sZgI2af844OWP7Of3vKoSfjnZkhXW/iK9+1u3K+2d//b32qed8W68892cd17vn+p+uz1DM3Fo7XAdN1SPAM9v4f3f/ve71Txt/9dtLisb90qd4sqvXxNdE5w062kykFdp2b3yd8DUtSg7cfviObML5skBYtjXmzoUlVJAlQM4nVI6WUYVlZvHtwufzZTv+3+zkXX/ikyvPd1q99Z+jZNITS3xb+XDz3pgeq9JkPQaPrOKPkHlk6o+QeWTqj66tyT2yyPN6LWsu45GpP0Lmkak/Qt6fyvgjRB6Z+CNkHpn6Y9yG+ePgmUl6hLwm41QAaZ81XtqX9lk7dFKhz1pGj5PV79Z2/AypHqFanzX+PeX6rFGfPu2zPhe1k/ZZgx4B3vXJST8WpsdiBhGb9CLgYeCLInKDiHxBRDal+taWjSWOhKlzEKVMW4dut3cuIsiYMxwC3K6qd6vq9/y2rgBXkSWfbA+KquqdQBgUNYwcqlL6ZeQwPRq1YnrsC9OjUSumx74wPRq1YnrMM4jlVGPAvsA7VfVqEfkkbulUN0ptRykiJwInAixkUR3PWZoQNVO0e1TZaJoyAz5FdbpdZwM4c5JjgPMKyt9CFsK6FGeSgcJB0X71tOWqKKLmVX7G0Et5LMpwWjbaBTpnLsJ1IUlc0Xaivciuy8qyrR7zyZLD/cKWj2MFyehouXObsr5dNOFnPcLsQueWit2ZSNb2fv7G320fv+jYnwPwfNw2jys/t1n73O/90t07zJ7E7Uz43/+ikQ2lnkGxLRv7pDF6BNj83o0ArH1ZNVtPglE60eRnHMXSSso6gsk6G9OCiBppB7pkdUOyYymaXur1oEmRjOX/XrQjcOLr22FI+a3UF93pfo9LT89vgbzbd93PVef4Hb47ope045F0opzGTI990yg9Bo9M/REyj6zij5B5VuqP6fFkdF7nfqb+WHS/eEvknEe2snPBI1N/TI+7kfojZB6Z+iNkHpn6Y9yW+ePQabQeId9n7VeP7riePutox7N09lnj+1Xps8a6qtJnLaNHyPdZgx4h32edKPxf/+6YHosZRCTOGmCNql7t31+EG9SpurVlB6p6lqrur6r7z2NBenrg1DFoUnar8fi4130tqfHcweeWOhz4RlL+Xlwiyq+FooLLc8403XoyGoC65SNlX0aG6dGoHdPjlDE9GrVjepwypkejdkyPhdQ+iKOqvwHu9QmuwIXU3UK2HSXkt7Y8RkQWiMjO+K0t636uOhhW9EvZ7cItGmdO8QfA9ar6YCgQkeOB1wP/S7X9Z6vUbxMdQAAAIABJREFUoKhhgJuJKvsyOjA9GrVjepwypkejdkyPU8b0aNSO6THPoHaneifwNT8aewfwZtyAUdWtLWcd6S5Xk20hbhieY4lCU0XkMFxi8N9X1WeiehcDXxeRT+ASxQ1kUPTRl2bjv5v6ZHBjI/kEcGFOpVeYagiRjK8LCebGJJ/krX2drx8nXQshqaM97jcvhLlGQ9ghTDW0WbTUamzULVdZH4WNj8uov18r9yyjFcJp45DUXlx59J4AvPI/8383WhW3X1Qs238fNEqPAGt3nw+AFn3ves1MJSuKtEC/RSuZsvoFpImNoyVFOtq5dEkKsiyH5Vedy6qS76rmn7Ow75aWxfcLy6fay6qyU0XLqFJe8v4HALj1g9vmn6soYXMPTI990Tg9Bo9M/REir6vgj/F1qT+69js9MvbT4EuV/NFd6O/X6Y9xWeqPkHlk6o/xs1TxRyjnkeaPjaHxeoSCPmskiyp91jghcpU+a7zkqkqfNe6fpn3W+LnTPmvQo7tfZ591kHqEvCZNj/UwkEEcVf05sH/BqUpbW84G+tnByjAARGQR8FrgbVHxZ4AFwEpxpnGVqr59rg2KGv1g2f6ngunRGAymx6lgejQGg+lxKpgejcFgeixiUJE4RkQ6kFMmysaicIyAn7nYOinbtUf9WTsoatTLXFo7XBemR2NQmB6rY3o0BoXpsTqmR2NQmB7z2CBORaYaWdPtum7ltpzKaDIbt8pPlowXhI33CkkdSdZcxKPs6XUdoZcFS5fy9SYPGy8ihKTOHxnPypKwz6LZgJBxf6RHpv+iDP9FZT2f77bVAKx85ysBeO2nf9g+F0Jz17fmlW7PwlNnD+NT3bQxXfrUQzJF59plvb5L8YV+aZUWNJY2Ee/s1F454q+LO3S53ax6fa17fb6Kchhfcx8Au3/yee2y207e1B20qmvL9Dh7SD1yvGAZRxV/hMx7iq5re18Ff4RqHhkv4wgemfpj/JyB2OeqeGS//giZR5o/zm3K9FmnqsexgqVIqR6L2uhcUlRPn7WMHmE4fdagR8j3Wavu3gWmxyIGsTuVEREP0By63d7tgRlbYmUYxnTisvhL6ZdhGIPD9GgYzcH0aBjNwfRYjEXiTIGqAzEWVWPMNhben83ITezqxoKlaHYwSfw2vyDZWzsxIvmR+XAuHrUPbYbZj6mM6Hfjtq+5TfWW/2WWtG2jn3kY9bMoGzX77AtkvKMsTg4XktGF2ZaO5I7++PK9Np3Sc47+4Lrc9a++aZ2/b/kl5bbGePawySPu+/nM0vralHbiX/9jtOQsYVqt4GsWkh13BNmFKJsRd27ppdnJ+16XJCSPIl3SqB6Jb5gmGI6nrpL47GVvvjb/oCVo/eKWrI0T3M9VZ7/c36NCO6bHWUPwyCr+CHmP7EhUmnhkfC54SuqP8bl+Cf4ImUem/ujK3GdP/REyH0z9MT5Xlz/GbZg/zm1SPUJek0Wba/TbZ43bHEafdWOsp6TPGvQYl6V6hHyfNX7euvqsQY9VMD3msUicIWGRN4ZhNA03u1HuZRjGYDE9GkZzMD0aRnMwPeaxQZw+qBpdEwZy4kgeG9wxDGM6UIRWa6T0yzCMwWF6NIzmYHo0jOZgeizGllP1iS2tMuYirQXRcQgX9aGO68ezkMcFY+PxZYVJ13otNwjhqq0oHHv+6Lgvk9y5NDHdaI/Q6TiMO3yG53/upwDc+fN92ueWfepWACZ8ndEeDxwnfQvth7LLVvxe+9wL/+l2f/Ro17aqEsJUD735ydLXzKEJi1nP+MKgO/+vWjXyOFwWfynCG790SYqS9Yb6RfcrSnoc2tSkTlzPL4Ha9KKr2qde8uuXAHDr32zeUQeyhMRhBk7jaHXfZloHYLezNwCw6i8WFjx8fyw74Weu7bCsqgSmx9lD8MjUHyHzyNQfocAjS/gjZD6Y+mN8rihxaxmPTP0RMo9M/RHKeWTqj5B5pPmjUTc5PUKuz1pKj1Cpzxr06Mo6+6z96hHyfdagR6jWZ437w2mfNdMj1KXJqSzLMj3mmTvDVQOmysDMZAM+NshjGMbAqTlRnIi8W0RuFpGbROQ8EVkoIotFZKWIrPI/t4rqrxCR1SJym4gcGpXvJyI3+nOfEnH/+y0iC0TkAl9+tYjsFF1zvL/HKhE5vtbfk2EMA0vcaBjNYQB6NI80jClieizEBnFqpO7BF1tqZRjGQNEKrx6IyFLgZGB/Vd0LGAWOAU4BLlPVZcBl/j0isoc/vydwGPA5EQkhVWcCJwLL/OswX34C8Jiq7gqcAXzUt7UYOBU4AFgOnBobr2HMGGrSo2EYNVCjHs0jDaNPTI85bDlVzRy63d42+GLMesZ3erZ9HEJE26PfI1mI94aJ0Y7rOnfM8Bn+R7pn+O/2vhtp9vqNrdHcuTG/20Cccf/e014MwAKuybX57MQ8IMreH+1WMOLbHA+Z/qPw9hCSunBkIwDz/ydre+3/uJ8P//VBQGeYer9cuucWpevWPKM/BmwiIhuBRcD9wArgYH/+S8AVwHuAI4DzVXU9cKeIrAaWi8hdwBaqeiWAiHwZOBK4xF/zAd/WRcBn/IzHocBKVV3rr1mJM9Hz6vxwTeeZF/qDPv9JO1Y+hWVURcuUytynaFeq0JYU1PEnl315Q8GD+QvT3abiywuWTIWlYO0drOL7Xem8etmV7u1zRxzQPrXwW1d3vU8Vlp3wM+4uWdcibGYPwSNz/ghtj0z9EeIdbMr7Y7eylKLdXYJHpv7o2nT3ruSP0PbI1B8h88jUHyHzyNQfoT6PnEZ/BPPIaSPVI+T7rGX0CHlNDlKP7n6dfdagR8hrMugR8n3WkajNtM8aL2tM+6xBjzCYPmtZTI95LBKngdggkGEYw6Bitv8lInJt9Doxa0fvAz4O3AM8ADyhqt8DXqCqD/g6DwDb+EuWAvdGj7LGly31x2l5xzWqOg48AWzdoy3DmFHY7huG0Rzq8kfXlnmkYfSD6TGPReIMgKrJjnthiZCNJrLlls+0jyeSTPDxXEY6ch4niRsJMY9+siCe3WjPQkjyHhgJ4QAFg/KhzZD4bTx6tjCjsqHl/uzNH4kSzr3zYXfw377gpz/PPo+4BGwbw7PHkzAj4ZncfdeTzYKQTKCu+vzy9vHia90z7H3cTQDc/7n8Zxk0SuWZjUdUdf+iEz4U9AhgZ+Bx4Bsi8uc92uqWBrdXetypXDNn2Pi8zi9cUS7hnueSvMgAGqJeeiU07kWvf7mC+4WyO47aBIBdfpydmrjxV76+SxQs0Z+dMKghBfdpf74QERFF8jz4t25Wcatfu5nH+16VNbDLtwqeeYBMQY9GgwkemfojZB5Z9O8dPDL1R8g8MvXHuKyKP0Lmkak/QuaROX+Etkfm/DF+5sQfIfLIfIBR2yNTf4The2Sd/gjmkdNNbXqEXJ+1I6Im6bOOxOGrSfNxm2mfNY5aT/usbT1Crs8a9AgFfdboo+f6rCX0CNPXZzU9FmORODOA6diK3KKBDGOWo7j/sS376s1rgDtV9WFV3Qj8F3AQ8KCIbAvgfz7k668Bdoiu3x4XyrrGH6flHdeIyBjwPGBtj7YMY+ZQrx4Nw+iH+vVoHmkYU8X0WIgN4gyQQSQ6HuTgSmjfBnAMY25Q4/KNe4ADRWSRX/N7CHArcDFwvK9zPBDiGy4GjvHZ+3fGJYO7xoevPiUiB/p2jkuuCW29EbhcVRW4FHidiGzlZ1de58sMY0Zhy6kMoznUrEfzSMPoA9NjHltONWBmSqLj8IzheW0Jl9GLwuRwBedCiKj4hHFFSRrHyS9TCknh2iGp0XqQ8VZoayJ3rhfPTMwHspDUOGx8583XurZ/6hLE//KbL2mf266VhXQDtKL7hedb79uaJ1lSyLHREf+xXJ2/Ouj/ZZ/vFe7D/scvfheAXbih1GeonZr+Z1BVrxaRi4DrgXHgBuAsYDPgQhE5AWeaR/v6N4vIhcAtvv5Jqhp+ee8AzgU2wSWHu8SXnw18xSeUW4vbKQBVXSsiHwJ+5ut9MCSMm4v0nIQKy46m2HYstVxi4ik3Gh37RluL3Fdh1dkvb596wQ+8XmU89zC5ZVRRQXvlSSspAJ54qVtG9cRe7v1mq6Z5XssGZ2YNhQmNk3OpP0LeI8fJL1NK/TEuS/0xPteL1B8h88jUHyHzyNQfIfPI1B8h88jUHyHzyNQfYZo8skY9mkdOL1X0CNX6rCMFfcJUj66t8n3WoEfI91mDHiHfZy2jR8j3WYMe3cfq7LMGPcI091lNjzlsEGcIzJSBnIAN4BjGXEBqzcGhqqfitk2MWY+b4SiqfxpwWkH5tcBeBeXP4Q214Nw5wDkVH9kwGkS9ejQMox/q16N5pGFMFdNjETaIM2AGEdVSps2pDBrZ4I1hzDFs5t8wmoPp0TCag+nRMJqD6TGHDeIMmOmOwokHZno9hw3gGFV46umF7eN5W6wDshUM8Wh5GsI6EWXqn5eGlsYrGXxRyNDfkf0/2fGiFf1hD+GqrR4j9nF4a7ss7EDgn+UVR2e7U8Wh4O4zRCHs7Yd2z7kx3pvLB1qOtmNuo0bU1TvhZT8F4Ao26fq8A0OLQ4uNmcnoc353i0X5nk5+6VNBb6hgx5v2EiTprFKagvvl2ogfZdS9yXbFyk795pVOUO2VUlUfJny8eElY2HXL3+/p3TZWa7NOatajiLwbeKtrmRuBNwOLgAuAnYC7gD9V1cd8/RXACbi/XCer6qW+fD+yUPHvAH+rqioiC4AvA/sBjwJvUtW7avsAM5zgkak/QvbvXLTEI3hkzh8h85DEH+O2inaECh5Zlz9C5pGpP7rP4JeUJP4IkUem/hg9e+qPMA0eaf44q0j1CPk+a1GagFSPUNBnjfugaZ+1YEeoVI/pvVNSTXbs8pr0WcvpEXJ91uxR8n1Wze4/bX1W02MhA1kALiJ3iciNIvJzEbnWly0WkZUissr/3Cqqv0JEVovIbSJy6CCeaTo5dLu9BxKNM1XSZ7EBnOYiIrt7HYXXkyLyLhE5WkRuFpGWiOyfXDOr9WTUiFZ4GaZHY7DUpEcRWQqcDOyvqnvhdtE9BjgFuExVlwGX+feIyB7+/J7AYcDnRCT03M8ETsQlclzmz4Mb8HlMVXcFzgA+2tdnnwKmR2OgmD9WwvRoDBTTY45BRuK8SlUfid6HzsPpInKKf/+epPOwHfB9EdktShg0a6g7KmeyZVXdzsXPYAM4zUZVbwP2AfCd6vuAb+JmVP8E+Hxcf1h6aj2UReK0tnjGP6wviJI0thMwtivnx43DDMd4wbmW5BMbtyY6Z03mR7MZYcZixM+GFM0qbvBlRUkhQ1vroqRyI/6DZckks+cM8/bzwk/JkkL2Sl43odOcQDVgMxuVaKoeAeY/7iNxNvVqK/q3HenRuwnf17iK15/6CJmeATxFSY/Jn8tF9RQ9kj8pY/EsffK5CtpslxV99oJz4n8fIWhBRqe591evHseATURkI+77eT+wAjjYn/8ScAXwHuAI4HxVXQ/c6RMxLheRu4AtVPVKABH5MnAkLnHjEcAHfFsXAZ8REfG7bwyFJusxeGTOH6HtkTl/hJxHzuvwt85zLcl7WOqPkPla6o9xWWBD9D5N0hp7bfDI1B/dde45U3+EzCPNH2cfM0qPkOuzdnyH2wf99VmDHiHfZ421V6XPGj9n2mcdif7QpH3WOM407bOaHmcmw/yXOQLXacD/PDIqP19V16vqncBqYPkQn2uoDCMiJ5RNtmW4DeDMOA4BblfVu1X1Vm+YKXNKT0af2MxGP5gejXqppsclInJt9Dqx3YzqfcDHcbtrPAA8oarfA17gt0TF/9zGX7IUuDd6kjW+bKk/Tss7rlHVceAJYOu+fwdTx/Ro1Iv5Yz+YHo16MT3mGFQkjgLfExEFPq+qZ5F0HkQk7jxcFV0bdxLa+A7KiQALWTSgxx4Og8qTM5N2wDKmxDHAeZPUKaUnw3BmZzMbfWB6NOqjuh4fUdX9i0745epHADsDjwPfEJE/79FW0Y21R3mva/4/e+8eb0tV3fl+x9p7nwePwxs8PGwlHJ90fHBEJB1jhwjEGPGFYsdIlM8lN20MpjtRSHfHdPIhrUnfJKS92pfrIxhNFFFb2hYIarD18tCD4gNQDiLKAeR1eJ8DZ++1xv2j5qyaNWuu2lVr1dp77b3H9/MpVu1Zs2bNtanfHvPMOcaYy4Xp0egOs4/jYno0usP0mGRSkzi/oKp3uYmaK0XkBzV1Gw0E3ETQhQCb5MA1NM+2OHF4VDyZs9zJlY3xEZF1wKvI3OFrqybKKnoZd1L0mHMKu3vvpc8CYMaFJvR6g0p9TcRceNfQvnNJHSTcOetcPNdRTdLo68/2qgmR/XkqgZwv25NwZfVurrnbeMldtVw3TCrXd/8r5iTr51yQOW7Gtemv9U86rrj25esrfWjD7eefCH90SaO6Sxf4sLqYNj0CHPFfsoSD2z/w4qxgUPM/t+E/zfMEw6kQpqj5uvFV6I1daTO8r256QKJKpUyxw5/drIMubCxM7vjzzwag/92bGzQ+nAff+hL4yJLr8VeAH6vqfQAi8lngROAeEdnsFtI2A/e6+juAo4L7jyQLv9rhzuPy8J4dIjIL7Afs7OwbtGAa9ehtZGwfoWojSwk78xCIsn2Eqo1sYh/DtmL7GF7ryj6G57F9hMJGxvYRChsZ20cobKTZx+lnJegR2o1ZQ110NWYN68Zj1tTYNfVzrMkwVDIeszbRI1THrDNBm/GYdVw9tsH0WGUi4VSqepf7vJcsHvJ43OABoOHgYdUyyQmVuvCqEAulWnH8KvAtVb1nkXqN9KSqF6rqVlXdOsf6DrtprCjMPXVUTI9G93Snx58CJ4jIXiIiZKENNwOXAme6OmcCn3fnlwJniMh6EXk6WQLjbzjv6UdF5ATXzluie3xbrwe+spT5cCJMj0b3mH0cFdOj0T2mxwqdT+KIyN4isq8/B04Gvk/LwUPX/Vpr+B2xbLJm1fAmFndNBdOT0QaV5ocRYno0uqcjParqdWTJhr9Ftr14j8yT+b3Ay0VkO/By9zOqeiNwMXATcDnw9iC56O8AHyLLV/EjsqTGAB8GDnJJkP8dbqerZcL0aHSP2cdRMT0a3WN6rDCJcKrDgM9lizbMAv+gqpeLyDeBi0XkLLJVotMhGzyIiB88LFAePBgjsNjEjU3srCxEZC+yAfdvB2WvAf4bcAjwv0TkBlU9ZTn15F0uS26n7nzGuY1K+MfVu4u7ueSZwKV11rU1n8iK711DF7wralBlnXP13NOv7kDl3VVTLuE+w38v4TqbckH1+Kz/3q12Vqq/6oHrYJjhfy6qd9+/LFaXnvLl4c9rwjmv+Z+844+a1a3x/DWGMPV69O9rKJ34/3P4Tg+iMk3VU/dfqV5KEYVFlcZUqef4ItfnfJeoYLcokagPmuxohdp3XKM6QYjWYz+3CYCN3625vwH3v3QePtKsbpd6VNX3AO+Jip8k88pJ1T8fOD9Rvg04NlH+BG4ct5xMvR4dYUhCHioV2UcIbGRkH6Gwka3sY1YIVO1j2Jc29jG8r419zPpe/nUPgu/nbWRsH6GwkWYfp5uVokeojln7gaGqjFnDcW00Zp0NtB1rMgwzjMes64L3PB6zhiGPsSbDXeLiMWsTPUK7Mesk9dgG02OVzidxVPU2oDJLoKoP0HLwsFoJc9T4CZWuQqziCZpUfhxjZaGqu4h2/VDVz5GFKqbqryk9GSOyxtxOu8L0aEwE0+NImB6NiWB6HAnTozERTI9JJpXY2KhhqXPieGwCx5gEfvFaEisAfjWjF32GpBI4aqoxT00COL9ikUoct+ulWXj2pq8fktXtV1ccF1wfNswsBP3z/XIrI0HXepFVCVc6em71okciybL4vmd9OP1t/5xf+9rfLFXM99pyO10z+Hc+9f+2xgsmmVS4UqbBpXL7obRzGSS85Txb3pElmtz+3xM7yqaW3PzfGe8VVEoGW+5eKeexv6+3+AhQgzp3vCI7f0bynx4taLx8aHpcjbSxj/E5pBOqtrGP4XlsH8PnxfYRqjZyIbDR3kZW7CPkeoztY1g/to9hv2L7CIWNNPtojEMonVhGMwkdNhmzNtFjeF8qUXg8ZvV6hHZj1kHJE6g8Zm2ix6xeNMaW8G9JecxqelxeJpLY2Kgnlatm0hMsNoFjGEYFSxRnGNOD6dEwpgfTo2FMD6bHCjaJs4ws1dbfNoFjGEYSM4qGMT2YHg1jejA9Gsb0YHqsYOFUU8AVd32n5J3T9cROnH/HMLrEu3/6PKN1nqVhyNQgco0M3VbnB9Vkxx7vUJoKpwrdvQF2za/Lz/dxn4/8q/sAmL3q8PyaTxQXJoxrQpwQL/wOM86SFIkbi7Z9wrgw2aXn5d9/DIArj92ncq1z1pCxW3OE4UODBm7IqXCquvCryM28sadz1NaW/7PYjGT7h1+Unbi+l0KgmryryeTM7u+Tu1gK+/KhLoOoIKi4/f/Jwr22/PYSbJpielx1xPYRmtnI2D6GbbWxj+F5bB+hsJGxfYTCRnZlH8PvULWP4G2k2UdjUoRjtDZj1iZ6hKomwwCoeMzaRI9QHbOGOmyjydSmI7EeoTpmDTfliDXp9QhLoEnTY4UV6YnzjJ/ftSQeLEvJUnyf1fY7MwxjDBRsy0bDmBJMj4YxPZgeDWN6MD0mWZGTOJ7VNilxxV3fmfh3Wm2/M8MwRkcGzQ/DMCaL6dEwpgfTo2FMD6bHKhZONWV0mScnFZ5lIVVG1/R9qEbPuUAHu014N9XUblEe79I6YPjseXhfHpKV2BTD71jj29r1xcPya/vwo1KbKTfUvA9BN+t2CyH/fs7lNuynu+hdbddXNxbIdwu45nXPycv+1We/X63YgtTv2Fjj1IZFjdBOqq3UtV712mH/X83a0Yz3b088o+471BHdV1qk86EuPSn9DPCcP7kTgJv+5IiWD4xYQ6uCRpXYPkJhI2P7CNW/32EYVhMbWbGP2Y2urbJ9hMJGxvYRqjay9HxN9xeC7xPZRyhsZGwfoWojw910vI00+2iMQz8MLY7GrGFYVVdj1jCFQDxmDXdYjMesTfRY6kMLPWZl5TFrP7jYZsw6rh6N8VjRnjirkUl4ytjEjWEYKUSbH4ZhTBbTo2FMD6ZHw5geTI9VzBNnFeMTJoNN5BjdMntkdXW6bsXRk1q5SCWV8ysdxcphlRnKdcL2/WrBoX97dar7QDmp3LqZfum+Llbr/OrHvOvprkGRZHmv3p6sjvvyC9urqy4P/dZLANj/765p9dz4d16LeQmsGmY3P6VcUPpfm8paPORS01c/bir82Usr0damT9S9zzUPj/4m1Pctkb04cSm+psGXWLjzLndD9rduz6++KL+27rJvLt6HotEWdU2Pq4XYRtZ5AITENrKJfczuKxMuosceOKGHSxMbGdtHGN9GxvYRChsZ20eo2khvH6GdjTT7uDZpMmZtokeoajL0lmszZg3bbjNm9XoM7+tKj1Ads3o9wmTGrI0xPVZY8Z44KzXHy7D8NzbZYhjGkqAtD8MwJofp0TCmB9OjYUwPpsckK34SZ6WxlJNOXebXMQxjFWJG0TCmB9OjYUwPpkfDmB5MjxUsnGqJSU2sTHKyxbed+jSMUVnYcWd+LvIsIEj2ptW4CnGunnNB2vhBC9fI0G3ctzVIuKT6JHLetXTXF7fk1/Z7xfZSm3d/4un5+b94y62L9sEngus1TH1f1O+X+gswr5m7as/90l72vd3Fd3D3/fq/uwqAr/3d+kbP81zy7EMb111LscOrnYW7f5ad6L9wJQ3/58bVmsoyrhe241+sRFvb3/9iALb87nWVa5svnwPgZ6/YU7mWfE5cVveVfRLjoFN17/8tH8rCp7zr/E9OLypvuazmORFb3raNnzSsa3pcPXgbGdtHCG1B2T5CYSPb2MesfSm1NUiEGcf2EQobGdtHKGxkG/uYtb+4jYztY9jn2D5CYSNj+wjtbKTZx7VJrEdIjVmLdzges46rx7CNWI9QHbOOq8fsec3HrGX9lsesXo9QHbP2g/tGHbM2xfRYZVV44qxkb5NJTqb430ucF8cmcAzDAGxlwzCmCdOjYUwPpkfDmB5MjxVWtifOtt1w9W44ceNy96QVoedNPAHV9fbihmEYQ1lDxs4wph7To2FMD6ZHw5geTI8VVu4kzrbdyOl3whPZ/9UrnvE/OGX7q5e5U6MRTup0EVrVZAInfEb8fMMYhdQuGh7vWhru0FFXv+5a3GaId0n1Lqx7r3ty6P3rXntvpWzBuYbOBnsLzPb6pTqhK3qxM8Bwd1XvktrrVS1Q7qYa3D7j2ppzLq2//P3H82tfOXbvoc9py1rbinHNkP8/DfRR9z+6bpcpjcrCdnyZ13R4X93fgvXDtXL3ywbl21N9qXtI3Kdk9aIhH1qVR3+FXXO6Va/b4I/S9g9noVZbzmqxS9UimB5XN03sIxQ2cinsI7SzkQtB6IS3kbF9DJ/Txj5C1UaGYRzeRsb2EQobafbRaEObMeu4egzb9IRjya7GrE30mJV1M2adCdqJx6ymx8mzcsOprt4NTxTR7XLLAlc8/9Jl7dK00GQS6JTDn5cfliPHMNYoKs0PwzAmi+nRMKYH06NhTA+mxwordxLHhVApwQLbt2uSIU4x4aRLF+FUTb15Ujlzhm19bhjDeOzx9Tz2+Hp6ovREUSU/Biqlo6+94JDSEd4X3y+i+eGf43+e6Q3yw5fN9frM9frsM7cnP3a/+sXsfvWL836Hbfrn9IL242NWBszKgB6aH54ZUWZEk9c8pd8FPQYN//zOST8/XnHjw7zixofH/5/m6TDGWET2F5FLROQHInKziLxERA4UkStFZLv7PCCof56I3CoiPxSRU4Ly40Tke+7a34pk61wisl5EPuXKrxORpwX3nOmesV1Ezhz/F7Ny6e3u0dsdvVvij5rlrLiOKPSiQ4p6+VgpUVfdkXzQRHkSAAAgAElEQVRMLzsWfmUrC7+ytb4vAariVjITFyv3F99BpPlKKTXN+3ZEir9P2z/8otwrpxMs5n/VEdvH0EbG9rFsI2VRGxneN8w+hjYyto+hjYztIzCSfQxtpMfbx9BGphjFPgIrwj6C2chpwOsxNWYdV4+pMWsvoclYj6kxq9djaswa9q/NmDVkFD22HbN6PXamSdNjhZU7ibN1Y3JTjSv+4qvL0ZuxCT1huvSK8ZMy8eGfk9opK77XMIzVSfjv9cWOBlwAXK6qzwKeB9wMnAt8WVW3AF92PyMizwHOAJ4LnAp8QES87/wHgbOBLe441ZWfBTyoqscAfw28z7V1IPAe4MXA8cB7QsNrGCuFjvVoGMYYTECPZiMNY0RMj1UmMokjIjMi8m0R+YL7ufXMViPWBc/0J194fM1PPMRJk8PQqTCEalgYVeiZY2FWy4uIPFNEbgiOR0TknRPTlLG26GhlQ0Q2AS8FPgygqntU9SHgNOAiV+0iwCcuOw34pKo+qao/Bm4FjheRzcAmVb1GVRX4WHSPb+sS4CS34nEKcKWq7lTVB4ErKYxop5gejYlinjitMD0aE6VDPa4FG2l6NCaK6bHCpBIbn0M2o7XJ/exntt4rIue6n98dzWwdDnxJRJ6hqtXMTCn+j/3h/36o/P/rlVkipWnP85JKJhxProw6GdXke0/z78YoUNUfAs+HbHIUuBP4HJPS1Ais/1amucEvPun6PDwb6SCMU4jiVjWYPvdJ3mbc/aXEj+58pjdwbRbMik/uVk3adsQf3grAwh8cAsCB8lDRL9emTwrXaziVX5fAsRd9h7DNWZcAbobhyeWKvhVz7XO9+Ub9aoRCTW67FAeLyLbg5wtV9UJ3fjRwH/BREXkecD2ZHThMVe8GUNW7ReRQV/8I4NqgrR2ubN6dx+X+njtcWwsi8jBwUFieuKdTVoIe978le5d3Pr/hDT7syWss1KV7Z5Mh5v5aT0o/h6RCqnxTP/4Nd/LmMKQqeyG1n3hgmzj3UlV1RS5RcZ20E9fEJbbU8KL/VXU5mdJej2uelaDH2D5m/fYvaPUFym1k4n33NjK2j2GbsX3M2sxoYx+hsJGxfYRmNrIuoWpsH8OyNvYx619mI6fYPsIasJErSY+QGrOOp0eojln7wX3xmHU2eMFiTXo9QnXMGiYDbzNmrduUo5f4DrEes2vNx6ymx8nrsXNPHBE5Evg14ENBcauZrcYP+4+HoG/fHz2ohx41i/7lIfDm/fPLw8KIpo1Uv8aZhJrW72mMzUnAj1T1J0xKU8baot3Kxv2qujU4QoM4C7wQ+KCqvgB4HOeGOoTUv8i1pnzUeyaJ6dHoFvPEGQfTo9Et3dlHWHs20vRodIvpscIkwqn+BngX5QXy0swWEM5sNZqNEpGzRWSbiGy774FgkvY/HgLf/zn4xtNLEzghYRjRNDFt/TGmnjOAf3TnY2kq1NM8w7c0NFY3HcYY7wB2qOp17udLyAzkPc7dFPd5b1D/qOD+I4G7XPmRifLSPSIyC+wH7Kxpa9KYHo1OsZw4Y2F6NDqlYz2uNRtpejQ6xfRYpdNJHBF5JXCvql7f9JZEWfLXr6oX+hm1Qw6aSVUZyrR6pnhvm2FJjbsICatLbGysHERkHfAq4NOLVU2UVTQV6mmO9WP17cgrH+LIKx9iMBAGg3TIg99ZxtcJD5/Vvz+Q/PD1U7sG5F9Uhmf/9z+H+Ps3zMyzYWaedb2F/PBlqR2o4uz95R0ABtGRfnZM/F1mZJAfHr8rQsgMg8Yu5kuJqv4MuENEnumKTgJuAi4FznRlZwKfd+eXAmdIlr3/6WTJ4L7hBniPisgJLnb4LdE9vq3XA19xMchXACeLyAEu1v5kVzYxplmPh379fg79+v2lEU2xk5Q/gtFOvCVnaTQU1Q93qqrUL9r3O1D5o27XJwbBka+iSfWIi1KkrsVlqd9D6loN4U5VjXe+MibGNOsxto8pG1nYu+H2MbSRsX0MbWT+RRP2MGUzPbF9DG1kbB9TNjJkuH0cjGQfgaH2MbSR02ofYW3ZyJWgxy7HrKF+h+kRqmPWlEY94Zh3mB7bj1nH02NqzBoyTI/TqMnVoseuc+L8AvAqEXkFsAHYJCIfx81sufiyJjNbnTNtOXLahFC1zY/T5HtO2+/DWJRfBb6lqve4n5ddU8YqoNsV/XcAn3ADuNuAt5ItFFwsImcBPwVOB1DVG0XkYjKjuQC8PYiD/x3g74CNwGXugCwB3d+LyK1kqxlnuLZ2isifAd909f5UVXd2+s2qmB6N7jEPm1ExPRrd070e14qNND0a3WN6rNDpJI6qngecByAiLwP+QFXfLCJ/STYb9V6qM1v/ICJ/RZbUagvwjcWec8t39yoXbNsNFz+Szemevgm2buzk+0ySYdt7h2WTnGSxCZwVx5soXFOhmOHtRFPjMPj2Te7s2YvWDRMU+1n9mUSSxYH7Yy1umTtMfijRqkG44uCTw+UJFWtWGMIky7MNMqbFqyoAMzXPKZLDDUp1U4SrF3MuiZzvXz/o57xmf7LvOedEAA674OpF+z2UjsMyVPUGYGvi0klD6p8PnJ8o3wYcmyh/AmdQE9c+AnykTX/HZGr12L/xluxEhqcWCB28xGfn9e/C8NzjJa+T+NUpeaT4F0tKH9EN1edVO5o4TyZZrvk5v89/z1SCynKVxdD871P2ufs1L86vbfzcdYk7mjTarR5FZH+y3ITHZq3zNuCHwKeApwG3A29wu2MgIueRbYnaB35PVa9w5cdRDFC/CJyjqioi68l24jgOeAB4o6re3t03aMXU6rGNfYTCRraxj1DYm9g+QmEjY/sYn1ee44S0FPYxrJ/C28jYPkJhI2P7CGPYyI71CGvKRq4APUKbMWvJCyXS5CB4T+IxaxM9QrsxaxM9xn2Gsr7i55QTjDcfs84FSY/jMavXI3QwZjU9JpnIFuMJ3gu8XES2Ay93P6OqNwJ+ZutyyjNbteSTENt2I6/bgfz9I8jHHkFed2c2qZNgpYUSjdrfeItxY2UjInuR6eazQXHnmjLWINriMADTozFButXjBcDlqvos4HlkO4b6XWK2AF92PxPtEnMq8AG3uwzAB4Gzyf6BtYViK9SzgAdV9Rjgr4H3jfitx8L0aEwMs4+tMT0aE8P0WGFSW4yjqlcBV7nzB2g5s9WYq3fDfLHwpvOaeeVcvRtO3DhVXjmpLcWHEXrljLLl+GJ1LZxq5aCqu8i2pQvLJqcpY+2whoxdV5gejYnRkR5FZBPwUuC3AFR1D7BHRE4DXuaqXUQ2Rns3wS4xwI+d+/fxInI7sElVr3HtfoxsZ5nL3D1/4tq6BHi/iIiL+V8yTI/GxDD72BrTozExTI8VJjaJsxSccvjzuOLSa2EOdI8rnAH51KPQV5gT9NNHVCZylmsCwz+z7vl+smYpwqpsIsfoksNOuxmAOz/73LxsdiZzy9SEq7WnP8gcAmcSrqV1+DYlSLLq71vX6w9tx7uYNnlGWD+Fd4v1rqj9RKxH6jm+bM71Mwyn8i6poZuqx7f/1rOzkNsvXrDf4l9gCD6vq7E62fLbhVf6Lf/vi4BkJBHq3ql8IaQmLCokj+RIvUT+dY5DmZKNBddqtFYbMtWCdEiYuv8GiWHjG+Pkz8HnjtMKrW753Ij9orUeDxaRbcHPFwbbqB4N3Ad8VESeB1wPnEO0S4yIhLvEXBu05XeJmXfncbm/5w7X1oKIPEz2j7f7W32LNYK3j1DYyDb2EQob2cY+QmEjY/uYaiu0d02e08Y+QtVGNrGPUNjINvYRRreRZh9XP/GY1esR2o1Zm44l4zFreF9XY9YmeoR2Y9bw53jMGoY1xpoM2x53zGp6TLNU4VQT45RXnYB+5kj0Nzehb9mE/ptN0FekD8xr5pEzhTT1qrFJFsMwJoa5pxrG9NBOj/f7HVvccWHQ0izZdqkfVNUXAI/jQqeGMGyXmLrdYxrtLGMYKxazj4YxPZgeK6z4SRwg87T5i8PgfYdliY3nBJ0B5iQLqUowbfli6vozbX01DGMVoNFu0oschmFMkG71uAPYoao+y/IlZJM697jdYWi4S8wOdx6Xl+4RkVlgP7IdOAxj5WP20TCmB9NjkhUdTuUp5YvZujELoWqQE2fawolSu1X5z64ncibRpmFA2SU1lZnf06upk+/MkbhWuKRWXVmb7aLhn1zUzbP+96ou2gOdKf0c7qbhz+ddm2FfvCup/yPbC543Q7mfoRvqjPjvlX1ukIX6LzQOa8jYGZDchsmdJ72wffVU6FTt7lJacy2qU3pe5OQRVqnz/6htc3j4lrjGUllcGu1YNWJI11A60qOq/kxE7hCRZ6rqD8nyUdzkjjNpuEuMqvZF5FEROQG4DngL8N+Ce84ErgFeD3xlqfPhrFS8jVwK+wiFXWpnH8HbyDb2MXte2YbNB236vsT2EQobGdtHKGxkbB9hgjbS3uY1QRs9puqVdq6KrpXDGstj1ua7TJXHrKWdVSNNNtEjVMesYehTPGZtosewfdPj0rEqJnEqbG2e0Hg5J3KaTqLE+XGG3vfxh+ALj8Mr94Y37z+0vSaJlQ3DWAOYUTSM6aFbPb4D+ISIrANuA95K9m+Ri0XkLOCnuO1PVfVGEfG7xCxQ3iXmdyi2GL/MHQAfBv7eJUHeSba7lWGsHsw+Gsb0YHqssGomccbxLFmqiZxhnjbD+t3KM+fjDyF/eF92/tVd6LW74f2bh7ZrEzjGpNj00U35+aNve7h0rbQq4VYAUqsffnXAJ2ILPVwkWsWY7VVXCVKJ4PzqRapNfy21solb6VgYzFTqLLhVj9lEkkWfOM7XD71tfHK4PPFjsJrh66VWT7pmLbmdrmWOvjj7H33bG1xBw0wnFSeWpl4wUi2q1Mu9fFLeBI0emH72KOSPCdpxf0PyP1lBAvU8mXpdcudRutGhHlX1BmBr4lKrXWJUdRtwbKL8CdwkkNEObyNj+wiBJ00L+xiWxfYRqjYylbw4to+pa03sY1ivjX2EwvbF9jGrNyjVSXnEdo3Zx7VBSo9xYmNJjEE94VgyHl+GdduMWUNvm7jN8FpFk4FnTjxmXQi8dGJNzpS0Vh6zhgnG4zFrOK6d9JjV9FhldeTE6YDlDC2KJ1T+ZvO+cMad8PGHOOXw5y062QNkHjgEY8rPPJZ55gzBQqkMY42jZN65TQ/DMCaH6dEwpgfTo2FMD6bHJKtqEmcleZeEfS15xnz8IX6fbyFf3YX84X1cceTnOEN/wDs3H5nXLd2/bTe86x745i4g2k7CTezEzw0nhgzDWLtYojjDmB5Mj4YxPZgeDWN6MD1WWTXhVJ5xw6p8G5Mk1X7e5394BMgmYhSQO/q8je/DBkG3HQFbN2Z1t+2Gt+5E/mlXadbR3wdkuXESz7EJHGOSbPwf1+Xnj77tWUDhUpoKp0pRlzhuLuGKmteLXMJTbuOpNvPkbq4sdA2P79vdn8vP1/UW3POy+fC5IKHb+pnsfL3Mu35XXVLn3P0zJRf2sptqKqlc3KeRWUPGbi0ze+W27OQNLwLKYVKNUtGm3re4rC4xchiKVJP4sfZ9bBRZlaik0WepunN59wmOE9fyH4PvEIdf1f0ta4XpcU3gbWRsH6EaTpWiLtlxG/sY3peyKfG1fqBVbyNT93kbGdtHKGxkbB+zvpfDqLx9hMJGxvYxu1b+zmYfjTbEegToOR0NBtm7O0k9QnXM2kSPUB2zNtFj9rzymNXrEapj1vDvRTxm7SVSAUxszGp6rLCqPHE80zhJ0TTvDYcV/3gsbf4xr9mOWwDbdiOv24Fcnk3gCMWRj1dft09tcmPDMAxb2TCM6cH0aBjTg+nRMKYH02OVVeeJs+J5+4Fw+a5SWJQCzEm2ZTpkkznzVHJH5j/vy9CkxmDeOMbSsfGTBwDwxJseBIiSwy1+v68zE6xm+POZmuRwgwbL9uFWqgPXrXw1JLj/hp8dAcBTXn1T9nnNfkVf3PdZ3xu+muGvhauKxYpFdTUjtYrh8asZdXVasYaMnQFP/UL2zv/0lZH7ZvhZR6JOyUNlyDVJLBflHkC172B40SVXvTdbVTz6XdfkV7Z/dGu5f209enKPnCGPHtYtvxN6cn/2ETA9rili+wgECY0Xvz+sE9vFce1jVr/nPrOfSx48ro3YPkJhI2P7CFUPnPCat5GxfYTCRpp9NCaF1yNUx6xN9BjWS+kw1mToDd5mzDoI3st4zOr1CNUxa5gEOR6zhh5x8Zi17PVWHrM20eNi9RpjeqywKj1xYDxvnC6T/oYhWnEumnjrcI8eUv7fokfOoJ8+otg2/cSNMJe9z+E7nZ//8SGd9d8wjFWKtjwMw5gcpkfDmB5Mj4YxPZgek6zaSRxgrAS+XU3k1D2/cm3bbuQ1O5D7shlLhez/0Ac3FxM4AFs3cs6ef80XOBp9yyb0fx6J/uUh6C/thf7lIYuGUZkXjmEY0vIwDGNymB4NY3owPRrG9GB6TLMmwqlGTXbs7/mbzfvyi9zJ1ziCy+TozvpV6dP598FCObfNsLfxZjmImzmIX3ufa2PrRsuBY0wd+/5DFvKw643PBqCXCL3wYRUzNWEZId591LtqphIU566pQZN5UriEm/mscw0Nw6E8Lz78JwD8xP28caZwO9179kmgcDcN3U59UjjvkrpBwnCqhVJ/Q2K3034w1x5f2/6BF+fnW/7tdbRmDa1YGLDh8+4d+fUX5WXe/dvrMOk23qQs+Dl3Qfevbviejxl61D90fvjFVIiWf57vQ/LxcVBycNoyNOuec04E4LALrq65cQimxzVFbB+haiPDxONNbGRsH6GaELUUuqFRnTHtIxQ2MraP4XlsH6GwkW3sIxQ2MnXN20izj8ZieD1Cd2PWMAQxHrOWNBqNWUvj2kiTs0H4faxJr0eojlm9HqE6Zg033ojHrOGGHbEmTY/Ly5qYxBmLjz/E77MdgK3cA0qnEzmeKy69FnlVIbB8/Ngny4ETeuJQnQAaZ1cuwzDWJmspAZxhTDumR8OYHkyPhjE9mB6rrOpwqpCRQ4i+8DhQTKr8Ind20p/KhIvbecp74fhjAeGd/+Xnk22EeXbaJCu2yR7DMACLMTaMacL0aBjTg+nRMKYH02MF88RZjFfuDV/dlb8TXyPL/N35Dk8nboT1gj5RfvsuYQs3y0HAjrxssTw7NkljTBuP/GxfAA49qtiFo+/cRf3OLjOBi6gP6Zib6bufNbhW1sigJjwj5Y7tM/yHO0L5eoUr+qBS/4GzszCJY2cLN1DviurvL7mkxu6qCZdU724afvd4t4HQJbXv+uLr/9lJl+TXPnD5ywB4+KuHwZ8X5bWsIWNnFKy7Zy4/3+PDkxpFOSV06KOVeuE1f1LzguXhWxoUiWtSSz9nP5RDnna/pgglhH65e+HfhEoYVd1LH16T0kftfcHzHnnBHgCe+LPs78VBNw7gH02PxnC8fYTCRsb2EYq/+7F9zMq09BnSxkaGuzZ6Oxjbx/BabB+hsJGxfYQgjCoVghyFUYW2z3/31A6Svl5sH6GwkWYfjTbEY9Z+oKF4zBqGIMdj1nH1mNUvj1nDOvGYNdRvPGYNtRaPWZMhj4mwxnjMmtqxLtZjWD/WIwCnVL5yGtNjhc49cURkg4h8Q0S+IyI3ish/duUHisiVIrLdfR4Q3HOeiNwqIj8Ukab/O1sz0qTLm/cvJQ1+592PTmaL7q0b0U8fge7nB7EZJ3B3sno4UZMKrYrxZWGyZ5vsWRmIyP4icomI/EBEbhaRl4jI80TkGhH5noj8TxHZFNRfEj0ZKxzN/n3b9DAyTI/GRDA9joTp0ZgIpseRMD0aE8H0mGQSnjhPAr+sqo+JyBzwdRG5DHgt8GVVfa+InAucC7xbRJ4DnAE8Fzgc+JKIPENV+8MesOS8ef9S0uC2EzipSZ9hHjPySPu3r0l/hk36hFugG1PLBcDlqvp6EVkH7AVcCfyBqn5VRN4G/CHwn6ZVT1t++xsAPPS/tuRl2iDBaZ4ALijz96WSwzWhuK96LfTA8ax3Sd5+0X2Hcn23muFXHIOlAl+2QeZLP0N5pTBmXmdKP4d1H+7vBcCBs49V7vu3T78qq3+08ht/PrT5MmvI2HXIitfj0/5DkXT3lg9lSY4llaRRy94opTq+bMlGTGXB7nhVza9Qqv1s5mlUTfhaXEpce9L9ZVo/qFzbc2TmkXP3kcA/Nnl24plGE1a8HrcEtsXbyDb2EQobGdtHaGcjy/eVr41rH7N+lsu8fQzL2tjHsL7Zx6lgxesRqmPWJnqE6pg1vG8pxqzrg0ThsSZLHnHRmDXUaDxmHVePUNWk1yPAtUNbjzA9VujcE0cz/P+tOXcocBpwkSu/CHi1Oz8N+KSqPqmqPwZuBY7vul8js203/O3O7HPbbnjXPVzxm//E2/S7/Ll+jV/V24beesVd32nntXP17my2keJd/RxbSlWGTf408cZJ1TOmG7di8VLgwwCqukdVHwKeCfxvV+1K4HXufLr1ZEwVtrLRDtOjMUlMj+0wPRqTxPTYDtOjMUlMj1UmkthYRGZE5AbgXuBKVb0OOExV7wZwn4e66kcAdwS373BlcZtni8g2Edk2z5Px5ca08jjZths5/U7kLx5AXrcDefUO5O8fQT72CGdwC1u5h9/nW7xNv5vf4idu6sKdhpVxzS6gmMC5iQPynbDCEKhRwqHCJMgpbHJnajkauA/4qIh8W0Q+JCJ7A98HXuXqnA4c5c4b6ckwAGTQ/DAA06MxQUyPrTE9GhPD9Nga06MxMUyPVSaS2Ni5wj1fRPYHPicix9ZUT/moVebRVPVC4EKATXLgWPNsjZP/Xr0bnlRE3VbfQWeVwmPmDdzCGy/dVdkGHIDfvRu+sosrXns3p3z21OHP+vhDyFXlHaqezYM8Wx/gZjlo6Jbicfmw7+Unf1LXLZRqqpkFXgi8Q1WvE5ELyEIR3wb8rYj8MXApsMfVb6QnETkbOBtgA3tVbpgUYaKzoi9Z92ZS4RxRnfi8Dd4ldcHPXSf/0K8D4gTFWcXQTbW4FiVpDOpUExs3C6fy9BK+o1ceuw8Ad/zxyQC86998plJnkP5iVRRzT23PqtJj9uyooBy7mNXpuQSOKY3mYVU1D2noil6Pf3accLh6qVnoVFCxrQ7cbd7l/pHfeEl+6Z6Xz5frNm3b9DgKq06PsY0M7V0TG9mZfYSEjVyXnxUJUZvbx+y+heHXGoRveJrYR6jaSLOPE2XV6zHrT/Mx67h6hHZj1rlAO7Emk8mLIz2WrrXQI1Q16fUI9WPWRpgek0x0i3HnRncVcCpwj4hsBnCf97pqOyhmZQGOBO6aZL+g4cTFI33Q9HvjJ1pymV29uwi9+vhD2eebdiCfeQx5cIB85jGueO3lwJCJlmgrc3HHWXwv72/ogdPYu2cRbAJn6tkB7HDebACXAC9U1R+o6smqehxZxoUfBfUX1ZOqXqiqW1V16xzrJ9h9Y6rRFocBpkdjkpge22J6NCaH6bEtpkdjcpgeK0xid6pDnAcOIrIR+BXgB2Szr2e6amcCn3fnlwJniMh6EXk6sAWoZkibAItOYHzsYaCYUIHqO6JAbx1wy5PIq3Yg/+UB5A/vyz4Dzxog88gZNtHyyr3z9kI283gyRCsOjRoWKrXYd7QwqulGVX8G3CEiz3RFJwE3icihACLSA/4j8N/d9WXTk7GyECzGuC2mR2NSmB7bY3o0JoXpsT2mR2NSmB7TTCKcajNwkYjMkE0SXayqXxCRa4CLReQs4KdkcZGo6o0icjFwE7AAvH0pM5PX5pd5tMZVzn0qoEfMIp95LC/X4JPgk1+ucQN88/7o/3oMuWp3aSLnbvbm4G27S6Fai03MDPPYaZr82Jg63gF8wmX6vw14K/AWEXm7u/5Z4KOw/HpalEsPyk/ltPuBwgUzdDvVKIt/Kpt/qqxJ9v+6tnym/9lwN42a7P+xS+oGWQjqDc/w34v8YgeJ+fSB+yvz1x95bV52ONmuQkf9afb5sWt/Pb/2pgu+WGljUdaQseuQ1aNHYPOV2e4Sd5/s3t3Ezk75DhuJ96WXDLEa/mLp2O9c6nl19eOLiV2mmvQpuG3zZeWh06ZPXJOf73/zcwH44e9taNK5MqbHUVhVevQ2MraPUNjI2D7G56mfoTv7CIWNrNuxKhVm7G1kbB+hsJGxfYSqjRwEuvI2MraPUNhIs49LxqrWI1THrJrYCa7JmLXpDnJ12o7HrE30CNUxq9djWK+NHrOy8pjV6xGqY1bTYzdMYneq76rqC1T151X1WFX9U1f+gKqepKpb3OfO4J7zVfXnVPWZqnpZ131qQtKTJeG1F3vkAMiPF0rXShM4L1iHHtBDX7cPvH9zfSf+/UEQ7tbWg2O5Hzn9zixUi/LES7g9+LAQqzrMC2dloKo3OFfSn1fVV6vqg6p6gao+wx3nqhb/NJoGPRkrA1FtfDRqL0tq/20R+YL7+UARuVJEtrvPA4K654nIrSLyQxE5JSg/TkS+5679rUiWbcWt1n3KlV8nIk8L7jnTPWO7iJzJBDE9GpOiaz2uBUyPxqQw+9ge06MxKUyPVSaS2HglU0r++9Q52F7MToaTM3VlpfJT94XfO7B8cdtu+PQjLivypsLL5uogsbFrYAZYeELpXb2bU151Qt5EOIHT+PsYxjJz0IXFzPxDp20BioSopdWGPHFctgJQ8mKpXZVYfDUjtRo5GDHxqu/XXM0qSL5iGCbIa/G4w//i6qHX5v5pW35+ybMPHVovyWRih88BbgY2uZ/PBb6squ8VkXPdz+8WkecAZwDPBQ4HviQiz3CrcB8kS2J4LfBFspxqlwFnAQ+q6jEicgbwPuCNInIg8B5gq/tG14vIpar6YOffbhWyzyevzU5O3pp9hjKc0VKZJLx0cq+bUEMj6ilf2XSNS9AZbSKaJu+zJs7r+ivl3wHAPp+6dmj1wbduBGDLbxVlP2nQrVfUsJ0AACAASURBVLUWy2+k8TYyto8Q2KzIPkKwal7rSdPcPg4ra0NsH7M2Yy/U8O+Gs5EtH9fERpp9NPs4CrEeITFmLSUfL49Zx9UjVMes4+oRWo5ZTY9Tq8eJJjZeqeReOWfvD1Tz4AzbACP0zFbIkoafGO1YtW038ro7kY89km1X/roduZcNJ26EGTeenAHmBJ2BmQ0CJ24cGg6V2qHKJm4Mw1iMLmOMReRI4NeADwXFpwEXufOLgFcH5Z9U1SdV9cfArcDxkiW936Sq17jVuo9F9/i2LgFOcqsepwBXqupOZwivJDOkhrGisJh/w5gezD4axvRgeqxikzg1nPKuX+KveSG6ZQ49agZ9braVmzJ8YjKfyDl1L/QzR1a3Hb96N8xrkSx5ntwDJyOf4kXPPxh910Hop49Ib19OfUiU5bwxDKMWbXHAwSKyLTjOjlr7G+BdlDfCPExV7wZwn3755QjgjqDeDld2hDuPy0v3qOoC8DBwUE1bhrGyaKdHwzAmidlHw5geTI8VLJxqES6To7ns1qPzyRL93buRzzxW8sop5cn5pb3gDw6sTrq84ifwvT1w9GzmYbPHtTBH4a1z9W7oK6KgfYWdg2oolmNYmFRYHufMMYxp4rEnsqRTB+6zC2if5G1dL3MHXdDqXHTbhMh1IVpzvbJLeCk5nE8AV/Ovqn7ukhrYClc2k3Bl9UnzBm19WEeg5Yr+/aq6NdmOyCuBe1X1ehF5WZNHJ8qGzY/HTpBt7jGastslZNsQvJMz7l2PExxThDrpwIU+dfC6ao2buDRaXku04+PjfdlAKpeKguSDs49UAueOMQ8bwxPbR2iXmNjbR6jayLYJkevKYvsYnreyj1DYSLOPZh+nDK9HqI5Zm4ZFdTVmbaJHqOqwlES8zZg16G+syTDx+qQ1aXqsYpM4DcknQt6/GT3hIXjP/cguLf/m10l1AmfbbjjzTmSnq3nLAnrUDPzrvas5cU7cmE3woDAn1VAsFs+Fc8Vd36kkP463JjcMwwC6HMr9AvAqEXkFsAHYJCIfB+4Rkc2qerdzPb3X1d8BHBXcfyRwlys/MlEe3rNDRGaB/YCdrvxl0T1XdfbNDGOp6PifVpLtEroNuFNVX+ni8T8FPA24HXiDj8UXkfPI4vj7wO+p6hWu/Djg74CNZDH/56iqish6Mvfx44AHgDeq6u3dfgPDWEbMPhrG9GB6rGDhVC3Ic+W8eX/40THo6/ZB9xX06bPoWzahn4nCnj7+EPLqHfkETp5L544+XLsb7lsoP2DrRvTTRywaQgW2s5RhGGPSIr54sRUQVT1PVY9U1aeRJYD7iqq+GbgUONNVOxP4vDu/FDjDZfB/OrAF+IZzYX1URE5w8cNvie7xbb3ePUOBK4CTReQAt5vAya7MMFYOHeoxwCdu9PjEjVuAL7ufiRI3ngp8wE0AQZG4cYs7fPx+nrgR+GuyxI2GsTow+2gY04PpMYl54oxA6JUzlG27kfPug37Zd8rvWiW3zMMt8/BPu9D3HZJNDEE2cVMzedOkbx7vlWMTPsY0sudH+2Ynz9s1tI531QzdR2edu6h33ZxNuFyniDP6p7L/D5zbaFi3711mXThFeaes4c/O2xA3Vx4aloSbqmcmurbrtS/Or+312euGPm8kJu9U/V7gYhE5C/gpcDqAqt4oIhcDNwELwNtdpn+A36FY+b/MHQAfBv5eRG4lW9E4w7W1U0T+DPimq/enqrpz0l9stbHXHdm/2R8/JninXehRbyYry3erotswqqGEbcfvat1zS3WlVFYKofLntbt9VEWiv/iCrOWvfbvmvhHoUI9B4sbzgX/nik+jWAW8iGwF8N0EiRuBHzuNHS8it+MSN7o2feLGy9w9f+LaugR4v4hIuH2wMTpt7CMU9iy2j9DMRqZ2vIl3wxkE9qrOnhY787SwjxAEIjS3j1DYSLOPZh8nRa5HaDVmnQ3Cm9qMWZvosWn9VnqE6pg1kQrAM5O4ZnoElkiPNokzIotOjly9O5/ASQXI5Xl0BiDvui+r4ydyxuhTm58Nw1i7CJPJwaGqV+HcQ1X1AeCkIfXOJ/sHZly+DTg2Uf4Ezqgmrn0E+MiofTaM5WYEPR4sItuCny9U1QuDn33ixuBfH+XEjSISJm4M9033yRbnaZi4UUR84sb7W30Lw5hCzD4axvRgekxjkzhjUDuRc+JG0CKLkVKeRAwndlRBzr0Pfdb6sbxwDGMlMfOEX8l3Kxc1dcPVDM/CILuj5KWTrzgMTxI3KunVD5+AsV+5VkecOK5Xs8Tw1j//fH7+qc8+pdVzFkMGtmhuZMw8mX2mEvjmiYLDRTfnieP9LkIvHe+dU+uTEe4IMIxOXk/fwarnUN73mueo66gG3/3WszKvpS1f66J/BS31OK2JG40OiO0jtLOR3j5C4BUQ2cf4fBT6uZfO5OwjNLORZh+NSeH1CN2NWWdLXt2jjVkHkWdMP9BhrMlBKUFxc02mko+bHqcDm8QZk6ETOVs3onsJsisY2DJk8wvcAPHq3SNP4ngvm7gveR4fwzCMkHhm2TCM5aNbPS5n4kbDWPmYfTSM6cH0mMQSG3fA0EmSX90bqC5nCWS/+V7wXg7ZjWqcvtjkjWEYdcig+WEYxmTpSo/LnLjRMFYFZh8NY3owPVYxT5yOSHrCvH8z+sAO5Krd5VCqHrBO0D87GL77ZDarc/qmkbxwbKLGWKkM1pfH+5Jw8faJ4ELXcO+mmnJXbfX8YGp1YZCFR3j31lQCx76b857XmfyaTxTXy5Onhm6n7tPHYQQJHGdcXErKbTyVzNHz409men/6GR0lK7d/chmOwTp3UnLB1tJH6n3x4VetExxP8N0L/5ZobdJiV8fnWG0a2tXPbtjxH04E4Mjzr27bxcWfMRkmnrjR6IbYPkIQxhHZRyhsZFf2MWw/to9Q3QSgH6wJextZsY9Q2LfYPkJuIyv2EWqTHXvMPhqTookeoTpmDXXY1ZjV6xGqY9bSphzRmDVMbFwZs5bMfnnMOhPEUVfGrA30CB1p0vRYwSZxOiaezDnlq7/Gs3mAv/nN6zOR/Mv1sHOQed2Mmf8mNYFjO1EZhtGUSSSKMwxjNFZL4kbDWA2YfTSM6cH0WMUmcSZEOMFysxzEKR8/GehmksW8bwzDGBtlkcyzhmEsGaZHw5geTI+GMT2YHpPYJM4KY7EJnDDR8hV3fccmfIxFecZxR3Pltk+3uuflvfEXYPf/Qfapz6/uwuGZSeym4d1U181Us+vHGf6bZvqP3dNDN3XvprrgXFL72q9cGzg/zzDj/6CB23hO0E3fwkwisHe/L2V5th5820sAOOAj19R9rUWxlY3pYxQ9wvia3O+27H17/FnBS+GjqRIhSepDHGey+zSx2UVqp6uxqYuO6vJx8c5VQbyYH0seev08APMnF5tEzf1TuOt3O0yP08dy6TG2j1C1kaGN8DasjX2Mz4eRCt/KbWVkH6GwkbF9zPpcvlYXxlHCNdHGPsJ4NtL0OH0stx6h3Zg1TAUQazKlwzZ6hOqYNUwFEI9ZS2kCojHroGEqgJxIj1lbZU16PUI3Y1bTYxVLbLzEjDOpEt8bTtYYhmG0RlschmFMFtOjYUwPpkfDmB5MjxXME2eFEHrYhJM5i3ndmDeOMa0c8NFsRv7RNxwDwEyQ9M2frXer/Pd8/qn5tUNedQcAPaorF6MmjvPJ4PznfClxXLbW0POJ6qS4NudWOOZcnX6wrDgTWZIw8WPJKwfqkx4H/M4ffDbri2t7/g+LvvhVkAvPfw187JLEt4weia1sGAV7f/ra7OTXtg6tE3rkHPLPcwA8cPIT7mLqhsWfm0w83DTBcBv8Y8KX3nvXpNrMVyPd56DqEfGT07w3QZBI+fXHl8p+7pMD+JLp0WhHbB+hsJGxfYTCRsb2EQob2ZV9hMJGxvYxK8uuxfYRChsZ28fsmmsjto9Qn/TYEdtHKGyk2UdjHLweoTpmDd/WeMzq9QjVMeu4egzPYz1Cdcw6F7jLxmPWcfUIVU16PUJ1zBp67XzpmdXmK4/D9JjCJnFWIOZ5YxjG2KhajLFhTAumR8OYHkyPhjE9mB6TdB5OJSJHicg/i8jNInKjiJzjyg8UkStFZLv7PCC45zwRuVVEfigip3Tdp2li1AkY71Hjj2F1bIJn9SEi+4vIJSLyA6erl4jI80XkWhG5QUS2icjxQf01oydjPESbH0aG6dGYFKbH9pgejUlhemyP6dGYFKbHKpPwxFkA/r2qfktE9gWuF5Ergd8Cvqyq7xWRc4FzgXeLyHOAM4DnAocDXxKRZ6im0iSuDlLhUKO0Ed+bKvPPsJCqFc0FwOWq+noRWQfsBVwM/GdVvUxEXgH8BfCylaine286BIDNx95TueZdRdeffF9eNpu7sFZDIXz9VJK4QSpsowF5csZEAsd5dz7HQva8kZ4Q9S2VRM7h3VVnqLq3+mtn/4fP8c2PNXzwGjJ2HbKq9bjhtnX5+RM/9+TQevcd797B+UwDvdniK/kQqVTixyUnD4tyfZEwLMpdcv3UIByySGjsS2q+S6Df3JvdyfhHb5yBLzXs6xT8ulYgq1qP3j5C1UaGdsPbyIp9hPy9iu1jeN6VfYTCRsb2ETqwkWYfp51VrUdoN2adLaUJKI9ZQ83FY9Zx9Riex3qEDsesDfQIVU2mwiEXxfRYofNJHFW9G7jbnT8qIjcDRwCnAS9z1S4CrgLe7co/qapPAj8WkVuB44Hxtl1ZIfiJlzrvmqbthJ/hfTaBs3IRkU3AS8kmQVHVPcAeyf51tMlV2w+4y52vaT0Z7ZiGf2OvJEyPxiQxPbbD9GhMEtNjO0yPxiQxPVaZaE4cEXka8ALgOuAwN8GDqt4tIoe6akcA1wa37XBlcVtnA2cDbGCvyXV6ieki/Ck1SbPY5JCxYjgauA/4qIg8D7geOAd4J3CFiPxXssn0E1391np66lOfGl821gIKDMwqtsT0aEwG0+MomB6NyWB6HAXTozEZTI9JJjaJIyL7AJ8B3qmqj4gMdQ1LXaj8n1LVC4ELATbJgSv2/2Q8qZIKgRo2sZPanWpYPZu8WTXMAi8E3qGq14nIBWShiPsBv6+qnxGRNwAfBn6FEfS0devWZdXTMz70AADb/3hTXvaUAx8BoO+y6x+41678Wi+aju8kZAq/+4Z3Pw3czV1Z/pnYhWN+kP0pnZsJdgaQ0XYe8KRcwpvQxk11zC6uRVa9Hp/+j4WL+M3nHJyd7OPCIcJvs7d71+t2paqRY3JXqgkgiVCp4mJ2TXrZNQ0GiXH9ZG9TS4Na/mzzLU2PrVn1evT2EQobGdtHKGxkbB/Dsq7sIxQ2MraPUN0Vx9tHKGyk2cdVyarXI1THrF6PUB2zTlKPWRvlMWtJh9GYNdxZNR6zjqtHGF2TTTE9Vuk8sTGAiMyRTeB8QlX9HmP3iMhmd30zcK8r3wEcFdx+JIWrnbEIcX6dxbYcN1YcO4Adqnqd+/kSMiN5JuC19WkyF1Rf3/RkNMNn/G9yGGB6NCaJ6bEtpkdjcpge22J6NCaH6bFC5544krncfBi4WVX/Krh0KZmQ3+s+Px+U/4OI/BVZYqstwDe67tdKIwyHGpasuO5nY3Wgqj8TkTtE5Jmq+kPgJOAmMrfVXyLLLfXLwHZ3y4rTU//mWwD4Fxcel5fddnqWOO7IY7K5XukXKwh7zc4DUeLGiFETOPprYZ2Fwcyw6jl+BWImXCro+WsJgyLl+1J98AnjJrm6YTHG7VgLelzY/qP8/JhP7gvAT341C2FeOOqJ/Fr+6vRdYtN+Yk3IvbrSa/mi5cmIh1dp6snjPXEKj5wA54GTu2mXPIZdmXtO6nFSruIKG3Ur3VfTYyvWgh69fYTCRsb2EQob2cY+QruEquE1f97GPkJgIzuyj8PqdYHpsR1rQY9QHbN6PUJ1zOr1CO3GrE09zOMxaxM9QmLM2guvRS++hNfKWkttymF6XDomEU71C8BvAt8TkRtc2R+RTd5cLCJnAT8FTgdQ1RtF5GIyoS8Ab5/2zOTLiXnXrEneAXzCZfq/DXgr2SToBSIyCzyBixc2PRmNUSzb/2iYHo3uMT2OiunR6B7T46iYHo3uMT0mmcTuVF9n+FrUSUPuOR84v+u+rBSGTczEXjipnafatmmsPFT1BmBrVPx14LhE9TWvJ6MZAsgacjvtCtOjMQlMj6NhejQmgelxNEyPxiQwPaaZ6O5Uxug0zWkTJju2kCpjJTPzz9fn5z+nLwRgx+/uA8Dh+z+cX9u1MAfAhtks2WoXruE5rih0SR04F9FUcsdBTZJEnyhuRhYSz+6Vnhcy6eRw5Y4s3aOMlYd8PXOmfdrg+QBs/431xcW9s/da+9lL7JMDZz+Us/qGoU8ypk90MoyqLuzKdSIOq8rayjuVfQRhXzqIYrpGTcTc5vuaHo0avI2M7SMUNjK2jzB+qEZO8KO3kbF9zO7rlT5TmH00VjqxHqE6ZvV6hOqYddRw/xLRmHUQhBnGY9YmeoSqJkv3RV0wPS4vNokzpSw2KVPnlWNeOIZhNMFWNgxjejA9Gsb0YHo0jOnB9FjFJnGmlHhyxiZmDMPoFIsxNozpwfRoGNOD6dEwpgfTYxKbxFlhDAuzslAqYzXRu+pbAPRPPTEr2FqEU4XZ/rsmz/Qf+ow6w7HgXEpnA7dTXzaffxZhWH2f7n92FwBzUuTrS+7IMaQv4S4cxf1d+JWura0YjTG4Ogur2uulJ+ZFu56VuVzLjA83CuqPsUNTicRmUfkuU0m3cynVDfGvemmnrJp++nqVsCqo3bGqaKCttkyPRjMq9hFyG7kU9hECGxnZRyhsZGwfs/PMRsb2EQob2co+QsVGmn00lhKvR6iOWSepR0iMWYNXNh6zLpR0WB6z9sPtqaIxaxM9hn2ZzJjV9JhieICcMVWEuW9SmKeOYRhtEW1+GIYxWUyPhjE9mB4NY3owPVYxT5wVjs+dY544xmpk/x9mf43nX1h4uCy4HSjX9bLP0upgtDTeNIFjE/L7g6nvQV9K18pJj8vX9pvdnV9b33OrM6lEc+4xS5IwzlY2jBbsd3vxTu56ljvxnjil1zXhveJLRk4QXG6ynKC4ps28mvOeCfqZe9tUHhLUSTr3NEh2nK9KttCY6dFogbePUNjI2D5C1RaFNEmo2oTS/c6sxfYxO++VysJr3kaafTRWKvGYdSHYMT0es05Sj6U2Ij2W+1DWY3he0SNUNRl0c+KaND1WME+cFUaTRMY2oWMYxqIoyKD5YRjGBDE9Gsb0YHo0jOnB9JjEPHFWEMMmZ2zSxjCMkbCVDcOYHkyPhjE9mB4NY3owPVYwT5xloOmkS9s8N5YXx1htbNw5YOPOAY8+sT4/BiqloyeaH0vBwqCXHwOEAcLCYIaFwQx7gmN3fx27++t4ZGEDjyxs4NF+cTw5mOPJwRzzOsO8ztBH8mOgPQbao092hN/V46+NjbY4ahCRo0Tkn0XkZhG5UUTOceUHisiVIrLdfR4Q3HOeiNwqIj8UkVOC8uNE5Hvu2t+KZAEtIrJeRD7lyq8TkacF95zpnrFdRM4c/xdjpFj3UD8/6Peyw78gPYrDFalKFurU8n1qjbjDNy5hmSN/tuSHDiRIXFyqVNzfU+gpIuRH0X6DYPw2bvEd6dFYG3j7GNrI2D6GNnKpGGYfF2rsY2gjY/sY2sjYPoY20hNeG4sO9Wg2cm2wEvSYGrN6PabGrF6PqTGr12NqzBpiepyMHm0SZ4kIJ27a7C7VZmImbMPy5BiGsRgyGDQ+FmEB+Peq+mzgBODtIvIc4Fzgy6q6Bfiy+xl37QzgucCpwAdExCc++iBwNrDFHae68rOAB1X1GOCvgfe5tg4E3gO8GDgeeE9oeA1jpdChHg3DGJOO9Wg20jDGwPRYxSZxlpi6iZWuJ17MM8cwjKEoWTLapkddU6p3q+q33PmjwM3AEcBpwEWu2kXAq935acAnVfVJVf0xcCtwvIhsBjap6jWqqsDHont8W5cAJ7kVj1OAK1V1p6o+CFxJYUQNY2XQoR4NwxiTjvVoNtIwxsD0mMRy4iwh8QRNkyTFbdsctR3DmEY23PMEAA8HrpkLg2zuebbn/lInXCfrsv7XkapTt0uAv5a6b8Fl8d/dX1ep47P47zWzB4C54L4Z6dOUlHtq0x0CBEXaxRgfLCLbgp8vVNULK+1mLqMvAK4DDlPVuyEzmiJyqKt2BHBtcNsOVzbvzuNyf88drq0FEXkYOCgsT9xjdMj6+5/Iz3WwAQDxo4hlDPHxO1Wpj5+q60t4zW89lbxBy3UC/Yrf6SrZZoOdqxKMoMfhbYkcRTaYfArZkPZCVb3ArQB+CngacDvwBjeIRETOI1s57AO/p6pXuPLjgL8DNgJfBM5RVRWR9e4ZxwEPAG9U1ds7+QJGI7x9hMJGVuwjVF7vabSPYb3YPkJhI9vYR6jayOW2j2A2cjUTj1m9HqHdmLVpuFVcr4keU/ctBLtOxWPWUDPxmHVcPTbF9JjGJnEmTDzJ4idX6sKrrrjrO7WTMP66b8MmbAzDGIl2RvF+Vd1aV0FE9gE+A7xTVR8RGTqgSF3QmvJR7zGMlUN3iRu9q/i3RGRf4HoRuRL4LTJX8feKyLlkruLvjlzFDwe+JCLPUNU+hav4tWSTOKcClxG4iovIGWSu4m/s6gsYxrLTsX0Es5GGMTKmxwo2iTNBFpvAGTb5EpYvtiOVTeAYq5prs/f88cdfkBcdtPfjQLHCsa5XXQkYuL+RveDv4iRXOvzzBtorlYbX9gyKP7eP9deX204sThQrHcUqSJPv0Gqlo8Ns/yIyR2YMP6Gqn3XF94jIZreisRm415XvAI4Kbj8SuMuVH5koD+/ZISKzwH7ATlf+suieqzr6WkaAbvtefi5nnpCdrPPvZ/Au+YFQ3VBmoiT6krhUGTbFOY6HXfMXvR5T943ikdORHt1Kol9NfFREQlfxl7lqF5Hp5N0EruLAj0XEu4rfjnMVBxAR7yp+mbvnT1xblwDvFxFxLuXGUnBtMT70NjK2j1C1kYPghfU2cpLeOeHzChs5qFzzNrJiH7OOlih7rw6Sz031b7nsI5iNXBNEY1avR6j3TIvHrJP2lquOWQeVa7EeS+03GLOO+h2GYnqsYDlxJkTsaeM9Z7qcfLEJHMMwRqbDGGMX5/th4GZV/avg0qWAz7x/JvD5oPwMl73/6WTJ4L7h/vH5qIic4Np8S3SPb+v1wFfcPxivAE4WkQNccriTXZlhrBza6/FgEdkWHGenmq1zFQdCV/GUe/cRNHQVB7yruGGsfDrOwWE20jDGwPSYxDxxJkBdcmKbeDEMY1roKgcH8AvAbwLfE5EbXNkfAe8FLhaRs4CfAqcDqOqNInIxcBNZ6MfbXegGwO9Q5OC4zB2QGdy/d14CO8nCP1DVnSLyZ8A3Xb0/VdWdXX0xw1gqWupxWsMbDWNV0KF9BLORhjEWpscqNonTEYvtOtVlmzYRZKw57tqQn+oh3g3UfSZcwz11idzqrtVRV7fsPpo5Og5c/X5w7Unnpuo/54LkcHMtEsWN+h1yugvf+DrDg2ZOGnLP+cD5ifJtwLGJ8idwBjVx7SPAR5r21xif9Q9k7/ee/aKkwhC8V1L+EZCeDzMqVWlOXS7iuE6qXvJ5PvyrptFEm6k5kUqy4za6XB3hjcZy4GxkbB8hHV6cX6sL8ai5VkczG1m2j1DYyNg+QmEX29jH8HnLaR+zpsxGrikiPUIR4tibyd6radQjVMesoQ7jMavpcXn12Hk4lYh8RETuFZHvB2UHisiVIrLdfR4QXDtPRG4VkR+KyCld92fSxCFS4REz7uTLsHaN1Y2I7C8il4jID0TkZhF5iYh8SkRucMftwUzyiteUsVRoZhSbHgZgejQmRXd6XGZX8SXF9GhMBrOPo2B6NCaD6THFJDxx/g54P9nWk55zab8jwlRTt7vUYuVxO00SHtvkzZrmAuByVX29iKwD9lLVfBcQEfm/yPIRsJI1ZSwxypoydh1iejS6p1s9Lpur+DJgejS6x+zjqJgeje4xPSbpfBJHVf+3ZIn0QlrtiABc03W/umTSO0ONGn5lrD5EZBPwUrKtYVHVPcCe4LoAbwB+2RWtSE0txr63FV6Pu56zDoC95rJfw56g3oaZhdJ9C8FuUbMu21nT7P0eX39UN1d/bWEwk5fNuHreNXV9r+j3HAvusx0juak2SABnFJgeC/a+M/ucPyYKjwrONbFxVc64O1Yl7hf3IC3pOYp9aj0OTMR9SXQteF7lMW2e15Eel9tVfKkwPRZ4GxnbRyh+IbF9hMJGdmUfU200veZtZGwfobCRZh+nF9NjQaxHqI5Zm+gRmu2Qmqo7auhSPGadCe6Px6xej9l5+2e061j7W1Y7S7U7VdsdEaYW7znT5QSObRdu1HA0cB/wURH5toh8SET2Dq7/InCPqm53P684TRnLh6g2PgzA9GhMENNja0yPxsQwPbbG9GhMDNNjleVObNx4dwPJts88G2ADe02yT0kmMdEShlLVYZM7a5pZ4IXAO1T1OhG5gCwc8T+5628C/jGo30hToZ6e+tSndtrhSXDwd3fl57eduA8ABx3wGACP7i6SHq9fNw/AU/Z9FIhW+dycdSqZXKpsGKkVhHw1spTctWgdmidw3NDLvkNffDLKYq59xi1F9F3ZzLhLE2vI2HWE6dFx0PcfB2Dn1vUAyMZiRU4fi9bk9gpWHGsSGoukPGnK11Kk6hc35pV8Q9W+VCqnLgY/x+42Yd9GWWHM7zU9tsT06PA2MraPUNjI2D5CsOrekX0M28zvD70DiLTTMqFqbB+zFsr2sJ+wmSNhemyL6dER6xGqY1avR6iOWReCdzjW37h6LJHcKKD5phxej1Ads4ba62TManqssFSeOPdIthMC0mxHhAqqeqGqblXVrXOsn2hnQ3zi4qVIKmxhVEaCHcAOVb3O/XwJmZFEA+na2wAAIABJREFUsh1BXgt8Kqq/qKZCPR1yyCET6bgx5Sgw0OaHAaZHY1KYHkfB9GhMBtPjKJgejclgekyyVJM4rXZEWKI+LcqkJ2/CdlMTOLYblaGqPwPuEJFnuqKTyJJPAvwK8ANV3RHcMtWaMqYJhcGg+WGYHo0JYnpsi+nRmBymx7aYHo3JYXpM0Xk4lYj8I1kS44NFZAfwHkbbEWFZmbRXTF0olU3cGBHvAD7hMv3fBrzVlZ9B2TV1qjU1DvL1fEdKer/+EgDu3Z39+ZrduwjVyF1R9245P510KS236V3C2yY2jutk573S57wWSY/9+XrmaUPb5HWAuaeOxprXIwDXZDZy3StOBGBhn+Id1tnovWoZYVQXOpU/o8ZFPLy/UahVUXt4nbrkzF3JyPQ4CqZHChsZ20cobORS2Mf4PKyTupaqF9tHKOyi2cepx/RIVY9QHbOWwv3baLIm6jeltXHHrKEO4zFrOHZto0nTYzdMYneqNw251GpHhOWkaa6acdpfiucYqwNVvQHYmij/rSH1p05TxhTi3VONVpgejYlgehwJ06MxEUyPI2F6NCaC6THJcic2njom5YHjJ2zCiZtwMidV1zCMKsd84iEAbn/NAQDM7xskP9w/W+Ho75+tFqRW9GtXHupcBmrsR5NVhfJqxqD0vHD78Xl3Pui5+lIsTPU7jYDVYA9owxiNoy/eCcAdrzgwL+tvcO/1Xi4x4n41+ggvxfKrWXFMets08oype2ANdTmPO8H0aIxPbB+hsJGxfYSqjVwu+wihB07ZPkJhIyv2EXIbafbRmDa8HqE6ZvV6hOkesw4CHcRj1vlg7BqPWU2Pk8cmcSLiCZauJlN8O3F7lszYMIxlw9xTDWN6MD0axvRgejSM6cH0WMEmcYbgvWagfqJl1EmexSZvzBvHMIyJYu6phjE9mB4NY3owPRrG9GB6TGKTODUM856Z9PPMO8cwhtP/7s0AHPiMEwB44sDCZXPX5jkAFp6alc0SuoG6z0Si0yZJ3vy11P1xO0AltCPVdt/V7wcusXHCuLkgz19Psm8xQ0dupbayYYxJ/3s/AOCAY16clz25KdPf7oOz9/rxw4Mb6iKrnB5qExs3CZkqyVBddVn8vsa4RiTxt2Cc9k2PxpjE9hEKGxnbRyhsZFf2cVgblWsJHcft94N2vI1MJVT1NtLsozFteD1Cdczq9QjVMWv4Bsd6apoovNWYNREu3GTMmtqUI9YjdKRJ02OFpdpifNUy6oRL3cSQbS1uGMaSoNr8MAxjspgeDWN6MD0axvRgeqxgkzhjMk44lU3UGIaxfLQwiGvIKBrG8mB6NIzpwfRoGNOD6TGFhVONwagTMSnvHZvQMYx27H3JtQDMnfqivGz2iexPWv8l2fx0byb4Y+7dRp1XZ9MdM3KX1MQuAL0RYyfitkJ314GbW++7nQHCUKsms+6N3VYVGFi2f6MbNn7uuvx89uRsh9nZJzM97nphoRPtl0OmtOkOUTXV4vArrXEfT9PhoM/3pW0fTI9Gh3j7CIWNjO0jBDYyso/QzEYuhX2EwkbG9hEKG2n20Zhm4jGr1yMkxqyh/WgxZi2FNUY6mqQeoTpm7dRLxPSYxCZxlhjzwDEMY2pYQysWhjH1mB4NY3owPRrG9GB6rGCTOC0ZZxImvjf0yLHJHcMYjQ337c7Pdx22b+laOqFbtj6ggUGQKAFcKkmjLyuthkTJGZPPq0nEOnArFwOtrlmkVz+yejNiiRuN6WX9fbsAeOKgTZVr0nPvXJ5PMfDSaeC94nMJJ9/cVGH0nPIzat7/uq40Sa48CqZHYwJ4GxnbR0jZrMIWeRsZ20eoJk0N7WJ+ntBJ5Xk1cgztYmwjzT4aK5V2eoR4zCo149OURit6hCUZs4Z1OtGk6bGCTeI0YNjky7AJGU98fbFkxoZhGEuH2paNhjE1mB4NY3owPRrG9GB6TGGTOA1oM8EyrK5N0hiGMVUoqFqMsWFMBaZHw5geTI+GMT2YHpPYJE4LFvPAGTZRUxdGZRjGeAyu/35+/vBrTgTgIPdzGDqRu432nCEouZaW3UBToVZ11LmyJvuseYxHhX7rpKxj0DejaHTP4Ns3AfDQKzM9SvBKe1WkwqLy0KqUh3cchRG2mTcatUMiRKsumqq19Hx/q1+wNuxrGKZHYwJ4GxnbRyj0UbGPEIRVVIWRCu0YRl14crK/Zh+NVUysR6iOWUthTvGYdUw9Qn04ZKW/4fOiR5selxebxKkhFQLVdjImbCOeBEpNChmGYSwJqpbt3zCmBdOjYUwPpkfDmB5Mj0k63QFsNRB71ozjNZNKXOzbTE3uGIZhLCmqzQ/DMCaL6dEwpgfTo2FMD6bHCuaJswiLJSNu4k3j68STNeaJYxgd4ybqd8/PAbBhdqG4FLt99mpm9UNPVp/FP1Etd0l1N/SC4In4eXXuqiH+vn5iF4AZ6WfX3Pz7TLJXzVFb2TAmSC97XRksFFqQGR9v5Ny/Ge6q3ZQ8dCkKq8pOU7tSjfe8SWF6NCZKZB+hsJHJXWoa2Mg29hEKG5l6XhMbGdvHrMzvSlW2jzCejTQ9GhMleL3iMeu4eoyaz66FYY3RmLWtHv394X3xmNXrEboZs5oeq9gkDuWQp1So0zBPmdjTxhNOyozrzWMYhjEZ1taKhWFMN6ZHw5geTI+GMT2YHlPYJA7prcBTuXDiyZhhEz7DPGzM48YwJstBN2Yz9Y/9vFsRmClWCfzff78in1qZl0SC4soKR02SxrrExuFqZOFd02cx+sF9czX1WqPYlo3GRDnw5uz9vvNZRZn0ygkYu3wDvVdPcqzXIOlxmBSyzbVOMD0aEya2j1DYyNg+xudQ1kCcfDj0AKAmaWpdItVidb+5fcxqZfeZfTRWEl6PUB2zhjas1Zg14UUe6xGaJTau6hG8Jns1ltv0uHTYJI4jlb/GE0++LBYG1XSXKsMwjGXFtmw0jOnB9GgY04Pp0TCmB9NjhamYxBGRU4ELgBngQ6r63qXuw7Bdp1Lbgw9LSDxsksZ76NgEjjEKIrI/8CHgWLL56Lep/v/svXmcJFWZ7/19Mmvp6m6aphegF6AbaMBmaxZx30XAUXCuOhf1VXScl9HXbbzjjHDVqzMuV50ZHe/VkctVRp2LIqPioBdtwWEdbPa12RqaraFpoBe6q7u6tnzeP845kSczI7MyqyKrIque7+eTn4o850TEiaz4ZUSeeH7P0T+IyMeAjwIjwP9V1b/27c8HPogbMv+4qq5ttP2HbtvIqYV3tvMQjByigGb4ZCMP3+OTgenRaAemx/FhejTaQdZ6hJmhSdOj0Q5Mj+lM+SCOiBSB7wCnApuAW0TkclW9byr6Uy8Kp5kkxOOtM4wx+BbwW1V9h4j0ALNF5HXAWcBxqjooIvsDiMhq4GzgaGApcJWIHKGqzcUldzhzf7oOgM2nnwzArP1fqGkTwkclLZFbyjbD2H8jy1TDkNSU/VQnhSulZFhNTWyXJaqZPdnI2/d4mzE9NknfZTcBoKe+JCmTBXsr2jRrYWqGcl7jWhtlGo223+q+J4zpcbyYHpuk+voItdfI+LpTfY1s5voYb6Mpm3ET18e4rNF6mZKhHmFGadL02CRBj5DdPWt8xja6P23lnrUyFcAU3bOaHlPJwxTjpwAPq+pGVR0CLsGJPVfEgznVSYzTcugYRhaIyDzg1cD3AVR1SFV3AB8Gvqqqg778Wb/KWcAlqjqoqo8CD+M0Zhg1aEmbfo1BR3yPTxTTo9FOTI+tYXo02kmGeoQZoEnTo9FOTI+1THkkDrAMeDJ6vwl4SXUjETkXONe/HbxKf3ZvOzpTXAKwoUFdYEPDtg1YBDzfes+mnEOmugMzlEOB54B/FpHjgduATwBHAK8SkS8De4FPqeotOD2ti9bf5MsqmCw9TQLpenr/zwB4fJI70wLt/h4YU6+72L72qtKli1rY5iwRuTV6f6GqXuiXm/oenwaYHhuTfl5/+GeT35PWMD12JqbHxjS8PsKMvUZOth5hZmjS9NiY+uf0zL5nNT2OkzwM4qTFX9UMo/kP/0IAEblVVU+uWasD6OS+G1NCF3Ai8DFVvUlEvgWc58v3A14KvBi4VEQOxfTUEeSh36p6eoaba+q8mwaYHhvQqX3PQ79Nj+PC9NgA6/v4yViPMDM0aXpsgPV9/Jge08mDnWoTcFD0fjnw9BT1xTDyxiZgk6re5N//DHeR3AT8Qh0346ywizA9GVPDTDnvTI9GJzBTzjvTo9EpzIRzz/RodArT4tzLwyDOLcAqEVnpk2CdDVw+xX0yjFygqs8AT4rIkb7oDcB9wC+B1wOIyBFADy7U8XLgbBHpFZGVwCrg5knvuDHTmBHf46ZHo0MwPZoejXwx7TVpejQ6iGmhxym3U6nqiIh8FFiLm+brIlVdP8ZqF45Rn2c6ue/G1PAx4GL/RbMR+ACwG7hIRO4FhoBzVFWB9SJyKe7COQJ8pIlM/518TnZq3zu136mM83u8UzE91qdT+96p/U7F9Gh69Fjfc8IM0qTpsT7W95wwXfQo2mj+TcMwDMMwDMMwDMMwDCMX5MFOZRiGYRiGYRiGYRiGYYyBDeIYhmEYhmEYhmEYhmF0AB03iCMip4vIgyLysIicN9X9iRGRg0TkahG5X0TWi8gnfPkCEblSRDb4v/tF65zvj+VBETlt6npvTEdE5CIRedZ7kUPZ34nIAyJyt4hcJiLzo7rcnI9pfY/qPiUiKiKLorLc911EPub7t15Evh6V56bvRnvpVE2aHo3pSKfq0felIzVpejTqYXqcfEyPHYyqdswLl3zoEeBQXHbzu4DVU92vqH9LgBP98j7AQ8Bq4OvAeb78POBrfnm1P4ZeYKU/tuJUH4e9ps8LeDVuisd7o7I3AV1++Wt5PR/T+u7LD8IlI3scWNQpfQdeB1wF9Pr3++ex7/aaknMj95o0PU79uWOvSTs3cq/Hen335bnWpOnRXi2eG6bHyf/MTY8d8Oq0SJxTgIdVdaOqDgGXAGdNcZ8SVHWzqt7ul3cB9wPLcH38oW/2Q+Btfvks4BJVHVTVR4GHccdoGJmgqtcB26rKfqeqI/7tOmC5X87V+ZjWd883gb8G4qzsndD3DwNfVdVB3+ZZX56rvhvtpVM1aXo0piOdqkfoXE2aHo16mB4nH9Nj59JpgzjLgCej95t8We4QkRXACcBNwAGquhncQA+wv2/WMcdjTFv+FPiNX879+SgiZwJPqepdVVW57ztwBPAqEblJRK4VkRf78k7ouzF5dIwmTY/GDKBj9AgdrUnTo9EMpsfJwfTYAXRNdQdaRFLKcjdHuojMBX4O/IWq7hRJ67ZrmlKWu+Mxpici8hlgBLg4FKU0y835KCKzgc/gQmtrqlPKctN3TxewH/BS4MXApSJyKJ3Rd2MS6CRNmh6N6U4n6RE6XpOmR6MhpsdJxfTYAXTaIM4mnLcwsBx4eor6koqIdOMGcC5W1V/44i0iskRVN4vIEiCEpeX+eIzpiYicA7wFeIOqhi/gvJ+Ph+E8uHf5gdHlwO0icgr57zu4Pv7Cf943i0gJWERn9N1oMx2oSdOjMW3pQD1CZ2vS9GjUxfQ46ZgeO4BOs1PdAqwSkZUi0gOcDVw+xX1KEKfS7wP3q+o3oqrLgXP88jnAv0XlZ4tIr4isBFYBN09Wf42ZiYicDnwaOFNV90RVuT4fVfUeVd1fVVeo6grcxeREVX2GnPfd80vg9QAicgQuOfvzdEbfjTbSiZo0PRrTlU7UI3S8Jk2PRiqmxynB9NgBdFQkjqqOiMhHcVm+i8BFqrp+irsV8wrgvcA9InKnL/uvwFdxoWgfBJ4A3gmgqutF5FLgPlyI4EdUdXTyu21MV0TkJ8BrgUUisgn4PHA+LrP8lf7pwDpV/VDezse0vqvq99PadkLfgYuAi/w0jkPAOf4pR676brSXTtWk6dGYjnSqHqFzNWl6NOphepx8TI+di5Sj0gzDMAzDMAzDMAzDMIy80ml2KsMwDMMwDMMwDMMwjBmJDeIYhmEYhmEYhmEYhmF0ADaIYxiGYRiGYRiGYRiG0QHYII5hGIZhGIZhGIZhGEYHYIM4hmEYhmEYhmEYhmEYHYAN4hiGYRiGYRiGYRiGYXQANohjGIZhGIZhGIZhGIbRAdggjmEYhmEYhmEYhmEYRgdggziGYRiGYRiGYRiGYRgdgA3iGIZhGIZhGIZhGIZhdAA2iGMYhmEYhmEYhmEYhtEB2CCOYRiGYRiGYRiGYRhGB2CDOIZhGIZhGIZhjAsROVhE+kWkONV9MQzDmAnYII5hGIZhGDWIyDUisl1EeqOy3/gfa/0iMiwiQ9H7C0TktSJSisr6ReRXdbb/AxFRETklKjtcRLSq3VtE5GYR2S0iW0XkYhFZHtW/TkTuEZEdvv4yEVnWjs/EMPLKJOh1uYj8XESeF5EXvObeD6CqT6jqXFUdnaTDNYwpZZKuj0Missu/7hWR/y4i+1a1W+6viVv9NfJmEXlLVRv1ei1EZV8SkR9k/LEYk4gN4hiGMWVUXchKIjIQvX9P1O79/iL0J1XrrxaRW/2FdLuIXCUiq5vYr/14NIwGiMgK4FWAAmeGclU9w/9YmwtcDHw9vFfVD/lmT0dlc1X1rQ12tQ34UoN+vAP4MfAtYBFwNDAI3CAi+/lm9wGnqep8YCmwAfhuywdtGB3KJOn1X4AngUOAhcD7gC3tOSLDyC+TeH38uqruAywGPgC8FPgPEZnj+7EAuAEYwl0bFwHfBH7sr50xS4GzJ3TgRq6wQRzDMKaM+EIGPAG8NSq7OGp6Du7H3jlVm3gaeAewAHfxuhy4pMnd249Hw6jP+4B1wA+o1V2W/BA4TkReU10hIgL8A/AlVb1YVQdU9Rngz4B+4JMAqrpFVZ+OVh0FDm9jnw0jb0yGXl8M/EBVd6vqiKreoaq/Afej1j8Y6WrTvg0jT0zW9REAVd2rqrfgBowW4gZ0wF0D+4EPquoz/hr5E+DLwD/4a2jg68DfmEanDzaIYxhGrhGRQ4DXAOcCp4nIAaFOVXeo6mOqqoDQ2o83+/FoGPV5H+5J4sVU6S5j9gBfwd10VnMkcDDwr3GhqpaAnwOnhjJxOTl2AAPAp3A3rIYxU5gMva4DviMiZ4vIwW3YvmF0CpN1faxAVXcBV+KigMBdA3/ur4kxl+KunUdEZb8AdgLvb3M3jUnCBnEMw8g77wNuVdWfA/cD76lu4H+87QX+J+4HYTPYj0fDSEFEXomzTFyqqrcBjwDvbmETS73FMLz+ZIz2/ws4WETOqCpf5P9uTllnc1QfcnLM92WfBR5oob+G0bFMol7fCVwPfA54VETuFJEXT6jzhtFhTMH1sZqncdHn4K539a6PoT6gOO3+tziPj9G52CCOYRh55304WxP+b03oqv/xti/wUeCOFrZtPx4No5ZzgN+p6vP+faruGvC0qs6PXpc2aqyqg8AX/SsO/w77X5Ky2pKoPt7WNlyU3b9Z2LgxQ5gUvarqdlU9T1WPBg4A7gR+WWXZMIzpzqReH1NYhksHAO4aWO/6GOoTVPUKXOqCc1vcp5FDbBDHMIzcIiKvAFZSznPzY+BYEVlT3VZVdwMXAD8Skf2b2b79eDSMSkSkD/gT4DUi8oyIPIOzDx4vIse3cdf/jBuI/eOo7EFgEy4CIO5jAXg78Ps62+oC9gfmZd9Nw8gPU6VX/wP273G54BaM0dwwpgVTeH0M+58LvBEXEQdwFfD2eNYpz5/gkpA/lLKZzwKfAWa3q5/G5GCDOIZh5JlzcIMrd/qL5U2+/H112hdwF6ZWZoiyH4+GUeZtuNxOq4E1/vUi3E1jPd1NGFUdAb4AfDoqU5xF8bMi8m4R6RORA4Hv4TT2TQAR+U8icqSIFERkMfAN4A4/sGoY05lJ06uIfE1EjhGRLhHZB/gw8LCqbs1yP4aRY6bk+igivSJyEvBLYDvuvhXcNXAe8H0ROVBEZonIu3CDNH/lr6EVqOo1wD1MQkJmo73YII5hGLlERGbhniacS/liuQb4GPAefyN5qoicICJFEZmH+/G2HZc7pynsx6NhVHAO8M/eJvhMeAHfxuuujfv+CVUWRlX9KfBe3NPO53EzwvUBr4h+PC4Dfgvswt2clqgclDWM6cpk6nU2cBmwA9iIywtyZsM1DGN6MdnXx78WkV04+9SPgNuAl/vIc/w18JXALNy1cSvwX4D3+mtnPT6LRdB1PJIySGcYhjHpiMhjwJ+p6lX+/dm4wZKDVXU4ajcLFyXzftyPuS8Cy3GJhW8BzlPVu8fY1w+ATar6Wf++ANwNHK2qErU7C3exW42bXnwt8Neq+qSv/xjugrk/7gfkNcCnVfXx8X8ShmEYhmEYhmEY6dggjmEYhmEYhmEYhmEYRgcwpp3KWwXujF47ReQvROQLIvJUVP7maJ3zReRhEXlQRE5r7yEYxvTF9GcY+cH0aBj5wfRodAo+V8nNInKXiKwXkb+Z6j5ljenR6CRE5HR/3j0sIuel1J8lInf7c/ZWcVPL54qWInFEpAg8BbwE+ADQr6p/X9VmNc7Xfgoua/1VwBGqOppVpw1jJmL6aw0RWY/z7Ffz56p68WT3x5hemB4NIz+YHo08IyICzFHVfhHpBm4APqGq66a4a23B9GjkGX9+PgScikvPcAvwLlW9L2ozF9itqioixwGXqupRU9LhOrSa2PgNwCNj5Hs4C7hEVQdV9VHgYZxADcOYGKa/FlDVo1V1bsrLBnCMLDA9GkZ+MD0auUUd/f5tt39N53wWpkcjz5yCm1lvo6oOAZfgzscEVe2PZveaQw712moW7bNxo6aBj4rI+4Bbgb9U1e24WSLikeVNpEz3KyLn4madoUjxpNljzMh7xHF7WuroQ3fPbql9K7TalzzSzs8HYBfbn1fVxW3dycxjyvRXzeChfcly78aBltbNCumbBUDxkOFymf9bkPBdqzV14sskSV8cbTPlO1pJaViHtMDGkl9/8P7J+/5vRn+nvW6Obt3W/AOv2+4eXKuqp0+4c9OHtuhxzuzZJ61atarlzozs3glA15ypmd1eR8vn0ujALrcgKc+JqkUSCzHUpYmzvEJoPEZZ1TZTxNm1z/wG+8mOO++6a0w97lfs0REtNb3Nfh01PVaSLz327wCga+7knGM1+9/TnyyP7nF6LHT31F8hTXvNROqH9nHbqrKKiP9Ej6Waut5FS8beXwa0SY/rgb1R0YWqemHcxj/9vw04HPiOqt7UfK87jlzp8f4t7nfbiw5o72+fRoyMuvNp28AgAIVIa10Ft1z0ZcVCua5QdT2M31fLT6NrYClIuqpt3L6UovHhkuvnvrN6xzqkTJgiPS4Dnozeb8JFjVUgIn8M/Hfc5CV/1HQHJommB3FEpAc3leD5vui7uFlh1P/9B+BPIfUXT9o89RcCFwLMkwX6EnlDw/2vXXtXs10F4LSlx7fUvhVa7UseaefnA3CV/sxm58mQqdZfNRu/siZZPvRdd7a0blYUjlwNwILvlmckDoM3fUU3sNMl5R+W3eIuAF0FV1aU8sdSoOTbuLrRKEix5CerKqUELob1Qt2o1n78A6PdADzy4r01de2iGf09v22Um9Yub3qb3UseWTShTk0j2qnHE9as0Wt/f1XLfXpunVtn8Uvf2PK6WTC0c0eyvP2O64H0H43xYA+AFIs1dXFZQsGVif+rpfJ2asqiurBNHRmq2eQBr3tbnaPJln0XLR5TjyOUOKmv+R/81+7Zanr05FGPW679FQAHvOatLa+bBVtvuy5ZfuG2awHoXZLmLvYEzRSKtWWNCO3jtlVlo4PRgx7/A3F0wA0y6XD5Icyh535u7P1lQJv0uFdVT27UxtuE1ojIfOAyETlGVe9teicdQh71eOI37gDg2v9yQsvrZsWzO3cDcOk9jwHQ11XW2sI+d5+4b6//O6t87ZzjywJ93eWf7t1Fd+857AeIhkbKOhwYHgGgWHBteorle9gh3373kNNfMRrheabf6fXNR69s4ejGzxTpsdlz7zKcVl+NO3en5garDq1E4pwB3K6qWwDCXwAR+d/Ar/3bTcBB0XrLgacn2E/DmOmY/oyMUUZbeLJhVGB6NDJFEAotRP0ZFZgejUxppx5VdYeIXAOcDky7QRxMj0bGtEGPLZ17qnqdiBwmIotU9fksOzIRWhnEeRdRaJyILFHV8Aj8jyl/EV0O/FhEvoFLVLUKuDmDvk45a5/u/AicQHws7Y7KMTIhX/pLiTiZbOb/k7sv6JLyQESIxAkRON1RXXUEToiiidebKKWUzyXuQ55QoJQ/i2+nkC895oBtt/w+WS70OLtlWmRNapRNqGtg95BC/fWqI3DiaJ8QgSNdPRXv80gxzX5mNIPpsYptN1yRLPcs9jaltGibQLNl9UhpW/JaKw1GUai+D0HPo4M7m9/HJJOlHkVkMTDsB3D6cE/0v5bZDvJF7vRYKk39PevP73UBJyHqZnC0fG8YonL6ut3fWVG0TYigCRE11fYqgFEf4TYUbXN4tPLecyilfYjAGY1sVQv6Gtgup5CMr4+3AKtEZCUuAffZwLvjBiJyOC6vk4rIiUAPsDXLTkyUpgZxRGQ2LoPzn0fFXxeRNbjfAo+FOlVdLyKXAvcBI8BHLNO4YYwf05/RLkrkc4Apz5gejXYgYJE448D0aLSDNuhxCfBDnxengJvp5tdjrNNxmB6NdpC1HlV1REQ+CqwFisBF/nz8kK+/AHg78D4RGQYGgP8cJTrOBU0N4qjqHmBhVdl7G7T/MvDliXXNMAww/RntQdGKpy9Gc5gejXZRbJjQ2UjD9Gi0iyz1qKp3A1OXkGWSMD0a7SLr66OqXgFcUVV2QbT8NXIeLdfq7FSTTh4sTHnog2HkiozsR+OhcLWbvKCrsNv/rX1wE+xRhcjKVKyyWhVTolDCeqMNDq/QZPRKSfNvjTA7lTFRnvrVjwAozp5TU9ef3QOIAAAgAElEQVTIHpW0aWDZaGS9itFGCVirt9+KRWQSsZw4RhY8+A//BYBiX60ek+TgKcnEx0vYlg7X2hSTpMWRPktVdsbRoclL+N8KpsfpxegUBR1/6ory78eXLXWaDJap/qGRpC6U9RTD3/L9Y3fVdTCeuSowWqq9lyv4dj3eqhUPggyEBOP+QV6wV0GlJSsvmB7Tyf0gjmEYhpE9CozaII5h5AbLiWMY+cH0aBj5wfRYy7QbxLEkvYYxvZnXPQhAwQ9AVE4V7ssIkTi104iHCJy0ZMbJdOIpCYobReCkTS1eqEpo/PCPTkyWD3/f7XW3NZlYJI4xUUIETkgcDLUROI2ibZolbWrxapLpxFPahIiB0lB5uuPnb74agEWnvG7C/ZsoAhTtSaMxQbr32Q+AQhSJU62/iuibaq2kTTGeot8kAiclkidE24RpxCsSG1e3jeru++KHAFj9uQvqNZ80TI9GFizfp/wze8hHuyzoqo1QDZE33UkS49pzL60sJC8OETVxm2JVMudGSY97UqJeb3/8GQBOPOTAmrrJxvSYzrQbxDEMwzDGRsFy4hhGjrBwccPID6ZHw8gPpsdabBDHMAxjhpI/57NhzEwEscTGhpETTI+GkR9Mj+nYII5hGC1TKExuBMe8GxYny10FlwwuSV4cWYJCkuNgZaqwWjVIxhzsU6OM7bmNtzOilSGocTLjX60/FoDXHLkByI+FKqCo5cQxxs3m3/0rAIXubqDSshGSnDaT2DiNRlaNNMtUYrUKBSl2qmLfXFcVJWDNg40qxp40GuPlkQu+AIB4PcYaCFpRb3OKrY8NE303qEu06bcdJywOFqnqvzHFufsAMLpnT1J2zJd+UL8vU4Dpcfow2bl6v3vjfQD0FuufQ31dtfoqFsa+B42TGA+NjNaU1WMo5Xo6MOzup/fr661plwcbVYzpsRYbxDEMw5iJaONZuAzDmDzM828Y+cH0aBj5wfSYjg3iGIZhzEAUs1MZRl6wm1TDyA+mR8PID6bHdKbdIM7ap+8CbJaqVrDPzGgViSxFQ6e/GICe396S+X7mXr8/AF1SDgNNbFQysSGIeAaqYKNKm5Wq0XpXf+elACz43o3JlgKruA2ApyfUy/ahCMNNHK/RWezd+iwAsxbun/m2N//2kpRSZ9+I7U0Fb6NKm5VKUmbBqEfcNrFRRbaNpM7ve/bKFwEwd/nKpveRFwShuwk7p9FZ7NmyCYDZByzPfNsPffOvkuVCV5WtMbq7l+q6LKiyUcWWqdH+nQDMfdFJABzwmrdmt99JwvQ4PbnqgceT5TcedUjm2//6NfcC0ONtVAv7ykKc2135k7tiJqkqG1WarSpYpoYjW1SYcSpsK7ZVhYkrdg8OA7Df7LJlauXi/Zo6nrxgekxn2g3iGIZhGM0xak82DCMfCBQscaNh5APTo2HkB9NjKjaIU4cQndLJpEXWTIfjMnJA9F26Y5V7yrf/b7PfTZePtomjbgpVyXjjuiIhSickPa6N1klLXhyia0opddXb+PW/vjxZXpZE4HQeig3iTEdGdrun4LQhEidOdCrFSq1UPOWveuLfSvQN1ElonJKsONCzeCnQmRE4AQsXn54M79zuFtoQiVPsm5MsB32ExMZxUvFEf+ONxEnRXojACVodHehP6voOXgV0ZgROwPQ4vSj527h1T+9Myt54VPb72afHXRd7imNHjcSRON3FyvVGS+X7zmr1DaVkaQ4ROHHy4mHfLmyr06JvYkyP6dggjmEYxgylGfuYYRiTQ4ZmF8MwJojp0TDyg+mxFhvEMQzDmIFYJI5h5AdRKNigqmHkAtOjYeQH02M6NojT4bSajDi0T7NVNUpwbMmPjZjiXXOT5eF9st/+M590lqVFhfuBsq0Kylapoow9P3aFPUrrJ0KutlGl2bCG1T0HWPaVzrVQxSiSai0zOpOehQcA6VakifLChnsAKA0OJGWF3j4ApKsndZ2YuE/B2tFyP72lI0lwHFk89l11bGvbyikWLj596PUWPx2uTcQ9UZ78+f8CYGTnjqSsONddiIOtMbY3tpTQOMU6FbQWay4kMg56jPuy5INnN7+/HGN6nD68yV8itu7J/vq4buNTyfLcHqe1Xm+LKkqcvNgt93Sl1PnlkIy40dShcfLicplbYTiyWg0MjwDw6lUHNXcgOcf0WIvdwRuGYcxQSipNv8ZCRC4SkWdF5N6o7O9E5AERuVtELhOR+VHd+SLysIg8KCKnReUnicg9vu5/iLi7GxHpFZGf+vKbRGRFtM45IrLBv86Jylf6thv8umOPOBjGFOA8/82/DMNoH6ZHw8gPpsd0bBDHMAxjBhLsVM2+muAHwOlVZVcCx6jqccBDwPkAIrIaOBs42q/zTyISrr3fBc4FVvlX2OYHge2qejjwTeBrflsLgM8DLwFOAT4vIiGD39eAb6rqKmC734Zh5BCh2MJrzK2lDKpW1YsfJH3YD7KemPkhGUbHkq0eDcOYCKbHNMxOVYXN3lRJo8+jus6sVjOHRXePJMvdu7MPT116nZtBoPAnY1ummqWRZSosB6tWWuTJvSdmf5xTizCq2Y3jq+p1cXSML/td9HYd8A6/fBZwiaoOAo+KyMPAKSLyGDBPVf8AICI/At4G/Mav8wW//s+Ab/sondOAK1V1m1/nSuB0EbkEeD3wbr/OD/36383miPNF7wJnp2p1JqhmmOWtIbs33J2UFfwsOK2SZocKVNs+4jbV9qtOnvkmDSHzp2o/AL4N/KhO/RmUB0pfgtPFS7Ltwswl2BsLTdgNW2XO4ccB0P9g+R6su3o/hfLZVGN5jHVVpcNGs8Dp8HC0XGkTO+KTf9e40x1GG/RoTCGnrpgHwNye7H/2HrooCTDm0R27K+riGagSy1SwQ6WcYI3qym1qvVY7B4cq12f62KjA9FiPMT8TETlSRO6MXjtF5C+i+k+JiIrIoqgsNUzeMIzWMP0Z7UJxA1vNvoBFInJr9Dq3xV3+KW4wBmAZ8GRUt8mXLfPL1eUV66jqCPACsLDBthYCO3zb6m2NC9Oj0U6yfNKoqtcB2xo0OQv4kTrWAfNFZElGhzIpmB6NdmJP/lvD9Gi0E9NjLWMOSarqg8AaAB/u/hRwmX9/EHAq8ERoXxUmvxS4SkSOUNWmH2NbNMzU0kr0jdFepkJ/zbDjT/uT5QPfdl+WmwZgwyfdU/4DpfaJQyGlrJq0SJpmEiEXQ3SOlMe3b1szfS8ILc5O9byqnjye/YjIZ4AR4OJQlNJMG5SPZ51G2xoXedUjwO7HHgBg4UmvznrT7HzgDqAyUiY8sU8+5DiKJiURag0pyVYbRgH4uukWgRMInv8WWCQit0bvL1TVC1tYv97g5+bWujF15FmPu7xm2nG+Prf2pwAUemeVC4sNnslW6TFNZ60mGi+NuCf/h37wMy2t1ymMQ48znjzr8W+vegGAWz55QtabZv3mrcnyvr3u3jVExFRE4vjlIZ98uC+6BoaExqEkTnrciJ4ut8ZAv/vI3njUIa12vyMwPabTanTSG4BHVPVx//6bwF9TeWOchMmr6qPAw7g8BYZhTAzTn5EZqs5O1exrvPhEw28B3qMapl5gExDH+i4Hnvbly1PKK9YRkS5gX1ykQb1tPY+LLuhK2VYWmB6NTCm08MIPqkavVgZwoA2DnFOM6dHIlBb1aFRiejQyxfRYS6vHejbwEwARORN4SlWrQzPqPd0xDGNimP6MTCkhTb/Gg4icDnwaOFNV90RVlwNni5txaiUuL8fNqroZ2CUiL/X5bt4H/Fu0Tph56h3Av/tBobXAm0RkP5/Q+E3AWl93NeU8POdE28oC06ORGVMw+0a9wc9OxfRoZIbNhjNhTI9GZpge02k6w5O4qVnPBM4XkdnAZ3A3yzVNU8pqnu74fArnAsxidrPdGBNLrtte7POdGvKiv+d+dRQAo3+YP0bLiTF3n71AunUq2KIKDR4ahwTFsYUqTmQct4Fa+9WIxpeBse1bnYibnSq7ZxYi8hPgtTibxybcjFHnA73AlW5MhnWq+iFVXS8ilwL34WxWH4lCqD+MS8rah8uhE/LofB/4F58EeRvuJhFV3SYiXwRu8e3+NiQ5xg0gXSIiXwLu8NvI4ljbpseDli+vWaEe2+74j2S5xyc2bgvBfhGFfzdKQtwwuXK1japFy9V0ZQrCxS8HPuoTgL8EeMEPonYcedHjczeuTZZnLV3R9HqtMrxzBwC9iw9Myop9c4F0W1S1jSrVOhWSpRYaXBPiZMnTXJtm3xg/edEjwOsvcLbGs45v3zw+acmLw61Vmi2qx1sf+7rKferr7qr4GzM04vQ6MOzS++0dKes32LAGhqfbxBuVmB7TaeWsPgO4XVW3iMixwErgLn9jvhy4XUROocmnOz7090KAebKgk0N4DWMyMP0ZmaIIw5rdjY2qviuluO6giap+GfhySvmtwDEp5XuBd9bZ1kXARSnlG2lPeHbb9HjCmjWmxxmICHRnmH6rzqBqN4CqXgBcAbwZZ2HYA3wgu71POqZHI1Oy1uMMw/RoZIrpMZ1W7uDfhQ+NU9V7gP1DhbhpYU9W1edF5HLgxyLyDVyiqlXAzZn12DBmJqY/I3NGUxJAG01hejQyp5ChHOsMqsb1Cnwkuz1OKaZHI3Oy1OMMw/RoZI7psZamBnF8ONypwJ+P1XaMMHnDMFokD/rb+usjgbKFadlXbpzoJhui1+znFs52dulGM0vFtqhgvypbrkqp7RptA6BL4o+s/VeOwgmrk+XSHdnP9pWGIpnaqWYKedDj9ntr73P3WXnkRDdbl57FSwEY2bk9KdOSO3eCraKhvSKtrokZcqbynm3v1mcBmLVw/zFaZoOFi4+PPOgx2Kji83ffVcdOdLN1WfjK0wHof/DOpKw0OABAobevpn1DG1UgxUZVbYuMNV7q6mm+wxnw0Df/CoAjPvl3k7I/0+P4yIMe3/l/7qgp++zr26fH/fp6k+WhUafDHqnVU7BdBcvUHD+TFcC8WT2+jVtv9+BQUhdsVLuHhv378kfU112s2PZkEWbY6mk0K16GmB7TaWoQxyekXNigfkXV+9QwecMwWsf0Z7SL0gRmnZqpmB6NdlEomFOgVUyPRrswPbaO6dFoF6bHWtqX6WkcrH26OnF5c8zkZLvxZ1b9OYz382x2f/X2a0wPXnjvy5LlrsLzAMz/G/eUr91fpQP+4XdaBE6IBkqibogjcSojcOIIm6IvS4s+CYmNi5P86L9wvIvAGZ1bfpIzWV3IOrGx0X4GnnN5Z8MT9XlHrZmU/Y7u6XcLaRE1DSJwQj9Ts1c2iAoIkQNxJEChu/1P/kP0DUBpZKhBy/Zg4eKdRf+mR92C18D8Y14yKfvdfss1APTMX5CUFefMcws+QXHD5OIRjdqFyJvqxMgAw9ueTV0nS0L0DcDuRx9u+/6qMT12Fv9y64NAZVDZhX98SNv3G5ILQzkyZbTkJ9eITqJQN6vL6WpOTzkSp8eX7RwYBGD7nsGkrt9H4IQInmKhHGEe73syCMc1FZgea8nVII5hGIYxOShiOXEMIyeITP4gsmEY6ZgeDSM/mB7TsUEcwzCMGUrJInEMIyeohYsbRm4wPRpGfjA9pjEtBnEaWYpmEu2wTxkzFylFy96WpDfdPSn7PvzirW7hDfXbJNapuKNVFKlfV2oQhXL13788WZ7HH+p3YqL4RwulrvJgStfJLgGf3npP+/YLqMKo5cTpKKptRl19cyZlv3NXvgiAwc2Pl/vi/0rKXUS1Vao03Jw1KVimNMXK1HfwEU1tIyvUJ26crATHgoWLdxxVybl75s2flN0uffv/C8DTP//fSZl47QRbVbG7u3bFQCm6LhYrE5OnJSgP+i0N7E7K5q15xTh63hqlwb3Jcu/CRQA89kOX2HjFOX+Vuk5WmB47jy7/D4tP78MPWFCndXas2r+8jz886mZID9apOPFvj9da2RZVPsGCjWrLrj1AZfLiwJC/rsaWprD9wxbOm+BRNEewbw2PuL6Uog97Vnf7hhRMj+lMi0EcwzAMo1WE0pTO/2MYRoJY4kbDyA2mR8PID6bHVOwxrGEYxgxEcZE4zb4Mw2gfgkvI2ezLMIz2kbUeReQgEblaRO4XkfUi8om2H4RhTBPacX0UkdNF5EEReVhEzkupf4+I3O1fN4pI7qw+0y4Sp5GlaCZbrdqBfZ7Tm+G5UVZ9//eZv3A2owP/8ca27nv0XjfLwKjOBaA7skx1FVwYZzFljqy02axa2q8f116wbktSNjKhLZbpWnVY+Y0PQR3t9iHsUXhsu21UMTY7VWcR2wugPFsVQN/iJW3bb7CJSGTRSGwXYeaalPXSrBnVFpR4dqvS4EDdPrTDzjS0cweQ3k8JM4m02UYVY08aO4tqm2D/E+UZlOYefHjb9jt/9UkAPH/NL5Oyrnn7ASBd9W1UyUxU0YxUjWxUWqXV+P2spSta63QTbLrse657c/YFYM6qY5K6If9d124bVUzGehwB/lJVbxeRfYDbRORKVb0vy53MZLYOuFmcYlfP1Q8+AcDrjjy4bfud01vWXGJ1SpvI0fuBEkvSaPm+tn/Q9X3IlxVTvENpM0OF9sv3y95OtXfY3f0WolGRYKMa9fewc3p7a1dsE1nqUUSKwHeAU4FNwC0icnmVHh8FXqOq20XkDOBCYHKmIGySaTeIYxiGYYyNIg3zAhmGMXmIWISNYeSFrPWoqpuBzX55l4jcDywDbBDHMMagDdfHU4CHVXWj275cApxFpEdVjZ9WrwOWZ9qDDMjFIM4Rx+1h7drJS8prCYBbx6JuZh69L5SfEnR3uRH5Z45zTx4PbPO+h688BICiPA80Tl7ciLRIkzBwUWgQtTPy8MZx7S+meLRLxPrkl9xTmreuvDep2z3inl5c/88nA7D4O+2NbKqHReJ0GFVPzUejRKPt5Nnrr6jYbyrxU/tG7ZogPPGPEyRPNIlziLrZfts1SdnIzu1AOSns3CNPSOrmHbZ6QvsbDzaI01mERNxBFyN7+idlv+s//6cAdEWJlEMfQmLjQu+scl2xUo+xjhtpOonS8esX++YmdfuuOnZcfQ9sufZXANz26a8kZd3+of4zz7ifJseecUBSt+Yffzah/Y2HFvW4SERujd5fqKoXpjUUkRXACcBN4+2bUcvCPnevNau7HCH3zO699ZpnxoPPbE2WqxMa90TaK4pU1A0Ml+O8dw+5SJwQbdPTVf/kG4oieEZHXfs4Gmg87I368oA/ntCn+BgOWeC+X/afNzmTKsRkrMdlwJPR+000jrL5IPCblnowCeRiEMcwDMOYXBQoWa4bw8gHAoWi2akMIxe0rsfnVfXkMTcrMhf4OfAXqrpzvN0zjBlF9npMC0NP3YGIvA43iPPKVjowGdggjmEYxgxEEYZ1YhEThmFkgwg0SGdiGMYk0g49ikg3bgDnYlX9RbZbN4zpSxv0uAk4KHq/HHi6dr9yHPA94AxV3VpdP9XMqEEcs1E1h1mnDIC5l6xLlrs+tBSAk454HIAH//LlSd2Sf8jeCrTp1mUAHPGG52rq0hIa1yMt50spWIi0HJIarFVFQtn4Bjee+WXZgnHmCpeg+MUptq2FPS7s/m1/fg0A//Gdnpo2k8GoTTHeUcxdvhKAHQ+8AFTaN0KS43YkOO7ebxEAg1uerKmTrvrnbnVi1FTSbFjNrNckwbYRrFPBAlOxP0//g3cky1NhpxILjOsoQvLivc84XYRzDGDXoy45/z4rj8x+v0e6e7ShKLF5dWLjagsVNE5iTJV1qmI9r8dSaeLWlOve8goARva6a+2+S8o/Q/qWLgCgdx9no954dfn41kx4z62TpR5FRIDvA/er6jey27IReNeJzsL+yI7y5BCP7BgE4LoNTqOvXnVQ7YoTpC/KpNzXXamfQkqC4oFhp6fYwhSSHTeT0DjeR7BojZfbH3+mbl2wUXUXy0J4+gV3zzEVdqqMr4+3AKtEZCXwFHA28O6K/YkcDPwCeK+qPpTp3jNiRg3iGIZhGA5VMTuVYeQEkQmnEjIMIyPaoMdXAO8F7hGRO33Zf1XVKzLdi2FMQ7LWo6qOiMhHgbW4p7YXqep6EfmQr78A+G/AQuCf3BgsI81YJicTG8QxDMOYoYzaII5h5AaLxDGM/JClHlX1BtLzcBiG0QRZXx/9AOoVVWUXRMt/BvxZtnvNllwM4jx092xOW3q82Z0MI6c8ccUKAI46cwMAA0vam4Bz5fneonXzbKByJqlgAWpkqwqWqdHITlVtrSpEYajduPDW7oLb5p63vzSpm/3zddSj60gXTn/sJQ+79eWemjbp03i7/q07fuq+ghUo2T1lR9Lj7U3DkX2jKevSONnvmFMAeCayUyU2qrDfDB+TpVm0mrGLDffvAuDZqy9LyirsU0BpcCBZTj6zkuv7srM+ML4OZ4FAoWh67ER6Fzu78dC2LUlZaWSoXvMJc8i7PwHAhm+dl5SNDjibQ6Gnz/2NZqeq1kCs1WCfamSLLKbUPX/z1QAsOuV1ddcLbW788GeSsmUnOdtX7/6LASgND0d9cdfFWQv3APCffn1l3W23HdNjx7JkTjl5yq4h9x2fZlPKioMX7pssB7vRrO7ae7ueLqe1oZHaa/XQSOUMrMFyBWWrVTLjVTSraF+P28+zO91MlY1sTrF96w8bXfqXYM0qpkz9lGbVWnPQATVlk4LpMZVcDOIYhmEYk41YJI5h5ATBInEMIy+YHg0jP5ge07FBHCPBEhob9Vj6dRcZUzjTRQAseNHzSd0hN7uR/326XNLDe0/MLiKgIKWaskYROKNVUS9xFEyYiam8frRtqWz/2s/9R1J1w24XldPz21sAGHlj2RJ7yFfuB6Bbxj7mOJrouk+/zG2TW8Zcr124KcbtyUYnMvuA5QDs2F7WYUiuOrBpIwB9yw+taT9RdDTWo4s0qInIGYuq5KqNIojiJKv9G+6uqIsjckKUzo47bnC7qI48iLcVbTOc/fNPek1zfW8nAmJPGjuSkLx4axSJM+y1ueXqXwLQPX9xUrfghFdkst9iX/mpe9BTiMBpmNg41oDXb6G7duqXoM2g++75i5K6kAQ8bGvhSa9O6p5bdxUAD3/zSwAcesYRSV3PQvc5qI/AiSOWwn5WfvjTKUc7yZgeO5YPvuSoZPkfr18PwIZtLkJm3VP3JnVH7Ocivd967KFkRYhoGfbn8qyustYGfCRMyScq7h8qR6GFaJuQxHggitYJZUN+mz1RouGw/Pi22tnqQ1TO1n4X2bZ+c3lypZ6uyhGRRgmSD100v27dpGF6TMUGcQzDMGYoo9ijDcPIC3aTahj5wfRoGPnB9FjLmIM4InIk8NOo6FDKGZvPwj3OfhZ4v6o+7dc5H/ggMAp8XFXXZtxvw5gRmP6MdqGIReK0iOnRaBsiqdPRGvUxPRptw/TYMqZHo22YHlMZcxBHVR8E1gCISBE3n/plwHZV/Zwv/zhOqB8SkdW4+daPBpYCV4nIEaravqyLhjFNyZv+QiLc4xc/nZT9+wYXKv2O1S68+hV3l8Oj/+O4+skSm6G34MNPU3K3BKtVbFMq+uVqW5Xbhi/zf7qi9eJtVPPKr7rExqNfDX0oW6CKVNq9ugv1P+ZLL3ltsrzstzfWbTeZlCwSpyXypseuueWEisPeltC3dAUAz0XJfRe89E0AzD348AntT6Iw7sS+4a1LaQmDpUGy46bajJY/pmDb2PWA+5554e6yhkb3uKSOhV6X1FVSrCEM1xb1HbwKyM5uNhEEe9LYKnnTo3SVz7vSsNPjrOWHAfDCbdfW1DVKCtwMsRVRqDznK7QTNFZlZYRKTVcjDayPIZnz7kecPeWFO69P6kZ27gBg8WteBVTavkb7ne0jXDl1YHdSt++al7v1XvrGun2aLEyPrZM3PQIE19DAsDvjTjxgXlJ35WNuYoCe4mMAnLZ6xYT3F+xTwVYVJ1QOtqjdo8M1dcWSWx5S18+hyLocrE7BOtUXWbSCDYuSax/bqjY+73TYP+Tuo+f2lH/yh/51+22m2an27esFYJ7/O5WYHtNp1U71BuARVX28qnwOJIkmzgIuUdVB4FEReRg4BfjDhHpqGIbpz8gM1fTBLqNpTI9GdkjjH9TGmJgejewwPU4U06ORHabHVFodxDkb+El4IyJfBt4HvACERwrLgHhO3k2+rAIRORc4F2AWs1vshmHMSEx/RqaYnWpCtEWPBy2f+qgQY2oQCxefCKZHI1NMjxPC9GhkiumxlqYHcUSkBzgTOD+UqepngM94T+NHgc9TnvAhpsaroKoXAhcCzJMF9b0MRtuxWanyT170NzTqwjjjCI7Tj7wPgP5RF3I5u1i2U827wc1EsfOVzzW7iwru+8jRAKz+zvq6bRoNRKTZsNLWG/EzVwU7VDFlVqyCD1tN219Y76cbTkzKVpzn7CUjGx4BYBn5sFAFXE4ce7IxHtqpxxPWrGlajzo8VFM26u0J+6wuz6K2bY7T4dBd7gHnguNf1uwuKljw4jcky9tvuwYo26jSZplKtUxVt6uwdnjbxmhKNH2VtSPtzK22jQAU++YCMP/YUwDoiqwduULEnjSOk7zoMVgaYoJ9aNay8gw48446AYAt1/4KgANe89amdxGz8LVvS5a3/+G3FX2ILYVhBqpkVqpYc9V2xpQ6Han9ngntehYe4N6mzQiXYt9S37/9z3gPAPOPWpN2aFOP6XHc5EaPwJ5h13z+LPe/fG7PYFL3ooVuJreXrXQzHV6x/tGk7s1Hr2xlNwlHLnEzuD28ZVtN3V4/O9ULe1P05Bkarf0OCbar6lmqAOb2Op0HO1ScNyaUzU3JalC2aDltHn7AgqSuJ4/nvekxlVY+kTOA21V1S0rdj4G3++VNwEFR3XLg6Zo1DMNoBdOfkTmjSNMvowLTo5EtPly82ZdRgenRyBbT40QwPRrZYnpMpRU71buoDI1bpaob/NszgQf88vlXb5cAACAASURBVOXAj0XkG7hEVauAmxtt+Ijj9rB27V0tdMWYKM1G36x9enz/l+KSca1m1Kdt+muFeza6UNbXvOihpCxEpszr2gvAaBTdsXqfzW7Bn0brjm/RwbnuLr+P+gmSu1KSCYc+DUd9KUed+KcYKeMSwz4iJ462qU56nJYE+dmhfQBY/vZ7k7KRuj3OB4owUqqfVLZVROQi4C3As6p6jC9bgJutYgXwGPAnqrrd16XOSiEiJwE/APqAK4BPqKqKSC/wI+AkYCvwn1X1Mb/OOcBnfVe+pKo/9OUrgUuABcDtwHtVtf5jsObJhR5HB/qT5b4lKwDYteFuAAaPOCWpO3BfF43ywoMuKmDrbdcldQtPenXT++uZNz9ZLg275IyF3lm+oKxDrXqaWPG0v+rJfxzBU/PEP27ro46SaJ04qWuINEhJkjzR5LGThYhQ6G7V4W54cqHHUhQZ1z3fPZEf3PIkAAtOem1SN7jjedd+0F0zN//2kqRuyelnN72/OIpl23Uuqoc57jqXGv3mtZP6IydFO0GPQWsVug5lKdF2Xfvs59v4JK3PlX+Xr/rEVxseU14wPU6IXOgR4KB57toQIk+e3FWOxPlPL3LOrR17nA4HhsvXlF/dsxGAtx5bjqBrhhDFEqJuZkXn0MDISEWbEFkD5eia8DdJWByVxQmNy3UhetxH1lDbJkmyHCUvDgmNVy9d1OSRTS2mx3Sa+kREZDZwKvDnUfFX/XRyJeBx4EMAqrpeRC4F7sP9jvmIzUxlGOPH9Ge0i1K2ETY/AL6NG2gJnAf8XlW/KiLn+fefHmNWiu/i/O/rcIM4pwO/wQ34bFfVw0XkbOBrwH/2A0WfB07GhWLfJiKX+8GirwHfVNVLROQCv43vTuQgTY9Gu5DCzHmCmBWmR6NdmB5bx/RotAvTYy1NDeKo6h5gYVXZ2+s0R1W/DHx5Yl0zDANMf0Z7yHp2KlW9TkRWVBWfBbzWL/8QuAb4NHVmpRCRx4B5qvoHABH5EfA23CDOWcAX/LZ+BnxbRAQ4DbhSVbf5da4ETheRS4DXA++O9v8FJjiIY3o02oIIzKAw8KwwPRptwfQ4LkyPRlswPaaSi9ikh+6ezWlLjx+3dcdonmZsVPZ/MOox704Xmjp0ZDlkc0SdnWJg1NUFW1VMsDytvLk3KXtkl7vOyxdcOKdcf0fd/caWqUaJjAdL7ist2ITCe4DeQqXBKU7qWw5d9XaqKEKlm7EfDG085xC/9FDDdnmjxcTGi0Tk1uj9hT7hYCMOUNXNAKq6WUT29+X1ZqUY9svV5WGdJ/22RkTkBdzNYlJetc5CYIeqjqRsa1oQkooCjHprxq67/eysd5dnae0593NA2XbUt7wcIr7jgTsB2PuUS8A9f82rkrpZC/enHoUocSqkWy2SulKhpi7NAhVUmJYkNSQ7DpaVuE2oC1ar+ce9vG6/84w9aexsKvTorY4DjznnyFOPPZDUzVvzSqBsuYrZ/Lt/BWB4h5sMYMHLz0jq5i6vn2w12BqT5MUVlbUJhuuRqkev1bTk5cESVujtq9lf+AwOPOtPx9xvHjE9dj77+sS/WwfcdWPDtvJ94Feud7Ofv/tol9Q3tjCFZMKX3rHBrz+c1J2+yuWLWLl4v7r7nTfLaWZnlMQ4JBF+wV/D+ofKfRkYcdrasdeVzZ9V+/M89K8YJS8OlqzR2nzQiY0qjVVRIuNOwfRYSy4GcQzDMIzJxc1O1VIkzvOqevLYzZqi3qwUjWaraHWdpma+MIxcYLNvGEZ+MD0aRn4wPaZigziGYRgzlIxz4qSxRUSW+CicJcCzvrzerBSb/HJ1ebzOJhHpAvYFtvny11atcw3wPDBfRLp8NI7NfGHkFqG5SAnDMNqP6dEw8oPpMZ3pMYhz6wDcOAB/2AN3DcLrZ8O3l1TWvbwPTu5rvJ0ZzkRtVJVWrQ112xmdS88uF8gwFNmUeoJNyY8HxBamQNoU1Sv32ebW/2b4XV+2WhV9wERBnEWjW8php4Pqth+sQIORVSPseyilDwXfvpg2cBGcIMG2JfGIf3071Sh+loH17bNRHXLznGT58VN2Z7ZdpbE1LSMuB84Bvur//ltUXjMrhaqOisguEXkpcBPwPuB/Vm3rD8A7gH/3s1atBb4iIiG2+U3A+b7uat/2kqr9TwuCzQFgeM92AB5/zTkAnHPxjqTusg+/FSiHI68497ykrv/+2wCYtcxZrHY9WLY1bvOz6ITZZkpDA+V99/RVlMX2qlKIPE+xX1TfiKVZNJKZchqsL9Gxi5d7mE2ne+4+tdvMkGevvwKA/V/15uw2ak8aO55i39xkeWSn0+OB7/4kABesezCpe9Pl7istWJEWn1pOGTK4+TGgbLXaccvvk7qt17nvf+lyWtORssVDvL0wfCdId6wPv9xIa540PaZZtJJZqfw5K7G90m9zeJubYXruwYfX7jdD7vj4HwNwwv+4LLuNmh6nBfvOcuflzZt3AfDpVxyS1O3zqLMSv+d6d79ZihzBHzrFXUOCjSq2Nz290+nwoedeAOCAfcq/LYNlKpmBKrJoDfgZq17Y67a5Y7B8XxuWwwxSe4bLnekpSuU2o1mtRqtnS42kGs9GBeWZrKBy1qysefCZrQAceeDCMVq2gOkxlc4fxLl1AHnnU7A3OpF/3o+yGd4/39UNK3QL+q/LbCDHMAzD02JOnIaIyE9wETGLRGQTbsaorwKXisgHgSeAd8KYs1J8mPIU47/xL4DvA//ikyBvw81uhapuE5EvArf4dn8bkhzjkihfIiJfAu7w2zCMXGKef8PID6ZHw8gPpsdaOn8Q58YBGFSEchIEBfi/u2F2Afb6ulF1bW0QxzDGzfyH3FP3nihJcEgi3IjhEAUTPTUYrlqvEKUrKfkInFKpMuomJkTdxJag0C5EmBSqn1JEVGwz7C8lMmVUQgRPqWabNx+ffSTL6++tjLYp0p8s//5bbwTg8E+sY8JoyzlxGm9O9V11qt5Qp33qrBSqeitwTEr5XvwgUErdRcBFKeUbgVPq97qz6ZpdjtIa9E+9j9nucjzf8IkXJ3XzZ/8MgBvf8FoAjjqw7GQb3OySO845zH3k8ZP4kER4ZJeLKhjauiWpC5ECIZmrRk/5grJGfTJJRstar44KiPcXR9fUIy0qICQ5XnDK68Zcv1W2XPur2kLf5xc23APAvquOnfiORGqiIozOonvuvGR5YJM793eu+x0AHzvl9Und8Oq/BeCeT70XgN4DynoMETyhLNbH0Ban7dEBd42INRd0UYz6kNT586o02MTszXEkToPzMYmoS4nyCVF5K875q7H31yIPfv0vAChG0XZ9S50D96l/+2cAlp31gYnvyPQ4LTh04b4AHLBlJwD/+/YnkrpTVxwGwCde5s7dP7t4V1I3dLK73xscdfd7fV31z4XtewaT5ZCseG5P7c/r53y7XUOjFX8BBkbCftz7OOikq1B5nxZH98TL1RT8eiEi58RDDqzbdrzcs+nZZLnHf0Zhf8/uLN/L7j9vDhPC9JhK5w/i7BwFLWerTDJg7lW4eGdFGX/YAx/vvIzchmEYWaNMSk4cwzCaxMLFDSM/mB4NIz+YHmvp/EGce93TjhCBowX3UF0A9ZbCJDrnrsHUTRiGYcxEJiEnjmEYzSBiiRsNIy+YHg0jP5geU+n8QZy3zIFr95SjbeYK7NSKeWST5dfPntSu5ZGJJi82ZjZyg0sEt3NoSVI2u8slaQu2qrSkx7OKbkR1NBo0CEmLA12Fcmhp2FZoM5xipwplsZ0rRJak2ajK9qlodNcTEi8nLaJ+jmgIEXXrXf/sYUldN4/X7Gc8VFuoYoa1fHznvsElufx3JhiayqQlNjbaSFdf+TyYtXgpAHd/6sMA7HdsOZnolqc2A/DKS/4FgNJwOSHq3CNPAGDwuacA6F28LKnr9dvc8YRLVN938Kryzr19IliuYoItSrqGa+pCMtckIWp0YyaNEhp7u0iwkOhoOclycfbE9VBNSF6cduMYksYOPuPsLWRgpxLsSWOn0zNvfrLc5W1Nj//0uwDsvPOGpG5oh0vZdfhffhEoJ+SGssZC0uJC76ykrnuBsy4OP/aAe+8tjVDWR+r5GvQYkhHHbdKSHYf1CpWaSyX5HihrPU5ynhUbv++ct7MPe5HbR085NUL4/EYHB2pXHCemx+nBkvmVSe5/dH35nmfdoy4B75PPu//z595Se94eMMeVDYyUNVBOXuzuCTfu2JPULexz7V8YHK5ZLyQrDmWxFarHW596fRLj0ej2eMTfz4aExnEy4+rExkPxirj773mzesmakLy4L0qQHI4n/N05UA6cmKidyvSYTucP4jxWeZMoOytPaD2oCP1aOWOVYRiGYYM4hpEXMn7SKCKnA9/CzVfyPVX9alX9a3GztT3qi36hqn+bWQcMo5OxJ/+GkR9Mj6l0/iDOFX7KRSoTGycWqn6F+w6rt7ZhGOPg0bUrk+Vj3+KmTh1KSXAcol/2jrqnE3GETIjSKVAbNVMdpROvN+C31UxC5YpkyX7AouQjW0ppSY/9QH8xWi95uuATHL9q/0eSunUT/Ao99d7+mrK06dgDe0aze6KiZJvY2JhawtTCqy92iVR7nnsyqdtx+zVAOTHx4JZy3bzjXg7A7OXuOhknSw5P1EN0QEiCDNC7xE3VGp6Cx0/GQ1RAiCKIIw3UPylMogPiSJyqaJs4iXF1WRwBNNK/kywI0TcQTaEcohGiiIWwXOjNeKKEjG5SRaQIfAc4FdgE3CIil6vqfVVNr1fVt2SyU6OCMN34iz5/IQD9j6xP6gaeeAgoJzGOz9++5YcCUJjrErLG51hYLg25iJPKROOLK/YfJwlPonQaTDWellS8Wo9pVEf5QDnx8kR57Id/lyz37u8SPYfPIP5OKXS7z1pLL2Sy3/KG7UfjdOGVB7uotfPOeC4pe2ibuxYtnuf+PrmrHBTwyA63fMQCd34fMq+sw/36Ku/DZneXI0Qee8FFmq7Y1137whTlUDvld0hmDOVInJBIuRjdAw81CIQrFsa+h9s7PDJmm2Z5YqvTWE9KVEzR37tWRgNliOmxhs4fxHnzHPjOjprExmahMgzDaIDCSIZTjBuGMQFEsrShnAI87GdnQ0QuAc4CqgdxDMNII1s9GoYxEUyPqXT+IM7pc+GCHVA1UqmzBc6YYxYqwzCMFCwnjmHkiUzDxZcBT0bvNwEvSWn3MhG5C3ga+JSqrk9pYxgzELNvGEZ+MD2m0fmDODcOgKbYqErAgV3wf3bAr3e7BMj/z/xGWzLGyWlLj5/qLhiTzNIbygkES3/kBgJGSi6qo6sQhYEmCYp9XRQiGqxOQ/5rqEfLIZ/dVXaqwVI5YqTobVChdW+xvN7gaOVXWjyFdrVtKx7ACAmXE4tWlGS5kNiw3N9h6l9IHv6XE5PlriddOO2K/3pjTbvT1rvw+cFSsJmVjzdY0KotZQDdEvqVzVe3DeJMH0LSv5s2OovFG48qJyFe4C0IPfP2A6B/QznBfdFbnoa9tSO2De3wNoWCL+vy60M5QXGwTKVZn9IIT9OCLaLQXbZxhPVKw85mGFsmqu0e8XqlgVpbYnIM993m1vft901JQpwkMY62mSgj2KpS9qcpSZ3HjQCtJW5cJCK3Ru8vVNULo61VU+0fvR04RFX7ReTNwC+BVbWrGeOhZz9n3yh5W1WwSUFZM8FytfPu6Brhf6iMppzT8w4/GoDBzY8B0D1vQe2OU37oJFbEFGtgINFv2g+lkEw8Zb2gwwr71nBtQvPAlqt/CUBxjrOLLTrldTVtNl32PQB6DziovE3/vZEcQ6QV9fsLn2cmtK5HI8fM7XXnz1ELy+fIjkF3HxYSFO/TU/5/37PF3VcumevO+cd3lu95Q9LiE5cuBGDrwLakrstvItiqYqtVSGw8f1bRv6+19A95O1VvsVwXbFj9DXxVwd4UW5lC0uH+ofp63LTNfQaxLas6GXSwUAH0+2Pv6679nuguVpZlaqsyPabS+YM4CwpQqrVRyV6F7+wotwszWNlAjmEYhuXEMYwcIa0/aXxeVU+uU7cJOCh6vxwXbZOgqjuj5StE5J9EZJGqPt9KJwxjOjIOPRqG0SZMj+l0/iDOthIUQPxAjnaBjEQROUTLv95tgziGYRgetUEcw8gH2c6+cQuwSkRWAk8BZwPvrtydHAhsUVUVkVNwad23ZtUBw+hobDYcw8gPpsdUcjGIc8Rxe1i79q6xG6bx8j7oEXRYoVvgj+bAz/sr4oaT5Vv2wEc3W56cjFn7dO3/rmgf8bRmx6pZyfI+3v5T0kpbFZRnlUpmhoqy84eyLm9dKkVJdgerLEUVM1EVKkNKRxsMRKTPfFXZp3jfYcaqeH+hz2G9Xinbt15/r5uF49dPOYvGny39j3K/jnfb7D5zpOb4wixTwe7V28A6Naixlcy1K5x0jFv/tnuTumc/7mYZ+vMPX85VR9VsLpVSg5mwjM5i1NubXjnLhX0/8b8+n9TNPXINAM/93lkZLnjJXyZ1n+92s1HtvelSAHoPWJ7U7fdKN3HR0MFHALA7mmEn2LeCpSO2WgS7SJh1Z8T3DSpnsQKQrnKywmD7SGbhGRygHrF9Q7315Ll1VwFQ7CvPsDW62wec+BvA56IZfYIdKsymU2hk34reF7xtI9iqRqLZeLr8vvds2QTA7kcfqHsMNcdUyCZcXFVHROSjwFrcFOMXqep6EfmQr78AeAfwYREZAQaAs1U1Zco+YzwM+3N/0Gtm1703JXXBJtT/4J0AbH3rx5K6k/afB8Aza38MQM+ipUndrMVuuXvBAW7b/hyDsh6DpSjWY9HrKVi0SpEto6FN0esjmaUq2mb1D6pKe6PTQ7BOVWjVbyP0Zcu1v6KapH3Kj7ZSilUrWK1Gd7pt7n76iaRuztKDAdj1qJtFc/fGe2mWrPRoTD1P7nDnxkV3lq1Pt2909z+H7O++9u5/onw/dO3HVgDw2w2bAfjV/eVr2Ool7rxYuZ/TWphRCmDrgD+/fdFh88vn/sCIt235+8s9I+X7vt5i/Xuxvu5glfIzpUZf02E5WJfiurk9XX599/fBZ8pj9HN6nGaG/TV391C5L3ufc9bq0VLlttMIbQBmdYdjKNbUheVg2xqP1cr0WMuYgzgiciTw06joUOC/4RLnvRUYAh4BPqCqO/w65wMfxKUb/riqrs2432VO7kP/dZnLjfPyPvf+wOfc1ONvngMruuHvtiHPjiJ78AM8NpBjdAa515/RsahaTpxWMT0abUMEitk9aVTVK4ArqsouiJa/DXw7sx1OAaZHo21krEcRuQh4C/Csqh6T2YZzhOnRaBsZ69FtUk4HvoUbdfqeqn61qv4o4J+BE4HPqOrfZ9qBDBhzEEdVHwTWAIhIEReaexlwJHC+f+LzNeB84NMishoXuns0sBS4SkSOUNUGM91PkJPd4E3CZxe7V+ArbvQxsVX9+562dcUwsiSv+utfXv7xv9cnE06LeglROT1Fnxg1TuBLSBjsnzJEA/Mh6gVfVxGJU0Uc4ZKsl9SV+1kd8VPddqzthz70FqJEyj4x8ZuXuqetw1rbz9AmJnxWIdqmGH92/jP6P985HYB3/3+/S6r2+m29+ge3VKzv+vV/6/ahHmanao286hFgaLtLZTK4xU1KFKJvAGYtOwyAno//IwDFW8oTFz343tMAuOoe9/6vb/hxUlfwT75CBMBIfznB4YhPhBye1ofoGyhH5ww9V5GGxbdz1+rwdL8URekkT/r937SogOiIk6Uk+iBE1tTstVyXmpzV9z3eXzVzVpbD2/o33F1Rt/Xmf0+Wu+buW6e/Y2Ph4q2RZz2O7NxW8TdO0tvj9XTYG98OwOZHn0nq7v/ihwDYsm4jAKd878KkLpxTQV+xdkJkS0gGHke/hPN7aJvbj0ZPwYt9lVEvjc7bRlE6/z977x5tSVXd+3/n3vvs8+zTp9/0U1powAZDExigGBUvQZQbbWNE23vzk6v8QqLG6C/DJJLkxt81wWGSO3JjHka5CmKuigQ1YIJgi6Lmx7MV5I3dDU3TD/r9Ou/9WL8/1ppVs6rWrlP79N7nVJ89P2OcsWvXWrVq1Tk1965TNb/fKbNmpAG63Z/I0nOZePFYl2OEpufhdycfK283cPYFQduIi0f+HDjxzCNh2/YnI9vFM4/SaHE8fhn2pulXWjlonshzPD57yMbH0TBpMsjAWW4/svG2K8O/d4/LXvnUnXYqa554OGi79OM26/nw6ASAaBYNZ5ocOGFjrFwMM8e421jVjjkpMnh4eajbzqG3lDz3ekuFxHYMZ+DURNvwpL1Wnd+TPOc5AyfI4BFZM2MuVsoeI2E2NGYT42Ih3G5Bv43b/cdHXFv4ezk0POrGtNv1lJsXArUyHt35+Y8AroD1kHuEiO40xjwtuh0G8HsA3tGyHbeYZnOTLgew3RjzojHme8YE5WQehDXOA4CNAG41xkwYY14AsA3Axa2Z7jTYMgascKmgvG64bmVVf3EAuHSHfVWU/HPqxZ+SY6yxcdYfJYHGo9I6nOY/64+SQONRaR0tjkdjzI9h/ynsFDQeldbR+u/HiwFsM8Y8b4yZBHAr7PkYYIzZb4x5BEDj8l6zTLO3wjYB+Lpn/QcQptCthA1SZpdbN/NsGQNdvRsYj961pAqAb4ryjf941N7gkdk7ipI/Tq34U3KPZuKcFBqPSmvREqong8aj0lo0Hk8GjUeltbQ2HlcCeEm83wXgklbuYCbIfBOHiMoA3g6bBifX/wmAKoCv8irP5oncLyK6DsB1ALBmZZv8le8fAyomkFHFXyGXv3TM+udo9Solh7Qz/nrQ1/R8hrYKWdSbnCzK7bosJD5ZJUtAVDLF27GxccFj/JtGuF24rhjMJWmWzPubcNKwUsGTzVu3bf2YCFbVnNSKZU1S3pRGzUS/jL7wxK8Ey698rzW7XIL7AQCbPzcQtL3+cbtvlkzJcWru999XyCbjMFBPnOnSznhcvWpVYoMsdDkJw+iOZ+yYQjbAcqizFtg+H3n+r4O2j/3MZqJ+22137JFQGjTRY78PF8+z5+DkwVAexU+7Cm6/LIEAgElnHsyGwaV5obyi2GeNf2ujts0IM+G4nELKt7gfmwpLiQZLOng7OSb3SzNnjczB0TW0GAAwtP7CRFvvEuupx8at8th5f2mmzD5Iq29MmzzGY8lJnsZ2brVjCmlQsd+aF4++bI2JV/9HaCNy7zft/xWbfvDPdvtd24O2wTPOtWO5c9ln0ksuPkj4R7DBOEuSZDwGJuIsNxRyKh6DP0si53RMlijb+Dz2xVwg9yok23hMNmmWbSzRWnLplYljHjxjPQBgz132z1wohNLOuGzLJ6f0MY14XExEW8T7G40xNzbsPYfJYzyuW+C+d0woQay7y8rBHjuNl06EUvlfv2UbAGDJj28CAFxy/bVB29EJu+FAt70mlLKjHYej3yURc1/3etCZHx8TCQavmG/H6nPmwBHzYrfhpFuY3x3+z3x0ws55yK2bEFLJw2N2Lgt7bSGNsUp4fOWijemiK9xRFJKwWszf3ierKju519LB/kTbmkVWn/bErv3hmO73wNuNeQzK02hDPGY69/JOM3dP3grgZ8aYoLQDEV0Da9R1uahqsAvAarHdKgAJYbz7Zd4IABed39OeX9ylvUAXwTiNIO/EV7mKxg3wBwfse72Ro+SPtsXfIC085T64lBZgrLmxMi3aFo8XbNigf5UORW/iTBuNR6XlNBmPB40xF7VrLqcYGo9Ky2lxPGY69/JOM7lJ74VIjXOuzn8E4O3GGOkUfCeATUTUTURrAawD8DBmA1e5yrzRZhrwbTd5+y2x7t+E65Wi5IdTL/6U3FMHZf5RImg8Ki2GbCZS1h9FovGotBiNx5NA41FpMS2Px0cArCOitS5zbBPs+XhKkSkTh4j6YB2cf1us/gcA3QA2k03HetAY8zvGmKeI6DYAT8OmzX24rZWppuKiXuDjC4GHxmDGoxk5cjlY1wtrhiyrXXUYV644P7Hunj0/n4WZKEA+4+/Qq8P7v/2uAlWp4GRKsloUWBbV+OEJS3rkjQKualVyqZ7lYjW5nesvq2KxjKqYsr8ulmaJW9gsreIxfVKrkqsyMFEPPzar5Bz6Wb4l5lJsQgLGEqqpeOBqm07/hm8m47FumtMLG6gnznTIYzwCQHXESiZYLlA9ejBoO/HcowCACSerKg2G2aYsoxp5xmYe9646I2j74Yv2QepVi5LnCctFAsmEkCRxhaxir0215opNAGBcGjVXuqkJeQOvCyrfiIsxllH5YAmTqY1F5iQJ5B6+CzyWdgiJlk9GFWfRa64AABx59D/C/cTm7puLF6LsfZWAvMbj5KGXI+8rIh753Ki5GCqKc/u9P/4/AEIZFVeyAoCXXdWXHiGxYoqx+JDncuWwjWOuUkWiylQgN+S4kOcgV6zySAPjVZ58T8nlHOKw1FJWtYuPVReSC5+MKs78Da8HABx//P5wZRCHhYbz9NLieCSirwO4DFbmsQvAJ40xX2rZDnJCXuPxRy8dBRBKqICwUtVz++x129J54lrSXU6981O/BQDYcSSc1sJe27hswCYIfOmxsDjOcafWWuTCcVIcDVeVGnalWOd3JyVM1bqTN4lrWJYz8eve4TAuWH7FsirJULeVcI5Vk229XVEpmJR9scQqPjcgrH611iOjinP28sXB8u7DxyJtIxNNegW3OB5dpbTfBXAPbInxm9z5+Duu/fNEdBqALQAGAdSJ6GMA1htjjrdsIidJpps47s7poti6M1P63wDghpObWgtxGTn43GHQd/3lxc3SIuhwDbR5FLhvzPbv4Bs5Sn445eNPySmEWl1v4jSLxqPSFohApa6p+ykRNB6VttDieDTGvLdlg+UYjUelLbTh+9EYcxeAu2LrPi+WX0ZYSS2XtMlROIdc1Au4+zdeY+OKAQxANcDAWFPkzZlbTgAAIABJREFUDruJ48vAibdpRo4CAJUFyYcl1VhGDpCegVOIeYhJk91SLItFZsaUC1Xv9nYMzkaZOiPHB++H9wFEM4vi82TYYLiQYmwcNzNutC51fs9Zs73NH3kDAOCKv/9x0MZZSBP17F90mokzd+Cn3t3LrMy72B9mv0y6zBh+es5PrAFg5xc+6baz1yq3LXld0PbOV9lCIZO7nrZjiqf9vD9eN7bzF0Ebm7jyHAq94VM7fqpfPX7E9ukLx0x7Sh5/qi+fynH2S2iMKoyGPabFcQpd5Sn7+Ci545p/XljU4ujPbRZAVgNViWbizB1M1T5pLgXG32HGCZ/7nCXSs/KVQdu+f7sFANB7+jkAgP2rXh20nTNgxzjkjIplNkwQj/22jzQhDwzDyzYuCp5MHI5LadId9OHXJs9pX+yxuTIbKBtxDAX3ucH7qY0cQzP0r1hjtxsLq8+ObH3cjslzqmXPkNV4nDscHrN/93ni9OYsmQMur0J4+2Kl8/7+yv32zLkwDFF85DX2ntQ3n3wRAHDUkxvAHsLSE/j4SOPrUZfggrEqn5/hhkM9drnqsmVGi+E5zCbLi3o4az15TTlZTZ7znHkz5mLNtx0jM3OKhezXjHLMlQvttQBn5LDBcTNoPCbpnJs4APBr/cCPRr1yKpQAEGCKALrImiIriqLMUYzRmziKkhe0OpWi5AeNR0XJDxqPfjrrJs5vDtmbNv82Ym/o7KgA3zgOOlgHHbB3Ks1b+4APLey4LBxFUToPLTGuKPlBL1IVJT9oPCpKftB4TNJZN3EAWz6cS4hvGQPuGgEO1kNZ1Sj0Bo6iTEHPnvDDtHamMwz0SJdCo2BnzFZIpmMHxsFIpnxyW8FjEpzWNl2e++rZAICL/1toNFxxkqeiy9urmPDYu6kaWSfNjNlAmSVeso3n/IPzpjaH81H84U8T2/+nJ0fcfrOnvGuJ8bkDm5WycfDAGecGbSecdGF8tzVElbKoxZe9AwDwk5rNH3/TYF/Qdhqs9GHYyROkpKnYa/c36oyRWaoBACUnkeoassaG0hiVpSQs25BjsvSkOmxTrvvWvipoG33B7scn6QgMkd1+0gxVJTwWvy5749sybRenLIyil77+KgDAgfvvaWouINIqN3MINvXmc5lljkBo2MuGw1IWNbjhV+y69Vait34g/Iw/+rQ1H+d/ZqRcqeCkiyyjkmNyrBb7B912oakoS484hmR88TGwrKlHmJ6PO3Nl/grxSRJN0k81iIeai9W6R3LFn2FrNv1ucoAMDJ6xPrG893v/YldklYRpPM4pVs2z/+4+uTs891ky9ZK7NHtZqPeG3Nfgxl+2Z/g154cG4z95fi8A4GcvTwAIDZKBUK7V70yLXzoaXvcNBpIn+35pf/L8YnmU5ITTffWW7LXkmJBHvekV9iB2HrOarqowKO7tsuNPOgmhlDeNO71XjzM4lubFLJ/ySafWLlmQWJcF3jdv/8KBI80NoPHopfNu4jBbxkBX7wbiFavOm542XlEU5VRD5VSKkhe0OpWi5AeNR0XJDxqPPjr3Js79Y0DFBBk4BMAQgEE9SRRFmfsYkN7EUZS8QJourii5QeNRUfKDxqOXzr2Jc2kv0EUwxgB1wBQAlNXQeCp8Fay0YlXnUe8Wy04yBXdDYKIa3hjoLkXzqeOVnux2jffDEqu6kDAViiayXaQtJukqpkiL6mIufAxLPmcry7zw2Iagbd3fWRlHzfUppkxYVpvi8XndvdeHFYFO++PtbulQw7GahaVVVz51PPM2qqaae7AcYnTn1mBd92mrI6+DQmq145DNIX/jgM0fL4+GOeVje3cACCUXsuLVxAEr22AJU8/KUGrBT8yCKjNjYb45y6hKA4OJtsqRg5FjGVi1NlguO6kVV3+KPJVzF3csISFZfYcrVnkuAAfXXwQAOPHco4m2k2XJpVcCCGVVU6Pp4nOJuOxv8tC+YLl7iZNmuNeeFa8I2nrduoqrQHX06WeCtqpbVzlq44SrOQGhTJElVt1DS5JzcjIqKW9kGRTHZVDpDUBtJPpdMn9dWCmr5D4LRrY/mdhPPB4jTbHqV+O7nw+WF73Byhn333NrcsyTZPmbrwYgZFVTovE4lzg6YeOxIsLyeReSr15tr+3GK+EV0auX2dhaPWjP4Yd3Hw7aHtljZVQjk7a/rE7Fcqqdh2xbl/gve4Fr4wJpUjrF61hqxdIp22bH2jts43eiFs7zdWfYqpKvOGxj9amXw3kyLGUqlzyVq5y8caAYfpZw5ahF7ppg//HhxHYnS/OyLI1HH517E+eiXph/WWkzchYWgMN1ewNH/XAURekEWlydioj+HwD/tx0ZTwB4P4A+AN8AcDqAHQDebYw54vpfD+BaADUAv2eMucetvxDAlwH0ArgLwEeNMYaIugF8BcCFsHe/3mOM2eG2uQbAn7qp/IUx5paWHZiizAQEUEqZV0VRZhCNR0XJDxqPXjr3Jg5gb9joTZuThrNzNCOnc6ieHj7J4wpHwQ2BQvh0YbIWvXNeipj7OkPjQmPT4kbvGxGvtlSpFxNtJWeuLA2RX7rhHABANx5OjDlWs08o2KgYwpy54MassrGxMGfmDJyegn16Uv73cOzD/25fD3zoUgBhBlAruOfcweydW5SKQ0QrAfwegPXGmDEiug3AJgDrAdxrjPkMEX0CwCcA/BERrXft5wJYAeD7RHSWMaYG4J8AXAfgQdibOG8B8F3YGz5HjDFnEtEmAH8J4D1EtBDAJwFc5I7op0R0J98s6hQCg9LuHgDA+J4Xg7bBsy8AAFRdH/m0fbk7P8dftE/8j+17KWhjk9TyYpsdwAanQPjEv3fNOgBAUTxhr7p+nFlT7AuNlIt9/W6evW7eYSYOZy/Mf/UlieNLZNKkPJUz4viCDAOXfSANWHsWLbWvLmtmZM/OoK1/xZqG4zcDZ+RMBUFLqM4l+Nznv2n1RPhxxBlxfJ7WJ8aDtmO/eBxAmAVTPR4+WedMnDBrJjRpZcPeroXL7H5L4ZN1Hp/jV2bI8Fjcn4QRN39ODJz9yw2PM8h08xgbx/sAoVkyU16yPFgeWn9h5HX3HTcHbSs3vr/h+M1gM3I+NGU/jce5xbP7k9eZ+4/Za7RDC21bTxgyePGYzSLfeti+ctYNABxwCWovHXQZ3PPDtlGbpBOMtXReeE3K9yCcTzEOjIRzGiiz6bF9Ha6EbaWC3bCvy7ZdfW5okh5s323jb3gyzH7nDJyBsv1Xnw2LAWCsavv1lkpuTuH+OBOnv9sehMyaGZmoRNpmCo1HP3pbS1EUpUMxhjL/ZKAEoJeISrAZOHsAbATAWTG3AHiHW94I4FZjzIQx5gUA2wBcTETLAQwaYx4wxhjYzBu5DY91O4DLiYgAXAlgszHmsLtxsxn2xo+inDoQ7I2prD+KorQPjUdFyQ8aj146OxNHURSlg2myxPhiItoi3t9ojLnRjmN2E9H/BLATwBiA7xljvkdEy4wxe12fvUS01G27EjbThtnl1lXccnw9b/OSG6tKRMcALJLrPdsoyimCPmlUlPyg8ago+UHj0YfexFFaRtT0eGvDfsqpz9BQ6ORWq0cT+uTHbDyDQxobFwJnYvsiZVWBLIpi7wEUTD3SJuEx2ai4KubGUq7Juv3YKxfCtNP6Rw7Yhe+4Ffc/Fh4P2fTvCs9dZuUWeE52vxMQKaax7N2tX7g4WF64xc7h/PdZU8g9n0seS7sxaNoT56Ax5iJfAxEtgM2UWQvgKIB/IaLfTBnLt2OTsn6623QMNSe1IGd2WhoMU6AP3n83AKBvrZUNDm99PGhjQ9QJJ6MqCLlDeZGVZqCeNAjvXmZTutlguCJkHyyRYomFvPgKZVRW2iVlHyzlGN7+lN3HhW8I2roG5kUn4JmTlxRj46PP2jgvL1gMABjfuyNoa5WcKjOkJVTnEhwDbOAtZUQjLv5YpijPO+MkUhxPUv4njcXjFPujMlopUwyMjNlwWJxnvCwlXUGb2/fYLmvEL2OCl4e3Ohl9Sjz6Yo9NmQvlUIa574f/CgAoL+Hfy4uJ7WYMjcc5xUvOM18aDQ/22cuEJ160F3KnLw0v2nYfsW2jLiz2HgrPhQWDtt/qxbaPUCIFy7yfmnhSdmSU19nXorhymXTDDzvZVrEQbndi0g461G07PbIrLADAUqeh/p74IWOsWovMoVhIXiqxrErOk2VYh4bthHuEgfrIhJVYzrScSuPRj97EURRF6UQMgopiLeBXAbxgjDkAAET0LQCXAthHRMtdFs5yAPtd/10ApLB7Faz8apdbjq+X2+xykq35AA679ZfFtrmvVQemKDOGPmlUlPyg8ago+UHjMYHexFEURelQTNLrb7rsBPAaIuqDlVNdDmALgBEA1wD4jHu9w/W/E8DXiOhvYI2N1wF42BhTI6ITRPQaAA8BeB+AvxfbXAPgAQDvAvADV7XqHgCfdtlAAPBmANe37MgUZSagQiTrQlGUWUTjUVHyg8ajl1zcxPnF4324csX5Wt1oluHff1QWpShJpLwpLsmRbSxrIlelyleJqoqkTImrUfFYsjpVtc5j1RJtaYzW7BcAy6hYVgUAa+fZ1PXq/fY+wOPfflXQtqL+ZGScutgfz2/CjdVFYUp5yaWk8u/gty79UXh8r7MH+79//isAgDPwaKZjaC2ZDYunxBjzEBHdDuBnAKoAHgVwI4ABALcR0bWwN3qudv2fchWsnnb9P+wqUwHABxGWGP+u+wGALwH4ZyLaBpuBs8mNdZiI/hzAI67fp4wxobanQ6g5yUSZ5RuyyoyTLo3v2QEgrCwFhJWkmNJAKNlgqQOnMUckG3V7DtdGQ9lGsJ272OJKWZLJQ/vc9k7mVEpemNVG7Xz3/eg7wbr+tTYmTQYZleyT1r9yeF/ktWto8ZRjtwuCX3ainKLweccSJnGeU8FqNPi8i2zG0icXXwVR9a3QFZUwyLb49hEJI8sa3RxkTFSHj0Xm6x3TVana/5O7gnVcYcuHcZ89gVRLVIsLJ+W+xwfCzxSutjXq5JRc+W420HicW7CEaZ4IofEKy4zs+x37Q/l9V8ldg7rr0t6e8Lqvp8sud3lOD1dIChWn1j8RFnINJFblIo8TXn+xDGvYTfTIaBijy+ZFLQtGq+HF8t/+xMbK61YvtPurhDYB3e7AuCpVrZ5yrSyOZcyNURyzpbaOu1cAGOztbjxGG9F49JOLmziKoijKLNBC5xhjzCdhS31LJmCzcnz9bwBwg2f9FgDnedaPw90E8rTdBOCmJqesKPmBKPwPQFGU2UXjUVHyg8ajl1zdxOEMEM3IOTWRf7fi8lmciNJ2TgyHT9i7Bp2JqXuoILM7OFOF19WEfqcrnkkjP5/dKjYjltk9cTNh+XCBs3PqKRkmnMkTWedMi3kur7s6NDaeqEc/JmvSZDmYtJ1nRT7OcA9SipxiFDk+2+/aX7ofAHAfkk8/245p2thYyTFF9wSds216V50RtJmqfcLNGS5dC08L2tjQtLzQmhhL81TOpOEn+fKJOj/N5yf/MoPHpJgJs8ErG6/KrKC45l2mT4+//BIakbY/htvk/qhof2ecOVA5ejC54Qyixo1zBzYYZ+PwwCQcMnZs7MlslMkDNp66XDzKbLYgHvg8lxlnnHnHsSBiJ8iMcV9lPqNxjmMZ47w/X3xxRl0QV7VkxluwX7FdPDOOs28kcfPz2ULjce7Q7xJIDg+H1zzzevniMWpiDAA9ZbvuxKi9cBvqr4u26NgyI6fiTm+OIml6zAk1Y2x+LC8X2XzYXUiPC6NhNjsuF+2GYxVhQlyy/XceHYlsL5l0k2CjY9mv6K4Bi4Vk/PKcypE4sFk5iwb6Ev3bjcZjklzdxFEURVFmkI6r4aQoOYW0hKqi5AaNR0XJDxqPXqbMTSKis4noMfFznIg+RkRXE9FTRFQnooti21xPRNuI6DkiurJ901eUuY3Gn9JeqIkfReNRaSuFYvYfReNRaS8aj02h8ai0FY3HBFNm4hhjngOwAQCIqAhgN4BvA+gD8E4AX5D9iWg9rOHkubBVR75PRGcJ08opkca6Kq2aeeTvPM3kWP827Wc24i8L9f1hind9cNRN1q2oiVRtNigOOifvG7Osquppq1PS2Lhes+tYMlUWaaAslSo4GZZPOjXp1knJFY/PY43UwnzZgjuw0Gw5nCcngrNXXheFpnJphss1kxNtr2biNEVe4xEIZRcsF2JZlY+JfaE0ic18WcIgZREseWJ3Rym1SEtt5idmLBfxzZO3nzywJ9zOGa8GUhApF3HH5ZN2xU1kI1UsYtITE4Zo2OaO2WvAOlMQabp4k+Q6Hp0pePWElVMFht4eZFvRSat4eyn/4/MzkDCJ+PCtC9qKSSlhME8X97x99UToCV9PMR8PZFs8tkdO5Tuf4/0jZs0pnxszjsZj0+Q5HhcO2NdDJ8J1R0fsNWClmuzPMqp5ffa7ry/p0R9IpyQjzgO4x53Wwp84MFBmg+NxIYviNhTsusGe8Pr0yKiJvPYLb+Ffmm93VHYD1Ezyoq5YcJIpj9Qqy7paXRYkmaWY0Hj00qyc6nIA240xL/IKSp4AGwHcaoyZAPCCqyRyMWxZWEVRpo/Gn9Ja9CbOyaDxqLQQTRc/STQelRai8XiSaDwqLUTj0UezN3E2Afj6FH1WAnhQvN/l1kUgousAXAcAPZh5gyRFOQXR+FNahwGgxsYnQ1vicfWqVa2an3IKQaQlVE8SjUelZWg8njQaj0rL0Hj0k/kmDhGVAbwdwPVTdfWsSzzvNcbcCOBGABikhfo8WFFSyFv8nfnR8Ht3/53nAACKLg20UKgn+gdVkKQsiitWORlV3SM/SpMklZGsRMX9S4VkVSte9lWu4nWTHvkVS7MCWZX4dRZiQ8lKVjX3p+giO88uyMoA9Uhb7fILw7Z7f5qYQzPsuOFS4I9vz9TXk3mrZKCd8XjBhg3T+qsMrbfn0CEngaoeD2URLLEo9tqccq58A4RVaVjeUBs5Fk7eySj4zOUKWBJvirMrBcpyLK5IBQDV4ePRrm5Oci7kkYTw/HySkEBCEpN4+CiIYwikWbxCyKkmjx8FAJQHhxqOlYUTLzyXsaemi0+XPMbj0tdfBQB4+d5v2jFFFSaWRRX7bFywpBEIz++ggpXYruAkGtwmz+V4JSgpb2J5IseX3I4r1gV9hXQqiDVPdaq4fMon4wrGTJNepki15JjDO7cBAAbWnNlwrCzs+9F3MvbUeJwueYzHO665AABwzqfDyqPjk1yZyb7vKoVDz+u13wo1t0pKrgJ1kefUZRmVb7tAalWPvgeARfw1WOM2nyzKvYqMpkPjdoOh8cZS4Ila8pqc5VeTnrbeEvcpRvoCQBfLoN12sq29aDz6aCYT560AfmaMaSzstewCsFq8XwVgT4O+iqJkQ+NPaT16E2e6aDwqrYXQUYaMLUbjUWktGo8ng8aj0lo0Hr00cxPnvZg6NQ4A7gTwNSL6G1ijqnUAHp7G3ACExrpqojs76O89N8xK/DUDZ5fITJeaYUM1e7eAZBYMZ+K4InlFkcFTcmNVPAbAnAlT5Swd0aXsMlsma0nzYs7O8WXbsKFxaF4ss3sS3QPY5JiziEqUfBpZBxvOiacZsX4HXh061Z12b+P9ZeGjv/4dfOSPM3ZWOdV0yW088pP1Yv/8YB0/weIMAH4iLzExc2C5ruTJwKmN2f0ET9IL4fltqjZ7gDNdUg1ORWZNYIjsMxiuN37yz9t5sxDi+xVP/vl3FZg6i34VlzF0spk4ozt/kbGnav5PgtzGI5v0ymw0NvcO+kwm45HPWxJPujkrp+TMj+V5zmME5uAy5jhzh+NRnGf1tAyauCl4w57+7VIzcLhNft64uC+431VBfA6Mv2zN2E82E2d89/MZe2o8ngS5jUfOvgGAvh57RveU7evoeNg2MhHN0ikXw7Ofk1dGnf/2UBjamHThdMyZJneJ7cZdUh0bIi8Mk1CDNk6omdebbOMsn7I4LRf1FCNz8sGhVquHc5lENJNGGiJPsuk4GyJ7LoIr1Vpk+/aj8egj02+fiPoAXAHgW2LdrxPRLgCvBfDvRHQPABhjngJwG4CnAdwN4MPtcBpXlE5B409pF2Sy/ygWjUelLZD9hz3rj2LReFTagsbjtNB4VNqCxqOXTJk4xphRAIti674NWzrO1/8GADec9OwURdH4U9qDgcqppoHGo9Ie9EnjdNB4VNqDxuN00HhU2oPGo49mq1MpiqJEYI+1ZPXIUEZViL1K4gbHAGB8gzEx02IpfWKpFK+T+xt9g5VnD/7HEtu3lvxCqLo59BRDN7p6IINy+apiaoXYXZC6kEwVnGSqAI/JMvHc7Ryu/sAPg7af/G0orWovBNRVTjXXKA1YGVVFGBuzjIJlQ1JCwWbHxmNeypKpuFExEMo2WBrCEioglGsV+63sQ5oZs2SCjV8P3H9POJe+gcj2UvaVZpwazKmYlFPFdfQRGVZM7iHfj+54BgDQv2LNlPttBUQU/J2UuQPLqNJiR0oFC+WYdDFy3kdlhj4pIp9DMga4H5uIR+LKtZ12+W8AAPb98F8T84wbh0do9h+rlP7xeJQGzByPuPhNze0vvo9SV7Z+Go9zki7xX2+l6q7DPFIkXsdSK59cqVKz20sTYt6u4Ap9dHn+y2az41FhbNxVjM7vG//lgqDtt75lzZhDaVe43XDF7nCeW5mWhCIlU8WY0LiYcs0tZVgV97my/7i9Nli7ZEHjHbYQjUc/ehNHURSlU9FMHEXJCfqkUVHyg8ajouQHjUcfehNHURSlU9GbOIqSDwh6kaooeUHjUVHyg8ajl9zfxNHqSIqSb1iyxJmaaUooKZmqxyojSelTpZ6sWMXwx7hPTlWtR3NJRyth+iUXAjj+KwcAAKX7VgRtXJ2KX7MSSME88q2iu0NSD/zjw7G5UhVX9JJc8aRNU9183kCiraUYaHWqOUjNSSUiqcdcLYalBKLqS3X4mG1z/essoQJQGlwIIJRKFYW8gaUgleNH7PbiAiuo9iQkVgzFUqKXXHplsLzvR9+xC062wZV95DEUuhrLISIyqkYISUjQ38V9RILi+h148Pt2nq/51anH9pD9wpM6ypCxU+CKUrIqGv+dg3NDVouKVaoylTCGuGoTV2+LjumkxCyVEmMGsii3nZQUyvEBYNmb3hEsv3zvN9MPDi34x8oTj3wsvnh44ebPAADWvv8T09xfShmfCBqPcxEpiyqXok+xpPSJq1idGHVVpkRfbut31a1GJ0Q1UyejKrpVJ8bCNh6j3ynmR4ScitdVPF9h//udGwCEsqpFfWHMDXXbc3TSHVjZU68oqE4l5FSBRMoTvrKf7Rv+0iZrXHHWvu49eiJoWz40LzlYy9B49KG/EUVRlA5Fq1MpSj4g96Qx68/U49FbiOg5ItpGRIn/eMnyd679cSL65bYcmKKcgrQ6Hu2Y6TGpKIqf2YjHU+E7MveZOIqi5Jsam+M689Miwrv2nJXjMxpm+KZ/HY2zQuR2QTZPzG/YjkWRsUbvWha0DWB7ZExf1k0wBzHN+JwjGUTB8dnJ1OU8XSNnFXV7vlfYGPmB31gfrPuVbz2Z7NgEvt9xQ/TmzNzFcyETyWyJwU/ppZko47soYqNWr3ErZwW4MaWRat+asxrPOWacGhi/RlYm5xKfX8S8ODa2L1uHt5fhsPg1VwAADj38g8bzbSmUMHad9khERQD/CFvqdxeAR4joTmPM06LbWwGscz+XAPgn96q0Ej4XPeetNCZuhC8GfPHI53VgXi5ijvdtPBluvWvWNdy3ibm5RrLgOLvPF4+x81jGXNA/JR5965Ze/i4AwMv/dkvD+WaBUjL5Yj1bFo9A5phU2oxM5qjFCjsUhIEvGxpXqkgQz+CR1Ot8DWqRGTxspFwpJs2S+dvz/7qwcWGL+T2cBROuq7oxyl2uzZOaUQsvssNjKDTogzBLp86/D8+YbGi889DRhvNtLbMSj7n/jtSbOIqiKIqiKLMJtdS48WIA24wxz9uh6VYAGwHIC9SNAL5ijDEAHiSiISJabozZ26pJKMopS2vjEcgWk4qi+JideMz9d6TexFEURelQVCalKPmBCk0p3BcT0Rbx/kZjzI1ueSWAl0TbLiSfIPr6rASQmwtURZlNWhiPQLaYVBSlAbMQj7n/jszlTRw1M1aUfFNatTKxLi6rAqLSKsAvmfIZIXNmZyiPSlJEtI8cn2VKS//uft/0AURNkMvFWmS7piRJDWDZVcXNdLQemlD2FZzMxB18det2xDn6314LABj68gNN7Tf+O09FjY3nDDWWSLBkQpgXB0+w2FRYyI2KfQORPjUhw2BJBhujynTmoL+QUTEsh2CplRFzmbf27CmPxSf7CmQlLMOQ0qv4Ezr5Pk1GFUvPlqbLxZiMZWTPzmC5f8WaxpOPYeoZzJbDGTTRFweNMRc1MVD8Qy1LH2WajB/aDyD8+8tfNv+SKSZzAkSscZuQXAXLsT4Sn7ExExqOh2MOrb+w4THURo5F5hQdKzn3OMGxe+KRSZNIyP32LFrq9muP4fDPw+/Fhee/tuEYiTlVkmbrjWlZPDYaTONthjg0PAoglEkBoZxpdJz/NOGfiM8S7i9lSpNOYsVSq5po434so2ITZB89Iqz6nIrqg5eu93cGUHahMlELj6E39l/8pGhj8+E0iRVLp2rimncsFqO9wvG5XOTfB48dDn50xH5vD/V7ZNAtYcbjMfcxm8ubOIqiKEqbMcjZ15GidDa1zJVzpmQXgNXi/SoAe6bRR1E6lhbGI6DxpignxSzEY+5jVqtTKYqidCqmiR9FUdqGgX06mvVnCh4BsI6I1hJRGcAmAHfG+twJ4H2uAsdrABzLk9ZfUWaTFscjkC0mFUXxMEvxmPvvSM3EURSlaaq7dgfLROcAEFWmIhKdgutjG7sovJNeb0LKIyVTPFY9VokKCCtXsRxq9K6w8sb8q7ZGxtyWEtjPAAAgAElEQVT71bXB8ivet23KOXAFqgJlexoQ9q9F5gsAFWPzYgvul3bZE6GEpea2e9vv3wcA+MmXG1cr8HH7q5Zm7queOHOHuPxHSiYKvVYy5atAxbKrolsXkT7E5B6yUk5t5Hhkf3JM7lcdtn2k5OrA/fcAAJZcemXiGPpOfxUAYOT5Jiu0ZSm57ZFtsFzDJ/vgeXLb6I5ngrZm5FTL3vi2bB2NQb1FTxqNMVUi+l0A98AqT28yxjxFRL/j2j8P4C4AVwHYBmAUwPtbsnMFQCj/YRmflBQGFaScZiNS9SlezaqQlDByHyn/i1SjQvRc5n71sWE3l1BStPfuWwEAy9+yKXEMHI9ju6zcl3y6jBSaNSJNi8eX7/2mXed+V6PPPxW0NSOnWrPpd4Hf/R9Td2xhPNrh/DHZsh0oqSwa6AMQrTY16apFsSJItknZVRwOA36VVaZYRnVi1FVrLRjRhsj+ToyF14SHTtjXt938KADgO++/ILHf166YBwB45tBosK7kxiq7klVyLnwzo+hRBbHUivtMig3LsTiXGTC8vG3f4cSYx8cnALRJTjVD8XiqfUfqTRxFUZRORW/iKEouMAj9CVoynjF3wV6EynWfF8sGwIdbtkNFmUO0Oh4Bf0wqijI1MxWPp9p3pN7EURSlJfgMihnOpAnMj6fon9YWH1PCGTicrdNfnmi4ffmd+xPrqi4LpiTMgUuFqMmbND0OjZAbPyHgDJxCIfkFxBk50ou46Mbqchk8/+nJMIvhB+f1N9xPs5ABMiYVKacS7ul197JQyl05chBAmI0izUg5Ayd4+i0yVuImqdXjR4K2IDunK2myGuzPtZUGBsMxRUZCnNGdv4i8N+LpIMUyE7I+5fcZGge42ObjlNlEnBXAzyTlOAcf/iEAYPHFb8o0h0zzNAaVajMmyMqpRFHGgDPuTjM29hkGc3ZdaCo+nOjDbZE45n6urdAbfo/IjL04w1ttkZGuoSUN+8T3OxUcR2mGxr5Mo2JX1Fy5Nhp+L+6+42YAwMqNrXtQrvE4N5EFjgb77DXZ8dHktSRfq/Z4rtsYztyRY3IGDn91yWtevgbkDJz+7nDsee6rZzLllPv5AXvOF8V0R11SHV83yiyawNjYvZYKzRWyYPNiKU8adzHBhsZyf5yls/eoTStaPjSvqf2lofHoR2/iKIqidCpanUpRcoHV/OtdVUXJAxqPipIfNB796E0cRVGUTkXlVIqSD0zr08UVRZkmGo+Kkh80Hr3k8ibOlSvOD5bv2fPzWZyJkgX59wrZ6lmnzEWGR6zx7uCATRGX6aP1hKFamHpJsTsIBc8dBd6+WAjvwMclU1LexNKlLieTGOgKU8WPvOMSAEDvvz4U2V5uV3L7iUimeD8pdzyKGfpIY+M6OdNjTJ0eyrIqALjqqWMAgLvOnT/ldllopbExEQ0B+CKA82BvD30AwHMAvgHgdAA7ALzbGHPE9b8ewLUAagB+zxhzj1t/IYAvA+iF1St/1BhjiKgbwFcAXAjgEID3GGN2uG2uAfCnbip/YYy5pXVHdmoyeWhfsBwYqbJsSEgTWLYRl04BQvrg3ksJRLDskXYERqo8ppCG8FxG9uwEEDUJ5nnVWDYiDRZjco00+YaUogQSFCdTiRwDy0uEjCp+fKbuXj0ysDST5mYxMK0uoarkCCn/CeLPnafyY5jcVXlcOuXD2+bWRWSLvI5lXCKueIxjW58AAMxf9+qG84SMx7gBcwo+aViw/5hMCvBLyoJYLfNn2XjQVnWfPdv+/o8BAGd+5NNTzmkqNB7nJisXhtG2+zBfX9r31aooPlF1hr9OMjU+GbbFDY3LJSPaXBEPz3/XZbdufr9x+wjbWJK1drHdzxO7Qrn/q1dZk/SiJ3E6XolJhmhcRlUkeQx2meVQsi1ubFz0+BtwbMhvxTJYSmbntPPQsaBtzaKTu2bVePQzpdU8EZ1NRI+Jn+NE9DEiWkhEm4loq3tdILa5noi2EdFzRHTyVzeK0qFo/CltpbUlxj8L4G5jzDkAzgfwDIBPALjXGLMOwL3uPYhoPWxJx3MBvAXA54iI/xv4JwDXAVjnft7i1l8L4Igx5kwA/wvAX7qxFgL4JIBLAFwM4JMyHlqJxqPSTmp1k/lH0XhU2ovGY3NoPCrtROMxyZQ3cYwxzxljNhhjNsA+AR0F8G1M7+JcUZQm0PhT2oZx5sYZf9IgokEAbwDwJQAwxkwaY44C2AiAs2JuAfAOt7wRwK3GmAljzAuwJRwvJqLlAAaNMQ+4ygBfiW3DY90O4HIiIgBXAthsjDnssnw2I7zx01I0HpV2YQxQNybzj6LxqLQPjcfm0XhU2oXGo59m5VSXA9hujHmRiDYCuMytvwXAfQD+COLiHMALRLQN9unoAy2ZsZI7WPLml1UpLSSX8df9M1vpov56WwkqWjUq+mEakVfFTHWNuFPAUqei216OWTNRiZVMsCw5h/5SIZl2ufIPtgEAqh+3lTYW0tFwXoGcylXcyagzikutZJWqQuwY5JglJ5EqYur00LoJ77V3FSqZ5pWZ5r7rFhPRFvH+RmPMjW75lQAOALiZiM4H8FMAHwWwzBizFwCMMXuJaKnrvxLAg2KsXW5dxS3H1/M2L7mxqkR0DMAiud6zTTvJZzwuWQEAmNgX/kpY1lTsHQDQoAJVBljmIOHtI1VuWGLBUq1KJdF24plHAIQVcABRWcezn3ifrARVt+Jz84wZrRLUZdeNDk9rv9NB08VPilzGY8+K0wEAkwf2BOtY6lTss9+d8nz3SZ4a4YsTjkMZc4WurinHHN3+VOQVAIr98yPbTxcZO2nSqtQxYtWsCt09wTL/I1M9emhaYzdC4/GkyGU8XnFWeC7f+jMbI8OuolRJyKJYIsUyKim1gmvjdfI06euJXlRVqsnr4Qn3VTlPqHj7rCtBINH6+lN7g7ZvPvsyAKC7yBKocMxw3dSfFxE5VUwiVRSVq8qlqMSqWEiOzTKumqjayGPwTZRCljKzTaDxmKTZmzibAHzdLTd7ca4oysmh8ae0luZu4hw0xlzUoK0E4JcBfMQY8xARfRbuaVsDfN/uJmX9dLdpJxqPSsuwmv/OeYLYBjQelZah8XjSaDwqLUPj0U/mmzhEVAbwdgDXT9XVsy7xmyei62B9D9CDvoaDcXaHGhznH/k3Ki6fxYnMQWYr/rKwarPNaNn7usZ33TmTxpflyFk3NZFtww8VjJu6zOBJMzb2rWM426anaJ++pJkQpxE1Pa7HXrONyXPhBypFSj5hqLkMHGlsnCVzpxlaaGy8C8AuY8xD7v3tsDdx9hHRcnfhthzAftF/tdh+FYA9bv0qz3q5zS4iKgGYD+CwW39ZbJv7WnNYftoZj6tXrUps0Ay9y+yvtXL0YLgyzRzVPc2vnjhs38u+nBlTTG4fZOBkMDiNPMnnzBi334jJsnuq5zMarjvzUhPbPnIsnnnCY2gc7I/H8s3dPfWjuLkrsh1zsxiTNKlUspHneOxbsw5ANBOnEDfzlcbfLlZqY9YI2RuPnvOOM3D43PRlz6SaJHO2ji+uPJ8DWTL4AnPwWtKgOC0es4wpj4XnXF7SugtPjcfpk+d4/LWzTguW//lhm/Tb12M/62VRDoavRceEsTEnhPBrqZTMtuEMHDY6BoD+brvMWTddIgR6XLiG51w45lC37TivXIzMCQC63Ztq3cS2T6cYMzvOkskj+/vNjt0c3C+my+fuPE00Hv1k+6tZ3grgZ8YYLnmxz12UI+PFeQRjzI3GmIuMMRd1obv5mStKZ6Hxp+QWY8zLAF4iorPdqssBPA3gTgDXuHXXALjDLd8JYBMRdRPRWlgD44fd07oTRPQa53fzvtg2PNa7APzA+ebcA+DNRLTAGSa+2a1rJ22Lx0WLFrVx2kqeUePGaaPxqLQcjcdpo/GotByNxyTN3MR5L8LUOKDJi/OTnaiidDgaf0rraW11qo8A+CoRPQ5gA4BPA/gMgCuIaCuAK9x7GGOeAnAb7I2euwF82BjDj2E/CFuqfBuA7QC+69Z/CcAip5v/fTi5ljHmMIA/B/CI+/mUW9dONB6VlmJgn2Bm/VEiaDwqLUXj8aTQeFRaisajn0y5TkTUB3sB/tti9WcA3EZE1wLYCeBqwF6cExFfnFcRvTifNtI0V6VVSieRh/hLo/7o027pVVP2lQbF9ZhBcWRMd9OAOHVT3EWgmAZIyqLY0LiQIqsK9iHSVUseOVNyTp5U25T9hIbG9UhfHzVpXuzkUzy/mphnxdiP7H0fvRQAsOyz908574ZkqDrV1HDGPAbA55lzeYP+NwC4wbN+C4DzPOvH4c5zT9tNAG5qZr7TJe/x2DUwDwBQHT4WrGOz1EBiIWUVTsLQNWQNv6X0ITAr9kggWPIUGqkKY+M4heR2SJNO+ORKMSlIxIQ41kZCrkKx/fhMVn3SDv79FfusGbT3+Nz2o/tCL+6+ZdNM9zdG08WnQd7jsddJfA4L+VEgearbWIhImFxbsX8wMVZaPAIx2V9afEkpEo/l6ZYqb5pmPKbOq8H2gJBvcVukT9Tw/+DDPwyWF1/8pin350XjcVrkPR7Xr1gs3tnP7ePDbGwse0ZNi3v7wmtEXjcxbrcreK5hu5z5sVQpsbqIpVPS2LjfJcTP77b7XdQbnt/OZzgYq68UtoXypqSciiVW/NorZF8sn+LXiLFx7PuwyyO1qjgHZtnGN09q9YJ7DedydMRegwz1h4bkTaHx6CXTTRxjzChsFRC57hCavDhXFKV5NP6UtqHfiU2j8ai0AwOg3kFp4K1C41FpBxqP00PjUWkHGo9+Wuc6pChKR7Ns4zMAgN3fOjdYVyraO/PGk8XC8F17mZGTxSCYxyRhHMfblVNKhXNGTbMmxD44C4izbmqe55m+/fC6LjdPmYnDGTjS0Jjh8d9/nVUY3fXZ+VMfQBr6nThnWfbGtwXLL9/7TQDhE39f5knNldKWpcILriQ5I7N7uJ+/PHfZu32EWBlyIPbEPtaWRlpGTdAnyDBKlkLPZNIqM3g4+8htd+LZR4O2aWfiQI0b5zIrN74/WN59x80ApMmveNLtljl7ThI3K645s28AMO7JuK+MOO/HZxjOcZFmQhzv6xs70q+JeIx8Y/JnSSzjyLc/uV/+vdTdutHnwzLpmG4mDjQe5zpP/OEGAMDp/69Vd/SUw7/3eGBkbF/Hx5PXdnztKf17oyXFgbIoOc4ZPNy/V4Tzwt6CW+cysEVyT7GUYiZsohk4VXGjg9f5zIjjY8msmRpnj7vS4vLmCWfe1BHdr5179JbCeKUaLFdcvE87Ewcajz70Jo6iKEoHQgAyqMgURZkB6sZg0vNPsqIoM4/Go6LkB41HP3oTR1EUpRNpsSeOoignRydV1VCUvKPxqCj5QeMxySl5E4dNjtXgWFHyB0uogKQJsaSQ0icwPfa0hTKqqIkxkNWgmPcsjOpcymypkLzTXzfRlO4C1RPLFTemnAtLn/hDtiD2V0R0nlI6VSQ+LvvaQ1W0Df1O7AhYelAbGwEQlWUEkid+yiVkCgmZkUfeFEin4lKoqXBjScNgiskppOFrwiw1Taohxoybs/rMWsljFMvSE79cpBiZn5SgTRdj9CK10+BzXwqgCt1RuYERuop6xRr4UrHxE+lm4zEuo/KaGXuMxn1x0ajNeEzBvfuJPWmXgo+I+TOi0suE/KrQTOFdPxqPncfwqJC1u7Bjs2N5SnGbqdszdEIqdGMSq4KQ+y90X7WDPfwqzYSjc5HSodFq3fVxhsHC+7nbI5+M4+sz6T5XiiYptZp016e9BTZuDtt4Xj1djW8flJ3xciurRGk8+jklb+IoiqIoLUC/ExUlN6jmX1Hyg8ajouQHjcckehNHURSlQ1E5laLkAwN90qgoeUHjUVHyg8ajH72JoyhKSxm8eTBYPvEBW83GV52KZVQ+ORXLkrj6k5QpcX+WTpUKyZRNXwUqlkz5xuQ2n3wLTmJVdRIK2afqpFYlTyUprljF/aVkiqtSBdWthESL+xVisqq2oN+JHcHgeZcAAI49fj+AUJYBAChEJVNFUVEqLqeSp0vRyY0CGYaURaVInZjq8HHXV6R6c7UoN7+CT8oUq4oFJKtuyf37qu7ECbaT8i3eziP74mOtT05d1SorBkafNHYIA+svAgCcePIhAIApSgmjq0oVVJQK5VW+c5+Jy43SzncfvnM5kAtytSlZoY3lUB6pVWKcDJ8H3n6+/fF8xWcTf15oPCrT4a829gEA/vCO0WBd1VWZqjo1O0unAKBYsudF3XMBxRWu+lxVqnmiIBx/1fW4ClRj4muYrxPn9ySvldMoO8nTZAbpku98DipXFaS0qxBpK4u4lP1kn8h+3FzkTZf4ds2i8ehHb+IoiqJ0IgZ6E0dR8oJq/hUlP2g8Kkp+0Hj0ojdxFEVpKb3/+lCwfOID5wAACi5bpl4Pn7qnmR7H2+oik6fLk3kT9Itl28jtCiljclvNreOsG992Y7XQFLZcqLr92ePqEibE3UW73E0VN+/wSSLPr8ttXxR3UzjzhjNy4ibIvjlNF5VTdQa9S5YDAIZdlk1tbDhoYwNfRj7xTjUPTjNC5T4ew19+ah5kFRSFkat78l7sjWYA2A1dhlo5Ol85FhsO+0xdvccSN2D1HEuQiRM3eZZjp2QhZMVANf+dwvx1rwYAjGx9PNFGznQ8OKdkPMbPs5TzLtWg2NOPDZSl6Xmw35LHJDktA4fHbDg7MXZGg3LuxxlxdWfSHunfwhLEGo+dw7svWAcA+MR3wmI5cWPjatUk2tjsuFRKnieVKpsei2IXLowqNTYHDq9BB7rtYCWXsVITQ7K3OZsR9wqXZc7AmWCjYpEZw8snJm1czBNhHGbZFCKvdl4lt66YaIvjy7ApFpLFQ9KMkLOg8ehHb+IoiqJ0KvqdqCi5QDX/ipIfNB4VJT9oPPrRmziKoigdimbiKEpOMPqkUVFyg8ajouQHjUcvp/RNnCtXnA8AuGfPz6foqSjKbNB76wIAwPh7jwCIyqQ8fmgJuE9RSKh4uZhiaMyyqjTqpiCW7WsgwxLbP/bySgDAae942r4+MD+cizuebieLYgkVEMqouI2lU4CUSrHJsjg+j3yKYRlVWp+m0O/EjqLv9FcBAE4880iwjmVCLNWQMgyWJXmlUzE5hZRO8WnFEg0p4whMUj0SjUAW5d7LPgUnBeM5LbrwDUHb/p/cFRk7s6wi1k9KO+JyFK+pawtR48bOo+90Kzcefu7RRJsvPigma/B+y3niMU4Ql0AQmyzj8sY4709Kp2IyqmVvfFuwvO9H34nuL0USJmM1YZYs+1VjfQSB1DGDuWtWNB47jz+5sjtY/vPvTgAA6vVklBknlaqzwbE47Vg11NPljIr7w7Z+NzyrjXrFf+CcZTLh3veVpNGwk2bVWPYfxsBk0UT69JXC+PqNDWcCAL78yLMAolKrgbLdeW9X0c03nExvIKdyBseFxnIqH2xsLLc72SwajUc/p/RNHEVRFGWaqLGxouQGA6Cq6eKKkgs0HhUlP2g8+tGbOIqiKB0IocGTXEVRZgV90qgo+UHjUVHyg8ZjEr2JoyhK25j3tQcAAKPvsTKOQiH5Icyfy0VPm49CIEFqXIEqkEOJIblfwSPDKjk5k5RDMZeseBEA8KJ731usBG39JZv8yvIofgXCalQso+ohKaeqRuYriUulaig0bNv6uUuC5XUfeghNo9+JHUX/ijUAgNEdzwTr4tIjX6WlQJrhkxT5pA+1WIyJ7Xj8uDREUnTSqcj+XFWaWiUpE4lLR+RpHa9UVfdsH1TTqSePPZivGMe46l5Bm5C+HH32MQDA0DkbkvtJwZiwConSGQytvxAAMLL9qWBdXEYl44TPN67w5iPtxnwiLoH0Cldcsaq7J7J/QFaES6mCxfEh4z9WjSoSj/WobNOI44zvR35u1VgSypIwsd3eu28FACx/y6bkPFPQeOw8rr3knGD5r++1n+OT7rJNyqpqsa8u2VapcuWp5PisWOp1UqleUZ2KqzwV2ULA4zfANzH6RAzNK0fj6ehE8hq2232GLOwNP1vm99jlLq5OJWRYvO9mZVQFnrPbrkDJ4zs0PAoAWDTQ19TYGo9+9CaOoihKh0L6pagoucAgLCGrKMrsovGoKPlB49GP3sRRFKXtHH95HgBg6eojwbqay4wxhp9AhB/QfAO/q+hMFyOGyMkMnEb4Ml3Y0FiaCXO/gsdomPsfuu5SAMB5pTDjhTNveHvOvpFt4Wv4hCRuUCyPPW6uLLNvam4u3P/PL789aPvc3ZcBAI79aBnw6XB9KpqJ05EEmS4AqsPHAISZJsaTqcLZAT6DUl8bEB0jzRRYZgcU3JP0wJzVM5f6pH3qPrzrhXC77l7b5p7IR7Jv4mO1wpSYj8czVuXwPgDA4Uf/PwBAedGyTEMao8aNnQqfv0B4Dhf7+hP9AlNw9/TclzXny37hrJm07DfvvFw8UopZMme9HNv6RLgdx2OF9+vJ7qslM/lCY/J65L3dT4pRc9XOoT424iYQ7m9s93YAwM5b/wEA0Hv6OciCxmNns3qx/dtvf9leh5VK4blQq/I6+76vJ/wOG+p32TLOxHhR+FWLZQPTE7DzeRhkyIgMF/aJ6Q5MiMPtHnvJfhed1m8z6Qa6w/QgNjJmY2NJlydeGc6oYaNifm+XC66tHukT6U+2z8hE42xCHxqPfvQmjqIoSiditMS4ouSJqj5oVJTcoPGoKPlB4zFJptvyRDRERLcT0bNE9AwRvZaIzieiB4joCSL6DhENiv7XE9E2InqOiK5s3/QVZe6j8ae0DdPEjwJA41FpDwb2iWvWH8Wi8ai0g5mMRyK6moieIqI6EV3UmiOYHTQelXYww/G4kIg2E9FW97qgQb+biGg/ET15Ujs8CbJm4nwWwN3GmHcRURlAH4DNAD5ujPkREX0AwB8A+O9EtB7AJgDnAlgB4PtEdJYxpgU5zH6uXHF+sHzPnp+3azeKMlvkOv6ysO63HwYAHP33dcE6k0EOFZgRi3XBdiyBajKdJBjTs/uCxySm2xkTv94dQ7S/k1GxrErc7eB1PVSJvAei8qk4FRNNZZV9j9WsGdzC0nBiuw+tvc/2f6XBf/10w+EjaCbOtDjl43HhBa8Llvf96Dt2wckVpGQiMPqNGZVKAqmGMGTl0yqQRQjJVFzS4ZN4sHQiIr1yy4WylWqMbA+vm1geRjWWY3hkGDHTVMBvTBxsF5dKeaRTLBuJm0MDodnq2K7tiTYfatw4bU75eFz+5quD5d133Awgas6bwCeZYqmVe58Wj5IsEiuvebGj2G//Hx/fsyOcnosLr0k6x2iKMTLPyQiPVu4XGCHXheTZxRr/zqojx4O28uLlke1Gnw9NpNOY4Xh8EsA7AXxhxvbYPk75eASAzdddAABY9xf2f8q651youvNzfFJcTPZPfVFV9Fx8BnKjYuPr4lKBt5frnLzJ3bhYyjouAEdGbeENllH1l0M5FcuofObFgcmyp60W+0VURJDwMVRcjEtZVt3Nr2Zc/6T/ciozHI+fAHCvMeYzRPQJ9/6PPP2+DOAfAHxlxmYWY8pPb3fH9A0AvgQAxphJY8xRAGcD+LHrthnAb7jljQBuNcZMGGNeALANwMWtnriidAIaf0pb0UycptB4VNqJZuI0h8aj0k5mKh6NMc8YY55r0bRnDY1HpZ3M4PfjRgC3uOVbALzD18kY82MAh092ZydDFjnVKwEcAHAzET1KRF8kon7YO8dvd32uBrDaLa8E8JLYfpdbF4GIriOiLUS0pYKJaR+AosxxNP6UtkEm+48CYAbi8dChQ+2bvZJbbLp49h8FgMaj0iamEY+L+ZxxP9fN7hHMChqPSluY4XhcZozZCwDudWnrj6g1ZJFTlQD8MoCPGGMeIqLPwqYWfQDA3xHRnwG4E2E5Cl8uWOKSwxhzI4AbAWCQFrbskoSlVSqrUuYIp1T8TQVXV5JwtaliofE0fNWpmoVlVFW+d+1NzbQp6NEqU7Yjy6okiQpUok+yOlU2ORVT8KS/bD7PykZe+rM3AwD+8L98M9Gn7j+wJJphMx3aHo8XbNgwq38VKcPgilX1MSvfq0+MB21cuSaQQ0gZVkreM0seKFb5ptFY4Q6j0gxZgSpeNYcrWMWPJ76/+Jg+qVXQVku2LbnUWjgM79wWtI2++Au74JFYpWEQVhpRMjP34jEuQRLvOebqLobqQnIVSJBYNihiIDUeXVtQGU62xSRaafOMVISLSaRY7uTbThKPORm7Bc+6oJ+b++rf+G0AwN67bw3ajj9lZdDFsq3QUxpa3HD/kmnE40FjTEM/GyL6PoDTPE1/Yoy5o5kd5Zg5F48TTipVENenAwM2Zrpcxar+7rBtvisqV3ancn85PES++d44Avxw+E64X01Z3MUvuuvhvlLR7Te8xl7gpFVczUpWoopLpQqUrDJV9lSpqsWqU0l5VbCdm8vSwbDC3vGxichrs8xkPDY5tVkly02cXQB2GWO4ru7tAD5hjPnvAN4MAER0FoD/LPqvFtuvArCnNdNVlI5D409pH/o/Y7NoPCrtQTNspoPGo9IeWhyPxphfbd1ouUXjUWkPMxiPRLSPiJYbY/YS0XIA+1u359Yy5U0cY8zLRPQSEZ3tNJuXA3iaiJYaY/YTUQHAnwL4vNvkTgBfI6K/gTWqWgcg6QiqKMqUzLn4u3NRsEgbDwIIM05kho0JzIcbmxf71tVj2/lIG4uNjUsiayZudtzty7Zx63qoKvpFDY1l9k0hli1T9yhb6+4h1f+66Z3BuhW4HwCw+lP29SsPvi1oe+9n70qMkQZBZVLNMufiEUD/2lcBCDNIZDZKfeQYAGEA7DMh9pgXM0F2gKeN1/nMTwN8xqgpBsXxjBx7EI0zYhJP/sV7zkIKjJEFfe53xgysOTNY7hq0hSyOPWH/jyHP00wfBuHTTSUbczEee7THVl0AACAASURBVNdY8//x3c8DiGbIBJlwaTHTLEE82Vidbjz6SGtj0vYX/bzhDBxniCwy3XpWnhHZbvlbNgXLvaefAwDY+60b7QqNx7YxF+Px96+w58vf/TC8tuspc/a4fS9vLoy75LieLm4LG3u77AbsXey7KVHymB7zfrrdhmVhfsz9Ocsmkm0TZOCU3DjJ72/OwJFmy7xc8Myl4PKIOANorC6Njetuf8msvsFemxXEWTp7j55I9EljhuPxTgDXAPiMe81tplzW6lQfAfBV5zT+PID3A3gfEX3YtX8LwM0AYIx5iohuA/A0rP/0h/PgNK4opzAaf0p70GvU6aDxqLQFzcSZFhqPSluYqXgkol8H8PcAlgD4dyJ6zBhzqpbb1nhU2sIMfj9+BsBtRHQtgJ2wPk4gohUAvmiMucq9/zqAy2D9d3YB+KQx5kszNktkvIljjHkMQFxb9ln34+t/A4AbTm5qiqIAGn9K+6AWV7khoiKALQB2G2N+jYgWAvgGgNMB7ADwbmPMEdf3egDXAqgB+D1jzD1u/YWwpRt7AdwF4KPGGENE3bClHC8EcAjAe4wxO9w218A+4QOAvzDGcGWBlqPxqLSDmSyhmhaXsX47AJyAjdFqmsfAbKHxqLSDmYxHY8y3AXx7ZvbWXjQelXYww/F4CDaLLL5+D4CrxPv3zsyMGpM1E0dRFOWkWXTj/cHy0Y02bZz91CIyp8Ds2H5qR6RIMQ2QfJ9FRuWTXPG6ZuF5sWRKSq+KTjLFsihIU+cmdrfir+5v2Nb1vS3B8u2vatJAvz3Gxh8F8AyAQff+EwDuNcZ8hog+4d7/ERGtB7AJwLmwadTfJ6Kz3FO4fwJwHYAHYW/ivAXAd2Fv+BwxxpxJRJsA/CWA97h/SD8Je+FoAPyUiO70/VOqJGEpUCCn8hgUs5loxITYJ12KEciohKwiMEtlCZRPcpEm6fDIqeL9fWbJXkPUjNKK+P4GVq1t2K97yEpGl77+qoZ9vOPDzGS6uDcuG/R9kzHm4ExNrNNZeP5rAQB7nJzKCPNixGSNvvM8zcS4WYLxeb8Z5Y0JfPGcQRImvyZ533x0phaaJS95TWO7maFzNtjXP/5cuPLPPt+gd8gMx6OSUz72+nMBAH97b1gsZ9yZHZ+2wJ6NMuTWLLSv/d1OyiT+yx6r2PNpYa+NX5lZwucam/cKxRSKsQvGSIgXo9tPVsPGSsldP/N1tJBHdbnvPl7HMie77yyFq11fIdFiOdVQf0/D/j1O2rV2yYLM+wA0HhuR/S+lKIqizClaWWKciFbBGhZ+UazeCICzYm4B8A6x/lZjzIQx5gUA2wBc7EzkBo0xDxhjDGzmzTs8Y90O4HIiIgBXAthsjDnsbtxshr3xoyinFDNYYrxRXCqK4pjBeFQUZQo0HpNoJo6iKEqHkqHSuWQxEW0R7290pT+ZvwXwhwDmiXXLjDF7AcA5/XO60ErYTBtml1tXccvx9bzNS26sKhEdA7BIrvdsoyinBMYAk825QUwVj2k0isvEtAB8j6zr/BeaGF9RTmmmEY+KorQJjUc/ehNHUZRZYXjcutUvHBgFEJU0ZZFFlQv2E71qfI77zVW1SpNodRWikqkuUbkqqDzl0SXVONGRm+QdE8NVCpJ3UbhaV70ZzdV0ae6JxcFGnhhE9GsA9htjfkpEl2UYy3dwJmX9dLdRMsLVmErdvcG6ylGrouGqOLJSTlxaEVTOQVK6RHI7RCtXeKvTNFnVJi7R8lHoSsqpUuEx3XbtjkZbfaOpTRrGIwAQ0fcBnOZp+pMm9vE6Y8wed5NnMxE9a4z5cVOzVKYFV1+KxBJLl1K281aEi8eTiJNCd2PpQ2JOGeJyStwYBfE503B/taQMs8AfH62YS9q+MXMeHEr+mdcXRl1QlaoefQ8A+13RpaWey5Yl/bbjZI3tApLfKlxtiitLyf0E0qkUL0M5JleXKgavhUQ/XiclVPGqVL6qVixsLCP8LKl5jqdVaDz60Zs4iqIonUhGmVRGXgfg7UR0FYAeAINE9H8A7COi5e5p/3IA+13/XQBWi+1XAdjj1q/yrJfb7CKiEoD5AA679ZfFtrmvZUemKDOAMekX582PZxoahRBRo7iMj7HHve4nom8DuBiA3sRR5jytjkdFUaaPxqMfvYmjKMqsMLndqW7OH52yr8yMKRWihsGljJqguHlxmrGxz+iY+0dNlhvvOxiDYhk5QJiV48kiKsbaRt95SdDW962HGu5vWrToO9EYcz2A6wHAZeJ83Bjzm0T01wCugS3ZeA2AO9wmdwL4GhH9Dayx8ToADxtjakR0goheA+AhAO+DLb3K21wD4AEA7wLwA1e16h4AnyYidsp7M89FyU5pwHpRV46EHrbF3n4AoYlxbWwkaAvMjtlkVWQMUDF6XnuzAjKYpaZl1kiy9muIZ3sKTGSdoWolNHIeP2TvefQsatJMfArqM/ekkWMpHpcBRNQPoGCMOeGW3wzgUzM2ww6nNGg/zqrHQ3/2ePaKz8Q4HntANBMuvl2mWIvF7FTETcsjWXO8kBL/AYUw24a/kY2LQyM+i44+/VMAwND6CzPNLyszGI9Kznn1mvBi6WfP27Oxy526SxaG/Rb0wbU58+MBYfzrhii7tpLIXKnGLjknhYlv2fULPYvDE3OixgbKtr80/60HJslczCPciT+7xk9NBEKQuRNsL7/b7brxShVAaGLcKjQek+hNHEVRlA6E0NJMnEZ8BsBtRHQtgJ0ArgYAY8xTRHQbgKcBVAF82FWmAoAPIiwx/l33AwBfAvDPRLQNNgNnkxvrMBH9OYBHXL9PGWMOt/vAFKWVzHC6uDcuiWgFgC8aY64CsAzAt613OEoAvmaMuXvGZqgos4jKNxQlP2g8+tGbOIqiKJ1KG9JTjTH3wcmZjDGHAFzeoN8NAG7wrN8C4DzP+nG4fzY9bTcBuGm6c1aUWWcGq2o0iksnn7rKLT8P4PyZmZGi5IwOq3KjKLlG49GL3sRRFGVWKI7b1E5iE2JPHzb5ZQmVpOpSNyNSKydFSjM2TqPukTfVnCzKJ7GqBwbFzZks1ng/PN8UXdP7Px0qHb7xLZ9P6fSZgUwc5RQhLoEAEMgo6pWK7ZMimZKwXCOtT9C3WYPSDLIPOWZCcpIinYp0c4bGLKMyQk51/GlbFKrn9Vdlm3MG9EmjIgnOSXkuVyf9fYDgvA7Od7ldhv01K2H0zmEabSxX9LX5Phvqnnkef9LKjFspp9J4VCSDPeH1X4/7GuSvt8PDYb+yOy27nLxpx5HwHO4v2zEGuinSV+L7p1xKq4DozYyyezPpOVnjBsXTpRnpFQAcH5sA0Fo5lcajH72JoyiK0okYaA0nRckRqvlXlPyg8ago+UHjMYnexFEURelQMnpCK4rSZoymiytKbtB4VJT8oPHoR2/iKIoyK9S7o5/IJLQ9LIPiClQsnQJCaZVPYtXU/iEqA9RtXivLsaSsimVUNSf4qpgwB7YQyKHcWFKOFZTTcPOksK3oHP3jsqrEGDFeuNVaVKzd9POGfZpCvxSVFAKJhUcWZZzEqtDdY9+LXOegYpVPThEbK1K5JiafkO+llGsq5Jhp26VJOgIZlZOw+Poc/vkDAICF578289waoeniikRWgmNMjePRU9GNz1OuGicqUqXJG5uST8n4nGZFOJYpevfvZBvB8dXC+ZpqJTqO+9wBgGLvAABg522fAwCsefeHpjU3icajIhmvhBdLtbq7JnTnR584hUeskgg9rruUYbGMyocrWBW8yhsW4TpXgUqEIcuouG2sGjb2uipRZRdP5ZI8Brtds1KpNFi+VYbd39GR8aBtqL/Hu01WNB796E0cRVGUDkU9cRQlP2i6uKLkB41HRckPGo9J5uxNnCtX2CfW9+xp0RNrRZmjnHXhK7F5y780tc0VBW+RoKYYeta+mg1Rg2NJMWZUDIRZOeVi0vQwbmic1dg4nvkjs3Q4K6fqMnBqppZoq7uUFmlwHGTzxDNygEhWjm0LF3mEokfrNP/7/QCAIx+wT/4X3PRA2mGlY9CW6lTKyVEslTC4aHHT2x0/dPCk9lsaXAgAmDiwJ1gXPCXnjBWZNeOe+Ncn7NM2+ZQ/bkzqy9IJxkkxIS6IbALETU7lE/yUtnimQbPGrfAYzPK6ntNWAwBG9+0KmvqWrWpufIcx+qQxj8xWPHYvWQEAGHn+yWBdwcWc71PbBI/nnflxPWl63CzxzDhf7GQxRI5kDjUxF5m1w6FR5M8iabLulvvPOBcAcHz700Hb4BnrM+9PovGYT2YrHi9Z2R0s//QFG2OcLeOT+Yy7MDwyGjZyRg0bGpeL4XVmKYMJ8USNC33ILHJucxk5wgSZs3Qm3WfDZDX87u2KfQ/XxPVpAdEYrYm7J1kydzgjp6ccfn/zvIrTNFvWePQzZ2/iKIqiKOloJo6i5AfV/CtKftB4VJT8oPGYRG/iKIqidCr6pagoucBA08UVJS9oPCpKftB49KM3cRRFmRUW3GylQCfefSYAoCiMinmpu2iX9t2xJmhb8vaXAAAFJCVT0zU7ZvNifq2IVPSSk0gVnIyrRGFbl5NWdbk+NSHDKrr5JWRVQFRaBaSbHgs++PFv2bm4sSt/EM6F5Vc33vDrwFdu9x+o3KUxoLrexVEsA6vWAgBGtofyjbiUSJ4tfWvOAgAMP/dooi2O11CV5RBxKVRWUraLGBsXo5KwuESkEXGZiDw+Xjf64tbEmCMvPBuZ38C6X8q2PwNMTvNXocw9Fl7wOgBhfAHh92JwfovvqT4nJRrbuTUxli/+Evhkg/H9peCLqywSq4h5OY+V0h/utSBkHWxyzNLO6vDxoO2Ak4caZ1ReXrQs5ShCNB4VyQcvDWV5f/ODqE3HMeFBPtRnz97/fLY9J+/bEZr7chiWS/ZM7xZyqmJMZRR/3wg2NJ6s8Wt4bTlWsSdwuWgNjnu7sv3LX3Hyq2Jc9g+g7uKVJVNp8qqKMFmuu/7SILoZNB796E0cRVGUDkXlVIqSH/RJo6LkB41HRckPGo9JMtUWI6IhIrqdiJ4lomeI6LVEtIGIHiSix4hoCxFdLPpfT0TbiOg5IrqyfdNXlLmPxp/SNkwTPwoAjUelPbBxY9YfxaLxqLQDjcfpofGotAONRz9ZM3E+C+BuY8y7iKgMoA/AbQD+hzHmu0R0FYC/AnAZEa0HsAnAuQBWAPg+EZ1ljNFEKEWZHnM6/vY/vQQAsPy8fYk2ljd1v/lAsI4lU0EFKZPs76tOxW3NElSgilWpAoCKW+6CTVf13RUveKpMJfch5uZJYWVYYlVEckxuu+5Pvo1HvjLlLu2u9ObMdJjT8VgamB8sV47auCOP1GJ8n5M19vYn2uqVit0uTcbBEq0UeVNEahGXZjRZcYflFL79Fbp7/ftAUlblI1K1i/s7udjw9qcyz1GfNE6LuR2PgwuC5cpRW2GHSl2Jfiy74gpW5M5pIKz6lklW5cErlYqv8FSEi1SlilF38RgZ020XVKVK2V5Wrkq0OXkVICvk2VcptZoKjcdpMafjEQA2nG5PjO377fuyOE0r9lIQm7dZGZU04x2ejF5wlYvJylV9pYLbLmyLG/pWIxWoXB+3blRImMou3oMqVdXkr9VXLYrHqrlaqd6KUs5eoC4+GwqxflJqVWuBdF/jMcmUn+hENAjgDQC+BADGmEljzFHYf50GXbf5ALgu6UYAtxpjJowxLwDYBuBiKIrSNBp/StswAOom+4+i8ai0DX3S2Dwaj0q70HhsHo1HpV1oPPrJkonzSgAHANxMROcD+CmAjwL4GIB7iOh/wt4MutT1XwngQbH9LrcuAhFdB+A6AOhB33TnryhznbbH35o1a+LNM8pZXzwEANj6Z4PButMW2qdlNXe3f2HfaND2/7d37rGSXPWd//y672NeHo8f4+cYMPghOQkstnGAKDwMiR2UxMkqJM5KG5MgoSAg2WijBOLdZLWJJbPRZoWSKCsvcZbsmoDXC8G7QBycQBIUjB9gA34AXuPYE7899oxn5s69t7t/+0edU326um5Ndd/uvt33fj9SqatPnar63Tv1vVVz6vf9nUYhfWQk2TbEwsYx26Z7zEZoyz873bHvWOR4tZP9KZ1vJm8lamTgVFGWbVOHsoLIa6KxmUHZ9HrcfeFr8/UXv/GPQPctdkrMbIlvxNtLh/NtjfksU6BORk5pFkujtxhxdrBCDOn3QpZMmjlQq5BxWVbQgJk+Repk8BTRFKoDs+n1uOeSN+frz33xLwHwVqarNOOkTzNlWWUlGTn5dVoRQ61rONVccf9mhY7T+AoxsZpsDG/1q7J7ysizgopZPjWQHgdm0+sR4PfensXw/lsfA+DFpLBxqCWcZ8hsS5LmFgrVipeSIr8xm2eu0X/RtWq8RDva6oTjdLW9FDJvFlaztu3zSSZtSBlamMtO3FPEuDBBSLqtXZiUo5h9k9JOUmeqCiDXRXrsp85vdQ64GPgTd38tcAT4IPBe4Nfc/Rzg1wgjr5TfC/p+9e5+g7tf6u6XzrM4VPBCbAHGrr+9e/eOJ3Ix9ZjXXwQgPYoxkU2harUXAUiPYkxIj0MhPYqxID2WU2cQZz+w392/Gr7fQibSa4BPhbb/RTcFbj9wTrL/Prqpc0KIwZD+xPhwr78IkB7FuFC6+DBIj2I8SI/DID2K8SA9lnJcO5W7P2Vmj5vZhe7+beBtwANkaXNvBr4EXA58N+xyK/BxM/sDskJV5wN3jiH2Wlxx1mvy9dueuG+jwhBiKGZdf3VoP/gdAF5+wyV52yPvzN627Dsvqxxn7W4K9Y65LMe6U5EAXixwnK5XWa7itrRPq3P89O1ofWqmFqpG3FYyAGK9+5XFEAscD2urqoMybAZjK+hxftcJ+fqu818NwNHHsh+nffRw/w5VBX9Darevdn0RFqxWdQoal76mrSqyOqAFKlosol2s1PYR+7S6hVhj0eKqmAbF2VoPn6NgK+hxx+n78vWT33glAAe//g8AtJeX+vpbuBY7ybZGUuQY1qHHisLfPTHEbSXHyjVWUiw9P2aJfbPqmHmfdVoge2JAehyUraBHgAvPOAWA33pz5qO68d7n822PZrXHmQ+XYuokPrIcrt7F/qs5XmvNYKdqViSTpLaiuL4SVp5fauXbYkHjdslLuPkQ2HzQ4/aFuvMcxfOGgDv9uSBlFqtorYq2qvaAVYqlx3Lq/qt9ALgpVBp/BPhF4DPAR8xsDjhG8Cu6+/1mdjOZcFvA+6a90rgQU470J0aPpg4fFulRjAXNvjEU0qMYC9LjUEiPYixIj/3UGsRx93uBSwvNXwYuKemOu18HXLe+0IQQIP2J8WCAySY1MNKjGAfuRnsLeflHhfQoxoH0OBzSoxgH0mM5g+VPCSHEmGh+8Z58/VV+MQD7378LgLP2HMy3HW1l6d/b5rK00dT6FC1Tg1ineghNqYWqE2xNxRmsiutF4uxUTWv1bcv3KwlhnPap/kAmdyoxe2zfeybQtSkceuDuNfs2FrqWjWiZSGesGoa6NqU++1WZraLMthE+K20YZfsNYJ+q/TOgdHFRza6XnQd07UbPf/mzfX18PrNKNbfv7Dau0+4XZ7XyAS/QMgtUbqcqi6lgYRwFw8wSB9KjOD5vvTCbpaqZ2Ieu+7vMTxVtTuk1dCQ4cpv5DFTd/bYX/je+UnMqpqOFmavSWFbCtuV2/OwGEy1WTbOwX/f+3TeTVDJbVZypqjhL1aAMOluV9FiOBnGEEGKLokwcIaYEV7q4EFOD9CjE9CA9lqJBHCHE1NH40tcAaF/5xqzh0m4mTixsPA7ywsZpikwY52iF7Jm5pHhxbFvNP7tv+9qxsvHcUQDmrfvmsbTY8RqxxALHKSPJ1lFNHFGTbaecBsDR3SflbasvZm8creSNeiyqGrNz0qs1vs235tpv4uJb885qv9YboRBrKWG/0gKseXBJvBVv/ovFVXuKHleQF0seIvthK02NKobnhHMvBODwd7+Rty0//XhPn05aiHs+K8TdWNw21PnyAuXpq/BK7fTen9KrurOaxRV1kuoq11xjbe1UZffUKc48CNKjqMObzu9OsPXx+7Mix997LmS6lNzmlsJtbWdSH79ZKAa8kFQ2jlk5K+3Yt/+YK62oiK4ylsIxj65melxqdXW5FNrKih+ffsKOcJ7jZ8ukGTnNkmfVUSI99qNBHCGE2JI41tEojhDTgDu0+p2XQogNQHoUYnqQHssZ77CZEEKI6cW9/iKEGCvesdqLEGK8TEqPZvb7ZvaQmX3DzD5tZntG9CMIsWmYoB5PNrMvmNl3w+dJJX3OMbMvmtmDZna/mf3quk46JMrEEUJMLXu+nQ0erF7cTbluhRkoF0LKdVqguFisOBY4Lts2KPn+ydB3p20923qLHvduO3FuKd+22Aj5tGWFkcNpxl7g2MHkMRYDsHDS3nx99cDTQL/tCOizWNhckjfOStiv31ZVLKBaZrkqs0UU7VNVfcqGI2P/Oscuo6zPwLYqR4XGxUAs7j0rX196/Ds921KbYyPoz8NnmeZKtVa0RaX7FTun13m89ksKIlsz9Ov5mxC39RY9Ts8RddQI1jCrsHqkehzGRpWffHJ6/ALwIXdvmdmHgQ8Bvzmxs4uRcfEZiwA8+OQxALYl7t+Fwm3iyEr/3Wj7fPYAmNY1jjaqdp453f8sG/uvJJd7Mzz/duXXvaC7xY6jVau7rRPOc1qwVS3MpWUCKvQUCyB3Mm02GiVxDlvYZrJ6/CDwN+5+vZl9MHwv6rEF/Ft3/5qZnQDcY2ZfcPcHJhYlysQRQoitizJxhJgeOgMsQojxMiE9uvtfu3s0i9wB7FvfEYXYhEzu/ngV8LGw/jHgp4od3P1Jd/9aWH8JeBA4e91nHhBl4gghppbtB7K/xoeOLXbbQmHjmOEyymybOrQ63bHvufDmIZ2SvEvvm8Y0zkgsdtxIU2KK048nhePiMWLR5HVn62hsRgxAT2HUYrZNs//ttyfFVfN++Rv43gKnKR4LGidv/vP9KrJmqijtX2xLYunL7kkyjiqnMi8wyNTGDQ3OiAFoJNOIxyLi+feSIsZdPXbvTbFQeNVU3GVTixczdypvJYnOuv1CLElGTjGGnrt5nt3TH2een1BR4Lg0Y/A4DKjHU83s7uT7De5+w8AnhV8CPjnEfmIKOG1HvJ6zTJyexJNwycaMnFRWMZNmaTVbiRk5af+VkgycKMPtIeulndQ5zKc5L8nSiap5cTk2pvfql3rOcequ7t+W+XDCQacIHwUT1OPp7v4kZIM1ZnZaVWczewXwWuCrA0U4AjSII4QQW5RRTTFuZucAfw6cQfYe5AZ3/4iZnUz2QPoK4FHgZ939hbDPh4B3A23gV9z9ttB+CfDfge3A54BfdXc3s8VwjkuA54Gfc/dHwz7XAP8uhPN77h7foggxGzjYkM4PIcSIGVyPz7n7pWttNLPbye6PRa5198+EPteS2TRuGujMQmx2JqjHQU5iZruA/w38G3c/NFCEI0CDOEIIsVUZnU2q1B8MvIsSb7GZXQRcDXwfcBZwu5ld4O5t4E+A95CllX8OuBL4PNmAzwvufp6ZXQ18GPi5MFD0O8ClZK+X7jGzW+NgkRCzgAFNZeIIMRWMWo/u/vbK82UvIn4ceJu7/MtCpExSj2b2tJmdGbJwzgSeWaPfPNkAzk3u/qnRRVefLTWIc8VZrwHgtifu2+BIhBB12PZ0lpJ6MLFJRTtTtDKV5XGX2arK7Ex1+lRZtMosXXmcwRa11F7o6xNtUDuaWQprUvuO5gCvG9olZc1qW6xGWCgupJ7G9NOXzCz6g68C3hK6fQz4ElmBuKuAT7j7MvA9M3sYuMzMHgV2u/tXAMzsz8n8yJ8P+/yHcKxbgD8yMwOuAL7g7gfCPl8gG/j5i9H8dCLSXOymVRcL9zbSbdHyENo6y0t9+5UWNo2fixUWpGi1SG0fA1irymwYZdtya8YQNgwYoqCqaxBHDEYs8gv0aaBRYlNqlGiuE6yL0VaVMogVsKxYcjeYKotW18aRn6/4WUKqr6oix0MzQT2a2ZVk98U3u/vRyZxVjIOzd2fFgJuWJWWkFqYdoSrAoeyxltNO6D5bRjlEO1VKlFZJ7fFun3Co1Ia10u4tbNxOn1Obvc+1K0kl5eeXsr8JzRcOA70Fik/dGe/znRDT2kF1EmtXschxuq0Wk70/3gpcA1wfPj9T7BCePf8UeNDd/2BikRXYUoM4QgghMgwf1E5Vy2Nc8Aev5S0+myzTJrI/tK2G9WJ73OfxcKyWmR0ETknbS/YRYibI3jTqBbwQ08CE9fhHwCLwhez/htzh7r88qZMLMe1MWI/XAzeb2buBx4B3ApjZWcBH3f0dwA8B/xr4ppndG/b7LXf/3KSCBA3iCCHE1mWwQZxKjzH0+4PDA2lp17JoKtqH3UeImcAcmm1dtkJMA5PUo7ufN5ETCTGjTFiPzwNvK2l/AnhHWP8y5c+eE0WDOEKI6eWOzPp45Mhr86ZTdh4Bqq1MnfC3tZH8X75oi6pjryrrV2aviufreKOnNd220un+uT3cXuw9dklGakxubyYzV9X5GcosVmsyQuv9Gv7gtbzF+4Fzkt33AU+E9n0l7ek++81sDjgROBDa31LY50sj+rFEwuKeU/L14kww6UxU0VrVXjrcd4zOSmatKs6mA8loXWPtWWZKZ8+p2Jb3qXGsnhm2BrBRDWydKj8KzY78VKI+u191Ub5+4B//qmdbr90ou647QY+p9bHbv9HTNz3GILaqsv5D6yPdr/A3IdVqFX06rq0x6VEMzutecSYAOxefAnrtVMfCpIvbwsPdoWPd56/tuZsxe8ZrNrrbFgpjBamtKrqiFprWvy2sr7Q8fF97zKGdPAsut+PMVdms988dOZbEORfOlx18PtHhwly2XibNge1TfUiPZUx+jjAhhBAbT6yJU3epoMIfHL3F0OstvhW42swWMDxHoQAAGU5JREFUzexc4HzgzmC9esnMXh+O+QuFfeKxfgb421AA8jbgR83sJDM7CfjR0CbEzGAOzU6n9iKEGB/SoxDTg/RYzpbMxFGBYyFmjCe25au+N3ubEAscN5pJ8TTWzpqpyqipm5VzvL69mTJZfJ3Qv51sWw5ZOfFzPilmPD9AYeNhf4bIqKYYZw1/MGt4i939fjO7GXiAbGar94WZqQDeS3eK8c+HBbJBov8RiiAfIJvdCnc/YGa/C9wV+v3HWORYjI/mzt0AdF58LvtMihfHt0N5BsDKEmtR9416fCtfdsUO++a/eO7Oan+R1fUWOK6P09hCD59itDR37ARg9fks2XE1yYyb230SAB6KGKeUZeVEBs3AGRWlWXNxpSymqJs6f0tqF0GWHsXw7M1ujzz+fLft6HL2WVageDVc8nt2ZHe4lXb6LNl710sL/Haza/qzbfIsnbmqDJzez2zdez4PLHX/lpy4LVs/aXuWTT4/sT8R0mMZW3IQRwghBCOzUx3HH9znLQ77XAdcV9J+N/D9Je3HCINAJdtuBG6sG68Q04Y5NEZiyxJCrBfpUYjpQXosp9aQtJntMbNbzOwhM3vQzN5gZp80s3vD8mjy9hUz+5CZPWxm3zazK8YXvhCbH+lPjAX37A1m3UUA0qMYFx2a7eXai8iQHsV4kB6HQXoU40F6LKNuJs5HgL9y958xswVgh7v/XNxoZv8ZOBjWLyJLc/8+4CzgdjO7IEmVF0IMxpbX3wmPdJM8jl60AMCO+SytcyXpt63Z6tmvlRQanguFXUoLIZcUK47E/lWFlKuI+7U63bzTZjhGtFMtNrpxz9MKn4MxVHwamxmGLa9HgOaOXQCsPJfVnba5hXxbbq2KlqRkW5/1qcSmVGqHivvFbSUFWKsoLYg8DotUSXy1cDC9aRwG6RFYOPUsAJaf+Ceg9w1t69ALQGIRnE/uLqGtEQsHt7s3BSv4Pga1V623oHF6J4u2xrzoeaLdsdi+pMdhkR6B80/Onu2++Vj32e6E4Fw8ttL7HbpFj1fz7j1XP9C1R/X8coIPKsp2oeR/9XG/tMhy/AMRldNKCg8vhRgWg2/rpWTHA8ETtnMh+xuyreaDatt7HzabNmBJXumxlOMO4pjZbuBNwLsA3H2F5P9NofjkzwKXh6argE+4+zLwvVC/4DLgKyONXIgtgPQnxskIa+JsCaRHMS4Mxzqt43cUOdKjGBfS4+BIj2JcSI/l1BkKeyXwLPBnZvZ1M/uome1Mtv8w8LS7fzd8Pxt4PNm+P7T1YGbvMbO7zezuVbZO6pMQAzJ2/T377LPjil1MO+71FwHSoxgbjnm79rIezOydZna/mXXM7NKKflcGm8PDZvbBdZ10PEiPYkxMTo+bCOlRjAnpsYw6gzhzwMXAn7j7a4EjQHoz/3ngL5LvZb6Evv8BuPsN7n6pu186z+IAIQuxpRi7/vbu3TvKeMfCqd84mi/PHdjFcwd2cWRlgSMrC/zzC3vyZf+hE9l/6EQ6bn1LyxtrLmX9i0uksh/Jkrc3siXZ1vZsWe7M9S2xfxsLSyNfIsXvQ+FAx+svAqTHnMWTT2fx5NOxuYXMLtVp50tjcXu2zC/QmF/AGs18KeKtle7Saa9pwejbPznfIMRzlM6Ak8RpzeZgM2cVYxk0NnfotOov6+NbwL8E/n6tDmbWBP4Y+DHgIuDng/1hmpAeAztedgE7XnYBc7tPymajajbyJerR5hew+QU6y8fypUd/xWV1tXRGq5RUT1X6XXP/dqe71Ni/qo+3233L0ExWj5sF6THwppedxJtedhLbFsiX1Xa2xO/b57tL5NhqthxZ7i6HjjmHjjlLrWxpO/kSyds6JUu+zZMlbs++p7Q6TqvjHF3NlpV2J18OLq9ycHmVIyvZstpu58sgtL2TL7WQHkupUxNnP7Df3b8avt9CEKWZzZE9CFxS6H9O8n0f8MT6QxViSyL9iTGhDJshkB7F+PDJPHy6+4MAmbthTS4DHnb3R0LfT5DZHx4Ye4D1kR7F+JiQHjcR0qMYH9JjH8cdxHH3p8zscTO70N2/TTZdbLyJvx14yN33J7vcCnzczP6ArFDV+cCdI45biC2B9JdhX84nM6DxE28A4Jml7M/X3M7uH/a8iPDOAbNU4v9lSsY0igWDBy1sXDxOtt7o+Vz17hv/uL5I9RvQIkPFpUGcgZAeu2w75TQAjuw6EYDOarfEeF58NBYoXV2hj7K36YWiwFZWvLhY4LgmVW/4Y8ZN+uZ+LEWPK3EYLA38VDO7O/l+g7vfMMKAyqwOPzjC468b6bHLCedeCMDBe08CoLN8LN/WKeov0YIvbss+Y59Ec8MWDC5qrapYciWdfj3md9FxFDPuYWA9bnmkxy4/9Kp9AJxxYtf+1S48biWyyAsbdzd2Vxeahf6L/c9tzTAgv5KcJBY0jvunhY0X4sNus38gPx5iJWTotJPnxKOt7CCHl7OAd2/rTlqQ+uZGj/RYRt3ZqT4A3BQqjT8C/GJov5re1Djc/X4zu5lMuC3gfZuh0rgQG4j0J8aDBnGGQXoUY8AHTQN/zt2r6tncDpxRsulad/9MjePXsjpMAdKjGAMD61FkSI9iDEiPZdQaxHH3e4G+hwV3f9ca/a8DrltXZEIIQPoTYyLWxBEDIT2KseA+0nRxd3/7Og8xE1YH6VGMhRHrcasgPYqxID2WUjcTZ1NyxVmvyddve+K+DYxECFGX8256EYBHfzpLG189oftnbHlP9ke+vSdL2bYSi1GV7ahT+vI5UGO8o/LY3kjWOz3na3USO1VY7zRCf+u+mFp3MeMeHOoWlRNiDU44/9UAHHnsO3lbLIYabRWdpcN9+3VCn0awc2SN7Z7PQYukDsogx+8pcjykpev4AU3VS+i7gPPN7Fzgn8nepP+rjQ1JHI89l7wFgINf/4e8zeazyqntw4cAWH3x+XxbY3E7AB4tjMmxcn0Eq4c31n+/SK1Va20rLYAeYqksNt4Jx26M6D45XXoUM8hvv6U72dZ/+3o2Br5U4pRfbfU+O5a4nGiGLn3WKyA+oKb77VyMFqvse7EQckrPtvByL84b3UokG+1ah1eyZ+2l1e7Ays5gtWo2KmutDY/02MeWHsQRQogtjexUQkwJk0sXN7OfBv4Q2At81szudfcrzOws4KPu/g53b5nZ+4HbgCZwo7vfP5EAhdhwZN8QYnqQHsvQII4QQmxFZKcSYopwfHKzU30a+HRJ+xPAO5LvnwM+N5GghJgqJqdHIcTxkB7L0CCOEGKmaH/jQQBOvuD1ABw7uZs6ffTMLG289bKsbY5uHmhcS2eJotBWZYeK28r2Lx4H6JvxquzY7dC/nSSxx9mp4ud8kkLasOynaDIiG5QyccQ6Wdi9B4CVPXvzts7yEgDtYKNKbUuNhcy+0YgzWLUqZrUqsV7E2W16LBd1bE0lFo1hZ98ZC47SxcW62fWy8wA49lR3YrH2kYMArIbrffm5J7vbgkaj5aqHdtTh8Wd2G1hLFf1z61TNY/b17yR/N4rWqk7Ne6f0KEbAD+w7LV9/wzNZKYDng5/qicPdQYmHCv6mTnLZxk3RKpU4mPLLO076ti2Rcbx9HgsHSKXQnc0q+75QUS+gXfKcuBIOfmw1nR12jM+T0mMpGsQRQoitigZxhJgKHMeVLi7EVCA9CjE9SI/laBAnEIscq8CxELPBzlvuAGD+ytflbXPHsj9p7TdkrxwazWSQImbJxNqHFVk3KXkGTknR48aQM+4Wj5Vm8HRC8eJ2KIScZunUKddYO0vHPX/TKsR62bXv3Hz96NP7AWjMLwCw8mx3UqO+t+ZzC33HypPYKoqgphSPmWb+WLEIcfJ2v+qNf98xE62Mp2xjB+8sH7+bEDU49bK35usH7vsKAI3tuwA48sgD+bbO8jGgW4zcFtfOcCvTVdkdMGqlrAhxlR4r6RSyghpJLM1e3fdm6Q2btSo9itHy8xdfAMD/+eYjAOxa6Gahfqmz1NM3TczJ75DxAbDkkm6WPBweWckOEm+j25MsnZiB02zEE/Xf1WJ2TnobjkWPY3ZOmqWzEgobz4dgmiUFxocveiw9lqFBHCGE2KooE0eI6cDHPxuXEKIm0qMQ04P0WIoGcYQQYquiQRwhpgQHFW4UYkqQHoWYHqTHMjSIU0C2KiFmi23PdtNQj55+Qs+28iLEWYqnJwMYVihanFqtim09NqxC8eLS8xX69MbX6Pns2VaS3hr7NW0UhY1ds1OJsdBczIoXt48e6d8YbRHha2p9iLaIzmpMM19d8xx138oNWiR1ZAx8PsdVuFGMgbldJwLQPnKob1uxoHGVtbBMc1boAwxWtLhiv1JbZNkxK+xbwyM9ivFw9u4dADxztGunyusDl/yvPPaKtqr06W81ugvDI+SREsfRQoksVttFG1X3WTAWUG4H61NqmYrry8FjtdLq9G0bD9JjGRrEEUKIrYiD+4hmuRJCrBs9pAoxPUiPQkwP0mM/GsQRQoitijJxhJgK3DX7hhDTgvQoxPQgPZajQZw1iLYqkLVKiGmmc8+38vWDP/1GAE4J3z2d9SmuN0L2SepWKtigyqxWVTQKdqy0rTTm2K/EfdUutYCNCdXEEWNgcU+mwCPfewhYY1abVkgST2anym0bYZuVTblRwaCFD4sWjar9q6waPTNXNYecfUfp4mJM7H7VRQA8dtff9m8Mtoh47beXl/r7xBmeSmabKaNo0Bitzen41LVhHeco0qMYCxe//AwA/vTep/K2eKuLn6vJeEWjpC0yH/4X3wjO43Qytvlm7zFXkss5WqZin56JIBu9belMWdE9tdLun52qPdaXgtJjGRrEEUKIrYj7OqZfFUKMHD2kCjE9SI9CTA/SYx8axBFCbB7CmMTSalascdtc99VFX9HhRsUARtK1EYsWl3TLM3DCDg36CyIX+5aH3Z8x1C4pety08LY0vCpplkY1AMrEEeMkvEIsLZaav/rrFnfMs3TCtjQTJ98Ws3WSV4eDZuzkMayz6HGagbNulC4uxkxjcVtfW9RAJ2TgWFlWWfze6NfjWt/XQ5n+J470KMZMWnA4ZtTEbJsjy91nwm3z2XNalRyOlcwBsK23Znl5to3HjJrkeTVm4IRn1lZFhk2afdMOLwW7bd0TNmtm8a2J9FiKBnGEEGKL4srEEWJKULq4ENOD9CjE9CA9lqFBHCGE2JK4MnGEmCL0kCrE9CA9CjE9SI/9aBBHCLFpOOX+LLPk8KuDFanZTRGN4xWx2LGXFBC2kgLF0enUyKs09lum6hQ27rVMxdTS49+U2sl+8xX9BsbR7FRirCyckhVwXD3wdN7WWY0VGIONo5XYqUKR42ijqLJopFaL3FpVUky4MX981VQVNB622HFOzWLLjg9cmFmIQVg8/RwAXnrwa3mbL2QWq5iTaatdX0a0XzUWt2fbhixQXFb4u9TKOEgx8EQrxbvYKAopS49i3Fz+8t35+n37DwJdO1VqnVptF0uFd1kOt8/oVtq52H+eeHtsVsyZUW616v0s3a/kRWAntC2M0mIpPZaiQRwhhNiquOxUQkwFrnRxIaYG6VGI6UF6LKXWII6Z7QE+Cnw/2VDgL7n7V8zsA8D7gRbwWXf/jdD/Q8C7yV4z/4q73zaO4IXYCoxbf9+55xF+pPHOcf4IYgpx95EWZjWzK4GPAE3go+5+/cgOPkWMW4/tVotDzz83zh9BTCVOp71y/G6iB+lRjIfJ6dHMfhe4iiwh6hngXe7+xEROPmKkRzEeJqrHk4FPAq8AHgV+1t1fKPTZBvw9sEg2lnKLu//ORAJMqJuJ8xHgr9z9Z8xsAdhhZm8l+6PzandfNrPTAMzsIuBq4PuAs4DbzewCn+EhtCvOeg0Atz1x3wZHIrYoW1p/g7Drk3cA8OSVlwKw7bSDfX2i5clK7FRl9fNjrkqVZapoqyo7X+8xbc1tVfuNGh+RncrMmsAfAz8C7AfuMrNb3f2BkZxgupAea7Jr37kALD32nbyts1oyjUaB4kxUx6XQb0NntVkHW+SyGDXSY032vvEKAF6864t5W6eV6XFux86+/jYf7I0VlsTcDlVpfezfNsrZrMbFBC+L33f3fw9gZr8C/Dbwy5M6+YiRHmvyEz/wynz9z+79OgBHl7Pv7ZIk6fkSyUQb1aC3vGL/1BbVpPfZs2cGqoo6ivlMV/ksVSOcnYqJ6vGDwN+4+/Vm9sHw/TcLfZaBy939sJnNA182s8+7+x2TChLK/8/Sg5ntBt4E/CmAu6+4+4vAe4Hr3X05tD8TdrkK+IS7L7v794CHgcvGEbwQmx3pT4wV79RfqrkMeNjdH3H3FeATZNfipkJ6FOPCPfP8112E9CjGxyT16O6Hkq87KSt+MgNIj2JcTPj+eBXwsbD+MeCnSuJxdz8cvs6HZeK6rZOJ80rgWeDPzOw1wD3ArwIXAD9sZtcBx4Bfd/e7gLOBdCRqf2jrwczeA7wnfF2+3W/51tA/xYRonlnafCowq7l944z95WM67lZD+qum/Bp+1y0A/NOEgxmAcf/dOK7+XuKF2273W04d4JjbzOzu5PsN7n5DWD8beDzZth/4wQGOPStMRI8nnrp3c+lx+tlwPbZWX7rtqf1/M4geZ/H3PGqkx2pmVY+wwc+nQ+ix6v54XMK1+gvAQeCtA5x3mpAeq5Eey5k2PZ7u7k8CuPuTMXOsSMhAvwc4D/hjd//qAPGNhDqDOHPAxcAH3P2rZvYRstSiOeAk4PXA64CbzeyVQJkHoG90KvwybwAws7vd/dLhfoSNRbGLMSP9VTCrsU9D3O5+5QgPV+u62wRIjxXMauzTEPeI9bhVkB4rUOzDM2o9mtntwBklm65198+4+7XAtaFGzPuBidfXGAHSYwWKfXgmqce6xwi2v38R6kB92sy+390nOsBYZxBnP7A/GWG6hUyU+4FPubsDd5pZh2ykbj9wTrL/PmAmC3QJMQVIf2IW2CrXnfQoxPQgPYqZwN3fXrPrx4HPMpuDONKjmAmq9GhmT5vZmSEL50yyYuNVx3rRzL4EXAlMdBDnuDVx3P0p4HEzuzA0vQ14APhL4HIAM7sAWCBLtboVuNrMFs3sXOB84M4xxC7Epkf6EzPCXcD5ZnZuKGZ4Ndm1uKmQHoWYHqRHsRkws/OTrz8JPLRRsawH6VFsEm4Frgnr1wCfKXYws70hAwcz2w68nQ3Qbd3ZqT4A3BQezh8BfhE4AtxoZt8CVoBrwijr/WZ2M5lwW8D7alQar+0bnUIUuxg30t/azGrssxp3Ke7eMrP3A7eRTTF+o7vfv8FhjQvpcW1mNfZZjVtIj1Uo9tng+jDw0SEr5TerM1OB9FiFYp8Nriez/L0beAx4J4CZnQV81N3fAZwJfCzUxWkAN7v7/510oOYV04UJIYQQQgghhBBCiOlg/RO3CyGEEEIIIYQQQoixo0EcIYQQQgghhBBCiBlgIoM4ZnajmT0T/JCx7ffN7CEz+4aZfToWCArbPmRmD5vZt83siknEuBZlsSfbft3M3MxOTdqmIva14jazD4TY7jez/5S0T0XcYrRIexuD9CfWYlY1KT2Kzcis6jHEMpOalB7FWkiPk0d6nGHcfewL8CbgYuBbSduPAnNh/cPAh8P6RcB9wCJwLvD/gOYk4qwbe2g/h6yI5z8Bp05b7Gv8zt8K3A4shu+nTVvcWiZyHUh7G/N7l/60zKwmpceNv3a0TOzamHo9rhV7aJ9qTUqPWga8NqTHyf/OpccZWCaSiePufw8cKLT9tbu3wtc7gH1h/SrgE+6+7O7fAx4GLptEnGWUxR74L8BvAGll6KmJfY243wtc7+7Loc8zoX1q4hajRdrbGKQ/sRazqknpUWxGZlWPMLualB7FWkiPk0d6nF2mpSbOLwGfD+tnA48n2/aHtqnBzH4S+Gd3v6+wadpjvwD4YTP7qpn9nZm9LrRPe9xifEh7k0P6E3WYGU1Kj2ILMDN6hJnWpPQo6iA9TgbpcQaY2+gAzOxaoAXcFJtKuk3NPOhmtgO4liy9r29zSdvUxE72730S8HrgdcDNZvZKpj9uMQakvYkj/YlKZkmT0qPY7MySHmHmNSk9ikqkx4kiPc4AGzqIY2bXAD8OvM3d40Wwn8w/GNkHPDHp2Cp4FZkP8D4zgyy+r5nZZUx/7PuBT4Xf9Z1m1gFOZfrjFiNG2tsQpD+xJjOoSelRbFpmUI8w25qUHsWaSI8TR3qcATbMTmVmVwK/Cfykux9NNt0KXG1mi2Z2LnA+cOdGxFiGu3/T3U9z91e4+yvILuiL3f0ppjx24C+BywHM7AJgAXiO6Y9bjBBpb8OQ/kQps6hJ6VFsVmZRjzDzmpQeRSnS44YgPc4Cx6t8PIoF+AvgSWCV7CJ+N1kxpMeBe8PyX5P+15JVvP428GOTiHGQ2AvbHyVUG5+m2Nf4nS8A/xP4FvA14PJpi1vLRK4DaW9jfu/Sn5aZ1aT0qGUzLrOqx7ViL2yfSk1Kj1oGvDakx8n/zqXHGVgs/IMIIYQQQgghhBBCiClmWmanEkIIIYQQQgghhBAVaBBHCCGEEEIIIYQQYgbQII4QQgghhBBCCCHEDKBBHCGEEEIIIYQQQogZQIM4QgghhBBCCCGEEDOABnGEEEIIIYQQQgghZgAN4gghhBBCCCGEEELMAP8fXDrEQznZ9dIAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(2,5,figsize=(16,8))\n", "ax=ax.flatten()\n", "cm1=cmocean.cm.balance\n", "ax[0].pcolormesh(tmask[0,:,:])\n", "ax[0].plot(ind[:,2],ind[:,1],'r.')\n", "viz_tools.set_aspect(ax[0])\n", "\n", "iax=ax[5]\n", "iax.pcolormesh(tmask[0,:,:])\n", "iax.plot(ind[:,2],ind[:,1],'r.')\n", "iax.set_xlim(120,170)\n", "iax.set_ylim(660,750)\n", "viz_tools.set_aspect(iax)\n", "\n", "iax=ax[1]\n", "m=iax.pcolormesh(fP.variables['TB1_NO3'][-1,24,:,:])\n", "iax.set_title('TB1_NO3')\n", "fig.colorbar(m,ax=iax)\n", "iax.set_xlim(120,170)\n", "iax.set_ylim(660,750)\n", "viz_tools.set_aspect(iax)\n", "\n", "iax=ax[2]\n", "m=iax.pcolormesh(fP.variables['TB1_NH4'][-1,24,:,:])\n", "iax.set_title('TB1_NH4')\n", "fig.colorbar(m,ax=iax)\n", "iax.set_xlim(120,170)\n", "iax.set_ylim(660,750)\n", "viz_tools.set_aspect(iax)\n", "\n", "iax=ax[3]\n", "m=iax.pcolormesh(fP.variables['TB2_NO3'][-1,24,:,:])\n", "iax.set_title('TB2_NO3')\n", "fig.colorbar(m,ax=iax)\n", "iax.set_xlim(120,170)\n", "iax.set_ylim(660,750)\n", "viz_tools.set_aspect(iax)\n", "\n", "iax=ax[4]\n", "m=iax.pcolormesh(fP.variables['TN3_NO3'][-1,24,:,:])\n", "iax.set_title('TN3_NO3')\n", "fig.colorbar(m,ax=iax)\n", "iax.set_xlim(120,170)\n", "iax.set_ylim(660,750)\n", "viz_tools.set_aspect(iax)\n", "\n", "iax=ax[6]\n", "m=iax.pcolormesh(fP.variables['TA3_NO3'][-1,24,:,:])\n", "iax.set_title('TA3_NO3')\n", "fig.colorbar(m,ax=iax)\n", "iax.set_xlim(120,170)\n", "iax.set_ylim(660,750)\n", "viz_tools.set_aspect(iax)\n", "\n", "iax=ax[7]\n", "m=iax.pcolormesh(fD.variables['ATF_NO3'][-1,24,:,:],cmap=cm1,vmin=-1.25,vmax=1.25)\n", "iax.set_title('ATF NO3')\n", "iax.set_xlim(120,170)\n", "iax.set_ylim(660,750)\n", "fig.colorbar(m,ax=iax)\n", "viz_tools.set_aspect(iax)\n", "\n", "iax=ax[8]\n", "m=iax.pcolormesh(fD.variables['ATF_Si'][-1,24,:,:],cmap=cm1,vmin=-3,vmax=3)\n", "iax.set_title('ATF Si')\n", "iax.set_xlim(120,170)\n", "iax.set_ylim(660,750)\n", "fig.colorbar(m,ax=iax)\n", "viz_tools.set_aspect(iax)\n", "\n", "iax=ax[9]\n", "m=iax.pcolormesh(fD.variables['ATF_DON'][-1,24,:,:],cmap=cm1,vmin=-.3,vmax=.3)\n", "iax.set_title('ATF DON')\n", "iax.set_xlim(120,170)\n", "iax.set_ylim(660,750)\n", "fig.colorbar(m,ax=iax)\n", "viz_tools.set_aspect(iax)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python (py38)", "language": "python", "name": "py38" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.1" } }, "nbformat": 4, "nbformat_minor": 2 }