{ "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\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/shortTestAll/'" ] }, { "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": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(np.shape(fP.variables['PRD_NH4']))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(np.shape(fD.variables['BFX_PON']))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "ignorelist=('nav_lat','nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', \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": 8, "metadata": {}, "outputs": [], "source": [ "ignorelist=('nav_lat','nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', \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": 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', 'NO3RAD', 'RIV_NO3', 'RIV_NH4', 'REM_NO3', 'REM_PON', 'REM_DON', 'PRD_NO3', 'PRD_NH4', 'REFRN'])\n", "Min/Max:\n", "NO3RAD : 0.0 0.0013451242\n", "RIV_NO3 : 0.0 10410.278\n", "RIV_NH4 : 0.0 5788.9\n", "REM_NO3 : 0.0 9.581778\n", "REM_PON : -6.7637277 -0.0\n", "REM_DON : -12.00917 -0.0\n", "PRD_NO3 : -21.759218 -0.0\n", "PRD_NH4 : -5.907855 -0.0\n", "REFRN : -3.967493e-05 1.5560309e-21\n" ] } ], "source": [ "checkall(fP)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat_grid_T', 'nav_lon_grid_T', 'bounds_nav_lon_grid_T', 'bounds_nav_lat_grid_T', 'area_grid_T', 'deptht', 'deptht_bounds', 'nav_lat_grid_W', 'nav_lon_grid_W', 'bounds_nav_lon_grid_W', 'bounds_nav_lat_grid_W', 'area_grid_W', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATF_NO3', 'ATF_NH4', 'ATF_DON', 'ATF_PON', 'ATF_LIV', 'BFX_PON', 'BFX_DIAT'])\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", "BFX_PON : -0.00018893112 -0.0\n", "BFX_DIAT : -2.2604485e-05 -0.0\n" ] } ], "source": [ "checkall(fD)" ] }, { "cell_type": "code", "execution_count": 11, "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'])\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" ] } ], "source": [ "checkall(fD2)" ] }, { "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.pcolormesh(fD.variables['ATF_NH4'][0,0,:,:])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "afiltSum=np.sum(np.sum(np.sum(tmaskSOG*(fD.variables['ATF_NO3'][:,:,:,:]+fD.variables['ATF_NH4']+\\\n", " fD.variables['ATF_PON']+fD.variables['ATF_DON']+fD.variables['ATF_LIV']),3),2),1)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "afiltSumNO3=np.sum(np.sum(np.sum(tmaskSOG*fD.variables['ATF_NO3'][:,:,:,:],3),2),1)\n", "afiltSumNH4=np.sum(np.sum(np.sum(tmaskSOG*fD.variables['ATF_NH4'],3),2),1)\n", "afiltSumPON=np.sum(np.sum(np.sum(tmaskSOG*fD.variables['ATF_PON'],3),2),1)\n", "afiltSumDON=np.sum(np.sum(np.sum(tmaskSOG*fD.variables['ATF_DON'],3),2),1)\n", "afiltSumLiv=np.sum(np.sum(np.sum(tmaskSOG*fD.variables['ATF_LIV'],3),2),1)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "smsSumNO3=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['SMS_NO3'],3),2),1)\n", "smsSumNH4=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['SMS_NH4'],3),2),1)\n", "smsSumPON=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['SMS_PON'],3),2),1)\n", "smsSumDON=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['SMS_DON'],3),2),1)\n", "smsSumLiv=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['SMS_LIV'],3),2),1)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "phsSumNO3=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['PHS_NO3'],3),2),1)\n", "phsSumNH4=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['PHS_NH4'],3),2),1)\n", "phsSumPON=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['PHS_PON'],3),2),1)\n", "phsSumDON=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['PHS_DON'],3),2),1)\n", "phsSumLiv=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['PHS_LIV'],3),2),1)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1, 1, 898, 398)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.shape(e1t)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "bfxSumPON=np.sum(np.sum(tmaskSOG[:,0,:,:]*e1t[:,0,:,:]*e2t[:,0,:,:]*fD.variables['BFX_PON'],2),1)\n", "bfxSumDIAT=np.sum(np.sum(tmaskSOG[:,0,:,:]*e1t[:,0,:,:]*e2t[:,0,:,:]*fD.variables['BFX_DIAT'],2),1)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ -651509.25, -991791.3 , -1095664.4 , -974038.5 , -697777.1 ],\n", " dtype=float32)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smsSumNO3" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ -28755.99 , -119186.74 , -135285.81 , -95196.27 , 20955.695],\n", " dtype=float32)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smsSumNH4" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([274300.03, 321088.3 , 374846. , 416956.62, 425624.8 ],\n", " dtype=float32)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smsSumPON" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 89240.414, 133079.6 , 184020.39 , 222727.19 , 234074.89 ],\n", " dtype=float32)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smsSumDON" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[-72447.953125, -110218.71875, -121727.296875,\n", " -108173.546875, -77526.484375],\n", " mask=[False, False, False, False, False],\n", " fill_value=1e+20,\n", " dtype=float32)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "afiltSumNO3" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ -3201.86 , -13241.208, -15029.483, -10568.15 , 2333.374],\n", " dtype=float32)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "afiltSumNH4" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ -604.2715, 4801.708 , 9623.818 , 13123.984 , 13034.92 ],\n", " dtype=float32)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "afiltSumPON" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 9921.484, 14790.714, 20447.656, 24746.123, 26010.695],\n", " dtype=float32)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "afiltSumDON" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([32428.445 , 70029.3 , 71481.13 , 44253.863 , -1614.6895],\n", " dtype=float32)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "afiltSumLiv" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "nitrSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['REM_NO3'][:,:,:,:],3),2),1)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "PPNO3Sum=-1*np.sum(np.sum(np.sum(tmaskSOG*(fP.variables['PRD_NO3'][:,:,:,:]),3),2),1)\n", "PPNH4Sum=-1*np.sum(np.sum(np.sum(tmaskSOG*fP.variables['PRD_NH4'][:,:,:,:],3),2),1)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "REFRNSum=np.sum(np.sum(np.sum(tmaskSOG*(fP.variables['REFRN'][:,:,:,:]),3),2),1)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "remSum=-1*np.sum(np.sum(np.sum(tmaskSOG*(fP.variables['REM_DON'][:,:,:,:]+fP.variables['REM_PON'][:,:,:,:]),3),2),1)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "rivSum=np.sum(np.sum(np.sum(tmaskSOG*(fP.variables['RIV_NO3'][:,:,:,:]+fP.variables['RIV_NH4'][:,:,:,:]),3),2),1)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "rivSumNO3=np.sum(np.sum(np.sum(tmaskSOG*(fP.variables['RIV_NO3'][:,:,:,:]),3),2),1)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "rivSumNH4=np.sum(np.sum(np.sum(tmaskSOG*(fP.variables['RIV_NH4'][:,:,:,:]),3),2),1)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "fS=nc.Dataset(idir+'SalishSea_1d_20150501_20150505_snp_T_20150501-20150505.nc')" ] }, { "cell_type": "code", "execution_count": 36, "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_instant', 'time_instant_bounds', 'time_counter', 'time_counter_bounds', 'NO3_E3TSNAP', 'NH4_E3TSNAP', 'PON_E3TSNAP', 'DON_E3TSNAP', 'LIV_E3TSNAP'])\n", "Min/Max:\n", "unknown shape: time_instant 1\n", "unknown shape: time_instant_bounds 2\n", "NO3_E3TSNAP : 0.0 962.8308\n", "NH4_E3TSNAP : 0.0 75.641525\n", "PON_E3TSNAP : 0.0 28.147413\n", "DON_E3TSNAP : 0.0 51.221718\n", "LIV_E3TSNAP : 0.0 69.579895\n" ] } ], "source": [ "checkall(fS)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'deptht', 'deptht_bounds', 'time_instant', 'time_instant_bounds', 'time_counter', 'time_counter_bounds', 'NO3_E3TSNAP', 'NH4_E3TSNAP', 'PON_E3TSNAP', 'DON_E3TSNAP', 'LIV_E3TSNAP'])" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fS.variables.keys()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "no3Sum=np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*fS.variables['NO3_E3TSNAP'][:,:,:,:],3),2),1)\n", "nh4Sum=np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*fS.variables['NH4_E3TSNAP'][:,:,:,:],3),2),1)\n", "ponSum=np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*fS.variables['PON_E3TSNAP'][:,:,:,:],3),2),1)\n", "donSum=np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*fS.variables['DON_E3TSNAP'][:,:,:,:],3),2),1)\n", "livSum=np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*fS.variables['LIV_E3TSNAP'][:,:,:,:],3),2),1)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[32694817804470.977, 32619731220009.46,\n", " 32517570404128.055, 32435476818482.812,\n", " 32366801931905.098],\n", " mask=[False, False, False, False, False],\n", " fill_value=1e+20)" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "no3Sum" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[980941672636.5259, 1028809564482.9664,\n", " 1078850954342.7689, 1099359644061.9604,\n", " 1074207338419.0791],\n", " mask=[False, False, False, False, False],\n", " fill_value=1e+20)" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "livSum" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "no3diff=(no3Sum[1:]-no3Sum[:-1])/(24*3600)\n", "nh4diff=(nh4Sum[1:]-nh4Sum[:-1])/(24*3600)\n", "pondiff=(ponSum[1:]-ponSum[:-1])/(24*3600)\n", "dondiff=(donSum[1:]-donSum[:-1])/(24*3600)\n", "livdiff=(livSum[1:]-livSum[:-1])/(24*3600)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(fS.variables['LIV_E3TSNAP'][0,0,:,:])\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1494450.5 , 234720.47 , 36879.375, 133974.53 , -18709.094],\n", " dtype=float32)" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "phsSumNO3" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ -651509.25, -991791.3 , -1095664.4 , -974038.5 , -697777.1 ],\n", " dtype=float32)" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smsSumNO3" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(16,5))\n", "#ax[0].plot(range(0,5),afiltSum,'k-',label='afilt')\n", "ax[0].plot(range(0,5),PPNO3Sum,'r--',label='PPNO3')\n", "ax[0].plot(range(0,5),PPNH4Sum,'m--',label='PPNH4')\n", "ax[0].plot(range(0,5),rivSum,'b--',label='riv')\n", "ax[0].legend()\n", "ax[1].plot(range(0,5),remSum,'g-',label='REM->NH4')\n", "ax[1].plot(range(0,5),REFRNSum,'k--',label='REFR')\n", "ax[0].plot(range(0,5),nitrSum,'g--',label='nitr')\n", "#ax[1].plot(range(0,5),afiltSum,'y--',label='afilt')\n", "#ax[1].plot(range(0,5),nitrSum-PPSum,'m--',label='bio')\n", "#ax[1].plot(range(0,5),physSum+nitrSum-PPSum+rivSum,'c--',label='phys+bio+riv')\n", "#ax[1].plot(range(0,5),bioSum,'k-',label='bio')\n", "#ax[1].plot(range(0,5),nitrSum-PPSum,'r--',label='NITR-PP')\n", "ax[1].legend()\n", "ax[2].plot(range(1,5),no3diff,'k-',label='NO3 diff')\n", "ax[2].plot(range(0,5),smsSumNO3,'m--',label='NO3 sms')\n", "#ax[2].plot(range(0,5),phsSumNO3+smsSumNO3,'r--',label='NO3 sms+phys')\n", "#ax[2].plot(range(1,5),livdiff,'k-',label='liv diff')\n", "#ax[2].plot(range(0,5),phsSumLiv+smsSumLiv,'r--',label='liv sms+phys')\n", "#ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'DON')" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(16,5))\n", "ax[0].plot(range(0,5),smsSumNO3,'r-',label='sms')\n", "ax[0].plot(range(0,5),nitrSum-PPNO3Sum,'b--',label='nitr-ppno3')\n", "ax[0].plot(range(1,5),no3diff,'k-',label='diff')\n", "ax[0].plot(range(0,5),phsSumNO3,'c-',label='phys')\n", "ax[0].plot(range(0,5),phsSumNO3+smsSumNO3+afiltSumNO3,'m--',label='phs+sms+aft')\n", "ax[0].legend()\n", "ax[0].set_title('NO3')\n", "ax[1].plot(range(0,5),smsSumNH4,'r-',label='sms')\n", "ax[1].plot(range(1,5),nh4diff,'k-',label='diff')\n", "ax[1].plot(range(0,5),phsSumNH4,'c-',label='phys')\n", "ax[1].plot(range(0,5),phsSumNH4+smsSumNH4+afiltSumNH4,'m--',label='phs+sms+aft')\n", "ax[1].legend()\n", "ax[1].set_title('NH4')\n", "ax[2].plot(range(0,5),smsSumDON,'r-',label='sms')\n", "ax[2].plot(range(1,5),dondiff,'k-',label='diff')\n", "ax[2].plot(range(0,5),phsSumDON,'c-',label='phys')\n", "ax[2].plot(range(0,5),phsSumDON+smsSumDON+afiltSumDON,'m--',label='phs+sms+aft')\n", "ax[2].legend()\n", "ax[2].set_title('DON')" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[-279679.35022347, -277813.1531561 , -288172.04374198,\n", " -298782.66516396, -308235.98579204],\n", " mask=False,\n", " fill_value=1e+20)" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bfxSumPON" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ -604.2715, 4801.708 , 9623.818 , 13123.984 , 13034.92 ],\n", " dtype=float32)" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "afiltSumPON" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Liv')" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(16,5))\n", "ax[0].plot(range(1,5),pondiff,'k-',label='diff')\n", "ax[0].plot(range(0,5),smsSumPON,'r-',label='sms')\n", "ax[0].plot(range(0,5),bfxSumPON,'g-',label='sinking')\n", "ax[0].plot(range(0,5),afiltSumPON,'y-',label='afilt')\n", "ax[0].plot(range(0,5),phsSumPON,'c-',label='phys')\n", "ax[0].plot(range(0,5),phsSumPON+smsSumPON+afiltSumPON+bfxSumPON,'m--',label='phs+sms+aft+sink')\n", "ax[0].legend()\n", "ax[0].set_title('PON')\n", "ax[1].plot(range(1,5),livdiff,'k-',label='diff')\n", "ax[1].plot(range(0,5),smsSumLiv,'r-',label='sms')\n", "ax[1].plot(range(0,5),bfxSumDIAT,'g-',label='sinking')\n", "ax[1].plot(range(0,5),afiltSumLiv,'y-',label='afilt')\n", "ax[1].plot(range(0,5),phsSumLiv,'c-',label='phys')\n", "ax[1].plot(range(0,5),phsSumLiv+smsSumLiv+afiltSumLiv+bfxSumDIAT,'m--',label='phs+sms+aft+sink')\n", "ax[1].legend()\n", "ax[1].set_title('Liv')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'depthu', 'depthu_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATX_NO3', 'ATX_NH4', 'ATX_PON', 'ATX_DON', 'ATX_LIV', 'DTX_NO3', 'DTX_NH4', 'DTX_PON', 'DTX_DON', 'DTX_LIV'])\n", "Min/Max:\n", "ATX_NO3 : -20620.053 16702.318\n", "ATX_NH4 : -1436.9988 956.4073\n", "ATX_PON : -524.6324 356.74042\n", "ATX_DON : -406.79016 490.4865\n", "ATX_LIV : -364.35873 429.49396\n", "DTX_NO3 : -6.2845135 7.2077847\n", "DTX_NH4 : -0.46717674 0.9382514\n", "DTX_PON : -1.3053434 2.3314443\n", "DTX_DON : -1.2817363 0.9350822\n", "DTX_LIV : -0.6382442 0.68596554\n" ] } ], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Malaspina_U*.nc')[0]) as f:\n", " checkallSlice(f)\n", " malUA=np.sum(np.sum(f.variables['ATX_NO3'][:,:,:,0],2),1)\n", " malUD=np.sum(np.sum(f.variables['DTX_NO3'][:,:,:,0],2),1)\n", " malUANH4=np.sum(np.sum(f.variables['ATX_NH4'][:,:,:,0],2),1)\n", " malUDNH4=np.sum(np.sum(f.variables['DTX_NH4'][:,:,:,0],2),1)\n", " malUADON=np.sum(np.sum(f.variables['ATX_DON'][:,:,:,0],2),1)\n", " malUDDON=np.sum(np.sum(f.variables['DTX_DON'][:,:,:,0],2),1)\n", " malUAPON=np.sum(np.sum(f.variables['ATX_PON'][:,:,:,0],2),1)\n", " malUDPON=np.sum(np.sum(f.variables['DTX_PON'][:,:,:,0],2),1)\n", " malUALIV=np.sum(np.sum(f.variables['ATX_LIV'][:,:,:,0],2),1)\n", " malUDLIV=np.sum(np.sum(f.variables['DTX_LIV'][:,:,:,0],2),1)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'depthv', 'depthv_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATY_NO3', 'ATY_NH4', 'ATY_PON', 'ATY_DON', 'ATY_LIV', 'DTY_NO3', 'DTY_NH4', 'DTY_PON', 'DTY_DON', 'DTY_LIV'])\n", "Min/Max:\n", "ATY_NO3 : -14609.383 50899.62\n", "ATY_NH4 : -1185.7266 4010.3992\n", "ATY_PON : -466.65506 1534.0591\n", "ATY_DON : -808.43146 1926.2667\n", "ATY_LIV : -1300.7272 2790.4268\n", "DTY_NO3 : -8.056589 13.097429\n", "DTY_NH4 : -0.6906852 0.3428636\n", "DTY_PON : -0.43672824 0.143884\n", "DTY_DON : -1.8526769 1.1275673\n", "DTY_LIV : -2.8802512 1.8330832\n", "dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'depthv', 'depthv_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATY_NO3', 'ATY_NH4', 'ATY_PON', 'ATY_DON', 'ATY_LIV', 'DTY_NO3', 'DTY_NH4', 'DTY_PON', 'DTY_DON', 'DTY_LIV'])\n" ] } ], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Haro_V*.nc')[0]) as f:\n", " checkallSlice(f)\n", " print(f.variables.keys())\n", " harVA=np.sum(np.sum(f.variables['ATY_NO3'][:,:,0,:],2),1)\n", " harVD=np.sum(np.sum(f.variables['DTY_NO3'][:,:,0,:],2),1)\n", " harVANH4=np.sum(np.sum(f.variables['ATY_NH4'][:,:,0,:],2),1)\n", " harVDNH4=np.sum(np.sum(f.variables['DTY_NH4'][:,:,0,:],2),1)\n", " harVADON=np.sum(np.sum(f.variables['ATY_DON'][:,:,0,:],2),1)\n", " harVDDON=np.sum(np.sum(f.variables['DTY_DON'][:,:,0,:],2),1)\n", " harVAPON=np.sum(np.sum(f.variables['ATY_PON'][:,:,0,:],2),1)\n", " harVDPON=np.sum(np.sum(f.variables['DTY_PON'][:,:,0,:],2),1)\n", " harVALIV=np.sum(np.sum(f.variables['ATY_LIV'][:,:,0,:],2),1)\n", " harVDLIV=np.sum(np.sum(f.variables['DTY_LIV'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[ 2502.5283, -30332.809 , -11727.422 , 2639.3433,\n", " -10293.66 ],\n", " mask=False,\n", " fill_value=1e+20,\n", " dtype=float32)" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "harVANH4" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'depthv', 'depthv_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATY_NO3', 'ATY_NH4', 'ATY_PON', 'ATY_DON', 'ATY_LIV', 'DTY_NO3', 'DTY_NH4', 'DTY_PON', 'DTY_DON', 'DTY_LIV'])\n", "Min/Max:\n", "ATY_NO3 : -25682.996 29626.793\n", "ATY_NH4 : -3375.236 3327.7686\n", "ATY_PON : -1420.8391 1322.3384\n", "ATY_DON : -2939.1382 2604.3923\n", "ATY_LIV : -4282.3926 3941.4795\n", "DTY_NO3 : -2.5131137 7.0306387\n", "DTY_NH4 : -0.46537885 0.1133471\n", "DTY_PON : -0.4009406 0.1353905\n", "DTY_DON : -1.0228279 0.23551297\n", "DTY_LIV : -1.2424817 2.4039319\n" ] } ], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_SJC_V*.nc')[0]) as f:\n", " checkallSlice(f)\n", " sjcVA=np.sum(np.sum(f.variables['ATY_NO3'][:,:,0,:],2),1)\n", " sjcVD=np.sum(np.sum(f.variables['DTY_NO3'][:,:,0,:],2),1)\n", " sjcVANH4=np.sum(np.sum(f.variables['ATY_NH4'][:,:,0,:],2),1)\n", " sjcVDNH4=np.sum(np.sum(f.variables['DTY_NH4'][:,:,0,:],2),1)\n", " sjcVADON=np.sum(np.sum(f.variables['ATY_DON'][:,:,0,:],2),1)\n", " sjcVDDON=np.sum(np.sum(f.variables['DTY_DON'][:,:,0,:],2),1)\n", " sjcVAPON=np.sum(np.sum(f.variables['ATY_PON'][:,:,0,:],2),1)\n", " sjcVDPON=np.sum(np.sum(f.variables['DTY_PON'][:,:,0,:],2),1)\n", " sjcVALIV=np.sum(np.sum(f.variables['ATY_LIV'][:,:,0,:],2),1)\n", " sjcVDLIV=np.sum(np.sum(f.variables['DTY_LIV'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'depthv', 'depthv_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATY_NO3', 'ATY_NH4', 'ATY_PON', 'ATY_DON', 'ATY_LIV', 'DTY_NO3', 'DTY_NH4', 'DTY_PON', 'DTY_DON', 'DTY_LIV'])\n", "Min/Max:\n", "ATY_NO3 : -16710.713 9320.193\n", "ATY_NH4 : -2343.0662 974.3436\n", "ATY_PON : -1089.996 344.63586\n", "ATY_DON : -1786.2677 398.23322\n", "ATY_LIV : -2293.9727 479.02823\n", "DTY_NO3 : -2.03051 10.80678\n", "DTY_NH4 : -0.07514252 0.48349088\n", "DTY_PON : -0.5077444 0.26418388\n", "DTY_DON : -2.0219853 0.33012414\n", "DTY_LIV : -3.1738129 0.35420597\n" ] } ], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Rosario_V*.nc')[0]) as f:\n", " checkallSlice(f)\n", " rosVA=np.sum(np.sum(f.variables['ATY_NO3'][:,:,0,:],2),1)\n", " rosVD=np.sum(np.sum(f.variables['DTY_NO3'][:,:,0,:],2),1)\n", " rosVANH4=np.sum(np.sum(f.variables['ATY_NH4'][:,:,0,:],2),1)\n", " rosVDNH4=np.sum(np.sum(f.variables['DTY_NH4'][:,:,0,:],2),1)\n", " rosVADON=np.sum(np.sum(f.variables['ATY_DON'][:,:,0,:],2),1)\n", " rosVDDON=np.sum(np.sum(f.variables['DTY_DON'][:,:,0,:],2),1)\n", " rosVAPON=np.sum(np.sum(f.variables['ATY_PON'][:,:,0,:],2),1)\n", " rosVDPON=np.sum(np.sum(f.variables['DTY_PON'][:,:,0,:],2),1)\n", " rosVALIV=np.sum(np.sum(f.variables['ATY_LIV'][:,:,0,:],2),1)\n", " rosVDLIV=np.sum(np.sum(f.variables['DTY_LIV'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'depthv', 'depthv_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATY_NO3', 'ATY_NH4', 'ATY_PON', 'ATY_DON', 'ATY_LIV', 'DTY_NO3', 'DTY_NH4', 'DTY_PON', 'DTY_DON', 'DTY_LIV'])\n", "Min/Max:\n", "ATY_NO3 : -24461.49 13083.337\n", "ATY_NH4 : -1965.3625 717.6238\n", "ATY_PON : -742.6503 242.28075\n", "ATY_DON : -599.133 387.67822\n", "ATY_LIV : -605.3478 397.48752\n", "DTY_NO3 : -5.9147077 7.3683767\n", "DTY_NH4 : -0.60291 0.6266706\n", "DTY_PON : -1.531273 0.5869577\n", "DTY_DON : -1.2547671 0.89580214\n", "DTY_LIV : -0.7694003 0.57838416\n" ] } ], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Sutil_V*.nc')[0]) as f:\n", " checkallSlice(f)\n", " sutVA=np.sum(np.sum(f.variables['ATY_NO3'][:,:,0,:],2),1)\n", " sutVD=np.sum(np.sum(f.variables['DTY_NO3'][:,:,0,:],2),1)\n", " sutVANH4=np.sum(np.sum(f.variables['ATY_NH4'][:,:,0,:],2),1)\n", " sutVDNH4=np.sum(np.sum(f.variables['DTY_NH4'][:,:,0,:],2),1)\n", " sutVADON=np.sum(np.sum(f.variables['ATY_DON'][:,:,0,:],2),1)\n", " sutVDDON=np.sum(np.sum(f.variables['DTY_DON'][:,:,0,:],2),1)\n", " sutVAPON=np.sum(np.sum(f.variables['ATY_PON'][:,:,0,:],2),1)\n", " sutVDPON=np.sum(np.sum(f.variables['DTY_PON'][:,:,0,:],2),1)\n", " sutVALIV=np.sum(np.sum(f.variables['ATY_LIV'][:,:,0,:],2),1)\n", " sutVDLIV=np.sum(np.sum(f.variables['DTY_LIV'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'depthv', 'depthv_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATY_NO3', 'ATY_NH4', 'ATY_PON', 'ATY_DON', 'ATY_LIV', 'DTY_NO3', 'DTY_NH4', 'DTY_PON', 'DTY_DON', 'DTY_LIV'])\n", "Min/Max:\n", "ATY_NO3 : -8765.547 14288.23\n", "ATY_NH4 : -2551.6804 1459.4979\n", "ATY_PON : -871.7454 476.5723\n", "ATY_DON : -3321.742 967.60406\n", "ATY_LIV : -3485.9248 1043.0941\n", "DTY_NO3 : -1.7583499 15.051328\n", "DTY_NH4 : -0.42129722 0.0602037\n", "DTY_PON : -0.21968834 0.085935056\n", "DTY_DON : -1.9486392 0.28057215\n", "DTY_LIV : -1.9064204 0.30365965\n" ] } ], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Discovery_V*.nc')[0]) as f:\n", " checkallSlice(f)\n", " disVA=np.sum(np.sum(f.variables['ATY_NO3'][:,:,0,:],2),1)\n", " disVD=np.sum(np.sum(f.variables['DTY_NO3'][:,:,0,:],2),1)\n", " disVANH4=np.sum(np.sum(f.variables['ATY_NH4'][:,:,0,:],2),1)\n", " disVDNH4=np.sum(np.sum(f.variables['DTY_NH4'][:,:,0,:],2),1)\n", " disVADON=np.sum(np.sum(f.variables['ATY_DON'][:,:,0,:],2),1)\n", " disVDDON=np.sum(np.sum(f.variables['DTY_DON'][:,:,0,:],2),1)\n", " disVAPON=np.sum(np.sum(f.variables['ATY_PON'][:,:,0,:],2),1)\n", " disVDPON=np.sum(np.sum(f.variables['DTY_PON'][:,:,0,:],2),1)\n", " disVALIV=np.sum(np.sum(f.variables['ATY_LIV'][:,:,0,:],2),1)\n", " disVDLIV=np.sum(np.sum(f.variables['DTY_LIV'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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48GFq167NM888Q3h4OLt27QLg2LFjbNq0CbDd09i6detsx+n4WvPnz8/2cUoVZnp+Fn3p6emsWbOGXr16UbNmTV599VUCAgJYvnw5ERERf91AMefr60vZsmVJMwYPbOu6li1bljvuuMPZoSmVbTm9/j7++OM8+uij9OnTB1dXVwAOHTpE8+bNGT9+PD4+Pvz+++95HndBownwXwgLC+PgwYNZThyiVHFSrVo1nn322evK//Wvf/Hiiy/SqlUr0tLSsjjyxnWWLFlCo0aNCAoKYv/+/QwcOBCAhg0bMn/+fAIDA4mPj+fJJ5/Mdpzjxo3j4Ycfpk2bNvj4+OTwXSpVOOn5WXTFxcXx5ptvUr9+fbp06cL333/P888/z8GDB1m1ahU9e/bEzU0H9GXH6dOn6dW0KZuB3i1b6kRYqtDJ6fU3PDycxMRE+/BngH/+858EBATQqFEj2rZtS+PGjfM67ILHGFPstqZNm5rs+u233wxgJk+enO1jlMote/fudXYI+e7IkSPG398/T18jq88V2GoKwPUpN7ecXOtUzun5mXeK42frKD093WzcuNEMGDDAlCxZ0gCmbdu25uOPPzbJycm33X5Ru97l5Fp3/uhRkwpmXdu22T5GqYJwTbqV6+9PP/1kWrdunUcRFSw5+W6nPcB/oUaNGjRu3JioqChnh6KUUkqpIuzixYu8//77BAYG0qZNG6KionjiiSfYvXs33333Hf3797ff66dujXfNmuwvVQrvnTudHYpSeer111/noYce4t///rezQylwNAHOhrCwMH744YdME4sopfKGn58fu3fvdnYYSqks6PmZN7Zv386wYcO48847efrpp3F3dycyMpITJ07w7rvv4u/v7+wQi5TTd99N0sWLJFtrqCpVGOT0+vvCCy/w22+/5WiehuJCE+BsCAsLIz09nVWrVjk7FKWUUkoVAZcvX2bu3Lk0b96cpk2bsmDBAvr168dPP/3E1q1bGTp0KKVLl3Z2mEXSH2PHcq8xbN6yxdmhKKWcQBPgbAgJCeGOO+7QYdBKKaWUui379+9n5MiRVK1alSFDhnDp0iXeffddTpw4QWRkJCEhIc4Oschr07YtIsL6deucHYpSygl02sBscHFx4f777+eTTz4hJSWFkiVLOjskpZRSShUSKSkpLFu2jJkzZ7J+/XpKlChB7969GT58OG3atMlyLWWVd7y9vVno40OtadPg1VedHY5SKp9pD3A2hYWFcfHiRTZu3OjsUJRSSqlsS01NJSUlxdlhFEtHjx5l9OjRVK9enX79+vHbb7/x+uuvExsby8cff0xbqydS5Z8dly6x5MwZfGvUIDg+nuTz550dklIqn2kCnE0dO3bE3d1dh0GrYmfSpEn4+/sTGBhIUFAQ0dHRN6y7fv16fvzxR/vzmTNn8uGHHwIwaNAgPv300zyPV6niZuLEidx99900atSIgIAAoqKiOHz4MPv27ePnn39mx44d7Nq1i127dvHxxx+zcuVKkpKSMMboOZoH0tLSWLFiBffffz+1a9fmjTfeoEWLFqxatYqDBw8yatQoKleu7Owwi62ZJ04w7MAB3Lt3xx3YP3++s0NSKlu8vLxuuj8hIYHp06fn6muGhoaydevWXG2zINAh0NlUunRp7rvvPqKiopgyZYr+YquKhU2bNrFixQq2b9+Ou7s7cXFxN+1JWr9+PV5eXtx7770ADB8+PL9CVapIM8aQmprKlStXSE5O5sqVK1y5coXNmzezdOlSIiMjKVmyJAkJCVy9epXExEQ8PDyoUKEC7u7uiAiJiYls2LABd3d3qlSpgpubGx07dsTLy4vExERsSyaqW3Xq1Ck++OADZs2axbFjx/D19WXMmDH87W9/o3r16s4OT1lCvb3578mTpPbvT9qECSQsXw4jRzo7LKVuW0YC/NRTT2X7GPu6uC7Fq09UE+AcCAsL48svv2Tfvn3cfffdzg5HqTx38uRJfHx87OtO+vj4ALap+Ldu3YqPjw9bt27l+eefZ968ecycORNXV1cWLFjAe++9xzfffIOXlxfPP/+8M9+GUoVCRpLrmOA6Pk5LS8tU393dnfj4eCpXrkydOnVwd3e3b7Vr187yHF2+fDkuLi588803vPzyy6xbt46SJUvy2GOPER8fz/Hjxzlx4gReXl6ULl0aV1dXJ30ahYMxhnXr1jFjxgyWL19OamoqHTt25J133iE8PJwSJUo4O0R1jXbe3gBs8fKiYqlSeO/Y4eSIlMqZxMREevbsyfnz57l69SoTJ06kZ8+evPDCCxw6dIigoCA6derEm2++yZtvvsnSpUu5cuUKDz74IK+++ipHjx6lW7dutG/fnk2bNrF8+XJef/11fvrpJ5KSkujduzevFvF74zUBzoEePXrw5JNPEhUVpQmwyncxI2NI3JGYq216BXlRb2q9G+7v3Lkz48ePp379+nTs2JG+ffvSrl27LOv6+fkxfPjwTAnvN998k6vxKlVQ5eT8NMaQnp5u30y6Id1Yjx16YV3ru1J2dFnc3d3x8vKyJ7ceHh6ULFkSFxcXatWqRWRkJG3atLmlc3Tv3r14eHhQu3ZtPDw8SE9P58SJEwCICKVKlcLLy4syZcrg5eWFm5t+bQCIj49n/vz5zJw5k19//ZUKFSrw7LPPMmzYMOrXr+/s8NRN+Lq708DTk/UJCdS49152rVvHXcnJeHh4ODs0VYiE/vzzdWV9KlfmqapVuZyWRvddu67bP+iOOxjk60tcSgq99+zJtG99cHC2X9vDw4Nly5ZRtmxZ4uLiaNGiBeHh4bz++uvs3r2bHdaPOmvWrCEmJoYtW7ZgjCE8PJwNGzZQo0YNDhw4wNy5c+1DpidNmkSFChVIS0vjvvvuY9euXQQGBubkIylU9C9ZDlSrVo3g4GCioqIYNWqUs8NRKs95eXmxbds2Nm7cyLp16+jbty+vv/66s8NSqsDLMslNTyfdZE5yBUFcBBcXF0qUKIGLuODi4oK4CGUrl6VewI1/oILcOUfd3NyoUKECpUuXpnr16gQFBfHHH39w6dIlEhMTOXPmDKdPnwbA09MTLy8ve1JcnFZFMMYQHR3NzJkzWbJkCcnJydx7772MGTOGhx9+WBOoQiTU25tlcXH87ZlnmPj113SMjr7hD0dKFTTGGEaPHs2GDRtwcXHh+PHj9mu0ozVr1rBmzRqCreQ6MTGRmJgYatSoQc2aNWnRooW97tKlS5k1axapqamcPHmSvXv3agKs/hQWFsbEiROJi4uzDwdVKj/crKc2L7m6uhIaGkpoaCgBAQHMnz8fNzc30tPTAUhOTnZKXEo5U3p6OqmpqVy8eJErV67g+bwnkiz24coZ54cLLriKa6beW8ehyhn3596O3D5H3dzcKFeuHOXKlbO/1z/++IPExEQuXbrEuXPnOHv2LAAlS5bM1EPs4eFR5ObIuHTpEh9//DEzZsxg586deHl5MXjwYJ544gkaN27s7PBui4jMAXoAZ4wxja7Z9zzwJlDJGBNnlb0IDAXSgGeMMaut8qbAPMAT+BJ41hhjRMQd+BBoCpwD+hpjjlrHRABjrJebaIyZb5XXAhYDFYDtwGPGmFydxnxCrVpMqVuXK5cu4QXs+N//NAFWOXKzHttSrq433e9TsmSOenyvtXDhQs6ePcu2bdsoUaIEfn5+WV7njTG8+OKLPPHEE5nKjx49SunSpe3Pjxw5wltvvcVPP/1E+fLlGTRoUJH/bqcJcA6FhYUxfvx4vvzySwYOHOjscJTKUwcOHMDFxYV69WzJ944dO6hZsyZJSUls27aNbt268dlnn9nrlylThosXLzorXKVyVXp6OrGxscTExHDw4EH7FhMTw6FDh1i2bBlXrlwBbMOFMxLasmXLZkp2S5YsmWdJYX6coy4uLpQpU4YyZcrg6+uLMYakpCR7D/GlS5eIj48HbMmzYw9xqVKlCm1CvGvXLmbOnMmCBQu4dOkSjRs3ZubMmTzyyCOUKVPG2eHllnnANGxJqp2IVAc6Acccyu4G+gH+wJ3A1yJS3xiTBswAhgGbsSXAXYFV2JLl88aYuiLSD3gD6CsiFYBXgBDAANtE5AtjzHmrzhRjzGIRmWm1MSM333Qla+SCp7c3m0qVInX+fPjPf3LzJZTKMxcuXKBy5cqUKFGCdevW8dtvvwG26/ulS5fs9bp06cLYsWMZMGAAXl5eHD9+PMt5CS5evEjp0qUpV64cp0+fZtWqVYSGhubX23EKTYBzqEmTJvj6+hIVFaUJsCryEhMTGTFiBAkJCbi5uVG3bl1mzZrFvn37GDp0KK+99hrNmze31w8LC6N37958/vnnvPfee06MXKnsSUtL4/fff7cnto5J7uHDh+0JLtjuu6pTpw5169ala9euVKhQgfr16+d5knszzjhHM+4NLlWqFFWqVMEYw5UrV+zJcGJiIgkJCYAtec5IiAvDxFrJycl88sknzJgxg02bNuHh4UHfvn0ZPnw4zZs3L7TJ/I0YYzaIiF8Wu6YA/wI+dyjrCSw2xlwBjojIQaCZiBwFyhpjNgGIyIfAA9gS4J7AOOv4T4FpYvsQuwBrjTHx1jFrga4ishjoADxiHTPfOj5XE2CAd2NjOX7lCt0aNqTFtm0kJyTgYU2QpVRBNmDAAMLCwggJCSEoKIi77roLgIoVK9KqVSsaNWpEt27dePPNN9m3bx8tW7YEbLfMLFiw4LprcOPGjQkODsbf35/atWvTqlWrfH9P+U2K47IHISEh5nbWtBo2bBiLFy8mLi6uWN3/pPLfvn37aNiwobPDKHKy+lxFZJsxJsRJIeWJ273WFVXHjh3j//7v/9i9ezeHDx/OtLSXp6cndevWtW/16tWzP65atWqmpSL0/LyxlJQUEhMT7UlxUlIS8GfynDFk+kYTa+X3ZxsTE8N///tf5s6dS3x8PPXr12f48OFERERQoUKFfIsjvzhe76wEeEXGEGgRCQfuM8Y8ayW3IcaYOBGZBmw2xiyw6n2ALck9CrxujOlolbcBRhljeojIbqCrMSbW2ncIaA4MAjyMMROt8rFAErYe6c3GmLpWeXVg1bXDs619w7D1OlOjRo2mGb1g2TX8wAEWnTnDV2vX0nLCBHZMmUKQLoekbkCv9wVfTr7baQ/wLQgLC2P27Nl89913dOrUydnhKKWUyqb9+/fTqVMnLl68SKdOnejZs2emRNfX17fYrYeYF0qWLEmFChXsyWNqaqo9IU5MTOT06dOcOnUKcN7EWlevXuWLL75g5syZfP3117i5ufHggw8yfPhw2rdvX+R6e7NDREoBLwGds9qdRZm5SfmtHHOztjIXGjMLmAW2H/uyqnMzGesBp+l6wEoVO5oA34L77rsPDw8PoqKiNAFWSqlCYtu2bXTt2hVXV1c2bNhQ6CcwKkzc3Nzw9vbG2xpimjGxVsaQ6Wsn1rpw4QKzZ8+mTZs2NGjQIFeT0d9//53Zs2cTGRnJyZMnqVGjBhMnTmTIkCH4+vrm2usUUnWAWsBO6zOvBmwXkWZALFDdoW414IRVXi2LchyOiRURN6AcEG+Vh15zzHogDvAWETdjTOo1beWqjPWAo728qKDrAStVrGgCfAtKlSpFx44diYqK4j//+U+x/JVYKaUKk++++46wsDAqVKjA2rVr7ZNGKedwnFgLbLOVXr582T5k+tSpUwwbNgyASpUq0bp1a9q0aUObNm0ICgrK8XrE6enprF69mpkzZ7JixQqMMXTr1o1Zs2bRrVu3An1fcn4yxvwCVM54fs0Q6C+Aj0XkHWyTYNUDthhj0kTkkoi0AKKBgUDGDeZfABHAJqA38K01O/Rq4DURKW/V6wy8aO1bZ9VdbB3reB9yrvF1d6e+tR6wR48ezFu2jI26HrBSxYImwLcoLCyMFStWsGfPHho1uu7WFKWUUgVEVFQUffr0oXbt2qxZs4aqVas6OyR1DRGhdOnSlC5dmipVqnD16lX279/Pxo0b7duyZcsA20QuLVu2tCfEzZs3x9PTM8t2z5w5w5w5c5g1axZHjhyhcuXKjBo1imHDhuHn55eP77BgEpFF2HpifUQkFnjFGPNBVnWNMXtEZCmwF0gF/m7NAA3wJH8ug7TK2gA+AD6yJsyKxzaLNMaYeGnQU9MAACAASURBVBGZAPxk1RufMSEWMApYLCITgZ+tNvJETx8fTqakUOPRR9m6dCnRuh6wUsWCJsC3qEePHoDti5UmwEopVTAtWLCAQYMG0aRJE1atWkXFihWdHZLKpgYNGtCgQQMef/xxAI4fP54pIX7llVcwxlCiRAlCQkLsCXGrVq345ZdfmDFjBp999hlXr14lNDSUf//73zz44IM6eaUDY0z/v9jvd83zScCkLOptBa77MmSMSQYevkHbc4A5WZQfBprdLK7cMrlOHQASfH15CDg+axZoAqxUkacJ8C268847adq0KVFRUbz44ovODkcppdQ1pk2bxogRI+jQoQPLly8vSmu3FktVq1alX79+9OvXD4Dz58/zww8/2BPiKVOmMHnyZHt9b29vnnrqKZ544gmdvVXdVOmyZRlfqhQpK1c6OxSlVD7QqS5vQ1hYGJs3b+bMmTPODkWpPOPq6kpQUBD+/v40btyYd955h/T0dAC2bt3KM8884+QIlcrMGMOECRMYMWIEDzzwACtXriyyyW9xPj/Lly9Pjx49eOONN/jxxx9JSEhg3bp1TJo0iblz53L8+HGmTp2qya+6qbBffuGhPXs407Ahd124QLK1hrVSBV337t3ta647w/r16+0jYm9kx44dfPnll7n6ul5eXrfdhibAf2HtWoiPz3pfWFgYxphc/w+rVEHi6enJjh072LNnD2vXruXLL7/k1VdfBSAkJIR3333XyRHapKamOjuEHBMRbxH5VET2i8g+EWkpIhVEZK2IxFj/lneo/6KIHBSRAyLSxZmxF1Tp6ek899xzvPzyy0RERPDJJ58U6Ult9Pz8U6lSpQgNDWX06NEMGjSIUqVK5flrqsLPt2RJNiQk4N69Ox7A/nnznB2SUn/JGMOKFSvsM+vfTjsZP5rezK3OmXArCXB+/L3QBPgmTp+Gnj2hd29ISbl+f3BwMFWrViUqKir/g1PKCSpXrsysWbOYNm0axphMv/599913BAUFERQURHBwMJcuXQJg8uTJBAQE0LhxY1544QXAdkFs0aIFgYGBPPjgg5w/f559+/bRrNmft30dPXqUwMBAwLZ8Tbt27WjatCldunTh5MmTAPYvu+3atWPSpEnUqlWLq1evAnDx4kX8/Pzszwuo/wBfGWPuAhoD+4AXgG+MMfWAb6zniMjd2CaQ8Qe6AtNFRKeudZCamsrQoUOZOnUqzz77LHPmzMnxbMGFmZ6fSuVcqLc3F9LSbOsBg209YKUKoKNHj9KwYUOeeuopmjRpgqurK3FxcYwaNYrp06fb640bN463334bgDfffJN77rmHwMBAXnnllSzb+f333xk0aBCNGjUiICCAKVOm5Di2LVu2cO+99xIcHMy9997LgQMHSElJ4eWXX2bJkiUEBQWxZMkS/vjjD4YMGcI999xDcHAwn39um+R93rx5PPzww4SFhdG5c2cSExO57777aNKkCQEBAfZ6uSXb3wxEZA7QAzhjjGlklb0JhAEpwCFgsDEmQUT8sH2RO2AdvtkYM9w6pil/zhT4JfCsNe29O/Ah0BQ4B/Q1xhy1jokAxlhtTTTGzLfKa2GbJr8CsB14zBiTRap6a6pUgZkzISICnnoKZs8GxxWPRIQePXqwcOFCrly5gru7e269tFLXiYkZSWJi7q5T6OUVRL16U3N0TO3atUlPT79u6P9bb73F+++/T6tWrUhMTMTDw4NVq1axfPlyoqOjKVWqFPHWcIqBAwfy3nvv0a5dO15++WVeffVVpk6dSkpKCocPH6Z27dosWbKEPn36cPXqVUaMGMHnn39OpUqVWLJkCS+99BJz5tjmTklISOC7774DbBf1lStX8sADD7B48WIeeughSpQokQufVO4TkbJAW2AQgHXtShGRnvy5PuZ8bGtjjgJ6AouNMVeAI9asqs2wLS9S7CUnJ9O/f3+WL1/O+PHjGTNmTL4uUafnZ9E6P1XxkbEe8BZrPWCXPXucHJEqFEJDry/r08eWMFy+DN27X79/0CDbFhdn611ztH59tl72wIEDzJ07l+nTp9t7Zfv168fIkSN56qmnAFi6dClfffUVa9asISYmhi1btmCMITw8nA0bNlCjRo1M7Wzbto3jx4+ze/dugFsaVn3XXXexYcMG3Nzc+Prrrxk9ejSfffYZ48ePZ+vWrUybNg2A0aNH06FDB+bMmUNCQgLNmjWjY8eOAGzatIldu3ZRoUIFUlNTWbZsGWXLliUuLo4WLVoQHh6ea3/Xc9IDPA9br4OjtUAjY0wg8CvgOBvUIWNMkLUNdyifAQzDtn5cPYc2hwLnjTF1gSnAGwAiUgF4BWiO7cveKw5DAt8Aplg9JeetNnLVwIEwZgx88AG8+eb1+8PCwkhMTGR9Nv/HVaooMMZcV9aqVSuee+453n33XRISEuwXwcGDB9uHIlaoUIELFy6QkJBgX2oiIiKCDRs2ANCnTx+WLl0KwJIlS+jbty8HDhxg9+7ddOrUiaCgICZOnEhsbKz9dfv27Wt//PjjjzN37lwA5s6dy+DBg/PmA8gdtYGzwFwR+VlEIkWkNFDFGHMSwPo3Y03OqsDvDsfHWmXF3qVLl7j//vtZvnw57733HmPHji3W67Pr+alU9lV1d6eetR7wwkGD6HzxIsnJyc4OS6ks1axZkxYtWmQqCw4O5syZM5w4cYKdO3dSvnx5atSowZo1a1izZg3BwcE0adKE/fv3ExMTc107tWvX5vDhw4wYMYKvvvqKsmXLAjBp0iT7yKETJ07YH//973+/Lq4LFy7w8MMP06hRI/7xj3+w5wY/JK1Zs4bXX3+doKAgQkNDSU5O5tixYwB06tSJChUqALa/Y6NHjyYwMJCOHTty/PhxTp8+nTsfIjnoATbGbLB6dh3L1jg83Yxt4fIbEhFfoKwxZpP1/EPgAWzrxfUExllVPwWmie0bTBdgbcb6cCKyFugqIouBDsAj1jHzreNnZPc9Zderr0JMDIwaBXXrQq9ef+7r0KEDnp6eREVF0aWL3pKn8k5Oe4LyyuHDh3F1daVy5crs27fPXv7CCy9w//338+WXX9KiRQu+/vprjDE5SkT69u3Lww8/TK9evRAR6tWrxy+//IK/vz+bNmXd0Vm6dGn741atWnH06FG+++470tLSCvoSZW5AE2CEMSZaRP6DNdz5BrL6IK/LdERkGLYfGalRo0ZuxFmgnTt3jm7durF9+3YWLFjAgAEDnBKHnp9F7vxUxcioGjXwdHGhTNeuXJk+XdcDVn/tZh1fpUrdfL+PT7Z7fK/leE111Lt3bz799FNOnTplnynfGMOLL77IE088kanu0aNHM7VTvnx5du7cyerVq3n//fdZunQpc+bM4aWXXuKll14CbPcA79hx41FOY8eOpX379ixbtoyjR48SmlUPuRXTZ599RoMGDTKVR0dHZ4pp4cKFnD17lm3btlGiRAn8/Pxy9Yep3LwHeAh/LnwOUMvq1fhORNpYZVWx9VpkcOzBsPduGGNSgQtARW7c61ERSLDqXtvWdURkmIhsFZGtZ8+ezdEbc3GBuXOhRQt49FH46ac/93l6etKpUyeioqKy/NVdqaLk7NmzDB8+nKeffvq6L86HDh0iICCAUaNGERISwv79++ncuTNz5szh8uXLAMTHx1OuXDnKly/Pxo0bAfjoo4/sXzTq1KmDq6srEyZMsPccNWjQgLNnz9q/YF+9evWGvyyCbfhm//79C0PvUiwQa4yJtp5/ii0hPm39WJjxo+EZh/rVHY6vBpy4tlFjzCxjTIgxJqRSpUp5FnxBcPz4cdq2bcsvv/zCsmXLnJb8FhR6fip1a4b6+vJIlSq0adWKecDlN95wdkhK5Ui/fv1YvHgxn376Kb2t4dVdunRhzpw5JCYmAra/mVmtXBMXF0d6ejoPPfQQEyZMYPv27Tl+/QsXLlC1qi0Nm+cwkVyZMmXsc05kxPTee+/Zc6aff/75hu1VrlyZEiVKsG7dOn777bccx3QzuTI7iIi8BKQCC62ik0ANY8w5657f5SLiz817MG60L6flWTLGzAJmAYSEhOQ4U/X0hOXLbUlweDhER0NG50pYWBhffPEFv/zyi31SEKWKiqSkJIKCgrh69Spubm489thjPPfcc9fVmzp1KuvWrcPV1ZW7776bbt264e7uzo4dOwgJCaFkyZJ0796d1157jfnz5zN8+HAuX75M7dq17cMiwdbL9M9//pMjR44AULJkST799FOeeeYZLly4QGpqKiNHjsTf3z/LeAcMGMCYMWPo379/3nwgucQYc0pEfheRBsaYA8B9wF5riwBet/7NmPnhC+BjEXkHuBPbLSRb8j/yguHgwYN07NiR+Ph4vvrqq2LbW6Pnp1K541BSEkklS9LM05PkG4xoUKqg8vf359KlS1StWhVfX18AOnfuzL59+2jZsiVgWz5owYIFuLpmnj/z+PHjDB482D4b9L///e8cv/6//vUvIiIieOedd+jQoYO9vH379vYhzy+++CJjx45l5MiRBAYGYozBz8+PFStWXNfegAEDCAsLIyQkhKCgIO66664cx3RTxphsb4AfsPuasghsk7CUuslx64EQwBfY71DeH/iv9Xg10NJ67AbEYUty7XWsff+1ysSq42aVtwRWZ+d9NG3a1Nyq3buNKVvWmIAAYy5csJWdOHHCAGbixIm33K5SWdm7d6+zQyh0PvnkE/Poo4/etE5Wnyuw1eTgepgbGxAEbAV2AcuB8thGt3wDxFj/VnCo/xK2CQcPAN3+qv3budYVZDt27DBVqlQxPj4+ZuvWrU6LQ8/PnMvO+WmMfrZ5zRnXu7zccuNaV3fzZhO2a5dZ17SpSQKTdP78bbepig69JhV8Oflud1tDoEWkK7bZScONMZcdyitlLM8hIrWx9VQcNrYJXS6JSAvr/t6BZO7diLAe9wa+tQJfDXQWkfLW5FedrUTXAOv4875jx56SPOPvD598Anv3Qv/+kJoKvr6+3HPPPbocklJONmLECF544QXGjh3r7FCyxRizw9iGKwcaYx4wxpw3xpwzxtxnjKln/RvvUH+SMaaOMaaBMWbVzdouqn788UdCQ0MpUaIEGzdupGnTps4OSWVTYTs/VfES6u3NhoQEPLp1s60HPH++s0NSSuWRbCfAIrIIW09vAxGJFZGhwDSgDLBWRHaIyEyreltgl4jsxHZf23CHL3FPApHAQWw9GRlf4j4AKlpLezyHNRmMddwE4CdrG+/Q1ijgOeuYilYbea5zZ5g2Db78Ev7v/2xlYWFhbNmyJVdnKFNK5cx7773HwYMHqV+/vrNDUXngq6++omPHjlSqVInvv/8+94dEqTyl56cqyDLWA0595BHS0fWAlSrKcjILdFY37GSZcBpjPgM+u8G+rcB1Uz8aY5KBh29wzBxgThblh7EtjZTvhg+HX3+FKVOgXj1bAvzyyy+zcuVKhgwZ4oyQlFKqyFqyZAmPPfYY/v7+rF69msqVK//1QUoplU3typUD4CcvLy57e3MgNta+ILtSqmjJzVmgi50334SwMHj2WTh+vDHVq1fXYdBKKZXLZs2aRf/+/WnRogXr16/X5FcpleuqeXhQ11oPePWQIfzz9991PWCVie3uS1UQ5fS/jSbAt8HVFT7+GAIDoV8/oWXLHqxZs0YvmEoplUveeOMNnnjiCbp168ZXX31FOauXRimlctuihg2Z1aABoaGhXL1yhZ9uca1WVfR4eHhw7tw5TYILIGMM586dw8PDI9vH5MoySMWZlxdERUHz5vDtt2FcvjyDdevW0a1bN2eHppRShZYxhhdeeIHJkyfTv39/5s+fT4kSJZwdllKqCAspWxaANiEhnAF+eeMN6NrVuUGpAqFatWrExsZy9uxZZ4eisuDh4UG1atWyXV8T4FxQrZotCW7duj0uLqVZtixKE2BVZHh5edkXUQfbAudbt25l2rRpToxKFWVpaWk8+eSTzJ49myeffJJp06bh4qIDlrKSX+fniRMneOaZZ/j0009ztV2lCpJ0Y/hPbCx1PD2p5+lJuR07nB2SKiBKlChBrVq1nB2GyiX6jSKXNGkCixZ5kJ7eiQULVpCWpkMklAJITU11dgiqEElJSaF///7Mnj2bl156iffff1+T3zyU3fPzzjvv1ORXFXkuIkw/cYIPTp7k9N130zAhgeSEBGeHpZTKZfqtIhf17Al9+oSRlPQ7w4btdHY4SuW5qKgomjdvTnBwMB07drQvAzZu3DiGDRtG586dGThwIMnJyQwePJiAgACCg4NZt26dkyNXBdEff/xBeHg4n3zyCW+//TYTJ07EtmS8uhW5eX4ePXqURo1sCzjs2bOHZs2aERQURGBgIDExMQC88847NGrUiEaNGjF16tT8e6NK5aJQb282XLig6wErVYTpEOhc9p//3M/SpcKcOVG0bh3E4MHOjkgVFSNHQm6PxgoKgr/6npqUlERQUJD9eXx8POHh4QC0bt2azZs3IyJERkYyefJk3n77bQC2bdvG999/j6enp73sl19+Yf/+/XTu3Jlff/01RxMWqKLt/Pnz3H///URHR/PBBx8UuuXkitP5OXPmTJ599lkGDBhASkoKaWlpbNu2jblz5xIdHY0xhubNm9OuXTuCg4Nz4ZNQKv+0K1eOyJMnSXvkEdInTrStB/zss84OSymVizQBzmV33FGFZs2asX9/FMOGjcXPD9q3d3ZUSt06T09Pdjh8s8+4xxAgNjaWvn37cvLkSVJSUjLdHxMeHo6npycA33//PSNGjADgrrvuombNmvz6668EBgbm4ztRBdWpU6fo3LkzBw4c4JNPPqFXr17ODqnQcMb52bJlSyZNmkRsbCy9evWiXr16fP/99zz44IOULl0agF69erFx40ZNgFWh087bG4AtXl5sqlaNQxcv6nrAShUxmgDngfDwMLZsGUPduid56CFfNm2CBg2cHZUq7AriiMIRI0bw3HPPER4ezvr16xk3bpx9X8YXYdC189SNHTlyhE6dOnHq1ClWrlxJx44dnR3SLSlO5+cjjzxC8+bNWblyJV26dCEyMlLPcVVkVPfwoIGnJydSUkjv04e577/PlORkHbGkVBGi9wDngbCwMACGDl2Jmxvcfz/ExTk5KKXywIULF6hatSoA829yn1Tbtm1ZuHAhAL/++ivHjh2jgf4qVOzt2bOH1q1bEx8fzzfffFNok9+CKq/Oz8OHD1O7dm2eeeYZwsPD2bVrF23btmX58uVcvnyZP/74g2XLltGmTZvcfUNK5ZPd99zDm3Xq0L51a1pcucLOZcucHZJSKhdpApwHAgICqFGjBps2RbF8OcTGQq9ecOWKsyNTKneNGzeOhx9+mDZt2uDj43PDek899RRpaWkEBATQt29f5s2bh7u7ez5GqgqaLVu20LZtW4wxbNiwgebNmzs7pCInr87PJUuW0KhRI4KCgti/fz8DBw6kSZMmDBo0iGbNmtG8eXMef/xxHf6sCi03a+b5NsHBfAtcnjXLuQEppXKVFMdhSyEhISbjHqm88vTTTzNnzhzOnTvH8uWePPIIDBwI8+aBTmqqsmvfvn00bNjQ2WEUOVl9riKyzRgT4qSQ8kR+XOtuxbfffkvPnj2pXLkya9eupXbt2s4O6Zbo+Zl39LPNW0Xtepfb17rLaWl037WLPpUr06FePS67u9Pk/Plca18plT9udK3THuA8EhYWRlJSEt9++y39+8Orr8KHH8Jrrzk7MqWUcp7ly5fTrVs3/Pz8+P777wtt8quUKrpKuboSe+UKa+LjOd2woa4HrFQRowlwHgkNDcXLy4sVK1YAMHYsPPoojBkDS5Y4OTillHKCefPm8dBDD9GkSRO+++47fH19nR2SUkplKWM9YPdu3fAEDnz0kbNDUkrlEk2A84i7uzudO3dmxYoVGGMQgchIaN0aIiJg0yZnR6iUUvln6tSpDB48mPvuu4+vv/6aChUqODskpZS6oVBvb86nppI2YADpQLxOhKVUkaEJcB4KCwsjNjbWvkajuzssWwZVq0LPnnDkiJMDVEqpPGaM4eWXX+Yf//gHvXv3JioqKtMSPEopVRBlrAf8k5cX/Rs04LX0dCdHpJTKLZoA56Hu3bsjIkRFRdnLfHxg5Uq4ehV69IALF5wYoFJK5aH09HSeeeYZJkyYwNChQ1m8eLHO/q1UASIic0TkjIjsdih7U0T2i8guEVkmIt4O+14UkYMickBEujiUNxWRX6x974rYpvsUEXcRWWKVR4uIn8MxESISY20RDuW1rLox1rEl8/pzyEp1Dw8GVqlCdQ8PqnbvzvfR0SQnJzsjFKVULtMEOA9VrlyZFi1aZEqAAe66Cz77DH79Ffr0gdRUJwWolFJ55OrVqwwcOJBp06bx/PPPM3v2bFxdXZ0dllIqs3lA12vK1gKNjDGBwK/AiwAicjfQD/C3jpkuIhkn9QxgGFDP2jLaHAqcN8bUBaYAb1htVQBeAZoDzYBXRKS8dcwbwBRjTD3gvNWGU8xv2JCHKlWiS1AQk5KT2av3AStVJGgCnMfCwsLYunUrJ06cyFTeoQPMnAlr1sCIEVAMV6NShcSkSZPw9/cnMDCQoKAgoqOjCQ0NJWPJicTERJ544gnq1KmDv78/bdu2JTo62slRK2dKSkqiV69eLFy4kNdee43Jkycjuv5bntFzVN0qY8wGIP6asjXGmIyf5jcD1azHPYHFxpgrxpgjwEGgmYj4AmWNMZuMbW3ND4EHHI6Zbz3+FLjP6h3uAqw1xsQbY85jS7q7Wvs6WHWxjs1oyykSrl6lYatWjAQuLlrkzFCUUrnEzdkBFHVhYWGMHj2alStX8re//S3TvqFDbb3AkydDgwYwcqSTglTqBjZt2sSKFSvYvn077u7uxMXFkZKSkqnO448/Tq1atYiJicHFxYXDhw+zb98+J0WsnO3ChQuEh4ezceNGZsyYwfDhw50dUpGm56jKY0OAjLUrqmJLiDPEWmVXrcfXlmcc8zuAMSZVRC4AFR3LrzmmIpDgkIA7tpWJiAzD1utMjRo1buGt/bXTKSn4/vgjU+rWpbOnJ+V+/jlPXkcplb80Ac5j/v7++Pn5ERUVdV0CDPDvf8PBg/Dcc1CnDoSFOSFIpW7g5MmT+Pj42O/b9PHxybT/0KFDREdHs3DhQlxcbANKateurWu7FlNnz56la9eu7Nq1i0WLFtG3b19nh1Tk6Tmq8oqIvASkAgszirKoZm5SfivH3KytzIXGzAJmAYSEhOTJOLoqJUtSy8OD9QkJNG7YkObbt5OckICHt/dfH6yUKrA0Ac5jIkJYWBiRkZEkJSXh6emZab+LC3z0EbRrB/37w8aNEBzspGBVgTYyJoYdiYm52maQlxdT69W74f7OnTszfvx46tevT8eOHenbty/t2rWz79+zZw9BQUF6b6fi2LFjdO7cmWPHjvHFF1/QrVs3Z4eUr5xxfoKeoypvWJNS9QDus4Y1g603trpDtWrACau8WhbljsfEiogbUA7bkOtYIPSaY9YDcYC3iLhZvcCObTlFqLc3y+PiGNW1K57bt7Pzo49oPGKEM0NSSt0mvQc4H4SFhZGUlMQ333yT5f5SpeCLL6B8eVsP8PHj+RygUjfg5eXFtm3bmDVrFpUqVaJv377MmzfP2WGpAubAgQO0bt2aU6dOsWbNmmKX/DqTnqMqt4lIV2AUEG6Mueyw6wugnzWzcy1sk11tMcacBC6JSAvrHt6BwOcOx2TM8Nwb+NZKqFcDnUWkvDX5VWdgtbVvnVUX69iMtpwi1Nub+NRUzIABnAJiNm50ZjhKqVygPcD5oF27dpQpU4aoqCh69OiRZR1fX1ixAlq3tiXBGzeCLpWpHP1VT1BecXV1JTQ0lNDQUAICApg/f759n7+/Pzt37iQ9Pd0+vFIVL9u3b6dr166ICOvXrycoKMjZITmFs85P0HNU3ToRWYStJ9ZHRGKxzcz8IuAOrLUmr9tsjBlujNkjIkuBvdiGRv/dGJNmNfUkthmlPYFV1gbwAfCRiBzE1vPbD8AYEy8iE4CfrHrjjTEZk3GNAhaLyETgZ6sNp7GvB1y2LH8PCsI7Ls6enSulCif9a5gPSpYsSZcuXVixYgXmJtM9N24MixfDzp0wYACkpd2wqlL54sCBA8TExNif79ixg5o1a9qf16lTh5CQEF555RX7/9sxMTF8/rlTf7BX+WTDhg20b98eT09PNm7cWGyTX2fSc1TdDmNMf2OMrzGmhDGmmjHmA2NMXWNMdWNMkLUNd6g/yRhTxxjTwBizyqF8qzGmkbXv6Yxh08aYZGPMw1abzYwxhx2OmWOV1zXGzHUoP2zVrWsdeyW/Po+s1PDwYE6DBoRVrEho+/Zs2rSJ5KQkZ4aklLpNmgDnk7CwME6cOMH27dtvWu/++2HKFPj8c3jhhXwKTqkbSExMJCIigrvvvpvAwED27t3LuHHjSE1NtU+6ExkZyalTp6hbty4BAQH87W9/484773Ry5CqvrVy5ki5dunDnnXfyww8/UL9+fWeHVCzpOapU3hvs60stT0/Ca9bkl+RkDkRGOjskpdRt0CHQ+aR79+64uLgQFRVF06ZNb1p3xAjb8khvvQX16sGwYfkUpFLXaNq0KT/++GOmsitXrvDbb7/Zl50oW7Yss2fPdkZ4ykk+/vhjIiIiCAoKYtWqVdfNPKzyj56jSuW9i6mpfBEXR1DXrtQGNixbZvuyppQqlLQHOJ/4+PjQsmVLoqKi/rKuCEydCl27wv+zd9/xUVZZA8d/J4UUII1eDR2pQQKCKEQpCWUUXRtSV1beRdeyuoq8q2JZXeyCbUUXBERFQV8dmiCKoCK9CYiASheBkNBDyn3/uE9gCAk1yTOZnO/nM5+ZufOUM9F5mDO3nDvvhC+/LIYAlToHS5cuJSEhgTvvvJPo6Gi3w1EueOONN+jXrx9XXnklc+fO1eTXz+hnVKnCVSZ3MQAAIABJREFUl5aVRf+ffuKrsmXZoPWAlSrxtAe4GHk8Hh5++GF27NhBjRr51nU/ISQEJk+GDh3gxhvh+++hSZNiClSpAiQmJrJ+/Xq3w1AuMMbw9NNP8+ijj3LttdcyefJkwsPD3Q5L5aGfUaUKX+3wcOo69YBbaD1gpUo87QEuRh6PB4Bp06ad0/ZRUXZl6PBw6NUL9uwpyuiUUip/xhj+8Y9/8Oijj9K/f3+mTp2qya9SqlRJionhm7Q0wlNSiAA2TJzodkhKqQt0zgmwiIwVkT9E5EeftjgRmSMiG537WJ/XhovIJhHZICLJPu2tRWSN89pop2YcTl25yU77IhGJ99lnoHOOjU5x9tz2Os62G519y1z4n6LoXXrppdStW/echkHnuuQSWyN41y7o3RuOHSvCAJVSKo+srCwGDx7MSy+9xN133827775LSIgOHlJKlS6dfOoBjwV+0JEWSpVY59MD/C6QkqftYWCuMaYBMNd5jog0wdZ6a+rs84aIBDv7vAkMwRZQb+BzzMHAfmNMfeBl4FnnWHHYunSXA22BET6J9rPAy8759zvH8FsigsfjYe7cuRw5cuTsOzjatoWJE+0w6NtvhzNUUlJKqUKTkZHBLbfcwrhx43j88ccZNWqU1pJVSpVKufWA18bE8FqrVkz+6SeXI1JKXahz/iZjjJmPLWLu6zpgvPN4PNDbp/1DY0yGMeZXYBPQVkSqAVHGmIVOjbgJefbJPdYUoLPTO5wMzDHGpBpj9gNzgBTntWucbfOe3295PB6OHTvGl+e5stWNN8Izz8AHH8ATTxRRcEop5Th48CA9e/bkk08+YdSoUYwYMQJnwI5SSpU6l4SHs61dO/5SvTpJnTqR9t13HEtPdzsspdQFuNif8qsYY3YBOPeVnfYawDaf7bY7bTWcx3nbT9nHGJMFpAMVznCsCkCas23eY/mtq666iqioqPMaBp3r4Ydh0CCbAE+aVPixKZWf4OBgEhISaNasGR6Ph7S0tCI932OPPXbePxCpwrVv3z66dOnCvHnzmDBhAvfcc4/bIakC6OdTqeJT01n74JZy5Vh+/DgbJkxwOSKl1IUoqrFs+XUTmDO0X8g+ZzrW6QGJDBGRpSKydI+Lq0mVKVOGlJQUpk2bRk5OznntKwJvvQWdOtmh0N9+W0RBKuUjIiKClStX8uOPPxIXF8frr79eZOfKzs7mySefpEuXLkV2DnVmO3fupFOnTqxatYpPPvmE/v37ux2SOgP9fCpVfDYcOcLNa9cit91GDrD/00/dDkkpdQEuNgHe7Qxrxrn/w2nfDtTy2a4msNNpr5lP+yn7iEgIEI0dcl3QsfYCMc62eY91GmPMGGNMojEmsVKlSuf5NguXx+Ph999/Z9myZee9b5ky8MkndnGs3r1h8+YiCFCpArRv354dO3YAdmXgBx98kGbNmtG8eXMmT54MwK5du+jYseOJXqkFCxYAMHToUBITE2natCkjRow4ccz4+HiefPJJrrzySj7++GMGDRrElCl2ZsPcuXNp1aoVzZs35/bbbycjI6OY33HpsnnzZjp06MCWLVuYOXMm1157rdshqfOgn0+lilZ4UBAf79nDovLl2RARQZTWA1aqRLrYpTw/BwYCI537z3za3xeRl4Dq2MWuFhtjskXkoIi0AxYBA4BX8xxrIXAj8JUxxojIF8AzPgtfdQOGO6997Wz7YZ7z+7Xu3bsTFBSE1+ulTZs2571/XBxMnw7t2kHPnrBwIcTGnn0/VbLdN+s+Vv6+slCPmVA1gVdSXjmnbbOzs5k7dy6DB9u15j755BNWrlzJqlWr2Lt3L23atKFjx468//77JCcn889//pPs7OwTC749/fTTxMXFkZ2dTefOnVm9ejUtWrQAIDw8nG+dIQ2zZs0C4NixYwwaNIi5c+fSsGFDBgwYwJtvvsl9991XqH8DZa1evZrk5GQyMzP5+uuvSUxMdDukEkU/n/r5VIHvkvBw6jj1gJvn1gNOTyc8Otrt0JRS5+F8yiB9gE1OG4nIdhEZjE18u4rIRqCr8xxjzFrgI2AdMAu4yxiT7RxqKPAOdmGszcBMp/2/QAUR2QTcj7OitDEmFXgKWOLcnnTaAIYB9zv7VHCO4fcqVKhAhw4dLmgecK4GDeDTT+GXX+wCWZmZhRigUj6OHj1KQkICFSpUIDU1la5duwLw7bff0qdPH4KDg6lSpQqdOnViyZIltGnT5sSqwWvWrKF8+fIAfPTRR1x22WW0atWKtWvXsm7duhPnuOWWW04774YNG6hTpw4NGzYEYODAgcyfP78Y3nHpc+TIEZKTkwkODmbBggWa/JYg+vlUqnjlrQf8k84DVqrEOeceYGNMnwJe6lzA9k8DT+fTvhRolk/7MeCmAo41FhibT/sv2NJIJY7H4+Ghhx5i27Zt1KpV6+w75KNjR3jnHRg4EIYOhbfftvOEVWA6156gwpY7xzA9PZ1evXrx+uuvc88992AKqMfVsWNH5s+fz/Tp0+nfvz8PPvggV111FS+88AJLliwhNjaWQYMGccynqHXZsmVPO05Bx1eFLzIykrFjx3LppZcSHx/vdjglkn4+lSodkmJiGPf77zBgANc98wztf/+dBLeDUkqdFy3o6BKPxwPAtGnTLuo4AwbAP/8J//0vvPBCYUSmVP6io6MZPXo0L7zwApmZmXTs2JHJkyeTnZ3Nnj17mD9/Pm3btmXLli1UrlyZO+64g8GDB7N8+XIOHDhA2bJliY6OZvfu3cycOfOs52vcuDG//fYbmzZtAmDixIl06tSpqN9mqdW9e3dNfksw/XwqVTySYmJIKFeO41WqsK1VK2YvXOh2SEqp83Sxc4DVBWrUqBH169fH6/UydOjQizrWk0/Cxo0wbBjUqwc33FBIQSqVR6tWrWjZsiUffvgh/fr1Y+HChbRs2RIR4bnnnqNq1aqMHz+e559/ntDQUMqVK8eECROoU6cOrVq1omnTptStW5cOHTqc9Vzh4eGMGzeOm266iaysLNq0acNf//rXYniXSpVM+vlUqujVDg9nhTNN5IaEBDImTtR5wEqVMFIahzElJiaapUuXuh0G999/P2+88Qb79u3Ld4jZ+Th6FK6+GlavhvnzQafwBYb169dz6aWXuh1GwMnv7yoiy4wxAfXJ8ZdrXaDSz2fR0b9t0Qq0650b17rMnByWP/oolz/zDCtHjybh7ruL9fxKqbMr6FqnQ6Bd5PF4yMjIYM6cORd9rIgI+OwzqFwZPB7Ytq0QAlRKKaWUUqeYnZpK7LffYvr21XrASpVAmgC76MorryQ6OvqiVoP2VaWKLY905Aj06gUHDxbKYZVSSimllKNhRASHc3JYEhXFzxERRGs9YKVKFE2AXRQaGkr37t2ZPn06OTk5hXLMpk3ho49g7Vro0weys8++j1JKKaWUOjfxERHEO/WAdzduzKVpaRxLT3c7LKXUOdIE2GUej4fdu3ezZMmSQjtmcjK8+qrtDX7ggUI7rFJKKaWUwq4GPT89nbDu3RFg7dSpboeklDpHmgC7rHv37gQHBxfaMOhcQ4fCfffBqFHw+uuFemillFJKqVItKSaGvZmZ5PzlL8QC07dvdzskpdQ50gTYZbGxsVx55ZWFngCDrQvcqxfccw/MmlXoh1dKKaWUKpW6xMYy4pJLqFWtGpe2asW8efPcDkkpdY40AfYDHo+H1atXs2XLlkI9bnAwfPABtGgBN98Ma9YU6uGVUkoppUqlGmFhPF6nDrXCw7mzdm2enDdP5wErVUJoAuwHPB4PANOmTSv0Y5crB16vve/VC37/vdBPoZRSSilV6hzKymJ2airNmjblSmP4acIEt0NSSp0DTYD9QMOGDWnYsGGRDIMGqFnTJsF798J118HRo0VyGhWADh8+TM+ePWnZsiXNmjVj8uTJxMfHs3fvXgCWLl1KUlISAI8//jgDBw6kW7duxMfH88knn/DQQw/RvHlzUlJSyMzMdPGdKBWY9DOqlHum7NlD8urVyG23aT1gpUqQELcDUJbH4+HVV1/l4MGDlC9fvtCP37o1TJoEN9wAAwfChx9CkP78UaLcd999rFy5slCPmZCQwCuvvFLg67NmzaJ69epMnz4dgPT0dIYNG1bg9ps3b+brr79m3bp1tG/fnqlTp/Lcc89x/fXXM336dHr37l2o8SvlL9z4fIJ+RpVyU1JMDABLoqOJ1nrASpUYmgL5CY/Hw/Hjx5kzZ06RnaN3b3juOfj4Y3j00SI7jQogzZs358svv2TYsGEsWLCA6OjoM27fvXt3QkNDad68OdnZ2aSkpJw4zm+//VYMEStVuuhnVCn3xEdEcElY2Cn1gDMOHHA7LKXUWWgPsJ/o0KEDsbGxeL1ebrjhhiI7zwMPwM8/wzPPQIMGMGhQkZ1KFbKz9QQVhYYNG7Js2TJmzJjB8OHD6datGyEhIeTk5ABw7NixU7YPCwsDICgoiNDQUETkxPOsrKziDV6pYuTG5xP0M6qU2zrFxDAjNZX7r72WOStWUGXuXC6//nq3w1JKnYH2APuJkJAQunfvzvTp08nOzi6y84jYusCdO8OQIaCr9qsz2blzJ5GRkfTr149//OMfLF++nPj4eJYtWwbA1KlTXY5QqdJNP6PqYojIWBH5Q0R+9GmLE5E5IrLRuY/1eW24iGwSkQ0ikuzT3lpE1jivjRbnlxURCRORyU77IhGJ99lnoHOOjSIy0Ke9jrPtRmffMkX9d7gYufWAzZAh9BZh9o8/nn0npZSrNAH2Ix6Phz179rB48eIiPU9oKEyZAvXq2TnBP/9cpKdTJdiaNWto27YtCQkJPP300zzyyCOMGDGCe++9l6uuuorg4GC3Q1SqVNPPqLpI7wIpedoeBuYaYxoAc53niEgT4FagqbPPGyKS+z/Ym8AQoIFzyz3mYGC/MaY+8DLwrHOsOGAEcDnQFhjhk2g/C7zsnH+/cwy/dW3Fiixr3Zp21aqRkJDAki+/dDskpdRZiDHG7RiKXWJiolm6dKnbYZwmLS2NSpUq8eCDD/LMM88U+fl++QUuvxxiYuCHH6BChSI/pTpP69ev59JLL3U7jICT399VRJYZYxJdCqlI+Ou1LlDo57Po6N+2aPle75xe2WnGmGbO8w1AkjFml4hUA+YZYxqJyHAAY8y/ne2+AB4HfgO+NsY0dtr7OPv/T+42xpiFIhIC/A5UwibSScaY/3H2eQuYB3wI7AGqGmOyRKS9s/+J3ub8+Mu1bvqVV3L1d98RnJ5OWFSU2+EoVeoV9N1Oe4D9SExMDFdddVWRlUPKq25d+Owz2LbN9gQfP14sp1VKKaWU/6pijNkF4NxXdtprANt8ttvutNVwHudtP2UfY0wWkA5UOMOxKgBpzrZ5j3UKERkiIktFZOmePXsu4G0WnsUHDvCPTZuo2KkTkaD1gJXyc5oA+xmPx8OPP/5YbKtxXnEFjBsH8+fbOcGlcECAUkoppc5O8mkzZ2i/kH3OdKxTG40ZY4xJNMYkVqpUKb9Nis3aw4d5cft2pG9frQesVAmgCbCf8Xg8AMXWCwzQpw88/jiMHw9PPaU9wUoppVQpttsZ+oxz/4fTvh2o5bNdTWCn014zn/ZT9nGGQEcDqWc41l4gxtk277H8lm894J8jIiiv9YCV8muaAPuZ+vXr07hx42JNgAEeewxuuw1GjICICKhdGzp1smWScpPj+fNh61YowkWqVT5K4zz9ouRPf08RCRaRFSIyzXl+3quvKnf50/9PgUL/pq77HMhdlXkg8JlP+63Oys51sItdLXaGSR8UkXbO6s8D8uyTe6wbga+M/Q/8BdBNRGKd61w34Avnta+dbfOe32/Fh4dT27ce8P79Wg9YKT+mdYD9kMfj4ZVXXuHAgQNEFdMiCiJ2KHTPnrBhA/z2G/z6K8ydCzt2nDo0OjTUJsh16kB8vL3PvcXHQ5Uq9njq4oWHh7Nv3z4qVKhwol6nunDGGPbt20d4eLjboeS6F1gP5H7Qc1dfHSkiDzvPh+VZfbU68KWINDTG6M9RLtLPZ+Hzw89oQBORD4AkoKKIbMeuzDwS+EhEBgNbgZsAjDFrReQjYB2QBdzlcw0ail1ROgKY6dwA/gtMFJFN2J7fW51jpYrIU8ASZ7snjTGpzuNhwIci8i9ghXMMvyYiJDn1gP/Wty93r1jB7YsX06FLF7dDU0rlQxNgP+TxeHj++eeZPXs2N95449l3KCRlythe4LwyMuxCWb/+evKWmyB//jn88cep20dEnEyM80uQY2M1QT5XNWvWZPv27ZzLAh85OfaWnX3y5vs8JwciI6F8+WII3I+Fh4dTs2bNs29YxESkJtATeBq432m+DvtlFGA8dlXUYU77h8aYDOBX58tkW2BhMYas8jifz6c6d/7yGS0NjDF9CnipcwHbP429ZuVtXwo0y6f9GE4Cnc9rY4Gx+bT/gr2+lShJMTHM3b+fSv37M+7BB4lfuFATYKX8lCbAfqh9+/bExcXh9XqLNQEuSFgY1K9vb/k5fBi2bMk/Qf7+e0hLO3X7qKhTE+K8CXK5ckX8hkoIY+DgwVAyMurwxx/2h4bdu+0t97Hv/aFD+R8nKsr2yoeEwPr10L07vPsuVK6c//aq2LwCPAT4/iRxyuqrIuK7+uoPPtudcWVUbD1OateuXdgxKx+hoaHUqVPH7TCUUn5gQNWqDKpaFREhpXFjjk6ZAo8+6nZYSql8aALsh0JCQujRowczZswgOzub4ODgs+/korJloUkTe8tPWtrJhNg3Qd64EWbPhiNHTt2+YsWCE+TataEkj4zLzIQ9e/JPYPNLbrOyTj9GUJD9G1WpYpPYdu3sfe7zKlVOPq5c+eTfyxh44w144AFo0cLO607WmaSuEJFewB/GmGUiknQuu+TTVuDKqMAYsLUxLzhIpZRS5yzYZ2jbsPBw2qxYQcaBA1oPWCk/pAmwn/J4PLz33nv88MMPdOjQwe1wLkpMDCQk2FtextiEML8EecUK+L//O31V6urVC06Qa9a0PZ3F6fDhsyeyuff79uV/jLCwk4lr9erQqtXpSW3ufYUKcCG/iYjAXXfZxc1uvRVSUuD+++GZZ+z5VbHqAFwrIj2AcCBKRN7DWX3V6f09l9VXlVJK+Ym3du7krZ07eSMlhcgVK1g1cSIt77rL7bCUUnloAuynkpOTCQkJwev1lvgE+ExETvZUts1nxk9ODuzalf/w6gUL4P337Ta5goOhVq2CE+SqVW0P6pkYA6mpBffS5k1yDx/O/zjR0ScT1yZNICnp1N5Z3/vy5YtvXnSzZrBkCTz4ILz0Enz9NXzwATRqVDznV2CMGQ4MB3B6gP9hjOknIs9jVz0dyemrr74vIi9hF8FqACwu7riVUkoVrIwIKw4dIqhvX3L+/W9SP/nE/vKslPIrmgD7qejoaDp16oTX62XkyJFuh+OaoCCoUcPerrzy9NczM2H79vwT5JkzbfLsKywMLrnk1PnGvvNrcx8XNPS4UqWTiWu9emceeuzPvaoREfDaa9CtG9x+O1x2GYwebR/rAmWuupDVV5VSSvmBTrn1gGNiiA4PJ0rrASvllzQB9mMej4f77ruPX375hbp167odjl8KDT3Zu5ufo0dt7eL8EuSlS23vbW7SWrMmtG595qHHZ+s9LmmuvRZWrYIBA+Avf4FZs2DMGLtStyoexph52NWeMcbs4zxXX1VKKeUf6oSHUyssjG/S0mjWuDFtVq4k4+BBwkp7+QWl/MxFJ8Ai0giY7NNUF3gMiAHuAHLrQ/yvMWaGs89wYDCQDdxjjPnCaW/NyTpyM4B7jTFGRMKACUBrYB9wizHmN2efgcAjzjn+ZYwZf7HvyV/kJsBer5d7773X7XBKpIgIO7RXh/cWrEYNmDMHnn8eHnkEFi2CSZPgqqvcjkwppZQqOXLrAc9KTeX2u++mzuDBTFm5kqv0H1Sl/MpF92cZYzYYYxKMMQnYBPUI8Knz8su5r/kkv02whdCbAinAGyKSu6TPm9jyHQ2cW4rTPhjYb4ypD7wMPOscKw5btP1ybM24ESISMH1XdevWpUmTJni9XrdDUQEuKAiGDbNlq8qUsfOVR4zIfyi4UkoppfJ3Q8WK3FipEk2vvZY9IsybN8/tkJRSeRT2gM7OwGZjzJYzbHMd8KExJsMY8yuwCWjrrHgaZYxZaIwx2B7f3j775PbsTgE6i4gAycAcY0yqMWY/MIeTSXNA8Hg8fPPNN6Snp7sdiioF2rSxq2/36wdPPmlXjP7tN7ejUkqp0icnx1ZJ+PFH+Ooru1jhK6/A8OF2vYaePSEx0S78OGOG29GqXL0rVeKNhg2pVbEiw2rXJn7sWLdDUkrlUdhzgG8FPvB5/jcRGQAsBR5wktQawA8+22x32jKdx3nbce63ARhjskQkHajg257PPgHB4/Hw7LPP8sUXX3DzzTe7HY4qBcqXP1kjeOhQW77qrbfgllvcjkwppUq2rCyb1OZWEshbNs/3tmcPZOez1F1IyKkLLzZrZteoUP4j2xi2Z2SQEhtr5wFrPWCl/EqhJcAiUga4Fqe0B3Y481OAce5fBG4H8ltj1pyhnQvcJ298Q7DDq6ldu3a+78EftWvXjooVK+L1ejUBVsXqttugfXt7f+utdoGsV1+1K2crpZSyMjIKTmLzJrn79tlSe3mFh59cdLFWLduzm5vg5i2fFxsbeAsyBpq//vwzn+/dy+cpKUSuXKn1gJXyM4XZA9wdWG6M2Q2Qew8gIm8D05yn24FaPvvVBHY67TXzaffdZ7uIhADRQKrTnpRnn3n5BWeMGQOMAUhMTMw3SfZHwcHB9OjRg2nTppGVlUVIiC7crYpPnTowfz489RQ8/TR8952tvZyY6HZkSilVdA4fPrde2t27oaAZSuXKnUxeGzWCjh1PL5uXeyvOWvCq6LWPiuKdXbsI6tePnJEjtR6wUn6mMLOpPvgMfxaRasaY3Cqs1wM/Oo8/B94XkZeA6tjFrhYbY7JF5KCItAMWAQOAV332GQgsBG4EvnJWh/4CeMZn4atunOyBDhgej4cJEyawcOFCXUlQFbvQUDsfuEsX6NsXrrjCJsMPPKC9EEqpksEYm6ieqZfW97XDh/M/TmzsyaS1ZcvTE1nf3trIyOJ9j8p/JDn1gJfGxBCl9YCV8juFkgCLSCTQFfgfn+bnRCQBOyT5t9zXjDFrReQjYB2QBdxljMmd5TKUk2WQZjo3gP8CE0VkE7bn91bnWKki8hSwxNnuSWNMamG8J3/SrVs3QkND8Xq9mgAr13TsaGsG33EHPPQQzJ4NEyZAtWpuR6aUUtb27TB5Mqxbd3pym5Fx+vYiULHiycS1Xbv8hx3nPi5Tpvjfkyp56oSHUzMsjHlpaTRu0gRZuZKMY8cICw93OzSlFCAmv8koAS4xMdEsXbrU7TDOS7du3di2bRvr1693OxRVyhkD77wD994LZcvCuHHQq5fbUV08EVlmjAmowd0l8Vqn1PlKT4epU+G992DePHuNql694ETW91axIgQHn/UUASfQrnf+eK3rv349s1NTeWvPHq6//nrmz5+vnRhKFbOCrnU6obSE8Hg83HPPPWzatIn69eu7HY4qxURsL/BVV0GfPuDxwN/+Bs89BxERbkenlCoNjh+3C/O99x58/rnt3W3QAB5/3C7cp/9MKrfdU6MGfStXpnXjxogI877+WhNgpfyEzuArITweDwBer9flSJSyGjeGH36A++6D116Dtm1h7Vq3o1JKBSpj7EJ8Q4faqRfXXWd7fIcMgUWLYMMGeOwxTX6Vf2gTFUVKhQpUqlCBj+Pi6Dp6tNshKaUcmgCXEPHx8TRr1kwTYOVXwsLg5Zdhxgw7xy4xEd58M/8yH0opdSF++gkefRTq1YMrr7R1ylNSYPp02LEDRo+2P8DpKsrK3yw6cICP//iDirVq0WLfPjIOHHA7JKUUmgCXKB6PhwULFpCWluZ2KEqdont3WL0aOnWCO++E66+HvXvdjkopVVLt3g2jRkGbNnDppfDMM3aI84QJ9rVJk6BHD7tKvVL+6rUdO7h740bCU1KIBH6aONHtkJRSaAJcong8HrKyspg1a5bboSh1mipVbE/wSy/Z+5Yt4auv3I5KKVVSHDpk5/SmpNhFrO67D3Jy7DVl+3b44gvo39/WzFWqJEiKiWF3ZqatBwy2HrBSynWaAJcgbdu2pVKlSjoMWvmtoCD4+9/tfLzy5W3t4OHDITPT7ciUUv4oK8suZtWvn/0RrX9/O+R5+HBbymjZMntN0XJrqiTKrQe8LCaGjVoPWCm/oQlwCRIcHEzPnj2ZOXMmWVlZboejVIFatbJfXP/yFxg5Ejp0gM2b3Y5KKSsrC+bOhY0bdb66G4yBJUtsKbUaNewUihkzbPK7YAH88gv861926LNSJVldn3rAq664gskHD5KRX0FqpVSx0gS4hPF4POzfv5/vvvvO7VCUOqOyZWHMGPj4Y5toJCSATn9Sblu1Ctq3t6MTGjaESpVsHeunn7ZD9g8edDvCwPXLL/DUU3YF+bZt4a23bDm1Tz+FXbvgP/+xi1wF6TcTFSBEhKSYGJYcPEjYPffwfFYWixcvdjsspUo9rQNcwnTr1o0yZcrg9Xrp1KmT2+EodVY33giXX26HOA4YYOfxvfEGREW5HZkqTY4ds8nXc89BXByMHWt7gn/4ARYutCsKg02+mjWDdu1soty+vV18SZOyC7NvH3z0kZ3b+/33ti0pCR56CP70J3BGiCoVsF6uV4+okBAOpaURC6yeOlXrASvlMjGlcPxXYmKiWbp0qdthXLCUlBR+/fVXNmzY4HYoSp2z7Gy7kusTT0Dt2vD++zbJ8BcisswYk+h2HIWppF/rCsu339rh+Bs2wMCB8OKLUKHCqdvs3w+LF9tkeOFCO489Pd2+Fhtr/1/NTYrbtoXo6OJ/HyXF0aPg9dqkd+ZM+0ND06Z2iHNS+MiyAAAgAElEQVSfPvbzr9wVaNe7knKt2xARwaGICFqnprodilKlQkHXOu0BLoE8Hg9/+9vf+Pnnn2nYsKHb4Sh1ToKDbS3Pzp2hb1871PGJJ+Dhh+1rShW2AwfsYkpvvAHx8Xb0Qbdu+W8bGwvJyfYGdvXhn3462UO8cKFdrMkYW2+2SRObDOcmxY0bl+5e4uxs+OYbm/ROmWKHklevbhew6tsXWrTQOr2q9Pr3li0cys4muXFjEleuJOPgQcJ0OXOlXFOK/7kuuXr16gWgq0GrEumKK2DlSrjpJnjkEZsQb9vmdlQq0Eyfbnsd33zTltNZs6bg5Dc/QUE2yb39dnj7bfjxR9tLPHv2yVEMU6fanuWmTe2w6uRkePxxmyjv319kb82vrF5thzNfcon9LE+ZYqc9zJ0LW7faIectW2ryq0q3dUeO8N9duwjTesBK+QVNgEugSy65hBYtWmgCrEqs6Gg7BPrdd2HpUvsFWcsjqsKwZw/cdptd2ComxvbcvvwylCt38ceOjoauXe1IhhkzYO9e20s8bhzceiv8/rudZ9y9u02IfRPoNWtsL2kg2LYNnn0Wmje3n92XX4bLLoPJk2H3bju/+pprdGSHUrk6RUezOzOT4L59Aa0HrJTbdAh0CeXxeBg5ciT79+8nNjbW7XCUOm8idj7mFVfYhOVPf4IhQ+yX6chIt6NTJY0xdvjt3/9uhz7nDq8vU6bozhkUBI0a2dugQbbt4EFb4mfhQjt8+vPPbYIMtjb25ZefHDZ9+eWnz0X2V2lptsf7vffsUGdj7Gf3jTfsaI6KFd2OUCn/lVsPeGlsLFHh4UQtX+5yREqVbtoDXEJ5PB6ys7OZOXOm26EodVEaNIDvvrPDKMeMgdatbakapc7Vli3Qo4ddZbxhQzvE/rHHijb5LUj58rb385//tAtB7dkDP/8MEybYldD37YN//xt69rRJY27y/J//2P/v/anEe0YG/N//2QS3alU73HvnTvvjwqZN9nM7dKgmv4FIRP4uImtF5EcR+UBEwkUkTkTmiMhG5z7WZ/vhIrJJRDaISLJPe2sRWeO8NlrEDoYXkTARmey0LxKReJ99Bjrn2CgiA4vzfReVehER1ChThm/S0/nC42Hw4cNaD1gpF2kCXEK1adOGKlWq6DBoFRDKlLFDKufMsSvvtm0Lo0bZXialCpKdDa++aufgLlgAo0fb+yZN3I7sJBH7I0///ra3dPly25v69dc2EW7c2A6nHjrU1sqOiTk9gS5OOTl21ey//hWqVYPrr4f58+3zxYvtkO9HH4V69Yo3LlV8RKQGcA+QaIxpBgQDtwIPA3ONMQ2Auc5zRKSJ83pTIAV4Q0RyB8C/CQwBGji3FKd9MLDfGFMfeBl41jlWHDACuBxoC4zwTbRLKhHhhkqViAkJoXbfvqw6fpwlS5a4HZZSpZYOgS6hgoKC6NmzJ1OnTiUzM5PQ0FC3Q1LqonXpYnvBBg+2Cxd98YWdJ1y5stuRKX+zbp3tkVy4EFJSbA/qJZe4HdW5KVfO1sJNSrLPjYFffz05bHrhQrt4VG5vcL16J2sSt2tnV1QOKeR/vdevh0mT7O233+w0hOuvt73WXboU/vmU3wsBIkQkE4gEdgLDgSTn9fHAPGAYcB3woTEmA/hVRDYBbUXkNyDKGLMQQEQmAL2Bmc4+jzvHmgK85vQOJwNzjDGpzj5zsEnzB0X4XovF6AYNAEitWJHbgO1vvWXLISilip3+k1aCeTwexo4dy7fffsvVV1/tdjhKFYpKleCzz2xv2QMP2C/748efLE+jSrfjx2HkSHj6aTvceOJEW2anJK8yLAJ169qbs0YOR47AsmUnk+Ivv7Tzb8Emp23anJxL3K4dVKly/ufdtQs+/NAed/lyO6e5a1e7kFfv3oWzcJgqeYwxO0TkBWArcBSYbYyZLSJVjDG7nG12iUjuT5M1gB98DrHdact0Hudtz91nm3OsLBFJByr4tuezzylEZAi2d5naJai4dNmYGEaEh3Nwxgy3Q1Gq1NIEuATr2rUrYWFheL1eTYBVQBGBu+6CTp3s6ropKXD//fDMMxAW5nZ0yi2LFtle3x9/hD594JVXAnd0QGQkXHWVvYHtJd6y5WQP8Q8/wEsvQWamfb1OnVPrErdsCfkNDDp0CD791Ca9X35phzwnJtq/5S232Lm+qnRzhhxfB9QB0oCPRaTfmXbJp82cof1C9zm10ZgxwBiAxMTEEjFhptOKFVQPC2Oo1gNWylU6B7gEK1u2LNdccw1erxejkyVVAGrWzK6oe9dd9st++/awYYPbUanidviwXd25fXs7f9brtWW0AjX5zY8IxMfbH4RGjbI/BqSn2/m6L7xgyxDNmwf33GN7h6OibPL84IO2xNi0abZ3uUoVu1jYzz/D//6vHfq8ZAnce68mv+qELsCvxpg9xphM4BPgCmC3iFQDcO7/cLbfDtTy2b8mdsj0dudx3vZT9hGRECAaSD3DsQJCzbAw5qWlaT1gpVymCXAJ5/F42LRpExs0K1ABKiICXnvNDoveutV+0X/nHV0gq7SYPdv+EPLKK3YhprVrbY1fZT8bHTrYqQJTpsCOHfYzMnmyXVQrK8suDPanP4HHA7Nm2eT322/hl1/sUOfGjd1+F8oPbQXaiUikMy+3M7Ae+BzIXZV5IPCZ8/hz4FZnZec62MWuFjvDpQ+KSDvnOAPy7JN7rBuBr4z9Jf8LoJuIxDo90d2ctoCQFBPD78ePE6L1gJVylQ6BLuF69erFnXfeidfrpbF+k1EB7Npr7QJZAwbAHXfYBbLGjAEtgx2YUlPtsPfx421po/nzTw4HVgWrVcvebr7ZPs/IgBUrbG3kpCR3SkOpksUYs0hEpgDLgSxgBXaocTngIxEZjE2Sb3K2XysiHwHrnO3vMsZkO4cbCrwLRGAXv8qt3fhfYKKzYFYqdhVpjDGpIvIUkLtE8pO5C2IFghP1gOPiKB8eTtbatS5HpFTpJKVx6GxiYqJZunSp22EUmlatWlG+fHnmz5/vdihKFbmcHHj+eXjkEVumZdKkwkmMRGSZMSbx4o/kP0ritc4Y+PhjuPtumwQ/9JAtuxMe7nZkSgWOQLvelZRrnTGGmgsX0jEmhktef53R48axf/9+wnRxC6WKREHXOh0CHQA8Hg/fffcd+/btczsUpYpcUBAMGwbff297s5KSYMSIkyVjVMm1Y4ddffiWW2wv5tKldrVnTX6VUoFARHg8Pp6bK1WifbduHD16VOsBK+UCTYADgMfjIScnh5kzZ559Y6UCRJs2dmhnv37w5JN2xejffnM7KnUhcnLgrbegSROYM8f28P/wg13JWCmlAskd1atzfaVKXHXFFXwIHBo50u2QlCp1dA5wAGjdujVVq1bF6/XSr9+ZKhUoFVjKlz9ZI3joUEhIsInULbe4HZk6Vz//DEOGwDffwNVXw9tvQ716bkdVMhlj2HVoF5tTN7N5/2Y2pW5i8/7NbE7dzL6j+yhfpjzR4dFEh0WfvPd9XMB9uTLlkJJcaFkpP2KM4acjRzCRkbQKD+fgwoVuh6RUqaMJcAAICgqiV69efPTRRxw/fpwyusqJKmVuu82WyLntNlsmZtYsePVVKFfO7chUQTIz4cUX4fHH7RDnd96B22+35X5UwTKzM9mavvVkgusku7mJ7tGsoye2DZZgakfXpn5cferH1efg8YOkH0tnS/oW0nenk56RzoGMA+SYnDOeM0iCiAqLyj9JPocEOjrcJtFBooPOlALovGoVSTEx/FXrASvlCk2AA4TH4+Gdd95hwYIFdO7c2e1wlCp2derYlYKfesrOG/3uO5g6FZo3dzsyldfy5fCXv9gh7DfcYMtcVavmdlT+40jmkZOJrU+Cuyl1E1vStpB9YoFdCA8Jp15sPerF1aNr3a7Ui61H/bj61IurxyXRlxAaHHrGcxljOHT8EOkZ6aQfSz9xfyDjwGlt6RknH28/sJ21x9aeeO4bU34EsUl0QUnyOSTS5cPKaxKtSjwRISkmhnlpadybnEzkypWsmjiRlnfe6XZoSpUamgAHiC5duhAeHo7X69UEWJVaoaF2PnCXLnYV4ehotyNSvo4etT2+L74IlSrZHyhuuMHtqIqfMYbUo6mnJLi+w5V3Hdp1yvax4bHUi6tHm+pt6NOsz4mEt15sPaqVr3ZRSaGIUD6sPOXDylMzquYFv58jmUfyT5gLSKDTM9LZeXAn6/euP/E8K+fMK9kJNtZz7Y2OCY85rS0qLEqTaOW6pJgYPvjjD0L79YNnn7X1gDUBVqrYaAIcICIjI+ncuTNer5eXX35Z52upUq1jR1i5UofT+pN582z95k2bYPBgu9BVINdwzjE57Dy4M98Ed/P+zaQdSztl++rlq1M/rj4p9VNOJLj14+pTL7YesRH+/YcSEcqWKUvZMmWpXr76BR3DGMPRrKNnT6DzJNK7D+/m530/n3iemZN55lidJNo3MY4Jjzktic4vec5t0znR6mL51gPeExPDuu3budrlmJQqTTQBDiAej4fp06ezfv16mjRp4nY4SrlKv5/6h7Q0W8v37behbl2YOxeuucbtqArH8ezjbEnbku983F/2/8KxrGMntg0JCiE+Jp56sfW4vMblpyS4dWLrEBka6eI7cZ+IEBkaSWRoJNXKX9h4eGMMx7KOFZg4px1LyzeJPt+e6Lxzok9LlvMm1fkk2pGhkZpEl2INIiKoVqYMX6elUXXQIN566y3uzMjQesBKFZNCSYBF5DfgIJANZBljEkUkDpgMxAO/ATcbY/Y72w8HBjvb32OM+cJpbw28C0QAM4B7jTFGRMKACUBrYB9wizHmN2efgcAjTij/MsaML4z3VBL16tULAK/XqwmwUsp1//d/dlTf7t3wj3/AE09AZAnL8w4dP3TafNzc3tyt6VtPWUAqMjSSerH1aFihIT3q9zgxTLleXD1qR9cmJEh/cy5KIkJEaAQRoRFULVf1go7h2xN9WsJ8hiR6a/pW0v842X62hcVCgkKICovKv6c57PTkOb9EOzwkXJPoEkpE+LxZM+pGRLAgKYnXXnmFZd98wxXdurkdmlKlQmH+a3y1MWavz/OHgbnGmJEi8rDzfJiINAFuBZoC1YEvRaShMSYbeBMYAvyATYBTgJnYZHm/Maa+iNwKPAvc4iTZI4BEwADLROTz3ES7tKlRowaXXXYZXq+XYcOGuR2OUqqU+v13Owd7yhRo0QI+/xwSE92OKn/GGPYe2VvgfNzdh3efsn2FiArUj6vPFbWuoH+L/qcMV65StoomJCVcYfVEH848XGASnZ7htOdJon/Z/8spi5AZzBnPExoUeqJXeVTKKHo06HFB8Sp3JEZFAXBVq1akAkuffx40AVaqWBTlz9HXAUnO4/HAPGCY0/6hMSYD+FVENgFtnV7kKGPMQgARmQD0xibA1wGPO8eaArwm9ltGMjDHGJPq7DMHmzR/UITvy695PB6eeuop9u7dS8WKFd0ORylVihhj6zLffz8cPmxX437wQbs4mb84nn2caT9PY8q6Kfy09yc279/MgYwDJ14XhJpRNakXV49eDXudsqpyvdh6RIfrymrqzESEcmXKUa5MOWpE1bigY+SYHLs69zkm0RUiKhTyu1BF7XhODi9t20bLcuWoFx5O+eXL3Q5JqVKjsBJgA8wWEQO8ZYwZA1QxxuwCMMbsEpHKzrY1sD28ubY7bZnO47ztuftsc46VJSLpQAXf9nz2OYWIDMH2LlO7du0LfJv+z+Px8MQTTzBjxgwGDBjgdjhKqVLi11/hf/4H5syBK6+0c34bN3Y7qpNW/r6ScSvGMWnNJPYd3UfVclVpVbUVHWp1OCXBrRNbh/CQcLfDVaVc7jzjqLAoakXXcjscVQRCRRi9Y8eJesCttR6wUsWmsBLgDsaYnU6SO0dEfjrDtvmNDzNnaL/QfU5ttEn5GIDExMQzjysqwS677DKqV6+O1+vVBFgpVeSys2H0aHjkEQgKgtdfh7/+1T52294je3l/zfuMWzmOlb+vpExwGXo37s2fE/5M17pdCQ4KdjtEpVQpJSJ08qkHXHblSla99x4thw51OzSlAl6hfEUxxux07v8APgXaArtFpBqAc/+Hs/l2wPfnzJrATqe9Zj7tp+wjIiFANJB6hmOVWiJCr169+OKLLzh+/Ljb4SilAtiaNdC+vR3yfPXVsG6dXfTKzeQ3KyeLaT9P408f/YnqL1bn3ln3EhIUwmvdX2PXA7uYfONkUuqnaPKrlHJdUkwMu44ft/WAwdYDVkoVuYv+miIiZUWkfO5joBvwI/A5MNDZbCDwmfP4c+BWEQkTkTpAA2CxM1z6oIi0c+b3DsizT+6xbgS+MsYY4Augm4jEikisc+4vLvY9lXQej4eDBw/yzTffuB2KUioAZWTAo4/CZZfZoc/vvw9eL9RycaTm+j3reWjOQ9R6uRaeDzx8u/Vb7m57N6v/upoldyzhrrZ3ERcR516ASimVR2494GVxcYysXp3JBw6cZQ+lVGEojCHQVYBPnZUvQ4D3jTGzRGQJ8JGIDAa2AjcBGGPWishHwDogC7jLWQEaYCgnyyDNdG4A/wUmOgtmpWJXkcYYkyoiTwFLnO2ezF0QqzTr3LkzEREReL1eunbt6nY4SqkA8v338Je/wPr10K8fvPwyuLXeXtqxND788UPGrRzH4h2LCQkKoWeDnvw54c/0aNCD0GA/Wn1LKaXyaBgRwSVhYew6fpzUm25iwpgxjNJ6wEoVuYtOgI0xvwAt82nfB3QuYJ+ngafzaV8KNMun/RhOAp3Pa2OBsecXdWCLiIigS5cueL1eRo0apWU5lFIX7eBB+N//tXN8a9WCGTOge/fijyM7J5uvfv2KcSvH8elPn3Is6xjNKzfnpW4v0bdFXyqXrXz2gyillB8QETa3a0ewCJ936MC6UaNY/dlntLn5ZrdDUyqgFWUZJOUij8eD1+tl7dq1NGt22m8KSil1zmbOtCs8b98Of/ubLW9U3AuVbkrdxPiV4xm/ajzbDmwjNjyWwa0G8+eEP3NZtcv0hz6lVIkU7Fy7rkpI4Frg67ffBk2AlSpSmgAHqF69egHg9Xo1AVZKXZC9e+G++2DSJLj0UvjuO7voVXE5dPwQH6/9mHErx7Fg6wKCJIjkesm82O1FPI08Wq5IKVXi7c/MpOeaNdxRrRodtB6wUsVCE+AAVa1aNRITE/F6vQwfPtztcJRSJYgx8MEHcO+9kJ4Ojz1mhz8Xx7Q0Ywzzt8zn3VXv8vHajzmceZiGFRry787/pn+L/tSIyrfUu1JKlUgxISH8euwYX+7fT71GjWi9apXWA1aqiPlBpUZVVDweDz/88AN//PHH2TdWSilg61bo1Qv69oW6dWH5cnjiiaJPfremb+Wpb56i/qv1SRqfxNR1U+nTrA/f3f4dP931Ew9f+bAmv0qpgCMiJDn1gMOSkykL/PTee26HpVRA0wQ4gHk8HowxzJgxw+1QlFJ+LifHLnDVtCnMm2dXd/7+eyjKGRRHM4/y/pr36TqxK/GvxPPYvMeIj4ln4vUT+f0fv/P2tW9zRa0rdH6vUiqgJcXEsPP4ccr07w/Avk8/dTkipQKbDoEOYAkJCdSsWROv18ugQYPcDkcp5aeOHoWuXe0c365d4a23oE6dojmXMYZFOxYxbsU4Plz7IQcyDhAfE8+ITiMYmDCQ+Jj4ojmxUkr5qdx6wEvj4vhXo0YczM7mGpdjUiqQaQIcwESEXr168d5775GhdeWUUgWIiIDLLoM77oABA6AoOlx3HdzFxNUTeXflu6zfu57I0EhubHIjg1oOolN8J4JEByQppUqnhhER9K1cmRphYdRKSWHMmDH6vU2pIqQJcIDzeDz85z//Yd68eSQnJ7sdjlLKT40eXfjHzMjKwPuzl3ErxzFr0yxyTA4danXgHc873NT0JqLCogr/pEopVcKICO81aQJAUPPmNDh6lHWTJtHq9ttdjkypwKQJcIC75ppriIyMxOv1agKslCoWK3atYNzKcUxaM4nUo6nUKF+DYR2GMShhEA0rNHQ7PKWU8kt/HD9Okw4dSAG+/uAD0ARYqSKhCXCACw8Pp2vXrni9Xl599VVdTEYpVST2HN7DpDWTeHflu6zavYqw4DB6N+7NnxP+TJe6XQgOCnY7RKWU8lubjx6l/qJFvN2wIR21HrBSRUoT4FLA4/Hw2WefsWbNGlq0aOF2OEqpAJGVk8XMjTMZt3Ic036eRmZOJonVE3m9x+v0adaH2IhYt0NUSqkSoW54OFVCQ5mXlkZDrQesVJHSBLgU6NmzJwBer1cTYKXURVu3Zx3jVoxj4uqJ7D68m8plK3PP5fcwKGEQzSoXYd0kpZQKUL71gO9OTqbsqlWseu89Wg4d6nZoSgUcXXazFKhatSpt27bF6/W6HYpSyiEitUTkaxFZLyJrReRepz1OROaIyEbnPtZnn+EisklENohIsU7q3390P28ueZO2b7el6RtNeWXRK7Sv1Z7Pbv2M7X/fzgvdXtDkV6kAIiIxIjJFRH5yrlPtL+T6JCKtRWSN89poceZiiUiYiEx22heJSLzPPgOdc2wUkYHF+b7dlBQTw47jxwnr359twIZvv3U7JKUCkibApYTH42Hx4sXs3r3b7VCUUlYW8IAx5lKgHXCXiDQBHgbmGmMaAHOd5ziv3Qo0BVKAN0SkSCfWZudkM3vzbPpM7UO1F6tx54w7OZZ1jJe6vcSO+3fw6S2fcm2jawkNDi3KMJRS7hgFzDLGNAZaAuu5sOvTm8AQoIFzS3HaBwP7jTH1gZeBZ51jxQEjgMuBtsAI30Q7kPnWA/a0aMEY/c6mVJHQBLiU8Hg8GGOYPn2626EopQBjzC5jzHLn8UHsl8sawHXAeGez8UBv5/F1wIfGmAxjzK/AJuyXw0K3cd9G/jn3n8SPiif5vWRmb57NHZfdwbIhy1j111X8vf3fqVy2clGcWinlB0QkCugI/BfAGHPcGJPGeV6fRKQaEGWMWWiMMcCEPPvkHmsK0NnpHU4G5hhjUo0x+4E5nEyaA1qjyEjGNmpESlwcSVdfzffffcfxjAy3w1Iq4GgCXEq0aNGCWrVq6TBopfyQM/SvFbAIqGKM2QU2SQZyM80awDaf3bY7bXmPNURElorI0j179pxzDAczDjJ2xViuGncVDV9ryMjvRtK8cnM+uvEjdt6/k1d7vMpl1S7TleSVKh3qAnuAcSKyQkTeEZGynP/1qYbzOG/7KfsYY7KAdKDCGY51igu91vkzEeHP1apRMzyc3jVqsOHYMX569123w1Iq4GgCXEqICB6Ph9mzZ3Ps2DG3w1FKOUSkHDAVuM8Yc+BMm+bTZk5rMGaMMSbRGJNYqVKlc4ohKyeLBq82YPDng9lzeA8jO49k631bmdF3Bjc1vYmwkLBzOo5SKmCEAJcBbxpjWgGHcYY7F6Cg69OZrlsXss/Jhgu41pUEqZmZjN21iyo9elAL2Dd1qtshKRVwNAEuRTweD0eOHOHrr792OxSlFCAiodjkd5Ix5hOnebczbBDn/g+nfTtQy2f3msDOwogjJCiEkV1G8v3t37P+rvUMu3IYNaJO63BRSpUe24HtxphFzvMp2IT4fK9P253HedtP2UdEQoBoIPUMxyoV/jh+nMEbNvB9XBwbw8Mpv2yZ2yEpFXA0AS5FkpKSKFu2rA6DVsoPOHPd/gusN8a85PPS50DuqqcDgc982m91Vk6tg11MZnFhxTMoYRDta7XXIc5KKYwxvwPbRKSR09QZWMd5Xp+cYdIHRaSdc80bkGef3GPdCHzlzBP+AugmIrHO4lfdnLZSoVFk5Il6wLsaNeLS1FSOHz7sdlhKBRRNgEuR8PBwunXrxrRp07D/xiilXNQB6A9cIyIrnVsPYCTQVUQ2Al2d5xhj1gIfYb+EzgLuMsZkuxO6UqoUuBuYJCKrgQTgGS7s+jQUeAe7MNZmYKbT/l+ggohsAu7HGWJtjEkFngKWOLcnnbZSQUTo5NQDDktOpizw03vvuR2WUgElxO0AVPHyeDx8+umnrFq1ioSEBLfDUarUMsZ8S/5z3cD2tuS3z9PA00UWlFJKOYwxK4HEfF46r+uTMWYpcFqRcGPMMeCmAo41Fhh7PvEGkqSYGD7as4ew/v1587nnCFq3jhZuB6VUANEe4FKmZ8+eiIgOg1ZKKaWU8kO59YA3VK7MWy1bMmXdOpcjUiqwaAJcylSuXJnLL79cE2CllFJKKT/UODKSXe3bc0vlylzdsSOHFizQecBKFSJNgEshj8fDkiVL2LVrl9uhKKWUUkopHyJC1TBbfu7WyEgWZmToPGClCpEmwKWQx+MBYPr06S5HopRSSiml8lp96BC916whon9/QOsBK1WYNAEuhZo1a8Yll1yiw6CVUkoppfxQqAif7dvHUq0HrFSh0wS4FBIRPB4Pc+bM4ejRo26Ho5RSSimlfDSOjKSyTz3gxloPWKlCowlwKeXxeDh69ChfffWV26EopZRSSikfIkKSTz3gcsB6nQesVKHQBLiU6tSpE+XKldNh0EoppZRSfigpJoZtGRmE//nPdAe+2LnT7ZCUCgiaAJdSYWFhJCcnM23aNIwxboejlFJKKaV8XB0Tw+Xly5NZvTq7WrZkzvffux2SUgHhohNgEaklIl+LyHoRWSsi9zrtj4vIDhFZ6dx6+OwzXEQ2icgGEUn2aW8tImuc10aLiDjtYSIy2WlfJCLxPvsMFJGNzm3gxb6f0sTj8bBjxw5WrFjhdihKKaWUUspH47Jl+aF1axKjori5ZUs6zpun84CVKgSF0QOcBTxgjLkUaAfcJSJNnNdeNsYkOLcZAM5rtwJNgRTgDREJdrZ/ExgCNHBuKU77YGC/MaY+8DLwrHOsOGAEcDnQFhghIrGF8J5KhR49eiAiOgxaKaWUUspPZeTk0LlqVR7NytJ5wEoVgotOgJFoiX4AACAASURBVI0xu4wxy53HB4H1QI0z7HId8KExJsMY8yuwCWgrItWAKGPMQmPH5E4AevvsM955PAXo7PQOJwNzjDGpxpj9wBxOJs3qLCpVqkT79u01AVZKKaWU8kOf7tlD9IIFWg9YqUJUqHOAnaHJrYBFTtPfRGS1iIz16ZmtAWzz2W2701bDeZy3/ZR9jDFZQDpQ4QzHUufI4/GwbNkydurCCkoppZRSfqVRZCQZxrC0QgU2hocTpfWAlbpohZYAi0g5YCpwnzHmAHY4cz0gAdgFvJi7aT67mzO0X+g+eeMbIiJLRWTpnj17CnwfpY3H4wFg2rRpLkeilFJKKaV8XRoZSaXQUL5x6gFfqvWAlbpohZIAi0goNvmdZIz5BMAYs9sYk22MyQHexs7RBdtLW8tn95rATqe9Zj7tp+wjIiFANJD6/+ydd3hUZdqH7zMtvTdqCC2NXkVWlKKoKAqKCqLiskIsa/9cFFYRAdeyNlYXgyIg1YKoqKirFAWpAUITSEIoIUB6L9Pe748zCakkgSSTmbz3dc01M2fOOfNMyjPv7zztEueqhhBikRBioBBiYFBQ0OV+VKcjOjqazp07yzRoiUQikUgkkhZG1XnAAIfWrbOzVRKJY9MYXaAVYDHwpxDi7Qrb21bYbTxwyPb4W2CirbNzZ9RmV7uEEOeAfEVRhtjO+QDwTYVjyjo8TwA22uqEfwJGK4riZ0uxHm3bJqkniqIwduxYfvnlF4qKiuxtjkQikUgkEomkAsN9fTldWorLY4/hB2w4dcreJkkkDk1jRID/AtwPjKwy8ugN20ijA8AI4GkAIcRh4HPgCPAj8JgQwmI71yPAx6iNsZKADbbti4EARVESgWeA523nygLmArttt1ds2yQNYOzYsZSUlPDrr7/a2xSJRCKRSCQSSQVu8vdnfufOtAkJIbpPHzZv3mxvkyQSh0Z3pScQQmyl5lrcHy5xzHxgfg3b9wA9a9heAtxVy7k+AT6pr72S6lx77bV4e3uzfv368ppgicShEQJ+/BFuugmUmtyTRCKRSCSOQRc3N2Z26gTAEx06ELVhA8bCQgweHna2TCJxTK5YAEscH4PBwI033sh3332H1WpFo2nU5uASSfNy4QJMnQo//ADffw9jxtjbIomkyRBWgSnThPGcEeM5I6XnSjGmVnhs264P1tPjyx64dnC1t8kSieQyyDWb2Z6bS48ePbjq++85sGIFvWNi7G2WROKQSAEsAdQ06C+++IK9e/cycOBAe5sjkVwe69fD3/4GeXmwYIEaAZZIHBBhERjTjBeFbWppZZFre2w8b0SYqg8/0PpocWnngqGtAe+rvclcn0n8iHj6bu6LS3sXO3wiiURyJay4cIG/JyRw4P774Y03yFi7FqQAlkguCymAJQCMGTMGjUbD+vXrpQCWOB6FhfDssxAbC336wKZN0KOHva2SSKphNVkxnjdeOmKbasSYZgRr9eN1AbpyYese5Y5LW/WxoZ3h4uO2BrRu2krH5W7P5cDoA+wfuZ++m/ri0k6KYInEkRju6wvAnoAAXF1d8dq7184WSSSOixTAEgACAgIYOnQo69evZ86cOfY2RyKpP3v2wOTJkJAA//d/MG8euMjFvaR5sZRYLkZlL5GKbEo3VT9YAX2wvlzYevbzrFnYtjGgMVxeiYrP1T70/rE38TfGXxTBbeX/iUTiKES7uxOo17M5J4euERH0j4+XdcASyWUiBXBdnDoFoaGtopHO2LFjmTFjBv/973956KGHMBgM9jZJIqkdiwVefx1mz4Y2beCXX2DkSHtbJXEyzAXmeglbc7a5+sFaMLQx4NLOBdcwV7yv9q5R2OqD9Wh0Td97wecvPvTe0JsDNx8gfqSaDm0IkX5eInEEFEXhOh8fNufkEDN2LD/GxxO6aRODb73V3qZJJA6HFMCXoqAA+vaFLl3U9Mq77gK93t5WNRlTp05l/fr1PPbYY/z73/9mzpw53HvvvWi12roPlkiak5Mn4f77YetWuPtu+PBD8POzt1USB8KcZ6b0bGmdwtaSb6l2rGJQMLRVha17pDu+I3xrFraBehRNy7p46jvMl94/qCK4LBJsCJYiWCJxBIb7+rI2IwO3xx7j7vnzmRsfLwWwRHIZKEJUb57h7AwcOFDs2bOn7h1LSuDTT+Htt+HYMejQAZ54AqZNA1sthrMhhODHH39k1qxZ7Nu3j+joaObOncv48eNRWkEUXNLCEQJWrIDHHlOzMj74QE1/boS/TUVR4oQQTlUAX29f5+RYii0U7Csgb1ce+bvyyduVR0lSSbX9NO6acmFbVktbk7DV+ekc3h9mb87m4JiDuHZxVUVwkBTBrQln83etxdelG42kmUxEubvTv18/uvj68pWcCSyR1Eptvk4K4PpgtcKGDfDWW2pzHQ8PtdPsU09B585NZ6gdsVqtfPXVV7z44oscPXqUgQMHMn/+fG644QaHX/hJHJTsbHj4Yfj8c7jmGli+HMLCGu30zrYghNazKKyI1Wyl6EgR+bvzywVvwcECsAVyXTq44DXYC68BXriGuVYSvFovbavyb9kbszl4y0HcurvRZ2MfDIFOIoKFaBVlS1eCs/m71ujrfrzqKq7ZtQtDQYGsA5ZIaqE2XycHvtYHjQZuuQU2boS9e2H8ePjvf6FbN5gwAbZvt7eFjY5Go2HChAkcPHiQJUuWkJ6ezo033siIESPYtm2bvc2TtDY2boTeveGrr2D+fNi8uVHFr8QxEUJQnFxM2udpJP5fIvuu3cdWn63s6bOHYw8dI/3zdPRBekKfD6XnNz25OvVqrj5zNT3X9qTTzE6E3BuC3wg/3CPc0Xk7flS3ofiN9KPn+p4UJxQTPyoeU2YNDbpaKmYzJCXBzz+r38fPPAO33652f3d3V+//8x/IzbW3pRJJo/J7Tg7PJSXhd+21eAJ/rlhhb5MkEodDRoDroOh4ES4dXaqNlODsWfXLNTYWcnJgyBC1TnjcONA5X2l1aWkpH3/8MXPnzuXChQuMGTOGefPm0a9fP3ubJnFmSkvhn/9Usy+6d4eVK6GJxnQ5W0QEnC8qYswwkr87vzyNOX9XPqYMVbQpLgpe/bzwGuyF92BvvAZ74dbVrcXV4LZEsn7O4uBtB/GI8qDPr33Q+7eQXhelpZCcDImJF29JSer9yZOqCC7DzQ26dlUvTIeFwbZtsHu3KobvvRceeQT697fXJ2lxOJu/czZfdyneT0nh8cREDgQE0Kt3bzbecAMjf/7Z3mZJJC0SmQJdgfo6SuMFIzu77SR4cjARH0bUvFNBASxdCu+8AydOqF+8Tz0FU6eCl1ej2t0SKCws5P333+f1118nOzubu+66i1deeYXIyEh7myZxNg4fVut74+PV1Od//1stP2ginG1BCI69KLQUWsjfm18plbkk2Va3q4B7tHu50PUe7I1HT4/LHhEkgayfsjh4+0E8om0i2K+ZRHBh4UVRW1HgJibCmTNqOnMZ3t6qwO3W7aLYLXvctq2arVWRuDhYuBBWrYLiYhg8WBXC99yjCuZWjLP5O0f2dQ3lUEEBvfbsYUlEBNd07ky2pyeDMjLsbZZE0iKRArgCDXGUSc8nceb1M0StiiJkUkjtO1os8O23asOsrVvVL+rp09WmWR07NpLlLYfc3Fzeeust3nnnHYqKipgyZQqzZ8+mU6dO9jZN4ugIAe+/D//4h3oRafFiGDu2yd/W2RaE4DiLQqvZSuGhwkrR3cJDhWBVX3cJdakkdj37e6Lzcr5MG3uTuSGTQ+MO4dHLgz6/9EHv20giOCenZoGbmAjnz1feNzCwusAtex4YeHm1vTk5akPLDz+EP/9UO8Y/+KB6YS08vFE+oqNRH3+nKIoW2AOcFULcqiiKP/AZEAacBO4WQmTb9n0B+Btqtf0TQoifbNsHAEsBN+AH4EkhhFAUxQX4FBgAZAL3CCFO2o6ZAvzTZsY8IcSyuj6Po/i6xsAqBCF//MEt/v5MnTiR/gcOyDpgiaQWpACuQEMcpdVkZf+I/RTGFzJgzwDcI9zrPmjXLlUIf/ml+vzuu9X6pCZK3bQn6enpvPbaa3zwwQdYrVZiYmKYNWsWbdq0sbdpEkfk3Dn461/hp59gzBj45BMIucSFp0ZECuDmQQhByYkSNapri+4W7C3AWqyqXZ2/Dq9BF9OYvQd5y1m1zUjGdxkcvuMwnn096f1z7/qJYCEgPb1mgZuYCFlZlfdv1652kevj0zQfrMzOLVvUqPBXX6kp1KNGqVHh225z6jGHVamnAH4GGAh42wTwG0CWEOI1RVGeB/yEEDMURYkGVgODgXbAL0C4EMKiKMou4ElgB6oAXiCE2KAoyqNAbyHEw4qiTATGCyHusYnsPbb3FUAcMKBMaNdGS/R1TcmEQ4fYk5/Pkt9/55MZM3hk40aGjhhhb7MkkhaHFMAVaKijLEkpYU/fPbi0d6H/jv7V64Fr49QpWLAAPvoI8vPh2mtVITx2bPVULQcnJSWFuXPnsnjxYgwGA08++STPPfcc/v7+9jZN4ih8/TU89JCaEvnWW+qitBmbEkkB3DQY04zlYrcsumvOUms3Na4aPPt7VoruunZxbXXNqFoaGeszOHznYTz7e9Ln5z7ovHXqNITU1JpFblKS+h1XhkYDoaE1C9wuXZq0lKHenD+vZpcsWgSnT6sp1NOmqbcOHextXZNTl79TFKUDsAyYDzxjE8DHgOFCiHOKorQFNgshImzRX4QQ/7Id+xPwMmqUeJMQItK2fZLt+JiyfYQQ2xVF0QHngSBgYtk+tmNibe+z+lKfpyX4uubk/ZQU3k5J4X9dutAtJIR58+Yxa9Yse5slkbQ4pACuwOU4yswNmRwcc5C209oSsaiWeuDayMuDjz+G995Tv2i7dYOnn4YpU1rGQqARSUxM5OWXX2bVqlV4eXnx3HPP8eSTT+LlhPXQkkaioED9f/j4Y7VJzYoVEBXV7GZIAXzlmAvMFMQVVIrulp4qVV/UgEdPj0rRXY8eHmj0znUx0KExm9XvqKQkMtae5/BH7fHyOU/vkLfRnTwMJRVmJ+t0qpitSeSGhYGLi90+RoOwWOCHH9T06A0bVPE+dqx6Ae76653uYnUZ9RDAXwL/AryA/7MJ4BwhhG+FfbKFEH6KorwP7BBCrLBtXwxsQBXArwkhrrdtHwbMsJ3rEHCTECLF9loScBXwIOAqhJhn2/4iUCyE+HcNNk4HpgOEhoYOOHXq1JX9UBwIixBobRcKb42MpL+rK6/s329nqySSlkdtvk4WUdWTgJsDCH0+lNOvncb3Ol9CJjcgLdPbW438PvEErF2rRrceewxefFGtQfr739Wrz05At27dWLFiBTNmzOCll17ixRdfZMGCBcycOZOHH34YV1dXe5soaUns3An33adGkJ5/HubMAYNMd3UErCYrhQcLK0V3C49crNt17eyK91XeeD+uil2v/l5oPeqZPSNpOkpL1Q7KNXVWTk4u76wcCETrR3IkeyYHlGfoPS0eXXTni4K3Y0fnmHig1aqCd+xY9fMvWqRGhr/+Wv2sDz+slmUEBNjb0mZDUZRbgTQhRJyiKMPrc0gN28Qltl/uMZU3CrEIWATqxb66zXQetBWyZP7h4kL/+HiMhYWyDlgiqSfOeWmziQibG4bPNT4cizlG0bGihp9Ap1O7T+7cCb//DtddB//6F3TqpDbkiI9vdJvtRa9evVi3bh07d+6kT58+PP3003Tv3p2PPvoIk8mBZk1KmgazGV55Bf7yFzAa1bm+//qXFL8tFCEERQlFXFh5gYSnEtg7dC9bvbcSNyCOhEcSyPw2E5dQFzq92Ile3/diaNpQhpwYQo/PetDx2Y74DvOV4tceCKF+r8yZo0Yzw8LU7seRkXDrrerEgmXL1HTgvn3huedU8bd5M6SkEFTyP6K/7E1ebjsO7puI+b6H4IYboHNn5xC/VencWfVDZ86onaPbtVN/Ju3bwwMPwPbtlbtSOy9/AW5TFOUksAYYqSjKCuCCLfUZ232abf8UoGK3zw5Aqm17hxq2VzrGlgLtA2Rd4lySKrx95gxXxcXhMno0nsDRlSvtbZJE4jDIFOgGUpJSQly/OAxtDWo9sPsVLuqSkuDdd9VmP0VF6iLlmWfgxhudKvVq06ZNzJo1i+3bt9OtWzfmzJnDxIkT0TjRZ5TUkxMn1Kjv9u3qmKP33wdf37qPa2JkCvRFSs+XXpy1u1sdRWTOttXtumvwGuBVKZXZNUzW7bYYLBb44w9Yt06NYiYnq7X0/furwrfqGKF6dFZO+yKNI5OO4PMXH3r/0Lt1Xcw4dEhtmrV8uVrn3KePGhWePNmhRx3W19/ZIsBlKdBvApkVmmD5CyH+oShKD2AVF5tg/Qp0tzXB2g08DuxEbYL1HyHED4qiPAb0qtAE6w4hxN22JlhxQNnQ5r2oTbCqdFKrTGurAQb4T0oKT1SYB7xp9GhG/PSTvc2SSFoUsga4AlfqKDN/zOTgzQdp+1BbIj5qYD1wbWRnq6lXCxaojUaiolQhfN994CRpw0IIvv/+e2bNmsWBAwfo1asX8+bNY+zYsXLx3BoQQo02Pf64mna4cCFMmmRvq8ppzQJYCMGZf58hb6c6b7f0jK1uVwuevTzVFGab4HWPdkejkxeuWhQlJfDrr6ro/fZbtSOzwaBeUB0/Xu1wHBx8RW+R9lkaR+49gu+1vvT6rlfrEsGg9ipYtUr1W/v3q+L3/vvVWuGePe1tXYO5TAEcAHwOhAKngbvKhKmiKLOAqYAZeEoIscG2fSAXxyBtAB63jUFyBZYD/VAjvxOFECdsx0wFZtpMmC+EWFKXna1RAB8sKKD3nj0sjYzkL2Fhch6wRFIDUgBXoDEc5YmZJzj9r9NELo+kzX2NOPLHaITPP1frhPfvh6AgtV74kUeueAHTUrBarXzxxRe8+OKLJCQkMHjwYF599VVGjRplb9MkTUVmpho1+fJLNfX/00/VLrEtiNYsgAF2Ru5EmIUa1bWJXc9+nlee5SJpGnJz4fvv1Sjvhg2qQPP2hltugXHj4OabGz1CeWHVBf68/098r7OJ4Nb4tyGEWsa0cCF89plaU33NNap/mzDBYZp/OZu/a40C2CoEwdu2MTYwkL/ecw99DxzAtagIg5ubvU2TSFoMUgBXoDEcpdVsJX5kPPl78xmwZwAekY3ceEAItQ7rrbfURY6Li1qD9PTTdumQ2xSYzWaWLVvGnDlzOHPmDCNHjmT+/PkMGTLE3qY5DZmZmWzZsoVNmzaxbds2wsPDiYmJYfjw4c0Xdf/f/9Qa9/R0mDcPnn1WjQC3MJxtQQgN83WWYkv9R7xJ7MO5c/DNN2qkd9MmMJmgTRu4/XY10jt8eJMLsPMrznP0gaP4jvSl1/peLe5vxioEO/LySC0tRaMoaBUFLTTN4+xstKtWoV28GE1iIlo/P7RTpqCZNg1N167N9pnz9uTh1d8LRVN/n+5s/q41CmCAOw8dYm9BAf89fJjJDz3Ed9u2MXToUHubJZG0GKQArkBDHOXp029SuQHhxcfmXDMp76Wg9dbS/tF2KOXjPGr6mda9rebfhYCMdLVect9+tXlQeDcY+he1YYei1HjuWs9Vp00adDofdDo/9Ho/dDo/22N/dDo/NBq3RhdOJSUlLFq0iPnz55OWlsbYsWOZN28evXv3btT3aQ3k5OTw22+/sWnTJjZt2sSBAwcQQuDu7s7gwYPZv38/OTk5hIeHM336dKZMmUJgYGDTGFNSAi+8oNa4R0bCypVqHWILxdkWhNB6F4VOxfHjapR33TrYsUPd1q2bKnjHj4errmr2fhHnPz3P0QeP4ne9Hz2/6Wl3ESyEYG9BAWvS0vgsLY0zpaV2tacMrRBoNJomE+Eai6A0oQTTqVJeCO3IuEn1F93O5u9aq6/7LC2N7bm5zPD1pV1wMPPnz2fmzJl1HyiRtBKkAK5AQxzl5s1ayud6OCVVxeyl/x4UxVBFHPtXEsqXek2rvXRaTkFBAf/5z3944403yM3NZeLEicyZM4fu3btf4Wd0XvLz89m6dSubNm1i48aN7Nu3D6vViqurK0OHDmXEiBGMGDGCQYMGYTAYKC4u5osvviA2NpY//vgDg8HAhAkTiImJYdiwYY13cePgQbVJzMGDagr/G2+Au3vjnLuJcLYFIbTeRaFDIwTExV0UvUeOqNsHDFBTm8ePh+joOhtXNTXnlp7j2NRj+I32o+fXPdG6Nr8IPlpYyOq0NNakpXG8uBidonCTvz8Tg4Pp7eGBRQisqDNTr+Rxg47LzcUaF4dl3z4sRUVYfXyw9OuHpVcvrDaban0fIbDU83FptonChCLMJoGunZ43h0Qwum39L2Y6m7+Tvg5e6tiRSL2ee0+csLcpEkmLQQrgCjQoLdBSSHWRWPl58pxkUl5LIXxxOCH3qvXANQuJ+myrvk+1c5WUwOrV8M47cPgItG0Dj/0dYh4Gf//aj6sHQlgxm3Mxm7Mxm7MxmbIrPM4qf1z5tSxMpmwsltxLnltRXOohnP0pKNDz4Yc/sHDhl5SWGnnwwQeYPXsOHTt2vOT5WwNFRUVs27atPMK7e/duLBYLer2eIUOGlAveIUOG1Dlz+eDBgyxatIjly5eTm5tLVFQU06dP54EHHsC/wt9Rg7Ba4b331Jm+fn5qd/MxYy7vXM2Msy0IoYGLwqws9XcmG9I1PyaTOhqvrHNzSopaJnDttargvf32FlczD3Duk3Mc+9sx/G/2p+e6nmhcmj4SfaqkhDVpaay+cIH4wkIUYISvLxODg7kzKAh/vb7JbagXJhOsX6/WCv/yizo2avx4tZ/H8OGX/X9mzjOT9FwS5xadwy3cjchPIvH5i0+Dz+Ns/q41C2CT1UpKaSkpV11Fv4MHMRQUyHnAEokNKYAr0NiO0mq2Ej8qnvw9tnrgqGZyPELAzz/D22+r9+7uaq3lU0+BHaKmQljKxbMqjrOqiejaXrNY8qqdLytLbbr57bfq83HjPJg6tQMhIUFVhLN/DdHni881GsdoSlITJSUl7NixozzCu3PnTkwmEzqdjkGDBpUL3qFDh+J+mRHWwsJCPv/8c2JjY9m5cyeurq7cddddxMTEMHTo0PpfSDl7Vv37++UXtevsRx85VOM2Z1sQQgN9Xbdu6j9dnz7qTNiyW1SUnM/cFBQVqX573TpVKGVnqx3/b7xRFUq33goBAfa2sk5SP0rl+PTj+N/iT8+1TSOCLxiNfG6L9P6Rp35XXOXlxaSQEO4OCqJtS288dfw4xMbCkiXq7zkyUm2aNWVKg0bAZf2UxbFpxyg9W0rHZzoS9krYZaefO5u/a80CeNKRI+zMy2P12rVc9e9/cyA2lt7Tp9vbLImkRSAFcAWawlGWppayp+8e9MF6Buwa0PzdMQ8eVCPCK1eqV55vu01tNnTNNQ4R0bFazVgsuZWizGXi+NSpZN59dwNffXUYg0HD5MntmTTJGze3PMzmLCyWgkueW6Nxr0Uc+2MwtMPDoyeenr0wGNrZfRyT0Whk165d5RHeP/74g9LSUjQaDf3792fEiBGMHDmSa665Bk9Pz0Z///379xMbG8vKlSvJz8+nZ8+exMTEcN999+F7qYXa2rUwfbqanfDuu/DQQw7xd1cRZ1sQQgN8nRDqAn3fPoiPhwMHoLhYfU2vV1NuywRxnz7q7XKzBFozWVmq2P36a/jpJ/Vn7OcHY8eq6c2jR4MDRm5SY1M5/vBxAsYG0OPLHmgMVy6Cs00m1mVksDotjY3Z2ViBXh4eTAoOZmJwMJ0dsdNtcbE65WHhQrWTtJubOgrukUdgYO2ux5xrJvHZRM4vPo97lDuRSyLxvsr7ikxxNn/XmgVw2TzggwEB9Ozdm4033sjIH3+0t1kSSYtACuAKNJWjzPo5iwM3HaDNX9sQuTiy0c9fL86fhw8+UL9gMzPVL9VnnlHHM7SU1LDL5Pjx48yePZs1a9bg6+vLP/7xD5544gnc3AyYzTm1pmZfKvpstRaWn1+n88PDoxceHr3w9Oxle9wDna7h6WX1xWw2ExcXVy54t27dSlFREYqi0KdPn/II77Bhwy4tQBuZgoICVq9eTWxsLHFxcbi5uTFx4kRiYmIYPHjwxQsF+fnwxBOwdCkMGgQrVkB4eLPZ2Zg424IQrsDXWSyQkKCOYouPV+/371f9SxmhoRcFcZk4Dgtr9oZMLZ4zZ1TB+/XXsGWL+rPt0OFiPe+wYQ7vmwHOLjxLwqMJBNweQI/PL08EF1osrLeJ3h+zsjAKQVdXVyaFhDAxOJgeDnhxoFb27VO/p1euVLMBBg5UhfDEiZX6JWT+kMmx6ccwnjMS+o9QOs3u1Cj11s7m71qzAD5QUECfPXtYZpsHnCXnAUsk5UgBXIGmdJTJLyZzat4pIpdF0uaBRpwP3FCKitRZq++8o6ZfdeyoCpVp08Cn6QRdcxAfH8+LL77I+vXrCQkJYdasWUyfPh2Xy0iDM5kyKSw8REHBQQoLy26HsFjyy/dxcQmtIop74e4egUbT8LRQi8XC/v37ywXv77//Tn6++l49evQoF7zXXXcdAS0k/TEuLo7Y2FhWrVpFYWEhffr0ISYmhsnduuH98MNw8iTMnAkvveTQC3lnWxBCE/i6CxcqC+L9++HYMbX2G9Q5tL17V06h7tFDTe1tLQgBf/6ppjavW6c2tAI1il4megcMcLgMifpw9oOzJPw9gcDxgUR/Fo1GX7cILrVa+Skri9VpaXybkUGR1Uo7g4F7goOZFBzMQC8vu2fmNCm5ubB8uSqGjxxRU6KnTME0aTqJCxUuLLuAR08PIpZE4D3wyqK+FXE2f9eaBbBVCIK2beP2wEDuv/deSuLjGVVcjEGWrkgkUgBXpCkdpdVsJf76ePJ35zNg9wA8ou18xdpqVecIv/22OlfY01NNT33iCXWMkgOzfft2Zs6cyebNmwkNDWX27Nk8XrgnLQAAIABJREFU8MAD6HS6KzqvEIKSklMUFh6qIIoPUlR0FCHMACiKDje3iEqi2MOjF66unSot1qxWK4cOHSqv4f3tt9/IyckBICIiolzwDh8+nOAWXi+bl5fHqlWriP3wQ/bHx+MBTPL0JObddxn4t7/Z27wrxtkWhNBMi8KiIjh8+KIgjo9XbwW20gStVq15rJhC3bcvBAU1rV3NidWqprSWdW5OSFC3DxmiCt5x4xw2M6KhpCxIIfHJRALvDCR6dc0i2CIEm7KzWZOWxtqMDHLMZgJ0OiYEBTEpJIRhPj5onFn01oQQaiO0hQvJ+OIsxy1PYFT86TS+mE7Lrkfj2bh1zs7m71qzAAa449Ah9hcU8Na5c9xxxx1sk/OAJRJACuBKNLWjLK8HDrLVA3vYd0ZiOXv3qkL4s8/UBdudd6rp0UOG2Nuyy0YIwa+//sqsWbPYtWsX4eHhzJ07lwkTJqBp5FRMq9VIUdGxSpHigoKDlJaeKt9Ho/EkLa0rBw54EhdXyI4dJ8jKUpu2dOnSpVzwjhgxgnbt2jWqfc1CYiJi8mR279pFbLdurElNpaioiP79+xMTE8OkSZPw8vKyt5WXhbMtCMGOi0KrFU6cqJ5CnZJycZ927aqL4m7dHCeF2miETZtUwfvNN2p6uE4HI0de7Nzctq29rbQLZ949Q9LTSQTdFUTUqig0Og1CCHbk5bE6LY3P09K4YDLhqdUyPjCQScHBXO/nh95RfvdNhCnTRMKTCaStTMOjTSGRvIHX+d+gTRv1wvX06Wo2VyPgbP6utQvgHbm5FFut9LJYCAoKYv68ecycNcveZkkkdsepBbCiKDcB7wFa4GMhxGuX2r85HGXW/7I4cOMB2jzYhshP7FQPXBspKfD++2rTm5wcGDpUFcLjxqnRGgdECMG3337LP//5Tw4dOkSfPn2YP38+Y8aMadL0OSEER4/u5+ef17Bp00a2bTtMRobaPCgk5OL6fvDgYLp27VspldrdParO2cgtBiFg8WK1w7jBAB9+CHffTW5uLitWrCA2NpaDBw/i6enJ5MmTiYmJoV+/fva2ukE424IQWuCiMDOzegr1n3+CWc2swMNDTaGuWFfcq1fLmSGdnw8//qiK3u+/h7w81eYxY1T/OWZMg7r6OjNn3j5D4rNJZD3qx66nPfksPY1TpaW4KAq3BgQwKSSEMf7+uDnod05jk/5VOscfPY4500ynf3Yi9IVQNFqh/r0tXAg//KCmzd96q1orPHr0FV0scjZ/1+J8nR1Z7+dHoE7H1enp9jZFIrE7TiuAFUXRAseBG4AUYDcwSQhxpLZjmstRJr+UzKm5p4hcGkmbKXasB66NggJ1LMO776rRms6d4e9/h1Gj1Lq9K0wltgcWi4U1a9Ywe/ZskpKSuPrqq3n11VcZPnx4o73HyZMn2bhxY3kd79mzZwFo27ZteZfm4cOH0769C0VFh6vUFx9BiFLbmTS4uXWrVl/s5tYF9c+6hZCRodaOf/21Gt1atkxt4lMBIQQ7duwgNjaWzz77jJKSEgYNGkRMTAwTJ07EwwGa1zjbghAcZFFYWqrWPlYUxfHxam0kqIv87t0r1xX37atGxZqDtDS1c/O6deqIr9JSNX37tttU0Xv99a2rxrkeJBQVsTotjeV/niXRzYTWCqMD/JkYEsy4wEC8HfC7pakwphtJeDyB9M/S8eznSeSSSDz71NDh/+RJWLRIvRCZlgZdukBMDPz1r5dVTuBs/s4hfF0TsyUnhwyTieBRo+h78CAuch6wROLUAvhq4GUhxI225y8ACCH+VdsxzeUohUUQf308eTvz1HrgHi3UEVksagrfW2/BH3+o29zcoH9/GDxY7e47aBB07eowjVtMJhNLlizhlVde4ezZs9xwww3Mnz+fQYMGNfhcKSkp5WJ306ZNnDx5EoCgoKBKKc3h4eF1RputVjPFxYmV0qgLCw9SXJwEqP+LGo0bHh49bIK4Z7kwNhhCmr8ZzE8/qbN9s7Lg1Vfh6afrjDpkZ2ezfPlyPvzwQ/7880+8vb257777iImJoXfv3s1j92XgbAtCcOBFoRBw6lRlQbx/vyoCyggOriyI+/RR62wbQ1wlJ6uC9+uvYds2NaU7LExNbR4/Xs2akZHLSpwpKeHz9HRWX7hAXEEBCnCtjw837NPR8+lMwm8LIXJpJIrWMb5DmoO0L9JIeCwBc46ZTi91InRGaN2Nw4xG+OorNQtnyxY1I+euu+D556Fnz3q/t7P5O4f1dY3IHYcOEV9QwKqyecCLFtF72jR7myWR2BVnFsATgJuEEA/Znt8PXCWE+HttxzSnoyw9Z6sHDmxh9cC1kZioNnPZvVu97d2rznYFdV5lmRgeNEgVxy28xq2kpISFCxfy6quvkpGRwbhx45g7dy49L7FQOH/+fCXBm5iYCIC/vz/XXXddeZQ3Ojq60QSpxVJIYeGRcmFcFjU2mdLK99HrAys13PL07IW7ew90usafB0xxsbqgWrBAzQZYuVIVGA1ACMHWrVuJjY3lyy+/pLS0lCFDhhATE8Pdd9+Ne0tJa7XhbAtCcMJFYU6OOqO4YrT48GFVFIAaie3Vq3Jdce/eUFdduhDqecs6Nx84oG7v0+di5+bevR3mAmBzkW408mV6OqvT0vjdFrEf6OXFpOBg7g4KooMtMn7q1VMkz0om5IEQIj+RItiYZiThsQTSv0zHa6AXEUsi8Ox5GX78yBFVCC9bBl98oaZF1xNn83dO5+sugwUpKTyZmMihgAB6yHnAEgng3AL4LuDGKgJ4sBDi8Sr7TQemA4SGhg44depUtXPVxIdnzxKo19PexYUOLi60NRjQNbDuJuuXLA6MPkDIAyFELY1q0LF2x2RSF5i7d8OuXer9oUNq1BigffuLYnjQIHWWYQusgcvPz+e9997jzTffJD8/n8mTJ/Pyyy/TtWtXMjIy2Lx5c7ng/fPPPwHw9vYuF7wjRoygd+/ejd5Yqy6MxrTyKPHFVOpDWK1F5fu4unauNr/YzS0cjeYyI2H798Pkyeri6skn4bXXrjjFMzMzk2XLlhEbG8vx48fx9fXlgQceICYmhujo6Cs6d2PhbAtCaCWLQpMJjh6tLIr371ezFsro1q1yXXHfvurFu23bLs7oTU5WBe4111xsYtWli/0+Vwslz2xmXUYGqy9c4JfsbCxAtLs7k4KDuSc4mO61XNg6OfckJ186SZsH2xCxOAJF0/pEsBCCtDVpJDyegCXfQticMDr+X0c0uiv8XiksVLO2GvD95Gz+rlX4ujoomwf8aWQkQ+U8YIkEcG4B3GQp0EarFdfffqPiT0gDtDEY6GATxBVv7Svcu1T5IkqencypV04RsSSCtg+27KhpnRQVwb59F6PEu3apkeMywsMrR4n79lW/nFsAWVlZvPHGGyxYsACTyUT37t3LBa+HhwfDhg1j5MiRjBgxgn79+qFtgWmOQlgpKUmuNru4qOg4oF6YUBQD7u5ReHj0rFRf7OLSHkWpZZFktapdwmfOhMBAWLq0QRGF+tku2LJlC7GxsaxduxaTycQ111xDTEwMEyZMwNWOtZTOtiCEVrwoFALOnq2eQl3RT+n1qnh2cVHreMePh7Fj1dRqSSWKLRa+y8xkTVoa32dmUioEYa6uTAoOZmJwML08POqVDXNyzklOvnySNlPbEPFR6xLBpedLSXgkgYyvM/C6yovIJZF4RNmvLMrZ/F2r9XUVKJsHPC4wkNGPPsofW7fyZkGBnAcsadU4swDWoTbBGgWcRW2Cda8Q4nBtx9TXUQohyDGbSSktveQtrywaWoEgvb6yONYbsL6XhufOYoZ/2IPwnn54tEBxddlkZ8OePRejxLt3Q2qq+ppOp9YmlUWJBw+G6Gi7Ntk6d+4cr732GsePH2fYsGGMGDGCgQMHotfr7WbTlWKxlFBUdLTS7OKCgoMYjWfL91EUPQZDW1xc2mEwtLt4X+CC4Z1PMfwaj8uQW9AtWILSxHNa09PTWbp0KYsWLSIxMRF/f3+mTJnC9OnTiYxs/s7pzrYgBLkorEZ+vpreHB+viuGrr4abbqo7RboVYrJa+V92NqvT0vg6I4MCi4U2BgN3BwUxKTiYq7y9L6sEpKw5ZNuH2hIeG+70IlgIwYUVF0h8MhFrsZWwuWF0fLqj3dPAnc3fSV+ncsehQ5woLmZ2SoqcByyR4MQCGEBRlDHAu6hjkD4RQsy/1P6N7SjzzWbO1iGSM8vGfFTAV6erOZJcIcLso9M1f+OjxuLs2YtiuOyWk6O+5uBNthwJkynblkZ9iNLS05SWpmI0ppbfm8051Y5RFJfqIrmGe63W64r/Pq1WK5s2bSI2NpZ169ZhNpu57rrriImJ4Y477sDFxeWKzl9fnG1BCHJRKGkYFiH4PSeH1WlpfJmeTpbZjJ9Ox5020Xudry/aK/x/F0KQ/GIyp+efpm1MW8L/67wiuPRsKccfPk7md5l4D/Um8pNI3CNaRu8DZ/N30tepZBiN+On15GRlERkYyNynn+bht9+2t1kSid1wagHcUOzhKIstFs6WlnJ0eybbX0uiZLQnpbd7c9ZoLBfJF4xGqv42PDSaWlOty26Ber1jiGQh1KhLxXpiB2+y5dDk5sLjj2P5fDnGUX0pfXMGxkClmkAuLT2H0ZiKxZJf7RQajQcuLm3rIZTrl+p34cIFlixZwqJFi0hOTiYwMJAHH3yQ6dOn071798b+CVTC2RaEIBeFkroRQrA7P5/VaWl8npZGqtGIh0bD7YGBTAoOZrS/P4ZG7n0ghCB5ZjKnXztNu0fa0f2D7o7xHVZPhBCcX3aexKcSEUZB51c70+HxDnaP+lbE2fyd9HXVSXR1JVvWAUtaOVIAV8DejjL55WROzTlFxCcRtP3rRYFntFo5ZxPEtUWUU0tLqZpw7aIo1URx1echBsMVX7lvEio22SoTxg7YZMvh2LoV7rsPUlLgxRdh1qw6U9LN5nyMxnM1COTK91ZrcbVjtVrvasK4eip2W7RatVbcarXyyy+/EBsbyzfffIPFYmHkyJHExMQwbty4JqlpcrYFIdjf19WGEAJT2c1qxSQE5hq2VdpeYVv59irbTFZr5fNc4vwWwKAouGk0uGo0uGm16n3Z86r3FV6v+pqLRuNwAu5QQQFr0tJYk5ZGUkkJBkVhTEAAE4ODuTUgoMlLdIQQnHj+BGfeOEO7x9rR/T/OIYJLzpRwPOY4WRuy8BnmQ8QnEbh3axlR34o4m79rqb7OHvzzxAn0Gg0jb7tNzgOWtHpq83VyGr0dCHsxjNzfc0l4LAGvQV7l4w8MGg2dXF3pdIlGQBYhuFAhalxVLO/IyyOltBRjlQsbWqBdHSK5rcHQ6Ff660Svv9iVtWxeXVGR2rCmYqT4668vHtOCm2y1eEwmePlltbNzWBj8/rtaB1kPdDovdDov3N3Da91HCIHFkndJkZybu5XS0lSEMNbwHn7lgrhjx3a8+WYEL7wwh7VrD7NixSbuuecegoODmTp1KtOmTaOL7NLbaLx95gxZJlOtYrQxBWr1rglNhwbQKwp6jQadoqiPFQWtomC0WimxWim2Wqv5zIZSX/HcmK+7NlB4nyguZk1aGqvT0jhUWIgGGOXnx6xOnRgfGIhvM/ZAUBSFLq91QVgEKW+loGgVur3bzWFFsBCCc4vPkfRsEsIs6PafbrR/tL3TpndLWi6Hi4o4UFDATTfeiNfBgxxYtUrOA5ZIqiAjwHai9LxtPrCfnv67+6PzbLxrEUIIMkymatHjikL5TGkpRVZrpeMUIFCvx0WjQa8olRaLOtsCsur2qotKXT221/fcFbfrCwrQHTmC/vBh9PHx6PbvR5+ait5sVvfr3h19v37o+vdHP2gQmh497Npkq0UghDoftahInet79iw8+qjarGzqVHj3Xbs1/xFCYDZnVUuzriqYjcZzCKHWz1ss6rWQ9ethxw61afXVVwcwcWIfbrrpKjw8OlaKKOv1IQ0aBeVsERFomK8L3b6ds6Wl1f/3avmfru3/ueJxVf/va/zfbuLza+opqKxClIvhEquVYoul8vOq9430eukVfge7KMolo9Nlr50uKWFXvlrG8BdvbyaFhHBXUBDBdu4QK4Qg6dkkUt5JocNTHej6dleHE8Elp0o4Nu0Y2f/LxneELxEfR+DWpWVflHU2f9cS1nUthfdSUnhKzgOWSAAZAW5xuLRxIXpVNPHXx5PwSAKRn0Y22pe+oigEGQwEGQz0q0XgCCHIraHD9XmjEWMNEZyqaYVFFku17bXtb7bdrpiK0eIpU2rfLzsbzZYt6K3WiwthnQ6dTldtgeyh0RCo1xOo16s/s7LHFe6DDAa8tdrG+f0IodY8FxdfFKZl9/Xd1pD9q/7c/f1h7Vq4444r/yxXgKIo6PUB6PUBQK9a9xPCismUUS6Io6JSmTgxldOnE1izZjdffXWCJ5/ciL//RsaMgVtugTZtyt+Fvn234Os7rDk+ksNzcsiQeotFZ0SjKLhrtbg3c3d+qxCUVhHIjSm+s81miq1WvLVa3ujShXuCgwm147ixqiiKQte3uiKsgpR3U0ALXd90DBEsrILURamceO4EAN0Xdqfd9HYy6iuxK8NtZWL7goJwdXHBS14YkEiqIQWwHfEb6UfY7DBOvnwS3xG+tJ3afA2fFEXBV6/HV6+np6dnk7+fqCCE6xLMVev4zA3ZnpGBOSUF07lzmM6fx5yRgQkw6XSY3dwwtWmDKSgIc0AAJn9/CnQ6zhmNHCgoIN1koqQWoa4XgkCLhUCzmSCjkaDSUgKLiwkqKiKwoICg/HwCc3MJyskhKDOTgKws9IWFNQvUy0GjUdO83d2r37u7Q0BA9ddq2u/66ysqxBaPomgwGIIxGIKBvuXbw8Lg2mthwQIzGzZsIDb2Q1au3MDKlTByZH8mTx7ENdcE4ubW1W62NwWKotwEvIda1fCxEOK1xjp3axa/9kRji+C6OdNYvAaiKArd3ukGFtR0aI1Cl9e7tGgRXJxczLG/HSNnUw5+1/sR8XEErp1azoUFSeull4cHfjodm3NyyBg7lo+/+469RqOcByyRVEAKYDvT6Z+dyPk952I9cK+mF6P2QClLTwSaNDEsNFQdr1SG2aw22SqrJd6wAQ4evNhky2BQ04RtFLq6kuHjQ7qPD+m+vurjsnsfn/Ln+3x8yPD1JSs0tFZTfEtKCCwtJai0lCCzmUCLhSCrlUAgSKMhUKMpjzAHurri6eqK4uFRs3jV6+WIqBrQ6XSMHTuWsWPHcvr0aT7++GM+/vhjpk79kPbt2/PFF2O4+up29jazUVAURQt8ANwApAC7FUX5VghxxL6WSSRXjqIodFvQDWERnHnzDIpWofOrnVucCBZWQerCVJJmJKFoFMIXhdP2obYtzk5J60WjKNwVFIS3Tkene+/l8Jdfsn3jRq676SZ7myaRtBhkDXALwHjByJ6+e9D6aBmwZ0Cj1gNLaqBik61z52oWnLVtq/iaXo/ZaiXLbCbdZCLdaCTDZCLdZKp2X/G12prtuCjKJVOxq74WoNe3zM7edsZsNvPdd9+xePFili5dSkBAQL2Oa+k1cYqiXA28LIS40fb8BQAhxL9qO6al+TqJpC6EVXD80eOciz1H6MxQOs9rOSK4OKmYo387Su6WXPxu9CNiUQSuoY4Z9W3p/q6hSF9XM9nZ2Yzr1Ikv8/PZd/fdjFy+HJ2MBEtaEbIGuAVjCDEQtSqqSeqBJTXg7g5Dh6q3K0Sn0RBsMKiNZOoxZkAIQYHFooriMoFcg3BON5lILikh3Wgk11Jzz1wF8NPpLkaRaxLMVV5r7vpGe6DT6Rg3bhzjxo2ztymNTXvgTIXnKcBVdrJFImkSFI1C+H/DwQqnXz2tRoJf6WxXm4RVcPY/ZznxwgkUg0LEJxG0ebCN/J6WtGiEELh5e7Pqm2+4MGECoz//nL0//IDLkiX0mDDB3uZJJHZFCuAWgt8IP8JeDuPkSyfxuc6Hdg85R9qmpDKKouCl0+Gl09GlnqObjFYrmTVFlo3GStuSiovZkZdHhslUa9Mxd5tgD9LrCbaJ42CbOC7fXuF111YgmB2Imlbb1X7RiqJMB6YDhF4iRV8iaakoGoXwD8MRVsGpuadQtAphs8PsYkvR8SKOTj1K3rY8/G/xJyI2Apf2LnaxRSJpCP3j4hjg6cnHI0bQLi2N3X//O91iY/G46y6+HzqU6376Cc9m6AEjkbREpABuQXSa2Ync33JJfDwR78HeePaWjkmizodu6+JCW5f6LbrKOnzXloqdZnt8zmjkQGEhaUZjraNYPLVagquI4kuJ5mafI926SAE6VnjeAUitupMQYhGwCNS0wOYxTSJpXBSNQsSiCLDAyZdPggbCXgxrtvcXFrUrdfI/k9G4aYj8NJKQ+0JaTdRXUZSOwKdAG8AKLBJCvKcoij/wGRAGnATuFkJk2455AfgbYAGeEEL8ZNs+AFiK2gLkB+BJIYRQFMXF9h4DgEzgHiHESdsxU4B/2syZJ4RY1sQf2eno5OLC5pwcABStlkELF5L37LPsHzOG3X/8wSPR0XzwwQeMHTvWzpZKJM2PFMAtCEWrELUiij1993D4rsNqPbCX/BVJGkbFDt/d67F/WVp2mslEmi2qXH5fQTSfKS0lLj+ftEtEmH202loFctVtgXo9eimYG8JuoLuiKJ2Bs8BE4F77miSRNB2KRiHi4wiEVXDypZMoWoVOMzs1+fsW/lnIsanHyNuRR8DtAYQvDMelbauL+pqBZ4UQexVF8QLiFEX5H/Ag8KsQ4jVFUZ4HngdmKIoSjeqTegDtgF8URQkXQliAhahZKTtQBfBNwAZUsZwthOimKMpE4HXgHpvIng0MRM1yibM1/Mtutk/vBAz39eWbzEzOlJTQ0Tb6zLtbNwYfP47ljz9YGxPDR7fdhmenTkR99x1teva0s8USSfMh1VULwxBiIGp1FPGj4jn+8HGiVkS1mivOEvtQMS27az3SsssizGWR5NpE84mSkvKU7JqrmNUa5vqkYgcZDATodOhasWAWQpgVRfk78BPqGKRPhBCH7WyWRNKkKFqFyE8iwQrJs5JBA52ebxoRbDVbSXkrheTZyWg9tEStiiJ4YnCr/A4WQpwDztke5yuK8idqH4LbgeG23ZYBm4EZtu1rhBClQLKiKInAYEVRTgLeQojtAIqifAqMQxXAtwMv2871JfC+ov6wbwT+J4TIsh3zP1TRvLrpPrHzUTYPeEtODvdVGX949dChxMXF8dv48Vzzww/k9e7Nr/fdx/BPPkGrk9JA4vzIv/IWiN9wP8LmhHHyxZP4Dvel3TRZDyxpOVSMMIfXY3+rEGSbzZXSr2sSzUeLivjdlq5dU3xZAfx1uovR5DpEs79e73SzbYUQP6BGUCSSVoOiVYhcGomwCpJfSEbRKoQ+17j17YWHCzn616Pk784n8I5Awv8bjiFEdssFUBQlDOgH7ARCbOIYIcQ5RVGCbbu1R43wlpFi22ayPa66veyYM7ZzmRVFyQUCqLnhX3skDaK3p2f5POCqAhjAYDBw/fffc2bDBvImTWLU8uXs+eYbPJcvJ/K22+xgsUTSfEgB3ELp9IJaD5zweIJaD9xH1gNLHBONohBgG9sUWY/9LUKQVSX9uqpoTjOZOGSrX84ym2t+X2BL375cY7sKLpFIHBdFqxC5TI0En/jHCRSNQsdnO9Z9YB1YTVbOvHGGk6+cROetI/qzaILuCmqVUd+aUBTFE1gLPCWEyLvEz6W2Jn2Xat53OcdUtE02/LsEGkVhfufOhLleelRXx5tvRmRmsnPaNCKXLuXp8eMJfu45XnrpJdzd3ZvJWomkeZECuIVSqR74blkPLGk9aBVFnXdcz9FSpgpdsiuK5jSjkc717LQtkUhaPhqdhsjlkQiLIOn/kkADHZ++fBFccKCAo389SsHeAoLuDqL7+90xBMmobxmKouhRxe9KIcRXts0XFEVpa4v+tgXSbNtra9KXYntcdXvFY1IURdEBPkCWbfvwKsdsrmqfbPhXN4+0r1/gXNFqueqTT8iaMQPl9dd5/fXXKV6yhMn/+AeDn322ia2USJqf1ltQ5wAYgg1Er46mOLGY4zHHEbU0HpJIWjN6jYY2Li708vRklJ8fE0NCeKJDB+Z16UL7enbOlkgkjoFGpyFqZRSBdwaS9EwSKQtS6j6oClajlZNzThI3MI7SlFJ6rO1Bj896SPFbAVst7mLgTyHE2xVe+haYYns8BfimwvaJiqK42Br1dQd22dKl8xVFGWI75wNVjik71wRgo1AXOj8BoxVF8VMUxQ8YbdsmuQz25+fz6PHj5JhMde7rHxHB4k8+YfPGjTySm8vg//s/NnXrRvqxY81gqUTSfEgB3MLxvc6Xzq90Jm11Guc+OmdvcyQSiUQisSsavYbo1dEEjg8k8clEUt6vvwjO35dP3OA4Tr58kqC7ghh8ZDBBdwQ1obUOy1+A+4GRiqLst93GAK8BNyiKkgDcYHuOrSHf58AR4EfgMVsHaIBHgI+BRCAJtQEWqAI7wNYw6xnUjtLYml/NRe18vxt4pawhlqThbM3NJTY1lajdu/kiLa1ewZTrRoygc2oq24YOZVhSEkRFsXnaNKyW2lpaSiSOhdIao4oDBw4Ue/bssbcZ9UZYBQduPkDOlhwG7Bwg64ElkiZAUZQ4IcRAe9vRmDiar5NIGoLVaOXw3YfJ/CaT7h90p/2jtad7Wo1WTs07xel/nUYfqCc8NpzA2wKb0dqWhbP5O+nrLk1cfj7Tjh1jX0EBtwYE8EH37oTWURtcRvLXX1P8wANE5+fzUL9+PLtyJVFRUU1ssUTSONTm62QE2AFQNApRy6PQB+g5fNdhzHk1N/2RSCQSiaS1oDFo6PF5DwLGBpDwWAKpsak17pe3J4+4AXGcmnuK4HuDGXR4UKsWv5LWxwAvL3b1789bXbuyMTubJed7MkG5AAAgAElEQVTP1/vYzuPGEZmZyYZnnuGrkyfp06cPS++/n5K8vCa0WCJpWqQAdhDK64GTijk2/ZisB5ZIJBJJq0dj0NDjix743+LP8YePk/rRRRFsLbVyYuYJ9g7ZiynLRK/vehG1LAq9v96OFksk9kGn0fBMx44cGTyYGR3VfmVbcnLYm59f57EavZ6b33qLo0eP8tjNN3P/ihWcCgpi7/vvN7XZEkmTIAWwA+F7rS+d53Ym/bN0zi2S9cASiUQikWhcNPRc2xP/Mf4cn36cc5+cI29XHnv67+H0v07TZkobBh0eRMAtAfY2VSKxO51cXXHVahFCMCMpiUFxcTyTmEhBLSMFKxIcHMw733zDgTlz8LJY6P/442yKjCTrxIlmsFwiaTykAHYwQp8Pxe9GPxKeTCB/f91X7SQSiUQicXY0Lhp6rO2B/03+HHvoGHuv3oslz0KvDb2IXByJ3ldGfSWSiiiKwo+9ezO9XTveSUmhx+7dfJeRUa9j+730Er6pqWwdNIhrjx2joHt3Vi1ZIrMTJQ6DFMAORsV64CN3HZH1wBKJRCKRAFpXLT3W9SD43mDaPdxOjfreJKO+Eklt+Or1LAwPZ2u/fnhqtYw9dIhfs7Prdax7cDDX7NrFiTVrWB4WxuSpUxk9ejTJO3c2sdUSyZUjBbADYggyEL0mmuITsh5YIpFIJJIytK5aoldEE/5BODpvnb3NkUgcgr/4+LBv4ECWRkYy0tcXgMOFhVjrsb7sfs89vJCQwAcffEDAtm2EDBnCrzffjLGwsKnNlkguGymAHRTfYb50nqfWA9fW+VIikUgkEolEIqkLg0bDlDZtUBSFC0YjV+/dy7B9+zhUUFDnsRqNhkcffZR3t2zhcNu2jPrxR5IDAznw0UfNYHnrxFxSQvyCBRzasKHunSXVkALYgQmdEYr/Tf4kPpVI/j5ZDyyRSCQSiUQiuTKC9Xre796dY0VF9IuLY9aJExRbLHUe12bQIAalprJn5ky8TSZ6Tp/ODwMGkJOT0wxWOz8F586x49ln2dalC/nu7oQ/+STXjxnDDTfcwNYffgCZEVpvlNaYPutMA9ON6Ub29NuDxlXDwL0DZcqXxGkRQmApsGDJs2DONZffKj635Fow51183OX1LriHu9fr/LUNS3dknMnXSSSSxsPZ/J30dU1DhtHI/yUlsezCBbq5ubF3wAC8dPVbZxakprL3lltYHB/PzyEhLHjvPSZMmICikbG3hnAuNZX1331H8uLFvLxrFy5ApqJwpEsXtHfeyY7AQN7497/5Mi0NL29vzDNm0P/55+XP2UZtvk6qJQenrB54//D9HJt2jOg10SiKYm+zJJJKWM3WcqHaEAFrzjVjzru4HWsdb6SA1kuLzkeHzkeHpaDuK9YSiUQikUiqE2gwsDQqigfatGFTTk65+C2xWHDVai95rGe7dly7bx8ecXEcmj6d3+65h9DgYNqvW0eHoUObw3yHRFitJH3zDSn//S9B27fzcWEh7wJ9O3Xixv798Z0yhZ7TpzPM1RWAocAjjz7KrgcfJGjdOtrNmsXhV1+l4MknGTx3rhTCtSAjwHUw438ziAqKYlTnUXT06djEll0+p18/zYnnT9D9g+60f7S9vc2ROAlCCKwl1ssXrbbH1sK6lCsoegWdjw6tjxadt+7iYx8dOu8Kj310aL1reeypRdFc3gUgZ4uIgIyKSCSSmnE2fyd9XfOxPz+fmw4c4PWuXXkgJKReQRez2cyWiRMZsnYtAth9220M++wzdDYR19oxm838sW0blmefpWt8PKG2mcyHPDxIHDOGbi+9RI8ePer8WRsLCtj52GOErlpFJ7OZ2R060OOtt7jzzjvR1nHBwlmREeDLIL80nyX7l5BelA5AeEA4ozqP4vou1zMibAR+bn52tvAiHZ/rSM6WHBKfTsR7iDde/b3sbZKkhVF0vIjipOIGC1hhqvsimcZDU020unZ0rVW01iRiNa4amb0gkUgkEkkLxk2rpZubGw8ePcqn58/zYXg43d0vXWqk0+kY9eWXnP3jD1LHj2fEt9/yp78/1o8+osfkyc1kecui8Px5Dr39Nqd//ZVHTp0iMzOTHxWF84GBJN9wA+HPPkvP/v3p2YBzGjw9GbZsGebYWLY+/f/t3Xl4VOXZ+PHvMzOZJRBISAJZyIQEEEREWQoqVdneQisiVlutv1prrby+FVu1LkXbuqIVF6h1eUXr0tbrtdrWolZxISIogqCAgAKSPSEkZF9nMsvz+2OGYQIJZJtMMnN/rutcMzlzzpnnBLh57vNsN/FmTg73XnYZv0hL40cLF3LWH/8oDx38pAX4JLzay67yXazLX8cHeR+woXADTa4mFIqpaVMDCfHMjJnYYmwhLvmJtVa28vnkz1EWxbTPp2EaKs83BNRtqqNweSHVb1cf/6GBTreuHveZv6XWOMSIwTTwu9hEWosISKuIEKJ9kRbvJNb1La/WPFtWxu25uTi8Xu7NyuI2u71T52qvly233sqoVau4Qmsm/fKX3HfffcTFRX7DzeFdu9i3YgXWd9/l9MOHsQAVSnH7ZZfxve9/nwXz5xM3ZEivfZ/H4+H1118n/uc/Z15dHYUmE4U/+hEznngCSy9+T3/WUazrUQKslHoYuBBoBXKBq7XWtUqpUcDXwD7/oZu11tf5z5kKvAjYgLeBX2mttVLKAvwFmApUAZdprQv851wF/NZ/rfu11i/592cBrwDDgC+AK7XWrScrd08CZaunlc9KP+ODvA9Yl7+OzSWbcXvdWIwWZtpnMjdrLnOz5jI1bSomQ98noHWf1LH9/O0kfz+ZCX+X8cDRSmtNzfs1FD5QSN1HdcQkxZD+q3QS5iW0aak1DjLK3xG/SKsQglQKhRDti7R4J7EuPMqcTm48cIBTY2O5OyurS+fWlZdzx7338vTTT3N/XBzzli5l+vLlISppmGhN3ltvsWb7dl5bu5ZzPv2UR4BCk4m8iRMZ+pOfcPp11xFjC20DmvZ62XrXXQxauZLTmpo4aDSy88ormfXUU9hC/N3hFqoE+DtAjtbarZR6CEBrfbs/AX5La31cy71S6jPgV8BmfAnw41rrd5RSvwAmaa2vU0pdDlystb5MKTUM2AZMAzTwOTBVa12jlHoV+JfW+hWl1P8CO7XWT5+s3L0ZKBucDWws2si6vHV8kP8BX5Z/CcBQy1BmjZrFvOx5zM2ay/ik8X2WaBStKCLv9jzGPjGW9OtlPHA00V5N5ZpKih4oomFbA+Z0M/Zb7aT+PBXjoOgc/9FZkVYhBKkUCiHaF2nxTmJdeHm1xqAU/6mq4o3KSv6QnU1CTEynzt28YQND58/nVIeDzWlpZK5ZQ+q0gftX0+N0smf1ampfeolRX36J3eXiCmD/1KlcPmcOF86YwSkXXxyWyam018sXDz1EzB/+wH319WwcMYJlN9zANddcw+CUlD4vT18ISQJ8zBdcDFyqtf5/HSXASqlU4EOt9Xj/zz8CZmmt/1sp9S5wt9b6U6WUCTgEJAOXHznGf84zwHp8Lb+HgRR/An62//z5JytrKANlRVMFOfk5gYS4oLYAgLS4tEDr8NzsuYwcMjIk3w++JGjXhbuo+aCGKZumEDc18ruVRDuvy0vFKxUUPVhE89fNWEdbsf/GTsqVKRgsA797cl+ItAohSKVQCNG+SIt3Euv6hxVFRSzLyyM5JoY/jh3LD5OTO9X442pu5pNLLmH62rW4gR2XXsrMl1/GaDaHvtC9oLmpifc/+ICcV17hrr//nWFa4wR2JiXRPG8ep9x2G2mTJ4e7mG1s+Ogj7l++nOnvv8/NSvHlnDmc+ec/E5+ZGe6i9aq+SIDfBP6utf6bPwHeA+wH6oHfaq03KqWmAX/QWs/zn3MucLvWeqFSajewQGtd4v8sF5gB/BSwaq3v9+//HdCCrxv1Zq31GP/+DOCd9lqd/Z8vAZYA2O32qYWFhb1y3yeTV5MXSIZz8nOobK4EYFziuEDr8KxRs3p9Qq3AeGCz8q0PLOOBI5LH4eHQC4coXlGMo8DBoNMHYb/DTvKlyRExLrcvRVqFEKRSKIRoX6TFO4l1/ccXDQ0s2bePzxsb+d6wYTw5diyjOtnNtvDDD6n4wQ+YVFXFFWecwV1/+QuTJk0KcYm7p3LXLvY98giWtWv5qqqKqzwehg4dyt9SU0n47neZePPNDB0ZmsYuh8dDTm0tJU4nS9LSenSt3S+8QPOyZUwvL6cW2D5zJpOef57EU07pncKGWbdngVZKfQC01y5+p9Z6jf+YOwE38LL/szLArrWu8o/5/bdS6jSgvcdARzLwjj7r6v52aa1XA6vBFyg7Oq63ZSdkkz01m2unXotXe/my/MtAQvzCjhd4cuuTGJSBqalBE2rZZ2I19WyWNnOSmQl/n8D287az95q9nPbayadPFwOHu8HNwWcOUvJoCa2HWombEceYx8eQuDBR/pyFEEIIERZT4uLYPGUKT5SW8tv8fD6sreXqTibAmbNnY6+o4O1HHmHjI48wZcoUXp4/nwtffJHY5OQQl/zk9u/fT96dd5Kxdi2nNTaSBBQZjRyeMoX3H3iA8847D3OIWq0rW1v5T3U1ayorea+6miavl1SzmWtSUzEqxWPFxVyclERWF8f0Trz6arj6ava98grVt97K+Z98wlsTJrDhxhv59a9/TWpqakjuJ9x63ALsn6DqOmCu1rq5g2PWA7cApUR4F+iuaPW0sqVkS5sJtTzag8Vo4dv2bwcS4impUzAaujd+s+jhIvJuy2PMn8Ywcmnoul2LvuGqdlHyeAmlj5firnGTMC8B+x124mfFS+LbQ5HWIgL9J9YJIfqXSIt3Euv6pzKnkxSzGaUUr1VUMMpq5VudnH24urqax6+5hrv//W9KTCbKf/97pv7udyEucVve1la+eu45Kv/yF26orWX3vn2sAL5ns1F+1lmkXncd4y+9NGTjeb9pbibTasVsMLAsL48/FBWRbjazKCmJi5KSmBUfj8VgoKClhXGffYZHa348YgR3ZGZyykmWpupI7ptv8uyzz/LI228z2mjkmfHjGfvMM6SfdVYv313fCNUkWAuAx4DztdaHg/YnA9Vaa49SKhvYCJyuta5WSm0FbgC24JsE609a67eVUtf7jzkyCdb3tdY/9E+C9TkwxX/5L/BNglWtlHoN+GfQJFhfaq2fOlm5+2ugbHA2sKFwQyAh3lWxC4B4azyzR80OjB8elziu08mO9mp2LdpFzfs1TP5kMkOmRce055HGWeak5LESSp8uxdvkJfGiRDKXZTJkhvx59pZIqxBC/411QojwirR4J7Guf/NozcStW9nf3MwN6encl5VFnKlzQ/N2PPEEg379a8a2trI5I4PRb71Fcgi7RbdUVrJn5UpaX3uNcQcOkOgfz3vD9Omc/uMfs2jhQjK7OON1Z3m0Zkt9PWsqK3mjqoq9zc28N2kS/zVsGIUOB5UuF1MGD243Byh1Onm4qIjVZWU4vF4uGz6cx0aPJtVi6VZZcnNzWX/NNfzko4/QwKfjxzPqqafInD27h3fZt0KVAB8ALPiWLQL/ckdKqUuAe/F1i/YAd2mt3/SfM42jyyC9A9zgXwbJCvwVmAxUA5drrfP85/wMuMP/Hcu11i/492dzdBmk7cCPtdbOk5V7oATK8sZy34Ra/jWIC+t845bT49KZmz2XeVnzmJs9l7S4E/f/d1W52DZ5G8qkmPrFVGLiOzcznwi/lvwWilcUU/Z8GdqtGf6j4dh/Y2fwxMHhLlrEibQKIQycWCeE6FuRFu8k1vV/dW43d+Tl8fTBg6RbLDw5diyLkpI6da6zoYFPFi/mnJwcDhoM5Dz1FD+79loMvdTyWrVnD+vef59XNmyg+e23Wet0UgPsttth8WJOv+UW4jMyeuW7OpLb0sLZX3zBYZcLk1LMio9nUWIiPxw+nBFd6FZd3trKyuJiXqmoYNe3vkWcyUSD293pBw7HKt20idzrrmPGrl0YgY1jxpCyZg2nTpjQrev1tZBPgjWQDMRAqbUmryYv0Dqck59DVYvvucOpSacGWodnjZpFvDX+uPPrPq1jx3k7SFyUyGn/kPHA/V3TV00UPVhE+f+Vo4yKlKtTsN9qxzY6stdrC6dIqxDCwIx1QojQi7R4J7Fu4Pi0ro4l+/ezu6mJndOmMWlw5x/o5733Hk/dcguP7trFeTNn8vyyZYy+4IKuF0JrCt99l6I//YlhGzdyWkMDjwIr09NZvHAhV2VlMen667F0oWxdUd7aypv+Vt5TY2N5aPRoPFrz3/v2MS8hgQXDhhHfyWWkOuL2ejEZDHj9re+ZViu/zcxk5tCh3Svz9u3svfZavtq5k+s9Hi655BLu/elPObU7v/8+JAlwkEgIlF7tZeehnYHW4Y1FG2l2NWNQBqalTQu0Dp+TcU5gQq2iR4rIuzWPMY+PYeQNMh64P6rfVk/RA0VUvl6JIdZA2nVpZNycgSW9e11YROdFWoUQIiPWCSF6X6TFO4l1A4vL62VtdTUX+luAN9XVMWPIEIydaJzRWvPiiy+yZ+lSHmxuZvM55/CtN9/EOmzYCc/zer1s3bqVNf/+N5evWsUkhwOAPTYbh6ZPJ2XpUiZccklIG4ieLi3lr+XlbK6vRwN2i4UlaWncGcKlh5xeLyuLi3m0pIRKl4tZ8fH8LjOT2fHdmzumsrKSVatW8cmqVXzY1MTmESOIe+ghTrvqqhCUvuckAQ4SiYHS6XaypfTohFpbSrbg0R6sJmtgQq25WXOJ+Z8Y6tbWMXmTjAfuL7TW1G2oo/CBQmreq8EUbyL9hnTSf5mOOWlgrIEXCSKtQgiRGeuEED0XafFOYt3Ata+5mdM++4xpcXGsHjeu0y3Clfv2seeCCzg/N5fimBiq77+fM267rc0xjqoq9qxahfPVVzHm53OWy4XRaOTJUaM4ZfJkRt90E/ZzzgnFbeH2etlUX8/62lp+l5mJUoqf7d3Ll42NXJSUxKKkJCYNGtRnPTKbPB5WHzzIw8XFlLW28ubEiSzsZBf09tQVFLDjZz/jjPXridearYmJxNxzD2def30vlrrnJAEOEg2Bst5Z32ZCrd0VuwFIsCRwxr4zmHZoGj996qdMGDWh33eH9movTreTFncLDrfjuK3F1f5+h9vR8Tn+/SaDiRGDRpAyOCXwmjI4hRGDfe8Hm0M31lZrTfXb1RQ+UEj9pnpiRsSQcXMGadelYRoi6zb3tUirEEJ0xDohRNdFWryTWDdwaa15ubycm3JzqXW7uSUjg99nZmIzdm71k22PPELCHXcw2uXizdNPZ/w//0n+88+T8NJLTCwrwwbUArsyMii5+27mL17MsJO0FndXo9vNuzU1vFFZyX+qqqhyuzErxb7p0xllswW6JYeTw+Ph/yoquHLECEwGAy+Xl2MzGFiclIShG/lA48GDfHHttUx45x2MWnPZOedw6913M2/evH6RX0gCHCQaA+WhxkO+CbXy1vHe3vcocZQAMHLIyMByS3Oz5pIa1/56X26v+4TJZpeSU0/XktZWT2uP7t2gDNhMNqwma5vNFmOj1dNKeWM5h5sP49Xe486NjYk9mhSfIFEeMWgEtpjOjc/VHs3hfxym8MFCmnY2Ycm0YL/NTsrVKRht3VvuSvRcpFUIITpjnRDi5CIt3kmsG/iqXC5uzc3lhUOHODU2lp3TphHTyWSxpbaWTYsWsXzTJj70eLgceNhoZP+ppzL4iiuYtHQp1ri4kJT7oNOJWSmSzGb+efgwl+7ZwzCTiQsSE1mUmMj8YcO6PQFVqGmtOXf7dj6pr2dCbCx3Zmbyw+TkbiXpLVVVvLV8OTe/9hqlJSW8kZRE8i9+wfS77grZMlGdIQlwkGgPlFprPn7kY15/9XX2X7yfT02fUt1SDUBWfBYGZTguKfVoT4++M8YQgy3m+CTUarK2m5yecH8XrxNjPPlEAh6vh8rmSg41HqK8qdz32uh7PdQU9L7xUGDysWMNsQw5YaI83DIcw7sGHI85cO9zYxtnI3NZJsOvGI4hJrxPBEXkVQiha7FOay9Kyd9DIaJBpMW7aK/XRZL1NTXsbW7muvR0wDd79NBOJpC7d+9m7dq1nDdzJtOmT8fQyVbkrtBas6upiTcqK1lTVcW2hgYeyMpiWWYmjW43nzc2MnPIkLC39HaW2+vl1cOHWV5YyFfNzYyx2fjTmDEsSEzs1vWcTif/WrmSc3/3O0a63Xxls1Fz/fWc9cADGHs4sVd3SAIcRAKl7x/w7ot2U722mjM2nkGePY91eevYVrYNk8GE1dj9hPPY4y1GC0ZD5LRsujwuKpoqAolycLLcZl9TObWO2navEW+MJzUh9Wgr8qCjrcnByXPyoGRMhv755DDSRFqFELoW6z777FQ8nhZsttHYbKOxWrP977OxWkcTE3P87PJCiIEp0uKd1Osi01uVlVy1dy8Pjx7N1SkpYe9S6/Z6OW3rVva3tAAwIy6Oi5KSuDQ5mbGxsWEtW095tebflZXcX1jIY6NHMyshgVqXC6vBgLUbDxLcLS189stfkvbSS4xyufjGbGb3gw9y4S9/iakPW8QlAQ4igdLHVe1fH9jgXx84QdYH7k3uOje5T+ay+7ndVLRW4JzuhMVQn1lPRVNFm0T5UOMhGlsbj7uGQpEUm3Rcd+vjumUPHkFSbBIGacHrtkirEELXYl1BwX00N+/F4cijpSUXl+twm89NpoRjEuOj7y2WdJSKnIdcQkS6SIt3Uq+LTHubmliyfz8b6+o4f+hQnhk3jnF9lGjWud2sra5mTWUldW43/5k0CYC78vMZabFwYWIiKZbIW6HjSF6olOJX33zDa4cPc2tGBkvS0hjUjUTY43Sy9bbbaH3hBeY2NGDPzuahn/yERbfcgnnQoN4u/nEkAQ4igfKous117Dh3B4kLEzntX7I+cG9oPdxKyaoSSp8oxVPvYdh3h2FfZif+3BO3oDW1Nh3X/frYFuUj7x1ux3HnG5WR4YOGH5coByfMk0ZMIjG2e91aIl2kVQihZ7HO7W4IJMMtLXk4HL7XlpZcnM5CtHYHjlXKjNU6KtBabLNl+xPk0dhsWRiNof9PTgjRef093imlFgB/BIzAc1rrP5zoeKnXRS6v1vy5rIzb8vJo9nj4Q3Y2N2VkhOz73qys5E+lpayvrcWlNUkxMSxKTOTZceO6NUnUQLa+poZ7CgtZX1tLckwMN48cyS/S0xnSjRZcr9fLW2+9xUP33MM/vvgCt9HIgUsv5az//V9s8aHrYSYJcBAJlG0Vrywm9+ZcRq8cTcaNoQsqkc5R7KD40WLKVpfhdXhJviQZ+x124ib37sQLWmsaWhtOmigf+czldbU5/8yUM5kzag5zsuZwXuZ5xFlCMzHEQNPfK4TdEapY5/W6cTqL20mQfZvHU9/meLM5JdBafGzXarN5hDx4E6KP9ed4p3zdSfYD/wWUAFuBH2mtv+roHKnXRb5DTic35eYyPyGBn6a2P2FrV2mt2d7YyBuVlVyfnk6y2cwTJSU8UVrKoqQkLkpK4qxOrk8cyT6urWV5URFrq6u5NjWV1ePGdfta2utl+/LlWB5+mNMaGigzGPh64UKmP/ssg4cP78VS+0gCHEQCZVtaa3Yv3k31O9VM/ngyQ6bL+sBd0fxNM0UPFVH+l3LQMOLHI8i4PYNB48Pf6qW1psZRQ3ljOaUNpWwu2UxOfg6bijfh9DgxKiPT06czJ2sOc7PmcnbG2VhN1nAXOyz6c4Wwu8IR67TWuN3VgdbiI0nykVenswQ4+v+OwRDbTsvxkddMDIbI62ImRLj153inlDobuFtrPd//8zIArfWDHZ0j9broobVGKcVTpaVsb2xkRXY2CV2YXKnV62V9bS1rKit5o6qKEqcTBbzhXxfXo3XUJ7wd2VZfz7CYGLJtNnY0NPBKRQU3Z2Qw3Gzu+sW0ZufKlXDffZxRW8v34+KYevvtLF26lKFDh/ZamSUBDiKB8niuGt94YDww/P8Nx5Zlw5ptxZZtw2K3yCzF7Wjc2Ujhg4Ucfu0wBrOB1J+nknFLBtbM/p9Atrha2FS8iZz8HHIKcthauhWP9mAxWphpn8mcUXOYmz2XaWnTomYSrv5cIeyu/hjrvF4nDkdBu12rHY48vN6WoKMVFktGUII8uk2yHBMTmrUchYh0/TneKaUuBRZorX/u//lKYIbWemlH5/THWCdC696CAu4tKCAxJoZVY8Zw+fDhHfYmqnG5qHW7ybLZKGhpIWvLFmINBr4zbBgXJSZyQWIiyd1J4qLYH0tKuOnAAawGA0tSU7nVbie9m2Oid734Inf84x+89Z//sNxi4awZMzjjz38mccyYHpdTEuAgEijbV7+tnn1X76N5XzPaFfT3wgBWuzWQEB/7ahpmiqoujHWf1lH0QBFVb1VhjDOS9os0Mm7KwDxi4AbPemc9Gwo3+BLi/Bx2lu8EIM4cx3mZ5zE3ay5zsuZw+ojTI3airf5cIeyugRbrtNa0th4K6lqd26abtctV3uZ4kym+na7VvvdWa4ZMzCVEB/pzvFNK/QCYf0wCPF1rfcMxxy0BlgDY7faphYWFfV5WEV47GhpYsn8/WxsamJ+QwNOnnEKWzQZAXksLb/hbeTfU1rI4KYl/TJwIQE5NDWcPGYItBMskRZN9zc08WFjI38rLMSrFr0aOZMXo0d2+3vYvvqBx8WLOLS6mHtg6YwYTn3uOEf4/t+6QBDjIQKsU9jXt0TgPOnHkOWjJaznu1VXRdkypcYix3cTYmm3FmmnFYB74CZPWmpoPaih6oIja9bWYEk2MvHEk6denR+Ts2ZXNlXyY/2GghXh/1X4AEm2JzM6aHUiIxw4bGzEPP/pzhbC7Ii3Wud2NOBz57XatdjgK0PpobFLKhNU6qoOu1dmYTIPDeCdChFd/jnfSBVp0hUdrniot5c78fNZMnMjshAQu3b2bf1ZWAhWLkJEAABCKSURBVHBabCwXJSVxcVIS04bIEL9QyG9p4aGiIkaYzdyTlYXWmnyHg2z/w4iuyn39dQ7fdBPTCwtpAf75ne8w+7nnyOjG5GeSAAeRQNkz7kY3jgJHhwmydgb9nVJgybBgzWq/9TgmOaZfJ1Daq6l8o5KiB4po2NqAOc1Mxi0ZpC1Jwzgoep4cltSXBFqH1+Wvo6S+BID0uPTA+OE5WXPIGDpwJ1HrzxXC7oqmWKe1B6ezJKg7dduu1W53TZvjY2KGExs7zr+NJzZ2PDbbOKzWURiipNu/iF79Od4ppUz4JsGaC5TimwTrCq31no7OiaZYJ9pX43IFxgK/UFZGrdvNoqQkRnczCRPd95+qKhbt2sUPhw/nDrud0wd374Fz4bvvUrp0Kf+Tn8/XBgM3/uAHXHfvvWR3oZVZEuAgEihDR3s1rYda202MHXkOWsta2xxvGGTouPV4lBWjNTxJptftpeKVCooeLKL5q2as2Vbsv7GT8pMUDJaB36LdE1prcmtyWZe3jpwCX1Jc2ex70jpm2JjA+OFZo2YxfFDvz+gXKv25QthdEuuOcrlq2nSnbmk5QEvLPpqb97VZ81gpMzbb2KDE+OirydR7E3MI0Vt89TiN6sLwlP4e75RS3wNW4VsG6Xmt9fITHS+xToj+o6K1lceKi3ny4EEaPR4WJyXx28xMpsZ1b9WRoqIiVqxYQe7q1cxfsYIbb7yx0+dKAhxEAmX4eJo9OAqOT4wd+b733mZvm+PN6eb2E+QsK+YUc6+3HnscHspfKqfooSIc+Q4GTRyE/Q47yT9IxmCK7sS3I17tZU/FHtblryMnP4ePCj+i3ulbBuf04acHWojPyzyPodb+m0D09wphd0is6xyXq4rm5n3+ba9/24fDkdtmvWOzOSXQUhycHFutdhlvLEJKa6+/h0NuUA+Ho9upp/6VpKQLO329SIt3EuuE6H+qXC4eLynhjyUlDDGZyJsxA5Oh+3XpsoMHGRofT2xsbKfPkQQ4iATK/klrjavC1WHrsbPUGbx6CgabocOu1dYsK8bYzldI3Y1uyp4po/jRYlrLWombHkfmnZkkLkxEGfpvF+3+yO1180XZF4EW4o+LPsbhdmBQBqalTQt0lz4n4xxiYzofxEIt0iqEILGup7xeFw5HXiAhPpoc723TpdpgsPpbjccf06X6FEwmWWdbdI7H4wga4942wXU48tH6aA8qpUxYLJmBid9SU39OXNyUTn9XpMU7iXVC9F91bjffNDczbcgQnF4vV339NUvS0pgdHx/yYZCSAAeRQDkweRwenIXODhNkT6OnzfHmFHOHM1ebU80og8JV7aL0T6WUPF6Cu9pN/Nx4Mu/IJH526P9RRgun28nmks2BFuItpVtwe92YjWbOHnl2ICGenj6dGGP4JhSLtAohSKwLFa01Lldlm6TY1516Ly0tecDRnixmc3o73anHY7GM7FKXVREZXK6aDhLcXJzOUoKf8hqNg4OW/zoyw7nv1WLJ6NFY9UiLdxLrhBgYdjc28p0vv6SstZVzhgzht5mZLBg2LGR1bkmAg0igjDxaa1yVLl9CnH98guwsdgbXSVEWhS3LhrPEiafRQ+KiROzL7Aw9q/920Y0Uja2NfFz0caCFeHvZdjSaQTGDODfz3EBCfMaIMzAa+q5baaRVCEFiXTh4vU5aWnKPaTX2vXo8dYHjDAYbsbHjgrpTH0mQT8FoHBTGOxA94euqfLDdBLelJbedydhGtJvg2myjiYlJ7vNK4UAlsU6IgcPh8fD8oUM8VFREkdPJlMGDeWfSJIaHYC1mSYCDSKCMPt5WL46i42euNg0xMfKmkQw+XZZECZfqlmo+Kvgo0EL8deXXACRYE5g1alYgIR6fND6krfKRViEEiXX9iW+N4/JAS3Fw67HDUUBwy5/FknFMUuwbd2yxpEvPlH7A63XicBS0m+A6HPl4vY6go41YrfbjklubbUxYl+OKtHgnsU6IgafV6+Vv5eW8U13NqxMmoJRiZ2MjEwcNwthL/9dJAhxEAqUQ/VdZQxkfFnzIurx1rMtfR2FdIQCpg1OZkzUnsI2KH9Wr3xtpFUKQWDdQeDwttLQcaLdLtcfTGDjOaByMzXZKO8nxWIxGWeqjN7ndde0muC0tuTidxQQ/sDAYYoNacLPbtOZarZkYDP1vrfhIi3cS64QY+GpcLuybN5NqNrPMbufHI0YQ04NJs0AS4DYkUAoxcOTX5AfWH87Jz6G8qRyArPisQOvw7KzZpAxO6dH3RFqFECTWDXS+VuOyNjNTH3l1OguDjlRYrZntzlBtNqdIq3E7fL/bQ8cktwcCSa7bXdXm+JiYpONacI8kuWbziAH3O460eCexToiBz6s1/66s5P7CQrY3NpJpsfAbu52fpqRgNXZvSJwkwEEkUAoxMGmt+bry60BCvL5gPbWOWgAmJE8IJMTnZ55Pgi2hS9eOtAohSKyLZB5PM83N+9vpUr0Pr7c5cJzROITY2HFYLHYMBjNKmfybMej90Q3a29+TfT25Zs+e/Ptm8S44JsnN87/Pa/N7AgMWS0aH43FNpiE9Kkt/E2nxTmKdEJFDa83b1dXcV1DAloYGtk+dypndXENYEuAgEiiFiAwer4cdh3YEEuKNRRtpdjWjUExJncIzC59hatrUTl0r0iqEILEuGvkmYSo9bpxxa2spWnvQ2t3O1nZ/mxkDw0p1mCyfOKk24nJV4nAUEnwvBoP1uC7KR9+PwmDo/QlY+qtIi3cS64SIPFprdjQ2Mtmf/D5aXMzNI0d2qcdNR7Gu+3PoCyFEmBkNRqamTWVq2lRunXkrrZ5WPiv9jJz8HHLyc0gelBzuIgrRp5QyYLVmYLVmMGzYf3XrGlrrdpNlaC+B7v6+UF3P63Vhs41m+PAr2rToms2psvSUEEIMEEqpQPLr0ZrxsbG9NtxEEmAhRMQwG8182/5tvm3/Nr8///fhLo4QA5JSyt/KKlUEIYQQ4WdUigsSE3vtevIoVAghhBBCCCFEVJAEWAghhBBCCCFEVJAEWAghhBBCCCFEVJAEWAghhBBCCCFEVOhRAqyUulspVaqU2uHfvhf02TKl1AGl1D6l1Pyg/VOVUrv8nz2u/NN5KaUsSqm/+/dvUUqNCjrnKqXUN/7tqqD9Wf5jv/GfGz1rGAghhBBCCCGE6JLeaAFeqbU+07+9DaCUmgBcDpwGLACeUkoZ/cc/DSwBxvq3Bf791wA1WusxwErgIf+1hgF3ATOA6cBdSqkE/zkP+b9/LFDjv4YQQgghhBBCCHGcUHWBvgh4RWvt1FrnAweA6UqpVGCI1vpTrbUG/gIsDjrnJf/7fwBz/a3D84H3tdbVWusa4H1ggf+zOf5j8Z975FpCCCGEEEIIIUQbvZEAL1VKfamUej6oZTYdKA46psS/L93//tj9bc7RvhXt64DEE1wrEaj1H3vstY6jlFqilNqmlNp2+PDhrt+lEEIIIYQQQogB7aQJsFLqA6XU7na2i/B1Zx4NnAmUAY8eOa2dS+kT7O/OOSe61vEfaL1aaz1Naz0tOTm5o8OEEEIIIYQQQkSokybAWut5WuuJ7WxrtNblWmuP1toLPItvjC74WmMzgi4zEjjo3z+ynf1tzlFKmYChQPUJrlUJxPuPPfZaQgjRbymlHlZK7fX3nnldKRUf9FmXJhAUQgghhBCd19NZoFODfrwY2O1//wZwuX9m5yx8k119prUuAxqUUmf5K28/AdYEnXNkhudLgRz/OOF3ge8opRL8Xay/A7zr/+xD/7H4zz1yLSGE6M/eByZqrScB+4Fl0O0JBIUQQgghRCeZTn7ICa1QSp2Jr+txAfDfAFrrPUqpV4GvADdwvdba4z/nf4AXARvwjn8D+DPwV6XUAXwtv5f7r1WtlLoP2Oo/7l6tdbX//e3AK0qp+4Ht/msIIUS/prV+L+jHzRx9kBeYQBDI98fD6UqpAvwTCAIopY5MIPgOQgghhBCi03qUAGutrzzBZ8uB5e3s3wZMbGe/A/hBB9d6Hni+nf15HO12LYQQA9HPgL/736fjS4iPODK5n4uOJxBsQym1BF9LMXa7vbfLKoQQQggxoPW0BXhA+vzzzyuVUoVdOCUJ35jjaBBN9wpyv5Gsq/ea2ZtfrpT6AEhp56M7tdZr/Mfcia+XzMtHTmvn+C5N+qe1Xg2s9l//sMS6E4qm+42mewW535Pp1XgXblKvO6lout9ouleQ+z2ZdmNdVCbAWusuTQOtlNqmtZ4WqvL0J9F0ryD3G8nCfa9a63kn+lwpdRWwEJjrn9MAujeB4InKILHuBKLpfqPpXkHuN9pIrDuxaLrfaLpXkPvtrt5YB1gIIUQXKKUW4JvDYJHWujnoo+5MICiEEEIIITopKluAhRAizJ4ALMD7/tWMNmutr+vmBIJCCCGEEKKTJAHunNXhLkAfiqZ7BbnfSNZv71VrPeYEn3VpAsFe1m9/ZyESTfcbTfcKcr/ixKLt9xVN9xtN9wpyv92ijg49E0IIIYQQQgghIpeMARZCCCGEEEIIERUkAT4BpdQCpdQ+pdQBpdRvwl2eUFJKPa+UqlBK7Q53WfqCUipDKfWhUuprpdQepdSvwl2mUFFKWZVSnymldvrv9Z5wl6kvKKWMSqntSqm3wl2W/k5iXeSSWBf5JNZ1XjTFOoiueBdNsQ6iM971ZqyTBLgDSikj8CTwXWAC8COl1ITwliqkXgQWhLsQfcgN/FprfSpwFnB9BP/5OoE5WuszgDOBBUqps8Jcpr7wK+DrcBeiv5NYF/Ek1kU+iXWdEIWxDqIr3kVTrIPojHe9FuskAe7YdOCA1jpPa90KvAJcFOYyhYzWegNQHe5y9BWtdZnW+gv/+wZ8/6DSw1uq0NA+jf4fY/xbRA/+V0qNBC4Angt3WQYAiXURTGKdxDoREFWxDqIr3kVTrIPoi3e9HeskAe5YOlAc9HMJEfwPKZoppUYBk4Et4S1J6Pi7jewAKoD3tdYRe69+q4DbAG+4CzIASKyLEhLrIpLEus6TWBcloiHWQdTFu16NdZIAd0y1sy9in6xEK6XUYOCfwI1a6/pwlydUtNYerfWZwEhgulIq1MvphI1SaiFQobX+PNxlGSAk1kUBiXWRR2Jdl0msiwLREusgeuJdKGKdJMAdKwEygn4eCRwMU1lECCilYvAFyZe11v8Kd3n6gta6FlhPZI8JmgksUkoV4OviNkcp9bfwFqlfk1gX4STWRSyJdV0jsS7CRWOsg6iId70e6yQB7thWYKxSKkspZQYuB94Ic5lEL1FKKeDPwNda68fCXZ5QUkolK6Xi/e9twDxgb3hLFTpa62Va65Fa61H4/t3maK1/HOZi9WcS6yKYxDqJdSJAYl0Ei6ZYB9EV70IR6yQB7oDW2g0sBd7FN5D+Va31nvCWKnSUUv8HfAqMU0qVKKWuCXeZQmwmcCW+p0g7/Nv3wl2oEEkFPlRKfYmvAvC+1lqWyxCAxDqJdRFFYp3oULTFOoi6eBdNsQ4k3vWI0lqGPwghhBBCCCGEiHzSAiyEEEIIIYQQIipIAiyEEEIIIYQQIipIAiyEEEIIIYQQIipIAiyEEEIIIYQQIipIAiyEEEIIIYQQIipIAiyEEEIIIYQQIipIAiyEEEIIIYQQIipIAiyEEEIIIYQQIir8fzJOFQDYDNW3AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(16,6))\n", "ax[0].plot(range(0,5),-1*malUA,'r-',label='Malaspina')\n", "ax[0].plot(range(0,5),-1*sutVA,'m-',label='Sutil')\n", "ax[0].plot(range(0,5),-1*disVA,'y-',label='Discovery')\n", "ax[0].plot(range(0,5),harVA,'b-',label='Haro')\n", "ax[0].plot(range(0,5),sjcVA,'c-',label='SJC')\n", "ax[0].plot(range(0,5),rosVA,'g-',label='Rosario')\n", "adv=harVA+sjcVA+rosVA-disVA-sutVA-malUA\n", "ax[0].plot(range(0,5),adv,'k-',label='sum')\n", "ax[0].legend()\n", "ax[0].set_title('Advection')\n", "ax[1].plot(range(0,5),-1*malUD,'r-',label='Malaspina')\n", "ax[1].plot(range(0,5),-1*sutVD,'m-',label='Sutil')\n", "ax[1].plot(range(0,5),-1*disVD,'y-',label='Discovery')\n", "ax[1].plot(range(0,5),harVD,'b-',label='Haro iso')\n", "ax[1].plot(range(0,5),sjcVD,'c-',label='SJC')\n", "ax[1].plot(range(0,5),rosVD,'g-',label='Rosario')\n", "dif=harVD+sjcVD+rosVD-disVD-sutVD-malUD\n", "ax[1].plot(range(0,5),dif,'k-',label='sum')\n", "ax[1].legend()\n", "ax[1].set_title('Diffusion')\n", "ax[2].plot(range(0,5),phsSumNO3,'k-',label='phys')\n", "ax[2].plot(range(0,5),adv+dif,'c--',label='lateral')\n", "ax[2].plot(range(0,5),adv+dif+rivSumNO3,'r--',label='rivers+lateral')\n", "ax[2].plot(0,adv[0]+dif[0]+rivSumNO3[0],'k*')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(16,6))\n", "ax[0].plot(range(0,5),-1*malUANH4,'r-',label='Malaspina')\n", "ax[0].plot(range(0,5),-1*sutVANH4,'m-',label='Sutil')\n", "ax[0].plot(range(0,5),-1*disVANH4,'y-',label='Discovery')\n", "ax[0].plot(range(0,5),harVANH4,'b-',label='Haro')\n", "ax[0].plot(range(0,5),sjcVANH4,'c-',label='SJC')\n", "ax[0].plot(range(0,5),rosVANH4,'g-',label='Rosario')\n", "adv=harVANH4+sjcVANH4+rosVANH4-disVANH4-sutVANH4-malUANH4\n", "#ax[0].plot(range(0,5),adv,'k-',label='sum')\n", "ax[0].legend()\n", "ax[0].set_title('Advection')\n", "ax[1].plot(range(0,5),-1*malUDNH4,'r-',label='Malaspina')\n", "ax[1].plot(range(0,5),-1*sutVDNH4,'m-',label='Sutil')\n", "ax[1].plot(range(0,5),-1*disVDNH4,'y-',label='Discovery')\n", "ax[1].plot(range(0,5),harVDNH4,'b-',label='Haro iso')\n", "ax[1].plot(range(0,5),sjcVDNH4,'c-',label='SJC')\n", "ax[1].plot(range(0,5),rosVDNH4,'g-',label='Rosario')\n", "dif=harVDNH4+sjcVDNH4+rosVDNH4-disVDNH4-sutVDNH4-malUDNH4\n", "#ax[1].plot(range(0,5),dif,'k-',label='sum')\n", "ax[1].legend()\n", "ax[1].set_title('Diffusion')\n", "ax[2].plot(range(0,5),phsSumNH4,'k-',label='phys')\n", "ax[2].plot(range(0,5),adv+dif,'c--',label='lateral')\n", "ax[2].plot(range(0,5),adv+dif+rivSumNH4,'r--',label='rivers+lateral')\n", "ax[2].plot(0,adv[0]+dif[0]+rivSumNH4[0],'k*')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "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(1,3,figsize=(16,6))\n", "ax[0].plot(range(0,5),-1*malUAPON,'r-',label='Malaspina')\n", "ax[0].plot(range(0,5),-1*sutVAPON,'m-',label='Sutil')\n", "ax[0].plot(range(0,5),-1*disVAPON,'y-',label='Discovery')\n", "ax[0].plot(range(0,5),harVAPON,'b-',label='Haro')\n", "ax[0].plot(range(0,5),sjcVAPON,'c-',label='SJC')\n", "ax[0].plot(range(0,5),rosVAPON,'g-',label='Rosario')\n", "adv=harVAPON+sjcVAPON+rosVAPON-disVAPON-sutVAPON-malUAPON\n", "#ax[0].plot(range(0,5),adv,'k-',label='sum')\n", "ax[0].legend()\n", "ax[0].set_title('Advection')\n", "ax[1].plot(range(0,5),-1*malUDPON,'r-',label='Malaspina')\n", "ax[1].plot(range(0,5),-1*sutVDPON,'m-',label='Sutil')\n", "ax[1].plot(range(0,5),-1*disVDPON,'y-',label='Discovery')\n", "ax[1].plot(range(0,5),harVDPON,'b-',label='Haro iso')\n", "ax[1].plot(range(0,5),sjcVDPON,'c-',label='SJC')\n", "ax[1].plot(range(0,5),rosVDPON,'g-',label='Rosario')\n", "dif=harVDPON+sjcVDPON+rosVDPON-disVDPON-sutVDPON-malUDPON\n", "#ax[1].plot(range(0,5),dif,'k-',label='sum')\n", "ax[1].legend()\n", "ax[1].set_title('Diffusion')\n", "ax[2].plot(range(0,5),phsSumPON,'k-',label='phys')\n", "ax[2].plot(range(0,5),adv+dif,'c--',label='lateral')\n", "ax[2].plot(range(0,5),adv+dif,'r--',label='rivers+lateral')\n", "ax[2].plot(0,adv[0]+dif[0],'k*')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(16,6))\n", "ax[0].plot(range(0,5),-1*malUADON,'r-',label='Malaspina')\n", "ax[0].plot(range(0,5),-1*sutVADON,'m-',label='Sutil')\n", "ax[0].plot(range(0,5),-1*disVADON,'y-',label='Discovery')\n", "ax[0].plot(range(0,5),harVADON,'b-',label='Haro')\n", "ax[0].plot(range(0,5),sjcVADON,'c-',label='SJC')\n", "ax[0].plot(range(0,5),rosVADON,'g-',label='Rosario')\n", "adv=harVADON+sjcVADON+rosVADON-disVADON-sutVADON-malUADON\n", "#ax[0].plot(range(0,5),adv,'k-',label='sum')\n", "ax[0].legend()\n", "ax[0].set_title('Advection')\n", "ax[1].plot(range(0,5),-1*malUDDON,'r-',label='Malaspina')\n", "ax[1].plot(range(0,5),-1*sutVDDON,'m-',label='Sutil')\n", "ax[1].plot(range(0,5),-1*disVDDON,'y-',label='Discovery')\n", "ax[1].plot(range(0,5),harVDDON,'b-',label='Haro iso')\n", "ax[1].plot(range(0,5),sjcVDDON,'c-',label='SJC')\n", "ax[1].plot(range(0,5),rosVDDON,'g-',label='Rosario')\n", "dif=harVDDON+sjcVDDON+rosVDDON-disVDDON-sutVDDON-malUDDON\n", "#ax[1].plot(range(0,5),dif,'k-',label='sum')\n", "ax[1].legend()\n", "ax[1].set_title('Diffusion')\n", "ax[2].plot(range(0,5),phsSumDON,'k-',label='phys')\n", "ax[2].plot(range(0,5),adv+dif,'c--',label='lateral')\n", "ax[2].plot(range(0,5),adv+dif,'r--',label='rivers+lateral')\n", "ax[2].plot(0,adv[0]+dif[0],'k*')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "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(1,3,figsize=(16,6))\n", "ax[0].plot(range(0,5),-1*malUALIV,'r-',label='Malaspina')\n", "ax[0].plot(range(0,5),-1*sutVALIV,'m-',label='Sutil')\n", "ax[0].plot(range(0,5),-1*disVALIV,'y-',label='Discovery')\n", "ax[0].plot(range(0,5),harVALIV,'b-',label='Haro')\n", "ax[0].plot(range(0,5),sjcVALIV,'c-',label='SJC')\n", "ax[0].plot(range(0,5),rosVALIV,'g-',label='Rosario')\n", "adv=harVALIV+sjcVALIV+rosVALIV-disVALIV-sutVALIV-malUALIV\n", "#ax[0].plot(range(0,5),adv,'k-',label='sum')\n", "ax[0].legend()\n", "ax[0].set_title('Advection')\n", "ax[1].plot(range(0,5),-1*malUDLIV,'r-',label='Malaspina')\n", "ax[1].plot(range(0,5),-1*sutVDLIV,'m-',label='Sutil')\n", "ax[1].plot(range(0,5),-1*disVDLIV,'y-',label='Discovery')\n", "ax[1].plot(range(0,5),harVDLIV,'b-',label='Haro iso')\n", "ax[1].plot(range(0,5),sjcVDLIV,'c-',label='SJC')\n", "ax[1].plot(range(0,5),rosVDLIV,'g-',label='Rosario')\n", "dif=harVDLIV+sjcVDLIV+rosVDLIV-disVDLIV-sutVDLIV-malUDLIV\n", "#ax[1].plot(range(0,5),dif,'k-',label='sum')\n", "ax[1].legend()\n", "ax[1].set_title('Diffusion')\n", "ax[2].plot(range(0,5),phsSumLiv,'k-',label='phys')\n", "ax[2].plot(range(0,5),adv+dif,'c--',label='lateral')\n", "ax[2].plot(range(0,5),adv+dif,'r--',label='rivers+lateral')\n", "ax[2].plot(0,adv[0]+dif[0],'k*')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "fW=nc.Dataset(idir+'SalishSea_1d_20150501_20150505_layer6m_W_20150501-20150505.nc')\n", "fW2=nc.Dataset(idir+'SalishSea_1d_20150501_20150505_layer6m_W_2_20150501-20150505.nc')" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'layer6m_W', 'layer6m_W_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'VMIXNO3', 'VMIXNH4', 'VMIXPON', 'VMIXDON', 'VMIXLIV', 'ATZ_NO3', 'ATZ_NH4', 'ATZ_PON', 'ATZ_DON', 'ATZ_LIV'])\n", "Min/Max:\n", "VMIXNO3 : -0.00094980956 0.20828193\n", "VMIXNH4 : -0.00070263323 0.013399537\n", "VMIXPON : -0.00020738435 0.001192946\n", "VMIXDON : -0.0073279995 0.00022627169\n", "VMIXLIV : -0.007922082 0.00053780724\n", "ATZ_NO3 : -21713.508 43638.938\n", "ATZ_NH4 : -7329.916 5304.6113\n", "ATZ_PON : -677.748 1772.9548\n", "ATZ_DON : -1935.8949 4435.0503\n", "ATZ_LIV : -3049.033 6817.5396\n" ] } ], "source": [ "checkallSlice(fW)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'layer6m_W', 'layer6m_W_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'WLDFNO3', 'WLDFNH4', 'WLDFPON', 'WLDFDON', 'WLDFLIV', 'BSZ_DIAT', 'BSZ_PON', 'VMIXNO3H'])\n", "Min/Max:\n", "WLDFNO3 : -0.24012075 0.23907371\n", "WLDFNH4 : -1.195509 1.1748327\n", "WLDFPON : -0.89171064 0.98042065\n", "WLDFDON : -2.5879364 2.564529\n", "WLDFLIV : -7.150441 7.0797257\n", "BSZ_DIAT : -7.1822644e-05 0.0\n", "BSZ_PON : -0.00022927183 0.0\n", "VMIXNO3H : -4.3895884e-08 7.7462206e-09\n" ] } ], "source": [ "checkallSlice(fW2)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "fr=nc.Dataset(idir+'SalishSea_1d_20150501_20150505_rad_T_20150501-20150505.nc')" ] }, { "cell_type": "code", "execution_count": 66, "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', 'RDB_NO3', 'RDB_NH4', 'RDB_DON', 'RDB_PON', 'RDB_LIV', 'RDN_NO3', 'RDN_NH4', 'RDN_DON', 'RDN_PON', 'RDN_LIV'])\n", "Min/Max:\n", "RDB_NO3 : 0.0 0.0\n", "RDB_NH4 : 0.0 0.0\n", "RDB_DON : 0.0 0.005025891\n", "RDB_PON : 0.0 0.0\n", "RDB_LIV : 0.0 0.014756731\n", "RDN_NO3 : 0.0 0.107609935\n", "RDN_NH4 : 0.0 0.42198795\n", "RDN_DON : 0.0 0.050665062\n", "RDN_PON : 0.0 0.0\n", "RDN_LIV : 0.0 0.18607815\n" ] } ], "source": [ "checkallSlice(fr)" ] }, { "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 }