{
"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": [
"ignorelist=('nav_lat','nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'bounds_lon','bounds_lat',\n",
" 'deptht', 'deptht_bounds', 'time_centered', 'time_centered_bounds', \n",
" 'time_counter', 'time_counter_bounds','nav_lat_grid_T', 'nav_lon_grid_T', \n",
" 'bounds_nav_lon_grid_T', 'bounds_nav_lat_grid_T', 'area_grid_T', \n",
" 'nav_lat_grid_W', 'nav_lon_grid_W', 'bounds_nav_lon_grid_W', \n",
" 'bounds_nav_lat_grid_W', 'area_grid_W', 'time_centered', 'time_centered_bounds',\n",
" 'depthu', 'depthu_bounds','depthv', 'depthv_bounds','depthw', 'depthw_bounds',\n",
" 'layer6m_W', 'layer6m_W_bounds','bounds_lon_grid_T','bounds_lat_grid_T',\n",
" 'bounds_lon_grid_W','bounds_lat_grid_W','time_instant_bounds','time_instant')\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",
" #print(var)\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,ff.variables[var][-1,:,:])))\n",
" else: \n",
" print('unknown shape: ',var,len(np.shape(ff.variables[var])))\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": 3,
"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",
"SOGtmaskPath='/ocean/eolson/MEOPAR/northernNO3PaperCalcs/save/SOGtmask.pkl'\n",
"(tmaskSOG,_,_,_,_)=pickle.load(open(SOGtmaskPath,'rb'))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"idir='/data/eolson/results/MEOPAR/SS36runs/GrahamRuns/tvdTest/'\n",
"ts=dt.datetime(2015,4,1)\n",
"te=dt.datetime(2015,4,30)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"fVlist=et.index_model_files_flex(idir,'ptrc_T','1d','long',ts,te)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"fPlist=et.index_model_files_flex(idir,'dian_T','1d','long',ts,te)\n",
"fDlist=et.index_model_files_flex(idir,'dia1_T','1d','long',ts,te)\n",
"fSlist=et.index_model_files_flex(idir,'snp_T','1d','long',ts,te)\n",
"fRlist=et.index_model_files_flex(idir,'rad_T','1d','long',ts,te)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" paths | \n",
" t_0 | \n",
" t_n | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" /data/eolson/results/MEOPAR/SS36runs/GrahamRun... | \n",
" 2015-04-01 | \n",
" 2015-04-11 | \n",
"
\n",
" \n",
" 1 | \n",
" /data/eolson/results/MEOPAR/SS36runs/GrahamRun... | \n",
" 2015-04-11 | \n",
" 2015-04-21 | \n",
"
\n",
" \n",
" 2 | \n",
" /data/eolson/results/MEOPAR/SS36runs/GrahamRun... | \n",
" 2015-04-21 | \n",
" 2015-05-01 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" paths t_0 t_n\n",
"0 /data/eolson/results/MEOPAR/SS36runs/GrahamRun... 2015-04-01 2015-04-11\n",
"1 /data/eolson/results/MEOPAR/SS36runs/GrahamRun... 2015-04-11 2015-04-21\n",
"2 /data/eolson/results/MEOPAR/SS36runs/GrahamRun... 2015-04-21 2015-05-01"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fPlist.head()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" paths | \n",
" t_0 | \n",
" t_n | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" /data/eolson/results/MEOPAR/SS36runs/GrahamRun... | \n",
" 2015-04-01 | \n",
" 2015-04-11 | \n",
"
\n",
" \n",
" 1 | \n",
" /data/eolson/results/MEOPAR/SS36runs/GrahamRun... | \n",
" 2015-04-11 | \n",
" 2015-04-21 | \n",
"
\n",
" \n",
" 2 | \n",
" /data/eolson/results/MEOPAR/SS36runs/GrahamRun... | \n",
" 2015-04-21 | \n",
" 2015-05-01 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" paths t_0 t_n\n",
"0 /data/eolson/results/MEOPAR/SS36runs/GrahamRun... 2015-04-01 2015-04-11\n",
"1 /data/eolson/results/MEOPAR/SS36runs/GrahamRun... 2015-04-11 2015-04-21\n",
"2 /data/eolson/results/MEOPAR/SS36runs/GrahamRun... 2015-04-21 2015-05-01"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fDlist.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" paths | \n",
" t_0 | \n",
" t_n | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" /data/eolson/results/MEOPAR/SS36runs/GrahamRun... | \n",
" 2015-04-01 | \n",
" 2015-04-11 | \n",
"
\n",
" \n",
" 1 | \n",
" /data/eolson/results/MEOPAR/SS36runs/GrahamRun... | \n",
" 2015-04-11 | \n",
" 2015-04-21 | \n",
"
\n",
" \n",
" 2 | \n",
" /data/eolson/results/MEOPAR/SS36runs/GrahamRun... | \n",
" 2015-04-21 | \n",
" 2015-05-01 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" paths t_0 t_n\n",
"0 /data/eolson/results/MEOPAR/SS36runs/GrahamRun... 2015-04-01 2015-04-11\n",
"1 /data/eolson/results/MEOPAR/SS36runs/GrahamRun... 2015-04-11 2015-04-21\n",
"2 /data/eolson/results/MEOPAR/SS36runs/GrahamRun... 2015-04-21 2015-05-01"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fSlist.tail()"
]
},
{
"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', 'depthw', 'depthw_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'nitrate', 'ammonium', 'silicon', 'diatoms', 'ATZ_DIAT', 'ATZ_PON', 'ATZ_NO3', 'NO3TVDZ'])\n",
"Min/Max:\n",
"nitrate : 0.0 34.07466\n",
"ammonium : 0.0 4.2876596\n",
"silicon : 0.0 75.62773\n",
"diatoms : 0.0 5.39348\n",
"ATZ_DIAT : -657.62244 679.259\n",
"ATZ_PON : -113.28179 139.93646\n",
"ATZ_NO3 : -257021.98 282750.72\n",
"NO3TVDZ : -257021.98 282750.72\n"
]
}
],
"source": [
"with nc.Dataset(fVlist.paths[0]) as ff:\n",
" checkall(ff)"
]
},
{
"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', 'RIV_NO3', 'RIV_DIAT', 'REM_NO3', 'PRD_NO3'])\n",
"Min/Max:\n",
"RIV_NO3 : 0.0 7987.236\n",
"RIV_DIAT : 0.0 1.0301969\n",
"REM_NO3 : 0.0 5.755795\n",
"PRD_NO3 : -0.619016 0.0\n"
]
}
],
"source": [
"with nc.Dataset(fPlist.paths[0]) as ff:\n",
" checkall(ff)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"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_DIAT', 'BFX_PON', 'BFX_DIAT'])\n",
"Min/Max:\n",
"ATF_NO3 : -0.6674104 0.8214614\n",
"ATF_DIAT : -0.105459005 0.027418042\n",
"BFX_PON : -2339.6868 0.0\n",
"BFX_DIAT : -258.59763 0.0\n"
]
}
],
"source": [
"with nc.Dataset(fDlist.paths[0]) as ff:\n",
" checkall(ff)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAVwAAAEzCAYAAAB9tLujAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nOydd3xUVdqAn3OnZjJJSEgjgQCBQOgdEQRRRFBsyKLYC+qKu66fZdeyu7pr193VVVdhdS3YsaMiIKIoUpTeWwIhhFRSp7d7vj8mGRLSQ3rmye/+Mredc+7Mue899z1vEVJKggQJEiRIy6O0dQOCBAkSpKsQFLhBggQJ0koEBW6QIEGCtBJBgRskSJAgrURQ4AYJEiRIKxEUuEGCBAnSSgQFbpAgQboMQoiZQogDQog0IcQDrV5/0A43SJAgXQEhhAY4CEwHsoBNwFVSyr2t1YbgCDdIkCBdhfFAmpTysJTSDXwIXNqaDQgK3CBBgnQVEoFjldazyre1GtrWrKw2oqOjZZ8+fWo/wLO75RuhG9p+66+P5mjf6dR/GmzZsuWElDKmpeuptY81929b0/fYGnXURVPrb+E+UdtvP+OcUFlY5Gt8eTtdewBnpU2vSilfrbQuajitVXWq7ULg9unTh82bN9e6X80dUOP2GQkjAp+1ST1ZtnFZk9ugxDe+/oYwcccc4kItPNX7c1J1oU2qvz6a0r7fZ4/nrPBDzDMXn3b9p4MQ4mhr1FNbHzud37Ymavoem1KHiopSywtoY3+rhtaf7rViVzUM04c0qZ7GUttvX1jk49eVSY0uT9PjkFNKObaOQ7KAXpXWewLZja7oNGgXArep3Je+h17aUt4qmohLzW3r5vBQ/nCO2KLpH5qPXdWTEpLH+hGflu+tXdi2JnfnjOE3kZtICcnn8d0XMG/C+23dpHZLmeogXAlp8Xo80otGnBSuSvlfa2JVnfTTmnFIV6vWWxMS/wOnBdgEpAgh+gLHgXnA1S1RUW10aIE7PcTLcZ/KpLBDjDbksczufztJ0hYHntKtRfKqmzk8/Y1WrbMxTNl9GfN6bubyyC2EKm4+PT6S2ck727pZ7RqzYuDxE6n0NpzgwtCjdFea/6GpoqITbXcbVoykzYoRgFLVQ4jG0Gbt8SPxyeYXuFJKrxDi98BKQAO8IaXc0+wV1UGHnzRL1IRxscnON9YBjDGcwK4aKFRNHPJYW60NX9hC25WwnZM+nb/m+/VvZ2z7DascWt5OfYeJpjTm/3o9I/VGfhr6BY/FtoJuugOT47Nxtnk/JsXFI7nnNHv5HunFIxuvqzwdXNKDR3qBqmqLdK//fonXmFu1PTXhH+HKRi8NKlvKb6SUA6SU/aSUT7TslVSnwwvcCm6NyKFEFawoHopHaojTaHirLJZPbWEtWm+G18JlobYWraOhpHutuKSHxX2/4uGY7WxyefhmxGL6aEswCcHcDb/l4JS327qZHYZETRi53ggKvOH8Pf6HwEOsudAJLQaha9Yy68MgdIERdYWw9Ugv/bRtL2grozbhryPQoVUKp/KNdSi3xv5IvMbBMZ+GIYbjpHtiec8ShV01MMx4jIW55xKqdXF99DomGE5eflMmNgauvZ5Pzvhvc17CaREm/DeUQehwSBdjDDpKVYFNakjRGDl09uK2bmKH4zxTDnk+ycKiMcTqy9jo8pLrjWCcMZcin5Y97oTAxCM0vB/VNSnWmrikp9WFfn1IJL5O6pDVIQSuEn+wzv0VnfyeyCNsdMFSyzDuiswAYJyhuNKRWib0/gmAO45P4t7CRCbFHeHZuG2NbtMKhx7SQxk2uWG64vquoTmI1Zj5ym7iYpOdEOHXw0UqJiL1LV51h6W236WiT0UqJuYdnMXK1AoLGC0YbEAYiRpYaw9lhcPGYVcsd3TLalCdDRW2rdFn2puwraChKoKORts/YpuZCQYtilB5rbRHnce9kvgL64Z/hkF4mlTPC5nnceDGhU06t6W4K3scF5vsFKv2tm5Kp8Ksc5P87c017rujWxYzQ9wNFrZAi0wIdSYk4EM2eukIdDqBC/BzUQr/3DmdR08MqvfYjw+OalTZ9+aOZujGq/lvvyVNbV6L4VD9o5VIxdTGLelc7FrXn9Q7DzLk5QWnXVa619qmVgkdhZaaNGtrOqXA/SB5FRel7KbQbSbfZ+WajKk8kDeixmPfGddw64L9HhupITnsnvA+SdqWnYxrCq/2XF/vyD5I49l67fPsf2owSecdZUbCCAYsri54XyjuU2cZHulFRW13k1PtEQn4pGz00hHolAJXQeFf8Vt5IWETq+xJ9DYVMcR0nD/lVR/NjjM0TIc1+L8L+KBkPLdG5DR3c5uV9t6+johZMXL48lfh/yLIvWcicaNzqwnYijmD2lCRHPQ4Wq6RnQy1CUtHoNO/21wTVsQuw3HyfWZKDCaeKhzAG7vP5LfDfmafLZ7Xe61ju9vJSL2x1jIGr7+WMTP38veYVrWRbjTvWaJwSR03h+cBMOCn64NmYM3I8uUf8M+ifuyzxfPCD+ezsFiD1IAnwcXh82t/U9rk8jDOoCNV134mqFrLi64pyA6kk20snV7gAuVeZz62OXREam08OGqFXyhFpfNMUX8+OTqK94e+SYqu6uvevbmj2ZDXl70T3210nRXWAhU0t8/+qRSqNq45RcsRFLbNz31R6RCVzqw5Eex/Mo70894EYNRTCxA+2PqXqhOpj59I5S/R+5tUV0v2mfYqbAGQ4Ouc8rZzCNyGmo3dF5VO8ue3obUq3HzdIgDuj0rj/qg0wMzYRxZgn2Fh78R3mbTzcswz0wkjrdHhLRaVJnJ7xPGmXEqTyPBa6FNJp+yR3moTM61hYtSZqM9cbNmv3zDurwvgPP/2bQ/6Be2AtxdwwXmbeSFhEzccnUKJOwQaKHBP/R2bi5r6QwXtsV/4Pc06J51C4DaGw7NfZbVDw+gnFhBycR7rhn8W2Lf57ydHJ+uGf1ZN0Kb8eEO9zgMrHHomhaQBrTOCmLhjTqUAOX6Cs+CtQ/EwlfOuuRlbgp4N//A/wA9ef7IPLS63+QaYcP/tbHxmUa1lbXG7GaNvmYnYjtcfBL4aIyl2fDrlpFl9TAvx0e+qQ7yY+iG5Pit9v7mFV0p61nveobMXs8pRe+dd4xT8auvXqoFzKgtbq+qs48ggzU3aFf9F88MW5j60khkJIxj1VO1mYxufWVTn/m8tLR+P2CWbZnPe2khAlY1fOgId7dHXbHyc/B2gB/QMuGUTy9YM45Ajjg15fcnLiuTIRa/VeN5AXTHvWXqT543gjXdnMmjWIbZt6o+uTOBM9BAebePh6H2tdh35PiuxGjOvlPRslPF9kOZhZfYOAO7JhrF/n8gZD96OPU6QuMbCii+q6v77X3mI646eTajGzdRu+1mSO44r4zcBcMwZ2SLtq/Bq80hvu/Uqq4nOOsLtsgK3Mv6bxn/jTCnshVAhdd11RC4NZeHj/yZUeEnRmcn1WUnShnFNWBFQxD13lr8+Jn8XKKvf6puqlL3R5WV52YgWsXC4PetMFvXcwKLSxKCwbQdsfsTfH4b+ZwGqXkPfr2/ltjN/xKxxcme3zPKH/Enm9f828PnNrOjA511uB8d9EcwMcZ9WezK9FpK0YXXqcIO0Ll1SpVAXPw39gsOXvIZW46PgAr+5WIX1QkNC1/1h9A8kfzsfgKEbr+a3L97Jp+k1O100hsdPpFKs2kn+9maSl98CwKKeGwBadYIuSP3s/v1Cvv1oMT17n+DB7ge5s1tmvedM6J4B+B+iVy26p8nC1iU9ZHotqKgB5xwvrRsC8nTxu/aKRi8dgS7x2GuoFUNlHDYD/a/byldpVc276mPlb8aRMETLjBtHoD4Swe4/Nk+8Bb9pkamavecap2CqsYMosDoBdfWlU/uR6e/hjH3oCjaP/qjecjfP6s3YWVNQ3JLdTzS+z1SMYg1CR5L2pOqgYpTb0VBlxxCgjSU4wq2F9Gl++8r/9E9p8Dl/yhuF9QUPP7/4X1Zm70DjgFlnX17veW+VxbLaoWGXu6onUvKXt/L77PGA360411c1qHr/D28PCtt2zMpPFtP9ogM17qscID95+S3k/zeUzY8s5K4HPmL6vBtrLfNDayQqapUJsMrxGSqCiwNVRrkdieAIt4uyMnsHMxJG8OiJQeyz9OCDvt9XO+aqI+dyoCgGs8FFyPlH+Cn7i8C+udeu4Ze36s7CfMGBC1k+8JvytarWDYcvOTlxt96RHPAgqyBtXu1mRkHaByuzd9RouvdA5mx2/dyfvg+uJ4VNgcm3a8KKeD+zqNby/LF3FQyVcqBVjs9QWVfbHuLtNgWJwNdB214fQYFbDxVCFwpJfWwBmsFlmL4JZ9NjC9nidrO3II7zkg7wr/it1ex2H47exxlvDqmz/JPCtnasqrOasA3ScQi7II0ZjODIM2diyhZsv38hBY5QZp3/K8/fsKPa8QefqtliId1r7TLBb4IqhS7MyuwdFHyVyi2zv0VRJJse8+vYtjp6MynxMH2MJ2o91/t1DKk/X1fjvtQ3Ttpl1pW+pSLBX5COScXoVV/qF7YAiaFlfLNiPJleS7Xj+75Ss7CpELabXB3DnrapBFUKQSg5GsGemAR2nXEyrfitETlsCTnKGH3tKRW2/HUh4x5ewIwrqloqeFb1Zv/N/ptvmd0YTOjYyclYMoLkZ0rh9/71D/p+z+r4H2vUsX675K3yt6qTPJmxKdDPknVuoOPY1DYegU92zrFggwSuEOJu4Bb8D59dwE2ACVgC9AEygCuklMXlxz8IzAd8wB+klCubu+GtTWiilYzHUuG1tVW2j9Hry90yaxe68dcewXtNYkB9MOvgBawc8GVg/yxT/R5i7dHnvbnoCv1LvzWU5V9XtT7woIFaTLby7pqIszvsv2VhwLkFYOqeS1kzZGmt9XSGfuKPpdA5BW69VyWESAT+AIyVUg7Fn899HvAAsFpKmQKsLl9HCDG4fP8QYCbwihBC0zLNbx2W2Y3YM8Mo7VPz86kuYQvw1YAVKDedPPfF5I8BuO7o2VWOm7rn0mqWCl0AHZ28f71Q3Iexs6u/wdRla7v9/oXsv8UvoKM1JzN4VAjbjuKm21Q6q0qhoY8RLRAihNDiH3lkA5cCFZFcFgOXlX++FPhQSumSUh4B0oDxzdfk1meWyUlEcgll/WXgVW+jy8vcw+cxavOV3J0zpt5YDMvWnxzRFvn8CR4TjSVVjlkzZCk9tV3SzKtT96+7IjPI/MsAhr7k19l/bI3grbJYkpfexsC119d4TuUHr0dWHwV3JDfdxiKlX6XQ2KUjUG8rpZTHgX8CmUAOUCql/BaIk1LmlB+TA8SWn5IIHKtURFb5tg5Njz/66Hf3hsAEyASDlilRB9k2dgnP99jCvzZPr/P8NU7B4ydSAX+Wif0eG0/HVZ2h3uV2kObpvDdSLXjoAv1LX2hnd7kr+FxzKTeG53P40lcZ3TOLu3PGVDs+RuPDJT2BGAgO6WrtJrcpKqLRS0egISqFSPyjir5AAhAqhLi2rlNq2FZt2CaEuE0IsVkIsbmgoKCh7W0Tkr+dz+1ff0PKZkOVaGGVXTbTz3uTmb1GVzlvmd1I8vJbGPjWAqYaJW9sOiuwL1UXWq2eGI2vwSl/OhEaWqB/QfvpY8P/tQB1217GbZtbbd8Hfb9n+bKTA/RDHitDN14N+EexFXa1FWnvuwJ+KwWl0UtHoCGtPA84IqUskFJ6gM+AiUCeEKIHQPn//PLjs4Belc7vSQ0hvKWUr0opx0opx8bExJzONbQ4URv0PPLcDfwn4VfK1BA+tNZsJ1ly9XheKkkKrM8yOTl8wf/437yFrHEKzkg9XGc9EUqXE7YA4bRA/4L208cSvythZfYOXhn8Phk1mIFNmbmD5BX++BspOjO7J7zPFld0p9fT1k7nVSk0xEohE5gghDABDmAasBmwATcAT5f/r5g6/RJ4XwjxHP4RSwrwazO3u1UpmeIg7Zy3AJgTWv2GAb/Pesz8jBoDlUw2wjK7gU1HkvzjOGCVQ8v0EL8b5j+L+nFtxA5KVEGqruaRTEun6KmLFp75dtPJ+1fatRFARcLSqg/VR08M4o7Y73l15voq22eZnHgqGf+vdmiYFuKrNzZCa/STlraE6MxWCvUKXCnlL0KIT4CtgBfYBrwKmIGPhBDz8QvlueXH7xFCfATsLT/+d1LWoPXvIHxhCyUhpqTe45K0YfQKLa51f4E3nLNTDrHR5SVF58IoQnkgbwQPxWzkzsj9GISZ+HY9195i2IBldNL+deYfb0c321rr/oej95G86g4OT6+ehFIntBSrdiIVE+eEeAClQ8ZGaAq+Tupp1iA7XCnlI8Ajp2x24R+N1HT8E8ATp9e09sHClP50/6lh0cIs3to9wp7eOYNe3Yu5YfWd/OfK15ge4mWycQcrHBH4pNIgW9z6aO1cas1FZ+5f+eMlMfX8tqKkdlWSR6odNuJXU+nMsRQ651U1I3en7+PRpNoNzStj99Zsj/tWWSyuMgMv9V9Cn4fWB1QJ4LfFnGVyst19egL3uM/CtWHpp1VGkOan9zIvrw+pO3vyvdOXVdv2UkkSyV/eikloqwlbtdOmWOz8BF176yDlvdvxmVUOX/pqg47/tN+qatsqUt8sHZDJwoKpjN9+0r5yl9sRyH82Um+kULXRXaluvVAXLunBIHQkarrOCKgjoft2M0N0pjqPOTVbx4yEEf4oYzNfrjGORmOigFWk2OloqB1kEqyxdM6rOk0qkjFG7qPBwraCqXsuZf6xSYH1ipvJqyr8kt+bx2J3B2aqe2oljxScjCb2maV/g+rI8FpI9/r1gqcawK+tNFD+wuYX3qsdGtY4Bf8s6ldrma+V9uAre92CIUjD+dAaGRCcDWHSzstZ4fC/IVWcc/2Wm+o6pU4qRsGnI2xd0sNqR+tPLHR1s7AuxxGvZOwjC4h8Y0Ojzhuy4Rp8qsLrvdZV2/dZytdsHPkJx30Wpv98J4+fSCVSMVXJdXZrRA5rnVCs2kn58YbA9nP3XBL4XKza6aMNqzVM3+TyAdFThQO4LNQGwESjnRF6Gzd124lDusjwWtjo8rLW6R9l7/HYCdM4G5XZIkjdJGr9E6h1RYGrTP7u2GquvnvOfA/wezXWRsW+U83NmmNUW6y6mBbS+vOREoFPNn7pCAQFbg0M04ew+e8Lid8QQfKqmxt8XuwbJtYO+xzwT2BVttetMGA/+5M/cmjqW+Upc6oz2QiRiolDZy8m32elULXx/ZAvmZEwggyvBZPQkeuzcumhGXW25cHuftOdXJ+Vd8v6EKmY6K6EEiIMrHP0ZoJBS7o7lpfzz2WIzlQe2DpIczHZCIcWj+HXkfWPENc64dDV/mDy+eVZPSpndZhgqFnzl+m1BPb1aQE9b0Ny+LUUKkqjl45Ax2hlG3F25AFS/5BW5zGjNl9J8rfzeaaoPz+8djJDw0dZYwJC7MrDJyfb065seJaGM9fcyceWAXxhC2Vl9g6WlI0ix+ckXmNmaUrDAmTFa8zcGpFTZZs/6zDcGJ4fSEQZpPk5PP0N7CuTa9z3QnEf9njsrHGKwFvJcZ+FQx6/WqdYdbDNXfeorWIybZVDi4pKseovDzputgcAKem0jg8do5VthE8qGL4y8kDeydikqxxaklfM54ajU/jKbsJqDeHw+a9zf5RfMN+WNZFBry6gxBlC8or5TNl9GWdH1ZzXqj7GJx/l9ojjAdXA/VFpODtIxwriJ3dHHDP2zwqsb3c72ejyMj9iP9/bUgM56Q55rEQrRizSyEaXFwMakrUNs1zZ70pAQSFSMTFMX7vNb8eh8XEUOk0sha5Msj6fHUd68mX6sEBk/ukhXhITi8h1hHHYFcuEvkcCxz9X3JcehlLkECs+n8JX015CK1Q+Oj6mSvSnkc8sqFZXZSbt9CeerJxDbZfbwSMFQwIxGJ4r7tts1xmk5ZCJTg7tORlJLkzxO76YFD0XmvcGtvfRGnm7LImZIW4G6tyYFSNHvX6vw+Tlt9Ravkt6qng3NtbKpT0iCY5wuyTTQnxo9D7cLm0VjdjsntsptIdywmNmXswvJC+9jU0uD6NDMnhn7SSG9cgh/rK9XPXSvRzd24OXB3wQMP8CKEutfSIi02th3fDPqmzb77GxztE/MMG23e3knsgjNZ0epJ2Rds5bmDOUgJ11P60ZBUGp6qSv1kSxaiffZyXH5+A3Yelkei18UDaAT21hrLX73XQfnFjdThfAIV2dNkxj0EqhizI0MYeBD5dgUU9OXHTT2Dm/536yXREc83TnxklrueqLO/mkaBzXnLWej5O/Y2X2DkbM2Uv63P9Ws8O8++wVjHq65lHuB2WjqqwXqjZyfeYqHmSv5J/bjFcYpCV5oyyOHv9az0h9VXvaEz6/fewJn396yygEO9yhGIXgjm5ZzAm1BB6qt0bkVEl/XkFnjSAmEaiy8UtHIChw62F69F5KxsZVGaEahIc9pT24Onojy/KGcU23TaiRboaGHq+Sm+yd3j/WWOaLO84hac5hbjg6hduzzuRT28kZ5hnm3QF72EyvhZeLxgb0fBW8lFhzuUHaH6dmW15mN6JDIUXntwDopzMRqzERqzEz1SgDqXQq45Ie1JojUHZaOusIN+hpVg+byvpiXrIRnvevf2ELZaQxC2OCh3DFydv9P+MTSwoxMWV8mj2qQbEM/jDiB2K0lhpNsV7JP5dnEr7DqvoDlTwcva/aMTW9RnaGXFadkUdPDKqyPkRfgFnxP2ArTLesqotwJaTauRU0h9qgI/UPSdDTrMvyyzdVDddXFA+nyGfCKDzscvVkUfFInlp9Mb+M+oRVg77mqcIBtaaxXlSaSN+vb2WfrUetdq+v9lxPmkfHopIhNe4vVu2Bsip7tAVpn7y7vGreukRNSBUbWQWFcCWEMY/WrGJaexohNjpuPN3G5zPrbDnNuiy9Hl1P+r8nBNYPlUUTo7ERrjgZbDjOOwfGc8fU1YH9r62dyiZHzRYEqhRcPnYL3XW2OuscpPNxUdjOatuvyZhKpGJi6MaruT3ieI0ebUHaF33v34C2tz9e+n6PDY1QUFCqODYA/PtPC2s8f3LtAegoU+tOONpRJ9QqRriNXToCHaOVbUSFW+ad0086GfikQoJGYXnZcDI8MSwY/BNF3lD+mj+UgWuv5+zR+1hdOKjG8iI0dkyKm/lRG3ittEe1/e9Youn7zS3scOurpOCZvGs2+T4r7/VZQ5nqYPeE95v5SoO0FJl/m0jRWX6zMI9U8EgfHunFJ1Wc0scFfc9gtUNDb62FO46fUeXcyu66x33VA9/XpYbo6ARHuF2QREMxmX+fyDdDIrjgwIVMv/omjhdEkufzMafbZuK1JWhQcala3t00gegIK+FaZ41RwwAy3dHMj9rAZ5bhvJkxEaBKjrSJIRk8NGkZK8qGs99zchS8dtjnRCgG7soe16lvss5I0t/Wo7OpzEgYweNZFwXylGmEgkuqfJz+I6MNFubuuolXEn+pcm5ld90SVVOjpUJnREoRHOF2RcYYM+j9jZWsv0wkLScWR7Seh8d8zewttxGjuBisszDRlMbXh4Zy5dhNSCl4IWFTlTIqe6nd1G0rT+bO4IeCgfw4fAngd6TY7nayyqFl3q6b2FiWTA99CRd9ei8XH5xJutfKx9YIbsucVq3sIB2D4husaFNTKDnrBHs8fh28gkKsxoRJ0bPbbeKXUZ8Ejq9wzwX/xFqZ6mCIzhSIx1HBp7YwXNKDVXV2OmHc2o4PQoh/CCH2CyF2CiE+F0J0q7TvQSFEmhDigBCi7iAm9RC0UqgDt9Rgf8xCz/N3UvBVKvYbHDz1/lzev+l5drjjKPSaCVVchBjdfPTreA5f/BqPFAxhycHR/G7Ijzy37nyMkU4GhORS4jNxT+QRXu25Hpf0oCvXr61xCh47PJcx3bN4btDHTDb6QyWmzauIuWCmn7mUK/v/r+2+iCBNJv/LVKz5Jh765l2WlY2kl0agouKTKl58rHeauHPxbXw8/1/EKCqxGjNnGJyA38a2YlKtMhUxbicZczAIcxVdbUeyRmhnrAIelFJ6hRDPAA8C9wshBgPzgCH4c+h9J4QY0NS0TsERbj34VP9XNDCqgLFxx3jjxpcIFV72OhPopSvEphoY2L2AK8b/yqwxMzg/bBdTeqdzZ7dMtKVafjxjER8cH8cJT1ggo69B6Hggb0TAmuFvyV8xt9uv/DntMm44OqVasJkgHZdur4Qx+JkizjTC47HbqwnPRTnn8P2t/2CQzohO+PtaiDAELBlqivpVEZimLaN5tST+JJKtG0tBSvmtlIHXhI34s0EDXAp8KKV0SSmPAGnA+JrKaAhBgVsHub4ISmwh9PzFzHFbOBdHbaeX1sF+Tyw/n+jPK9nnEq8r4Q8JqzBrXDy78XOu/2oBWdMUpu+7iNVX/AO7lPyt75cMCckiQXfSFKyP8QTjDDqmGiWTjf6Mrj8N/YLFvX9qwysO0pzMmHM9tgQt0W+fwK66A9YJFaNbgI+Tv8OHZKfbjUdWNReDk6Zd9VkkdC6anCY9WgixudJyWxMbcDOwvPxzInCs0r6s8m1NIihw6yBUceE4YWLtkX68OvA97v76OnJ9Bs4xFtHN4GBERBb3vT6fV3LPJdsVwcKCqaTP/S/fHPiZ9Ix4AFbZBrDL1QuX1PFyxjmBsjtisscgjePIXVDaX/DLsd7k+PyDpwpB6pQ+DngkVtVJlKJnpN7IIY8pYGcNfmFb4b5rb7+JiZsdv1lYk1x7T0gpx1ZaqqRrEUJ8J4TYXcNyaaVj/ow/G/R7FZtqaWKTqFfgCiEGCiG2V1rKhBD/J4SIEkKsEkIcKv8fWemcZlMytyWDdYUIl0JEmAOTUFly2UvkesP52t6Dg0UxvLXtTAZekEbmPwegCMmPx/rz+2z/28bhC/7HuWvvJEzjpJ8+j9nmIwyOzK1S/juW6La4rPaGobP2r4NT3saUAxGhDhYVTgFOqgjG/3QHNlWPQWixSy+bXB4mGf2WCxVU1s12VvVBbbSEa6+U8jwp5dAalqUAQogbgIuAa6SUFUI1C+hVqZieQHZTr6veVkopD0gpR0opRwJjADvwOfAAsFpKmQKsLgHyaBAAACAASURBVF/nFCXzTOAVIUTrJ0ZqBpK0Ydxyzg+kRuXzn8IpbHX0JlFbwkRjJkV7o0m5YQu3JvzI/Ce/4OzwA0SG2kk0lAAw/9gkVK/CdFMWPhQ+sfSj0FX1prku7ERbXFZ7w9WZ+9e8365iTOwxonVWXNKDgoIXH3vP/h9jDT40QqG7EspAnX8EHKGcFLL+wEWdIb5t42iL4DVCiJnA/cAlUsrKuaa+BOYJIQxCiL5ACvBrU+tprEphGpAupTyKX5m8uHz7YuCy8s/NqmRua/ob8thfFMue0nie+vUCCnxmtrriMQ8spuCrVL4uHkk/fT7dNDZeHPAhr607mwsHnsX+4jj+PuFL1jpiyfV049vCIdwS/yP35o5u60tqFGrugHqXZqTT9a/+hjyO27sx3nQyhf13jkj+mj8GXflzwiO9FKleDnmqClez0BOptK+IYK3UD9oixc5/gDBgVfmb1iIAKeUe4CNgL7AC+F1TLRSg8WZh84APyj/HSSlzyhuVI4SILd+eiH+Wr4LTUjK3NU6p488DvuHPOy9Da/CS4Y7BKXWY9B6kFOQ5wylRTRR4wyhTQ7h10o/87/FzMK9UeGHaufQwl1HoCKWgxMxbmrM4XNod4rdWqydozgN0wv61xdaXvyR9TaY3CqsswyB0jDPks8Han2LVQXclFEUoxGn0LLH04mLzkYAqwSB0lKmOai66nb2v+FPstK7nmJSy1pTZUsongCeao54GPxaEEHrgEuDj+g6tYVs1JbMQ4raK2cSCgoKGNqPVGWc8ilPqCQtxMX/oetaX9meq6QCfD3mbMoeBcJ2DtZaBKEjSXHGMMmXw3iUvc+61v7J59EcMCM8nxmRF+gTjI44wL2lzW19Su6S5+1d5mW3ex56M3clGRz+KvGZsqoqKSrzGzB+j/c+MCisELRquDDtGdyWUTK8Nu+rGI70BU7GuRjAeLlwAbJVSVgT4zBNC9AAo/59fvr1BSmYp5asVs4kxMTGNb3krkaoLxeIz8tcBX/PmF9O5OmYDCVqVb2zJ2IpMqFLh0ogtZLmjuCFiOxpUfrYNZKApl1UOLRPM6SxNWcnlQ3bw/Ibz+ejYmLa+pPZKs/YvaD99LMMZjVPq0AsRsFKIVPwxjytGrzqhpVT18FxxX+buuhmzYiTT5+ywAWhOB78ON+jaexUnX/fAr0y+ofzzDcDSStubTcncHhgXcoSPCsZz5cU/kaIrZq/bH1jm8/P+Q5nHyBOXXkWWM5L9njBePHYecbpS3nj2Yn679noe+vIqLjhwIZPDDjCo33FOWEIZtfnKNr6idkmn7V82rwGXqsMmq4ZM9EgZcMlVUYlUDEw2HeSlwR9wV/Y4brrrHhSUGgPXdHa6dPAaIYQJmA5UTrb1NDBdCHGofN/T0PxK5vbASL0RFcFX/53CZdtuJUFrpZvGRn8tPJq0lN98vIY741YTr7FyY+I6TIqL+x96D3wKqWMz0AqVvc4E9qUnEh1mw7Yvsv5K2xmvlPRsMeP7zt6/FvXcwCeZowg7RSbEa8yB+AgKCt86IkjWuZlg0PJ0j5/xhPodJaKVOmI0tgEtHWf3NOxw2z0NErhSSruUsruUsrTStkIp5TQpZUr5/6JK+56QUvaTUg6UUi6vudSOxaRuacS8sp5L++zilRNTiNFYSPNCkc/EaONRcr1hHPeGoxc+Hn/xWn4oHcQZqYeZE78Vk9ZDtjOSMwelMbvndkIGlvJWWWz9lbYj7uiWhUG0TOiNrtC/lg9/m1X2JBREje66AG/nTuRjy4BAcsiVTz/PCZ89YM3QXmh5NUfnVSkEg9c0EJeqw7OqN+eEfcVjhy9iesRuDrti6aaxM1BnJVSUYpNaCtzh3Hj7coq8oURq7RT5QulpKmZ7USLX9fyFtaUpTEo8zLO7z+fGie8Gyq/PrKY9zEz/7DQy2mAJ6B8r6Ahtb2teLxlGjjuCAfo8xhlqFg7z4n7BI/263HiNAbNiwIx/9OufQPPfrnV93235XdfWrqa06XRjI7RXOsZjoYVR4g/WuQDMMO/BKxVWlw1hVo/d3PHtjfxiSUZBJc+nIUojsKhGJhgzGR2SwdbiXvQ1FrA8dwgb8vpiezuRqaZ0/hj/Lf1N+fx9+FdM2X1ZPS1rX0wL8aFBVInhG+QkdfWfN/afSZKhiP/kTmOFQ1/jKHd2aCkXmXLY5fZHBlQq3Z4aoXDGtt+0zoW0MRVmYY1dOgJBgdtAUnWhnBd/gI2FfbD6jHx2wYvcFfM9+5yJhClefFKS4YkmQtGwy9mTs6MPscOahNOrY2qPQ/ztkTd4s3gChzwxbCtL4k9rruCPyd+29WU1mqW2XpxltAUyCwdpGANj81m07ywOFMdylqEMTw1qZwUFs2JkWoi7yjaX9OCRPub23taaTW5TOqtKoWO0sp0wPCSTgRH5jDId5Zot8/nMMhKnquMr6xCcUhKlsfKz0x8fId8TTrYzghk99uFStdhUA++uOYvNtr680/tHnp36Eb9ak5l18II2vqrGcV3YCbJ9HsYZ8us/OEiAz/t/y/UDf+W9oW/xiTUJl/TWqsutGNmqqOxy+x0fXNLL7d32tGaT24y2cO1tLYICtxGk6vOxeIw8cfBCJvU6woeHx9DfmEe8thSN8KfAXl48jImmNGJ1ZYztlsE+azw3d/+ZN6ZMxNjTyt9j/DdNoc/M7rIEhkU0OQ5Gm9FPa6a7YsQhXW3dlA7FlND9zNl2C/G6EuzSV+Mo91SG6f3xc82KwW+b6+16JmKdiaDAbQSpulB+E7OZ3yRtY2t+T0bHZfFp/hgUoVLk0+KUCvfGrcaiGlGESpy2jFvjf+SwJ5p7fv6OsQnHuPjgTOYePo9nf5hFliWCL9KGk/zt/La+tEZjle4qOsYg9TN/yw1c3/8XDrtiKVFrt1aAk1HFHNKFQ7oC33VPbWit53QmWjsAeWsRnP2g/ln2yhiFG4/UUHSsG+udekYnZJGoLSZM8WISgjBFx8NZU5nZfTcXhh7lM0t/Prt6KkpeMeaPPLzW7xNW25N4bNZSDnlieDZ9Bk5Ty/4MzR1YBPyBVdK9LlJ1Xc8Tqjbq+573T3qH5M9uY8jQTGYk76/z2IpYuBXxcCtozodcS/SL5qDCDrczEhyiNJLpIV4GGY9jirPisukpcxvJ8PjdRu1S4pOShUnL2edI4OWisfTRF3D5+2vIezWca+M3UKgqTDUdDZT38eB3CNW7a6mt/bLdLdnjjm/rZnQ4hE9g9+oIE3Xbs/r1tjU7GLS040F7IDhpFiRAP90Jrui/jccmfIFJ6yFGU8Yxbxg6ARoh0AmFHvoS+hny2Orow/N7phFntnCxyc7cTbfxcuEkdEKSoitgYdEZ9A0rqr/Sdsa7hROZE2phl7srpX5pHIMXLai2rcdaMGq9HPKY8MnaVQo+qfJScWqNQeo7fXyFJkyYdZQRcVDg1sIut4PVDg1PFVZ/7bJJHQbFwwB9Hr9PWE03jYOhejtGoZDn849We+kKsaghHLHH0Lt7EVrhv7n2TnyXA5Y4NEh6a7VEaO1cHr2lVa+tNg55rIHElrVRMVFWkbI9QvGy1tniTeuQ9JiSxaR7fltlW8SGTGbF7uIXRz9yfDU/rFRUXNLLfVHp1YLU16X37Sy0RRLJ1iIocGthmD6EJYVnsLU0iXVOlf0eGx9aI3nPEsWSojOI0Vr4snQUP1pT+cE6iKXWPpiFHmN5RKjRhlxcqo5dzw1Hr/g4WnIyfkJmWTd0AtI8KlEaGxeb7HW0pOWpEKJlUs84Q92jp1N1iknaMCa3L1f/dsPqwV8x+f6NXDDrKqbPu5G1Ttj/pyR0wseCbvvRi5onzjK9Njy1CNauoE6ALh5Loavyas/1mDRu7txzFc/kzGRDWX+OuGL5+vtxLEyfQp47nP7GPAYZjzPEcJyDHi9OKTmhOolSdFwZvpuIvaUsTVnJ9nEfBsqNCrFjEhoiFC9jjEcZtP7aNrxK8JWnbxqj17dpOzoj+8ri+e1HX6L8tA0fgl/nPMfCtCkU+NzYaklFaJOaKu7TlYVyiDB0+gy+XT54TVdm14ke6DU+jloiGRqaRbo9hhnnbKUoPYq00mgStcX8dd+lfGcdglH4yPCGY1cFRaqHSMXAoq9fq1bmytRl3Hd8OiowQKflf6Pf5tJDbZcL0dzOolF1Jp7s8zkxGr/tbJjiIturoAiJUQhiFH9QmlNHuUN0Vb34TrVMCFdCWrDF7YPOKnCDZmH1EG504vZq6WUuYa89AbtXT6o5BzXER++wYn679VqeGfkZn50YA+F+hwaP1JCgLaNHuV5pxm9uYOUni6uU+3qvdcw9PJu3+y4jXutCq9Stm2spE57tbicj9UGB21J8b0tlQog/n1my1kueTxJhdGCRAD58qhNduUtvXRSr9mpBg2qivZp6NYYKT7POSFDg1kN3o50jJVGE6ZwkGko44TbTU1fE4L8cpegjEyvGL0QFdDG/sN2VSLYnkkOOWNIt0Szu/xE73HH0/vchBr65gAM3LaxSdvZL/bjj7vN4pdd3PNRrGTdlTiMppCjgjdbcWFUn3zm6c1moDYA7jp/BYz2+r/e8YLSvpnN1+D4Oe/yqmsNeLQO1KpkFUfQdbMKqurBIL9GKDhW1Thvbhgjb1qI1+kNHmQRrLEGVQh08kDeCrLIIUiJP0MtYRKk3hN/Fr2ZdWQrZr0VxQexuNrkS2OJK4KXzLyTbE8n/Dk7kvIg9jI86ilNKemmL6GEo5cE5n1Yrf93z/+XNpLUUqW7ChZt74r9lgDGHuYfP4095o3ikYEizXk+R6gkIW4AFMWvornQNz6W2QodCnMZvxnHIHccOt54/j1pOseogROgIE1pUVIpVRzXVQkU2iLrI9FpI/fm6Fml7myE7r0ohKHDroMxrpMxhZGTEMe6PSgOgwBdOuNbJFX39kZv+ffg8stzdmfnVVpZmD8dWZKLIZ2ZzcRJ5PiPJWsnm4iT2OhJrDa+XqAljjzsOk+JjQkgmT/b6gp9zk/niyHAeyh/eLNfikC6StGFVtlX46W9xdzzHi45Cgerj4q23cfyBiXxfMohhehdTTemYhX/UGyJ0OKWPbK9C8SmTYboGBHxP0oaxa9KbbHd3Htu84KRZF8UrNczsu48Hu/tfoaJ1Vu795Aa+/HwiV0Vs4ePjozHrXVh8RtLscfQILeONc15HJ3wMi8jmjr1XY5FeFiZ/xK1RaxkXl8m9uaNrrOuyUBvX7bmBMAHP509jePds/jfibZZlnBzl1mQE3xD2eOx4pFqjYM31WQPWCbvcDl4qSWpSHUGqs8xuxK5q2DH+A3b/YSE+KbBIL0naUDa49OURwyQmoSNVp8NA9cwODQlWoxNahncyC5OgwO2CHLdH8HyPk04Jd0VmcPvFKwg94wTHvGEcSY8nuzSCYq+JXGc48cYylhaP5u2sCawv6Msrg9/n9eLxaASUqAZ+H/MD3719Rq31rR/xKTelz+XeuNX8rccq3i+awNLRrzI77XwAVhQOpVC1sd3tZPSWuhNRPlfcl11uBzdlTibDE0W4ElKj2Ve8xoxVdVKo2himD+HObplN/LaCnMpkY3HgLQLgp/QUPrMMwa66Gat34MIfLUwnNLikF3sNKoSGBqupiJvbGQiGZ+yi5NvM1ba5VB1X9t7KG/mT+WrmC0SbrSQaitmRnYBL1XLCbWZ2j+34VIWvy0YyP/JXnFIwUOfliewLWfx/z/P77PG11rlswHJUCT4kN3f/mULVwN6ceJK/uI25MZvY5PI7UGwdswSgVi+vi827GKYP4c2ktcwyOWsduW53OzErxqAutwVQTpn4mdLvENND9/GDM4oi1YMOBQWBR/rQCIGpBhWCR/oaHAazveU+Ox2kFI1eOgJBgVsH42IzueN41RFpD10JTlXHpuxePJQxm7yyMKI0Ns5MyuDSyK0kGktQhOTVQe+iEz6WlA0nSlHI8/l4uufXHPNGUeAMq6VGP1EagU9CpjeSj4vHcVHKbrZf8gKjDbm8l38mI/VGMrwWZqedz3iDf1ST6bVwyGMFYIVDT4ru5MPCqjprHLm+UNwnaBLWgpgVIxtdJ0etv3wxnH/kns89n13Ps/nTcEofKhKD0KEtVyecOlFmEDq2uhoWO6Ezhcvs0q69QohuQohPhBD7hRD7hBBnCiGihBCrhBCHyv9HVjr+QSFEmhDigBCi7Sz6T5NwrZPvvh9VZdt+Rw8S9MUsHv0WC3r+gE9VSHfGEmOwcsgVz4CQXC427+edojOx+gwcc0ZRqvr4V950fBL+cd+15Dmqj5yr1OEOQS/8HeiYI5Kp4fspUb3c8Nu70Ste3rFE80rhFD7v/20gkMnX1kHclzGHpwoHcI7RVkX3Z1b8Ahr8+ty1Tljl0HJXZEa7eA3tzP0rTDmpN+/13Fayp3gZ8MxB0i3R/OI6mblZJ7SYFSMaUf2WHG2o+TeqLa7CRpc/m0Shaqtxf3tHBq0UeAFYIaVMBUYA+4AHgNVSyhRgdfk6QojBwDxgCDATeEWIjvmu83TcDmRS1ZnjASG53Byexxi9npkhbp4d+RlrHp3I5d02YVLcWHwhrHUkoQjJmpwUwrVO3i0Zx7RueylQDTz7/Cv1RgezSz0Rig6n1OFVNZxjLMIoBNr7cjlS1h2nqiPZWDXFzR3dsvh9z9U82P0gBqELWCQ8U9SfFQ49fcrXh+hMTDb6w0yudbabyFOdtn/97dglgc+L01YTvcbIsl3fs3zgN/zryPRqWR880ldNkNb2G9WWMWKE3p9NIqgman/UK3CFEOHAFOB1ACmlW0pZAlwKVLhPLQYqUtBeCnwopXRJKY8AaUDtSst2zH6Pjf7xBVXsYX2nxN282GTn+ie+osAXTj99Pgm6YnTCy+yILSwf/jabL+7DGaFp9NIV0kfrwaIauTLmlzrr7aUtxS69TDLm8I+kLwA484c7STCV8f2QL7k1IofbI45XO296SPVJl/uj0thm70Om18ILxX1wSFfgNbedBJ1R6MT9a19+LGuc/tGXU0re6f1jYN+aIUs5oXqqCFiD0GFVG6azrUkQq6iECEN7eZA2ma6sw00GCoA3hRDbhBD/E0KEAnFSyhyA8v8V70eJwLFK52eVb+twZHgjySiMYr/lZKDtTFf3Ksfs8di5NSKH5cXD+Kp0FIpQMQoPB91xbHWFkfViOMP0JTyVOYv1zhiMwkt3xVZnwJqrd96MgkAB9EKQ5gVjqJvFvX+qt839Vt8U+Pyh1f8W/mD3g2xyJXBXZAYhwsAEQ7tyMDTQifvX52Ne5SdrKuBX+4x+4mSM3JGb5vHnrIurjVQVqkYRU1BI91obVF99etyGOFO0PV3bSkELjAYWSilHATbKX+9qoaYrrxYXSQhxmxBisxBic0FBQYMa29rMDHFzfp8DROrtJK+6GYC+xgJeKO4TOKbEZ+SF4j68kvgL+0rjsKsGjrqjmRxylFVlQ/nnsI/5zJJKgd1Miq6AKI2dlZZhPDJ8GSN+varGeifEZwCgEwpmoWWgTmAvDuGmzMl1tne/x4b0nfz655mLA5/nhLbb5IOCFuhf0D76WIrOzDTzHmYkjOCOblnc8ruvAvssZSG812cNjxdUnScwCG01wRmlNEz7V5dFg0d6G+RM0R7oyiPcLCBLSlnxHvwJ/hskTwjRA6D8f36l43tVOr8nUC01rZTyVSnlWCnl2JiYmKa2v8V5IWETi3pu4IVJH5L683UUeMP4OncoozZfyaMnBrG0dAw7rYnMPzaJcVFHWXRkChNNaTyZez4DQnL50/O3YlLcPJe6hFW2QXxZNpJLw7eR5ozD461Z9XhOxH6KVBUNAo0Q7PUIfjfhB5y+ml8Tz7n1Vgatv5ZUXSiHz3+j1mu5LWtis3wnzYybFuhf0H762CSj/zY775qbuTxsP6nrruMLWyi94wvJ9VlZlZ1aRVAe91V3841UTFjV+r3JTo1XDH5BW6Y6ahW2DSm3NenMnmZCylqCclY+SIi1wC1SygNCiL8BFdr4Qinl00KIB4AoKeWfhBBDgPfx69US8E94pEhZe07osWPHys2bN5/mpbQcFRGYFpUmMi7kCMvLhjPQmINFNfL2sQmM6X4Mi9fIwceG8Od/v8kvtv4MNOYwzJBNb62WAx7J/X3O4MI9pfgQpBjySNEV8EzOTLJsEawa9HW1Oh89MYgrIjbTV6tns0tDis7OvVmzGGzO4aijO4t6bgDg8ROp/CW67oSEDaGtAtQIIbYADlqwf0Hb9jE1dwCzxszggXUrGaV3YlL0WFUXeT4fBiGJUnQYhLbe0Wd9AW4q8JR7sFXocZs6sm3pPiGE2CKlHHvq9tCUHnLwizfVdEqdbL7wqRrLa0801ErhTuA9IcROYCTwJPA0MF0IcQiYXr6OlHIP8BGwF1gB/K6+m6GjMNl0iIcOzyZB739VV5DMT1rH7d1/4uroDVz/jy95v+BMIrR23FLDMzkzOez18a+cGUSvj2R9cT8O2uJ5/sh5pHu6c1f8Kmb32F5F71qBWeNEJ/wPw/EGlbdLR/C3xGXE6Uq5Lnod5+7xz37b1U7h0tnp+9eyLStZVjoi4E0WroTQT2ciVPGHZqxJIHqklwyvJaB3VVAaNBrVCW1A2Lqkp8OoESrTWe1wG/RLSCm3AzU9OabVcvwTwBOn0a52yRCdid7mYvI8ERzxxTAv8le2OpNYUjqWC8J3Mtp4lAsT07nu4DzOjknjvMg97HIlMjTsOP0NeXxWMIY1K0fyj6sWs9YykIdiNhIauh/juOp2lt00dmIUDR7pI8fnxaS4yPaamW0+QrYP/py8jEdPDOLJ2J1t8E00L12lf+28PhXPNz/jkyqKUFBQ6jTdskq/DW9l29zGBIu3qs4OGVxeQofRyTaWzuOa0krE6cs4P2w32a4IHj12MY9tu5Bru20iWeslTPFSqCp8OHAJI0yZjDEeo4+ugCvDtxGvKWXDgX7sn7+Qp9NmctzZjf+VDsYpNVh81SP43xyexzGf5O2y/vz24NUUec1sdyZx2KvlgSOX80beZHaVtdvJ+SA18M3KJYQJLVbpblAySLPw20/PTZ9RxbqgWG1YDjy15rnEDkDXtlIIUok53TbznXUwZZ4Q7F4dT4xeyvP557LU2gcNkl4agQ6F0YY8DnliSNY6eaFgKre8/Tv6JeUBsG74Z7zT+0de3jqVe9LnsseWwOMnUqvV9bvf38XZoQdZPvhTfhe1lRvCDxAu3DyQ9A078xL4OPk79njsHPe1WwuEIKdwyYI/YFF9/kSR9Zho/bNoMACf9ltFvuoIHH9qMPLavAXNin8CrcIOuCMhZeOXjkBQ4DaSkXoj/Q15TIk6iFvVcMwTxfXR60jUFeGUCh5U/yJhrzMBjRBc1G07/7nuVc6OSatSVvq0N+kXVshRayQrcwYx/s+3V9m/5r+vEa+RKAiMQoMHlZ5aHdneSB4bupTZaeczRGciUVN3bIYg7QdHlAajEEQomnpHoPd3PzkZmqgJY5k9IjAyriysa3NysKtu7s0dzVRjB5FGlejKZmFBTqHAG84eayIH03uwpbQ3GlQ+LRxHb62WcGFAwX9D/V/kPkxCSx9dKd01Nt74aUq1shb13MCR/O6sHfY5Lz78n0Aoxgp0KLikF4PQ4ZQql+yfw2jjcbbZ+7BnQ3JrXXKQZuQXVywqslo0sVNRUJi659LA+mWhNnJ8/vgIDZkI86Dyr/itp9fYNsA/Yu2cArfjTV+2A26POM4qfR7KSJUFMWt4o/Asfhf7PaWqD5NQUZHoULBLfwi+GEVDnAJrLvkX84/N5PVe66qUd3DK2/RfcjuqXuWZ6Uuq7DOUp2DJ8dnwSXgy+XPeKxnHYXs0j86uemxdBPOStQ9+eWoRMxJGkHK0AKfiqPftZM2QpVXWEzVh5PqsOKWkh8ZYpwtvRAMmzNprv+goOtnGEhzhNpHpIV6mddvLWnsK63P7Mvuzu3mxcCKbXGacUsUpfUQoRkyKHqf04UFFLwQ3xqxj7NYrqpV3x/krOTz7VZ7cP5NnivoHtmf5XIQIA1GKHqMQrLencH23XzlqiWRZYfOk3wnSuqzM3sEVL96HXRUNctn9yl5VZxuvMQeCEdVFRw7XGNThBqnGnFALcbpSZvXaQ/eBJ7gpcj3bHH14Nu9cVAjkqIpUjOWpVDSMN3gwG1y8VtqDRaUnrQzuiTzCgJ+ux+XWsXj/hMD2BI0Oj/TycvFg8nwaZpj3cOOBa0mJKKBXSPGpTQrSQdh570Iez74Qu1p/oLNzjEWUnZLvrEx14Kpj0q0hVhDtmc6qUggK3NNkTqiFh6P3cVPyBkpUA9FaC+FaB/dnXYhTqmR6/Tq3SCUEp/RxxOtmfpJfpXDYGctD+cPp/9FvAb9qoVuog8Vj3uSh/OG8Z4kiRBh4x5LI1zlDeSDjcm4/eDWjorK4I+4HNhb0aavLDtIMLO79E5evX0Cm14Ja/lcTZsVIuOI3HaxwAQ5XQgLbKuORXtK91o49uqXxwjYocLsYt0cc53vbILZZezPefJg+pkLWO3rySdlI0r0uTvjsqEA/rYHBhmx+E5bO5d02UeIJoccgf5iA1NcXMDI6izLVyF9jNnFpaDZlqoMCbxiTY9LJ+agPWbt7cMJtpsQXwoU99rTtRQc5bQ5NfYubb7iLdU6FdI+9zoDwDukK6GwrRx2rwC+yJX84PBeX9HSQyGA1I5uwdASCArcZuT8qjRcSNqETXkaZMojXltJbfwKjUClSBTYJ+aqDwTqJWejxSYU5UZuxLovn7AW3kTL5CHOiNjPSUIZF9aATGgxCy0RTGj4UzJfloJp8vNP7R25dMZ9l953T1pccpBn47r03mGyEO9Lmkeer3XU3RBjwSRWP9LL5zy9X218xqn23/6cYhK5OlUOQtiFopdACzAxxs8qh8nTmBZi0HlJ75hKl8RIhdLjw4ZQ+ilQPsRrYiHOWsAAAIABJREFU6e6BZ2op9w3/gi8KR7HBlsJmh5f/i9xXHhdVMt7gISZyAxFaO4OTs5mTPp3Ds19l2sCLGbdtLptGfdxm11oR2CfI6bNq0Ne8Udaf35gzalQXgN8crCKITU3BbAxCF0gmaVaMbHJ5iNM4AxlAWopm7Qey7Vx7hRD3Af8AYqSUJ8q3PQjMB3zAH6SUK5taflDgNoD6TGdq6mzTQ7zsitnP+0fG8ZZpEhdG7CBJW4pBSGI0ehI0GiyqhwG6fLad8TY5PgfjElaiE4IlZQPxSF/gxrFLD+sdyahS4buSIaSY/SqIMd2zOGRpv6Etg/ipq/+c2nfePDqRswelE17Hu2eFkK2IyVClPFR8UsWHSqbPyUi9EatstxmIaqcNdARCiF74AyVlVtpWOaVTAvCdEGJAUwMmBVUKLcjZoQe4JGkXvxb05uuSkYQpEKXoKFLdFPjceJCEKV6s0o1dKtgklKiSgYYcVGRgIsUkdFwUms4l4duJN5RyTeRGkj+/jQsjtlPmrh7/NEjHZe2wz7Go2gYl96zN+aEi2E1frQmNUKq5AncE2mjS7HngT1QV982a0ikocFuQMXo9D0fv48zYDM4O389aRyIeVCKEjjBFw7ulo4hStLikSl+tHqOQlKh6RhrKCKlk0K6iYpHQTfFxZ+RO0j3RbLr0eZ44Movskog2vMIgLcFIvZHNrqaNSpXyP1151gifVNtdgPGG0Np2uEKIS4DjUsodp+xq1pROQZVCK/Bs3DbuzhnDzuIE0uIOcFvkNna5zRR6wtjkMjPOYOX/2Tvv+Cjq/P8/PzM72ze9k0YgdAgdBBHFgmI9ez3PxonlvPK7O7/X1TvPr19Pz9OzoGc5PcvZsKAigijSpAYILRASSEJ6276zM5/fH5uERAEBKQF5Ph772OzM7OzM5LPvfc/7836/3lv0KB4F4kSEUt3OCGtsBHUo+KcrklozyppwAiNtNSwPJ/NY39dZHsrjqu1T2OFNYERKJY9nfXU0T/UEh4iJdoVG00+LKeljcR/w+ztExzVhIYrBz3aN4pHMlYfhSA8930GeMUUI0VVlfqaUcmbHCyHEp0DGN9/Gb4HfAGftYd1+t3TaH054uEeIItdOJqRs54uGvlRHFbymgxbdwSJ/PzSh0NsSaxoZr0BIaujSoNrQOxPe3YqddMVCvtbEslA242wthKTKeHs5kxK3kOtpYbS7nNuqxh3dE+3CEy3Z3V7vr6zgCWKEpEmTsTtktK9+ZV+nq4auQ9i4P2Mxuozy+7ohh/QYDwsSkOLAH9DQ0VKp/TGz226lPENKOeTrD6AM6A0UCyHKibVtWiWEyOAAWjrtDyc83CPEj+LqeMy0c3baBkoiWTxWdhoXZK+lIphMSBqxnlUy2h46COKTUZoMG9lqTH7PJjTMdvlH1VbNy20DaY06uSphBWt8uVyYuppRtp088vQlDD2lD6luH2NTKnggPXaHdKSzCR5tzufSuHVUGfC2dzADbNX4zVTOdbYekx0Ijga9VA8B04fPNHAr+9ZN+DoKSue4gd2KYrcmL6HZVHm4YSz3pa0/ouPiV7UjeDB99X5teyRLdaWU69jdFZp2oztaStkghHgPeEUI8TCxSbNC4KBvI0+M/EPA/mYx3JkQm/ycXjmBc7I28PSXp7H03Ec624NkqLFbxzYzyOJwEqmqj9URhRFWSVjqxCkOdkS99LE4qLJVkez0805bEVMSNnKms5LqqMoF1y8EYLx7K3evu7jT4B5J/twwgHPi1vJU40ncl7aeOxN28ExrJrfE7+LEkOvO3sZOx5gp1NxUGV4qdYMB2t67Q+xxH5isjEQYYd3dBThTje3j1ykrgCPXDSIs9f02tkCPqWSQUpYIITpaOkX5ji2dToz+o8DM7MW85kvkjkmfsiycxmn2JprNQOdscpzi4DS7n0ojgkdAWKpo7beIViHYpOuMs0UpjljJ1Jr5zeKLWTZ0DSfHbaGXrZlUSxurA/ncPuDzo3J+1yYsB2CAY/edV8zYnuBg6KV68IkQbWZwr/m5e8IhbPS3hAhLvX0qLfbDHsXAqRzZXngH4p3D0S3VlVLmf+31IWvpdCKGewSZHdjtUVzpbmbm22fz0yVXcPvOs/CaBo2mv3O9TWikKipOYSEkjU4PRROCFtNBQEYpskbwmg7+MP59bEqUP6y9gLeqR2BKhRlJK9m4l04S+8Mf6wezMhKhVPdRZXjZpPtZGIK3/LEE+lsrT2JpOEqJHqBE3x2bfcMXT5JiYWU4C1X0EDflGGb48isBaDJ1qo0DzzjoyOVWEEQx0IQFh7ChH+K+m4dcLOc4re09YXCPIOc6Q0xa9wMebu4NwNRzVpCU5GPx9gLm+PvhFt29jjjFgVuxk6jY0YRKsxkgWXFRZA3iUTQCMkrY1HindgS3JC9ifHY5KfYAWZZm7q+bxIefjeLlzWO6yT3uD4825+NRQ5hSYCB42zsYj2KyQ09ion0Xy8M6d2d8gkeJUK4n8avtl1CiB5gXVJnsqOJ9fy8ucXm50n1Czey78sbwZyn46GYeqT+VbXoytgOMfysIAjKKKhQsqOgySlCGCcvoIdVa6Kh8OyQcxwLkJwzuEWbh0Hf4eeJ2AHSpcGneauI/c7DSm8/M1j57nIkOyygBM9bBtaN/mS5NnMJCtrWRdIeXhYEC7s6Yg0+34lIiTPCUcv+Fr5IW72VtW3ankd8f7kosp8hRwRibxgDNxZ0JO+ilerjG08TVm66mQIsw19+PwZqTaj2RXd44nm2YxFBrK58He3GNp+kQXKkTQCyGW3bOs4RNC2NsDUQxviHVuC9i+bgCnxnuzFywENPo8MkIc4OHLqp4SBXKvs8erhCiXAixTgixpiPPTQiRJISYK4QobX9O7LL9/wghtgohNgshph6ugz/WeaLXMuwiyqRbv6K3s54Cax0BGf3GbaO73cMF0GWsC0Sc4kAVgqmOeq5LWUyqpY10VWV69hfMrJ9MZSSZkNT4ee+5TEos5cXS8bzh+/YiiT83DKDR9HOmY8/ez4jkSuqN3THZqa4tnJG9hXJ/MgtDmVzmbj3g63BifH07T/Raxl07Lmgvajgww5aoOHErtk6D2NHexy2snGTzcf6Ws7/z8e2p19p3QxzEo+dzIP+506SUw6WUo9tf3w3Mk1IWAvPaX3+99vhs4AkhxDFYzH1kuCuxnDSrl+feO5NPWoYCoArxDaNrExqJipMkxdKpKKVLE5uw0GI6cSlh7q8fT3Egl5tSF6IIk0mOmCedYWkhP7GJVEsbt1aetM/jSddamb79on1uYyBYGo7ykjeFgFSYElfCO30/4RLXd+oefGJ8fQuv9p7fOfl0MLfvYal3erkdqXmqELzf7+ODPqaO8vPdcwyHyGM+Tj3c73J1LgRObf/7RWAB8Gu61B4D24UQHbXHS77DZx3TfFva2P/Qj96X1vNUxSmsS3Iz2hq7ZWwzg908E6B9ljq2XhMKdWaQQi3Mu94idKnS1x5rxX6FZwMT3vwl10xZiEcNcXnGcoqDeZyftJo7qsfusSLtiZZsxjnLSEgP8ERLNkkWP3YRoZelhVQ1RL7Fg1sNEzA1PEqEHK2RWzZdy8Kh7xyiK9WN7/X42le6mEPY2BH1HpACWLMZJFFxYEgTm9CoMrz0Uj2YUnb+uLv30gPNxESXBg1miHihsTpiZ1KXTQ+L2PkxYkAPlP29UhL4RAixUggxvX1ZupRyF0D7c0fi8H7VHgshpgshVgghVtTX1x/c0R9HXOluZsHgd7lh3k18FEgnIKPomFRG/d/wdjtSgzbrEhVBqgonO7fwzrrhqJisC2XzatsQzESdsGlBETEfpL+9GpcSJtHSveLr0eZ83vDFowmDj9qG8Xb9KBqiHobaqvhH+emUhHt19tAa6KhmTSiXesOFS0R4bdC/D8XpH/LxBcf3GMu1eA7Iy01UHLSaIaIY7eLkseUKAk2o6F/bV9fQgC4NbEKjl+rBqViPjLE9uEqzHs/+ergTpZTVQog0YK4QYtM+tt2v2uP2sruZAKNHjz5Of88OnGvHLOW5qolo2Z8z3FbDomAeF7r2XEmYYzHYGbXQXxPka35eP+Vpbi7+Ic8W/RtFSLSxUcY4tvNQ1dlMTtqMUwlTHM5lYX0frvKnMdCzC7caotBWS0SqjHRU8G//RH6X/QFe00q94SLT1caP4uo6P7OPVkd/Z+zLuDgczxj1QPIr98ohH19w/I+xtZEIAzV1v3JcFRRUBBZUVKGQrlrxmSFMJDZhIV6xsyPqxSoEbmHp5u123f+hMLB70vH9vrBfZy2lrG5/rgPeIXYLVyuEyARof+74Vh7S2uPvE7P8LuItQfp56vnFh9dy1/ZL+cu6aazXLXvMv0xWXKwJ5fJpMJGQFCSpYZJdfu7YcBXJSpgCWx0FWoSpKet5YtMpDLPuIt3Sxk25izgzuYRm3ckWfwZOEea3qy9ilNXKuuZMdkYTyFKDDNC8/CN3NnfXFrEoZHJZ2RkUaBFC0mB52M2G0EGLJnXjxPg6cGb5Xcysn0zDfuTldnjCcYqDYLvso01oNJk6jnbB8oAZIVN14BRq5wTtvtr0dPWu90dKsiv7Y2y/t117hRAuIYSn429iijrrgfeA69s3ux54t/3v94ArhRA2IURvvmPt8feJ+mgcbjVEZTABaTfJcTXz2IhX2RTOotaMUmP4qDG6t9U+21VGoVaPR0DAVLk2ZxkX561hZ9SDhsGGiAunEsFli/C7nRfy+q7RKJis8uWxviWTPEcjZZE0ELGihrawnScrT+OFlrG83jaEG7ddzE1JixhqDTMz/z0gNtGywDuwM73tO6KcGF8HTrLqJ1nz00v1UB7d92RlVwPXkceroJCkxPQ5fGaYJjM2oWZrTyMzMdFEzBuOxXBjhrfjeXfGg3mAVWT7yfd40iwdeEcI0bH9K1LKj4UQy4H/CiFuIqaQfhkc+trj7xO3xO/i46CVTEcruaNX0RRx8WDF2URNBS0nyi49kZNdmwEfGaqbZjNAREoGaG7WRYIoQjLOsZ16w0VIWhhqbWGT7sGQgneHvcDH/gJaDScfNAznzOQStnlTWNWaS0lNBnKLm5nJp7Bi5H+7HdNdieWAmyvKTuep/PdpMSVrwpndyna/IxbgyxPj68CYZIfpq4ZzT9paFPb/Nl3rktDhVuw0mn4UBFYhMGQs42CLbtJPs6BLozO0oHTJbvCZIdyKvZs4ziHnGInJHihC9gBffHSRXX41J3ef23zbTP+xTIdQyUveFDRhMNhazQPV57C+LpMzcjczv7IQx2uJnPzLZfSyNvPD+A2oiM7aeBOJgSQgDZxCxURy6S138evH/02q6mNxoC9TXJv4T/N4cm2NAFSFE7ky8Sv+2zKGyxOW81zjyfwtY9Uej29RKPZ1BtBElFQ1dFAarXtCzSxd2SUV7LCxrzF2LI2tjrHS540fc8XkJdyftpapWUVkL3Pz16w5eBStU0N5b7zkTeE6TwMQK6QxJLgUhZA0yVRd+MwwbsXG6JVXsWrU693e22FsO2g0/SQrByaq08He/ve2/GyZ+du7Dnh/FdN/dUTG0nfhhHhNDyJHa6Q8koqBYMnaQsoueAaAP6phGn/uIk4N8vdFZzLyjHIyVB+ZqgVVCJCx2eYkRaXeiJCqWvnzP2diV6IETCuFthpcwsCu6LxWOZpbchfSx66zONCHdK2Vx2pP56nsb2ZVvdCWRoLqpyKSSp61npG2GmaUXc7sfh912+5Aenad4NDQ966l9NtUQ53hY051TBGuypDYhEaJHmCwtve2Oh3GFiBeaGw3JKW6m+G2NiqjfjJVBw1G4BvG1sTsFL3pEDjvamz3NA4O6v9/DIUIDpTv51RhDyVBCZJs8WGgdBpbgHtSS9CEQdi08MnUR4hIlRRV6VZXrwkVCyqZqoNaI0KCGptMSVX9DLU2UmM4ON1dwq15X/BBw3CSLT6muEpJtXgZ6NrF9RWnMKXkAiAWy32hLY0NwdikWLa1kWo9kVyL5xvG9gRHB0uf3sxuGNYtmevGnJNpNUMM1PZfdtGt2BmgaUywBzCkxB4L7aAJhW1RH2GpE5Y6QRlub9cTxmeGDrOm8UGkhB0jIYgTBrcHMdxq53xngFsevIv/eJO6rcu3N/JG6Qi26ClURxP5V8tQwjKKISWaUDExUYVCeTSEJiBZMclQw6hImozYl2NDOGZAL01bzoPbplIddZNhaaW/vZp7es2mX3w926I+XEqYmdsnoZsKftPGxmAvbkuoPOLX4wR7Z/bCWbxR8Clp6m5Pdk51MZdvvhxdGgeUORDFwJCSFNXZacDdwkpvixOb0FAQhKTBlmhMz2NvBRKHlON00uyEwe2BrPrdk2wLpzNx7cWdy+5KLOfiwmLu3zoNr2HnQk8xrVKPaS/ISOd2SarAKVRsQsEuFHItNgwEhVqYAmsdyaqXUx013JC3mDWhXELSgobBJj0Zhxrh1ZbRrPAXcHJGGUWunWwPp1EZStzTYZ6gB6CgsCC027uz/D8PM1v7oAl1v1vy2ISGW7GzPRpgZzQW/+0oAda7jC+XMDrnDQ47JwzuCY4kf0jZSGvAzgttnZ0/uD9tLWNTK5jXOJDXW0dTpntQhaA8qmHIWFeIDolHE4lTWKg0wiQoOhoKLiVMgdaCLiUKknxrAwqSZNWPXejk2JuoicSxujWHyxK+4qmyU/jX0km4LGGeau3Fo835R+lqnGBffNI2lKlZRQB8NPtVPhiUyI6o/1snzzpQUNBllFzVTp5lt6qYgkJQ6nhNA7ewkmuJxWsPNO/2oDhhcA8fm8tTeD+w9yD/95VEV5B7P7+Qp1p3Fxg8krmSs1PWUx2Ox6OE8Jsmq4J5VBgmIWl0S/tRUDAl2IWgOOLALqJoSDbpHuyKTqFWTx+tBZeIMtoaxKlEGOmuwG0J87l/AA8MeIspRRuItwRZ7++FTdEPSObxBEeGWW9PJGtpXOfrOdXF/Dj35M6c2f0RLdeEBVUoxHdTFTMxkFiFICh1GowATsV6wCGLA+ZEae/hRbQF+PPmaUwoevGgU0yOR6p2JXHXyXN5cN65PJQYoe8P1+K/aAxMr2NKxhb+r/pslmzuw21jFpCgGJgoGNJElyaa2N1SpSQSj1UYJCk6qgBDxr5QTmHSZGrkWUzW6xaWtRaweP4QJkxZz5LmAhY19eHMlA2ka63YlHQ8SpBXdo5Blyq/Ttp6NC/NCbow/5b/w2vC9MqzqBgb6xpi6d+XKesLeGrAf8hT98+vikk/7s7p7Wqo602DVEWl2QzibC+OONCWPwfC8dospEd4uAANW5M7b4tPEGNM33L+vuhMyi6eybje5TTcNA77bVX0S6gjXWslzebFUqfR376LVeF04oSNoNRpMgWVUUGJHqVNWullaWOENcQGPRmnUBln81Mf9RCWgjyLyYpwHKuC+dyRMY9Lpi2it7OBP+W8x6P5b5Fq8ZKgBPAoIUwULupVzPy6/kf70hwUPjPEc23pR/swDjkGkjrDyafrB3LFphoAfvT+p5yZuYkEJda/bH++V7qMYkizS8dfC06hURKJ5/yvbuWyLZeyM6qiS5PyaMwYLwod4tY6HRynIYUe4eECCFMQkpJvl8j+/rByRV96fxhl8I4ZxE+so2m4wYqBHzC9cgJF9h28VT0CIzNMoVbPfH9/mm11aEJBRZKgGvgl5Kp2vgo7SFACFGpNLAvHsh+G2mOCWyvCcZSGM9gWSmOtL4eJ8aWx9daY55LrbmVBSLAhkEVj2E2azcucAbOPzgX5jqhC0BR1A7VH+1AOKaV6HF/6+uMos/JyzjjmV79HiR5gnL0Sj4hVjH2bspje3oYnLHVMKTExaTV1KqI2fr/lIjZMeLl9SzsXlk4lYqp81P9DJh65xr/HBT3Gw7U1Ckr1BJrN/ZtZ/T7grFS44bF3CQ8MEtQtZBY08Jbfg8cS4k/bL0ARkkG5u/jAO4wJzq2U6k7cwoomJC2mwCNgrW4y2mawIJhDTdRJvqWZcbYWdKniUSBV9bE5kIkmDL6s7M2Clv6c6Synrotmw6l2yeNZX3Fb5nyuSj52ZWdD0mCya19CZMcmLYaTnyat4TfXvU7YsDDguRkETI1SPaFzm72V4HYIiGvC0s0LbjIjNJmxkNRJ6dvp++qtneveLZzD6MQd9F/4w8N0RrGQwoE+jgV6jIfrqAMTQXnUTrwS3u8Z1uOZQJbkkUcvwxwdYfVprzPgXzO4ZJgXq9jEB6VD+N+Rb+E1HQy1VZKk6AyzWtllBLELQaOpUa9baTRclEasrA3k0GJzYhVRsrRm1gdzaDFc7NSTyLE3kWTxMa6Xm+tSF+MU6h7Tf2I6qD1myBwwtYZEOVa+mQeARwnxsrcP7+wazoiUSh6/8W2aTR3QcQgrqlD2qrMQ00+Q+GQsNttq6mhCoCHwS40rv5zO1UOXc9Ypq7u977609dyXtv7wndQxMgl2oPSYb0/cZVW0GC5aDBeFWvX31uCeufE8atriiK6Nx6ZD6qU7aC7L5KrtU8ibuAOAFf7ePD76FZb5+1Lk3IFdGKyLpAL1eJRYlkKT4aTNdDDVUU+TqVMZSSLfWk+y4ufh6qk0hR0MiKtjfUsGvrCNEalVXJS8miKrn5A0iVeOv+tvFyYfeAcyKmnb0T6UQ8IzrZk8uOYs/jAyFuKZmFLWmTPtFBo+GYm1RsfSWYoL7dkHMhZiiGJgQSWu/fsWkhFaTIFfWrls9h0k5bUw65VJDLlw85E7sWMoJnug9BiDW74tnTMG7uIDfy7zA1nfaEb4bTXZx5IAyZ54y+/hEpeXue0x2guHruKOz66l4b+5qP0llb54RLt3tqo5h1nbh/HjfgtRMFkXzsKjBglLgVWauIUFu4gSEgYfBDIJmFaKHBUs8RfywpeTeOWcJ1gW6MtL/ziHttP83DlsAcPtO8izeNGlwCks3dLLvo1jRS8hRdHYFYlnZSTCKOvulvR7O/6eOqbOHX8us5fOxkBhwcmPsyGSyGhbGxVRhV83XALAbZWn8tesOZ0qX/uiTYbRpSRZsVMVdaGjMkDz8vBZ/+HJwr5UvDGMyUnfbnCPlXFwNOkxMdyMzxU2ROws8xbQaLi/d9kKlZFk7qgeS+8PbsGr2zFRuHjUKlb+4UkGj9xOJKoyJDHWKbeXs5Xnhr9IqsVLH62RzaFMavQEQlKlxRS0Sp0R1hBnOJqZ5qxmqmsr60I5rGzOZfLIjTxdexqPLjiLy+6cyzl9N/JlUyEFmheXEusIqwpxXCryt0odTRi4xLE9tsofSaDfizMY49hOwBScbPdzZfZJVEUTCOixH5L56wYCu2O0ahfDG0v/srR3742phDWaCo1mCB2VQq2Ncx78Jf+8+XK2/3UCZ/TezK3xVUf2JI/TLIUe862qmQBLAoUMcVURNjW+CmsH1Zn0WGVpSwEfrihC9aosW9eHJb6+LK3LB2DDst6kuXx8vHQ4AC5LmDs3XsU/tk+hxbRR5NzBNFcZ2/QU7MJElzCzdSB/bxrK/fXjebMt1g143YY8msJOluzIRwkrvLJ1DAaCh/NmoSFiugzsPd53rLMz6qCXrZlXW8Ye7UP5TpSc9B+ev+KfqJj4pYWyqMGc6mJG2Rq4sNdaAH560qfYhUqoXSq46/9Ul9HOsl8FQZnuQZcK5VE7BZY2ynUXt8x4n10T7Gj92viyqoBNuv+InuOJSbPDjJYWZElzAX3cDSyq7U0o20J/bQ1p6qHRXe3pvNp7Pr9wtLDVm0pJZSavLR5P2UUzAXD2a6XKG881kxYxNasIxabR9vM0rrl6HtsiaTRE40hV25hgr0UnJrk3ybmFqmgCurSwOpCHRw1x48QvSNG8XJoR5vnECQxN3MUfMhYQah+sqjg+Jyo68CgRtHaZymOdQdYQtYbEQHRKMb7vK0QTBlOzivjBxgY0obCn3ARVKJ0eoU9GKNRCNJoKBRadiqiFLwP9mD/ERfwVJq0yjrOuWEofyxGO6R8jBvRA6TGuTPYzGs/2fheHEuGSnNUsbSpgbmDfouTHG241zMZd6fx8xKdYU4PcXVvEx0ErE3uV4duQyGd/mUjK4kQ+2r6MUJpkQX0h81sGUuLPIscSpMkUtJgqm6MK/bUo+VojSaqPHyYu4ar4lczaMYxJzlIe+Pdl7CjJ5IaUhbzh7ce73oG82jYEt7DiVKyHT8X/KDNYc3K+exNLm3rzkjflaB/Od0JDoSSSQYJicO6USwF4c2AaHw6OR/msF+8MTKHVjHVk+Hp4TkFBFTGdhFbToN5QcQmDy7LHc2/l+byzYzhb/z2S1gKF/735eR5MX32Y5Rj3wImQwuGl8U4/TabJtQnL2BlKYlJyKVtCmcf8F+NA+LK+gKS4AM+VTSDis9KkuzjbEWFVfQ4TJ5dw432z2PxiLDY3akwpipDcmraAG1O/YH6gN6kqWDEJmRY26BotpoM4JURJJINtegKDk2u44PPbOffSpcy5+G+kqjqXebZwQ/w2pids5r++zOM2nNBBmuLgsd5vUq0ncH3FKUf7cA6a59v6YRUGKYqdf37yPABi3DAAlBsszKkuptFUaDACnZVjHXSE6jShEJIKmjCZ6+9H9NNcfLqVpnUpDMrdRa8zd3Cu89t1GA41BxNOOFZCCj3m2+X329GlIILCHamfU2CtozYcxyNbTuc137fLA5o1/fb5OBaYN+h9wlGVq3svJy7Jz4raWHPacWkVPJ+7kAfXnoV+TgsAl6atYNtXucz3D2RNKA+70JkfyMKpSKzCYFbLKIqDeRRoEUbZqinUWujjqkettqNg4hHgERa09iFgExo/cFUe93FzTVhIUCw4lQi9HC373LYnj6U7E3aQoAS4v2E45dGYcI0v14klPQ37S8HO7bwyFjbY3Y7JJCx1AmZMctGjmNiFiV3RSbIHKV2TSzTOpMobz0MFb1Iw98Yjf3Jw3IrX9BjKNAvrAAAgAElEQVSDa4RUdkZjhb3lejybw5kMdldxQ58lhEyNNZEj/0t7NBiUUssr28cwudc2fCVJ9H9hBgufH825Q6cQjaiEI7Fbu/XBbKJuk/l1/XmregSTHVUUWOtpMizkWcJclLCSIkcFz7cM48224TxSfyoKEjUMs0qHoSPRMVHaJ8vCUset2I97Dxdi2gOXeTZwQfwqrto+5WgfzkFz01c/ZKCjGrvQOfmuHxO1C6K1dZTsygBiecdlekJ79eHukICFWCt0Q8rYj66AMfYKagNurC0C4dJpqXdzy4brKDvzuaNzcidCCocPoSi8dOoz5FhaUZHURONJtXhZ0NifT+sH8u+d47n0nZ/ys12jjvahHnaGxVXi9dv5eNtARk3azNjTNuA9OcDsdfNJ+NxB3uWxWeh7UksQHh2rYjAovpbrciayPNibhYFCPvQXkKyEWBXMJ9vahNewY0qFV0tH4d4JY3J2oEvQ2xuIHkjO7fGAU2jYhEKBJcSfc95j+PIrj/YhHRQJnzipiCSTYwny/iOPsPR/nwKgz0/rAfhb7elEZMzQ/qp2BNuiPnRpoAoFvV3KU0FQHbVTEsmgNeDAtIDdFaGo706Mo+g1fu9DCkIIVQixWgjxQfvrJCHEXCFEaftzYpdt/0cIsVUIsVkIMfXb9i1Nk9v+cTuNhoMERZJs8THVtZWf9prLQ/lvEW8Lcflpi5mWUMx1FZPZEfUe3NkeA5zh3kBagpdoWKUlYufL9YWUTn4RgPR3S5lTXdwpNn1t0VdsXdAbmxpl66PjGe/YhkcN0RD1sDKcgy5VTnXsRBOx1CC9NI4R04tZsmQgfhkzsgEZRZcGujy6oYTDOb6+jk1oJCpOPIpGlqrx3ohnmLrp3EN5OkeExOeWkKW1UKZ7sHf50Zy94mMAto0JMcDagE9GuDB+JVmqhk1oBMwIOiZhGcUmLKwLZ1Orx5M9vZ6hp5UiVsbRHHbgskb29tGHnxMeLncBG7u8vhuYJ6UsBOa1v0YIMQi4EhgMnA08IcS3u1AnXb2Geb7BRKRkqLWRxcFsnEqEj/2DSLX7SNG8vNs8kruzPuL+mrMoP06N7iirlTMzN4GAsroUVN/uW0H325JLtp1J+PyxTFx7MfeklqCGoHiESdaAOuzCYGMwi0ytmfqoh2nudfxP1Tmc5t7A/NdHE40z+HTdIIQJMzZfjQKEpMQnowTa8zWPIod1fHWlI05tEx2dMgRP9H2dX9WO+O5ncQSZU13MIFs1n/kGUm9EOpfd2zCQoodmMKe6mIWBArymSbIaxJCyM//WLayEpMG2aBib0Jni2szpn22jJWzHUQv1C7Jo8B4lberv+6SZECIbOBd4tsviC4EX2/9+Ebioy/LXpJRhKeV2YCvwrZnmjREXP0z4imrDgYpgsqOK/haTDEsr5yetYZxjGyqSx2pPp7QthZlNE7slYx9PXq9uqnhW2FE2ujCduw3h6wXzWF2ay84zFPzhWEXR+p88yZBVKvlxTbzaMpZdoXji1BCr2vKY6x/EpSnLufnftzPp8lVIi+Sek2fxk2kfUrMqkzmBfAC8JrSYghI9cDRO94iMr650jVNrQiVegYCpsrQ+j1/UjOxcd87maQd6Kkec4lAOc3cNINfi6Vy2aJgVZ61kalYRP4qrY36gL06x+w6mow+eR9FoMW1YhcHKUGyCdueiHFpOD+KsAdsn8RS8Pf2InxPwvfdw/w78CrpNYadLKXcBtD93NN/qBezssl1l+7J90hK2syacQaoaItIltphqacOjBFkVymdG6gJuSv2CbFcrr60Zw5P1p/KaL5ESPUCraWFb1EeVcewb3vvS1uOZVoNrF/xs0pxu6wYXVJHUtwntvUQKPr4JAE0YbHxhECe7NzMpYQsr/L3JtjczxrGdpypPJXvSTq5KXgbAp02D+McH0+h992JeqR5LcSSdTXoaofYQw2ETlN43h3187Q1NqKSoTnpbBH/s8z5nx6/l3oaBzPK78OtWRv9pxsHu+ohwobuM+jZ3NzlNgIYR0HjLBABujKtleTgLrb3yTBUCu1B53ZtDlhrEa9oZZquiJpLAfVe+QspsO01FJs0josRvOkrx/e+rwRVCnAfUSSlX7uc+9xRp/8blEEJMF0KsEEKs0AnT8E4OfbQGNCQmYBcqAamTqvpxiQg5WiNvto7CQPCrrI95+9R/ck5iMfetm0ZN1MNQq4M+Fje9VM8ePv7ocjApa94PM7C1mqxoze+2/P1+H9O4I5HWvpCc3gbAA+nFxF1aRYHWQrEvl7GubQx2VnHjW7eSYAuS627mgTMuZErRBvq46onbLrAuyCTF7ueXqy/h/8rOYnGgLwB2JXo4L8WeiOcwjC/oPsbqG78ZMunwdPX2cEqh1kKWpY26iIdfv/FDvhgyixV/enI/D+vQsr9jJVlxEalxdvulmlNdjJEYpWliuDPeD9BghmIThqgsC9s51bmNVtPCSHsFSWqUyZ6N7NSTuPfeZ0nt24gaF9nz1T4CfJ9DChOBC4QQ5cBrwBQhxMtArRAiE6D9ua59+0ogp8v7s4Hqr+9USjlTSjlaSjlaw4ZvYoA6w01YChSgydwdVzQQGChMdm9idutwaqIeWkwH9245n4z4NqZ/cPNxlzYWt8Ng0cNP82LeF99Y58n0ovmhsT6O39TFkt3nD36Py//6SzJsrbzbNJIJ9h2cPrmYS1JWUDnOR8VDLqoD8SwaZqXvNVvY0ZJI2aMDOCmnnAEJdTy86gx0qXRT0fKZIdrMIG1mkGYzQLMZ6HzdZsZyPfenFbeSsWWvD8DNYRhf0H2MpSbv2VOLCbnE1nkUlQTF4KqkpSSPqNvj9j2NqVlFlF3yNBlfK4F3btOw7LJR/noRU7OKuMTlJUmxsssI4VSsFGptZKp2tuhp1BtulocyiFNCTHCWkm9p4aXBL+Ba5iTtscWd+zQx0WW089EhjPNt7ON//73jWw2ulPJ/pJTZUsp8YpMV86WU1wLvAde3b3Y98G773+8BVwohbEKI3kAh8NW3fY4RtuA17bRJKy5FwdkugpysmGjCpJ9WR5Ia4JKEFQy1ttJL9XJhTjF1c7Nj70fhLX/P824PlKdaezF+zaV4Vtd8Y13Hj0rx2FexN4K9zMr9aWs7je7K3z/Jf58+nW1tyVxZ8iMStAB/2TKNiv8Ow2HTyXG1UPriKBpCTryNLuJ+vJMV7wxhW1syto0OSiPd+33pmLsf7c0p9fZOrgaSNrP7RMxBUnUkxte34VSsOIVGmuJgRbCA0zM39/jw1OyAHecX3f9nC0Ixl3TMBesx7ZLNk/7dua5DY7oyGpv7GP3V9biUMKmqD5cSZlskjZ16Mh/7B9EmrSSfV8mc6uLO98e69UYJSp2wjBKWeruA+WEIQ31fQwr74AHgTCFEKXBm+2uklCXAf4ENwMfA7VJ++xT4pP6lDLXV8nrzOBRi/c0AbEIhR43NwAZMjXrDzSUbruNt73B2hpL42Q1vc9kpS3mvdQSv1Y5jduDYbrJ0a3wVDVuSiZZXfGPdcKudl7wpPNTUh4gHIv2CfByMGd0O9CmtBP+Vxe0Fn7GxLYPGnQmckr+NLHcbGx4ciowo7GqJR7FHCf81k14LfOR7mvBMrOe9xuHdPs9rGtQbUGMI6k2FVhP8pkm4i/EFDpdY/CEdX/uio/TVbE+Vuja+hGsSl7E8lNGttUxP41xniO1v9+m27FS7ZMzvZ1A9vo1LT13ChOJLuhlNuxB4FBVdQoIzSIbaxn07z0dB4lGD5GiNbPRnYhdRkuzBbvuuNUIUR6ysi9ioNAy8pk6w3egeUo7jLIUDUqSQUi4AFrT/3Qicvpft/gL8ZX/3229YgBfzviAsbdyW/AUrwomMs3mpNQw0YeCXKn01heKIIEkNcEPeYgqsdeimhcpIEpclLseUgnfLh/Lzqst5IMHLwqHvHMip9SgS1yn8bNvGPa6r1eMp9mYTGeVHKXdy28c/YtLITZ2hh/XjX+GO3LEsaiuktD4VHAbzlg4lqU8T4TwFoUsy4tvYXpHGgL+sQxMmC14eTfqKAMXjU3lt+lqudDezPKxTZ6RSEUlhRziZXrZmklQfYakxxl6OJkwGaIc2behwja8OdkS93Wbzu9Ih2KNjgITeFhW/bGbOZQ9xyvpr+WLIrAP9uCNC+t8Xx6YbuyBVqLtjAopYxKmZpfR548dsu+xpAK7PmcjTO76kxdSIs4VYFcrDaYlQHU3EkAq66uVnafN411vEJWkrGfrIDNb97El+VTuC90qHkPCBi9Y+AvuIJq7r8xVjHNvbWy+dYH/oMfKMEBv0uRYVhWZCUuBRICJBRdJq6qSqOk2GjSnOrWzSk3GqYTRhUBZJpSySyuDUGiKmhQ216dzbMJA/pOzZaPU0nmjJ5raESiAWk0tiMWffF+ENX/w3Ol88v3k8Ugr+37C53DJpF3dUj+XkuFIm33oL9vdid9ahC4dTN0JFLwwyOK+a9Vuz8VjDtMUa9lLTGocIKXy8chj2lCAp03axtU86jqw2frPoYkpGLCPX1simYCbvbxkC211EE6MUDapgfFIZa8I55GsNDDjGRMVSVSvrIsHOjsR7QxUCXRo8UHke0zMX4AvbKPrqKorHvnqEjnTvPNXaq1MMfGpWEXOqi/lN3bBudznJMxczraSVDwfHE/00l3+e93y3ybMf557MPdtXcmfOPFoMFzmOZkKmRkhqbIuk0WJxcrJrMxlqkGuvn0vRQzOwN0rMAYJwPOR96GNLRhxvvXIWK3+ymUn5Cw79iR4jHuuB0iNKe7uioJCu2mk1YZavP6V6AkmKpNFUcAlIVUOsi6SzM5KMiiRsaijCJGxqlP1zAKtW9kHXVd7fOeRon8p+UxlJ4j/emDWcU13ceQv4dWMLMfHpBFeQv35+HgAfbRjMSyePIhKnEvdlKlNL2vj8yZnohUEeHfcajUEX/W5eTqPfhalJhC4IBzSUiIJrm4VwlYuGNjfOXl4u7lNM4Q0reL9iCC/tHMfbK0disZiIAj+Z+Y1UtCbyytYxbAlm8MSuKbzkTemMGR4LVESjZFtkZ8yxa+zx6xoSqhD8K/99ktQAobBG4rM9Q5f51viqznzpjnHS1dh2LP+kPqYqN2/Q++jt5b3m5JGd7ymwhMhQ26jWEzClIGDa8CghtoXSqI96aDGdVEVdTHWv56Hbn6FxhOQfl/+LG2fM5vb/vMWLZz5DIEWhpD6DIY/P4Nwt5xzaEz1OY7g9ysPtwCY0+mgqimszGpJ6UyVZMWkxBZqAAq2BfEsj2/QU/KaNWj0etxpiwi++4sz49dyx9Gqy3G38omYkf8tYBfTsnmj3p63l93VDuL5pCGUPDWThY0/vc/vmZWkMfGkXU/udy09GfcbMW87hl9e9xY/ids+snz9gHfdvnUZNeTJXbVjOox/Fo+YFyP+nwvaL7MiUMGZehBR7mPr6OESrxrw3JtL8J4VwlUGrxcOtEz7jg6qhNHhdNHpduB1h3M4gs3cOJsEe5F87JtIvvp531TCPZO5vVtfRoyMEMi+ocrrDQEHBxOxmbGOqWrHlDqHRSw1xdb8VvD7wNM7ZPI2P+n+4z7F0JMbRmlA2a0Jwjadpr9t4IzYCt0zg3PHZRHdU8nDFEgZrMWOrjBzMX+ssTEsoZklzH05P3ojPsBMwrYx1l2EXERoND+sjOfS378KQAktWAL9pY5CtitXBfLyGnR/f/h5V4UTCuRo5tkb6fHoD2854/jufn+DYickeKD3Ow+1AQSFL1XjHO5QCi4oCpKsClwCvaSUkLWwNZ1CpJ6EIySZ/JsNdO8i3NDOxoIyfZH/KopoC1kWC3/pZPYH70taz7NPBpP207Bvrbto5sdvrjdOfZOuNmZh/SkWXKlKBH8XVMXjJNZ3bFDjqaVyRztNnPYdHCWHaTOR2F42/DNLv3o3Yt9gJttqxvJRM2jwrv5/6Dsa1jeT+aTHSIhnUr5J/zT6DouQqBOC0RwiGNRra3ASCVvwRK4apUBv0UBf28H7Aebgv0SFjsLWVGsP3DWPbFQWFZjOEJgRXJazgiRlPUvd63hE+0j1zjaeJhzafScEnN3Vb3rXa0nHWdpqHmFw5dxlnrvcxWHN2hhVEWGfWqhEUas3MzH+PVd48TnZtZk79YMrCabxcN4G36kZxQ8Jalvj6UhFJ5ZnRL+E1HLSYThRh4lTDLGwuZEVzLhX+JOxC57xB63mq9aBrULpzFDxcIcSd7focJUKIB7ss/07aHV3psQYXYrPfN8VvotaIlSFWRBUiUuI17awLZxMwrcSrQTIsLeimyqdNg1gQ6EdUKtiFTsPmFJ6sP7XHp/d0YGpQXPHNARtn+WaOcf5vF7NrooN514zlJ1e/B8TCDR2lqY+9P42iU7fwu/tuZlMwk0mjNmFaJa1lCex8vhf9ztrGw5Neo3Y86C5Bguon5YYWWj8spP+zQcYllZP3URinqiOExDAU3PYwIb+VtAQvBQlNOLUICdYgo+IrmN868PBenENIhurmyaZx+MxYOlvXfNKOZosKsWosBYEpIcviQ3dD4X96RtZCYF0Sdnf3dLxSPaHz7znVxYwfs5kWw8ncIbFwSMWfY5VnRskWkjPbuGnL1VS353e82ngSU1NL+LhuECk2H3ZV58+1p1Ab9vDslgkkKEH+UzUWu4g14nx65Sks+6o/pdVpVLQl4lFDbBodOTTNJo9CloIQ4jRiZePDpJSDgYfal39n7Y6u9GiDC2Ai0aWgqV0wud60EZJWvIaDU9ybYo30TBvXpi4mxeZjrS+bG9MXUmPE87tz3mZlXQ6/qTz3iDfBOxgcA1rwLHMw6Y7u9euPZK7kirLTOzsUnHL7dCrum0Cfs8so/WF8t0F+atwmrik/FZkbxBe10jgMPt4xkA3PDubFi56g/x83kfWDEsre6cPf7r6We855g4JrS/GaDjb+qYDm1alsv8jDiwtOYfuFNhY8No5fDP6UQam11FUlYrHFKtHKWpIYFF/Di3lfMMFZSqGj9shdqEPAPaklvO3L22sOqYlEEwq6NMm2aHgE/OO2pyj45RL6vn70je4dP5jNeX1Kui3zmrvTBSb8v1tZOX8gj8w/uzNumzCynt/XxeY2jI+T+Xn+XHZGE3goax4fzxnNv8vHk+HwclvKF5ybvJapCetoCLkZklbDO20jmZ6zkCcqT6PAWodo1cj4EjzLHMRPK+VKdzNZS+OYXjnh0JzgkfdwZwAPSBlLKpdSdsTnvrN2R1d6ZAy3K3GKg4D0oQmFTZFMMiwtZKitnBbfxEZdZaSjgtJIOjXReG5N/gJFwOP1k3GoOv6ojZCusf3BAbxzbw251oZ9xr2ONqYUJF9QRaPfxcl3/ZiqswxsCWHsVh2LajIxYzsD/jWDi/+4iI+em0icNUR8afdJq7+Xn87P8+eS52ziB/EruTt6MTWtcUTPbaU4lEvVC1n4KgaAMMl4ZCn/cF9OS39B4J8a1h+r9J7VSso/q1i0uj9Kaogm6eCrtgJWVWYTn+6lrdFFclaAd4Z80vmZ420Wxtsqj/Tl+s6YiM7OB04lVmEXqzzbXe6bqNjxyQiaUBhtDfKrbev59QMTGPHADFbffXTKfgECppUcWyPXVUxmS1MqjZtT0LyC/Osf4cYHf8aH//t/vOEdxAeDEuHi2HuWDn+T/23qS/CiKahhGGBt4E9V5zI0+wMcQ5oZnlJFSXMGl9TeTGZcG4Pia1hXls2jk15lQdsAxtgrqUkrYWOoF2pAQVrM2DW4O7b/53MXHroTPPIx3H7AJCHEX4AQ8P+klMuJ6XQs7bLdd9Lu6PEeLoBbWFAQDLZWk6r6eb7hZD4LJdFouiiLpAKwyp9PBIUz590VK2/dNpQPtwwmI66NyvNMUixeFrUV9thZ9eHLryQYsDIlfQvFY1/ly0ef5pFTXyVa6SL+uTiSz9vMCHcFeb9fTElrJpHJbZS8PIi2yd0VvpwWnTs+u5b709YyxqYxb9D7PFD0Dr0uLuHh1WdwUe+15A3ahWk3SVmciHl5I8nrTHyjc5AqtP4lzGmJm0CVuJxh7PltfLJqCEZUwVsej8Wps7kurTOr4ljmxrhaAjKKKgTb9EDnJFrXRH6fjKCh0GSaaELFa9p5/DeP4R0bpOCjm4/Kcc8Lqvw8cRNXx23kpbzP+fOAWfT5+RJCvXSGW+2kPrGY63MmkqAG6LO8e5LsM5+cwRdPzGTFPU9y25W384vMObzvG8D0wi/ZGUjgwl5rubh3MVtrUnlv0zAenfQqWZYWvFE7CjDAVo3XsKOn6DQNVLqlmx1KDjKkkNKhndH+6HarKIT4VAixfg+PC4k5n4nAeOCXwH+FEIID0O7YH44Jg+tUrKwIx1FlxJOsmNyXOZ8ia+wWtsBaT6raxnj3NjZF0hncu4pG3cMVhau4evByttcl40gI8rd1Z5Cs+flr+TRWRr4prHw0e6INWnwtTw17mVF5OwmYu7UMLnL5MRMjfP5krF36vUvPo2i1wsZd6VxRuIpel23nsbGvUvDJTVxRFqsRSLIFeHZK95ni850Bdr45lMKHwny6qz/T8xbi2WJh7ayBNFQlUH9BCGurTva4Sjy2EH+ZcxED/68Bf2kCqiKxJoWQhsB0GUSb7QxMr+WTpiG80JbWY3/A9pdp9/6SeiNCuro7LKcKBQWBTWg4hYaOSaoSi+dOsNeyOFBI78wG0ud/8wbxcI+fGsPH6Q4DTVhIVmJZF2c6YmGefjcvj2krvBqrGHy5fy+uSl7G6dffRO8PYz8Ofz1vdy7xnDdfpFxP5sHPp5Fk8WNXo2z0Z/Bh5WCGZVfzk+HzmdU4goerz+LT9QPZGXV1dpCYOqwE2/BmAMb+9tb96jt4QBxcSKGhQzuj/TGz2y6lPENKOWQPj3eJea5vyxhfEVOuS+EAtDv2h55hcLUh+xQ4UVA4xR4k39LMPxvH89vqM/jljouYYGulLJJKQNpoNNw0Rd0MT6hkZWM2P01axYrmXO4ctoAb+i8lGlH5z5qxTEnbzO+2X8TS8BFXxdorHkcIjxKhpC6d+dX9usXBXpkcGzOlz42GQGywR5vt/CFlI5uqM7ht4bWM6lvB2nmxL/WLeV9wV/EVFMzqHgfeMOFllMo6dlUn8tKp48h8aDG2Zhj0+3I87hBlN0FQt2K5LVYUUHleBkZiFG+Lk4jPis2pk5DmJWGdyramZBrCLrymnVPtx0j+zl7G2Ip7nsQEfl9zCjXtEocdHq4ujXbBFpM4xUFQ6oSkpNBWy30Fs2gaJBj05JGVb9ymx7JB6gwfPnP3ZGrDjAkxlbDTRtEvs64zn/vx6tOpPtlKv5uXA7Hc7oJPdjeGvMjlJ/cDmN04DN+kOloiToy3UokYKrOqi/hR6iJ8ug0ErAvnsDWcQdi04DespF8YKyxy1Rlc6W4+dCd5MMb2uw/DWcAUACFEP8AKNHCItTt6hsHdD2xCQ0WSqPnxG1Yey3uXkDSY5Kgiy9LC+e5NNBku+jlquDFnEX9vGknEUFHbJ0XG9N6B0mzlla1j+Gvvt7llzQ/ZFvV9y6ceGS7KXUtN1MPpuaUsHf4mM7N3KzR96h1C0VdXkZvTQFJuCysbs7lt0jz+2tiPgqtXY6uw0XZyPbl/XNx5e9fr4hI8W1WKHprRTQtgdvE8Cm9cgV4QEzxJfmYx0do6zE+TMMMqiXeabPh5IjlzTbI+a0FtsvDwxNcY2qeSkM/KO8Ofpf81m1kz5jVm9/uIOxN2HNkLdZiYfs2dXJq0nHhFa4/hWjq93JA08CgazWaAkDRIUjSKrLV4lAiyj5+c+xZzWdkZR+xYvTIWIohXbLiV3eGCYBqMvmcGtupWNq/M4+Hm3lxXMZlAVCNvdixLp2N8WCttDH10RufrBTOfoe6kWAdj36Q6kv61mA3Fefyy9xyu/+Im1m7JwbXRiikF5aFkqkIJTE//nNLHxzGnupjPnnnmkJ/nUdBSeA4oEEKsJ6Zad327t3tItTuOGYMLUKi5udCzjl9kzuGWskvQhMK6SALV0QRWhdOZ4trIBEc5AHN3DWBK2hYUIflBXDGKMLlmykLSPF4+aBtOaGscv9t5wVH3dK+rmMx5nmIerzqdR7OWf2P9K1tGEzUU6hZm4QvYUO5N5rOGfrz0ZiyEkPvH3cbZf+l4pmYV0TBjAhlLYlkZfX6xhDuqxzI1q6gzR1J8uQZLZkbn+0ZctZ4Bfaqp/buGFhfGd2srvgdD5I6o4vfrL2RdeS/+MP4DrtlwPYowj8n+X/vik9df4P4fXMXiUMx71GUUQ8aEbNzC2i5uY6KKjlbjkKqYvDr+WczJI9n2SuERaURpYnK2I0Kp7uvUfujg/7N33vFRlVkf/947NZNMeu+dFCAEkgABAemCCCgIiChYQGysuruWdS1rW7voKyAii4siiDQRMAICAgmEGkIgpPfeZ5Lpc98/JoAs6FrQFeXHZz7D3Hnufco9c3Luec75nZBnM/GaVoG9rIqoR7KoNHqSWRiJbZIBg78TJa8MpPqJdMYEJmGNMOA/upLaRxyfN3Y6XBMJR+R47vcC4K7hu3g8bzL9osuZkZqN+4g6liyfQI3Bnb8FbqXZ5sy1qXkXjfGy4Ve2cCVJMkuSdGu3i6GvJElff+u7FyRJipIkqYckSdt+Tj9XlMIFiJK7oBZsBDh18G5LX2yIaAQTIfIWDhkiKLR40mR15b6I3VgkGV12JfcUTqdS706wsoVkz2rWlSVxx9ivqX0pikfO3Pw/S45YUJPKff47+UKXxIbory74bnmHH8mHp2HP1zI24jTGCDPP9fmc5z5chnVYDcbAi/9Q6IMct1MxoRF5WT3+B7oo/CCVwhRHvOaK0oHYRvSj8INUrLV1VD+RTvFHyeQu74ldErBLAvf02kvnYS9cHxTxVnfh46JHqbHwwrHruDt8H1mnoynNDv3lF+dXxrZtn5DR0ZtW+/lNSN3shFkAACAASURBVFV3aXE79m7rV8COhK2bzc5LNPHpx+/iVmIh6BHTRW6cyw0RkWqbjhjFhWnG48Z2K/vhVdhNRh4sOoO/qh1ZrQpbWxvqz7OJ/GsWXT1M/LX4JLZOBZXNHujiLBSt7Muahv7EHFZxqp+VtlEG1Hv82d3LiWFBRZR+GMPO6lg6MvzxPWZiTsBePmvvR5vNGbv0m9s0+83jilO44EjRlIs2RmpPohYseMk6qbO54iPXMVStQyOasEkCpV3eWCQZQ32KGOl/hnabhnBVI0/Hf0F2azj6IDl1BT4sbx78P5nHg767KDb70mq9mHVrU30fjMc8MflZAHio/3b2dPTgtk/vRz9tADHzzruRMmpyKF2dhN/CTDqnDOC+qN2UvuMDmceJWWam/B/plHzShyj3JmQ7jxBzp8OSNvjZoUGNfFIjDK/CZ0I+758ehGiF5jcF5gTsZUbwIYRTLtjMMt7MH4GPfxtWHwuDTtz46yzSr4gdywag6bYcZYL4rSQIxz8ZAgpBxEeUYcFBlJ9jdqbrgTZKZvmjavjly9H4ihcT79hOOHypTfMdvv8Htt/G1z2dca4SKH594Lk4XFFuZ97mu7gx5QhhN59AoTUTPesosS71ZBQ6ElfOLEogtzQYcVcQp/pZmfWnbXSZlQyacRRZp5W3J99Ih82JWos7Vkmk8qnLFHf7n/gfZJr9GrgiFS7AqwF7OWUK4rOWVBptLjgLZvqqq8k0alCLFvINgdglAYtdTrS6nnKDJxZJRqHBjxOGUPzUOqY+sJ2+fYvp5VxF1Np5v0rViC1dap5vimOvEeqsGmZqW+jvUnRRu3DnFjzSGpA5WTHYFDzgXsGZPyeCJNDcS0RI6wWAbpujNE7BkH9Tta4nbieb+ahHECFTcgEoXQDmIAux91fSlH5+Y6Py6XSiFxwg6uEsvB6SEDUaav6SjutmF8R+7egyfbg/6xZClM3Y1BL9oioI92jB3cmAf2ArNvsVKzrfiaN/W8ygYzMpsxqxSfbuTTOpe+PMhlGyYevmafYURXSSjBSlgTW9/oUp3MSy2979xYounk3QGHv7vAuOf9vCPPL3xcjDw1C0yJh8ugmDDzww1lEyPaMmh6iZx+jxRhWnZzo4dCN8mwE4kCQncsZxAOS1SmJmH8Z+rSOZZmuiGwODyjjSEILluTZMfs6Eqxpptzqx/1QMqpRfIK79f7Np9qvgiv3VOAkqJruUcrvXfja19qVTUlJn1RCjaENnUzNIW8BIz1PkdAQTp6wl0aWGgk4/Nh1P5rQugGazM8tODOZ4VjR7Wnswd8RObl7zp+/s73KFjY3XGHnSO59r1DBI7Vj+m5wvTj1eGHiIuhoPioavILs+DICawWpcEluIGlyGeKaCuofS0T7nQsoz85lZNgzV166UTfGhY+ZAit8YSNmaJIRiZ+TOZlo/8uD6U62Iuxx+3IBMM7pt0TRujsN6pohtRVnMmf0lLT0h4A0lf79tNcGrFWR3RqGJa6O0zRO9RYnJJsdZaSLApePH3K4rBtcFn+L+sEF8rHMUXTxbfkchyNAIcjSispvgxuHH1UtWdHY5W4e9w4dNg1k+7tIbSD9Xbs5yPuz89wcXHD9rvWbU5DDk3rlYy8pxrobXN08g7KlM3t18HbeXDyHl6M0ANA8NwfSOEfvOEBheRdXf0il70WGlVq9PxK9vHXwdfO6aGTU57N2axBvxn6IYVY6808oRXRgmu5x7++9C33n5yXCFn/i6EvCbzzSD72Zg8up+papiKbToebJyIi+HbmSi9jRHTX4EylsZ6FFMnimQVKdSjnWEcnfaN5zoCOax4K1MK5/LJ1PeYd6rD5I/3pdrhuWyWu/BtuZel6wl9msiZtU93Dt2O3dWDsJidfzo8+5dTPzS+fBuE2f+EU/0AseGmVcmNBT0xWe347NlTCqBPZvo7VnDCY9A3o5dTR+l44fxRYIHxhvSUHZY8ZhvofAeX5IPuhD12TxwNxP9lywKF/V38FT8pYKVGUMRzQKR6eXYJQGj2fHI/Z8+5ysV/ylbL/gD9m4FiSNETCUosHRXuzVJFodvV7JiFyTcBCXVNgmtYCXOuRYfWSeFFjtj9zzws5mzWu1deIj/nRSoeV46YwLBeotIRk0OCUvSsTnbKViaRsKThdQ/2YWvSz02HNV8lXYZNwTmsmjFUEpGO7LlEkzzMbabseW6oerTypy8dvo9N5+Z939J5LAyZIKdUSf1GO0HqTO78vn+FLRh7US8Cwz9WdO8NK4Qi/XH4oq1cP8TMQoXHgrK4IgpkKMmPzrtKtrsGnqoalEKNoySnIIWH7psSvq4VbCtozeLB3zErEN3cM0dhwnUdrD7TCwv549mX3Y8UTvn/E/nY/O0UNDlx76yKHy1Op5uTOSv9cmEPpOJtbGJ6AUHUO9xRBoULRyA4kghGTU5VD+RTvUQBVqlicIUE/pNAeeU7dnHT/Xn2SjrdJjDvZBkEl/nxpPQu5wefypFP30AJZOWsq6uL2UbI4lOqUCI0ROlbUJvVhHu2sLuxE3fOe7fE6aVjMYkWc+l+aoEBTZJwt6tDTSCnHa7iZ4KgU5Jxly302ToE8kz+yFX2X52NMcPUbbj4ofgt80RntceKXBdRH88T9sJyZDoE1eOrbkFyWrB1tZGRk0Oo685RrpPKdt7uhC8qTuJITCJkGczmdDrBBFvnsJv4mm2JrrhvTiTcS4n2RK7jVOmIFYWpdFscSZE3YJroYhtnwdfffrhz5rjHw1XhIX7Q/Fc+QTuDvqGRqsWT5meTruKdknDGOciWmxyFiasptOu4ht9HAHKNiotXsxJyCJdU8RbhlG8lb6GP22Zhehr5Jm+m4ncNJeSiUv/e8eXGS81x+Lj186+ikgCVygxqQL5PDiEwIx6qp70I3xVDdZlVoxDq7j1TDWnDVkc0QmMCUziZM1iXm6J5pvrEyhckULsYj1jApOQ+/pQvjaAv/XexltvTeXI3y/kAVhQk8q+m1Nwu6maxEXzcR9cj66XmaJaX4J8WtlVHoNBr8JT3cV+ox13mZFExZVDyfhTsDZyBxZJjhUHd26X3YxGVDr8u9jR2x3RC3bs+Ih2TEjc4ppLvkXLo0kZ9Hcq5bWWXvzZs/gXG6OtvR3aHUT1wc9nYge87i/DOLSOM8npnKr8isj1c4m5/2D3H1wj8shw6jc5of5MJHblPYTsqEYps7EwcKsj2rQbYwKTuDV3DvouFclB1ZiPu3Nv8h6mvPUXdAk23E7JWNgazgKPsss+rysl6uDH4nelcLfEbmNhazh9ncpY05LGHO991Fld2WsIRS2Y+bB2EI+GbCVZU8bKunSCndpQyaw8XXwDU4KOsqUlib+N2UiksoHH8m8iKraGAcen4KXpZEvszwq/+8FY1BbM+7uvBY0NSQLh4Qaqqr2Jf6YOa1k5Jg9frCVlNK9J53DNFgB2ylt5sZtn76biUeR/GY3b4gYm+h5n493JxB6ELcd3nOtjVrey/XZpn4WBh0jwSUEwqRGs0LbXj6QxxeQeiaSy0R/P6BYGhZQSoGqnza5BLVq/t0bY7wUKQY5dkuiSLI4032/FvHuIKtrtJhTC+QdFsySRojSQoiynyCqyqbo3i78eSZ/kEtZFbb+sYxsTmIR0TTKi2YZNJUP85hgAAU4d5GVEEjImkzHPJlFSs/Qcgc2AR+9BO7uKOf4HKFzgy/8FfnfSVEZNDlFrBxD9iYHDC0KwhVjYb4hE1S7R1Smii5TI6wykzvXkRWXafzZ+pwr3d+NSOIsFHmXs0ccxxfPQOWKbdHUFRknJRN/j5BpD6Kuq4x+hjsdivVWJn0ZPldkTUbBTavThw4bBtOmdmBuylymhx2AmjDg14QLegG+TPV9OnOwMQtkuoilSIOuQU3U4iKFxhVjLymm4P52oR7IA8Hovk14Hb2FLl5oRTueVwJkt0RgiLWj/4cyZWyMpHbfsgqqt30aV2ZN32s7H1J6avxjTXkfge9j6JsrbPRBsMOmaQ/T0qmNpcCYGuxI7Im02p9+9sj2LDZ2+uAhKFILsHHeuAhFLdxYagPpbFKkmbLTYLagFG9f4FRO53kzR+uhz3/d9/vKlA8tPlGBXiIjfHGPKaQej4I69SWjGlCCPDEd3y8AL2rde34VyrpytiW6XVLb7jfYLMjCjFxxA3tBOxCIBySZQYPQn4PZSrK42Itcb+aYs6vIrW/jjRikIgqAWBCFbEIScbib0Z7uPewqCsF0QhMLud49vnXPZGNJ/Cp70zsdH1om7rBOZYCfTGMq+jhjiVDVYJBmfdvRhXXs/TrX74a/q4BqPArwVOjqtKlqtGnppq7gu6hSP7p/CobZwOpar6e9dzh1f3UWH3cC6Tu0vpmwWBR2k17BCukJtxKxsR9UKZxYmYB/WF9//c2yKFS5Jg/Q+5PZfxXjNhaFsM2fuJDGqCrJy2Lpz7bnjk4tGX9RXod73ovRck6dEV6iNllQvuo554loscKrd/xz13obTSUzQdF2g5H8mhN+6fE13acWOhElyxER3SeeTTnR2C6Zu7gWNIEfdnY2mFWUoBImb3bN5avm/MPjB042JjMkfz9EnLx+tY+OURIR9jpCufEMAch9vov58EMNXEWzZt4nM15Zc0N7tSw3W4lIyanIYP/TGiyp1uMuMRMnPK9CMmhxO/90bYe8x3E/IWbd1EJtiMii9/n2MXkryB6+8bHM5h5+Q9HCluCB+iIVrAoZLkpQE9AHGCoIwAAcL5k5JkmKAnd2fLztD+k/FO/Uj2NTaF4skx0umI0FTg7to4kZtPhGqBjzkncwIOkSospm+TmXYJRE/tQ6VaKWg0x+FaCcqtJ5E1xqeit7MnrpoPI/Kub1k4iXDuH5MyNio09d/79jXRu5AcLZQ/jcZ7iPq0AWLNPRRU/tIOvahfYm5Jxsyj1/y3Me9CqhaF4E8wJ8ZpcPPEeH4qC/mjZALF5NvF8xaguhqxuIsIMmgtb+Zxk6Xc9fxcj9/nb1G2G6Qc8BkZb/Rzl4jFFp+ND+FxBUgXzcW3oAcGSpBgQIREzYs2FELMlwE+Tm3wllL146EVoAQuY1kpZFvZr7KJ1uHkBG35YLr/hCZ+a5sroyaHDw/yCTwgCvlz6fzRWFPSu6PpeqzBFxuvjSZjMXZ8Qeh59vzsRYW4y+7sFBpjdX1onM0bgYso1Mw+IJfSi1JrzgsdO1+h2/6odp+RK++h9RjU7mzchAvNV8GdrQ/qoXbTeBw9lek6H5JOJjQz25RfghM6v7/ZWVI/6mY7bMXV7mRQHkbZknOa9ljeKFmHAeMfueErMbsgR2BzK4YjnWE4CHvRCOa8VN1YJMEvNVdNJi1HDWEMzssi6jbCqjRuRK3/Kc9Ei6oSWVm2TDuCd3zve1WdPgSEtCCyxYXdFv9CXw1k8C9HRi9QdxzlLIX0r/TTQDgWm7lT/t2Igp2dpyKJ37pfHae6XFRu0CntkueXzR8Bd7HOnHt00TM7MO0n/JkxylHJpJMtLPbKLDTIKPZ5szblSN5r/5aPm3pzw5dIp3Sj98WuCLk604VY09PRm83kWtWUWhRdfMsONJ95TgUrQU7IgIiAhYkLJLUHasL62a8QVL2jB/c5ZjAJEZNn30B78V/omPmQGoGdBD1YT0DQsswhZuwFGmxtV363gZ+WsjzpYcJ3dwEwKL64Rd+L784vvrkgFU4FTQyZtxhVC944FnosPCtjU30PTKNnJYgxg45yjM9NnOP726WZwy/6Bo/Fn9kCxdBEGSCIBwHGoDtkiQdBPwkSaoF6H737W4eBFR+6/SfxZD+U+ElGunnXIpFEvGV6ZjdN5MOs5oNTf3okpSMcj7NGG0uLVYX/OTtRGqa+KggFVv3kgSpWgnTNFNrcOOruni+aOhNL9dqbo3IJmxr13/p/TzWdWrZa3QUgizr9MQuiaxv7Pe958x2baAi3x+ZGbxPmihf25vim7UoOsF8XSoW9+9/nN+z5H1ei0qkyehMyegPOD13MV67VBe1s9q/xzA8kIPn+ALEfj2xudmgy9E22q2JYWqJEU42NjX3RSmzYbQp2FEey+HWUFa39j9XxvuH4kqQr8K7A5CPrGDS6Wn4yroos/hgkqzYkXASFBgkCyIiRsl+LmxMK8gxShKdEpi75eqjPsv/a19jApNIXDSfpvnpBL9SjOTl9p1tw+91xBFbC4vJLIsgPqwWKcRI0dsDLtl+y/EdPBmRwuk/uZFRk0PNgAsVbJddccnzrGXl5KeYkevNGDwdsiCPimBS2AnWxn/Ck35f00/VhJ/MyIobF/FY/c/kWPijWrgAkiTZJEnqg4N8N00QhJ7f0/wHMaQLgjD3LDN7Y2PjDxvtj0CMwoWbnHVoRTMZul4EK1uoaHdHJbPyWlQiCkHiiDGcLruSPuoqxrqe4PPU99hWEc8NbsfYWJ1EZmMEzUYNnmoD9Z1a/n3KUURv8gc7GD9gPAnvzWe13oOVOu8L+l7e4UePvbdxT9VA/GXtfNXRk5zlvemyKqjQuXOoIpQJBWO/c+xHzGYCYhrpDBCoSVcRNvUEbj2bCX4+E4XOQsx9B3/QGnz78fWlvzkyoOLfd1jnj9UncbAhjIWt4efaDM+7gYgtdxG3bxayxFgK30ujargrzkVyHhrmSBH9MOybc/XV2sxOiIJEYas3oijhqjChkZl/dLjYLyFfcHllrOC2xZSsSkYxqpwXa6+jl6qa5xv7U24Fg2TB0r2ZphXkNNpAIyiot9lQCwIKJGRIaEUrzXYN1103gzGBSSxqC2bspFvP9RG5YS7pj8zj5bKD3DptJ62JNk63+HH6T66XdCukPD2flkHNyFxcKF/bG2Wehpv8j2Izi0Q/eOCi9t9G6fhlwPlMtcRFDrn4vD2Z+2scDwyDTtxIQuatxHzUTfEpiLi/XUvMvQ7uBveVbex5JB2LJGGUJAotLrTb5Wxq78c//b77CeyH4A9t4Z6FJEltwG4cvrN6QRACALrfzxZd+0EM6ZIkLT3LzO7j4/MThv7DkKjQMNntKLta41DJbRS0+1DySR8+aEknUVXNddoTPFN5Aw/kzcBPlNNW58rUrfczK+Qgqd4VhLi0EappoVWnIcynhX8eGsvrmydQ+64LH85+mw0NfZmlbTrX32q9BwvfuxGp1JmSh2O5J+dWvqqOI2BGKU2dzjSc9CU5uJrRvqdIyLz1Ap/nbqNAUvYMnghPxX1OJ16nrZg9HJKkWuEoaXN2g+T7WJo+1nlSsDTtXJuPdZ6UmH2J/eY2nOphyMlJrM3ty+yILA60RQKOarRlNd70eM+IcMoFwWQl4GsRszsEjyvHR37eb220yTHb5dTqXanWuWGxynBWmfkk4mue8j79k+/V5ZSv7utdVhkrHLaC8n+kUzOgg4fDBnIsGcLkDjeCApF2uwVbN5vYSYuEmwg2JNSCQJtdhc4uJ1LewahVB7i/qJBNCV58ufEjAHoeuIWwrRKLXlrIA2dmoLOpkXma6TQp6R1TSfGbA4lae55HIXLDXPx2OqZt0+sxtakQrPBOwTBiZh/53nmUP5d+gfxEfz2b0FcOE7l+LlVGD775xPEE1rHLD79laoJ3OVwI5nEpNBk1zPR1RMqIgoRotpNndqPZruqu6GvnFb9jP2+h/8hcCoIg+AiC4N79fydgJJCPgwn99u5mtwNn048uK0P65UCiQsPKsD28m7CKnh61TI8/QrXBna86evJ5ezKjvfJI9q3iXx2xDOl1hsSECkpNPnRaVbgpDGQ3hhHr10BxlS/+vu0QYqCtzJ06mxvXeuUzJjCJpOwZ7DfaeWLvTcy7ezN3Xr+du5dvZGO/pTgt8aCk2Qudzgmbp4VDeZEs/dd4TNXOjPv0z9xUPIo3WiPY3JbMmLB8fLPcGb3jDOraTnq8VEj1E+mkP+FYwomnmqF7g+ZS/sCPdZ7M1LZQev37MCCJWeVD+fvXU1hcNIRrIoq59i6HdTypZw7v5g/lYGE4UWvn4d+7nsAvFBTOcsbkYyNoVT2tcSLyuA70ZhXPnjifNdXY5UKFzp3GJi0x7o04q8yIP93EkF9J8pV/1+IL/OfDj9/OKbMzLfbzkQs+oh1/mYMSUy2IdEkS/jIDCsFOidWVBHU1fVX1IIjE7J4NQFetC4++7Sh583nix6wvSGJwZDE2m0hjlwtRD2Xx5aTXGROYRMyqe5DrRawlZYzJc7gE3P10BP0zE+d/u/NimYMNbtyYaZeew52OKIlpJSOIXnMPQo2axjkpIJeoM2gJeD2Tvi/MJ/DlTOwqkfo0BdYdoSi3ZBOhbeH+A7cA4K3Uc9OSr9je0ZNco4N/IU5xMfPdT8IfVeECAcAuQRBOAIdw+Ni+AP4JjBIEoRAY1f2Zy82QfjnRT6lkvs9uvBV6DteEcLg1lBqTG1qZkV2n4jjaEcbNPtncFphFsd4HH6XDqhMEiSBNO+GBTbiqjIR4t+Ia2s5Dm25jW0NPytf25r2klfwjMhmhU0a6poj3Dg/h8+Y+PFx6E7e9+jmPJO7AbhGZ2fcgKi8DgddVILlZSBuUj/FuN5Z9OpYjzSFs/2AAIhJrKvphP5pH5W2xWJP15CQ7Igo2JXhRuMxhgQTPa7pojh9UDCb5xfn0fWE+dqXIyVUJlExcytF+a/ggZD+9NFU0dbiw4VA/cvuvomT0cvwOQHWdB2atgKJDRFLa2VUUy6l5i8kb+DG6bf6YOlT0PzYFgP6+ZahkVuJC6yjp8MJiF/Fy6uTe6v4/5bYouALlq/CDVAC8rj/D85FJTDgyjwXlE7FIdrSiAjdBgU4CBWcpHkEhSPjL9PjLOiixaHmv/BuWD1jBmMAknCtkBMnasUhy3mhKY3Xa+0RpGpmf8A2CIKHe48+svNkARP45C+wC8gB/3l/rcE0ZTEoKF/XH+bMDPBGeSsHSNAZ8fIKe75zf4I3Zcztpf7uHcfFDkHt5kbc1lqJpSyi8dQkGbwjbJLGtx1YyanII+LSA4tcHot50kIj3SzEsDyKjJod6gxZ7h5K4fbPYlN2PazSFBCjbabE502Z3otr28+PTBX6/LoX/uqUsSdIJIPkSx5uBEd9xzgvACz97dD8Q30VucxbfDrNJVGhI9ChjcmouOWY/drQlsq6hHwN7FHOLTxb3brgLMaSL9LBSNDIzJkmBXLAz3jOH6q4hnKoIQKG2Ym52IrFfGUVN3liMcm7ZNY8YDuOZI/K3lyfDE3LOvB9P2+guavRDsNlF4sNr2Vzek9Bu6kSnde5kFUQSs6gel48kVDIrgWsKaNrgjLa6iPZZAwl4PfOCuQw/2UlNYRcND6Tj+04mccvmk3/X+cyx5i1BmIboiXzWiPa9Fh4L2H3B+X3UFUyKPsERz/NP5dpPDqD9BNq2xJCf/BkAkZvm0vPALchldoI+LUVTH0bIfa2MCUyi8rN4XDVGtEoTepMSldxGH/cqnvM9+VNun0GSpJT/PPi/lq/vkqmzslRy3TKocTzax79eT+DkPNqAwhINRkmBu8xAuFzAhoSIIy63yiogChKddiXHjaGgrmBlUzrQiaoF7nz2IXTj9dwcc4xFDcPRyo1kjQ3HpaYYIyDeEkHRQi8UgV3E+5ZgfLyO0GfqkMdEETb1BADDcg14yDsJV37I2qZUjL7nNZHNJKOpr4TPdhcq3nFH/q1gmeAXMqlad951bm1sImhPZLc1n8OYwCRib7iNkA8UuMXL8MpTEPR8PjfsuY+beh1HLtgY5WEFLlN8+hWiQH8sfneZZj8UoXItEzRd3Oa9nyjnRoKc2jlqCEcW1sn0uCOcbvGj3OCFr6KDNO9y3iwdSZvJCZfjaqJ8m0CCvJIgIr2aCVqnIHKlROGSNKY99BXW6hpmX7MXg7fArQmHeCN+LV0GJdZhNQTe5vC7yXr2IHxBK70iqiks96c5SaJydyit/3YHoHPqAOwKqPisF8Yb0jBdn0bLnekcbgsnLbCcjjRHwoM18ny1CqOkQGaBsJtPUDHRmzWROy9KUFjScC3HZ/Sgcvf5DLPi1wdS9WQ6I4LOKxmll4GgG/MIuquR0jsjiHjgDGsid+K+z5vb4w4wJKCYSJcmBAE0CvNPVbZXPEomL2XLvk2YrndsNP3jltls7+iJv8zEboM/CkTUgkCTzU6DzQUZEjLBzjWaAvxlDv/9kyU5vPb4EizOArZiF0Zq8+jlUsWGY31J2nrePV032swjo7YgnnShdkUEzfPS6bppAC1pvlQ8k07D/el80xTNcV0oOpsTxR3eYIdxo6YCIFPaiXngAK3XhJDbfxXH/3o+AaP8+XQmRuWe+6y7ZSBGj29FsaT3IWJ6DvLth4m9uQDp8UZEQeKFARsx2eSkORezvMPvsq2rIEk/+nUl4A+rcM+in1LJ3V778VLo+OBkOh6bnJEJdmaEHWZHZm/arU58eqIfy3t8jKvKiC7GRlWbOzPTM3H30ZOXH4JTg4mKMSpCoxp4//PRGCb1Z82nwxg5LZuPvxjG3Udm8WDPXei/jMLW3k7No+mELq+k+l1XirZHEjPnMMpWEdEMdaVenHnZj6AFRQg20G51Qf15NqovsmkZZkS/wI/aESDZBApX9CMmqIHI9XOZXDSahz1K6Yh2CN7J+y/MZnqtJYonGnqzJDiLrTvXcuqexURumMvImXcQ9UgWQt92kjXl59qH3XyCgmWpbMnZiTHKzB1+e3mjNYJDBeGsKkql0eRCTksQQdp20rzL+aNj99L3ab1jIBzI4VgytNjkDHOqw4SNEquaULmKUHk7MiTC5UbUgo06mwsDXIvZ3J5MvikQ2dhmXrrxYz5rScVZNLF2xCI6rGqqH0unaOEA5PVKFq2cQMizmTjXWvHb04i62YxrqQFTuBnf/8vEfm01pWldNNtcuC9sN97xTcxcv5PBD85DrnT4mTNff++Csce/P5/8Oxbzou8Jkl5zFJfUrsqiy+9bASGZx8/5rt8I20h1qztV2fC0FQAAIABJREFUnW6sa+hHg0lLidmX5/ZOuDyL+UfeNPsjIEruwqOeRRQM+TdZrywhVNnM8g+uI75POSrRSnxYLY02NSVNXoRG16NUWDneFozNJiIaZChfrGfO+J007AtE3QhVoyHw2kqKdD6kDDtN/+ByjujCiHRrpnR1EuohTYiCnb8nbMGc2EXlZ72IXN2IogvU9TJSIyrI3R6L5/F2PJZnIQ8NpmBpGnGP1VH4sIKWyb0ID2pCUaMiyb2ah4Z/SfmaKP7e0BPnyktTMX+QP5BCvS8vt5zP6RfdzRTPkCGq1EiSwJ4OR3LE2NAUhP69KR3nCB2a3PsYd309hyVfjMHJzUhXl4pynQc+Tp30ca9irNuJX/4mXQHIfn7JOdLuP4cP4JbgdIySHS/RSKvdhEqQqLZpabMLVFtdiVTo6O9USqS6gVqzO0/22ILO5sRcnz2EKJpRYuNwQyh3z9rGBxOWct/1X7L47sXI42KQG21YfFwQdx91lFKafRgA+5BkBp0ws6W+F0UmP/ycdTx3YjzOnx3Aarl03LVz9flwwcCdbTTee75sTuSXd14UEfPnionMic/iT2E7uDPgG27xO0BGfQJyF8tlW8vfqw/3qsK9BGa7NpDz58WUtnjSZVfycMhXvF03kmvDCtEqTLR1aKjWuRHs3oZ7TAszAw+y4tQAjJEmdDE2wmPqkIt2NHILHsouzHY58c51PBf0BbZ6J/yddbRbnHhs40yodsIuCfzzy5UYh+hQp7SQ6l7KUzNXU36DO4avIqh62xWZxkL0pia8PfR0TNQjve5L+BOZHEt2kIqb3OHjnDSUHcDAi0PGTI0acvZHY7HLWa33ID7zVvw2q4idm037jX1w3aAl78nejE8ehW5KP77ccD5HvqzTi4DgVm4cnUXewI/x92pnkE8J13rloxAdLoudhl89e/s3jbOK98GyG1EJDj+uTpKxumkAjTbHU9TurjAqre4oBSvxTjVoRSM+8g7abGoKTf5oRBudJiXe8g5yDGEcaIuk2OzL21+tIOqVfErnw/zCIpS7A1hdlcX8wiKe+3AZseo6KjdEsOz4IE4UhBD1hKOC8xupay8a58LWcLyWZmJ1kujz8nzsOafwWZSJkNKLwFcyibnj8Ln5AEzLr2OM10k+XDsKOyLuYhfHusJgeBVebp2XbwGvWrh/PJwcsIptFfGcMQXgq9IRom6lqMkbm0nG/OhvOF0SSEuTC8/ljsNikDM2IY+J/Y/g5dTFKN/TvBq6EZVoRaswMtIlj3+1DiD0SxtlWyLIzozDK7GJ2CX1mLsUzFjyMFK+lrZyN8a45PH4NzcRsbQI3eYA7JnupEZUsP3zFNoP+SA/oOX2tz4HoOmedMSkBMI2NePppefWh7ZReKuaWeVDebox8dxcxqbkUDBrCTkdwbxeOBLFAS0uqw9g+CoCj91ldIQLNPVWoP4MEh/OvWAd1kVtR6sy0s+5jN1Ggb29NnCT+2FSnUqZ7HoUtWBBKfwmAlF+c1gXtZ1na8dy1OzJuw3XMtUrmxiFnhxDGP7ydtzFLtKdSkhVV+IsmohTNqEWrSSpK/i0vS8Pxe/k1fzRTNTmUtulxV/RxqKmIdQbtdzRK5MWmwunq/25pXAKaxtTWVw3nH0dMYyefQDJLjCp7zFO/cXBALeochjT8uvoe2QaQ+511F7bevdQMmpyULUITJizF8NXEfhnuSEdzsUyOgXz+DSKFp7PWrvDtR6jpMDsYeekIZg7VjzAqs+HId8dyPXBf0w//o/B74oP95fAsZQ1vNYSxe6l/ZHGt2C1yIh7uITX/zQJRY9OZsVns/J0Gven7mLp+rGEZnRR9ScbjQZnitx9GeJWwKtvTmfdvA7WFiST+EQ5jVuiUXQI1Fe746nRE3P7EUad1LP14WEMey2TyVn3MKZ3Hvkf+aJdZMOsFbk34GsePx2D89oDiMkJPN9nHM4POdERb8X75g56uteSn92P5TuuI+atTFb+B9fCoqCDFFr0FDT54PGBCx3drH1VRb4IL1soHnmhz/edtlCWrBqPYIMbpu1non8OgXIHIcohkw2QoRBsKAQ7WsFMouKqKH0Xqh+I4M1sPWDkFRyRAC+XHeTrzngmanP5uC2V/U2RPBi6E5skEq7o5I6SyQzyLsEmieh1aqafnIPbuELeJB6wUbIqkEGexXjK9Dyd8gVP75/IxKTjbDrcl5h52YhOTtx7aA/rK/vw8OAMhpWd4a36kby+8kby7lsM3dnlGZ99yISCsYS+m8u+3IE4bcnm0FPphGtzyVhxvn5an0PT8Zt4moyaHMY657MidiCtVmdOzVvMrPKheCq6SNJUXDz5n4grxUXwY/GHsHBF/4Lvff03/NmzmNQ7jtNap0WocKLk4XgECdQHnPnwq2H8X8oqslqjEON1tDxmYHBoCWarnN4uVfz98ETUE+tZvWMw/v9Wk58RjS1FR+gLBwn4Woa0sAPDVxFs7+lC2XRI1pQTMT2HCE0jQ32LMLuI2KY1M/forRg9REjvQ8dLJiS7gGAHryNyCvOD2PtOGpFrbXT0tFC2JomYPbfTY8V8Rp2+no2djmD0NxtGEHhzEUYPGSnDHBlhTn6dFI/8F3H7Zl0w5wfcK/jn7A+JGFPKhk2DONgeiVq0YkFGqkpBqkpBtdWdOIXz777yw7fxU+TobDbZt/FoeH/85O0YJZEARRuPh2/FX96BWrSyVR/L4+Fb2d9bycnOYGb3PsCowHzmFpYwLb+OxnvTuT9pNxZJxqNHb6KPqpJrE/O50eMIQRndPvzYCKpN7qxKXEGIoplnKm+gQu/B329fzUvNsURuvpuk1xx+W1elEZtOR4+nT2IfkowtsZOtZ/bx1/rz0aDHU1dT91A6D9X24/olf6WhzJM9NY7qv/uP9WBh4CEmaH4ch8b34qpL4Y+NJcFZlI5fRsGsJbw7Yylpo/NQjmxC1SKwuqk/VruIxSwnwKUDEQmzTcbO5nheTNnAxwkf4t+rnpmvfkH4yDI0O7TYBifR3Eukqs0dg0VB4XtpDE0o4FhXGK77fNg5fzAr9w2iZXwX+sPeBLyvxmfFYUonOuGqMvLCgI34ZXci3NCEJJdojxZYvPxtpvU7hDrLmanxx4hNL6VhcwiLY6IZE5hE7ktJ2M1mGoZbOFoTjDwshNAZBYy4/U4e7LnrojlrRQN3Bu0leHAl8/2/xi4JaEXTue//k4v3Kr4bZ326Rf/ue+7Y859Mo8bqilq0oMBGm82JLruSCS6FJCk7abw3nSFu+WTUxrOlMhFX0YBNEpk6fyc91ZUMdC4kJaSCt+pHMtX7EA8snI9m/UGCD7rQ9KKVrV+mMfHoXCotXgzyLGJuyF7+FRvKSJc8nhu2jv7THfG1bdOd0d0ykAhNI81/MRA+LYeUZy9mxDO7webTvUiflAMqO5HujhLpJZMucxmqn7BhdqVYxFcV7k9AkLyD67xyCda2c/P03RS2+1De7kF6RAkfRH1GvVHLmwmfcmZDDG+VjGB7ZyyCILGifCCnywNo7W1j9tJNWNxsTIs6yp2Rmci0Fvq7lRCsbKFzngd1/Z1Q+3Vhs8jwyrUz5c0vuTGnimlj9nGm3J/Hd0+hvr8zj8V+yaR+R5HkEveHDWL9mSQW3LOeL1YOItWzHLsK5H4Ooi3N+oOIyQlgB5NeReOIYJpn9qMhWUkvddUl5zrJuZPnIjeiEOzYEDDar7oOfg6KR/4L3QyHT/Qft6xied0QYpR1pKnseMk6UQhWjps9KbHKee8vb1Nj8SDWvQEnhYVmm5YBTiVk1MUTKm8nRtGBWmYhUNXOw8duxm9hJgNyrNztu4fHYr9k3qQvuSE8lyaLljx9IIsWTGXiqWaeKptIlLIBg02BfvoArBVVjHp0L+1WDW1NLlSvTwQJDj1+Iavd6bmLkZpV7N6ZhKu3HjeF4VJTvDz4nVq4gvQbCBhOSUmRDh8+/D/r/1Ik4T8E2w1ysjpj+Ff2IGakZPPpyb6E+TcD0NzpTEeTC67eeswWOdJJLc41EHVbAaUfxNA6ysiY2FO0mjVo5SaONwWhlFupKvAl5v6DFP5ff2Lud/AelK1Jwsu1k64MX3pMKUA33sJ1WWW8eXAU8c83Y/V1pSXBmeZ+NlSNMjxP22nqLWJXSAT1qaXDqOapuC946+FbUG3Opn3WQPQhAjYVWLQSRdOXXDS3apuOIJkja2inQYaraEQUJOySQKrq0hR+34Xve9wWBOHIpTLNLjd+DRn7MXI0bO7dqL7I5poTJg62hHODXw61FnfHH1y7iiWrxmP0sRPdq4rC00FMH3SARKcq3GVdHOsKx0/Rzsb6PjwT9jlP9xmBrb2d9yv2MSnnLl5M2EB2ZxR1Jlc6rSqGepzho8r+VOQG0i+tkCiXRor1PqS6l+Ep1/Pq6htxaoSYGQVo5GbiXGp51LPogvHW2fT4y1wYcnISI/3P4Kvo4B636h801++6/9917128QqSe1z30g9fyLA5+/MivIks/B1ct3J+BUU5WYtV1zEnbz/rCJJ5M2UpvD0dmUIhbGz0ia/gg6d/YT2lJGFGE3CjRNrgJaUozSpWFrSd70WR0prDDm7ajPtQe9ycirpbCd/vjdVzGbWcqqV+QTs/AWoK07Rh8QHeDDYL9ePPQSGQqG0V3BkBWDr7bStFUyDC72+m6pQ3BDm7xLdjsIl3HPXk4cxrXPJeFeXwabiuzCHoxE5sS3AovHbd7VtkC+Mt1eMpMeImmH61sr+LS2L30faofT2dvbxXX+Z5EZ1fTbHbBLMm5xfU0U6Z+g3d0MwargruH7EYtWnAWTZSbvbEjkNMZwnjfXA4Yolh4YivBB114pWEE1wSUcG/GbLa8MZQ7ffYy0vMU25sTadgVxI3XHiTRtQaTXc5dAXtosLjSaVex9LbFWEa20za4iQ6Lmh33XXPReM/WLXsheiMz3Q8x1jn/l10gSfrxrysAVxXuz8R0l1bi1TVo1GbezB/BidZAXBRmADotSp4snQQiBDi1EzGvAPP4NCaG5DIh8iTjeuZilwTUcivmQDM2ZzuVh4OJW9yGxRnsiMjMcOJAFF03CaibQT8kFquHhpjbjyA1qBgx6igR2Rrs/p50hdmIXnCAjnYNig4wmuXIRDuCHbRuBlafSqFypIyGz+MQkxNQxbXjv6n0kvP6Nom4VrChFUArXhWXy4mTDzgiQ17fPp5lpwexsyKGD0rSWdURz+otQ3AfX0hVqQ/JmjLi1TX4yHSEKZsIVrbgIjNxpiuAox1h2BDwU+mIdGpkz8oUYu49iPuKLD5vT6aPqpIGgzNBL2aSN9abgy3hlOi9UQg2xrkd56PSNJptzjyVuIVxee00GpwR9xy9aKxny+ZcowZ3UcBT/GVdS1d9uFfxnZjq0s7RfmuYGnkMF4WZk8fDySsJouakPwVVfpj8LRSmmMjd0oPyGyXydIFsKUtkiuchNHIL0v1aXh78GTKDyD0TvqQrwg2/hZksLhmKxRlcerRirW/AnK7DaeNBhH3HqXg2nSlDD/B1Rl++OhXPmTlaomJruKugjJj/s2LRQnJANVqFCY+0BoLd27CZZEiihLTTk6qnBHL7r2LL4S85ZHJkCP21Ppk5FddwwGS9IPIgVK7FV+aCl3iZqPeu4hwyanLosayNkCm5BN2Yh+f4AralhWCP6OKaEyaUDXLOGAP5656pWJBRY/FAKxo5o/OjyuBOQZsPX+h6s+ZEP/o7FTNhzt5z116d34/jphCeiNhK473plNwbjXVYDYM8i3EWzBzuimRhwmoqLV582dqTydpc1P9wVIJIeM+xabalS01C5q087nXeLeAlOuMqOv1yi/I7Tu29ugPCf2cb+28467t70jsfvPPZGOjMhqZ+WCWRrCM9kFkFGh5MR7BA3GvtxK6uR29RsrIxHY3cAu818ej+KbiXCHxSloLn5mzat8YwPKCAjumVlNwRiU+WG4Wn1Of6DB9STpxTLWZvKy+nr2NZbDitcwbydsd0ah8w0SO4jBP1gZgscm7tcYg9jdHER9Qwye84b308iUiPlnPXOusmiFHXUajrxeK64QwI++ayrc8fBT9lnex1sWzNWANAr4Xz8Thjw2njQSJnHGcvKsLIpGmCC94HFXzaJ40UbRnLYsOpfDqKkKEVtO3zI2lOOX9P20KjTcsI1zyy6U3No+l8nf4KR01++Mr0aBrtPLRgHc9ETuBFl/eos7oy0iWPNrsTvdSVhCiauTt0MF/VOMrInZrnsL4fXTaHoANGOJ/t+6vIwyXqm/4ucFXh/gKY5NxJkHwnHXY1va+tIrM5ipBrWqk3uqKcbEUm2LFKIgVtvhitcsRPvYj5MIuaDYlI27xpvcOL1nYD+94fQEeYDP2jBqZ4nGGvMY7ggy7sLY1C2Wrln01jkLubWBYbDoBNJdCYJBAfXEdebhgR8TVIr/qx6cFeNJd48urYVfzlqxmU3HvpMt1vfDqJcRMOkn8ZWZ+u4ocjd8Fixky5HePE/qg3dZdREkS2LUrHa1kmxcvgmyduJIhMjL425KIdRWor//jrnQx8MptvaqPwcOrir8UZVFpq2d4ZxcJFN+H7diamO0U+rU3hrYFryDGGkKouY1nTEEa759JH1cgdkb0vWZg0ZFsbHfEXV/L9xXGFWKw/FlcV7i8Eh9VoY4RTEXgWsbHTGbWHhbFODv8u3qfZ0qVGLVhwf9bAzSPn8bf4rWz2SuJ0nR/h78qZ+d5Gnt17AwlPtbFzZTxyLyPlT/Qg8ekqcisCSQqrptXoRMlrA5k6MpMvK1twW+eB60gjmmqRzigV0oNtNDe6MXnQIW5y1nHT5EvHTG7pUuOXXsNUj2y0Xmbgj5PM8FtCxmcOC3O44U4UXx1G7unB4WcWwzMwfuD12JRgHpvKcyM/47mc8aSGVDDk+T1UmT15LGYb2Z1RPHJyKlv6vs9mfRy6NAPK2QPpPfcEd/jsZZc+gZyOYAIDWqno8uDtlB5k1BgvqWxTnp2PbhpY/M2/8ipcOT7ZH4urCvdXwiTni4k9ziYO7DfKmZ/8DS99MRlJLiEP7KJ4uoJ33rqJ8XcdofFDLW23uhHtYmb++s94654ZxGSeQt/VhQIIHu/H5y2DGDf1AJuu68XhylAmT8ukzaIh0aWaB5J/WMqlVmFCIdhR/16f564gfP2ttNqz2JL1BQDDs+7i3z1C8Jqmocff6ln2z4kk3XcCva0H64/2Zd+YNxl7eB5dehXRsxwbYFUrIK7KgEx7kjHaXKZtuY8efzlxSUV7DhLYVBLBwc2/xBS/t98rJergx+LqptlvAIPUIhrRhORvRNkiYjHKmZW+n8n37mLLsd7k1AZSMz4Q24nTLNg3nZFv7uXM/yVQ9WQ6DEyicpSIuhnW7+qPzSJis4jUm1y523cPD7j/MGU7XmOk06LELgkYpati8VuGIsNRs2z44/vZUd+DB5/4lFu8s9hwqB8yvYz1ukTui9tD9Kyj1PzlvPN1kz6SfZ09mHXoDnwPimwr/v7KvoefWYzdyY7Z+uvbZVejFK7iF0WCuhpXNwPhC/OQV6lZV5yETLBza+oBzJ0KfN/JpOKzXjhpTWx6dTiLhq6E5A4srkqi/nSA1gQ7UQ9noT3gxIbBi/lX6F76KZU/agxfJ35Op6REZ1dy3Hw+bddeF/u9r6v4dSFzccTE1ptdcVaY8Ze3o7M7ETMvG6caEb1NjZdMT+GKfvScdIa04zZKViWzJs6f7T1dyB+8kgMvX5zscknYBBqKveh75HxByl9FDn6nUQpXFe5lwM8lxwFwFswk+1bh9aVA5MByjOWuHG8PYUNJb2LvPI7M0wMhV0tPvzqae8KDn96Jcrcryh1HKfp3X+zONgqXp3DsicX0Ul46ZOds+NdqvQeP1SexsDX8ojaVFi8skvyC9lfxy+GnyMzWgv0ULEtlf2UEGrmFY4ZwNIKD4yJ0UwMe8k4WPzAVsU1Bl1XBqj2DsLUqabt94CVdCO+0OcotrevU0mq/kIDGP0sAQUIp+/XoN3/PRSSvKtzfCBbVD0dvUVOtd6OixQPB30B+ky8mk4KS5/tT+G4Y4etbOJoVg9wgYFdKxE4rQNoegPaImti7Dp0jiwZ4vimOOysHXdDHv5oG89f6ZHQ2NevPJPFFXc//HAaHdRE02LTIkFBc5bj9zeKj4Ut5ptcXuMhN5OiCeSXKcS//mfERrx0dRZevnP5pZ5gbtIeYlZ3E3HcQ9w+zAIeCPWA6X9Z9mOYMkevnMkhdyzXZd13Qj9FDwOeQSFunE9edGffrTO6nZJldIT7f/6pwBUEIEQRhlyAIpwVByBMEYUH3cU9BELYLglDY/e7xrXMeFwShSBCEM4IgjPklJ/B7QYPRBX91B0argmjvJtLCyvGfdIqHknby9s0foHUxYsvNJ+qxbEKfzkRmFMhfF4v8XieCMhrPXWfc2OkABCpbcZUbmVU+lMjP72ZqyUhMdjl57f4c6IhElEm4q4z0OTSd28uHcH9NGjcVj8JLqafdpsGMDE/RQoX155e9/i9QXJWvH49d+gR2tcfhJDPTMLCN4o8dVIrLmwfT49EGrBqBDrOat6N70ND/wkq6PnIdB7uiKbPq0Nv/v73zDo+qShv470zLpHdSaAkhtIChi1GKAgYrKiC4FlQEYXddVtdVXJd13W91FRGXXVcEFntBBFRWpAiKIqFIi3QIIbQUQkivU873x52UIRNImZm0+3ue++TOueWcm3nnnTPveUsZ0TrBkbv/g14Ivhq8hLkX+tJtzXT6JD1A0fBiQjafwbDTh6kdtzfHo7Yp6mMNNwN/kFLuFUL4AnuEEN8CDwObpZSvCCHmAHOAZ4UQfYApQBwQCWwSQvSQUqrTpStwIjOUtSPWQeTPdPv2USjVEssuvuoTDART/HIQoUDB19H43pJC1PO28undu2FOSa26z9Hfe9N9xeOk3LsY/LKUxq4/8IfMgezJ6UxphR6zVcOgjmcJNxZwJj+Arck9WTz2XQgEvbAoZb41iiuQQQjOmAvponNS+WvHqPLVAG6c9hjfL/uvXa2x4G+NpL2cQNp6mL5+I9/2PU+FrVZk6H+Sqs7rs3iWLaghF/Cl+/cPc2DUYkzSggda9Jh4KmQXHUfm8u/Do4gNz+bUI1FMmbSFn4uiybN41TtpTVNoLSaChnLVGa6UMkNKude2XwgcAToC44H3bae9D9xl2x8PLJdSlkspTwEpwFBnD7wt0SfpAeIiM6tep459h9Q7l5L5+wTFEwEQZrDcOIiCHzqwIT2ZxEMFnF8dR+qD4Xb3ilynI/KH2tL6evheBgWfJco/l5wSb47khDHE5xQ7B6wk9c6lHC7rhFGYybN40VGbD0Clc5hROE5w4yRMqnzVn/6vzuK/i/8JVOfYBfjtcysZPOoIpgAL3/b1IWd6AojaH++u8/bZvU658T10aNELLVohCNMaCdQoStVs1hJgKOXOe5LQIIkw5GMUbrLrt9FFswb5ewghooABwE4gTEqZAYpSFkJ0sJ3WEajpb3LO1qZSByaTli+6b6zVnvzMIqLXPoauQyhHH1sENcxrTwWe4qlhp2AYxOfNIvwNZRaTF6MhZHS6w36OFoQxOvQoh9b2oLRPGVN8cquOzQ5Ms+0Vk2ZW7HsawIKkzE3CrMrX1dn/7CL2V9h/bDekJ/Pg6ZGcfqMnqQsXw90AyfCicrzn1oeImqwoZmtp7Ry2RbICL6FHh5bzllKidEqo97HhHwCwvtRAmVVPttmPzbm9edjvgsuer5J2O8OtRAjhA6wCfi+lLLjSqQ7aav37hBAzhBC7hRC7s7OzHVzSfrgx5oTD9u7fP0xwRAFr92+64vUmPyiarCS17vhKEh5j0xyeNzDgLOVWPWGjz3Fy9Lt13i9K50uhVYcJQUetL1GuNScAzpcv2z3bpIxN3f+I3evxJxL5Q8QGflq42OH5HruunHTIX2PEJC1YkQ7f63GeFfxS2oXp/hl82PWHxg+8vkjAKhu+tQLqNcMVQuhRPgwfSylX25qzhBARttlHBFD5tXcO6Fzj8k5ArSmXlHIJsASU5NCNHH+r4GpuPktw7MNordBSVOJR53UzziVwvsSf8iArGePMxH5WfSwxMp6SCcOIf24fb0buAuDj/UMZEHOWP0ZvcHi/NHMhGpTsYP4ac5Xd1tXJSlwhX9C6Zayu/7k1swfJQz+1aysbmclrSeP4OGqLXXvslofp9qt9hG0+C9viYYcyy620/VaaI8qliXIsHDNpGHSZ6/YJUxGxeh8yy6vzKbglmVGrerfqT328FASwDDgipVxQ49AaYKptfyrwVY32KUIIDyFENBAL7HLekNsPqYnLqCg2kJA8odax8ScSKTYb6O5zkRHXHiYiIpf8B6+rOn5ywXXoiyxsPRdT1RYcWsjp/EBW5zhOil8mNVjBHYtkl6PKVxPYkJ7MAL+zdm0HKkr5POFtXjy1h5OnwyjuVO2bLYb2sztXgwYvoXMYKLO1NIZ/5PTgrY47XTP4OmjPfrjXAw8CNwkh9tu2W4FXgLFCiBPAWNtrpJSHgBXAYWA98Jv2tILsbFITl2GVtX9Fm6UGX105CyN/5t0uW9l2zWr8P6x225Gh5aRNlnazIb3GisUqWNKpetX6QEUpO8rNHDUVoxcSoxAUSq1rH8oeH1T5ajKFFiPdv3+46rWXxkJXnZW5Ux8j9tHd/PQvxdyQ/kwCp2/ztftytmJFR/V7/k5BGJNTR/Pr89cy0usk311ohmhCN/vhCiH6CyF22ORvtxBiaI1jTnNDvKpJQUr5E47tZgCj67jmJeClJoxLxcbwA3dTVFZ75pGSFco5jwDopCjZPotm0ZlqRRq60QOrDhinvI7bfj9BPiWs7L8MRccprMwfzNHCcH4buZkATSlajZkAjVv1V5GUDr5RFFT5qicrvhxByvTqtJt7yzoSrsvn2+Xv0W39NBIjlfaOPxQhd/7FC56+AAAgAElEQVSivHgVLliK8BI6yqggUCjqwEOYOLMoFq8nDvHM6bv5Q1TtBV1X0wwz1nnAi1LKdbYv/HnAKGe7IaqRZi2c7HwfDg77xK4tIXkCBoOZ5KGf8kJ2HACe2WAdNRBdVFeGJZvx/3A7u16qjpefHLuXl2O/4Ncpk+3uNcLnKL18M1mbH4/GJuVldeo/lZZKt//YL7wO9zzPcKMSVZY6bhm6jorGrVS2lfZbK+ClMRCoqU7HeZ/vRX6c9yY7NvSlp28Wu4u7uechKmmMS1jTFbQEKg3V/lSvCzjVDVFVuC2cozd8WKstKX4Vgd5KzPuLoYcA6PXQEWLmHcWcdpod8Tq7mPnEiVM5UhjBozuncmZrF7t7fZE7CJPU8tnuISSVxGBBEKPzQaV1cbknS2XRx1t9DgPQ9ctLxO9TPu6VslEqy6mQknxrGaWyvOraIquynzTtdU4UdVAqmbgRJZeCbPAGhFR6pdi2GQ3o9vfAa0KIs8B84Dlbe0egpoG8SW6Iaj7cVkqvgGpfyAW50VxMyOWig/PmX4ohZbKRB3yyyArxIXebF89kDSBYX8izQSmsP9aHAV3P0b1bJifKwpnun+G+h1BxOZ20ipfLySFl6CIj8PupOodCmbTgrdFw0WLFgqSTVuKjMWLCiifgJfRMCXPvYlkVjUvJfPFKZdKFEJuAcAeHnkcxXz0ppVwlhLgXZSF3DA1wQ6wPqsJtAVzNzcZR6rvssupZ6Js/jSG2xkJ9zuMJgDKLeTroJEeGhSsz4dBD3Ka/hc4eOaSUKGV0pFVQYtYzJ2odu0ujnfA0Kq7kSrJyuZwkJE8gKX5VlRuYOT2DPcnXgs1CYEXiIwwE6/WUynIKrSZ8gNWF3XnIT8mjPMHb5bk0HCJckIxGSjmmzv6E+ACYbXv5OfBf23693RDrg6pwWykGjaXqg9Q7NofKeYvyc7HanDDjXALBhuqUe0atmTd2jcU/qAgif+bk6HeZlDqGPKsXzwaluPEJVFzJtfsmYkXY5VsASK1RYslL6PAQSlSZEt5rIcdazHT/DExSoHUQGuwWmidUNx0YCWwBbgIqjeJrgE+EEAtQFs2a5Iao2nBbKWUWHadevY7iicPweTcfYQvHvPwD9mNaDPPCquPnV8V8y3U9TlJ8KIj+PyuZxYpMhqocuCptg/xiT0ImnaNkghKBeOF3CRRNGVbn+TnWMkyy+ne8FUm5bK58yM2SnnE68LoQIhl4GZgBzndDVD9lrZSvYjeQODIerb8/eeejwKxYcHWxMVTOcJfmRzhcdBsWkEr3W7MJ0Ss/F41aM96acv6QOZDXw/e66xFUXMjRGz5kXN8HsOrh9P8l0O2Ti4gL1bXJyqUJT1Edxfi/olhu8j6Bb42pZeXstzlwt1uYzf11UB3HnOaGqM5wWylTT48AQFZUwPZkMp5O4OzcBM695sFtx28BqHMB7ImAM/jrSvjX/psAeKrTRgosRqKMjpbdVForaX8UXOqlwTcNTv2fB8XLfat+AV2uTKf7ZxCt86LENlP0EHpMzRlP0kYTkKszXDfg7HpPz2QNILPUl6zfx6EvguB3dxIxXwl6KL9jKGsXf3qVOyjZxlZ/cTMzu1/HuMBfMGpM9NI1ei1Axck0VWa6fTGDqK8s9Hl5Dz+sGESXiQcArlilV4OGs2ZfgjSl+GiU2e+WMsEoY+tQZq0BdYbbyphxLkGxyd50DqsOyoJAWqpnIjVjFvr+e9YV73Xj89vY8EscnfW5zDueyOaCONaWGF01dBU3kThxKql3L6FwdgFvRu4icl51BGLlDDd2y8MOr43VF5FnNaNBg0la2FjQz+F5LkWCsDZ8aw2oM9xWRmUehNK7riVifhIb0pMZcWIGvjtOY87IxLhmF4lr4sn6qjf6q3j0fLwtgT5xZ5m09reMHHSEIwXhvBJW9wxIpXWwYeX79E56gDtilKCYi7MSKOoMpmAzvsd0vJ1/kR6RWQ6v9dfoKZFmSmU5eqHlTyG7gGb4Em4lJoKGos5wm5nzlob7Ofbd8Su80kuq6lhZDAJzRnXFiLLx1xLxF4HVAO8VdHB4j7tTbqbXm7ms7bEOv04F9PDO4sDJTnxZfOXcqSqtAz/PMsotOvru+BUhi5IIOiTpuFFDr3uOM2/zbVieDXF4XYrJSrDGm0KrCQ2Cazb+xs0jt9FGKz6oCrcZeSuvEx21ShrER84Mv+K5NUuWHxz2Ceu//Iiev1ciDre9sZgN6clVafeMX+3k1PM6whck1Zmd//BPMRx91o9XL3XH710/lm2+Ea2nmSh9DucthRw1FTvjEVWcyNW+DG86dGfV/s4BKzFJDQeHfcKG9GS2v/Y2vpuOkHfDRabcsIPUexzfy1ejzG5H755BqTThe9DA8qJA5l6oXeHZlTQytLfFoyrcZuTXAeeq9ocH1B1B9GWxNy+fvY1uX86gd9IDJEbGE//aLNIn2y+saE+mk/mUUgMt+oErx78PHHkMT98yuhpy+M8/FzJzzCY6huShRWKS0EuvznRbEkXWMu7yVr4ErXXEverHnuaZrAHEz5/FewUdqpIRVWLJz+fEO4NZ89n1xC6qvUB6wVLEkkvXo0FD8rUfccykQ4zMRS/M/F+Hg85/qCvRRr0UVIXbTLyQHceeigo+L/Jnaxk86ufYpjbq0HieXvMgaStj6L0gmy4TD3DhiQQCUi3Isbl255pzcghfkIR5Uxc0nTvWuSK9vtTA4VU9Ebv9yDb7Mi9jHCapJb/UiFFY3FJSR6Vh+GiMmKQST1hXQELXXd509sih8Jpy/rbzdsIN9pWKzs5N4J1R72AxwtqkNbWu1wsN04KSsGIl31pGV105Bef93B/eK1FyKTR0awWoi2b1wNluXQB9Pc9xuDyScF0eaaYQhtt8YGM+fxy/Exo6vJlE0LZgLn4fycjxv7Dsvm1KoXAAkllV7Ovwg6Dx8kI35gxmYNicmbz0wlJGeypeDG/ldWL5ucHkr48gfIGy4DZs/0T0WgsVFh2ze3xPrF7NFOZsnCU/eqGjVJZXBSysLzWwqziGO/32sSpvMMnZkSzplMQTN7/j8Pqw3SaePfM43gbFW6FmiZ0jJguRWisxOh8yLUVoUEJ/B/Q75ZSxNwRB6zERNBRV4bqRF7LjyCj3J8EvBb0wsz6nr60OVXXAQfB+gdlTiQ46k1HIkd8ucnivlPIwqKFwbxt6K3Aea0kJQqdHmk1cioNn583A4+4sTCs6cHGwld4Lczj3p3KSbR+2Hf1XuvCJVZqKSZrRCg0aNORaS+zy1g40XOK7gjimfPgkR6ctsvvZf6CilH6G6rI6iZHxaEdbCZh6Fu0TXohesXT/9DpS7nubn8qMJJd1IcHrBB201akdQQkFbxZUhavSFD4uDMJLW06hyagEGRgyOONrv1KcGBlP3j8EXn1yOTpk+RXvd3mimYujuxC8xwfLwWMU3zkQr9U7iV2aRdaN4WTn+RBaIum8XpL6qw6kjnWsxFVaFrnWEvw1RjRoKJcmO2Xbe8ksNP0KOHTdx8ybtq/Wtf4as93r9C/iKCmSyCMd6ffWaa7xP8/q0H1sK9OypbAvProyhnm0IHWgKlyVxjL3Ql/6e58mwSuFeM8zjPOsAIz0D1YWygb9bRbhX6WyIX0DNTN91Zd+b8yiS1IWF/6pJeTPfSgJ03LxxQSiVucxdMZekuf3x+ezHVeMMlJpWRRZy6qULVSH4h6oKOWCxYcjM678pVmzCOjC3CgCvUvo2yGTc693Z9DwM+SbPdldruXH4l7uXxC7GpU23DaIumjmYuZkxXO8KAyDsPDssQm8lHKb3fGYlY8TeKyctXscly6vDweeXITUaenwBwmHU/E5b0ZqIP1FWJfcD5/PdnD74dyr30ilRVBkLQOgxFrBBUtRVfsjZ4bzbXGfKpt8fZkdmIavoZybgo6QPaUUH20ZdwTs4/2LN/C/c80QSVYP2qpbmDrDdQHjTyQyJPB0VWkSo9bEeVMgwZ7FHE+KhhoyrivUsOljx4sc9WHa2evJSNSBzOLs9Di63l6EcdQuJv3Nwp6RQYTn53PqlQSeCFDNCC2dShutVijx2WXSgq+mOsnM5NCd9NHnAA3zIum2ZjoRUTmszhyAxazlHt9feCXzZv4WsZHwTi10kbSVKNCGoipcJ7G1DP54dCKr+r3Lk5038k1+fxbmRvH5gYHc3ucgM/3Pc6I0jHN9/em+4nHCdkDGDZLUR5qmCLcc60H3vL1kPpmAMUdy+EwEfk9E88kPVk4eWWw7SzUltFTKpYlyacZP44m/RgmhzbJUEKXzxVMoi2aVZgSL1NiZCurLJ4mL+DRHKYv+VJeNTD7wCDsHrKRm9eaWRevxq20oV1W4Qoh3gNuBC1LKvra2IOAzIApIA+6VUubajj0HTAMswO+klI3/rewmmuK2Mzt9COEe+RwsjOS1XisptGoYZZSMMioLGbPHvFt17uvheyF8LwwG7m1cf3Mv9LWzufXonIUmrAOdVqRx5PnOxD60t9XZatuKjDVUjsqlEj7rp1G8CSrttTX9oPVCRz+DDuVR62dKuG3wONbuXg/ADb97nP5z9nE4N5zxkb8w1tPM2AEt3DNF0n4VLvAe8CbwQY22OcBmKeUrQog5ttfPOruGe0tl2P6JXMjy58/XfU2kMZfFe0aQOrbSLOA4QqshtagqudzX9tVL3Vl9Mp4tWbFs7fcFALnvdiEwbx89tlkp/VNkncr2anXTmpn3aEcydsFSRKDGiAaBXtT9EXT0njmSlduO38LaHusA6PHjQ3i+ZaLXf2dx9LFFeK/cwfnfhbG05yeEaXRcnoimxcpFe100k1L+CFy6rHk88L5t/33grhrtTqvh3hK5dt9EAj1L+GTUYjrrc3g2KKWGsnUupysUt7HKPAqrT/fHoDeTvSuc6K+nM+CVWVzqLbCWl7F+42DS7tS6ZByupj3JWKksp4PWB73QXVHZNoSjyV2q9s35HnzU/x0Sb93N/Wmj+EvqPkYFH+eHkhgyLOYr3KVl0VYXzRrrpRAmpcwAsP2tTEnl1BruLY238jqxc8BK1vX8hmEeOsZ6uk6AHzw9kosmXxbkRjPEQ1k42TlgJfmXfDD5WfE/rCO/fwXRzyVx5sUEov6UROeNrUPo6kmbk7HLy9o4g79f7MVLt6zgTxeuASD1jqWszB9MqKGQccEH+VvaHXwybxwv/XyrGkXYAnD2olm9a7gLIWZgK9TWpUsXR6e0GK5ZMIvXZy2lm4fjzFvO5h85PTBozLzc4Zdax2If3o15zGB0m3YTvEn5v4XvMtNnj46vv2+dM9wG0upkLM1cSEetp0tqhEV7XGCKTy5TfKrd/nJM3nhozKw8NYaEyFP87m8rCNBIWu4imQNayYy1oTR2hpslhIgAsP2t1ET1ruEupVwipRwspRwcGhrayGG4lo8Lg/i8yJ+5Mz5hrKfZFrDgeroYLpJe4l+rfcSvZ6CN60HmtQbO/DWBBzvtBKDnCwfZ9uYQTvzqbbeMz020ehkrsJZSLk100Xk7zXxwOasv1K576KU1McTnFMviP+BG/6PkWDzZXxHkkv5dggSssuFbK6CxUrAGmAq8Yvv7VY12p9VwdxYNXT0edWg8D3feXmcuWVeP4e/LJ3Nkur272CNnhuP55U5SlscT+qWV25//nlc/m8CRdNt5L2132lhbCC1Sxur7PpqkGR+NR5Xngav6ujzXwQlTEeP995BuDuSSxQujxsT1Rg3gnsmCc2jfbmGfAqOAECHEOeAFlA/BCiHENOAMMAmUGu5CiMoa7maaWMO9OXjw9EisUjhV2TaE4QfuJmFcbVNCSn4IbAjB90tv7p27jtmBaTw3vXqFucWuNteDtiZjlflqm6Js60OfpAc4nPCRXduOsigsUkOwrsi2xqCsM7Q6+WivCldKeV8dh0bXcb7Tari7m+VFgRg0Zn7s+2WzjcGoM7Gs8za7MU3xycX33hwsfaLw8Cpn6bEEZg9La7YxOpu2JGOV2b1cZUKoSeeJB6qMKT3fm4XvNTk8FrONjvpcnv5sKnc0MaimWWmvCrc9cNvxWziXF0Dy0E+Z4rPt6hc4gSczBnGxwofMEl86eeej11got+j4tvfXgFIu5bu4NUzxyaXHjw/RXXuGoq6eZN1ezsToQ24Zo0rDKJXl6NC6ZGY7/InHyY/ScMOUvfwhbDMmKdiQnlyV1/bYw4tYkBuNr6aUfoYsvn7gNVrVIllNKm24bRBV4QIns0OoyDHS/+cp7L9KWkRn8UbEnjqPfVgYQrml+q25o8dBticOITPRhO9eT87HBPDb9KH8nNXFFqKp0tzkWIsJ1HhSZC13yex2678X13hVrUi1AQEAfFuqI9HnEAasWBCEabU8kzWAeWG1Uze2fCTIthn5oGYLAyb32MuTIzawf8hyYlY+3tzDwSS1BBlLmHuhLx8XBrHjQhQFXTWM7HUCzahLZJb4si09GqtDDymV5iBY480tkQPw03hy0lx09QucxP07D7CtzMqLc6bhLSyEaDV4C9AgeC7UPb/WXEIbrWmmznCBF0Orf6KfnLiYmM8f5+SkxYw/kQjAweQoPLI1dBx1FoPWgk5Yucb/PHf67yNSV1ZVeddZ+GtLGBJ0mht9jjB1yzRi3reS8Ug55/8YQ59X0yiz6Ek5FY4uVwcDnNq1ShOoDKuO0fmQkDyBpPhVdNswjWeGrcdbU06kLpdn5s9AXyyZM/dD4gxZTQpGOGkuIs6jjJ56wSevzyfLYiRCC1YqyLKa0SMJbI1TKtWk0L44OUn5+fZVrC0nSmxdZ+ptm/NYkBvNtkvdWRXzLbPTh+AfUkRebBDXxh7j08++qzpvWOFECgKMV7iTSnOSFL8KgNTEZXbte+bWXMhqmo1Vi6SnXjDxxF38tesaLAhM0kywxptgjZLusdXSSmasDaVdKNyrucS4okhkY3kq8BRny4JISJ6AUWfizq4HyZvpRZHFYHeeWouseWhMEiJXEaXz5fMif/z05fTUm8m2WrhklfjY0jzWLMnT6mijCrc1/uBocZwxO7eM9P+O9sPXowyz1NDJcImunhdJWn+NU/tQaf0cMpWQ6JXJPzp/hV5o6KI1NipfbsujEfbbVqKg28UM19U4S8gTkidQYdGScuN7APTc+hD/SL2dwGQdR+a2Yp9KFYcM3nsvuweuaNS1nxf546s1EKevIM9aSJm0sLfcq8Hld1okErCqXgoqDnjw9Ein3OfafRNJil9V9QEcvPdeZvf7Du+wYu7/7Xqn9KHSsljYp3EuiCMO3sUkn3zGeVYw/1IMoVoDWgQjjOVOHmEz0kZnuKrCbQJbygRpBU1PCtJ9+cxa/rQ5GX5cMvvwdvxHJHidaHIfKi2LR84MJ8/acBvrwtwou0jIp4NOYpEST6GnQKoKt6WjKtx6cNOhO4nbfj+gJLaZlDoGgNm/TKmqvNBYRhy8i5QptbN8RXa+RIHFEysafiru2aQ+VJqX7stnKn9XPM6C3GgApnb4idu8yhp0n+VFgQz2TLVrO2EqworEisTLDeHE7qERmcJaiRtZW3mHrkhTV4+/i1tTte9vKONgZjgDcycT6Z/v8PxpZ69nd0YXOgXkYZWCByJ3cL+vfUGDJzMGkXypIyUVhlrXjz58B0adiVUH+3Pr9ft5Ouhkk8av4jwaKkvDnp1JyqvKF2rKvYvJsRZzxmxl+cWbGdXJPsNbmrkQvYADFcGcKA/niYAzVcfmX4phjM8h+hvsXQGLpY5sq5lOWp3Tk5s3GxKkGmnW/vjbxd52r+84Pg6rFIyOOs7wiFTW9fzG7vgzWQO4/pd7KDIZ6ROaxdoe61jX85tayhag1GLgu7g1DhdNzl8KYG63rzGkGnl03XTnPpSKW9nxavWvl21lVsqklVCtgbdrKNttZVZyrSVsK+1KR60v4zwr7JQtQKLPwVrKFiBUayLPaqBEmlz3ECpOo13McBvDkxmD7PId3HfqJjKLfRnf+QB/Djlqd+6Ek2NJzQ3i/m676eafw4ddf7jivQfsnkzxoSCYWv2hO2EqwoLgn1lj8DCYmbnnAabesxm9aAOrzipkWoq43ugD2Hu0HKgopZ8BviruwoO+Fx1eOzt9CF09L9LPcKqqbWsZDPZQbLaxOgsmx0UvWi+txETQUNQZrgP+kdMDk7QvV3Pg654U7wqppWwBxoUcRH4XhElqr6psn8kawPy4lRyfWu3mNWD3ZL4p6ksvvTdvd9pO8tBPQcKq0/05VBTpnIdScSs9tz5k9/pQRe0KHhNOjsWC4IRZW6ey3VImmBW6hacCFWU7+vAdXP/U4ww3gqfwwFfoKLRFl7Up2uiimTrDdcBzwcf5X4n9CnJJzwp6ds2ode7k1NFklPhS0M/Ec8FXjmibdvZ6vt8bx7zx1RmcXr3UnX2DP6t1bu/wLJJPdeKH072hy9ZGPolKc3Fs+AeMPnwHm/v8DwCjMFFzftP3X7Mo6yAxddJWFQm9nPcKOhCgLWaUUVEmifc8xObVH8CC6nP8NJ6km4rJEcVtR+lKqfrhtkXWlxrYVmZleVEgAP8r8aLXf2cBcKwswu5cobXSwVg7C1ScXzrnzgfjeUrPkLmzGLJvUp39fb+rL73/eor4XUq+7YW5UTwblALYfiLuvZeBf59Fr3dmEeubTURYHh27ZzvlWVVcx7/zurAwN4pbjt3KM1kDSIyMB+DSmk5V51zuAnbwd4uYfvMmAjTlrC0xMnrqtFr3/eDsMGIN2SzMjQJgw+oPAKX673lLIWnmQg5UlOIlrG1H2VbSRme47UrhXrAUcd6ihOFuK7MyzrOC642aqoqnd3iVcPQx5ad+V0P1T7xuq2cQ/J0H73f9sdY9N2X2xOhbjsUD/E5X8POAz6vcxi4ndcJispYFUnLCn1XFvlzrlcKEk2Pp/tlMvi/qzaSovUyatZmp4zejExYyTgc32e1MxTVcsFR/+T4RcIbZgWms6/kN88L2VWUN2zdHkaUPC0NYnn1trXt819ebCK2OPIsXm99fxuAXZ9kdz1/VkTi9Fzd4H2fq6RGUynKOmoopkSb8hZ4QjZ5InZVy2fbSdEqrtcFba6BdmRQ6aKuzMymF9aqJ/no6Pid1/ObhNcz/5g5S7nubbhun4XHaQK+FRzgzo/fltwOgb2AGb/XdyZhFjzJ/2VuAkc+7bWJBbnSV3Q3gumdmsn3e2+weuILYwqlkm/1IKowl2KMYGVzOe7sT0GUZMAWbGdonlU5euXToXF36utXVpGrj1JSlmlz3zEw+ffk1Hpn1FBVP5FDwXRjeo7JZFvcBUD3LrazU8HO5lhKr4s7lkWevNELeToK/QLi2nH933oBFCrrqdKRbTJikJEbngQc68kS1P2/bkJPWM2NtKO1qhlsXMZse4dTtS/E9K5npf56U+xRXntSblzFtwka+ObgFjRni/lM9A+m381cAvNVRKVWePquCiV/Orjq+LjMOgFt73kBiZDzb51W7B03qvY8P0obx88UuLOmUxMkx75I6bhnHpy7i1O1L+azbZkotejUjWCviuj8qwQ1+H20nSufL90uXsu2a1RTHmNnRfyV7y7pUnTvjXELVLHiIh56BnqcB2PaGkos5MTK+SiED+AodPhoPfDRGPIUHMTofeumV0ut6oSNG10pL6dRFZT7cNhj40G4V7vKiQBbmRnF/2ihOjnmX+9NGETbTPorn1Uvdq4IOvDMlOlt60W7rHuO2qENVtjqAwwkfERt/loF/V5SyYaqVz4v8+ebYT1UfnEpe7vALnvoKnor+lvmXYhyOr1KRq7R8rv/lHvw+Vlz8SiYMszuWesdSAF5bqtj2Py4M4tHQH+1kx09UEPuJLRpt9g42pCfbyYyfxpOLlhImpzqsqdk2kdaGb60Al5kUhBDjgIWAFvivlPIVV/XVEI6aiuml97bZbXMhMI3bjt9CB2MRH3ffaHdu5YIWQOE9BfQMzabbusdIveW/SmO6UoDySFoknr5lBH/kTcSuNHpFzMLnVpjkYx8YURPj41qe+vOUWgmqVepHS5KvbdeshnQY8esZhDxVbUYasHtylQdKz7tOMP9SDCteH8uul95mQ3oyL2THkXQxmrQLwXR7ejuJT8fX+nKu5LvSzm55lpaABKSbZ6xCiEnAX4HewFAp5e4ax54DpgEW4HdSyg229kHAe4An8A0wW8or20JcMsMVQmiB/wC3AH2A+4QQfVzRV0Pppa+9mjsw4CxPR2yo85o5WfGUFBoZGniqWtnaMI9KR5dpYGbvraTfoGH0xqNEfV3E7r9eOZ3i2q1fqsq2kbRE+YrZ/AgXHyjhixpf2pXK9smMQQwOSGPpVzez66Vq09LKlP78NXoNXZdouf6XijqVLcAUn1w+67bZdQ/QkpCyOWa4B4F7ALuVcZtcTQHigHHAWzb5A1gEzECpCRNrO35FXGVSGAqkSClTpZQVwHJgvIv6ajI3+x0kTl935qZXwpKhSMdHH461a4/fdR8aDyPRc5J4Y8dYdJ2LeSrwFOu/+NDVQ27vtDj5euXa1RxO+MjhsTci9rApqxfBAy9UtU09PQKLRcPfT9/OI29/yV9CjrhrqK0CaZUN3prUn5RHpJTHHBwaDyyXUpZLKU8BKcBQIUQE4Cel3G6b1X4A3HW1flylcDsCZ2u8Pmdra5EMr0dpsLfGvUdJpJUxDz7KjHMJ9Fo2Cx9jOdbyMlL+NYzUccs4eoOqaN1Ei5OvST6OExlVohl9Ft9bFBPVpNQxxHpf4OgNH6KZYnKYa6Pd03JsuHXJWkfb/uXtV8RVNlxHjoF2X0FCiBko03GAciHEQReNpT6EAI5jK+14mjTg+03Kq6ostU+sRPuEq/t3qa9lPZ/fJXRtxDVXlS9oaTKmSIs2QtlfDbxga9dG1HmRI67yXrUqn1yH730huRs2yZUhjbifUQixu8brJVLKJZUvhBCbgHAH1z0vpfyqjnvWJWv1kh9CndoAAANhSURBVMHLcZXCPQfUtPJ3AtJrnmD7RywBEELsllIOdtFYroraf/P23wiuKl/QsmTMWbSV57gSUsqr2kIbeV/HEUlXpi5ZO2fbv7z9irjKpPAzECuEiBZCGFCMzmuuco2KSn1R5UvFXawBpgghPIQQ0SiLY7uklBlAoRBimBBCAA8Bdc2Sq3DJDFdKaRZC/BbYgOK2846U8pAr+lJpf6jypeJshBB3A/8GQoG1Qoj9UspEKeUhIcQK4DBgBn4jpazMmTqLarewdbbtyv1cxW3MLQghZtS0taj9t6/+3UFbeca28hztlRahcFVUVFTaA+02tFdFRUXF3TS7whVCjBNCHBNCpAgh5rioj3eEEBdqugUJIYKEEN8KIU7Y/gbWOPacbTzHhBCJTey7sxDieyHEESHEISHEbDf3bxRC7BJCJNv6f9Gd/Tc37pAvZ9Lc8qLiYqSUzbahLHicBLoBBiAZ6OOCfkYAA4GDNdrmAXNs+3OAV237fWzj8ACibePTNqHvCGCgbd8XOG7rw139C8DHtq8HdgLD3NV/e5AvJ4+5WeVF3Vy7NfcM1y0hmlLKH4HLw3nGA+/b9t+nOizPYShfE/rOkFLute0XAkdQIlLc1b+UUlZmy9bbNumu/puZFhcCfDWaW15UXEtzK9zmDNEMk4ovHba/HVw9JiFEFDAAZZbptv6FEFohxH7gAvCtlNKt/TcjrfpZmkteVFxHcyvcRoXHuRiXjEkI4QOsAn4vpSxwZ/9SSouUsj9KNMxQIURfd/bfjLTaZ2lOeVFxHc2tcOsVoukismwZf7D9rUzl5PQxCSH0KB+ej6WUq93dfyVSyjxgC0oaObf33wy0ymdpKfKi4nyaW+E2Z4jmGmCqbX8q1WF5DkP5GtuJLexvGXBESlmjwLXb+g8VQgTY9j2BMcBRd/XfzLS6EODmlhcVF9Pcq3bArSgrsSdRsva4oo9PgQzAhDIjmAYEA5tR0jhtBoJqnP+8bTzHgFua2PcNKD/xfgH227Zb3dj/NcA+W/8Hgb/Y2t3Sf3Nv7pAvJ4+3WeVF3Vy7qZFmKioqKm6iuU0KKioqKu0GVeGqqKiouAlV4aqoqKi4CVXhqqioqLgJVeGqqKiouAlV4aqoqKi4CVXhqqioqLgJVeGqqKiouIn/B1U0inDgvAOcAAAAAElFTkSuQmCC\n",
"text/plain": [
"