{ "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
pathst_0t_n
0/data/eolson/results/MEOPAR/SS36runs/GrahamRun...2015-04-012015-04-11
1/data/eolson/results/MEOPAR/SS36runs/GrahamRun...2015-04-112015-04-21
2/data/eolson/results/MEOPAR/SS36runs/GrahamRun...2015-04-212015-05-01
\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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
pathst_0t_n
0/data/eolson/results/MEOPAR/SS36runs/GrahamRun...2015-04-012015-04-11
1/data/eolson/results/MEOPAR/SS36runs/GrahamRun...2015-04-112015-04-21
2/data/eolson/results/MEOPAR/SS36runs/GrahamRun...2015-04-212015-05-01
\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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
pathst_0t_n
0/data/eolson/results/MEOPAR/SS36runs/GrahamRun...2015-04-012015-04-11
1/data/eolson/results/MEOPAR/SS36runs/GrahamRun...2015-04-112015-04-21
2/data/eolson/results/MEOPAR/SS36runs/GrahamRun...2015-04-212015-05-01
\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": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,2,figsize=(5,5))\n", "with nc.Dataset(fDlist.paths[0]) as ff:\n", " m=ax[0].pcolormesh(ff.variables['BFX_PON'][0,:,:],vmin=-100,vmax=0)\n", " ax[1].pcolormesh(ff.variables['BFX_DIAT'][0,:,:],vmin=-100,vmax=0)\n", "fig.colorbar(m)" ] }, { "cell_type": "code", "execution_count": 14, "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', 'DIAT_E3TSNAP'])\n", "Min/Max:\n", "NO3_E3TSNAP : 0.0 899.2107\n", "DIAT_E3TSNAP : 0.0 46.156677\n" ] } ], "source": [ "with nc.Dataset(fSlist.paths[0]) as ff:\n", " checkall(ff)" ] }, { "cell_type": "code", "execution_count": 15, "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_DIAT', 'RDN_NO3', 'RDN_DIAT'])\n", "Min/Max:\n", "RDB_NO3 : 0.0 0.0\n", "RDB_DIAT : 0.0 0.10537138\n", "RDN_NO3 : 0.0 0.0\n", "RDN_DIAT : 0.0 1.054423\n" ] } ], "source": [ "with nc.Dataset(fRlist.paths[0]) as ff:\n", " checkall(ff)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "rivNO3Sum=list(); rivDIATSum=list(); nitrSum=list(); prdNO3Sum=list(); \n", "\n", "radSum=list();\n", "for i,r in fPlist.iterrows():\n", " with nc.Dataset(r['paths']) as f:\n", " if r['t_n']<(te+dt.timedelta(days=1)):\n", " rivNO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['RIV_NO3'][:,:,:,:],3),2),1))\n", " rivDIATSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['RIV_DIAT'][:,:,:,:],3),2),1))\n", " nitrSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['REM_NO3'][:,:,:,:],3),2),1))\n", " prdNO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['PRD_NO3'][:,:,:,:],3),2),1))\n", " else:\n", " iiend=(te-r['t_0']).days+1\n", " rivNO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['RIV_NO3'][:iiend,:,:,:],3),2),1))\n", " rivDIATSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['RIV_DIAT'][:iiend,:,:,:],3),2),1))\n", " nitrSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['REM_NO3'][:iiend,:,:,:],3),2),1))\n", " prdNO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['PRD_NO3'][:iiend,:,:,:],3),2),1))\n", "rivNO3Sum=np.concatenate(rivNO3Sum,axis=0)\n", "rivDIATSum=np.concatenate(rivDIATSum,axis=0)\n", "nitrSum=np.concatenate(nitrSum,axis=0)\n", "prdNO3Sum=np.concatenate(prdNO3Sum,axis=0)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "radNO3Sum=list();radDIATSum=list(); \n", "for i,r in fRlist.iterrows():\n", " with nc.Dataset(r['paths']) as f:\n", " if r['t_n']<(te+dt.timedelta(days=1)):\n", " radNO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*(f.variables['RDB_NO3'][:,:,:,:]+\\\n", " f.variables['RDN_NO3'][:,:,:,:]),3),2),1))\n", " radDIATSum.append(np.sum(np.sum(np.sum(tmaskSOG*(f.variables['RDB_DIAT'][:,:,:,:]+\\\n", " f.variables['RDN_DIAT'][:,:,:,:]),3),2),1))\n", " else:\n", " iiend=(te-r['t_0']).days+1\n", " radNO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*(f.variables['RDB_NO3'][:iiend,:,:,:]+\\\n", " f.variables['RDN_NO3'][:iiend,:,:,:]),3),2),1))\n", " radDIATSum.append(np.sum(np.sum(np.sum(tmaskSOG*(f.variables['RDB_DIAT'][:iiend,:,:,:]+\\\n", " f.variables['RDN_DIAT'][:iiend,:,:,:]),3),2),1))\n", "radNO3Sum=np.concatenate(radNO3Sum,axis=0)\n", "radDIATSum=np.concatenate(radDIATSum,axis=0)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "ATFNO3Sum=list(); ATFDIATSum=list(); \n", "BFXPONSum=list(); BFXDIATSum=list();\n", "for i,r in fDlist.iterrows():\n", " with nc.Dataset(r['paths']) as f:\n", " if r['t_n']<(te+dt.timedelta(days=1)):\n", " ATFNO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['ATF_NO3'][:,:,:,:],3),2),1))\n", " ATFDIATSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['ATF_DIAT'][:,:,:,:],3),2),1))\n", " BFXPONSum.append(np.sum(np.sum(tmaskSOG[:,0,:,:]*f.variables['BFX_PON'][:,:,:],2),1))\n", " BFXDIATSum.append(np.sum(np.sum(tmaskSOG[:,0,:,:]*f.variables['BFX_DIAT'][:,:,:],2),1))\n", " else:\n", " iiend=(te-r['t_0']).days+1\n", " ATFNO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['ATF_NO3'][:iiend,:,:,:],3),2),1))\n", " ATFDIATSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['ATF_DIAT'][:iiend,:,:,:],3),2),1))\n", " BFXPONSum.append(np.sum(np.sum(tmaskSOG[:,0,:,:]*f.variables['BFX_PON'][:iiend,:,:],2),1))\n", " BFXDIATSum.append(np.sum(np.sum(tmaskSOG[:,0,:,:]*f.variables['BFX_DIAT'][:iiend,:,:],2),1))\n", "ATFNO3Sum=np.concatenate(ATFNO3Sum,axis=0)\n", "ATFDIATSum=np.concatenate(ATFDIATSum,axis=0)\n", "BFXPONSum=np.concatenate(BFXPONSum,axis=0)\n", "BFXDIATSum=np.concatenate(BFXDIATSum,axis=0)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "NO3Sum=list(); DIATSum=list(); \n", "for i,r in fSlist.iterrows():\n", " with nc.Dataset(r['paths']) as f:\n", " if r['t_n']<(te+dt.timedelta(days=1)):\n", " NO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*f.variables['NO3_E3TSNAP'][:,:,:,:],3),2),1))\n", " DIATSum.append(np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*f.variables['DIAT_E3TSNAP'][:,:,:,:],3),2),1))\n", " else:\n", " iiend=(te-r['t_0']).days+1\n", " NO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*f.variables['NO3_E3TSNAP'][:iiend,:,:,:],3),2),1))\n", " DIATSum.append(np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*f.variables['DIAT_E3TSNAP'][:iiend,:,:,:],3),2),1))\n", "NO3Sum=np.concatenate(NO3Sum,axis=0)\n", "DIATSum=np.concatenate(DIATSum,axis=0)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "NO3diff=(NO3Sum[1:]-NO3Sum[:-1])/(24*3600)\n", "DIATdiff=(DIATSum[1:]-DIATSum[:-1])/(24*3600)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'DIAT')" ] }, "execution_count": 21, "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,len(NO3diff)+1),NO3diff,'k-',label='no3diff')\n", "ax[0].plot(range(0,len(prdNO3Sum)),prdNO3Sum+nitrSum+ATFNO3Sum+rivNO3Sum,'g--',label='local trend no3')\n", "ax[0].legend()\n", "ax[0].set_title('NO3')\n", "ax[1].plot(range(1,len(DIATdiff)+1),DIATdiff,'k-',label='DIATdiff')\n", "ax[1].plot(range(0,len(ATFDIATSum)),ATFDIATSum+rivDIATSum+BFXDIATSum,'g--',label='afilt+riv diat')\n", "ax[1].legend()\n", "ax[1].set_title('DIAT')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "varsXr={'ATNO3':'ATX_NO3', 'ATDIAT':'ATX_DIAT', \n", " 'DTNO3':'DTX_NO3', 'DTDIAT':'DTX_DIAT'}\n", "varsYr={'ATNO3':'ATY_NO3', 'ATDIAT':'ATY_DIAT', \n", " 'DTNO3':'DTY_NO3', 'DTDIAT':'DTY_DIAT'}\n", "varsX = {v: k for k, v in varsXr.items()}\n", "varsY = {v: k for k, v in varsYr.items()}\n", "locs=('mal','har','sjc','ros','dis','sut')\n", "dirs={'mal':-1,'har':1,'sjc':1,'ros':1,'dis':-1,'sut':-1} # in or out of domain\n", "transps=dict();\n", "fnames={'mal':'Malaspina_U','har':'Haro_V','sjc':'SJC_V','ros':'Rosario_V','dis':'Discovery_V','sut':'Sutil_V'}\n", "for iloc in locs:\n", " transps[iloc]=dict()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ATX_NO3 ATNO3\n", "ATX_DIAT ATDIAT\n", "DTX_NO3 DTNO3\n", "DTX_DIAT DTDIAT\n" ] } ], "source": [ "for ivar, inam in varsX.items():\n", " print(ivar,inam)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# x-dir\n", "iloc='mal'\n", "flist=et.index_model_files_flex(idir,'Malaspina_U','1d','long',ts,te)\n", "vls=dict()\n", "for inam in varsX.values():\n", " vls[inam]=list()\n", "for i,r in flist.iterrows():\n", " with nc.Dataset(r['paths']) as f:\n", " if r['t_n']<(te+dt.timedelta(days=1)):\n", " for ivar, inam in varsX.items():\n", " vls[inam].append(np.sum(np.sum(f.variables[ivar][:,:,:,0],2),1))\n", " else:\n", " iiend=(te-r['t_0']).days+1\n", " for ivar, inam in varsX.items():\n", " vls[inam].append(np.sum(np.sum(f.variables[ivar][:iiend,:,:,0],2),1))\n", "for inam in varsX.values():\n", " transps[iloc][inam]=dirs[iloc]*np.concatenate(vls[inam],axis=0)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "for iloc in ('har','sjc','ros','dis','sut'): # y-dir\n", " flist=et.index_model_files_flex(idir,fnames[iloc],'1d','long',ts,te)\n", " vls=dict()\n", " for inam in varsY.values():\n", " vls[inam]=list()\n", " for i,r in flist.iterrows():\n", " with nc.Dataset(r['paths']) as f:\n", " if r['t_n']<(te+dt.timedelta(days=1)):\n", " for ivar, inam in varsY.items():\n", " vls[inam].append(np.sum(np.sum(f.variables[ivar][:,:,0,:],2),1))\n", " else:\n", " iiend=(te-r['t_0']).days+1\n", " for ivar, inam in varsY.items():\n", " vls[inam].append(np.sum(np.sum(f.variables[ivar][:iiend,:,0,:],2),1))\n", " for inam in varsY.values():\n", " transps[iloc][inam]=dirs[iloc]*np.concatenate(vls[inam],axis=0)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "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(3,1,figsize=(16,15))\n", "advNO3=np.zeros(np.shape(transps['mal']['ATNO3']))\n", "for iloc in locs:\n", " ax[0].plot(range(0,len(transps[iloc]['ATNO3'])),transps[iloc]['ATNO3'],label=iloc)\n", " advNO3=advNO3+transps[iloc]['ATNO3']\n", "ax[0].plot(range(0,len(transps[iloc]['ATNO3'])),advNO3,'k-',label='sum')\n", "ax[0].legend()\n", "ax[0].set_title('Advection NO3')\n", "\n", "difNO3=np.zeros(np.shape(transps['mal']['DTNO3']))\n", "for iloc in locs:\n", " ax[1].plot(range(0,len(transps[iloc]['DTNO3'])),transps[iloc]['DTNO3'],label=iloc)\n", " difNO3=difNO3+transps[iloc]['DTNO3']\n", "ax[1].plot(range(0,len(transps[iloc]['DTNO3'])),difNO3,'k-',label='sum')\n", "ax[1].legend()\n", "ax[1].set_title('Diffusion NO3')\n", "\n", "#ax[2].plot(range(0,len(transps[iloc]['DTNO3'])),PHSNO3Sum,'k-',label='phys')\n", "ax[2].plot(range(0,len(transps[iloc]['DTNO3'])),advNO3+difNO3,'r--',label='lateral')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "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(3,1,figsize=(16,15))\n", "advDIAT=np.zeros(np.shape(transps['mal']['ATDIAT']))\n", "for iloc in locs:\n", " ax[0].plot(range(0,len(transps[iloc]['ATDIAT'])),transps[iloc]['ATDIAT'],label=iloc)\n", " advDIAT=advDIAT+transps[iloc]['ATDIAT']\n", "ax[0].plot(range(0,len(transps[iloc]['ATDIAT'])),advDIAT,'k-',label='sum')\n", "ax[0].legend()\n", "ax[0].set_title('Advection DIAT')\n", "\n", "difDIAT=np.zeros(np.shape(transps['mal']['DTDIAT']))\n", "for iloc in locs:\n", " ax[1].plot(range(0,len(transps[iloc]['DTDIAT'])),transps[iloc]['DTDIAT'],label=iloc)\n", " difDIAT=difDIAT+transps[iloc]['DTDIAT']\n", "ax[1].plot(range(0,len(transps[iloc]['DTDIAT'])),difDIAT,'k-',label='sum')\n", "ax[1].legend()\n", "ax[1].set_title('Diffusion DIAT')\n", "\n", "ax[2].plot(range(0,len(transps[iloc]['DTDIAT'])),advDIAT+difDIAT,'r--',label='lateral')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'DIAT')" ] }, "execution_count": 36, "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,len(NO3diff)+1),NO3diff,'k-',label='no3diff')\n", "ax[0].plot(range(0,len(prdNO3Sum)),prdNO3Sum+nitrSum+ATFNO3Sum+rivNO3Sum+difNO3+advNO3+radNO3Sum,'g--',label='total trend no3')\n", "ax[0].legend()\n", "ax[0].set_title('NO3')\n", "ax[1].plot(range(1,len(DIATdiff)+1),DIATdiff,'k-',label='DIATdiff')\n", "ax[1].plot(range(0,len(ATFDIATSum)),ATFDIATSum+rivDIATSum+difDIAT+advDIAT+BFXDIATSum+radDIATSum,\n", " 'g--',label='total trend diat')\n", "ax[1].legend()\n", "ax[1].set_title('DIAT')\n", "ax[2].plot(range(1,len(DIATdiff)+1),DIATdiff,'k-',label='DIATdiff')\n", "ax[2].plot(range(0,len(ATFDIATSum)),ATFDIATSum+rivDIATSum+difDIAT+advDIAT+BFXDIATSum+radDIATSum,\n", " 'g--',label='total trend diat')\n", "ax[2].plot(range(0,len(ATFDIATSum)),advDIAT,'b-',label='Advection')\n", "ax[2].plot(range(0,len(ATFDIATSum)),BFXDIATSum,'m-',label='Bottom flux')\n", "ax[2].legend()\n", "ax[2].set_title('DIAT')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sums" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Diatoms\n", "Content Change: -3267925.94\n", "Asselin Filter: -79.39\n", "negCorr: 918.97\n", "river: 162.45\n", "Diffusion: -135.44\n", "Advection: -98619.39\n", "Bottom Flux: -3169759.00\n" ] } ], "source": [ "print('Diatoms')\n", "print('Content Change:','{:.2f}'.format(np.sum(DIATdiff)))\n", "print('Asselin Filter:','{:.2f}'.format(np.sum(ATFDIATSum[1:])))\n", "print('negCorr:','{:.2f}'.format(np.sum(radDIATSum[1:])))\n", "print('river:','{:.2f}'.format(np.sum(rivDIATSum[1:])))\n", "print('Diffusion:','{:.2f}'.format(np.sum(difDIAT[1:])))\n", "print('Advection:','{:.2f}'.format(np.sum(advDIAT[1:])))\n", "print('Bottom Flux:','{:.2f}'.format(np.sum(BFXDIATSum[1:])))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.6282407407407407" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(1092158-1088641)/2160" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "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 }