{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import netCDF4 as nc\n", "from matplotlib import pyplot as plt\n", "import numpy as np\n", "import glob\n", "import pickle\n", "from salishsea_tools import evaltools as et\n", "import datetime as dt\n", "import os\n", "import re\n", "import cmocean\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "with nc.Dataset('/ocean/eolson/MEOPAR/NEMO-forcing/grid/mesh_mask201702_noLPE.nc') as mesh:\n", " tmask=mesh.variables['tmask'][0,:,:,:]\n", " e1t=np.expand_dims(mesh.variables['e1t'][:,:,:],1)\n", " e2t=np.expand_dims(mesh.variables['e2t'][:,:,:],1)\n", " e3t_0=mesh.variables['e3t_0'][:,:,:,:]\n", "SOGtmaskPath='/ocean/eolson/MEOPAR/northernNO3PaperCalcs/save/SOGtmask.pkl'\n", "(tmaskSOG,_,_,_,_)=pickle.load(open(SOGtmaskPath,'rb'))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "temp=np.copy(tmask[35,:,:])\n", "temp[450:475,260:275]=2\n", "plt.pcolormesh(temp)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "idir='/data/eolson/results/MEOPAR/SS36runs/CedarRuns/sinkTest2_1812Leap/'" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "fP=nc.Dataset(glob.glob(idir+'/SalishSea_1h_*ptrc_T*.nc')[0])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "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', 'NO3', 'NH4', 'PHY', 'DIAT', 'Si', 'bSi', 'PON'])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fP.variables.keys()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1, 40, 898, 398)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.shape(e3t_0)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Input sinking rate: 0.5 -- 1.2 m/d\n", "6.552980618263962 10.393471727376022 11.6143544998826 13.394177148332306\n", "Diagnosed sinking rate: 1.789894259933398 m/d\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,5,figsize=(16,5))\n", "for jj in range(455,460): #range(450,475):\n", " for ii in range(265,270): #range(260,275):\n", " ax[0].plot(fP.variables['DIAT'][0,:,jj,ii],-1*fP.variables['deptht'][:])\n", " ax[1].plot(fP.variables['DIAT'][1*24,:,jj,ii],-1*fP.variables['deptht'][:])\n", " ax[2].plot(fP.variables['DIAT'][2*24,:,jj,ii],-1*fP.variables['deptht'][:])\n", " ax[3].plot(fP.variables['DIAT'][3*24,:,jj,ii],-1*fP.variables['deptht'][:])\n", " ax[4].plot(fP.variables['DIAT'][4*24,:,jj,ii],-1*fP.variables['deptht'][:])\n", "for iax in ax:\n", " iax.set_ylim(-100,0)\n", "print('Input sinking rate: 0.5 -- 1.2 m/d')\n", "z0=np.mean(np.mean(np.nansum(fP.variables['DIAT'][0,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['DIAT'][0*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "z1=np.mean(np.mean(np.nansum(fP.variables['DIAT'][1*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['DIAT'][1*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "z2=np.mean(np.mean(np.nansum(fP.variables['DIAT'][2*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['DIAT'][2*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "z3=np.mean(np.mean(np.nansum(fP.variables['DIAT'][3*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['DIAT'][3*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "z4=np.mean(np.mean(np.nansum(fP.variables['DIAT'][4*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['DIAT'][4*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "print(z1,z2,z3,z4)\n", "print('Diagnosed sinking rate: ',(z4-z0)/4,'m/d')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bSi sinking rate: 11.23m/d\n", "17.516393791055954 37.02603073822324 46.582902057490436 65.82292345888409\n", "Diagnosed sinking rate: 14.871882742617911 m/d\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA60AAAEzCAYAAADaVuXFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nOzdedhk10Hf+e9Z7l7bu7+9vL2pJbU2S5YXGS9ACHawMYlZgz2ByZCA4QESeAgPixkyMJMJDGZgTAI8EJMn48w84DgY+wGDPeDd2LItWYsla2l199v7u/Rbe931nDN/1Nut1mJZsttudet+nufo3Kq6VXXeqqPq+7vnnnuFc45arVar1Wq1Wq1Wq9Wej+TlbkCtVqvVarVarVar1WpfTh1aa7VarVar1Wq1Wq32vFWH1lqtVqvVarVarVarPW/VobVWq9VqtVqtVqvVas9bdWit1Wq1Wq1Wq9VqtdrzVh1aa7VarVar1Wq1Wq32vHXZQqsQ4juEEA8LIQ4LIX7xcrWjVvt6qft47WpW9+/a1a7u47WrXd3Ha1cScTmu0yqEUMAjwGuBk8DngDc75x78hjemVvs6qPt47WpW9+/a1a7u47WrXd3Ha1eayzXS+nLgsHPuiHOuAP4U+CeXqS212tdD3cdrV7O6f9eudnUfr13t6j5eu6JcrtC6Czhx0e2T2/fValeLuo/XrmZ1/65d7eo+Xrva1X28dkXRl+l9xdPc95TjlIUQPwb8GECSJC85dOjQEx7fPHsSlzcBkDYDVwEGRIXD4QQ4IeBCLZ74xmL6n2klmK66XQsBQiKEQCqFFBIpJUIppFTT+6RESIkQCiHFl/mzaleSu+66a9M5t3AJXuor9vGv1L8B1o+fANfBqi2Wd++9BM2qvZB9I/s3PLs+DnDi9BYdNpioEj3yMXoHrYWQMPYuQVNrLyTPvz7u2Dx2DpzE6C2WVg5egqbVXsieb3187eRxhJkB0WNxz8olaFbthe7L9fHLFVpPAhf37N3A6Sev5Jz7I+CPAF760pe6z3/+80943FrLr//i/86ujQ5OzFDpOZz0L3ljhTPgLOLJBbf92LQWzgLnlx1gp8/bruGJy2C3n2OfuC4GnJnWnH/d6bIRgDj/mMUJg0Lgo5DOIKgoteb4gQXGzXjaDjcN5kqAlKCVxVfgaQi1IPKgEUDoK4LYJ4hC/EYLL/DwVUCoIjzto6WP1gFSKrTy8ZSHkAqtNVJpYBr0Hy9iu2zfPv+41KAv/fd0KQghVi/RS33FPv6V+jfA7/6rn8Urvos8/g+86KXfySu/8/uI2+1L1MTaC803sn/Ds+vjAL/3zr/FO/qf2dv+MA9/YQde6+3MvxJ+4If+wXQHYq32LD0f+/hvv+33CTevY2nto7z+XT9L0py7RE2svRA93/r423/hJ4n634uVf8FP//47LlHTai9kX66PX67Q+jngWiHEfuAU8IPAW57ri0gp+aW3/SR/+if/kfH6FgNxiq1wFuF8cBXKpgTVBL9MCcoM4QwOh3CAk9NdTG57rNWCQD5+G4Fw50dPp8UJsT0SKwAJbrue3gtOPb58/nEhL6wzfVxfdN+0uPPrCwkoHAqEwgk1vS2mt5+LZGNavpJsu3QBK6BS01Lq6Uj1eS3XI3A5GAfD6br9ROAknG0/ymf3vpfKqfOf3IV9defHtgVww2AXvza4n92sXXhdg8SgMEjsdjFCPb68Xf+9fjl/EPwIlsc/h4t3Bz7dCcWe+Pi0vmVXm7d//61E/nP7PL8Kl6SPh3tWMIchmPwUqx88ycm/fidS9Cj1iEpbjAQjHRJDrAvmOpLWQpPG8jzJzp00lveSzO4nas4TqAAp6qtc1S6JS9K/z/uJf/5t/PTbjnHt4Bj9XRvs2BrR+8hh3nn0D/mWH/xhrr3+jZeq3bXas3XJ+vh3v/X7+dCvvZONxdfwoU99gu/+jjddynbWal+tS9THz2/wfeNP7Fp7YbksodU5Vwkhfgr4IKCAP3HOPfDVvFbQnuF//NlfuaTteybWWjCWqiwpS0OeF5RlQVWWZGVBWeaUeU5RFpR5TlWVlGWOqart5YoqL7Cmwmzf7yqDMRZjDNZYjLXTurQUgy3yc6fZ2yr4ntbHqVwwLfisiZi/SDp8POrQSD3mhz57NjyuOatp5BGVjim9eFrrmEpHVF5MFjQRT/PVSwd+NS3kTx7daFGeX9weJG0U07qZLXD38kcZxms8k8/OPcInBnfwZt5/4T6FRWGfuOLT/O59b/mX/PbwdZxm/hnf4ys5vjXhR169n5fsnfmaXucruVR9/K0/97P81i/+Fs1NixEJRi9h9I1Y9fhItdz++CYFTNaBdeD8O7kcZe5D2hzhCnAluAJHCZTTWlQgy2kRFUJVKFXhe4JWpJnrJMwu7aC9+3rihQWCmSb+TAvVSOpRsBeoS/kbDqCV5A9+41/y4KPfgXnn76DMnWThP6Txhc/x/uD3+blfrENr7RvrUvbx/SvzaHeSXL6ch+77GNShtfY8cMn6+PntAPvMq9VqX6vLNdKKc+4DwAcuyYtZC3kfO9kin2yQjjcZjc4xHPcYToaM0gmTSc64gLSSZJWgMpLcKKpKYpzCGI01GuOmI53W6emIJwqHxAm5PVL6+AipcE+uxXTZCaSbhglpp8vCgrQ+wvlIFyOsQDqBcCDcE5eFOz9yK/CcwPMl5zL44+wnnvKntzbgCZtzEjZ2wpcbZK2ko9CSQgsKDVY5kAaERQiLcjna5GibI5mg7AQYE9guVk8ovAEjKSh9x7ghEVYgsLw8m8eb7CB0EAGhcHSQxAJ8qRFS0fBgZk/EPfqtOBVgVYjTAUaFoAKcDnFeiFMh6AB0CF6EkBLnN/k/wlmkBCUESgqkFI8vX6hBbt+GJ07YEAIiX7HYDL/WHvesXIo+LoTg53/j5zn54GEeuu+LrD9yjM3qMVJKIEWaCaoqUKZCVw5ZCaTVCOOB9ZA2ABeADYDtZeEjCHCigRA+TgZY6WNVcOF9SwOZgUEGJ7vAUYCC6c5YwFmUyVEmQ7gC4XJwBYgCR4WTdroXRICQDpSbHkygQfoS5Su82CdIAqJGTLPdpNVqk7Q6xI0GXtLEa0RoX6O0RGqB8iRSijooP09c0t/wbTdeu5tf/43f5lfe8ed0Hugiln6E9oN/x91H7ub2A7dfyreq1b6iS9XHhRCM2uClEB3rXYKW1WqXxiXp4+J8lKhHWmtfX5cttF4q7/3w7/BXX2wRDJexIkRaRVC1aKRNGpklzt3TzjRXQPy1vrmz2/NXDcIapKuQtkI4gzz/mDXbc2CntTy//kWPPX7fdD35pOecX99hcMLiMFhhsVKQRQlZ0GISNRiHTTZaS+R+iBNuug4WKy0IgxQlniiIbM6OSZdr8y5aCYQvkNoSN4YEnQC1bzdR5xoa8e1EYYswDC8UrXUdGr7BhBCs3HQtKzdd+5THnHOUWcpws8vGiQ16x85SbW7CaAxZgZfn+GaCT0ogeyiRIWQKIsWpEUYOKGUfIUc4UqyFiYnIbcjExKQmJDUhhY0pTURpYoyJcC7CEGJEiCBAEiBEiBBtEAEODyc0TnhYocHJ89OyId9u/Lkn/zUl090tz3Bcuzs/D/z8XO/zxTD9B9PixHRuuRPTvUVuOzw7OQ3OTgpQAqElwlMITyN9Dxl4qMBHBT469PHiiCAOCQKPINQEvpoWTxL4mjBQRJ4iDCShp9C+Qqr68OtL4dd/+rt589veyRtPfIlB8jre88cnmX/rNezZV8/nrl2ZfH0aYXJa42uwxta/FbWrhtzuytLV24a1r68rOrQW+Zg/u+s2XnnEopzAOYs0ffyyT5D3CfIeUT5AV/l2EDSP167aDpoGcSFomu1AWGGExcgKIw1GGipZUZ5fVpZKVZTaTed/ni96WioNpRIX5oeeLwiHUG46Wijd9jmKpiNHQsrtsxWr6YmKpI9WHo1kjs6uW5mb3cPOzh52LOxntrlM6PloLdD1P3wvaEII/ChmbiVmbmUXvPJZPjEfYjdPUZ06Q3W2S7Y+ppxUVGlOu0jBTBBkWJFT6RxLjhU5jhREFycmOMZ4IsMjxRMZRmbkMmeooS8lPaXoSUlfStJKkxmP3ASkJqS0AcZ4YBTCeGij8SuNbzTedtFGo61CWY1yHtp6SKdRTiOdQjiNQCGcmtbbZXpEhHp8jrhUWKFxQmGlmoZpqbBC4aTGComVHhaogOmIcgGMnvP34bZDtMNihZ3uPJIOJyxWOYxyWO2wnsAGGhN6EHooX+EHPn4UEjQiotgnmQ1pdgKagaIZauZCnzlPE78A/p+XQrB//bPcevfHufNlu9jV3csPfuphFj+j+IG4wR37ZtlzaBbv6z83vVa7JG7/9tdx77s/Qpp8B//pV36dH/v3/8vlblKtdkmIJIRzoKrocjeldpW7okPr5+76HK86XNAeneCmB/4LUXaOUeg4NQ/dhqAfwKQJk0CQ+jAJIfWh9KHywXoCpwVSCbSQaCnQQqGdxEPhna8J8GngSY0nPHzh44vpmXUbKiT0QgIvIvRjYr9BFDWI/ZjQj/H9iMhvEgYNlB8iPB/ZaCDiNqgr+uOvXcmCJnLXIfxdh/B5jkcdVAUUIygnuDzFZSkuzXBpik1z3GSMHfdxwx6M+4wnQ/rViGExoTAp1qZIJnhkeCrHVzlCZFhVYGVBqQxDKRlJyUBKRlIwlJItKRlKyVhKMiEoBORCUAhBJiS5EBdu5+cvc+UcyoJXgWem87W96om1Xzn8ErxKElRqGp4rTVApgsrHsx5+5aG3g/M0THvTMG010k2L2K7BA6GxUk/DsPSw0qdSAUb5GBVidEilFFadv6SLAdLt0r2wdDQUbLYUZ2Y1n7whJPclfmlp5IZmYWlZQUd5vDb3uCUMWblxjp0H21fFKM4bvvgpRqFgbuVdnDz3y/wPnxixuqB572LOH/T7yHuPssdJ9gU+y/MJuxdj9s7GHJiLaYX1pXJqzy+v+Ec/zns+/G+4fu0Mdv02PvMX7+UVb/ruy92sWu1rtm/3TawdSVFV63I3pXaVu6JT0+pjq0ixQjC6l//8XX3E0iJzc3vY29jNzuZuOu1Fmu0F4uYCSTQ7DZQ6Qsl673yt9lXTPuhZYPbCubWfSQx8pQvKOeeYFIbupKA3ypC9LqrfozEeEoyHtMd9ynEXmw0xeYorJzhbIGyOsCXSFShXoijRokS5Al+UCFEg1XYtKhAlyAohKoQoMYGlDMVTAm9x0e1UCHrbwTgVikxoUqHIhaTYXmdaHLlwZMogrMOvICh5vN5evqm/k4OTGYIyx09LgtQQbeU0tixGhVQqIo3mOPLNN9EcHqC53mL/esXtg8Mc3r3FY/ZmVpfarM4+Pgf59JkJb/ngOnd/8DgAP/4fvxV1hQfXXuJxzamc8pOnWF74VbZmXoPu3s7ejWlv6iaStY7i0VbBlzZGhPc4/Go6p8oqQR5KTKSg5dGJPJY8zXLocaAZcdN8wuJcTBDX0x1q3ziWObrLf0Jn/ae4669jPvTwf+Vf/+i30p7dfbmbVqt91e54zav46//vvZTBi9l6bI3Za5Yud5NqV6krOrQy2gRWWF/0+L1fv7fe+KjVrlBCCJJAkwSa3TMxrMx+Ta/nnKMwlrQwjAtDWlSMspL+MGVrMKY7nNAfZwwGQ/JhFzMZYNMBoswQJkO6Er0dgD1R0hYlSyKnxYQZMaTDiBkxosEAqScUqqKnpodCbyrFMU/ziNfiIa/B0Mtp5AkLo5j5UUI0Tggmc+giwFYBY2K6s03K5Sa536L0GtNDmy86Gfc4snxixwHu2nMLVj3+O9ecWHZsVbxktaA5FzI8l/Hi1+1Byiv7t/DIqU3eve913Dh3DzeeO8n+B7vMVO/nGt5PGsxyZteL6MzuZ6m/m0Itbh8KPpV7jm6iyAKHVRZ3GqwTbAk45Vk+Gkk2Wz5F4ONZmEeyU2pWPM2K77EnDOg0fMLEu1CCRBM2vCt+R0Dt8vp3v/oz/PK/XyVTv8H+wY/C0QP837/5XkJ/QND02f3tN/GyQzfRiPbU2zO1K8bO/dfQnfkUzfEh3vPvPsxLv2WNG3/gzYRRHV5rl9YVHVorawDQTtY/8LXaVaaoLJOiYpRXTArDKK8Y5xXj3GzXJcNRTtE7h+mtw/AccjQkTDPCoiIwEBhJ4BRaaJyQWD9HehMa3gSpc2JlyeX0AkCZX5FHJU7lOJFhhKF0MLICUUpEoRClj8x3osoAZQK8KsQ3AZ4NUTZEuRDpQjoi4GUi4iUqwcknHaqqYKO5vewKjKxIPccw1qy3YwaJxziQjEPBxBekgUMJw1xpeE13zGIQsDvpcDAJuGN3i9ZsQHMmRFzhQfVix7dSDqarHGnewn/b/09Jkw32po9wcHKE5VGXxd7H2HHqoxzsQZJ7TOIl0nCOLJwnjeaYxLNMonlKr41VFx/8Pg2dVkwo/T5FYCkCR64dZ5XgpLB80hkqWyFcQVhUzI8EnbEHqoWOGsSNgNZ8RHshor0QT+vFiNZ8hBfUR/HUvrwoifiFn3s7v/bbP8lNx/8DUfZm1ngZhbNwapXVRz7Nqeg9tKItlpUFNUOvM8fk2j3E19/InsUD7GvtItL13MHa88up8Dquy/8QYX6cT//9Avd/6C8pwz7pQoE5FLHj0DzX7ryGg4vX0wq/vpccrF29rujQesHVs61Wq13RjLFUuWE4LumPCgajgsG4ZDyZlklakqYVWVqRj8dUwyFVOqYyE7TL0DoDXWK8AuPlWJkjGSGZIEyKIkeZisBNw6ivNYlWKCVQymFajrItKAykBdhSYgsFpYcrPUTpQxogbIwwswgXoFyIJiQmBEKQIVaGTxi9+3KEM6gqm17+x2YIW+BERSVLSjmkFJaJLxkmPr1mQLfZoNtuUvkaoRS+SoiVYjH02NFOeOVMwspcxI44YMHXzHoa9QLcIffig8t8tLPE3PAcrzv9CXyTU0mPnvciHvA7fHrHLPaakCwssbLHfHmCufwsc9m9zE5S2uOC5jlDc+xopB5R0cbqNkXQJvfb5EGbwm+TBW2yoEXpt7Hq6YKAwYkJJkwx3hapv0aPihM9ixuBOS6ohKBwksIJSmOQsiSQBYFfEYeCRuLTmm0z25mnOdMiSWIacYNm2CQKIkId4isf78k7N2pXpeWZBt/2hl+hGv04q/rj6K2PMzO5GaEOkMWvZFIGDEo4bTJUcRZ78gzZo4dJP/ZxPjFzhqrVo4EmMR5xFRKaiMAkaJpob56wuZtmZy/txX0sLO+h046RkYcMFDLUoOvLhtUuvfbCIeaCB3i0/UtkJ1/PzupmkDciez7yM3D6sxX/9vUevcYqB/M7+b7JHl6TxDQ6IY1OQDIT0OgE6PrkerVncHWE1lqtdslUhSEdlWSjknRYkI5KJsOC7lZKb3PCqDdhMihIq4rMT8mDgjIw5KEhDysKP0eaCbLK0ZnFTy06K7fnb1Z4JeAkKgQSBQ1F2dCME00eKXwvIzZjGnlJMy1p9R3R0MeNA8oypKxiKptgbBNDg1xEOBFhZfiUUc3zV1V+gu1rzGqTIU2GtNMi3HD7erMlVlRYDJVwFFKSKUXmeYz9kCyIUY2EeL7NzPIM8ztXaM+2aUQeDV/TDDWN0KMZKkKt6g3Er0I78njb7/4Wd3/g/Zw+fpIvnh1zdOyRlwZhcjr5Jjqr0K7anlfdIiYkkQfx/JgqSuiqBmsiIJMeI2lJ3RhRdQmrDaLiGEneJ85HxL2M2awgLCR+1UC5JkK0KfwWhd+i9JLt0qC4aBnxZTaunAUxvb41MseJir7K6cnjGO2oNBglMUpRSU0hFbnyyIUmFT6lktPLNukKpyt8XxDHHjNJxFKzxe7WHDuas3SigFaoSQKFH2i8QCFVHUiuBN//ymu5d+W/88CdR9APfZC9/Y8x1/ob1sKYx3q3ILcWaRQttGsj1Y144pvwJtCagDxeoIt1cH2sGzISfbbUgFQPGPtHGYX3MIoGmMcylOewPphAoIXGd5LQavzzxXl41ke7AOUiNDGBaBLoGUJ/ljheJGks027N02m2SZKQIPaIEg8v9BC+RAYKdH202wvdz7/1zfzw/zri53kXv3HT+7jP/SWHNu7gH79vlTxa4aFDb+Fff/BRRotrfGznDfz2npz/pzfmjX87Zn5oL7yOCyWq7RMuRrSXYxZ3Ndi1q8nKjgSt60D7QleH1lrtBSCflGydHk8DaHfM+Pg6aT+jPyk4Jgv6fp+RNqS+I/ch86ESkmDsaAwy/NTiZRDk4BUCjKTwPAqjqHJN7jxyk5AjyKQljSqyAApfkCuNsD6u8mmNC/Z0u+zc6jE7SpkZGPQ5CcbHElGRUMnGhVEvA3S3y3nKpnjlCFWN0XaEYwMjCqwoMaLaviwVGK2wfoCLEnSjQzzToTE/Q2N+hmSmTdxp0IhDkkDT2J5PG3vqip8PerXw/IA73vT9AFx8jlXnHPlkzKTfY9LrMe73mPS7DLtd1s/12eyP6aUVw3yLcekoKo+KkJKAUu6m9PcThjmxGBOLMS0ymq6gSUWDitCBtApVOESRIc0QWebIMiecpCTlGL+YoIxAOg/pAgQxgghEQqUfD7bm/Bmj5fkzRwdY5WOkj1X+c/xEKhx9TsgtVqXFyOml1nIlyKVkoj3GyqOSAqMETklQEuFJtK/wfInnKTxP4vsKP1REgSLxNLGWJJ6i6WtavmI28JiLfVotn6jp1/9PfB3cutLh1pXbgduBX2KQlRzZGKPWRxxeH/HguSHFYI3Z4gF2j46g+wFuMoPI2zjXxMlZnNwNuoEvFT7QNsB4WlSV4RcD/GJAUAxQVR9hB1g3oFIDMjVk4uWMgyGT4ByjIGcUOcYhjCPBpIKihHwC+RYUHigBgYPACgIn8O30iJfAqieGYOujXYjeDsKKFh4NQhUTeQmNoEWrMcdsc47F9jzznRbNpj8dEY40MtIIXc8fv5IkrZB3vO1f8kN/eB2zG+/h8M5Pk83dx+07Fjh09PNc96jk1I5vxZY38frTktd/bhNVbpJ6Q3z/CG11knHYpOvtIzO70IfnmNwfcAa4F6gk9FqKyaxPOeejFkKiuZB2w2eu5TMX+ywEHm2tSJSksV0Hsu5HV5M6tNZqVyFrLOurQ1bvOcvqPWfYXDeMkpKtHQM2FirOtj3OLLVJ8w571ofsXQ9Z7OXMTSxGRYzjBoMkZBhJTieO8bxhGMMwlBQyQOcwN0iZG0zojAtak5LF3phkrSIpKnyjEM7HiviiOYWW6U/OAufPJ1xWGZQjvHKMZ0dou44RIyo5odA5hVdRRArbDJAzHeLFRRo79rO86yUszszTiXzakUcz1PWG9QuEEIIwaRAmDWZ3PrezrpqqpEhTyiyjSCcUWTZdzibTepxSDHOGg5zhqCAdW7LCkZcCU1mky/FchhY5vkzxRYYnUwImBCIn5ByxWSMoS8LKIEtLVTqGRjKoJKPSkecVxuS4qkJUAmkkqtJIo1HWQ5npRj/i8aB7IfDKi2/7lDqg0tNlqwKsnK7jhM90l495xs/DAbmCNS3IfEHuC7JAkPmSzBOUWmAkOCUQSqC1xA8UUahpRB6dpsds5LPYCFhoBiy1AmbD6YajX28sPiet0OO2lQ63rXSe9Mgbn3CrNJZRNp3rP8hKBpOCs1spZza2GJ5epzo3wA1zZAaqVOhqDmWXUS5Aiqcegh5tlzkDclCiujnSFGiTI02OMsX29IfpbeEKIEdQYMlxIsfIHCNySlWQq4JMp2S6R64Kcq9grCtyHwoNuTcthSfIvOl9pQa2d7IoqfGdj2d9fBviuQifhFDGxCqm4TVoB006UYt23KbTaNNpzjHTnqHVmaGRNAl1WI/8Xga7OhF/9a9ew4/9zMd4myz4zSXH//Y9pwBJu/gce7e+wJ71Bju6+0iKPQixD6f2UJQH2SiBDOJqQsOMMXKD3K8Yx5ZRU9CfVQzaHta30+vT9yX+uqSbeZxKPXTqo1OFMhZpLWCotJz+rgWSItJUiY9JPHSk8WKPMAmIkoAw0TQCj0RJEi1pqGngnZbzIfjx5RfilJ3nizq01mpXid6xdY5+7GFWH1njcDjmzFLFRlOSHQzxZwOaA0fQ1zSGIbvCgFZTkYc9lM0YNy0nPUmUCRppSpKN2D10BBV4RiGdByKcBlBRXvSuwXYBaUu8YoRXjhC2D26MZUQlRhRqTKkmlN6EIqgwicDNJoQ7dtLcsZvm8i52zl7HzuYOluNlYu85XTm2VntWlPaImh5R89JcT9BZS1nkFGlKMZpQ9MdUg4xylJH3J+SDCfkwxY6HRNmAuBwhbIpwE5TIUSpHiQwtJygxRtJFkRGIitBYTCkZ2IBRFTA0AcPKY1yCMSWuzFFVgR4X6NzgFYYwc8Q5xLkgqLYD7vaorrnoOsGVjih0RB7EFEFM4SUUOqHUCZVKMDIE6SPlM48GO2DiCR7yBPf4gszbDr7bgddqAb5E+govVISRJml4tFoBszMhc62ATuDR0Yq2VnQ8VQfer8BTkpnEZyZ58nez5xmfV1rHqVHGyc0Ja1sp/X7GcFQyHhdk/Qw7HCMmBpU7VClRJkLZCGnlhaKcRDiFQCGeYc6/ApLtsv3mqCyfht/zQdgWF90+H44LpMmAaTB2IsdQUMkxpepSyIJK5RQyZ6wLul5B7jlyLSi2w3Cup6PCRims1tMjGjwfoQO0H6OjBD9sEocNGkGDZtSiFbdpN9q0Gx06cYdm0CTWMbEXk3gJoapD8LMVxTG/+W9+mKN37+Unj/89ZzjDWA0ZexMGrZwHZzM+oruM5b0ASCPYv7mbfZuLLA1naNoOgWnjmzbadvBsi85YsvvsRW/iDEbkZJ5lEEvOtQLOzicMEsUgkgy3i5CG0BQEtiKsDEFVEBQFQQZ+X+HlGr8QhCX4hSEoS7yqQpsKaQ3CGRyOwhOMA8040gwjjzT2yBIfIoUKJF6oSHyPhufR9HyavqbhKZpKkegnhd+LwnBDS2IliWV9eP2zVYfWWu0Klp88zWfe/j6OhDmffbnhaPMaDkRNWuOQx6o2p2WIDCbcMj7D/rWMZrodQKXFqBgnNdB4yusKZ9DlGF2NwA7BjTBiTClGFHpMoUdYPcL6QwwyN8wAACAASURBVKpgQuGVpIGijGeQzR00W/tYmL+WvTuu48alneyfnUer+uemdnURUuKHEX4YwcwsrDz751pjyMYj0kGfdDBgMuiRbQ3J+2Py3phskFINh4h8SLU9iuW8ChoVnioIZIonUnwmxMLSFIqm0zgZMFY+5wg5Z6FvCsbVmKwaYaoutsoQRYksLF4OSQ7xEGa3A28jgyQDz4BDUOlpyK10vF1HlDom8xpMghaFn1D4MYWfkM8mVH6MKANkqdHVl5+DVgFngVVvGnKz7bDbSyQPXBuR7ginQVYrbm3F/NrBXV/z9/VC5knBvlbEvlYEB577861zTIxlaAzD0tBLS7Y2hnQ3h3S7YwaDnNGkJC0sZekojcNZB5VBlxZVCXQV4FU+XsW0WNBWoJ1AIZEoxJebK/4kiukIcWIKVJWj8nw7CG+H4SrFK8f45QivHE7rYoRfbuKVR8GMqHQ1He3dDrwjDVueYBzCZgs2W4LNNmy2JP22j00iYj+hGTRphS1WWiu85dBbuH72+uf+gV7Fdl53iJ3XHeJVvPXCfdl4RPf0KXqPHaU88iiTzWNsmjX6Xo++36e34zTdPSmPactZrTirFIUQzA0kK+ca7Oh1WBi0mElniMoO2rUpvTYLQYfdW4qbT2RPaYcjxXgZRVgyiQTDRLPVCBgGPv1QcbahGYYek0CQewK+THDUxhJUhqB0BKXALyDMHcnAkmSGJMtppAWNNCfJcsK8QDjD0IO1UDKINL2Gz7lWxEY7od/wmQTTaRwAAkckJImUFw5tbnqKhlYs+JpF32Nxu14KpssLvkf8ArwEW70VWatdgZy1PPrHf87HH1jns99Ssjp+EbfelTG70OHuAxXXn+jxTQ+sMZNGlN4iiEWkyQnMGXBdKjvC2CGpHpH6Y8b+COtN0P6QINgiDIYkvmXWWoQJyaoOaTXL2C4h4/0Es3cQL+5nbsde9i002TuXMJf49d7CWu1ZkkoRt9rErfazfk6ZZaTDAelwwGTQZ9zd4pE7P8U999xFgabrz/FI60YeaRwgIKUjxnQYsSxH3OFn3BqtctA9zKC8jdJ9M1btpa9G9PUmY+8uNtTnOe6fpqsl55zikzpmcZLxbcdv4f7xAUxuCcqSRpnSKFOS8iSNcUqzHHNouEYnH1PscvTfUlHud7zbvpkPmu8hziwLY8t3hQkvLzWrX+qysTHBKDASpHPMKE0UeZgzKbcd65MuZ3zyuoA7lxSW6Vzm+vfl8pFC0NDTDekdAdCIYOGrO2KhMobe5oBz613ObQ3ZGqT0Rhm9rKSXF3RzQz93TCpH7iSVlVgkzgqUFTCyeAa0J5HLTeIqoplnJHlFWFYElcOrBKrSCBvwNKfjA0C4HOXGaDdCmyFeOS3z2Yg9J0cE2XbY3S6V3KLX6rPVlGy2FKdnPsfvtN9Dc+EAr77hTbzkRa9lYWmJIAi++g/6KhUmDXZcez07rr0e+I4L95uqonf2LP1HTzI+fAZz6izheEgkxpT+Jlv+BmvhOhsrp9j0HuNhVbHmSdakJs8l8z3B8pZjuRewMOgwM2kT2A6SDpXXIQ/a5EGHwmtQegn7L5xLwAKTi1poEHICXooNcqq4JEssWejIApgEgnGgGASafjOg68WcVh1GooETkouOKwBAG0MjL0lyR5wKkgySzHHjSUOSTWjkluYko5UOicoxThWUXkUaOMahppf4nGsm3DUzy6l2i3GocE+aApUgmNeKBd9jOfRYjvztUDsNtkuBx4KvmfM08ir57axDa612hRk+dIS/+v338eE7GuT79hI9KDlkTjLbyzl4aotX+0s4uYCwHbQ5Ri6+wEMLD/O5/aukoUU62Fs4biwm3FAUXF8UXJdXjMwsh90uHs1vYc3sYj24jvHem9m9cwc3LDS4ZrHBYjOoNxxrtcvEC0OEUmwcP8ajd/49h++6k+NFyImZl3G0dZA10cIhEM6iK5jRFd/sn+Xa0RZx3qFUr2It/Gc4JZiohzDuXbTdF7nBHSMsCyhhNV3kTnMDn5yV9DqPcab3z7gnuYWkkaF1j2Z1huu2eiyf6rF30GVpsoVISu5/yQGCKOD2O+9l4bc8Hn7RCkdf+1JuDw0/sGeBPdJy+sEt7j82AAedpsfem+fYe/M8KzfMEMTT+ZZFVvHQp8/wiQ+t8tqPD3h1Q/Hq185QZIYgqjdZrgZaKeaXZphfem7X65zkFb/4Z3fz/gc3uL1d8obhF9h68Dg9UZEFEYNols1oF1lniUHUYSN0pKpCScXBcp1fPfVOtsQCv7vjR6lcQpwFxHmTOLfTcJFb4tyhLbD8dC2oUHaMXw5pZENuWRvykpNDvHKE/4G/53D1IR7REwgqTOIws02Clf0sXn8ru26+jdY11yDD8FJ8hFcNpTVzu3czt3s3/IOnPl4VBZP1LunZDfL1TYrNHlV3A4abiLxPSpd+q0tvbsimP+KIPs6m9yibqmJkIMskUSrpjB3tMbTHHp20QSdNiMsmftVAugSrGhR+g9JrbJ8pvkHkNai85KmN2ibkAKlPQZhi4hwTVeSBYxLAKNAMAp9uELHZijm50GZLt7FPOJKgBSwiraFZ5jTyijh3JJkgngiSieTQquOl2YQkc7QnQ5rZEEWKUTmlb5j4gkHss5HE3Ndqc2a2w2YrIg3khZFj6RztqmLGwrzSLAc+S0nEzlbErmbIcuhtB9zn/+ht/S9ArXaFsFXFh//Pd/F+v2JJ+Nz8sYwoX6Pyd2LVbnAWwXEy+3ccnn2Eu/Yfxfkl1xcFh4qCXxgWHNw06GKWE3YXR9xOjusdPNa5hk8eupVr9+3mmoUGr1hIiP36p6FWe74os4yj997Fw5/5FPd94X6OqgVW432cmXkTiRnTKXrs7z3EKxmybLp4WYWKDuKiFTL7Kj4XVLSjB9kpPkGg/pgbxFF8YbBO8JDbw7vtt/AFuZfPqzk2dUlHn2M0+1GWBtdwazVghT/i1gePsXi4RBpBEQjO7WxzrrPAn/zQT/DxW17KteVn+AneweobQ8bvfzk3fOKz/O59v8zmzpdxePfr+UKyyNK+Fi9/43723jzHwkoT8TQnT/MCxQf2av6vb09487jDqx7Nueu9R7jvA6vc8ModvOjbVmgvPN01dWtXswceWeWn3n0/x0bwTYO7ecnRz9L3PPbdeAv7b3sJ+257KbTm+ZsH1njfPae4+9gWzsGhmZDvSrb4F1u/gvAcq9mbef0DPbrFl+hxmF5ckcy+mJXFQ6SezyMq56QowAkkCmUl0kmUFWgTEBUxcT4/DbrZtHj26XfkClvhHR1x/JER9/75x/CLv0SQgsqwfgaJwZvzmN23zK4bbmLXjS8jmF+odwxfRPs+rd1LtHYvPav1rbWU/QmT9S7Zxibl2RMM+kfZHB/nXHmWLdelq4ac0OfY0GfY0IY15aCS26EW2hNHZ+RYHjnmtyStSYOoaOJVTYSNcTKh9JrbIXd72ZuGXuU1iIVi/ukaJzYQ3gQbZlRhQRVWFIFlEkiGgaYf+HSDmM1WwmMLbYaB96RDltsIZ2lUKc0ip1FUxIUjSSGeSHYMNdesWZJ8RJJWtMdDfDvBiQyjS3LPMgok3ThktdHg7lbMRidhvZOQ+dOQG1QFrTyjlee085J2ZZkVlsVAs5z47J5tcs3yAvuXlwmib/y5R+ot01rtCuCs5Tf/7R+x8vA5buy8GKNjkGDlKVL3KY60H2V15RF2qwE3FAVvyC3fuz7DoNjNSbPEplri3vY+Vg/ewM3X7+emPYu8rhPVZ9yt1Z5HrDEMNtZZP3mCex8+wQOra5zd6JIOBzgABJ5axLcFh4Zf4tDkBLm/QOp1SIMFNrwRY9llQa6zIh5hj/gkB8QZrhWnkMJROsWX5A7+VN/K3brBA4GP1QWBmxDah5gXlkQ5NqMNWoXPz3x4iwNfeh8C2Fpocc8d1/PYTQd4bP8c41bFTrPBDebTvHbwPub9L1KdWmHr4/8E1TOc3BWz5+SHWTj9WRbOfp65X/qfWfyhbwPAOMfZouRM/tRybJhxeGPE/9Ro8S/2dshnS+KGz5EvbHDfR05y30dP8tLX7+OOf/xVTMysPe855xhubrC+epT7HznOXce7PLBZ8qBYBgT/tLyLV9y8jN77swxn9rI6Mnyqm3Li/avcc+JerKl41dyQd9w24VWdc8xOjsFjH8H5luq7/jt3lLtIz2yRr69Q9W6hOjshTptsdk9wV+9j7Fx6FVE/JKkcsROEQqGlRoUlcXyCXeHdzMlT9MI2Z6JlTqgWR72EdRWTSkfFl/ArS1Q2iMsdtMxtJGlAnM8SlqCNRoiLTqLVg1P3wP33gHD3ossJnhvwyu9b4frv/NbL9C1cuaSUBDMNgpkGXL8CvPgrPqea5GyeeIRTJ+5hbfMw6+OTbJabbNgeD8kJGypjQ00YqTUA/HI6atsZw+6hYefQMj+CzlASjyVhlqDKBGViEMnjo7cXjeRmfpPC61B5CW0VsOMprRoBFudl2CCnjFPSZsa4WdJrCTYaPmuthFOyw4A2uXi6Efw5kiqlkefs2xhz82HYcS6iM4L96xf+eqCPsBXajLF6yBdfepwvHtjHaTHLg8ySiYvCaQYcGyCO9Glkhvl+ys//v28ne+Ne3vLj73huX9ZXoQ6ttdoVYO1T91JNxgxmX45lnUfb7+bkzhP8Q3OOV5RrHJjczJfOvJxzRYPj8SLFnuu45doVXn3zQRZmn/2cuVqt9vXlnGPc63L2xAkefOwU9x8+xemzG6SjEVQlYLFCIh0YIcm9NpN4P2PdQCpDS22xS26wRzweTPfKdZY5hxTuwvukKB7wEj7vRfxX/wDHZYNNEZBrw0RnpLpHJasntE1ZSSdTXNOteMOmJvsmuPP7DqDjgplRl5XRZ9jf+zT/6LMguwLVE8gtheoJ1NBHsMYe/ujC61nfZ7K0i/7sAn8xFtz3N19kMigoRiVxOh2lamSOJLM0c8fBzHJTcf5v6PM3nLjwWkGsiZo+ccsn6dRzBq8G2XjE5vFjbB5f5dTqKvce7/Jg13JKznImXCJTMRDjq5IZkRP4mj/Tr+RPj0N4vM814oNcK09xW7DGW/QZDsQn6VSnkOMKvjR9j8rNUNo9DKp/TvmuFDgMgHMVZTUgt11Ol39Hl3uYbxs8tc6NCxlt0UV4Q6w3IlUFG1pyRinu0Zp1pdhQp1nXj1A9aVRUGMfiMCIeh8z2T7Bv3EMZH1WGCBMjXILVbbJwHp58BmbnEORoMSZo1EcTfKPoOGD5+ltYvv6WZ1xvXI5ZG55mbeMhTq89wulzR1gbn+FI0eVuN6ZPQU8aJjIF0ulrV472ZDqCOzty7BxZFkaO2ZFgYSBpjAXxWOMXMU4l23NvHw+5adAmCztk4SyRv5sZ6fP4hd4MQg+R4UmIulTNIWkrYzhT0W9IUj9irGK68Sz37L2FO/dFzNsz3Jp9kkPnPkdrw+BtLuFt7MTPOmThzVi3xI++4/ews7Dxog5rNwYUbVAzGUPR4vQD38znlw5y/67dDGPNzMhjcWPMn5z8CN8+WWcxXvx6flV1aK3VrgR/85F72X8K+jOS/3b7O/HFhPec3iR0I36meCt/a27nDeoxfukn3sTygYOXu7m12gteNh6zeuwEDz56nIcPr3Lm7Dqj0YiichihsEJhhCRTEWM9w7ixj1xp5lSPFbHObrHOHrHOXrHOvu3bkcgvvH4qBId1g4d1zCe8mJO6w4bSbClJX1dMdI67EGJLoEtYatqFYncKs1bSVh6zSrJYWRbLnJlJhuoxDaE9gepOkL0N1IXzlTw+HysNE/pzK/Rmd9Hbt0S/MUfPbzNRCU5GKOcTloIkc8SFo3UPvPqeC7v3AZCBJGj5NFohrXZA3AqIWx5xKyBq+cRNn7jtEzU9tPfszipbe/4xVcnWqZNsHj/GmWNHOX3kCKun1zlRRpwJljkTLrHpr2DFXmhCYHKkMyhb0lYZ35Rs8ArvDNfZE+zyTjBrTxK5TcT28QfOSKpqmcqtMHIvo3K7ycwiaRVTiQIrthDyS0jxMZQ4zf/P3n3HyXWVBx//ndum192Z7ast6r1bsixX2QbbuIGN6WBMNeFNQl6SAHlxICSEFEhCgNAhIYCNsY2Nq2S5yJYsyZLV267K9j47vdw7975/rGzsxNjYKrOSzvfz2Y9276xmnzv7zN3z3NPKRh95fZhRXWFYVRnUVIZUlSFNZVAdZFhVSasCEEDgpfMI5FUaxl3EUhptSTeRfIhAKYTLCqGVA0CQshqk6IpQdEVwFBVbgH18L1pRzqM4GVAzKNoQqq+AN27QMr2BmQuWEG1sQZnkcwrPZT7dR1t0Gm3RafAaC0YXrAKJQoKx7ACJ5DHGEl2MJroZSfYxVhhjv5lm3MmTFCZjqk1OKYOTwltMEU1DNO0QzUB1yqE25VCVhvo+QSDjoFtB8p44eU+MnPfFf2vIeeYhhnUmbvNAjWMhnAyOkkZ3J7gh8hA9dT4217SxLvAO1jXdxKzG3VzAk5zHQxRMk9DIDAZN2DAtz8ztCg0bumlYpzLc1srQ/DjqpV3cNb2Jg/5GgrkSb99+lFt+8VX8y4fZMi3Mb+55L7et/jI0Lf+9KzGfKFm0StIZoDOfpj48n4z6PEU9wX/1DlCwfdxi3kEur/GtSwwue9ufoCiyYSdJp0uxWOJgxzF27z3EkSNd9A2NMZ4rUSwrmELFEhpF1UVG85PRppIJeakWSZqPF6TNYoh2MUSrMkSDGCIqEsDE/qfjikKX5qJD83Ov7qZba2BQ1RjVBEnNoqCar4hFOCb+EoRLClMLDtVlhVrTJm45RMoQKVl4M0XUBKhJgZoQKOOglH7XuLCFgan7SQZrSIbqSdXUkGmvJusJk9d9lIUH1dZxWQre0itfCz0PsTw4hoLq13AHDPwhg0jITSjswhs0JnpKQ8eL0aCBZsjr1dnEcRwG+/o5uO8gPYcPM9Z9jPxQD3ZylDE9TL+7lj5XHX3u+eQiEwvcCMfGqzgsN8ZZpfSymG4a7V7CTh9e0Ycu0lAGyuA4BqbTgGnPJOnEMZ0gFm5sbAxlCEd0M+7azKj2KMN6eaIQVVUGNJ0B1WBYUxlTHWyhAL+bI6mUoS7tombUYFpKZUVaIZr2EigGMMoBVCeIQwBLD1NwRyi4ophGAAwoGlAEcGwc8thKDlvPYruHUPxFgrVe2ufNYP6MGYQj9XK+6jnArbmp89dR56+DmtcfnlwqlxjLDpNIHmFs/CjDI0cZHutiLDNMZ2mcrfZEL25KKZMhg1bIEk0fIZp2iGQmitzIqCCSC+Kz4mhOnJIrRt4TJ+eJkbdn4RR04v1wDfA2ewBhp8nrMO69mEcCl6IFR2iueoFZdRvQmy1YMrElWSlXxug7RGO3Q/FehevDX+f52FS8RQ+UA+x87/tZdP5ilnb9NfcUevjwD69ANCyFlZ+EWdfBSd7qUBatkjTJ9eztpqW3TMGjsG7mQ3x7sI+BUgt/VLidSyJFPvd/304gWlXpMCXprJQvmuza18munfs4eGyAgUSWVLFMEZWS0CkqBlnNT1qrwdSa8AQLNImJ4bst9DFDGaRFjNAghqkWQxiihAkMaSp9qs4R3ceDqptuPUy/VsWYCuOahaXYr4hDK9sESw6RArSWBE0ZhbqCRZVpE7TAX7QxUoWJIbvjAjUJoixwEJi6n6IRpOgOkQrESftiZFuqybnDlAw/tvCgOjqGJRC8yuJIjkDTNTS/jjug4w+5iIZcxCIegscLUm/QwBM00GUhelZLF0x6EnmO9Y3Q3dnJSPcx8gM9kOjHkx3GsEsUFBcDrhqOepvp813EeDhMWahoWMwRA3yAnSwRfUwX/cSVQQylD0XkOd5xShk/FjWY9gxKuCijMKoWGdVTjOpJRrSdDKoKPZqbAdVgRFNJaDaFl94z4ZfiDeY06pITvaOzUipV6Ym5h/6iD5flR3H82GKid7TgjlI8XpRaIYPEy87bwcJUipSMEkV3DtM3RtmbwxdIMq3Bw8J5C2mrvwJNk0PXpTfGUA1qgw3UBhug6YLX/X7TLJJIHWN0rIOu3oN0DRxmKD1AZ2mcjDNMji6ssomatzFy4M4oVGejRHLV+Mw4hl2NUOK4jBjucjU1WRUGaoA5HLVuxFUcQSsPozGMaoygBQYxq/vwzEmxONzPwnA/pqOTzLnotzV+fexOavNe4tnF/DRyC28ZGSB859fQQ3+LsvKDsPj94D4509Rk0SpJk9xP7vwNUddMLGsLnyod4kD2fH6Qewv/9o7ZLDt/eaXDk6QzmuM4DCezbNq2j+17D9M1OM5otkjWEhSETlFxkVV9ZFUviGaEYVNjJGgWQ0ynixnKEK1imEYxQkwZxifGyQlBn6bRr6n0qC4e0710awb9WiMjGqRUC+d/1IZuUyFkqtSPO6xIKTRmbeIFi0jRxmeCKw9qcqIoFWmBpfkpGdWUjCAlI8CYO0zGX0UuWkWhLkxJ8x8fpqu9aiFqqVDyquA7XowGDQIhg2jITTzqpjbiJRCe6B013LKpcC5wHIdU3qJnPEdPIk9PIk/vSJrhni6yAz04Y/34c8NUlUYJlLMAuIWG6ZlCv282Q6FqelUvScWmTfQzXfTybrGfOUofzaKXoBhAEb+bR205AVIiyBG1liHNYUiz6NagV1UYUgUjWopxrUxGNfldCutACKUMtSk3NaM681MasZRCND2x6qs/r2KYPhR8WFqIgjtKwRV9qShNx0Kk/8d8UlMxyRllcl6bvK9I0ZfF0QqYeomsx8T2FJl57ABL9x9kfu15xG++FVdb6+n5xUjSy+i6i3jVdOJV05k17arf+32O4zCWKXJsoJ+u3n30DB6gN9FFOn+Yor0Ny8ngLhbwZX14c1UYxRg6ccp6HMVoxtYWTsy7NoF+0LqyePPDePJD6KVh3M4QrdogeAaxgyOUI11Yoa084ndTjPow1TBi+zoCGzbQpMRpbV9BdMEKvFOmoLzJHthT9pdICHEH8BFg+PihzzmO8+Dxx/4S+DATgz4+7TjOI6cqDkk6FU5nfvsHMjiKil57L7vHricfO5/f/tU7MFxyvzfp1Dmbr+FjmTw/ufcp1m7roI8QKS1AWdEA/8SHAapm4S3n8DtFrlP2coW2h3nqPsKiH/VlDe8cCs+5wvyXx8d2T4QePUxOfWUvqXAEXtNFqKDRPKYQy5s0F0o05UrE8mX8WTBGS2gjAiU/0Tq3VDc5bz05T4yRQB3pQD3ZhjillhCO4kbwv+e+mSrk3ArWy4pRT8AgEDaIht3URD00RL3URd0Ybu2cH6p4Nuf4HypbtHhwVz+/er6HvX0p0kULn5VheraDaZkOYqVRWpjIZxuBy6glHlhI2tvKViPIJgGQ5gJlN+9RHucCZS9x5Xdzlx1HYAsfCdXPOlcjW3SdXbpKl8smq5mUleNjfwGO57RRNnCX3fiKbmYOaTSMCmoTZeIJi2iyQDBdRHG8FN3V5N0x8p5q8p5qcp4Yo7VVDGmvXMTIxiFvlEl6FRIBlaLPAiOLpuTRnBxlYdFvVHEoWs+4X6PeHKMlkaW+P8T8Hf0s3vZLojGDyHveQ+jjX0X1+0/9L+YkkTl+7hJCUBVwUxVoZfG0VuCVBa7jOOzdM8Ivv78Tp9WPMS/K5p5B+gaP4ckfJWRvIeKYhE0IFFy4SyFMPUo6MBVHvLLDRC+lmP30T6lK7GNiwHyRshhjLAj33ASx+Q4PHhll4KeHMJwSrfoY7/rjL4H/jS3cdKpvn37dcZx/fPkBIcRs4BZgDlAPrBVCTHccp/xqTyBJk9hpyW9XKYhu9TJuz+UtN/8RixfOOrGoJekPd9Zcw1P5Er96eCMPPbOLLsvLoLsGjBZixWGmmn2o2GQsQVb1ckVjhFvLG6nP7cDNblSRwnFUTKeFbpbwmMdmk6fMUVeJEVcaWzjgQMB0U5MxqM3atIxYTOnLUWuVCOk2uAo4loKecND6BWpWYKku8p4YyUg9Y9FmUk0NFPRqbCWA6ugvxe7A8Qa3gunXcAUNAmEXwZCLquPFaGOVh8agm4Aue0XfoLMmx/9QjuOwrSvBnVt6eGBnH9lSmWkRnXeGBwj07sTqPgg4KC43QmjUeqbQUj2PhF7POlvlpxRpFJ1crjzMn6vbaFG6UHBwNA/EZjEQvoDHHT+PF2xeKIyTV3tRjFHABooErADVxRj1OTe6pVOV1agds6lNlqnKFvClknhSOfSSQ9EVfqkozfjiHI7FMLUIiN8NQy8Lh6RXMBrUGPcplDwmjlFAU4oYdglX0cIpuhnTIvRHvIyENRI+BQ2LaDFH+Ph+nFfsKDFlMEE0NYS3NMYU9RgNTTqhb9yBb9UqhHLGLpJ0zuW49Nocx2HXEz08c1cHLRE3h8+r5sf5DOlGH35XO67RJtJFCzFSQNgOGOB2F1jsGeJ87TB02wh7YjdagYkqesm6k7x8olrGMzHq2B+ATCZKoeBHwaJayVIb9IL+xlfIrsRft+uAXziOUwSOCCE6gOXAxgrEIkkn20nNb9t2UBwPwkkzaNbJglWaDM6Ya3iuaHH/+i08+MRWjuUUut2NlLVWAk6KZeYhGmJR1mVjHDXho94h3qVuIVrcgyu9ByFMbDyMOC3c753HI16bASPHuGsARzgIRxAqepk76GdZV5rlPSXcWhHHAyAQOYE+BGLMmFjh0RMj668lEWkkXVuPqUVQeOX8t5RHkAiolII6erWLcNxLTZ2P1roA7SEPDS4DXe6tfDqcMTn+RgylC9yzrZc7t3bTOZzFp8MN8SzT0wcZ27WNslnC0XTCRow6Tytt0emMEucxLP6bQaaLx7lEf4E71F34yeEgSDUs5OmaC1nneHkuM8pAsRO7sHXiBwrw6wFqixHC43GmjBg0jipUJQv4sync+QRayU1Zjb60ImraU81gQxyrJfiK2IsajAVUEn6VpM+h7M2DXkAXRdzFEq6cSqHo5YwnggAAIABJREFUJ+MKMBz0kfAHSHoFXpEhWsgTydoEUyXm9AnC+23qR4aJJQYIGkWCYZVwrZ/o1Bihq5pwtS5Frao620cinJU5Lr0+s1hm3X/uo3PrED11Oj+fqWDt7sU1XMSdMbHKDhbgEhbz9X7m6lniyRAiX4/DDHBsDLObyNg26gb3E0oexsGkpxa2nueQbTQo1oQQei123sfUTJjm4AxWXbKY2KxFqLrxujH+Pqe6aP2UEOL9wFbgM47jJIAGYNPLvqfn+DFJOtOc8vy2imUc4UXQT0GNnli0kvTGnXHX8KJV5uGnX+DRdc/SmShxzNtMXm3D5SoyrXiMeVUaO0U9Xdl2rk3v5/PaWkLGHgy7A2xIKREecc3gYZ+Lva4SCVcKR2QRjiCS97G018fKvixzRwsYaglKAiWhYiXryBhx8t44WU+cVLCe3Kw4jvrKoYQZtyDhVzFDGnqVm3CNl9o6H60NAdpDXupcOurZ3ViebM64HH8jzLLN+v1D3Lm1h/UHhiiXbS6KFrg5fBTz0PMUD6ZJaT4aXO00RqZQ72tnDC/ryfGE8gJtyv3crOzgDqWLpKKwJxjjZ/HFbFZc7C0lyDgjkHgSAH/Jx+yxAC1DzTSPqsTHbPw5Fa3swiFA3hMj757oNR0Nx7DVV/a0ZF0OowGNhF8l7ythe3IoagHDKeDLWShZnWI5SFr30xcKM+7XsF05omaKaL5EOGMRTWaYcqRMJOkQHx0mmBvGp+QIBgXhGh+RlirCqxpxt16AXleLUM+JhcPO6hyX/nBP7OznVz/bx0DRZG8ccoU8bJ8oBk2/Rr27wMW5XtpyDk6pEcuZDoBeGqZqdCvVY/sJjx8k5c0y2Oiw/zyVYr2fUqiZguXHK+LMal3G8uVvJVRVfdLjP6GiVQixFqh9lYc+D3wb+DITI5u+DPwTcCu8yooQL60Z97+e/6PARwGam5tPJFRJesMmQ36nckVs1YewMtS0LHmjpyBJr2ky5PjJYJZtHt+8l7WPPknHQJIuTyOjRhuKv0xDvo8l3iMUw/WMpBu4srCdz6vr8Lt2ookhskLwpFHP497ZbHHDkCuLI1IIR9CQdnPxEZ0FIxZ1GQc758LMxCgpMQY9MXKeOFl/DaVoeGLBiuNyBowHVEqB4z2mtT5q63201QeZGvFSY8j5pKfL2ZLjb1THUJo7t/bw6209jGRKtLgKfCzYR6BrO/mjw7jc9bS659PY0ELAqCeDYLvoYLdyH63KAW7R9nLUBXvcbv4jWMNudSZDTGzY68kco23QzSXDbppH4lSnQ3iLAQR+SkbVS8N5B2urGVB+18y0cci4bUaCOuNBBdObB1cOXcnhsvL4MmWcrBvHCjJqhOiqqiXjswmJMaLFDNGcSThdoHXcZsGOMqGUIJwZw5MbwkeGoM8hFHMTmRIlen4j7tZl6E1NKMab79k5E5yrOS69Nsdx6BrLseHgMHe+0MvBvjR5szzxm/eA49Zoqs5xQXaA9pECTk8dJvVAGMfMEE0cIJLYjzdzgETVCONNgoOLPGTjYUa0Wky7iult53PlkjW0RdtOy9+0EypaHcdZ84d8nxDie8ADx7/sAZpe9nAj0Pd7nv+7wHcBli5d+qpvJkk6VSZDfnce7sFWPdhKjusuev39viTpjZgMOf5mlW2Hp1/oYN0j6zh0bIBeVy097mackEJ1cZjLcttoqK5GVb3cwH7aC4/jce0gr+R53uXjKU8VG93T6HaVEI5N3ViGxR06M0aqiWbj6IUqyvbEsMVxb5z+UBTCv+uVKak2436FfMiFXuUiXOejvt5PW0OQqVVeqnVZmE4GZ3KOv1HpgskDO/u5c2s327vG8TlFrg4MMqW4F9E1TK2nlXrvedROaUFTvJTI0K2sp0P/CWX3EXLuHPtcBne5PAwqMeLjUD/i0LJf45bxOKFcFa5ymLIWmShM3TGKgRCDwd/dsCmL8kRhGtBIRqDszaLoeVwijbeQx50GLetGlML0R8IcqW1Cd6eIlseIFjJEMmXCqRyLxmwuPGjhz2q4ijm8+VG8VoKA1yZUZRBpClO1sh5P+xz05qtQ/b4KvvKVdS7luPT7WWWbff1pthwdY/PhUTZ2jpIsTiwaqApBg16kPX6MqdYwsSEBx5oxaQVRhVUuEU52EE48h8N+ctU95Np1chEfKc3FXmMKVqiJpa3LePuCq2iKNL1ONKfGqVw9uM5xnP7jX94A7D7++W+A/xZC/DMTk7+nAZtPVRySdCqcrvzetfUpoB1LLTBnRssJRCxJb8xkvIY7jsOmvV2se3AtHR2HGdCidPraMcNN+KwMS1I7WBb2MtWrsIwe4uajmMZetns0vuX286wrxpjp0DYYouVYjGszdfiL1ShUUXBPDF0suDT6jk81tbHIGRYZv0q52kNVS4TGpiCtDUGmVnuJGvprByxNapMxx98ox3HYfGSMO7f28OCufkrFIiuNQf64fJjqkQw1yRbqvRcRaq4BHHLqc2zyfZ0jngEG9Qzdto5IajQPVlOXrGJuNs55ZjVCVFE4PpTX0n2UwjB8fPtTS5TIuMskAgrJaAnbl0fTsnjsNP5MHiMlcBe9JIpRjobD9NUFCekuouYYkXyOaLpILJmmrafM216wUE0D3TTw5Cy8xVEC7hKhiEG4IUT0vBp8U1sxWi9BDYfljaA36GzIcenVZYsWL3SPs+XoGFuOjrHtWIK8ObHSt0/Nc75+iIXeTrRyBnU0ip2fjjUwHUeZj+nYBNJdVGfWYhv7KMWPUZ6pUS4YeI7ZDJo+Duq1VM+4mDVzLucTU+egaZVf5O9URvA1IcRCJoYbHAU+BuA4zh4hxJ3AXsACbperlUlnoNOS36P9R/DTjqVb8o+1dLpNimu44zi80NnPow+u5cie3QyJAAf908hEzke3TaZmO1ltmKzxFmh3dyK0F9jlHuLX1DKYmoI+fiNV2WrCZpy3iRhFVzW2OjFc0PLBuNekLHIUDJO8MYrjt2lujjJ7cTuzZrcSkoXp2WxS5PibMZAscPe2Hu7a2s3RkSzt9hAfE4O0JYvUGM3UeC4nV1+iw72Htfr3GCgNQzKILxEj2tVKfWkpzcRYYFRTcFdNvCdckHdB3rGxRIGsu0wqYJGOjmEGS7iUNL5SikCqiJEUuEoBioUoRyJBsnVRIoogYjqEszmiqQxTx2FhRxltaxTKAVRLw5sfwpMfxqePEA7pROr9RNvi+KdNwWhZhlZTcyav0jsZnbE5Lr3SUKrA1mOJiZ7UzmH2DWaxHRCOzWI6+SN1H3Gjg2KmSDHVil2aTVm/GksPYQEecxBfdjP49lOsPcr4DBOrt8yCJ4t4d8NAlUL3vCnUvvsmrly2kg/W1U26ducpK1odx3nfazz2FeArp+pnS9KpdrryW8vlASjp9ut8pySdXJW+hmeLFt/574cY2LSOEUtnT3A2Q5GLEI5NU76Ht+WOcXMIpkY2s1Pk2ZqbyZbUAhT7chwlhq66aDz+XEIzsUliqlmK7qOUPAXcqSH05EECNWVaz1vNwstuwR+vP5WnJE0ylc7xN2PDoRG+v+EwTx0cxrAKfED0sCKvUms0UfLEWNuygQPdD+AdasawqtCdanz6R2h0HZ93LcDxQcZToizy5FwmucAo2UiZYsTETZpgfpzAeAlfUiVTipI0IwwaBlbcR0i1iJgWoWyBcGKcxWMOq/Y4lDfHcMoNKOXYS4Wph0GCgQGidUGirTECUxtxtV6M0diI0OXNoNPhTMxxaUL3WI5nO0fYfGSM5w7105OeaAd6nQLXKjv4kLaPrOso1kABkZiBbs4m7bqInK8WNFCdNLp9CJd+gGTDQZ6tH6Uw5DCjw+Gi9YLYmE1JVxmbs4Dytdcy/8oruaSq6rWDqrDK9/VKkvR7qaWJf62zex0JSfpf1u4bJPfoT7E8MdbHL6fJB6u7nmFVVZkLV68huq2bmP45fll6J4nx6xB2GU9xBKU8iqX1UvLkyYUT5KozVCdLVB/IkCn1Ml5n45+xjAUXvoOVbXdgqPLNJZ0ZfrG5i7+8Zxc1ATefnKUzZ8tuZnvPw/aaPBT4FT1DfczquIRU6HJwK9hmCqucoCBGGXWPU6gxsapN3CJFVSpJeKyEljVIlmIM237SuooT1wmrBrVmiiY7xzxtgMakyujROKFNS1DL9QjbwpMfwZsfwm2N4fUNEYl3E2+NE5rWiKt1OUZzM4rXW+mXTJLOGMm8ycbOETZ0jPDUgSG6EgUAIiR5m9jBhcpRNO8x9uuDjPc3kxiah8e+hGywHSegU7BLmMoApeALBDwmoyJDd/5B5gzkmLMfLusD9Xhfera5CfOdV9H+3veyYJIXqi8ni1ZJmtTkmgfSucks5PHaeY7OvgwjofC55gH279vLB776U4b/7WEC2t/xnexnIbuQuv6NxM27+de32BwOW7w7vILUtgaCGReX3rudx+dl+PFVCh9a9BE+M/dWXKrr9QOQpEnkBxuO8OUH9nLRtGpujwzAEwnqfedzTH2E9bmj1B+4kAbfO8n7M9Szju8F20nVwi3hjVQfamb2xoPUMAzXXMm3mhfw05YaiprBMnsT14u7uDbdyZRxDzHjnXS2XMgj+zo5tj1NqX8qhu0nZmWpHdxGzfDz1M6sJvTWNQQuexd6TU2lXxpJOiOVLJttXQk2HBrh6UPD7OpNYjvgdgpcLbbxBdFBu9bLwUAPm1UPT/TMp7HnKjRlNgF3lFIQ8k6Ckaox0lEXvjFBMDFMrOcQbT0HiQ0NIgBbVSg21VO+Yi6+Zcupu+hC3A1n5u5GsmiVpElMHK9ZnUk2r0CSTjUrOYqN4PmUm4tnxOjfdg9Ns+eRued5dPPr/CD5RVSzhqmdd6E2b+EzK4sEfCrvzF5CalsVUw8eIpo4yN/ckKd1wWruXv45moKVWfFQkt4sx3H49/Ud/OOjB7lqepgbep8hvG8mwlPPfbm70dPLiLguxdZGmVf+GfdU1/KDwAxu9B6g4WANjbsLxFq6GXvPJXzJH2FTrIGi6maZs4kbrTs5b7SDBvdKBls/zK8Hsxx9boy6uxO4y+20lovERnZSM7KNppkRwh9Yg/+yT6NFIpV+WSTpjOM4DgcG02w4NNGbuunwKAXTRqHMKns3/6DsZrHSTd7bzbNei9/Y7QR7F9PY+x5iWjuOouG4ChTEIONVCXIeL9XH+pi7/xBTug4SyEwUqaWIH6bNwnj7DcRXryYwdy7iLNn2SRatkjSZORNVq3Bk0SqdW8zxUfrdtYyX4JImF32/7eP82W+h/8g3eWr0LzFMwbTOb5FaMsQX5xaY4/Myq3M15aTBquefZu30AbZfX8efn/dVLm2+dNItKCFJr8dxHP7+4QN858lO3tmq8pYXNtLsXsrG3B7SpTrQrkUr9zCv9O901Dp8wXUVq7Qstx8s0tQ9QGCJSseH1vAvhsr22mkUVA9LnU3ckv8lqzNprPobeDT+Djq2Jah9zMFbbqfNbiE6tpeasftpmRki+sFL8V/yCdRgsNIvhySdcQaSBTZ0jLDh0DAbOkYYyUzM+ZptH+bPxPOsUo5SYxxjuy/PBiPC/cWFtPRdSSw3i1nqxM0ht9WHJXaTCpfRsmXaDx9mxdZDeHMDOLpKubUZ91suoOr8VYSWLUWLxSp5yqeULFolaTJ7sZ0tG9zSOcZKjnLQNw2XplA/tp+sEeVIx1McTn4cf26QmrEfcnSVwzemJrnEXUV032rqugYID27nH6+xuPKCD3Pv/I/j1eW8OunMY9sOd9y/h59uPMafhro4b2+YXquVfeNZHGUWgewB6l3fo66xh79R3kfEruPWAwVqM0fQVjby/OIFPFfjZmtsBnnFy1LnOW5N3sVsdw1Pu6/iXw7mqHmqFr/VShsQHj9EzdhdtM0KUH3rxfguvO2c3vtUkt6MTNHiucOjPH28N7VjKANAoz3IO3mOS5QOZurHGHIneMrt4d+UGeQz1zG9axbVZhvVQkW18gRTh7A827HdWWr70lSPdeLNDVCOhdHnzCd88/sJLV+Oe/r0c2pRM1m0StJkJqe0Sueo0vgIHb42Vk2tpnfreoyqeRxOLaF6dAd6+C62L3Hz66nDXF1sxb97PvN2bmd9+1GS71jGv6/4AlMjUyt9CpL0plhlmz+/exf3bT3MP5T2QXIuW203oFA1th28j3Bx225+IG5kf+EjrOkbI8whCsur2WQGONSusSmylKzws7S8mQ9l15HV63i6ewUHDtQRNGfQLhT86W5qxn9L+0wfNW9fjf+C96N4PJU+fUk6Y1hlmx094zx9aIRnOkbY3jWOZTtEnBRX25v4grKPhfpRDH2ILW4XD7ni/It5PpHkDFp7ZzHHntj82J/pIZhaD64hQukxAoMJ3OVh1OlTCaxZQXj5e/AsmI92Bi2adCrIolWSJrMXJ7Uie1qlc0vnuEVB9bAiapBMzsa2m2nofpDcsmd4ztF5Ydowbx1ZRvyQj0D/o/zobS4+fNlXuabtGjkUWDpjlSybP/7ldjJbn+fz+ShDznkotknd4LMMBx5n7uz9dDkL+FzuH1g6VOZS30ESCxWGjCQd7W6e8F1BVgRYZm3lYnMbfUe87N+3nLA5l6lCx50fpja5nvYZPhrftQrvynehnCXz3STpVHMch8Mj2eOLJ42w6fAImWIZn5NjjfM8H2QHS/WjxLV+unSVJ91+fqHMo5C/hqbhWdRkWljBRG9q1dg+Qqn9uJQe/GNJdJ9CYPEyQssvw7toEa6pUxGaLNNeTr4akjSZvbQQU2XDkKTTbU/RT6NdxHrgMMKpob7vB6TX9PFESpCcluLCo5cxfWc3G5q30vB/38lPl3yaoCHn3UlnrnzR4vPffJaZhwdRy1MpWlmm9D5Ed+Apckv7udxy8f3CHxMeaWZBeJCxGQmC8W46mxt5xHgHGRFgfnkn7X17aNwcwl26mjbFg1FKEU9tYep0D1OuXoFv+Y3n1JBCSToRI5kiz3SMTCygdGiY/lQRFyUucHbw/5znWakfpkHro6Q4bHF5+ba7jQ7zfCKpqTQPzmSeGQLAm+0hNvIY4eQ+fHYvrmiMqrdegW/p+3DPny8XOPsDyKJVkia141Wr7DmSziFFq0ygGOHqkhdXKY2n+HXGL9d5OJsh3KqzcttFePu28Pj1dfzJFb9gTtWcSocsSW9a2bLZtbGPx+/eRXvBhVFUmNJ1F73+jay/IM8n7TGeyl/Ff45eRiAyDDO3EGw8TGd8Jj9WbiMjArQX9nP1pm5m9E3DUa9EtfLEMvuZOs1N+zXL8C19G0JVK32qkjTp5UtlNh8d45mOEZ7cP8CBoRw6FkvZx8ftzZyvddCm96CKMt2qzlrPFJ7R1mBlptA0OpN4uoUYCjgTvanxod0ThWrcS/CCSwjd+Hd4Zs2S78c3QRatkjSJvbQOk+xqlc4Rtu3wky/dz2orTiB9EBH7IbnaNn5rHmBqrIGZj4d5oWkTq+/4DP8x7e2oivzDL52ZSgWLPU/3sumRTuwMBPMJ2o88zLB7Gz+5BG5yj/HOZDM/T30Sx5enev466uoP8mRoFd/l/5IRQdpHjnLLllHqUnEUO0JVroP29mGmX7cM/6K3IhSl0qcpSZNa2XbY05fk6UPDrN/Tywu9WRynzDwOc739HKvV/cwwutGFSdERPOdu4Yee8zlmNlKdbKFpaBaLzAAAwu6nYeAxagZ2Ecj34Fu4gMhnbiZwxeUobneFz/TMJ4tWSToDyJpVOhdYZpmf/cV9mNkw4ZGn8M35OQku4hH/JhYW5xF6doDeW2Zzx0X/QpXn3F6QQjpzOY7D8w8dZfMjR3CK4M4eZUbnb0kaB/jepQ4N1Xn+etTi8aFb2KHX0L7oMepqD/KocTn/zN+TFUGm9SVYvSdJw6ifSP4Y7W1JZl63hODCK+Scbkn6A6w/MMSdW7rZcGCAtDlx7H32Q3xWfZZ5Rg8epQhAwW7mbt9y7gl4cY+10Tw6g/rMFBpRsNQCPrODKUe3E+/fjUsp4b/kEoK3/zH+C1fLhc1OMlm0StIkJuyXPqtkGJJ0WnQ+10smG8abuIuG+Y/RY97Ek7H7WdW1iN7oENf8/ddYUrOk0mFK0glJDOR47jdH6KqB1Ru/S3z8EL+8UOPZGRpfG+sn37eCO8USahtU3hr4CenmIkc4n5+Ij1A3eoSbtzvM7B9garPD7I8vJrzwMlmoStIbcN8LvfzJL18gqFg0jh8iXhrmHcFNvC3wAkW7CtO+mP5yG98P53jSO8ysgXmsOrIUxVHJ+4cJq0/SdmAHkZ4OFJeB/6KLCP7Jl/BfdBGKV26zdqrIolWSJEmaFI5tPYJSLjHevI6kPpX+zDHaikvYr+/mz2//Fa2h1kqHKEknLJ8qAdAZTfPBrh1sWTWfR+ft5Z8HRnElF7JWX8z89jhXDP0VW6aEMIKr+MrQpRh6js/+8gDj0cXc/M/X4QnLxrEkvVEP7ernT+/cQbOa4S0dP+dwYCqXxg/yNv0F0tYVjFof4bv+h9jlH2NO/wJuSF5PWbGIuJ5jeucGgoe6QAi8K84j9MkPEbjiclS/v9KndU6QRaskSZI0KXQfHieY7ifWmiVVnMeelnUs39JC7P98WBas0lkjn5kYi7jowHbKisKPFx9mbt5mYdbg59l3E2wa4q0DX2f3nAhC8/OXRzLkqxfyviceYzyyiOnLa2TBKklvwtq9g3zq59uoNYe5svs+dobm8lfxh5ildpC0buL7nma2GA8zu28Jb+mpp6xkqcs+RPuuJzAKGVzTphH6s88QvOYa9NraSp/OOUcWrZIkSVLFmaUyhaIXb+kI1fjpSXtoCbby/IIU3553W6XDk6STppCZ6GldueNZDraEGfGl+Pe+QdYl/4K8UeLdxhMMhgqkPRp3jmmM+q7BUyqycucw/TU6869oq+wJSNIZ6JHn93P7XYeImWNc3fsbMtVhvhG9m5jSx3/5Lme92cDM/vmsNoOI8iDTj/6Mup7nMKqjBN91E6HrrsU9c2alT+OcJotWSZIkqeKGjqZAqKRdhwmLBvZGthI5oPKJv/47DNWodHiSdNK82NNaM9bLLy5QuDaT4Wj+YkaLi1kw5XHCxU1sbqpib9HNTquJZGghNz/6AJm2K6mrCxFrClT4DCTpzFEe7uBX//0jvtB/HiEzxTV9v6HZX+D66CG26gYPWH9B0+FFLHYMAql9tB/+MdFiF6ErLid4x3/gW7FCbk8zSciiVZIkSaq4A5sPT3wSOkSmtBIROsbImjaW1i6tbGCSdJJlx8cRToGiDrvbbb7Vp7M+dQO6VuCy1DfZcuE0snaS+8a9zPTeRq9pcX24mT1HBSsvaqx0+JJ0Zuh5no4Hvskve6fxI/M8guY4N43cwwWzHRLC4puJWwlkF9Bqm9QNbKa57wnii9oJff7DBC67TC6oNAnJolWSJjO5IKR0jujY2Y03l0NvyjKecaGPKnz2E1+qdFiSdNL1HNyBUfSwebrDe7IZnshdi1aKMc39FB2L55Onl3uSfj5b9ad8SIlxY+c+0r6FeIMZ2hbFKh2+JE1ejoNz6DH2PPSfPDPWzMGym/tLMwiJcT4962ckci1s27cS1WkmWkrT0Pdbmjx9NNx4JaGrf4EWk++vyUwWrZIkSVJFOY6DmdSJpI9QCsTo5hBTLnkPIVeo0qFJ0snlOBRHTVxFixdmOtx8oImno+2EHY2ahm66fX3szOl8tPVv+M+HOxHL2/jYpWt48p/3seyqFlRNqfQZSNLkUzYxd9zFpsceZmsqhnf8MEqmlwfrPknMSHMLB8hs/hi6EsabHSA2eifTV7cw5S8/jmvatEpHL/2BZNEqSZIkVdT4UA6Eh6JyGI/ZjplJc+vyd1U6LEk66Xq3r8XOucBOMDOg09k9ldqSShGLA3P24rJhUduX0P/2Lh54/x/x9pCH8R0ZFCGYs7qh0uFL0uRSzDD+zI948plt9AwXqBvbzYrqIgeX1XPf8zfz0b5e3K5p2GozwdQBgs7PWHzLVTRe9y2EIm8AnWlk0SpJkiRV1MYt3QDY3g6GctO47pOfRwg5Nl46+9z3q0fQnZVkvV1kB1aRb/LROO6jUNVDtWuMfNUHmPnDLXyteRqWrnH79Fae+vlW2hbH8IVdlQ5fkiYFJz3EkUe/w8aNnTB0mGb3EOFFDuV4maGn52E/fBmXhaYi3A5q/nmCoUe5ZlEvoQ/dB3G5AvCZShatkiRJUkXtfHo3EdNNKZqmx1XmE1Nko0I6++SHuimNPovQ1jAeClAy/bxbPM6j1lVE6+4h757Hyq2NHFr/be7/2ne4Lh7B2jVOMWcx72K5AJMklQb2s+Oe73JgUyc1aget7SUKqx2U3Qr59UsZVC8lFWpDBHKMq48z3DbCX5ceIOSLw/sfgUhLpU9BOgEn1DcuhLhJCLFHCGELIZb+j8f+UgjRIYQ4IIS48mXHlwghdh1/7F+FvJ0uTWIyx6Wz3WTIcd94mVDqCGqkhtv+6Bsn8lSS9AqTIb9f9M3vfJP6riy2arC5dRnt/l7uiVwAgLeug1XWxxj6p3/it7fdTk5R+XRznJ1P9FDV6KeuXc7vll7dZMrxU2V0z5M8/tn38fCffQjz6P00XL0Hz6Ii6l4vpX+/nP0H/4ZD0dtIBAPsrP41jyxcz7UXxPhG/l5C4Slw68OyYD0LnOiA7t3AjcBTLz8ohJgN3ALMAd4CfEsI8eImR98GPgpMO/7xlhOMQZJOJZnj0tmuojl+4Og4ClVopcOkrBZaq2TjXDqpJsU1vLtnkHHjAdr6/QDk3Co9TUex03WorhRLZr2XoT+7A2v2HO6cs5i3VocIDZYY7ckw76IGOVxeei2TIsdPhZEDm1j7vuvZ9/efRJuxEd97h9CygujX3Iw/eAPbPX9LZ9tNDIRSPDz1R/zHjCeZU5rGL+a0Mu/Ql6F2LnzwtxCorfSpSCfBCRWtjuPscxznwKs8dB3an4I8AAAgAElEQVTwC8dxio7jHAE6gOVCiDog6DjORsdxHOCnwPUnEoMknUoyx6WzXaVz/OFNx0AomFof13/679/s00jSq6p0fr9o00P3kUzZOKobAEstc2/AIpKZQqg+gfFgP3Y+z5Y7vkKybPOp5jhbf3sEt09n+nLZ4JZ+v8mS4yebk0+y/t/+jZrO/RTeW2A8DsoPYwTWqnS2v51jU97Kwfgx7p77df6rdQuHE2/ls8NBbp/5KJ4nPg+tq+H994E3WulTkU6SU7V0VgPQ/bKve44fazj++f88/qqEEB8VQmwVQmwdHh4+JYFK0pt0wjku81ua5E5LjufzeQDKmklDlf8khC1Jf5DT2k4ppEcplxWc4x1dpqaRtXLY+SD+iIfspufwzJ/PvSWY5nUR6ynQvS/B0qta0F3q731eSXoNZ3Rb/NBdXyRwYJDEDWUsBXIPzqF2Z5KhhUvpj1zErtpNPDrtJxwbu5ym3ov4VfxB3u/9IergLrj6n+C9vwZX4LTFK516r1u0CiHWCiF2v8rHda/1317lmPMax1+V4zjfdRxnqeM4S2Nyw1/pFFmzZg1z585l7ty5AHNOV47L/JZOlxdznFfm96TI8XyhAEBZs9FUuQWB9MZV6hoOf/h1vFQYRdjgHB/m6wiI4sG2PPj8BoW9exlbfRGbk1luqomw8d5OAlVu5l4ot7mRzowcP5nsPfexYVeaWqUbc4lNel8ds58+TKqxiV2R99IfOMwz9evIHvkEtya6eaDuq8xK3I+YdQ18agssuw0UebPnbPO6qwc7jrPmTTxvD9D0sq8bgb7jxxtf5bgkVczatWtf+lwIscdxnKWv8e0vkjkunTFezPE3kN9wmnK8mC8ABrZmv9mnkM5xZ8I13CyPo1vgiIkbM7aAWjsCgLuQA9vmkbmLECYs6i+zszvD5bfORtXljRzpzMjxkybVz+57v4Fx1EXqxjJmVqPpv0xsl5uNMz5OUc3yYNM6/MfexQ+tn7AstA3UKfDeu2HqmylZpDPFqboa/ga4RQjhEkK0MjHJe7PjOP1AWgix4vhKZe8H7jtFMUjSqSRzXDrbnZYctzNjAJTlBmzS6XV6r+FOcqJoPd7scoQgcrxoNXr7wTC4T/VwfsjPkQeOUd3kZ9rSmhP+sdI57cxrpzgO1r2fYm1xIa3uI5jTHIwfVxNIplm74mMotp8H65/luqEY69T/x1LvTrjgT+GTm2TBeg440S1vbhBC9AArgd8KIR4BcBxnD3AnsBd4GLjdcZzy8f/2CeD7TEwI7wQeOpEYJOlUkjkune0qneN6IQGArf/e0WmS9KZVOr9f5IgMehk4PjzYFhCwJ1bK1nbtp+OKqzhaMFmRcEiPFjj/hqkIRa4YLL2+yZLjJ8Xm77G1M0d+ZAf5awXqkz7q9oyxbtVNeMptbK7exjcKT/BF7SeUg9MRn9gAa74IhrfSkUunwQnd23Yc5x7gnt/z2FeAr7zK8a3A3BP5uZJ0usgcl852lc5xl5kFwFZlA106+Sqd3y8SSu4Vw4MdAd7yRE+rsm8nj93yZdyKwPfQAI2zIjTNliueSn+YyZLjJ2xoP4VH/pa7jetZVfUkeskkerfC9pnLUPWLSAZ28iP1a+QVL7sCf8Hc//NZOW/1HCMHZEmSJEkVo1smALYmi1bp7CWUPHrZwX7ZnFajHEEoFrZT4JFIDcsLKk7KZOWnplY4Wkk6zawS1q9u41HzA2TF43iWFnD/o4fhUC3Dde/Gb3Tyce+XeSR0CYniR7n59jUIWbCec2TRKkmSJFWMXp4oWh25crB0lsqXyihqHt363YgCRwDlALqeZfPi80giaN4yzrRlNcSa5TYd0rkl/9iXSfa0cn/VDi6MBsj9d4qahMozF36EEBkujvyAL1R/BbOwgC9+dBG6IQvWc5FsJUiSJEkVo5WPz2WVRat0lhrLlUApYFhga8eHByOwTD+Gk2TtmqsIl6F10GTFdW0VjlaSTq/x/U+SfuppfmYEaC+20LlznBk7TDau/CAeO4LSsIN/Vb/C876F/NmNswlE3ZUOWaoQ2UqQJEmSKkY9XrQKVQ78kc5OiWwRWzHRymCrEz1EtoCSFUAUkzzb0MLMjjwLVjcSrPZUOFpJOn2Gh4fY9/0v87Czkly5kRfs7Vz/WILd86/CVufS2Vakf+wy1s0L8ZUZTdS2hSodslRBsmiVJEmSKkYtg3DKGMF4pUORpFNieGiYkmJjWOC8bHhw0fIx7PZhKQqL+yyWXDWlwpFK0unTm8jxo7/5HL32Bew3Ijxbcze3PTTEaHwBw9Gr6KwTNB7z8auVfj4hfCw7v6HSIUsVJotWSZIkqWJUW0HYFvGpKyodiiSdEsnBbrKKgtsU2NpET6sjoGR7OVTbSHzc4qrzG/H4jQpHKkmnR0fvKH/1hX9ipVjKzvAwG5p/wk2P5wgV6tgz8zaGQw6NQw5PzvEwDY1PvG1mpUOWJgE5HkuSJEmqGGErCCzmLLuw0qFI0imRHekjqwiM8u8WYrIFWKrgaCzMkoEyCz7cXOEoJen0eGrbAe774SN83DuFTVXf5aGaBFdud1h60MP61X9CSRf4CzAQ1Tg4xeDpi2ahyD2LJWRPqyRJklRBiq0gKDOlqb7SoUjSKVHMjJJVFAxLUH5xTqsisBXIuBU+MKdOroYqnRMKhSL/8aP13O6bQTb8Zb5fO077sMG7HnfYvPhWBF5UNYHiKNy90se/zJpC1O+qdNjSJCGLVkmSJKmCBMKx0TTZaJfOTvaLC2TbUNa8ABQMQSBvYyuwcmldBaOTpNPnKz/8Le8RLnrVB/hZFRi2wXs2mqT9DRS8s8g3dOPKRXlokYerwkHWtFVXOmRpEpFFqyRJkiRJ0iniCBXVcVBsB0vzAZA3BL68TZUjcHn1CkcoSaeeXS6zf98A0z0xSoHf8JzHzdIOL1P3ldmy+P0UdUFw2MW4V2Hg/7d390F23fV9x9/fu7tarZ4fLMuyVkJy/ADWYgRajKmBJkEGBYhxkknqNonJkBmPPaSTTpohIe4k06SeMiVTMm4aUydtiFsShtYBOxAXUCEwaW2MDX4E28iPCEm2bBn0vNLu/faPPeusnV2tVnfPnrNn36+ZO3vuOefe+72jzz2633N+95xze/nopV7+Sa9k0ypJklSSjC5aQKsNw12LGek+CSTHelsMLPCak5of/sv//Ar/jG72dn+OP1/Vy6ITC/gX//cA+/t/jFa7n/0bnqc9tJa/e30ff3jJJhY7+kavYtMqSZJUllYXXQmthOHuJQz1JCuOtNm/vIs3n7W06uqkWfF//t9jXNy3mqNLv8gDC3v5qW/3ctZzyQOv+0UOLQyW/qiPF5e06H/tSt69bmXV5aqGbFolSRXLqguQStOOLlqMDg8e6VrMkd4WKw+3eWFpF295jV/O1Xy377yHK9tdvLjgr/nTVYs469BCfvrul9g7MEDr5Fp2nXeYFS8u5ZsX9/GH2xwWrInZtEqSJJUkWsXw4ISTrSUcXLiAlYdHT8J0zgaPtKr5/vsXvsEli5ZycNnXeKx3Ab/w98HCY8Fj63+BF5e06Dq+iBeXtvjlK36M1Qu8GqcmZtMqSZJUknb00MrR37SebC3h0MJuVhweYWVvN109fg1Ts33j299l+wk4suCzfGLlEi7Y18fbHzzEs5cPkkOr+cbrWmx5Knhu63J+vn911eWqxtxaSpIq5EXj1WzZ6qKLJNowHEs42tuiZyR5/dK+qkuTSvdHf/UV3ti3kOeW383TC3r4pa+M0O7t4plFV7FnZRetkRY/Wtziw1ddTIT/H2hyNq2SJEllKc4eHPSQ0cPR3uBkV3DZ2uVVVyaV6smndzN4+ATtvr/mEyuX8bZHF/K6Z47y1I+/jZETK/jKJQt566PDrPmJdbxmcW/V5armbFolSZJKksXZg7O1BICjvS1OdsElm1dUXJlUrn/3Z3/LmxfBsyse5PlWF1f/3RBH1/ay9+R7eHY1tFtBV3fwq+8+v+pSNQfYtEqSJJUkWz20SNpdo00rrRGiFaxcu7jawqQSvfDiS2w+cJDeRbfziRXL+Zlv9HH2Syd56u0/ycjwEr74pmVc9ugQb37vZnq8JqtOg02rJKlC/oZJzRbFkdZ2caS1pz3C6sULiJbZV3Pd+Kd38NZFQzy6YhdDJ1r89F1HeeniJTx/4Ar2LD/K4b7gvOPBj7+tv+pSNUfYtEqSKuZ1WtVgre7iSOvokdUFwyMMrFlScVFSeQ4fOUrfM3tZsfhv+NMVy/mVr/TSO9zmmTe8mxzp5rOXr2PbriHe+dPn0eqyFdHp6SgpEfHzEfFIRLQjYnDc/E0RcSwi7i9unxi3bFtEPBQRuyLipvBUYaoxM66mM+Nqsjrku93qoQsYKYYHt4bb/JP1Kzt5Sulldcj4q338Lz7P2xYd5N6VP2D5i8HlDx/lubet4sC+f8oPe5/npcUt3vISXPyWc2byZdVwne7eeBj4WeDrEyx7IjO3Frfrxs2/GbgWuKC47eiwBqlMZlxNZ8bVZNXnu9VFK2GkZwlJku3k/PM8CZNmTPUZf5X9D36PdUu+xJ8vX84Hd3Yz1Ad7Nv4UrfYwn/7x87hwz0ne8+7NHmXVtHSUlsz8bmY+drrrR8Q6YFlm3pWZCdwKXNVJDVKZzLiazoyryeqQ7yA52Q5GupYzEifooofFK7y8h2ZGHTI+3vP7X2SglRzs203rOLz22SGee+tCDu55MyeHn2H/yj4u3zfChW9eO1MvqXmizF0cmyPi2xHxtYh4ezFvPbB73Dq7i3nSXGTG1XRmXE02K/lutU8yfCIY6l3BUPdJVvXYsGrWzPo2/FuPPMnavpe4Z1Ev23ZBK+H4hjeS7R6+tG0Dqw+OcNXFaz3KqmnrnmqFiNgJTDTo/IbMvH2Sh+0FNmbmixGxDfhcRGxh4tNETnoGjoi4ltHhC2zcuHGqUqUzsn37dvbt2zd2d0tEPFxMl5px863ZMi7j4/MNZlwNUNU2HE4v49EegeMthhau5PiCETau6Jv6TUnj1D3j493z0C4u793HXQsX8nOP93B0yQgvHbyMruEXuPe1F7Dj20e5+IPu59T0Tdm0Zub26T5pZg4BQ8X0fRHxBHAho3tzxp/buh/Yc4rnuQW4BWBwcNDTS6oUO3fufHk6Ih7JzMFTrA7MTMbNt2bLWMZPN99gxjV3VLUNLx47ZcZbDMPxFsd7VzLUe4Qt65ZN/aakceqe8fH2PPt9Fi7exZPdPWx5+gT7B9dw7MD5PH32cywYTt6zZAlLVjraQNNXyrH5iFgTEV3F9HmM/sj7yczcCxyKiMuKM5VdA0y2h0iqLTOupjPjarLZzHe0h2kdW0y7q5cTC0fYusGTMKl8VW3DVx4+wYuLfsDFzya9J9v88NxLgTa3v/V83vDUCS57u9dl1Znp9JI3PxMRu4G3Al+IiC8Wi94BPBgRDwD/C7guMw8Uy64H/gzYBTwB3NlJDVKZzLiazoyryeqQ72gP0zW0GoATvcnG/qWdPJ30CnXI+Hjn9R7kW4t6uPTxYLg7OHDkMo51v8jBJT285fkRNrx21Uy9lOaZKYcHn0pmfhb47ATzbwNum+Qx9wIDnbyuNFvMuJrOjKvJ6pDvVo7QM7QKeuH4gi56FnTN1FNLtcj4mBdefIlzep/jtt6F/JtdsHfgQoaPr+LrW4Pz9p5k++C5RMvLeuvMeOouSZKksoycpHt4JQDt1sKKi5HK8/V7HqHV9zStH3Wx+uAIL6x7CxlD3Hf+CrY9cZw3vM0TMOnM2bRKkiSVJNvDdI+sgGyzdPnZVZcjleZb33yI/Ut2s+17yXDXQn44tJWnzhphyfE2b1i1hL6lC6ouUXOYTaskSVJZRoYJVtI1cpCB9aurrkYqzcKXdvNwX3Lp48kPLnoj2e7lq284hzd/b4ifeKeXPVNnbFolSZJKMjJynIiVkAfZer4noVFzvaZ7H99p93Le3uS5cy7jWO9xnl8WXHRgmPMuMvvqjE2rJElSSY4O/YiR7hXAIQY2LK+6HKk8S57hx55ucbxvDYfb5/ON85fx+mdPct7gWkavriOdOZtWSZKkkhw+sJuTC1bS7jrEgm7PHKxmenbP8+xfsodt30t+8JpLSZL7z1vE1ieHeM9Pbqq6PDWATaskSVJJWkcO0e5aQLv7SNWlSKX5wt/cyRMLTnDJU/Dc2rew+6xk+ZERFqzsZeXS3qrLUwN0dJ1WSZIkTa57ePQyN+3uoxVXIpWn/fQ9DHUt4NjiCzgRq/nmBYt5y+PHGdixqerS1BAeaZUkSSpJV9G00j1UbSFSiXLhU1z0DDx3zpsY7hph96oWK4+0ee/Wc6suTQ1h0ypJklSSVnv0d6ytLn/PquYa6jnCuQfg4IqN7FnZzab9bY6t72ORv+PWDLFplSRJKklXe/RvdPmLLDXXsQXHOPul4Gjvuexe3cuGF4Z53SVnVV2WGsSmVZIkqSStHP2qFT0LKq5EKs+xruMsOXkOGT08t6KLVQeHufLN66suSw1i0ypJklSSaI9+1erpXVRxJVJ58vhJji3qB+CHi1uMLOrm7D7PGqyZY9MqSZJUklbRtPYuXlFxJVI5MpOew20OL+mnHW0WDbU5a/OyqstSw9i0SpIklSQyAFi8Zk3FlUjl2H/gJboPBYeW9PPCElj/4gjvetuGqstSw9i0SpIklSRy9Oypa/r9Eq9mevzhh+g7GBxesoEfnNXL4hMjvKl/edVlqWFsWiVJkkoS2UW0h9mwaXPVpUileOaxh1h+aBXDPYt4bmU3q/u6iYiqy1LD2LRKkiSVJNpdRA6zdo2/aVUzHX7hcZadGD0J03BXm8Gt6yquSE1k0ypJklSSoItW+yR9ixZXXYpUimPDL7Ag+yGT3qHkfZf1V12SGsimVZIkqSSRo0daHS6ppjox8kNOLOxnOA6ydHiIvp7uqktSA9m0SpIklaabyOGqi5BK03XsMIeWbOClRcNctKyn6nLUUB01rRHxsYh4NCIejIjPRsSKccs+EhG7IuKxiHj3uPnbIuKhYtlN4a5H1ZgZV9OZcTVZLfKdNq0qTx0yvuAIDC1cxQsrurn6ijd08lTSpDo90vplYCAzLwEeBz4CEBEXA1cDW4AdwJ9ERFfxmJuBa4ELituODmuQymTG1XRmXE1Web6DbsiTnTyFdCqVZ3zBsdFrEB9dCuev91I3KkdHTWtmfinz5d2HdwNjv7x+P/DpzBzKzKeAXcClEbEOWJaZd2VmArcCV3VSg1QmM66mM+NqsnrkuwvwSKvKUYeMd58YPVtwT9eRTp5GOqWZ/E3rB4E7i+n1wPfHLdtdzFtfTL96vjQXmHE1nRlXk1WU726Ckc6eQjo9lWS8lefQNXyQixaac5VnytN7RcRO4JwJFt2QmbcX69zA6G7ET409bIL18xTzJ3vtaxkdvsDGjRunKlU6I9u3b2ffvn1jd7dExMPFdKkZN9+aLeMyPj7fYMbVAFVtw4vnPY2MB6Rf5nXm6p/xBbTax7j43LNO+T6kTkzZtGbm9lMtj4gPAO8D3lkMM4DRvTYbxq3WD+wp5vdPMH+y174FuAVgcHBw0g+U1ImdO3e+PB0Rj2Tm4PjlZWXcfGu2jGV8onwX88245qyqtuFwmhmPgDT+OnO1zzg9kCdZv/bs03tD0hno9OzBO4DfAq7MzKPjFt0BXB0RvRGxmdEfed+TmXuBQxFxWXGmsmuA2zupQSqTGVfTmXE1WR3ynbQ4xYEsqSN1yDjRQzDMhvUTDcyUZkanV//9Y6AX+HJxtuy7M/O6zHwkIj4DfIfRoQofynx5bMz1wCeBPkbH3d/5j55Vqg8zrqYz42qyGuQ7gHZnTyFNrgYZHz1D9tJVazp7GukUOmpaM/P8Uyy7Ebhxgvn3AgOdvK40W8y4ms6Mq8nqkW8vY6zy1CHjGT3AcboWLpypp5T+kZk8e7AkSZJewSOtarbRptXLOqlcNq2SJEml8Uirmi2jG5tWlc2mVZIkqTSBJ2JSk2Wrh7RpVck6PRGTJEmSJhWkTasazOHBmg0eaZUkSSpLeKRVzZXtNu2Ww4NVPptWSZKk0gRh06qGOn7s2Ojw4LBpVbkcHixJklSSJCA8e7Ca6Uf799Fu9RAxMvXKUgc80ipJklQahweruQ7s2w3gkVaVzqZVkiSpLOFXLTXXc7ufBiA90qqSuSWVJEkqlUda1UzP7dsD2LSqfDatkiRJpXF4sJrr0KEjoxM2rSqZTaskSVJJ0qZVDTY8fHJ0Isy4ymXTKkmSJKkDUXUBajibVkmSpNL4ZV7NlXg5J80Om1ZJkiRJ05cOC9bssGmVJEmSNG22rJotNq2SJEmSpi2yGB5s96qS2bRKkiSVxZ+0qsGyXXSrYUuhcpkwSZIkSWcgX/FHKotNqyRJkqRpa6dDCTQ7bFolSZJK45d6NVd6iFWzpKOmNSI+FhGPRsSDEfHZiFhRzN8UEcci4v7i9olxj9kWEQ9FxK6IuCki3Jqrtsy4ms6Mq8nqk2+/2KscVWfcplWzpdMjrV8GBjLzEuBx4CPjlj2RmVuL23Xj5t8MXAtcUNx2dFiDVCYzrqYz42oy862mqzTj7RhrWt13qXJ11LRm5pcyc7i4ezfQf6r1I2IdsCwz78rMBG4FruqkBqlMZlxNZ8bVZOZbTVd1xl8+zmrPqpLN5G9aPwjcOe7+5oj4dkR8LSLeXsxbD+wet87uYp40F5hxNZ0ZV5NVmG+HUGpWzHrGX77kjSdkUsm6p1ohInYC50yw6IbMvL1Y5wZgGPhUsWwvsDEzX4yIbcDnImILE++HmXRLHhHXMjp8gY0bN05VqnRGtm/fzr59+8bubomIh4vpUjNuvjVbxmV8fL7BjKsBqtqGF89rxlW6emfcZlWzY8qmNTO3n2p5RHwAeB/wzmKYAZk5BAwV0/dFxBPAhYzuzRk/bKEf2HOK174FuAVgcHDQ3ZQqxc6dO1+ejohHMnNw/PKyMm6+NVvGMj5Rvov5ZlxzVlXb8OKxp5Fxv9SrM3XOeNtRBJolnZ49eAfwW8CVmXl03Pw1EdFVTJ/H6I+8n8zMvcChiLisOFPZNcDtndQglcmMq+nMuJrMfKvpqs542rNqlkx5pHUKfwz0Al8uzpZ9d3F2sncAvx8Rw8AIcF1mHigecz3wSaCP0XH3d776SaUaMeNqOjOuJjPfarpKMx42rZolHTWtmXn+JPNvA26bZNm9wEAnryvNFjOupjPjajLzraarPOPZHv3rKHiVbCbPHixJkiRp3rBb1eywaZUkSZIk1ZZNqyRJkqRpGzvOmp5FWCWzaZUkSZI0bWPNqoOEVTabVkmSJEnTl6/4I5XGplWSJEnS9I11qx5qVclsWiVJkiSdAY+xanbYtEqSJEmatnzVX6ksNq2SJEmSpi0cFqxZYtMqSZIkafrSswdrdti0SpIkSZq2f7hOq1Qum1ZJkiRJ05Z2q5olNq2SJEmSzkC84o9UFptWSZKkkqTf5tVg4aFWzRKbVkmSpFL5xV4NZ/Oqktm0SpIkSZq2LHbIpAMKVDKbVkmSJEnTFi8fYLVrVblsWiVJkiRNW3rRG80Sm1ZJkiRJZ2C0WfU4q8pm0ypJkiTpDIy2Ev6mVWWzaZUkSZIk1VZHTWtE/EFEPBgR90fElyLi3HHLPhIRuyLisYh497j52yLioWLZTRHhvhnVlhlX05lxNZn5VtNVnnE/HZolnR5p/VhmXpKZW4HPA78LEBEXA1cDW4AdwJ9ERFfxmJuBa4ELituODmuQymTG1XRmXE1mvtV01WY8/9GEVIqOmtbMPDju7mL+IbHvBz6dmUOZ+RSwC7g0ItYByzLzrsxM4Fbgqk5qkMpkxtV0ZlxNZr7VdFVnPIpr3qRNq0rW3ekTRMSNwDXAj4CfKGavB+4et9ruYt7JYvrV86XaMuNqOjOuJjPfarpKM16cgSkcJ6ySTXmkNSJ2RsTDE9zeD5CZN2TmBuBTwK+NPWyCp8pTzJ/sta+NiHsj4t79+/dP/W6kM7B9+3YGBgYYGBgA2DJbGTffmi1jGeeV+TbjaoSqtuFgxjU7ap3xLB4aHmlVuaY80pqZ20/zuf4S+ALwe4zutdkwblk/sKeY3z/B/Mle+xbgFoDBwUE/DSrFzp07X56OiEcyc3CSVWc04+Zbs2Us41PkG8y45qCqtuFgxjU7ap3xogU2/Cpbp2cPvmDc3SuBR4vpO4CrI6I3IjYz+iPvezJzL3AoIi4rzlR2DXB7JzVIZTLjajozriYz32o6M675otPftH40Ii4C2sAzwHUAmflIRHwG+A4wDHwoM0eKx1wPfBLoA+4sblJdmXE1nRlXk5lvNZ0Z17zQUdOamT93imU3AjdOMP9eYKCT15VmixlX05lxNZn5VtNVnnHHBWuWdHqdVkmSJEnzmL2rymbTKkmSJEmqLZtWSZIkSVJt2bRKkiRJkmrLplWSJEmSVFs2rZIkSZKk2rJplSRJkiTVlk2rJEmSpOmLqgvQfGHTKkmSJOmMhVdqVclsWiVJkiRJtWXTKkmSJEmqLZtWSZIkSVJt2bRKkiRJkmrLplWSJEmSVFs2rZIkSZKk2rJplSRJkiTVlk2rJEmSJKm2bFolSZIkSbVl0ypJkiRJqi2bVkmSJElSbdm0SpIkSZJqy6ZVkiRJklRbHTWtEfEHEfFgRNwfEV+KiHOL+Zsi4lgx//6I+MS4x2yLiIciYldE3BQR0embkMpixtV0ZlxNZr7VdGZc80WnR1o/lpmXZOZW4PPA745b9kRmbi1u142bfzNwLXBBcdvRYQ1Smcy4ms6Mq8nMt5rOjGte6KhpzcyD4+4uBvJU60fEOmBZZt6VmQncClzVSQ1Smcy4ms6Mq8nMt5rOjGu+6Pg3rRFxY0R8H/hFXrl3Z3NEfDsivhYRby/mrQd2j1tndzFvsue+NiLujYh79+/f32mp0hkpK+PmW1ZGAk4AAAwgSURBVHVhxtVkfk9R05lxzQdTNq0RsTMiHp7g9n6AzLwhMzcAnwJ+rXjYXmBjZr4R+A3gLyNiGTDRmPlJ9whl5i2ZOZiZg2vWrJnue5NOy/bt2xkYGGBgYABgy2xl3HxrtoxlnFfm24yrEarahhfPbcZVOjMuQfdUK2Tm9tN8rr8EvgD8XmYOAUPF4++LiCeACxndm9M/7jH9wJ5pVSzNsJ07d748HRGPZObgJKuacc1JYxmfIt9gxjUHuQ1X05lxqfOzB18w7u6VwKPF/DUR0VVMn8foj7yfzMy9wKGIuKw4U9k1wO2d1CCVyYyr6cy4msx8q+nMuOaLKY+0TuGjEXER0AaeAcbOTPYO4PcjYhgYAa7LzAPFsuuBTwJ9wJ3FTaorM66mM+NqMvOtpjPjmhc6aloz8+cmmX8bcNsky+4FBjp5XWm2mHE1nRlXk5lvNZ0Z13zR8dmDJUmSJEkqi02rJEmSJKm2bFolSZIkSbVl0ypJkiRJqi2bVkmSJElSbdm0SpIkSZJqy6ZVkiRJklRbNq2SJEmSpNqyaZUkSZIk1ZZNqyRJkiSptmxaJUmSJEm1ZdMqSZIkSaotm1ZJkiRJUm3ZtEqSJEmSasumVZIkSZJUWzatkiRJkqTasmmVJEmSJNWWTaskSZIkqbZsWiVJkiRJtWXTKkmSJEmqLZtWSZIkSVJtzUjTGhG/GREZEWeNm/eRiNgVEY9FxLvHzd8WEQ8Vy26KiJiJGqQymXE1nRlXk5lvNZ0ZV9N13LRGxAbgCuDZcfMuBq4GtgA7gD+JiK5i8c3AtcAFxW1HpzVIZTLjajozriYz32o6M675YCaOtH4c+DCQ4+a9H/h0Zg5l5lPALuDSiFgHLMvMuzIzgVuBq2agBqlMZlxNZ8bVZOZbTWfG1XgdNa0RcSXwg8x84FWL1gPfH3d/dzFvfTH96vlSLZlxNZ0ZV5OZbzWdGdd80T3VChGxEzhngkU3AL8DvGuih00wL08xf7LXvpbR4Qts3LhxqlKlM7J9+3b27ds3dndLRDxcTJeacfOt2TIu4+PzDWZcDVDVNhzMuGaHGZdOo2nNzO0TzY+I1wObgQeK32/3A9+KiEsZ3WuzYdzq/cCeYn7/BPMne+1bgFsABgcHJ/1ASZ3YuXPny9MR8UhmDhbTpWbcfGu2jGV8fL6L+2Zcc15V23Aw45odZlzqYHhwZj6UmWdn5qbM3MToh+BNmbkPuAO4OiJ6I2Izoz/yvicz9wKHIuKy4kxl1wC3d/42pJlnxtV0ZlxNZr7VdGZc88mUR1rPRGY+EhGfAb4DDAMfysyRYvH1wCeBPuDO4ibNKWZcTWfG1WTmW01nxtU0M9a0Fnt4xt+/EbhxgvXuBQZm6nWl2WLG1XRmXE1mvtV0ZlxNNhOXvJEkSZIkqRQ2rZIkSZKk2rJplSRJkiTVlk2rJEmSJKm2bFolSZIkSbVl0ypJkiRJqi2bVkmSJElSbdm0SpIkSZJqy6ZVkiRJklRbNq2SJEmSpNqyaZUkSZIk1ZZNqyRJkiSptmxaJUmSJEm1ZdMqSZIkSaotm1ZJkiRJUm3ZtEqSJEmSasumVZIkSZJUWzatkiRJkqTasmmVJEmSJNWWTaskSZIkqbbmdNO66cItwB0cWX606lKkUpxYBnAHK9aurboUqRQHV+1mqPfrVZchleZE71c5uGpP1WVIpVi8ejVwByPLo+pS1HDdM/EkEfGbwMeANZn5QkRsAr4LPFascndmXlesuw34JNAH/C3w65mZZ/K677jivbzjivd2Vrx0GqrK+L/+9/+ps8Kl01RVxn/j4/+5s8Kl01BVvgH+5c03nXnh0mmqKuPX//a/66xw6TR13LRGxAbgCuDZVy16IjO3TvCQm4FrgbsZ/aDsAO7stA6pLGZcTWfG1WTmW01nxjUfzMTw4I8DHwam3EMTEeuAZZl5V7FH51bgqhmoQSqTGVfTmXE1mflW05lxNV5HTWtEXAn8IDMfmGDx5oj4dkR8LSLeXsxbD+wet87uYp5US2ZcTWfG1WTmW01nxjVfTDk8OCJ2AudMsOgG4HeAd02wbC+wMTNfLMbNfy4itgAT/Up70r1CEXEto8MXAA5HxGOTrHoW8MJkz1Mz1lqOTmq9EOgpprdGxMPFdKkZb2i+Z8J8er+z9V7HMj4+32DGZ5vvsxyVbMOhERm3rumpqi4z3jnr69xs1fiaiWZO2bRm5vaJ5kfE64HNwAMRAdAPfCsiLs3MfcBQ8fj7IuIJRj9wu4v1xvQDk55SLzNvAW6ZqsaIuDczB6darw6stRxl1Fp2xpuY75kwn95v1e/VjM8u3+es1+H3lClY1/TUrS4zfvqsr3NV13jGw4Mz86HMPDszN2XmJkY/BG/KzH0RsSYiugAi4jzgAuDJzNwLHIqIy2L003UNcHvnb0OaeWZcTWfG1WTmW01nxjWfzMglbybwDuD3I2IYGAGuy8wDxbLr+YfTbN+JZyvT3GTG1XRmXE1mvtV0ZlyNMmNNa7GHZ2z6NuC2Sda7FxiYqdctTDlsoUastRyl11phxufSv8NMmE/vt1bv1YyXzvdZIb+nTMi6pqeudQFmfArW17lKa4wOrpctSZIkSVKpZuI6rZIkSZIklWJON60RsSMiHouIXRHx21XX82oR8d8i4vnxl5iIiFUR8eWI+F7xd2WVNRY1bYiIr0bEdyPikYj49RrXujAi7omIB4pa/21da50Jdc/4TIqIpyPioYi4PyLurbqemTZXtgezbT5kfLJtbFNFRFeMXhvy81XXUrW65nui7VEd1PWzMtl3D9U342PqmvUxdc38mDplf84ODy7OiPY4cAWjZ0v7JvDPM/M7lRY2TkS8AzgM3JqZA8W8/wAcyMyPFh/ulZn5WxXXuQ5Yl5nfioilwH3AVcCvUL9aA1icmYcjogf4e+DXgZ+tW62dmgsZn0kR8TQwmJl1v07ZGZkr24PZNF8yPtk2tmnvc0xE/AYwCCzLzPdVXU9V6pzvibZHdVDXz8pk3z0y8+4q66panTM+pq5ZH1PXzI+pU/bn8pHWS4FdmflkZp4APg28v+KaXiEzvw4ceNXs9wN/UUz/BaPNYaUyc29mfquYPgR8F1hPPWvNzDxc3O0pbkkNa50Btc+4Tt9c2R7MsnmR8VNsYxsnIvqB9wJ/VnUtNVDbfE+yPapcXT8rp/juMd/VNuNj6pr1MXXN/Jg6ZX8uN63rge+Pu7+bGv0jn8La4hpZFH/PrrieV4iITcAbgW9Q01qLoWf3A88DX87M2tbaobma8TOVwJci4r6IuLbqYmZJE3M7HfMt46/exjbRHwEfBtpVF1ID8y7fM6lun5VJvnvMd2Z8BtUt82Pqkv253LTGBPPc69WBiFjC6OnR/1VmHqy6nslk5khmbgX6gUsjonbDPWbIfMv45Zn5JuCngA8VQ3rUbPMq43NlG3umIuJ9wPOZeV/VtdTEvMr3TKrjZ2UeffeYDjM+Q+qY+TF1yf5cblp3AxvG3e8H9lRUy3Q8V4xfHxvH/nzF9QBQjFO/DfhUZv51MbuWtY7JzB8CfwfsoOa1nqG5mvEzkpl7ir/PA59ldNhR0zUxt9MxbzI+yTa2aS4Hrix+n/5p4Ccj4n9UW1Kl5k2+Z1LdPyuv+u4x35nxGVD3zI+pOvtzuWn9JnBBRGyOiAXA1cAdFdd0Ou4APlBMfwC4vcJagJd/ZP1fge9m5n8ct6iOta6JiBXFdB+wHXiUGtY6A+ZqxqctIhYXJyAgIhYD7wJqeaa/GdbE3E7HvMj4KbaxjZKZH8nM/szcxOi/5Vcy85cqLqtK8yLfM6mun5VTfPeY78x4h+qa+TF1yv6cbVozcxj4NeCLjP5o+TOZ+Ui1Vb1SRPwVcBdwUUTsjohfBT4KXBER32P0bGsfrbLGwuXALzO6V/z+4vYe6lnrOuCrEfEgoxvLL2fm56lnrR2ZCxmfQWuBv4+IB4B7gC9k5v+uuKYZNYe2B7NmHmV8sm2sGqzO+Z5ke1QHdf2sTPbdY16rc8bH1DjrY+qa+TG1yf6cveSNJEmSJKn55uyRVkmSJElS89m0SpIkSZJqy6ZVkiRJklRbNq2SJEmSpNqyaZUkSZIk1ZZNqyRJkiSptmxaJUmSJEm1ZdMqSZIkSaqt/w+Np6+dImwRZAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,5,figsize=(16,5))\n", "for jj in range(455,460): #range(450,475):\n", " for ii in range(265,270): #range(260,275):\n", " ax[0].plot(fP.variables['bSi'][0,:,jj,ii],-1*fP.variables['deptht'][:])\n", " ax[1].plot(fP.variables['bSi'][1*24,:,jj,ii],-1*fP.variables['deptht'][:])\n", " ax[2].plot(fP.variables['bSi'][2*24,:,jj,ii],-1*fP.variables['deptht'][:])\n", " ax[3].plot(fP.variables['bSi'][3*24,:,jj,ii],-1*fP.variables['deptht'][:])\n", " ax[4].plot(fP.variables['bSi'][4*24,:,jj,ii],-1*fP.variables['deptht'][:])\n", "for iax in ax:\n", " iax.set_ylim(-450,0)\n", "print('bSi sinking rate: 11.23m/d')\n", "z0=np.mean(np.mean(np.nansum(fP.variables['bSi'][0,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['bSi'][0*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "z1=np.mean(np.mean(np.nansum(fP.variables['bSi'][1*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['bSi'][1*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "z2=np.mean(np.mean(np.nansum(fP.variables['bSi'][2*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['bSi'][2*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "z3=np.mean(np.mean(np.nansum(fP.variables['bSi'][3*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['bSi'][3*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "z4=np.mean(np.mean(np.nansum(fP.variables['bSi'][4*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['bSi'][4*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "print(z1,z2,z3,z4)\n", "print('Diagnosed sinking rate: ',(z4-z0)/4,'m/d')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PON sinking rate: 8.64 m/d\n", "14.450184783677994 29.323760222528353 35.655545388018474 53.70322165840983\n", "Diagnosed sinking rate: 11.848672222833674 m/d\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,5,figsize=(16,5))\n", "for jj in range(455,460): #range(450,475):\n", " for ii in range(265,270): #range(260,275):\n", " ax[0].plot(fP.variables['PON'][0,:,jj,ii],-1*fP.variables['deptht'][:])\n", " ax[1].plot(fP.variables['PON'][1*24,:,jj,ii],-1*fP.variables['deptht'][:])\n", " ax[2].plot(fP.variables['PON'][2*24,:,jj,ii],-1*fP.variables['deptht'][:])\n", " ax[3].plot(fP.variables['PON'][3*24,:,jj,ii],-1*fP.variables['deptht'][:])\n", " ax[4].plot(fP.variables['PON'][4*24,:,jj,ii],-1*fP.variables['deptht'][:])\n", "for iax in ax:\n", " iax.set_ylim(-450,0)\n", "print('PON sinking rate: 8.64 m/d')\n", "z0=np.mean(np.mean(np.nansum(fP.variables['PON'][0,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['PON'][0*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "z1=np.mean(np.mean(np.nansum(fP.variables['PON'][1*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['PON'][1*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "z2=np.mean(np.mean(np.nansum(fP.variables['PON'][2*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['PON'][2*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "z3=np.mean(np.mean(np.nansum(fP.variables['PON'][3*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['PON'][3*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "z4=np.mean(np.mean(np.nansum(fP.variables['PON'][4*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['PON'][4*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "print(z1,z2,z3,z4)\n", "print('Diagnosed sinking rate: ',(z4-z0)/4,'m/d')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NO3 sinking rate: 0 m/d\n", "5.186553668517444 8.814400683700363 9.29954783606704 10.110866587230795\n", "Diagnosed sinking rate: 0.9718796187345566 m/d\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,5,figsize=(16,5))\n", "for jj in range(455,460): #range(450,475):\n", " for ii in range(265,270): #range(260,275):\n", " ax[0].plot(fP.variables['NO3'][0,:,jj,ii],-1*fP.variables['deptht'][:])\n", " ax[1].plot(fP.variables['NO3'][1*24,:,jj,ii],-1*fP.variables['deptht'][:])\n", " ax[2].plot(fP.variables['NO3'][2*24,:,jj,ii],-1*fP.variables['deptht'][:])\n", " ax[3].plot(fP.variables['NO3'][3*24,:,jj,ii],-1*fP.variables['deptht'][:])\n", " ax[4].plot(fP.variables['NO3'][4*24,:,jj,ii],-1*fP.variables['deptht'][:])\n", "for iax in ax:\n", " iax.set_ylim(-450,0)\n", "print('NO3 sinking rate: 0 m/d')\n", "z0=np.mean(np.mean(np.nansum(fP.variables['NO3'][0,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['NO3'][0*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "z1=np.mean(np.mean(np.nansum(fP.variables['NO3'][1*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['NO3'][1*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "z2=np.mean(np.mean(np.nansum(fP.variables['NO3'][2*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['NO3'][2*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "z3=np.mean(np.mean(np.nansum(fP.variables['NO3'][3*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['NO3'][3*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "z4=np.mean(np.mean(np.nansum(fP.variables['NO3'][4*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270]*np.reshape(fP.variables['deptht'][:],(40,1,1)),0)/np.sum(fP.variables['NO3'][4*24,:,455:460,265:270]*e3t_0[0,:,455:460,265:270],0)))\n", "print(z1,z2,z3,z4)\n", "print('Diagnosed sinking rate: ',(z4-z0)/4,'m/d')" ] }, { "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 }