{ "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", "SOGtmaskPath='/ocean/eolson/MEOPAR/northernNO3PaperCalcs/save/SOGtmask.pkl'\n", "(tmaskSOG,_,_,_,_)=pickle.load(open(SOGtmaskPath,'rb'))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "idir='/data/eolson/results/MEOPAR/SS36runs/CedarRuns/shortTestleapTRB/'" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "fP=nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_dian_T*.nc')[0])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "fP2=nc.Dataset(glob.glob('/data/eolson/results/MEOPAR/SS36runs/CedarRuns/shortTestSNAPe3tn/SalishSea_1d_*_dian_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', 'time_instant', 'time_instant_bounds', 'RIVNO3', 'PHYSTRNO3', 'ALLTRNO3', 'NO3_E3TSNAP', 'PPDIATNO3V', 'PPPHYNO3V', 'PPMRUBNO3V', 'NITR', 'NO3RAD', 'ATF_NO3', 'SMS_NO3', 'RDB_NO3', 'RDN_NO3', 'REM_NO3'])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fP.variables.keys()" ] }, { "cell_type": "code", "execution_count": 7, "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', 'time_instant', 'time_instant_bounds', 'RIVNO3', 'BIOTRNO3', 'PHYSTRNO3', 'ALLTRNO3', 'AFILTNO3', 'NO3_E3T', 'NO3SNAP', 'NO3_E3TSNAP', 'PPDIATNO3V', 'PPPHYNO3V', 'PPMRUBNO3V', 'NITR', 'NO3RADB', 'NO3RADN'])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fP2.variables.keys()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "allSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['ALLTRNO3'][:,:,:,:],3),2),1)\n", "afiltSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['ATF_NO3'][:,:,:,:],3),2),1)\n", "no3Sum=np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*fP.variables['NO3_E3TSNAP'][:,:,:,:],3),2),1)\n", "nitrSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['NITR'][:,:,:,:],3),2),1)\n", "PPSum=np.sum(np.sum(np.sum(tmaskSOG*(fP.variables['PPDIATNO3V'][:,:,:,:]+\\\n", " fP.variables['PPPHYNO3V'][:,:,:,:]+\\\n", " fP.variables['PPMRUBNO3V'][:,:,:,:]),3),2),1)\n", "rivSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['RIVNO3'][:,:,:,:],3),2),1)-nitrSum+PPSum\n", "physSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['PHYSTRNO3'][:,:,:,:],3),2),1)-rivSum-nitrSum+PPSum" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "physSum2=np.sum(np.sum(np.sum(tmaskSOG*fP2.variables['PHYSTRNO3'][:,:,:,:],3),2),1)\n", "allSum2=np.sum(np.sum(np.sum(tmaskSOG*fP2.variables['ALLTRNO3'][:,:,:,:],3),2),1)\n", "afiltSum2=np.sum(np.sum(np.sum(tmaskSOG*fP2.variables['AFILTNO3'][:,:,:,:],3),2),1)\n", "no3Sum2=np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*fP2.variables['NO3_E3TSNAP'][:,:,:,:],3),2),1)\n", "nitrSum2=np.sum(np.sum(np.sum(tmaskSOG*fP2.variables['NITR'][:,:,:,:],3),2),1)\n", "PPSum2=np.sum(np.sum(np.sum(tmaskSOG*(fP2.variables['PPDIATNO3V'][:,:,:,:]+\\\n", " fP2.variables['PPPHYNO3V'][:,:,:,:]+\\\n", " fP2.variables['PPMRUBNO3V'][:,:,:,:]),3),2),1)\n", "rivSum2=np.sum(np.sum(np.sum(tmaskSOG*fP2.variables['RIVNO3'][:,:,:,:],3),2),1)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "no3diff=(no3Sum[1:]-no3Sum[:-1])/(24*3600)\n", "no3diff2=(no3Sum2[1:]-no3Sum2[:-1])/(24*3600)\n", "#no3diff2=np.concatenate((no3diff,[(np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*fT.variables['NO3_E3T'][-1,:,:,:])))-no3sum[-1])/(23*3600)]))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[-55.967620849609375, -12.030817985534668,\n", " 17.67037582397461, 51.07844543457031,\n", " 0.7155170440673828],\n", " mask=[False, False, False, False, False],\n", " fill_value=1e+20,\n", " dtype=float32)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "afiltSum" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DRo0a5XcqIiJnpESJEuzcuVMdvByYGTt37tS2dxJ5NmyAmTPhzjuhSOiXrNIiWLlUv1J9qpetzsz1M+nXLHT7UImIRBrnHMnJydx///2kpKTQvHmBWSxWRAqJ6tWrs2nTJrZv3+53KhGtRIkSVK9e3e80RI71+uuB5zPYNzs31AHOJeccSbWSeHvl26QfSadodFG/UxLJt+Li4khJSSE2NpbSpUuzf/9+v1OS4/Ts2ZNBgwaxdOlSdYAlXwq+zkjhU7RoUWrWrOl3GiJyuszgzTfhmmsgLi4sp1AH+DQMaD6ADvEdMDSdRkQKtnLlyvHLL79oapyIiIjkHefgq69gZ/h239E9wKehedXmdK3flWLRxfxORSTf6NKlC82aNaNBgwa89tprfqcjpyGr87t3716fMxE5ubS0NOrWrUufPn1ISEiga9euHDhwAIBXXnmFpk2b0qhRI1avXk1mZia1a9c+Oi02MzOT+Ph4duzYwTvvvEPDhg1p3Lgxbdtq1wcREd9UrBhYATpM1AE+TWt2rGHsd2P9TkMk3xg3bhxLliwhJSWF4cOHszOMv+hJ6PXr1482bdpoIRmJaGvWrKF///4sW7aMsmXLMmLECABiY2P57rvvuOeeexg2bBhRUVH07NmTSZMmATBnzhwaN25MbGwsQ4YMYdasWSxdupTp06f7+XFERAqnrVvhsstg8eKwnkZToE/T1JVTeWL+E1xf53oql67sdzoiudZufLsTyro16Ma9F9/LgfQDXDfpuhOO903sS9/Evuw4sIOub3c95tiCvgtydd7hw4fz/vvvA7Bx40bWhmlTcwmPli1bMmbMGL766itat27tdzoS4dq1a3dCWbdu3bj33ns5cOAA112XzXWmb1/69u3Ljh076Nr1uOvMggW5Om+NGjWO/vvs2bMnw4cPB+Cmm24CoFmzZrz33nsA3HnnnXTu3JkHH3yQcePGcccddwDQunVr+vbtS7du3Y62ExGRPDRhAixcCOXKhfU0GgE+TVnbIX26/lOfMxGJfAsWLGDOnDksWrSIpUuX0qRJEw4dOuR3WnIaevToQdmyZbUlkkQ051y274sXLw5AdHQ0GRkZQKCzXLlyZebNm8fixYu59tprARg1ahTPPPMMGzduJDExUbNVRETykllg79/LLoO6dcN6Ko0An6YmVZpQKaYSM9fPpFfjXn6nI5JrOY3YxhSNyfF4bExsrkd8g+3du5fy5csTExPD6tWr+frrr087hvirdOnS9OrVizFjxvDyyy9TsWJFv1OSCJbTiG1MTEyOx2NjY3M94nu8DRs2sGjRIi655BLeeust2rRpw/fff3/S+nfffTc9e/akV69eREdHA7B+/XpatmxJy5Yt+fDDD9m4caP+vYuI5JXPP4e1a+GJJ8J+Ko0An6YoF0WH+A7MWjeLI5lH/E5HJKIlJSWRkZFBQkICTz75JK1atfI7JTkDAwYM4PDhw0yYMMHvVESyVa9ePSZMmEBCQgK7du3innvuybF+p06d2L9//9HpzwCPPPIIjRo1omHDhrRt25bGjRuHO20REckyenRg6vNxt8KEg0aAz8C18dcyZcUU1u5aS93Y8A7Ri+RnxYsXZ8aMGSeUp6WlHX2tPYAjX6NGjXjnnXfo0KGD36mIZCsqKuqEafrB15nmzZsfM7q8dOlSGjduTN2gaXZZ9wiLiIgPrr4amjaFmJiwn0od4DNwY90bueEvN1CmeBm/UxERyRPHL04kkl8999xzjBw58uhK0CIiEgH69s2zU2kK9BkoWbSkOr8iUuhMnDiRv/71r36nIXKMuLg4VqxYkev6AwcO5Oeff6ZNmzZhzEpERHLFDP79b9izJ89OqQ7wGVqQtoDLXr+M3Qd3+52KiEieWLp0KS+++CJbtmzxOxUREREpCL79Fnr1gilT8uyU6gCfoaJRRVm4YSFzfpzjdyoiJ2VmfqcQcfRncub69+9PRkYG48aN8zsVERERKQhGjw7c93vrrXl2SnWAz1DL6i0pV7wcM9fN9DsVkWyVKFGCnTt3qsMXxMzYuXMnJUqU8DuVfKlOnTpceeWVvPbaaxw5olXwRQoy59yfnXPmnIsNKnvMObfOObfGOdchqLyZc265d2y48zZids4Vd85N8coXO+figtr0cc6t9R59gsprenXXem2L5c0nFpE8t28fvPUWdO8OZcvm2Wm1CNYZKhJVhGtqXcPM9TMxM7xrvUjEqF69Ops2bWL79u1+pxJRSpQoQfXq1f1OI99KTk6mW7duzJo1i+uuu87vdEQkDJxzNYBrgA1BZfWBHkADoCowxzlXx8yOACOB/sDXwCdAEjADuAvYbWbxzrkewPNAd+dcBeApoDlgwBLn3HQz2+3VecnMJjvnRnkxRubF5xaRPDZlCvz2G/Trl6enVQf4LFwbfy1TV05lxbYVNKrcyO90RI5RtGhRatas6XcaUsB07tyZG264gZIlS/qdiki2rrvuOt58803OOeccv1PJz14C/gJ8EFTWGZhsZoeBn5xz64AWzrk0oKyZLQJwzr0BdCHQAe4MDPbaTwX+6Y0OdwBmm9kur81sIMk5Nxm4ErjNazPBa68OsEhBtGQJNGgArVrl6WnVAT4LHWp1oEOtDhw+ctjvVERE8kSxYsWYPn2632mIZMvM+Oijj4iK0h1eZ8o51wn4xcyWHje7rRqBEd4sm7yydO/18eVZbTYCmFmGc24vUDG4/Lg2FYE9ZpaRTazj8+xPYNSZ888///Q+pIhEhpEjA9Og83gmrf6HOAvVylZjZs+ZNK/a3O9URETy1Pbt21m4cKHfaYiQlpZGvXr1uPfee2natCnR0dHs2LGDRx99lBEjRhytN3jwYP7+97/7mGlEqeOcW5HNozPwODAomzbZfUO1HMrPpE1OsY4tNHvNzJqbWfNKlSplV0VEItlhbwCxTN5vLasOcAhs/207hzIO+Z2GiEieueuuu+jWrRvp6el+pyLCmjVr6N27N99//z0XXHABAD169GBK0LYab7/9NrfccotfKUaa/5hZw+MfwI9ATWCpN7W5OvCdc+48AqOxNYJiVAc2e+XVsyknuI1zrghQDtiVQ6wdwDle3eNjiUhBcfAgXHABDB/uy+nPugPsnLvIOZca9Pivc+5B59xg59wvQeXXBbUJ+yqCeWXxpsVUHlaZ2etn5/WpRUR8069fP3799Vc+/PBDv1ORCNKu3YmPrEHYAweyPz5+fOD4jh0nHsutCy64gFbH3UPWpEkTtm3bxubNm1m6dCnly5fXVNlTMLPlZnaumcWZWRyBjmpTM9sCTAd6eN/JagK1gW/M7Fdgn3Oulfe9rTf/u3d4OpD13awrMM8CWxPMAto758o758oD7YFZ3rH5Xl28tsH3IYtIQfDee7B1a+D+Xx+cdQfYzNaYWaKZJQLNgAPA+97hl7KOmdkncMIqgknACOdctFc/axXB2t4jySs/uooggYUZnvdiZa0i2BJoATzlXUjzTOJ5icQUjdF2SCJSqFx33XXUqFGDV1991e9URChVqlS25V27dmXq1KlMmTKFHj165HFWBYuZ/QC8DawEZgL3eStAA9wDjAHWAesJLIAFMBao6C2Y9RAw0Iu1C/gb8K33GJK1IBbwKPCQ16aiF0NECpIxY+DCC+GKK3w5fagXwboKWG9mP+ewLVDYVxEE3grx5zqp4kWKc2XNK5mxboa2QxKRQiM6Opp+/foxaNAg1q9fT61atfxOSSLAggUnPxYTk/Px2Nicj5+JHj160K9fP3bs2MFnn30W2uCFgDcKHPx+KDA0m3opQMNsyg8B2c47N7NxwLhsyn8kMKghIgXR2rWBi/3QoeDTgoWhPmsPju183u+cW+acGxc0Mnuylf+qkctVBIFTrSJ4Audcf+dcinMuJdT7oibFJ/HTnp9Yt2tdSOOKiESyu+66i6JFizJ37ly/UxHJVoMGDdi3bx/VqlWjSpUqfqcjIiJjx0J0NNxxh28phGwE2DlXDOgEPOYVjSQwvcW8578Dd5I3qwieWGj2GvAaQPPmzbOtc6aS4gMztWeum0ntirVDGVpEJGJVrVqVTZs2ce655/qdihRicXFxrFix4uj7tLS0Y44vX748jzMSEZGT6t8f6tcHH3+UDOUU6GuB78xsK0DWM4BzbjTwkff2bFYR3JTNKoLtjmuzICSf5jRcWP5Cxncez5U1r8zrU4uI+Cqr85uRkUGRItpaXkRERHJw4YWBh49COQX6VoKmPzvngrv1NwJZP8+GfRXBEH6mXOuT2Ica5WqcuqKISAHzwAMP0L59e7/TEBERkUj2zDMwb57fWYSmA+yciwGuAd4LKn7B29JoGXAF8CfI01UE89SB9AOMTx3P0i1L/Ti9iIhvqlevzvz581m5cqXfqYiIiEgk2rgRBg2C+fP9ziQ0HWAzO2BmFc1sb1BZLzNrZGYJZtbJG+HNOjbUzGqZ2UVmNiOoPMXbjL2Wmd3vjfJiZofM7BYzizezFt4KgVltxnnl8Wb2eig+z5kwM5I/SuaNpW/4lYKIiC/69u1LsWLFtCWSiIiIZG+ct+j7XXf5mwehXwW60CpVrBRtL2jLzPXaD1hECpdKlSpx8803M2HCBA4cOOB3OiIiIhJJjhwJdICvvhri4vzORh3gUEqKT2Ll9pVs2LvB71RERPJUcnIye/fuZcqUKX6nIiIiIpFk9mzYsAH69fM7E0Ad4JDK2g5p1jpf1uESEfHNZZddxj/+8Q86dOjgdyoiALzzzjvUq1ePK664gpSUFP74xz8CMH78eO6//34Apk2bpnvXRUTCbf9+aNYMOnXyOxMgtNsgFXr1YutRo2wNVmxbcerKIiIFiHPuaAdDJBKMHTuWESNGcMUVVwDQvHnzE+pMmzaN66+/nvr16+d1eiIihUfXroFHhFAHOIScc6y4dwVli5f1OxUREV9Mnz6dn3/+mT/84Q9+pyKFSJcuXdi4cSOHDh3igQceYMuWLSxcuJCffvqJTp060bFjR4YNG8ZHH310tM1XX33F9OnT+eyzz3jmmWd49913qVWrlo+fQkSkAFq7Fi64AIoV8zuTo9QBDjF1fkWkMJs2bRrvvPMOffv2pUyZMn6nI4XEuHHjqFChAgcPHuTiiy/ms88+Y968eQwbNozmzZuzYMGCE9pceumldOrUieuvv56uETQyISJSYJhBx45Qty5Mn+53NkepAxxiZkb3qd1pcl4THrvsMb/TERHJU8nJybz++utMmjSJ5ORkv9ORPPb99+1OKDv33G5Uq3YvR44cYNmy6044ft55falSpS+//76DH344tiPapMmCXJ13+PDhvP/++wBs3LiRtWvXnnbuIiISYp9/HhgBfuIJvzM5hhbBCjHnHFv2b2Hqqql+pyIikucuvvhimjRpwqhRo/C2chcJqwULFjBnzhwWLVrE0qVLadKkCYcOHfI7LRERGTMGypWLqPt/QSPAYZEUn8Tj8x5n6/6tVC5d2e90ROQ0OOfGAdcD28ysoVdWAZgCxAFpQDcz2+0dewy4CzgC/NHMZnnlzYDxQEngE+ABMzPnXHHgDaAZsBPobmZpXps+QNbPpM+Y2QSvvCYwGagAfAf0MrPfw/aHcBaccyQnJzNgwAAWL15Mq1at/E5J8lBOI7bR0TE5Hi9WLDbXI77B9u7dS/ny5YmJiWH16tV8/fXXuW5bpkwZ9u3bd9rnFBGRU9i9G6ZOhTvvhJgYv7M5hkaAwyBrO6RP13/qcyYicgbGA0nHlQ0E5ppZbWCu9x7nXH2gB9DAazPCORfttRkJ9Adqe4+smHcBu80sHngJeN6LVQF4CmgJtACecs6V99o8D7zknX+3FyNi3XbbbTRr1ow9e/b4nYoUAklJSWRkZJCQkMCTTz55Wj+69OjRgxdffJEmTZqwfv36MGYpIlLIvP8+HDoEd9/tdyYncIVxilrz5s0tJSUlbPEzLZOqf6/KVRdexaSbJoXtPCISOs65JWbW3HsdB3wUNAK8BmhnZr8656oAC8zsIm/0FzN71qs3CxhMYJR4vpnV9cpv9doPyKpjZoucc0WALUAlAh3pdmY2wGvzKrCAwMjvduA8M8twzl3itT/lhrvhvtaJrFq1inr16vmdhuQgu7+j4FO2ZfEAACAASURBVOtdQaBrnUgEMoNvv4UWLXxL4WTXOo0Ah0GUi+Ke5vfQuHJjv1MRkdCobGa/AnjP53rl1YCNQfU2eWXVvNfHlx/TxswygL1AxRxiVQT2eHWPjxXRDh48yKpVq/xOQ0RERPKac752fnOie4DD5Kl2T/mdgoiEn8umzHIoP5M2OcU6MSHn+hOYes35559/smp54sYbbyQtLY1Vq1bhXHYfQ0RERAqcv/wFoqPh2Wf9ziRbGgEOo8MZh0nbk+Z3GiJy9rZ6U5/xnrd55ZuAGkH1qgObvfLq2ZQf08abAl0O2JVDrB3AOV7d42OdwMxeM7PmZta8UqVKufpwGZkZ9P+wPyO+HZGr+rl16623smbNGj777LOQxhUREZEItX8/jBwJW7b4nclJqQMcRtdMvIbb37vd7zRE5OxNB/p4r/sAHwSV93DOFfdWaq4NfONNk97nnGvlAkOfvY9rkxWrKzDPAosxzALaO+fKe4tftQdmecfme3WPP39IFIkqwuxDMTy5cUcow9KtWzfOOeccRo0aFdK4IiIiEqGmTAl0gvv18zuTk1IHOIzaxbXj601fs/vgbr9TEZFccs69BSwCLnLObXLO3QU8B1zjnFsLXOO9x8x+AN4GVgIzgfvM7IgX6h5gDLAOWA/M8MrHAhWdc+uAh/BWlDazXcDfgG+9xxCvDOBR4CGvTUUvRkjVrtKaXeVbM/+X1JDFLFmyJH379uW9995j69atIYsrIiIiEWr0aKhXDy65xO9MTkod4DBKik8i0zKZ8+Mcv1MRkVwys1vNrIqZFTWz6mY21sx2mtlVZlbbe94VVH+omdUys4vMbEZQeYqZNfSO3e+N5GJmh8zsFjOLN7MWZvZjUJtxXnm8mb0eVP6jVzfea3s41J/7iYtagYtm6OovQxp3wIABpKen88EHIR20FhERkUizfDksXhwY/Y3gtT/UAQ6jFtVacE6Jc5i5bqbfqYiI5KhtpRqUTd/G54eKk2mZIYtbt25dVqxYQb8Ingol+VtaWhoNGzY8ofzuu+9m5cqVPmQkIlJIlSwZ2Pe3Vy+/M8mROsBhVCSqCNdceA0z18+kMO63LCL5yw3lSpJeKp5Ja0O7aFWDBg20CrTkuTFjxlC/fn2/0xARKTzi4wNToGNj/c4kR+oAh9nANgOZestUv9MQETmlwfUvo8iuxby/5qOQx/7rX/9Kz549Qx5XBCAjI4M+ffqQkJBA165dOXDgAO3atSMlJQWAt956i0aNGtGwYUMeffRRn7MVESmAFi+Gb7+FfDDopw5wmDWt0pRLalyi0Q8RiXjxpc/h9qhVzP1hDAfTD4Y0tpkxefJkNm3aFNK4IgBr1qyhf//+LFu2jLJlyzJixP+29Nq8eTOPPvoo8+bNIzU1lW+//ZZp06b5mK2ISAH02GPQo4c6wBKwcMNChi8e7ncaIiKn1DOhJ/+lJONXfRLSuP369SMzM5OxY0O+gLVEkO/bfX/C45cRvwBw5MCRbI//Ov5XAH7f8fsJx3KrRo0atG7dGoCePXuycOHCo8e+/fZb2rVrR6VKlShSpAi33347n3/+eQg/tYhIIbduHcyfD3fdBVGR372M/AwLgOlrpvPnT//MvsP7/E5FRCRHLWu0hRYTeGHjxpDGvfDCC+nQoQOjR48mIyMjpLFFjp9lFfxea3CcGefcn51z5pyL9d7HOecOOudSvceooLrNnHPLnXPrnHPDvf3P8fZIn+KVL3bOxQW16eOcW+s9+gSV1/TqrvXaFsu7Ty0iZ2TsWIiOhr59/c4kV4r4nUBhkBSfxItfvcj8tPl0uqiT3+mIiJxUmaLFuMh2sKZYTX7dv50qpSuFLHZycjJdunTh448/pnPnziGLK5GjyYImJz0WHROd4/FiscVyPJ6TDRs2sGjRIi655BLeeust2rRpw4cffghAy5YteeCBB9ixYwfly5fnrbfe4g9/+MMZnaewcM7VILDn+YbjDq03s8RsmowE+gNfA58ASQT2Pr8L2G1m8c65HsDzQHfnXAXgKaA5YMAS59x0M9vt1XnJzCZ7ney7vPgiEonS0+H116FjR6ha1e9sckUjwHmgdY3WlCpaStshiUi+cO8FdaBoOf62PLTXrI4dO/Loo49Sr169kMYVqVevHhMmTCAhIYFdu3Zxzz33HD1WpUoVnn32Wa644goaN25M06ZN9QPMqb0E/IVA5zRHzrkqQFkzW+Ttd/4G0MU73BmY4L2eClzljQ53AGab2S6v0zsbSPKOXenVxWubFUtEItGqVXDoUGDv33xCI8B5oHiR4lxZ80pmrJuBmWlBLBGJaMk1m/JQ2gze3r+bEaeunmtFihThueeeC2FEEYiLi8t2v98FCxYcfX3bbbdx22235WFW+ZdzrhPwi5ktzeb7Sk3n3PfAf4EnzOwLoBoQvLrdJq8M73kjgJllOOf2AhWDy49rUxHYY2YZ2cQSkUiUkACbN0Px4n5nkmsaAc4jSfFJ/Pb7b2w/sN3vVEREclQsOpqLi+5nZ4larNq5PuTxFy5cyJQpU0IeV0RyrY5zbkU2j87A48CgbNr8CpxvZk2Ah4A3nXNlgex+1c8aOT7ZsdMtP4Fzrr9zLsU5l7J9u75bifji8OHAqs8xMYF7gPOJkHSAnXNp3uIHqc65FK+sgnNutreIwWznXPmg+o95CyKscc51CCoP2SIKkeauJnex5c9bOLfUuX6nIiJySsMbtIBvbmfqijdDHnvYsGH84Q9/4Pfffw95bBHJlf+YWcPjH8CPQE1gqXMuDagOfOecO8/MDpvZTgAzWwKsB+oQGKWtHhS7OrDZe70JqAHgnCsClAN2BZcf12YHcI5X9/hYxzCz18ysuZk1r1QpdGsViMhpeP55aNAADoZ268RwC+UI8BVmlmhmzb33A4G5ZlYbmOu9xzlXH+gBNCCwSMII51zWTwZZiyjU9h5JXvnRRRQI3JfyvBcraxGFlkAL4KngjnYkKV6kOFFOA+4ikj9cHHshl1dNZNLySSFfRTc5OZnt27fz/vvvhzSuiJwdM1tuZueaWZyZxRHoqDY1sy3OuUpZ39eccxcS+J72o5n9CuxzzrXyBi56Ax94IacDWYMTXYF53n3Cs4D2zrny3ve29sAs79h8ry5e26xYIhJJjhwJrP5cvTqULOl3NqclnD2y4IUPghcx6AxM9n5J/AlYB7QI5SIKYfxMZ2XKiinU/1d9Dqbnr19JRKRwuqzBXayp1p8ZG74Nadz27dsTFxfHqFGjTl1ZRCJFW2CZc24pge9iyWa2yzt2DzCGwHe69QRWgAYYC1R0zq0jMG16IIDX7m/At95jSFCsR4GHvDYVvRgiEmnmzIENG/LV4ldZQtUBNuBT59wS51x/r6yy96sg3nPW3N+TLXyQ60UUgFMtohCRyhQvw6odq/hiwxd+pyIickqd46+B8k159j/fhDRuVFQUAwYMYMGCBaxevTqksUUkdLyR4B3e63fNrIGZNTazpmb2YVC9FG8adS0zu98byMDMDpnZLWYWb2YtzOzHoDbjvPJ4M3s9qPxHr2681/ZwXn5mEcml0aMhNhY65b8tXkPVAW5tZk2Ba4H7nHNtc6h7JgsfFIjFEi6/4HKKRxfXdkgiki80L38e5dO38HV6aTIyM07d4DTccccdVK1albVr14Y0roiIiITZtm3wwQfQp0++Wv05S0g6wGa22XveBrxP4H7crd605qw94rZ51U+28EEoF1HILkffF0soVawUbS9oqw6wiOQbN1UoS0ZMHKPXzA1p3MqVK7NhwwZuuOGGkMYVyRIXF8eOHTvCfp7SpUtnWz5o0CDmzJkT0nOlpKTwxz/+MaQxRURO2znnwKRJELTnen5y1h1g51wp51yZrNcEFjJYwbELHwQvYjAd6OGt7FyTwCIK34RyEYWz/UzhlBSfxKodq/h5z89+pyIickpP1WsLdoR/poV+qnJ0dDRHjhzh119/DXlskVAbPHgw48ePz3X9IUOGcPXVV+e6flxcXI7HMzIyaN68OcOHD891TBGRsChWDLp1g1q1/M7kjIRiBLgysNBbFOEb4GMzmwk8B1zjnFsLXOO9x8x+AN4GVgIzgfvM7IgXK5SLKESkjrU7cmfinSGfTigiEg41YkqTkP4f1m2azf7f94c8fseOHbn55ptDHlcKj7S0NOrWrUufPn1ISEiga9euHDhwAIBXXnmFpk2b0qhRI1avXk1mZia1a9cm61aozMxM4uPj2bFjB++88w4NGzakcePGtG2b051cJ3r44Ydp2rQpV1111dHYffv2ZerUqQDMnTuXJk2a0KhRI+68804OH87dba2DBw+mf//+tG/fnt69e7NgwQKuv/56MjMziYuLY8+ePUfrxsfHs3Xr1tPKW0TktH3zDQwdCvv2+Z3JGTvrDrC3WEFj79HAzIZ65TvN7Cozq+097wpqM9RbKOEiM5sRVB6yRRQi1UWxFzG281hqVcifv5iISOHzz4sa8vvmj5m2elrIYyclJbFo0SKWLl0a8thSeKxZs4b+/fuzbNkyypYty4gRIwCIjY3lu+++45577mHYsGFERUXRs2dPJk2aBMCcOXNo3LgxsbGxDBkyhFmzZrF06VKmT5+e63P/9ttvNG3alO+++47LL7+cp59++pjjhw4dom/fvkyZMoXly5eTkZHByJEjcx1/yZIlfPDBB7z55v/25I6KiqJz585HtxJbvHgxcXFxVK5cOddxRUTOyCuvwAsvQHT0qetGKG1M6wMzY9nWZaQfSfc7FRGRU2p9fmtqlK/LK6sXhDx27969KVGiBK+++mrIY0vea/f99yc8RvzyCwAHjhzJ9vh4bwr8jt9/P+FYbtWoUYPWrVsD0LNnTxYuXAjATTfdBECzZs1IS0sD4M477+SNN94AYNy4cdxxxx0AtG7dmr59+zJ69GiOHAlMTFu+fDmJiYkkJiYyatQoBg0adPT9zp07gUBntHv37iecO8uaNWuoWbMmderUAaBPnz58/vnnANx3331H423evPno66FDhx5t36lTJ0pms8dm9+7dmTJlCgCTJ08+moOISNjs3g1Tp8Ltt0NMjN/ZnLEifidQGH30n4/oNLkTn/X9jLYXnN40KxGRvBbloijf8Am+ySxH2n83E1e2ashiV6hQge7duzNx4kSef/55ypQpE7LYUngElg458X1xb3XS6OhoMjICtx7VqFGDypUrM2/ePBYvXnx0NHjUqFEsXryYjz/+mMTERFJTU2nUqBGpqalAYDpyXFwcffv2Pa1cvMls2frXv/519HVcXNzRcwUrVapUtm0vueQS1q1bx/bt25k2bRpPPPFEjnmJiJy1SZPg0KF8ufdvMHWAfdD2grYUiSrCzHUz1QEWkXzhDzUb0O/nPQxePovxre8Iaezk5GQmTJjA1KlTj47GSf60oEmTkx6LiY7O8XhssWI5Hs/Jhg0bWLRoEZdccglvvfUWbdq04fscRpDvvvtuevbsSa9evYj2pvGtX7+eli1b0rJlSz788EM2btxIxYoVT3nuzMxMpk6dSo8ePXjzzTdp06bNMcfr1q1LWloa69atIz4+nokTJ3L55Zef0ecM5pzjxhtv5KGHHqJevXq5ylVE5IyZBfb+bdoUzvBaHSk0BdoH5UqU49Ial2o7JBHJN+6Ia0yRjP/ywe7fQh67ZcuWzJ49m169eoU8thQO9erVY8KECSQkJLBr1y7uOcXWHJ06dWL//v3H/ODyyCOP0KhRIxo2bEjbtm1p3Lhxrs5dqlQpfvjhB5o1a8a8efMYNGjQMcdLlCjB66+/zi233EKjRo2IiooiOTn59D9kNrp3786///1vTX8WkfDbvx/OPx9CdP3yk8tpak5B1bx5c0tJSfE1h2e/eJa/zvsrvz78K+eVPs/XXEQEnHNLzKy533mEUqivde2+eJvP0suzqH41Wp1XP2RxJf9atWoV9erV8zWHtLQ0rr/+elasWJHrNikpKfzpT3/iiy++CGNmkSG7v6OCdr2LhO91IhJ5Tnat0wiwT5LikwD4dP2nPmciIpI7f61zMUQV5YWVc8MS/7nnnuPRRx8NS2yRLM899xw333wzzz77rN+piIjkD7/9Bt5CggWBOsA+aXxeY6b3mM6NdW/0OxURkVy55tw4Wm95le+X/1+OC/ucqZ9++olXXnmF3bt3hzy2FFxxcXGnNfo7cOBAfv755xPu1RURkZOYPBkuvBBO41obydQB9kmUi+KGi26gTHGteCoi+YNzjv71riVtTxpfbfwq5PGTk5M5ePAgEydODHlsEREROUNjxkDdutCggd+ZhIQ6wD7acWAHz3z+DCu2FYxfU0Sk4Lvhoi5E13+KR1Z9G/LYTZo0oUWLFowaNSosI8wSHvq7ilz6uxGRs7ZiBXz9dWDro+O2ecuv1AH22aD5g3hv1Xt+pyEikivlS5Slwjl1WJwZy+GMwyGPn5yczKpVq1i4cGHIY0volShRgp07d6qjFYHMjJ07d1KiRAm/UxGR/Gz0aChWDArQTg3aB9hHsTGxXFztYmaum8mgyweduoGISAToUakir+wpzj9XfcrDjW4Iaezu3bszf/58ypUrF9K4Eh7Vq1dn06ZNbN++3e9UJBslSpSgevXqfqchIvnVkSMwZQrceCPExvqdTcioA+yzpFpJPPPFM+w6uIsKJSv4nY6IyCk9Ubctr3y1kFEb1/Nwo9DGjomJ4Y033ghtUAmbokWLUrNmTb/TEBGRcIiOhmXLAqtAFyCaAu2zpPgkMi2TOT/O8TsVEZFcObdESWrZNtYVOZ8dB8OzYvPq1auZN29eWGKLiIhILp17LhSwHzrVAfbZxdUupkrpKmzcu9HvVEREcu2BGhfClplMWfl+WOL379+f/v37k5mZGZb4IiIikoN16+Dyy2H5cr8zCTl1gH1WJKoIG/60gYcvfdjvVEREcu3+2q2ovXcBU1eEZ8ui5ORk1q9fz9y5c8MSX0RERHIwdix8+SVUrOh3JiGnDnAEKBIVuBVbq2iKSH7hnOPWRj1ZsPc3Vu/6OeTxb775ZmJjYxk1alTIY4uIiEgO0tPh9dehY0eoWtXvbEJOHeAIcCjjEC3HtOT/Fv2f36mIiORa/VpdIeEFnv4h9GsYFC9enDvuuIMPPviAzZs3hzy+iIiInMRHH8HWrXD33X5nEhbqAEeAEkVKcCjjEB+v/djvVEREcu2W6vUonr6bj/aGfj9ggAEDBlC8eHG+/fbbsMQXERGRbIwZExj5vfZavzMJC3WAI0RSrSQWbljIvsP7/E5FRCRXopzj8pIZ7C91EfN/SQ15/Fq1arFt2zY6d+4c8tgiIiJyEh07wpNPQpGCuWOuOsARIik+ifTMdOanzfc7FRGRXHuybitw0Tyz+quwxC9VqhQAvxWwPQhFREQi1r33QnKy31mEjTrAEaL1+a0pXaw0M9fN9DsVEZFcaxNbg3LpW/ly/2GOZB4Jyzm6dOlCt27dwhJbREREPJmZ8MYbsK9gz0hVBzhCFIsuxsDWA2lzfhu/UxEROS3PnhvF4dQ/89nPn4UlfkJCAjNmzCAtLS0s8UVERASYPRv69IFPPvE7k7BSBziCPN72cW5rdJvfaYiInJY+9TtSplgp/r3s32GJf/fdd+OcY/To0WGJLyIiIsDo0YF9f7t08TuTsFIHOMJs2b+FVdtX+Z2GiEiuxRSNoVHjgUxwF3Pg9wMhj3/++efTsWNHxo4dS3p6esjji4iIFHrbtsEHHwRGgIsX9zubsFIHOMK0G9+Ohz992O80REROy2U1WpFZth7DVs4KS/zk5GS2bt3KtGnTwhJfRAKcc4Odc78451K9x3VBxx5zzq1zzq1xznUIKm/mnFvuHRvunHNeeXHn3BSvfLFzLi6oTR/n3Frv0SeovKZXd63XtljefHKRQm7CBMjIKLB7/wZTBzjCdKjVgQVpCziYftDvVEREcu2xum1wRw4x7pcNYYnfoUMHJkyYwLUFdE9CkQjzkpkleo9PAJxz9YEeQAMgCRjhnIv26o8E+gO1vUeSV34XsNvM4oGXgOe9WBWAp4CWQAvgKedcea/N8975awO7vRgiEm7ffQetW0O9en5nEnbqAEeYpPgkDmYc5IsNX/idiohIrpUrWoy67OTnYjXZvH9byONHR0fTu3dvSpcuHfLYIpIrnYHJZnbYzH4C1gEtnHNVgLJmtsjMDHgD6BLUZoL3eipwlTc63AGYbWa7zGw3MBtI8o5d6dXFa1uwb0YUiRRvvQUzZvidRZ5QBzjCXB53OcWji2s7JBHJd+674CIoWpa/LQ/PNGiAUaNG8fLLL4ctvogAcL9zbplzblzQyGw1YGNQnU1eWTXv9fHlx7QxswxgL1Axh1gVgT1e3eNjHcM51985l+KcS9m+ffuZfUoRCTh8OPBcpoy/eeSRs+4AO+dqOOfmO+dWOed+cM494JX7eg9JfhVTNIZ2ce2Ysa5w/AIjIgVH/wubUmH3Fyxa/0HYzjFv3jz+9re/cejQobCdQ6QQqOOcW5HNozOB6cy1gETgV+DvXhuXTRzLofxM2uQU69hCs9fMrLmZNa9UqVJ2VUQkN3bvhipVYPx4vzPJM6EYAc4AHjazekAr4D7vPhHw9x6SfGtY+2HM6hm+ERQRkXAoGhXFXyoVY+n6d/lx949hOUdycjK7du1i6tSpp64sIifzHzNrmM3jAzPbamZHzCwTGE3g+xUERmNrBMWoDmz2yqtnU35MG+dcEaAcsCuHWDuAc7y6x8cSkXB4881AJzghwe9M8sxZd4DN7Fcz+857vQ9YxUmmq3jCfg/J2X4mvzU8tyHnlzvf7zRE5DjOuTRvlkqqcy7FK6vgnJvtzUKZHfwjXGGc7dKjYQ8oVYvnl4ZnFPiKK66gTp06jBo1KizxRQo77/tYlhuBFd7r6UAP7zpVk8BAxTdm9iuwzznXyruW9QY+CGqTdb3qCszzvuPNAto758p718z2wCzv2HyvLl7b8E0pESnszAJ7/zZtGngUEiG9B9j7stYEWOwV+XUPSb73zg/v8MKXL/idhoic6ApvVktz7/1AYK63Yulc732hne1yfrnzKdn4OSbuL0ngu2xoOefo378/X375JcuXLw95fBHhBe8HumXAFcCfAMzsB+BtYCUwE7jPzI54be4BxhAY1FgPZN3HNRao6JxbBzyEd300s13A34BvvccQrwzgUeAhr01FL4aIhENKCixdWii2PgoWsg6wc6408C7woJn9F3/vIckuv3y1WMKcH+fwzOfPkH4k3e9URCRnwTNUglcsLZSzXZxzXFPacbBUHT7++ZuwnKNv375cffXVug9YJAzMrJeZNTKzBDPr5I3wZh0bama1zOwiM5sRVJ7iTaGuZWb3e9c2zOyQmd1iZvFm1sLMfgxqM84rjzez14PKf/TqxnttD+fVZxcpdMaMgZIl4bbb/M4kT4WkA+ycK0qg8zvJzN4D8PkekhPkt8USkuKT2Pf7Pr7a+JXfqYjI/xjwqXNuiXOuv1dWOesLovd8rlfuy2yXSPixb3C9NuCieG7tt2GJX7FiRWbPns3FF18clvgiIiKFwkMPweuvQ7lyfmeSp0KxCrQjMD1llZn9X1C5b/eQnO1nigRX1rySIlFFtB2SSGRpbWZNgWsJLPjXNoe6vsx2iYQf+5qcU5kK6b/ydXqZsM5i2bp1K6mpqWGLLyIiUqBddBF07+53FnkuFCPArYFewJXHbXnk9z0k+Vq5EuW4tMalzFyvDrBIpDCzzd7zNuB9AjNbtmb94Oc9b/Oq+zLbJVJ0rViOI8XPZfLaOWE7x3XXXcfdhey+JRERkZB44gn48ku/s/BFKFaBXmhmzrtX5OiWR37fQ1IQJNUK3OJ3MP2gz5mIiHOulHOuTNZrAjNOVnDsDJXgFUsL9WyXZxu045zv7mLmyn+H7Rx33nknS5YsISUlJWznEBERKXB++AGGDoXFi09dtwAK6SrQEloD2wzk+wHfU7JoSb9TERGoDCx0zi0FvgE+NrOZwHPANc65tcA13vtCP9ulQvEYutfrxLTV09h3eF9YztGzZ09iYmJ49dVXwxJfRESkQBo9GooWhd69/c7EF0VOXUX84m0NSqZlEuX0W4WIn7yZJ42zKd8JXHWSNkOBodmUpwANsyk/BNxykljjgHGnl7W/2ta9nVdpzv9bMZNnm2X7sc5KuXLluO2223jzzTcZNmwY5QrZIh4iIiKn7dAhmDgRbrwRYmP9zsYX6lVFuJcWvcSF/7iQI5lHTl1ZRCSCdI5rhStZjYlbfj115TOUnJzMwYMHWbBgQdjOISIiUmC8/z7s2gX9+vmdiW/UAY5w55U+j5/3/kzKZt3jJiL5S6kiRWkUtZtfitfip/+GZ82uZs2asXHjRjp37hyW+CIiIgXK779DmzZw5ZV+Z+IbdYAj3DW1rsHhtB2SiORLD8Y1gCKlGLz807Cdo1q1wJbImZmZYTuHiBQQmZmwfLnfWYj4p08f+OILiCq83cDC+8nzidiYWC6udrG2QxKRfKl3XAJF0/fwwe7fwnqenj17cscdd4T1HCJSADz9NFx8MWzZ4ncmInlv9WrIyPA7C9+pA5wPJNVK4ptfvmHngZ1+pyIiclqinePGknvZu/F9Vm1fFbbzlC9fnilTprBjx46wnUNECoBevSA9HV56ye9MRPJWejq0awd33eV3Jr5TBzgfuLn+zTx+2eNkmqb3iUj+83Lj9kRtn8+k5ZPCdo4BAwZw+PBhJkyYELZziEgBEB8Pt9wCI0fCnj1+ZyOSdz7+GLZuha5d/c7Ed+oA5wMJlRMYcsUQKpWq5HcqIiKnrUqZKlwW35lXN64P2w95DRs2pHXr1rz66qu6F1hEcjZwIOzbB//6l9+ZiOSd0aOhalW49lq/M/GdOsD5xIH0A3y6/lPMzO9URERO23m1erPjggG88+OXYTtHcnIya9euv1XNrQAAIABJREFUZf78+WE7h4gUAImJgU7AtGmg71VSGGzcCDNnwh13QJEifmfjO3WA84kpK6bQ4d8dWLZ1md+piIictsH124JlMmxdatjO0bVrV55//nkaNWoUtnOISAHx+uvw1VfgnN+ZiITf228HVkDX/b+AOsD5Rof4DgDaDklE8qW6ZSpQOWML32VW5HDG4bCco0SJEvzlL3/h3HPPDUt8ESlAKleGokXh8OHA4kAiBdmf/gTffAM1a/qdSURQBzifqFqmKgmVE7QdkojkW7dWiiWzZFWGr5wd1vO8/fbbvPnmm2E9h4gUAD//HOgQTArfAn0iESEqKrD9lwDqAOcrSbWSWLhhIfsO7/M7lf/P3p3Hx3T9fxx/nZlsREJEIgliiS2RovbSVi0lutGWVquqRS39VTf9tvXV6opS1VYXiqoutOqrC12sVdrad2JL7EuQCBGyZ87vj3tDCLUluZmZz/PxmEfGPXd5z4hjztyzCCHEVXsl6lbIzWDa/vVFep2JEycyZMgQcnNzi/Q6QggnFx4OwcEwapTRPVQIVzRgAAwfbnWKEkUawE4kpmYMOY4cFu+VCV6EEM4n0MuH/lkL2b5hOCczim75kQEDBrB//37mzZtXZNcQQrgApWDIENi+3ZgQSwhXc+wYfP45HD9udZISRRrATqRVeCtWP7Gau2rfZXUUIYS4Jn3qP0hmbiYzY2cV2TU6d+5MSEgIEyZMKLJrCCFcRNeuxtrAI0fKjNDC9Xz5JeTkwBNPWJ2kRJEGsBPxsnvRJKwJNiV/bUII59QkrAl+9UfyakLRDeXw9PSkT58+/Prrr+zfv7/IriOEcAF2O7z4IqxZA/8U3TJtQhQ7rWHyZGjVCiIjrU5TokhLysnsObGHgb8MJD453uooQghx1ZRS1A0I52ipumxN3ltk13niiSeIjIzk0KFDRXYNIYSLePRRWLDAaCgI4Sr+/ht27pS7vxchDWAnNGHtBH7d+avVMYQQ4pq8ENEQ7D68sWVRkV2jatWqbN68mZtuuqnIriGEcBHe3tC+vawJLFxLYKCx7m/XrlYnKXGkAexkqgdUp05gHVkOSQjhtLpVjsQ7O5lfT2Whi3DMnVKKM2fOsHfv3iK7hhDChbz1FvToYXUKIQpHVJTRBdrX1+okJY40gJ1QTM0Y/tz7J+nZ6VZHEUKIq6aUok3pXM741mbhwQ1Feq2WLVvSr1+/Ir2GEMJF5ObC9OmwZYvVSYS4PkuXwsaNVqcosaQB7IRiasaQkZPB0n1LrY4ihBDX5PXIltj2fsHP22YW6XW6devGggULiI+XeROEEJcxaJBxt2zUKKuTCHHttIann4bHH7c6SYklDWAn1Lpqa2oE1CA5PdnqKEIIcU2al6/EnT6n+GnLV+Q6covsOr1798ZutzNx4sQiu4YQwkUEBkK/fvDtt7Bnj9VphLg2a9cad39l8qtLkgawEyrlWYpdT+/ioRsesjqKEEJcswdueIRDPrX5Nn5JkV0jLCyMzp07M2XKFDIzM4vsOkIIF/H882CzwZgxVicR4tpMmgSlSsHDD1udpMSSBrAT01qTnZttdQwhhLgmN1ePgcihvLu7aMfbDRgwgOPHjzN//vwivY4QrkAp9bpS6pBSaoP5uMPcXk0plZ5v+4R8xzRWSm1WSsUrpcYpZUynrJTyVkrNMLevVEpVy3dML6VUnPnolW97dXPfOPNYr+J79UDlyjB+PAwYUKyXFaJQnD5tjGN/4AEoW9bqNCWWNICd1LEzx6jyfhWmrJ9idRQhhLgm1Xz9qZRzhM1U5ExWWpFdp127dqxdu5a77767yK4hhIt5X2vd0Hz8lm/7rnzb87cQxwP9gFrmI8bc3gc4obWuCbwPjAJQSpUHXgOaA82A15RSAeYxo8zr1wJOmOcoXn36wA03FPtlhbhueRNfSffnfyUNYCcVVDoID5uHLIckhHBqj4aEon0qMiZ2XpFdw2az0ahRoyI7vxDuTCkVCvhrrZdrY12zr4AuZnFn4Evz+f+Adubd4Y7AAq11stb6BLAAiDHL2pr7Yh6bd67iFR9vTCJ08qQllxfimrRqBQkJ0LKl1UlKNGkAOymlFDE1Y1i0exFZuVlWxxFCiGvyct2bUbkZTDl8oEivo7Vm4MCBvPzyy0V6HSFcxFNKqU1KqSn57swCVFdKrVdKLVFK3WJuqwQczLfPQXNbXtkBAK11DpACBObffsExgcBJc98Lz1W8Tp+GqVPh008tubwQVy0z05gBukwZMEYhiEtwiQawUipGKbXDHGPiNp9uYmrGkJqVyvIDy62OIoQQ18Tf04tIktifYyfxTGKRXUcpxalTp5gwYQJpaUXX3VoIJ1FbKbXlIo/OGN2ZI4CGQALwnnlMAhCutb4ReB6YrpTyBy72SVubPy9VdrXbC1BK9VNKrVFKrUlMLIK6o2FD6NQJPvgApM4QzuCll6BpU2M9a/GvnL4BrJSyA58AnYAo4CGlVJS1qYpH2+ptjW7Q8dINWgjhvD6PjIYNTzFza9GuCTxgwABSUlKYMWNGkV5HCCewU2sdfZHHz1rro1rrXK21A5iEMUYXrXWm1vq4+XwtsAuojXGXtnK+c1cGDpvPDwJVAJRSHkBZIDn/9guOSQLKmfteeK7zaK0naq2baK2bBAUFXd+7cSlDhkBiIkyR+VZECZeRAV9/DRERYLdbnabEc/oGMEbFHK+13q21zgK+wxhz4vL8vf15p907dKzZ0eooQghxzZqHNiA6OJqvN00v0uvcfPPNREVFMWHChMvvLISbMsf05rkX2GJuDzJvOqCUqoEx2dVurXUCkKqUamGO4X0U+Nk8fjaQN8NzV+APc5zwPKCDUirA7GLdAZhnli0298U8Nu9cxe+WW4wxle++C9my6oYowX78EZKToW9fq5M4BVdoAF9qHMl5iryrjEUGtxzMbdVuszqGEEJcM6UUN9R7mhVVBrPuWFyRXmfAgAGsWrWKdevWFdl1hHByo80ljTYBbYDnzO23ApuUUhsxJqkaoLVONssGApOBeIw7w7+b2z8HApVS8Rjdpl8GMI97C1htPt7Md66XgOfNYwLNc1hn2DDo1s24wyZESTV5MlSvDu3aWZ3EKXhcfpcS74rGi2itJwITAZo0aXLR8STOSGvNhiMbsNvs1K9Y3+o4QghxTXrUasO3Ow7y+tbFzA6uVWTX6dmzJ3v27CEwMLDIriGEM9Na97zE9lnArEuUrQGiL7I9A+h2iWOmAAX6Fmutd2N2uy4ROnQwHkKUVLt2wR9/wNtvg80V7m0WPVd4ly41jsRt3DH9Dkb+PdLqGEIIcc3uCImgdHYiC08bX+wVlXLlyjF27FiqVq1KampqkV1HCOFCtIb582HpUquTCFFQpUrwzTfGsl3iirhCA3g1UEspVV0p5QV0xxhz4haUUnSM6Mj8XfPJdcisb0II56SUokMZG+llajNn36oiv96OHTsICQlhwIABbN++vcivJ4RwYg4HPPkkDB5sNIaFKEl8fKBHDwgLszqJ03D6BrC5VtxTGBMqbAO+11rHWpuqeMXUjCE5PZk1h9dYHUUIIa7Z65E3A/BOXNHXZT4+PvTo0YOpU6cSGRnJnXfeyaJFi4r07rMQwknZ7fDii7BmDSxaZHUaIc5ZtAhGj4b0dKuTOBWnbwADaK1/01rX1lpHaK2HW52nuN1e43YUSpZDEkI4tQblKlL/9N9s3/EF2blFO+Nq1apVmThxIvv37+eNN95gzZo13HXXXSQnJ1/+YCGE++nVC0JDYaQMORMlyPvvG2tVe3pancSpuEQD2N0Flg6kWaVmLNyz0OooQghxXd6seQMnjq9l4e7iqc+Cg4MZNmwY+/btY+HChWcnx7r33nt56623cKVVA4QQ18HbG55/3phsaOVKq9MIAQcPwu+/G2N/PVxhXuPiIw1gF/HNfd8wt4fcARZCOLdOtTrhF9SSEdv/Kdbr+vj40KpVKwBOnz5NZmYmw4YNIzw8nP79+7Nt27ZizSOEKIH694foaDh61OokQsCUKcb49D59rE7idKQB7CJqlq+Jr5ev1TGEEOK6eNm9CKw9kL+9G3Ey45QlGcqUKcNvv/1GbGwsPXv25MsvvyQqKoo5c+ZYkkcIUUL4+cGmTXDPPVYnEe7u2DGj63NMDNSoYXUapyMNYBfy/vL3GfHXCKtjCCHEdekdFg5e5Rm5xdpeLVFRUUycOJEDBw4wfPhw2rVrB8CsWbP44osvyMzMtDSfEMICSkF2Nvz1l9VJhDs7cwYaNYKxY61O4pSkAexCVh5ayUerPpJZTIUQTm1wnZao3DS+LiHdDIOCgvjvf/9L6dKlAZg2bRq9e/ematWqMk5YCHf09tvQpg3s3Wt1EuGuqleHhQshMtLqJE5JGsAuJKZmDEdOH2Hj0Y1WRxFCiGtW2u5BfdsJErwj2HXykNVxCpg1axYLFiygcePGZ8cJv/fee1bHEkIUlyeeAJsNxoyxOolwN+np8MwzkJBgdRKnJg1gF9IxoiOALIckhHB6z1WPBkcWn8SWvHG3Sinat2/Pr7/+ytatW3n00UeJiIgAICkpiQULFkhPHCFcWeXK8Oij8PnnMiGWKF5vvw3jxoFMzHhdpAHsQkL9QmlQsYE0gIUQTq9n1fo02juCJbGTrI7yryIjI/nss8/o0qULAJ9//jkdOnSgfv36TJkyhYyMDIsTCiGKxIsvQmamMRGREMUhNhZGjzbWpG7b1uo0Tk0awC7mvsj7CCgVgEM7rI4ihBDXzKYUPes/zLqE9Ww8utXqOFfs2WefZerUqdhsNvr06UPVqlV588035Y6wEK6mdm3o2tWYDEv+fYui5nBAv35Qtqx0vS8E0gB2McNaD+PHB3/EpuSvVgjh3DrU7QbNp/FirPPMturt7U2vXr3YsGEDixYtomnTpqxduxalFAAHDx60OKEQotBMmgRLlxozQwtRlKZMgWXL4L33oEIFq9M4PQ+rA4iikZadRmnP0lbHEEI4ieRkeP/9czcy8n7efTe0aGHMt/HhhwXLH3wQGjeGPXvgk0+M7XkPgMcfh/r1YetW+Oyzgsf/3/9B3bqwdq0xnO788kr43uPFn+keLP3LwTdf2wqc/623ICwMFiyA6dMLnn/sWAgMhJ9+gv/9r2D5xIlQpoxx7Jw5BcunTwe7HSZPhvnzzy/z8oJp04zn48bBkiX5yxX+/m355Ze2ZGdn8847sGjRGRYuXEtQ0AEiIiKIjg5i0iTjg/Mrr8DGjeefv3p1+Ogj4/lzz8GOHeffaIqKMj4LgTEnz/7955c3bQrDhxvPH37YWDYyv9at4dVXjeedO0Nq6vnlMTFGL0+Adu0gN/f88vvvh0GDjF6gt99OAT17GrlOnDi3bGr+fAMGwCOPwKFD8MADBctfeAHuuw/i4ozhlheWDxsGd9xhvG/9+hW8/qhRcNttxmfG554rWP7RR9CsGSxaBEOHFiz//HOoV8/4vch7H/ObPt1YfnPGjIv3gv3xRwgJgS++MH7PLjRvHvj7w6efwjffFCxfuhQ8PIybPT/8cH6ZtzcsXmw8j401cgoLlC1r/ExJMf5SfHyszSNc1z33QGLiucpQXBdpALug5+c9z0/bf2LX07vO3nUQQoh/c+IEjDCXEc+rNpQy5npp0cL4fzfvQ37+8oYNjQbwkSMwYcK57XmPtm2NBvDhw/DVVwWPv/9+owF88KDRQL2wvNUdfsz3D2Tm1q388kt0gfO/9JKx74ED8McfBY/PW6r30CFYsaJgeV6j7vBhWLeuYHleg+vwYdiy5dz7pZTxeTfPkSOwc+f55QEBxnNPT0+OHoUjR7wJCWlBUlIiK1YcYsuWbTRvHscjjzzC8eM+HD58/vF+fuf+fPIkJCWdny9/g/X0aTh16vzy9PRz5RkZxiO/rKxzz7OzISfn/HJHvpE0l+vh6XGRTxN2+7k8Xl7ntuflyzvGZoPSpf+93N+/YHneOe12KF++4PXzyj09L17u6XnuZ7lyl87v5XX58vz58tjMjlje3hcvz/86ypS5dLm3d8Hy/O+nTTp8WevAAYiONr4leeopq9MIV6Q1BAfDkCFWJ3EZyh3HJTVp0kSvWbPG6hhFZsKaCQz8dSDb/287dSrUsTqOEE5BKbVWa93E6hyFyRXqurjTydRevYFG2VtZ28E1PlxmZmYyY8YMxo4dy7Zt29i3bx8hISE4HA5s0poRxcDV6jtL6zqt4eabjW/x4uPPfbMiRGGYOxfeeMP4hrhSJavTOJ1L1XXyP60LkuWQhHBNSqkYpdQOpVS8Uuplq/MUh1plyhOSc5gNjgpkZLvGjMre3t48+uijrF+/no0bNxISEgJATEwMffv2JTY21uKEQogrphT897/GGIRvv7U6jXAlaWkwcKDRBUjG/RYqaQC7oOoB1akTWIff43+3OooQopAopezAJ0AnIAp4SCkVZW2q4vFsaBCO+I/4zcW+1FNKUbduXQCys7OJiIhg+vTpREdH07FjR+bOnSuzRwvhDO64wxjr8c47548dEOJ6vPEG7N1rTKCRf8yNuG7SAHZRMTVjWLJvCenZ6ZffWQjhDJoB8Vrr3VrrLOA7oLPFmYrF4Kh2BKXHMX3zRWYKchGenp6MHz+eAwcOMHz4cDZv3kynTp2YOnWq1dGEEJejFLz8MmzbBn//bXUa4Qo2bTJmOezTB2691eo0LkcmwXJRPev3JLJCpKwHLITrqAQcyPfng0Dzwjp5evpe1q69scD2GjXeJSysL6dPb2HDhlsKlNeqNZ6KFbuTkrKcTZs6FSiPjPyGChXuIjl5AbGx3QqUR0f/REDAbSQm/sT27Y8VKG/QYCH+/k14okFr9tlLsWhpIF7q3HTEjRotx9c3kkOHxrN7d8EJQpo23YyPTxX273+XffsKTuXbosVePD3LsWfPaxw8WHAq31atjmOzeRAfP5iEhMnnldlsPrRqdRSAHTv6c+zYd+eVe3oG0qLFbgC2bu3B8eO/nFfu41ONpk2NqZ83b+7MyZN/AnDLLcYjLa0WLVt2BWDevHrY7bvw8vI6O7mhv38LGjSYB8Datc1JS9t+3vkDAtoTHT0LgFWr6pGZef4STBUqdCEy8ksAli+vSk7OyfPKK1Z8hNq1PwHg77/Lo/X5s2SFhQ0gImI0ubnpLFtWscB7V6XKf6hW7VWyspJYubJGgfJq1d6gSpXnSE/fw5o1DQqUR0SMISysH6dPb2b9+lYFymvX/oyKFR8yf/c6FiiPjJxGhQp3k5w8n9jYrgXKo6N/JiCgDYmJP7J9e68C5Q0a/IG/fxOOHPmauLj/K1DeqNHKfL97LxUob9o0Nt/v3tsFyo3fvYDr/t07dWoN/v4uM5zXeXXrZqwN3Lix1UmEKxg50pi9b/Roq5O4JGkAu6jGYY1pHCaVsBAu5GJTuhfoH6uU6gf0AwgPD7/ik9vtZahYseDyCqVLGxPpeXoGXLS8VCmjYePlVZGQkMcKlPv4GBm8vStdtNzbO9Tcr9pFy728ggAICL2fEcdDqGrz5bGK57qCeXgY0/P6+kZd9Hi73Zg+t0yZBhctt9mM6XT9/JoQGtq7QPm5xuZNgOOCsnOT3ZQrdyt2+/lLz9lsvmefBwS0w8sr+LxyD49zUxOXL9/x7HuZx8srDD9zKuidOyuwfftW7PZsIiMjufHGGwkMbHp236Cg+8jKOnLe8aVL1z37PDj4gQINXF/fc43OihV74HCc32PIz6/Z2echIY9z4a+b8Z6AUh6EhvblQn5+xv9BNpvPRcvLlKkPgIeH/0XLS5c2evh7epa/aHmpUjVZs2YNe/euxuFoxJkzZzhz5jS+vmW45ZZb8PGpBoC3d5WLHu/tbUwo4+NT/aLleb97pUvXvmi5h4cxzbevb72Lluf/3bvY75bNZvweX+/vXl5OYTEPj3ONX4dDpucW12fKFNi+/eJT2IvrJrNAu7CE1ASW7FtC9+juVkcRosQr6bOiKqVuAl7XWnc0/zwEQGs98lLHuFJdl5WbS6nFvxOYuZdjd7rGbNBXa+fOnXz44Yd88cUXpKen88wzz/DBxRagdVJaa1JSUjh+/DgREREAzJw5k+XLl5OQkHD24e/vz+rVqwFo06YNf/75JwBeXl6EhobSqlUrpk2bhtaabt260b59ex5++GH8L7YWkZsq6fXd1SpRdd3LLxvdV3/7zeokwhklJUGpUuDre/l9xWXJLNBuaEbsDB6a9RB7T+61OooQ4vqtBmoppaorpbyA7sBsizMVGy+7nSYep0j0qUVs8l6r41iidu3afPLJJxw4cIARI0bQtm1bAJKTk5k0aRLp6SVzzgetNUlJSWzevJn58+fz1VdfnZ3c69NPP+Xmm28mIiICX19fAgICaNDg3J3p2bNn89lnn7F69WocDgcNGzakQ4cOZ8vHjRvHli1bOH78OBkZGezdu5dp06YBcPToUeLi4hg4cCChoaH07t2b5cuXy8RiomhVqAC//w7mlzRCXJUBA6Bp04ILs4tCJXeAXdj2pO1EfhLJhDsn0L9Jf6vjCFGiOcMdEaXUHcAHgB2YorUuOKg1H1er62Yd3EbX+KN0te1i5q19rI5TYkyaNIl+/fpRoUIFBg4cyJNPPnl2aaWidurUKXbt2nX27uzhw4dJSEhg5MiRlC1bltGjR/Pqq6+SlZV13nEnTpygXLlyfPDBB/z888+EhoYSGhpKWFgYoaGhdO/eHZvNRnZ2Nh4eHme7A18trTWrV69m0qRJfPvtt5w5c4Zff/2VO+64ozBevtNyhvruapSoui41FapWhdtugx9+sDqNcCZz5sA998CIETCk4JwW4updqq6TBrAL01pT/cPqNAxpyE/df7I6jhAlmqt9IATXq+u01vgu+J4yJ1dztNu719wocjVaa5YuXcrYsWOZM2cOnp6e9OjRg4kTJ+LhcfVTfWRnZwPGzNT79u1j7ty55zVuExIS+Oqrr4iKimLChAkMHDjwvOPLly/PihUrqFWrFosWLWLBggVnG7h5j+rVq2O32wvl9V+p1NRUZs6cySOPPIKXlxejR49m06ZNPPHEE9x6661u9fvkavVdiavrhg2Dt96C2FiIcovV6sT1On3a+F3x94d168DLy+pELuFSdZ1MguXClFLE1Ixh2uZpZOVm4WWXf0xCCOellOLdcsk8tfw9Nh3tSYOQgjMHuyOlFK1bt6Z169ZnxwkfOXLkbON3/fr1NGjQgKysLI4cOUJCQgJVq1YlLCyMuLg4Ro4ced4Y28TERObMmcOdd97J5s2bGTBgAEopgoKCzjZgc3ONmbg7duzIDz/8cHZ7SEgI3vnWq2zXrh3t2rWz5H25kJ+fH717n5tsKjMzk19++YVp06ZRu3Zt+vbtS69evQgODv6XswhxBZ5+2ljCZvRokKXMxJUYNgwOHIB//pHGbzGQO8Au7qftP3HvjHtZ3mc5LSq3sDqOECWWq90RAdes646nHSfkvRCebD6YDzu8Y3WcEktrjVKK/fv3U6NGDby9vUlLSztbPn78eAYMGMCmTZvo1KlTgS7IDz74IJGRkZw5c4YTJ05QsWJFPD09/+WKziktLY2ZM2cyadIk/vnnH7p06cKPP/4InHsPXZGr1Xclsq6bNcuYFbpaNauTiJIuJwduvx3q1IEJE6xO41KkC3Q+JbKiLCLp2emcyDhBmF+Y1VGEKNFc7QMhuG5dV+23cRyiLBkxj2C3FW83WmeTlZXFzJkzWblyJcHBwWcbuQ0aNCAsTP5fyG/r1q04HA6io6PZtWsXHTp04PHHH+fxxx+nUqVKVscrVK5W37lqXSfciMMBWVng42N1Epcis0C7qVKepaTxK4RwKW2Dq5NTuipTdv5pdZQSz8vLix49ejBu3DheeeUV+vTpQ6dOnaTxexFRUVFER0cDxnjhatWq8eqrrxIeHs4999zDnDlzyHGTmVmVUoOUUjuUUrFKqdH5tg9RSsWbZR3zbW+slNpslo1T5q1zpZS3UmqGuX2lUqpavmN6KaXizEevfNurm/vGmcc6b3/Q2FhjUqNjx6xOIkqq336DhARj3Whp/BYbaQC7gfUJ6+n8XWcSUhOsjiKEENft9ajWoHMZt3er1VGEi2rYsCGLFi0iLi6OF198kVWrVtG1a1dOnjwJUGBWa1eilGoDdAbqa63rAWPM7VEYy6/VA2KAT5VSeV0wxgP9gFrmI8bc3gc4obWuCbwPjDLPVR54DWgONANeU0oFmMeMAt7XWtcCTpjncE4eHvDLL/Dhh1YnESXRgQPwwAPw7LNWJ3E719UAVkq9q5TarpTapJT6USlVztxeTSmVrpTaYD4m5DtGviUsZjZlY/aO2czfNd/qKEIIcd3CS/tTOSeBWBXC6awzVscRLqxmzZqMHDmSAwcO8Ndff1GhQgUA2rdvT0xMDLNmzTo7a7YLGQi8o7XOBNBa592+7Ax8p7XO1FrvAeKBZkqpUMBfa71cG+PqvgK65DvmS/P5/4B25ue+jsACrXWy1voEsACIMcvamvtiHpt3LudTpw7cfz988gmcOmV1GlGSaA1PPWX8HDXK6jRu53rvAC8AorXW9YGdQP5Fq3ZprRuajwH5tsu3hMWsfsX6hJQJ4ff4362OIoQQhaJXaBjaO4jRW+ZZHUW4AU9PT5o1awaAw+GgTZs2xMbG0rVrVypXrsxLL73E7t27LU5ZaGoDt5g3GJYopZqa2ysBB/Ltd9DcVsl8fuH2847RWucAKUDgv5wrEDhp7nvhuZzTkCGQkgLjx1udRJQkP/0Es2fDG2/IRGkWuK4GsNZ6fr5KagVQ+d/2l28JrZG3HNL8XfPJdeRaHUcIIa7bS3Vuptz+KazcOd3qKMLN2Gw23njjDfbu3csvv/zCTTfdxHvvvcfcuXMByMjIICMjw+KUl1VbKbXlIo/OGEtkBgAtgP8A35ufuS42Jbb+l+1cwzH/dq7zKKUy6DPNAAAgAElEQVT6KaXWKKXWJCYmXmyXkqFRI+jQAcaOhfR0q9OIkuDUKRg0CBo0gGeesTqNWyrMMcC9gfy3GKsrpdab3x7eYm6TbwktEhMRw4mME6w+vNrqKEIIcd38PL14IjSEP+J+Jiktyeo4wg3Z7XbuvPNOfvrpJ/bv30/Pnj0BmDp1KpUqVeLZZ58lNjbW4pSXtFNrHX2Rx88Yn6d+0IZVgAOoYG6vku8clYHD5vbKF9lO/mOUUh5AWSD5X86VBJQz973wXOfRWk/UWjfRWjcJCgq6tnehuAwbZqwN7HBYnUSUBDk50LYtTJwILri8nDO4bANYKbXwX74lzNtnKJADTDM3JQDhWusbgeeB6Uopfyz6ltDM6BzfFBaR9jXa0zSsKWnZaZffWQghnMAD0T3IqdiJtzf9YnUU4ebCwsLw8/MD4MYbb6R9+/Z8+umnREdH06pVK6ZOnYoTLTv5E0YPO5RStQEvjIbpbKC7OWdLdYxhbKu01glAqlKqhXmn+FHgZ/Ncs4G8uVu6An+YPQDnAR2UUgHmsLYOwDyzbLG5L+axeedyXq1awdCh4OtrdRJREpQvD199BeawClH8LtsA1lq3/5dvCTEnpboL6GFWXJgTJBw3n68FdmGMKbHkW0Izh/N8U1gEAksHsuqJVbSt3tbqKEIIUShuDKmPR40+fHVcvtgTJUfz5s2ZMWMGhw4dYsyYMRw/fpzPPvsMc85PDhw4cJkzWG4KUEMptQX4Duhl3g2OBb4HtgJzgf/TWueNqxoITMaYGGsX53oEfg4EKqXiMW6IvAygtU4G3gJWm483zW0ALwHPm8cEmudwfg4HzJgBv8t8LG4rJwf69IHNm61O4vaudxboGIyK6h6tdVq+7UF5U+MrpWpgfEu4W74ltF56djoZOSV+bJIQQlyWXSlu8krjRKlarDm20+o4QpwnKCiIwYMHs23bNubMmQPA8ePHqVmzJk2bNmXixImkpqZanLIgrXWW1voR82ZHI631H/nKhmutI7TWdbTWv+fbvsbcP0Jr/VS+GyIZWutuWuuaWutmWuvd+Y6ZYm6vqbX+It/23ea+Nc1jM4vrtRe5t9+G//xHukK7qw8/hClTIC7O6iRu73rHAH8M+AELLlju6FZgk1JqI8YkVQPyfbMn3xJaZEfSDsqPLs/P2+V7AiGEa/hvraZg8+SNrUusjiLERSmlzi6f5O3tzZgxY8jMzKR///6EhobSt29fV5pBWlyKzQYvvwyxscbawMK97N1rjAW/+264916r07g95URjUgpNkyZN9Jo1a6yOUexyHbkEjwnm7tp3M7XLVKvjCFGiKKXWaq2bWJ2jMLlDXae1xm/BTHKzT5F2R5+z3UyFKMm01qxatYpJkyYxY8YM1q1bR61atdi7dy9ly5YlICDg8ie5Dq5W3zlNXZeTA7VrQ3AwLF8OUl+5B63hrrtgyRLYuhXCw61O5DYuVdcV5izQooSz2+x0iOjA3Pi5OLR0vxFCOD+lFB397GTkZPD3wVVWxxHiiiilaN68OZMnT+bo0aPUqlULgOeff56wsDB69uzJ0qVLnWniLHElPDyMLtArV8Kff1qdRhSX2bPht9+MLvDS+C0RpAHsZmIiYjh65iibjm6yOooQQhSKSQ3b4r35BWZumXb5nYUoYUqXLn32+bBhw+jduzezZ8+mdevWREZGMmXKFAvTiUL3+ONw662QlWV1ElFcOnaEcePgqaesTiJM0gB2Mx0iOgAwN36uxUmEEKJwlC8VwN117mb6ttlk5ciHSuG8GjZsyCeffMLhw4f54osvCAwMZN++fQBkZ2ezaNEiHDKBknPz8TG6wnbsaHUSURxycoy/80GDjB4AokSQBrCbCfUL5dM7PuWeOvdYHUUIIQpNdO3HON5wIuN3LLI6ihDXzdfXl8cee4x//vmHYcOGAfDrr7/Svn17atWqxYgRI0hISLA4pbgup08bXWOF61q+HOrUkWWPSiBpALuhgU0HEhUUZXUMIYQoNAPrtgEU4/fHWx1FiEJlt9sBiImJYdq0aYSHhzN06FCqVKlCly5dSE5OvswZRIk0dix06QLbt1udRBSF7Gzo18/o6l6tmtVpxAWkAeyGsnOzmbNjDusT1lsdRQghCkWwd2lqOI6ww16JExmnrI4jRKHz8fHh4YcfZvHixezcuZPBgweTmJhIuXLlrI4mrsXAgUbX2FGjrE4iisKYMbBlC3zyCfj5WZ1GXEAawG5Io+nxQw8+W/uZ1VGEEKLQ9K1UDbzKM2LLPKujCFGkatWqxahRo/jnn3+w2eSjnFMKCoInnoBvvoH9+61OIwrTrl3w5ptw331wjww5LImk1nRDXnYv2tVox9z4ubLEghDCZTxXuyW2nNNMO3rU6ihCCHF5gwcbP8eMsTaHKFwTJ4KnpzHzsyiRpAHspmIiYtiXso8dx3dYHUUIIQqFj91OV9sujsSOJiFVJggSQpRw4eHwyCOwcyfIDQnXMXKksdZzpUpWJxGXIA1gN9WxpjH9viyHJIRwJW/U74hOP8B3W76zOooQQlzehAkwdy4oZXUScb1OnICEBLDZIDLS6jTiX0gD2E1VK1eNuhXqsuLgCqujCCFEoalboS61I7oz5pDcARZCOAFvb+NnQgKkplqbRVyfF1+EG26AUzIRY0knDWA3trjXYr69/1urYwghRKGqWrULhwM7sjRhi9VRhBDi8g4dgurV4dNPrU4irtVff8HkydC7N/j7W51GXIY0gN1YSJkQlHS5EUK4mKF1W4Cy89a2v62OIoQQl1epEtx6K7z/PqSnW51GXK3MTOjfH6pWhddeszqNuALSAHZzz/z+DMOXDrc6hhBCFJrWQVXxzzrC0gwvHNphdRwhhLi8IUPg6FGYOtXqJOJqvfsubNsG48eDr6/VacQVkAawm9uZvJOvN31tdQwhhChUd5XzIat0DabHy11gIYQTuO02aNHCaEzl5FidRlyNvXvhwQehUyerk4grJA1gNxcTEcOO4zvYc2KP1VGEEKLQvBF1Kyr9EN/GLbQ6ihBCXJ5Sxl3gvXth2TKr04irMXkyfC03k5yJNIDdXEzNGADm7ZpncRIhhCg8NcuU56H031m2+SMyczKtjiOEEJd3110QF2eMBxYl3++/w6ZNxnNPT2uziKsiDWA3VzuwNtXKVZP1gIUQLqdn/Uc4mZnK9zulfhNCOAGbDSIijOeZ8sVdiZaUBD17wqBBVicR10AawG5OKUWvBr2ICIiwOooQQhSqNtXbYWs+ndf27rc6ihBCXLlBg6BNG9Da6iTiUv7zH0hJgU8+sTqJuAYeVgcQ1nv9ttetjiCEEIXO2+5JLY9MdtiqcSwtmeDS5a2OJIQQlxcVBR9/DEuWGJNjiZJl8WJjtu4hQyA62uo04hrIHWABgEM7OHr6qNUxhBCiUA0MrwWefry5WeY5EEI4iccfh4oVYeRIq5OIC2VkwIABUKMGvPqq1WnENZIGsACg6/dd6fhNR6tjCCFEoXoyohn2nFPMSEq2OooQhc6R6SArKcvqGKKw+fjAc8/B/Pmwdq3VaUR+SsEDD8CECVCqlNVpxDWSBrAAoHml5mw8upHDqYetjiKEEIXG02ajqcdpkkrVYvNxWe5NuJZ1N61jzxD5vXZJAwdC2bIwZozVSUR+3t7w1ltw++1WJxHXQRrAAji3HNL8XfMtTiKEEIVreN3GsOkF5mydYXUUIa5ZTmoOhycfZtNdm3BkOwAIfzmc4O7BFicTRcLfH2bNgo8+sjqJAHA4jFmfFyywOokoBNIAFgDUr1ifkDIhshySEMLltA2pQ0t/P6Zt/hots6oKJ6K1JmVZCtv7bGdZ6DJ2PrGTjD0ZZB4wlsgJfiCYgHYBFqcURaZdO6hQweoUAuCLL+Cbb+DAAauTiEIgDWABGMshxdSMYf6u+eQ6cq2OI4QQheqOeo+x1b8d8w6utzqKEFcs5Z8U1rdaz7EZxwjuHsyNy26k6ZamlKohYw/dxoYNcPPNsF+Wc7PMsWPGske33mpMUCacnjSAxVldQrtQeXVlVq9ZLXdJhBAuJabWXVD5PkbsWGl1FCEuSudqkuclE9stll0v7wKgbMuy1P26Li0TWlJ3cl3K3lQWpZTFSUWxKl8eVq6E996zOon7ev55OH3amPhK/v25BGkAi7PKpJbh2N/HuKn5TdR7oR4PffcQR04fsTqWEEJct8blQwnIOszyLF/p5SJKlIx9Gex5fQ8rqq9gU8wmTiw+gb20HQBlU4Q8EoKHn0exZlJKDVJK7VBKxSqlRpvbqiml0pVSG8zHhHz7N1ZKbVZKxSulximzla6U8lZKzTC3r1RKVct3TC+lVJz56JVve3Vz3zjzWK/ie+UlUHg49OgBkyZBYqLVadzP8uUwbZqx5m9kpNVpRCG5rgawUup1pdShfJXhHfnKhpgV3g6lVMd826WSLKHatWvHzp07+c+L/2HHlh18t/U7qr1XjeFLhpOZk2l1PCGEuC73l/cjp3Q4U3b+aXUU4eYcWY6zz/e+vpd9b+6jdGRpor6PouWhllQbVs2ybEqpNkBnoL7Wuh6QfxriXVrrhuZjQL7t44F+QC3zEWNu7wOc0FrXBN4HRpnXKA+8BjQHmgGvKaXyBjOPAt7XWtcCTpjncG8vvWSsPztunNVJ3E/z5sbY3yFDrE4iClFh3AF+P19l+BuAUioK6A7Uw6gEP1VK2c39pZIswfz9/Rk9ajQ7PtlBux3tyNyRySt/vkK1d6uxbP8yq+MJIcQ1GxbVGhw5jNu3zeoowk2diT1D/PPxLAtbRuq6VACqDqtKiz0taDCvAcHdgrF5W945byDwjtY6E0BrfezfdlZKhQL+Wuvl2hg/9RXQxSzuDHxpPv8f0M688dERWKC1TtZanwAWADFmWVtzX8xj887lviIj4d574eOP4dQpq9O4j/R0sNmMO/A+PlanEYWoqGrZzsB3WutMrfUeIB5oJpWk86hZsyYLZyxkQe8FVF1alSP7jjB44GA2b94s3QeFEE6pSml/InL2szNxG2nZaVbHEW4iNyOXhM8TWHfTOlZHr+bQx4cIaBOA8jLGEpaqXgqfqiXqw3Vt4Bazh90SpVTTfGXVlVLrze23mNsqAQfz7XPQ3JZXdgBAa50DpACB+bdfcEwgcNLc98JznUcp1U8ptUYptSbRHboGv/oqDB8OXtLZsVhs2WJ0P//jD6uTiCJQGA3gp5RSm5RSU/Ldmb1UxWZJJQluWFEWkvbt2xM/L56Pb/iYnSt20rBhQ2oOrUnvWb1JSkuyOp4QQlyVSbWqk7XrU+bsmGN1FOHCtNZkJWYZf8iF+OfiyTmVQ8R7Edx06CbqzaxHmegyVkasrZTacpFHZ8ADCABaAP8BvjdvOiQA4VrrG4HngelKKX/gYrMC5c2keamyq91ecKPWE7XWTbTWTYKCgv7lpbqIhg3hySflTmRxcDigf3/QGurXtzqNKAKXbQArpRb+SyU5HogAGmJUjHlT1F1LxVZklSS4YUVZiDw8PPi///s/4uLiePKpJ9m3aR9fbPqC8DHhjP1nLNm52VZHFEKIK9K6Wmsq+VdmUuzPVkcRLigrMYsDYw+wOno1G9psQGuN3ddOk41NaLqlKVWer4JXUIm4g7dTax19kcfPGDcUftCGVYADqGD26jsOoLVeC+zCuFt8EKic79yVgcPm84NAFQCllAdQFkjOv/2CY5KAcua+F55LOBwwfjzMmGF1Etc2aRIsWwZjx8o6zC7qsg1grXX7S1WSWuujWutcrbUDmIQxRhcuXbFJJenEypcvz0cffsSWd7fQcmNL0uPTGbxwMBFjIog9Fmt1PHEZWmtZ3kq4PZuyUbn+6ywK7MHGxO1WxxEu4tSqU8Q+EMvySsvZNXgXHv4eVHmuitF0xOjm7ETLF/2EMcQMpVRtwAtIUkoF5c3nopSqgTGPy26tdQKQqpRqYd4pfhTI+4ZpNpA3eWlX4A9zCNw8oINSKsDsPdgBmGeWLTb3xTxWvq3KoxR8+aUxIVNOzuX3F1cvIcGYdKxtW+jZ0+o0oohc17z6SqlQs+IDuBfYYj6fjdE1ZiwQhlFJrtJa5yqlUpVSLYCVGJXkR/mO6QUsJ18lqZSaB4zI1726AzDELMurJL9DKsliExUVxd8//s0vv/xC/7H9OVDjAM/1fY6P3v2IiFoReNiKd7kG8e8SUhMYt3wcn676lAAdwDNlnkEpxdjTYzmaexSbsqFQ2LBRx6sO/cv3RynFqKRRpOSmnCtXNm4odQOPBj+KUoqRh0aS7kjHruwopbBjp5F/I+6veD9KKUbsGYFGY1d2bMqGTdloFtCMmIoxOHAwNn4sNmXDbrOf3adFhRbcEnwLWTqLybsmY1dGmd1mlge3oFGFRpzJPcMPe384W5b3aBrclDoBdUjNTiUhPYG2UW3xke5i4gL/V7MpK/ck03Dtem7MmcXYBrdzW5Vmlz9QiHwy9mVg97PjWd6T9Ph0TvxxgkpPVSK0Tyi+9Xytjnc9pgBTlFJbgCygl/mZ61bgTaVUDpALDNBaJ5vHDASmAqWA380HwOfA10qpeIybGt0BtNbJSqm3gNXmfm/mO9dLwHdKqbeB9eY5BBgN4CFDoEsX+P57ePhhqxO5np9+MmbcHj9e1vx1Yep67ggppb7G6P6sgb1A/7wGsVJqKNAbyAGe1Vr/bm5vwvmV5CCzYvUBvgZuxKwktda7zWN6A/81Lztca/2Fub0GRuO3PEYl+UjerIX/pkmTJnrNmjXX/LrFOVlZWXz00Ue8+eabnEk/Q+BLgXRt2pXhHYZTzqec1fHc2qajm3hz4Zv8GPcjDhywE9gBrDN3uAnwwxhMYDN/JgGrzPIOgK+5PW+fQ0DeZOBdAZ8LyuOBv83yvoD9gvLNwFJz+6ALrm0DVpjlpYHn8m3P66uy0Dx/OeDZi7zoXzE+TlUEasM/7/xDy5Ytr+j9Ukqt1Vo3uUTZ68ATQN4EAv/NN+v9EIwZ6HOBp7XW88ztjTlX1/0GPGPWdd4YEwA2Bo4DD2qt95rH9AJeMa/xttb6S3N7dc7VdeuAnlrrrMu9JqnrLu2L/dt5NX4rh2zlIec0DRO/5c1G3bmz9p3YlOWz8IoSypHpIOnnJBI+T+DEghPUGFmD8JfCcWQ7wEFJmMH5ivxbfeeM3KquczjghhuM2Yk3bjR+isK1f78xAZZwepeq666rAeys3KqiLCbHjh3jpVdfYmrCVGgEZWxlGB0zmn5N+mG32S97vCgcuY5cHNrBpg2bGDBlAGvKroEN0N6vPUMHDqVRo0Znu0I7HI7zfl5u27Uccz3bLix3OBw4tAO08TrTc9JxaAe5Opec3Bwc2oEnnngrb7IcWWTmZtL1rq4EBwdf0Xt3BQ3g01rrMRdsjwK+xRj+EYbRRK9t9nZZBTyD0az/DRintf5dKfUkxvqaA5RS3YF7tdYPmku+rQGaYHypuBZorLU+oZT6HmNM3ndKqQnARq31+Mu9JqnrLu+PpARe3rqMhPUvc/BkPJXD7+GxqHv5b6MHKeVZyup4ooTQWrPrP7s4MvUIOcdz8A73JuTxEEIfDy1pMzhfEWkAO7mvv4ZHH4XZs+Huu61O4xrOnIHdu40vF4TLkAZwPm5XURaj9evX0/eVvqwLXgfVoIZvDRY/sZjwsvJNWlFKyUhh4tqJjFkyBv+N/sR/H49vOV969urJC4NeICIiwuqIJd41NoCHAGitR5p/nge8jtEjZrHWuq65/SHgNq11/7x9tNbLzTkMjgBBGF0Db9Na9zeP+Qz4E+PObyIQorXOUUrdZB7f8XKvSeq6K5edm83/tv6PPodySfepjGfKRh4oC2ObPERwmSv7EkW4lpzUHFL+TiGwUyAAmztvxuZtI7RPKAHtA1B25+0eKQ1gJ5edDd27w9NPQ+vWVqdxDS++CB98APHxcvfXhVyqrpPBmqJQ3Xjjjaz5ZQ3/+9//ePKTJ9ldeTfP9H6GsWPGElYlDG8Pb6sjupS443GM+WsMX278kkwyYS/YDth4//33efzxxylbtqzVEV3JU0qpRzHu0g7WxrrklTDu8ObJW44tmytc8k0pVehLvgH9AMLlP/Er5mn35KEbHqJjnSxe3rqMr3IjmEYZpi/5lY5qHx80e4g6FepYHVMUMa01p1acIuHzBI59dwxHmoMW+1vgU9mH6B+jUTbnbfQKF+LpCbNmWZ3CdWzYYMz4/Nhj0vh1EzJwQBQ6pRTdunVj/+/7eTvybebPnU/dBnUJfjuYF35/gdTMVKsjuoS4uDhuef8WJq6bSOaGTBqtbsSPnX/k4F8HefbZZ6Xxe/X+bV1Ml1/yTWvNma1n3H6m8PJeXkxseBspbe5gRCV/yvkEsHDf39T9pC6dvuvKr7uXuP175KpOrT7F6ujVrG+5nmPfHSP4wWBu/OdGvCsZX9xK41eUOElJMHWq1SmcW26useZvYCCMHm11GlFM5A6wKDKlSpVi6NChPPbYYzw39DlmbprJe+o9Jq+dzNg7x/JYw8dkspmrkJGTwbRN03jvz/cI/yuc+T/Pxx5mp1uHbrz86ss0atTI6ojObueVdAlUSk0CfjH/eD1Lvh28yJJvt11wzJ/kW/LNvAtcJEu+pW1NY3X0akrVLEWF+yoQdF8Qfs38nGnplkLlbbMxpFYjXq55I0eatWDCmvG8e+goc/ekEbzxbV6pUZeBN9wrs96XEFprlh5Yyejtf/HHGQcZNl9AYz/yK55JS1BegWTV/g9Ka1Dm3HxaE7UhjnJJ29hW9yRpIY8T0acGyeWSOFnuBA57LuW3L6HM+t1ke4eQWKETCm3M22eeIyRlJf7ZR0j3qsiRsjeh0Oas+sY+Vc9swN+RwmnPihwqFWnM66fU2fn9amXtwE+nc9KjAoc8w80Z9825AZWiXs4+ythySbKV45AtyDw2bx9FQ3WMUkrTNaor9YLrWfb+C4t8/jm8/LIxbrVxY6vTOKfx42HVKpg2DcqXtzqNKCYyBlgUmxUrVtD3tb7EhsdCZajrX5flA5fLbNGXkZCawEcrPuLjFR+T6kiFIxDwZwCDHhjEwIEDCQkJsTqiS7jMGOCzS74ppZ4Dmmutuyul6gHTOTcJ1iKgljkJ1mqMua5XYkyC9ZHW+jel1P8BN+SbBOs+rfUD5iRYa4G8bzLWYUyClayUmgnMyjcJ1iat9aeXe01XU9dln8gmcWYiibMSOfnHSXSOxruyN9E/R+PXyO+KzuHqVp1M4ukt/7AyyxeUovTJtfSrWI43Gz+En7e8R8VNa83Goxv5bst3fLvtJ/ZHjgGPMnjnniHUlolG08BxkLqOw6RoT+Z4NEKjUVk2vFK88TrlzcPf2KmReYCfX1nP4lI3ozG6V2it0MANaSsIzdzNcXsFVvp3RJsdMvJ+Rp74jfLp8SR5V2VrhXvN7crsoqGISJhKmbR4jvvWY3/oI+R16NDKmP6+UvxIPNPiORVwM8nhfQq8Rv9NT6PS9pNR8S4yq/ct+CaseAAyE/m+6/d0q9ftit87GQPsIlJSjC67HTrAzJlWp3FOo0bB338bE4q56Re+rkwmwcrHbSvKEsDhcPD1N1/z7OfPcjLgJA+XeZhR74yifMXylPYsbXW8EmfT7k00+qoRueTCDqh+rDqv9HiFhx9+WNa3LWSXaQC71ZJv2SeyOT7nOEk/JVF3al08/D04PPEwqWtSCbo/iHJtymHzct/eGwcy0nl28xJ+PqXJPbGOsvHv0r9xf55q9hRVyla5/AnEddl0bCujYhfwy8kznMrOwr79bW6PuJ2AiCd4uHpTOgVXxn6JD7Jxg+I49MkhAAJuDyC0TygVOlewfPkirTUOwKE12vzpAHxsNmxKkelwkJ6bi4O8BrpRHujpeXYs29X01pAGsAsZOhRGjoRt26COzFNwTbSWxq+LkgZwPm5dUZYQp0+f5p133mHMmDGoAIUaoBjcajBDWg9x64ZwriOXn3f8zIKNC0j7PY1vv/2W7IbZtK3alqEDh9KmTRu37ZJa1FztAyEUbl235/U9HHzvILmnc/Eo50Hg3YEEPRBEhbsqFMr5nVFqTg6LD65h2pr3mbn7H3T0CJrpg3x44x20CGtodTyXsit5F+9t+YUZx1NJ9o0Gr3LYHRm08M7kh4YtCfa9+Hj3M7FnODL1CNVer4bd186Rr46QvjvdaZcvKiyuVt+59ee6Y8egalV46CGYMsXqNM5jwQLIyYFOnaxOIoqQNIDzceuKsoTZs2cPT/33KX7L/Q3qQaBHIB93/pgH6z3oVg29lIwUJq2dxLtL3uVY9jE4DqW/LE2fXn0YNGgQtWrVsjqiy3O1D4RQ+HVdbkYuJxacIHFWIsdnH8evsR8NFjQAIHlhMv7N/fHwc88xsbMPbaffjm0ctQVAdgrV0zYxom5THqzd0a3qssJ0IOUAY7b8yt/bvmHdoX+g8gPYqvehoWcaT1WL4qGwCHzsBdeZz0nNIfH7RBImJ3BqxSmUp6L+3PoEtA2w4FWUTK5W37n957qnn4aEBPj+e7mTeSVOn4aoKChb1pgB+iL1iHAN0gDOx+0ryhJoyZIl9HmzD7tq7YJQaBzYmBVPrnCLCWa+W/8dj81+7OwyRkG7gnix84v07dOXcuVkfHRxcbUPhFC0dZ0j20H2sWy8K3mTdSyLZaHLUJ6K8h3KU+G+ClS4pwKe5T2L5Nolldaa348d5IXta9jmKAu5aUTFv8YLzZ/i4RselmXgrsCR1CN8EPsr044c4qBPbfAJoVrCNzwZXoc76nalWrlwfC/4sJp9Mpvc1Fx8qviQeTiTFVVXoHM0pSNLE9o3lIo9K+IV5GXRKyqZXK2+c/vPdQ4H2Nx3WMpVe+45Y83fZcvgppusTiOKkKwDLEq01q1bs2P+DiZ/PpkXpr3AWo+1DNw4kLfffptS5Urh7+1vdcRCo7Xmjz1/cDLxJH99+xeTv9oJIW8AABdtSURBVJ9MZvNMGmY25JU+r9C5c2c8POSfpijZbJ62s8vDeAZ60vDPhiTOSiTphySOzznODvsOor6LIrhrsMVJi49SijsqVuGOilXYnJrCx9sWsFxn03t2bwZt38hDlWryTpOHCCwdaHXUEiU5PZkftv3A11t/Ymn5B6F0BJStRi2VQt/KAfS/eQJl89WJWYlZpPyVwsmlJ0lZksLpjacJ7h5M1PQovEK9qPZ6Ncq1LYd/C3+5+y7cQ17jNy7OWM5HZjO+tLVrYdw4GDBAGr9uTO4AixInJSWFt956iw8//BCvCC9yH8pl2G3DGNxqsFPfQclbxmjEHyPYfWY3bAWPHzzo3r07zzzzDE2auMyX8U7J1e6IgDV1ndaa1DWpJP2QRNjAMHzCfTg67SiHPzt8dnkln3D3GXuptWZm3EIeOZBNtr00ttNxtPdMZlyT+6kTWNPqeJY5lXmKibG/MOlgPHEn9qH3TqFm+Zr4Rr9Bl7DaDKrRgEBPowdB5uFM0namEXCb0YV5df3VnNl8BlspG/43+VOudTkCOgRQtoWsfX6lXK2+k891wOHDxozQQ4fCG29YnaZkysmB5s2N92rbNpBedi5PukDnIxWlc9i5cycD/juAxZ6LoS6EeIXwaZdP6VK3i9N9q//Bsg8YtmjY2WWMfLf48lTrp3j6yacJCwuzOp7A9T4QQsmp6459f4x9w/dxZtMZAPya+FHh/gqE/yccZXeuf8vXKj03lxFxaxl3KIFT9rKQcZR2aYt5q2kvbqriHnch0rLT+HLbb4zft40tBP9/e3ceXlV17nH8+2YgOQkhIQOIBAkKWiahYhgeHBCxUsoFC7eKCmgroBUBRREqbalUrRYteK9WLlRE2wraSo1Xb4soCmqR0QEQMBAEIgQykAQycXLOun/sDTnBhDHJTvZ+P89zHk7WHrJWTH7uddZea2PirBVrOwQP8fplF9Prwl6ICOX7yilcWUjh6kIKVxVSvquc8BbhXFVwFRIuFLxbQHhcOHG94jy9Gvn5cFveNZasc9yPfwyrVsGePRCnj2b7jmAQFi+2Rshvusnp2qgGoB3gEBqUTcvy5csZ/+R49nXZB63g+guvZ8W4FY2+E7zpwCaSTTIvLXyJpz9+mqPJR0nLSeOR2x5h9OjR+Hw+p6uoQrjtghAaX9aVZpaStyyP3DdyCZYHSf8yHYBDfztEzGUxxHaPbfR/1+craAyvZGfyWObn5G2cQlFpDt073sykHqP4WZdhhIe5azGWisoKXvv6Xf5v21Le3pFBSbsx0O4WWgUP85OUZB685Apa7YWi1UW0Ht2a8JhwsmZmsfeJvUQkRhB/dTwJ1ySQcG0Czb/fHAlz9+9HQ3Fb3jW2rHPMunXWCOecOfDQQ07XRinHaQc4hAZl0+P3+3nuj88xc9lMysvLmdh7Ir/5zW+QGCHR13jmulQGK8nYnsHjKx/ns/zPCH8rnMCmAD8c8kOmPjCV66+/3vUX+E2V2y4IoXFnXaA0QHhMOEF/kE9SPiFQFMDX0UfySOs26bj0ONf/rRw9dpQXNy1i2uGW+KPa0LxoPfe1acUvrxhFbLNYp6t3zvwBPxm7VjJ350bW+mMJtOhG3PbZ3Jr6PQZ+bxRdInvS8u0SilZZ83j9h/wA9PigBy0HtKR8TzmVxZXEdo3VDm89cVveNeasa3CDBsFXX8Hu3RDVdKeN1Slj4I47YMAA+NnPnK6NakDaAQ6hQdl05eXlMWvWLObPn48v3UdwSJDHBj3GpD6TiAx3bsXZymAlc9fM5enVT3Po2CE4DJGbIhl7+VimTZrGZfpw+kbPbReE0HSy7tjBY+RlWCPDhSsLMZWGtNlppP0qDROw/h/l5luld5YeZcrm1fyrJJxgWBQRRV9yW1wFT/UewwXNL3C6emckEAzw0d6PWLT1Hyz1X4S/RQ8IiyAuUMzQYzHc+3Ua3XunEN8vnuK1xWzqu4modlEkXJtA/LXWKK+vk8/1H3o0Fm7Lu6aSdQ3i/ffhRz+ynnN79dVO16ZxWLYMRo7UkXEP0g5wCA3Kpm/z5s1MeGQCnyZ8Ch2hna8dC0YsYHDHwQ1aj8Nlh4mojGDRokU8nPUwx4qPkbQziWn/MY0J4yfQsqU+d7KpcNsFITTNrPMX+Ml/O5+49DhiO8dS8G4B28ZsI/mmZFJGppBwXQJhke6c93nY7+eRbWtYnFtE+Y5naVbwEaO638H9fSbz/Qu6OV297zDG8OHeNczZ/hH/3r+Ror1/wxfZHN+VLzJwbyI/Xp1A6j9KCR4NApD2aBppv04jWBmkIrsCX5pOA3GK2/KuKWZdvTEGcnOhlXdW4D+l4mLo3BlSUmDDBtCnbHiKdoBDaFC6gzGGjIwM7vnDPRzseRCSYFTHUSy5fUm9f9+Vu1fyxAdP8PG+j4l6PoojeUdIvyqdhyY9xIgRI/QxRk2Q2y4IwR1ZV7yhmH1z9pH/Tj7BkiARCREkDUui47yORLZ053OGjwWD7CrYyX+vncfC3BIq2wzj0vKtPNX1KoZfcp2jo6TGGNbu38Tvt33I8iPHKI3rCRE+Ug8e5YV1cN3vriMmMoY1F64hMjmS+Gus0d34a+KJaqO3YzYWbss7N2RdvSgs1JWOJ02C55+HTz+F3r2dro1qYNoBDqFB6S4VFRU8M+8ZHv3XowRyA0wdMpWHZjxEs5hmJETXXfCX+cv462brMUa7S3bDUZBNwog2I5g2aRp9+vSps++lGp7bLgjBXVkXKAtweMVhct/I5ci6I6RvSUfChZxXcgiLCiNxSCIRce774OmtnD08uH0jO0mEQBnJxRv4RVonJl0+skGnfXx5aCt/3/oaS7csJTP5JmgzhOZHAwz4MIyB7wuXb4ZWQ5Po/mZ3oGqOt2qc3JZ3bsq6OjNuHKxfD59/Dl6dWpCVBZ06wcSJ1rN/ledoBziEBqU75eTkMHPmTF566SViBscg/YTf3/h7Jlw54bxWVjXG4Pf7mfPKHH757S+txxhtjuXea+5l8r2TSU1NrcNWKKe47YIQ3Jt1xpgTo6Ab0zdyZMMRJEpIvDGRlBEpJA1Lct3o8IaiAqZs+Zh/V8RA4UZS9zzHlD5TGH/FeOKj6+f5tzvyM/nD2hWs/Bay21zMfU/u4rNx/6Bvl7G0facLV7wnJF+dYI3w9o8nIt59H0C4ldvyzq1Zd15efhnuvBPeftuaE+xV778P6enQooXTNVEO0A5wCA1Kd9u4cSN3zbyLL9p8AWlwSfNLWDhiIdd1uO7szrN/I0+uepKsr7PYP38/OTk5pPVLY/rY6YwdO5aYmJj6aYByhNsuCMEbWWcChqJPishdlkvesjwq9lXQ+o7WdF7c2frwKs9Ps5RmTlezzmSXl/FO1ge8tv5pPjjwFeFdfsUQXynPpt9Mh4T2533+vUV7WbRlGa9vjeRA8mUUJkYQXQZ91xru/jKakQuvJDIpstqHEKrpcVveeSHrzprfDx07QmoqfPyx90aB9fZvhXaAq9GgdD9jDEuXLmXSC5PI75UPCTC5x2SevenZUx538mOMqAA2wI3hN/LA/Q9www03EBbmzgV4vM5tF4TgvawzxnBk/RHCY8OJ7RrL0c1H2dBjA/FXxZMyMoXkEclEt4t2upp15sVd65jyTQ4l4S2g7FuuDOxmXs/B9E8981/j8r3lfPPuN7yzdgclmYa/XfIrtnTIIrLPMq7YEcYIk8DtPS6mTZ+WhEVp9rmF2/LOa1l3xp57zpoDe8stsHSpVfaXv0B2tjUiGh9vvVq3tkZJAUpKIDoawpvwFIbdu6FnT2vu7+jRTtdGOUg7wCE0KL2jtLSUJ+Y8wVOrnyIsK4zpY6YzfvJ4EuISiIuKq7ZvMBhkzJ/G8OqBV088xmh0t9FMmzSNzp07O9QC1VDcdkEImnUV31awf+F+8pblUbK5BIC49Dg6/7kzMZfFECgJEKwIQhjW82btf4/PXTVBA0KjHukMGMOCPdv4bdYODoS1hIp8rj44n4f7TmFIpyGESVWn1RiDOWYIiwpj/xf7+ee4rXzUNZKVA2HfRZC2u5QHKnYy5OYhpMZ3ILopXwCrU3Jb3nk962pVVgZ33w1FRZCRYZXdcAO89171/bp3hy+/tN7362ctGBUbW9VB7t8fFi60ts+eba2sfHxbixbWSPNVV1nb9+wBn8/a5sRziI2BIUOsUe+vvoJ27Rq+DqrR0A5wCA1K79m3bx/Tp09nyZIlxIyKIbJrJPOGzqNfaj/mfjKXyKxIlr+wnMxDmSR2TeTBoQ9y94S7SUpKcrrqqoG47YIQNOtClX5dSu6yXPL/N5/Ll19ORPMIMu/P5Ntnv62+YzgMqBwAwPa7tpOzKOdEuYQJES0j6H+wPwDb7txGfka+1XEOtzrQUalRXLnB+jXa/tPtFK4utDrX9vG+Tj66Z1gLRW0ft52SL0pObCMMYrvGctn/WM8N33HPDsp3l584t4QJzXs2p8PsDgBkTs7En+eHMCAM1rcqY0X7PayqnEJ2cTYD/fO5KbcNN0ReSiAvQOHqQvJvzGf+oPm8SzcCbYeAMVxSdoTbO1zIpEsuJ7mZe24XV7VzW95p1p0FY6C83OoUFxVZnVkRuNL+dXjlFWvxqOLiqn06dYLf/c7a3qcPbNkCpaVV5xw+HN5803rfujUcOmS9b9bM6gjffjvMnWuV3XZbVfnxV3o6XHONVbe1a6uPTsfGnt3t26+9BqNGwbx5MGXK+f2sVJNXW9bpihXKE9q1a8err77KxIkTGTdrHNv3bOenGT+1NlYC70Hvlr1ZMnsJI0eOJDLSXQvoKOV1MZfG0H5Ge9rPqJonmzIiBd/FPmukN2iP+IZ8Jpw8PJnoi6IxAXNiH2lWdSGWcG0CEfERmEDV8aELQcV0jSHoD1adOwDN2lZ1MCMTI4lMiaz6/gFjdXZtwdIglUWV1Y+/oOr4kq9KqNhbcWLbpUFD3x905aX5WSzY8gZTc1qzMkq4cl02nSsqWfl4BReu+iOHcncwvNv1dGwVzZSLe3JhtHtuC1dKnYaINULr88EFF3x3+9ixpz5+7VrrX7+/qpMcerfIvHlQUFDVeS4qgm72c8yNsTrPoZ1vY+D++60OcGmpNQIdKiwMZs2CX/8aDh+GYcOqd57j42HoUGuUOicHxo+HXr3gvvvO/WekXE9HgJXnBINBFr+8mKkvTqVYihl20TBmTJpB3759na6acpDbRkRAs87rco8dY/rWT/hrQSnHwmNpFSxkTvtWjLm4X6O+rVvVP7flnWZdExUMwtGj1vsWLaxO9XvvVR99LiqCAQNg0CA4eBBuvbX6tqIieOYZa67zli1W53fNGrjiCkebphoHvQU6hAalAigrK6OsrIzExESnq6IaAbddEIJmnbKUBwLkV1bS1on5eKpRclveadZ5mDHWKyzMmvNcVFTzyLbyJL0FWqmT+Hw+fD6f09VQSql6FR0eTltd0Eop5UYiVXOEj9/ardRp6DMNlFJKKaUUACLymoh8br++EZHPQ7b9QkR2isgOEbkxpLyXiGy2t/2X2PfYi0iUfb6dIrJWRNJCjrlDRDLt1x0h5R3sfTPtY3VlNqVUnTqvDnBtISkiaSJSFrJtfsgxGpJKKaWUUo2QMeYWY0xPY0xP4A1gGYCIdAFGAV2BwcAfReT4rQUvABOATvZrsF1+F3DYGNMRmAs8ZZ8rEZgF9AF6A7NEpKV9zFPAXGNMJ+CwfQ6llKoz59UBri0kbbuObzPG3BNSriGplFJKKdWI2QMUNwNL7KLhwFJjTIUxZjewE+gtIm2AFsaYNcZaWOYV4KaQY1623/8duN4+743ACmNMgTHmMLACGGxvG2jvi33s8XMppVSdqJNboGsIydr205BUSimllGr8rgYOGmMy7a/bAvtCtmfbZW3t9yeXVzvGGFMJFAFJpzhXElBo73vyuZRSqk7U1Rzgk0MSoIOIfCYiq0TkarvMsZAUkQkiskFENuTm5p5LG5VSSiml3OBSEdlSw2t4yD63Un1go6ZnZ5lTlJ/LMac6VzV6XaeUOlenXQVaRN4DalpPfKYxJsN+f3JIHgAuMsbki0gv4E0R6YpDIQlgjFkALABrufza9lNKKaWUcrmvT/UYJBGJAEYAvUKKs4F2IV+nAvvt8tQaykOPybbPGQ8U2OUDTjrmQyAPSBCRCHuAI/Rc1eh1nVLqXJ12BNgYM8gY062GVwZUC8nXQo6pMMbk2+83AruASzmzkKSGkKwpcE+EZA3nUkoppZRS52YQsN0YE3rX3lvAKHvR0g5Y67isM8YcAI6ISF97etpYICPkmOOLl/4nsNKeArcc+IGItLTXdfkBsNze9oG9L/axx8+llFJ1oi5ugf5OSIpIyvGVAUXkYqyQzNKQVEoppZRq9EZx0rouxpitwOvAV8C/gInGmIC9+efAn7AWxtoF/NMufxFIEpGdwFRghn2uAuC3wHr7NdsuA5gOTLWPSbLPoZRSdea0t0Cfge+EJHANMFtEKoEAcE9IsP0cWAz4sAIyNCT/bAdegX1ejDEFInI8JOG7IblURB4DPkNDUimllFLqvBhj7qyl/HHg8RrKNwDdaigvB35Sy7kWAYtqKM/CeuqHUkrVi/PuANcUksaYN7Aei1TT/hqSSimllFJKKaUanFh3EnuLiOQCe87ikGSsOcde4KW2grbXzc62re2NMSn1VRknaNadlpfa66W2grb3dFyVd5p1p+Wl9nqpraDtPZ0as86THeCzJSIbTrVaopt4qa2g7XUzL7W1rnjtZ+al9nqpraDtVafmtZ+Xl9rrpbaCtvdc1dVzgJVSSimllFJKqUZNO8BKKaWUUkoppTxBO8BnZoHTFWhAXmoraHvdzEttrSte+5l5qb1eaitoe9Wpee3n5aX2eqmtoO09JzoHWCmllFJKKaWUJ+gIsFJKKaWUUkopT9AO8CmIyGAR2SEiO0VkhtP1qU8iskhEDonIFqfr0hBEpJ2IfCAi20Rkq4hMcbpO9UVEokVknYh8Ybf1Uafr1BBEJFxEPhORt52uS2OnWedemnXup1l35ryUdeCtvPNS1oE3864us047wLUQkXDgeeCHQBfgVhHp4myt6tViYLDTlWhAlcCDxpjOQF9goov/+1YAA40xPYCewGAR6etwnRrCFGCb05Vo7DTrXE+zzv00686AB7MOvJV3Xso68Gbe1VnWaQe4dr2BncaYLGPMMWApMNzhOtUbY8xqoMDpejQUY8wBY8wm+/0RrD+ots7Wqn4Yy1H7y0j75erJ/yKSCvwI+JPTdWkCNOtcTLNOs06d4KmsA2/lnZeyDryXd3WdddoBrl1bYF/I19m4+A/Jy0QkDfg+sNbZmtQf+7aRz4FDwApjjGvbapsHPAwEna5IE6BZ5xGada6kWXfmNOs8wgtZB57LuzrNOu0A105qKHPtJyteJSLNgTeA+40xxU7Xp74YYwLGmJ5AKtBbRLo5Xaf6IiJDgUPGmI1O16WJ0KzzAM0699GsO2uadR7glawD7+RdfWSddoBrlw20C/k6FdjvUF1UPRCRSKyQ/KsxZpnT9WkIxphC4EPcPSeoPzBMRL7BusVtoIj8xdkqNWqadS6nWedamnVnR7PO5byYdeCJvKvzrNMOcO3WA51EpIOINANGAW85XCdVR0REgBeBbcaYPzhdn/okIikikmC/9wGDgO3O1qr+GGN+YYxJNcakYf3drjTGjHa4Wo2ZZp2LadZp1qkTNOtczEtZB97Ku/rIOu0A18IYUwncByzHmkj/ujFmq7O1qj8isgRYA1wmItkicpfTdapn/YExWJ8ifW6/hjhdqXrSBvhARL7EugBYYYzRx2UoQLNOs85VNOtUrbyWdeC5vPNS1oHm3XkRY3T6g1JKKaWUUkop99MRYKWUUkoppZRSnqAdYKWUUkoppZRSnqAdYKWUUkoppZRSnqAdYKWUUkoppZRSnqAdYKWUUkoppZRSnqAdYKWUUkoppZRSnqAdYKWUUkoppZRSnqAdYKWUUkoppZRSnvD/eKbDxD1lKzkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(16,5))\n", "ax[0].plot(range(1,5),no3diff,'k-',label='no3diff')\n", "ax[0].plot(range(0,5),allSum,'g--',label='all')\n", "#ax[0].plot(range(0,5),afiltSum,'b--',label='afilt')\n", "ax[0].legend()\n", "ax[1].plot(range(0,5),allSum,'g-',label='all')\n", "ax[1].plot(range(0,5),physSum,'k--',label='phys')\n", "ax[1].plot(range(0,5),rivSum,'b--',label='riv')\n", "ax[1].plot(range(0,5),afiltSum,'y--',label='afilt')\n", "ax[1].plot(range(0,5),nitrSum-PPSum,'m--',label='bio')\n", "ax[1].plot(range(0,5),physSum+nitrSum-PPSum+rivSum,'c--',label='phys+bio+riv')\n", "#ax[1].plot(range(0,5),bioSum,'k-',label='bio')\n", "#ax[1].plot(range(0,5),nitrSum-PPSum,'r--',label='NITR-PP')\n", "ax[1].legend()\n", "ax[2].plot(range(0,5),nitrSum-PPSum,'r--',label='NITR-PP')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(16,5))\n", "ax[0].plot(range(1,5),no3diff,'k-',label='no3diff')\n", "ax[0].plot(range(1,5),no3diff2,'r--',label='no3diff')\n", "ax[0].plot(range(0,5),allSum,'g-',label='all')\n", "ax[0].plot(range(0,5),allSum2,'c--',label='all')\n", "ax[0].legend()\n", "ax[0].set_ylim(-1200000,1200000)\n", "ax[1].plot(range(0,5),physSum,'k-',label='phys')\n", "ax[1].plot(range(0,5),physSum2,'r-',label='phys2')\n", "ax[1].plot(range(0,5),nitrSum-PPSum,'m-',label='bio')\n", "ax[1].plot(range(0,5),nitrSum2-PPSum2,'c--',label='bio2')\n", "#ax[1].plot(range(0,5),afiltSum,'y--',label='afilt')\n", "#ax[1].plot(range(0,5),nitrSum-PPSum,'m--',label='bio')\n", "#ax[1].plot(range(0,5),physSum+nitrSum-PPSum+rivSum,'c--',label='phys+bio+riv')\n", "#ax[1].plot(range(0,5),bioSum,'k-',label='bio')\n", "#ax[1].plot(range(0,5),nitrSum-PPSum,'r--',label='NITR-PP')\n", "ax[1].legend()\n", "ax[1].set_ylim(-1200000,1600000)\n", "ax[2].plot(range(0,5),PPSum,'m--',label='PP')\n", "ax[2].plot(range(0,5),PPSum2,'c--',label='PP2')\n", "ax[2].plot(range(0,5),nitrSum,'r--',label='NITR')\n", "ax[2].plot(range(0,5),nitrSum2,'g--',label='NITR2')\n", "ax[2].plot(range(0,5),rivSum,'y-',label='riv')\n", "ax[2].plot(range(0,5),rivSum2,'g--',label='riv2')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[1.2546039819717407, 1.4434720277786255,\n", " 1.5840961933135986, 1.7239530086517334,\n", " 1.9235219955444336],\n", " mask=[False, False, False, False, False],\n", " fill_value=1e+20,\n", " dtype=float32)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(nitrSum2-PPSum2)/(nitrSum-PPSum)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### look at tracers" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "#old file, day 1:\n", "f0=nc.Dataset('/results/SalishSea/nowcast-green.201812/01may15/SalishSea_1d_20150501_20150501_ptrc_T.nc')\n", "# old file, day 5:\n", "f4=nc.Dataset('/results/SalishSea/nowcast-green.201812/05may15/SalishSea_1d_20150505_20150505_ptrc_T.nc')\n", "# new file:\n", "f=nc.Dataset('/data/eolson/results/MEOPAR/SS36runs/CedarRuns/shortTestTVDSink/SalishSea_1d_20150501_20150505_ptrc_T_20150501-20150505.nc')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['nav_lat', 'nav_lon', 'bounds_lon', 'bounds_lat', 'area', 'deptht', 'deptht_bounds', 'nitrate', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ammonium', 'silicon', 'diatoms', 'flagellates', 'ciliates', 'microzooplankton', 'dissolved_organic_nitrogen', 'particulate_organic_nitrogen', 'biogenic_silicon', 'Fraser_tracer', 'mesozooplankton'])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f0.variables.keys()" ] }, { "cell_type": "code", "execution_count": 17, "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', 'PON', 'NO3', 'DIAT', 'bSi', 'Si'])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.variables.keys()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'leap-euler\\n bSi')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,5,figsize=(16,5))\n", "iax=ax[0]\n", "fig.subplots_adjust(wspace=.4)\n", "m0=iax.pcolormesh(np.ma.masked_where(tmask[0,:,:]==0,f.variables['NO3'][4,0,:,:]/f4.variables['nitrate'][0,0,:,:]),\n", " cmap=cmocean.cm.balance,vmin=0,vmax=2)\n", "fig.colorbar(m0,ax=iax)\n", "iax.set_title('leap-euler\\n NO3')\n", "\n", "iax=ax[1]\n", "fig.subplots_adjust(wspace=.4)\n", "m0=iax.pcolormesh(np.ma.masked_where(tmask[0,:,:]==0,f.variables['DIAT'][4,0,:,:]/f4.variables['diatoms'][0,0,:,:]),\n", " cmap=cmocean.cm.balance,vmin=0,vmax=2)\n", "fig.colorbar(m0,ax=iax)\n", "iax.set_title('leap-euler\\n diatoms')\n", "\n", "iax=ax[2]\n", "fig.subplots_adjust(wspace=.4)\n", "m0=iax.pcolormesh(np.ma.masked_where(tmask[0,:,:]==0,f.variables['PON'][4,0,:,:]/f4.variables['particulate_organic_nitrogen'][0,0,:,:]),\n", " cmap=cmocean.cm.balance,vmin=0,vmax=2)\n", "fig.colorbar(m0,ax=iax)\n", "iax.set_title('leap-euler\\n PON')\n", "\n", "iax=ax[3]\n", "fig.subplots_adjust(wspace=.4)\n", "m0=iax.pcolormesh(np.ma.masked_where(tmask[0,:,:]==0,f.variables['Si'][4,0,:,:]/f4.variables['silicon'][0,0,:,:]),\n", " cmap=cmocean.cm.balance,vmin=0,vmax=2)\n", "fig.colorbar(m0,ax=iax)\n", "iax.set_title('leap-euler\\n Si')\n", "\n", "iax=ax[4]\n", "fig.subplots_adjust(wspace=.4)\n", "m0=iax.pcolormesh(np.ma.masked_where(tmask[0,:,:]==0,f.variables['bSi'][4,0,:,:]/f4.variables['biogenic_silicon'][0,0,:,:]),\n", " cmap=cmocean.cm.balance,vmin=0,vmax=2)\n", "fig.colorbar(m0,ax=iax)\n", "iax.set_title('leap-euler\\n bSi')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'leap-euler\\n bSi')" ] }, "execution_count": 19, "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(1,5,figsize=(16,5))\n", "iax=ax[0]\n", "fig.subplots_adjust(wspace=.4)\n", "m0=iax.pcolormesh(np.ma.masked_where(tmask[0,:,:]==0,f.variables['NO3'][4,20,:,:]/f4.variables['nitrate'][0,30,:,:]),\n", " cmap=cmocean.cm.balance,vmin=0,vmax=2)\n", "fig.colorbar(m0,ax=iax)\n", "iax.set_title('leap-euler\\n NO3')\n", "\n", "iax=ax[1]\n", "fig.subplots_adjust(wspace=.4)\n", "m0=iax.pcolormesh(np.ma.masked_where(tmask[0,:,:]==0,f.variables['DIAT'][4,20,:,:]/f4.variables['diatoms'][0,30,:,:]),\n", " cmap=cmocean.cm.balance,vmin=0,vmax=2)\n", "fig.colorbar(m0,ax=iax)\n", "iax.set_title('leap-euler\\n diatoms')\n", "\n", "iax=ax[2]\n", "fig.subplots_adjust(wspace=.4)\n", "m0=iax.pcolormesh(np.ma.masked_where(tmask[0,:,:]==0,f.variables['PON'][4,20,:,:]/f4.variables['particulate_organic_nitrogen'][0,30,:,:]),\n", " cmap=cmocean.cm.balance,vmin=0,vmax=2)\n", "fig.colorbar(m0,ax=iax)\n", "iax.set_title('leap-euler\\n PON')\n", "\n", "iax=ax[3]\n", "fig.subplots_adjust(wspace=.4)\n", "m0=iax.pcolormesh(np.ma.masked_where(tmask[0,:,:]==0,f.variables['Si'][4,20,:,:]/f4.variables['silicon'][0,30,:,:]),\n", " cmap=cmocean.cm.balance,vmin=0,vmax=2)\n", "fig.colorbar(m0,ax=iax)\n", "iax.set_title('leap-euler\\n Si')\n", "\n", "iax=ax[4]\n", "fig.subplots_adjust(wspace=.4)\n", "m0=iax.pcolormesh(np.ma.masked_where(tmask[0,:,:]==0,f.variables['bSi'][4,20,:,:]/f4.variables['biogenic_silicon'][0,30,:,:]),\n", " cmap=cmocean.cm.balance,vmin=0,vmax=2)\n", "fig.colorbar(m0,ax=iax)\n", "iax.set_title('leap-euler\\n bSi')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Malaspina_U*.nc')[0]) as f:\n", " malUA=np.sum(np.sum(f.variables['NO3TVDX'][:,:,:,0],2),1)\n", " malUD=np.sum(np.sum(f.variables['ULDFNO3'][:,:,:,0],2),1)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Haro_V*.nc')[0]) as f:\n", " harVA=np.sum(np.sum(f.variables['NO3TVDY'][:,:,0,:],2),1)\n", " harVD=np.sum(np.sum(f.variables['VLDFNO3'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_SJC_V*.nc')[0]) as f:\n", " sjcVA=np.sum(np.sum(f.variables['NO3TVDY'][:,:,0,:],2),1)\n", " sjcVD=np.sum(np.sum(f.variables['VLDFNO3'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Rosario_V*.nc')[0]) as f:\n", " rosVA=np.sum(np.sum(f.variables['NO3TVDY'][:,:,0,:],2),1)\n", " rosVD=np.sum(np.sum(f.variables['VLDFNO3'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Sutil_V*.nc')[0]) as f:\n", " sutVA=np.sum(np.sum(f.variables['NO3TVDY'][:,:,0,:],2),1)\n", " sutVD=np.sum(np.sum(f.variables['VLDFNO3'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Discovery_V*.nc')[0]) as f:\n", " disVA=np.sum(np.sum(f.variables['NO3TVDY'][:,:,0,:],2),1)\n", " disVD=np.sum(np.sum(f.variables['VLDFNO3'][:,:,0,:],2),1)" ] }, { "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(1,3,figsize=(16,6))\n", "ax[0].plot(range(0,5),-1*malUA,'r-',label='Malaspina')\n", "ax[0].plot(range(0,5),-1*sutVA,'m-',label='Sutil')\n", "ax[0].plot(range(0,5),-1*disVA,'y-',label='Discovery')\n", "ax[0].plot(range(0,5),harVA,'b-',label='Haro')\n", "ax[0].plot(range(0,5),sjcVA,'c-',label='SJC')\n", "ax[0].plot(range(0,5),rosVA,'g-',label='Rosario')\n", "adv=harVA+sjcVA+rosVA-disVA-sutVA-malUA\n", "ax[0].plot(range(0,5),adv,'k-',label='sum')\n", "ax[0].legend()\n", "ax[0].set_title('Advection')\n", "ax[1].plot(range(0,5),-1*malUD,'r-',label='Malaspina')\n", "ax[1].plot(range(0,5),-1*sutVD,'m-',label='Sutil')\n", "ax[1].plot(range(0,5),-1*disVD,'y-',label='Discovery')\n", "ax[1].plot(range(0,5),harVD,'b-',label='Haro iso')\n", "ax[1].plot(range(0,5),sjcVD,'c-',label='SJC')\n", "ax[1].plot(range(0,5),rosVD,'g-',label='Rosario')\n", "dif=harVD+sjcVD+rosVD-disVD-sutVD-malUD\n", "ax[1].plot(range(0,5),dif,'k-',label='sum')\n", "ax[1].legend()\n", "ax[1].set_title('Diffusion')\n", "ax[2].plot(range(0,5),physSum,'k-',label='phys')\n", "ax[2].plot(range(0,5),adv+dif,'c--',label='lateral')\n", "ax[2].plot(range(0,5),adv+dif+rivSum,'r--',label='rivers+lateral')\n", "ax[2].plot(0,adv[0]+dif[0]+rivSum[0],'k*')\n", "#ax[2].plot(np.arange(0.5,4,1),no3diff,'k--',label='no3diff')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1451458.5, 473.80984, 48516.0, 1451932.2, 1500448.2, 1450419.1)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adv[0],dif[0],rivSum[0],adv[0]+dif[0],adv[0]+dif[0]+rivSum[0],physSum[0]" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "np.max(np.abs(harVA-harTVDY))/np.max(np.abs(harTVDY))*100" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "np.max(np.abs(harVD-harYM))/np.max(np.abs(harYM))*100" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[50029.125, 49390.671875, 50624.796875, 50946.4921875,\n", " 50681.21875],\n", " mask=[False, False, False, False, False],\n", " fill_value=1e+20,\n", " dtype=float32)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## phys difference\n", "adv+dif+rivSum-physSum" ] }, { "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 }