{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Masking and extrapolation in xESMF\n", "\n", "(contributed by [Raphael Dussin](https://github.com/raphaeldussin), based on\n", "previous work from [jhamman](https://github.com/jhamman),\n", "[RondeauG](https://github.com/RondeauG), [trondkr](https://github.com/trondkr)\n", "and others)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, xESMF treats NaNs like regular values hence potentially resulting in\n", "missing values bleeding into the regridded field and creating insconsistencies\n", "in the resulting masked array. To overcome this issue, we can use explicit\n", "masking of the source and target grids.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import xarray as xr\n", "import xesmf\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preparing the grids\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this tutorial, we're using a dataset from the ROMS ocean model from this\n", "[xarray tutorial](http://xarray.pydata.org/en/stable/examples/ROMS_ocean_model.html)\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "ds = xr.tutorial.open_dataset(\"ROMS_example.nc\", chunks={\"ocean_time\": 1})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To use conservative regidding, we need the cells corners. Since they are not\n", "provided, we are creating some using a crude approximation. **Please don't try\n", "this at home!**\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "lon_centers = ds[\"lon_rho\"].values\n", "lat_centers = ds[\"lat_rho\"].values\n", "\n", "lon_corners = 0.25 * (\n", " lon_centers[:-1, :-1]\n", " + lon_centers[1:, :-1]\n", " + lon_centers[:-1, 1:]\n", " + lon_centers[1:, 1:]\n", ")\n", "\n", "lat_corners = 0.25 * (\n", " lat_centers[:-1, :-1]\n", " + lat_centers[1:, :-1]\n", " + lat_centers[:-1, 1:]\n", " + lat_centers[1:, 1:]\n", ")\n", "\n", "ds[\"lon_psi\"] = xr.DataArray(data=lon_corners, dims=(\"eta_psi\", \"xi_psi\"))\n", "ds[\"lat_psi\"] = xr.DataArray(data=lat_corners, dims=(\"eta_psi\", \"xi_psi\"))\n", "\n", "ds = ds.assign_coords({\"lon_psi\": ds[\"lon_psi\"], \"lat_psi\": ds[\"lat_psi\"]})\n", "\n", "# remove exterior rho points and cut 9 extra points to make\n", "# zeta divisible by 10 for coarsening\n", "ds = ds.isel(\n", " eta_rho=slice(1, -10),\n", " xi_rho=slice(1, -10),\n", " eta_psi=slice(0, -9),\n", " xi_psi=slice(0, -9),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also need a coarse resolution grid. We're going to build one by coarsening\n", "the ROMS dataset. **coarsen.mean()** typically works as a nan-mean on the 10x10\n", "blocks of the grid so the resulting land mask looks like a flooded version of\n", "the original.\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "ds_coarse = xr.Dataset()\n", "\n", "ds_coarse[\"zeta\"] = xr.DataArray(\n", " ds[\"zeta\"].coarsen(xi_rho=10, eta_rho=10).mean().values,\n", " dims=(\"ocean_time\", \"eta_rho\", \"xi_rho\"),\n", ")\n", "# we want to subsample coordinates instead of coarsening them\n", "ds_coarse[\"lon_rho\"] = xr.DataArray(\n", " ds[\"lon_rho\"].values[::10, ::10], dims=(\"eta_rho\", \"xi_rho\")\n", ")\n", "ds_coarse[\"lon_psi\"] = xr.DataArray(\n", " ds[\"lon_psi\"].values[::10, ::10], dims=(\"eta_psi\", \"xi_psi\")\n", ")\n", "ds_coarse[\"lat_rho\"] = xr.DataArray(\n", " ds[\"lat_rho\"].values[::10, ::10], dims=(\"eta_rho\", \"xi_rho\")\n", ")\n", "ds_coarse[\"lat_psi\"] = xr.DataArray(\n", " ds[\"lat_psi\"].values[::10, ::10], dims=(\"eta_psi\", \"xi_psi\")\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now have our 2 grids to test the masking in xESMF. Now let's say we want to\n", "conservatively remap the fine ocean model output onto the coarse resolution\n", "grid.\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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mN1j2a+/DXi6bCILNjTvd3NmW1OOnTUREROQEW5iIiIg0YIUCqxtNWu5sS+oxYSIiItIAu+QCCxMmIiIiDVjhXiuRiqGb5AFMT4mIiIic0DRh2rNnD+6//37Ex8dDURR88sknTcbOnDkTiqLg1Vdf9Vn9iIiIvKW+S86dhXxH00+7uroa/fr1w9q1a5uN++STT7Bv3z7Ex8f7qGZERETe5c8P36WGNB3DNG7cOIwbN67ZmH//+9+YNWsW/vnPf9qfgExERETkS3496NtmsyE9PR2/+tWv0Lt3b6ltTCYTTCaT/XVlZaW3qkdEROQyAQU2NwZ9C04r4FN+3Z63evVqBAcHY/bs2dLbZGdnw2Aw2JeEhAQv1pCIiMg17JILLH77aR88eBCvvfYaNmzYAEWRz6IzMzNhNBrtS1lZmRdrSURERK2B3yZM//rXv3DhwgV06dIFwcHBCA4OxpkzZ7BgwQIkJiY2uZ1er0dERITDQkRE5G9sQnF7Id/x2zFM6enpuPfeex3WjRkzBunp6fjFL36hUa2IiIg8w4ogWN1ot3BnW1JP04Tp6tWrOHXqlP11SUkJioqKEBkZiS5duqBTp04O8SEhIYiNjUX37t19XVUiIiJqxTRNmA4cOIDRo0fbX8+fPx8AMH36dGzYsEGjWhEREXmfu91q7JLzLU0TplGjRkEIIR1/+vRp71WGiIjIh2wIgs2NbjV3tiX1/HYMExERUUtmFQqsbrQSubMtqcf0lIiIiMgJtjARERFpgGOYAkurSZhswQpswRIXl5euPxEkX7CaWMUmXwerXj5WZ3IeU0/ovBMbZJGP1Znkx8IpVvly1Xy+dRHqLh41ZdtUfG6knppzEWgsbeWvy/0b5kvHjpj6O+lYRf7rCcWmIlgF2XPsy2tBiCDY3JitW3Cmb5/ip01ERETkRKtpYSIiIvInViiwutGt4c62pB4TJiIiIg3YhHvjkLzUe0lNYJccERERkRNsYSIiItKAzc1B3+5sS+oxYSIiItKADQpsboxDcmdbUo8JExERkQY403dgYXseERERkRNsYSIiItIAxzAFFiZMREREGrDBzUejcAyTTzE9JSIiInKCLUxEREQaEG7eJSfYwuRTbGEiIiLSgE0obi/ecvnyZaSnp8NgMMBgMCA9PR1XrlxpdpvNmzdjzJgxiIqKgqIoKCoqcnj/+++/xzPPPIPu3bujbdu26NKlC2bPng2j0egQl5iYCEVRHJbFixd7+AjVYwsTEREROZg2bRrOnj2L3NxcAMATTzyB9PR0fPrpp01uU11djZEjR2Ly5MnIyMho8H55eTnKy8vx29/+Fr169cKZM2fw5JNPory8HB999JFD7PLlyx3KaN++vYeOzHVMmIiIiDTgr3fJnThxArm5uSgoKMCwYcMAAOvXr0dycjKKi4vRvXv3RrdLT08HAJw+fbrR95OSkvDxxx/bX99yyy148cUX8cgjj8BisSA4+IeUJDw8HLGxsR46Is9glxwREZEGPNUlV1lZ6bCYTCa36pWfnw+DwWBPlgBg+PDhMBgMyMvLc6vsGxmNRkRERDgkSwCwevVqdOrUCf3798eLL76Iuro6j+7XFWxhIiIiCmAJCQkOr5cuXYqsrCyXy6uoqEB0dHSD9dHR0aioqHC53BtdunQJK1aswMyZMx3Wz5kzBwMHDkTHjh2xf/9+ZGZmoqSkBG+//bbH9u0KJkxEREQa8NSz5MrKyhAREWFfr9frG43PysrCsmXLmi2zsLAQAKAoDeslhGh0vSsqKysxfvx49OrVC0uXLnV4b968efZ/9+3bFx07dsSkSZPsrU5aYcJERESkAXfvdKvfNiIiwiFhasqsWbOQlpbWbExiYiKOHDmC8+fPN3jv4sWLiImJca2yP1JVVYWxY8eiffv22LJlC0JCQpqNHz58OADg1KlTTJiIiIhaG08lTLKioqIQFRXlNC45ORlGoxH79+/H0KFDAQD79u2D0WjEiBEjXKprvcrKSowZMwZ6vR5bt25FWFiY020OHz4MAIiLi3Nr3+5qNQmTLeT64jQuVH4cvJprVRHysTL1rGdpKx8rdPIVDvtevsKhVTbp2CCLfLlBVulQKCrKDQlRc+LkQ4OvqbuHQrHJ11kEyVfk7ntWScfu2O6duU3uGZ3tlXLVnI/tOzLlg4WKc6HiezTs0ZelY/f9eb507PBH5MtVVFyWaspVc7Ur8j8RCKpT8WOpJl+QLdaqYv8tVM+ePTF27FhkZGTgzTffBHB9WoEJEyY43CHXo0cPZGdnY+LEiQCuz7NUWlqK8vJyAEBxcTEAIDY2FrGxsaiqqkJKSgpqamqwceNG+yB1AOjcuTN0Oh3y8/NRUFCA0aNHw2AwoLCwEPPmzUNqaiq6dOniy4+hgVaTMBEREfkTX7cwqZGTk4PZs2cjJSUFAJCamoq1a9c6xBQXFztMOrl161b84he/sL+u7/6rH4R+8OBB7Nu3DwBw6623OpRVUlKCxMRE6PV6bNq0CcuWLYPJZELXrl2RkZGBZ5991ivHqQYTJiIiIg34c8IUGRmJjRs3NhsjbmiZnTFjBmbMmNFk/KhRoxpsc6OBAweioKBAup6+xHmYiIiIiJxgCxMREZEGBODmw3fJl5gwERERacCfu+SoIU275Pbs2YP7778f8fHxUBQFn3zyif09s9mMRYsWoU+fPmjXrh3i4+Px6KOP2kffExEREfmKpglTdXU1+vXr12DkPQDU1NTg0KFDWLJkCQ4dOoTNmzfjm2++QWpqqgY1JSIi8ixPPUuOfEPTLrlx48Zh3Lhxjb5nMBiwbds2h3Vr1qzB0KFDUVpaqvl8DERERO5gl1xgCagxTEajEYqioEOHDk3GmEwmhyc110+KRUREROSqgJlWoLa2FosXL8a0adOafWZOdnY2DAaDfbnxKc5ERET+gF1ygSUgEiaz2Yy0tDTYbDa8/vrrzcZmZmbCaDTal7KyMh/VkoiISJ4QitsL+Y7fd8mZzWZMmTIFJSUl2LFjh9MnMuv1euj1eh/VjoiIyDU2KG7Nw+TOtqSeXydM9cnSyZMnsXPnTnTq1EnrKhEREVErpGnCdPXqVZw6dcr+uqSkBEVFRYiMjER8fDwmTZqEQ4cO4e9//zusVisqKioAXH/GTWhoqFbVJiIichvvkgssmiZMBw4cwOjRo+2v58+fDwCYPn06srKysHXrVgBA//79HbbbuXMnRo0a5atqEhEReZy745A4hsm3NE2YnD252NlTjYmIiIh8wa/HMBEREbVU7JILLEyYiIiINMAuucASEPMwEREREWmp1bQw6UwCOpvzMVFCRQppbief3QudfLmWNvLl1kbJl6tY5GODa+TrEHJVRbnXbNKxQWb5WDWCq+XLFUHyn0NQmIqTDECEyF9sisU7n8U9o1ZKx27f9WvpWDXnTuhUfI9UnA81/t9HC6Vjk6f9Tr5gbw3DVDG+U7F6qw7yoYrEb2+9IIuKY1PxOcheO0Eq6uou4WaXHFuYfKvVJExERET+REBV7tvo9uQ77JIjIiIicoItTERERBqwQYHCR6MEDCZMREREGuBdcoGFCRMREZEGbEKBwnmYAgbHMBERERE5wRYmIiIiDQjh5l1yvE3Op5gwERERaYBjmAILu+SIiIiInGALExERkQbYwhRYmDARERFpgHfJBRZ2yRERERE5wRYmIiIiDfAuucDChImIiEgD1xMmd8YwebAy5BS75IiIiIicYAsTERGRBniXXGBhwkRERKQB8d/Fne3Jd5gwERERaYAtTIGFY5iIiIiInGDCREREpAXhgcVLLl++jPT0dBgMBhgMBqSnp+PKlSvNbrN582aMGTMGUVFRUBQFRUVFDWJGjRoFRVEclrS0NLf37QutpktOVyegk7gHs7ajfA55rbN8c2holXSoKopVPtYapiJWLx9rbif/mSkqvuC6OvlydTXyH0SQVb4SiopYtayKiuZ0NfcPq/gzSDHLl/uzES+oqIN3ugoUm3fOx8jJv5MP9oNfTTXfI1VUlKvmXCgWFbEqrnVV5UoeXJDFJl2m29zskoMXu+SmTZuGs2fPIjc3FwDwxBNPID09HZ9++mmT21RXV2PkyJGYPHkyMjIymozLyMjA8uXL7a/btGnj9r59wQ+++kREROQvTpw4gdzcXBQUFGDYsGEAgPXr1yM5ORnFxcXo3r17o9ulp6cDAE6fPt1s+W3btkVsbKxH9+0L7JIjIiLSQP1M3+4sAFBZWemwmEwmt+qVn58Pg8FgT1gAYPjw4TAYDMjLy3OrbADIyclBVFQUevfujYULF6Kq6ocuGG/v2x1sYSIiItKAp+6SS0hIcFi/dOlSZGVluVxuRUUFoqOjG6yPjo5GRUWFy+UCwMMPP4xu3bohNjYWX3/9NTIzM/HVV19h27ZtXt+3u5gwERERBbCysjJERETYX+v1jQ9CzcrKwrJly5otq7CwEACgNDLGUgjR6Ho1fjy2KSkpCbfddhsGDx6MQ4cOYeDAgV7dt7uYMBEREWlBKO4N3P7vthEREQ4JU1NmzZrV4I60GyUmJuLIkSM4f/58g/cuXryImJgY1+rahIEDByIkJAQnT57EwIEDERsb67N9q6XpGKY9e/bg/vvvR3x8PBRFwSeffOLwvhACWVlZiI+PR5s2bTBq1CgcO3ZMm8oSERF5kKfGMMmKiopCjx49ml3CwsKQnJwMo9GI/fv327fdt28fjEYjRowY4dHP4NixYzCbzYiLiwMAn+5bLU0TpurqavTr1w9r165t9P2XXnoJL7/8MtauXYvCwkLExsbiZz/7mcMAMSIiIvKcnj17YuzYscjIyEBBQQEKCgqQkZGBCRMmONyl1qNHD2zZssX++vvvv0dRURGOHz8OACguLkZRUZF97NG3336L5cuX48CBAzh9+jQ+//xzTJ48GQMGDMDIkSNV7VsLmiZM48aNwwsvvICHHnqowXtCCLz66qt47rnn8NBDDyEpKQnvvvsuampq8P7772tQWyIiIg/y44krc3Jy0KdPH6SkpCAlJQV9+/bFe++95xBTXFwMo9Fof71161YMGDAA48ePBwCkpaVhwIABWLduHQAgNDQU27dvx5gxY9C9e3fMnj0bKSkp+PLLL6HT6VTtWwt+O4appKQEFRUVSElJsa/T6/W46667kJeXh5kzZza6nclkcrilsrKy0ut1JSIiUsufnyUXGRmJjRs3Otm/Y8Y2Y8YMzJgxo8n4hIQE7N692yP71oLfzsNU34R34yCvmJiYZm8tzM7Otk+nbjAYGtxuSURE5Df8sHWJGue3CVO9G28jdHZrYWZmJoxGo30pKyvzdhWJiIiohfPbLrn6adMrKirso+cB4MKFC83eWqjX65ucg4KIiMhf+HOXHDXkty1M9TOB1s/+CQB1dXXYvXu35rcWEhERuc2PB31TQ5q2MF29ehWnTp2yvy4pKUFRUREiIyPRpUsXzJ07FytXrsRtt92G2267DStXrkTbtm0xbdo0DWtNRERErY2mCdOBAwcwevRo++v58+cDAKZPn44NGzbg2WefxbVr1/DUU0/h8uXLGDZsGL744guEh4drVWUiIiIPUf67uLM9+YqmCdOoUaMa3Jb4Y4qiICsry62HCBIREfkld7vV2CXnU347homIiIjIX7jcwmS1WvHJJ5/gxIkTUBQFPXv2xAMPPOAwWycRERE1gS1MAcWlhOnUqVMYP348zp49i+7du0MIgW+++QYJCQn47LPPcMstt3i6nkRERC2LUK4v7mxPPuNSwjR79mzcfPPNyM/PR2RkJADg0qVLeOSRRzB79mx89tlnHq2kJyji+uKMUNFJWddBPjbILB/b9oJNOlZ/Rf4LU9lNPrYuQjoUaGYi0RtZ9fItkCHVKj4Hm/yfWopQ0Qqq5i84lY8OD6qTPz41FDX1UHHu1HTgC518uWp+82W+w64IMqs4F6oqrL4uUsVa5WPV/KYFWdTEqjgZai5Jq4rvslX+vOlqJH+ErXXSZVLr4lLCtHv3bhQUFNiTJQDo1KkTVq1aZX/iMBERETVNCNV/ZzXYnnzHpYRJr9ejqqqqwfqrV68iNDTU7UoRERG1eBzDFFBcuktuwoQJeOKJJ7Bv3z4IISCEQEFBAZ588kmkpqZ6uo5EREQtT/0YJncW8hmXEqbf//73uOWWW5CcnIywsDCEhYVh5MiRuPXWW/Haa695uo5EREREmnKpS65Dhw7429/+hpMnT+L//u//IIRAr169cOutt3q6fkRERC2S7M1IzW1PvuPWTN/1z3gjIiIilTiGKaC4lDBZrVZs2LAB27dvx4ULF2CzOd7auWPHDo9UjoiIiMgfuJQwzZkzBxs2bMD48eORlJQERc1cLkRERMSJKwOMSwnTBx98gA8//BD33Xefp+tDRETUOrBLLqC4lDCFhoZygDcRERH5rcLCQvz1r39FaWkp6uocZ3DfvHmz6vJcmlZgwYIFeO211yA4zSgREZFrhAcWatQHH3yAkSNH4vjx49iyZQvMZjOOHz+OHTt2wGAwuFSmdAvTQw895PB6x44d+Mc//oHevXsjJCTE4T1XMjciIqJWhV1yXrNy5Uq88sorePrppxEeHo7XXnsN3bp1w8yZMxEXF+dSmdIJ040Z2cSJE13aIREREZE3ffvttxg/fjyA649zq66uhqIomDdvHu6++24sW7ZMdZnSCdOf/vQnAIDFYkFOTg7GjBmD2NhY1TskIiIi8C45L4qMjLQ/8/amm27C119/jT59+uDKlSuoqalxqUzVY5iCg4Pxy1/+EiaTyaUdEhER0Q8zfbuzUON++tOfYtu2bQCAKVOmYM6cOcjIyMDPf/5z3HPPPS6V6dJdcsOGDcPhw4fRtWtXl3ZKRETU6nEMk9esXbsWtbW1AIDMzEyEhIRg7969eOihh7BkyRKXynQpYXrqqaewYMECnD17FoMGDUK7du0c3u/bt69LlSEiIiJyV2RkpP3fQUFBePbZZ/Hss8+6VaZLCdPUqVMBALNnz7avUxQFQggoigKr1epWpYiIiIhcpdPpcO7cOURHRzusv3TpEqKjo13KU1xKmEpKSlzZjIiIiP5LgXvjkDjku2lNzRNpMpkQGhrqUpkuJUyyY5fGjx+Pt99+2+U5D4iIiIhk/f73vwdwvdfr7bffRvv27e3vWa1W7NmzBz169HCpbJcSJll79uzBtWvXvLkLabZgBbZg5/l4kIpWOptORWyI8xh7HczysYrNJh2rvyxf4dpI5zH22E7yscFh8rEiSP4mTplzW09XJ/856Ezyf/4F16hr4g29In+nqdDJfxYiWEVskPznpipWxflQrPKfsbDJx94zaqV0bIiKz9cWIn9s5vby19qw9JelY3UqWiWCLPKxOpP870mQWb4Sas6xYpGvg5pyg6pq5eKsPrwDnNMKeNwrr7wC4HoL07p166DT/fAdDA0NRWJiItatW+dS2V5NmIiIiKgJvEvO4+qHDI0ePRqbN29Gx44dPVa2S8+SIyIiIvJXO3fuRMeOHVFXV4fi4mJYLCqaWpvAhImIiEgLfPiu11y7dg2PP/442rZti969e6O0tBTA9bv7V61a5VKZTJiIiIg0wJm+vWfx4sX46quvsGvXLoSF/TB49t5778WmTZtcKpNjmIiIiKhF+eSTT7Bp0yYMHz4civLD4PhevXrh22+/dalMr7Yw/frXv3aYbdMVFosFzz//PLp164Y2bdrg5ptvxvLly2FTcXcYERGR3/HjLrnLly8jPT0dBoMBBoMB6enpuHLlSrPbbN68GWPGjEFUVBQURUFRUZHD+6dPn4aiKI0uf/3rX+1xiYmJDd5fvHixqvpfvHixwaSVAFBdXe2QQKnhVgvT8ePHUVpairq6Oof1qampAK4/v8Vdq1evxrp16/Duu++id+/eOHDgAH7xi1/AYDBgzpw5bpdPRESkCT++S27atGk4e/YscnNzAQBPPPEE0tPT8emnnza5TXV1NUaOHInJkycjIyOjwfsJCQk4d+6cw7q33noLL730EsaNG+ewfvny5Q5l/Hg+JRlDhgzBZ599hmeeeQYA7EnS+vXrkZycrKqsei4lTN999x0mTpyIo0eP2h+J8uMKefLRKPn5+XjggQcwfvx4ANczz7/85S84cOCAx/ZBRETka+6OQ/LWGKYTJ04gNzcXBQUFGDZsGIAfEo3i4mJ079690e3S09MBXG9JaoxOp0NsbKzDui1btmDq1KkNEqLw8PAGsWpkZ2dj7NixOH78OCwWC1577TUcO3YM+fn52L17t0tlutQlN2fOHHTr1g3nz59H27ZtcezYMezZsweDBw/Grl27XKpIU+644w5s374d33zzDQDgq6++wt69e3Hfffc1Gm8ymVBZWemwEBERtVQ3/p9nMrk3+WZ+fj4MBoM9WQKA4cOHw2AwIC8vz93q2h08eBBFRUV4/PHHG7y3evVqdOrUCf3798eLL77YoCfLmREjRiAvLw81NTW45ZZb8MUXXyAmJgb5+fkYNGiQS/V1qYUpPz8fO3bsQOfOnREUFISgoCDccccdyM7OxuzZs3H48GGXKtOYRYsWwWg0okePHtDpdLBarXjxxRfx85//vNH47OxsLFu2zGP7JyIi8goPzfSdkJDgsHrp0qXIyspyudiKiopGx/9ER0ejoqLC5XJv9M4776Bnz54YMWKEw/o5c+Zg4MCB6NixI/bv34/MzEyUlJTg7bffli777rvvxl133YV3333XYf3ly5dx9913Y8eOHarr61LCZLVa7c1nUVFRKC8vR/fu3dG1a1cUFxe7UmSTNm3ahI0bN+L9999H7969UVRUhLlz5yI+Ph7Tp09vEJ+ZmYn58+fbX1dWVja4mIiIiDTnoTFMZWVliIiIsK/W6/WNhmdlZTltUCgsLASARgdGCyFcHjB9o2vXruH999/HkiVLGrw3b948+7/79u2Ljh07YtKkSfZWJxm7du3C0aNHcfjwYbz//vto27YtAKCurs7lLjmXEqakpCQcOXIEN998M4YNG4aXXnoJoaGheOutt3DzzTe7VJGm/OpXv8LixYuRlpYGAOjTpw/OnDmD7OzsRhMmvV7f5MVCRETU0kRERDgkTE2ZNWuW/f/SpiQmJuLIkSM4f/58g/cuXryImJgYl+v5Yx999BFqamrw6KOPOo0dPnw4AODUqVPSCRMAfPnll5g5cyaGDRuGTz/9FImJia5WF4CLCdPzzz+P6upqAMALL7yACRMm4Kc//Sk6deqEDz74wK0K3aimpgZBNzyEVafTcVoBIiIKaL4e9B0VFYWoqCinccnJyTAajdi/fz+GDh0KANi3bx+MRmOD7jNXvfPOO0hNTUXnzp2dxtYP84mLi1O1j7i4OOzevRuPPfYYhgwZgr/+9a/o2bOnS/UFXEyYxowZY//3zTffjOPHj+P7779Hx44dPdZcV+/+++/Hiy++iC5duqB37944fPgwXn75ZTz22GMe3Q8REZFP+em0Aj179sTYsWORkZGBN998E8D1aQUmTJjgcIdcjx49kJ2djYkTJwIAvv/+e5SWlqK8vBwA7EN0YmNjHe54O3XqFPbs2YPPP/+8wb7z8/NRUFCA0aNHw2AwoLCwEPPmzUNqaiq6dOkifQz1uYher0dOTg5eeOEFjB07FosWLVL5afzApbvkHnvsMVRVVTmsi4yMRE1NjccTmTVr1mDSpEl46qmn0LNnTyxcuBAzZ87EihUrPLofIiIiui4nJwd9+vRBSkoKUlJS0LdvX7z33nsOMcXFxTAajfbXW7duxYABA+zTAKWlpWHAgAFYt26dw3Z//OMfcdNNNyElJaXBfvV6PTZt2oRRo0ahV69e+M1vfoOMjAz85S9/UVX/+umO6j3//PPIycnB7373O1Xl/JgibixVgk6nw7lz5xqMov/Pf/6D2NhYjzwV2FMqKythMBgwfPwKBIeEOY2vC5fPIS/1lm9NC7skHYqI0/LdjYpN/vRVx+mkY2tVTNAuVLRTBlfLx+qvqCj3mvznoKtTEWuSjw2uUTf/WOgV+Vt/hU7+uhTBKmKDPNsi/EMd5MtVrCp+glRc72qo+XxtIfLHZm4v/52ztJGvg5rrUk23jc4k/9sTZFZRBxXnWFcr//+HmnKD/3NVKs5iNeHLb1+F0WiUGhfkivr/l25eshK6MOf/LzXFWluL71b82qt1DVRnzpxBly5dGvR6HTt2DAcOHGh0DLQzqrrkKisrIYSAEAJVVVUOD7SzWq34/PPPG70VkYiIiG7gp11yLUHXrl0bXd+7d2/07t3bpTJVJUwdOnSwP9fl9ttvb/C+oiicA4mIiIhaHFUJ086dOyGEwN13342PP/7Y4cG6oaGh6Nq1K+Lj4z1eSSIiohaHLUwBRVXCdNdddwEASkpKUFpaijfffBPffvstPvroI9x0001477330K1bN9xxxx1eqaw7bMEKbBLjKtRMuhp8TcX+Q9XEyldCqLgrUX9F/ttlCZMv9+qt8mN3LFVq7jNQM75GPvZaJ/nYNpdUjNNQOb5GsagYq2aW/4yt7eQvNluI/BgbNafDGiZ/nhWLmvEtKqYTUXOpeWmWEsUPZj/R1clXIuSqivGnfvCftarvnOxwXfXDel3mr8+So8a5dJfcgQMHMGbMGLRp0waHDx+2P7emqqoKK1eu9GgFiYiIiLTmUsL0wgsvYN26dVi/fj1CQkLs60eMGIFDhw55rHJERERE/sCliSuLi4tx5513NlgfERGBK1euuFsnIiKilo9jmAKKSy1McXFxOHXqVIP1e/fu9fiz5IiIiFqi+jFM7izkOy4lTDNnzsScOXOwb98+KIqC8vJy5OTkYOHChXjqqac8XUciIiIiTbnUJffss8/CaDRi9OjRqK2txZ133gm9Xo+FCxdi1qxZnq4jERFRy8RWooDhUsIEAC+++CKee+45HD9+HDabDb169UL79u09WTciIqKWi2OYAorLCRMAtG3bFoMHD/ZUXYiIiIj8klsJExEREbmGE1cGFiZMREREWmCXXEBx6S45IiIiotaELUxEREQaYJdcYGHCREREpAV2yQUUJkxERERaYMIUUDiGiYiIiMgJtjARERFpgGOYAgsTJiIiIi2wSy6gsEuOiIiIyAm2MBEREWmBLUwBhQkTERGRBjiGKbC0moTJ0laBCFWcxtWFO4+pp6uV379VLx9b21G+DqFV8t+Y4Br5WFuIis+hg0k61homf8mJ70OlY83tpENhDpePDTbJfw76SvlYALCFhUjHBl2rk45VrPLnWREqrokg+eOz6eRjFRUfm2KTH0UQZLFJx+pMVunYug7yX+a69ipGPaj4HPI+XCAde8f/91vpWGuofH11JhWfb61FOhYqrklFxTkWkt83YZUvk1qXVpMwERER+RV2yQUUJkxEREQaYJdcYOFdckREREROsIWJiIhIC+ySCyhMmIiIiLTAhCmgMGEiIiLSgAJVN0c2uj35TkCMYfr3v/+NRx55BJ06dULbtm3Rv39/HDx4UOtqERERUSvh9y1Mly9fxsiRIzF69Gj84x//QHR0NL799lt06NBB66oRERG5jl1yAcXvE6bVq1cjISEBf/rTn+zrEhMTm4w3mUwwmX6YSLGystKb1SMiInIJpxUILH7fJbd161YMHjwYkydPRnR0NAYMGID169c3GZ+dnQ2DwWBfEhISfFhbIiIiaon8PmH67rvv8MYbb+C2227DP//5Tzz55JOYPXs2/vznPzcan5mZCaPRaF/Kysp8XGMiIiIJwgML+Yzfd8nZbDYMHjwYK1euBAAMGDAAx44dwxtvvIFHH320Qbxer4der+LBbURERFph0hMw/L6FKS4uDr169XJY17NnT5SWlmpUIyIiopbt8uXLSE9Ptw9vSU9Px5UrV5qMN5vNWLRoEfr06YN27dohPj4ejz76KMrLyx3iTCYTnnnmGURFRaFdu3ZITU3F2bNn3dq3r/h9wjRy5EgUFxc7rPvmm2/QtWtXjWpERETkvvpB3+4s3jJt2jQUFRUhNzcXubm5KCoqQnp6epPxNTU1OHToEJYsWYJDhw5h8+bN+Oabb5CamuoQN3fuXGzZsgUffPAB9u7di6tXr2LChAmwWq0u79tX/L5Lbt68eRgxYgRWrlyJKVOmYP/+/Xjrrbfw1ltvaV01IiIi1/nptAInTpxAbm4uCgoKMGzYMADA+vXrkZycjOLiYnTv3r3BNgaDAdu2bXNYt2bNGgwdOhSlpaXo0qULjEYj3nnnHbz33nu49957AQAbN25EQkICvvzyS4wZM8alffuK37cwDRkyBFu2bMFf/vIXJCUlYcWKFXj11Vfx8MMPa101IiIizVVWVjosP55axxX5+fkwGAz2hAUAhg8fDoPBgLy8POlyjEYjFEWxz5t48OBBmM1mpKSk2GPi4+ORlJRkL9dT+/YGv29hAoAJEyZgwoQJWleDiIjIYzw1D9ON0+csXboUWVlZLpdbUVGB6OjoBuujo6NRUVEhVUZtbS0WL16MadOmISIiwl5uaGgoOnbs6BAbExNjL9cT+/aWgEiYiIiIWhwPdcmVlZXZkxIATd4pnpWVhWXLljVbZGFhIQBAURo+qU4I0ej6G5nNZqSlpcFms+H11193Gn9jue7s25uYMBEREWnAUy1MERERDglTU2bNmoW0tLRmYxITE3HkyBGcP3++wXsXL15ETExMs9ubzWZMmTIFJSUl2LFjh0O9YmNjUVdXh8uXLzu0Ml24cAEjRoywx7i6b29rNQlTVYICnd55dipUJLBCJx8bZJGPVazOY+yxNvlYW6j8wdXGyH+LYzpWSccaa8KkY61hodKxQsWVbJMvFnXOf4PsaupUXBAAFBUVCbug4kSr+QFWUWyQTb5gXa18wUEW+XJDquqkYyHkyxU6+eGcIkj+e2RpKx+rM8nXd/DjL0vHikj567KdWcU5rlNx8aigmOV/ABWrfH2VWrNkmXJxgSgqKgpRUVFO45KTk2E0GrF//34MHToUALBv3z4YjUZ7YtOY+mTp5MmT2LlzJzp16uTw/qBBgxASEoJt27ZhypQpAIBz587h66+/xksvveTWvn3B7wd9ExERtUh+OtN3z549MXbsWGRkZKCgoAAFBQXIyMjAhAkTHO5S69GjB7Zs2QIAsFgsmDRpEg4cOICcnBxYrVZUVFSgoqICdXXX/9AxGAx4/PHHsWDBAmzfvh2HDx/GI488gj59+tjvmpPdtxZaTQsTERGRX/HTaQUAICcnB7Nnz7bf0Zaamoq1a9c6xBQXF8NoNAIAzp49i61btwIA+vfv7xC3c+dOjBo1CgDwyiuvIDg4GFOmTMG1a9dwzz33YMOGDdDpfmgJldm3FpgwERERkYPIyEhs3Lix2Rjxo27vxMREh9dNCQsLw5o1a7BmzRq39q0FJkxEREQa8NSgb/INJkxERERa8OMuOWqIg76JiIiInGALExERkQYUIaComP6ise3Jd5gwERERaYFdcgGFXXJERERETrCFiYiISAO8Sy6wMGEiIiLSArvkAgoTJiIiIg2whSmwcAwTERERkRNsYSIiItICu+QCChMmIiIiDbBLLrCwS46IiIjICbYwERERaYFdcgGFCRMREZFG2K0WONglR0REROQEW5iIiIi0IMT1xZ3tyWdaTcJUG2dFUBur0zhdlXyjm1Dx6Sk2+VgIRTrU0kY+Vk3Tr7W9WTq2fahJOrbOqpOOvdLWOz8GNr18udYw+c/XFiIfCwA6s/xnodjCpGNDjHXSsUEW+QtTsao4HyrarnXXnH8v6wmdiu+nijqIYPngILOaz0y+3LDL8uW2/79L0rGWyHbSsWrGxChq/rNWce3Y9CHSsbqrtfJ1sEl+vkLNj7V7eJdcYGGXHBEREZETraaFiYiIyK/wLrmAwoSJiIhIA4pN5XCNRrYn32HCREREpAW2MAUUjmEiIiIicoItTERERBrgXXKBJaBamLKzs6EoCubOnat1VYiIiNxTPw+TOwv5TMAkTIWFhXjrrbfQt29fratCRERErUxAJExXr17Fww8/jPXr16Njx47NxppMJlRWVjosRERE/qa+S86dhXwnIBKmp59+GuPHj8e9997rNDY7OxsGg8G+JCQk+KCGREREKgkPLOQzfp8wffDBBzh06BCys7Ol4jMzM2E0Gu1LWVmZl2tIRERELZ1f3yVXVlaGOXPm4IsvvkBYmNyztPR6PfR6vZdrRkRE5B7eJRdY/DphOnjwIC5cuIBBgwbZ11mtVuzZswdr166FyWSCTif/AFMiIiK/4e6dbrxLzqf8OmG65557cPToUYd1v/jFL9CjRw8sWrSIyRIRERH5hF8nTOHh4UhKSnJY165dO3Tq1KnBeiIiokDCLrnA4tcJExERUYvFZ8kFlIBLmHbt2qV1FYiIiNzGFqbA4vfTChARERFpLeBamIiIiFoEm7i+uLM9+UyrSZhCIq9B19b5xVUXFipdprAo0rG6q/IftbWNdCiuJVikY4Nq5RsU1dS3ojJCOradvk461hIpf2yKWUVjqYrzpqiIVTuewNxORT1s8neEKmb5c6e/VCsda9PLl2tuLx9r6hAiHatY5T9kSxv5z1cEycdaVUzzZpX/OUH7g2elYy1n/y0dG3zbLfKVqLkmHSo6GaRjLQa5efQAQOjkz0XwRfnfE1itcnE2yThP8OMxTJcvX8bs2bOxdetWAEBqairWrFmDDh06NBpvNpvx/PPP4/PPP8d3330Hg8GAe++9F6tWrUJ8fDwA4Pvvv8fSpUvxxRdfoKysDFFRUXjwwQexYsUKGAw/XE+JiYk4c+aMQ/mLFi3CqlWrvHOwklpNwkRERERypk2bhrNnzyI3NxcA8MQTTyA9PR2ffvppo/E1NTU4dOgQlixZgn79+uHy5cuYO3cuUlNTceDAAQBAeXk5ysvL8dvf/ha9evXCmTNn8OSTT6K8vBwfffSRQ3nLly9HRkaG/XX79u29dKTymDARERFpQIGbg749VhNHJ06cQG5uLgoKCjBs2DAAwPr165GcnIzi4mJ07969wTYGgwHbtm1zWLdmzRoMHToUpaWl6NKlC5KSkvDxxx/b37/lllvw4osv4pFHHoHFYkFw8A8pSXh4OGJjY710hK7hoG8iIiIt1M/07c4CoLKy0mExmUxuVSs/Px8Gg8GeLAHA8OHDYTAYkJeXJ12O0WiEoihNduPVx0RERDgkSwCwevVqdOrUCf3798eLL76IujoV3a9ewhYmIiKiAJaQkODweunSpcjKynK5vIqKCkRHRzdYHx0djYqKCqkyamtrsXjxYkybNg0REY2Pc7106RJWrFiBmTNnOqyfM2cOBg4ciI4dO2L//v3IzMxESUkJ3n77bfUH40FMmIiIiDTgqXmYysrKHJKSph5An5WVhWXLljVbZmFh4fWylYYdfkKIRtffyGw2Iy0tDTabDa+//nqjMZWVlRg/fjx69eqFpUuXOrw3b948+7/79u2Ljh07YtKkSfZWJ60wYSIiItKCh+6Si4iIaLIV58dmzZqFtLS0ZmMSExNx5MgRnD9/vsF7Fy9eRExMTLPbm81mTJkyBSUlJdixY0ej9aqqqsLYsWPRvn17bNmyBSEhzd8pO3z4cADAqVOnmDARERGRd0VFRSEqKsppXHJyMoxGI/bv34+hQ4cCAPbt2wej0YgRI0Y0uV19snTy5Ens3Lmz0eSmsrISY8aMgV6vx9atWxEW5nzKicOHDwMA4uLinMZ6ExMmIiIiDShCQBGuNzG5s21zevbsibFjxyIjIwNvvvkmgOvTCkyYMMHhDrkePXogOzsbEydOhMViwaRJk3Do0CH8/e9/h9VqtY93ioyMRGhoKKqqqpCSkoKamhps3LjRPkgdADp37gydTof8/HwUFBRg9OjRMBgMKCwsxLx585CamoouXbp45XhlMWEiIiLSgu2/izvbe0lOTg5mz56NlJQUANcnrly7dq1DTHFxMYxGIwDg7Nmz9kku+/fv7xC3c+dOjBo1CgcPHsS+ffsAALfeeqtDTElJCRITE6HX67Fp0yYsW7YMJpMJXbt2RUZGBp599llvHKYqTJiIiIg04K8tTMD1VqGNGzc2GyN+tP/ExESH140ZNWqU05iBAweioKBAvqI+xHmYiIiIiJxgCxMREZEW/PhZctQQEyYiIiIt/Gi2bpe3J59hlxwRERGRE2xhIiIi0oCnZvom32DCREREpAV2yQUUdskREREROcEWJiIiIg0otuuLO9uT7zBhIiIi0gK75AIKu+SIiIiInGg1LUxtwszQhTnPD8P0Zukya+tCpGMtbS3ysdKRQGiIVTrWbJI/3bZanXRsVUV76djqcPnPN6xDrXSsxSxfX+s1+c/BouIroqtV9/dHnfzHBnM7RTr2WlSodGxQnXws5KuAIDUXsYpuBbOKz8yqV1EHFadOeOlzqLi/q3RsaKX8Q0gVm3wrROhV+ZMRUiV/cHUG+d9KxSpf35A28tevcumaXKBNzcXrJk5cGVBaTcJERETkT/z5WXLUEBMmIiIiLXAMU0DhGCYiIiIiJ9jCREREpAUBVWP4Gt2efIYJExERkQY4himwsEuOiIiIyAm/T5iys7MxZMgQhIeHIzo6Gg8++CCKi4u1rhYREZF7BH4Y+O3SovUBtC5+nzDt3r0bTz/9NAoKCrBt2zZYLBakpKSgurpa66oRERG5zq1kyc077Eg1vx/DlJub6/D6T3/6E6Kjo3Hw4EHceeedDeJNJhNMJpP9dWVlpdfrSERERC2b37cw3choNAIAIiMjG30/OzsbBoPBviQkJPiyekRERHJsHljIZwIqYRJCYP78+bjjjjuQlJTUaExmZiaMRqN9KSsr83EtiYiInKu/S86dhXzH77vkfmzWrFk4cuQI9u7d22SMXq+HXq/mIVJEREQa4EzfASVgEqZnnnkGW7duxZ49e/CTn/xE6+oQERFRK+L3CZMQAs888wy2bNmCXbt2oVu3blpXiYiIyH1sYQoofp8wPf3003j//ffxt7/9DeHh4aioqAAAGAwGtGnTRuPaERERuYgJU0Dx+0Hfb7zxBoxGI0aNGoW4uDj7smnTJq2rRkRERK2E37cwCWbQRETUEtkAKG5uTz7j9wkTERFRS8SH7wYWv++SIyIiItIaW5iIiIi0wEHfAaXVJEymumDogkOcxoWGWKTLbN/G5Dzov5S28hd2SJB8x7TVJt8BHhzhnQ7va2bnn2u9WpN8bF2t/OVpq9NJx+rCrNKxaCN/PdQZ1DXYmoPkrwmh4jyLKvnPWLGoKDdC/rOAivoGXVFxntt45xpW2pvlY1WcN1tlqHRsbY2K60fNxxCkYpCMTf57FGqUP286+Z9K6C/LxwZXt5eODS2/IBUnbHXyFXCXTQCKG0mPjQmTL7FLjoiIiMiJVtPCRERE5FfYJRdQmDARERFpws2ECUyYfIkJExERkRbYwhRQOIaJiIiIyAkmTERERFqwCfcXL7l8+TLS09NhMBhgMBiQnp6OK1euNBlvNpuxaNEi9OnTB+3atUN8fDweffRRlJeXO8SNGjUKiqI4LGlpaW7t21eYMBEREWlB2NxfvGTatGkoKipCbm4ucnNzUVRUhPT09Cbja2pqcOjQISxZsgSHDh3C5s2b8c033yA1NbVBbEZGBs6dO2df3nzzTbf27Sscw0RERER2J06cQG5uLgoKCjBs2DAAwPr165GcnIzi4mJ07969wTYGgwHbtm1zWLdmzRoMHToUpaWl6NKli31927ZtERsb67F9+wpbmIiIiLRQP+jbnQVAZWWlw2IyqZgptBH5+fkwGAz2hAUAhg8fDoPBgLy8POlyjEYjFEVBhw4dHNbn5OQgKioKvXv3xsKFC1FVVeXxfXsDW5iIiIi0YBNwa2qA/45hSkhIcFi9dOlSZGVluVxsRUUFoqOjG6yPjo5GRUWFVBm1tbVYvHgxpk2bhoiICPv6hx9+GN26dUNsbCy+/vprZGZm4quvvrK3Tnli397ChImIiCiAlZWVOSQler2+0bisrCwsW7as2bIKCwsBAIrS8JE6QohG19/IbDYjLS0NNpsNr7/+usN7GRkZ9n8nJSXhtttuw+DBg3Ho0CEMHDjQ7X17ExMmIiIiLXhoHqaIiAiHhKkps2bNanBH2o0SExNx5MgRnD9/vsF7Fy9eRExMTLPbm81mTJkyBSUlJdixY4fTeg0cOBAhISE4efIkBg4ciNjYWJf37W1MmIiIiLQg4GbCpC48KioKUVFRTuOSk5NhNBqxf/9+DB06FACwb98+GI1GjBgxosnt6pOlkydPYufOnejUqZPTfR07dgxmsxlxcXFu7dsXOOibiIiI7Hr27ImxY8ciIyMDBQUFKCgoQEZGBiZMmOBwl1qPHj2wZcsWAIDFYsGkSZNw4MAB5OTkwGq1oqKiAhUVFairqwMAfPvtt1i+fDkOHDiA06dP4/PPP8fkyZMxYMAAjBw5UtW+tcCEiYiISAseukvOG3JyctCnTx+kpKQgJSUFffv2xXvvvecQU1xcDKPRCAA4e/Ystm7dirNnz6J///6Ii4uzL/V3t4WGhmL79u0YM2YMunfvjtmzZyMlJQVffvkldDqdqn1rgV1yREREWrDZALgx+aTNexNXRkZGYuPGjc3GiB8lbImJiQ6vG5OQkIDdu3d7ZN9aYMJERESkBT58N6CwS46IiIjICbYwERERaYEtTAGl1SRM5tpgWIOcH66iyF+AIcFW+dgg+b7msGCzdGynNjXSsREh16Rj62zyl0atNUQ61ibkJx5TE3uptq10rMksf2w2yNdBzTkG1J1ni5BvDP6+vfxnYbPJlxsaYpGODQqS/x61T5B/jMOgTmXSsVMj90nHDtfLXxMmIX/e8k2h0rGfXhkgHbv/Ylfp2Irvnc/PU0/Y5K93003SoRD/aXwixcbYQuSvSb1R/rcn1Cx5/Qr569xtHprpm3yDXXJERERETrSaFiYiIiJ/IoQNQrh+p5s725J6TJiIiIi0IIR73Wocw+RT7JIjIiIicoItTERERFoQbg76ZguTTzFhIiIi0oLNBihujEPiGCafCoguuddffx3dunVDWFgYBg0ahH/9619aV4mIiIhaEb9PmDZt2oS5c+fiueeew+HDh/HTn/4U48aNQ2lpqdZVIyIicp0fP3yXGvL7hOnll1/G448/jv/5n/9Bz5498eqrryIhIQFvvPFGo/EmkwmVlZUOCxERkb8RNpvbC/mOXydMdXV1OHjwIFJSUhzWp6SkIC8vr9FtsrOzYTAY7EtCQoIvqkpERKQOW5gCil8nTP/5z39gtVoRExPjsD4mJgYVFRWNbpOZmQmj0WhfysrkH6VARERE1JiAuEtOURyfbySEaLCunl6vh14v/9wiIiIiTdgEoOL5pQ2whcmn/DphioqKgk6na9CadOHChQatTkRERAFFCADuTCvAhMmX/LpLLjQ0FIMGDcK2bdsc1m/btg0jRozQqFZERETU2vh1CxMAzJ8/H+np6Rg8eDCSk5Px1ltvobS0FE8++aTWVSMiInKZsAkIN7rkBFuYfMrvE6apU6fi0qVLWL58Oc6dO4ekpCR8/vnn6Nq1q9ZVIyIicp2wwb0uOU4r4Et+nzABwFNPPYWnnnpK62oQERFRKxUQCRMREVFLwy65wMKEiYiISAvskgsoLT5hqs/AbddMUvFWYZYu22qTj1VUPJHaEixfrtlWJx1bFywfa1bxRTRb5f/KsYnG589yN9ZSq5OOtVqs8nWAfB3UnGNA3Xm2CPkbWq018p+FzSZ/fNYQ+c9NBMlfExaL3HcTAEx6+c+sOkT+fFTWyR+bScV3o9qkotyrKq6HavnPzFZTKx0rVFwPaohr8teD1SR/rVvMKn5Xhdzvn+W//wf4ovXGAjPgxm4skL9myH2KaOFtemfPnuXjUYiISJWysjL85Cc/8UrZtbW16NatW5NPrFAjNjYWJSUlCAsL80DNqDktPmGy2WwoLy9HeHi4w+zglZWVSEhIQFlZGSIiIjSsoefx2AITjy0w8dgCU1PHJoRAVVUV4uPjERTkvakKa2trUVcn3+rflNDQUCZLPtLiu+SCgoKa/SshIiKixf0Q1OOxBSYeW2DisQWmxo7NYDB4fb9hYWFMdAKMX8/0TUREROQPmDAREREROdFqEya9Xo+lS5dCr9drXRWP47EFJh5bYOKxBaaWfGzkHS1+0DcRERGRu1ptCxMRERGRLCZMRERERE4wYSIiIiJyggkTERERkROtMmF6/fXX0a1bN4SFhWHQoEH417/+pXWV3JaVlQVFURyW2NhYravlsj179uD+++9HfHw8FEXBJ5984vC+EAJZWVmIj49HmzZtMGrUKBw7dkybyqrk7NhmzJjR4FwOHz5cm8qqkJ2djSFDhiA8PBzR0dF48MEHUVxc7BATqOdN5tgC9bwBwBtvvIG+ffvaJ3FMTk7GP/7xD/v7gXreAOfHFsjnjXyr1SVMmzZtwty5c/Hcc8/h8OHD+OlPf4px48ahtLRU66q5rXfv3jh37px9OXr0qNZVcll1dTX69euHtWvXNvr+Sy+9hJdffhlr165FYWEhYmNj8bOf/QxVVVU+rql6zo4NAMaOHetwLj///HMf1tA1u3fvxtNPP42CggJs27YNFosFKSkpqK6utscE6nmTOTYgMM8bAPzkJz/BqlWrcODAARw4cAB33303HnjgAXtSFKjnDXB+bEDgnjfyMdHKDB06VDz55JMO63r06CEWL16sUY08Y+nSpaJfv35aV8MrAIgtW7bYX9tsNhEbGytWrVplX1dbWysMBoNYt26dBjV03Y3HJoQQ06dPFw888IAm9fGkCxcuCABi9+7dQoiWdd5uPDYhWs55q9exY0fx9ttvt6jzVq/+2IRoeeeNvKdVtTDV1dXh4MGDSElJcVifkpKCvLw8jWrlOSdPnkR8fDy6deuGtLQ0fPfdd1pXyStKSkpQUVHhcB71ej3uuuuuFnEeAWDXrl2Ijo7G7bffjoyMDFy4cEHrKqlmNBoBAJGRkQBa1nm78djqtYTzZrVa8cEHH6C6uhrJyckt6rzdeGz1WsJ5I+9r8Q/f/bH//Oc/sFqtiImJcVgfExODiooKjWrlGcOGDcOf//xn3H777Th//jxeeOEFjBgxAseOHUOnTp20rp5H1Z+rxs7jmTNntKiSR40bNw6TJ09G165dUVJSgiVLluDuu+/GwYMHA2ZWYiEE5s+fjzvuuANJSUkAWs55a+zYgMA/b0ePHkVycjJqa2vRvn17bNmyBb169bInRYF83po6NiDwzxv5TqtKmOopiuLwWgjRYF2gGTdunP3fffr0QXJyMm655Ra8++67mD9/voY1856WeB4BYOrUqfZ/JyUlYfDgwejatSs+++wzPPTQQxrWTN6sWbNw5MgR7N27t8F7gX7emjq2QD9v3bt3R1FREa5cuYKPP/4Y06dPx+7du+3vB/J5a+rYevXqFfDnjXynVXXJRUVFQafTNWhNunDhQoO/ngJdu3bt0KdPH5w8eVLrqnhc/d1/reE8AkBcXBy6du0aMOfymWeewdatW7Fz50785Cc/sa9vCeetqWNrTKCdt9DQUNx6660YPHgwsrOz0a9fP7z22mst4rw1dWyNCbTzRr7TqhKm0NBQDBo0CNu2bXNYv23bNowYMUKjWnmHyWTCiRMnEBcXp3VVPK5bt26IjY11OI91dXXYvXt3izuPAHDp0iWUlZX5/bkUQmDWrFnYvHkzduzYgW7dujm8H8jnzdmxNSZQzltThBAwmUwBfd6aUn9sjQn080ZepNVoc6188MEHIiQkRLzzzjvi+PHjYu7cuaJdu3bi9OnTWlfNLQsWLBC7du0S3333nSgoKBATJkwQ4eHhAXtcVVVV4vDhw+Lw4cMCgHj55ZfF4cOHxZkzZ4QQQqxatUoYDAaxefNmcfToUfHzn/9cxMXFicrKSo1r7lxzx1ZVVSUWLFgg8vLyRElJidi5c6dITk4WN910k98f2y9/+UthMBjErl27xLlz5+xLTU2NPSZQz5uzYwvk8yaEEJmZmWLPnj2ipKREHDlyRPz6178WQUFB4osvvhBCBO55E6L5Ywv080a+1eoSJiGE+MMf/iC6du0qQkNDxcCBAx1uDQ5UU6dOFXFxcSIkJETEx8eLhx56SBw7dkzrarls586dAkCDZfr06UKI67eoL126VMTGxgq9Xi/uvPNOcfToUW0rLam5Y6upqREpKSmic+fOIiQkRHTp0kVMnz5dlJaWal1tpxo7JgDiT3/6kz0mUM+bs2ML5PMmhBCPPfaY/Texc+fO4p577rEnS0IE7nkTovljC/TzRr6lCCGE79qziIiIiAJPqxrDREREROQKJkxERERETjBhIiIiInKCCRMRERGRE0yYiIiIiJxgwkRERETkBBMmIiIiIieYMBERERE5wYSJqIXIyspC//79Xd7+9OnTUBQFRUVFHqsTEVFLwYSJqIVYuHAhtm/frnU1iIhapGCtK0BEntG+fXu0b9/epW3r6uo8XBsiopaFLUxEAeLixYuIjY3FypUr7ev27duH0NBQfPHFF6q65GbMmIEHH3wQ2dnZiI+Px+23325/77vvvsPo0aPRtm1b9OvXD/n5+Q7bfvzxx+jduzf0ej0SExPxu9/9ziPHR0Tkz5gwEQWIzp07449//COysrJw4MABXL16FY888gieeuoppKSkqC5v+/btOHHiBLZt24a///3v9vXPPfccFi5ciKKiItx+++34+c9/DovFAgA4ePAgpkyZgrS0NBw9ehRZWVlYsmQJNmzY4KnDJCLyS+ySIwog9913HzIyMvDwww9jyJAhCAsLw6pVq1wqq127dnj77bcRGhoK4Pqgb+D6WKjx48cDAJYtW4bevXvj1KlT6NGjB15++WXcc889WLJkCQDg9ttvx/Hjx/G///u/mDFjhtvHR0Tkr9jCRBRgfvvb38JiseDDDz9ETk4OwsLCXCqnT58+9mTpx/r27Wv/d1xcHADgwoULAIATJ05g5MiRDvEjR47EyZMnYbVaXaoHEVEgYMJEFGC+++47lJeXw2az4cyZMy6X065du0bXh4SE2P+tKAoAwGazAQCEEPZ19YQQLteBiChQsEuOKIDU1dXh4YcfxtSpU9GjRw88/vjjOHr0KGJiYnyy/169emHv3r0O6/Ly8nD77bdDp9P5pA5ERFpgwkQUQJ577jkYjUb8/ve/R/v27fGPf/wDjz/+uMOgbW9asGABhgwZghUrVmDq1KnIz8/H2rVr8frrr/tk/0REWmHCRBQgdu3ahVdffRU7d+5EREQEAOC9995D37598cYbb/ikDgMHDsSHH36I3/zmN1ixYgXi4uKwfPlyDvgmohZPERyAQERERNQsDvomIiIicoIJE1ELVP+YlMaWf/3rX1pXj4go4LBLjqgFOnXqVJPv3XTTTWjTpo0Pa0NEFPiYMBERERE5wS45IiIiIieYMBERERE5wYSJiIiIyAkmTEREREROMGEiIiIicoIJExEREZETTJiIiIiInPj/Ae1E3fwSD3VDAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds_coarse[\"zeta\"].isel(ocean_time=0).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regridding without a mask\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As usual, xESMF expects fixed variable names for longitude/latitude in cell\n", "centers and corners:\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "ds[\"lon\"] = ds[\"lon_rho\"]\n", "ds[\"lat\"] = ds[\"lat_rho\"]\n", "ds[\"lon_b\"] = ds[\"lon_psi\"]\n", "ds[\"lat_b\"] = ds[\"lat_psi\"]\n", "\n", "ds_coarse[\"lon\"] = ds_coarse[\"lon_rho\"]\n", "ds_coarse[\"lat\"] = ds_coarse[\"lat_rho\"]\n", "ds_coarse[\"lon_b\"] = ds_coarse[\"lon_psi\"]\n", "ds_coarse[\"lat_b\"] = ds_coarse[\"lat_psi\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In our first test, there is no masking involved and we define the regridder the\n", "typical way:\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "regrid_nomask = xesmf.Regridder(ds, ds_coarse, method=\"conservative\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "zeta_remapped = regrid_nomask(ds[\"zeta\"])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "zeta_remapped.isel(ocean_time=0).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because of the missing values (NaNs) bleeding into the regridding, we end up\n", "with a land mask that is much bigger than the one of the coarse grid. That's\n", "where masking is gonna help us getting it right.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regridding with a mask\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To use masking, we need to add a dataarray named **mask** to our datasets. Let's\n", "define our masks on the high and coarse resolution grids from the missing values\n", "in the zeta array:\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "ds[\"mask\"] = xr.where(~np.isnan(ds[\"zeta\"].isel(ocean_time=0)), 1, 0)" ] }, { "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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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds[\"mask\"].plot(cmap=\"binary_r\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "ds_coarse[\"mask\"] = xr.where(\n", " ~np.isnan(ds_coarse[\"zeta\"].isel(ocean_time=0)), 1, 0\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds_coarse[\"mask\"].plot(cmap=\"binary_r\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's try to regrid again:\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "regrid_mask = xesmf.Regridder(ds, ds_coarse, method=\"conservative_normed\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "zeta_remapped = regrid_mask(ds[\"zeta\"])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "zeta_remapped.isel(ocean_time=0).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have our conservative remapping consistent with the coarse grid, yay!!\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Limitations and warnings\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- mask can only be 2D (ESMF design) so regridding a 3D field requires to\n", " generate regridding weights for each vertical level.\n", "\n", "- conservative method will give you a normalization by the total area of the\n", " target cell. Except for some specific cases, you probably want to use\n", " conservative_normed.\n", "\n", "- results with other methods (e.g. bilinear) may not give masks consistent with\n", " the coarse grid.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Conservative (un-normed) example\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regrid_masked2 = xesmf.Regridder(ds, ds_coarse, method=\"conservative\")\n", "zeta_remapped2 = regrid_masked2(ds[\"zeta\"])\n", "zeta_remapped2.isel(ocean_time=0).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Bilinear example\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regrid_masked3 = xesmf.Regridder(ds, ds_coarse, method=\"bilinear\")\n", "zeta_remapped3 = regrid_masked3(ds[\"zeta\"])\n", "zeta_remapped3.isel(ocean_time=0).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adaptive masking\n", "\n", "The adaptive masking technique allows the reuse of weights for equal 2D fields\n", "that are only masked differently (eg. 3D fields with different land-sea masks /\n", "orography masks for each model layer or fields with masks varying over time). It\n", "is applicable for the **conservative**, **patch** and **bilinear** remapping\n", "methods and will either mask target cells or renormalize their resulting value,\n", "depending on how big of a fraction of the overlapping source grid cells is\n", "masked.\n", "\n", "To use adaptive masking, the parameter **skipna** (and optionally also\n", "**na_thres**) has to be specified when applying the remapping weights, eg.:\n", "\n", "```python\n", "ds_remapped = regridder(ds, [...] , skipna=True, na_thres=.25)\n", "```\n", "\n", "In case **skipna** is active, a given output point is set to NaN only if the\n", "ratio of missing values exceeds the threshold level set by **na_thres**, and\n", "else, a renormalization is conducted. For instance, when the center of a cell is\n", "computed linearly from its four corners, one of which is missing, the output\n", "value is set to NaN if na_thres is smaller than 0.25. Else, a renormalization is\n", "conducted.\n", "\n", "**na_thres** can be any value in the interval [0., 1.] (the **default\n", "being 1.**), with `na_thres = 0.` meaning that adaptive masking will not have\n", "any effect. With the setting `na_thres = 1.`, applying adaptive masking together\n", "with **conservative** weights is indistinguishable from applying\n", "**conservative_normed** weights (including a defined mask, as it has been shown\n", "in an example above).\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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sVCoBQFe1e+3aNTg7OxtURUrh7+8PlUplfiHvM2/ePCxYsAALFy7E5MmT9aZVb8/vv/9uMN/169ehUCjQqFEjo8uua35/f3+Tyz1hwgR88sknWLduHWbOnIlPPvkECoVC9wWXKiQkxGDcrVu38MQTT8Dd3R0LFixAy5Yt4enpifz8fDz77LN6VfUA4OnpCXd3d71xSqVSr/kuMTERVVVVWL16NZ577jlotVp069YNCxYsQP/+/Y2W78aNGxBC1FjO6ov//fu3plgANe5vNzc3g/Fubm4AUGvzY7WOHTvWGQNA7x94XU6cOIH+/fvjsccew44dO3TfI7mq94uxfVf9D/vatWsAgIceesjosq5evQoAmDlzptGmgOomr/feew8zZszAK6+8grfeegsBAQFwdnbG3LlzkZOTYzBfXdcNazF23Os6H+TsC2PatGkjqdlSzo+Vixcvok+fPnBxccHu3bsNtqNx48Y13kZfWlqKiooKXbyfnx8UCoXR6xZQ83epNhcuXDBI8vfu3YuYmBjJ5RJCYPz48XjyySfxySef6OL69esHtVqN1157DSNGjICXlxf69u2L/fv362LGjBmDtWvXWvWaTNZhNwlOXZo0aQKNRoPCwkKj/4SM+eyzzyT/85Zy4QDuJjepqalITU3FX//6V4PpjzzyCDw8PHD69GmDaadPn8ajjz5q8I/9XpGRkbrYp59+2mD+6umm6NmzJ1q3bo1PP/0Ur7/+OtavX4+nnnpKdk1BTb9Y9uzZg4KCAuzbtw+9e/fWjb9586bJ5QWAcePGYdy4cSgtLcWBAweQkpKCuLg4/Pzzz2jevHmN8/j5+cHJyQlXrlwxmFbdR+b+mqAH+Susun9PXT799FNJz9A4ceIE+vXrh+bNm2Pnzp1mJfXVF/MrV64YJC8FBQW6/dakSRMA0Otvc7/q2OTkZDz77LM1xrRq1QoAsH79esTExOCDDz7Qm15SUmLCVtgfOfvCmEceeURSDVVKSgpSU1PrjLt48SJiYmIghMC+fftqTFbbtWuHjRs3orCwUO9HZvX1rfp65OHhgUcffdTodc/DwwMPP/xwnWW6V2hoqEFtZ/U+klquq1ev4sqVK5g4caLB8rt164bPP/8cFy5cQNu2bfHhhx/qnW/Vx8ya12SyjnqT4AwaNAhpaWn44IMPMH/+fFnzWrqJ6q233kJqairefPNNpKSk1Bjj4uKCIUOGYMuWLVi6dCl8fHwAAJcuXcLevXsNOlDfr2nTpujevTvWr1+PmTNn6n7FZ2VlITc3F1OnTjVrG8aPH4+//OUvePPNN3Ht2jWMHz/eIMaUX8PVCcL9NQcffvihGaX9g5eXFwYNGoSKigoMHToUP/30k9EEx8vLCz169MCWLVvwzjvvwMPDA8DdBxquX78eDz30kMkdcC3Bkk1U2dnZ6NevHx566CHs2rULfn5+ZpWtuulx/fr16Natm278kSNHkJOTgzlz5gC4myyrVCqsWrUKCQkJNSaIrVq1wmOPPYaTJ0/qOq4bo1AoDM6dU6dOITMzE2FhYWZtkzEPqtYHkLcvjLFkE9WlS5cQExMDjUaDffv2Gf0uPfPMM3jzzTfx2WefYdasWbrxa9euhYeHBwYOHKgbN2zYMCxbtgz5+fm6Y1ZSUoItW7YgPj4eLi7y/u24ubmha9euZpXLz88P7u7uyMrKMlhGZmYmnJycdD+cjSWY1r4mk+XVmwTniSeeQGJiIhYsWICrV68iLi4OSqUSJ06cgKenJ1577TWj8zZu3NigKttU7777Lv7v//4PAwcOxODBgw2+MPc+KXjevHno1q0b4uLiMHv2bJSVleH//u//EBAQgBkzZujN5+Ligt69e2P37t26cUuWLEH//v3x/PPPY9KkSSgqKsLs2bMRGRlpUCNV/QRQqU8dfvHFF/HXv/4Vb7/9tu4Jy/er/kXy0UcfwcfHB+7u7mjRokWt+7Jnz57w8/PDK6+8gpSUFLi6uiI9PR0nT56UVK6aJCUlwcPDA7169UJISAgKCwuRlpYGlUql98+3Jmlpaejfvz/69OmDmTNnws3NDStXrsSZM2fwz3/+06bt5sYu2nLl5uaiX79+AICFCxfi3LlzOHfunG76I488oqtpAe4mEb17967xrqRqrVq1wssvv4zly5fDyckJgwYNwoULFzB37lyEhYXpEnRvb2+8++67eOmll9CvXz8kJSUhKCgI58+fx8mTJ7FixQoAdxPcQYMGYcCAARg7diyaNm2K69evIycnB8ePH8e//vUvAEBcXBzeeustpKSkoHfv3sjNzcX8+fPRokULk+9yrEt1bWt6ejpat24Nb29vhIaGyu7DIpXUfWFMu3btLFKOoqIi9OnTB1euXMGaNWtQVFSk90Tehx56SFeb07ZtW0yYMAEpKSlwdnZGt27dsHPnTnz00UdYsGCBXvPMzJkzsW7dOgwePBjz58+HUqnE4sWLUVZWZlCjdPbsWZw9exbA3TsVb9++jS+//BLA3aa4Nm3a1LoNUsulVCoxadIkvPfee3jxxRcxcuRIODs7Y9u2bdiwYQMmTJggqYlJzjV5//79uiZcjUaDixcv6ratd+/eet9JshIbdnAWQhh/0F/1XS15eXm6cRqNRrz//vsiMjJSuLm5CZVKJaKjo3XPn3gQqu+oMTbc7+jRo6Jv377C09NT+Pr6iqFDh4rz588bxAEQvXv3Nhi/c+dOERUVJdzd3YW/v7948cUXa3zYYEBAgIiKipK1LcOGDavxTpl7LVu2TLRo0UI4OzvX+BycmlQ/L8bT01M0adJEvPTSS+L48eMGd6pUPwfnfvffufLZZ5+JPn36iKCgIOHm5iZCQ0PFiBEjxKlTp3Qxxu6iEuKP5+B4eXkJDw8PERUVZXDOVJ9vNT2zxNi2Vj8P5X4AxKuvvlrjvrGGuu4SvHefl5SUCAAiISGhzuVWPwenZcuWwtXVVQQEBIjRo0fX+BycHTt2iN69ewsvLy/h6ekp2rRpY/DQxZMnT4oRI0aIwMBA4erqKoKDg8VTTz0lVq1apYspLy8XM2fOFE2bNhXu7u6ic+fOYtu2bWLMmDF6d9jUdrxhwh1E//znP0VERIRwdXWV/BycmtZ7/3E3Vk4p+8LajD0DqHq4fx9WVFSIlJQU0axZM+Hm5iZatmxp9G7B8+fPi6FDhwpfX1/h6ekp+vbtK44dO2YQV9MzrIyt3xip5dJoNGL16tWia9euolGjRsLX11d06tRJrFixosYHZRoj9Zpc2/+K+vB0eEegEMLEh2yQ3Th79izatm2Lb775Ru85NUT327FjB+Li4nDy5EmL1QQQEdkju3nQH5lu7969iI6OZnJDddq7dy8SEhKY3BCRw2MNDhE5JCFEnW9Tv/d5KkTkWFiDQ0QOaf/+/XB1da11+Oyzz2xdTCKyEtbgEJFDKikpQW5ubq0xdd0VSET1FxMcIiIicjhsoiIiIiKHU28e9GcqrVaLgoIC+Pj4sDMhERHVSgiBkpIShIaGynqfl1xlZWWoqKgwezlubm61vvanQbPVA3gelPz8/FofZsWBAwcOHDjcP9T0QEtLuXPnjggOdLZIOYODg8WdO3csXsbr16+L0aNHC19fX+Hr6ytGjx4tbty4Ues8Wq1WpKSkiJCQEOHu7i569+4tzpw5o5te/eDLmoYvvvhCF9e8eXOD6bNmzZK9DQ7fB0etVqNRo0bo9MybcHatO8ut8JGesTtVSt91TjKeMq9xk17TdGD5q9IXbAd6vPkPybFCRv2ikPFDy1qxWmnvztRRaKXHHp9Vv44z2Y9+Y5dLjpVzvkNOhbic/zIylrt7jfFX9JiquLgYYWFhuHnzplkvrK1rHSqVCnnHmsNXxv8cg+WUaNGiy0Wo1Wr4+vpasIR33/94+fJlfPTRRwCAl19+GeHh4fj666+NzrNkyRIsXLgQa9euRcuWLbFgwQIcOHAAubm58PHxgUaj0b2+otpHH32EpUuXorCwEN7e3gDuvnpowoQJSEpK0sV5e3vrpkvl8E1U1c1Szq7ucJGQ4GjcZCQ4ChkJjpxzWEaCY+mT2tqcldKrUutbgqNwkx4LyEtw6ttxJvsh5bpXrb4lONb8XjyILg2+Pk5mJTjWkpOTg4yMDGRlZaFHjx4AgNWrVyM6Ohq5ubk1vpBUCIFly5Zhzpw5uncbfvbZZwgKCsKGDRswceJEODs76731HQC2bt2KkSNHGiQvPj4+BrFy2d+eJSIiagA0Qmv2ANytEbp3kPK2+dpkZmZCpVLpkhvg7oukVSoVDh48WOM8eXl5KCwsRGxsrG6cUqlE7969jc5z7NgxZGdnY8KECQbTlixZgsaNG6Njx45YuHChSf2VHL4Gh4iIyB5pIaCVVb1lOD8AhIWF6Y1PSUkxeHO7HIWFhQgMDDQYHxgYiMLCQqPzAEBQUJDe+KCgIFy8eLHGedasWYPWrVujZ8+eeuNff/11dO7cGX5+fjh8+DCSk5ORl5eHjz/+WNZ2MMEhIiKqx/Lz8/Wa65RKZY1xqampmDdvXq3LOnLkCICam+iEEHU23d0/3dg8d+7cwYYNGzB37lyDadOmTdP93b59e/j5+WH48OG6Wh2pmOAQERHZgBZayOiKV+P8wN2+SFL6I02ePBkJCQm1xoSHh+PUqVO4evWqwbRr164Z1NBUq+4vU1hYiJCQEN34oqKiGuf58ssvcfv2bbz44ot1ljsqKgoAcP78eSY4RERE9k4jBDRm3Mgsd96AgAAEBATUGRcdHQ21Wo3Dhw+je/fuAIBDhw5BrVYbNCdVa9GiBYKDg7Fr1y506tQJAFBRUYH9+/djyZIlBvFr1qxBfHw8mjRpUmd5Tpw4AQB6iZMUTHCIiIhIp3Xr1hg4cCCSkpLw4YcfArh7m3hcXJzeHVQRERFIS0vDsGHDoFAoMHXqVCxatAiPPfYYHnvsMSxatAienp4YNWqU3vLPnz+PAwcOYMeOHQbrzszMRFZWFvr06QOVSoUjR45g2rRpiI+PR7NmzWRtBxMcIiIiG7BUJ2NrSE9Px5QpU3R3RcXHx2PFihV6Mbm5uVCr1brPb7zxBu7cuYNJkybhxo0b6NGjB3bu3AkfHx+9+T755BM0bdpU746rakqlEps2bcK8efNQXl6O5s2bIykpCW+88YbsbWCCQ0REZANaCGjsNMHx9/fH+vXra425/znBCoUCqampdd7BtWjRIixatKjGaZ07d0ZWVpasshrD5+AQERGRw2ENDhERkQ3YcxOVI2CCQ0REZAMP+i6qhoYJDhERkQ1o/zeYMz8Zxz44RERE5HBYg0NERGQDGjPvojJn3oaACQ4REZENaMTdwZz5yTg2UREREZHDYQ0OERGRDbCTsXUxwSEiIrIBLRTQQGHW/GRcg0lwnMsFnLV1N1h6/KaRvEytm/STSzjJOBErpTesdhv/nvTlynDkk+lWWa6T9N0LISNW6yqjDDJ+9mjdpMcKud8mtp/TgyDjPFPI+M7J+t9qpXP98efekRz74+aZ1ikE2a0Gk+AQERHZE624O5gzPxnHBIeIiMgGNGY2UZkzb0PAu6iIiIjI4bAGh4iIyAZYg2NdTHCIiIhsQCsU0Aoz7qIyY96GwKZNVAcOHMCQIUMQGhoKhUKBbdu2GcTk5OQgPj4eKpUKPj4+iIqKwqVLlx58YYmIiCyougbHnIGMs2mCU1paig4dOmDFihU1Tv/ll1/w+OOPIyIiAvv27cPJkycxd+5cuLu7P+CSEhERUX1i0yaqQYMGYdCgQUanz5kzB08//TSWLl2qG/fwww8/iKIRERFZlQZO0JhRzyDnsUUNkd3eRaXVavHtt9+iZcuWGDBgAAIDA9GjR48am7HuVV5ejuLiYr2BiIjI3oj/9cExdRDsg1Mru01wioqKcOvWLSxevBgDBw7Ezp07MWzYMDz77LPYv3+/0fnS0tKgUql0Q1hY2AMsNREREdkDu72LSqu9+zz9Z555BtOmTQMAdOzYEQcPHsSqVavQu3fvGudLTk7G9Ol/vGaguLiYSQ4REdkd3iZuXXab4AQEBMDFxQVt2rTRG9+6dWv8+OOPRudTKpVQKpXWLh4REZFZNMIJGmFGHxy+qqFWdttE5ebmhm7duiE3N1dv/M8//4zmzZvbqFRERERUH9i0BufWrVs4f/687nNeXh6ys7Ph7++PZs2a4S9/+QtGjhyJJ598En369EFGRga+/vpr7Nu3z3aFJiIisgAtFNCaUc+gtdZr2h2ETROco0ePok+fPrrP1X1nxowZg7Vr12LYsGFYtWoV0tLSMGXKFLRq1QqbN2/G448/bqsiExERWQT74FiXTROcmJgYCFF7Bjp+/HiMHz/+AZWIiIiIHIHddjImIiJyZOZ3MmYTVW2Y4BAREdnA3T44Zrxsk01UtWKCQ0REZANaM1/VwE7GtWs4CY7431AHlwrpJ4yQE+ssPdOucpcR6yE9ViHjxSU9R7wrPVjGjwgPpfTgShnbJqcMVZ7SY4VWeqxTpfTYuwuXGU9WI+d8P/jFDCuWxPIUVjrP5CxWVhnkNLvICH0y/m1JcVWVZdIXSnat4SQ4REREdoR9cKyLCQ4REZENaOHE5+BYkd0+yZiIiIjIVKzBISIisgGNUEAjzHjQnxnzNgRMcIiIiGxAY+ZdVBo2UdWKTVRERETkcJjgEBER2YBWOJk9WMuNGzeQmJgIlUoFlUqFxMRE3Lx5s9Z5tmzZggEDBiAgIAAKhQLZ2dkGMeXl5XjttdcQEBAALy8vxMfH4/Lly2avuyZMcIiIiGyguonKnMFaRo0ahezsbGRkZCAjIwPZ2dlITEysdZ7S0lL06tULixcvNhozdepUbN26FRs3bsSPP/6IW7duIS4uDhrNHw9qM2XdNWEfHCIiItLJyclBRkYGsrKy0KNHDwDA6tWrER0djdzcXLRq1arG+aqTkAsXLtQ4Xa1WY82aNVi3bh369esHAFi/fj3CwsLw/fffY8CAASavuyaswSEiIrIBLf64k8qUofpB68XFxXpDeXm5WeXKzMyESqXSJRgAEBUVBZVKhYMHD5q83GPHjqGyshKxsbG6caGhoYiMjNQt15LrZoJDRERkA9UP+jNnAICwsDBdfxWVSoW0tDSzylVYWIjAwECD8YGBgSgsLDRruW5ubvDz89MbHxQUpFuuJdfNJioiIiIbMP9VDXfnzc/Ph6+vr268UqmsMT41NRXz5s2rdZlHjhwBACgUhs/YEULUON5c9y/XUutmgkNERFSP+fr66iU4xkyePBkJCQm1xoSHh+PUqVO4evWqwbRr164hKCjI5HIGBwejoqICN27c0KvFKSoqQs+ePXUxllo3ExwiIiIb0EIBLUyvEZE7b0BAAAICAuqMi46OhlqtxuHDh9G9e3cAwKFDh6BWq3WJiCm6dOkCV1dX7Nq1CyNGjAAAXLlyBWfOnMHSpUstvm4mOERERDZgqSYqS2vdujUGDhyIpKQkfPjhhwCAl19+GXFxcXp3MUVERCAtLQ3Dhg0DAFy/fh2XLl1CQUEBACA3NxfA3VqZ4OBgqFQqTJgwATNmzEDjxo3h7++PmTNnol27drq7qqSuWwp2MiYiIiI96enpaNeuHWJjYxEbG4v27dtj3bp1ejG5ublQq9W6z9u3b0enTp0wePBgAEBCQgI6deqEVatW6WLef/99DB06FCNGjECvXr3g6emJr7/+Gs7OzrLWLQVrcIiIiGzA/HdRWa+Owt/fH+vXr681Rgj9d2GNHTsWY8eOrXUed3d3LF++HMuXLzdr3VIwwSEiIrIBrVBAa8Ybwc2ZtyFgExURERE5HNbgEBER2YDWzCYqLesoatVgEhyFuDvUSSsl6H/LdJJePXh/W2WtsTKWq3GVHutaKb0MGncZ2yanllRGrJNGennlUFRJL4Ssy4fM4iq0dcdU6zD1fcmxJ5dNk1cQkqXX8+9Kjv1//5phxZLYmIzvskLOd1lGqELG9doemftGcGu+TdwRcO8QERGRw2kwNThERET2RAMFNGY86M+ceRsCJjhEREQ2wCYq62KCQ0REZAMamFcLo7FcURwS0z8iIiJyODZNcA4cOIAhQ4YgNDQUCoUC27ZtMxo7ceJEKBQKLFu27IGVj4iIyFqqm6jMGcg4m+6d0tJSdOjQAStWrKg1btu2bTh06BBCQ0MfUMmIiIisq/plm+YMZJxN++AMGjQIgwYNqjXmv//9LyZPnox///vfuhd4EREREdXGrjsZa7VaJCYm4i9/+Qvatm0raZ7y8nKUl5frPhcXF1ureERERCYTUEBrRidjwdvEa2XX9VtLliyBi4sLpkyZInmetLQ0qFQq3RAWFmbFEhIREZmGTVTWZbd759ixY/jb3/6GtWvXQqGQnqUmJydDrVbrhvz8fCuWkoiIiOyR3SY4P/zwA4qKitCsWTO4uLjAxcUFFy9exIwZMxAeHm50PqVSCV9fX72BiIjI3miFwuyBjLPbPjiJiYno16+f3rgBAwYgMTER48aNs1GpiIiILENj5tvEzZm3IbBpgnPr1i2cP39e9zkvLw/Z2dnw9/dHs2bN0LhxY714V1dXBAcHo1WrVg+6qERERFSP2DTBOXr0KPr06aP7PH36dADAmDFjsHbtWhuVioiIyPrMbWZiE1XtbJrgxMTEQAghOf7ChQvWKwwREdEDpIUTtGY0M5kzb0Ngt31wiIiIHJlGKKAxoxbGnHkbAqZ/RERE5HBYg0NERGQD7INjXQ0mwdG4KqBwrftkEE4yKrWkdx+CcJZxIsp4sKFCK32xGjfpsS7ldcdUEzLOIq2MWKdK6bEuZdIPhlOV9OXKOcYVPvIuNnKOnXCWtWiSSSHjOENGv0F7UOkl/bw8vHa65NieI9+VXggZu0yhlR4s57hJjZV1LphJmPlGcMEnGdeKe4eIiIgcToOpwSEiIrInGiigMeOFmebM2xAwwSEiIrIBrTCvH42M1rwGiU1URERE5HBYg0NERGQDWjM7GZszb0PABIeIiMgGtFBAa0Y/GnPmbQiY4BAREdkAn2RsXazfIiIiIofDGhwiIiIbYB8c62KCQ0REZANamPmqBvbBqRXTPyIiInI4rMEhIiKyAWHmXVSCNTi1YoJDRERkA3ybuHWxiYqIiIj03LhxA4mJiVCpVFCpVEhMTMTNmzdrnWfLli0YMGAAAgICoFAokJ2drTf9+vXreO2119CqVSt4enqiWbNmmDJlCtRqtV5ceHg4FAqF3jB79mzZ28AaHCIiIhuw57uoRo0ahcuXLyMjIwMA8PLLLyMxMRFff/210XlKS0vRq1cvPP/880hKSjKYXlBQgIKCArzzzjto06YNLl68iFdeeQUFBQX48ssv9WLnz5+vtwxvb2/Z28AEh4iIyAbstYkqJycHGRkZyMrKQo8ePQAAq1evRnR0NHJzc9GqVasa50tMTAQAXLhwocbpkZGR2Lx5s+7zI488goULF2L06NGoqqqCi8sfKYmPjw+Cg4PN2g42UREREdVjxcXFekN5eblZy8vMzIRKpdIlNwAQFRUFlUqFgwcPmltcPWq1Gr6+vnrJDQAsWbIEjRs3RseOHbFw4UJUVFTIXjZrcIiIiGzAUu+iCgsL0xufkpKC1NRUk5dbWFiIwMBAg/GBgYEoLCw0ebn3+/333/HWW29h4sSJeuNff/11dO7cGX5+fjh8+DCSk5ORl5eHjz/+WNbymeAQERHZgKWaqPLz8+Hr66sbr1Qqa4xPTU3FvHnzal3mkSNHAAAKhWG5hBA1jjdFcXExBg8ejDZt2iAlJUVv2rRp03R/t2/fHn5+fhg+fLiuVkcqJjhEREQ2YKkEx9fXVy/BMWby5MlISEioNSY8PBynTp3C1atXDaZdu3YNQUFBphX2HiUlJRg4cCC8vb2xdetWuLq61hofFRUFADh//jwTnJoIl7tDXapcZZxsFspk76ep/VjrqfKUHiucpJfX6bqQHOt6Syt9uVXSl+ukkRwKhYzlut6Wvh/kXHtcb8vr0qbQSi+z1ll6QZ7qu1hy7J7d8m+9lKJvzCLpwVb6Hu3emyw9WEg/FkLGseiR+J7k2EPrpkuOjXrhXcmxChnljRotvbxyznaF9N0L53IZx8Iap45GRmHrmYCAAAQEBNQZFx0dDbVajcOHD6N79+4AgEOHDkGtVqNnz55mlaG4uBgDBgyAUqnE9u3b4e7uXuc8J06cAACEhITIWleDSXCIiIjsib3eRdW6dWsMHDgQSUlJ+PDDDwHcvU08Li5O7w6qiIgIpKWlYdiwYQDuPufm0qVLKCgoAADk5uYCAIKDgxEcHIySkhLExsbi9u3bWL9+va5TNAA0adIEzs7OyMzMRFZWFvr06QOVSoUjR45g2rRpiI+PR7NmzWRtBxMcIiIiG7DXBAcA0tPTMWXKFMTGxgIA4uPjsWLFCr2Y3NxcvYf0bd++HePGjdN9rm4Oq+70fOzYMRw6dAgA8Oijj+otKy8vD+Hh4VAqldi0aRPmzZuH8vJyNG/eHElJSXjjjTdkbwMTHCIiItLj7++P9evX1xoj7mvaHTt2LMaOHWs0PiYmxmCe+3Xu3BlZWVmSy1kbJjhEREQ2IAAzX7ZJtWGCQ0REZAP23ETlCGz6JOMDBw5gyJAhCA0NhUKhwLZt23TTKisrMWvWLLRr1w5eXl4IDQ3Fiy++qOu8RERERGSMTROc0tJSdOjQwaDjEgDcvn0bx48fx9y5c3H8+HFs2bIFP//8M+Lj421QUiIiIsuqrsExZyDjbNpENWjQIAwaNKjGaSqVCrt27dIbt3z5cnTv3h2XLl2SfbsYERGRPWETlXXVqz44arUaCoUCjRo1MhpTXl6u96Kx6nvsiYiIqOGoN28TLysrw+zZszFq1KhaH0mdlpYGlUqlG+5/CRkREZE9YBOVddWLBKeyshIJCQnQarVYuXJlrbHJyclQq9W6IT8//wGVkoiISDohFGYPZJzdN1FVVlZixIgRyMvLw549e+p8oZhSqTT6JlUiIiJ7oYXCrOfgmDNvQ2DXCU51cnPu3Dns3btX1ltEiYiIqOGyaYJz69YtnD9/Xvc5Ly8P2dnZ8Pf3R2hoKIYPH47jx4/jm2++gUajQWFhIYC7j5B2c3OzVbGJiIjMxruorMumCc7Ro0fRp08f3efp06cDAMaMGYPU1FRs374dANCxY0e9+fbu3YuYmJgHVUwiIiKLM7cfDfvg1M6mCU5dL96q66VcRERERDWx6z44REREjopNVNbFBIeIiMgG2ERlXfXiOThEREREcjSYGhynCgEnKX16FNIz4kov6evXOkuPrfKQXoYyGXfOO1VJj3W5I70MrqVylquVHOtUKT1WDqcS6cvVukjfD85KGQdZ5rJdZOwKhYy+a31jFkmOdS7XSI51cpb+20nI2G3W+sH6/76cKTk2+k/vSo5V2EE3QoXGSoWQsViFVnqwnPI6yYgVEr9vTjLKai5hZhMVa3Bq12ASHCIiInsiAJhzL40d5M92jU1URERE5HBYg0NERGQDWiig4KsarIYJDhERkQ3wLirrYoJDRERkA1qhgILPwbEa9sEhIiIih8MaHCIiIhsQwsy7qHgbVa2Y4BAREdkA++BYF5uoiIiIyOGwBoeIiMgGWINjXUxwiIiIbIB3UVkXm6iIiIjI4bAGh4iIyAZ4F5V1McEhIiKygbsJjjl9cCxYGAfEJioiIiJyOKzBISIisgHeRWVdTHCIiIhsQPxvMGd+Mo4JDhERkQ2wBse62AeHiIiIHA5rcIiIiGyBbVRW1WASHJdyARdt3WdDmZ/0Sq3bTaRXD7rdkhwqi0IrPbbKQ3qsRik9ttJL+j5TyPhCOpdJ37/OZTJ2hIx7K50qpcfK2TYAEJ4yvn4yyiwUMvZblfT9Jme5ssjYNgWsU4Zew9+RXgZn6WXQWukKK+d7L2uXyTiHFRKup7rYKjnfIxmxcspQIS3WScZ3wmxmNlHBik1UN27cwJQpU7B9+3YAQHx8PJYvX45GjRoZnWfLli348MMPcezYMfz+++84ceIEOnbsqBcTExOD/fv3640bOXIkNm7caNa6a8ImKiIiItIzatQoZGdnIyMjAxkZGcjOzkZiYmKt85SWlqJXr15YvHhxrXFJSUm4cuWKbvjwww/NXndNGkwNDhERkT2x1ycZ5+TkICMjA1lZWejRowcAYPXq1YiOjkZubi5atWpV43zVSciFCxdqXb6npyeCg4Mtuu6asAaHiIjIBqrvojJnAIDi4mK9oby83KxyZWZmQqVS6RIMAIiKioJKpcLBgwfNWjYApKenIyAgAG3btsXMmTNRUlJilXWzBoeIiKgeCwsL0/uckpKC1NRUk5dXWFiIwMBAg/GBgYEoLCw0ebkA8MILL6BFixYIDg7GmTNnkJycjJMnT2LXrl0WXzcTHCIiIlsQCvM6Cv9v3vz8fPj6+upGK5U13yWSmpqKefPm1brII0eOAAAUNdxUIISocbwcSUlJur8jIyPx2GOPoWvXrjh+/Dg6d+5s0XXbtInqwIEDGDJkCEJDQ6FQKLBt2za96UIIpKamIjQ0FB4eHoiJicFPP/1km8ISERFZUHUfHHMGAPD19dUbjCU4kydPRk5OTq1DZGQkgoODcfXqVYP5r127hqCgIIvug86dO8PV1RXnzp0DAIuu26Y1OKWlpejQoQPGjRuH5557zmD60qVL8d5772Ht2rVo2bIlFixYgP79+yM3Nxc+Pj42KDEREVH9FBAQgICAgDrjoqOjoVarcfjwYXTv3h0AcOjQIajVavTs2dOiZfrpp59QWVmJkJAQi6/bpgnOoEGDMGjQoBqnCSGwbNkyzJkzB88++ywA4LPPPkNQUBA2bNiAiRMnPsiiEhERWZadPuivdevWGDhwIJKSknS3cL/88suIi4vTu4spIiICaWlpGDZsGADg+vXruHTpEgoKCgAAubm5AO7WygQHB+OXX35Beno6nn76aQQEBODs2bOYMWMGOnXqhF69eslatxR2exdVXl4eCgsLERsbqxunVCrRu3fvWntSl5eXG/QoJyIisjeWuovKGtLT09GuXTvExsYiNjYW7du3x7p16/RicnNzoVardZ+3b9+OTp06YfDgwQCAhIQEdOrUCatWrQIAuLm5Yffu3RgwYABatWqFKVOmIDY2Ft9//z2cnZ1lrVsKu+1kXN1b+v42t6CgIFy8eNHofGlpaXV2oiIiIrILdvq6BX9/f6xfv77WGHHfg3jGjh2LsWPHGo0PCwszeIqxqeuWwm5rcKrd32u6rp7UycnJUKvVuiE/P9/aRSQiIiI7Y7c1ONVPOSwsLNR1PgKAoqKiWntSK5VKoz3IiYiI7IW5zUzWbKJyBHZbg1P9IKDqh/8AQEVFBfbv32/xXtxEREQPnLDAQEbZtAbn1q1bOH/+vO5zXl4esrOz4e/vj2bNmmHq1KlYtGgRHnvsMTz22GNYtGgRPD09MWrUKBuWmoiIiOydTROco0ePok+fPrrP06dPBwCMGTMGa9euxRtvvIE7d+5g0qRJuHHjBnr06IGdO3fyGThEROQAFP8bzJmfjLFpghMTE2PQC/teCoUCqampZr1Tg4iIyC7Z6XNwHIXJCY5Go8G2bduQk5MDhUKB1q1b45lnntG7l52IiIjIFkxKcM6fP4/Bgwfj8uXLaNWqFYQQ+PnnnxEWFoZvv/0WjzzyiKXLSURE5FhYg2NVJt1FNWXKFDz88MPIz8/H8ePHceLECVy6dAktWrTAlClTLF1GIiIix1P9NnFzBjLKpBqc/fv3IysrC/7+/rpxjRs3xuLFi3Xvk6ivtDJa2Cr8pMc6V0qP9bimlRzrflP6Ca5uIT22Uk4/bhmvsNe4Sd/BrrelL1d5U3IoFELGQdZK/4mkkPlryqlC+nGWQ1FLv7b7CWfp+1jOpVTOcuVco+XuY6mcqmTsMxllkHOqyaGQceoIGT9jnaqkxzpXytkR0kMVGunBTpXSd4TTnQppgZpyycsk+2ZSgqNUKlFSUmIw/tatW3BzczO7UERERI5OCHkJc03zk3EmNVHFxcXh5ZdfxqFDhyCEgBACWVlZeOWVVxAfH2/pMhIRETkePujPqkxKcP7+97/jkUceQXR0NNzd3eHu7o5evXrh0Ucfxd/+9jdLl5GIiMjxsA+OVZnURNWoUSN89dVXOHfuHP7zn/9ACIE2bdrg0UcftXT5iIiIiGQz60F/1a9QICIiInkUwryO89bqdO8oTEpwNBoN1q5di927d6OoqAharX5P9j179likcERERA6Lz8GxKpMSnNdffx1r167F4MGDERkZCYWM24SJiIiIrM2kBGfjxo344osv8PTTT1u6PERERA2DuR2F2cm4ViYlOG5ubuxQTEREZA42UVmVSbeJz5gxA3/7299qfRM4ERERka1IrsF59tln9T7v2bMH3333Hdq2bQtXV1e9aVu2bLFM6YiIiBwVa3CsSnKCo1Kp9D4PGzbM4oUhIiJqMJjgWJXkBOfTTz8FAFRVVSE9PR0DBgxAcHCw1QpGREREZCrZfXBcXFzw5z//GeXlfOMqERGRyfiqBqsyqZNxjx49cOLECUuXhYiIqMGofpKxOQMZZ9Jt4pMmTcKMGTNw+fJldOnSBV5eXnrT27dvb5HCEREROSz2wbEqkxKckSNHAgCmTJmiG6dQKCCEgEKhgEajsUzpiIiIiExgUoKTl5dn6XIQERERWYxJCU7z5s0lxQ0ePBgff/wxQkJCTFkNERGRw1LAzLeJW6wkjsmkTsZSHThwAHfu3LHmKoiIiIgMmFSDUx9pXRTQutSd7zrJ6D4kZKSHGte6Y6o5V0iPVWi1kmOVN5wlx5Y1ll4GObEu7tJjhbP0HSzl2FZzrpC+H5zLpf+8crktr++Z23Xpj1oQLtL3hZCxL4STjFhX65RBoZG+j4VWemzfmEWSY13lnGuuMvaZQvq51iPxPcmxzjJ+9TtVSY91KZN+PVFUSS+EnGPsVCG9DJBxPjiVlEmL0zzAR6DwZZtW1WASHCIiIrvCu6isyqpNVERERES2wBocIiIiW2ANjlUxwSEiIrIBc59GzCcZ186qTVR//etf4e/vb81VEBERERkwqwbn7NmzuHTpEioq9G/7iY+PBwAkJyebs3gAd99enpqaivT0dBQWFiIkJARjx47Fm2++CScndiEiIqJ6ik1UVmVShvDrr7+iQ4cOiIyMxODBgzF06FAMHToUw4YNw7BhwyxawCVLlmDVqlVYsWIFcnJysHTpUrz99ttYvny5RddDRET0QAkLDFZy48YNJCYmQqVSQaVSITExETdv3qx1ni1btmDAgAEICAiAQqFAdna23vQLFy5AoVDUOPzrX//SxYWHhxtMnz17tuxtMCnBef3119GiRQtcvXoVnp6e+Omnn3DgwAF07doV+/btM2WRRmVmZuKZZ57B4MGDER4ejuHDhyM2NhZHjx616HqIiIgeJHt+m/ioUaOQnZ2NjIwMZGRkIDs7G4mJibXOU1pail69emHx4sU1Tg8LC8OVK1f0hnnz5sHLywuDBg3Si50/f75e3Jtvvil7G0xqosrMzMSePXvQpEkTODk5wcnJCY8//jjS0tIwZcoUnDhxwpTF1ujxxx/HqlWr8PPPP6Nly5Y4efIkfvzxRyxbtqzG+PLycpSX//GgpuLiYouVhYiIyNHl5OQgIyMDWVlZ6NGjBwBg9erViI6ORm5uLlq1alXjfNUJ0IULF2qc7uzsjODgYL1xW7duxciRI+Ht7a033sfHxyBWLpNqcDQaja4wAQEBKCgoAHD3HVW5ublmFeh+s2bNwp/+9CdERETA1dUVnTp1wtSpU/GnP/2pxvi0tDRdlZpKpUJYWJhFy0NERGQR1U8yNmfA3R/y9w73/sg3RWZmJlQqlS65AYCoqCioVCocPHjQrGXf69ixY8jOzsaECRMMpi1ZsgSNGzdGx44dsXDhQoO+vlKYVIMTGRmJU6dO4eGHH0aPHj2wdOlSuLm54aOPPsLDDz9syiKN2rRpE9avX48NGzagbdu2yM7OxtSpUxEaGooxY8YYxCcnJ2P69Om6z8XFxUxyiIjI/liok/H9/+NSUlKQmppq8mILCwsRGBhoMD4wMBCFhYUmL/d+a9asQevWrdGzZ0+98a+//jo6d+4MPz8/HD58GMnJycjLy8PHH38sa/kmJThvvvkmSktLAQALFixAXFwcnnjiCTRu3BgbN240ZZFG/eUvf8Hs2bORkJAAAGjXrh0uXryItLS0GhMcpVIJpVJp0TIQERHZq/z8fPj6+uo+G/sfmJqainnz5tW6rCNHjgAAFArD91wJIWocb4o7d+5gw4YNmDt3rsG0adOm6f5u3749/Pz8MHz4cF2tjlQmJTgDBgzQ/f3www/j7NmzuH79Ovz8/Cy28dVu375tcDu4s7MztDJeMklERGRvLPWgP19fX70Ex5jJkyfrKguMCQ8Px6lTp3D16lWDadeuXUNQUJBJZb3fl19+idu3b+PFF1+sMzYqKgoAcP78eesnOOPHj8ff/vY3+Pj46Mb5+/ujtLQUr732Gj755BNTFlujIUOGYOHChWjWrBnatm2LEydO4L333sP48eMttg4iIqIH7gE/BycgIAABAQF1xkVHR0OtVuPw4cPo3r07AODQoUNQq9UGzUmmWrNmDeLj49GkSZM6Y6tvXAoJCZG1DpM6GX/22We4c+eOwfg7d+7g888/N2WRRi1fvhzDhw/HpEmT0Lp1a8ycORMTJ07EW2+9ZdH1EBEREdC6dWsMHDgQSUlJyMrKQlZWFpKSkhAXF6d3B1VERAS2bt2q+3z9+nVkZ2fj7NmzAIDc3FxkZ2cb9Ns5f/48Dhw4gJdeeslg3ZmZmXj//feRnZ2NvLw8fPHFF5g4cSLi4+PRrFkzWdshqwanuLgYQggIIVBSUgJ3d3fdNI1Ggx07dtTYMckcPj4+WLZsmdHbwomIiOolc59lY8Xn4KSnp2PKlCmIjY0FcPcNBStWrNCLyc3NhVqt1n3evn07xo0bp/tc3Rx2f6fnTz75BE2bNtUt+15KpRKbNm3CvHnzUF5ejubNmyMpKQlvvPGG7G2QleA0atRI91TBli1bGkxXKBR1dmAiIiIi2PWrGvz9/bF+/fraVy/0CzB27FiMHTu2zmUvWrQIixYtqnFa586dkZWVJbmctZGV4OzduxdCCDz11FPYvHmz3os03dzc0Lx5c4SGhlqkYERERESmkpXg9O7dGwCQl5eHS5cu4cMPP8Qvv/yCL7/8Ek2bNsW6devQokULPP7441YpLBERkcOw4xocR2DSXVRHjx5FYmIiXnjhBZw4cUL31MSSkhIsWrQIO3bssGghLUHrfHeoi5Bxl7uzYT9r4+t3kx6rUUovhJBxW75SLf3boHGXvtySRzUyliunX7ucRw5Ijy1rLD3W/Xfp+0yhlXe1Uch41IHijox97CP9ZNO6SfhS6AohPVSjlH6cFRrp+825TMbjIWScanLKoJBxkVDYwdMsnCukF8LlVpX0BQsZ57uM65SQcdycZBw3e2Sp28SpZibdRbVgwQKsWrUKq1evhqurq258z549cfz4cYsVjoiIiMgUJiU4ubm5ePLJJw3G+/r61vk6dSIiIiJrMynBCQkJwfnz5w3G//jjjxZ/FxUREZFDEhYYyCiTEpyJEyfi9ddfx6FDh6BQKFBQUID09HTMnDkTkyZNsnQZiYiIHE51HxxzBjLOpE7Gb7zxBtRqNfr06YOysjI8+eSTUCqVmDlzJiZPnmzpMhIRERHJYlKCAwALFy7EnDlzcPbsWWi1WrRp0wbe3t6WLBsREZFjYy2M1Zic4ACAp6cnunbtaqmyEBERNRx8Do5VmdQHh4iIiMiemVWDQ0RERKbhg/6siwkOERGRLbCJyqrYREVEREQOhzU4RERENsAmKutigkNERGQLbKKyKiY4REREtsAEx6rYB4eIiIgcDmtwiIiIbIB9cKyLCQ4REZEtsInKqthERURERA6HNThERES2wBocq2KCQ0REZAPsg2NdDSbBqfJygnCru0WuwlsheZnO5dLXr3WTHlvmJ70MbiXSz3CX29JjNW4y9oOf9B1R5SH9lHO7IX2nVXpKDkWlj/RY5zLp+0FZLD0WALTurpJjne5USI5VaKQfZzmxwkX69mllxCpkNJQrNNKX61QpfducKrSSY8v9pB+3Cm85Gyc9tMpDxn6Qsc80SunldS6Xvs+c71RKjpVDUSW9DEIp7dojNBpTi0N2psEkOERERHaFTVRWxQSHiIjIBthEZV28i4qIiIgcDmtwiIiIbIFNVFbFBIeIiMgWmOBYVb1oovrvf/+L0aNHo3HjxvD09ETHjh1x7NgxWxeLiIjIZAoLDGSc3dfg3LhxA7169UKfPn3w3XffITAwEL/88gsaNWpk66IRERGRnbL7BGfJkiUICwvDp59+qhsXHh5uuwIRERFZApuorMrum6i2b9+Orl274vnnn0dgYCA6deqE1atXG40vLy9HcXGx3kBERGRvqm8TN2cg4+w+wfn111/xwQcf4LHHHsO///1vvPLKK5gyZQo+//zzGuPT0tKgUql0Q1hY2AMuMREREdma3Sc4Wq0WnTt3xqJFi9CpUydMnDgRSUlJ+OCDD2qMT05Ohlqt1g35+fkPuMREREQSCAsMZJTd98EJCQlBmzZt9Ma1bt0amzdvrjFeqVRCqVQ+iKIRERGZh0mK1dh9DU6vXr2Qm5urN+7nn39G8+bNbVQiIiIix3bjxg0kJibqunskJibi5s2bRuMrKysxa9YstGvXDl5eXggNDcWLL76IgoICvbjy8nK89tprCAgIgJeXF+Lj43H58mWz1m2M3Sc406ZNQ1ZWFhYtWoTz589jw4YN+Oijj/Dqq6/aumhEREQms+dOxqNGjUJ2djYyMjKQkZGB7OxsJCYmGo2/ffs2jh8/jrlz5+L48ePYsmULfv75Z8THx+vFTZ06FVu3bsXGjRvx448/4tatW4iLi4Pmnre4y123MXbfRNWtWzds3boVycnJmD9/Plq0aIFly5bhhRdesHXRiIiITGent4nn5OQgIyMDWVlZ6NGjBwBg9erViI6ORm5uLlq1amUwj0qlwq5du/TGLV++HN27d8elS5fQrFkzqNVqrFmzBuvWrUO/fv0AAOvXr0dYWBi+//57DBgwwKR1G2P3NTgAEBcXh9OnT6OsrAw5OTlISkqydZGIiIgcUmZmJlQqlS7BAICoqCioVCocPHhQ8nLUajUUCoXuwbzHjh1DZWUlYmNjdTGhoaGIjIzULddS6wbqQQ0OERGRIzK3mal63vuf92buzTaFhYUIDAw0GB8YGIjCwkJJyygrK8Ps2bMxatQo+Pr66pbr5uYGPz8/vdigoCDdci2x7mr1ogaHiIjI4VjoNvGwsDC957+lpaXVuLrU1FQoFIpah6NHjwIAFArDN10JIWocf7/KykokJCRAq9Vi5cqVde+G+5ZrzrrvxRocIiIiG7BUDU5+fr6ulgSA0dqbyZMnIyEhodZlhoeH49SpU7h69arBtGvXriEoKKjW+SsrKzFixAjk5eVhz549euUKDg5GRUUFbty4oVeLU1RUhJ49e+piTF33/RpMglMSpoCzsu7sT8hIEIWz9FinSumxCk3dMbpYrfRYrav02LIg6d+6wEa3JMeqb7tLjtUq3STHyjkWWhk1txUq6bG3K2UUAoBCI3373K/JONAyLpgKISO4Snqoc5n08jpXSo91KamQXgg5u8xVemW2nGtElYf0YOdyGcdCRt17mZ/0YM9K6WVwrpCxg2X88lZUSD/RFBrp5VWUSbsIK7QyLtZ2wtfXVy+RMCYgIAABAQF1xkVHR0OtVuPw4cPo3r07AODQoUNQq9W6RKQm1cnNuXPnsHfvXjRu3FhvepcuXeDq6opdu3ZhxIgRAIArV67gzJkzWLp0qVnrrgmbqIiIiGzBTp9k3Lp1awwcOBBJSUnIyspCVlYWkpKSEBcXp3cXU0REBLZu3QoAqKqqwvDhw3H06FGkp6dDo9GgsLAQhYWFqKi4+8NEpVJhwoQJmDFjBnbv3o0TJ05g9OjRaNeune6uKqnrlqLB1OAQERHZFTu9TRwA0tPTMWXKFN0dT/Hx8VixYoVeTG5uLtRqNQDg8uXL2L59OwCgY8eOenF79+5FTEwMAOD999+Hi4sLRowYgTt37qBv375Yu3YtnJ3/qAGXsm4pmOAQERGRHn9/f6xfv77WGHFPE3d4eLjeZ2Pc3d2xfPlyLF++3Kx1S8EEh4iIyAYs1cmYasYEh4iIyBbsuInKEbCTMRERETkc1uAQERHZgEIIeY9qqGF+Mo4JDhERkS2wicqq2ERFREREDoc1OERERDbAu6isiwkOERGRLbCJyqqY4BAREdkAa3Csi31wiIiIyOGwBoeIiMgW2ERlVUxwiIiIbIBNVNbFJioiIiJyOKzBISIisgU2UVkVExwiIiIbYTOT9bCJioiIiBwOa3CIiIhsQYi7gznzk1ENJsEpC9bAyUNTZ5xLifRKLa2MvafQyogVCsmxVR7SY+UsV+NdKTnWR1kmObZC4yw5Vu0l/csrp5pX4y49WKOUvs+0LtJjAcC5Uvq+UGiUkmPd1NKPnUIjfV84VdX9/fmD9C+Hc7n05QoX6ftMyKifFi7Sg50rZZyXMr737jek7wfvnN8lx1Y19pZeCBkUWhkbJydU6So51vmW9GuP5GTgASYNvIvKuthERURERA6nwdTgEBER2RXeRWVVTHCIiIhsQKGV14xZ0/xkHBMcIiIiW2ANjlWxDw4RERE5nHqV4KSlpUGhUGDq1Km2LgoREZFZqu+iMmcg4+pNE9WRI0fw0UcfoX379rYuChERkfn4HByrqhc1OLdu3cILL7yA1atXw8/Pz9bFISIiIjtXLxKcV199FYMHD0a/fv3qjC0vL0dxcbHeQEREZG/YRGVddt9EtXHjRhw/fhxHjhyRFJ+WloZ58+ZZuVRERERm4l1UVmXXNTj5+fl4/fXXsX79eri7u0uaJzk5GWq1Wjfk5+dbuZRERERkb+y6BufYsWMoKipCly5ddOM0Gg0OHDiAFStWoLy8HM7O+u+mUSqVUCqlv7eHiIjIFvguKuuy6wSnb9++OH36tN64cePGISIiArNmzTJIboiIiOoN3kVlVXad4Pj4+CAyMlJvnJeXFxo3bmwwnoiIiKiaXSc4REREjopNVNZV7xKcffv22boIRERE5uNdVFZV7xIcIiIiR8AaHOuy69vEiYiIiEzBGhwiIiJb0Iq7gznzk1ENJsFx9S+Dk2fdcZXurpKXKaqkV4A535J+S3uVh+RQ3A7TSI51KpNR3hLpp0aBWiU51ktZITm2yq9KcqyiUvq2KaoU1omVea2p9JKxbI3046HQSC+I8vcyybFapfQyVPpKjy13kf6dk7NtGnfp+1frLD1WI+MxW1rpmwbv4/+VHFt1WXqsCx6RXojS25JDRUAjybFVKmkPagUAIeNYuFyTfj2BRuK1Uiv9mmo2O+6Dc+PGDUyZMgXbt28HAMTHx2P58uVo1KhRjfGVlZV48803sWPHDvz6669QqVTo168fFi9ejNDQUADA9evXkZKSgp07dyI/Px8BAQEYOnQo3nrrLahUf/wfCQ8Px8WLF/WWP2vWLCxevFjWNjSYBIeIiIikGTVqFC5fvoyMjAwAwMsvv4zExER8/fXXNcbfvn0bx48fx9y5c9GhQwfcuHEDU6dORXx8PI4ePQoAKCgoQEFBAd555x20adMGFy9exCuvvIKCggJ8+eWXesubP38+kpKSdJ+9vb1lbwMTHCIiIhtQwMxOxhYrib6cnBxkZGQgKysLPXr0AACsXr0a0dHRyM3NRatWrQzmUalU2LVrl9645cuXo3v37rh06RKaNWuGyMhIbN68WTf9kUcewcKFCzF69GhUVVXBxeWPlMTHxwfBwcFmbQc7GRMREdlC9ZOMzRkAFBcX6w3l5eVmFSszMxMqlUqX3ABAVFQUVCoVDh48KHk5arUaCoXCaLNWdYyvr69ecgMAS5YsQePGjdGxY0csXLgQFRUymiP/hzU4RERE9VhYWJje55SUFKSmppq8vMLCQgQGBhqMDwwMRGFhoaRllJWVYfbs2Rg1ahR8fX1rjPn999/x1ltvYeLEiXrjX3/9dXTu3Bl+fn44fPgwkpOTkZeXh48//ljWdjDBISIisgFLPQcnPz9fL4kw9sLp1NRUzJs3r9ZlHjly5O6yFYYNYEKIGsffr7KyEgkJCdBqtVi5cmWNMcXFxRg8eDDatGmDlJQUvWnTpk3T/d2+fXv4+flh+PDhulodqZjgEBER2YKF7qLy9fU1Wktyr8mTJyMhIaHWmPDwcJw6dQpXr141mHbt2jUEBQXVOn9lZSVGjBiBvLw87Nmzp8ZylZSUYODAgfD29sbWrVvh6lr77YZRUVEAgPPnzzPBISIiIn0BAQEICAioMy46OhpqtRqHDx9G9+7dAQCHDh2CWq1Gz549jc5XndycO3cOe/furTEZKS4uxoABA6BUKrF9+3a4u9f9CIETJ04AAEJCQuqMvRcTHCIiIhtQCAGFML0Kx5x5a9O6dWsMHDgQSUlJ+PDDDwHcvU08Li5O7w6qiIgIpKWlYdiwYaiqqsLw4cNx/PhxfPPNN9BoNLr+Ov7+/nBzc0NJSQliY2Nx+/ZtrF+/XtcpGgCaNGkCZ2dnZGZmIisrC3369IFKpcKRI0cwbdo0xMfHo1mzZrK2gwkOERGRLWj/N5gzv5Wkp6djypQpiI2NBXD3QX8rVqzQi8nNzYVarQYAXL58WfdQwI4dO+rF7d27FzExMTh27BgOHToEAHj00Uf1YvLy8hAeHg6lUolNmzZh3rx5KC8vR/PmzZGUlIQ33nhD9jYwwSEiIrIBe63BAe7Wuqxfv77WGHHP+sPDw/U+1yQmJqbOmM6dOyMrK0t6QWvB5+AQERGRw2ENDhERkS3Y8buoHAETHCIiIlu452nEJs9PRrGJioiIiBwOa3CIiIhswFJPMqaaMcEhIiKyBTZRWRWbqIiIiMjhsAaHiIjIBhTau4M585NxTHCIiIhsgU1UVsUmKiIiInI4DaYGx929Es7udedz7spKycssr5C++6o8naXHKiSHws1VIzm2skx6ebUyYksLvSXH3vGpkByrbFQuOVZTKX3/au5I3zbpexfQlMv7vVAhfbeh0kv6SXGniZvkWKcK6bGQcV46VUmPlfM+nUov6bGaul9S/AcZh05YaT8UDmkuOdatRPpLBxUa6b/y3W5JPxiuJdI3rkLlKjlWTnldPaSfv4prpdICtdKvUWbjg/6sqsEkOERERPbEnt9F5QiY4BAREdkC++BYFfvgEBERkcNhDQ4REZEtCMjqg1bj/GQUExwiIiIbYB8c67L7Jqq0tDR069YNPj4+CAwMxNChQ5Gbm2vrYhEREZEds/sEZ//+/Xj11VeRlZWFXbt2oaqqCrGxsSgtlXjLHxERkT0S+KOjsUmDrTfAvtl9E1VGRobe508//RSBgYE4duwYnnzySRuVioiIyEy8i8qq7D7BuZ9arQYA+Pv71zi9vLwc5eV/PCCuuLj4gZSLiIiI7IfdN1HdSwiB6dOn4/HHH0dkZGSNMWlpaVCpVLohLCzsAZeSiIhIAq0FBjKqXiU4kydPxqlTp/DPf/7TaExycjLUarVuyM/Pf4AlJCIikqb6LipzBjKu3jRRvfbaa9i+fTsOHDiAhx56yGicUqmEUql8gCUjIiIyAfvgWJXdJzhCCLz22mvYunUr9u3bhxYtWti6SERERGTn7D7BefXVV7FhwwZ89dVX8PHxQWFhIQBApVLBw8PDxqUjIiIyEWtwrMru++B88MEHUKvViImJQUhIiG7YtGmTrYtGRERkOrOegWNmctQA2H0NjuABJCIiIpnsPsEhIiJySFoACjPnJ6OY4BAREdkAX7ZpXXbfB4eIiIhILtbgEBER2QLvorKqBpPglFc6w7my7s11c9FIXqanR4XkWCdP6Seii5P0hlWNkN6A6+YrfduEjOXekbBfq5VXuEqPvSM9VlQ4S451cq+SHKvwrJQcW66SXgYAqHSWfpy1GhmVrbekHw+nSunHWauSvt+glb5cp5vSy6v1sE6nA4W39OOscJL+XdYWu0mOLbst/RgrpH+VIZylHwuFRvo57Fos/bg5l9cdU015Q3qs6y0v6bEFRZLihFb6uWA2rQAUZiQpWiY4tWETFRERETmcBlODQ0REZFfYRGVVTHCIiIhswtyH9THBqQ0THCIiIltgDY5VsQ8OERERORwmOERERLagFeYPVnLjxg0kJiZCpVJBpVIhMTERN2/eNBpfWVmJWbNmoV27dvDy8kJoaChefPFFFBQU6MXFxMRAoVDoDQkJCWat2xgmOERERLYgtOYPVjJq1ChkZ2cjIyMDGRkZyM7ORmJiotH427dv4/jx45g7dy6OHz+OLVu24Oeff0Z8fLxBbFJSEq5cuaIbPvzwQ7PWbQz74BAREZFOTk4OMjIykJWVhR49egAAVq9ejejoaOTm5qJVq1YG86hUKuzatUtv3PLly9G9e3dcunQJzZo104339PREcHCwxdZtDGtwiIiIbKG6k7E5A4Di4mK9obxcxpMVa5CZmQmVSqVLMAAgKioKKpUKBw8elLwctVoNhUKBRo0a6Y1PT09HQEAA2rZti5kzZ6KkpMTi6wZYg0NERGQbWgGzbvX+Xx+csLAwvdEpKSlITU01ebGFhYUIDAw0GB8YGIjCwkJJyygrK8Ps2bMxatQo+Pr66sa/8MILaNGiBYKDg3HmzBkkJyfj5MmTutofS6y7GhMcIiKieiw/P18viVAqlTXGpaamYt68ebUu68iRIwAAhcLwFR9CiBrH36+yshIJCQnQarVYuXKl3rSkpCTd35GRkXjsscfQtWtXHD9+HJ07dzZ73fdigkNERGQLFnoOjq+vr16CY8zkyZMN7li6X3h4OE6dOoWrV68aTLt27RqCgoJqnb+yshIjRoxAXl4e9uzZU2e5OnfuDFdXV5w7dw6dO3dGcHCwyeu+HxMcIiIiWxAwM8GRFx4QEICAgIA646Kjo6FWq3H48GF0794dAHDo0CGo1Wr07NnT6HzVyc25c+ewd+9eNG7cuM51/fTTT6isrERISIhZ664JOxkTERGRTuvWrTFw4EAkJSUhKysLWVlZSEpKQlxcnN5dTBEREdi6dSsAoKqqCsOHD8fRo0eRnp4OjUaDwsJCFBYWoqKiAgDwyy+/YP78+Th69CguXLiAHTt24Pnnn0enTp3Qq1cvWeuWggkOERGRLVjoLiprSE9PR7t27RAbG4vY2Fi0b98e69at04vJzc2FWq0GAFy+fBnbt2/H5cuX0bFjR4SEhOiG6ruf3NzcsHv3bgwYMACtWrXClClTEBsbi++//x7Ozs6y1i0Fm6iIiIhsQasFYMbD+rTWe9Cfv78/1q9fX2uMuCfBCg8P1/tck7CwMOzfv98i65aCCQ4REZEt8GWbVsUmKiIiInI4rMEhIiKyBdbgWFWDSXAq77hCo3CtM87JU/oJ4+qikRzr4iS9rdTTtUJyrJ/7Hcmxvq5lkmMrtM51B/1Pmabu/VpNK+Q9qEmq3+54SY6tqJK+bVpIL6+zQt7Fxt21UnKsRiu9svX6LU/JsULG8XBzrZIc6+QkfV94h0l/rHyXxvmSY0f6H5IcG6WUfiksF9KP249l7pJjv7nZUXLs0d+a1R30P4XX634+SjWtVvr5UC7jdBe/1/zguRrL4CL9XHe/6SY51rVS4vkrpJ/nZrPQk4ypZmyiIiIiIofTYGpwiIiI7IkQWghh+p1Q5szbEDDBISIisgUhzGtmYh+cWrGJioiIiBwOa3CIiIhsQZjZyZg1OLWqFzU4K1euRIsWLeDu7o4uXbrghx9+sHWRiIiIzKPVmj+QUXaf4GzatAlTp07FnDlzcOLECTzxxBMYNGgQLl26ZOuiERERkZ2y+wTnvffew4QJE/DSSy+hdevWWLZsGcLCwvDBBx/YumhERESms+OXbToCu+6DU1FRgWPHjmH27Nl642NjY3VvJ71feXk5ysv/eHBYcXGxVctIRERkCqHVQih4m7i12HUNzm+//QaNRoOgoCC98UFBQSgsLKxxnrS0NKhUKt0QFhb2IIpKREQkD2twrMquE5xqCoX+48OFEAbjqiUnJ0OtVuuG/Hzpj3YnIiIix2DXTVQBAQFwdnY2qK0pKioyqNWpplQqoVRKf+8JERGRTWgFIPMddnpYg1Mru67BcXNzQ5cuXbBr1y698bt27ULPnj1tVCoiIiILEAIQWjMGJji1sesaHACYPn06EhMT0bVrV0RHR+Ojjz7CpUuX8Morr9i6aERERGSn7D7BGTlyJH7//XfMnz8fV65cQWRkJHbs2IHmzZvbumhEREQmE1oBYUYTlWANTq3sPsEBgEmTJmHSpEm2LgYREZHlCC0AM2715m3itbLrPjhEREREpqgXNThERESOhk1U1sUEh4iIyBbYRGVVDp/gVGe42jvldUTepUGF5GVrNFWSYxUyHsdd5Sq9DJUa6bEVLjKWK5xllEH6rwitqPkBjeaquiP9VNZopG+bFnLKK+/XVJVrpeRYjVZ6a7LmtvRYIeN4aFw10pfrJH1fVFVJ+24CQLlS+j4rdZX+nSuukL5t5TL+qZSWyVjuLenbVlUqfZ9pb5dJjhVaGee7jNNd3JEerCmXfv5WVcq4rgpp178qcfc4PIjakSpUyr1sGM5PRimEg9dxXb58ma9rICIiWfLz8/HQQw9ZZdllZWVo0aKF0VcOyREcHIy8vDy4u7tboGSOxeETHK1Wi4KCAvj4+Oi93qG4uBhhYWHIz8+Hr6+vDUtoedy2+onbVj9x2+onY9smhEBJSQlCQ0Ph5GS9+3DKyspQUSG9Vt0YNzc3JjdGOHwTlZOTU61ZuK+vr8N9catx2+onblv9xG2rn2raNpVKZfX1uru7MzGxMt4mTkRERA6HCQ4RERE5nAab4CiVSqSkpDjkm8e5bfUTt61+4rbVT468bXSXw3cyJiIiooanwdbgEBERkeNigkNEREQOhwkOERERORwmOERERORwGmSCs3LlSrRo0QLu7u7o0qULfvjhB1sXyWypqalQKBR6Q3BwsK2LZbIDBw5gyJAhCA0NhUKhwLZt2/SmCyGQmpqK0NBQeHh4ICYmBj/99JNtCitTXds2duxYg2MZFRVlm8LKkJaWhm7dusHHxweBgYEYOnQocnNz9WLq63GTsm319bgBwAcffID27dvrHnoXHR2N7777Tje9vh43oO5tq8/HjWrX4BKcTZs2YerUqZgzZw5OnDiBJ554AoMGDcKlS5dsXTSztW3bFleuXNENp0+ftnWRTFZaWooOHTpgxYoVNU5funQp3nvvPaxYsQJHjhxBcHAw+vfvj5KSkgdcUvnq2jYAGDhwoN6x3LFjxwMsoWn279+PV199FVlZWdi1axeqqqoQGxuL0tJSXUx9PW5Stg2on8cNAB566CEsXrwYR48exdGjR/HUU0/hmWee0SUx9fW4AXVvG1B/jxvVQTQw3bt3F6+88oreuIiICDF79mwblcgyUlJSRIcOHWxdDKsAILZu3ar7rNVqRXBwsFi8eLFuXFlZmVCpVGLVqlU2KKHp7t82IYQYM2aMeOaZZ2xSHksqKioSAMT+/fuFEI513O7fNiEc57hV8/PzEx9//LFDHbdq1dsmhOMdN/pDg6rBqaiowLFjxxAbG6s3PjY2FgcPHrRRqSzn3LlzCA0NRYsWLZCQkIBff/3V1kWyiry8PBQWFuodR6VSid69ezvEcQSAffv2ITAwEC1btkRSUhKKiopsXSTZ1Go1AMDf3x+AYx23+7etmiMcN41Gg40bN6K0tBTR0dEOddzu37ZqjnDcyJDDv2zzXr/99hs0Gg2CgoL0xgcFBVnktfW21KNHD3z++edo2bIlrl69igULFqBnz5746aef0LhxY1sXz6Kqj1VNx/HixYu2KJJFDRo0CM8//zyaN2+OvLw8zJ07F0899RSOHTtWb566KoTA9OnT8fjjjyMyMhKA4xy3mrYNqP/H7fTp04iOjkZZWRm8vb2xdetWtGnTRpfE1OfjZmzbgPp/3Mi4BpXgVFMoFHqfhRAG4+qbQYMG6f5u164doqOj8cgjj+Czzz7D9OnTbVgy63HE4wgAI0eO1P0dGRmJrl27onnz5vj222/x7LPP2rBk0k2ePBmnTp3Cjz/+aDCtvh83Y9tW349bq1atkJ2djZs3b2Lz5s0YM2YM9u/fr5ten4+bsW1r06ZNvT9uZFyDaqIKCAiAs7OzQW1NUVGRwa+T+s7Lywvt2rXDuXPnbF0Ui6u+O6whHEcACAkJQfPmzevNsXzttdewfft27N27Fw899JBuvCMcN2PbVpP6dtzc3Nzw6KOPomvXrkhLS0OHDh3wt7/9zSGOm7Ftq0l9O25kXINKcNzc3NClSxfs2rVLb/yuXbvQs2dPG5XKOsrLy5GTk4OQkBBbF8XiWrRogeDgYL3jWFFRgf379zvccQSA33//Hfn5+XZ/LIUQmDx5MrZs2YI9e/agRYsWetPr83Gra9tqUl+OmzFCCJSXl9fr42ZM9bbVpL4fN7qHrXo328rGjRuFq6urWLNmjTh79qyYOnWq8PLyEhcuXLB10cwyY8YMsW/fPvHrr7+KrKwsERcXJ3x8fOrtdpWUlIgTJ06IEydOCADivffeEydOnBAXL14UQgixePFioVKpxJYtW8Tp06fFn/70JxESEiKKi4ttXPK61bZtJSUlYsaMGeLgwYMiLy9P7N27V0RHR4umTZva/bb9+c9/FiqVSuzbt09cuXJFN9y+fVsXU1+PW13bVp+PmxBCJCcniwMHDoi8vDxx6tQp8de//lU4OTmJnTt3CiHq73ETovZtq+/HjWrX4BIcIYT4xz/+IZo3by7c3NxE586d9W71rK9GjhwpQkJChKurqwgNDRXPPvus+Omnn2xdLJPt3btXADAYxowZI4S4e8txSkqKCA4OFkqlUjz55JPi9OnTti20RLVt2+3bt0VsbKxo0qSJcHV1Fc2aNRNjxowRly5dsnWx61TTNgEQn376qS6mvh63uratPh83IYQYP3687prYpEkT0bdvX11yI0T9PW5C1L5t9f24Ue0UQgjx4OqLiIiIiKyvQfXBISIiooaBCQ4RERE5HCY4RERE5HCY4BAREZHDYYJDREREDocJDhERETkcJjhERETkcJjgEDmI1NRUdOzY0eT5L1y4AIVCgezsbIuViYjIVpjgEDmImTNnYvfu3bYuBhGRXXCxdQGIyDK8vb3h7e1t0rwVFRUWLg0RkW2xBoeonrh27RqCg4OxaNEi3bhDhw7Bzc0NO3fulNVENXbsWAwdOhRpaWkIDQ1Fy5YtddN+/fVX9OnTB56enujQoQMyMzP15t28eTPatm0LpVKJ8PBwvPvuuxbZPiIiS2KCQ1RPNGnSBJ988glSU1Nx9OhR3Lp1C6NHj8akSZMQGxsre3m7d+9GTk4Odu3ahW+++UY3fs6cOZg5cyays7PRsmVL/OlPf0JVVRUA4NixYxgxYgQSEhJw+vRppKamYu7cuVi7dq2lNpOIyCLYREVUjzz99NNISkrCCy+8gG7dusHd3R2LFy82aVleXl74+OOP4ebmBuBuJ2Pgbl+ewYMHAwDmzZuHtm3b4vz584iIiMB7772Hvn37Yu7cuQCAli1b4uzZs3j77bcxduxYs7ePiMhSWINDVM+88847qKqqwhdffIH09HS4u7ubtJx27drpkpt7tW/fXvd3SEgIAKCoqAgAkJOTg169eunF9+rVC+fOnYNGozGpHERE1sAEh6ie+fXXX1FQUACtVouLFy+avBwvL68ax7u6uur+VigUAACtVgsAEELoxlUTQphcBiIia2ETFVE9UlFRgRdeeAEjR45EREQEJkyYgNOnTyMoKOiBrL9Nmzb48ccf9cYdPHgQLVu2hLOz8wMpAxGRFExwiOqROXPmQK1W4+9//zu8vb3x3XffYcKECXqdhK1pxowZ6NatG9566y2MHDkSmZmZWLFiBVauXPlA1k9EJBUTHKJ6Yt++fVi2bBn27t0LX19fAMC6devQvn17fPDBBw+kDJ07d8YXX3yB//u//8Nbb72FkJAQzJ8/nx2MicjuKAQb0ImIiMjBsJMxERERORwmOEQOqPq1DTUNP/zwg62LR0RkdWyiInJA58+fNzqtadOm8PDweIClISJ68JjgEBERkcNhExURERE5HCY4RERE5HCY4BAREZHDYYJDREREDocJDhERETkcJjhERETkcJjgEBERkcNhgkNEREQO5/8Dyqof9Qye4u8AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Applying the 'conservative' weights without defined mask from an example above\n", "# with active adaptive masking and the default na_thres=1.\n", "zeta_remapped = regrid_nomask(ds[\"zeta\"], skipna=True)\n", "zeta_remapped.isel(ocean_time=0).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extrapolation\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we saw in the previous example, the bilinear interpolation was not providing\n", "a value at all the destination points. This is where the extrapolation becomes\n", "useful. xESMF allows to use the ESMF algorithms described in this\n", "[section of the ESMF documentation](http://earthsystemmodeling.org/docs/release/ESMF_8_0_1/ESMF_refdoc/node9.html#SECTION090117000000000000000).\n", "This is a very short example and more options are available. Please refer to the\n", "aforementioned documentation for more details.\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "regrid_extrap = xesmf.Regridder(\n", " ds, ds_coarse, method=\"bilinear\", extrap_method=\"nearest_s2d\"\n", ")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "zeta_remapped_extrap = regrid_extrap(ds[\"zeta\"])" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "zeta_remapped_extrap.isel(ocean_time=0).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Avoid extrapolation when remapping to a larger domain with the `nearest_s2d` method\n", "\n", "When remapping to a larger domain with the `nearest_s2d` method, target grid\n", "cells outside the original source domain will get the value of the closest\n", "source grid cell at the domain edge, independent of the selected\n", "`extrap_method`. This can be an undesired behaviour. Please see\n", "[Curvilinear Grid - Undesired Extrapolation](Curvilinear_grid.ipynb#Undesired-extrapolation)\n", "for more details.\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 4 }