{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import cmocean.cm as cm\n", "import h5py\n", "import matplotlib as mpl\n", "import matplotlib.colorbar as colorbar\n", "import matplotlib.colors as mplcolours\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import xarray as xr\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "mesh = xr.open_dataset('~/MEOPAR/grid/mesh_mask201702.nc')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "oil0d2000 = pd.read_csv('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_2000_AKNS/resOilOutput.sro', sep='\\s+', skiprows=4)\n", "oil0d2000 = oil0d2000.drop([0], axis=0)\n", "length =len(oil0d2000)\n", "oil0d2000 = oil0d2000.drop([length-3, length-2, length-1, length], axis=0)\n", "\n", "oil0d5000 = pd.read_csv('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_5000_AKNS/resOilOutput.sro', sep='\\s+', skiprows=4)\n", "oil0d5000 = oil0d5000.drop([0], axis=0)\n", "length =len(oil0d5000)\n", "oil0d5000 = oil0d5000.drop([length-3, length-2, length-1, length], axis=0)\n", "\n", "oil0d10k = pd.read_csv('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_10000_AKNS/resOilOutput.sro', sep='\\s+', skiprows=4)\n", "oil0d10k = oil0d10k.drop([0], axis=0)\n", "length =len(oil0d10k)\n", "oil0d10k = oil0d10k.drop([length-3, length-2, length-1, length], axis=0)\n", "\n", "oil0d20k = pd.read_csv('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_20000_AKNS/resOilOutput.sro', sep='\\s+', skiprows=4)\n", "oil0d20k = oil0d20k.drop([0], axis=0)\n", "length =len(oil0d20k)\n", "oil0d20k = oil0d20k.drop([length-3, length-2, length-1, length], axis=0)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "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, 1, figsize=(15,5))\n", "oil0d2000.Area.plot(ax=ax, label=\"2000\");\n", "oil0d5000.Area.plot(ax=ax, label=\"5000\");\n", "oil0d10k.Area.plot(ax=ax, label=\"10000\");\n", "oil0d20k.Area.plot(ax=ax, label=\"20000\");\n", "plt.grid();\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(15,5))\n", "oil0d2000.MDissolved.plot();\n", "oil0d2000.MEvaporated.plot();\n", "oil0d2000.MassOil.plot();\n", "oil0d2000.MDispersed.plot();\n", "oil0d2000.MBio.plot()\n", "massbeached2 = (oil0d2000.VolOilBeached*oil0d2000.Density/(1-oil0d2000.VWaterContent)\n", " *(1-oil0d2000.MWaterContent))\n", "\n", "massbeached2.plot(label=\"Beached\")\n", "\n", "plt.plot(oil0d2000.MDissolved + oil0d2000.MEvaporated + oil0d2000.MassOil \n", " + massbeached2 + oil0d2000.MDispersed + oil0d2000.MBio);\n", "\n", "oil0d20k.MDissolved.plot(style='--x');\n", "oil0d20k.MEvaporated.plot(style='--x');\n", "oil0d20k.MassOil.plot(style='--x');\n", "oil0d20k.MDispersed.plot(style='--x');\n", "oil0d20k.MBio.plot(style='--x')\n", "massbeached20 = (oil0d20k.VolOilBeached*oil0d20k.Density/(1-oil0d20k.VWaterContent)\n", " *(1-oil0d20k.MWaterContent))\n", "massbeached10 = (oil0d10k.VolOilBeached*oil0d10k.Density/(1-oil0d10k.VWaterContent)\n", " *(1-oil0d10k.MWaterContent))\n", "\n", "massbeached5 = (oil0d5000.VolOilBeached*oil0d5000.Density/(1-oil0d5000.VWaterContent)\n", " *(1-oil0d5000.MWaterContent))\n", "\n", "massbeached20.plot(label=\"Beached\", style='--x')\n", "\n", "plt.plot(oil0d20k.MDissolved + oil0d20k.MEvaporated + oil0d20k.MassOil \n", " + massbeached20 + oil0d20k.MDispersed + oil0d20k.MBio);\n", "\n", "\n", "plt.legend();\n", "plt.grid();" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(15, 3.5))\n", "ax.plot(oil0d2000.MDissolved + oil0d2000.MEvaporated + oil0d2000.MassOil \n", " + massbeached2 + oil0d2000.MDispersed + oil0d2000.MBio);\n", "ax.plot(oil0d5000.MDissolved + oil0d5000.MEvaporated + oil0d5000.MassOil \n", " + massbeached5 + oil0d5000.MDispersed + oil0d5000.MBio);\n", "ax.plot(oil0d10k.MDissolved + oil0d10k.MEvaporated + oil0d10k.MassOil \n", " + massbeached10 + oil0d10k.MDispersed + oil0d10k.MBio);\n", "ax.plot(oil0d20k.MDissolved + oil0d20k.MEvaporated + oil0d20k.MassOil \n", " + massbeached20 + oil0d20k.MDispersed + oil0d20k.MBio);\n", "ax.grid();" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "oil0d2000.VolumeOil.plot(style='+-');\n", "oil0d20k.VolumeOil.plot();\n", "plt.legend();\n", "plt.grid();" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "oil0d2000.AnalyteMass1.plot()\n", "oil0d2000.AnalyteMass2.plot()\n", "oil0d2000.AnalyteMass3.plot()\n", "oil0d2000.AnalyteMass4.plot()\n", "oil0d2000.AnalyteMass5.plot();\n", "oil0d20k.AnalyteMass1.plot()\n", "oil0d20k.AnalyteMass2.plot()\n", "oil0d20k.AnalyteMass3.plot()\n", "oil0d20k.AnalyteMass4.plot()\n", "oil0d20k.AnalyteMass5.plot();" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "oil0d2000.Thickness.plot();\n", "oil0d5000.Thickness.plot();\n", "oil0d10k.Thickness.plot();\n", "oil0d20k.Thickness.plot();" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "oilLag2000 = xr.open_dataset('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_2000_AKNS/Lagrangian_SoG_2000_AKNS_SoG_2000_AKNS.nc')\n", "oilLag5000 = xr.open_dataset('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_5000_AKNS/Lagrangian_SoG_5000_AKNS_SoG_5000_AKNS.nc')\n", "oilLag10k = xr.open_dataset('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_10000_AKNS/Lagrangian_SoG_10000_AKNS_SoG_10000_AKNS.nc')\n", "oilLag20k = xr.open_dataset('/data/sallen/results/MIDOSS/ParticleNoTests/SoG_20000_AKNS/Lagrangian_SoG_20000_AKNS_SoG_20000_AKNS.nc')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "imin, imax = 460, 560\n", "jmin, jmax = 180, 260" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array(7889.4208)\n", "Coordinates:\n", " time datetime64[ns] 2018-01-15T20:30:00\n", "\n", "array(7889.4634)\n", "Coordinates:\n", " time datetime64[ns] 2018-01-15T20:30:00\n", "\n", "array(7889.4511)\n", "Coordinates:\n", " time datetime64[ns] 2018-01-15T20:30:00\n", "\n", "array(7889.4518)\n", "Coordinates:\n", " time datetime64[ns] 2018-01-15T20:30:00\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 18, "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, axs = plt.subplots(4, 2, figsize=(15, 20))\n", "it = 20\n", "\n", "field = oilLag2000.OilWaterColumnOilVol_3D[it]\n", "(field[:, imin:imax , jmin:jmax].sum(axis=0)).plot(ax=axs[0, 0], cmap='copper')\n", "print (oilLag2000.OilWaterColumnOilVol_3D[it, :, imin:imax, jmin:jmax].sum(axis=0).sum(axis=0).sum(axis=0))\n", "\n", "axs[0, 1].plot(oilLag2000.time[0:72], oilLag2000.OilWaterColumnOilVol_3D[0:72].sum(axis=1).sum(axis=1).sum(axis=1)\n", " )\n", "\n", "field = oilLag5000.OilWaterColumnOilVol_3D[it]\n", "(field[:, imin:imax , jmin:jmax].sum(axis=0)).plot(ax=axs[1, 0], cmap='copper')\n", "print (oilLag5000.OilWaterColumnOilVol_3D[it, :, imin:imax, jmin:jmax].sum(axis=0).sum(axis=0).sum(axis=0))\n", "\n", "axs[1, 1].plot(oilLag5000.time[0:72], oilLag5000.OilWaterColumnOilVol_3D[0:72].sum(axis=1).sum(axis=1).sum(axis=1)\n", " )\n", "\n", "field = oilLag10k.OilWaterColumnOilVol_3D[it]\n", "(field[:, imin:imax , jmin:jmax].sum(axis=0)).plot(ax=axs[2, 0], cmap='copper')\n", "print (oilLag10k.OilWaterColumnOilVol_3D[it, :, imin:imax, jmin:jmax].sum(axis=0).sum(axis=0).sum(axis=0))\n", "\n", "axs[2, 1].plot(oilLag10k.time[0:72], oilLag10k.OilWaterColumnOilVol_3D[0:72].sum(axis=1).sum(axis=1).sum(axis=1)\n", " )\n", "\n", "field = oilLag20k.OilWaterColumnOilVol_3D[it]\n", "(field[:, imin:imax , jmin:jmax].sum(axis=0)).plot(ax=axs[3, 0], cmap='copper')\n", "print (oilLag20k.OilWaterColumnOilVol_3D[it, :, imin:imax, jmin:jmax].sum(axis=0).sum(axis=0).sum(axis=0))\n", "\n", "axs[3, 1].plot(oilLag20k.time[0:72], oilLag20k.OilWaterColumnOilVol_3D[0:72].sum(axis=1).sum(axis=1).sum(axis=1)\n", " )" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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P4huAD0fERsBD/GEtBc8B3h8R48Ba4I2Z+Zs+tE+SpH4wHyVJA6MnHcXMvAy4rHz+PWDvaWouAC7oRXskqWnG3NVtKJmPktRd5mN9/RhRlCR1WACbjOC0GEmSNsR8rK9raxQlSZIkScPJEcV+W7mwWv2Hn1Kt/jk/q1a/5R7V6i99VbV6SV3hDYXVOHfsWq1+yX7V6p95ZbV6gM3MSGnYmI/12VGUpAYYS9h03CSUJKmV+VifU08lSZIkSW0cUZSkBgiSTde6Wl+SpFbmY312FCWpEcYBb60nSVI787Eup55KkiRJkto4oihJjbAWuLffjZAkacCYj3XZUZSkRnBqjSRJU5mPddlRlKRGMAglSZrKfKzLNYqSJEmSpDaOKEpSI6zFb0wlSZrMfKzLjqIkNcI4LtaXJGky87Eup55KkiRJkto4oihJjeDUGkmSpjIf67KjKEmN4K5ukiRNZT7WZUdx2HzpiGr1f/GiavUPXletfts3VKtfubBavSRJs/HVinl31/+t/hljFTNyx9dUq1+5Y7X6VfOr1UtSBXYUJakR/MZUkqSpzMe67ChKUiOsxV3dJEmazHysy11PJUmSJGmOIuL4iLg+Iq6LiHMiYrOI2CoivhkRN5c/H91SvzgilkXETRHxwpbje0fEteW5j0RE9OP3cURRkhrBqTWSJE3Vm3yMiB2AY4HdMvP3EXE+cDiwG3BJZp4cEScCJwInRMRu5fndge2Bb0XErpm5FvgYsAi4HPgacCBwUdd/iUnsKEpSI7j9tyRJU/U0HzcC5kfEGmBz4FfAYuCA8vxZwGXACcAhwLmZuQq4LSKWAftGxO3Agsz8IUBEnA0cih1FSVItMQ4bdWANxpq5X0KSpIHRqXwEWMM2EbG05cgZmXkGQGb+MiJOBX4B/B74RmZ+IyIem5krypoVEbFt+d4dKEYMJywvj60pn08+3nN2FCVJkiRpZndn5j7TnSjXHh4C7Az8Fvh8RBy5gWtNt+4wN3C85+woSlITxFrYuANTa2YxohgRxwOvpwiua4G/pphicx6wE3A7cFhm3lvWLwaOppj/c2xmXlwe3xs4E5hPsQbjuMzsSxhKkhqqU/kIM2XkXwC3ZeZdABHxReBPgDsjYrtyNHE7YGVZvxxovXnqQoqpqsvL55OP95y7nkpSU2zUgccMWhbr75OZewDzKBbjn0ixWH8X4JLyNZMW6x8IfDQi5pWXm1isv0v5OHAOv70kSdPrRD7OnJG/APaLiM3LXUqfB9wIXAgcVdYcBXy5fH4hcHhEbBoRO1Pk4JXlNNUHImK/8jqvbXlPT9lRlCRVNbFYfyMeXqx/CMUifcqfh5bP/7BYPzNvAyYW629HuVi/HEU8u+U9kiQNlcy8AvgC8GOK2TZjwBnAycDzI+Jm4PnlazLzeuB84Abg68Ax5Y6nAG8CPkGRmbfQh41swKmnktQMAWzckSutd6E+NHOxviSpwTqXjzPKzPcC7510eBXF6OJ09UuAJdMcXwrs0fEGVmRHUZKaoHNBuN6F+tDMxfqSpAbrYUexaZx6Kkmq4g+L9TNzDdC2WB9g2BbrS5KkqewoSlITTHxjOtfHzBq3WF+S1GCdyscRHJV06mnTfXfPavX/r+L1P/TxavXbvqHiBwArF85cI426oCf/omfmFRExsVh/HLiaYrH+I4HzI+Jois7kq8r66yNiYrH+OFMX659JcXuMi+jTYn2NqJ8sqP6eiyvWH/wfFd9wYsV6STPqUT42kX82SVIlTVusL0mSprKjKElN4GJ9SZKmMh9rs6MoSU1gEEqSNJX5WJsdRUlqAoNQkqSpzMfa3PVUkiRJktTGEUVJagJ3dZMkaSrzsTb/bJLUBE6tkSRpKvOxNqeeSpIkSZLaOKIoSU3gN6aSJE1lPtZmR1GSmsAglCRpKvOxNqeeSpIkSZLaOKIoSU0QwEbRgQtlB64hSdKA6Fg+wqhlpB1FSWqCMWC+HUVJktp0LB9h1DLSqaeSJEmSpDaOKDbdqvnV6t9/bLX6v/lItfq/+ni1eoA/r9im+7au/hnSsAtgs059YyqNgKr5CHDYG6rVH18x815ycrX6gyq2Z+XCavVSE5iPtdlRlKQmGMMglCRpMvOxNqeeSpIkSZLaOKIoSU0wFn5jKknSZOZjbXYUJakJXINBRDwGIDPv6ndbJEkDwnysnY92FCWpCUZ0DUZEBPBe4M0U/zkwFhHjwOmZ+f6+Nk6S1H/mY+18dI2iJGmYvRXYH3hGZm6dmY8GngnsHxHH97dpkiT1zZzz0RFFSWqCMaDGbv8N8Frg+Zl598SBzLw1Io4EvgF8qG8tkyT1n/lYOx/tKEpSE4zuGoyNW0NwQmbeFREb96NBkqQBYj62qZKPTj2VJA2z1TXPSZLUZHPOR0cUJakJRnSxPrBnRNw/zfEANut1YyRJA8Z8nGzW+WhHUZKaIEbzPlGZOa/fbZAkDTDzsTannkqSGiUitup3GyRJGjRV89GOoiQ1wcTUmrk+hkxE7B8RN0bE9RHxzIj4JrA0Iu6IiGf1u32SpD7rVD4OWUZ2Ih+deqp2921drf5Tx1b8gI9UrAfuXlKt/vXbVKs/613V6qVBNAbMH64Q65APAYcBjwS+Chyamd+LiKcDp1PcQ0rqjJULq9WfVjEjd6uYkXeeVK3+iN2q1X/pjdXqAVaN5n0INMDMx9r5aEdRkjTMNs7MawEi4q7M/B5AZv44IvwvVknSqJpzPtpRlKQmGN1d3VqXUCyedG6TXjZEkjSAzEeomY92FCWpCUb3hsLviYjNM/PBzPzPiYMR8UTg7D62S5I0CMzH2vnY9c1sImJeRFwdEf9Vvt4rIi6PiGsiYmlE7NtSuzgilkXETRHxwm63TZIaI4CxnPtjyGTmhZn54DTHb8nMUyZeR8TpvW3ZzMxHSeqBTuXjkGVkJ/KxF7ueHgfc2PL6FOCkzNwL+IfyNRGxG3A4sDtwIPDRiPD+WJKkThjETW3MR0lSv603H7vaUYyIhcBLgE+0HE5gQfl8S+BX5fNDgHMzc1Vm3gYsA/ZFkjQ783LuD/WE+ShJPdSJfBzBjOz2GsXTgHcCW7QceytwcUScStFR/ZPy+A7A5S11y8tjbSJiEbCoeLVlxxssSUNpYmqNhkXH8xHMSEmawnysrWsjihFxELAyM6+adOpNwPGZuSNwPPDJibdMc5kp/6tm5hmZuU9m7gObd7TNkqTGGpidDLqVj2BGSpIqW28+dnNEcX/g4Ih4MbAZsCAiPgu8lGJdBsDneXjazXJgx5b3L+ThaTeSpJmM4LSYCj7c7wa0MB8lqZfMxw1Zbz52raOYmYsp79kREQcA78jMIyPiRuDPgMuA5wI3l2+5EPhcRHwQ2B7YBbiyW+2TpEaJ4duRrRMi4iusZ3QNIDMPLn+e2as2zcR8lKQeMh+nNZt87Md9FN8AfDgiNgIeolxLkZnXR8T5wA3AOHBMZq7tQ/skScPj1H43oIPMR0lSp8w5H3vSUczMyyi+ISUzvwfsvZ66JcCSXrRJkhpnBKfWZOa3J55HxCbAruXLmzJzTX9aNXvmoyT1gPlYKx/7MaIoSeq0AMbW9bsVfVNO4TwLuJ3ir7FjRByVmd/pZ7skSX1mPh5AzXy0oyhJaoIPAC/IzJsAImJX4BzWM0InSdKIqJ2PdhQ1N/dtXa3+oydW/4xPHlat/p7zq9V/+qnV6l++f7X6/35ltfpNf1+tHqr/77BqfvXP0OAbwak1LTaeCEGAzPyfiNi4nw2SKv/b/NqKGfmGqvl4VrX62KZaPcArX1WtvmpGVlX1fwM1k/lYKx/tKEpSE4zorm4tlkbEJ4HPlK9fA0y+T6EkadSYj7Xz0Y6iJDXFCH5jGhH7ZOZSipvVHwMcS7EG4zvAR/vZNknSgDAfa+WjHUVJ0jD7eEQ8kmK9xbmZ+cF+N0iSpAEw53wc63ybJEk9FxRTa+b6GDKZ+TTgIGAt8IWIuCYiToiIP+pz0yRJg6BT+ThkGdmJfLSjKElNMS/n/hhCmXlTZp6UmbsBRwGPAi6NiO/3uWmSpEHQiXwcwoycaz7aUZQkNUJEjAHbAo8FHgHc1d8WSZLUf3Xz0TWKktQEE1NrRlBEPBs4AjgUuA44Fzg+M+/ra8MkSf1nPtbORzuKktQUIzhHJCLuAH5BEX4nZeadfW6SJGnQmI+18tGOoiRpmP1pZv68342QJGnAzDkf7ShKUhMEMK/fjeiLf42I9c4pysyDe9kYSdKAMR+nNZt8tKMoSU0xglNrgFP73QBJ0oAzH2uxoyhJGlqZ+e1+t0GSpAkR8SjgE8AeQAJ/A9wEnAfsBNwOHJaZ95b1i4GjKe53eGxmXlwe3xs4E5gPfA04LjNnvStPJ/JxNPvXktQ0E1Nr5voYMhFxfvnz2oj46eRHv9snSeqzTuXj7DPyw8DXM/MpwJ7AjcCJwCWZuQtwSfmaiNgNOBzYHTgQ+GhETHzSx4BFwC7l48BKv3YH8tERRUlqitH86u+48udBfW2FJGlw9SgfI2IB8BzgdQCZuRpYHRGHAAeUZWcBlwEnAIcA52bmKuC2iFgG7BsRtwMLMvOH5XXPprjFxUUVmjPnfLSjqN5aNb/Ge75SrX6H5dXq/+yQavUX7FCtntdXK3/6eRWvD6x8R7X6l7yoWv1XK9ar90Z0sX5mriifjlF8I5vAjZl5a/9aJdVUNSOr5uMf/6Ra/RO/WK0e4GsVMzIPrVa/1aOq1e/39Gr1G/9ltXqA7z65+nvUO73NxydQ3Mz+0xGxJ3AVRYftsRN5lZkrImLbsn4H4PKW9y8vj60pn08+PmudyEc7ipKkoVV+e/sJYB/gGor/JNgzIq4Cjs7M+/vZPklSo2wTEUtbXp+RmWe0vN4IeDrwlsy8IiI+TDnNdD1immO5geOz1ol8HM2JSpLURGMdeMxCRDwqIr4QET+LiBsj4lkRsVVEfDMibi5/PrqlfnFELIuImyLihS3H9y7XTiyLiI9ExHTBOJOPADcAT8rMl2fmy4AnAtcC/1rjepKkpulEPhYZeXdm7tPyOKP9g1gOLM/MK8rXX6DoON4ZEdsBlD9XttTv2PL+hcCvyuMLpzlexZzz0Y6iJDVBbzezGYiF+qX9M/N9mblu4kAW3g88q8b1JElN0sPNbDLz18AdETExH/l5FJ21C4GjymNHAV8un18IHB4Rm0bEzhRZeGU5bfSBiNiv/BL1tS3vma0556NTTyVJszZgC/Vh+uk5kiT1y1uA/4iITYBbgb+mGJw7PyKOBn4BvAogM68vdye9ARgHjsnMteV13sTDt8e4iD7kY62OYkRsUv7HgSRpUHRmjshM6y8GZqF+6fsR8Q/AP7beXyoi3jPpc3vGjJSkAdPDOZSZeQ3FusDJnree+iXAkmmOL6W4F2Ndc87HGf9sEXFZROzU8npf4EeVmypJ6p7OTT2daf3FxEL9j2Xm04D/pU8L9UtvAf4PsCwiLijXTt5KMSX2LTWuV4kZKUkDrvf3URwUc87H2Ywo/hPw9Yj4CMW3vS+iGEKVJI2e6Rbqn0i5UL8cTezVQn3KXdteFRFPBHaj+E+CEzLzlqrXqsmMlCQNnE7k44wdxcy8OCLeCHwTuBt4WrlQU5I0SHowtSYzfx0Rd0TEkzPzJh5eqH8DxQL9k5m6UP9zEfFBYHseXqi/NiIeiIj9gCsoFuqfPod23RIRDwF/BOwQETuUx79T95qz/FwzUpIG3Qhv3zmXfJyxo1jOYz2MYvOCpwKXRcTbM/Orc2u2JKljentD4UFZqP8HEfHPwKuB64GJHd4S6GpH0YyUpAHX23wcOHPJx9lMPd0G2Dczfw/8MCK+TnHzRkNQkkbQAC3Ub3Uo8ORyd9VeMiMlSYOsdj7OZurpcRExf2KaUWb+HHh+nVZKkrojgTVjnbjj0XgHrtEXtwIbAz3tKJqRkjTYOpePMKQZWTsfZzP19KXAqcAmwM4RsRfw/sw8uOqHSZK6IyMYnzfSHcUHgWsi4hJawjAzj+3mh5qRkjTYOpePMKQZWTsfZ/NXex+wL8XNk8nMayJi51rNlCSpOy4sH732PsxISdLgqp2Ps+kojmfmfRFtt7yqc68rSVKXJNHBqTXDJzPP6tNHm5GSNMfIHigAACAASURBVMDMx/r5OJu/2nUR8ZfAvIjYBTgW+EHdD5S6buXCmWtaXbihe4VP49nT3Sd8A5751ErlWy/ds9r1gXuy2nZe77zvipmLWjxzm2rT2l/x+qsr1fPJk6rVa4okGJ/VP+nNFBEHAf9Isf33RhT73GVmLujyR5uRGh7LKubLHRXzEapn5CueW6l863uqXf8e3l6p/h/Wfr5SPcCem1bbk+sVn6iYkW8wI+fCfKyfj7P5q70FeDfFnNZzgIvLD5MkDYgkWDPCQQicBrwcuDYzezmiZ0ZK0gAzH+vn42x2PX2QIgTfXa9tkiR13R3AdT3uJJqRkqRBVzsf19tRjIivsIF1Fu7oJkmDZZSn1gDvBL4WEd+mfVe3D3bjw8xISRoe5mO9fNzQX+3U8ufLgccBny1fHwHcXquZkqSucGoNS4DfAZtR3Kqi28xISRoC5mP9fFzvXy0zvw0QEf+Ymc9pOfWViPhOnVZKktQlW2XmC3r1YWakJGlI1M7H2XSvHxMRT8jMWwHK+0M9ps6HSZK6Y9R3dQO+FREvyMxv9PhzzUhJGmDmY/18nM1f7Xjgsoi4tXy9E/C3VT9IktQ9Tq3hGOCdEbEKWEPvbo9hRkrSADMf6+fjbHY9/Xp5b6inlId+lpnVbqomSVIXZeYWffpcM1KSNLDmko+z7V7vTfEt6UbAnhFBZp5d90MlSZ016lNrIuI50x3PzF6sFzQjJWlAmY/183HGv1pEfAZ4InANsHbi2oAhKEkDImHUp9b8XcvzzYB9gauA53bzQ81ISRps5mP9fJzNX20fYLde38RYkqTZysyXtr6OiB2BU3rw0WakJGlgzSUfZ9NRvI7iHlErqjdNktQLLtafYjmwRw8+x4yUpAFmPk4x63yczV9tG+CGiLgS+MMC/cw8uF7bJEmd5hqMOJ1ihhHAGLAX8JMefLQZKUkDzHysn4+z+au9r16zJEm94jemLG15Pg6ck5nf78Hnvq8HnyFJqsl8rJ+Ps7k9xrfrtkoaCqvmV6v/wUuq1S97Q6Xye25/crXrAxz3/krln3nmP1aqfyzLK9XnyVGpPt5TcXnXTidVq1fjZeZZffpcM1LNVTUfoXpGXnVipfJ7frRtteu/+9RK5R9/0geqXR9YzK8r1eerKmbkn1bMyD82I/WwueTjejuKEfG9zPzTiHiAh4croXc3MZYkzdKoTq2JiGtpz6g/nKLIqqd26XPNSEkaAubj1FPMMh/X+1fLzD8tf/blJsaSpNlLkjWM97sZ/XBQPz7UjJSk4WA+1jd63WtJUmNk5s8nnkfEY4FnlC+vzMyV/WmVJEn91Yl8tKMoSY2QjI/mN6YARMRhwL8Al1FMqzk9Iv4uM7/Q14ZJkvrMfKRmPtpRlKQGGOGpNRPeDTxj4lvSiHgM8C3AjqIkjTDzsX4+js1UEBFvjohHz7mJkiR1z9ikqTT3MIuMmyszUpI04Grn42xGFB8H/Cgifgx8Crg4Myvu0ytJ6qYc8ak1wNcj4mLgnPL1q4GLevC5ZqQkDTDzsX4+zuY+in8fEe8BXgD8NfCvEXE+8MnMvKVmgyVJHZQw0lNrMvPvIuLlwJ9SrME4IzO/1IPPNSMlaYCZj/XzcVbDjuW3o78uH+PAo4EvRMQp9ZosSdLcRcSTImJ/gMz8Yma+LTOPB+6JiCf2og1mpCRp0HQiH2ezRvHYiLgKOAX4PvB/MvNNwN7AK+o3X5LUKROL9ef6GEKnAQ9Mc/zB8lxXmZGSNNg6lY9DmJFzzsfZrFHcBnh56704ADJzXUT05UbHkqR2I7wGY6fM/Onkg5m5NCJ26sHnm5GSNMDMx3ZV8nE2axT/YQPnbpzNh0iSumuEt//ebAPn5nf7w81ISRps5uO0ZpWPXd86XJKkLvpRRLxh8sGIOBq4qg/tkSRpEMw5H2cz9VTSXKxcWK3+S0dU/4xLj61UvmL3Z1Sqf/u6K6vVf2e9gyzT23qnavXbPr9aPVT/32HIjPDUmrcCX4qI1/Bw8O0DbAK8rG+tkjQ7qyoO/J/7f6vVf+nESuUr9q6WjwDH7lAtI4/9j3+u9gFP3r1a/Y57Vau/Y9dq9UPGfKyfj3YUJakBRnX778y8E/iTiPhzYI/y8Fcz89I+NkuSNCDMx/r5aEdRkjTUImIMOD0z95ixWJKkETHXfLSjKEkNMMJTayZ2GP1JRDw+M3/R7/ZIkgaH+Vg/H7veUYyIecBS4JeZeVBEnAc8uTz9KOC3mblXuU3rjcBN5bnLM/ON3W6fJDXBCO/qNmE74PqIuBL434mDmXlw/5q0YeajJHWf+Vg/H3sxongcRcAtAMjMV0+ciIgPAPe11N6SmRVX4EqSxEn9bkAN5qMkqdtq52NXO4oRsRB4CbAEeNukcwEcBjy3m22QpFGQJONrR/cb08z8dkT8EbBLZn4rIjYH5vW7XetjPkpSb5iP9fOx2yOKpwHvBLaY5tyzgTsz8+aWYztHxNXA/cDfZ+Z3J78pIhYBi4pXW3a6vZI0nDJZNz66QVjeK2oRsBXwRGAH4N+A5/WzXRvQ8XwEM1KSpjAfa+fjWBcbdRCwMjPXd0PHI4BzWl6vAB6fmU+j+Hb1cxGxYPKbMvOMzNwnM/eBzTvebknSUDoG2J+iI0XZydq2ry1aj27lI5iRkqQpaudjN0cU9wcOjogXA5sBCyLis5l5ZERsBLwc2HuiODNXAavK51dFxC3ArhQL/SVJG5KwboSn1gCrMnN1MWsTypzJ/jZpvcxHSeoV87F2PnZtRDEzF2fmwszcCTgcuDQzjyxP/wXws8xcPlEfEY8pd4AjIp4A7ALc2q32SVKTJLBu7dwfQ+zbEfEuYH5EPB/4PPCVPrdpWuajJPVOp/JxiDOydj52raM4g8Npn1YD8BzgpxHxE+ALwBsz8zc9b5kkaRidCNwFXAv8LfC1zHx3f5tUi/koSeqk2vnYi9tjkJmXAZe1vH7dNDUXABf0oj2S1Dg51N92dsJbMvPDwMcnDkTEceWxgWU+SlKXmY+187FfI4qSpA7KhHXjc38MsaOmOfa6XjdCkjRYOpWPQ5yRtfOxJyOKkqQuG9FvTCPiCOAvKW4fcWHLqS2Ae/rTKknSwDAfa+ejHUWpCe7bulr9VRXv473q3mr1G7+xWv2P3l+tnjdUrFeD/YDi9hHbAB9oOf4A8NO+tEjS4Fg1v1p91XwE+G3F+o0Oq1Z//QnV6u8/tlq9mmrO+WhHUZIaYhS/Mc3MnwM/B57V77ZIkgaT+ViPaxQlqQEyR3rrbyJiv4j4UUT8LiJWR8TaiLi/3+2SJPVXp/JxWDNyLvloR1GS1AT/ChwB3AzMB14PnN7XFkmS1H+189Gpp5LUBDnUO7J1RGYui4h5mbkW+HRE/KDfbZIk9Zn5WDsf7ShKUgMkwzstpkMejIhNgGsi4hSKBfyP6HObJEl9Zj7Wz0ennkqSmuCvKDLtzcD/AjsCr+hriyRJ6r/a+eiIoiQ1wejeJ+oe4HKKbcC/D1yZmSf1t1WSpIHR43yMiHnAUuCXmXlQRGwFnAfsBNwOHJaZ95a1i4GjgbXAsZl5cXl8b+BMijWFXwOOy8ys2I4556MjipLUECO6o9vOwIeBjYF3AXeUu7t9OCIq3qxMktREPd719DjgxpbXJwKXZOYuwCXlayJiN+BwYHfgQOCjZScT4GPAImCX8nFgjV97zvloR1GSNLQy8/7M/EZmvi8zXwA8HjgLeAlwTn9bJ0kaJRGxkCJ/PtFy+BCKXKL8eWjL8XMzc1Vm3gYsA/aNiO2ABZn5w3IU8eyW98xaJ/LRqaeS1ADZ413dBmhqzfbAn5SPZ5SHrwL+Hvhh/d9QktQEHc7HbSJiacvrMzLzjJbXpwHvBLZoOfbYzFxRtCVXRMS25fEdKKaGTlheHltTPp98vJJO5KMdRUlqgExY3dupoxNTaxaUryem1pwcESeWr0+YNLVme+BbEbFruUX3xNSayyk6igcCF1Vsx3Lgx8CHgBMzc/Xcfi1JUpN0OB/vzsx9pjsREQcBKzPzqog4YBbXimmO5QaOVzXnfLSjKEkNkAGrevQvesvUmiXA28rDhwAHlM/PAi4DTqBlag1wW0RMTK25nXJqTXnNiak1VTuK+wPPAl4GvK287g/Lx9LycyVJI6qH+bg/cHBEvBjYDFgQEZ8F7oyI7crRxO2AlWX9coodSCcsBH5VHl84zfE67ZlTPrpGUZLUapuIWNryWDRNzcTUmnUtx9qm1gCtU2vuaKmbmEKzAx2YWlOu4fhgZr4yM/cG3g6souis3lf1epIk1ZGZizNzYWbuRDGT5tLMPBK4EDiqLDsK+HL5/ELg8IjYNCJ2pti05soyQx+IiP0iIoDXtrynSnvmnI+OKEpSA6wLWN2Zf9HXO60GBnJqDRHxFB5eh7E/8GiKb0z/rc71JEnN0cF8rOtk4PyIOBr4BfAqgMy8PiLOB24AxoFjymUZAG/i4TX8F1F9tg0w93y0oyiNolXzq9W/7FnV6nd7fbX6772jWv2Ce6rVA6xcOHPNEEtg1bwZyzphoKbWRMTdwAqK+0R9Fzg5M5dVvY4kAdXzEWD7F1Wr3/151eq/VTEjn/STavVXPbda/ZDpYT4+/JmZl1EswSAz7wGm/R89M5dQLOOYfHwpsMdc2tCJfLSjKEmatcxcDCwGKEcU35GZR0bEv1BMqTmZqVNrPhcRH6TYzGZias3aiHggIvYDrqCYWnN6jSY9MTOdYipJUrs556MdRUlqgBzdqTX/WCzhmF5mHlvjmpKkhhiAfOyXOefjaP7ZJKlh+rEGYxCm1lDcE0qSpGkNwBrFfplzPo7mn02S1AiZeVa/2yBJ0qDpRD7aUZSkBujlfRQHSUSclplvjYivMM2uqZl5cB+aJUkaEOZj/XwcwT+bJDVPAqt7vKvbgPhM+fOjwJMo7u14C/D7vrVIkjQwzMf6+WhHUZI0zH4aEacAf0OxiU5Q3GrjTOBdfWyXJEn9NOd8tKMoSQ0wwru6nQJsAeycmQ8ARMQC4FTgX4C39rFtkqQ+Mx/r5+No/tkkqWHWjegaDOAgYNfM/MP6i8y8PyLeBPwMO4qSNNLMx/r5OJp/NklqmBH+xjRbQ7Dl4NqImHJckjRazMcpB2edj2Odb5MkST1zQ0S8dvLBiDiS4htTSZJG0ZzzcTT715LUMBmwajR3dTsG+GJE/A3FzYUTeAYwH3hZPxsmSeo/87F+PtpRlKQGWMdoTq3JzF8Cz4yI5wK7U+zqdlFmXtLflkmSBoH5WD8fR/DPJklqmsy8FLi03+2QJGmQzCUf7ShKmlneX63+umr/Hi267u8q1f/7dyqVAxD/88VqbzjgpOof0kcZY6zeaH4HrvS/HbiGJI2QbX5YqXyTb15Vqf4vr66WkZ8+r1I5sfzb1d4wsvkIo5aRdhQlqQGSMVaxeQeuNFohKElqts7lI4xaRrrrqSRJkiSpjSOKktQAyRirs1PfmEqS1AzmY312FCWpEcaAR/S7EZIkDRjzsS6nnkqSJEmS2jiiKEmNMAZOrZEkaRLzsS47ipLUCE6tkSRpKvOxLqeeSpIkSZLaOKIoSY0wBh27T5QkSU1hPtZlR1GSGmEepFNrJElqZz7WZUdRkhrBb0wlSZrKfKzLNYqSJEmSpDaOKEpSE6Tbf0uSNIX5WJsdRUlqBLf/liRpKvOxLjuKkmZ21Z9XKs+7P1ep/vPHrqlUf+MNNf7pekz1t0iSNKOlz61UvurmL1Wq/+7Jv69Uf+Ytm1aq5+Zq5RoddhQlqRGcWiNJ0lTmY112FCWpEZxaI0nSVOZjXe56KkmSJElq44iiJDWC94mSJGkq87EuO4qS1AhOrZEkaSrzsS6nnkqSJEmS2jiiKEmNMAZs0u9GSJI0YMzHuuwoSlIjBFDx3lmSJDWe+ViXHUVJaoSA8BtTSZLamY91uUZRkiRJktTGEUVJaoQxnFojSdJk5mNddhQlqQnCqTWSJE1hPtbm1FNJkiRJUhtHFCWpEdzVTZKkqczHuuwoSprZHbtWKo9dslL9upXV6sfGTq9UD8AWv6z4hvnVP6OvxiAMQknquWV7ViqPt3yxUv26L1fLyOds9N+V6nnEN6rVm48jw6mnkiRJkqQ2jihKUiME4GJ9SZLamY91db2jGBHzgKXALzPzoIg4D3hyefpRwG8zc6+ydjFwNLAWODYzL+52+ySpGcKpNUPGfJSkXjAf6+rFiOJxwI3AAoDMfPXEiYj4AHBf+Xw34HBgd2B74FsRsWtmru1BGyVJ6jXzUZI0sLq6RjEiFgIvAT4xzbkADgPOKQ8dApybmasy8zZgGbBvN9snSc0xMbVmrg/1gvkoSb3SqXwcvYzs9ojiacA7gS2mOfds4M7MvLl8vQNwecv55eWxNhGxCFhUvNqyg02VpGHmrm5DpuP5CGakJE1lPtbVtY5iRBwErMzMqyLigGlKjuDhb0uh6O5PNmU/4Mw8Azij+Iztq+0XLEmN5WL9YdGtfAQzUpKmMh/r6uaI4v7AwRHxYmAzYEFEfDYzj4yIjYCXA3u31C8Hdmx5vRD4VRfbJ0lSP5iPkqSB17U1ipm5ODMXZuZOFIvwL83MI8vTfwH8LDOXt7zlQuDwiNg0InYGdgGu7Fb7JKlRcgzGN537Q11nPkpSD3UqH0cwI/t1H8XDaZ9WQ2ZeHxHnAzcA48Ax7ugmSbOUAWucWtMA5qMkdZL5WFtPOoqZeRlwWcvr162nbgmwpBdtkiSp38xHSdKg6teIoiSpo2Ikp8VIkrRh5mNddhQlqQnWAWv63QhJkgaM+VibHUVJnXf/SZXKxzbrUjvazO/Fh0iStGEXD1pGmo+anh1FSWqK8X43QJKkAWQ+1tK122NIknooKYJwrg9JkpqkU/k4i4yMiB0j4r8j4saIuD4ijiuPbxUR34yIm8ufj255z+KIWBYRN0XEC1uO7x0R15bnPhIRMfc/RjV2FCVJs9a0EJQkqYPGgbdn5h8D+wHHRMRuwInAJZm5C3BJ+Zry3OHA7sCBwEcjYl55rY8BiyjunbtLeb6n7ChKUhMkxWL9uT5m1qgQlCQ1XKfycRYZmZkrMvPH5fMHgBuBHYBDgLPKsrOAQ8vnhwDnZuaqzLwNWAbsGxHbAQsy84eZmcDZLe/pGdcoSlITTEyt6fbHZK4AVpTPH4iI1hA8oCw7i+LegCfQEoLAbRExEYK3U4YgQERMhOBF3f8tJEkjo7P5uE1ELG15fUZmnjFdYUTsBDwNuAJ4bJmfZOaKiNi2LNsBuLzlbcvLY2vK55OP95QdRUlqgolvTHuoCSEoSWq4zubj3Zm5z0xFEfFI4ALgrZl5/wZWVkx3IjdwvKeceipJarVNRCxteSyarmhyCG7gegMdgpIkdVJEbEyRj/+RmV8sD99ZTiel/LmyPL4c2LHl7QuBX5XHF05zvKccUZSkJujc1JoZvy3dUAiWo4lDE4KSpIbr0dIMgHJTtk8CN2bmB1tOXQgcBZxc/vxyy/HPRcQHge0p1utfmZlrI+KBiNiPYtbOa4HTe/NbPMwRRUlqgh5tZjOLEISpIXh4RGwaETvzcAiuAB6IiP3Ka7625T2SJHVGDzezAfYH/gp4bkRcUz5eTNFBfH5E3Aw8v3xNZl4PnA/cAHwdOCYz15bXehPwCYoNbm6hD2v4HVGUJFUxEYLXRsQ15bF3UYTe+RFxNPAL4FVQhGBETITgOFND8ExgPkUAupGNJGloZeb3mH5pBcDz1vOeJcCSaY4vBfboXOuqs6MoSU3Qu11PGxWCkqSG6+HU06axoyhJTWEQSpI0lflYi2sUJUmSJEltHFGUpCZYB6zudyMkSRow5mNtdhQlqQkSeKjfjZAkacCYj7U59VSSJEmS1MYRRUlqgrXAff1uhCRJA8Z8rM2OoiQ1wVrg/n43QpKkAWM+1ubUU0mSJElSG0cUJakJ/MZUkqSpzMfa7ChKUhMYhJIkTWU+1mZHUZKawCCUJGkq87E21yhKkiRJkto4oihJTbAOvzGVJGky87E2O4qS1AROrZEkaSrzsTannkqSJEmS2jiiKElN4DemkiRNZT7WZkdRkppgLXBfvxshSdKAMR9rc+qpJEmSJKmNI4qS1AROrZEkaSrzsTY7ipLUBAahJElTmY+1OfVUkiRJktTGEUVJagK/MZUkaSrzsTY7ipLUBOvWwv339rsVkiQNFvOxNjuKktQEMQ6b/Hbu11k190tIkjQwOpWPMHIZ6RpFSZIkSVIbRxQlqQliLWzagak1I/ZtqSSp4TqVjzByGWlHUZKaYGwtbOIaDEmS2piPtTn1VJIkSZLUxhFFSWqCGIdNO7RYX5KkpjAfa7OjKElN0Mk1GJIkNYX5WJtTTyVJkiRJbRxRlKQmGFvr1BpJkiYzH2uzoyhJTRDj7uomSdJk5mNtTj2VJEmSJLVxRFGSmsDF+pIkTWU+1mZHUZKawDUYkiRNZT7WZkdRkpogxv3GVJKkyczH2lyjKEmSJElq44iiJDXBmGswJEmawnyszY6iJDVBjMMmrsGQJKmN+VibU08lSZIkSW0cUZSkJnD7b0mSpjIfa7OjKElN4PbfkiRNZT7W5tRTSZIkSVIbRxQlqQnWjcGq+R240OoOXEOSpAHRsXyEUctIO4qS1AQ5Bg9t3oEL3deBa0iSNCA6lo8wahnp1FNJkiRJUhtHFCWpCdZFB6fWSJLUEOZjbXYUJakJspNrMCRJagjzsTannkqSJEmS2jiiKElNsK6Ti/UlSWoI87G2rncUI2IesBT4ZWYeVB57C/BmYBz4ama+MyJ2Am4EbirfenlmvrHb7ZOkRnBqzdAxHyWpB8zH2noxongcRcAtAIiIPwcOAZ6amasiYtuW2lsyc68etEmSmmXdGKzyG9MhYz5KUreZj7V1dY1iRCwEXgJ8ouXwm4CTM3MVQGau7GYbJEkaNOajJGnQdXtE8TTgncAWLcd2BZ4dEUuAh4B3ZOaPynM7R8TVwP3A32fmd7vcPklqhhyDh5xaM0TMR0nqBfOxtq51FCPiIGBlZl4VEQdM+sxHA/sBzwDOj4gnACuAx2fmPRGxN/CfEbF7Zt4/6bqLgEXFqy271XxJGi7rXIMxLLqVj+W1zUhJamU+1tbNEcX9gYMj4sXAZsCCiPgssBz4YmYmcGVErAO2ycy7gInpNldFxC0U364ubb1oZp4BnAEQsX12sf2SJHVDV/KxPG9GSpI6omsdxcxcDCwGKL8xfUdmHhkRbwSeC1wWEbsCmwB3R8RjgN9k5tryG9RdgFu71T5JapR0sf6wMB8lqYfMx9r6cR/FTwGfiojrgNXAUZmZEfEc4P0RMQ6sBd6Ymb/pQ/skafi4/XcTmI+S1GnmY2096Shm5mXAZeXz1cCR09RcAFzQi/ZIkuqLiP+fvTuPs6Os8z3++SWBEPZNFJIoEcEZYEYQREZGh4uDoiLgCowIjFwZvQi4Czoq6GWG4SoqzFVvBAWURVQccRRRQdxZEkDZJeyRSAQVcCFk+d0/TjWc091Jd1Wftc7n/XqdV59T9atTT3UDX56nnqraB/gUMB04IzNP7nGTBpb5KEn1Ubd87MUZRUlSu62aBo91fmpN8ZD4/wvsTeOaumsi4uLMvLnjO5ckqSzzsTI7ipJUBxndmlqzG7AoM+8EiIgLaDwkfmCDUJJUY+ZjZQPeUVzyIJxwzzgrNgce7HZresxjHg4ec708o31fteRSOGHzNnzROhHRfDfN+cWdNEfMBu5r+rwYeH4b9qu2MyObeMzDYdiOuc7H24/5CGvOyNrl40B3FDPzKeMtj4gFmblrt9vTSx7zcPCYtTqZuU+XdhXj7b5L+1YJZuSTPObhMGzHPGzHW5X5WN20XjdAkjRQFgNzmz7PAe7vUVskSeoXtctHO4qSpDKuAbaNiHkRsTZwEHBxj9skSVKv1S4fB3rq6RrMn7ikdjzm4eAxq6cyc0VEvA24lMbtvz+fmTf1uFkqZxj/nfKYh8OwHfOwHW9fq2M+RuZAT52VJEmSJLWZU08lSZIkSS3sKEqSJEmSWgxkRzEi5kbEDyLiloi4KSKOLZZ/NCJ+GRHXR8R3I2Krpm2Oj4hFEXFbRLy0d60vr+zxRsTWEfGXYvn1EfHZ3h5Beas75qb1746IjIjNm5YN7N8Yyh9znf/OEXFCRPy66dhe3rTNQP+dpU4atnwEM9KMfGK9Gcng/53VZzJz4F7AlsBzi/cbAL8Ctgc2bKo5Bvhs8X574BfATGAecAcwvdfH0cHj3Rq4sdft7sQxF5/n0rhQ+B5g8zr8jSsec23/zsAJwLvHqR/4v7MvX518DVs+Vjzm2v63s/hsRtb872xG+urWayDPKGbmksy8tnj/KHALMDszH2kqW48nH3K5P3BBZi7LzLuARcBu3WzzVFQ43oG3umMuVn8CeC+txzvQf2OodMwDb4JjHs/A/52lThq2fAQz0owEzMgRA/93Vn8ZyI5is4jYGtgZuKr4fFJE3Ae8AfhQUTYbuK9ps8Ws+V+0vjXJ4wWYFxHXRcQPI+KFXW9oGzUfc0TsB/w6M38xqqw2f2OY9DFDTf/OxaK3FdPGPh8RmxTLavV3ljpp2PIRzEgzcoxa/p2LRWakOm6gO4oRsT7wNeDtIyOHmfmBzJwLnAu8baR0nM0HbtSpxPEuAZ6emTsD7wTOi4gNe9HmqWo+ZmAF8AFaw/6J0nGWDdzfGEodcy3/zsU/258BtgF2onGcHx8pHWfzgfw7S500bPkIZiRm5Gi1/Dubkeqmge0oRsRaNP6lOTczLxqn5DzgNcX7xTTmr4+YA9zf2Ra2V5njLaYcPFS8X0hjjvp23Wpru4xzzNvQmHP/i4i4m8bf8dqIeBo1+BtDuWOu8d+ZzHwgM1dm5irgczw5daYWf2epk4YtH8GMNCPNyKK8Fn9n9Y+B7ChGRABnArdk5qlNy7dtKtsPuLV4fzFwGm6ePQAAIABJREFUUETMjIh5wLbA1d1q71SVPd6IeEpETC/eP5PG8d7ZvRZP3XjHnJk3ZOYWmbl1Zm5N4z+Iz83M3zDgf2Mof8x1/TsXy7dsKnsVcGPxfuD/zlInDVs+ghlpRpqRmJHqkBm9bkBFewBvBG6IiOuLZe8HjoiIZwOraNz56i0AmXlTRFwI3ExjmsJRmbmy+82urNTxAi8CPhIRK4CVwFsy83ddbvNUjXvMmfnt8Ypr8DeGksdMjf/OwMERsRONKTN3A/8Ctfk7S500bPkIZqQZOb7a/p0xI9UlkenUZUmSJEnSkwZy6qkkSZIkqXPsKEqSJEmSWthRlCRJkiS1sKMoSZIkSWphR1GSJEmS1MKOooZWRPysZP2eEfHfnWqPJEn9woyUZEdRQyszX9DrNkiS1I/MSEl2FFU7EfG8iPhlRKwTEetFxE0RseM4dX8sfu4ZEVdExFcj4taIODcioli3T7HsJ8Crm7ZdLyI+HxHXRMR1EbF/sfy0iPhQ8f6lEfGjiPDfM0lSXzAjJU1WZGav2yC1XUT8b2AdYBawODP/fZyaP2bm+hGxJ/ANYAfgfuCnwHuABcDtwF7AIuDLwLqZuW9E/Btwc2Z+KSI2Bq4GdgYSuAZ4G/BZ4OWZeUdHD1aSpBLMSEmTMaPXDZA65CM0wugx4JhJ1F+dmYsBIuJ6YGvgj8BdmXl7sfxLwJFF/UuA/SLi3cXndYCnZ+YtEfFm4EfAOwxASVIfMiMlTciOoupqU2B9YC0aAfWnCeqXNb1fyZP/bqzulHsAr8nM28ZZ9zfAQ8BWk26tJEndY0ZKmpDzwlVX84EPAucC/1HxO24F5kXENsXng5vWXQoc3XSdxs7Fz2cA76IxxeZlEfH8ivuWJKlTzEhJE7KjqNqJiEOBFZl5HnAy8LyI2Kvs92TmYzSm0XyruFD/nqbVH6UxEvvLiLgR+GgRiGcC787M+4EjgDMiYp2pHZEkSe1hRkqaLG9mI0mSJElq4RlFSZIkSVILO4qSJEmSpBZ2FCVJkiRJLewoSpIkSZJa2FGUJEmSJLWwoyhJkiRJamFHUZIkSZLUwo6iJEmSJKmFHUVJkiRJUgs7ipIkSZKkFnYUJUmSJEkt7ChKkiRJklrYUZQkSZIktbCjKEmSJElqYUdRkiRJktTCjqIkSZIkqYUdRUmSJElSCzuKkiRJkqQWdhQlSZIkSS3sKEqSJEmSWthRlCRJkiS1sKMoSZIkSWphR1GSJEmS1MKOoiRJkiSphR1FSZIkSVILO4qSJEmSpBZ2FCVJkiRJLewoSpIkSZJa2FFULUTECyPitjWsPysi/nc32yRJUj8wIyVVYUdRtZCZP87MZ/e6HWsSEdtHxIKI+H3x+n5EbN+0fuOIODsilhavE3rYXElSTZiRkqqwo6iBFxEzet2GSbofeC2wKbA5cDFwQdP6TwDrAlsDuwFvjIh/7nIbJUk1YkZKqsqOovpSRDw3Iq6LiEcj4isR8eWRaTERsWdELI6I90XEb4AvjCxr2n7niLi22P7LwDqT2Oc3I+KPTa9VEXF4u44pM/+QmXdnZgIBrASe1VTySuCUzPxzZt4NnAm8qV37lyTVgxlpRkrdYEdRfSci1ga+DpxFY2TxfOBVo8qeVqx7BnDkONv/F/DFouYrwGsm2m9mvjIz18/M9WmMav4GuGw1bfzDGl7HTXB8fwAeA04H/m306lHvd5yo3ZKk4WFGtrw3I6UOGpTpCBouu9P4Z/O0YmTxooi4elTNKuDDmbkMICJGb78W8Mli+69GxDsnu/OI2A44B3hNZt43Xk1mbjzZ7xtv24hYDzgMuKdp1XeA4yLiMOCpNEZK1626H0lSLZmRZqTUFZ5RVD/aCvh1EWAjRofRbzPzsRLb37Oa2hYRsRHwDeCDmfnjyTa4rMz8E/BZ4JyI2KJYfAzwF+D2og3nA4vH/wZJ0pAyI81IqSvsKKofLQFmR+sQ6NxRNcnqjbf90yfaaURMA84DfpCZ/2+C2j+u4fX+ifZVmEZjNHQ2QGb+LjPfkJlPy8wdivWjR4klScPNjDQjpa6wo6h+9HMaF7G/LSJmRMT+NO5wVmb7FcAxxfavnuT2JwHrAcdOVDhyncZqXqOvqQAgIvYubiAwPSI2BE4Ffg/cUqzfJiI2K9a/jMZ1JT7XSpLUzIw0I6WusKOovpOZjwOvBo4A/gAcAvw3sKzk9ofTCJkDgYsmsenBNK7d+H3TyOcbSh/A6m1MY6rMw8AdNO7mtk/T9KBdgBuAR4F/B96QmTe1cf+SpAFnRpqRUrdE6xR1qT9FxFXAZzPzC71uiyRJ/cSMlNQJnlFUX4qIf4iIpxXTYg4D/pbGHc8kSRpqZqSkbrCjqH71bOAXNKagvAt4bWYumeqXRsT7V3Nx/SVT/W5JkrrEjJTUcU49lSRJkiS18IyiJEmSJKnFjF43YCoi1s3GTbI6ZJ3p5epXrFt+H9OXlqtfNqv8PiT1qSUPZuZT2vFN+7xkn3zwoQen/D0Lr114aWbu04Ymqcc6npFrr12uftXMcvXmozTE+i8fYfgycqA7io0A/JfOff289crV/3bn8vvY+P+Wq1/0nPL7kNSnTrinXd/04EMPcs3Prpny90xbZ9rmbWiO+kKHM3LO7HL1j8wrV28+SkOs//IRhi8jB7yjKEkCICGXe825JEktzMfKvEZRkiRJktTCM4qSVAcJrOh1IyRJ6jPmY2V2FCWpDpxaI0nSWOZjZXYUJakGMiGX97oVkiT1F/OxOq9RlCRJkiS18IyiJNVBJrnCqTWSJLUwHyuzoyhJdZCA12BIktTKfKzMqaeSJEmSpBaeUZSkOkhIb/8tSVIr87EyO4qSVAfe/luSpLHMx8qceipJkiRJauEZRUmqgwR8TpQkSa3Mx8rsKK7JJheWq39kXvl97PrTcvX3bVeuftmscvWSBlPi7b/VXZt8sVz9smPK1ZuPktrBfKzMqaeSJEmSpBaeUZSkGkgv1pckaQzzsTo7ipJUBwnpNRiSJLUyHyuzoyhJtZDgNRiSJI1iPlblNYqSJEmSpBaeUZSkOvAaDEmSxjIfK7OjKEl1kJAret0ISZL6jPlYmVNPJUmSJEktPKMoSXWQgFNrJElqZT5W5hlFSaqD4vbfU31NJCI+HxFLI+LGpmWbRsT3IuL24ucmTeuOj4hFEXFbRLy0afkuEXFDse60iIhi+cyI+HKx/KqI2LqdvyZJ0pBpUz4O4yM27ChKkso4C9hn1LLjgMsyc1vgsuIzEbE9cBCwQ7HNpyNierHNZ4AjgW2L18h3HgH8PjOfBXwC+I+OHYkkSW1Ut8FUO4qSVAOZkCtyyq+J95M/An43avH+wNnF+7OBA5qWX5CZyzLzLmARsFtEbAlsmJk/z8wEzhm1zch3fRV48UhASpJUVrvycTIZSc0GU+0oSlIdFLf/nuoL2DwiFjS9jpzE3p+amUsAip9bFMtnA/c11S0uls0u3o9e3rJNZq4AHgY2q/ZLkSQNvTbl42QesVG3wVRvZiNJavZgZu7apu8aL7xyDcvXtI0kSYOoZTA1IpoHU69sqhsZNF3OJAdTI2JkMPXBTjTcjuKa/OwV5eoPOLr8Pr79QLn6PXYsV3/568rVSxpMSSNaeuOBiNiyCMAtgaXF8sXA3Ka6OcD9xfI54yxv3mZxRMwANmLs6Kz6wcK9ytWXzcgLbi1Xv9cLy9Wbj9JwaG8+bh4RC5o+z8/M+RW/q+8HU+0oSlId5KSvn+iEi4HDgJOLn99oWn5eRJwKbEXjOourM3NlRDwaEbsDVwGHAqeP+q6fA68FLi+m3kiSVF5787HKrJuBHUz1GkVJ0qRFxPk0OnHPjojFEXEEjQ7i3hFxO7B38ZnMvAm4ELgZ+A5wVGauLL7qrcAZNK7JuAO4pFh+JrBZRCwC3klx0b8kSQNqZAAUxg6mHlTcyXQeTw6mLgEejYjdi+sPDx21zch3dXww1TOKklQH2Z1nPGXmwatZ9eLV1J8EnDTO8gXAmLn0mfkY4JxASVJ7dCkf4YnB1D1pTFFdDHyYxuDphcXA6r0UGZeZN0XEyGDqCsYOpp4FzKIxkNo8mPrFYjD1dzTumtoxdhQlqQ4SmMQd2SRJGipdzMe6DabaUZSkGhh5TpQkSXqS+Vid1yhKkiRJklp4RlGS6qCL12BIkjQwzMfK7ChKUh04tUaSpLHMx8qceipJkiRJauEZRUmqgUxY/nj0uhmSJPUV87E6O4qSVAOZ8PjjThKRJKmZ+VidvzVJkiRJUgvPKEpSDWQGjzu1RpKkFuZjdXYUJakGViUGoSRJo5iP1dlRbKdLDi2/zV99oFz9rPXL1c/9Vbn6pXPL1S+bVa5ekjScymbkX59Zrr5sPm6xuFw9wNI55beRpAFlR1GSaiBXOWIqSdJo5mN1dhQlqQbSqTWSJI1hPlZnR1GSaqBxsb43spYkqZn5WJ2/NUmSJElSC88oSlINOLVGkqSxzMfq7ChKUg2s8mJ9SZLGMB+rc+qpJEmSJKmFZxQlqQacWiNJ0ljmY3V2FCWpBjLh8eUGoSRJzczH6px6KkmSJElq4RlFSaoBnxMlSdJY5mN1dhQlqQYyYbnXYEiS1MJ8rM7utSRJkiSphWcUJakGImGmI6aSJLUwH6uzo9hOy2aV3+Z3vypX/4Ury9W/e8dy9UvnlquX1BciYe0VvW6FtAZlM/KP15Wr/3DJfDyuZD4C/HTfcvVV/r9AUluZj9XZUZSkGpiWMHNlr1shSVJ/MR+r8xpFSZIkSVILzyhKUg1Ewkyn1kiS1MJ8rK7jHcWImA4sAH6dmftGxE7AZ4F1gBXA/8rMqyNia+AW4LZi0ysz8y2dbp8k1cE0nFozaMxHSeo887G6bpxRPJZGwG1YfD4FODEzL4mIlxef9yzW3ZGZO3WhTZIk9Zr5KEnqWx3tKEbEHOAVwEnAO4vFyZOhuBFwfyfbIEnDILxYf6CYj5LUHeZjdZ0+o/hJ4L3ABk3L3g5cGhEfo3E2+AVN6+ZFxHXAI8C/ZuaPR39hRBwJHNn4tFFnWi1JA8ZrMAZO2/MRzEhJGs18rK5jdz2NiH2BpZm5cNSqtwLvyMy5wDuAM4vlS4CnZ+bONEZXz4uIDUdtS2bOz8xdM3NXWLdTzZckqSM6lY9gRkqS2qeTZxT3APYrrrNYB9gwIr4EvJLGdRkAXwHOAMjMZcCy4v3CiLgD2I7Ghf6SpDXwYv2BYj5KUpeYj9V17IxiZh6fmXMyc2vgIODyzDyExjUX/1CU7QXcDhARTynuAEdEPBPYFrizU+2TpDoZmVoz1Zc6z3yUpO5pVz4OY0b24jmKbwY+FREzgMd44loKXgR8JCJWACuBt2Tm73rQPkmSesF8lCT1ja50FDPzCuCK4v1PgF3Gqfka8LVutEeS6maad3UbSOajJHWW+VhdL84oSpLaLIC1h3BajCRJa2I+VmdHUZJqwOdESZI0lvlYnR3FXrtvu3L1H9y9XP28G8vVz9ymXP0lh5arlyRpMsrm47//Vbn6zW4tVw+wlxkpaXjYUZSkGpiWMHOFQ6aSJDUzH6uzoyhJNRAkM1d6EYYkSc3Mx+o69hxFSZIkSdJg8oyiJNXCCsBH60mS1Mp8rMqOoiTVwkrg971uhCRJfcZ8rMqpp5IkSZKkFp5RlKRacGqNJEljmY9V2VGUpFowCCVJGst8rMqpp5IkSZKkFp5RlKRaWIkjppIkjWY+VmVHUZJqYQXe1U2SpNHMx6qceipJkiRJauEZRUmqBafWSJI0lvlYlR1FSaoF7+omSdJY5mNVdhQHzbdeVq7+hf9Urv6hO8rVb/HmcvVL55SrlzRJBqGG3NcPLldfNh8BlpuR0uAxH6vyGkVJkiRJUgvPKEpSLazEu7pJkjSa+ViVHUVJqgWn1kiSNJb5WJVTTyVJpUTEOyLipoi4MSLOj4h1ImLTiPheRNxe/Nykqf74iFgUEbdFxEublu8SETcU606LiOjNEUmSpNHsKEpSLYzc/nuqrzWLiNnAMcCumbkjMB04CDgOuCwztwUuKz4TEdsX63cA9gE+HRHTi6/7DHAksG3x2mcKvwBJksbRrnycVEbWaiDVqaeSVAexAma04RqM5ZOqmgHMiojlwLrA/cDxwJ7F+rOBK4D3AfsDF2TmMuCuiFgE7BYRdwMbZubPASLiHOAA4JKpH4QkSYV25SOsMSObBlK3z8y/RMSFNAZKt6cxkHpyRBxHYyD1faMGUrcCvh8R22XmSp4cSL0S+DaNgdSu56NnFCVJzTaPiAVNryObV2bmr4GPAfcCS4CHM/O7wFMzc0lRswTYothkNnBf01csLpbNLt6PXi5J0qAaGUidwZMDqfvTGECl+HlA8f6JgdTMvAsYGUjdkmIgNTMTOKdpm67yjKIk1UGshLXacLH+ch7MzF1Xu5vGlJn9gXnAH4CvRMQha2rZOMtyDcslSWqfduUjwPLGYGrTkvmZOR8aA6kRMTKQ+hfgu5n53YhoGUiNiOaB1CubvmtkwHQ5fTKQakdRkuqiO/9F/0fgrsz8LUBEXAS8AHggIrYsQnBLYGlRvxiY27T9HBojrIuL96OXS5LUXu3Lx9UOptZxINWpp5KkMu4Fdo+IdYuL618M3AJcDBxW1BwGfKN4fzFwUETMjIh5NG5ac3UxuvpoROxefM+hTdtIkjRonhhIzczlQMtAKsCgDaR6RlGS6iCAtTq/m8y8KiK+ClxL4+FU1wHzgfWBCyPiCBqdydcV9TcVF/TfXNQfVVyoD/BW4CxgFo2L9L2RjSSpvbqUjzQNpNKYevpiYAHwJxoDqCczdiD1vIg4lcbNbEYGUldGxKMRsTtwFY2B1NO7cgSj2FGUpDroXhCSmR8GPjxq8TIaoThe/UnASeMsXwDs2PYGSpI0woHUyuwoSlIddLGjKEnSwHAgtTI7inV39dPL1f+g5Pfv87ly9RsdU3IHwMObld9GkqQ1+eXm5bcpexXtfh3OSPNRUgfZUZSkOgj8L7okSaOZj5X5a5OkOnDqqSRJY5mPlfl4DEmSJElSC88oSlIdOGIqSdJY5mNldhQlqQ4MQkmSxjIfK3PqqSRJkiSphWcUJakOvKubJEljmY+V+WuTpDpwao0kSWOZj5U59VSSJEmS1MIzipJUB46YSpI0lvlYmR1FSaoDg1CSpLHMx8rsKEpSHQQwI9rwRdmG75AkqU+0LR9h2DLSaxQlSZIkSS08oyhJdTANmOUZRUmSWrQtH2HYMtKOYt0tm1Wu/oA3l6s/4nPl6l93Wrl6KN+mpXPK70MadAGs064glIbAw5uV32b/Y8rVH1Ey895Ysn7/N5Srv2+7cvVSHZiPlTn1VJIkSZLUwjOKklQH03DEVJKk0czHyuwoSlIdTAuDUJKk0czHypx6KkmSJElq4RlFSaoDL9YnIp4CkJm/7XVbJEl9wnysnI92FCWpDob0GoyICODDwNto/O/AtIhYAZyemR/paeMkSb1nPlbOR6eeSpIG2duBPYDnZeZmmbkJ8Hxgj4h4R2+bJklSz0w5Hz2jKEl1MA0o+djUmjgU2DszHxxZkJl3RsQhwHeBT/SsZZKk3jMfK+ejHUVJqoPhvQZjreYQHJGZv42ItXrRIElSHzEfW5TJR6eeSpIG2eMV10mSVGdTzkfPKEpSHQzpxfrAcyLikXGWB7BOtxsjSeoz5uNok85HO4qSVAcxnA8UzszpvW6DJKmPmY+V2VGUpDoY3hHTMSJi08z8Xa/bIUnqA+bjE8rmo9coSpIGVkTsERG3RMRNEfH8iPgesCAi7ouIv+t1+yRJ6oV25KNnFNVq6Zxy9ee+uVz97p8rVw/wwInl6g+fV67+gpKPWls2nPdYVp+bBswayhHTTwCvB9YHvgUckJk/iYjnAqfTeIaU1B4Pb1auvmxGbl8yI+/9VLn6w2eXqy+bj2BGqv+Yj5Xz0Y6iJNXB8E6tWSszbwCIiN9m5k8AMvPaiPD/WCVp2JmPlfPRqaeSpEHWnGPHj1q3djcbIklSH5lyPnpGUZLqYHgfKPzBiFg3M/+cmf81sjAitgHO6WG7JEn9wHysnI8dP6MYEdMj4rqI+O/i804RcWVEXB8RCyJit6ba4yNiUUTcFhEv7XTbJKk2ApiWU38NmMy8ODP/PM7yOzLzlJHPEXF6d1s2MfNRkrqgXfk4YBnZjnzsxtTTY4Fbmj6fApyYmTsBHyo+ExHbAwcBOwD7AJ+OCJ+PJUlqh368qY35KEnqtdXmY0c7ihExB3gFcEbT4gQ2LN5vBNxfvN8fuCAzl2XmXcAiYDckSZMzPaf+UleYj5LURe3IxyHMyE5fo/hJ4L3ABk3L3g5cGhEfo9FRfUGxfDZwZVPd4mJZi4g4Ejiy8WmjtjdYkgbSyNQaDYq25yOYkZI0hvlYWcfOKEbEvsDSzFw4atVbgXdk5lzgHcCZI5uM8zVj/qqZOT8zd83MXWHdtrZZklRbfXMng07lI5iRkqTSVpuPnTyjuAewX0S8HFgH2DAivgS8ksZ1GQBf4clpN4uBuU3bz+HJaTeSpIkM4bSYEko+mbyjzEdJ6ibzcU1Wm48d6yhm5vEUz+yIiD2Bd2fmIRFxC/APwBXAXsDtxSYXA+dFxKnAVsC2wNWdap8k1UoM3h3Z2iEivslqzq4BZOZ+xc+zutWmiZiPktRF5uO4JpOPvXiO4puBT0XEDOAximspMvOmiLgQuBlYARyVmSt70D5JGkzDOWL6sV43oI3MR0nqBPOxkq50FDPzChojpGTmT4BdVlN3EnBSN9okSRp8mfnDkfcRsTawXfHxtsxc3ptWTZ75KEnqhHbkYy/OKEqS2i2Aaat63YqeKaZwng3cTeO3MTciDsvMH/WyXZKkHjMf96RiPtpRlKS6GM6pNSM+DrwkM28DiIjtgPNZzRk6SdIQMR8r5aMdRU3N0jnl6g89rvw+3vm8cvV3X1iu/swNJq5p9tpDytX/4LXl6qt4eLPO70Pqb2uNhCBAZv4qItbqZYOk0hn5tpIZeUKH8/Hz4z6uc83e8I/l6i85tPw+yjAfpcr5aEdRkupgSO/q1mRBRJwJfLH4/AZg9HMKJUnDxnysnI92FCWpLoZwak1E7JqZC2g8rP4o4Bga12D8CPh0L9smSeoT5mOlfLSjKEkaZJ+LiPVpXG9xQWae2usGSZLUB6acj9Pa3yZJUtcFjak1U30NmMzcGdgXWAl8NSKuj4j3RcQzetw0SVI/aFc+DlhGtiMf7ShKUl1Mz6m/BlBm3paZJ2bm9sBhwMbA5RHx0x43TZLUD9qRjwOYkVPNRzuKkqRaiIhpwBbAU4H1gN/2tkWSJPVe1Xz0GkVJqoORqTVDKCJeCBwMHADcCFwAvCMzH+5pwyRJvWc+Vs5HO4qSVBdDOEckIu4D7qURfidm5gM9bpIkqd+Yj5Xy0Y6iJNVBANN73Yie+PvMvKfXjZAk9SnzsTI7ipKkQfafEbHaOUWZuV83GyNJUp+Ycj7aUZSkuhjCqTXAx3rdAElSnzMfK7GjKEl1MKRTazLzh71ugySpj5mPlQ1n/1qSVFlEbBwRX42IWyPiloj4u4jYNCK+FxG3Fz83aao/PiIWRcRtEfHSpuW7RMQNxbrTIiIqtOXC4ucNEfHL0a/2HLEkSYOlHfnoGUVJqovuDf19CvhOZr42ItYG1gXeD1yWmSdHxHHAccD7ImJ74CBgB2Ar4PsRsV1mrgQ+AxwJXAl8G9gHuKRkW44tfu471YOSJNVUF0+NRcTGwBnAjkACbwJuA74MbA3cDbw+M39f1B8PHAGsBI7JzEuL5bsAZwGzaGTksZlZ5jkfU85HO4rqrmWzym/z6xvL1f/1L8rVr31RufobZperzwPL1T/tsXL1ALu/uFz9Wv9Urv7Hzy5Xr+7r0tSaiNgQeBFwOEBmPg48HhH7A3sWZWcDVwDvA/YHLsjMZcBdEbEI2C0i7gY2zMyfF997Do3nPJXqKGbmkuLtNBqd0QRuycw7qx2h1ENlM7JsPj7zV+Xqtz+3XD3At7ctV9/pjNy+ZD5u9bJy9QDf3738Nuqe7k897YvB1Hbkox1FSVKzzSNiQdPn+Zk5v+nzM4HfAl+IiOcAC2mMWj51JJQyc0lEbFHUz6YRciMWF8uWF+9HLy+l6LieAewKXE/jfwmeExELgSMy85Gy3ylJUhX9NJjajny0oyhJddGeqTUPZuaua1g/A3gucHRmXhURn6IxMro64113mGtYXtZpwM3AQZm5CqC41vGDwH8Ch1b4TklSnbRv6ukgDaZOOR/tKEpSHXRvas1iYHFmXlV8/iqNjuIDEbFlEYBbAkub6uc2bT8HuL9YPmec5WXtkZmHNy8oruH4SETcXuH7JEl10t58HKTB1Cnno3c9lSRNWmb+BrgvIkYuXH0xjRHLi4HDimWHAd8o3l8MHBQRMyNiHrAtcHUxsvpoROxejHAe2rRNGaXvlCpJUoeMN5j6XIrBVIAuDqZOOR8rdRSLCzMlSf1kWhtek3M0cG5xe+2dgH8DTgb2LkYp9y4+k5k3ARfS6Ex+BziquEgf4K00rp9YBNxB+TueAvw0Ij40+tEaEfFBWqfzdI0ZKUl9ph35OImM7LPB1Cnn44RTTyPiCuDwzLy7+Lwb8DngOSUbK0nqlC7e1S0zr6dxcfxo495eMDNPAk4aZ/kCGrcPn4qjgTOBRRFxPY2pOc8FrgX+5xS/e0JmpCT1ue7f9XRkMHVt4E7gn2l0My+MiCOAe4HXQWMwtXje4c3ACsYOpp5F4/EYl1B+MHXK+TiZaxT/HfhORJxG4yLKl9E4YEmSeqq4a9vrImIbYHsa/0vwvsy8o0tNMCMlSU/ol8HUduTjhB3FzLw0It4CfA94ENi5OK0qSeonQ3zVeWbeERGPAc8AZkfE7GL5jzq8XzNSkvqd+VgpHycz9fSDwOtpPBPkb4ErIuJdmfmtqTVbktQkUhllAAAgAElEQVQ23Z9a01ci4j+AA4GbgFXF4gQ62lE0IyWpz5mPlfNxMlNPNwd2y8y/AD+PiO/QuPmAIShJfSKB5dPa8cSjFW34jp44AHh28dDibjIjJamPtS8fYUAzsnI+TngiNjOPBRi5e09m3pOZe5duoiRJnXMnsFa3d2pGSpL6XOV8nMzU01cCHwPWBuZFxE7ARzJzvyo7lCS1X0awYvpQn1H8M3B9RFwGPDFqmpnHdHKnZqQk9bf25SMMaEZWzsfJ/NZOAHYDrii+9PriOR+SpD6RRBun1gyki4tXt52AGSlJfct8rJ6Pk/mtrcjMh0c9qzGr7EySpE7IzLN7tGszUpLUt6aSj5PpKN4YEf8ETI+IbYFjgJ9V3aHUcYtKPud65nHl6vf+S7n6g/coVb7lfTFx0ShLpp9Wqv5Dq75Sqn6HmX9Vqv7AU28oVc+7TixXrzGSYMWk/pNeTxGxL/BRGrf/nkHjPneZmRt2eNdmpAbHfduVq19aMh8BXlgyw15TLiM3W1Lu+x/iXaXqP7Ty+6XqAXaYubhU/YEXlszIA83IqTAfq+fjZH5rRwMfoDGn9Xzg0mJnkqQ+kQTLhzgIgU8CrwZuyMxuntEzIyWpj5mP1fNxwt9aZv6ZRgh+oFrbJEnquPuAG7vcSTQjJUn9rnI+rrajGBHfZA3XWXhHN0nqL8M8tQZ4L/DtiPghrXd1O7UTOzMjJWlwmI/V8nFNv7WPFT9fDTwN+FLx+WDg7krNlCR1hFNrOAn4I7AOjUdVdJoZKUkDwHysno+r/a1l5g8BIuKjmfmiplXfjIgfVWmlJEkdsmlmvqRbOzMjJUkDonI+TqZ7/ZSIeGZm3glQPB/qKVV2JknqjGG/qxvw/Yh4SWZ+t8v7NSMlqY+Zj9XzcTK/tXcAV0TEncXnrYF/KbsjSVLnOLWGo4D3RsQyYDndezyGGSlJfcx8rJ6Pk7nr6XeKZ0ONPEjt1sxctqZtJEndNewjppm5QY/2a0ZKUh8zH6vn42R/a7vQGCWdATwnIsjMc6ruVJKkdoqIF423PDO7cb2gGSlJ6ktTyccJO4oR8UVgG+B6YOXIdwOGoCT1iYRhn1rznqb36wC7AQuBvTq5UzNSkvqb+Vg9HyfzW9sV2L7bDzGWJE3esF+DkZmvbP4cEXOBU7qwazNSkvqY+Vg9H6dNouZGGs+IkiRpUCwGduzCfsxISdIgmXQ+TqZ7vTlwc0RcDTxxgX5m7letbZKkdhv2i/Uj4nQaM4ygMQi6E/CLLuzajJSkPmY+Vs/HyfzWTqjWLGlALJtVrv7y15WrX3hMqfIl3352ue8HOP7oUuXnbF+uTUfP/E2p+jw0StXHy0vO2vvrE8vVD4Fhn1oDLGh6vwI4PzN/2oX9ntCFfUi9UTYfAX72inL1C48rVf7QT0pm5PEfK1X+ub/5eLnvB47nwVL1+dKSGbmoZEY+y4xsZj5Wz8fJPB7jh1VbJUlSN2Tm2T3arxkpSepbU8nH1XYUI+Inmfn3EfEoT56uhO49xFiSNEnDOrUmIm6gNaOeWEUjq/62Q/s1IyVpAJiPY1cxyXxc7W8tM/+++NmThxhLkiYvSZazotfN6IV9e7FTM1KSBoP5WN3wda8lSbWRmfeMvI+IpwLPKz5enZlLe9MqSZJ6qx35aEdRkmohWTGcI6YARMTrgf8DXEFjWs3pEfGezPxqTxsmSeox85GK+WhHUZJqYIin1oz4APC8kVHSiHgK8H3AjqIkDTHzsXo+TthRjIi3Aedm5u+n2kpJUmfkkI+YAtNGTaV5iMbzojrKjJSk/mY+Vs/HyZxRfBpwTURcC3weuDQzSz7QRZKkjvpORFwKnF98PhC4pAv7NSMlSf2scj5O5jmK/xoRHwReAvwz8J8RcSFwZmbeUbHBkqQ2ShjqqTWZ+Z6IeDXw9zSuwZifmV/vwn7NSEnqY+Zj9Xyc1DWKmZkR8RvgN8AKYBPgqxHxvcx8b8V2S5LaZFivwYiIZwFPzcyfZuZFwEXF8hdFxDbd6KyZkZLUv8zH6vk44fzUiDgmIhYCpwA/Bf4mM98K7AK8ZkpHIEnS1HwSeHSc5X8u1nWUGSlJ6lNTzsfJnFHcHHh187M4ADJzVUT05EHHkqRWQ3yx/taZ+cvRCzNzQURs3YX9m5GS1MfMx1Zl8nEy1yh+aA3rbpnMTiRJnTWsU2uAddawbland25GSlJ/Mx/HNal87PitwyVJ6qBrIuLNoxdGxBHAwh60R5KkfjDlfJzUzWwkTcHDm5Wr//rB5ffx7eNKld+9y/NK1b9rg6vL1X/zP0rVs9kO5ern7lSuHuC+7cpvM0CGeGrN24GvR8QbeDL4dgXWBl7Vs1ZJmpxlJU/8l83Ikvm4pGQ+Ahwzu1xGHnPu6eV28MySGbnFC8rVL51Trn7AmI/V89GOoiTVwLDe/jszHwBeEBH/A9ixWPytzLy8h82SJPUJ87F6PtpRlCQNtIiYBpyemTtOWCxJ0pCYaj7aUZSkGhjiqTUjdxj9RUQ8PTPv7XV7JEn9w3ysno8d7yhGxHRgAfDrzNw3Ir4MPLtYvTHwh8zcqbhN6y3AbcW6KzPzLZ1unyTVwRDf1W3ElsBNEXE18KeRhZm5X++atGbmoyR1nvlYPR+7cUbxWBoBtyFAZh44siIiPg483FR7R2ZWuEuFJA23JFmxcqiD8MReN6AC81GSOsx8rJ6PHX08RkTMAV4BnDHOugBeD5zfyTZIkuovM38I3A2sVby/Bri2p41aA/NRktQNU8nHTp9R/CTwXmCDcda9EHggM29vWjYvIq4DHgH+NTN/PHqjiDgSOLLxaaN2t1eSBlMmq1YM74hp8ayoI4FNgW2A2cBngRf3sl1r0PZ8BDNSksYwHyvnY8c6ihGxL7A0MxdGxJ7jlBxM62jpEuDpmflQROwC/FdE7JCZjzRvlJnzgfmNfWyVnWm9JA2YhFXDPbXmKGA34CqAzLw9IrbobZPG16l8BDNSksYwHyvnYyennu4B7BcRdwMXAHtFxJcAImIG8GrgyyPFmbksMx8q3i8E7gDq/YRsSVK7LMvMx0c+FDnTrx0l81GS1C2V87FjHcXMPD4z52Tm1sBBwOWZeUix+h+BWzNz8Uh9RDyluAMcEfFMYFvgzk61T5LqJIFVK6f+GmA/jIj3A7MiYm/gK8A3e9ymcZmPktQ97crHAc7IyvnYq+coHsTYi/RfBHwkIlYAK4G3ZObvut4ySRpEOdAh1g7HAUcANwD/Anw7Mz/X2yZVYj5KUjuZj5XzsSsdxcy8Arii6fPh49R8DfhaN9ojSaqdozPzU8AT4RcRxxbL+pb5KEnqsMr52NHHY0iSuiMTVq2Y+muAHTbOssO73QhJUn9pVz4OcEZWzsdeTT2VJLXTkE6tiYiDgX+i8fiIi5tWbQA81JtWSZL6hvlYOR/tKEp1sGxWufqFe5Wr36ZcOTNeX67++veVq3/kmHL1qrOf0Xh8xObAx5uWPwr8sictktQ/Op2PAH8oWT9j33L1Nx1drn6ZGSmgDfloR1GSamIYR0wz8x7gHuDvet0WSVJ/Mh+r8RpFSaqBzKG+9TcRsXtEXBMRf4yIxyNiZUSMeSC9JGm4tCsfBzUjp5KPdhQlSXXwn8DBwO3ALOB/Aqf3tEWSJPVe5Xx06qkk1UEO9B3Z2iIzF0XE9MxcCXwhIn7W6zZJknrMfKycj3YUJakGksGdFtMmf46ItYHrI+IUGhfwr9fjNkmSesx8rJ6PTj2VpDoY8msUgTfSyLS3AX8C5gKv6WmLJEm9N+TXKDKFfPSMoiRpYEXEQ8CVNG4D/lPg6sw8sbetkiSpt9qRj55RlKSa6OZoaURMj4jrIuK/i8+bRsT3IuL24ucmTbXHR8SiiLgtIl7atHyXiLihWHdaRESFw54HfApYC3g/cF9xd7dPRUTJB3pKkuqom2cU65SPdhQlqQayuFh/qq8SjgVuafp8HHBZZm4LXFZ8JiK2Bw4CdgD2AT4dEdOLbT4DHAlsW7z2KX/c+UhmfjczT8jMlwBPB84GXgGcX/b7JEn10q58LJGRtclHO4qSpFIiYg6NoDmjafH+NAKI4ucBTcsvyMxlmXkXsAjYLSK2BDbMzJ9nZgLnNG1Tpi1bRcRrI+LUiPgx8B3gWcC/As+scHiSJFVSt3z0GkVJqoFMeLw9F9pvHhELmj7Pz8z5o2o+CbwX2KBp2VMzc0mjLbkkIrYols+mcY3EiMXFsuXF+9HLy1oMXAt8AjguMx+v8B2SpJpqYz7CxBlZq3y0oyhJNZABy9rzX/QHM3PX1a2MiH2BpZm5MCL2nMT3jXddRa5heVl7AH8HvAp4Z0TcDfy8eC3IzGUVvlOSVBNtzEdYQ0bWMR/tKEqSytgD2C8iXg6sA2wYEV8CHoiILYvR0i2BpUX9Yhq34h4xB7i/WD5nnOWlZOZI6J0KEBFbA6+kMb1nTtFGSZI6rXb56DWKklQDqwIenzH110Qy8/jMnJOZW9O4CP/yzDwEuBg4rCg7DPhG8f5i4KCImBkR82hclH91MQ3n0YjYvbib26FN25QSEX8VEW+KiDOAS4APADfQuA5DkjTE2pWPE2VkHfPRM4rSMFo2q1z9Vi8rV7/zc8vVX35Sufq5t5erB3h4s/LbDJAElk2fsKyTTgYujIgjgHuB1wFk5k0RcSFwM7ACOCozR64WeStwFjCLRoBdUnanEfEgsITGc6J+DJycmYumdiiShlbZfASYt3u5+h1eW67+ineXqy+bkeZjpw1sPtpRlCRVkplXAFcU7x8CXryaupOAMaMBmbkA2HGKzdgmMx+e4ndIktQ2dclHO4qSVAMZk5s6WkMfXdNziDPzmC62RZLUZ8zH8U0mH4fz1yZJNbNqeINwYa8bIEnqX+ZjdcP5a5Okmmnz7b8HRmaePXGVJGlYmY/VDeGvTZJUFxHxycx8e0R8k3GeM5WZ+/WgWZIk9VQ78tGOoiTVQAKP9/aubr3yxeLnp4FnAauAO4C/9KxFkqS+YT5Wz0c7ipJUA0N8sf4vI+IU4E00bjseNB4kfBbw/h62S5LUB8zH6vk4rWNNkySp804BNgXmZeZzM3NnYBtgI+D/9LRlkiT1zpTzcTj715JUM6uG9GJ9YF9gu8x84vqLzHwkIt4K3Aq8vWctkyT1nPlYPR+H89cmSTUzxFNrsjkEmxaujIgxyyVJw8V8HLNw0vno1FNJ0iC7OSIOHb0wIg6hMWIqSdIwmnI+Dmf/WpJqJgOWDedd3Y4CLoqIN9F4uHACzwNmAa/qZcMkSb1nPlbPRzuKklQDqxjOqTWZ+Wvg+RGxF7ADjbu6XZKZl/W2ZZKkfmA+Vs/HIfy1SZLqJjMvBy7vdTskSeonU8lHO4qSJrb+L8rVf/feUuUH3/hvperP+2apcgDi6kvKbXDgieV30kMZ03h8xqw2fNOf2vAdkjRE1iqXedz0hVLlB9/4nlL15/1XqXJiofk4ecOVkXYUJakGkmksY902fNNwhaAkqd7al48wbBlpR1GSaiCZxuPZriCUJKkezMfqfDyGJEmSJKmFZxQlqRamAev1uhGSJPUZ87EqO4qSVAvTwKk1kiSNYj5W5dRTSZIkSVILzyhKUi04tUaSpLHMx6rsKEpSLUyDtt3+W5KkujAfq3LqqSRJkiSphWcUJakWpkM6tUaSpFbmY1V2FCWpFpxaI0nSWOZjVU49lSRJkiS18IyiJNVB+pwoSZLGMB8rs6MoSbXg7b8lSRrLfKzKjqKkid24e6nyvPPrpeqvOuVPpeq/ct/apeoBuK78JpIkTWjh/yhVnvedV6q+bEaedcusUvUs/H25eg0NO4qSVAtOrZEkaSzzsSo7ipJUC06tkSRpLPOxKjuKklQL3v5bkqSxzMeqfDyGJEmSJKmFZxQlqRacWiNJ0ljmY1V2FCWpFqYBFe4GK0lSrZmPVTn1VJIkSZLUwjOKklQLAczsdSMkSeoz5mNVdhQlqRYCwqk1kiS1Mh+rcuqpJEmSJKmFZxQlqRam4dQaSZJGMx+rsqMoSXUQTq2RJGkM87Eyp55KkiRJklp4RlHSxBY9p1R57HlRqfpVi7JU/e7TLy1VD8D6V5TcYFb5ffSUd3WTpJ64b7tS5bFHucwrnZEzflCqnvW+W65+mfk4LOwoSlItTIMwCCVJamU+VmVHUZJqIQCvwZAkqZX5WJXXKEqSJEmSWnT8jGJETAcWAL/OzH0j4svAs4vVGwN/yMyditrjgSOAlcAxmVnhQiRJGkbh1JoBYz5KUjeYj1V1Y+rpscAtwIYAmXngyIqI+DjwcPF+e+AgYAdgK+D7EbFdZq7sQhslacA5tWYAmY+S1HHmY1UdnXoaEXOAVwBnjLMugNcD5xeL9gcuyMxlmXkXsAjYrZPtkySpF8xHSVK/6/QZxU8C7wU2GGfdC4EHMvP24vNs4Mqm9YuLZS0i4kjgyManjdrYVEkaZN7VbcC0PR/BjJSksczHqjrWUYyIfYGlmbkwIvYcp+RgnhwthcZ54dHGPDgmM+cD8xv72Krcg2UkqbacWjMoOpWPYEZK0ljmY1WdPKO4B7BfRLwcWAfYMCK+lJmHRMQM4NXALk31i4G5TZ/nAPd3sH2SJPWC+ShJ6nsdu0YxM4/PzDmZuTWNi/Avz8xDitX/CNyamYubNrkYOCgiZkbEPGBb4OpOtU+SaiWnwYqZU3+p48xHSeqiduXjEGZkN+56Op6DaJ1WQ2beFBEXAjcDK4CjvKObJE1SBix3ak0NmI+S1E7mY2Vd6Shm5hXAFU2fD19N3UnASd1okyRJvWY+SpL6Va/OKEqS2iqGclqMJElrZj5WZUdRkupgFbC8142QJKnPmI+V2VGU1H6LTyxVPm2dDrWjxaxu7KS3VvS6AZKkCZXNyI3+Uu77l5XNO/NR4+vYXU8lSZIkSYPJjqIk1UHSGDGd6msCETE3In4QEbdExE0RcWyxfNOI+F5E3F783KRpm+MjYlFE3BYRL21avktE3FCsOy0ixnuwvCRJ1bUrH4cwI+0oSlIdJI1rMKb6mtgK4F2Z+dfA7sBREbE9cBxwWWZuC1xWfKZYdxCwA7AP8OmImF5812eAI2k8F3DbYr0kSe3Trnwcwoy0oyhJmrTMXJKZ1xbvHwVuAWYD+wNnF2VnAwcU7/cHLsjMZZl5F7AI2C0itgQ2zMyfZ2YC5zRtI0nSwKlbRnozG0mqg5GpNVO3eUQsaPo8PzPnj1cYEVsDOwNXAU/NzCXQCMqI2KIomw1c2bTZ4mLZ8uL96OWSJLVP+/KxlDpkpB1FSaqDkak1U/dgZu46UVFErA98DXh7Zj6yhksnxluRa1guSVL7tC8fYZKDqXXJSDuKkqRSImItGgF4bmZeVCx+ICK2LEZKtwSWFssXA3ObNp8D3F8snzPOckmS+tWEg6l1ykivUZSkOujeXU8DOBO4JTNPbVp1MXBY8f4w4BtNyw+KiJkRMY/GBflXF1NwHo2I3YvvPLRpG0mS2qO7dz2tVUZ6RlGS6qC9U2vWZA/gjcANEXF9sez9wMnAhRFxBHAv8DqAzLwpIi4EbqYRs0dl5spiu7cCZ9F42vMlxUuSpPbpXj5CzTLSjqIkadIy8yeMf+0EwItXs81JwEnjLF8A7Ni+1kmS1Dt1y0g7ipJUBz26q5skSX3NfKzMjqIk1YVBKEnSWOZjJXYUJakOVgGP97oRkiT1GfOxMu96KkmSJElq4RlFSaqDBB7rdSMkSW23bFavWzDYzMf/3969xlpW3nUc//6GFqaFojVDY7l1pgRMqBqo0hqbNsgLS5FAat+UWPVFI45x2noZSbDaELCKL7wmRjJSXgFpG2m0sU3wjVgvUS7lUmDAAi1hAK2AMmKcIeecvy/2ms7ecw7MnDX7+uzvJ9lh7bWfvfbzz8OZX561nrV3b04UJakFq8DLs+6EJElzxnzszaWnkiRJkqQRXlGUpBasAvtn3QlJkuaM+dibE0VJaoFBKEnSeuZjby49lSRJkiSN8IqiJLXAM6aSJK1nPvbmRFGSWmAQSpK0nvnYm0tPJUmSJEkjvKIoSS1YwzOmkiQdyXzszYmiJLXApTWSJK1nPvbm0lNJkiRJ0givKEpSCzxjKknSeuZjb04UJakFq8DLs+6EJElzxnzszYmiJLXAM6aSJK1nPvbmPYqSJEmSpBFeUZSkFnjGVJKk9czH3pwoSlILDEJJktYzH3tz6akkSZIkaYRXFCWpBWursP+/Zt0LSZLmi/nYmxNFSWpBVuDE/z7+4xw8/kNIkjQ3xpWPsHQZ6dJTSZIkSdIIryhKUguyCieNYWnNkp0tlSQ1blz5CEuXkU4UJakFW1bhRO/BkCRphPnYm0tPJUmSJEkjvKIoSS3ICpw0ppv1JUlqhfnYmxNFSWrBOO/BkCSpFeZjb04UJakFW1Y9YypJ0pHMx968R1GSJEmSNMIripLUgqz4rW6SJB3JfOzNiaIktcB7MCRJWs987M2lp5IkSZKkEV5RlKQWeLO+JEnrmY+9OVGUpBZkxaU1kiQdyXzszaWnkiRJkqQRXlGUpBZs8WZ9SZLWMR97c6IoSS3ICpzoPRiSJI0wH3tz6akkSZIkaYRXFCWpBf5OlCRJ65mPvTlRlKQW+PXfkiStZz725kRRklqwtgUOvmkMB3p1DMeQJGlOjC0fYdky0nsUJUmSJEkjvKIoSS2oLXDgzWM40MtjOIYkSXNibPkIy5aRThQlqQVrGePSGkmSGmE+9ubSU0mSJEnSCK8oSlILapw360uS1AjzsTcnipLUgrVx3oMhSVIjzMfeXHoqSZIkSRox8SuKSU4A7gWerarLu32fAHYBK8BXquqaJNuBvcDj3Vv/pap2Trp/ktQEl9YsHPNRkqbAfOxtGktPP8Ug4E4FSPITwJXAD1fVwSRvG2r7ZFVdMIU+SVJb1rbAQZfWLBjzUZImzXzsbaJLT5OcCfwUcPPQ7l8CbqyqgwBV9Z1J9kGSpHljPkqS5t2kryj+MXAN8JahfecB70/yWeAAsLuq7ule25HkfmA/8FtV9Q9HHjDJ1cDVg2ffM7meS9IiqS1wwKU1C2Ts+QhmpCStYz72NrGJYpLLge9U1X1JLj7iM98K/BhwEfDFJO8EngfOrqoXk/wI8FdJ3lVV+4ePW1V7gD2Dzzi9JtV/SVooa96DsSgmlY9gRkrSOuZjb5O8ovg+4IoklwFbgVOT3ArsA75UVQXcnWQN2FZV/wkcWm5zX5InGZxdvXeCfZQkadrMR0nS3JvYRLGqrgWuBejOmO6uqo8l2QlcAtyV5DzgROCFJKcBL1XVancG9VzgqUn1T5KaUt6svyjMR0maIvOxt2l86+mRbgFuSfIw8Crw81VVST4AXJ9kBVgFdlbVSzPonyQtHr/+uwXmoySNm/nY21QmilV1F3BXt/0q8LEN2twB3DGN/khSc9a2wIHpnDFNcinwJ8AJwM1VdeNUPrhB5qMkTZj52NtEfx5DktSW7kfi/wz4EHA+cFWS82fbK0mSZqvFfJzF0lNJ0rhVprW05j3AE1X1FECSzzP4kfhHp/HhkiRtivnY24JPFJ9/Aa57eoMXtgEvTLs3M2bNy8Ga2/KO8R3q+Tvhum1jONDWJMPfprmn+8mFQ84Anhl6vg947xg+V2NnRg6x5uWwbDW3XO885iO8fkY2l48LPVGsqtM22p/k3qr60Wn3Z5aseTlYs15LVV06pY/KRh8/pc/WJpiRh1nzcli2mpet3r7Mx/68R1GStBn7gLOGnp8JPDejvkiSNC+ay0cnipKkzbgHODfJjiQnAh8FvjzjPkmSNGvN5eNCLz19HXuO3qQ51rwcrFkzVVUrSXYBdzL4+u9bquqRGXdLm7OMf1PWvByWreZlq3eutZiPqVropbOSJEmSpDFz6akkSZIkaYQTRUmSJEnSiIWcKCY5K8nfJdmb5JEkn+r235DkoSQPJPnbJKcPvefaJE8keTzJB2fX+83bbL1Jtif5v27/A0lumm0Fm/daNQ+9vjtJJdk2tG9hxxg2X3PL45zkuiTPDtV22dB7FnqcpUlatnwEM9KM/O7rZiSLP86aM1W1cA/g7cC7u+23AP8GnA+cOtTmk8BN3fb5wIPAScAO4EnghFnXMcF6twMPz7rfk6i5e34WgxuFnwa2tTDGPWtudpyB64DdG7Rf+HH24WOSj2XLx541N/tvZ/fcjGx8nM1IH9N6LOQVxap6vqq+3m3/D7AXOKOq9g81O5nDP3J5JfD5qjpYVd8CngDeM80+H48e9S6816q5e/mPgGsYrXehxxh61bzwjlLzRhZ+nKVJWrZ8BDPSjATMyEMWfpw1XxZyojgsyXbgQuBfu+efTfIM8DPAZ7pmZwDPDL1tH6//hza3jrFegB1J7k/y90neP/WOjtFwzUmuAJ6tqgePaNbMGMMx1wyNjnO3a1e3bOyWJG/t9jU1ztIkLVs+ghlpRq7T5Dh3u8xITdxCTxSTnALcAfzKoTOHVfXpqjoLuA3YdajpBm9fuLNOm6j3eeDsqroQ+DXg9iSnzqLPx2u4ZmAF+DSjYf/dphvsW7gxhk3V3OQ4d/9v/zlwDnABgzr/4FDTDd6+kOMsTdKy5SOYkZiRR2pynM1ITdPCThSTvJHBH81tVfWlDZrcDnyk297HYP36IWcCz022h+O1mXq7JQcvdtv3MVijft60+jouG9R8DoM19w8m+TaDcfx6ku+ngTGGzdXc8DhTVf9RVatVtQb8BYeXzjQxztIkLVs+ghlpRpqRXfMmxlnzYyEnikkCfA7YW1V/OLT/3KFmVwCPddtfBj6a5KQkO4Bzgbun1d/jtdl6k5yW5IRu+50M6n1qej0+fhvVXFXfqKq3VdX2qtrO4B/Ed1fVv7PgYwybr7nVce72v32o2YeBh7vthR9naZKWLR/BjDQjzUjMSE3IG2bdgZ7eB/ws8I0kD3T7fhP4eH1IPSgAAAKmSURBVJIfANYYfPPVToCqeiTJF4FHGSxT+OWqWp1+t3vbVL3AB4Drk6wAq8DOqnppyn0+XhvWXFVf3ahxA2MMm6yZhscZuCrJBQyWzHwb+EVoZpylSVq2fAQz0ozcWLPjjBmpKUmVS5clSZIkSYct5NJTSZIkSdLkOFGUJEmSJI1woihJkiRJGuFEUZIkSZI0womiJEmSJGmEE0UtrST/vMn2Fyf5m0n1R5KkeWFGSnKiqKVVVT8+6z5IkjSPzEhJThTVnCQXJXkoydYkJyd5JMkPbtDule6/Fye5K8lfJnksyW1J0r12abfvH4GfHnrvyUluSXJPkvuTXNnt/9Mkn+m2P5jka0n8O5MkzQUzUtKxSlXNug/S2CX5HWAr8CZgX1X93gZtXqmqU5JcDPw18C7gOeCfgN8A7gW+CVwCPAF8AXhzVV2e5HeBR6vq1iTfC9wNXAgUcA+wC7gJuKyqnpxosZIkbYIZKelYvGHWHZAm5HoGYXQA+OQxtL+7qvYBJHkA2A68Anyrqr7Z7b8VuLpr/5PAFUl2d8+3AmdX1d4kvwB8DfhVA1CSNIfMSElH5URRrfo+4BTgjQwC6n+P0v7g0PYqh/82XuuSe4CPVNXjG7z2Q8CLwOnH3FtJkqbHjJR0VK4LV6v2AL8N3Ab8fs9jPAbsSHJO9/yqodfuBD4xdJ/Ghd1/3wH8OoMlNh9K8t6eny1J0qSYkZKOyomimpPk54CVqroduBG4KMklmz1OVR1gsIzmK92N+k8PvXwDgzOxDyV5GLihC8TPAbur6jng48DNSbYeX0WSJI2HGSnpWPllNpIkSZKkEV5RlCRJkiSNcKIoSZIkSRrhRFGSJEmSNMKJoiRJkiRphBNFSZIkSdIIJ4qSJEmSpBFOFCVJkiRJI/4fh4sJZL86iRwAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 2, figsize=(15, 15))\n", "imin, imax = 465, 490\n", "jmin, jmax = 230, 255\n", "oilLag2000.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=axs[0, 0], cmap='gist_ncar');\n", "oilLag5000.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=axs[0, 1], cmap='gist_ncar');\n", "oilLag10k.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=axs[1, 0], cmap='gist_ncar');\n", "oilLag20k.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=axs[1, 1], cmap='gist_ncar');\n", "axs[0, 1].set_title('5000');" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 2, figsize=(15, 15))\n", "(oilLag2000.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0)-\n", " oilLag20k.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0)).plot(ax=axs[0, 0], cmap='bwr');\n", "(oilLag5000.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0)-\n", " oilLag20k.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0)).plot(ax=axs[0, 1], cmap='bwr');\n", "(oilLag10k.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0)-\n", " oilLag20k.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0)).plot(ax=axs[1, 0], cmap='bwr');\n", "oilLag20k.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=axs[1, 1], cmap='gist_ncar');\n", "axs[0, 1].set_title('2000');" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 2, figsize=(15, 15))\n", "imin, imax = 460, 560\n", "jmin, jmax = 180, 260\n", "oilLag2000.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=axs[0, 0], cmap='gist_ncar');\n", "oilLag5000.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=axs[0, 1], cmap='gist_ncar');\n", "oilLag10k.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=axs[1, 0], cmap='gist_ncar');\n", "oilLag20k.OilWaterColumnOilVol_3D[:, 39, imin:imax, jmin:jmax].sum(axis=0).plot(ax=axs[1, 1], cmap='gist_ncar');\n", "axs[0, 1].set_title('5000');" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 2, figsize=(15, 15))\n", "imin, imax = 540, 800\n", "jmin, jmax = 100, 220\n", "oilLag2000.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=axs[0,0], cmap='copper', vmax=8)\n", "oilLag5000.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=axs[0,1], cmap='copper', vmax=8)\n", "oilLag10k.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=axs[1,0], cmap='copper', vmax=8)\n", "oilLag20k.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=axs[1,1], cmap='copper', vmax=8);" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 2, figsize=(15, 15))\n", "\n", "(oilLag2000.Beaching_Volume[imin:imax , jmin:jmax]\n", " -oilLag20k.Beaching_Volume[imin:imax , jmin:jmax]).plot(ax=axs[0,0], cmap='bwr')\n", "\n", "(oilLag5000.Beaching_Volume[imin:imax , jmin:jmax]-\n", " oilLag20k.Beaching_Volume[imin:imax , jmin:jmax]).plot(ax=axs[0,1], cmap='bwr')\n", "\n", "(oilLag10k.Beaching_Volume[imin:imax , jmin:jmax]-\n", " oilLag20k.Beaching_Volume[imin:imax , jmin:jmax]).plot(ax=axs[1,0], cmap='bwr')\n", "\n", "oilLag20k.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=axs[1,1], cmap='copper', vmax=8);\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n", "bt2000 = np.array(oilLag2000.Beaching_Time[imin:imax, jmin:jmax] - oilLag2000.Beaching_Time[imin:imax, jmin:jmax].min())\n", "axs[0].plot(bt2000/1e9/3600, 'ro');\n", "bt5000 = np.array(oilLag5000.Beaching_Time[imin:imax, jmin:jmax] - oilLag5000.Beaching_Time[imin:imax, jmin:jmax].min())\n", "axs[1].plot(bt5000/1e9/3600, 'ro');\n", "bt10k = np.array(oilLag10k.Beaching_Time[imin:imax, jmin:jmax] - oilLag10k.Beaching_Time[imin:imax, jmin:jmax].min())\n", "axs[2].plot(bt10k/1e9/3600, 'ro');\n", "bt20k = np.array(oilLag20k.Beaching_Time[imin:imax, jmin:jmax] - oilLag20k.Beaching_Time[imin:imax, jmin:jmax].min())\n", "for ax in axs:\n", " ax.plot(bt20k/1e9/3600, 'bx');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Time to Run:\n", "* 2000 : 1:55\n", "* 5000 : 2:06\n", "* 10000 : 2:08\n", "* 20000 : 2:23" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }