{ "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": 3, "metadata": {}, "outputs": [], "source": [ "oil0d2000 = pd.read_csv('/data/sallen/results/MIDOSS/ParticleNoTests/SB_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/SB_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/SB_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/SB_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": 4, "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": 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.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": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "oil0d2000.MDispersed.plot();\n", "oil0d5000.MDispersed.plot();\n", "oil0d10k.MDispersed.plot();\n", "oil0d20k.MDispersed.plot();" ] }, { "cell_type": "code", "execution_count": 8, "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, 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": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "massbeached2.plot(label=\"Beached\");\n", "massbeached5.plot(label=\"Beached\");\n", "massbeached10.plot(label=\"Beached\");\n", "massbeached20.plot(label=\"Beached\");\n", "plt.grid()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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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.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/SB_2000_AKNS/Lagrangian_SB_2000_AKNS_SB_2000_AKNS.nc')\n", "oilLag5000 = xr.open_dataset('/data/sallen/results/MIDOSS/ParticleNoTests/SB_5000_AKNS/Lagrangian_SB_5000_AKNS_SB_5000_AKNS.nc')\n", "oilLag10k = xr.open_dataset('/data/sallen/results/MIDOSS/ParticleNoTests/SB_10000_AKNS/Lagrangian_SB_10000_AKNS_SB_10000_AKNS.nc')\n", "oilLag20k = xr.open_dataset('/data/sallen/results/MIDOSS/ParticleNoTests/SB_20000_AKNS/Lagrangian_SB_20000_AKNS_SB_20000_AKNS.nc')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "imin, imax = 200, 350\n", "jmin, jmax = 150, 280" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array(7842.4125)\n", "Coordinates:\n", " time datetime64[ns] 2018-01-15T20:30:00\n", "\n", "array(7840.9494)\n", "Coordinates:\n", " time datetime64[ns] 2018-01-15T20:30:00\n", "\n", "array(7842.413)\n", "Coordinates:\n", " time datetime64[ns] 2018-01-15T20:30:00\n", "\n", "array(7840.9387)\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", 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" ] }, "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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\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 = 250, 290\n", "jmin, jmax = 230, 270\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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7zOxt2f/famZHAycDxwAHABeZ2ZHuHheLbaN2PpX0R5CsiH3CPK8/h/plNc0vwyrsGkoUFI1rvrI1rlVLUNuXxdtujxuvXp0M/eQnw2HTzZvjIuJ//me7krH7tsXzXlHZHsbvH1qRjO24I2warq+xsbhf1ZwiuVFh9byi6zm1f0NV7WM/RDuLGef9HQexkHJbaGDYFzqRH+vtYHJ6/iLlecW679uW/k6uGJoI2w6NLEkHr746bPu3X31iGP/gynQJx5VPeWfY9lvfThds/8M/SOdWAKZHw7BdeUU6mPcQoLGxMBwVRs8tQh8lwZwEGW+VGcjtTfSW8vYnhofy8tTC11eUIwvnxwH8O86rQ+/T3X+QPVSs0fN5sPTQp4HvA2/Npn/B3SeB35jZ9dRvIfhpJ/o6n5J8GkRERERERApZY2YbG35OzW/CvlmZotlyRftk09cCv2143eZsWtd0pFyFiIi0meo0iYiIzNXa/HiXu29o0bzmOxXc1UukNDAUERkUGhiKiIjM1d38eLuZ7e/uW8xsf2D2Bq3NQGNR9gOpP4Ssa7QXISIiIiIi0h7nUS9HRPbv1xqmn2xmi8zsEOpPnL60C/17gM4YiogMAl1KKiIiMlcH86OZfZ76g2bWmNlm4O+A9wFnm9lrgFuAlwK4+1VmdjZwNTANvL6bTyQFDQxFRAaHBoYiIiJzde6ppC9PhJ6WeP0ZwBnt69Ge0cBQRGRQaGAoIiIyl/JjU7SWRESkaWa2zsy+Z2abzOwqM3tTNn21mV1oZtdl/65qaPN2M7vezK41s2d2r/ciIiKS0tdnDN1henr+2FDOO9trZRsv4f3Yx5KhqSNPD5u+7GU58w6OeGzcGDd92uPi4wBLxtJPyF0ycU88c9LFf+/dGhQ7BpYvj8voFjnIU6RY7Uwt7le10n9F14usy7wi9EWogH0LdO4eimngLe7+CzNbBlxmZhcCrwK+4+7vM7O3AW8D3mpmRwMnA8cABwAXmdmR3b6PogwMZxGT8wen4g3gyMjiZGxLzjZ9/0u/lg6+4AVh24n/GW8LNr0kXcT+2P3Cptx0Uzr256cOh23PPDOOr4qK1Od9LwvE8/JYNbWTBMwEf+NmRL0exG163rrOe8EM1QUvux/3N3qK7sFvWl8PDEVEpEEHEl9WnHe2UO92M9tEvSDv86nfcA/waeD7wFuz6V9w90ngN2Z2PXAi8NO2d1ZERAQ0MGyS1pKIiDRaY2YbG35OTb3QzNYDxwOXAPtmg8bZweM+2cvWAr9taLY5myYiIiI9RGcMRUQGQesulbnL3TfkL86WAucAp7n7NrPkpcbzBXRdlIiIdIYuJW2aBoYiIoOic3WahqkPCj/r7udmk283s/3dfYuZ7Q/ckU3fDKxraH4gcGtHOioiIgIaGDZJa0lERJpm9VODnwA2ufuZDaHzgFOy308BvtYw/WQzW2RmhwBHAJd2qr8iIiLSHJ0xFBEZBJ27VOYk4BXAFWZ2eTbtHcD7gLPN7DXALcBLAdz9KjM7G7ia+hNNX68nkoqISMfoUtKmaWAoIjIoOvNU0h8x/32DAE9LtDkDOKNtnRIREYloYNgUrSUREREREZGS0xlDEZFBoSOiIiIicyk/NqWvB4aVCoyMzB+bno7b3jdeDeMrRieTsXtH9g3bbjz29GTsrpxn8d14YxwfD/q9fn3clomJnBcENm4Mw7ue+sxkbNVQel0C3LdjURhfujQdq7LwW5XiTwC5G5GZWvLx/FQr/fk0/m5tNz15ZWKdqbpBPt1DIbtxjF2V+bev4znpYMXIzmRs8eqcz1mQjC44P/4u//PWL8bzPuBZydBb/2FF2PRtb0vH/vPD98XLzcmf964+LBlbdc/N8bxvuy2OB+uzxnDYtDo6mo7V4vw5k5Mla7VguX26KRoK9oqHh+LP7kwtXl/R5tly/hYe/C2UH5ug/Ni0vh4YiohIAyU+ERGRuZQfm6K1JCIiIiIiUnI6YygiMgh0qYyIiMhcyo9N08BQRGRQKPGJiIjMpfzYFK0lERERERGRktMZQxGRQaEjoiIiInMpPzZFA0MRkUGgeyhERETmUn5smtaSiIiIiIhIyfX1GcOZGdi2bf7YypVx20UTcTFbH0kXyt2WU4v26SMXp4OvfFLY9oor40Lfj330rnTwoovCthx3XByPqtU++tFh03vuScemp+MC9mv3Cd4TMBMU8PXKwgvw5sppGxWxn6nFf8cqQTHbNh7V6tUDZirQ2yK9+geWrjCD4cr825rR0XjbyXSwAQyKpgPwqU8lQ09534fitps3hOE7p9K5+R+f8PWw7U+veW4ydtxx6fkCLM4pQr9qv2CdLF8ett21dFUYD7/WeTluejoZ8qF0bgWopZsCOQXfc5LvTFCwPW8z1s58ERW4z8vreaJ+5+3LKEe2gPJjU/p6YCgiIhldKiMiIjKX8mPTtJZERERERERKTmcMRUQGhY6IioiIzKX82BQNDEVEBoUSn4iIyFzKj03RWhIRERERESk5nTEUERkEurleRERkLuXHpmlgKCIyKJT4RERE5lJ+bIoGhiIig0BHREVEROZSfmxaXw8MzdJ1du2eu8O2V922Vxg/8MB0bPPmuF/3LH9yMnZsTsHYRxw5GcZ9KF0s3g49NGx7e2X/ML7v1O/CeGQsqN8bFYwFcr+s1elgnYyMxG2j6r85y80rZhvFq5W4GO1MLSjuG7YsVug2r230nnp5m+qk+63CwFJWu3bB7XfNv63Jq1F//eYlydgxS2+OG7/5zcnQoqntYdN//fZhYfw5z0nHrjsqXcAe4MDgPS/ednvYdudBDwvjV16Zjh1+eNiUpXGYiYl0LG+7PBzk37xt49BQnAN3TUf5Ii7YXgtScxSrzzvuV17+jUTrpJazT5C3rxPlqXbKW65ypDRq266ema0zs++Z2SYzu8rM3pRNP87MfmZml5vZRjM7saHN283sejO71sye2a6+iYgMpEql+I+0nfKjiEiHtSI/liBHtvOM4TTwFnf/hZktAy4zswuB9wPvcfdvmdmzs/8/xcyOBk4GjgEOAC4ysyPdfaaNfRQRGRwlSFoDQvlRRKSTlB+b0ra15O5b3P0X2e/bgU3AWsCB2QsPVwC3Zr8/H/iCu0+6+2+A64ETERERGSDKjyIi0os6co+hma0HjgcuAU4DLjCzD1AfmD4+e9la4GcNzTZn03af16nAqQDr1h3Utj6LiPQV3Vzfl1qZH7P5PZAjDzxQOVJERPmxeW1fS2a2FDgHOM3dtwGvA05393XA6cAnZl86T/M5d8S6+1nuvsHdN6xZs3e7ui0i0n90/0RfaXV+hIfmyNWrlSNFRADdY9iktr5DMxumnvQ+6+7nZpNPAWZ//xIPXg6zGVjX0PxAHryMRkREZGAoP4qISK9p51NJjfrRzk3ufmZD6FZgtp7DU4Hrst/PA042s0VmdghwBHBpu/onIjJQZi+V0dHQnqf8KCLSQa3KjyXIke28x/Ak4BXAFWZ2eTbtHcBrgY+Y2RAwQXYvhLtfZWZnA1dTf2Lb6/XENRGRPVCCpDUglB9FRDpJ+bEpbRsYuvuPmP++CIATEm3OAM5oV59ERES6TflRRER6UUeeStouMzOwdev8scVLR8K2xxw97337D7jq6lTOhvXr436NjaVjt90Wt125clEYX1bbGTWOZ55ndDQdy+n46D7zPiAPaOIgTa0Whn0kvU5sajJsOzOUblv02FG1kv4MzdTSnx8oeOAqZ30VmXn0njy5Hys9Q0dEpUG1CsuXzx9bfONVYdsVB6WfaPreDx8ctn3nG+9LB3M+o1EaAli3+afpYJR8gWtrj0oHl8cLvuiiMMxzn3BvOnjXXWFbX3lEGN+8OR3LW19Da4aTseHpXWFby/lbVSrVZCzKJfW2C88nNv9zlx4Q5aq8tpHhoYW3hXi/QJvuDtBKbkpfDwxFRCSjx3GLiIjMpfzYNA0MRUQGhRKfiIjIXMqPTdFaEhERERERKTmdMRQRGQS6VEZERGQu5cemaWAoIjIolPhERETmUn5sitaSiIiIiIhIyemMoYjIoNARURERkbmUH5uigaGIyCDQPRQiIiJzKT82ra8HhsNDzv5r5i/Qevs9y8K2+27eFMaPGQlWzcoDwrb3syQZW7dfXFCWiYkwPDOSfl87RheHbffd8bswfjvpIvX7jtwTth2uBYXmK/HHzIfSBXghLkg7SbqAPcAiZtLLJV2cF6AatAWYqaXbF9n+5Nevj/vdLkUKA+eJChKLyMJUJney+Nf/PW9s5tig2Dvw/e+nY+989mXxgpc/OhnaORF/11/2snjWHPsnydDFn/pN2PTJB96QjN1bOyxs+9zD430Gto0lQzOHxgXsqzmF5nfsSOfIQ9ZsD9tO1oJ9oaFiO8pREfuomDvEOdJqce7NS7BRDq1UFp5riubAaH3lUY6UTunrgaGIiDTQEVEREZG5lB+booGhiMgg0KUyIiIicyk/Nk1rSUREREREpOR0xlBEZFDoiKiIiMhcyo9N0cBQRGRQKPGJiIjMpfzYFA0MRUQGge6hEBERmUv5sWlaSyIiIiIiIiWnM4YiIoNCR0RFRETmUn5sSl8PDO/bZnzj2/MXfh1L15oFYN8nHRm/YOvWdGx0NGy6ZGpnMrZ9Ii5CPzoaF3sf3nZvMjYyuipsy5o1YXh19J1ZeVA870hOxfat2+KC7cuXpwu7jozkLTsI5RSSzysjX60FRYlz5s1Q+qtXrU2HTb0Sf0Z6VVSgN69wcF5x36KFhweCLpWRPVD95L+H8dUbXpsOHpcuYA/x9/Wee8KmrB26PYz/8tx0Efsj94vnffNUuoj9wSvjbchvdzw8jO+zTzq2aMd9YdsoHwAcdVR6m3/3tqCAPRClyEW1qbDtzEi8v1INCtFXKnEGjbbZntN2Ok6R4eq06SBvAz6UXtcztTgPFSlgn7dDYsG2XfmxCcqPTdNaEhERERERKbm+PmMoIiINdERURERkrg7mRzO7CdgOzADT7r7BzFYDXwTWAzcBL3P39GWAXaK9CBGRQVGpFP8REREZNK3Ij3uWI3/f3Y9z9w3Z/98GfMfdjwC+k/2/52gvQEREREREpH2eD3w6+/3TwAu62JckXUoqIjIIdHO9iIjIXK3Nj2vMbGPD/89y97N2e40D3zYzB/4ti+/r7lsA3H2LmQWPrOoeDQxFRAaFBoYiIiJztS4/3tVweWjKSe5+azb4u9DMrmnVwttNexEiItI0M/ukmd1hZlc2TFttZhea2XXZv6saYm83s+vN7Foze2Z3ei0iItIZ7n5r9u8dwFeAE4HbzWx/gOzfO7rXwzQNDEVEBsHspTLtv7H+U8Czdps27031ZnY0cDJwTNbmX8wsr0SoiIhI67QqPzaRI81siZktm/0deAZwJXAecEr2slOAr7Xp3RbS15eSrlg0wR8dfu38wUMPDdtOTsdFwscreyVjq+7YEra9e2T/ZGyv1TmFRsfHw/DM8nQR+3tui2e9Nq5vz/A9QWHhlSvjxhMT6djYWNh01ejOMO6VdJFdCwrs1tum90GrU5Nh25mhRWGcYN55246o31GB3WaExWxziuhG66toEd0i/YqK+0Lct1IV9+3ApaTu/gMzW7/b5OcDT8l+/zTwfeCt2fQvuPsk8Bszu576kdOftr2jwlR1MTevfNS8sZHnzD991vIgFW25Ld4WTAV10w8e3xS23URcSD5K7TmbEUZH07HvfDd+T497XDzvRUNBLrryynQM4PDDw/D08iXJWKF9ivEgbwPVnO1JlCOrObk5Ml2Ljx0V2swNxbu9Ub6o5iw3N0dG66RIjiuwHwQlypGdu9ViX+ArZgb1cdbn3P18M/s5cLaZvQa4BXhppzq0J/p6YCgiIi3XzI31u0vdVL8W+FnD6zZn00RERAaOu98IzDny5u53A0/rfI/2jAaGIiKDoHVPXWvmxvpmzXeYuySHp0VEpCfoqd1N08BQRGRQdC/x3W5m+2dnCxtvqt8MrGt43YHAra1YoJntDeDud7ZifiIiMsBKNjBcaI4s11oSERlknXn4zHxSN9WfB5xsZovM7BDgCODShS7E6t5tZncB1wC/NrM7zexdC52niIiUQIcePtNNrciRvbphHyYAACAASURBVP0ORUSkp5jZ56k/POZhZrY5u5H+fcDTzew64OnZ/3H3q4CzgauB84HXu/vCn0oBpwEnAY9x973cfRXwWOAkMzu9wHxFRET6XeEcqUtJRUQGQYfuoXD3lydC895U7+5nAGe0aPGvBJ7u7nc1zP9GM/sz4NvAh1q0HBERGRTlucewcI7UwFBEZFAMfuIbbkx4s9z9TjMrVudFREQG1+DnR2hBjizFWhIRkYEQVMgLYyIiIoOucI7UGUMRkUFQjktlHmVm2+aZbkBQvlxEREqrHPkRWpAj+3pgODM8yn37PWze2IraZNh2ZCSe98REEBwbC9vuVdmejN0/vixsuyTng1sdT8/7mmviea894MYwfu9+D0/GVtV2hm23V1YkY3mfxMpIfHa7uiP9nlm6NGxrUcm0AusagNH0O/NK/J68Uk3GrBY/myNqCzBTm690XF0lp2207Lzl5vF5S9ply83bYNdqYThqHy03T/j56UUDnvjcvdiHsGRGKtMcPJZ4UvnKlXHjIAlu2RHnmoNrv0nGojwDcOTyuFvj4+lYzmaCVZ/752TsaU99atj27om430u23ZGM3X74SWHbnDTGkul0Lto1Hf8thoM8xVTOCYSheBexSnvyxXBtV/yCStyvOAcuPB/kfb7yRGskL09FuShvXRfdpwjn3U85csDzI7QmR7ZtLZnZOjP7npltMrOrzOxN2fQvmtnl2c9NZnZ5Nn29me1siH28XX0TEZHBYGaru92HPaX8KCIinbCnObKdZwyngbe4+y/MbBlwmZld6O5/PPsCM/sgcF9Dmxvc/bg29klEZHAN+BFRMzsJ+A+gBrwa+N/AYdlN9S9z9592s397QPlRRKSTBjw/QmtyZNsGhu6+BdiS/b7dzDYBa6nXs8LMDHgZEF+/ISIi+cpxD8WHqOeNpcA3gBe4+4/M7NHAR6nXb+p5yo8iIh1UjvwILciRHVlLZrYeOB64pGHyE4Hb3f26hmmHmNkvzexiM3tiYl6nmtlGM9t4992JeydERGQQDbv7FdlRzzvd/UcA7v4LYHF3u7YwrcyP2fweyJF33n13W/osIiI9qXCObPvDZ8xsKXAOcJq7Nz4p5+XA5xv+vwU4yN3vNrMTgK+a2TG7tcHdzwLOAjj++A19dNeriEibDf4R0cY3+PbdYjmPFOs9rc6P8NAcueG445QjRUSgDPkRWpAj2zowzK5pPQf4rLuf2zB9CHgRcMLsNHefBCaz3y8zsxuAI4GN7eyjiMhAKMelMu80szF3H3f3r85ONLPDgM90sV97TPlRRKRDypEfoQU5sp1PJTXgE8Amdz9zt/AfANe4++aG1+9tZtXs90OBI4C4voKIiDyoUin+08Pc/Tx3n1OwwN1vcPf3z/7fzD7a2Z7tGeVHEZEOa0V+LEGObOc7PAl4BfDUhkdsPzuLncxDL5MBeBLwKzP7b+DLwF+6+z1t7J+IiAymXn8IjfKjiIh0SzJHtvOppD+C+St2uvur5pl2DvXLappWrTgrRucvZD/JorDtoom4YPuK8ErcnMt0g6KxS5bGt3zM1OJ7Q6uj6fZPe3z8nhg9KgyvGr8/Gbu/tiRsuyx6X1FFYmBmNJ73rtF0Ad/h6bgQ7i7SheaHhuIi9LWxOB6p5hR9jQrw5lUnzStWGxfRjeceFbrNK2RbpEBvntwCvsG8+6oAb1E9fjRT6jqRH7OGMD09b+i3t8Xbt3UHpD9Lq/PuVKntlwytGo8fiHP/xF5hfCRY9rJf/Thse8WTXp+MPWL578K2OWmMX2/ePxn7vTXXJWMA7HN4HB9P/y1yv/I7dqRj0cqEcF8GgNHRZMgK5GbCGAznbNOrlaAYfE6eiorY563r/BwZ5NecvF5o257TtjQ5UvmxKW1/+IyIiHRAee6hEBERaZ7yY9O0lkREZNDEpwVERETKK5kjdcZQRGRQ6IjorI90uwMiItJDlB8bJXOkBoYiIoOgBJfKmNnXIX1DjLs/L/v3U53qk4iI9LgS5EdoTY7UwFBERPrFB7rdARERkR5VOEdqYCgiMigG/Iiou188+7uZjVAv8g5wrbvHj0EUEZHyGvD8CK3JkRoYiogMihIkPgAzewrwaeAm6jfRrzOzU9z9B93sl4iI9KiS5EcoliM1MBQRkX7zQeAZ7n4tgJkdSb0o/Ald7ZWIiEj3LThH9vfA0AyG5n8LtZy6rKl2D5iYSIZ8abrgOsTPSc8rrlod3x7GoyMe9xMXil9y151h/N6hvZOxVbdeFfdrv3RB47x1Xd18cxxfvTodDP5OAENr0u8pKmTbTHyY4Kx8JX7P4YGr6XjBPhQX/y0iKnSb99nNU7S95CjJzfWZ4dmEB+Duvzaz9n0x+pVZsoj5uqU5uWYqvQ2bml4cNl00EnwOV64M2y6Z2hnGGUkXVZ953Elh0+Wb07GZ/daGbYfuCMPhV2/X+iPCtsObfxvG71u+Lh0M6tfXrUhGxnLq2w+P3xfGd5L+HCxmOp53lCJz9hlmanEuif4WNjUZtx1ZFMYjRfqVt+1W/iyoXPkRCuTI/h4YiojIg8qT+Daa2SeA/8r+/6fAZV3sj4iI9LLy5EcokCM1MBQRGQQlOCJqZhvcfSPwOuD1wBupX6TxA+Bfutk3ERHpUSXIj9CaHKmBoYiI9It/N7Ol1O+V+IK7n9ntDomIiPSIwjlSA0MRkUEx4EdE3f14M3sYcDLwZTOb4sEEGN+sLCIi5TXg+RFakyMHfy2JiJRFpVL8p8e5+7Xu/h53Pxo4BVgJfNfMftzlromISK9qRX4sQY7s/XcoIiKyGzOrAPsA+wJLgPixyyIiIiWx0BypS0lFRAZBeW6ufyLwcuAFwJXAF4DT3T1+tr6IiJRTSfIjFM+RGhiKiAyKAU98ZvZb4Bbqie497n57l7skIiL9YMDzI7QmR/b3wNA9WYV8cSUursrEVDzroIj9dM6sh4PirLYjp6jw0qVhOCpyOhbPGWrpwsAAo8Gn4c59jgnb7l25Nxm7t5YusAtQWRnHx4JuDyeKN8+yrel+TY2uCtvm1NgNC80nPpYPqDKTjM1U4hqk1Vq6bR6vVON4gSK6ltOvvGWLNOEJesjMHhgaShaUnyH+PlaDQvN528ZdlXSR8OFg2wfA+Hg876F0UfU8Bx6Yjm3dGrfN26bvCArN33NP3HZ8OihgD6wJ9mdzUiBTwa7OcCVnm708zs2LJ9KfER+N/06Gh/FItbYrfsF0+o/lBQrY5+b1nH55kNtnanHujfYZlFulQeEc2d8DQxERqSvHpTIfM7PkHqW7P6+TnRERkT5QjvwILciRGhiKiAyKwU98H+h2B0REpA8Nfn6EFuRIDQxFRKQvuPvF3e6DiIhIL2pFjtTAUERkUAz4EVEzO9vdX2ZmV8Dcm5Tc/ZFd6JaIiPS6Ac+P0JocqYGhiMggKMc9FG/K/n1OV3shIiL9oxz5EVqQIzUwFBEZFAOe+Nx9S/ZrBTiG+hHRTe5+Y/d6JSIiPW/A8yO0JkdqYCgiIn3BzJYD/wFsAC4HDHiUmV0GvMbdt3WzfyIiIt3SihypgaGIyCAox6Uy/wRcDZzs7jUAMzPgncDHgFd2sW8iItKLypEfoQU5UgNDEZFBMfiJ7yR3f1XjBHd34O/N7LrudElERHre4OdHaEGO7O+BoTtMT88b2jW0OGw6vHQkjNdq6VjeZ2uG4XTbpelYM6J+5amOxO/5xuvTsWMqm8K2d655eDI2VPBTNlybTAcTf/8HjI0lQ4trO+O2lXh97ZquJmPDQ8n6ogA46bbk/Y1zPoCOJWNWm4nbVtL9KtJWpEXSH26Zwx121eb/XuZtl3eSzqGLR+PtG1NT6T4NLYqbLt0rjA8Fm79qJadfQQLda3Qibjsah9de86lguUeGbX++8ulh/Kab0rHff+TdYdvaWHp9zkR5CKhO7wrjhQS5e1ewD1UXx4eC1F1kHypXgYFHlQK5ee7DJ6W8CufIBX2KzSzeYxYRkc6rVIr/9LYfm9m7sktjHmBm7wR+1qU+zaEcKSLSY1qRH0uQI3PfoZl938zWN/z/RODne9ZPERFpq9l7KAY76f0V8AjgejM7x8y+bGY3Ao/KYh2nHCki0uNalR9LkCObucjv/wDnm9k/AWuBPwT+fIEdFhERWZDsiWovNbPDgKOpXzbzVne/oYvdUo4UEZGua0WOzB0YuvsFZvaXwIXAXcDx7n7bAvssIiLt0vtHM1vC3W8wswngYGCtma3Npv+gC31RjhQR6XUlyY9QLEfmDgyz61JfBjwJeCTwfTN7i7t/o1i3RUSkZcrzOG7M7B+BPwau4sHHNTnQ8YGhcqSISI8rUX6EYjmymUtJ1wAnuvtO4Kdmdj714olKeiIi0g0vAB7m7sEjiztGOVJERHrJgnNkM5eSvsnMFpvZw9z9Wne/GYifrSwiIp1XniOiN1J/Zn3XB4bKkSIifaA8+REK5MhmLiV9LvABYAQ4xMyOA/7e3Z+3pwsTEZE2KdelMuPA5Wb2HRoSn7u/sdMdUY4UEelx5cqPUCBHNnMp6buBE4HvZzO93MwOWVA3W61SwUfnL8Kb98aiIuB5ihQizSuumve5DZed1zinwP0x+6UL5V52U7qAPcBxq9OxvPWV/2UN+r1jR9x0NKhKnLM+2LYtDA8HBXpZvjxsO11JF3lu57Yrt6BxUMS+nQXsi34vpHTOy356wbvp0RxpOMMkipTX4i/VyEj6+75rOs6fw0PpDJxXjLtSiecdFbGfqeW1Dd5zlCuAi38Ub/+eHOSLf70+PoH8uidcEcbZGjzLaOwJYdPFlfQJgxnSeQhgspZTaL6Sjk/lpOZlQ+n8OTEdL3fZWM4+WJDnorQNsGgk+HzmJKq8/ErYPG4bfluVQGWuBefIZgaG0+5+3261EuMtO2Bm64DPAPtR/zqc5e4fMbMvAg/LXrYS2Orux2Vt3g68BpgB3ujuFzT9TkREyq4kOwDu/ulu96HBHudI5UcRkQ4rSX6EYjmymYHhlWb2J0DVzI4A3gj8pIl208Bb3P0XZrYMuMzMLnT3P559gZl9ELgv+/1o4GTgGOAA4CIzO9Ldc043iYgIUJrEZ2bPAd5L/VHcQ9RrNbm7x6fq22MhOVL5UUSkk0qSH6FYjmxmLf0V9WQ0CXwe2AacltfI3be4+y+y37cDm6gX/53ttFF/xPfns0nPB77g7pPu/hvgeuqX54iISJ7ZeyiK/vSHDwOnAHu5+3J3X9alQSEsIEcqP4qIdFCr8mMJcmQzTyUdB/4m+1kQM1sPHA9c0jD5icDt7n5d9v+1wM8a4ptpSJQN8zoVOBXgoIMOWmiXRESkf/0WuNLdc29raLeiObKV+TGbn3KkiEi5LThHJgeGZvZ1gvskmn3impktBc4BTnP3xruzX86DR0OBeZ8GM2f57n4WcBbAhg0bur5TICLSM/rnaGZRfw1808wu5qFPXDuzUx1oRY5sdX7MlvtgjjzhBOVIEREoU36EAjkyOmP4gezfF1G/Qf7/z/7/cuCmZnplZsPUk95n3f3chulD2XxPaHj5ZmBdw/8PBG5tZjkiIqXXwcdxm9mzgI9Qf5Tef7j7+zqy4AedAewARgkfW9xWhXKk8qOISIeUKz9CgRyZHBi6+8UAZvZed39SQ+jrZvaDvBln90h8Atg0zwj1D4Br3H1zw7TzgM+Z2ZnUb64/Ari0ubchIiKdYGZV4J+pF3HfDPzczM5z96s72I3V7v6MDi5vjiI5UvlRRGTw9Eh+hAI5spnh895mdujsf7L6THs30e4k4BXAU83s8uzn2VnsZB56mQzufhVwNnA1cD7wej1xTURkD3TmxvoTgevd/UZ3nwK+QP3hKJ10kZl1dWDYYCE5UvlRRKSTOvPwmV7Ij1AgRzZTruJ04PtmdmP2//XAX+Q1cvcfMf99Ebj7qxLTz6B++rPtihTZjYqn5s07r3ivBQXGsxkE/YrnnVcDtbpyZTL2yEfmtL3nznRw9eq48S23xPG77kqGbj/whGQMYGXwCV80lHP7zdhYGJ4ZShcHro5vD9sODwV/jB1xZWBfE+9zRp+/as42baaW/mxXc74zecWlo+1ptZYowp3xoJAyEH+4czbk0fcmbzvRa/K2AU1aY2YbG/5/Vnbf2qy11G9sn7UZeGwrFrwHXg/8tZlNArvobrmKPc6RHcuPZswkvjt537nqUPp7U2Q7krdbNZy3XQ6+65VKToHxiYlkaNfQ4rDpkx8fry8e/YZk6EXjcVOGDgjDX7rmEcnYE7bGsx4dTcempuK2+y7fGcZ9NL3OhnL2Lr2Sbrts/P6w7a7akjA+lf4zs2Qs5/M1HvyxRnKuyMv5/FVJ79/N5OxXRjxnuYXyWN6OYx/dt9ei/AhxjuyF/AgFcmQzTyU9P6vNdFQ26Rp3n4zaiIhI37rL3TcE8aYfhNIu7r6sk8uLKEeKiJRKlCO7nh+hWI5s5owh1G+CX5+9/lFmhrt/ZqELFRGR1ss7uNsiXX8Qipk9ab7p7p57/3ubKEeKiPSwsuRHKJYjcweGZvZfwGHA5fDAeXAHlPRERHqEe8cS38+BI7J76X5H/Z64P+nIkh/0vxp+H6V+X8dlwFM73A/lSBGRHley/AgFcmQzZww3AEf3QiFhERHpLnefNrM3ABdQfxz3J7OHo3SyD89t/L+ZrQPe38k+NFCOFBGRnsiPWT8WnCObGRheSb1G05Y975qIiHRKh46I4u7fBL7ZmaU1ZTNwbJeWrRwpItLjSpwfYQ9yZDMDwzXA1WZ2KfDADfXu/ryF9U1ERFqtg5fKdJ2ZfZQHb+ivAMcB/92l7ihHioj0sDLlRyiWI5sZGL57Yd0SEZFOKlHia3xU+DTweXf/cZf68u4uLVdERJpUovwIBXJkM+UqLl5or0RERFrN3T/d7T7MUo4UEZFeUiRHJgeGZvYjd3+CmW3noTU4ullIuGWKFoOPpeedVws0r1BpuNRaunhqfdnxvD0osJpXwnRmdbro+vR03HZRTiH5yWPTReyv35gMAXD44enYvqtzOnbbbWG4dsDB6eBYXEImLC69enXYNqjRDMDiO25Jxib3C/oMLKqlCxpHxYyhWJ1bH4oL2OfX2E1/dvOK+/ZbEfvIoB8RNbMrmL8m1GxeemQH+9IXOTL1vZwh/s5FX+e8z1m1kv5OzdTi3FudiKvB+1i6uHnudzmoup5XkJ1avIGbHElv8/cdi3Pzvdv2CuNHHZWO7f+rC8K2H7r6mcnY6S+6OWzLPfHfwg46KBkbzylCvyxYJ/cTtx3NyTWjo3E88ps70stenvON3mtl/HeORN8ZiPdZ8/b98vYrw+9NHxWwzzPo+RFakyOTm0J3f0L2b88UEhYRkfmV5B6K53S7A7OUI0VE+kNJ8iO0IEc2W+BeRESkq9z9gVMcZrYv8Jjsv5e6+x3d6ZWIiEj3tSJHDs45YhGRkqvViv/0AzN7GXAp8FLgZcAlZvaS7vZKRER6VSvyYxlypM4YiogMgBJdKgPwN8BjZo+AmtnewEXAl7vaKxER6Tkly49QIEfmnjE0szeY2arCXRQREWmNym6XxdxNl66AUY4UEZEes+Ac2cwZw/2An5vZL4BPAhe4++A8xk9EZECU6Ijo+WZ2AfD57P9/DHyrS31RjhQR6XElyo9QIEfmjh7d/W+BI4BPAK8CrjOzfzCzwxbWVxERabXZS2XKcP+Eu/8v4N+ARwKPAs5y97/uUl+UI0VEelir8mMZcmRTpxWzo5+3ZT/TwCrgy2b2/gX1WEREZA+Z2eFmdhKAu5/r7m9299OBu7s5EFOOFBGRbmtFjmzmHsM3mtllwPuBHwOPcPfXAScAL15490VEpJVKcDT0w8D2eaaPZ7GOU44UEel9JTljWDhHNnOP4RrgRY21MQDcvWZmPVNsuNWqzKSDlfY948CxhbetVMO41YL3lNO+WolvmYn6vWgkbnvDtr3D+GFD9yZjRx4ZP/Nh76U708Fbbg3bTh4YH1xZ9LMfJmM/5Ilh2yc+PvgMbd4ctl28enUY58ADk6FF05Nx2+CznbdBrE4F6xpgKNjcRDGgSs7Co3Abv6+9pg+SVlHr3f1Xu090941mtr7z3QF6OUe6Y9O75o9Vhtu22F3T6XwwXMvZBo2OhuHk+wFmct5TZSgdz92+5WxHFg2l8+sMcW5etTzOzUuPCtofsCFse/qXX5uMfWL5v4dtX3P4xWH8km0PT8b22SdsysgB6fe0bVvcdmoqjq8aTeeiycrisO3YWDqWl3o95+8cyds/qwXzzvts5oo+/AOUP0uQH6EFOTJ3YOju7wpim5pZiIiItFdJHscdjRriPb42UY4UEeltJcmP0IIcOTiHAkREZND93MzmnAIxs9cAl3WhPyIiIr2icI5UgXsRkQFRgiOipwFfMbM/5cEktwEYAV7YtV6JiEhPK0F+hBbkSA0MRUQGQBkulXH324HHm9nvA8dmk7/h7t/tYrdERKSHlSE/QmtypAaGIiLSN8ysAnzU3Y/NfbGIiEiJFM2RGhiKiAyIkhwRrZnZf5vZQe5+S7f7IyIiva8M+RGK50gNDEVEBkRZEh+wP3CVmV0K3D870d2f170uiYhIrypRfoQCOVIDQxER6Tfv6XYHREREetSCc2TfDwyNuHh6Sl4h+ajYe5FC8e2Uuy5yCpWG7yuvbbDsvHW9fn0YZoZ0Efu9K/F7nqmly7ZUV64M227dGvfrjpXpIvajE3Hb6DMyfcDBYdvhX18Vzzx4X/evXBs2nQj6vdfK+HOfW3V4ZCQZyvuMUOA7tdBtRCvkvq9WLqskN9cDuPvFZnYwcIS7X2RmY1CguvSgMoOh+dN8Ned7EX12q7V0kXmIC8nXH463sOUCWJSLcj7/0bagWrR4V9Cvas4+Q57h2mQ6uHx52Pa370oXsX/N0Jaw7falTw7jxwV/yssvD5tyyMfekoz95PEfDNu+4AXxvKmld20XXXNF2HTb6COSsZxdBsbH4/iqlenP3+R0vPlaNBJ8X3M2/JaXGLpVxL6DCatM+RGK5ci+HxiKiEhdWRJfVqfpVGA1cBiwFvg48LRu9ktERHpTWfIjFMuRKnAvIiL95vXAScA2AHe/Dtinqz0SERHpDQvOkTpjKCIyAEp2qcyku0+Z1S87NLMh6OI1wyIi0rNKlh+hQI7UwFBEZECUKPFdbGbvABab2dOB/wl8vct9EhGRHlWi/AgFcqQuJRURkX7zNuBO4ArgL4BvuvvfdLdLIiIiPWHBOVJnDEVEBkSJjoj+lbt/BHjgkYtm9qZsmoiIyEOUKD9CgRypM4YiIgNg9h6Koj994pR5pr2q050QEZHe16r8WIYcqTOGIiIDoo+S1oKY2cuBPwEOMbPzGkLLgLu70ysREel1g54foTU5su8Hhp0sIP3AMosU284pdJs376h9kbZ57fOKhBf5OxSprZq33Gol6Hei8POs5WPxsve95efJ2G/WPCZsa+P3J2PD09Pxgo8+OgzvnEivkyXj8XZhybZt6eBo/KRjX74ijEdsOi6YnfshCYtex9mgyOc+T9H2MsdPgC3AGqCxCvZ24Fdd6VGvS3z+8/JF+LWpRAXs40uRiubsqH3eZiJqWzTHRe2L5uYoV+XNe90B6Xnvqu0ftl02vTPu1403JUOPveXKsOl970oXsX9x7d54uSyPw/fckwzNHJ0uYA+wPvjc56XmvM/f5FT6M5SzO1JowTPN1TWfVzXvs1lkB65IW0kpnCPbNjA0s3XAZ4D9gBpw1uy1rWb2V8AbgGngG+7+12a2HtgEXJvN4mfu/pft6p+IyCApw+O43f1m4Gbg97rdlyKUH0VEOqcM+RFakyPbecZwGniLu//CzJYBl5nZhcC+wPOBR7r7pJk1noa4wd2Pa2OfREQGVhkSH4CZPQ74KPBwYASoAve7e86phJ6h/Cgi0kFlyY9QLEe2bWDo7luon87E3beb2SZgLfBa4H3uPpnF7mhXH0REZCB9DDgZ+BKwAXglcHhXe7QHlB9FRKSNFpwjO3KBb3YZzPHAJcCRwBPN7BIzu9jMGm/GOsTMfplNf2JiXqea2UYz23jnnXe2ve8iIv2iRE9cw92vB6ruPuPu/wn8frf7tBCtzI/Z/JQjRUR2U7Knki44R7b94TNmthQ4BzjN3beZ2RCwCngc8BjgbDM7lPrR04Pc/W4zOwH4qpkd4+4PeRqGu58FnAWwYcMGPdlBRITy3EORGTezEeByM3s/9fyxpMt92mOtzo+gHCkisruS5UcokCPbesbQzIapJ73Puvu52eTNwLledyn1G+/XuPuku98N4O6XATdQP3oqIiLS6BXU89cbgPuBdcCLu9qjPaT8KCIibbLgHNnOp5Ia8Algk7uf2RD6KvBU4PtmdiT1myLvMrO9gXvcfSY7QnoEcGO7+iciMmgG/Yiomd0N/Iz6I7l/DFzq7u/pbq/2nPKjiEhnDXp+hNbkyHZeSnoS9RHrFWZ2eTbtHcAngU+a2ZXAFHCKu7uZPQn4ezObBmaAv3T3dDEaERF5QEkulTmE+mWWj6eeT04wsxvJkqC7n93Nzu0B5UcRkQ4pSX6EFuTIdj6V9EeQrAj7Z/O8/hzql9WIiIjMkd1T9+3sBzNbAvw5cBr1S2b6YmCo/CgiIq3WihzZ9ofPtJsx/731nsy5Tc63NpOMeaW6oD4BUCl4W2fQPlwuBfudo0jbvMM4Ub9tajKe98hIer7LV4RNF+fNe8OGZOiQ6V1h053T6XuA75rzOImHuuemOP6oA4InEY6Oxo0POigdy/k77dgRz3pZ7b50cHw8brzPPnG8gCLf9bwjkNVKZ5/9MehHRM3sAOpHQh9P/eEsAJcBfwv8tFv96mkLzDlFUlXX8kHecqN557zhaDuR1z63XznLLrQ/E8x7OG/7VEnnTwCOOioZ2n7gw8OmK8bS6/O+HavCtkvjXnH+xn2Tsac+NW47MZGOU5xlNwAAIABJREFUrdp4Ydh26ClPD+PDU/cnY3fviJ8LstdYumM7WRy2zfsuLxpJfw6cOAcWUWg7sQCDnh+hNTmy7weGIiJSV4LEtxn4BfAh4G3uPtXl/oiISB8oQX6EFuRIDQxFRAZASe6hOAn4PeCFwJvN7CbqR0F/CmycLQwvIiIyqyT5EVqQIzUwFBGRvuDuswnuTHigOPxzgU8DBwI510qLiIgMplbkSA0MRUQGRBmOiJrZUTx4D8VJ1AvC/xT4eDf7JSIivasM+RGK50gNDEVEBkAZLpUxs7uALdQfvf1D4H3ufn13eyUiIr2sDPkRWpMjNTAUEZF+cZi7B4+3FRERKa3COVIDQxGRAVGCI6LvNUs/ut/d39jBvoiISJ8oQX6EFuRIDQxFRAZECRLfZd3ugIiI9J8S5EdoQY7s+4FhqvBr4cKZRQrJFylGmyOad34B3rhQaTv7HbG8wsLR+h5a+Ec49+84smjB855mOIwvZmcytnp1XKw2r5A8I0FR4jvuiNuuXp2OrVwZNl129SVh3E98bDJWW7oibFv91S/jeR93fDLWzk91bhHwkmSiTnH3T3e7D/2mbTmyTaIC9rlt877tBeZdqG1Bhf5W0TYobwOWE4/W97KlcZ/vH0+vzxV33RD3a1uQ44A/WnNrOvjNzWHbxVPpsm+7XvLysO1EugY9AMM7tiVj49N5Be7TscW3xuvLDz0sjO+aTv8dC+xiAfF+6Qzd+04NqlbkyL4fGIqISDlurjezD7v7aWb2dZi7t+zuz+tCt0REpIeVIT9Ca3KkBoYiIgOiBInvv7J//wU4HKgBN0BwCl5EREqvBPkRWpAjNTAUEZF+8Sszez/wauAW6lcKHwh8CnhHF/slIiLSbYVzZN4dMiIi0gdmL5Up+tPj3g+sBg5x90e7+/HAYcAK4P/ras9ERKQntSo/liFHamAoIjIgup30zOylZnaVmdXMbMNusbeb2fVmdq2ZPbNh+glmdkUW+yeLnrUNzwFe6+7bZye4+zbgdcAfFeu9iIgMqpIMDAvnSA0MRUQGRA8kvSuBFwE/aJxoZkcDJwPHAM8C/sXMZh9J96/AqcAR2c+zgvm7u893Q/0M89xoLyIiAqUZGBbOkRoYiohIS7j7Jne/dp7Q84EvuPuku/8GuB440cz2B5a7+0+zZPYZ4AXBIq42s1fuPtHM/gy4pgVvQUREpF8VzpF6+IyIyABo4eO415jZxob/n+XuZxWc51rgZw3/35xN25X9vvv0lNcD55rZq6kX8nXgMcBi4IUF+ygiIgOoLOUqaEGO7PuB4UILv+YVwi1SUDZq284i8kUKA0P7+l20kHK0bCtQgDevX1FhVojX93AlbsvoaDK0ZHpX2PThh+Zs3UaWJ0MvfnVcSP6cD/82GZtZvipsu+3IdAF7gInb0rH9x+4L23L++WF4x+HpAvdjY/H3orrt3nRwZfye8xT9Tu6pFiW+u9x9QypoZhcB+80T+ht3/1qq2TzTPJg+L3f/HfBYM3sq9ctSDfiWu38n1abs2pEjc+dZpKh6jjbOOpT3nruVI3P3ZYKVUnQ/KN7exPMOUiCsXx+2zdvQ3Tm6Lhnbe/XqsO1b/+OIZOwdz467teLXP49f8KtfJUNDz35N3Db4O/78nriA/WMOiCsVDI+MJGOeU4S+yH5SNWdfp9V6YWBoZu8GXgvcmU16h7t/M4u9HXgNMAO80d0v2NP5tyJH9v3AUEREOsfd/2ABzTYDjXtrBwK3ZtMPnGd6Xh++C3x3Af0QERHppg+5+wcaJ+x2H/4BwEVmdmR2b+AeK5IjdY+hiMgA6PFyFecBJ5vZIjM7hPpDZi519y3AdjN7XPY00lcCqbOOIiIie6wPylXMex9+25YW0MBQRGRAdDvpmdkLzWwz8HvAN8zsAgB3vwo4G7gaOB94fcOR0NcB/0E9Ed4AfKtYL0RERB6qhwaGbzCzX5nZJ81s9n6VtUDjvTx599u3jS4lFRGRlnD3rwBfScTOAM6YZ/pG4Ng2d01ERKQVwge0RffhUy/P9F7q99K/F/gg8Gr28H77dtLAUERkAJToqWsiIiJNa3F+DB/Q1ux9+Gb278D/zf6bug+/4zQwFBEZEBoYioiIzNUL+dHM9s/urYd6+Ygrs9/PAz5nZmdSf/jMEcClXeiiBoYiIiIiIiJt9n4zO476ZaI3AX8B9fvwzWz2PvxpHnoffkdpYCgiMiB64YioiIhIr+mF/Ojurwhi896H32kDOzBsZwH7IooWyW1nIdx2LTf325hTlThadjf/zmG/cgqbh22HhsO24+Nxv5aMpwu2n/MvU2Hbu4fShYH32hEXoV81viPu2Jo16dj534/b/o//EYaX1YK+3TURtvV99k3GihTv7TTdYyh7otC2s+A2fcHLBSqVdL/bmh9z3nNUSD6vbZF8UWQbVTQ/VittWt9527Gcz1cYzkmg//j4qFrOU8K2X7v1MWH8+c+Y73kkdfsv3R625X1nJkPfHf27sOnSpYvD+KGHpmMjI2FTmJ4Ow/b/2Lv3OMmq+t773293T3czDMNtuM6FAR30ASIgIxqJxoM39EkENTF4vGDiK0SPFzDmHEWP0WhIjEfxUfOoIWLQBEUiqOQCisZrwsUBR24jMtxkYAQGhAFheqa7f+eP2g013bXXru6qXZddn/frVa+p3r+9dq3aVVO/vfZae6/R/A+j6FinnciPzWO6CgAAAAAYcJXtMQSAQcMZUQAA5iI/NoeGIQBUAENlAACYi/zYPBqGAFARJD4AAOYiPzaHawwBAAAAYMDRYwgAFcEZUQAA5iI/NoeGIQBUANdQAAAwF/mxeQwlBQAAAIABR48hAFQEZ0QBAJiL/NicyjYMreh2FRoKORlvpd69uu0YGk6XnZ5Kv3aifKmf81B3OtSL3tPixenPQov3WPBr773+J/nBJUuSZd977ppk/MyR9+fGNr/pL5Jlj3hqMqwrrsiPPfnJu6cLpxR8B1r57rYbQ2UwHy39dpb429itPFa43YL3nNx2l3KJ1LvHQkkt7q+990j8Li8+NF34aU/LDd12e/q7eeLiy5LxL/zHC3Nj27enq7X2Zfn5813/+qFk2fOueV8yPj6eH1u1KllUGhlLhod75PtHfmxeab9Wtlfa/q7tDbZvsH1aXexttm/Kln+kbvkZtjdmsReXVTcAALqF/AgA6EVl9hhOSnpnRFxjezdJV9u+TNJ+kk6U9LSImLC9ryTZPkzSyZIOl3SgpG/bPjQi0qfkAQCSOCPaR8iPANBB5MfmlNYwjIjNkjZnzx+2vUHSckl/LOnDETGRxe7Nipwo6fxs+W22N0o6VtLlZdURAKqExNcfyI8A0Fnkx+Z0ZOC77dWSjpZ0paRDJT3H9pW2v2/7GdlqyyXdWVdsU7Zs9rZOtb3O9rr77ruv3IoDAFCidubHbHvkSADAgpR+8xnbSyRdKOn0iNhqe0TSnpKeJekZki6wfYjU8MrtOVetRsTZks6WpLVr1/bGVa0A0GVcXN9/2p0fJXIkAMxGfmxeqQ1D24tUS3rnRcRF2eJNki6KiJB0le1pScuy5Svriq+QdHeZ9QOAKiHx9Q/yIwB0DvmxOWXeldSSzpG0ISLOqgt9XdLx2TqHShqVtEXSxZJOtj1m+2BJayRdVVb9AKBKZs6ItvpA+ciPANA57cqPg5Ajy+wxPE7S6yRdZ3t9tuw9kj4v6fO2r5e0XdIp2dnRG2xfIOlG1e7Y9hbuuAYAqCDyIwCg55R5V9IfqfF1EZL02pwyZ0o6s6w6VUErE/S2MnFwK9suLFswCXiyfMHpm9S2W574N/XaBe+ppYmWC0xN5297eOuvkmVvXnJ0buytb02/7rZt6biGfpAbOvCD6aJvelM6vsce+bF7782PSdJ++y78+1Wk05NLD8LZzCogP5ajlRzXStmyt51UMBl80WundPr3a0ap+6soUW3Zkhs6ePFosugPx/MnsJekX/4yP/auq16ZLKsHn5Ufe/KTk0X3WJre9MEPXJ0bi9XHJMtu357e9tBoecc680V+bE7pN58BAHQGiQ8AgLnIj83pyHQVAAAAAIDeRY8hAFQAt+MGAGAu8mPzaBgCQEWQ+AAAmIv82ByGkgIAAADAgKPHEAAqgKEyAADMRX5sHg1DAKgIEh8AAHORH5vDUFIAAAAAGHD0GC5AmRPFF2llEt1WlDnhbJmT+3Zr0uFuTQwsFUxi/+ijybLT03su+HXPPbdghV/+VW4oJn+YLvue96Tj9342P3bIIemyWxMz9C5enC5b4uTSC8EZUfSC1Pe+lYniixSVben/Y8F/rhgazo11Mx+08tp9myNTs64/+GC67ORkfuyqq5JF939aepL6iy7Kj73h4guTZff70sdzY3c8+9XJss9akgxrao/8SeynE7tDKs453TpmbYT82BwahgBQAVxDAQDAXOTH5tEwBICKIPEBADAX+bE5XGMIAAAAAAOOHkMAqACGygAAMBf5sXk0DAGgIkh8AADMRX5sDkNJAQAAAGDA0WMIABXBGVEAAOYiPzaHhiEAVADXUAAAMBf5sXk0DBegzIlZe3VC2W5O0FuWlt9TweTmSalfqFa2K0mPPJIbmjpwZbLoU76eP8nuN899drLsJesPSMYPvupbubGH//T9ybK3/u0Pk/Ejt/8kNxbjuyTLOvFZxMiidNnJHcm4EpNeA1VVar5o5eiulUnoC36XyZE9JPVZ7btvsujEyK65sbEDD0yWXfO/35GMX/m5P0rU64hk2a+tzt/2IQ8mi2rFinR8+Nabc2PTq9ekCxeYms4/pm31UAfloGEIABXBGVEAAOYiPzaHhiEAVABDZQAAmIv82Dw6cgEAAABgwNFjCAAVwRlRAADmIj82h4YhAFQEiQ8AgLnIj82hYQgAFcA1FAAAzEV+bB7XGAIAAADAgKPHEAAqgjOiAADMRX5sDg1DAKgAhsoAADAX+bF5NAx7jBXdrkJDISfjvVrvlFbfU6p84f4YWvgo7sJ6rViZGxt+4P5k2Xt+65W5sf1uvTxZ9rDDDkjG9ezTc0Pf+la66GGHpeP60brckFetSpdNZYvFu6bLjqR/Qj09lS4PYH5a+O1MKjpqLHjdlvJBj2olR3b1mGF0ND9W8DmPTf46N3bXg+l8cO2LPp6Mj/wyP/bCp+5Iln35qmvzg8v2T5ad0vJk/Bn/fU1u7MdfujlZdtGTn5yM75jM/x4MD/Xn/4uqo2EIABXBGVEAAOYiPzaHhiEAVASJDwCAuciPzeGupACAtrD9f2z/zPa1tr9me4+62Bm2N9q+yfaL65YfY/u6LPZJ2+kxaAAAoBQ0DAGgAmYurm/10aLLJB0REU+T9HNJZ0iS7cMknSzpcEknSPq07eGszGcknSppTfY4oeVaAACQaVd+HIReR4aSAkBFdDtpRUT9bYSukPR72fMTJZ0fEROSbrO9UdKxtm+XtDQiLpck21+UdJKkSzpXawBA1XU7P/YLegwBAGX4Iz3RwFsu6c662KZs2fLs+ezlAACgw+gxBIAKaOM8Tcts18//cXZEnD3zh+1vS2p0f/T3RsQ3snXeK2lS0nkzxRpVObEcAIC2YB7D5tEwBICKaFPi2xIRa/OCEfGCVGHbp0j6HUnPj4iZRt4mSfUTbK6QdHe2fEWD5QAAtA0Nw+bQMKyQMieM7dcJelMKJx8vmNC4V/dJctLhvfZOlt03FVx8RLLsQSOPJePanh86oeB2I48+mo7rpJNyQw+Ppt/zbqMTubHCz7jFSbGrxvYJkt4l6bcjov5Tu1jSl2yfJelA1W4yc1VETNl+2PazJF0p6fWSPtXpemMwJP8/t/h/tVfzQStaeU89uz/Gx5PhaDiIoebAxelNL1+Wn0sk6bHpsfzggw+myx52TG7s2muTRfXM7bcl4z8+9dv5wRWvTW+8wAitjL5T2lGL7ZW2v2t7g+0bbJ+WLf+A7btsr88eL82Wr7b9WN3yz5ZVNwComh65K+nfStpN0mX1v+MRcYOkCyTdKOlSSW+JiJkzM2+W9DlJGyXdogG48Qz5EQA6h7uSNq/MtvykpHdGxDW2d5N0te3LstjHI+KjDcrcEhFHlVgnAKisbietiHhyInampDMbLF8nKd0dXT3kRwDooG7nx35RWsMwIjZL2pw9f9j2BnG3OQAoDYmvP5AfAaCzyI/N6cgFMLZXSzpatWtIJOmttq+1/Xnbe9aterDtn9j+vu3n5GzrVNvrbK+77777yq04AAAlamd+zLZHjgSAHmT797PLB6Ztr50VO8P2Rts32X5x3fJjbF+XxT5pO/9C2DYovWFoe4mkCyWdHhFbJX1G0pMkHaXaGdOPZatulrQqIo6W9Keq3ahg6eztRcTZEbE2Itbus88+ZVcfAPpCj1xjiHlod36UyJEAMFsPXWN4vaRXSPpB/ULbh0k6WdLhkk6Q9Gnbw1n4M5JOVe2mbWuyeGlKbRjaXqRa0jsvIi6SpIi4JyKmImJa0t9LOjZbPhER92fPr1btJgSHllk/AKiSHkh6aBL5EQA6pxcahhGxISJuahA6UdL52W/9bardjO1Y2wdIWhoRl2fTP31RUv5t2NugzLuSWtI5kjZExFl1yw+oW+3lqrWeZXufmdax7UNUaxXfWlb9AADoBvIjAPStZTPD9bPHqW3Y5nJJd9b9vSlbtjx7Pnt5acq8K+lxkl4n6Trb67Nl75H0attHSQpJt0v6kyz2XEkftD0paUrSmyLigRLrBwCVMTNUBn2B/AgAHdLm/LglItbmBW1/W9L+DULvjYhv5BVrsCwSy0tT5l1Jf6TGb+jfc9a/ULVhNR2RmsRU6uHJWdE+XZx8PPX9K/O719K2lyxp7cUTEwvvWlCvXQsmFg7lX0s1vTVdtqUZeHtsAnsahv2h1/Oj1L3fKKCbx2ctbXt0NBneJbXt8WULLvvMY5NFFTo4GX/gFX+cG9sj/ZY0XLC/eum3olP5MSJesIBimyStrPt7haS7s+UrGiwvTW8d1QAAAADA4LhY0sm2x2wfrNrlAldlUxs9bPtZ2SUIr5eU1+vYFmUOJQUAdBA9hgAAzNUL+dH2yyV9StI+kv7N9vqIeHFE3GD7Akk3SpqU9JaImMqKvVnSuZJ2kXRJ9igNDUMAqACuMQQAYK5eyY8R8TVJX8uJnSnpzAbL10k6ouSqPY6hpAAAAAAw4OgxBICK6IUzogAA9BryY3NoGAJABfTKUBkAAHoJ+bF5NAwBoCJIfAAAzEV+bA7XGAIAAADAgBvYHsNemnRz0HVzMttWtDIBdK++p36V2p+7Ly0qXZ3zY5wRRbvwG9U7Wsk13dJKXu/V99Svivbn3nt1qCJdRn5szsA2DAGgSriGAgCAuciPzavOqXIAAAAAwILQYwgAFcEZUQAA5iI/NoeGIQBUAENlAACYi/zYPIaSAgAAAMCAo8cQACqCM6IAAMxFfmwODUMAqAgSHwAAc5Efm8NQUgAAAAAYcPQYAkAFcHE9AABzkR+bR8MQXWdFt6uwIP1ab1QXiQ9tk/oyDTHYqJP6Mdf0Y51RbeTH5tAwBIAK4IwoAABzkR+bx2k/AAAAABhw9BgCQEVwRhQAgLnIj82hYQgAFUHiAwBgLvJjcxhKCgAAAAADjh5DAKgALq4HAGAu8mPzaBgCQEWQ+AAAmIv82ByGkgIAAADAgKPHEOgxISfjTByMRhgqg7ZiEnv0KHIk5ov82DwahgBQESQ+AADmIj82h1OCAAAAADDg6DEEgIrgjCgAAHORH5tDwxAAKoBrKAAAmIv82DyGkgIAAADAgKPHEAAqgjOiAADMRX5sDg1DAKgAhsoAADAX+bF5NAwBoCJIfAAAzEV+bA4NQ6DHMDkvAACNkSOB8pR28xnbK21/1/YG2zfYPi1b/gHbd9lenz1eWlfmDNsbbd9k+8Vl1Q0Aqmh6uvUHykd+BIDOakd+HIQcWWaP4aSkd0bENbZ3k3S17cuy2Mcj4qP1K9s+TNLJkg6XdKCkb9s+NCKmSqwjAFQC11D0FfIjAHQI+bF5pfUYRsTmiLgme/6wpA2SlieKnCjp/IiYiIjbJG2UdGxZ9QMAoBvIjwCAXtSReQxtr5Z0tKQrs0VvtX2t7c/b3jNbtlzSnXXFNqlBorR9qu11ttfdd999JdYaAPoLw2T6TzvzY7Y9ciQAzMJQ0uaU3jC0vUTShZJOj4itkj4j6UmSjpK0WdLHZlZtUHzOFcYRcXZErI2Itfvss09JtQaA/jIzVIak1z/anR8lciQAzNau/DgIObLUhqHtRaolvfMi4iJJioh7ImIqIqYl/b2eGA6zSdLKuuIrJN1dZv0AAOgG8iMAoNeUeVdSSzpH0oaIOKtu+QF1q71c0vXZ84slnWx7zPbBktZIuqqs+gFA1XA2tD+QHwGgs+gxbE6ZdyU9TtLrJF1ne3227D2SXm37KNWGwdwu6U8kKSJusH2BpBtVu2PbW7jjGgA0bxCSVkWQHwGgg8iPzXFE/04Uavs+SXfULVomaUuXqpNCveaHes0P9ZqfXqrXQRHRlgvBbF+q2ntr1ZaIOKEN20GXkSNbRr3mh3rND/VK68X8KFU8R/Z1w3A22+siYm236zEb9Zof6jU/1Gt+erVeQNl69btPveaHes0P9ZqfXq0XOqMj01UAAAAAAHoXDUMAAAAAGHBVaxie3e0K5KBe80O95od6zU+v1gsoW69+96nX/FCv+aFe89Or9UIHVOoaQwAAAADA/FWtxxAAAAAAME80DAEAAABgwPVNw9D2Stvftb3B9g22T8uWf8j2tbbX2/6W7QPrypxhe6Ptm2y/uBfqZXu17cey5ettf7aT9aqL/5ntsL2sblnX9ldevbq9v2x/wPZdda//0roype+vhdSt2/ssi70t2y832P5I3fKufsca1atT+wsoEzmyPfWqi5Mjm6hXt3Mk+bHcepEfB1BE9MVD0gGSnp49303SzyUdJmlp3Tpvl/TZ7Plhkn4qaUzSwZJukTTcA/VaLen6bu2v7O+Vkr6p2sTHy3phfyXq1dX9JekDkv6swfod2V8LrFu399l/k/RtSWNZbN9e+I4l6tWR/cWDR5mPBeSibv9/JEe2p17d/r3Py0Pd/n7l1avb+4v8yKOnH33TYxgRmyPimuz5w5I2SFoeEVvrVttV0szddE6UdH5ETETEbZI2Sjq2B+rVEXn1ysIfl/S/ZtWpq/srUa+OKKhXIx3ZXwusW0ck6vVmSR+OiIksdm9WpNvfsbx6AX2PHNmeemVhcuT86tVIL+yvriE/ol/1TcOwnu3Vko6WdGX295m275T0Gkl/nq22XNKddcU2qeQfiybrJUkH2/6J7e/bfk6ZdZpdL9svk3RXRPx01mpd3V+Jekld3F/ZordmQ54+b3vPbFnH99c86iZ1d58dKuk5tq/MXv8Z2Wrd/j+ZVy+pw/sLKBM5cuH1IkfOr17Zop7IkeTHUuolkR8HSt81DG0vkXShpNNnzjhGxHsjYqWk8yS9dWbVBsVLO8s2j3ptlrQqIo6W9KeSvmR7aSfqJWlS0nu1cwJ+fNUGyzqyvwrq1bX9lX2On5H0JElHZXX52MyqDYqXehZ3HnXr9j4bkbSnpGdJ+p+SLrBtdf//ZF69Orq/gDKRIxdeL5Ej51WvXsqR5MfS6kV+HDB91TC0vUi1L/J5EXFRg1W+JOmV2fNNqo3Hn7FC0t3drlc2TOD+7PnVqo0jP7RD9XqSamPXf2r7dtX2yTW291d391duvbq8vxQR90TEVERMS/p7PTG0o2P7a7516/Y+U23fXBQ1V0malrRM3f8/2bBendxfQJnIkS3Xixw5v3r1RI4kP5ZXL/Lj4OmbhmF25uIcSRsi4qy65WvqVnuZpJ9lzy+WdLLtMdsHS1oj6apu18v2PraHs+eHZPW6tRP1iojrImLfiFgdEatV+yF4ekT8Ul3cX6l6dXN/ZcsPqFvt5ZKuz553ZH8tpG7d3meSvi7p+GydQyWNStqiLv+fzKtXp/YXUCZyZOv1IkfOr17Z8q7mSPJjufUiPw6g6IE74DTzkPRbqnWrXytpffZ4qWpnPa7Plv+Lahe1z5R5r2pnN26S9JJeqJdqZ0VvUO3uU9dI+t1O1mvWOrcru7NZt/dXXr26vb8k/aOk67LlF0s6oJP7ayF164F9Nirpn7Lv/zWSju+F71hevTq1v3jwKPMx31yUlSFHkiNb/Ry7miPnW68e2F/kRx49/XD2wQMAAAAABlTfDCUFAAAAAJSDhiEAAAAADDgahgAAAAAw4GgYAgAAAMCAo2EIAAAAAAOOhiEGlu3/muf6z7P9r2XVBwCAXkGOBAYPDUMMrIh4drfrAABALyJHAoOHhiEqx/YzbF9re9z2rrZvsH1Eg/Ueyf59nu3v2f6q7Z/ZPs+2s9gJ2bIfSXpFXdldbX/e9o9t/8T2idnyT9r+8+z5i23/wDb/zwAAPYEcCSAPE9yjkmz/paRxSbtI2hQRf91gnUciYont50n6hqTDJd0t6T8l/U9J6yTdLOl4SRslfUXS4oj4Hdt/JenGiPgn23tIukrS0ZJC0o8lvVXSZyW9NCJuKfXNAgAwD+RIAI2MdLsCQEk+qFry2Sbp7U2sf1VEbJIk2+slrZb0iKTbIuLmbPk/STo1W/9Fkl5m+8+yv8clrYqIDbb/WNIPJL2DhAcA6EHkSABz0DBEVe0laYmkRaolpF8XrD9R93xKT/zfyOtSt6RXRsRNDWK/Iel+SQc2XVsAADqHHAlgDsZ1o6rOlvQ+SedJ+psFbuNnkg62/aTs71fXxb4p6W1111kcnf17kKR3qjZk5iW2n7nA1wYAoCzkSABz0DBE5dh+vaTJiPiSpA9Leobt4+e7nYjYptqwmH/LLqy/oy78IdXOtF5r+3pJH8oS4DmS/iwi7pb0Rkmfsz3e2jsCAKA9yJEA8nDzGQAAAAAYcPQYAgAAAMCAo2FO9EowAAAgAElEQVQIAAAAAAOOhiEAAAAADDgahgAAAAAw4GgYAgAAAMCAo2EIAAAAAAOOhiEAAAAADDgahgAAAAAw4GgYAgAAAMCAo2EIAAAAAAOOhiEAAAAADDgahgAAAAAw4GgYAgAAAMCAo2EIAAAAAAOOhiEAAAAADDgahgAAAAAw4GgYAgAAAMCAo2EIAAAAAAOOhiEAAAAADDgahgAAAAAw4GgYAgAAAMCAo2EIAAAAAAOOhiEAAAAADDgahgAAAAAw4GgYAgAAAMCAo2EIAAAAAAOOhiEAAAAADDgahgAAAAAw4GgYohJsP8f2TYn4ubb/spN1AgCgF5AjATSDhiEqISJ+GBFP6XY9UmwfZnud7V9lj2/bPqwuvoftL9i+N3t8oIvVBQBUBDkSQDNoGKLv2R7pdh2adLek35O0l6Rlki6WdH5d/OOSFktaLelYSa+z/YcdriMAoELIkQCaRcMQPcn2023/xPbDtv/Z9ldmhrnYfp7tTbbfZfuXkv5hZlld+aNtX5OV/4qk8SZe819sP1L3mLb9hna9p4h4MCJuj4iQZElTkp5ct8rvSvpIRDwaEbdLOkfSH7Xr9QEA1UCOJEcCZaBhiJ5je1TS1ySdq9qZwy9Levms1fbPYgdJOrVB+a9L+sdsnX+W9Mqi142I342IJRGxRLWzlr+U9J2cOj6YeLy74P09KGmbpE9J+qvZ4VnPjyiqNwBgcJAjd3pOjgTaqF+GF2CwPEu17+YnszOHF9m+atY605LeHxETkmR7dvlFkv6/rPxXbf9psy9u+1BJX5T0yoi4s9E6EbFHs9trVNb2rpJOkXRHXehSSe+2fYqk/VQ7E7p4oa8DAKgkciQ5EigFPYboRQdKuitLWDNmJ5/7ImLbPMrfkbPuTmzvLukbkt4XET9stsLzFRG/lvRZSV+0vW+2+O2SHpN0c1aHL0va1HgLAIABRY4kRwKloGGIXrRZ0nLvfIpz5ax1QvkalV9V9KK2hyR9SdJ3I+LvCtZ9JPF4T9FrZYZUO9u5XJIi4oGIeE1E7B8Rh2fx2WeBAQCDjRxJjgRKQcMQvehy1S46f6vtEdsnqnYHsvmUn5T09qz8K5osf6akXSWdVrTizHUWOY/Z10RIkmy/MLvgf9j2UklnSfqVpA1Z/Em2987iL1HtuhDmlQIA1CNHkiOBUtAwRM+JiO2SXiHpjZIelPRaSf8qaWKe5d+gWlL5A0kXNVH01apde/GrujObr5n3G8i3h2pDXx6SdItqd1s7oW64zzGSrpP0sKS/lvSaiLihja8PAOhz5EhyJFAW7zzEHOhNtq+U9NmI+Idu1wUAgF5CjgTQDvQYoifZ/m3b+2fDXE6R9DTV7kgGAMBAI0cCKAMNQ/Sqp0j6qWpDSt4p6fciYnOrG7X9npyL4S9pddsAAHQIORJA2zGUFAAAAAAGHD2GAAAAADDgRrpdgVYs23vvWH3QQQsrvNP0PQuIp6R6YQu2W9SB20q1gL41OZmOj/TnT9nVV1+9JSL2ace2TrBjSxu2c7X0zYg4oQ2bQpfZi6N2o0cA6Deb25cfX3RCbLm/HRlSuvqaqyudI/vzaCqz+qCDtO77328cHCroDB0dTcdbOdBMHcQW1GticjgZHxvNbzmGWms1OjkfblrqtYu222q9F6qV9zuIpqbTn1PRf7nU/i76DnjLfemNL1uWjvcoDw3d0a5tbZG0rg3bsdSfOxMN7CHpT7pdCQBYgA+0Lz/ev0U//q8ft2VbQ+NDlc6Rfd0wBADUKWqdN2N6uvVtAADQK0KKHXQGNINrDAEAAABgwNFjCABVQY8hAAA7C0kFtypADQ1DAKgCuz0NQwAAqoShpE2jYQgAVUHDEACAnURIsaPbtegPHEUAAAAAwICjxxAAqoChpAAAzBWhmGQoaTNoGAJAVdAwBABgZyGJawyb0tcNw6kY0q8md2sYGx9Plx0quPHeaCJWODH6SP5u3TGZnsh7TBPJeGgs/dolKZyAvJXJywv2Z2pi9VYmVcdcRZ9Viqen0iskPqzCz6lgAvtUvfkOAAAAFOP0MgBUxdBQ648Ctj9v+17b19ct+4Dtu2yvzx4vrYudYXuj7Ztsv7ikdw4AQGMhxWR7HlXX1z2GAIBM564xPFfS30r64qzlH4+Ij+5cJR8m6WRJh0s6UNK3bR8aEQXdywAAtAnTVTSNHkMAQNMi4geSHmhy9RMlnR8RExFxm6SNko4trXIAAGDB6DEEgKpoT4/hMtvr6v4+OyLObqLcW22/XtI6Se+MiF9JWi7pirp1NmXLAADojJDEPIZNoWEIAFXQvqGkWyJi7TzLfEbSh1RLvx+S9DFJfyQ1vCsQ43kAAJ0TYrqKJjGUFADQkoi4JyKmImJa0t/rieGimyStrFt1haS7O10/AABQjB5DAKiKLs1jaPuAiNic/flySTN3LL1Y0pdsn6XazWfWSLqqC1UEAAyo4OYzTaNhCABV0YGGoe0vS3qeatcibpL0fknPs32UasNEb5f0J5IUETfYvkDSjZImJb2FO5ICADoqpOAaw6b0dcNwaEhasqRxbNFQq8ce+QdYqQnXJWl4269zY4tGR5Nlp0bSE9gPl3h5TmqS8OnpotL5ZYeHFj6BfdFrF9Vr0VBihS71rvSr4t2VXiH1/WoVk9irY9NVRMSrGyw+J7H+mZLOLK9GAACkhMQ1hk3hyBgAAAAABlxf9xgCAOrQCw4AwM64xrBpNAwBoAo6NJQUAIC+ElJMdrsS/YGjCAAAAAAYcPQYAkBV0GMIAMDOQhJDSZtCwxAAqoKGIQAAO2O6iqZxFAEAAAAAA44eQwCoAm4+AwDAHBFSMI9hU6rbMCyekX3BhgsOvmLxrrmx7dvT2x4bmkqvkHhbMTScLFo0CXgqPl0wCf1I4ptUNLH58FC6XsOJN130nqem8+PD0wX7uooH2du2JcMeH1/wpos+59T3q6gsmlTF7ywAAK1guoqmcRQBAAAAAAOuuj2GADBIGEoKAMBcIYmbzzSFhiEAVAUNQwAAdhbBNYZN4igCAAAAAAYcPYYAUBX0GAIAsDPmMWwaDUMAqAKuMQQAYK6QxF1Jm0LDEACqgoYhAAA7YR7D5nEUAQAAAAADjh5DAKgChpICADAX1xg2ra8bhra0aGiqcXAo/dampp2MDytnu5ImtqfLTk7mx7ZvTxbV2JLp9Ap3350b8iOPJIs+vOrwZHy30Ync2NDIWLKsld9FH0rvr8LPooWD3eGh/HpNTQ+nyybeU98aH0+GU59Fal9K6e9AkVbKog4NQ/S7scfS8fFH82NP/mm67MTi/NhDe6XL3nloOg6gd3VwKKntp0j6St2iQyT9uaQvZstXS7pd0qsi4ldZmTMkvVHSlKS3R8Q3s+XHSDpX0i6S/l3SaRFR6hsp7SjC9krb37W9wfYNtk/Llh9l+wrb622vs31stny17cey5ettf7asugEA0C3kRwCopoi4KSKOioijJB0j6VFJX5P0bknfiYg1kr6T/S3bh0k6WdLhkk6Q9GnbMz0Xn5F0qqQ12eOEsutfZo/hpKR3RsQ1tneTdLXtyyR9RNJfRMQltl+a/f28rMwt2Y4EAMwXPYb9gvwIAB0SIe0oGO1Xkuer9tt9h+0T9cTv+RckfU/SuySdKOn8iJiQdJvtjZKOtX27pKURcbkk2f6ipJMkXVJmhUtrGEbEZkmbs+cP294gablqN41dmq22u6T8sZEAgOZwjWHfID8CQOdESNu3ty0/LrO9ru7vsyPi7Jx1T5b05ez5ftlvvyJis+19s+XLJV1RV2ZTtmxH9nz28lJ15BpD26slHS3pSkmnS/qm7Y+qNpT12XWrHmz7J5K2SvrfEfHDBts6VbVuVa1atarcigMAUKJ25sdse4/nyFrbEgDQRlsiYm3RSrZHJb1M0hlFqzZYFonlpSq9YWh7iaQLJZ0eEVtt/6Wkd0TEhbZfJekcSS9Q7ezpqoi4P7vY8uu2D4+IrfXby1rlZ0vS2rVruWMFAMygx7CvtDs/SjvnSPtAciSAgRdhbe/8UNKXSLomIu7J/r7H9gFZb+EBku7Nlm+StLKu3ArVRotsyp7PXl6qUo8ibC9SLemdFxEXZYtPkTTz/J8lHStJETEREfdnz6+WdIskbgMGAM2YGUra6gMdQX4EgM6YDmn7drflMQ+v1hPDSCXpYtV+45X9+4265SfbHrN9sGo3mbkqG3b6sO1n2bak19eVKU2ZdyW1amc7N0TEWXWhuyX9dvb8eEk3Z+vvM3MXHtuHqLZjbi2rfgAAdAP5EQCqy/ZiSS/UEyf6JOnDkl5o++Ys9mFJiogbJF0g6UZJl0p6S0TMzJn3Zkmfk7RRtROCpd54Rip3KOlxkl4n6Trb67Nl75H0x5I+YXtE0jY9fi2Enivpg7YnVZvH400R8UCJ9QOAaqHHr1+QHwGgQ2JaHR1KGhGPStp71rL7VbtLaaP1z5R0ZoPl6yQdUUYd85R5V9IfqfGFk1JtXo/Z61+o2rCa+b3OUONJyosmzH40MUeuJI2P509+Pnb3bcmyY3vskRvb9ey8GxfVnDn5rmT8va9NBJ/61GTZxNS+kqSJyfxJ7McKJjcvmsQ+ZVhT6RUmp3NDHkl/hVMTtg+ios+paBL7pOn8z0kSjZZOYB/3hU7lx9IUTUK/7535sT8/L132Dwpee7ct+bFXLUuXHd4vP/bQknTZfTel43cmRvbeuyI/BqB0EZ1tGPazjtyVFABQMqarAABgjtrNZ8iPzWAvAQAAAMCAo8cQAKqCHkMAAHbCUNLm0TAEgCpgKCkAAHNMd/jmM/2MowgAAAAAGHD0GAJAVdBjCADAThhK2jwahgBQFTQMAQDYSYS0fQcNw2ZwFAEAAAAAA66/ewwj5MkdjWMFZ853G09Pxv3Y5KLc2AOLD06W3SsxT+6iN7whWfYFtyfD0oMP5se2b08WfWTfNcn44sWJYMG2r//5WG5sRcHcvkuXDifjQyPpeEpqwvap6YKzRxWcsH1ysmiN/H2yaCR/X0pSDC38c/L0VHqFPtzXHcfNZ9BOqUnsUxPYS9KLEpPYn/LP6bK7rU3H1/yP/Ni2XdJl104kggUT3K/5aTqe2l8rf54uu/HIdPyhvdNxAEnMY9i8/m4YAgCeQMMQAICdREg7uMawKRxFAAAAAMCAo8cQAKqAoaQAAMzhkMboMWwKDUMAqAoahgAA7MQhjRbeYwESDUMAqAZ6DAEAmGMopLGCe9yhhqMIAAAAABhw9BgCQFXQYwgAwE4c0hhDSZtCwxAAqoKGIQAAOxkSQ0mbxVEEAAAAAAy4/u4xtBUjixqGtm9PFx0ZGU7GdxnNP7Ww/tZ02f3WfzM/uGVLsuym8dck48888NHc2NQRRybLjhbsk0Xbf50fLNihhx46lhubLOi+n55Ox4eHIr1CwtR0/u2JizpXdkymP+dFLdSrVy0aWfh7shZeNobS+7qVbQ8Mbj6DdprYJRFbnC572xH5sTdfny778D8VxC/Jj/2vdFFtODY/du+KdNnxx9Lxfe/Mj23dO1126f3p+LbE/k59TgAkZUNJ6TFsSn83DAEAT6BhCADATrjGsHkcRQAAmmb787bvtX193bK9bF9m++bs3z3rYmfY3mj7Jtsv7k6tAQBAERqGAFAFM0NJW30UO1fSCbOWvVvSdyJijaTvZH/L9mGSTpZ0eFbm07bT44YBAGijmZvPtONRdQwlBYCq6MBQ0oj4ge3VsxafKOl52fMvSPqepHdly8+PiAlJt9neKOlYSZeXXlEAAMRQ0vmgxxAAUG+Z7XV1j1ObKLNfRGyWpOzffbPlyyXV35VjU7YMAAD0GHoMAaAq2tNjuCUi1rZjQ5Ia3RaYW8wCADpmiLuSNo2GIQBUQXenq7jH9gERsdn2AZLuzZZvkrSybr0Vku7ueO0AAAPLkkYZStoUGoYAUBXdaxheLOkUSR/O/v1G3fIv2T5L0oGS1ki6qis1BAAMJOYxbF5fNwwj8idPH9NEsuyU8idkl6Qd0/k3zvvNpxdseyT/juwPPpgsqucWTPaukafmhoZvvyVZdJclS9LbXpw/ie4dW/fMjUnS0CP5sf33T7/soun0/oyCzypluIVJ6EdGGo2Ce0I0HCXXujIncx8p+B+fek/TBd/NojZJ6n0xgX3/sP1l1W40s8z2JknvV61BeIHtN0r6haTfl6SIuMH2BZJulDQp6S0RQXruB2OJCd0fKpiw/T9+mB97R8HrfuG16fjHE7G9/3u67L6bFhaTpK17peP3rsyPbSuYhH4iMYG9xCT2ADqmrxuGAIBMh4aSRsSrc0LPz1n/TElnllcjAADyDYU0Nsk5yWbQMASAqujeUFIAAHqSFRqb4iLDZnAUAQAAAAADjh5DAKgKegwBAJhlUtID3a5EX6BhCABV0N3pKgAA6FFTkn7V7Ur0BY4iAAAAAGDA0WMIAFVBjyEAALMwlLRZNAwBoAoYSgoAQAM0DJvV9w3D3Em3R0eT5W68Pr3d3/jlZfnBQw9Nlr34moNyYy9/+h3JshP755eVJA3lT1L/8Eh6EvqtW9ObPjB/0zpIDyfL3vHAbrmxbdvSrzs9WjCB/fb80NhIel6aicnh3FjBV6Rw0vXUZPCtlC1TUb2mpvPrVTiB/XTBHEElNlpa+SyAynJIozkT1e9+f7rss/8tP3bTnxa88Dn5oUsLil5wcDp+0N/kx659VrrsyiPzY/vemS67rWAS+pSte6fjRRPYj+V8hs2UBYB5KO1IzfZK29+1vcH2DbZPy5YfZfsK2+ttr7N9bF2ZM2xvtH2T7ReXVTcAqKShodYfKB35EQA6aUq1HsN2PIrZ3sP2V23/LPud/03be9m+zPbN2b971q3f8Pfd9jG2r8tin7Rdeq9CmT2Gk5LeGRHX2N5N0tW2L5P0EUl/ERGX2H5p9vfzbB8m6WRJh0s6UNK3bR8aEQXdEAAASTTs+gf5EQA6ZlIdvivpJyRdGhG/Z3tU0mJJ75H0nYj4sO13S3q3pHcV/L5/RtKpkq6Q9O+STpB0SZkVL+0oIiI2R8Q12fOHJW2QtFxSSFqarba7pLuz5ydKOj8iJiLiNkkbJR0rAAAqhPwIANVke6mk5yobUx8R2yPiQdV+x7+QrfYFSSdlzxv+vts+QNLSiLg8IkLSF+vKlKYj1xjaXi3paElXSjpd0jdtf1S1humzs9WWq9YinrEpWzZ7W6eq1nrWypWrSqszAPQVbj7Tl9qZH7PtPZ4jn2hjAsAgmxlK2hbLbK+r+/vsiDi77u9DJN0n6R9sHynpakmnSdovIjZLtZODtvfN1s/7fd+RPZ+9vFSlNwxtL5F0oaTTI2Kr7b+U9I6IuND2q1RrUb9Aanj3iDl3jch2/tmSdMwxa7mrBADMoGHYV9qdH6Wdc6SHDiBHAkB770q6JSLWJuIjkp4u6W0RcaXtT6g2bDRP3u9707/77VRqw9D2ItWS3nkRcVG2+BTVWs6S9M+SPpc93yRpZV3xFXpiGA0AIIUew75CfgSATunodBWbJG2KiCuzv7+qWsPwHtsHZL2FB0i6t279Rr/vm7Lns5eXqsy7klq1s50bIuKsutDdkn47e368pJuz5xdLOtn2mO2DJa2RdFVZ9QMAoBvIjwBQTRHxS0l32n5Ktuj5km5U7Xf8lGzZKZK+kT1v+PueDTt92Pazspzx+roypSmzx/A4Sa+TdJ3t9dmy90j6Y0mfsD0iaZuyayEi4gbbF6i28yYlvYU7rgHAPNBj2C/IjwDQMVPq8F1J3ybpvOyOpLdK+kPVOuMusP1GSb+Q9PtS4e/7myWdK2kX1e5GWuodSaUSG4YR8SM1Hh8rScfklDlT0pnNvoYtjeS8g4e2pqf6+I0D05P7Thz6wtzY2HRisllJLz8hP/6Tn6UnsH/yXsmwNLooN5S3L2YsXzaRjN9zb/5E8/uNTyfL7pWo9/h4smhhvZMTp2/fniw7VvTiCanJ3iVpWPn1mtJwuuxQ/jDx1GTtzWhlQvdW6hVD6fecwiT0bULDsC90Ij9KkoampfFHG8dW/jxd9t4V+bEj/0+67H+8LB1POe5z6fhdx+fHVu+WLvv/XJ4fu/nIdNmJggnuU/uraBL6bQXbThlLH48UvjYwEDo6lFQRsV5So+sQn5+zfsPf94hYJ+mI9tYujaMIAAAAABhwHZmuAgBQMm4+AwBAA22drqLSaBgCQFXQMAQAYGeelEbadI3hjvZspldxFAEAAAAAA44eQwCoAoaSAgAwl6ekRW0aSlrxHkMahgBQFTQMAQCYixZPUziKAAAAAIABR/sZAKqCHkMAAHZmSfnTgKMODUMAqAKuMQQAYC4ahk3r+4Zh3nFQ4fHRgw8mw2MPJC5SXbUqWfZXj47lxo44IllU27al42MPbE6v0IKR0QNyY1NLdk+WfWBTfuygVZEs++tHnYwvXjycG/PoaLJsKH/b3j6RLDtc8CXakfiVWTQ0lSybGsU9PV1QtMBwotqp/VHESn+OZWql3gOFhiHq7TIpPW1L49hPv58u+9T/kR9btyJd9qG982Pjj6bL3nxwOr7+9/Jjw09Ll939lfmx438nXfbONel4KyZ2ScfHHlt4WQA0DOeBowgAAAAAGHB932MIABBDSQEAaMSixdMkdhMAVAUNQwAAdsZQ0qZxFAEAAAAAA44eQwCoCnoMAQDYGT2GTaNhCABVwDWGAADMRcOwaRxFAAAAAMCAo8cQAKqCHkMAAHbGXUmb1t+7accO+d57GoYe2LZfsugvp5+UjK9IzN/7yNZ0tVJzrhdNYP9owdy/k+P5k9AXzPWuxYvT8b033pwb27w9Pbnv0qX5saLJyXcd3ZGMazpxsNvKgXDBDiuq96Lp/EnsY2g4WTY1WXxVj+1T+zO1P5rRavlKYCgpZtu+m3TX8Y1jz39quuw9iR91FUxwv/v9+bGxgiS3rWDC9oPPyY9NFCS58UTsv/7fdNmieu+7KT92Zzp/JiewL1JUdqJgfwKDgKGkTeMoAgAAAAAGXH/3GAIAnkCPIQAAO6PHsGk0DAGgKmgYAgCwMxqGTaNhCABVwDWGAADMZUkj6ftGNK/a9zTgKAIAAAAABhw9hgBQFfQYAgCwsyFJu9Bj2AwahgBQBQwlBQBgLksab1fDsNo4igAAAACAAdfXPYY7tEh3TTaeyH6k4J0ddGDBpOqJDWzdmj7rsPvi/G0/Npm+LdIee6SrleoQeOCBdNldRyaS8YlV+ZPwDj2Y3vae2+/JD07ulSwbI+l94u2Jehf0kHh6Ojc2NTKWLFvU+VI0if1CeXLh301JUuI9q4U6pyaol4onmU/FW912qnxR2UqhxxD1Ru6X9vzHxrFfNM6dj7v+N/NjK3+eLrs0McF9kftWpOPbEpPY797C6xZNYL/y5nR86975sVSdJSahB8o2JHoMm9TXDUMAQIahpAAAzDVkGoZN4igCAAAAAAYcPYYAUBUD1GNoex9Jioj7ul0XAEAPG6Cbz7SaG2kYAkBVdKhhaPt2SQ9LmpI0GRFrbe8l6SuSVku6XdKrIuJXbX5dS3q/pLeqluqHbE9K+lREfLCdrwUAqIiKX2PYztw4OKeXAQDt9N8i4qiIWJv9/W5J34mINZK+k/3dbqdLOk7SMyJi74jYU9IzJR1n+x0lvB4AAL2ubbmRHkMAqILu33zmREnPy55/QdL3JL2rza/xekkvjIgtMwsi4lbbr5X0LUkfb/PrAQD63ZCkat/8t225kYYhAFRFexqGy2yvq/v77Ig4e9Y6IelbtkPS32Xx/SJisyRFxGbb+7ajMrMsqk98j1cm4j7b6XlvAACDqfrXGLYtN9IwBADU21I3PDTPcRFxd9b4u8z2zzpRMUnbFxgDAKCq2pYb+7phuGiRdOCBjWOenkoXHkq/9fsfyD+zsN/kXQU1yz9RvoseS5aM0XRfd2qy7v2uuTRdraOOSobHbrwxN7b02c9Plr3l7vzJkpeNp6u1+9KCCchTE7aPjiaL7pjM/xwXTRdMJF/wHWllUvXkhO4jrXV8TCt/Evui/qRWJqEvUtr+UsH/94JetFbq1VM6OJQ0Iu7O/r3X9tckHSvpHtsHZL2FB0i6t4SXPtL21gbLLangl2YAPbYkPVH9QhVNQj+WyHNFk7kXTQY/npiI/im/Tpc9/kv5sf//O+myiz+ajk8k6pWqc6uK9ieAyt98Rm3MjaU1DG2vlPRFSftLmlZtONInbH9F0lOy1faQ9GBEHGV7taQNkm7KYldExJvKqh8AVE4HGoa2d5U0FBEPZ89fJOmDki6WdIqkD2f/fqPdrx0R+Wc9+gj5EQA6yNWe4L6dubHMHsNJSe+MiGts7ybpatuXRcQfzKxg+2OSHqorc0tEpLu1AACNdabHcD9JX6vdHVsjkr4UEZfa/rGkC2y/UdIvJP1+Jypje6+IeKATr9VG5EcA6JQO9xjOd0on22dIemO2/tsj4pvZ8mMknavarXP+XdJpEdHUUKaF5sbSjiIiYnNEXJM9f1i1s53LZ+LZnBuvkvTlsuoAAGiviLg1Io7MHodHxJnZ8vsj4vkRsSb7t+2NNdvH2d5g+wbbz7R9maR1tu+0XcKYyXKQHwGg8pqa0sn2YZJOlnS4pBMkfdr2TA/gZySdKmlN9jih0Qu1Mzd25BrDbBjM0ZKurFv8HEn3RMTNdcsOtv0TSVsl/e+I+GEn6gcAfa/701V0wsdVazAtkfRvkk6KiB/ZfrqkT6k2j1NfIT8CQMmGJO3S9aGkeVM6nSjp/IiYkHSb7Y2Sjs16HZdGxOWSZPuLkk6SdEmDbbctN5beMLS9RNKFkk6PiPoLI1+tnc+Gbpa0KiLuz7pOv2778FllZPtU1VrPWrVqVbmVB4B+Uv2G4aKIuE6SbN8XET+SpGxIZt/dhaPd+THb5uM5UlpaVtUBoH+0dyhpu6d0Wi7pirqym7JlO7Lns5c30rbcWKHQ7OcAACAASURBVGrDMJs740JJ50XERXXLRyS9QtIxM8uylvJE9vxq27dIOlRS/c5XtnPPlqS1a9f20S0DAQAtqm/5njErlr5FcY8pIz9m8cdzpIcOIEcCQHu1e0qnRi3WSCxvpG25scy7klrSOZI2RMRZs8IvkPSziNhUt/4+kh6IiCnbh6g2lvbWsuoHAJUyGENJ32d7cUQ8GhFfn1lo+0mq3eWzL5AfAaCDOjzB/TyndNokaWVd8RWS7s6Wr2iwvJG25cYyjyKOk/Q6ScfbXp89XprFTtbci+qfK+la2z+V9FVJb+rDO80BQPcMDbX+6GERcXFEzJkULiJuiYiPzPxt+1Odrdm8kR8BoFMsaSja8yh6KXvX7G7TM9M7vUjS9XpiSidp5ymdLpZ0su0x2werduLvqmzY6cO2n5WdTHy9cqaBamduLK3HMBvf2rB5HhFvaLDsQtWG1QAA0IqevgkN+REAKmteUzpFxA22L5B0o2pTGb0lIqaybb1ZT0xXcYka33hmPgpzY0fuSlqaCHn7RMPQY9NjyaK7DDUuN2OvvfLL//rRvGs/a3bVjvxgwRl55w4fzmydc6+Bx335wZcki/7WZHrTS9cekBvb/dYbkmXH9zg8NzY9nX7dwhXGx/Nj27cniy4aTQ2tbu3rn6r20FB6yIInE9+RkXS9ovHxZN1rJ8ML3nbRd7OoXoXf7VbKtvCmW6lXz+nxHj90WFiayLnvwNhj6bJ55YpiRdsuKlskVf7agrKzbw9R74rnp8vuOC0df+jQ/NjKm/NjknTzkel4q/sMgDTcmVwfEbdKmvOfOiLul9Twhyab9unMBsvXSTqi3XVM6e+GIQCgZjCuMQQAYH5mhpKiEEcRAICq6fqEVQAA9JjC3EiPIQBUBT2GMz7R7QoAAHpIh4aS9rjC3EjDEACqYACGktr+F+XP46SIeFn277mdqhMAoMe5uTuK9qt25kYahgBQFRVvGEr6aLcrAADoQ9XuMWxbbqRhCADoCxHx/ZnntkclzdwK8qaISNzqFwCAampnbqRhCABVUf0eQ0mS7edJ+oKk21W7mH6l7VMi4gfdrBcAoAdZ0lDR3Gn9rx25kYYhAFTBAFxjWOdjkl4UETdJku1DJX1Z0jFdrRUAoDdVeyjpjJZzY383DG3FaOOJ6IfS854XTiKemoB818VFE5Avyo0VzMeukYITGsOJA7+XvSxdtmge+UcfzY/tfsghybLLtz+UH0xOMi/tmE5P3js9mR8bKzoQTr3pgg9jx0i6Xosm8ydxjvGCCYkLvn8pnp5Kr5DaJ5OJnSkl61U0gX2RVspXahJ6tMOimcQnSRHxc9v5P7yYq5VJ6lvddiuvm9r2Q3unyx717vzYeCIBStLYbxbEE+XHC95T0WuntLKvAVRNy7mxvxuGAIAnDE6P4Trb50j6x+zv10i6uov1AQD0qorflbROy7mRhiEAVMEADCW1vTYi1kl6s6S3SHq7atdR/EDSp7tZNwBAD6vwUNJ25kYahgCAfvH3tpeods3E+RFxVrcrBABAl7UtN1b79DIADJKhodYfPSwijpb0O5KmJH3V9nrb77J9UJerBgDoVVZtKGk7Hj2onbmxt48CAADNq3jDUJIi4qaI+IuIOEzSKZL2kPQftv+zy1UDAPSq4WjPo0e1Kzf2/lEAAACz2B6StK+k/STtKum+7tYIAIDuajU3co0hAFTBANx8RpJsP0fSqyWdJOl6SedLekdEJObMAQAMrJmhpBXWrtxIwxAAqqLiDUPbd0r6hWoJ7y8i4p4uVwkA0A8qnB7bmRv7u2E4PS1vazxxbONp7+ulJ11PHWBNbE9P1D02kj8B+dhoCxOyS4olu+XGdi2aBDw1g72kkaW7psunjI/nhn71aPrTKJhnXkuW5MfGxgv2Z2rjiTpL0qLCSdVb+O+TmGg+RtJzkbro4D/xHSradvJ1W5xkPjXBPRPYt8Fg9Bj+VkTc0e1KDIRuTZxe5uuWue2VP0+87uJ02bHGxzFt0a3PEeglljTc7UqUqm25sb8bhgCAQfK3tnPPIkTEyzpZGQAAekDbciMNQwCoiur3GH602xUAAPShaqfHtuVGGoYAUBUVbxhGxPe7XQcAQJ+p+FDSduZGGoYAgL5g+4KIeJXt66S5F6ZGxNO6UC0AALqmnbmRhiEAVMFg3HzmtOzf3+lqLQAA/aXa6bFtuZGGIQBURcUbhhGxOXs6JOlw1c6MboiIW7tXKwBAT6v+UNK25UYahgCAvmB7qaTPSVorab1q6f5I21dLemNEbO1m/QAA6LR25kYahgBQBYMxlPSTkm6UdHJETEuSbUt6n6S/lfT6LtYNANCrqp0e25Yb+7thaEsjjd/C1FB6Iu8W5gjPe8mmTE3nT/ItScOJic8lyaOJiqcqLWnHaHoC++2P5sd2+Y9Lk2V10km5oSUF+/oXv0jH99trR25sYrLgcx7Jn9x30fRU+oW3bUuGp8bz92fh70/iS1Q02XtqonhJcguNg9RrF71uwddPw8rf3zHU2hiPon02MKrfMDwuIt5QvyAiQtIHbd/cnSphIJz0d+n41ybyYxO3pcue/NR0/JLEMd1De6fLAqj8UFK1MTdW/igCAFAZ6bMTAAAMnrblxgU1DG2PtqsCAIA2GRpq/dHb/tP2n2dDZB5n+32SruhSneYgRwJAjxlq06M3tS03Fr5F29+zvbru72Ml/Xg+LwIAKNnMNYbVbhi+TdJvSNpo+0LbX7V9q6Qjs1jHkSMBoMfNDCVtx6M3tS03NnO13F9LutT2JyUtl/QSSX84zwoDANCS7M5qv2/7SZIOUy3dvysibulitciRAICuaWduLGwYRsQ3bb9J0mWStkg6OiJ+Od8XAgCUrPd7/NoiIm6xvU3SQZKW216eLf9BF+pCjgSAXjcA6bEdubGwYZiNT32VpOdKepqk79l+Z0T828KqDQBou8GYrkKSZPtvJP2BpBskzdwPNyR1vGFIjgSAHlf9u5JKak9ubGYo6TJJx0bEY5Iut32papMokvQAoJcMSMNQ0kmSnhIRiTkCOoYcCQA9LCTtGGrXDH3paeW6rOXcWHgUERGnSZLtp2R/3xERL1zoCwIA0KJbJaUnMe0QciQAoEe0nBubGUr6u5I++n/bu/s4uao6z+Ofb+cZITyYBEISJgjJrMAoSGBQ1JeDjiCjIjrOwoyiOyjKgsoM6oLOzqIuuyyr+LQrGgdWGUGGHVBRQRdQdFQgBuQhITIEUAlEwsMAUUgn3f3bP+p2KJq6p6q77q2HW993XvVK9f3VufWr29X961P33HOAmcDekg4EPh4Rb2znic3MrEADNJQUeAq4VdJ1wPZPRiPi/Z1OxDXSzKy3hcTItIE4Y9h2bWzlKJ0FHApcn+38Vkl7TyrNskjE9MYd4zL/PJo2FE0ekXj2sfwQADObLH+1deuU284Y25aMb9mS/yHD3Dcdm2y7Zk1+7I/2fTrZdp+9mrwNRxI/hEPpD0ZmbNmcH2xyvEZnPy8ZT/0Nri3p18z0xGtOxQCNjab3nWrbRsdBpN/3Q0PN1lcdmE5L9wxOx/DK7NYLzqJXa6S1bnhOOv7TP0vHH78vP7ZXk7fD3S9Oxw+4IT928xHptlt2yI81e81mFRGowKGkPa3t2tjKURqJiCcmrJnYrGeEpCXARcAe1LpDKyPis5L+CfjD7GG7AI9HxIFZmzOBE4FR4P0R8f2WX4mZmQ2EiPhqt3OoM+ka6fpoZmZFK6I2ttIxXCPpL4FpkpYB7wd+1kK7EeD0iLhF0k7AzZKuiYh/P/4ASZ8Cnsju7wccB+wP7AlcK2l5REz99IiZ2SAZkDOGkl4PfILalNzTqc05FxExtwvpTKVGuj6amXVIIEZa6vIUQ9I0YDXwQES8XtJuwD8BS4FfAX8REf+WPbbhh36SDga+AswBrgI+EBHNPnRsuza28lfE+6gVo2Hg68CTwGnNGkXExoi4Jbu/GVhHbfHf8eRFbYrvr2ebjgEujYjhiLgPWE9teI6ZmTUzfo1hu7f+8BngHcDzI2JuROzUpU4hTKFGuj6amXVOILYxvZBbiz5A7ff6uDOA6yJiGXBd9vXED/2OAr6QdSoBzgdOApZlt6NaeN62a2Mrs5I+FREfjYhDImJFdn/LZJ5E0lLgIOCmus2vAB6KiLuzrxcB99fFN1BXKOv2dZKk1ZJWP/zww5NJw8zMquF+YE2zT087od0aWWR9zPa3vUbW5iEwM7NOkbQY+DNqyxaNOwYYH+b5VWrLSoxvf86HfpIWAnMj4oaszl1U1yal7dqY2/WV9G0S10m0OuOapB2By4HTIuLJutDxPPNpKNROdz7naRo870pgJcCKFSu6/keBmVnP6NAZP0lHAZ+ltmTwP0TEOR154md8GLhK0o949sxr53UqgSJqZNH1MXve7TVS2tM10swMihxKOq/2wdt2K7Pfu+M+Q61G7VS3bfeI2Ai1ESOSFmTbFwE31j1u/EO/bdn9idubabs2po7SJ7P/30ztAvmvZV8fT218bFOSZlArehdHxBV126dn+z247uEbgCV1Xy8GHmzleczMBl6HlqvIhrn8b+BPqf3e/rmkKyPiztKf/BlnA78DZlNbJqIb2qqRro9mZp0xPpS0II9ExIpGgewav00RcbOkV7Wwr7wP/Vr+MHCCtmtj7lGKiB8BSPpERLyyLvRtST9utuPsGokLgHUNeqqvAX4ZEfW94SuBSySdR+3i+mXAqtZehpmZdcihwPqIuBdA0qXUhsN0smO4W0S8toPP9xzt1EjXRzOzSjoceKOko6l1zuZK+hrwkKSF2dnChcCm7PF5H/ptyO5P3N5M27WxlY+X50t6wfgX2fpM81todzjwduAISbdmt6Oz2HE8e5gMEbEWuIzaHxffA07xjGtmZpNQzOQz88avUctuJ014lpavdyvRtZK62jGsM5Ua6fpoZtYh47OSFnFLPk/EmRGxOCKWUvtd/oOIeBu1D/fekT3sHcC3svtXAsdJmpXVjmXAqmzY6WZJh2UfJJ5Q1yal7drYynnVvwGul3Rv9vVS4D3NGkXET2h8KpSIeGfO9rOpnQZtWd6i29H4qVs2jfyaG0zLjTXT7kiv0emzcmPTmpxljunpxeB32y0/llpjHmDevETwqSYTIDz2WDL865nLcmNbmkzxMHfuTrmxhXs0WbA9veu02bOT4W0j+e/PGS2NFkjseyz//Tlj69PJtjF76gse5/0sjhsdm/rPZFs/N2NjyXAM5R+vZq+p17T7ey+TO0wmM9UhLkU6BfiwpGFq12J0c7mKSdfITtVHK9D6JovQz/lSfmzB/fkxgCefP/l8xu17Wzp+//L82BNNnnd46vXArJcUPJR0Ks4BLpN0IvAb4K1Q+9BP0viHfiM8+0O/k3lmuYqrs1szbdfGpkcpIr6Xrc3077JNv4yI4VQbMzPrvCZ94KJ0/Xq3iMj/xKfDXCPNzHpbp9cxBIiI64Hrs/uPAq/OeVzDD/0iYjVwwCSfs+3a2OpROpjap6DTgRdLIiIuavfJzcys7/wcWJYNe3mA2nCZv+xkApJe2Wh7RDS9/r0krpFmZtZVRdTGph1DSf8I7APcCtvHV46vqWFmZj0gojNnDCNiRNKpwPepLVdxYXYNXCd9qO7+bGoT4twMHNHhPFwjzcx6XEC3h5J2Stu1sZWjtALYrxcWEjYzs3wdGkpKRFwFXNWZZ2v4/G+o/1rSEuDcLqXjGmlm1sN64BrDjiiiNrYypcMaams0mZmZ9aINTPJajAK5RpqZWS+adG1spfs8D7hT0ipg+wX1EfHGyeVmZmZl6dRQ0l4g6fM8MxPqEHAg0GR6xtK4RpqZ9bBuTD7TDUXUxlaO0lmTS8vMzLphUDqGwOq6+yPA1yPip13K5awuPa+ZmbVgUIaSUkBtbGW5ih9NNiszM7OyRMRXu53DONdIMzPrBUXUxtyOoaSfRMTLJW3m2YsXd3Mh4efK+Yhc7a4kn2ivkW3JpqmF5NtdBHza0NTnN9DYaDI+Y3r+a262cHZysfixXZJt738qvcjuH9zyrdzYAyuOSbYdGUkEt2xJtt06lF7cd9ZYYrH4JgvcP/ZYfmz3uem8mi1CP+Opzbmx4ZnpJW5mpd7bzX6mtm5NhqdNT3wOlYrR/P2Xijf7XdBvi9inVP2MoaQ7oOE3bLwuvaiDufRHjbTOSC0Gn1pkHuD+Jvs+4Mb82FNvSbed+a782HGz0m2vPiEdfyJRu1PHA2BWon42086+y2xrPavqQ0mLrI25RykiXp793zMLCZuZWWMDco3h67udwDjXSDOz/hAE20idKeh7hdXG6nafzcysUiLi1+P3Je0OHJJ9uSoiNnUnKzMzs+4psja2Od7SzMx6xdhY+7d+IOkvgFXAW4G/AG6S9OfdzcrMzHpTMFLQv15WRG30GUMzswoYkKGk4z4KHDL+Saik+cC1wD93NSszM+s5AzCUdFzbtbFpx1DSqcDFEfFvU83SzMzKN0Adw6EJw2MepUsjYFwjzcx6W2RnDAdA27WxlTOGewA/l3QLcCHw/YiozjR+ZmbWb74n6fvA17Ov/z1wdZdycY00M7Ne0HZtbNqLjIi/A5YBFwDvBO6W9N8k7TO5XM3MrCzjQ0kH4RrDiPgQ8CXgRcCLgZUR8eEu5eIaaWbWwwLYxkght15WRG1s6RrDiAhJvwV+C4wAuwL/LOmabhVjMzN7tn7p2E2VpH2B3SPipxFxBXBFtv2VkvaJiHu6kZdrpJlZ76r6NYZF1samZwwlvV/SzcC5wE+BP4qIk4GDgSYrq5qZmRXmM8DmBtufymId5xppZmZdVlhtbOWM4TzgzfVrZABExJiknllseKJAybjGRtPth6blxsaGZqSfPPGp/bQmXfFpQ+lLU5q9rhQNpZ88tW8x9bzGyD+WAHvumQwzvOCY3Niir12QbPt/hk7Mjf2HFeuTbWftt186sV89mB/bsiXZ9JeP7J8b2/3lM5Nt9eADyfg9Wxblxmamd82SefmfqA0PzUm2nTk7HU/+zDU51dXOe3eQVP2MIbA0Im6fuDEiVkta2vl0gD6tkVYRL7g8Hb/65vzY3sPptvsemo4/+fz82AE3pNuuOyU/Nve+dNvRdO1m7WH5sQX3p9su2JAfW/PSdNvhdA207hmAyWcKq41NO4YR8feJ2LrJPJmZmZVjQJarmJ2IdeWvMtdIM7PeVvWhpBRYG73AvZmZ9YufS3r3xI2STgQSp0bMzMwqq7Da6AXuzcwqYgDOGJ4GfEPSX/FMsVsBzASO7VpWZmbWswZgKGlhtdEdQzOzChiEoaQR8RDwMkl/AhyQbf5uRPygi2mZmVkPG1+uoqqKrI3uGJqZWd+QNAR8PiIOaPpgMzOzAVBUbXTH0MysIqp+xhC2z/Z5m6S9IuI33c7HzMx62wAMJS2sNrpjaGZWEYPQMcwsBNZKWgX8fnxjRLyxeymZmVkvGoBZSce1XRvdMTQzq4BBuMawzse6nYCZmfWHIBgZHYiOYdu1sf87hjkLX7ezgD2k/8CaRnv7TrZtslB3Mq+h9CL0zTRbxH6qbYeG0q+p6fNOz2//9F/mL2AP8M7Eyi6bf/dHybY7jaQX//3++n1yY0fucVuy7bx5+bGNm9Lvn4XJKOyz59O5sSe2Tn2pt61b0/FZY/nPC7TXa5k5MxnW9N78Vdbs59mmJiJ+JOkPgGURca2kHYCp/+I162VrEgu2r2nSdt6j+bEtZ6TbPnxEOr5zYt8PHJ1u+4sT8mPv/sN0228/Z1b+Z5uVqEVH/HO67fAu+bFmC9wv+dd0/P7l6bhZm4qojb3515SZmU3aoJwxzNZrOgnYDdgHWAR8EXh1N/MyM7MeFMHYSPXPGBZRG90xNDOrgAEbSnoKcChwE0BE3C1pQXdTMjOznhQwNhhDSduujY3HYZqZmfWu4YjYPrhZ0nRoYyy8mZlZ/2u7NvqMoZlZRQzQGcMfSfoIMEfSnwL/Efh2l3MyM7MeFECTqUeqou3a6I6hmVlFDFDH8AzgROAO4D3AVRHx5e6mZGZmPSkGpmPYdm10x9DMzPrN+yLis8D2gifpA9k2MzOzQdR2bfQ1hmZmFTA++Uy7tz7xjgbb3tnpJMzMrPdFwNhIMbce13Zt9BlDM7OK6KOO3ZRIOh74S2BvSVfWhXYCEouqmZnZwKr4UNIia2NlO4btLDIP6cXio8lakRrZlh9scyHudhex70XNFgFPveY5iQXsAUbH8ve9447ptoykT6gfllhzmHvTf6HvP3ZHfnDuC5JtIbEALzA8lL+I/c6zh5Ntfz+S33bDhnRWL1yajjM78c1qtr5Qk5+bshaSV5sTXbbb3p7jZ8BGYB7wqbrtm4Hbu5KRWS974vnl7XvT4vzYwRel2/7fxCL26w5Ntz2kyWC3N92YH/v6Dem2P319fmznJn9fL2hSJDctyY8N59desxYUVhtL6xhKWgJcBOwBjAErx8e4SnofcCowAnw3Ij4saSmwDrgr28WNEfHesvIzM6uSQVjHMCJ+DfwaeGm3c2mH66OZWWdV+YxhkbWxzDOGI8DpEXGLpJ2AmyVdA+wOHAO8KCKGJyy8eE9EHFhiTmZmlVX1juE4SYcBnwdeCMwEpgG/j4i5XU2sda6PZmYdEhUfSjquiNpY2uQzEbExIm7J7m+m9mnnIuBk4JyIGM5im8rKwczMKul/AccDdwNzgHdRK4Z9wfXRzKyaJM2WtErSbZLWSvpYtn03SddIujv7f9e6NmdKWi/pLklH1m0/WNIdWexzkppdN9N2bezIrKTZMJiDgJuA5cArJN0k6UeSDql76N6SfpFtf0XOvk6StFrS6ocffrj03M3M+sUAzUpKRKwHpkXEaET8H+BPup3TVBRZH7P9ba+R8FSpuZuZ9YXOzko6DBwRES8GDgSOys7knQFcFxHLgOuyr5G0H3AcsD9wFPAFSeOTmZwPnAQsy25HNX2pbdbG0iefkbQjcDlwWkQ8KWk6sCtwGHAIcJmkF1C7aHKviHhU0sHANyXtHxFP1u8vIlYCKwFWrFjhmR3MzBiMawzrPCVpJnCrpHOp1Y/ndTmnSSu6PsKza6S0p2ukmQ28oHNDSSMigN9lX87IbkHtMoFXZdu/ClwP/Kds+6XZSJH7JK0HDpX0K2BuRNwAIOki4E3A1Ymnb7s2lnrGUNIMakXv4oi4Itu8AbgialZRu/B+XkQMR8SjABFxM3APtU9PzcysBQN0xvDt1OrXqcDvgSXAW7qa0SS5PpqZdUh2jWERN2De+KiM7HbSxKeTNE3SrcAm4JqIuAnYPSI2Qu1yAmD8GvJFwP11zTdk2xZl9yduT2m7NpY5K6mAC4B1EXFeXeibwBHA9ZKWU7s48hFJ84HHImI0+4R0GXBvWfmZmVl/kfQocCO1qbl/CqyKiI91N6vJc300M+tbj0TEitQDImIUOFDSLsA3JB2QeHij6wYjsf25OyiwNpY5lPRwaj3XO7JeM8BHgAuBCyWtAbYC74iIkPRK4OOSRoBR4L0R8ViJ+ZmZVcaADCXdm9owy5dRqycHS7qXrBhGxGXdTG4SXB/NzDqoG7OSRsTjkq6ndm3gQ5IWRsRGSQupnU2E2pnA+kUuFwMPZtsXN9jeSGG1sbSOYUT8hMa9XYC3NXj85dSG1XREOwtPN23bxiL2ZS6I3WwRcKV+aoaajDpO/EWqZm2bSC1SP20ofbxS8aaLojf5PqbCm/c9KNk2tdb7I48km7JwenrSpa2z84eTzxpKXzk9MjIrN/bCvX6fTmxm4kUBbNmSG4od0kPgR5pc8N3Gj1zyZ67Ze6RZR6zZ+7NoVe8YZtfU/b/shqTnAf8BOI3a0Jm+6Bj2en00a9vVJ6TjPzgjP7bzi9NtL/pyOr5vIvbBI9JtZycmbDriynTbTfPT8ZQFG9LxTYvTcUuKaHnimLZlIzy2ZZ3COcBrgP8BXAm8Azgn+/9bWZMrgUsknQfsSW1EyKpshMjmbOKam4ATyJlhtMjaWPrkM2ZmZkWQtCe1T0RfRm1yFoCbgb8DbuhWXmZmZpmFwFezmUWHgMsi4juSbqA2odiJwG+AtwJExFpJlwF3Ulvj9pRsKCrUljD6CrWlJ64mZ+KZImujO4ZmZhVR9TOG1IbW3AJ8GjgjIrZ2OR8zM+txEbC1c7OS3k5tCaKJ2x8FXp3T5mzg7AbbVwOp6xPHFVYb3TE0M6uAAbnG8HDgpcCxwN9m03nfkN1Wjy8Mb2ZmNi4Ew9Xu8RRWG6t9mMzMrDKy9ZxuAM6D7YvDv4HamlCLgSYXupqZmVVLkbXRHUMzs4oYgDOGSPp3PHMtxeHUFoS/AfhiN/MyM7PeNCbYWvEeT1G1seKHycxsMAzCUFJJjwAbqU3B/S/AORGxvrtZmZlZLwtgeFq3syhPkbXRHUMzMyuEpLOAdwPja6p8JCKuymJnAidSW4fv/RHx/Sk8xT4R8UQRuZqZmVVEYbXRHUMzs4rokTOGn46IT9ZvkLQfcBywP7V1mq6VtLxuSu5WfULKX1syIt4/2WTNzKzaovpDSQurjdU+TGZmA6RHOoaNHANcms2Mdp+k9cChTH7twZsLz8zMzCptAK4xLKw29v1hChr3kEV0OJNn5OVUhHZel8aafDg/NDTlfcfQ1AdvN3tN04by482OdWrfzZ632b532CE/tmVLsikzhvK/Fwvnphs/umV+Mv78396dH1y8ONl25w1r84NLlybbbhtLvwfuXP+83NiLFz+abDvjzjuTcV70otxQzN053TbVm2ryvm72IzM6Vt7vgol66BrDUyWdAKwGTo+IfwMWATfWPWZDtm1SIuKrxaRoZl01PCc/tildp/jK7un4qucsB/eMJYn6CPB/G64fXnPcTum2Gzel48tuy4/Neird9onn58eO/ma67TeOT8cHQNWXqyiyNlb4MJmZ2RTMk7S67uuVEbFy/AtJ1wJ7Or1cQAAAHk5JREFUNGj3UeB84BPUrvX/BPAp4K+h4acsk/6US9JnIuI0Sd9u1D4i3jjZfZqZmfWzImujO4ZmZhVR0BnDRyJiRV4wIl7Tyk4kfRn4TvblBmBJXXgx8OAUcvvH7P8vAPsCY8A9wNNT2JeZmQ2AALZWeFZSCqyN7hiamVVALwwllbQwIjZmXx4LrMnuXwlcIuk8apPPLANWTeEpbpd0LrWzkL+hdiZyMfAV4CNtpG5mZhU1AJPPFFYbp35RmZmZ2bOdK+kOSbcDfwL8DUBErAUuA+4EvgecMoUZSQHOBXYD9o6Il0TEQcA+wM7A/yziBZiZmfWZwmpjtfvPZmYDpNtnDCPi7YnY2UBiVoiWvB5YHhHbr6GIiCclnQz8Ejitzf2bmVnFjFV88hkKrI3VPkxmZgOk2x3DDoj6wle3cVRS96aiNjOznjUAQ0kLq40eSmpmZv3izmwpjGeR9DZqn4qamZkNmsJqY7X7z2ZmA6IXJp/pgFOAKyT9NbUFfQM4BJhDbbIbMzOzZwnBcLVnJS2sNvZ9x3CqC763szB6M6m2zZ63mbbaN1msu53XXOZ+U6+5nUXqy3q9AHNmN9n3SP5f8Ntm5i8ED7DL7PSu73l8WW5sn3sTC9gDD83bPze2+8xtybYzrr8mGX/Ra/40N/aLWxOL9wL3bnpFMv6WHfPnMdHYVOY4KcZQh8dkVL1jGBEPAH8s6Qhgf2ozr10dEdd1NzMz65hL/2M6Pmt9fux1iUXmAf5waX7s+Tum2258aTo+7SX5sQM+mW67x3B+7MwmJ4S+8bF0fACMUe2hpEXWxgofJjMzq6KI+AHwg27nYWZm1iuKqI3uGJqZVcCADCU1MzOblNAQW6fPKWhvvy9oP73JHUMzs4pwx9DMzOzZgiGG2aGgvbljaGZmPc5nDM3MzJ4rGGJrFNUxrDYvV2FmZmZmZjbgfMbQzKwifMbQzMxsoiEgPeO71bhjaGZWEe4YmpmZTTQEHkraEg8lNTMzMzMzG3CVPWNY5gL27WhnQfZW2rez73ak8mr3NSXjTU6RqI0Vxss81mNDM3Jj05uk/Pjj6fhuuyWCG9LHa/fpj+bGrvtxehH6ubvkL2APsEtizeEDDkg25aDlTWYBG2rjk8DEe0gj25JNRxPfR+jsAveefMbMDBhOLEvwwz9Pt33t3fmxBbek2/72g+n4XX+YHzvxmnTbH38qN3TG5vTfG+fs/L70vp9I1/Zq8FDSVlW2Y2hmNmjcMTQzM5toCApbrqLaPJTUzMzMzMxswPmMoZlZBXgoqZmZWSPTIDyUtBXuGJqZVYQ7hmZmZhN5KGmrPJTUzMzMzMxswPmMoZlZRfiMoZmZ2QThdQxb5Y6hmVkF+BpDMzOzRrxcRas8lNTMzMzMzGzAVfaMYbcWsG+mmwvYd2vfpX4vOrmCeIGmDU39mOy6S5MHjIzkx5YvTzZ9Ysus3NirX/Z0+nl/9rNkeN2Or86N7bVXetcb/zV9Kuy7V+W/P1/1qvS+nzczf9/NFrBv9n1s9nNTNJ8xNDNLaLaY+78khhsu2C3d9i3HpOP/9He5oY987+fJpv915GW5sW0PbU22Pefgg9J5/Sbxd8H6F6fb9g0PJW1VaX9VS1oi6YeS1klaK+kDdbH3Sbor235u3fYzJa3PYkeWlZuZWdWMDyVt92blc300M+uk8aGkRdyqrcwzhiPA6RFxi6SdgJslXQPsDhwDvCgihiUtAJC0H3AcsD+wJ3CtpOURMVpijmZmleGOXd9wfTQz6xgvV9Gq0s4YRsTGiLglu78ZWAcsAk4GzomI4Sy2KWtyDHBpRAxHxH3AeuDQsvIzMzPrBtdHMzPrRR25QEvSUuAg4CZgOfAKSTdJ+pGkQ7KHLQLur2u2IdtmZmYt8FDS/uP6aGZWts4NJc27VEDSbpKukXR39v+udW0aXiog6WBJd2Sxz0kqfeKC0juGknYELgdOi4gnqQ1f3RU4DPgQcFn2Qhu92OfM7CDpJEmrJa1++OGHS8zczKx/+BrD/lN0fcz2ub1GwlMlZW5m1k+GgJkF3Zoav1TghdR+l5+SXQ5wBnBdRCwDrsu+nnipwFHAFyRNy/Z1PnASsCy7HTXVI9CqUjuGkmZQK3oXR8QV2eYNwBVRswoYA+Zl25fUNV8MPDhxnxGxMiJWRMSK+fPnl5m+mZlZKcqoj/DsGulraszMOitxqcAxwFezh30VeFN2v+GlApIWAnMj4oaICOCiujalKXNWUgEXAOsi4ry60DeBI7LHLKfW/X4EuBI4TtIsSXtT6xmvKis/M7Oq8RnD/uD6aGbWSQJmFXSbxLM++1KB3SNiI9Q6j8CC7GF5lwosyu5P3F6qMmclPRx4O3CHpFuzbR8BLgQulLQG2Aq8I+sJr5V0GXAntdOwp3jGNTOz1owPJbW+4PpoZtYxArU0DLQV82pD9bdbGRErn/OMEy4VSFwemHepQMuXEBSptI5hRPyExi8K4G05bc4Gzi4rJzMzs25zfTQz61uP1Ibq58u5VOAhSQsjYmM2THR81um8SwU2ZPcnbi9VmWcMrQSR+7cEqMkHCam2zdq3s+8y82rWdqr7LVupx2t64sd606b8GLDzDvnXJD38u52Sbd953quT8e+u+C+5sY1/PZJsGztO/e/hJ59Mx5+3IH9E/bShJu+RJqfoNNSRiZ+38xlDM7OSLLstHb/sM8lwbH5dfvCBafkxgKfya/PMT29Lt33i8HR8IAwx2WGgU5W4VOBK4B3AOdn/36rbfomk86itU7sMWBURo5I2SzqM2lDUE4DPl52/O4ZmZhXhjqGZmdkEKnQoaTN5lwqcQ22m6ROB3wBvBYiI1KUCJwNfAeYAV2e3UrljaGZmZmZm1qYmlwo0HFqVd6lARKwGDiguu+bcMTQzqwBPPmNmZtbI+Kyk1ow7hmZmFeGOoZmZ2URDIHcMW+GOoZlZBfiMoZmZWSOitiysNdPZKfPMzMzMzMys5/iMoZlZRfiMoZmZ2UTyUNIWuWNoZlYR7hiamZlN5KGkrXLHcArKXCi+mbIWe29XO6+rW23L1NW8Hn88N/TE7N2TTXe+N38B363zXpxse9pp6bQu3vSx3NhffS2x8C+gD56ejP/Z296WG9u840HpxFK9qWYL1DfriXV4gXszM0uY9XQ6fsAN+bEL1ySbnvG7Jn+D/WSn3NB5b0ifzTp99Jv5wYseTD/vCe9Ox7/x3nTcBoo7hmZmFeDJZ8zMzBrxrKStcsfQzKwi3DE0MzObyENJW+VxTmZmZmZmZgPOZwzNzCrAQ0nNzMwaiCEY8VDSVrhjaGZWEe4YmpmZTRCCbR5K2goPJTUzMzMzMxtwPmNoZlYRPmNoZmY2kTyUtEU+Y2hmVgHj1xi2e2uHpLdKWitpTNKKCbEzJa2XdJekI+u2Hyzpjiz2OUndW5DVzMyqZwzYVtCt4nzGcArKXLy82SL1VVwM3oo1OnfX3NjQU00af+ELuaFFr31tsumGxW9JxnfYIT/2P4+4Otn26KOTYRYvzo/tPPZEsu3o0M65sWafnKlJT6rZz3PReuCM4RrgzcCX6jdK2g84Dtgf2BO4VtLyiBgFzgdOAm4ErgKOAtJvCDOzMhxwY37sl+mm57z69GT8rW/4fm7s9NGXpHfOyvyQjk83/ezj6fjV78+PDc9Jt+0nI91OoD/4jKGZmRUiItZFxF0NQscAl0bEcETcB6wHDpW0EJgbETdERAAXAW/qYMpmZmaW8RlDM7MK6PHlKhZROyM4bkO2bVt2f+J2MzOzYgQ+Y9gidwzNzCqioI7hPEmr675eGRHbxzFJuhbYo0G7j0bEt3L22WhMbSS2m5mZFSMYiOsDi+COoZmZ1XskIlbkBSPiNVPY5wZgSd3Xi4EHs+2LG2w3MzOzDvM1hmZmFdHtWUkTrgSOkzRL0t7AMmBVRGwENks6LJuN9AQg76yjmZnZ5I0PJS3iVnE+Y2hmVgG9cI2hpGOBzwPzge9KujUijoyItZIuA+6kVlpPyWYkBTgZ+Aowh9pspJ6R1MzMiuOhpC1zx9DMzAoREd8AvpETOxs4u8H21cABJadmZmZmTbhjaGZWEd0+Y2hmZtZzPCtpy9wx7DFehL5zmi0+3ux7kWpf5vex2b6HhvLz2mn608m2d3/wS7mxefPSef3x+p+nH8DW3MjhT12bbnrlzGT4ggVn5sbe9a78BewB4s51+cHly9NtZ85Kxjv589wLQ0nNzHpaswXbv/me/Nj9TQY2nP2iZPjgz96RH8wvYQCcdG5+XZ+5w0XJtrvsmd73QY8fmBt7y7K9043Xvzgd7xUeStoyTz5jZmZmZmY24HzG0MysInzG0MzMbAIPJW2ZO4ZmZhXhjqGZmVkD7hi2xB1DM7MK8DWGZmZmDYyRmubA6vgaQzMzMzMzswHnM4ZmZhXhM4ZmZmYTBLCl20n0B3cMzcwqwENJzczMGhgFnuh2Ev3BQ0nNzMzMzMwGnM8YmplVhM8YmpmZTTAKPNntJPqDO4YVIqLbKfSVdo9Xrx7vZF6zZyfbLtu3jdf0ghckw5tnPj83ttOCBcm2D81dloyf+K//kh877MPpvBbfkJ/XUG9+jxvxUFIzszY9kV+n+MFb29v3S8+YctOVf/qu/OC+t6Ub//akZPjmez6bHxyek953v3DHsGWlDSWVtETSDyWtk7RW0gey7WdJekDSrdnt6Gz7UklP123/Ylm5mZmZdYvro5mZ9aIyzxiOAKdHxC2SdgJulnRNFvt0RHyyQZt7IuLAEnMyM6ssnzHsG66PZmad4jOGLSutYxgRG4GN2f3NktYBi8p6PjOzQeeOYX9wfTQz6yB3DFvWkVlJJS0FDgJuyjadKul2SRdK2rXuoXtL+oWkH0l6Rc6+TpK0WtLqhx9+uNzEzczMSlRkfcz2t71GwlPlJW5mZs+R/e7eJGlN3bbdJF0j6e7s/13rYmdKWi/pLklH1m0/WNIdWexzktSJ/EvvGEraEbgcOC0ingTOB/YBDqT2iemnsoduBPaKiIOAvwUukTR34v4iYmVErIiIFfPnzy87fTOzvjA++Uy7N+ucousjPLtGwg6lvwYzs543Ru2MYRG35r4CHDVh2xnAdRGxDLgu+xpJ+wHHAftnbb4gaVrW5nzgJGBZdpu4z1KUOiuppBnUit7FEXEFQEQ8VBf/MvCdbPswMJzdv1nSPcByYHWZOZqZVYU7dv3D9dHMrEM6OJQ0In6cjQSpdwzwquz+V4Hrgf+Ubb80+x1/n6T1wKGSfgXMjYgbACRdBLwJuLrk9EudlVTABcC6iDivbvvCuocdC6zJts8f7yVLegG13vG9ZeVnZmbWDa6PZmYDZffs2vLxa8zH1+haBNxf97gN2bZF2f2J20tX5hnDw4G3A3dIujXb9hHgeEkHAgH8CnhPFnsl8HFJI9T69u+NiMdKzM/MrDK8jmFfcX00M+uUYs8Yzqtdw73dyohYOcV9NbpuMBLbS1fmrKQ/ofELuyrn8ZdTG1bTEdEwtWf06uLlVg2p91/fvvd22y0Z3in1uvbdN9l292bHZMHLc0Pbfpy/gD3Ajm38Fuy175U7hv2h1+ujmZWgncXiNy2eWgyAB5LRg2f/WX6wSgvcP1HY3h6pXcM9KQ9JWhgRG7ORIZuy7RuAJXWPWww8mG1f3GB76Uq9xtDMzDrHHUMzM7MJur9cxZXAO4Bzsv+/Vbf9EknnAXtSu0xgVUSMStos6TBqM1afAHy+E4m6Y2hmZmZmZtYmSV+nNtHMPEkbgP9CrUN4maQTgd8AbwWIiLWSLgPuBEaAUyJiNNvVydRmOJ1DbdKZ0ieeAXcMzcwqwdcYmpmZNdDZWUmPzwm9OufxZwNnN9i+GjigwNRa4o6hmVlFuGNoZmY2QfeHkvaN0he4NzMzMzMzs97mM4ZmZhXgoaRmZmYNjI3Ck//W7Sz6gjuGZmYV4Y6hmZnZBBqBmY8Xs6/hYnbTqzyU1MzMzMzMbMAN7BnDXluYepClFnuH3v1etbNIfa++piqaMX1wjrXPGJqZ2aRUZRH7FI3CrIKGklb8jOHAdgzNzKrE1xiamZk1MDQKM32NYSs8lNTMzMzMzGzA+YyhmVlF+IyhmZnZBBqBWQVNPlNx7hiamVWAh5KamZk1UOQ1hhXnjqGZWUW4Y2hmZjbB0KjPGLbI1xiamZmZmZkNOJ8xNDOrCJ8xNDMzm0AjnpW0Re4YmplVgK8xNDMza8DXGLbMQ0nNzMzMzMwGnM8YWteJ6HYKU9KveVt1+YyhmZnZBJ58pmXuGJqZVYCHkpqZmTWgEQ8lbZGHkpqZmZmZmQ04nzE0M6sInzE0MzObYMiTz7TKHUMzs4pwx9DMzGwCjcBMX2PYCg8lNTMzMzMzG3A+Y2hmVgGefMbMzKwBr2PYMncMzcwqwh1DMzOzCbxcRcvcMTQzqwCfMTQzM2tgbAiG5xS0s60F7ac3uWNo1mMCJeMiOpSJmZmZmQ0KdwzNzCqi22cMJb0VOAt4IXBoRKzOti8F1gF3ZQ+9MSLem8UOBr4CzAGuAj4QEf70w8zMihFDsGWHgnb2REH76U3uGJqZVUS3O4bAGuDNwJcaxO6JiAMbbD8fOAm4kVrH8Cjg6tIyNDOzwTKmAoeSVpuXqzAzs0JExLqIuKv5I2skLQTmRsQN2VnCi4A3lZagmZmZ5fIZQzOzCihw8pl5klbXfb0yIlYWsN+9Jf0CeBL4u4j4F2ARsKHuMRuybWZmZsWIIiefqTZ3DM3MKqKgjuEjEbEiLyjpWmCPBqGPRsS3cpptBPaKiEezawq/KWl/aDjTkq8vNDOz4owVeY1htbljaGZmLYuI10yhzTAwnN2/WdI9wHJqZwgX1z10MfBgEXmamZnZ5LhjaGZWAb28jqGk+cBjETEq6QXAMuDeiHhM0mZJhwE3AScAn+9mrmZmVjEeStoydwzNzCqi2x1DScdS69jNB74r6daIOBJ4JfBxSSPAKPDeiHgsa3YyzyxXcTWekdTMzIo0NgTDHkraCncMzXqMF7C3fhUR3wC+0WD75cDlOW1WAweUnJqZmZk1UdpyFZKWSPqhpHWS1kr6QLb9LEkPSLo1ux1d1+ZMSesl3SXpyLJyMzOrorGx9m9WPtdHM7MOiiHYMqeYW8WVecZwBDg9Im6RtBNws6RrstinI+KT9Q+WtB9wHLA/sCdwraTlETFaYo5mZpXQy9cY2nO4PpqZdcqYrzFsVWlnDCNiY0Tckt3fDKwjvT7VMcClETEcEfcB64FDy8rPzMysG1wfzcysF5XWMawnaSlwELVZ5wBOlXS7pAsl7ZptWwTcX9es4ULHkk6StFrS6ocffrjErM3M+ouHkvafIutjtr/tNRKeKilrM7M+EtnkM0XcKq70jqGkHalNOnBaRDwJnA/sAxxIbdHjT40/tEHz58zCERErI2JFRKyYP39+SVmbmfWX8aGk7hj2j6LrIzy7RkL1/4gxM2tqfLmKIm4VV+qspJJmUCt6F0fEFQAR8VBd/MvAd7IvNwBL6pp7oWMzs0lwx65/uD6amXXI2BBs6cwHZZKOAj4LTAP+ISLO6cgTF6TMWUkFXACsi4jz6rYvrHvYscCa7P6VwHGSZknam9oCyKvKys/MzKwbXB/NzKpH0jTgfwOvA/YDjs8mD+sbZZ4xPBx4O3CHpFuzbR+hdpAOpDYM5lfAewAiYq2ky4A7qc3YdopnXDMza53PGPYN10czs04JdWoY6KHA+oi4F0DSpdQmD7uzE09eBEX072Lakh4Gfl23aR7wSJfSSXFek+O8Jsd5TU4v5fUHEVHIxdKSvkfttbXrkYg4qoD9WJe5RrbNeU2O85oc55XWi/URYDawpe7rlRGxMnuePweOioh3ZV+/HfjjiDi1oOcuXanXGJZt4htG0uraBfe9xXlNjvOaHOc1Ob2aV7vcmbOJXCPb47wmx3lNjvPqnA7Wx5YnCutVHVmuwszMzMzMrML6fqIwdwzNzMzMzMza83NgmaS9Jc0EjqM2eVjf6OuhpA2s7HYCOZzX5DivyXFek9OreZmVrVff+85rcpzX5DivyenVvHpeRIxIOhX4PrXlKi6MiLVdTmtS+nryGTMzMzMzM2ufh5KamZmZmZkNOHcMzczMzMzMBlzfdAwlLZH0Q0nrJK2V9IFs+yck3S7pVkn/T9KedW3OlLRe0l2SjuyFvCQtlfR0tv1WSV/sZF518Q9KCknz6rZ17Xjl5dXt4yXpLEkP1D3/0XVtSj9eU8mt28csi70vOy5rJZ1bt72r77FGeXXqeJmVyTWymLzq4q6RLeTV7Rrp+lhuXq6PAygi+uIGLARekt3fCfhXYD9gbt1j3g98Mbu/H3AbMAvYG7gHmNYDeS0F1nTreGVfL6F2YeyvgXm9cLwSeXX1eAFnAR9s8PiOHK8p5tbtY/YnwLXArCy2oBfeY4m8OnK8fPOtzNsUalG3fx5dI4vJq9u/7/PqULffX3l5dft4uT761tO3vjljGBEbI+KW7P5mYB2wKCKerHvY83hmIcljgEsjYjgi7gPWA4f2QF4dkZdXFv408OEJOXX1eCXy6ogmeTXSkeM1xdw6IpHXycA5ETGcxTZlTbr9HsvLy6zvuUYWk1cWdo2cXF6N9MLx6hrXR+tXfdMxrCdpKXAQcFP29dmS7gf+Cvj77GGLgPvrmm2g5F8WLeYFsLekX0j6kaRXlJnTxLwkvRF4ICJum/Cwrh6vRF7QxeOVbTo1G/J0oaRds20dP16TyA26e8yWA6+QdFP2/IdkD+v2z2ReXtDh42VWJtfIqeflGjm5vLJNPVEjXR9LyQtcHwdK33UMJe0IXA6cNv6JY0R8NCKWABcDp44/tEHz0j5lm0ReG4G9IuIg4G+BSyTN7URewAjwUZ5dgLc/tMG2jhyvJnl17Xhl38fzgX2AA7NcPjX+0AbNS/0UdxK5dfuYTQd2BQ4DPgRcJkl0/2cyL6+OHi+zMrlGTj0vXCMnlVcv1UjXx9Lycn0cMH3VMZQ0g9ob+eKIuKLBQy4B3pLd30BtPP64xcCD3c4rGybwaHb/ZmrjyJd3KK99qI1dv03Sr6gdk1sk7UF3j1duXl0+XkTEQxExGhFjwJd5ZmhHx47XZHPr9jGjdmyuiJpVwBgwj+7/TDbMq5PHy6xMrpFt5+UaObm8eqJGuj6Wl5fr4+Dpm45h9snFBcC6iDivbvuyuoe9Efhldv9K4DhJsyTtDSwDVnU7L0nzJU3L7r8gy+veTuQVEXdExIKIWBoRS6n9InhJRPyWLh6vVF7dPF7Z9oV1DzsWWJPd78jxmkpu3T5mwDeBI7LHLAdmAo/Q5Z/JvLw6dbzMyuQa2X5erpGTyyvb3tUa6fpYbl6ujwMoemAGnFZuwMupnVa/Hbg1ux1N7VOPNdn2b1O7qH28zUepfbpxF/C6XsiL2qeia6nNPnUL8IZO5jXhMb8im9ms28crL69uHy/gH4E7su1XAgs7ebymklsPHLOZwNey9/8twBG98B7Ly6tTx8s338q8TbYWZW1cI10j2/0+drVGTjavHjhero++9fRN2TfezMzMzMzMBlTfDCU1MzMzMzOzcrhjaGZmZmZmNuDcMTQzMzMzMxtw7hiamZmZmZkNOHcMzczMzMzMBpw7hjawJP1sko9/laTvlJWPmZlZr3CNNBs87hjawIqIl3U7BzMzs17kGmk2eNwxtMqRdIik2yXNlvQ8SWslHdDgcb/L/n+VpOsl/bOkX0q6WJKy2FHZtp8Ab65r+zxJF0r6uaRfSDom2/45SX+f3T9S0o8l+efMzMx6gmukmeXxAvdWSZL+KzAbmANsiIj/3uAxv4uIHSW9CvgWsD/wIPBT4EPAauBu4AhgPfBPwA4R8XpJ/w24MyK+JmkXYBVwEBDAz4FTgS8CR0fEPaW+WDMzs0lwjTSzRqZ3OwGzknycWvHZAry/hceviogNAJJuBZYCvwPui4i7s+1fA07KHv9a4I2SPph9PRvYKyLWSXo38GPgb1zwzMysB7lGmtlzuGNoVbUbsCMwg1pB+n2Txw/X3R/lmZ+NvFPqAt4SEXc1iP0R8CiwZ8vZmpmZdY5rpJk9h8d1W1WtBP4zcDHwP6a4j18Ce0vaJ/v6+LrY94H31V1ncVD2/x8Ap1MbMvM6SX88xec2MzMri2ukmT2HO4ZWOZJOAEYi4hLgHOAQSUdMdj8RsYXasJjvZhfW/7ou/Alqn7TeLmkN8ImsAF4AfDAiHgROBP5B0uz2XpGZmVkxXCPNLI8nnzEzMzMzMxtwPmNoZmZmZmY24NwxNDMzMzMzG3DuGJqZmZmZmQ04dwzNzMzMzMwGnDuGZmZmZmZmA84dQzMzMzMzswHnjqGZmZmZmdmA+/8uZgYBTCtNwAAAAABJRU5ErkJggg==\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 = 250, 290\n", "jmin, jmax = 230, 270\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 = 220, 350\n", "jmin, jmax = 150, 280\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 = 250, 350\n", "jmin, jmax = 150, 250\n", "oilLag2000.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=axs[0,0], cmap='copper', vmax=20)\n", "oilLag5000.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=axs[0,1], cmap='copper', vmax=20)\n", "oilLag10k.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=axs[1,0], cmap='copper', vmax=20)\n", "oilLag20k.Beaching_Volume[imin:imax , jmin:jmax].plot(ax=axs[1,1], cmap='copper', vmax=20);" ] }, { "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", "imin, imax = 250, 350\n", "jmin, jmax = 150, 250\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=20);\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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s4ep93tPyTHx9Bi98zHOnvTyROx4KexfHvJtjcZbL8HDQJq9ZE/yEixa5n312EMXHHaphB+vatWGH69X7vMue9W6OeX7JDh/dcndF13LjxgmPPbrLyOeD49H1kC0jcRdVUFi+JTWAJI5ul2+p7AR18txLeb2RWK3nNodxH+Z6z7PVYdwJG4GJfffBll3e89oXG8YWqMko3fAaRdfnvXw/9soHL3wsPtbT8owP9T88KVtleDgQ2OHhiZ9zZGTyaNBkQxSJfpKZZMuUm05AHaoSd1EFo2yLLY2kfTHEDZVHTnOcLZPypHft8sLyLd7NMR9gX9rr5ZpY1NZzmxunQnE75TAeb3dyfMIn7ry5ekGtATWL3BNeeBy5szOIrrvd3/teL9mBmbSpoom5Uj57UXlq0RAVCoG1M9L9paBhtud85OJ7Kq//HP7dSdxF85MQg1T0Poth33NFySjPnvUC61JD1aPIPRLud/CTOFKNItg2Tk4e5l7DRR6qrV+p/ako7owt0O/dHPNN7I3tlw5O+CJOeC4XXLso9XDTpsnni0Q7lytfntk2RJMGLkHJhnnk4numP9kc3zFK3EXzE/6TFGc+RCMUG4VIUOLl1q7eF/cVRB2DkedeYJ0Pc73DuL/jzF/HkXsvj8X2TNypuGRHasKpegh8NdkyxeUees1u7+JY6m7sA+z1dk6mfPNcLvDUUw1D8TUueq3UdZrJdYsi9ULHhnTjWtwwVxJYzHFfj8RdZIMwkhphR3DLfuFjqZfr3bkVUWwFjG65O+gbAB9lW5wJEmVuDA886Js2Rf/3455v3xYLygfYO6njuFHqOVNSkXRCPJMR7VD/w97VlRbupGAPDRWnOfYHIhs18uHfyCjbgmte5rpN11BFfTzlOsOD37B/+gZjjrO05kzcgdcBNxMskv0A8LvA6cA+ggWy9wFLpjuPxF1UyoxHC043UrTGPui0VkDiezcu2u/5D425+0RWRj7vvvGdh9xXrfI8l/vGRfubajDTdKKZaviSv8HSpT6a+4wX6I/TXXO54HokI/GhoVDYE1ZHgXU+2r49HiSWGmMQWiDFDeKkO4mhorsAs9iKGWSnJ8cfxKmrq1ZN39A2a+QO7AT+LNw+LRT764CrwmNXAaPTnUfiLiqh+B8wypw477wphHSmCzxUIfqNnhM9H0x1Dco2fAnLLYqMR9o+F6RFlprHpZxgtrbGYp/qmykzzUCyPNGKSfHf1pIdqZTM4gFpFfvmzei5A13A44AVHX8IWBFurwAemu5cEndRCUND6X/AQmFidGLJbIhpRGDSY+nSqv4R52TmyCaklIhP2fAlxgUkPe1ue85PO63E71vO6kg8JvXNlGlgk3cS6bvCwB5LNxb9E1H3TMS52bJlgHcBdwJfB34M3AR0As8Wve9Ymc8PAWPA2MqVK2tWWZFtYuG4+J54UMrAotu9a/HJlDdbKATpk/FtewXD/qd8lLN0li4NHhX+4y6UBmBSv8NU9S5a6SiZJtrdPZHmGFk0lTbacVZLmWkGSjVCqTlkEr/zTKYJnk/mStz7gFeB3wn3/wa4tlJxTz4UuYtSlBOEgbc97eDewYnYA+3mWc+d9rJv2jQx0GToNbtTU75GQl9yjm/W+TncH88YGAlNNGI0eE+/j3Jl6XljogakVKRfJBLJYe9ZtG6m7HeYZpHrKEqOB3gNB38H0ajUfN7j0cqpBrvIbosj93C6gnKWTPJ3KLWYdaMzV+L+W8ATif33Av8sW0bUirL/gPacn8tYavrWKLvkvPMm/kkHL3wsPcVrYq6SUqNdh7k+lRnRyXEvTklMznkyabRsJPjJzrJSU9h2bGioEae1ZEr7ZZo+kNScOu3bfXjgQTdzX79+YlRq3Ln62heDbJgSHeXxaOYwW6ZUAzop7z4clzA0VLoejcpcdqjeDpwTbn8G+Hz4SHaoXjfdeSTuohwlO73CCDoS46jTaz3/GlsB0e31+b1HvaflGT+bhz3HcR/m+tTcLYt5Pp6oKmokYNyX8IwXjxKNov6k2A+wzxdxwtdyRyL67J+wWcpYCPEEaHUecVprprRfplnkevR1nwt87YRYRxOCRZ2qlTSIs7G+mtUum0txf1fom98D/COwBFgK7A9TIfcDp093Hom7mIpIqAcGJjrg0rfvE8P4BwcnGoH160OBPz/SkdJzt8B46g4gOv4OfhL7tmt40PNs9U3sdTjl7+F2fwM/iz9/EbfEdk0yanSIG4Sk9dDJcX/jG5sjOqwZM8z5LrZ34rnaM9YgVoMGMYmmpaR/G97eR1ZMMHx/3IcHHoxvr6OUyYsuCv7KX99yJBTt4rlbdniO45Pmd4nOuYgTsf8bNQLv4fZ4H8a9hWAmwzfws/juoIdfxI3IMg67ccov4hZfyx2x3bNpU/Pc/teEGeR8F1+XWixvl0Uk7qIpmTJnOjFdLLivf9vPUzP/JUczrl7tYSR+j7dx0iGcu6Vjg/vwsBfa1sfHIwEvsM4XccJh3Ndzm3eE2628khB2925+FQt88u7gIm6Jt4e53tt5KWX35Dieqlej3/7XhBnkfCdtkuh3Lx7QJIGXuIsmZSoftHh2wFSqXOLzUZZFMMvgeEpgo9Gh+Q8FnbOLeT4+PsqVPsQNfj53BlYA18QTfEUifhZPOLj38Iswyn8h/o5ofpjknUILr040LKybxyvZQMwi57tZ/fD5QOIuMkclo0GjW/loWH8kzNG+WWDbJKcxiD/DVv9A6K8PstNbUhF78DiNlzzH8ThCB/fVPBpH9clZHlfzSJHHf3llFZ3PRb1F0yFxF5mjkmguuYpOau6WcBWd5BJvyfMOD7uvbT0YT0EbWSqRiHfyXLx/Bk+5hcLfyW9KRu6RsLfzko9wTejxj6e+tyTzucCIaEqmEncLXq8vfX19PjY2Vu9iCMGBA3DJJfBH73iEc75/I58e/0teoBMwjFM4LSzhVxxjKTle4ASvAZwWXmWcdsAB5yL2spfNgLOSpzjMCl6hnbxdybl/eBabvreVt78dfvSjKQrT2wtPPjn5+KpV8MQTta+8aDrM7C537yv1Wst8F0aIRqb/6d3saf0g3z7wOp5tXUoy9HFaWM1POUYPq3mMF8mxhF8BzmJOcjaPkOMFhrmB/8eF5PkkeT7BYl7iXy/6Cvl8C9/bkKf/O1u59Vb44z+epjBPPTWz40IkKRfSz+dDtszCpmE6zEqsfdrOS97Biw7urbwcdsgedRiPO1s7eDGe26ammRyzmS52nqc4FvUFee6ikWmYqXITsxP2cMTP5sESue6n/M3cF6c6rml7zLsWn0xl6tSsYZqp5z6bKY5FUyNxFw3PtItczAdmqflNhrghzHUPBih1cMI7OR6v+zk88KBv3DjHjdFMIu5ykX65x0wWjFDk35BI3EVTUIuV6ieJ0MDAxFSwra1BFFvuM5Ca8THaTi6OXGCdb1y0f9LarQ2Rd13BPOepR6VLvVWbtTNFw9AwllyTInEXDU9VkXty2thKBC4p8KWEK/Fo2AW5p5k6t6aRezVLxU3TMDSMJdekSNxFQ1PVP/g04lzy0do68fkpBLHQtdl77Gg8U2Hh6n2NITwz8dbLPWYSeVezyHMFDUNDWHJNisRdNDRV3ZqXsFOSUXfZFZgiphCuWlkGMz5PUVQ+uuXu9OfDWTEn1a3SCH6mnnk1kXuJ6xv8Vv2pt2nGx9khcRfZJRSPqRbQmCT8ra2VzTFeI2Z0ZzLF4h7x5+kvvWhzMpKu5ejWas5VovEtsM57Wp6JM4w04+PskbiL5mKWGSKT/PEyKyVF4lK4el/FwlVtFD+t9VAUcRc3SIXlWybWE215ZrKwl2qQapnhMtNzxYtvrEtlIeXZ6qPt24PJ2hKrLEVTMchznxkSd9E8VJnbHS+KzDXp6LeU8EfnrUC4atHxVzYbqFS0XqJBWrw4/PzF9zR23npYn1QdzOL59wcvfCy1+MbgYPrjypapHIm7aB4qtUmSgvya17ib+RA3eBfHfIB93sWxeL3TKAoeYN9k4Z+B/VJNx9+Uny1T52SD1MWx9OLNV+9ryLzz0VEPVqFK1KE7/E16Wp6Z1bJ5ojwSd9E8VJKZUSbS7eKYd3PM82z1RZzwDk7E+10c806OByLDER/iBh/ihlTHXrTAR3HUmLRkouh7cHDmlsykqD8S6Ck6P6M7kRzPN366YHJx6uQdB88H14ydccQuK6Y2zKm4A63Aj4Fbw/3TgX0Ea6juA5ZMdw6Ju4ipJHIv8Z4oOk+vrTrua3gwFvZkNB8d67bn4jlh4gW4S3jr0dTApcRpOkr69Vfv89H27VMKe3IR7i57NnWOhrMuEg3upDsOjvkgO904lepELW7wGqo+TcJci/sVwP9OiPt1wFXh9lXA6HTnkLiLmEo892kGKkXRbrRyUi+PxcKeFM7IxsnZC97W+qp3dnpZAS3O6CgWpxkzTcSe8qtzucbJsS9HUX1SdxysiztRJei1Zc7EHTgT2A+8LyHuDwErwu0VwEPTnUfiLlKEfvoo2wL/NiHshYL76Os+l4rWk6KSZ6u385Kv5zY3Tvlv8XMH9/Xc5hu5NeHDb3OHeGoBcM+d9kpqQeak2I+OTs7Frkqcpmqgli710dxn4sFTydGcJb+v2uH9tciqSdQndcfBsdRvKEGvLXMp7jcD5wPrEuL+bNF7jk13Hon7wmCm6YRlveqL/npSdDvKlT7M9W7h4tTGKX8Pt3tyUeuLuMW7edY7Oe5D3OB5tjqc8nZOejT7Y3e3+3nnBf8ZSdslEvuadQDWKr8+vNNJNXThnU5ykfDoOsd3HKHfX3IwVHt7nEUUpDNO0cgkUx4hvhvKszUo0/It3tUVlEPUnjkRd2AT8OVwe8biDgwBY8DYypUr5+M6iDozm3TCklkmJXLbgwj8lA933OSjuc/EU/K+qeuwR+udtvOyL2p/xY1ToSd/yjs57gXWxWl60RxjHR2eiuJr3gFYq0FGRdMUxx2Zy7fEZYzKG/cVfGhscqpicSPT2Tn5PcX2UImUxyFumOjf6Njghav3eXe3xH2umCtx/5/AIeAJ4BfACWCXbBkxFbNJJyzODx9lW2rmxshaOZexQOjfdIe3twcDZKLMlihHvL3dfbDzZgf38xhLCdv6RcFi1r29E52rIyOB5hZ3nlZqL0x5tzKLgUGT3j+VHZL43lQKYsszqXTR5OdHudI3cqvn2Rpf3zxbvZPj/kYeDgYi5bb7aO4zqcZgUieqPecjF9/T2P0EGWDOUyGLIvfPF3WoXjfd5yXuC4uZTO1bqjEodG32Ho74Wu6ILZhWXvZOjvubeCDw2M+8Lx7R2dUVROJRRN69+KSPtH0uFbXm27e52XiqwzQeNFRq0FEkstP441H5h4bCsl+9Lxxh2u+F5Vt84zsPpXz9KNKO5olPNgSFjg1xv4GDj7Zv90LX5pS1EjV0OXth0p1HVLf4PVFnJ1f6B9gbi/0m9jqM+7v5v76WO8I57cfjvosujvla7kiNI0h+9wg7ajN9s5iW+Rb3pWEn6yPh8+nTfV7ivnCYSeRe1sYJBa0jFJ12XvJOjsfe+pk86cYp7+yc8MphYqh7Z2cgslFOdn7JDs+d9nLKdunqCt43MFBUzulGk5bIbInOlzvtlVQ6Zg9HPN++LZ43plAI7ha6uoJyR9uFgk+Ula3xdxVY5932bHzOeARo627vWnzSu7snp23m8x68h52pNMViiwpOOYz7ah4JhX1iexEnPM9W7+bY5O9mp3fZs+kBV4rc5wwNYhJ1I2lLJPPFk1FtuX/+spZGmOkSjTiFcV/GYQf3Vl7xs3k48H273N+84pjnOO55LveNi/Z7/kNjnsu5r107cb6N7zwUZHSEkXiha7N3c8yHWm/yUdsWC+pQ21djUU1n3lwZj8Q8m4cDwevaHEf0ha7NPtD278GdAy9OvCfhjyfvMiJhTG6XmisntkAWn/TBzpuDPPIlO+LO1OjOIxreH1//D40FUX/RAKMujnmO530xzycaSw8b0JOBrcVLJRsH45Tn2eqFjg3evfjkRKOkAUpzisRd1I3kP3fNBq+EWR6RwLXwsoN7N79KiVU+t93P4sl4lOo53O/DXO/dHPOzeMI/wF4f5nrfyK1+Dvf7e7jd13KH5/iNXzFM9C0AAAq6SURBVMQtPsz13sWvvJtj/h5uj7ejpfaSkWtSKCO7IxL8HMcTEfJ46j2BWPenLKCkpRFvd38pdbcQz6HT/aXUqNnkdY8nGktc/+QdSGH5lmBqgLZ/9x47mkoLnVgzNi3ui3k+fC2YxiEqxyA7U9MTJ39XpT/OHRJ3UVeqmZPFPSFKw8O+kX+OBTry3KOFq2Hc2zjprbzsMD4pE+Z87nQY92GuD62H8Xh/Im3yZOKcQfpkOy85jPv53OmdHJ8UuSZHYhZv54re38nxODKO35+wMcpG7q990QsdG9KRe9vnYvsl1SdRQVZS8bF83h1OeQcveltY30WcSDRI476e20rXv+1zqSmJxfwhcRd1p5oOtkLBvWfRb1J+cAcnUsJ+Ebd4S+i5v4kHUvbBRKqkx4Ob3sv3Uw1CJOww7mfxRCxo0XZreHewmOdTa6oWj8SMxDeK4gfYN6kDM0oZjCP9cPDUlJ57IRD4/JIdgUWzfEucZlhsgUSdt8XXMBk9F9tlUR/D0Ft+4G/m/tiD37TyP7yz072j7RV/c9vDE3cu7bcFdy72bNB/IfulLkjcRV2ZceS+a1fgj3N5fKuftyvidLwcxx3GQ3E8FU8I1sWxMDoPhDcS1Ujgo+l+o2kJ3sv3Q5H3+DOBmLufxRPx9jIOey4U4mgysomUv2d9oO3f0x56YibEKLotTj0MOkOf87OXPxeL85TZMp4+7p5+fzUWyOhoukGI7LOhoXQ5ym3LfqkfEndRN2Y8cCnMRomslKiTrjMU9Eis20IP+L18P+X7lp2wKszbHuZ6h/FQ4KeP3IOO2iAjJzpXJ8c9374t3XF49b7S2SxFvnxxhkxF10SIMkjcRd2Y8QpGidGnkcAnLZRS250cnxDx9m0pUR1qudHzue3ew5F4eoJhro9zuafz3N/Cf8ae+7vth57ncu+yZ33tbx+dHLlevc83Ltof5Lwn8t+jzBk3m5TbXtE1EaIMU4m7Ba/Xl76+Ph8bG6t3MUQj0NISSHvI7/F9buf3aONlPsi3+Ab/DXByvMC1jPBpruUFcnyg5Tbet2U5//Of3sYf+bfZ8vxNsHw5B/u3se2b53LgAAz/0S8Yeu7zXOFf5A+4lRbGWclTPEEvP+W3WcqveJU2fspq/oSbAePvFw2y57uv5e//HgoFePBBOHAADh6EbdvqdpWEAMDM7nL3vpKvSdxFQ9HbC08+CcAX2conybOKJ3iCXjrbXmHFq0/xNCu4lr/key3ruXL8On68pJ/vrfxTvvuTMyS8YkEhcRfNw+7dMDTEF08M8UnyfIFPcG7Hg/whe3nhZDv5PJx7LlxyCezZA/399S6wEPVjKnFvm+/CCDEll14KwPf+bAVfeOmTXLHqFq773Vv4p6F2fvxj+N734IorAmE/eFDiLkQ5FLkLIUSTMlXk3jLfhRFCCDH3SNyFECKDSNyFECKDSNyFECKDSNyFECKDSNyFECKDSNyFECKDSNyFECKDzFrczewsMztgZg+Y2X1m9vHw+Olmts/MHgmfl9SuuEIIISqhmsj9VeAT7v4W4N3AR83srcBVwH53XwPsD/eFEELMI7MWd3c/7O53h9vHgQeAM4DNwM7wbTuBi6stpBBCiJlRE8/dzHqBc4EfAcvd/TAEDQDw+jKfGTKzMTMbO3r0aC2KIYQQIqRqcTez1wD/AGx1999U+jl3v9Hd+9y9b9myZdUWQwghRIKqxN3M2gmEfbe7fzs8/EszWxG+vgI4Ul0RhRBCzJRqsmUM+CrwgLt/MfHSXuCycPsy4DuzL54QQojZUM1iHRcCg8B/mtlPwmNXA38F7DGzjwBPAX9SXRGFEELMlFmLu7v/H8DKvDww2/MKIYSoHo1QFUKIDCJxF0KIDCJxF0KIDCJxF0KIDCJxF0KIDCJxF0KIDCJxF0KIDCJxF0KIDCJxF0KIDCJxF0KIDCJxF0KIDCJxF0KIDCJxF0KIDCJxF0KIDCJxF0KIDCJxF0KIDCJxF0KIDCJxF0KIDCJxF0KIDFLNAtlTYmYbgL8BWoGb3P2vant+gPFanlIIIepAOsZ2r81Z50TczawV+F/AeuAQcNDM9rr7/bX7llPoxkMI0fw4YAC01FDS5kod1wKPuvtP3f1l4FvA5lp+gdOGInchRFZoaYFTp2p3vrmyZc4AfpbYPwT8TvINZjYEDAGsXLlyVl/itGGME7V6QgjRrNRS2GHuxL2U2qacJHe/EbgRoK+vb1Yuk/FqqVMLIUSTYbS21lbg58qWOQScldg/E3i6ll8QCLs8dyFENhgfh9bW2p1vriL3g8AaM1sN/BzYAnyotl/Rijx3IUTzMxGkjtdQ0uZE3N39VTP778C/Eqjw19z9vtp+ByhyF0KI0sxZnru7fxf47lydXwghRHkU+gohRAaRuAshRAaRuAshRAaRuAshRAYxr9UsNdUUwuwo8GQVp+gBnqlRcZqBhVZfUJ0XCqrzzFjl7stKvdAQ4l4tZjbm7n31Lsd8sdDqC6rzQkF1rh2yZYQQIoNI3IUQIoNkRdxvrHcB5pmFVl9QnRcKqnONyITnLoQQIk1WInchhBAJJO5CCJFBmlrczWyDmT1kZo+a2VX1Ls9cYGZnmdkBM3vAzO4zs4+Hx083s31m9kj4vKTeZa0lZtZqZj82s1vD/UzXF8DMXmdmN5vZg+Hv/btZrreZXR7+Td9rZt80s0VZq6+Zfc3MjpjZvYljZetoZp8K9ewhM3t/Nd/dtOKeWIR7I/BW4INm9tb6lmpOeBX4hLu/BXg38NGwnlcB+919DbA/3M8SHwceSOxnvb4AfwPc5u5vBt5JUP9M1tvMzgA+BvS5+9sJpgbfQvbq+3VgQ9GxknUM/6+3AG8LP/PlUOdmRdOKO/OwCHcj4O6H3f3ucPs4wT/8GQR13Rm+bSdwcX1KWHvM7EzgA8BNicOZrS+AmXUBvwd8FcDdX3b3Z8l2vduAxWbWBuQIVmvLVH3d/QfAr4sOl6vjZuBb7n7S3R8HHiXQuVnRzOJeahHuM+pUlnnBzHqBc4EfAcvd/TAEDQDw+vqVrOZ8CdhGeqmtLNcX4LeBo8DfhnbUTWbWSUbr7e4/B74APAUcBp5z938jo/Utolwda6ppzSzu0y7CnSXM7DXAPwBb3f039S7PXGFmm4Aj7n5Xvcsyz7QB5wFfcfdzgRdofkuiLKHPvBlYDbwB6DSzD9e3VHWnpprWzOI+54twNwpm1k4g7Lvd/dvh4V+a2Yrw9RXAkXqVr8ZcCFxkZk8QWG3vM7NdZLe+EYeAQ+7+o3D/ZgKxz2q9fx943N2PuvsrwLeB95Dd+iYpV8eaalozi3u8CLeZnUbQEbG3zmWqOWZmBD7sA+7+xcRLe4HLwu3LgO/Md9nmAnf/lLuf6e69BL9pwd0/TEbrG+HuvwB+ZmbnhIcGgPvJbr2fAt5tZrnwb3yAoD8pq/VNUq6Oe4EtZtZhZquBNcCds/4Wd2/aB/AHwMPAY8D2epdnjur4Xwluze4BfhI+/gBYStDT/kj4fHq9yzoHdV8H3BpuL4T6vgsYC3/rfwSWZLnewDXAg8C9wDeAjqzVF/gmQZ/CKwSR+UemqiOwPdSzh4CN1Xy3ph8QQogM0sy2jBBCiDJI3IUQIoNI3IUQIoNI3IUQIoNI3IUQIoNI3IUQIoNI3IUQIoP8f8Ci+sHXRtdHAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "bt = np.array(oilLag2000.Beaching_Time[imin:imax, jmin:jmax] - oilLag2000.Beaching_Time[imin:imax, jmin:jmax].min())\n", "plt.plot(bt/1e9/3600, 'ro');\n", "btmax = np.array(oilLag20k.Beaching_Time[imin:imax, jmin:jmax] - oilLag20k.Beaching_Time[imin:imax, jmin:jmax].min())\n", "plt.plot(np.arange(0, 100, 0.01), btmax.flatten()/1e9/3600, 'bx');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Time to Run:\n", "* 2000 : 1:13\n", "* 5000 : 1:44\n", "* 10000 : 2:03\n", "* 20000 : 2:15" ] }, { "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 }