{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import netCDF4 as nc\n", "import seaborn as sns\n", "import matplotlib.colors as mcolors\n", "import glob\n", "import os\n", "import xarray as xr\n", "import datetime\n", "from salishsea_tools import viz_tools, tidetools, geo_tools, gsw_calls, wind_tools\n", "import pickle\n", "from matplotlib.colors import LinearSegmentedColormap\n", "import matplotlib.patches as mpatches\n", "from IPython.core.display import display, HTML\n", "display(HTML(\"\"))\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "
" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import HTML\n", "\n", "HTML('''\n", "\n", "
''')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from pandas.plotting import register_matplotlib_converters\n", "register_matplotlib_converters()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "bathy, X, Y = tidetools.get_bathy_data(grid)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "vmax = 1\n", "cmap2 = LinearSegmentedColormap.from_list('mycmap', [(0 / vmax, 'lightskyblue'),\n", " (0.85 / vmax, 'lightskyblue'),\n", " (0.850001 / vmax, 'bisque'),\n", " (1 / vmax, 'bisque')]\n", " )" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "cmap = LinearSegmentedColormap.from_list('mycmap', [(0 / vmax, 'darkmagenta'), #colour for 1/3\n", " (0.5 / vmax, 'darkmagenta'),\n", " (0.50001 / vmax, 'darkorange'), \n", " (0.7 / vmax, 'darkorange'),\n", " (0.70001 / vmax, 'red'),\n", " (1 / vmax, 'red')]\n", " )" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "pink_patch = mpatches.Patch(color='darkmagenta', label='1/3 runs')\n", "orange_patch = mpatches.Patch(color='darkorange', label='2/3 runs')\n", "red_patch = mpatches.Patch(color='red', label='3/3 runs')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "wind_grid = nc.Dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSaAtmosphereGridV1')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(99, 159)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geo_tools.find_closest_model_point(-122.86, 48.38, wind_grid['longitude'][:]-360, wind_grid['latitude'][:],\n", " grid = 'GEM2.5')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(256, 267)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geo_tools.find_closest_model_point(-122.86, 48.38, X, Y)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "wind_data = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSaSurfaceAtmosphereFieldsV1')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "time_slice1 = slice('2016-12-26 00:00:00', '2017-01-05 00:00:00')\n", "time_slice2 = slice('2018-10-13 00:00:00', '2018-10-23 00:00:00')\n", "time_slice3 = slice('2016-06-26 00:00:00', '2016-07-06 00:00:00')\n", "time_slice4 = slice('2018-08-02 00:00:00', '2018-08-12 00:00:00')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "Yind = 99\n", "Xind = 159\n", "\n", "u_winds1 = wind_data.u_wind.isel(gridY=Yind, gridX=Xind).sel(time=time_slice1).data\n", "v_winds1 = wind_data.v_wind.isel(gridY=Yind, gridX=Xind).sel(time=time_slice1).data\n", "\n", "u_winds2 = wind_data.u_wind.isel(gridY=Yind, gridX=Xind).sel(time=time_slice2).data\n", "v_winds2 = wind_data.v_wind.isel(gridY=Yind, gridX=Xind).sel(time=time_slice2).data\n", "\n", "u_winds3 = wind_data.u_wind.isel(gridY=Yind, gridX=Xind).sel(time=time_slice3).data\n", "v_winds3 = wind_data.v_wind.isel(gridY=Yind, gridX=Xind).sel(time=time_slice3).data\n", "\n", "u_winds4 = wind_data.u_wind.isel(gridY=Yind, gridX=Xind).sel(time=time_slice4).data\n", "v_winds4 = wind_data.v_wind.isel(gridY=Yind, gridX=Xind).sel(time=time_slice4).data" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "wind_speed1, wind_dir1 = wind_tools.wind_speed_dir(u_winds1, v_winds1)\n", "wind_speed2, wind_dir2 = wind_tools.wind_speed_dir(u_winds2, v_winds2)\n", "wind_speed3, wind_dir3 = wind_tools.wind_speed_dir(u_winds3, v_winds3)\n", "wind_speed4, wind_dir4 = wind_tools.wind_speed_dir(u_winds4, v_winds4)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "high350 = nc.Dataset('/ocean/vdo/MIDOSS/results/fakewinds/SB/Lagrangian_AKNS_crude_fakewinds_SB_26dec16.nc')\n", "low350 = nc.Dataset('/ocean/vdo/MIDOSS/results/fakewinds/SB/Lagrangian_AKNS_crude_fakewinds_SB_13oct18.nc')\n", "low150 = nc.Dataset('/ocean/vdo/MIDOSS/results/fakewinds/SB/Lagrangian_AKNS_crude_fakewinds_SB_26jun16.nc')\n", "high150 = nc.Dataset('/ocean/vdo/MIDOSS/results/fakewinds/SB/Lagrangian_AKNS_crude_fakewinds_SB_02aug18.nc')\n", "zero = nc.Dataset('/ocean/vdo/MIDOSS/results/fakewinds/zerowinds/Lagrangian_AKNS_crude_fakewinds_zerowinds_SB.nc')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2,1, figsize = (15,10))\n", "\n", "ax[0].plot(wind_speed1, color = 'forestgreen')\n", "ax[0].plot(wind_speed2, color = 'deeppink')\n", "ax[0].set_title('wnd speed')\n", "ax[0].hlines(wind_speed1.mean(), 0, 240, color = 'forestgreen')\n", "ax[0].hlines(wind_speed2.mean(), 0, 240, color = 'deeppink')\n", "\n", "ax[1].plot(wind_dir1, color = 'forestgreen')\n", "ax[1].plot(wind_dir2, color = 'deeppink')\n", "ax[1].set_title('wnd dir')\n", "ax[1].hlines(wind_dir1.mean(), 0, 240, color = 'forestgreen')\n", "ax[1].hlines(wind_dir2.mean(), 0, 240, color = 'deeppink')\n", "\n", "for a in ax:\n", " a.axvline(x=72)\n", " a.set_xlim(0, 240);" ] }, { "cell_type": "code", "execution_count": 17, "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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fM9Fvhy9kZAJlCKZhK6VvgMlhgzbQKjbetIsEqqi4qqw8khVybyWN6o2aiaq2l7ozUQUy4Rcyka7K3wgygTK1/nZfSVXsJVdVQWV9r+jy9F70EPoRh9CFnom04WQCg5CJ8aQ1ZMkEihTUEVsAAAC0V1AN2357fZ3THW3ZK6x7PZtwqxrfy1cUMhGpez3JhD/IRKTu9SQTKEtQDds0o4Q3hI05y3rXXbHVJYTvdxxkYrxxQhTC9zsOMjHeOCEK4fttq+AbtqhHWytDoB8yAXQjEyhDMA3bJgakzj3CJn5eRWjTXngTv2MyUT0y4TcyUb02ZSJEwTRsAQAA0G5BNGzLuD1PFZrQeT4kbfqsyQSyaNNnTSaQBZ9187X+PrY+nGpZsXBVoeUY9vScutXxVB0qq+x82UaqyIQP6yoVv75Zl4lsfNhOyEQ1y0TzmXOu7jJo2f57u9UXnTXStL6EcBy+Pz6xrBtpV7neeSosW3zoGufcshKLMxSZaF8mqr5hPZloFjJBJpBN64/YliFvBdSkU01FVjRVVtA8trFeZGK4qhssZKJeZGI4MoFRBNHHFgAAAGh0VwQfTsmcdNA2kqRT1zyUaS91UL8hH041jbKn6sP3kNeg9fThFFOTM5FURCbqXicyQSaKRCaaw/dMIF1jj9gWEZJxTzd8YNnC1HkNa7gO6rTftEbtONPVqe7Pugw+ZCI5n6IyUScy0WxkonhkAr6jj+2YzGbrydu/N/l6WGXV+7qu0BRdyVTdyb8o9KkqXu9nSSaalwnyUKwsmUj7zMmEH8hEszSyYVtUIMadz8dWr039cc7TWKqq4ho3lMnyEXD/+JKJNGQCdSATo5VrHGQCPmhsVwRfzNz1JZq560vqLgYAAEDrNa5h6/vpi3574cP66pRxyif5r2hVrksVfN+uBvGt7L3bOploXiaa3rfQt7JnyURnHDLhp6Znok0a2RXBJx9bvTb+a1VqxZVUVZDLXk5n3Qb1O/Lhyt08mlbJNgWZ6C5DUzJBHspDJrrLQCZQNBq2BZmx5ChJ0lN3/LDWC5J8Cl8TKi2fPq/QJHNAJiJkot3IxHRkAkWjYeuJcYJd1Z73KMutqtIaZTlUVuUb5zMmE+MhE36qIxNVfK9kAr5oXB9bH33wd3equwgAAACt17iGrW97T587POqCMDFjnsxmamLXo3OXMeseZNqtxYYta9wO7z7d4HzY/LMup6wLJerShHUJJRNFXUBCJsrVhHWpMhNZ5k0mpo/fhO0I0zWuYeuTDy/fTZK04xbP0ean1ne9V1Yg8sy3zFM7vgQ+bzl8KXfo0u67SSaqQSb8RCbqQybapZENW582uvs33KS7bzhNT93xQ22+/QfafPsPcs8j6/ok94zTpimyghq0F+7L559Wjn572aHvffu0bskjI6OWy9dM9OPL599v2+83ri/lLoNP60Ym6kMm2qeRDVtfbD93L20/d69C5pX3XoK9FUpVV5WWXSmXgYqqmfL+yJCJZiwboyMT5SET4aBhCwAAgCA09nZfPtz77v4NN0mS3rv8fH1i1asrX/6g9R+0p5719ivDlpFXkd9Zv3XonX9ZF2j4yIdM1K3sTBT9+ZKJcpGJ0TKR5wIrMgHfNLZhK5XT+Mpjzsxt9Ofb/UHh8y0i2EVVDr7+MGRtlAx66k3vfEJQdyY6yy7ytF5R61RUroooSxnIRDofvjMyUQ8y0U6Nbth21Nn4+uIDF2vdzV+qZdmDlHHhV0h9kEKvqOrMhK/bSRmPL/V1XUdBJspdto/IxGChZyJUQfSxrWvj28cO0T52SC3LlvpfSNCvshq3wmnCvQqHKeqei75rwzqmyZuJcZGJ5mjDOqbJejp+0Lh5kAnULYiGbR3ee8D5dRcBAAAACTRsc3rvAedPNmp/tv73tfKmt9RWls5eZXLvtuy9zKL2xovcI89SJvbAq+HLkZYmZqJIZMIfPmSit84lE/3HIRPN1/g+tnVuhBN37V7bspOGfQZ1V6z9FHmB2yBtq6joR9jMTBR5EQ6Z6FbH+vq0jWVZf5/K20EmMIrGN2zbKKSrN3296wKahUwA3cgE2qrxXRF83MsswrBKKc9dD8apEEKoTPI8UjEEoa6bD5kI5VQlmQgDmShO2zIRsqENWzOba2arzOxqM7vOzE6Jh+9hZivN7CYzO8/MZsfD58Svb47f373cVQCqRSaAbmQCgC+yHLHdKOlI59z+kpZKOtrMDpH0cUmfds7tJelBSZ2rqN4i6UHn3J6SPh2PV6pQ96rGed52UZ9JFZ9tVcvoLKeA5ZGJmtSdiaIvfBy0nCqWQSaaj0wUu4wCM4GaDG3Yusij8ctZ8T8n6UhJ34yHf0XSy+K/j4tfK37/983MCitxzX5ny+9O/lu89wdLX15RD1Qo6nRRWWEfp3LufT1oXkVcjEAm6lVkJorQhExkGZ9MNBeZyDddFZlAfTL1sTWzCTO7StJaSRdL+pWkh5xzT8aj3ClpUfz3Ikl3SFL8/sOSti+y0FJ9G9wbfnqO3vDTc7TOflvL8sc1bgO36M+9U54ynjeeXEbRyIR/yx9FEdtfEzJRxe2eyMT0ZdediY8cspcmlrxQE0temHmaNmWidxkIQ6a7IjjnNktaambbSPq2pH3SRov/T9vrdr0DzOwESSdI0q6LnpapsL2Kfv5203SCmOXJMv2O3o5yC5Qs01ZVSYyyDRRRNjLhp7Iz0W/bIRNkoqnSMtEZRibQRLnuiuCce0jSJZIOkbSNmXUaxosl3R3/faekJZIUv7+1pAdS5nWmc26Zc27ZjttvM1rpVd/G95sNN+g3G26oZdlStlMyWfoK9Wu4jrN37GOFUNaRYTLhjyoyMSofvxMyEb71vz5HM2bM04wZ8/qOQyamlJUJVCvLXRF2jPfAZWZbSDpK0vWSfiLplfFob5T03fjvC+PXit//sXNu2p54KN60P4/WbRsyAXQjE/753OFHaZe9T6y7GEDlbFhdYmb7KerkP6GoIXy+c+4jZvZ0SV+XtJ2kn0t6nXNuo5nNlfSvkg5QtAd+vHPu14OWsWz/vd3qi84aWtjO6QQf9qZOWraDXr/tmyRJZ1/96lKWMWg9xz21Nu5n6Fv/pCLvy/j+A2evcc4t6/e+L5lInuqr+/NPKvO0L5nIjky0OxOfO/woSdLZ++wkSXrht99Z2Lyz8j0T45RnWCZQn6EN2yoMq7CqDMNJy3aQJJ26evjFYe89IDpaW8ajdfOsc9V9h3yvrJJGKZsPFZZPmcirrB9xMpEdmfBLXZl42Qf/QLevjfom52nYlnEHnbq/nxAzgXTeP1K37jAMsuP8T0qSZtocrb3xHwqd96hHHHovBCjjKHe/C3Dq0raLQ3zORJnIRHZkoh2Gbcff+ejF+sghe0mSjtn3PH1/w4WSpA9dcdO0eZAJhMKLR+reu2l+3/eq3hBPXf3bTEdrJelvL1+lmTan5BIN16+ze++VrUXiPn/l8ikTefmwTZCJ8JCJ0Xzoipt0zNyX9n2fTCA0XjRsQ7Bgzz+ruwgAAAz16cOeX3cRgNJ40xWht9N/U/b0/uanP9Vpv7d/KfPO20cpbx/EUT9b34+OhKKpmZDKO+1HJtqt7ZmY2PVoPW3egXps8/2Twx6+6Yvd48QPYzh1zUOTw77z6Fcm/95hi2dLkk45+Bn68MpfDVwemUATedOw7SjztEhZHnvirrHn0bu+ZVYKdV89jnyamAlp/B9yMoF+2pqJNDvvvUL33HB65vEnbJYe3HjLwHGKKGPTvhuEw7uG7TjKvMVL524JSbMmtpIkzZ8dPSVyYtdjtfn2iwpZ3rgVYNGVp29XuPZK+7x8K2MdfLvt0TjIRD5kIl1TM7Hn3qdrj3lHaOVr/09PrN9CknTgt6PfoD/a9+u64JfH69HtfqY9579o2rSd60ZOWraDHtx4i7ads4ckMuFb+VCMYPrY1nna48SfXT3WUdt+4UoOLyuAeZ7WlHe6UXSeaZ/8lxWVVDcfTgWO+p2Qie75koliNDkTknTXxqu151fnaPE5t2jxObdo7fpr9NwZS7vGWbP2uXrzZeelTn/q6t/qWbMO15nPXKwzn7k483LJBJokqCO2WeS5T23eeQIAUIfNi26VHk9/r/MbNXtiaz1r1uHVFQqoQTAN21H3wpKN0rTGbu/7nQvFnti8Tps2PzL53qFzjpckzd3jj3XyylsK21MdZb2q2nst45RemfcabOopyFH5sq7JC36KnF8eZCIdmahH3kz89/F/rxfOe7q+uP4yPbH54Wm/VZ2HBW2xxS76xM8HPwlzS7eFjllzRPQi44lGMoEmCaZhm1XWI7UnH7xH6rDZEwskSTvN+R3dsf5nk++9fNGEVtx2Ye7y1BWgrMv14cr2PKiQms/nTJT5Y5q3LFmRiTA8f6eH9cU+P1/9GrO/ecl79KOH7tcTmz8vSZo98Ze69IkjMi+TTKCJguljO6rOAxn6NXhnTWzV9f5jT9ylx564q6tRO3/2Ir38gDWaPbFAsycW0DVhgCyVYFmVDpUZfEQmMMynrtlNf3fzk5o9sbVmT2ydaZqPP++gacM6DdwlW52pJVudWWgZi0QmMI7WHbHN6uSV02+H0jvspGU7aPst9tGGzeu0+I2364nvTEx2T8hyqqSoACXv5Zh177nK+z+OskfP4w/DQyamLysPMhGerJm4+qnTddemqyVp6L1nk/7+81+TjvuMJGnirt0lRXdXmKcFuvmGFUOnJxNoIhq2GXEUFgBQtVMOfoYWzZl6CNDnDj9K77zsh13j9F4UfcrBz9DcmdtMm9efPOf8EksK+IGG7RhmTWyl+x+/XvNnL9Lb//TVetO20gWPraxs+ePej8+XvfB+nfU5JYS8yARCdP/m2zR35jbaYmLbzNNsP7GbdNz7JEnv2nmVpGi7Wz7z6fratYMvMEsiE2iaVjdse4/CDrqwrPe9NS94t/59/QWSon63hy58RG+98b8kpXdjKMJJB0V74JvviJYzzpOZhlUGVZ7eoWLCuPqdMiUTaLonNj+suTO30bqNt2mdbpv2W5Q8WnvSsh30xObP6/iX7iLpN5q4a/foNmCx89adLUn6mrI1bMkEmqjVDdtx/Pv6Cyb7086a2Eqv/pdr9dnnH9U1TtG3Oeo16nypIFCXMvrEJedHJtA0WTKxm+0nzd1PN266rGt48uBM8mKxJd/8q8k+tRN37a5/XB39/Y8FNWgBn7W6YdvZwx1F56jsmhe8W19/6GA99dm36soNN0qSXqEvdY1b1I9550itD3yq+Kq8wAHjK3KHz6cLR3za/shEswz7jbjNXaMNTz40dD5PfHOm9O13amJ5/ltPlsGn7Y9MtEfrb/eV9KnDDtOnDjss8/jv/NaSEksDAEA3LmQGBmvlEdthj9U9adkOk+/19l+67627SJK2/eIHtPFb0q7zTfNnv0/S9jp1df++tWV3SximiL3UUS/G8emoGvxBJoApyW2pd/tYt/E2PW3eUt23/qqu4bMntp68+8Futp9mv/I2SdLm28cvw6jIBOpmzrm6y6DF+x7k3nHOFZUtr98eb7JrwqFzjtfFl/1cWxwcdS94YvPnNXviL7satn+7KArijt/7ZK7lj3Ll9jihz/P0mDJO04x6s+26Hm34/gNnr3HOLat8wQlVZ6JuZGI6MtGt7Zn43yPerYse/46k6IIyaaphu8XEttrPPUeS9IMb/2Sk5ZGJfHzIBNK18oht0qyJrSb/Pu339tf82Yv02BNTD9DuPKlFkl67zZv0g59FF4ydu9X/SJIOu+zTuZeZPFKVJZRl/YCnzbfoimvUsnem47nd7UAmsk9HJtqhNxP/uuQxnX/t32mXLc/Qbx+PGrZn7Pkirbp/nn60/jb9yu7STTe8d6xlpSETaJpWN2yTXRFOWraDZk8smBz+qcMO0w6HPSrpVD2xeZ2k6IKxO+Pxs/fE7a/fqdhBp6SKNOj0z7j3A+2dB5BFWibGuYXXKMsnE/DJZCb+U9Jd0n03fkKv2Pc8SdK7b71Er9nqBfqDebvp81dmvzdt3uWTCTRJay4eO2nZDpk73Z988B6lzBcAgHEk70sLYLpWHrGdP3uRJOmfD3+pnq1nTA577Im7JrsmbIiP0p74s6tLL+v6+lQAACAASURBVE9nj9inUynjlmXQXnie08w+fSaoDpnoP61Pnwmqc/ra5brweW/TT9e/QPNmmiRpi6e21cOb6i3TOMgEytCahm2y20GnD+12M3frGmf+7EV6YvM6zZ5YMNn9IM98x9GWYOZdT98aN6hOW753MoE8Dpv3E730v78gSfrmwc/QN+L7p5+361clSU/e/r3aylYUMoFxtKZhm+YvLpu6ifVPf29/SVE/2k5XhLIejZtH2bdEKus2K/36RVIBYVxkAm3VadB2fHjlryRJH33u3tr41MbSlksm0CStbNimHWVN3gnBhwZtryIrlmGVRhkVSp5byQBZkAkg8sH/uSHxqrgn+pEJNFFrLh5Lk3bhFxeDAQAANFMrjthmaaj2Pmksbfqi+tPWrd/txOo89TNoL3yUeyZyKgt5hJ6JMm+sj3Kl/f6ccnB00XPnQQ1F/zYNusWez5ngNwJSSxq2/aRVBmmP0u2os4Gb9/RL1sD6EGxOLWEUZALoRiaAFjRsTz54D82a2Kpvv9nkEdp+Ddbexm4dDdyyL5gJEXvkYSMT+ZGJ5hn0OzN7Yuuu12QiH85khCn4hu2o+h3Nrbv/bZaKq9/ztIeNU4c8FXCeH+Xk5+TLuqIcZGJ4uXu7WviyrhjNtnOmHiL0zst+OO39tmYiT0OVTISLhm1C3iOxvY3cUPrgAgD88vHnHSRJet9/r+kaHto1IMC4gr8rwskrbxl4+65TV/928l+S73dHGLR3GfJpqFH6kK1YuCrozwTSiQct0IwlR/V9P+Tvn0y0S6eBmwW/E9mQibAE37DNY9QGbtp0/RTZYD597fLUimvYvQd9OuUySllGrXyouMKXNxOd8ckEfHbSsh108IzDtP1E9LTMxzc/qMc3PyhJetq8pXravKV9px207fcbTibIRJM1uivCqF0HBt35YJhBDd+qTgX19gdKu1F93cEcta9Tv/mMo/fzoT9VGE48aIEkadbEtpo1sa1OWXXb5LATJT11R3ffQzLRPX8y4a/kwY/fmfuHk3/fv/k2HTzjsMnXF6//N0npvz3J77Rfn1sy0T1/MhGGRjdsy1RWI7Wo+SZD50NlVeXjTUepbMp6JCT8sWLhKp044L2qkQkUZfbE1rrGrtWGJx/SxZv/TXvMO1yStMe8w/XWyy7oO13ndyLteyYT2eaD5qErQg6+97sF2qJzZBYAgKRGH7HNe/Szd/xxHr6Q5f63RfJljzuvYWXMcwpq3FNDnb1xTi+FY4bN1eanHteTt39P0vTuBz4iE8hqwZzd9IsN/y5Jum/9VVowZzc9sflh3bL+stTxOzt8yRy06XeiiPvSkonmM+dc3WXQ4n0Pcu8454pay5Bs2GZ56ljRDdusDet+jzbMU3mVHdii+jsVLetjId9/4Ow1zrllhRcgBx8y4bMTD1qgWRPbavNTj0vSZMOWTORDJpojy+0l0xq2o2SiikYdmUBZGn3Etkh5jtTmuQtC0UZ9skyVFcA4T7+pqo8Te+TN9IFlCyf/3rT5QZ22Zp0k6fS1Uz/qnWGSJm8BlnYkl0x0IxN+y/Kbk8yDxO/EuMhEM9GwjSWPmJb11LFBR2XzNpR7w9b7Oute5zjKqlzKrlyHvf/+wpeOsnxg2UJ9bPXa1PcG3TmETAzORO97ZKKZ+J3Ih0yEgYZtDjzZJZLsx1Rk5VL1nnET+p6hW7IRmzx6K3UfqR00rAxkAuhGJlAXGrYAGu0DyxbqKbdB0uCG7KBuCQCAMHC7r1gV/WaTy+jcOqys24f13pgbCE2nMZvXbnufUnBJgGbidwIhomFbg2GN2aIavGX2mQLqtsXsXSb/Pm3NuqHdDk5bs05L5h82cJxRkQk0Fb8TCA0NW08Maszuc9G5etuL99T7Dpqjt714T+1z0bkVl246Ki3U5RcHztOfHDhPj2z8tX791KN6vc3KPO3bLvsPve2y/yilXGQCdfHxN0IiE6gHfWxrMKzLQ/L9fS46V8d+7G2atWG9JGnre27XsR97myTp+mNfU14hxzRuh/u06akksc9F5+qv9KTmx6931ZP6p82/1Q8vOtfrPEhkAuVo6m+EVHwmyAMkjth6ofdIbfLo7RFnfHCywuqYtWG9jjjjg5WVD/DFEWd8cLJR2zFfjjygtfiNALpxxLYAnUborImtJEknr7ylsHkvuPeOXMMxHbdrCQd5KAaZCAeZKAaZCAdHbD3Q2zUheeeEdTstSZ2m33AfjPokmX7Tj3MfRCqrsPTb7u+3LfWrF72n4tJkRyZQlib+RkjlZKLKssBfNGwL0LmN16bNj2jT5kfGmkevS97+UW2aO69r2Ka583TJ2z860nKKlKwMVixcNfkPKEtaHh6T9O35vydJ+vDy3Woo1RQygar5/BshkQlUj64IBSryPrideV0fvz7ijA9qwb13aN1OS3TJ2z/qzUUBPldQPpcNo+ls98k8/OU9d2ve3Gfpqw9+o+bSRXze7nwuG0aTlgmffiMkf7c7X8uF8dCwLUCnj21ZD3i4/tjXeFVJAXXqzcO5By3QWxLvX3Vk1CVh6Y8/WXHJgHrwGwFMGdoVwcyWmNlPzOx6M7vOzP46Hn6ymd1lZlfF/45NTPN+M7vZzG40sxeVuQKoR1l7uk3YgyYTfjltzTqteewB7TXncL18y1dNDj/xoAU68aAFI81zlGnJBJlAtzZnAvXJcsT2SUnvds5daWZbSVpjZhfH733aOdd1WMTM9pV0vKRnS9pF0g/N7JnOuc1FFtwnWY7UJm/p1Tt+vyO+ZR8J9knRFVXJFR+Z8MyrL/+yPnHoIbr6wT+cHHb+jDMlSZ849BC99/Irhs7jxIMWaIbNLa2MeRW5DVfQECATKF3DMoGaDD1i65y7xzl3Zfz3I4q6fS4aMMlxkr7unNvonLtF0s2SWnXX5KIeiQs/kQk/9B5Vfe/lV2jvrb6hvbeK+tpu/KzTtlvsK0na+XVv086ve1vmI7EzbO7QR/RiCpkA4ItcfWzNbHdJB0haKel5kt5hZm+QtFrR3vqDiiqz5OGRO5VSwZnZCZJOkKRtdtp1hKI3y6Cjrv3e69wXF9lVvRdOJvxy+4bO9/8qzfirs7T2r6Tz9/uhnshwHHCruc/Qhk0PSJJOWXVbeYWsGJkAunG0NmyZb/dlZltK+pakdznn1kn6gqRnSFoq6R5J/9AZNWVyN22Ac2c655Y555bN37Z9Rzd7j+pylLd5yERzfeHwF+vDy3fTJw49RJ849BB99vAj6y5SEMgEgLplatia2SxFldU5zrkLJMk5d59zbrNz7ilJX9LUaaQ7JSXvDL1Y0t3FFbk+WRuf/e5Jm5xPFievvEUnr7zFy0Zvlc/k9vG+h2TCT6esuk2nrLpNn/j5qzVrxlv13QP+U6++5ii97roXSJJOWvxnWjL/sNRpH9nwK23a/ODIR2vJBJlAt6ozAUjZ7opgks6SdL1z7lOJ4TsnRnu5pGvjvy+UdLyZzTGzPSTtJalVW1yehuiw8Xxr0BZtnCcoVTG/NGTCD6etWTewH+xpa9bp7TffoldtfYXmTLxDb7nhW3rsSdOPjlqv9+7ydB046xg9+Pgv9eDjv9R9j60eOr+qlJGJspEJlKmJmUB9svSxfZ6k10v6hZldFQ87UdJrzGypotNHt0r6c0lyzl1nZudL+qWiK2XfHsqVrkXdnSD5yNys8w7xzgjJymXQoxKTwz2pkMhEQyzT/jpml406Rq/S/V87Q5L0TUkfWLZQL93ydXrZrLdq+SWfGjyTivRu22QCbZc3E51hnmQCNTHnpnVrqtzifQ9y7zhn+O14UL9hP6RpFUueZ3pnPZ3UmUfv8oo4HWWLD13jnFs29ozGQCaK8YFlC3XDS58tSfrmh35SyjLIRDXIRHMMykRyeyQTKANPHmuA3u4IIR69BQAAGBdHbBvAl4Zt2l5ukad88u5Fn752eSkXDPiwJ04minHiQQv0sq3eKkn6ziP/T5IK7UdLJqpDJpqBTKBuHLFtkKYcqc3bz2nUSoerYDHMaWvW6aPP3Vsb4/vT1oVMAN3IBMpCw7YBfGjQDqscqHTgq42bHtAx816r/3jsrELnSyaAbmQCPqBhi6EGVSpUOPDdx1av1RcOf7EOnvsnhc2TTADdyAR8QcMWQKt89Ll768nNj0sK69G5AAAathiCPW2E4G2X/YeuOvI92n6OdM1DU8M/sGyhPrZ6beb5kAegG5mAb2jYeqBz1wMf+tJ2VFFZUSGiSkt//Ek980/fokc2vUS3Pb5B/73xfEnSh5fvJmn40duyt1fygKYhE/DR0Efqon2oTBCq//vyWdr3h5/Uq5aY3rz9GzQxY4vJ9048aEHf6cgE0I1MwFccsfVA247UAnV7183n6aVbvk7fX/Z7kqSjVv5H33HJBNCNTMBnHLEFgNiJBy0YeOQWAOA3jthCEnvgaJfOBWOdrX7W8t00d9Z2emTDrybHIRNANzKBJvCiYbvTrMfqLkJrlVVRZXmaTFmPOgwBmahW8sKxaJssfrsclonO+2QiHZmoT12/E2QCo/CiYXvvpvl1F6GV6q4s6l6+z8hEPercJsnDYGSiHmQCTeNFwxbVqaKiyPrsb6BuVf1wkgk0BZlA03HxGAAAAILAEdsWKHsPnD1vNA2ZALqRCYSCI7YBW7FwFU8QAxLIBNCNTCA0HLENUFMqEO6KgKo0YTvjCnBUqQnbGZnAKLw4YsttXIpTVwUw6l7/6WuXc4oqBZkoDpkIA5koTp2ZGAWZQB5eNGwBAACAcdGwDYgPp2vG2SMHikYmgG51Z2KcPr1kAlnQxzYQdVdWo2pqueG/pm5bTS03/NfUbaup5UY9vDliy4abX2fP17fPLk952APvz7fvtQnIRNh8+16bgEygbbxp2CI7HyupXnkrLSoujINMAN3IBNqKrggN4nslBVSNTADdyATajiO2AAAACAIN24Zow144p5mQB5kAupEJwLOGbRtCmVcT+kn1M+rN6TGlqd99mchEuzX1uy8TmQCmeNfHdsXCVWy0sTIqqn6fbWdZve83tbIMCZmYUvT2OOhzTcsEefADmZhCJoBu3jVsEamisuhdRlqFRgUGX/iQCXb84BMyAUznVVcEAAAAYFReNmzbusdX5420s5zWG+XUH/2nikEmyAS6kQkyAaTxsmGLavlYQfhYJrSHj9ufj2VCe/i4/flYJtSPPrYNkRbgcR9J6HulcPra5a09KoPhyATQjUwAHLFthH4VSx2PGPS9kkM7kAmg26BMVI1MoE40bAEAABAEc87VXQYt239vt/qis7qGtXmPL+20StbPI8stvMaR95RPkcuv6nSTLT50jXNuWSUL64NMTOn3vZMJMkEmurU9E1V2SfAhE0hHH1sPjdNnqOyKvjP/YeVr6w8Oipd1mxs2fVnIBKpGJoD+aNhiJFRIQDcyAXQjE6iDlw1bwjDdoD3ftnxebb76tS3fcR5kgkyg27hdFJpu3CPZCAMXjwEAACAIXh6xLcOKhauC3WtN7p2Guo4oHpkAuoWaibIvFgN84t0R27IC17Qgj1reOh+3iHKQiQiZQAeZiJAJYDqvjtjmeWpK0yqgUbS5/1w/bftMyES3tn3/WbTtMyET3dr2/WfBZ9JuXjVsew3aMNtyamWcgHamC/WzaSMyQSbQjUyQCSDJu64IAAAAwCi8adim7S3m2YOkzxBCQyaAbmQCwDBedEW4d9P8QudX1qmVpl4xW2S529yXrUpkolxkonnKyEQZ3xGZIBOolxcN27IU8WPeG9C0wFbxeEIfjjCMUoYybrvky+fRRGSiWGSi2Yr6LsjEFDKBuplzru4yaNn+e7tXnv2LacOL3igHBabIZZV1FKAI49weJu/8y67cy6q0bPGha5xzy0qZeUZ1Z6LK7I2qiDIW2ZjJsgwyMToyMVwTMtE7fzKBonnTxxYAAAAYh7ddEao6glrG3pyPt5ipqgzDPs+i+nG18RRTKJnwIQ8SmQgBmShWFeXI8lmSCYxjaMPWzJZI+qqknSQ9JelM59xnzWw7SedJ2l3SrZJe7Zx70MxM0mclHStpvaQ3OeeuLKf4w/lQYYzbr7HucNa9/A5fykEmxlPED3rd20Ldy+/wpRxkYjxkIpwyoH5Zjtg+KendzrkrzWwrSWvM7GJJb5L0I+fc6Wa2QtIKSe+TdIykveJ/B0v6Qvz/QGVcSVp3ZdXhSzlGUeaRiiyfi6cVFZloeBlGVdb2mOe7JhPFbT++bIu+lGMUZAK+Gdqwdc7dI+me+O9HzOx6SYskHSfpiHi0r0i6RFGFdZykr7roqrQrzGwbM9s5nk9fdVRWbQpD3qPGVXw2gyoun78bMhGGvI2ksj+bYRn1+bshE2EgEwhBrovHzGx3SQdIWinpaZ1KKP5/YTzaIkl3JCa7Mx7WO68TzGy1ma3+zf0P5S854AEyAXQjEwDqlPniMTPbUtK3JL3LObcu6iKVPmrKsGn3FHPOnSnpTCm6jUvWcgwzbG+TPbzh6vyMmnRzczLRHmQiGzLRHmQCvsrUsDWzWYoqq3OccxfEg+/rnDoys50lrY2H3ylpSWLyxZLuHraM5IZaZmCaeNPmIk7D+FoJpH3vTfh+yES9yIR/yES9yAQQGdoVIb569SxJ1zvnPpV460JJb4z/fqOk7yaGv8Eih0h6eFi/qY4VC8d/hvcoN4huqtPXLvd6XTrl872ceZEJf/m+rZEJMlE139cj1EygPlmO2D5P0usl/cLMroqHnSjpdEnnm9lbJN0u6VXxexcpuoXLzYpu4/LmQkucQRGPDc2j7jBWcQQjr7o/k5KRiSHq/v7JROUamYkqv5M6v/9hT7+rS+CZQE2y3BXhcqX3h5Kk308Z30l6+5jlArxFJoBuZAKAL7x98lgRBu2Rj9uHqkl7mj7dvgX1IhMRMgFp+JmMcTLRpDxIZALhCLphW4amVVZ5lF1ZDTo9TEXZXGRidGQiTGRidGQC46Jhi8qFXOkDoyATQDcygVHlekBDExVxBW0bFPkZUSH5jUxkQybag0xkQybQBME3bAEAANAOremKwJNKitN76xg+12biuysOmQgD311xyATq0pqGbZoqny7Tu5yiQz7uemT9LHrLTWUVFjIxhUxAqi4TacsgE0B+re+KUNbTTjp9tvpVAr715/KtPKhPWT9Cw/ox+rYN+lYe1IdMRHwrD5Cm1Udsi5bnCFRbngCFdiMTQDcyAZSr9UdsAQAAEIbWH7Et69RKlXvAVZ0eYq++HchEdmSiHZqeiSq7EJAJ1K01R2zTwlZm2AfNm9NL3ei3VQ8y4S8yUQ8y4S8ygaxaf8S2KHWErqhl1l1hDHqEIpqLTIyOTISJTIyOTCCrVjRsq94L711mGcsKKdwhrUtT1JmJspYT0nYU0ro0BZnwW0jrgnIF3xWhyMqq3ymbqq9yLTLgPlQWTTkVFgoyUd28RkUmqkUmqpvXqMgEsgq+YQsAAIB2CLIrQtY95rzSHgtY9Z7sKE99GTZu3XvjdS+/DcgEmUA3MkEmEKYgG7a9fLnVybinUoatx6jzr6vSoqKqD5kYrI5MkId6kYnByASaIsiGbRW3ZxlWOYTWv6lIoa1PE5AJv4W2Pk1QdiayNCDJRH+hrQ+qE2TDtgppoRt0heuoe8l1HUXgTg7Ii0zkRybC1e+77ZeJcY7UkglgChePAQAAIAg0bAvU5D3N3qMFp69dXujtVZr82WB0Tf7e0zJRpCZ/Nhhdk793MoEmoGHruawVRxX3+KPSgQ/IBNCNTABTaNiOofeoZudv3450rli4avIfUKamZQIoG5kAqkXDtmBFVw5F3/qliHs0VjENwuFzJoooG5lAXr5nYlxkAnWiYQsAAIAg0LAtwKBbGlUlz7I55YSykQmgW5MyQfc1NBn3sR1R3scRjqrpFUvTy4/sqrqApenbVNPLj2yq+o2Qmr9NNb388AsN2xJVcQVq2cvy4SgDwtH0TJR9c3q0D5kAikXDtiCd52jXcaVrlRWjVM/jItE8ZCJ9PLRXXZmoOg8SmUB96GMLAACAIHDENqdBe6BV95MatDz2glEVMgF0IxNAfThi65G8j7Ed96pVKjX4Lm8jgEwgdKNkYhxkAk1DwzZAZVREvZWpr/26gDRkAuhGJhAquiI0mO8VAnv6qBqZALqRCbQNR2wBAAAQBBq2gSlz79f3PX8gDZkAupEJhIyuCDklK4Q6A0zlAV+QCaAbmQDqwxHbMdTVN6hfZUVfJdSNTADdyARQLRq2HhrlHog+VlYcLUARht0Gj0ygbcgE0B8NWwAAAASBPrZjKHNPs/NM8V6d52/Xseft494+/EImgG5kAqgWR2w9VsXpJCohNAmZALqRCaAbDdsRVdUvqIrlZH0MKX2hMAiZAKbkfUT6uMsqG5lAU9CwzanKyqpq7JVjFGQC6BZqHiQyAf/RsAUAAEAQaNjmUMdeeNV7x8OWl/czCPnIBciERCbQjUyQCdSLuyIgNyohoBuZALqRCdSFI7YZVR3SrB31y1p2kajgwkQmRkcmwkQmRkcmUBSO2HrEp075nbIUUdn4tF5oFp+2nc69QYuaFzAKn7YdMgEfccQWAAAAQTDnXN1l0LL993arLzqr7mJM07sn2rtHWdapE9/2XNu2R26LD13jnFtWZxnIRP9l+IBMVI9M9F+GD8gEfEFXhAEGPZZwUIjHPT3TmTZrBdmUiqCuRzyiOHVkIjkdmYBv+mVi2PZeZSaatI2RCYxraMPWzL4s6SWS1jrnnhMPO1nSn0n6TTzaic65i+L33i/pLZI2S3qnc+4/Syh3ZfIGrDN+croiKq9h4/lcERTZD8sHZGK8TBSx05dlPDJRHTLhdyb6HSzxSWiZQH2yHLE9W9I/Sfpqz/BPO+c+mRxgZvtKOl7SsyXtIumHZvZM59zmAsrqhTzBqyqkZVZWRa6Dz5VqTmeLTExqUyaKLj+ZIBNVPQ63LGQCvhl68Zhz7jJJD2Sc33GSvu6c2+icu0XSzZLYBUNQyATQjUwA8MU4d0V4h5ldY2ZfNrNt42GLJN2RGOfOeNg0ZnaCma02s9W/uf+hMYqBMvb4T1+7vLD5+n5auEBkwhNlZaLIeZGJSWSiZEXW573zLXJeLckESjZqw/YLkp4haamkeyT9QzzcUsZNve2Cc+5M59wy59yyHbffZsRiVCtPX6aq+d43yffyFYBMjDFOGXzf5nwvXwHIxBjjlMH3bc738qEZRrorgnPuvs7fZvYlSd+LX94paUli1MWS7h61cMNuo4J6jHrBQ8h75HVkItTPsonIxHRkot3IBOoy0hFbM9s58fLlkq6N/75Q0vFmNsfM9pC0l6Sxt9A6Hxs4iuQVqE0qd0fWiqiJ61aWOjLRJE24KnsQMpEfmRiMTADlyHK7r3MlHSFpBzO7U9KHJR1hZksVnT66VdKfS5Jz7jozO1/SLyU9Kento17p2uRTEr1BLvLxtD5o+x41mcgvub0UcSs835AJMpEXmQDKMbRh65x7Tcrgvo9/cc6dKunUcQoF+IxMAN3IBABfjHNXhNKEssfaq8yuCU3ZMw71uy1bqJ8bmQj3uy1bqJ8bmQj3u0U1vGvYVr1B57kNSqfCGbdyKKNyqeNzK3JeZd2OJgQ+f7dkopzlkYnBfP5ui2qYkonp8yITyGKkuyKEIhmQvP2B+vWbzTqPoh8fWMeeeNmPCkb1Ot/NKBe2kAkyEaJRMzGo3yyZKG86wLsjtv0uvKrCsL3B3obwuMErat2acnopCyqz6chEffPxAZmYrgmZKOoIY1FHf8kE2sK7hi0AAAAwCu8atj7cbDttb7B3L7woIe1Fjyu0owpFIRPtRSbSNSETRWIbmEImMIxXfWx7K4My74M3rOKp6lTHOMsJ4eKCDiqqdGQiHzIRPjKRD5lA23jTsK0yKCH0zwkl4KGsRxnIRD6hbEuhrEcZyEQ+oWxLoawHquFFV4R7N81PHR76vfzGqTjLqHSrrsh9+R58RCaqnbbKefbDKdbByES101Y5z37IBEbhRcMWAAAAGJc3XRF6Fb2X1umHVebeZpV7lmV8PlVg73t0ZKLaZZEJ/5GJapdFJtAEXjZsi9qo0y4yGFVvmULof9UR0rqEikxUK6R1CVURmRh0Z4NRDHooQ9OFtj4Il5cN26zq3HvsfcpS1XuYRVwJTJ/a8JAJMoFudWUirZFLJoYjExiXVw3bPBt0FWEb5dGJVRrnXo7sfTcDmciHTISPTORDJtA2XDwGAACAIHh1xDarMvYiR9mb9uk2LMNOORXRb8y3m4Rjii9POiIT+eeBcpCJ9PmRCYTOi4btTrMey7xB+/LoTp8qq+R809ZplOUN6kOZZf5UUOMhE8UgE+FoWibGLQOZAEbjRcO2Cm0JUJmPl+ynLZ9taNryvZEJZNWW741MIGSNatgWtUdZZBl8DGuy0vLhM0M5Rj2iQybIRKjIRHZkAqHi4jEAAAAEwfsjtqF1RK/q9im+HLlA8chEtcvx8TNDt9C+WzIBjM7rhq1voWvC6aVRhbQuISMT1QlpXUJGJqoT0rogXF43bLOqKmzjPkPc15tdU1mFh0yMh0yEh0yMh0ygKbxt2A4Ld10hCy3coa1PyMhENUJbn5CRiWqEtj4IGxePAQAAIAjeHLHNevqlqXuOvp1eaurn2CZkolpN/RzbJORM+JYHqZmfI+BFw/beTfPrLkKrUFn5j0xUi0z4j0xUhzygybxo2A7T9JD5tCfe9M8SkSZ/j+QBZWjyd0kmgOJ427ANKVzjXiULSOFkYpynHQFJIWWCPADF4OIxAAAABMHLhm0oe+FJda/TioWrai8DRhfid1f3OtW9fIwntO/Phzq67uUDRfCuYUuwgG5kAuhGJgD041UfWyqr4vGZNhvfX/H4TJuN7694fKYIiTcN29CDVceFAaF/pqEL/fsjE8gr5O+vrovHQv5M0U7edUUAAAAARuHNEdvQJhU1YgAAEIBJREFUcOsWoBuZALqRCaB4XjRsd5r1WN1FKEzdFRWnlcJAJopDJsJAJopDJhAyLxq2IanjRttUUvAZmQC6VZ0J8oA2oWHbUFRUQDcyAXQjE2gjLh4DAABAEDhiW4KyTjOx942mIhNANzIBlIOGbQmKrKyopBACMgF0IxNAOeiK4DEqK6AbmQC6kQmgG0ds+0juTddRcVBZwTdkAuhGJgD/cMQ2g7ynjKhsEDoyAXQjE4AfaNgCAAAgCEE2bE9fu3zy36jTZxmWZ3qgTmQC6EYmgDAF2ce2c4qnU2llPeUzrKIpuz8Vp6ZQFjIBdEvebquMTJS17ZIJYLAgG7aj/tjmua9gWuU1zh44lRXKRCaAbmVnot/8yQRQruAatlUfYeJ0EnxHJoBuZAIIV5B9bAEAANA+NGwBAAAQhKC6IuS5StW3vkp5Ll4AsiITQDcyAYRt6BFbM/uyma01s2sTw7Yzs4vN7Kb4/23j4WZmnzOzm83sGjM7sMzCj2LFwlVUDBgLmQC6kQkAvsjSFeFsSUf3DFsh6UfOub0k/Sh+LUnHSNor/neCpC8UU8ziDOvE36nQqq7YqEQb5WyRidKRiUY5W2SidGQCGG5ow9Y5d5mkB3oGHyfpK/HfX5H0ssTwr7rIFZK2MbOdiyos4AMyAXQjEwB8MWof26c55+6RJOfcPWa2MB6+SNIdifHujIfd0zsDMztB0d66JG20xYde2ztOWd5f1YIiO0j67bCRKi5TUTKtWwM9a4RpyER2ZKJ5yES5Qs1EqHmQRssEKlD0xWOWMsyljeicO1PSmZJkZqudc8sKLosXWLfmMbPVRc4uZRiZYN0ahUyUK9R1C3W9pMIzgQKNeruv+zqnjuL/18bD75S0JDHeYkl3j148oDHIBNCNTACo3KgN2wslvTH++42SvpsY/ob4qtdDJD3cORUFBI5MAN3IBIDKDe2KYGbnSjpC0g5mdqekD0s6XdL5ZvYWSbdLelU8+kWSjpV0s6T1kt6csRxn5it2o7BuzTNwvcjE2Fi35iET5Qp13UJdLynsdWs0cy61axMAAADQKDxSFwAAAEGgYQsAAIAgVNKwNbMlZvYTM7vezK4zs7+Ohzf2kYvSwPU62czuMrOr4n/HJqZ5f7xeN5rZi+or/WBmNtfMVpnZ1fG6nRIP38PMVsbf2XlmNjsePid+fXP8/u51ln+QAet2tpndkvjelsbDC90eQ82DRCbIxMjLJxNkwht15wFjcs6V/k/SzpIOjP/eStL/SdpX0t9LWhEPXyHp4/Hfx0r6vqL7HR4iaWUV5SxwvU6W9J6U8feVdLWkOZL2kPQrSRN1r0efdTNJW8Z/z5K0Mv4uzpd0fDz8nyW9Lf77LyX9c/z38ZLOq3sdRli3syW9MmX8QrfHUPMwZN3IBJkYZbshE2TCp/WqJA/8G+9fJUdsnXP3OOeujP9+RNL1ip400+hHLg5Yr36Ok/R159xG59wtiq4KHvxQ8prEn/2j8ctZ8T8n6UhJ34yH935nne/ym5J+38zSbsReuwHr1k+h22OoeZDIhMjEqMsnE1PIRM3qzgPGU3kf2/jUwwGK9oC6HrkoadgjF73Vs16S9I74lMSXO6fP1LD1MrMJM7tK0Y3VL1Z05OAh59yT8SjJ8k+uW/z+w5K2r7bE2fWum3Ou872dGn9vnzazOfGw0r63UPMgkQmRiVHLsbvIRGPWLdRM+JIH5Fdpw9bMtpT0LUnvcs6tGzRqyjBv70uWsl5fkPQMSUsVPf/8Hzqjpkzu7Xo55zY755YqejLQckn7pI0W/9/odTOz5yh6FPvekn5X0naS3hePXsq6hZoHiUzE/zd63chEsciEpAatmw95wGgqa9ia2SxFoT7HOXdBPLjxj1xMWy/n3H1xKJ6S9CVNnUZqzHolOeceknSJor5D25hZ58EeyfJPrlv8/taSHqi2pPkl1u3o+JShc85tlPQvKvF7CzUPEpkQmRgJmSATPqorDxhdVXdFMElnSbreOfepxFuNfuRiv/Xq6VvzcknXxn9fKOn4+MrQPSTtJWlVVeXNw8x2NLNt4r+3kHSUor5hP5H0yni03u+s812+UtKPnXNe7rH2WbcbEj+gpqhPWPJ7K2x7DDUPEpkQmRh1+WSCTHij7jxgTK6aKwwPVXRY/hpJV8X/jlXUt+ZHkm6K/98uHt8knaGor84vJC2ropwFrte/xuW+RtEGv3NimpPi9bpR0jF1r8OAddtP0s/jdbhW0ofi4U9XVMneLOkbkubEw+fGr2+O33963eswwrr9OP7erpX0b5q6KrbQ7THUPAxZNzJBJsgEmWhEJurOA//G+8cjdQEAABAEnjwGAACAINCwBQAAQBBo2AIAACAINGwBAAAQBBq2AAAACAINWwAAAASBhi0AAACCQMMWAAAAQaBhCwAAgCDQsAUAAEAQaNgCAAAgCDRsAQAAEAQatgAAAAgCDVsAAAAEgYYtAAAAgkDDFgAAAEGgYQsAAIAg0LAFAABAEGjYAgAAIAg0bAEAABAEGrYAAAAIAg1bAAAABIGGLQAAAIJAwxYAAABBoGELAACAINCwBQAAQBBo2AIAACAINGwBAAAQBBq2AAAACAINWwAAAASBhi0AAACCQMMWAAAAQaBhCwAAgCDQsAUAAEAQaNgCAAAgCDRsAQAAEAQatgAAAAgCDVsAAAAEgYYtAAAAgkDDFgAAAEGgYQsAAIAg0LAFAABAEGjYAgAAIAg0bAEAABAEGrYAAAAIAg1bAAAABIGGLQAAAIJAwxYAAABBoGELAACAINCwBQAAQBBo2AIAACAINGwBAAAQBBq2AAAACAINWwAAAASBhi0AAACCQMMWAAAAQaBhCwAAgCDQsAUAAEAQaNgCAAAgCDRsAQAAEAQatgAAAAgCDVsAAAAEgYYtAAAAgkDDFgAAAEGgYQsAAIAg0LAFAABAEGjYAgAAIAg0bAEAABAEGrYAAAAIAg1bAAAABIGGLQAAAIJAwxYAAABBoGELAACAINCwBQAAQBBo2AIAACAINGwBAAAQBBq2AAAACAINWwAAAASBhi0AAACCQMMWAAAAQaBhCwAAgCDQsAUAAEAQZtZdAEkym+EkJ8mGjZnzPevzrg2YXdo0g+c9NcRS3s46v6nhqWUdUsLUMgycIuu0Q953Wcs1sFgDlz3OVtH9fuKvARMNm9/A8dI2gRGWY31f5Jx20PtdI7r+442wnEGfb/9pXbblFj3vjN+ZpXxG+eaTd/0GL29qPtNDOHwbnppm2Oc5NWuXaeZT21fG8mcdb9i4XZ9/tvFSxx+4funjpW9Xg8qQ+PxT309Z3sAJcnyfaeUaNM+Cf5b7li+9YkoZNOj9wV+KSw3IgGFdg7KuzOB2wKBpXdewUcpgPf/3K0NnnZO1yKB5J387U5YxtKwp8xnwuSfbA2vW3PKfzrmjpy+gPy8atlGAZvY0DDt/Tx1Uts7fljzQPKP7PUk2+X5y2MS0+ZhNn3fXsHiatHmbJqYNm5GyvOS0M9Km7Xo/ZRqlDZs+n86wrjLE7yeHzXDTP6+0aTvjzejaEJPTWNd4yWHJ73FyvJQNeoaljach48XvpQxLDu/aQibzYynDkuOllMG6x09Okxw2o2f8/ssYfZrUcqWWdfqP5tDlpvwwzkh531Ln46YNG1aGzjTd5Z8+rDMfSxk2yjTdZU1Zp8lpE+Olfq6ub1mS5ekaNrAMQ8ZLGTaoDGnD0uY37H0bYd42ozPeU4PH6wyb0a9cT/Wd97D5TE47I1tZLVnWlGVowHj9yqAZ/cvfea+oaTUjZbw+81HafDrD0tZ5Rtq0U4OmplViPE0brxMkS6uck393VRQzUsab0f1/17QzBo7nJodNDByve5qJAfOemo+ztHlPdC+3a1jaeKMMm5nyfsowmzl9msR4k9MMGc8678+YNX1YYlpLmcYS78+YHDYxbbwZifWbaa/bQTnRFQEAAABBoGELAACAINCwBQAAQBBo2AIAACAINGwBAAAQBBq2AAAACAINWwAAAASBhi0AAACCQMMWAAAAQaBhCwAAgCDQsAUAAEAQaNgCAAAgCDRsAQAAEAQatgAAAAgCDVsAAAAEgYYtAAAAgkDDFgAAAEGgYQsAAIAg0LAFAABAEGjYAgAAIAg0bAEAABAEGrYAAAAIAg1bAAAABIGGLQAAAIJAwxYAAABBoGELAACAINCwBQAAQBBo2AIAACAINGwBAAAQBBq2AAAACAINWwAAAASBhi0AAACCQMMWAAAAQaBhCwAAgCDMrLsAseukJze45BA3fSQ34D0EYQdJv627EKgV2wAktgNE2A4wN+8EvjRsNzjnltVdCNTLzFazHbQb2wAktgNE2A5gZqvzTkNXBAAAAASBhi0AAACC4EvD9sy6CwAvsB2AbQAS2wEibAfIvQ2Yc1yJBQAAgObz5YgtAAAAMJbaG7ZmdrSZ3WhmN5vZirrLg2qY2ZfNbK2ZXZsYtp2ZXWxmN8X/b1tnGVEuM1tiZj8xs+vN7Doz++t4ONtBS5jZXDNbZWZXx9vAKfHwPcxsZbwNnGdms+suK8pnZhNm9nMz+178mu2gZczsVjP7hZld1bkjQt7fhFobtmY2IekMScdI2lfSa8xs3zrLhMqcLenonmErJP3IObeXpB/FrxGuJyW92zm3j6RDJL09zj/bQXtslHSkc25/SUslHW1mh0j6uKRPx9vAg5LeUmMZUZ2/lnR94jXbQTu9wDm3NHGrt1y/CXUfsV0u6Wbn3K+dc09I+rqk42ouEyrgnLtM0gM9g4+T9JX4769IelmlhUKlnHP3OOeujP9+RNEP2iKxHbSGizwav5wV/3OSjpT0zXg420ALmNliSS+W9P/i1ya2A0Ry/SbU3bBdJOmOxOs742Fop6c55+6RokaPpIU1lwcVMbPdJR0gaaXYDlolPv18laS1ki6W9CtJDznnnoxH4XehHT4j6W8lPRW/3l5sB23kJP2Xma0xsxPiYbl+E+p+8pilDOM2DUCLmNmWkr4l6V3OuXXRgRq0hXNus6SlZraNpG9L2idttGpLhSqZ2UskrXXOrTGzIzqDU0ZlOwjf85xzd5vZQkkXm9kNeWdQ9xHbOyUtSbxeLOnumsqC+t1nZjtLUvz/2prLg5KZ2SxFjdpznHMXxIPZDlrIOfeQpEsU9bfexsw6B174XQjf8yS91MxuVdQl8UhFR3DZDlrGOXd3/P9aRTu6y5XzN6Huhu3/StorvvJxtqTjJV1Yc5lQnwslvTH++42SvltjWVCyuA/dWZKud859KvEW20FLmNmO8ZFamdkWko5S1Nf6J5JeGY/GNhA459z7nXOLnXO7K2oH/Ng591qxHbSKmc03s606f0t6oaRrlfM3ofYHNJjZsYr2zCYkfdk5d2qtBUIlzOxcSUdI2kHSfZI+LOk7ks6XtKuk2yW9yjnXe4EZAmFmh0r6qaRfaKpf3YmK+tmyHbSAme2n6GKQCUUHWs53zn3EzJ6u6MjddpJ+Lul1zrmN9ZUUVYm7IrzHOfcStoN2ib/vb8cvZ0r6mnPuVDPbXjl+E2pv2AIAAABFqLsrAgAAAFAIGrYAAAAIAg1bAAAABIGGLQAAAIJAwxYAAABBoGELAACAINCwBQAAQBBo2AIAACAI/z8dsIKckgxn6QAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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ivshDVoUK2eeyZaGfTBTx2FEy4R+fy5YFnzPRbocvZGQCeQimYSvFb4CNwzptoEVsvHEXCRRRcRVZeTRWyK2VNIqXNhNFbS9lZ6IIZMIvZCJekd8RZAJ5GvjbfTUqYi+5qAoq6WtZl6f1oofQjziELvRMxA0nE+iETPQnriFLJpCloI7YAgAAYHAF1bBtt9dXP90xKHuFZa9nFW5V43v5skImaspeTzLhDzJRU/Z6kgnkJaiGbZw04Q1hY06y3mVXbGUJ4fPtB5nob5wQhfD59oNM9DdOiEL4fAdV8A1blGNQK0OgHTIBNCMTyEMwDdsqBqTMPcIqvl9ZGKS98Cp+xmSieGTCb2SieIOUiRAF07AFAADAYAuiYZvH7XmKUIXO8yEZpPeaTCCJQXqvyQSS4L2uvoG/j60Pp1rmTFiYaTm6PT2nbGU8VYfKKjlftpEiMuHDukrZr2/SZSIZH7YTMlHMMlF95pwruwya+qbN3A0X/yDVtL6EsB++Pz4xrxtpF7nevVRYNmn6jc65qTkWpysyMXiZKPqG9WSiWsgEmUAyA3/ENg+9VkBVOtWUZUVTZAXNYxvLRSa6K7rBQibKRSa6IxNII4g+tgAAAECluyL4cErmiK3XlCSdeOOTifZSO/Ub8uFUU5o9VR8+h151Wk8fTjFVORONsshE2etEJshElshEdfieCcSr7BHbLELS7+mGL22zTuy8ujVcO3Xar1qjtp/pylT2e50HHzLROJ+sMlEmMlFtZCJ7ZAK+o49tn0aNWkkv/vOi4f+7VVat/5cVmqwrmaI7+WeFPlXZa30vyUT1MkEespUkE3HvOZnwA5molko2bLMKRL/zOf76R2O/nHtpLBVVcfUbysbyEXD/+JKJOGQCZSAT6crVDzIBH1S2K4IvxrxmD415zR5lFwMAAGDgVa5h6/vpi3Z74d366uRxyqfxJ2tFrksRfN+uOvGt7K3bOpmoXiaq3rfQt7InyUR9HDLhp6pnYpBUsiuCT46//tHor4WxFVejooKc93Lq69ap35EPV+72omqVbFWQieYyVCUT5CE/ZKK5DGQCWaNhm5Gh9d8hSVr+4O9LvSDJp/BVodLy6f0KTWMOyEQNmRhsZGIkMoGs0bD1RD/BLmrPO81yi6q00iyHyip//bzHZKI/ZMJPZWSiiM+VTMAXletj66PG+9kCAACgHJVr2Pq293TqTu+UVLufrWyUhjbYrecyJt2DjLu1WLdl9dvh3acbnHebf9Ll5HWhRFmqsC6hZCKrC0jIRL6qsC5FZiLJvMnEyPGrsB1hpMo1bH1yzLYbSpJevfKb9PLLzze9llcgeplvnqd2fAl8r+Xwpdyhi7vvJpkoBpnwE5koD5kYLJVs2Pq00f172V166G/Ha/mDv9fyBy7R8gcu6XkeSdencc84bposK6hOe+G+vP9x5Wi3lx363rdP69Z4ZCRtuXzNRDu+vP/ttv124/pS7jz4tG5kojxkYvBUsmHri7XGbaq1xm2aybx6vZdga4VS1FWleVfKeaCiqqZev2TIRDWWjfTIRH7IRDho2AIAACAIlW3Y+rB39e9ld+nfy+7SEdtfUMryOz2pJm5PvZdO/nmckslyfu3m1bqOeV2g4SMfMlG2vDORtaIy0c8yyUS1pclEUmQCPqr0fWzjOuMXaezQ6vrs2m/LfL5Z3NMvq/sCFnV/wV4lbbx2eupN63xCUHYm6svO48vJh0z48P62Qybi+fCZkYlykInBVOmGbV2Zja9vPfYHPX3P90pZdid5XPgV0tGP0CuqMjPh63aSx+NLfV3XNMhEvsv2EZnoLPRMhKqyXREalbXxbWE7aAvboZRlS+27C7SrrPqtcKpwr8Jusrrnou8GYR3j9JqJfpGJ6hiEdYyT9HR8p3F7QSZQtiAatmWYPWVB2UUAAABAAxq2PZo9ZcFwo/aqpW/VNXd/rLSy1PcqG/du897LzGpvPMs98iRlYg+8GL4caaliJrJEJvzhQyZa61wy0X4cMlF9le9jW+ZGOLRocmnLbtTtPSi7Ym0nywvcOhm0iop+hNXMRJYX4ZCJZmWsr0/bWJL196m8dWQCaVS+YTuIQrp609e7LqBayATQjExgUFW+K4KPe5lZ6FYp9XLXg34qhBAqk14eqRiCUNfNh0yEcqqSTISBTGRn0DIRsq4NWzNbycwWmtlfzOx2Mzs2Gr6hmV1nZneb2QVmNjYaPi76/57o9cn5rgJQLDIBNCMTAHyR5IjtMkm7OOfeJGlLSbuZ2XaSvirpZOfcJpKekPSJaPxPSHrCObexpJOj8XIV6l5VP8/bzuo9KeK9LWoZ9eVksDwyUZKyM5HHE/naLaeIZZCJ6iMT2S4jw0ygJF0btq5mSfTvmOjHSdpF0s+i4WdLem/0957R/4pe39XMLLMSl2zK+N8M/6y/2dG5Ly+rBypkdboor7D3Uzm3/t9pXllcjEAmypVlJrJQhUwkGZ9MVBeZ6G26IjKB8iTqY2tmQ2Z2i6TFki6VdK+kJ51zL0WjPCRpYvT3REkPSlL0+lOSXpVloaXyNrgPXnW2PnjV2XrCFpey/H7128DN+n3v9BzzfuR9axsy4d/y08hi+6tCJoq43ROZGLnssjNx3HabaGj9d2ho/Xcknmbu4mmat9O5mrfTufrbp4/Qt976E33rrT/pablVyUTrMhCGRHdFcM4tl7Slma0p6UJJr48bLfodt9ftWgeY2QGSDpCkDSa+OlFhW2X9/O2qqQcxyZNl2h29TXMLlCTTFlVJpNkGsigbmfDLiTtsIUn62qhVhoc9ftepI8brNxPtth0yQSaqKi4T82LGe+lv+2n0Zj/uOH3c8EHOBMrR010RnHNPSrpc0naS1jSzesN4kqSHo78fkrS+JEWvryHp8Zh5neGcm+qcm7r2q9ZMV3qVt/Etfv4OLX7+jlKWLSU7JZOkr1C7hms/e8c+Vgh5HRkmE9XSbybS8vEzIRPhW/qPczRq1Coa1bDD1youE5NWXapJqy7VzQ9sqGcvOEWf+fbvRkxHJuCrJHdFWDvaA5eZrSzpbZLulPQnSXtHo31U0q+ivy+K/lf0+mXOuRF74qH4FI/WHThkAmhGJvzz2zfP1M6b/Kjv+Ry82v8M/z1nuwv6nh+QN+tWl5jZG1Xr5D+kWkN4gXPuODN7raTzJb1S0s2SPuycW2ZmK0n6saQpqu2B7+Oc+0enZUx902buhot/0LWw9dMJvuxN3fvOWZKk7908I5f5d1rPfk+t9fse+tY/Kcv7Mh6+1dgbnXNT273uSyYaT/WV/f43yvO0b7v1PGLqK0cMW/7AJZnMOykyQSbaKSMTv33zTEnSZUt3kpTuSZlLn5srSTrlmV/oyT0OkyStedFJiaf3PRP9lKdbJlCerg3bInSrsMoOQzuzo6O1eTxat5d1LrrvkO+VVaM0ZfOhwqpqJqT8vsS7rfMPd/qA7ll66fD/vTRsyURnZKI/ZWVidsMZxdbvqadP+pBW/fqJTcPWG3+aHl5ykCRpXp8HbMgEyuL9I3XLDkMnE1b9uiRptI3Tv/4e190+vbRHHFovBMjjKHe7C3DKMmgXh/iciTzVt+Mjpq4lSRoztJok6Zjr7pMkfezKFadJT9h+cw1tsLsk6cQb/j1iHmQiLIOeiXbm3TxDx223iSTp0cc+qHXWPleSdNS1d+vABPOvN4zTNHLJBMrixSN1H31x1bav+bwhzr76Wo22cWUXo21n9/qwPCp97vOXr6pmQvJ7myAT1UUm0jnq2rv16GMfHDH89P3uHtFgfXjJQZp384y+j9bWkQmUwYuGbQjW2OTTZRcBQIxjtt2w7CIAWj7xfi2feH/uy3lyj8OG+8O28/Udd+z4+uwpC5q6MQBV4k3DtvGoY+Pene97eodedYWef/lpSdLoDd7T17xGb/Ce4R9pxU3Vkz6yMM9+uVlNi+SqmgkpmzLOeMMFeuumP9arXzd7+GfOhIVa/sDFWv7AxXr+vgu02th1ddKOO4yY9sg/36ETb/j3cHeFJMiE/6qciSwsfW7ucAO5/pPke+L0e4/V6fceq6OuvVvjx6wzPPzS6Qfrgv/6g1YZM1uXbVu7YcWhv1uradq0R2/JBMriXR/bPE8V5uXw/7tZR06d0Nc8ilzfsu+ogN5UMRNSPn3axm+0v5bce1bi8ev9b7shE9VSxUzUG4hZZ2L5xPubLgybt6h2gd2Jir97weevukqSdNjTW+hS7RI7zktzD9S4/S7uq1xV+mwQFu8atv0o8xYvJ9ywWEdOnaDRG7xHLz3w69TzqJu72K8jSL5d4doqrhHlWxnL4Nttj5J67WZf1uIX75JUO/oq1S4Ik6RJm31JD/3teB241QI9v/zpRPM7etprJEnL7v9pZmX0fXsjE/HKzkS9O0Kvd9P593Gf1Cu+e6SkFY3keneBS/b6lna78LNaPvF+fed1H5Ik/SfBPC+5+DKN2fhMfVCfrA1YJA310aD1fXtrzYRv5UM2vOmK0K8qn/bo9kjCTuP0q5cnmPU6XRqtp9V6WQ6VVDMfMtHPZzJhzKbDjVqp1sBdc8z6TePst/puOuKa21IvIw6ZCJcPmejHE58+oalrwLybZ+jSaf+vaZyP37mz/nPuaV3n9aE936kP7fnORMslE6iSYBq2Pll3szlad7M5mc1vaIPdh29xBEDaeLO5ZRcB6EvWF5P1Mi8uDEPIgmnY+vB85xNuWNzTxSpJpFmnovZe89gbz/MzrPrRml75kIk05ZjwusP0rHtCz7onRrw288rfyaJq6/dL/6ENLpmfaJ7L7v9p4m4IZCJcPmRi3s0z9Oznj+hpmuUT79cr3lz7aXXLd3+sty/876b5J3Hek9tqwe0fSDQumUCVBNXH1gdHX3evvjY9eeiSBLTxBvPt1C9ea+yn2+9ypXxCnmc/rLK/tJANp5eHL3JpddCVv+06/Yk7bKFRNkZS7eLOJJJsO3meWu21LEmRCf+cvt/d0s09bk8f+X7bRmu3xmzrEdpbdv2JJGnrHx3ZcToygSoK5oitT55/6Qk9/9ITXW//NXqD9/R9N4VWx2+/Wabzy1rWty3rBZWZ/1656Uw9uex+Pbns/lTTn7zjzjp5x52zLVTOyAQ66be7Qly3g3dcu1jvuDbZQZAykAn0g4ZtDo669m698NJThS1vzoSFeumBX2vcmFf2NE1Rp1zo4A8p+Wc6fuy6Om7hg30ta5WhV+mpu7+rw//v5sTbHZlA0Xr5TPt9GtjQoskaWjRZk1b7jsaOWkX/ueuUrtOQCVQRXREqqNduB0Dortn589p1nZfKLgbQk0N/t5aWSX3fMzZO3JHa773t7MyXA/iGhm1Oxo5eo+s4aRqmjf13v/LmKZKkI5ctGp6fb3u7SW8TE1cW9sYHz2qj1u55mq9Nn6bpQ9MlSV9c70364gO/l5Ru+yET6Nes68ZLkuZvuyST+R21wXWSpNV+lfyIbWuj9tRNr5Z0tVYZko6b9Hp96g8fTTwvMoGqoStCTjYbvaM2G72jznrHDzOb5xFbrylJWn2lybEPgciyUVvkKSgqJtQ9/NyNevi5GxOPP36fz0qSrl5+tQ7504eHG7V1WWeiX0dMXUtDG+zed1lQLbOuGz/c4G108jv/reWfP0FL176p7bTTX/2Ypr/6scTLamzUtj4EYuY9v9bMe5I/QKiITCRFJpAUR2xzMuPqM7XOhz8jSbps75MlSbv87NC+5/vUc3dp+YO1L++n7v5uqnlQQaAsWT5m9wMn7KTf6E06btK2mnnZfpKkZ+/9UcMYfp29wGBIe6S29dG4de+4vnYR8l8S3NzjLZ/7H+mKfSStaNQOLZqsQ/5U+/sQfThRWcgDqoyGbY4e/cm3JUkbHLhvJvOrN2h94FPFV28o+VQmtFf/nOIauMdf/2hP83r3Fn/Rhqcku5dt3pLeuq+Io1xkwi+dGrun3P6/mT4w4fqdz9d252b3gKB++LT9kYnBQVeEAi1xp2uJOz3VtEdOndD19mEAijVu8vs1bvL7yy4GAjFnuwt012cO112fObzsogCVxRHbAiw8/Tyt+oGDNU1PS5KO2P4CnfjnZE98kZTJvW6z2EtNezEOT3JBnE5Hbrv58Lzttfpruj+4JMnyezHmNYIAF9IAACAASURBVHs0/T/KxvU8r3N3+74k6YOXfLLn5SNM826eoSf3OKxp2EFbL9BpN664YGz2lAUdb/l14EZHa9WoG4IWpSsH3xMIgTnnyi6DJm2+tZt5zrVlF6MQz+xZq7x++MRfJEkHX/mH4deO3Xaj4b+Pvu5eSbUrvp9+/n5Jir1gLIlenh6Tx2matDfbbncVbN4O32rsjc65qYUvuMEgZUJq3kbmLp6m47ffTKNstN690m6SpC0vW9HdYPaUBXrkg7V+65PmfTPV8tJm4kvbrDNivF67T2zwkQMkdW/Ykolmg5SJB981S5K00pB00sIZTQ9peO6h2q3BTn3srOFhs6cs0LNP3y5JWv2Zd6daJt8TvfEhE4jHEduCrfark3TsthvpFeM2lFS7SlqKf2zuUdPW1/ix62r1lSbr8btOTbW8ToGPq0iyrrjS7oXXpyur0kKx6p/xUdPWlySNGVq16fUTtt9ckrTHyrtLT0zTuuceGnuhTS/LitMtE/VGbD/3kk57pJZMDI71fztfj71n1vD/Q4smj3gC2UHnvlaS9J1f7CHdu4NWXf0NpWQiC3xPIEs0bEtQPxpbb9RK0e217jtPUnNlseSFR/TC/T/PpRydTv+0HkFLg1NLSKvx7gbjN9q/6bX9XrFQ597W31OY2kmaiSNTzp9MIKm1f107SzE32neqXw423g7UM9/Yp2ncr290jWZf+cFcysH3BKqGhq0nhjbYXWOHVjzUod74BQbZmNfsoXGjkz8qOm9bbvrtVNPVjzjPufesDEuDQdR65BZAMxq2Jap3P2g8ctto+cvPFVmcJv2e1um0F97LTb85vTRYjlv4oKTaUar6drDspceHuwBcs/Pnc13+MdtuqGMkPX/fBSNeq22LtYbtFiu9W/tcnd3DV8iE37J+mlgacxdP03996qPa7YZ3a5V5c4cvJJt0yadLLVM/+J5AHmjYeiCuf22jV246U5JS97P1Sa8VEH2nBldjn9a63zx7liTpz/v+U5K0/XlfKKw8/fSrPfLPd7T9EicTmHXd+Nibb87fZmRD+pKpv9Ffv3f28P9/f6rW6N51059Ikv54V7KHMPiMTKAf3MfWYyfe8G9Zw0f01k1/nPky8qoM5i6e1vRTR38q9OPEGx7XnuP3H/7/vzc7L9P5H3PdfTrmuvtGDM/iHtJkojpaH4E7f9slmR+tbfeY3U7++r2zmxq1krTqr07Srx7v79Z33fA9gSrhiK3n6keHfjf9s5nNs9vebR6VWC+3kgE6mXb513WFpP/bqf9HVNclPeKT5mhtO2QCdf02mj94VWNjt/9tJsldD/iegK84YgsAbWy/yZlaf7Ojyy4GAtbrUVsAnXHEtgK+Nr1xL3a/vufX7pRPmX2UOu2Fp7lnIn2uwrbvV6brjrHbZTa/1kysvvGnJElvsO0lSeuusrUOuvK3mS0viSwzkeeN9UNUxEVi87dd4m2jtnU7qcr3BN8RkGjYVkovF48lDawPwebUEtI4ftdrNfETj+il2y7U6C2697VNk4nb3Z/1xSv/krqMaZGJwZB1A3rOhIW67RO1Mwxb/ODYruPzPYEQ0bCtgP/v6vrRlhVXZqd9vO4gYY88XOcdfrU+N7Sr9Ejt/2N2OL/2+5p9OkyV3BevKb4xWwQyEba5i6ep/8scBwdnMsJEwzZA7Z6n3W2cMvSyF97Ll3J9PL7Iw/WN5X+UJkizb1+j67iDnonWrha+rCuy9+uv1LrM/Hpx520pxEz00lAlE+Hi4jEAwTh++vllFwEAUCIathVTv91Qp/tqhtwXqdd1qz/nPOT3ZNDNe8NTmrDSixqKarMDpizQAVMWNI3T7fNffeNP6cs7vCmvIuaKTAyuWdeP16zr21+A1ukoZMifP5kYbDRsK6bex1ZacXPrVt3uPejTKZc0ZUlb+VBxhemy6YdIkl419kU9+OyKKm3bTX4w/He77cy3PEhkIjRpHsTQcX5dGrOtXvrNLnrpN7uMGN4tEz7lgkygF/SxrYgjp07QJivvOvx/443i63ubjcoOZtq+Tu3m04/W94f+VGH43zNfrzGrPavLtJd++dAoLXUvSlqqfdYf0o8ffGHE+HHbUuOOYpYPX4hDJqqr3jDN6zZg9YZq3CN0Z10/XnbAmXJnfHzEa3Hj17V+pnxPdJ8/mQgDDduKWXeVrSU1h86HyiqvZcZVxmkqm7j5IAy/ffbNkqShRZN16i61x07vt/5YzbxsxT2fyUSy+SB7eTSGOzVoG82ZsFBzt1lSOwopvifSzAfVQ8O2AhqPKgGQDv2vs/Rc2YUAIlkd0W08cjvcfYEOg0BPaNhWyD9fvEGStPQf50gq/zRSEt3K2MspqH5PDdX3xjm9FIaVT/6CRo9eRVLtaK0kXfmvsZKkvTZ4Rue96/va97ef7DiPvLofzJu+neZJ+s9dp2ifLWoXsp1/2wxJZKKK8n4S2fxtlrTtNzt/myXSzZK2mdF1Pl/cenVJ0ssP/mF42CB9T2RxX1oyUX3mnCu7DJq0+dZu5jnXll0Mr5260zv1+Av/kCS9uPwZSdLx1z86/HovlVfegc2qv1PWkj4W8vCtxt7onJuaeQF6QCa6m91y5wNJ2nfN6yTVGraSujZsx05+3/Dfxy18MLOyzZtee9zv7Kuv1S27zJK0omGbFpkgE93ENWzbPUK9kyIadXxPIC8csa2ImVf+TpJ09LTXpJq+yAqgXd/fJIrq48QeefXNu7nWUGxs4I4bMknSnx6tfcHPmHi/bt7lHH3lxo0lST+/4wPD42b5+X9tem1en37ljpJqR2rr89/ysvmSpMv23leStMvPDu1p3mQCSX35xqcl1Z5SKaW77VXW+J5A0WjYVsyxC/8ZO7w1fEn3OvuRV+WSd+Xa7fXDM1868lRv4H7yO2/UyXtL3//fWyXFH9GtG1r/HZKkE298Mpcyjd7gPZl2cyg6E62vkYns5X2nBWnkdsP3RGdkIgw0bNGzxn5MWVYuRe8ZV6HvGZKrN2jr6g1enTRDV++4czT0A8rD43edKkl69etm6z/P3Rk7zsLTz/PiCFonZAJZ4XsCZeF6SwAD41f//e1M5jPz/A018/wNJUnHbruRVt5w30zmi8HTy8MWAHRHwzZQ9b1a+gcB0qFXXaEzNn2tJGm3152rE298MvNuCJu/7pt6WS/qFStvHNsN4fIdP6fdXndupstEdc3fdsnwN3CvTxPLSuv3RFnlALJEwzZgefaZAqrmzh/8UN++a41M5nXqPvfp1H3ukyQdfd292nBs7S4Izy9/Ws8vfzqTZSB887dZMuJhC0U3LvmeQGjoY1sBr7/4PL3ltC9p9Ucf1NPrrK/LDzped+5e7qlPKi2UpZ88vOWqb+RSpo9cdY6+udMuGj96gg658rLYcY6dGn/hJ8oz/BAE5X+v2o5e7m/yrL4jkj7RLCm+J1AGGraee/3F52n3Ez6jMc8vlSSt8cgD2v2Ez0hS6Y3bTvrtcB83PZUkfM5DuwZt3bbn9HcdNZkIV2OjutfGpc+Z6Cbr7wnyAImuCN57y2lfGq6w6sY8v1RvOe1LJZUIKE+WeWi8ACwr7eZ57c6f13tff36mywIkviOAVhyx9dzqj8Y/DandcIzE7VrCUcU8zJ6yQO/rPlqhyERNqd0PMlLFTPiITISDhq3nnl5nfa3xyAOxw32V9kky7abv5/QSlVVYssxD/eKvLJ26z32a8KEDtevC90qS/vj1X0qSfv70dhpaNLmneZEJJFHF7wiJ7wnkh64Inrv8oOP14kqrNA17caVVdPlBx5dUohUaK4M5ExYO/wB58TkP39lpD31npz2ahs2ZsFBDiyb33KgFkvI5ExLfEygeR2w9V+/879tdEep8rqB8LhvS8T0PkvTxS/cvuwhtkYnwVCETvm53vpYL/aFhWwF37r6vV5UUUKa0eahf1LXyV7+q577wBUnZdUc4brtNNGHs6zOZF9ArviOAFbp2RTCz9c3sT2Z2p5ndbmaHRMOPMbNFZnZL9LN7wzSHm9k9ZvZ3M3tnniuAcuS1p1uFPWgyUQ153PWg3XIkafELd+r+vx2Z+fzJBPKU5wMhBvl7AuVJcsT2JUmHOeduMrPVJN1oZpdGr53snJvfOLKZbS5pH0lvkLSepD+Y2abOueVZFhxhybqiyrniIxMlO+jc2uNxT/vgP7qOW2941o/OztYCrfzVr2rezTMyK8/iz72kTU/fKLP5SdluwwU0BMgEclexTKAkXRu2zrlHJD0S/f2Mmd0paWKHSfaUdL5zbpmk+8zsHknTJP05g/ICpSMT1dauQdt6dDdpN4VT97lPp+z0tr7LVWVkorqyftoYULae+tia2WRJUyRdJ+nNkmaa2Uck3aDa3voTqlVm1zZM9pBiKjgzO0DSAZK05jobpCg6MFLRe+FkohxJjtTmcTuvdg6+8g/eHgEiE0AzX7OKbCS+3ZeZjZf0c0mfc849LenbkjaStKVqe+on1UeNmdyNGODcGc65qc65qau+Yq2eCw6UjUwMlqL67FYZmQBQtkQNWzMbo1pldY5z7heS5Jz7l3NuuXPuZUnfU+00klTb8268M/QkSQ9nV2T4oMhncvt430MyEZ5T97mv6adXZIJMoFnRmQCkZHdFMEk/kHSnc+7rDcPXbRhtL0m3RX9fJGkfMxtnZhtK2kQSWxxizV08LdPKL+v5xSETgyltg7dXeWQib2QCeapiJlCeJH1s3yxpP0l/NbNbomFflLSvmW2p2umj+yV9WpKcc7eb2QJJd6h2pexBXOmKOI2VS6dHJTYO96RCIhOIdfh2F0iSvnLtB3qetnXbJhMYdL1moj7Mk0ygJObciG5NhZu0+dZu5jnXdh8Rpev2RRpXsfTyTO+kp5Pq82hdXhano2zS9Budc1P7nlEfyER1NGbiqT0OkyStcdFJTa9LZKJfZKI6On1PNG6PZAJ54MljAJDC/bvNqv1xU3b3wwUA9Icjtkgsbi83y1M+ve5Fz108LZcLBnzYEycTvZk9ZYGk9veozUO9YfudloYtmcgHmagGvidQNo7YInO99nNKW+lwFexg6+XpY3mYfMn8xNsgmQCakQnkhYZtDg6+sHaf8VP2WlRySbLTrXKg0kFZZk9ZoKWz50iSDtKcXBu69SPDkjS0aHLHcckEBg3fE/ABDVt01alSocJBWeoN2Nla0GXMYpEJDCK+J+CLxE8eA4BB1ni0FgDgJ47YptSpu8EgdUEAynTQua/V0nPz72f72Z9uIE2ZL6l7FwRgkPAdAd/QsEWsIiorKkSkVb9wrAizpyzQ8z+Vnv/iLK160M9yWw55CN+s68ZLkuZvu6TkkmQj722WTCANGrYphXRUthWVCaqiqAvFVvryfI7UAg34noCvaNiiCZUVqqDoW3zRqEUWOFIL5I+GLXTyjjtLkg696oqSSwKUj4vEAKC6aNjmoKr3sWUvHL5r7Vub9ZHb1kYtR2qBFfiOQBV40bBdZ8yzZRehq6SN1fp4vvrSNutIkj474cOSpK9fP0Nz/j4v8+UkeZpMXo86DEEVMpG1bk8Sy+OCsXZHZ/No0HbLRP11MhFvEDPhi7y2STKBPHjRsH30xVXLLkLmxh13smZrQaHPrm/n/Okf09w3vFR2MUagsmovpExk/ejbLObTqbtBWUdpyUNnIWWiSsrcLskE0vCiYVsFSbsV1Mfz7WlIdf9vq7drtws/m+sykj77G2jUrcGa1wVjRTRkyQSqoqjGJJlAXmjYBuzCN39aVxz+K52vd5VdFMALXBiGqph1fXTP223CuJMCUBQatj3o5aKweTfP0MEXTtTBOrTwi8gOXnVPjdv0Q7ow+v/aOb/VSh+/KLflseeNToq+NVecWdeOl33mzKZheR6pJROomryP1JIJFGVU2QVAtmbdOH7472uW7qqVPn5Rro1aiX5Q8FvcnQ7y7n5AJtCv+dssKeRo7ZwJC3nSJILCEduEqnALr0N+uZ60vjT2yj9qaNUjyi5OV9wVAXmrN2rtM2d6f+surgBHkaqwnZEJpOHFEdtQb+Nyyl6LCm8Iv/jg6hr9rssKXaaUfq9/7uJpnKKKEWomylJGo5ZMZItMZKeshmLa5ZIJ9MKLhi36t86HP1N2EQCv5HHfWwCA32jYJlTG0dduZk9ZMPwjSRf8bE+tfMAvSy1TP3vkQL/2m7+t9pu/7XAmls6eU3oXBDKBXs26fvzwXRGyVvZp/X769JIJJEEf2wqKu2XRfre/tfQv8DTKrmQRhg0+coB22eomLdfQ8LBV5s0lE0CDqm5bVS03yuHNEVs23O7ePmsPzf7r6k3D6ld4+/QF3stnyR54e2SiZub5Gw7/tPrj9IObdvSGRi/XxK99i0wEalAykeUdEepHSH1778gE8uJNwxY9+NEnvfvibtVrpUXFhX584K9v0zpfPl3rfPn0sovSFplAkXxszLYiE8gDXREq4rCnt5COkoY2/kPZRQEKdeo+98UOnz1lgWY/O93rHTygaL43ZoG80bD13OwpC/T8/RdKT5ddEsAPPBYXANAOXRE81vgF/sJr/ktjNj6zw9jVx2kmdHLQua/Vjgfv3TQs9KO1ZAK9GISjtWQC3XjVsB2EUCbV2KhddcyhWnXMoSWWJp20N6fHCmRipGt3XOB9H/N2yET/yMRIVehP2w6ZQNa864owZ8JCbzfavB+rG3eKNesv73bvbb1yaX29qpVlSHzORN5O3GELPfncUZKkn3z4nZKkj/7+Y5nNv9P7GpcJ8uCHQc5Eq6y3STKBqvOuYYsV8j4i1VohxVVoVGDwxYcLuFdzt0yw4wefFLH9kQlUjVddEari4AsnDh+9zcohF62b6fyAqtvgIweUXQQAQMV42bD1dY+vtQtC1g3cF449pLQHLiQ5rZfm1B/9p7LhayaydNC5rx3+qfvuxjuQiZTLCd0gZCJOmQ9cIBOoAi8btj47Za9Fwz9ZGrvVkMZuNdR9xBz4WEH4WCYU64EfnaEPXvLJUpbt4/bnY5kwOHzc/nwsE8pHH9s+ZNm4ffkftRvVDm0V/3pcgPt9JKHvlcLcxdMG9qjMIDrtg/9o+n/m+RtqiaTxB18QOz6ZAJqRCYAjtt4Ydcj3NeqQ78e+1q5iKeMRg75XchgMZAJo1ikTRSMTKBMN24xk1d92+cT7tXzi/f0XCAAAYMDQFcET826e0XQf28Vf+rQmHP9dSd3v2djpllxZ7zn3esqn3+Vzu7HBdeo+90mSTtho8+FhS+49SxKZSLtsVF+7U++dMtHtllyhZII8QKJhm5k0/W1bH/gw7+YZkqSPf2tK6nLkfQooaQXCqSj4gkwgNP025MgEQkbD1kP33lO73dGEksvRCRUSinLkn++Q5P/RGDIBNCMTKIOXDdtBCUO7o7xLlq00YlinL/VBeb8G+erXQfmMe0EmyASatdsWBuW9oksCJC4eAwAAQCC8PGKbh24Xm/hk52/dK0lacur7NX7mT7uO37h3WpV1RPmqlIlekQmkEWom8r5YDPCJd0ds8wpclYL89THX6oULH5EkfW6bBV3Gblbm4xaRDzJRk7a8ZCI8ZKKGTAAjeXXEtpenplStAurVqTP+qUffPavsYnhn0PoUkolmg/b5JzFo7wmZaDZon38SvCeDzauGbatOG+YgnFpZ5zfzo7/SBbT+HoX43gyqQc+E1N+XFpkID5kgE0Aj77oioNmTexymOdtdUHYxAAAAvOdNwzZub7GXPUj6DCE0ZAJoRiYAdONFV4RHX1w10/n1e2rl7bP2kCRdOv+iEfMt+nTNdY+/IElads5uGvehS1LNI8tyD3JftiL5lolO863iZ08mqiePTOTxGZEJMoFyedGwzUsWX+atAY0LbNz8N//k/pKkO75/VuplS9I7r/6WDr30lX3NIytpjnLkcdslLgxIr8xMZMmXbYBMVFtWnwWZWIFMoGzmnCu7DJr6ps3c3mf9dcTwrDfKToHJcllzF0/LrGErSbOn1G75NbRoct/z6uf2ML3OP+/KPa9KyyZNv9E5NzWXmSdUdiaKzF5aWZQxy8ZMkmWQifTIRHdVyETr/MkEshb0EVtfnLjDFlpv9BskSR+7kgvBAAAA8uBtwzbrI6hFLKdpnhcdKEnaQwt1YsNrB184UZJ0yl6Lmv5up360tl9F9W3q9n5m1Y9rEE8xVT4TCZZdJDJRfWQiW0WUI8l7SSbQj64NWzNbX9KPJK0j6WVJZzjnvmlmr5R0gaTJku6XNMM594SZmaRvStpd0lJJ+zvnbsqn+N35UGE8c8+ZkqKyRI3ZXmXRDSEtXyoHX8pBJvqTxRd62dtC2cuv86UcZKI/ZCKcMqB8SY7YviTpMOfcTWa2mqQbzexSSftL+qNzbq6ZzZE0R9IXJL1L0ibRz7aSvh397iiPK0nbze9DX91BknTOF67JdHlJytF4dLbTkVpf5HmkIsnn7WlFFVwmiuRDGdLKa3vs5bMmE9ltP75si76UIw0yAd90bdg65x6R9Ej09zNmdqekiZL2lPSWaLSzJV2uWoW1p6QfudpVadea2Zpmtm40n7bKqKwGKQy9Xg1fxHvTqeLy+bMhE2HotZGU93vTLaM+fzZkIgxkAiHo6QENZjZZ0hRJ10l6db0Sin5PiEabKOnBhskeioa1zusAM7vBzG547D9P9l5ywANkAmhGJgCUKfHFY2Y2XtLPJX3OOfd0rYtU/Kgxw0bcU8w5d4akM6TabVySlqObbnubcyYslE76RlaLy928m2do9pQF+vibaheRnfSBi7X6acfoc+vW9lS/dcOMzJdZ5l5wlW5uHlQm0BGZSIZMDA4yAV8lOmJrZmNUq6zOcc79Ihr8LzNbN3p9XUmLo+EPSVq/YfJJkh7utozGkOQZmKqF4eAuF5t9duoCfXZq9zsnzF08zct1j/vcq/ClQibKVd+eW396nYePyER7ZKI9MgHUJLkrgkn6gaQ7nXNfb3jpIkkflTQ3+v2rhuEzzex81S4GeKpbv6m6LDbUJHtyVXsiybKjDtWptbuH1S44u1maePEMLdp91vA4X9/5HEnS56/4UBlFjJXkRtxVRCb8VV9PX9eFTJCJovm+HqFmAuVJ0hXhzZL2k/RXM7slGvZF1SqqBWb2CUkPSHp/9NrFqt3C5R7VbuPysUxLnEAWjw3tRZ7L6XTnhIkXz1/xz/sPya0Mafi6558RMtFF2Z+/jw3cst+TnFUyE0V+JmV+/t2efleWwDOBkiS5K8LViu8PJUm7xozvJB3UZ7kGWpIHN6A8ZAJoRiYA+MLbJ49lodMeeb+nZ3zb03zhp99suz4+3b4F5RqkTHRCJiB1P5PRTyaqlAeJTCAcQTds81BEZZXmSO0r9p2p70r69B8/knq5eVdWnU4PU1FWV9W+wHtBJpAGmUiPTKBfNGwrJoRuCiFX+kAaZAJoRiaQVvAN26IvminLE+ed2tfebJZ7wqG/11U3KJnoF5kYHGQiGTKBKujpyWPoz1ofOlA7H/I+3fTWw3TTWw/ra16t97edPWWBlk+8v695AgAAVFnwR2zrynxSya271O43u8u6+cx/1pOvl3RsPjOP0XrrGPa8q4nPLjtkIgx8dtkhEyjLwDRs4xR94+pPXrq/JGn7aNl7H/dWSdLPjvpT4nm061vr/nS0Rm96duqyJX0vWisnKquwFJmJ1uVkvS31ux5kAlJxmYhbBpkAejfwXRHyetTsnAkLh3/eeNl8nXvbjBGvZ2XZDgdp2Q793RKSq01Rl9eXUD0PnV73iW/lQXnIRI1v5QHiDPQR26z1cgRq7uJpUg9HajtZadyEzssBStJzJgpAJlAmMgHki4ZtRR184USNO+7ksosBAADgjYFv2OZ1aqXoPeChRZNzXwZ79YMhhEwUdcqUTAyGqmeiyC4EZAJlG5g+tnFhyzPsnebdT/APvnCiZk9ZkGjcqlQw9NsqRyiZ6AWZQCdkwl9kAkkN/BHbrBQduno3hCyO1JZdYXR6hCKqq4zPM6tllr0tkokwkYn0yASSGoiGbdF74a3LzHJZjf1qi+h+UAQqquKVmYm8lhPSdhTSulQFmfBbSOuCfAXfFSHLyqrdKZsyrnLNqlHrQ2VRlVNhoQgxE1lux2Ri8JCJ4uaVFplAUsE3bEOStG8tAADAIAqyK0LSPeZexT0WsIg92bfP2kNb/vHDw/93O1rby55t0U9fi1P28gdBaJnodXlkAq3IBJlAmIJs2Lby5VYnaU6lzH54A92iLYf/79SoTXuqpqxKi4qqPFXORKNu61GlTJCHcpGJzsgEqiLIhm0Rt2fpVjlkUYaL3vwZzf6ptOXnb9HQoiP7np8vqKyKF0om8piXD0JbnyrIOxNJGpBkor3Q1gfFCbJhW4S40HW6wjXtXvKO73+3rrn7Y6mm7VVed3LIc57wR1GZKOvIGplAL9p9tu0y0c+RWjIBrMDFYwAAAAgCDdsMZb2nedXSt+qqpW/NdJ7ttB4tmLt4Wqa3V2EvfDBV+XOPy0SWqvzeIL0qf+5kAlVAw9Zj826eoXk3z0g0bhH3+KPSgQ+SbutkAoOCTAAr0LDtQ+tRzfrfWVUeB184Uft/Y6oe/eKBfc1nzoSFwz9AnvLOhJTNFyd5QFHIBFAsGrYZ861yaC1LFvdoLGIahCPrTGR5O6QsykYm0CvfM9EvMoEy0bAFAABAEGjYZqDTLY368fFv7atFD62nRQ+t13XcXpbt21FlhCevTPSCTMAnVcoE3ddQZdzHNqVeH0eY1rybNtX5tyW7gMxHVIyDo6gLWKq+TVW9/EimqO8IqfrbVNXLD7/QsM1Rr5XVuTt+VJJ08w8vrg144rTa70XZLyspH44yIBxFXJWd57Lyvjk9Bg+ZALJFwzYj9edoZ1lxDC2anHjZRSrjcZGonjwykXSbIhPwUVmZKDoPEplAeehjCwAAgCBwxLZHnfZA+90rvvXvB0V/HdRxvCTLYy8YtWxA/wAAGUhJREFURckzE71ux2QCPiATQHk4YuuRpd/da/gniX6vWqVSg+96bQSQCYQuTSb6QSZQNTRsA5RHRdRamfrarwuIQyaAZmQCoaIrgkdO2at2+wNfL5DpFXv6KBqZAJqRCQwajtgCAAAgCDRsA5Pn3q/ve/5AHDIBNCMTCBldEXrUWCGUGWAqD/iCTADNyARQHo7Y9qGsvkHtKiv6KqFsZAJoRiaAYtGw9VCaeyD6WFlxtABZmLt4GpkAGpAJoD0atgAAAAgCfWz7kOeeZv2Z4q3qz98uY8/bx719+IVMAM3IBFAsjth6rIjTSVRCqBIyATQjE0AzGrYpFdUvqIjlJH0MKX2h0AmZAFbo1g8262XljUygKmjY9qjIyqpo7JUjDTIBNAs1DxKZgP9o2AIAACAINGx7UMZeeNF7x92W1+t7EPKRC5AJiUygGZkgEygXd0VAz6iEgGZkAmhGJlAWjtgmVHRIk3bUz2vZWaKCCxOZSI9MhIlMpEcmkBWO2HrEp0759bJkUdn4tF6oFp+2nfq9QbOaF5CGT9sOmYCPOGILAACAIJhzruwyaOqbNnM3XPyDsosxQuueaOseZV6nTnzbcx20PXKbNP1G59zUMstAJtovwwdkonhkov0yfEAm4Au6InTQ6bGEnULc7+mZ+rRJK8iqVARlPeIR2SkjE43TkQn4pl0mum3vRWaiStsYmUC/ujZszexMSe+RtNg5t0U07BhJn5L0WDTaF51zF0evHS7pE5KWSzrYOfe7HMpdmF4DVh+/cbosKq9u4/lcEWTZD8sHZKK/TGSx05dkPDJRHDLhdybaHSzxSWiZQHmSHLE9S9Kpkn7UMvxk59z8xgFmtrmkfSS9QdJ6kv5gZps655ZnUFYv9BK8okKaZ2WV5Tr4XKn26CyRiWGDlImsy08myERRj8PNC5mAb7pePOacu1LS4wnnt6ek851zy5xz90m6RxK7YAgKmQCakQkAvujnrggzzexWMzvTzF4RDZso6cGGcR6Kho1gZgeY2Q1mdsNj/3myj2Igjz3+uYunZTZf308LZ4hMeCKvTGQ5LzIxjEzkLMv6vHW+Wc5rQDKBnKVt2H5b0kaStpT0iKSTouEWM27sbRecc2c456Y656au/ao1UxajWL30ZSqa732TfC9fBshEH+PkwfdtzvfyZYBM9DFOHnzf5nwvH6oh1V0RnHP/qv9tZt+T9Ovo34ckrd8w6iRJD6ctXLfbqKAcaS94CHmPvIxMhPpeVhGZGIlMDDYygbKkOmJrZus2/LuXpNuivy+StI+ZjTOzDSVtIqnvLbTMxwam0XgFamu5t/jk/trik/uXUKrkklZEVfpM8lZGJqqkCldld0ImekcmOiMTQD6S3O7rPElvkbSWmT0k6WhJbzGzLVU7fXS/pE9LknPudjNbIOkOSS9JOijtla5VPiXRGuQsH0/rg0HfoyYTvWvcXrK4FZ5vyASZ6BWZAPLRtWHrnNs3ZnDbx784506UdGI/hQJ8RiaAZmQCgC/6uStCbkLZY201Z8JCveeiA3Xb98/KZd5VEOpnm7dQ37c8uxmRibCF+r6RiXA/WxTDu4Zt0Rt0L7dBqVc4/VYOeVQuZbxvWc4rr9vRhMDnz5ZM5LM8MtGZz59tVg1TMjFyXmQCSaS6K0IoGgPSa3+gdv1mk84j68cHlrEnnvejglG8+meT5sIWMkEmQpQ2E536zZKJ/KYDvDti2+7CqyJ02xtsbQj3G7ys1q0qp5eSoDIbiUyUNx8fkImRqpCJrI4wZnX0l0xgUHjXsAUAAADS8K5h68PNtuP2Blv3wrMS0l50v0I7qpAVMjG4yES8KmQiS2wDK5AJdONVH9vWyiDP++B1q3iKOtXRz3JCuLigjooqHpnoDZkIH5noDZnAoPGmYVtkUELonxNKwENZjzyQid6Esi2Fsh55IBO9CWVbCmU9UAwvuiI8+uKqscNDv5dfPxVnHpVu0RW5L5+Dj8hEsdMWOc92OMXaGZkodtoi59kOmUAaXjRsAQAAgH550xWhVdZ7afV+WHnubRa5Z5nH+1ME9r7TIxPFLotM+I9MFLssMoEq8LJhm9VGHXeRQVqtZQqh/1VdSOsSKjJRrJDWJVRZZKLTnQ3S6PRQhqoLbX0QLi8btkmVuffY+pSlovcws7gSmD614SETZALNyspEXCOXTHRHJtAvrxq2vWzQRYQtzaMTi9TPvRzZ+64GMtEbMhE+MtEbMoFBw8VjAAAACIJXR2yTymMvMs3etE+3Yel2yimLfmO+3SQcK/jypCMy0fs8kA8yET8/MoHQedGwXWfMs4k3aF8e3elTZdU437h1SrO8Tn0ok8yfCqo/ZCIbZCIcVctEv2UgE0A6XjRsizAoAcrz8ZLtDMp7G5pB+dzIBJIalM+NTCBklWrYZrVHmWUZfAxrY6Xlw3uGfKQ9okMmyESoyERyZAKh4uIxAAAABMH7I7ahdUQv6vYpvhy5QPbIRLHL8fE9Q7PQPlsyAaTndcPWt9BV4fRSWiGtS8jIRHFCWpeQkYnihLQuCJfXDdukigpbv88Q9/Vm11RW4SET/SET4SET/SETqApvG7bdwl1WyEILd2jrEzIyUYzQ1idkZKIYoa0PwsbFYwAAAAiCN0dsk55+qeqeo2+nl6r6Pg4SMlGsqr6PgyTkTPiWB6ma7yPgRcP20RdXLbsIA4XKyn9kolhkwn9kojjkAVXmRcO2m6qHzKc98aq/l6ip8udIHpCHKn+WZALIjrcN25DC1e9VsoAUTib6edoR0CikTJAHIBtcPAYAAIAgeNmwDWUvvFHZ6zRnwsLSy4D0Qvzsyl6nspeP/oT2+flQR5e9fCAL3jVsCVazQ365ng755XplFwMlIhNAMzIBoB2v+thSWWWP97Ta+Pyyx3tabXx+2eM9RUi8adiGHqy0FwZ8870Pp15m6O9p6EL//Mq4WCb09zR0IX9+ZV08FvJ7isHkXVcEAAAAIA1vjtiGhlu3AM3IBNCMTADZ86Jhu86YZ8suQmbKrqg4rRQGMpEdMhEGMpEdMoGQedGwDUkZN9qmkoLPyATQrOhMkAcMEhq2FUVFBTQjE0AzMoFBxMVjAAAACAJHbHOQ12km9r5RVWQCaEYmgHzQsM1BlpUVlRRCQCaAZmQCyAddETxGZQU0IxNAMzIBNOOIbRuNe9NlVBxUVvANmQCakQnAPxyxTaDXU0ZUNggdmQCakQnADzRsAQAAEIQgG7ZzF08b/kk7fZJhvUwPlIlMAM3IBBCmIPvY1k/x1CutpKd8ulU0efen4tQU8kImgGaNt9vKIxN5bbtkAugsyIZt2i/bXu4rGFd59bMHTmWFPJEJoFnemWg3fzIB5Cu4hm3RR5g4nQTfkQmgGZkAwhVkH1sAAAAMHhq2AAAACEJQXRF6uUrVt75KvVy8ACRFJoBmZAIIW9cjtmZ2ppktNrPbGoa90swuNbO7o9+viIabmZ1iZveY2a1mtlWehU9jzoSFVAzoC5kAmpEJAL5I0hXhLEm7tQybI+mPzrlNJP0x+l+S3iVpk+jnAEnfzqaY2enWib9eoRVdsVGJVspZIhO5IxOVcpbIRO7IBNBd14atc+5KSY+3DN5T0tnR32dLem/D8B+5mmslrWlm62ZVWMAHZAJoRiYA+CJtH9tXO+cekSTn3CNmNiEaPlHSgw3jPRQNe6R1BmZ2gGp765K0zCZNv611nLwcXtSCataS9O9uIxVcpqwkWrcKel2KachEcmSieshEvkLNRKh5kNJlAgXI+uIxixnm4kZ0zp0h6QxJMrMbnHNTMy6LF1i36jGzG7KcXcwwMsG6VQqZyFeo6xbqekmZZwIZSnu7r3/VTx1FvxdHwx+StH7DeJMkPZy+eEBlkAmgGZkAULi0DduLJH00+vujkn7VMPwj0VWv20l6qn4qCggcmQCakQkAhevaFcHMzpP0FklrmdlDko6WNFfSAjP7hKQHJL0/Gv1iSbtLukfSUkkfS1iOM3ordqWwbtXTcb3IRN9Yt+ohE/kKdd1CXS8p7HWrNHMutmsTAAAAUCk8UhcAAABBoGELAACAIBTSsDWz9c3sT2Z2p5ndbmaHRMMr+8hFqeN6HWNmi8zsluhn94ZpDo/W6+9m9s7ySt+Zma1kZgvN7C/Ruh0bDd/QzK6LPrMLzGxsNHxc9P890euTyyx/Jx3W7Swzu6/hc9syGp7p9hhqHiQyQSZSL59MkAlvlJ0H9Mk5l/uPpHUlbRX9vZqkuyRtLulrkuZEw+dI+mr09+6Sfqva/Q63k3RdEeXMcL2OkTQrZvzNJf1F0jhJG0q6V9JQ2evRZt1M0vjo7zGSros+iwWS9omGf0fSZ6K/D5T0nejvfSRdUPY6pFi3syTtHTN+pttjqHnosm5kgkyk2W7IBJnwab0KyQM//f0UcsTWOfeIc+6m6O9nJN2p2pNmKv3IxQ7r1c6eks53zi1zzt2n2lXBnR9KXpLovV8S/Tsm+nGSdpH0s2h462dW/yx/JmlXM4u7EXvpOqxbO5luj6HmQSITIhNpl08mViATJSs7D+hP4X1so1MPU1TbA2p65KKkbo9c9FbLeknSzOiUxJn102eq2HqZ2ZCZ3aLajdUvVe3IwZPOuZeiURrLP7xu0etPSXpVsSVOrnXdnHP1z+3E6HM72czGRcNy+9xCzYNEJkQm0pZjsshEZdYt1Ez4kgf0rtCGrZmNl/RzSZ9zzj3dadSYYd7elyxmvb4taSNJW6r2/POT6qPGTO7tejnnljvntlTtyUDTJL0+brTod6XXzcy2UO1R7JtJ2kbSKyV9IRo9l3ULNQ8SmYh+V3rdyES2yISkCq2bD3lAOoU1bM1sjGqhPsc594tocOUfuRi3Xs65f0WheFnS97TiNFJl1quRc+5JSZer1ndoTTOrP9ijsfzD6xa9voakx4stae8a1m236JShc84tk/RD5fi5hZoHiUyITKRCJsiEj8rKA9Ir6q4IJukHku50zn294aVKP3Kx3Xq19K3ZS9Jt0d8XSdonujJ0Q0mbSFpYVHl7YWZrm9ma0d8rS3qban3D/iRp72i01s+s/lnuLeky55yXe6xt1u1vDV+gplqfsMbPLbPtMdQ8SGRCZCLt8skEmfBG2XlAn1wxVxhOV+2w/K2Sbol+dletb80fJd0d/X5lNL5JOk21vjp/lTS1iHJmuF4/jsp9q2ob/LoN0xwRrdffJb2r7HXosG5vlHRztA63SToqGv5a1SrZeyT9VNK4aPhK0f/3RK+/tux1SLFul0Wf222SfqIVV8Vmuj2Gmocu60YmyASZIBOVyETZeeCnvx8eqQsAAIAg8OQxAAAABIGGLQAAAIJAwxYAAABBoGELAACAINCwBQAAQBBo2AIAACAINGwBAAAQBBq2AAAACAINWwAAAASBhi0AAACCQMMWAAAAQaBhCwAAgCDQsAUAAEAQaNgCAAAgCDRsAQAAEAQatgAAAAgCDVsAAAAEgYYtAAAAgkDDFgAAAEGgYQsAAIAg0LAFAABAEGjYAgAAIAg0bAEAABAEGrYAAAAIAg1bAAAABIGGLQAAAIJAwxYAAABBoGELAACAINCwBQAAQBBo2AIAACAINGwBAAAQBBq2AAAACAINWwAAAASBhi0AAACCQMMWAAAAQaBhCwAAgCDQsAUAAEAQaNgCAAAgCDRsAQAAEAQatgAAAAgCDVsAAAAEgYYtAAAAgkDDFgAAAEGgYQsAAIAg0LAFAABAEGjYAgAAIAg0bAEAABAEGrYAAAAIAg1bAAAABIGGLQAAAIJAwxYAAABBoGELAACAINCwBQAAQBBo2AIAACAINGwBAAAQBBq2AAAACAINWwAAAASBhi0AAACCQMMWAAAAQaBhCwAAgCDQsAUAAEAQaNgCAAAgCDRsAQAAEAQatgAAAAgCDVsAAAAEgYYtAAAAgkDDFgAAAEGgYQsAAIAg0LAFAABAEGjYAgAAIAg0bAEAABAEGrYAAAAIAg1bAAAABIGGLQAAAIJAwxYAAABBoGELAACAINCwBQAAQBBo2AIAACAINGwBAAAQBBq2AAAACAINWwAAAASBhi0AAACCMLrsAkiS2SgnOUnWbcweX7M2r1qH2cVN03neK4ZYzMtJ57dieGxZu5Qwtgwdp0g6bZfXXdJydSxWx2X3s1U0v97wV4eJus2v43hxm0CK5Vjbf3qcttPrTSO69uOlWE6n97f9tC7ZcrOed8LPzGLeo97m0+v6dV7eivmMDGH3bXjFNN3ezxWzdolmvmL7Slj+pON1G7fp/U82Xuz4Hdcvfrz47apTGRre/9jXY5bXcYIePs+4cnWaZ8Zfy23LF18xxQzq9HrnD8XFBqTDsKZBSVemczug07SuaViaMljL73ZlqK9zYy3Sad6N350xy+ha1pj5dHjfG9sDN9543++cc7uNXEB7XjRsawEa3dIwrP+94qCy1f+2xgPNo5pfk2TDrzcOGxoxH7OR824aFk0TN2/T0Ihho2KW1zjtqLhpm16PmUZxw0bOpz6sqQzR643DRrmR71fctPXxRjVtiI3TWNN4jcMaP8fh8WI26FEWN566jBe9FjOscXjTFjKcH4sZ1jheTBmsefzGaRqHjWoZv/0y0k8TW67Yso780uy63JgvxlExr1vsfNyIYd3KUJ+mufwjh9XnYzHD0kzTXNaYdRqetmG82PfVtS1LY3mahnUsQ5fxYoZ1KkPcsLj5dXvdUszbRtXHe7nzePVho9qV6+W28+42n+FpRyUrqzWWNWYZ6jBeuzJoVPvy11/LalqNihmvzXwUN5/6sLh1HhU37YpBK6ZVw3gaMV49SBZXOTf+3VRRjIoZb1Tz76ZpR3Uczw0PG+o4XvM0Qx3mvWI+zuLmPdS83KZhceOlGTY65vWYYTZ65DQN4w1P02U8q78+aszIYf9/e3cTavkcx3H8/XHHNEJ5GCRDQ83CLBilaYoFkzQeMhYUmZqFsrEYRcJGlIUNNjZiYuExz1mZxojVeBwxDXloYprJTQgLNHwt/v/hNCZ1Ys5//P7vV93O+f3O/9y+t/u9/T73d3/n3Inn5gDPycTjh/05N/e36w6b+PoWZN1ipuRRBEmSJDXBYCtJkqQmGGwlSZLUBIOtJEmSmmCwlSRJUhMMtpIkSWqCwVaSJElNMNhKkiSpCQZbSZIkNcFgK0mSpCYYbCVJktQEg60kSZKaYLCVJElSEwy2kiRJaoLBVpIkSU0w2EqSJKkJBltJkiQ1wWArSZKkJhhsJUmS1ASDrSRJkppgsJUkSVITDLaSJElqgsFWkiRJTTDYSpIkqQkGW0mSJDXBYCtJkqQmGGwlSZLUBIOtJEmSmmCwlSRJUhMMtpIkSWqCwVaSJElNMNhKkiSpCQZbSZIkNcFgK0mSpCYsGLqA3nbY+3NNztTfL6p/eExNWAx8M3QRGpQ9ILAP1LEPtGjaJxwqwfbnqjp36CI0rCTv2AfjZg8I7AN17AMleWfa53gUQZIkSU0w2EqSJKkJh0qwfWjoAnRIsA9kDwjsA3XsA03dA6nylViSJEn6/ztUdmwlSZKkf2XwYJtkTZJPknyW5Lah69FsJNmYZD7JRxNzxyXZlOTT/vbYIWvUwZXk1CRbkuxIsj3Jhn7ePhiJJIuSvJXkg74H7urnT0+yte+Bp5MsHLpWHXxJ5pK8n+SVfmwfjEySnUk+TLJt3zsiTLsmDBpsk8wBDwKXAMuBa5MsH7ImzcyjwJr95m4DNlfVMmBzP1a79gI3V9WZwCrgxv7n3z4Yj1+A1VV1NrACWJNkFXAvcH/fA98B1w9Yo2ZnA7BjYmwfjNOFVbVi4q3eploTht6xXQl8VlVfVNWvwFPA2oFr0gxU1RvAt/tNrwUe6+8/Blw506I0U1W1p6re6+//SLegnYJ9MBrV+akfHt5/FLAaeLaftwdGIMkS4DLg4X4c7AN1ploThg62pwBfTYx39XMap5Oqag90oQc4ceB6NCNJlgLnAFuxD0al//PzNmAe2AR8DnxfVXv7S1wXxuEB4Fbg9358PPbBGBXwapJ3k9zQz021Jgz9n8dygDnfpkEakSRHAc8BN1XVD91Gjcaiqn4DViQ5BngBOPNAl822Ks1SksuB+ap6N8kF+6YPcKl90L7zqmp3khOBTUk+nvYTDL1juws4dWK8BNg9UC0a3tdJTgbob+cHrkcHWZLD6ULt41X1fD9tH4xQVX0PvE533vqYJPs2XlwX2ncecEWSnXRHElfT7eDaByNTVbv723m6X3RXMuWaMHSwfRtY1r/ycSFwDfDywDVpOC8D6/v764GXBqxFB1l/hu4RYEdV3TfxkH0wEklO6HdqSXIEcBHdWestwFX9ZfZA46rq9qpaUlVL6XLAa1V1HfbBqCQ5MsnR++4DFwMfMeWaMPg/aEhyKd1vZnPAxqq6Z9CCNBNJngQuABYDXwN3Ai8CzwCnAV8CV1fV/i8wUyOSnA+8CXzIX+fq7qA7Z2sfjECSs+heDDJHt9HyTFXdneQMup2744D3gXVV9ctwlWpW+qMIt1TV5fbBuPTf7xf64QLgiaq6J8nxTLEmDB5sJUmSpP/C0EcRJEmSpP+EwVaSJElNMNhKkiSpCQZbSZIkNcFgK0mSpCYYbCVJktQEg60kSZKaYLCVJElSE/4AL0lW3GNJv5kAAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for t in np.arange(1, 168, 12):\n", " fig, ax = plt.subplots(1,3, figsize = (10,10))\n", " for a in ax:\n", " a.pcolormesh(bathy.mask[1:-1, 1:-1], cmap = cmap2)\n", " ax[0].set_title(\"high winds, t = \" + str(t))\n", " ax[1].set_title(\"low winds\")\n", " ax[2].set_title(\"zero winds\")\n", " ax[0].pcolormesh(np.ma.masked_equal(high350['Thickness_2D'][t, :,:], 0), vmin = 0, vmax = 50, cmap = 'inferno')\n", " mesh = ax[1].pcolormesh(np.ma.masked_equal(low350['Thickness_2D'][t, :,:], 0), vmin = 0, vmax = 50, cmap = 'inferno')\n", " ax[2].pcolormesh(np.ma.masked_equal(zero['Thickness_2D'][t, :,:], 0), vmin = 0, vmax = 50, cmap = 'inferno')\n", " for a in ax:\n", " a.plot(267,256, 'ro')\n", " viz_tools.set_aspect(a)\n", " a.set_xlim(200,350)\n", " a.set_ylim(100, 350)\n", " p0 = ax[0].get_position().get_points().flatten()\n", " p1 = ax[1].get_position().get_points().flatten()\n", " p2 = ax[2].get_position().get_points().flatten()\n", "\n", " ax_cbar = fig.add_axes([p0[0], 0.1, p2[2], 0.05]) \n", " cbar = plt.colorbar(mesh, cax=ax_cbar, orientation='horizontal')" ] }, { "cell_type": "code", "execution_count": 18, "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(1,3, figsize = (10,10))\n", "ax[0].set_title(\"high winds, sum over time \")\n", "ax[1].set_title(\"low winds\")\n", "ax[2].set_title(\"zero winds\")\n", "ax[0].pcolormesh(np.ma.masked_equal(np.sum(high350['OilConcentration_3D'][ :,:], axis=(0,2)), 0),\n", " vmin = 0, vmax = 100, cmap = 'GnBu')\n", "mesh = ax[1].pcolormesh(np.ma.masked_equal(np.sum(low350['OilConcentration_3D'][ :,:], axis=(0,2)), 0),\n", " vmin = 0, vmax = 100, cmap = 'GnBu')\n", "ax[2].pcolormesh(np.ma.masked_equal(np.sum(zero['OilConcentration_3D'][ :,:], axis=(0,2)), 0),\n", " vmin = 0, vmax = 100, cmap = 'GnBu')\n", "for a in ax:\n", " a.plot(267,40, 'ro')\n", " #viz_tools.set_aspect(a)\n", " #a.set_xlim(150,375)\n", " a.set_ylim(25, 40)\n", "p0 = ax[0].get_position().get_points().flatten()\n", "p1 = ax[1].get_position().get_points().flatten()\n", "p2 = ax[2].get_position().get_points().flatten()\n", "\n", "ax_cbar = fig.add_axes([p0[0], 0.05, p2[2], 0.05]) \n", "cbar = plt.colorbar(mesh, cax=ax_cbar, orientation='horizontal')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "f0 = high350\n", "f1 = low350\n", "f2 = zero\n", "\n", "f0lessthanone = f0['Beaching_Time'][:,:]\n", "f0lessthanone[(f0lessthanone <= 24) & (f0lessthanone > 0)] = 1\n", "f0lessthanone[(f0lessthanone > 24) | (f0lessthanone == 0)] = 0\n", "\n", "f1lessthanone = f1['Beaching_Time'][:,:]\n", "f1lessthanone[(f1lessthanone <= 24) & (f1lessthanone > 0)] = 1\n", "f1lessthanone[(f1lessthanone > 24) | (f1lessthanone == 0)] = 0\n", "\n", "f2lessthanone = f2['Beaching_Time'][:,:]\n", "f2lessthanone[(f2lessthanone <= 24) & (f2lessthanone > 0)] = 1\n", "f2lessthanone[(f2lessthanone > 24) | (f2lessthanone == 0)] = 0\n", "\n", "\n", "problessthanone = (f0lessthanone+f1lessthanone + f2lessthanone)/3\n", "\n", "f0lessthanthree = f0['Beaching_Time'][:,:]\n", "f0lessthanthree[(f0lessthanthree <= 72) & (f0lessthanthree > 0)] = 1\n", "f0lessthanthree[(f0lessthanthree > 72) | (f0lessthanthree == 0)] = 0\n", "\n", "f1lessthanthree = f1['Beaching_Time'][:,:]\n", "f1lessthanthree[(f1lessthanthree <= 72) & (f1lessthanthree > 0)] = 1\n", "f1lessthanthree[(f1lessthanthree > 72) | (f1lessthanthree == 0)] = 0\n", "\n", "f2lessthanthree = f2['Beaching_Time'][:,:]\n", "f2lessthanthree[(f2lessthanthree <= 72) & (f2lessthanthree > 0)] = 1\n", "f2lessthanthree[(f2lessthanthree > 72) | (f2lessthanthree == 0)] = 0\n", "\n", "\n", "problessthanthree = (f0lessthanthree+f1lessthanthree+f2lessthanthree)/3\n", "\n", "f0lessthanseven = f0['Beaching_Time'][:,:]\n", "f0lessthanseven[(f0lessthanseven <= 168) & (f0lessthanseven > 0)] = 1\n", "f0lessthanseven[(f0lessthanseven > 168) | (f0lessthanseven == 0)] = 0\n", "\n", "f1lessthanseven = f1['Beaching_Time'][:,:]\n", "f1lessthanseven[(f1lessthanseven <= 168) & (f1lessthanseven > 0)] = 1\n", "f1lessthanseven[(f1lessthanseven > 168) | (f1lessthanseven == 0)] = 0\n", "\n", "f2lessthanseven = f2['Beaching_Time'][:,:]\n", "f2lessthanseven[(f2lessthanseven <= 168) & (f2lessthanseven > 0)] = 1\n", "f2lessthanseven[(f2lessthanseven > 168) | (f2lessthanseven == 0)] = 0\n", "\n", "problessthanseven = (f0lessthanseven+f1lessthanseven+f2lessthanseven)/3" ] }, { "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, ax = plt.subplots(1,3, figsize = (10,10))\n", "for a in ax:\n", " a.pcolormesh(bathy.mask[1:-1, 1:-1], cmap = cmap2)\n", "ax[0].set_title(\"high winds\")\n", "ax[1].set_title(\"low winds\")\n", "ax[2].set_title(\"zero winds\")\n", "ax[0].pcolormesh(np.ma.masked_equal(high350['Beaching_Time'][:,:], 0), vmin = 0, vmax = 168, cmap = 'copper')\n", "mesh = ax[1].pcolormesh(np.ma.masked_equal(low350['Beaching_Time'][:,:], 0), vmin = 0, vmax = 168, cmap = 'copper')\n", "ax[2].pcolormesh(np.ma.masked_equal(zero['Beaching_Time'][:,:], 0), vmin = 0, vmax = 168, cmap = 'copper')\n", "for a in ax:\n", " a.plot(267,256, 'ro')\n", " viz_tools.set_aspect(a)\n", " a.set_xlim(200,350)\n", " a.set_ylim(100, 350)\n", "p0 = ax[0].get_position().get_points().flatten()\n", "p1 = ax[1].get_position().get_points().flatten()\n", "p2 = ax[2].get_position().get_points().flatten()\n", "\n", "ax_cbar = fig.add_axes([p0[0], 0.1, p2[2], 0.05]) \n", "cbar = plt.colorbar(mesh, cax=ax_cbar, orientation='horizontal')\n", "cbar.set_label('beaching hour');" ] }, { "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, ax = plt.subplots(1,3, figsize = (15,15))\n", "\n", "for a in ax:\n", " a.pcolormesh(bathy.mask[1:-1, 1:-1], cmap = cmap2)\n", "\n", "ax[0].pcolormesh(np.ma.masked_equal(problessthanone,0), vmin = 0, vmax = 1, cmap = cmap)\n", "ax[1].pcolormesh(np.ma.masked_equal(problessthanthree,0), vmin = 0, vmax = 1, cmap = cmap)\n", "ax[2].pcolormesh(np.ma.masked_equal(problessthanseven,0), vmin = 0, vmax = 1, cmap = cmap)\n", "\n", "ax[0].set_title('< 1 day')\n", "ax[1].set_title('< 3 day')\n", "ax[2].set_title('< 7 day')\n", "\n", "plt.legend(handles=[pink_patch, orange_patch, red_patch], \n", " bbox_to_anchor=(1.05, 1), loc='upper left')\n", "\n", "for a in ax:\n", " a.plot(267,256, 'ro')\n", " viz_tools.set_aspect(a)\n", " a.set_xlim(200,350)\n", " a.set_ylim(100, 350);" ] }, { "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, ax = plt.subplots(2,1, figsize = (15,10))\n", "\n", "ax[0].plot(wind_speed3, color = 'forestgreen')\n", "ax[0].plot(wind_speed4, color = 'deeppink')\n", "ax[0].set_title('wnd speed')\n", "ax[0].hlines(wind_speed3.mean(), 0, 240, color = 'forestgreen')\n", "ax[0].hlines(wind_speed4.mean(), 0, 240, color = 'deeppink')\n", "\n", "ax[1].plot(wind_dir3, color = 'forestgreen')\n", "ax[1].plot(wind_dir4, color = 'deeppink')\n", "ax[1].set_title('wnd dir')\n", "ax[1].hlines(wind_dir3.mean(), 0, 240, color = 'forestgreen')\n", "ax[1].hlines(wind_dir4.mean(), 0, 240, color = 'deeppink')\n", "\n", "for a in ax:\n", " a.axvline(x=72)\n", " a.set_xlim(0, 240);" ] }, { "cell_type": "code", "execution_count": 23, "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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\n", 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\n", 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\n", 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\n", 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IcZ3qFnImkl10yASyCj0TPWQCmIwXDdsyjAvJuNerrrzSvshD1oYK2eeylWGSTNTx2FEy4R+fy1YGnzMxbIcvZGQCVQimYSulb4DJYaM20Do23rSLBOqouOqsPJIV8mAljfoVzURd20vTmagDmfALmUhX53cEmUCVOn+7r6Q69pLrqqCyvlZ2eQYvegj9iEPoQs9E2nAygVHIxGTSGrJkAmUK6ogtAAAAuiuohu2wvb7e6Y6u7BU2vZ5tuFWN7+UrC5mINL2eZMIfZCLS9HqSCVQlqIZtmiLhDWFjzrLeTVdsTQnh850EmZhsnBCF8PlOgkxMNk6IQvh8uyr4hi2a0dXKEBiGTAD9yASqEEzDto0BaXKPsI3vVxm6tBfexs+YTNSPTPiNTNSvS5kIUTANWwAAAHRbEA3bKm7PU4c2dJ4PSZfeazKBLLr0XpMJZMF73X6dv4+tD6dapuYuLbUc456e07QmnqpDZZWdL9tIHZnwYV2l8tc36zKRjQ/bCZmoZ5loP3PONV0GLdxhG3fdhacWmtaXEE7C98cnVnUj7TrXO0+FZfN3XeacW1hhccYiE93LRN03rCcT7UImyASy6fwR2yrkrYDadKqpzIqmzgqaxzY2i0yMV3eDhUw0i0yMRyZQRBB9bAEAAIBWd0Xw7ZRMlr3UUf2GfDjVVGRP1bfPIYtR6+nDKSYyMf61upAJMlEmMtEevmcC6Vp7xLaMkJR1umFq7tLMldWo5Tb9OMei70cbT9s0/V5XIdRMNIlMtBuZKB+ZgO/oYzuhwbCOq6wG/28qNGVXMnV38i8LfarKRyZmzq9tmSAP5cqSibT3nEz4gUy0SysbtmUFoopgJU8TZQlCXRXXpKFMlo+A+4dMFCvXJMiE38hEsXJNgkzAB63tigAAAAAkta5h69vpi8E+OMP2wsf11anilE/yp2x1rksdfNuu8vCt7GQifdlt0va+hb6VPUsmeuOQCT+1PRNd0squCL5Kq7iS6gpy1cvprduofkc+XLmbR9sq2bYgE/1laEsmyEN1yER/GcgEykbDtiTJPfAmL0jyKXxtqLR8er9CQyZmIhPdRiZmIhMoGw3bEk2y8U8S7Lr2vIsst65Kq8hyqKyqRybSxyET3dVEJur4XMkEfNG6PrYAAABAmtY1bNuw95S3jFn3INPu+zluWZN2ePfpBufj5p91OVVdKNGUNqxLKJko6wISMlGtNqxLnZnIMm8yMXP8NmxHmKl1DVsfpd1jsKpA5Jlvlad2fAl83nL4Uu7QkYnmkAk/kYnmkIluaWXD1qeNLrkXWLRcWadL7hmnTVNmBTVqL9yX9z+tHMM+h9D3vn1at5AzMYwv7/+wbX/YuL6Uuwo+rRuZaA6Z6J5WNmxD1AtUnspr1P9VqbpSrgIVVTvl/ZIhE+1YNoojE9UhE+GgYQsAAIAgtPZ2X224913VRq3/qD31rLdfGbeMvMr8zIatw+D8q7pAw0dkovpMlP3+kolqkYlimchzgRWZgG9a27CVqml85TXqqSpFlRHssioHX78YsjZKxn0+Pq7bJELMRFnrVFauyihLFchEOh8+MzLRDDLRTa1u2PY02fjytV9OFRd++bquRYReUZGJmap4fKmv61oEmah22T4iE6OFnolQBdHHtqsb37ALCYZVVpNWOG24V+E4Zd1z0XddWMc0eTMxKTLRHl1YxzRZT8ePGjcPMoGmBdGwBQAAAGjYTsCXvcpkOareyyxrb7zM9y5LmdgDrweZKKbs941M+MOHTAzWuWRi+Dhkov1a38eWPlPj3wOfyppU5gVuo3StoiIT7cxEmRfhkIl+TayvT9tYlvX3qbw9ZAJFtL5h20VTc5dq5RWvkyTN3u2/+15rWzh9vesC2iWkK5rJBMpAJtBVre+K4ONeZhmKVkplP0IxhMokzyMVQxDquo3LRJ47gRTdrkM5VUkmwkAmytO1TIRsbMPWzNY0s6VmdpOZ3WZmx8TDtzCza83sTjM718xWj4evEf9/V/z65tWuAlAvMgH0IxMAfJHliO1TkvZwzu0gaYGkPc1sZ0mflXSCc25LSb+T9M54/HdK+p1z7sWSTojHq1Soe1W99Xr90Xvp9Ufv1ffasds+PKMbQnK6st6TOt7bupbRW04JyyMTDZnkGfRlvCdlX/g4ajl1LINMtB+ZKHcZJWYCDRnbsHWRx+N/58Q/TtIekr4ZDz9d0hvjv/eJ/1f8+qvNzEorcceU9UCFsk4XVRX2SSrnwf9HzauMixHIRLPKzEQZ2pCJLOOTifYiE/mmqyMTaE6mPrZmNtvMbpS0QtLFkn4m6WHn3DPxKMslzYv/nifpHkmKX39E0gZlFlpqfoOrc/kXfOYiXfCZi/qGHbB4Fz115p6rfrKatIFb9nr3ylPF88aTyygbmfBv+UWUsf21IRN13O6JTMxcdlPLP2DxLjpg8S76xM5bavZmr9PszV6XedrFKxbp2FedpWNfdZZ++u5/0hf3+Lq+uMfXcy2/LZkYXAbCkOmuCM65lZIWmNl6kr4jadu00eLfaXvdbnCAmR0q6VBJev6852Uq7KCyn7/dFv/wnDfrtxnGG/ac7GQFUeQWKFmmrauSKLINlFE2MuGncdvmpJkYtu2QCTLRVmmZODZlvGd++natts3MBi6ZgG9y3e7LOfewmV0uaWdJ65nZavHe9nxJ98WjLZe0maTlZraapOdIeihlXqdIOkWSFu6wzYwKLauuVlobfGZTzf7ljLe1T+8WKeMqlrL3XH2sEKoqE5nwR5ZbApGJaWQiXGdNXS1JevL4pZrzgjeOHDctE/PXflKSdMOvttDj5/yrPvDQ1jOmIxPwVZa7ImwU74HLzJ4l6TWSbpd0maR949EOknRe/Pf58f+KX7/UOVe4QgJ8QyaAfmTCPxftcrh22/KMiefz3nX/atXfUzufO/H8gKrZuLrEzLZX1Ml/tqKG8BLn3CfM7IWSzpG0vqQbJL3NOfeUma0p6euSdlS0B76/c+7no5axcIdt3HUXnjq2sL29Sp/2qqo8CjBsPc/Z9RBJ0rInpu+UMPvezUuZd1a+9U8q876MR79s9WXOuYXDXvclE8lTfU2//0lNZKKM5ZKJ4cjEZJrIxEW7HC5JuvTJV0nK/x0hSU/+frEk6cTHvq2H//JISdJ6538u8/S+Z2KS8ozLBJoztmFbh3EVVtNhGKWqCmvxikVauvv7JUmLLj9+xutH7bik7/9epbVy3t3RgHP/XpL09U/sJ0k6+L8P6Zv3JHyvrJKKlM2HCotMzJRnnevuT0cmqkcmZhq3zsnvicGG7aOfO1BrH//pvmGbrnOS7nv8MEnSsTfsN1HZyASa4v0jdZsOQ1Om5i5V7wTQ4Vsfp2Wv/bEk6UdfjE4FHXvDfjpg8S6rxp937hEj51fm+zjsApymdK3/XJczUWTdB7fXKs78kIlmkYl0977lC9rmuyskSX+3wT768m+jniAfveZOvSfD/HsN4yKNXDKBpnjxSN0Hnl576Gu+b4hVVqiPPPOMHnnmmaGvnzV1tc6aulrPO/Ndq4Z9/SWX6esvuUzHbvVbHbvVb/XAN07WA984ufSycZ+/apGJycsw6o4eVZSRTFSLTOR31tTV+ug1d+rvNthnxmtfevudMxqs9z1+mI69Yb+Jj9b2kAk0wfsjtgAAIJssfWGPf+Ur9f4rrxz6+mBXN6BNvDhiK/UfYUnu3bVhT6+MMq6cd/eMn0v+52265H/epnV+9yrttuRIPfX0HL3s3W+bMe0JtxysY2/YT+6Sj+htJ16a6QhtWU+qQXW6nok0vQcNZH2MZ5X9csuaFtl1PRNPPHXsjO+JLJmY+5/Hae5/HqePXnOn1pmz8arhF+/6Xp37J9/XWnOO0uU7f1eS9I//tWHftEWP3pIJNMW7I7ZVniqsUhX9d1bOuzvXlazHrX9HpvGavnoc+XQ1E4PrW+UXJZlol65mIs3g98Sx90YX2H1a6Udse0dqj3x8e12s3VPHeWbxe7TG2y+cqFxt+2wQDu8atpPw7RYvWa2cd7feut61kqSXXRZVRr1TQb1Ka+W8u/XqpX8pSbr+hvHzLLvy9O0K10FV3FQ/BG3NRJpJGwVkwr8yNqHpTPTuXJP39lu/+cTf6rn/9mFJ00dRe98T33vTv2rP7/yDVs67W1/e+kBJyvR0yu9973LNeeG/6wD9bTTgXmn2BA1a37e3wUz4Vj6Uw5uuCJPy4bTHJCE5++FXrGrUSsNP/5TVqb8ny/uWNk5V7/fgabU8y6GS6tfmTIx7TOck8x6HTITLh0xM4nfv/lTfd8CxN+ynixf9v75x/ub23fTbs04aO68D3/BaHfiG12ZaLplAmwTTsA3ZqnvTAgCC0OsjW+b8suLiMIQsmIbtsNv7+F6OUZXR4NHZrEdr69p7rWJvvMrPsO1Ha/JqayaqmB+ZSEcm6lfkdlor592t5+4S/Qy68d++rtcufUPf/LM4++FXaMltb8k0LplAmwTVx7bNJul6sMXB79K+N7028/hS9oqhipBX2Q+r6S8tTK6pzzDLcqs8tZq3LFmRCT/d+5YvSJKef/wJ2SZ4x78X/p4YPEJ746u/IUna6YwPj5yOTKCNgjli20aTnoY6asclMyos308xlX2LpjyozOAjMoFRyvieGPS6a1boddesmGi+VSITmARHbCuS5wruSS8I2/em1666c0JWdT4RpsgePY8/DE+Wz7Ss7TG5fWfdjsgE6nTW1NWSpCnV8z3RuwvDJttMafVZa+n+ny4eOw2ZQBvRsG0h34/KAgCa9YGHt5X92TF9w77ymtMbKg1QHxq2DfrmDhdHf5yWfU98sFHb2wtfvGKRlHPv1Ze98GH3leSUEPKa9B6VZAK++ejzo3ucr3tevu8Jd9n0/1/c6ipJV2mt2dIn5m+rd33/oMzzIhNoGxq2DZq+4Cvb+MlG7ex7N5/oyUzjKoM6T+9QMWFSw06Zkgn47phdzpEkfezq/VNf3/V5v5Yk3ZRxfr3vCfuzY2Z0UTv8rgskSe9StoYtmUAb0bCtUC+Iw8L/hnV+KEl61ZXj98SPOH8TacfoKtreUdqilQoVBJpSRZ+45PzIBNpq2CPUX/fj10uSbspwAGT39/2VdEXUQO7Na/a9m+uIy6K/j9DbMpWFPKDNaNjWYNiX+fu2+40k6fqM8/nfY47Qs/72vBJLVpxPFV+dFzhgcuN2+PLw6cIRn7Y/MtEeh7ziWs0794jS5vfj3c7RzmdNlTa/Sfi0/ZGJ7qBhW6MXbBN15P/lTz/WcEkAAL6Z2vlc/c2ON0qStjr5Mw2XBmgnGrY1SdtLvP7fvqGjdlyiV2vJyFu5bHjge7T6T6JuCLq3vOXXMQ9ux4JhyjxyO8ny654HmcCge9/yBX3phzv3DTtspyU6adn098JRO47+njjsxZ/UWnE3BL4n0GXmnGu6DJq/3U7u8DOvaboYtZmau1Qv3+orkqRrnnht6ji9CuyoHZfoa9tdLkn624sPLrS8PE+PqeI0TdGbbQ+7CrZqR79s9WXOuYW1Lzihi5noqeOpeGQiHzJRjgMW7yJp+h62w9yz1wckSWvOlj63dL++C8B+v/xCSdIXf33aqmFH7bhETz52hyRp3Uf/vFDZyEQ+PmQC6Thi24AohFHD9h3rL9UZD80MZfIOCIf8ZPfUiwqyLytdWkVSdsVVtPHRm66pSgv1Sh69zfKZV9WoJRPwwWYXHadfv/4Dq/5PewDP4edsIUk6+Zv7SD/7P1pr3a35ngBEw7Yxf33VV/SHN75fdz4WNW7PvGX6FNNgBVa0shpn1OmfSe8HOjgPIIu07gmT3MKryPLJBKoy7kht0kYXHCdJWhw/+bZ3Odg69h49fuJb+sY9/kU/1FE/OKCMIs5AJtA2s5ouACILtjpZK+fdPfFzwQEAfjlg8S6ruiFMiu8IYDSO2DZoze8erz+RdM6uh8x47dgb9mv00bmTntYZtRee5zQzp5e6qXeUyKfPn0ygSYtXLNKfvOsg7XndX+hZn/3squswnn/hoY2WaRJkAlXgiK0H9r/qazp++z/oij/9jo69Yb8ZV76GdCQ3bwXEaaru6sqXFZkI31lTV+fqhjDK9xb+Z993xO2PrKvbH1lXr97qG3r1VlHmIGEAACAASURBVN8oZRlNIxOYBA1bTyz90tna7Udv0lE7Lll1pHawgfu53c4sfblVNR4Wr1jU99NDBYRJDW5TVcy/qvmSCUzilq+crlu+cnrfsLXP+5zOe+g3lS6XTKBN6IrguV7jds6by3syzbhTvFVUYnluJQNkUea9L8kE2uyAK5ON3fKe6Ecm0EYcsQUAwENlXnQGdAVHbD0y7KkyR+24RLorrtwKPlEmadgpnyb7NI7aCy9yz0TfLjyC30LPRJU31kf9ko3dsvruJo26xZ7PmeA7AhIN29ZZOe/uTPe1zRpYH4LNqSUUkXe7IRPwSZankOVttE7NXapb3/kxSdJLTz1m7PhkAiGiK0ILDB7Jfd7WR+l5Wx/VUGnag4owbMkLTkK6c0iVyEQYendZGGz4+tAAbZPekw4RFo7YtkSvcXvBLu8Zuzsy7Hna48ZpQp5KJc+po+QTrHxZV1Rj8YpFOmpMo7brmRjsauHLunZZFV0IJOmCz1wU/V6R/z6xbc9Eni43ZCJcHLEFEAyO2qKN0i4Sm+TCMS46Q5fRsG2Z11/9Jf3jlVfoH6+8Yug4IZ9aKdKvktNN4Rt24WVPyJ8/mcAwo45Chvz5k4luM+dc02XQ/O12coefeU3TxWitLKePfL4qukhlkvfq1zzTHv2y1Zc55xbmLlSJyMRksmbCxzxIZCINmSgubXsiE6Pn34ZMIB19bFtosPJJu1F903ueRfs6DZvPJAbfH58rbxTT+0x7T+1bKc24ewiZ6J8/mWiXLHdRSEp+pslrDgbHaRKZQBVo2LZUMnQ+VFZVLTOt0V6ksinzKVXw09TcpVo54rW6kQk0rfc9kfY5k4ls80H70LD1SO9okzS+zyAAoFpv/cyukqSzj76q4ZIAyIqGbUt85OUbS5Ke/uX5q4a1Yc9yXBnznIKa9NRQb2+c00thmJq7dPouCCkPLcn6MJO6kQkMGryDQVp3gyxdED6007MlSX+85/urhnXpe6KMa0nIRPtx8VhLpDVshz0GdJyqA1tWf6eyZX0spA8XBZCJbJJnOdJkbdiSCTLRpFEN2zx9a9MatkW+J+po1JEJVIUjti3xyR8/IElavCL6v6rHieYxrAIY1vc3i7r6OLFHHoZjb9hvZOO2d0T3jr84VZK03SmfXPUamehHJppz1tTVfdvxAW/Jd6FYzz8ve1QS3xNlIRPtRMO2pQbDNvh/1r3OSctQReVSdeU67vWjS186qtTrj95rGAz+n4ZMjM7E4GtkojzDjsDe+5YvpI47yRPK+J7Ih0yEgYYtckv2Yyqzcql7z7gNfc+Q3eAFl8n/59wRNQ62q2jZZAJlOmvq6tY/OYxMoCk8eQwAAABB4IhtoLiyE5j29H/0TvOSCTRrWNeCSbocFMX3BELEEduAVdlnCmgjMoG2OGvq6loau2QCoeGIbQtse+HZ2v2kj+jZD9yjRzfeTJcf9kndvvdbGy0TlRaa4mMeJDKB4sbdx3bcLb/IBDCNhq3ntr3wbO39qb/XnD88KUl6zv2/0t6f+ntJ8qLiGmbSDvdp01NJoq15kMgEqkEmppEHSHRF8N7uJ31kVYXVM+cPT2r3kz7SUImA5pAHdFnvyO0Bi3dZ9UMmgH4csfXcsx+4J9dwzMTtWsJBHspBJvwyri9t8vZfg90WyEQ5yEQ4aNh67tGNN9Nz7v9V6nBfFX2SzLDpJzm9RGUVljbmQSITXZbnkbij9KYfbNiSiZmv1VEW+IuuCJ67/LBP6uk11+ob9vSaa+nywz45ZIr6JCuDqblLV/0AVfE5DxKZQP2efv5sMgEkcMTWc73O/z5e8Sr5vafrc9lQjO95kPze7nwuW6jKvmVXcn4HLN5FT75gQ139ho+TiQJ8LRcmQ8O2BW7f+61eVVJAk8gD0I9MANPGdkUws83M7DIzu93MbjOzI+LhHzeze83sxvhn78Q0R5vZXWZ2h5n9eZUrgGZUtafbhj1oMoE0ZIJM1K2uhzgU1eVMoDlZjtg+I+lI59z1ZraupGVmdnH82gnOueOSI5vZdpL2l/QSSZtK+r6ZbeWcW1lmwRGWsiuqiis+MoHKlbkN19AQIBMeOWrHJZKkY2/Yr+GSlKtlmUBDxh6xdc7d75y7Pv77MUm3S5o3YpJ9JJ3jnHvKOfcLSXdJ4q7JCAaZAPqRiWb07mULYFquuyKY2eaSdpR0bTzocDO72cy+ambPjYfNk5S8gd5ypVRwZnaomV1nZtc98bvf5C44kKbuK27JBHxX95EpMtG8Y2/YL7ijtWXiaG3YMjdszWwdSd+S9D7n3KOSTpb0IkkLJN0v6XO9UVMmdzMGOHeKc26hc27h2s/dMHfBgaaRCaAfmQDQtEwNWzObo6iyOtM5921Jcs496Jxb6Zz7o6SvaPo00nJJyTtDz5d0X3lFhg/qfCa3j/c9JBMYRCbIRF2SXRB8vnis7kwAUra7IpikUyXd7pw7PjF8k8Rob5J0a/z3+ZL2N7M1zGwLSVtKYotDqsUrFpVa+ZU9vzRkAlWqIhNVIxOoUhszgeZkuSvCLpLeLukWM7sxHvYhSW81swWKTh/dLendkuScu83Mlkj6iaIrZQ/jSlekSVYuox6VmBzuSYVEJlC6wW2bTGAYn4/SlilvJnrDPMkEGmLOzejWVLv52+3kDj/zmqaLgQzGfZGmVSx5numd9XRSbx6DyyvjdJTN33WZc27hxDOaAJloDzJRDzLRHqMykdweyQSqwJPHAAAI2KhbgnXl6C+6gyO2yCxtL7fMUz5596IXr1hUyQUDPuyJk4l2IBP1IRPF1dmwJRNoGkdsUbq8/ZyKVjpcBYu2IBNoUrLx6svdFMgEqkLDFpmMqxyodNA1ZAJtVGWDlkzABzRsMdaoSoUKB11EJoB+ZAK+yPVIXQAAAMBXHLHFSOxpA9PIA9CPTMA3NGyRqo7KigoRbVL19koe0DZkAj6iKwJmoDIB+pEJoB+ZgK9o2KIPlRXQj0wA/cgEfEbDFgAAAEGgjy0ksQcODCITQD8ygTbwomG78Zwnmi5CZ1VVUWV5mkxVjzoMAZloTlOZ6L1OJtKRieaQCbSJFw3bB55eu+kidFLTlUXTy/cZmWhGk9skeRiNTDSDTKBtvGjYoj51VBRZn/0NNK2uL04ygbYgE2g7Lh4DAABAEDhi2wFV74Gz5422IRNAPzKBUHDENmBTc5fyBDEggUwA/cgEQsMR2wC1pQLhrgioSxu2M64AR53asJ2RCRThxRFbbuNSnqYqgKJ7/YtXLOIUVQoyUR4yEQYyUZ4mM1EEmUAeXjRsAQAAgEnRsA2ID6drJtkjB8pGJoB+TWdikj69ZAJZ0Mc2EE1XVkW1tdzwX1u3rbaWG/5r67bV1nKjGd4csWXDza+35+vbe5enPOyBD+fb59oGZCJsvn2ubUAm0DXeNGyRnY+V1KC8lRYVFyZBJoB+ZAJdRVeEFvG9kgLqRiaAfmQCXccRWwAAAASBhm1LdGEvnNNMyINMAP3IBOBZw7YLocyrDf2khil6c3pMa+tnXyUy0W1t/eyrRCaAad71sZ2au5SNNlZFRTXsve0ta/D1tlaWISET08reHke9r2mZIA9+IBPTyATQz7uGLSJ1VBaDy0ir0KjA4AsfMsGOH3xCJoCZvOqKAAAAABTlZcO2q3t8Td5IO8tpvSKn/ug/VQ4yQSbQj0yQCSCNlw1b1MvHCsLHMqE7fNz+fCwTusPH7c/HMqF59LFtibQAT/pIQt8rhcUrFnX2qAzGIxNAPzIBcMS2FYZVLE08YtD3Sg7dQCaAfqMyUTcygSbRsAUAAEAQzDnXdBm0cIdt3HUXnto3rMt7fGmnVbK+H1lu4TWJvKd8ylx+XaebbP6uy5xzC2tZ2BBkYtqwz51MkAky0a/rmaizS4IPmUA6+th6aJI+Q1VX9L35jytfV79wUL6s29y46atCJlA3MgEMR8MWhVAhAf3IBNCPTKAJXjZsCcNMo/Z8u/J+dfnq1658xnmQCTKBfpN2UWi7SY9kIwxcPAYAAIAgeHnEtgpTc5cGu9ea3DsNdR1RPjIB9As1E1VfLAb4xLsjtlUFrm1BLlreJh+3iGqQiQiZQA+ZiJAJYCavjtjmeWpK2yqgIrrcf26Yrr0nZKJf1z7/LLr2npCJfl37/LPgPek2rxq2g0ZtmF05tTJJQHvThfredBGZIBPoRybIBJDkXVcEAAAAoAhvGrZpe4t59iDpM4TQkAmgH5kAMI4XXREeeHrtUudX1amVtl4xW2a5u9yXrU5kolpkon2qyEQVnxGZIBNolhcN26qU8WU+GNC0wNbxeEIfjjAUKUMVt13y5f1oIzJRLjLRbmV9FmRiGplA08w513QZtHCHbdy+p90yY3jZG+WowJS5rKqOApRhktvD5J1/1ZV7VZWWzd91mXNuYSUzz6jpTNSZvaLKKGOZjZksyyATxZGJ8dqQicH5kwmUzZs+tgAAAMAkvO2KUNcR1Cr25ny8xUxdZRj3fpbVj6uLp5hCyYQPeZDIRAjIRLnqKEeW95JMYBJjG7ZmtpmkMyRtLOmPkk5xzn3BzNaXdK6kzSXdLWk/59zvzMwkfUHS3pKelHSwc+76aoo/ng8VxqT9GpsOZ9PL7/GlHGRiMmV8oTe9LTS9/B5fykEmJkMmwikDmpfliO0zko50zl1vZutKWmZmF0s6WNIlzrnFZjYlaUrSByXtJWnL+OcVkk6Of49UxZWkTVdWPb6Uo4gqj1RkeV88rajIRMvLUFRV22Oez5pMlLf9+LIt+lKOIsgEfDO2Yeucu1/S/fHfj5nZ7ZLmSdpH0u7xaKdLulxRhbWPpDNcdFXaNWa2npltEs9nqCYqqy6FIe9R4zrem1EVl8+fDZkIQ95GUtXvzbiM+vzZkIkwkAmEINfFY2a2uaQdJV0r6Xm9Sij+PTcebZ6kexKTLY+HDc7rUDO7zsyu+/VvH85fcsADZALoRyYANCnzxWNmto6kb0l6n3Pu0aiLVPqoKcNm3FPMOXeKpFOk6DYuWcsxzri9TfbwxmvyPWrTzc3JRHeQiWzIRHeQCfgqU8PWzOYoqqzOdM59Ox78YO/UkZltImlFPHy5pM0Sk8+XdN+4ZSQ31CoD08abNpdxGsbXSiDtc2/D50MmmkUm/EMmmkUmgMjYrgjx1aunSrrdOXd84qXzJR0U/32QpPMSw99hkZ0lPTKu31TP1NzJn+Fd5AbRbbV4xSKv16VXPt/LmReZ8Jfv2xqZIBN18309Qs0EmpPliO0ukt4u6RYzuzEe9iFJiyUtMbN3SvqVpDfHr12o6BYudym6jcshpZY4gzIeG5pH02Gs4whGXk2/JxUjE2M0/fmTidq1MhN1fiZNfv7jnn7XlMAzgYZkuSvCVUrvDyVJr04Z30k6bMJyAd4iE0A/MgHAF94+eawMo/bIJ+1D1aY9TZ9u34JmkYkImYA0/kzGJJloUx4kMoFwBN2wrULbKqs8qq6sRp0epqJsLzJRHJkIE5kojkxgUjRsUbuQK32gCDIB9CMTKCrXAxraqIwraLugzPeICslvZCIbMtEdZCIbMoE2CL5hCwAAgG7oTFcEnlRSnsFbx/C+thOfXXnIRBj47MpDJtCUzjRs09T5dJnB5ZQd8knXI+t7MVhuKquwkIlpZAJSfZlIWwaZAPLrfFeEqp520uuzNawS8K0/l2/lQXOq+hIa14/Rt23Qt/KgOWQi4lt5gDSdPmJbtjxHoLryBCh0G5kA+pEJoFqdP2ILAACAMHT+iG1Vp1bq3AOu6/QQe/XdQCayIxPd0PZM1NmFgEygaZ05YpsWtirDPmrenF7qR7+tZpAJf5GJZpAJf5EJZNX5I7ZlaSJ0ZS2z6Qpj1CMU0V5kojgyESYyURyZQFadaNjWvRc+uMwqlhVSuENal7ZoMhNVLSek7SikdWkLMuG3kNYF1Qq+K0KZldWwUzZ1X+VaZsB9qCzaciosFGSivnkVRSbqRSbqm1dRZAJZBd+wBQAAQDcE2RUh6x5zXmmPBax7T7bIU1/Gjdv03njTy+8CMkEm0I9MkAmEKciG7SBfbnUy6amUcetRdP5NVVpUVM0hE6M1kQny0CwyMRqZQFsE2bCt4/Ys4yqH0Po3lSm09WkDMuG30NanDarORJYGJJkYLrT1QX2CbNjWIS10o65wLbqX3NRRBO7kgLzIRH5kIlzDPtthmZjkSC2ZAKZx8RgAAACCQMO2RG3e0xw8WrB4xaJSb6/S5vcGxbX5c0/LRJna/N6guDZ/7mQCbUDD1nNZK4467vFHpQMfkAmgH5kAptGwncDgUc3e374d6Zyau3TVD1CltmUCqBqZAOpFw7ZkZVcOZd/6pYx7NNYxDcLhcybKKBuZQF6+Z2JSZAJNomELAACAINCwLcGoWxrVJc+yOeWEqpEJoF+bMkH3NbQZ97EtKO/jCItqe8XS9vIju7ouYGn7NtX28iObur4jpPZvU20vP/xCw7ZCdVyBWvWyfDjKgHC0PRNV35we3UMmgHLRsC1J7znaTVzpWmfFKDXzuEi0D5lIHw/d1VQm6s6DRCbQHPrYAgAAIAgcsc1p1B5o3f2kRi2PvWDUhUwA/cgE0ByO2Hok72NsJ71qlUoNvsvbCCATCF2RTEyCTKBtaNgGqIqKaLAy9bVfF5CGTAD9yARCRVeEFvO9QmBPH3UjE0A/MoGu4YgtAAAAgkDDNjBV7v36vucPpCETQD8ygZDRFSGnZIXQZICpPOALMgH0IxNAczhiO4Gm+gYNq6zoq4SmkQmgH5kA6kXD1kNF7oHoY2XF0QKUYdxt8MgEuoZMAMPRsAUAAEAQ6GM7gSr3NHvPFB/Ue/52E3vePu7twy9kAuhHJoB6ccTWY3WcTqISQpuQCaAfmQD60bAtqK5+QXUsJ+tjSOkLhVHIBDAt7yPSJ11W1cgE2oKGbU51VlZ1Y68cRZAJoF+oeZDIBPxHwxYAAABBoGGbQxN74XXvHY9bXt73IOQjFyATEplAPzJBJtAs7oqA3KiEgH5kAuhHJtAUjthmVHdIs3bUr2rZZaKCCxOZKI5MhIlMFEcmUBaO2HrEp075vbKUUdn4tF5oF5+2nd69QcuaF1CET9sOmYCPOGILAACAIJhzrukyaOEO27jrLjy16WLMMLgnOrhHWdWpE9/2XLu2R27zd13mnFvYZBnIxPBl+IBM1I9MDF+GD8gEfEFXhBFGPZZwVIgnPT3TmzZrBdmWiqCpRzyiPE1kIjkdmYBvhmVi3PZeZybatI2RCUxqbMPWzL4q6fWSVjjnXhoP+7ikd0n6dTzah5xzF8avHS3pnZJWSnqvc+6/Kih3bfIGrDd+croyKq9x4/lcEZTZD8sHZGKyTJSx05dlPDJRHzLhdyaGHSzxSWiZQHOyHLE9TdIXJZ0xMPwE59xxyQFmtp2k/SW9RNKmkr5vZls551aWUFYv5AleXSGtsrIqcx18rlRzOk1kYpUuZaLs8pMJMlHX43CrQibgm7EXjznnfiDpoYzz20fSOc65p5xzv5B0lyR2wRAUMgH0IxMAfDHJXREON7ObzeyrZvbceNg8SfckxlkeD5vBzA41s+vM7Lpf//bhCYqBKvb4F69YVNp8fT8tXCIy4YmqMlHmvMjEKmSiYmXW54PzLXNeHckEKla0YXuypBdJWiDpfkmfi4dbyript11wzp3inFvonFu40QbrFSxGvfL0Zaqb732TfC9fCcjEBONUwfdtzvfylYBMTDBOFXzf5nwvH9qh0F0RnHMP9v42s69IuiD+d7mkzRKjzpd0X9HCjbuNCppR9IKHkPfIm8hEqO9lG5GJmchEt5EJNKXQEVsz2yTx75sk3Rr/fb6k/c1sDTPbQtKWkibeQpt8bGARyStQ21TunqwVURvXrSpNZKJN2nBV9ihkIj8yMRqZAKqR5XZfZ0vaXdKGZrZc0sck7W5mCxSdPrpb0rslyTl3m5ktkfQTSc9IOqzola5tPiUxGOQyH0/rg67vUZOJ/JLbSxm3wvMNmSATeZEJoBpjG7bOubemDB76+Bfn3KclfXqSQgE+IxNAPzIBwBeT3BWhMqHssQ6qsmtCW/aMQ/1sqxbq+0Ymwv1sqxbq+0Ymwv1sUQ/vGrZ1b9B5boPSq3AmrRyqqFyaeN/KnFdVt6MJgc+fLZmoZnlkYjSfP9uyGqZkYua8yASyKHRXhFAkA5K3P9CwfrNZ51H24wOb2BOv+lHBqF/vsylyYQuZIBMhKpqJUf1myUR10wHeHbEdduFVHcbtDQ42hCcNXlnr1pbTS1lQmc1EJpqbjw/IxExtyERZRxjLOvpLJtAV3jVsAQAAgCK8a9j6cLPttL3Bwb3wsoS0Fz2p0I4qlIVMdBeZSNeGTJSJbWAamcA4XvWxHawMqrwP3riKp65THZMsJ4SLC3qoqNKRiXzIRPjIRD5kAl3jTcO2zqCE0D8nlICHsh5VIBP5hLIthbIeVSAT+YSyLYWyHqiHF10RHnh67dThod/Lb5KKs4pKt+6K3JfPwUdkot5p65znMJxiHY1M1DttnfMchkygCC8atgAAAMCkvOmKMKjsvbReP6wq9zbr3LOs4v2pA3vfxZGJepdFJvxHJupdFplAG3jZsC1ro067yKCowTKF0P+qJ6R1CRWZqFdI6xKqMjIx6s4GRYx6KEPbhbY+CJeXDdusmtx7HHzKUt17mGVcCUyf2vCQCTKBfk1lIq2RSybGIxOYlFcN2zwbdB1hK/LoxDpNci9H9r7bgUzkQybCRybyIRPoGi4eAwAAQBC8OmKbVRV7kUX2pn26Dcu4U05l9Bvz7SbhmObLk47IRP55oBpkIn1+ZAKh86Jhu/GcJzJv0L48utOnyio537R1KrK8UX0os8yfCmoyZKIcZCIcbcvEpGUgE0AxXjRs69CVAFX5eMlhuvLehqYrnxuZQFZd+dzIBELWqoZtWXuUZZbBx7AmKy0f3jNUo+gRHTJBJkJFJrIjEwgVF48BAAAgCN4fsQ2tI3pdt0/x5cgFykcm6l2Oj+8Z+oX22ZIJoDivG7a+ha4Np5eKCmldQkYm6hPSuoSMTNQnpHVBuLxu2GZVV9gmfYa4rze7prIKD5mYDJkID5mYDJlAW3jbsB0X7qZCFlq4Q1ufkJGJeoS2PiEjE/UIbX0QNi4eAwAAQBC8OWKb9fRLW/ccfTu91Nb3sUvIRL3a+j52SciZ8C0PUjvfR8CLhu0DT6/ddBE6hcrKf2SiXmTCf2SiPuQBbeZFw3actofMpz3xtr+XiLT5cyQPqEKbP0syAZTH24ZtSOGa9CpZQAonE5M87QhICikT5AEoBxePAQAAIAheNmxD2QtPanqdpuYubbwMKC7Ez67pdWp6+ZhMaJ+fD3V008sHyuBdw5ZgAf3IBNCPTAAYxqs+tlRW5eM9bTc+v/LxnrYbn1/5eE8REm8atqEHq4kLA0J/T0MX+udHJpBXyJ9fUxePhfyeopu864oAAAAAFOHNEdvQcOsWoB+ZAPqRCaB8XjRsN57zRNNFKE3TFRWnlcJAJspDJsJAJspDJhAyLxq2IWniRttUUvAZmQD61Z0J8oAuoWHbUlRUQD8yAfQjE+giLh4DAABAEDhiW4GqTjOx9422IhNAPzIBVIOGbQXKrKyopBACMgH0IxNANeiK4DEqK6AfmQD6kQmgH0dsh0juTTdRcVBZwTdkAuhHJgD/cMQ2g7ynjKhsEDoyAfQjE4AfaNgCAAAgCEE2bBevWLTqp+j0WYblmR5oEpkA+pEJIExB9rHtneLpVVpZT/mMq2iq7k/FqSlUhUwA/ZK326oiE1Vtu2QCGC3Ihm3RL9s89xVMq7wm2QOnskKVyATQr+pMDJs/mQCqFVzDtu4jTJxOgu/IBNCPTADhCrKPLQAAALqHhi0AAACCEFRXhDxXqfrWVynPxQtAVmQC6EcmgLCNPWJrZl81sxVmdmti2PpmdrGZ3Rn/fm483MzsRDO7y8xuNrOXVVn4IqbmLqViwETIBNCPTADwRZauCKdJ2nNg2JSkS5xzW0q6JP5fkvaStGX8c6ikk8spZnnGdeLvVWh1V2xUoq1ymshE5chEq5wmMlE5MgGMN7Zh65z7gaSHBgbvI+n0+O/TJb0xMfwMF7lG0npmtklZhQV8QCaAfmQCgC+K9rF9nnPufklyzt1vZnPj4fMk3ZMYb3k87P7BGZjZoYr21iXpKZu/662D41Tl6LoWFNlQ0m/GjVRzmcqSad1aaOsC05CJ7MhE+5CJaoWaiVDzIBXLBGpQ9sVjljLMpY3onDtF0imSZGbXOecWllwWL7Bu7WNm15U5u5RhZIJ1axUyUa1Q1y3U9ZJKzwRKVPR2Xw/2Th3Fv1fEw5dL2iwx3nxJ9xUvHtAaZALoRyYA1K5ow/Z8SQfFfx8k6bzE8HfEV73uLOmR3qkoIHBkAuhHJgDUbmxXBDM7W9LukjY0s+WSPiZpsaQlZvZOSb+S9OZ49Asl7S3pLklPSjokYzlOyVfsVmHd2mfkepGJibFu7UMmqhXquoW6XlLY69Zq5lxq1yYAAACgVXikLgAAAIJAwxYAAABBqKVha2abmdllZna7md1mZkfEw1v7yEVp5Hp93MzuNbMb45+9E9McHa/XHWb2582VfjQzW9PMlprZTfG6HRMP38LMro0/s3PNbPV4+Brx/3fFr2/eZPlHGbFup5nZLxKf24J4eKnbY6h5kMgEmSi8fDJBJrzRdB4wIedc5T+SNpH0svjvdSX9j6TtJP2LpKl4+JSkz8Z/7y3pIkX3O9xZ0rV1lLPE9fq4pA+kjL+dpJskrSFpC0k/kzS76fUYsm4maZ347zmSro0/iyWS9o+Hf1nS38d/v0fSl+O/95d0btPrUGDdTpO0b8r4pW6PoeZhzLqRCTJRZLshE2TCp/WqJQ/8TPZTyxFb59z9zrnr478fk3S7oifNtPqRiyPWa5h9JJ3jnHvKOfcLRVcFj34oPcv/1QAADCtJREFUeUPi9/7x+N858Y+TtIekb8bDBz+z3mf5TUmvNrO0G7E3bsS6DVPq9hhqHiQyITJRdPlkYhqZaFjTecBkau9jG5962FHRHlDfIxcljXvkorcG1kuSDo9PSXy1d/pMLVsvM5ttZjcqurH6xYqOHDzsnHsmHiVZ/lXrFr/+iKQN6i1xdoPr5pzrfW6fjj+3E8xsjXhYZZ9bqHmQyITIRNFybC4y0Zp1CzUTvuQB+dXasDWzdSR9S9L7nHOPjho1ZZi39yVLWa+TJb1I0gJFzz//XG/UlMm9XS/n3Ern3AJFTwZaJGnbtNHi361eNzN7qaJHsW8j6eWS1pf0wXj0StYt1DxIZCL+3ep1IxPlIhOSWrRuPuQBxdTWsDWzOYpCfaZz7tvx4NY/cjFtvZxzD8ah+KOkr2j6NFJr1ivJOfewpMsV9R1az8x6D/ZIln/VusWvP0fSQ/WWNL/Euu0ZnzJ0zrmnJH1NFX5uoeZBIhMiE4WQCTLho6bygOLquiuCSTpV0u3OueMTL7X6kYvD1mugb82bJN0a/32+pP3jK0O3kLSlpKV1lTcPM9vIzNaL/36WpNco6ht2maR949EGP7PeZ7mvpEudc17usQ5Zt58mvkBNUZ+w5OdW2vYYah4kMiEyUXT5ZIJMeKPpPGBCrp4rDHdVdFj+Zkk3xj97K+pbc4mkO+Pf68fjm6STFPXVuUXSwjrKWeJ6fT0u982KNvhNEtP8U7xed0jaq+l1GLFu20u6IV6HWyV9NB7+QkWV7F2S/kPSGvHwNeP/74pff2HT61Bg3S6NP7dbJX1D01fFlro9hpqHMetGJsgEmSATrchE03ngZ7IfHqkLAACAIPDkMQAAAASBhi0AAACCQMMWAAAAQaBhCwAAgCDQsAUAAEAQaNgCAAAgCDRsAQAAEAQatgAAAAgCDVsAAAAEgYYtAAAAgkDDFgAAAEGgYQsAAIAg0LAFAABAEGjYAgAAIAg0bAEAABAEGrYAAAAIAg1bAAAABIGGLQAAAIJAwxYAAABBoGELAACAINCwBQAAQBBo2AIAACAINGwBAAAQBBq2AAAACAINWwAAAASBhi0AAACCQMMWAAAAQaBhCwAAgCDQsAUAAEAQaNgCAAAgCDRsAQAAEAQatgAAAAgCDVsAAAAEgYYtAAAAgkDDFgAAAEGgYQsAAIAg0LAFAABAEGjYAgAAIAg0bAEAABAEGrYAAAAIAg1bAAAABIGGLQAAAIJAwxYAAABBoGELAACAINCwBQAAQBBo2AIAACAINGwBAAAQBBq2AAAACAINWwAAAASBhi0AAACCQMMWAAAAQaBhCwAAgCDQsAUAAEAQaNgCAAAgCDRsAQAAEAQatgAAAAgCDVsAAAAEgYYtAAAAgkDDFgAAAEGgYQsAAIAg0LAFAABAEGjYAgAAIAg0bAEAABAEGrYAAAAIAg1bAAAABIGGLQAAAIJAwxYAAABBoGELAACAINCwBQAAQBBo2AIAACAINGwBAAAQBBq2AAAACAINWwAAAASBhi0AAACCQMMWAAAAQaBhCwAAgCDQsAUAAEAQaNgCAAAgCDRsAQAAEAQatgAAAAgCDVsAAAAEgYYtAAAAgrBa0wWQJLNZTnKSbNyYOV+zIa/aiNmlTTN63tNDLOXlrPObHp5a1jElTC3DyCmyTjvmdZe1XCOLNXLZk2wV/a8n/hox0bj5jRwvbRMosBwb+k/OaUe93jeiGz5egeWMen+HT+uyLbfseWf8zCzlPco3n7zrN3p50/OZGcLx2/D0NOPez+lZu0wzn96+MpY/63jjxu17/7ONlzr+yPVLHy99uxpVhsT7n/p6yvJGTpDj80wr16h5lvy1PLR86RVTyqBRr4/+UFxqQEYM6xuUdWVGtwNGTev6hhUpgw38HlaG3jona5FR805+d6YsY2xZU+Yz4n1PtgeWLfvFfznn9py5gOG8aNhGAVptoGHY+3v6oLL1/rbkgeZZ/a9JslWvJ4fNnjEfs5nz7hsWT5M2b9PsGcNmpSwvOe2stGn7Xk+ZRmnDZs6nN6yvDPHryWGz3Mz3K23a3niz+jbE5DTWN15yWPJzXDVeygY9y9LG05jx4tdShiWH920hq/JjKcOS46WUwfrHT06THDZrYPzhyyg+TWq5Uss680tz7HJTvhhnpbxuqfNxM4aNK0Nvmv7yzxzWm4+lDCsyTX9ZU9Zp1bSJ8VLfVze0LMny9A0bWYYx46UMG1WGtGFp8xv3uhWYt83qjffH0eP1hs0aVq4/Dp33uPmsmnZWtrJasqwpy9CI8YaVQbOGl7/3WlnTalbKeEPmo7T59IalrfOstGmnB01Pq8R4mjFeL0iWVjkn/+6rKGaljDer/3fftLNGjudWDZs9crz+aWaPmPf0fJylzXt2/3L7hqWNV2TYaimvpwyz1WZOkxhv1TRjxrPe67PmzByWmNZSprHE67NWDZs9Y7xZifVbzd62oXKiKwIAAACCQMMWAAAAQaBhCwAAgCDQsAUAAEAQaNgCAAAgCDRsAQAAEAQatgAAAAgCDVsAAAAEgYYtAAAAgkDDFgAAAEGgYQsAAIAg0LAFAABAEGjYAgAAIAg0bAEAABAEGrYAAAAIAg1bAAAABIGGLQAAAIJAwxYAAABBoGELAACAINCwBQAAQBBo2AIAACAINGwBAAAQBBq2AAAACAINWwAAAASBhi0AAACCQMMWAAAAQaBhCwAAgCDQsAUAAEAQaNgCAAAgCDRsAQAAEAQatgAAAAgCDVsAAAAEgYYtAAAAgkDDFgAAAEFYrekCxG6TnvmDSw5xM0dyI15DEDaU9JumC4FGsQ1AYjtAhO0Aa+adwJeG7R+ccwubLgSaZWbXsR10G9sAJLYDRNgOYGbX5Z2GrggAAAAIAg1bAAAABMGXhu0pTRcAXmA7ANsAJLYDRNgOkHsbMOe4EgsAAADt58sRWwAAAGAijTdszWxPM7vDzO4ys6mmy4N6mNlXzWyFmd2aGLa+mV1sZnfGv5/bZBlRLTPbzMwuM7Pbzew2MzsiHs520BFmtqaZLTWzm+Jt4Jh4+BZmdm28DZxrZqs3XVZUz8xmm9kNZnZB/D/bQceY2d1mdouZ3di7I0Le74RGG7ZmNlvSSZL2krSdpLea2XZNlgm1OU3SngPDpiRd4pzbUtIl8f8I1zOSjnTObStpZ0mHxflnO+iOpyTt4ZzbQdICSXua2c6SPivphHgb+J2kdzZYRtTnCEm3J/5nO+imP3POLUjc6i3Xd0LTR2wXSbrLOfdz59z/SjpH0j4Nlwk1cM79QNJDA4P3kXR6/Pfpkt5Ya6FQK+fc/c656+O/H1P0hTZPbAed4SKPx//OiX+cpD0kfTMezjbQAWY2X9JfSPr3+H8T2wEiub4Tmm7YzpN0T+L/5fEwdNPznHP3S1GjR9LchsuDmpjZ5pJ2lHSt2A46JT79fKOkFZIulvQzSQ87556JR+F7oRs+L+n/Svpj/P8GYjvoIifpv81smZkdGg/L9Z3Q9JPHLGUYt2kAOsTM1pH0LUnvc849Gh2oQVc451ZKWmBm60n6jqRt00art1Sok5m9XtIK59wyM9u9NzhlVLaD8O3inLvPzOZKutjMfpp3Bk0fsV0uabPE//Ml3ddQWdC8B81sE0mKf69ouDyomJnNUdSoPdM59+14MNtBBznnHpZ0uaL+1uuZWe/AC98L4dtF0l+a2d2KuiTuoegILttBxzjn7ot/r1C0o7tIOb8Tmm7Y/ljSlvGVj6tL2l/S+Q2XCc05X9JB8d8HSTqvwbKgYnEfulMl3e6cOz7xEttBR5jZRvGRWpnZsyS9RlFf68sk7RuPxjYQOOfc0c65+c65zRW1Ay51zh0otoNOMbO1zWzd3t+SXifpVuX8Tmj8AQ1mtreiPbPZkr7qnPt0owVCLczsbEm7S9pQ0oOSPibpu5KWSHq+pF9JerNzbvACMwTCzHaVdKWkWzTdr+5DivrZsh10gJltr+hikNmKDrQscc59wsxeqOjI3fqSbpD0NufcU82VFHWJuyJ8wDn3eraDbok/7+/E/64m6Szn3KfNbAPl+E5ovGELAAAAlKHprggAAABAKWjYAgAAIAg0bAEAABAEGrYAAAAIAg1bAAAABIGGLQAAAIJAwxYAAABBoGELAACAIPx/nGiqHRvDrQQAAAAASUVORK5CYII=\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for t in np.arange(1, 168, 12):\n", " fig, ax = plt.subplots(1,3, figsize = (10,10))\n", " for a in ax:\n", " a.pcolormesh(bathy.mask[1:-1, 1:-1], cmap = cmap2)\n", " ax[0].set_title(\"high winds, t = \" + str(t))\n", " ax[1].set_title(\"low winds\")\n", " ax[2].set_title(\"zero winds\")\n", " ax[0].pcolormesh(np.ma.masked_equal(high150['Thickness_2D'][t, :,:], 0), vmin = 0, vmax = 50, cmap = 'inferno')\n", " mesh = ax[1].pcolormesh(np.ma.masked_equal(low150['Thickness_2D'][t, :,:], 0), vmin = 0, vmax = 50, cmap = 'inferno')\n", " ax[2].pcolormesh(np.ma.masked_equal(zero['Thickness_2D'][t, :,:], 0), vmin = 0, vmax = 50, cmap = 'inferno')\n", " for a in ax:\n", " a.plot(267,256, 'ro')\n", " viz_tools.set_aspect(a)\n", " a.set_xlim(200,350)\n", " a.set_ylim(100, 350)\n", " p0 = ax[0].get_position().get_points().flatten()\n", " p1 = ax[1].get_position().get_points().flatten()\n", " p2 = ax[2].get_position().get_points().flatten()\n", "\n", " ax_cbar = fig.add_axes([p0[0], 0.1, p2[2], 0.05]) \n", " cbar = plt.colorbar(mesh, cax=ax_cbar, orientation='horizontal')" ] }, { "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, ax = plt.subplots(1,3, figsize = (10,10))\n", "ax[0].set_title(\"high winds, sum over time \")\n", "ax[1].set_title(\"low winds\")\n", "ax[2].set_title(\"zero winds\")\n", "ax[0].pcolormesh(np.ma.masked_equal(np.sum(high150['OilConcentration_3D'][ :,:], axis=(0,2)), 0),\n", " vmin = 0, vmax = 100, cmap = 'GnBu')\n", "mesh = ax[1].pcolormesh(np.ma.masked_equal(np.sum(low150['OilConcentration_3D'][ :,:], axis=(0,2)), 0),\n", " vmin = 0, vmax = 100, cmap = 'GnBu')\n", "ax[2].pcolormesh(np.ma.masked_equal(np.sum(zero['OilConcentration_3D'][ :,:], axis=(0,2)), 0),\n", " vmin = 0, vmax = 100, cmap = 'GnBu')\n", "for a in ax:\n", " a.plot(267,40, 'ro')\n", " #viz_tools.set_aspect(a)\n", " #a.set_xlim(150,375)\n", " a.set_ylim(25, 40)\n", "p0 = ax[0].get_position().get_points().flatten()\n", "p1 = ax[1].get_position().get_points().flatten()\n", "p2 = ax[2].get_position().get_points().flatten()\n", "\n", "ax_cbar = fig.add_axes([p0[0], 0.05, p2[2], 0.05]) \n", "cbar = plt.colorbar(mesh, cax=ax_cbar, orientation='horizontal')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "f0 = high150\n", "f1 = low150\n", "f2 = zero\n", "\n", "f0lessthanone = f0['Beaching_Time'][:,:]\n", "f0lessthanone[(f0lessthanone <= 24) & (f0lessthanone > 0)] = 1\n", "f0lessthanone[(f0lessthanone > 24) | (f0lessthanone == 0)] = 0\n", "\n", "f1lessthanone = f1['Beaching_Time'][:,:]\n", "f1lessthanone[(f1lessthanone <= 24) & (f1lessthanone > 0)] = 1\n", "f1lessthanone[(f1lessthanone > 24) | (f1lessthanone == 0)] = 0\n", "\n", "f2lessthanone = f2['Beaching_Time'][:,:]\n", "f2lessthanone[(f2lessthanone <= 24) & (f2lessthanone > 0)] = 1\n", "f2lessthanone[(f2lessthanone > 24) | (f2lessthanone == 0)] = 0\n", "\n", "\n", "problessthanone = (f0lessthanone+f1lessthanone + f2lessthanone)/3\n", "\n", "f0lessthanthree = f0['Beaching_Time'][:,:]\n", "f0lessthanthree[(f0lessthanthree <= 72) & (f0lessthanthree > 0)] = 1\n", "f0lessthanthree[(f0lessthanthree > 72) | (f0lessthanthree == 0)] = 0\n", "\n", "f1lessthanthree = f1['Beaching_Time'][:,:]\n", "f1lessthanthree[(f1lessthanthree <= 72) & (f1lessthanthree > 0)] = 1\n", "f1lessthanthree[(f1lessthanthree > 72) | (f1lessthanthree == 0)] = 0\n", "\n", "f2lessthanthree = f2['Beaching_Time'][:,:]\n", "f2lessthanthree[(f2lessthanthree <= 72) & (f2lessthanthree > 0)] = 1\n", "f2lessthanthree[(f2lessthanthree > 72) | (f2lessthanthree == 0)] = 0\n", "\n", "\n", "problessthanthree = (f0lessthanthree+f1lessthanthree+f2lessthanthree)/3\n", "\n", "f0lessthanseven = f0['Beaching_Time'][:,:]\n", "f0lessthanseven[(f0lessthanseven <= 168) & (f0lessthanseven > 0)] = 1\n", "f0lessthanseven[(f0lessthanseven > 168) | (f0lessthanseven == 0)] = 0\n", "\n", "f1lessthanseven = f1['Beaching_Time'][:,:]\n", "f1lessthanseven[(f1lessthanseven <= 168) & (f1lessthanseven > 0)] = 1\n", "f1lessthanseven[(f1lessthanseven > 168) | (f1lessthanseven == 0)] = 0\n", "\n", "f2lessthanseven = f2['Beaching_Time'][:,:]\n", "f2lessthanseven[(f2lessthanseven <= 168) & (f2lessthanseven > 0)] = 1\n", "f2lessthanseven[(f2lessthanseven > 168) | (f2lessthanseven == 0)] = 0\n", "\n", "problessthanseven = (f0lessthanseven+f1lessthanseven+f2lessthanseven)/3" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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TgojYHPgOsKTo/4zM/LuIOAVYDtwHrAT+MjPvi4gAPgIcDPwOeEVmXjqqGSijXveUq9TGaZh7xOM8kjDM522bid6Zic7GfWTNTEyWmeisypnQ6HVsQlBsaLbIzLsiYjFwIfAm4MHA14rePgd8JzOPj4iDgTdQ2zDtC3wkM/dtN41+Tw2V7VRKN6Ft166nDKeI+glu2b6HbrSbz06nhsxE94aRiUnPk5kwE8NkJqpjkExo9Do2Iciau4q3i4u/zMxzis+S2p71sqKfQ4CTi48uAraKiIcNu+DDCMOw9rJWLF3Z9Uap3XQn/RjDfpdHFfdWB1nWZqK78QwrE5NkJrpjJrobj5molkn/Jqu9ru5CEBELgVXAzsBxmXlxw2eLgZdR29sG2B64vmHwG4pua4ZR4LKZH8pOG6X57ycVjmFvTMbd2H5Y+j1lZCZaMxObjq9qmehnWZiJ1rrJRLNlbibKoUrNN2ZJVxdxZea6zNyD2t7zPhHx+IaP/4PaaaHvFu+j2Sjmd4iIIyLikoi45Df/e1uv5ZYmykxIc5kJSePU031gM/O2iDgfOBC4KiL+DtgW+MuG3m4Admh4vwy4scm4TgBOgFrbpl7KMaw9t1HsATa2T+pmj21ce9iD7j02ls890Y3MRGdmYraYic7MhDS4jkdgI2LbiNiqeH0/4JnAjyLiNcBzgJdk5vqGQc4GXh41+wG3Z+bQTguV7bTD/DYyrTZKndrSjOJUTePfsI1zXsahl/XKTLRnJppPu0p6bftnJtrrJhP1fsxEOdketny6OQL7MOCkon3TAuD0zPxKRKwFrgP+p3YBKmdl5t8D51C7snQ1tdujvHIkJS+hZhuoRuMK7KinU5+3du2CynClbC96XGZmoktmYm4ZqpKJPpaXmeiSmZhbhinOhEasYwU2M68A9mzSvemwxdWmrxu8aNXSuEc9yXvJlSlkVdg49bO8zER3zMSmzMSG7mbCTADTmwmNnk/ikiRJUqX0dBGX2htkL22QPdBxnQrqZ7rj2rvuZzruVY+emWjej5mYXZPIxDi+VzOhcavcEdgqrEy9lrHbQDW7b2anaQ3a8LxMNwLvNP5upzOqCxYmpQrzMi2ZGNaFHGZitKowL+PMRDfjNhOb9l+F9WiWVa4CW0bNbnEyqhW/l/GOco+2LMHutRxlKfe0MxOTYybKyUxMjpmYTpWswJZp5Wrcq+u3XN0O17in22yYYW6I2u1Vl2X5NytHq+9h2vemyzRv05yJVsqy/Fut+636LUu5R6FM82YmJsdMTK9KVmCnUT04vWyk2r0flVFvfEfBDVI19fpjYiaqMW31z0yMjpmoHiuwkiRJqpTK3oWgCveOG7V2899uz7vbq0I7TaNXw/zOWs3D/PGP6kKJMjITo8/EsJevmRgtM9FfJnq50MlMaFIqW4GF0VSyetXuKSP9GkaAh7URKOsPQLeVj07fTxnnbRDTmIlhzdOwcjWMsoyCmWiuDN+ZmZgMMzHdKl2BrZtkJaus7WZGcQFWWee1H9O+QTITmxrFYzvLOq/9MBOjnXYZmYn2pj0TVTcVbWBndSVr1aC/1UZp0A1LFe7118mw7llYdrMwj830molBmYnqmIV5bKbb0+jt+u2FmdC4TEUFVpIkSbPDCuwAyrKX2FiOUe81DmvvepjLrpsyuUc9HmaiP8NebmaiPMqQifnbXDPRuh8zUR2VbwNrm6bOy6BMZW00zAvN2pm1DZKZqGYmhnkxjJmYaxLzW6Z1rJv5L1N568yE2ql8BXYWrVi6kiP+4rUAnPDZT8z5rGohLOtdDlQt03QFsZnQMJgJTbvKNyEo417jMPS78Rn2owOnYaPRy6MEp8G0zlunTPRy541+1+tpOcVoJqaDmRieWcvENOhYgY2IzSNiZURcHhFXR8T7i+47RcTFEfHTiDgtIjYrui8p3q8uPt9xtLMgjZeZkOYyE5LGrZsjsPcCB2Tm7sAewIERsR/wQeDYzNwFuBV4ddH/q4FbM3Nn4Niiv5Ga1r2k+nzd+I69uPEde8357FHHXL5J84HG4Ya1TMaxbMc1jfp0hjA9MzEhgzxjfRjLZNgXILabzjimYSaqz0wMdxpDzIRGrGMFNmvuKt4uLv4SOAA4o+h+EvCC4vUhxXuKz58RETG0Es+YYT14YFineUYV6kE2wvPftxvXMC4KMBOTNcxMDEMVMtFN/2aiusxEb8ONIxMava4u4oqIhcAqYGfgOOBnwG2Zubbo5QZg++L19sD1AJm5NiJuBx4C3DLEco/kEa5lnf7DP3jpJt1+fdTe/M2Cjfsf//qJ47oaV6/Pum42/LhvgdWPxkb/o/iuzET5pt+Pbh812WkcZc/E/B9kMzF6g25rh+GSIx7Ni4r9gi988eSuhjn65n3Y9t+fBcAu2z2In918BwCvfN8/dj3dqmSicbxV3H7Nuq4qsJm5DtgjIrYCvgg8tllvxf9me9E5v0NEHAEcAfCI7R/aVWHnc4Vrr9WPc+PR2H5uLdLNsOPac+1nHRhG2cxEOXVaNwfNRKt1x0yYiapqlokT+xy+WfdZzoRGq6e7EGTmbcD5wH7AVhFRrwAvA24sXt8A7ABQfP4g4LdNxnVCZi7PzOXbPmSr/ko/oy5+7a6TLoIKZkKay0xMpxPf+65JF0Gao5u7EGxb7FETEfcDnglcA3wbOLTo7XDgy8Xrs4v3FJ+fl5mb7FkPy6zuJV17y50sWhgb/prppjF6qyOsg7SZLeN3Mug8NTIT5dTNEZZBM9GvMn4nZmK6fe9Vu/CHtevJTNot2maZ2GzRAjZbtIDrbrkTgPXra8P/57uP2tCPmdCkRadtRkQ8gVpj+4XUKrynZ+bfR8SjgM8DDwZ+APxFZt4bEZsD/wXsSW2P+rDM/Hm7aSzf/TF5yTmdT1rUTwOUaeUa5ampVvN50WtqR2DvW7d+Q7evfvVzQxl3t+bP96S/k2He1/CovTZblZnLW31elkw0nqKb9PJvNIlMDGO6ZqI1M9G/FTe9s/biCS9o32OfWs3n9161y5z3Z3/llJ7H/en3vRuAX//1N9n6o88A4NY3fqvr4cueiUHK0ykTGr2ObWAz8wpqG5n53X8ObPLtZ+Y9wIuGUrrC/IbWs+Dom/fhB0fWmpDtefw1cz7b75M/4Zsv3ZH7bbbp1/ea/+81AGTRnGzxwtpB9o//18Zbbs3CD3W9+yjKZiYmo9N8DnJBlpkYjJmYjHbz+aRP/ZTvvnJnFra4ucNfv/wI1hZHVhcUvSxZvJAHLFkMwJbvvxj++psb+u+l4grVyIR3G6i20j9KdlZXrBVLV/LiNp8/+5Rr+fVRe3c9vmEux2FcuT1Ms3aRxixnop95n7++juJMjpmYrDJn4ujt/mmkt5VqN+9/8unVXHLEozct0xiWl5nQqJW+Aqu5F23t+4mfNO2nfuRVkqT5nv+8l7KwuF6i1e/IfNe+bXcAdvy3y0dWLqlfPd2FYFRuum+Llp+VfY9plHuy69atZ11DO9f5HvrPq3joP6/i2qKhPbDhoq5dPnwlu3z4Snb8t8tHsvHx1MtomYnBy9DuFnDjuNeqhqvqmfjBp47lB586duTT2vqjz9jQXhVg+Qk/5g9r5/6OXH7kY3nEhy7jUcdczvr1ydp1tb+771nLlu+/mN/ceQ8/f+vuA5fFTGiUSnMEdn7j+yqt+MM4NbF8/00b+F9y4ZfmvH/OQYfx7cMfxdNPmnutQ31v+kdvfDxr18NjPnpVx+kNcgq17D8W02LWM9FMr+3qellWZqL8qpyJYXjJCw9nwYLYcFcAgFPPPGlOP//ZZLgnfeqnG15ffuTG2/OufvMT2GzRAv6wdj1bb7EEgDUrNj62fH3WHlveDzOhUStNBbZulEdIRmkUP9jL93/BJpXYdrqpuMLkr9ZWb2Y1E/Pnd5Q/iGaiWqqYiW8871QA9mS46/FLXnj4nErsly+9FoCntOh/9+Ki4Gve8PgNF/nOd7/NFvKRT30cgKNv7q9cVfpuVE2lq8AOoky3TunVwuKxsH96xg0AnPFnD9+kn7vuua/r8Q37x75sV5TO16yyVLYyTkKVMzHfoBViM1G+Mk5ClTNRP0r6iA9dBsw9mlp3x++7/524b916Pvm5Tw6ncFQvE2Urn3pTijaws+6AZ/15y8/2fNIhAOy4x4HjKo4kaUQu+eQxXPLJY3oe7qUvekXLz576jNodyZ789Bf2WyypcqamAluG9jaD7M1tsWTRhqOvAIeedSPrinZO9crrr269m/9z2vWDFXKeXp5e1Otw/VixdOUmf91yb3quKmei1XDjuNenmZheZchE3YnvfVfPj2e9/fd/2HD0FWrNAW687XfAxsprkjzvtF+2Hc+Vr9uNdZms6/LhZ2ZCZTQ1FdiyPP6t13I8/3kvZUEEC5rcbPrFX1rDnQ3NBv7qm5s8KrypcYV5FBunUX6HZfrxGoeqZmIU4zMTzZmJ8fvv53+eLZb01nrvJS88nD+sXb/J3QQADjr1Otau39i924McmclnT/90V/2aCZXRVLWBrar7b7ZozlWijV7z9Vs6Dr/qLx+z4fXe//mjrqbZ7QagDFeS92LSP04a3KS+w26mO8ojSr2WpVtmony+/JzPsmLXt/c0zKIFseECrPk6VVobfyOg9sStbpgJldnUHIGtql/f8Xt+fcfvJ12MselmYzeqjYsbLZWRmZhNR+/0Idi39fUPjTZbtJDNFnVX6ezGkkULWLKovD//ZkLdKO8aPAP+9JC/GGj4VX/5mE32rPnn/QcapySpPA5/8asGGn6T3whpStiEYES6veXPw7e+f9eP9au77T378IuGp28BfOGLJ3P0W97a9TjGeQPwfk4x+dzq6dPNdzqs9bFx/e52PTITGrd7v/EZAJY85xUd+33sx7q7z3fd5Uc+lsYWs1/44sm8+IWHA3DXvWs5bd4DEJoxEyozK7ATtGhB7wfALz/ysTxymy0BWLAgNmyEjr55HzjqwtJdjdnt1avtHvspdWvQezyaCZXN/TbrvenAD4587IbTqwsW1C4Qrldega4qr3VmQmVlBXaC9nzkNj31/8kDt+GJO23LdbfcyWlnnlRcUbvx82FWXse5V+sGSINqdaTITKjMjt3zP3jwx54JF76TI/7hn5r2s767O11t8IPi4QbrqVVUGyuuWy5Z3NO4zITKzArsCDU+t7uZH1xXu8PA3j2M8/u/+A2rLz2n7Xi7LZc0bqM45dc4PjOhabPtlpv3NVz9KGsvR1vrzIOqoOM57IjYISK+HRHXRMTVEfGmovseEXFRRFwWEZdExD5F94iIj0bE6oi4IiL2GvVMlN7qc2p/AzjhOQ8ZUmE0KDMhzWUmBvef7z5q4HE0e7SsNK26OQK7FnhbZl4aEVsCqyLiXOBfgPdn5tci4uDi/dOAg4Bdir99geOL/zOv/sjY8849HdjYNqlb6zP5+Q++NvRy9aNMe+jjvNCgYCYG0OnMRC/KdAGHmTAT/fjtG/6brT/6DKBWia03LdvntW8Dak9gBOj2XgILgFP7OOo6CjOeCY1YxwpsZq4B1hSv74yIa4DtgQQeWPT2IODG4vUhwMmZmcBFEbFVRDysGM9MOvqB7ytefWZO9z2Pv4b1/7Q/6/9pfxa888KWw5/03KV9XfA1pwxDCG2/F8WUqZIxDGZiOIZZkR1k+uMeh5kAzMQct77xWxsqsXUfW/EO3nD0B9l6iyUA/Pytu/OoYy5vOY6rXv+4ng+KzGcmVCU9tYGNiB2BPYGLgTcD34iID1Hb6XtS0dv2QONjQW4ous3khqnRs0+5tni1csM9YJ+401KgVkltdPhXa1dnffLAbVi8cAELFwTXfP8rfU23l6ep1Psd515qq6tLW3Wfb5J71GZicI0/Xt1+5/V+B5lmt+M3E70xE/259Y3fAuA8YItjng7Af7xrBceeeDxH/MVrAbj4tbtu6L/x9otfPHQZu2z3ICKi68fDzmcmVDVdH9aLiAcAZwJvzsw7gCOBt2TmDsBbgBPrvTYZfJPrKCPiiKJN1CV339r5canTpDFI7/zwMazP9peZ3rdu/UgqryuWrtzwN7/bsPQ7rsYKTVmZieFpfEZ9t7fUGWRa7cZrJvpnJobj7rd+m4ULNy6iEztKhwUAACAASURBVD77CW69+962w/z0pttHUnk1EyqrriqwEbGY2kbplMw8q+h8OFB//QWgnoAbgB0aBl/GxtNGG2TmCZm5PDOXb7F1b7eTmibPfPaLm3b/1EHbbnJUVuVhJqS5zMR4fflFy/jyi5bx3VfuPOmiSBPRsQlBRAS1veZrMvOYho9uBJ4KnA8cAPy06H428PqI+Dy1Rvm3z2q7pnb2/cRPOO/ljwLg/GtuZPPFC7n73rWb9Ld44YK+j7520q7d0aA3hJ8/jmliJkan2VHYQe7t2s/0zUTvzMTw3fGm8wA23Ov7C188GYB9n/JnzG/qus2Wm/PVr35uJOUwEyqrbtrAPhl4GXBlRFxWdHsn8FrgIxGxCLgHOKL47BzgYGA18DvglUMt8RQ54OSfA3DaCx62yWev+tpvOP5ZDx53kTYYtL1Qu41SLzfHLmm7JTMxYvUfzTJ9/2aiLTMxYkffvA//98W1g9brE/70jBuAWvvXSZZpEFOeCY1YN3chuJDm7ZWgyT34i6tKXzdguWbKi7+0hpOeu5SFC2LDxVsAa9fVnmS9/eOfDcCvrvrmRMo3TL1uaMpWiQEzMS5l+95HxUyoF4sWBv/ntI3Xv9Wvodj3KX8GwMXfOavpcFUyDZnQ6PkkrpJorLjWveG82/jYAVuNdLqjun1Jq9O+bmg0qFHffstMqKwaK651LzzzV5z5wu1HOl0zoTKyAltybzjvNqB2Udeuez+Xn6z66sDj7LRxGMWGo5dbtEjdGOaPqplQlb3wzF81vBveA0LMhMpssLvjS5IkSWPmEdgK+PDTH8QDN99saONr3MstS0P4dnvV/TwC0FNQ6sW0Z8LHaKoX7e78UeZM+BsxW6zAVsQd9/yBZVtvwfL9X8AlF36pY//dBrMMAfaUkPrR63pjJjTtVixdyfnHfRCAp73uHR37NxOqMpsQVMCbv337nPdPfcaLeOozXjSh0lSHG7zp1vj0rl33fi677v3cCZeo/MzEdCtDRbNKhv1EMY2XR2Arol6J7eZq01bPi+7UzyT0svHo5ZRP45XqZZlXjUa/z0GfpUzMbyJRlnnV8F30ojNr/2/u/T6rVc9EL01lzET1eQRW0tTYea+DJ10ESdIYWIGtmBee+SsOOvU6Djr1upb9TPMpkX7aPXqaaPq96mu/2XBD92am+fs3E2ql3VHFaf7+zcRssAJbYY1tAOd373WYSemnLP1uZNxATbfXfP0WXvP1W3rKRD0PZkLTaMUv/xYuOaPpZ2ai9XBmohpsA1tB89vrNLuh+6QD2G9bpFbjGcT85WN7p+lT/07//RlbA/DvwA1XfmOTfibJTGicVixdCb+svW719DozMXf8ZqJarMBWVGO4yrBRGudjPfvZqIzqUYgqjxVLV/LvbT4bNzOhiVt+aMvv2Ux0Nx6Vl00IJEmSVCkega2ITx20LQA/WfXVDd2qsKfYqYy9nDoa9JROfe/a00LTYcXSldx/p6fWXv/iAgBu//0fAFi0INh61wO49SfnTax8rZgJjcqs/04M44lzZqI6IttcuTsuy3bbO19/ykWTLkapNdswtXr8ZSejDuaw2iMNW7ePQzxqr81WZebyoRegB2aiO3+/7/0AWLAgAIio/V9UvO+2AmsmzMQ0GNbvxDgqb2ZCg/IIbEW86mu/AeDom2vvR/UYzV60CnqrtrndGFcbJPewp8N7L/79hkpsMw/d7VkAFPVabrr63A2fmYm5zET1+TsxXGai3DpWYCNiB+BkYDtgPXBCZn6k+OwNwOuBtcBXM/Nvi+5HAa8G1gFvzMxvNBu3+jc/VPPfd7sXOWgZRrERGfVGtNPnR3UYl5kol/de/HsAPvCkLQB41/fuBuBDT9my5TBmon0m5n9mJqrJ34neDDMTGr1ujsCuBd6WmZdGxJbAqog4F3gocAjwhMy8NyKWAkTEbsBhwOOAhwP/HRG7Zua60cyCNHZmQprLTEgaq44V2MxcA6wpXt8ZEdcA2wOvBY7OzHuLz4qTFhwCfL7o/ouIWA3sA/zPCMqvCWhsKD/MveBxn6rp96iAmSin+pHXurd/584Nr4992oNGOm0zYSY016xnQqPX0220ImJHYE/gYmBX4E8i4uKIuCAinlj0tj1wfcNgNxTdNEb1kNt+Z7TMRDW85fzbecv5twNmYtTMRHX4O6Eq67oCGxEPAM4E3pyZd1A7ers1sB/wN8DpUbsEOJoMvsmtDiLiiIi4JCIuufvWW/oqvNobZZsmmYkqMhOjZSaqx0yoqrqqwEbEYmobpVMy86yi8w3AWVmzklrD/W2K7js0DL4MuHH+ODPzhMxcnpnLt9h6m0HmQRMw6xsnM6H5zISZ0FyzngmNVscKbLG3fCJwTWYe0/DRl4ADin52BTYDbgHOBg6LiCURsROwC2AjkgE89pxTOfK5O/OOvZdw5HN35rHnnDrpIs00MzFZ5qF8zMRkmQnNom7uQvBk4GXAlRFxWdHtncCngE9FxFXAH4DDs/ZUhKsj4nTgh9SuTH2dV5b277HnnMrB/3gki+/5HQAPWvNLDv7HIwG45uCXTLJobQ3a8L3Z8CXamzcTE1LVPICZwEyMhJnYqER50Bh0cxeCC2neXgngL1oM8wHgAwOUS4WnHfeeDRumusX3/I6nHfee0m+cymLYV5GaickxD8NhJqaHmRgO7zZQPT6Jq+QeeNP1PXUvg36frNJq+EH2qt0oTZcq5gHMhEbHTGz62TjKosmzAltyd2y3Aw9a88um3Set8TF7bgA0DmXOA5gJjZ+Z0Kzq6T6wGr/zX/cP3Lf5/ed0u2/z+3P+6/5hQiWSJsc8SHOZCc0qj8CWXL0N09OOew8PvOl67thuB85/3T+Upm1Tmfeoy1w29afseYByr3dlLpv6Yyb6V9ZyqTtWYCvgmoNfUqqNEYwu+G5Q1EkZ8wBmQpNjJjSLrMCqFIa9QXIDp6ob5jpsHjQNzIQa2QZWkiRJlWIFVpIkSZViEwJNFU8LSXOZCWkuMzEdPAKrvozzkX0rlq50g6PSMxPSXOPOhGaLFVhN1NE37zPUjdywxyeN2ygyIVWZmVAzNiHQxDRuRNo9IrCxuxseTav567aZ0KzrNRP1bmZiNngEVpIkSZXiEVj1pPGIT7O93GZ7wPP3lNvtHXdqxzR//K3eS+NiJqS52mWicX00ExpEZOaky8Cy3fbO159y0aSLoQ6ahX6Yp2p63agcffM+I9kQxbL9V2Xm8qGPuAdmohrMxPiYiWowExoXj8Bq6Hpth9TvxsW9aFWFmZDmMhMaVMcKbETsAJwMbAesB07IzI80fP524F+BbTPzlogI4CPAwcDvgFdk5qWjKLzGp9tTNsMebxmZCYGZaGQmBGZC49XNEdi1wNsy89KI2BJYFRHnZuYPi43Ws4BfNvR/ELBL8bcvcHzxX5oWZkKay0xIGquOFdjMXAOsKV7fGRHXANsDPwSOBf4W+HLDIIcAJ2etce1FEbFVRDysGI8qqN3e7yzuGZsJmYm5zITMhMatpzawEbEjsCdwcUQ8H/hVZl5eOxu0wfbA9Q3vbyi6uWGqIDc87ZmJ2WIeOjMTs8VMaFK6rsBGxAOAM4E3Uztd9C7g2c16bdJtk1sdRMQRwBEAW233iG6LoTEZx0ap6hs+MzFbRr2+Vj0PYCZmjZnQJHX1IIOIWExto3RKZp4F/BGwE3B5RFwLLAMujYjtqO1J79Aw+DLgxvnjzMwTMnN5Zi7fYuttBpsLDZUbjc7MxGwxE52ZidliJjRpHSuwxdWiJwLXZOYxAJl5ZWYuzcwdM3NHahujvTLzJuBs4OVRsx9wu+2aNE3MhDSXmZA0bt00IXgy8DLgyoi4rOj2zsw8p0X/51C7NcpqardHeeXApdTYuFfdFTMxQ8xEV8zEDDETKoNu7kJwIc3bKzX2s2PD6wReN3DJNFZukLpnJmaDmeiemZgNZkJlUooncW23+O5JF2FmjWqD1M3TVUb1iL9pYCYmZ1KZ8Dnt7ZmJyTETKqNSVGBvum+LSRdhJk16ozDp6ZeZmZiMSa6T5qE9MzEZZkJlVYoKrMZnHBuEbp9tLU3auH4gzYSqwkyoKrq6jZYkSZJUFh6BnQGj3qN2T1pVYyakucyEqsYjsFNsxdKVPlFLamAmpLnMhKrKI7BTqCobCu9CoHGpwnrmFdcapyqsZ2ZC7ZTiCKy3RxmeSQW93734o2/ex1NLTZiJ4TET08FMDM8kM9EPM6FmSlGBlSRJkrplBXaKlOE0yyB72NKwmQlprklnYpA2t2ZCjWwDOyUmvVHqV1XLrfKr6rpV1XKr/Kq6blW13Bqt0hyBdQXtXX1PtmzLrpfyuEfdWtm+1yowE9OtbN9rFZgJTavSVGDVvTJujObrdePkBkqDMBPSXGZC084KrCRJkirFNrAVUva9aWnczIQ0l5nQrPAIbEXMwkbJ00PqhZmQ5jITmiUdK7ARsUNEfDsiromIqyPiTUX3f42IH0XEFRHxxYjYqmGYoyJidUT8OCKe021hZiF8vapCO6ZW+r2Je9mZickyE+VjJibLTGgWddOEYC3wtsy8NCK2BFZFxLnAucBRmbk2Ij4IHAW8IyJ2Aw4DHgc8HPjviNg1M9d1U6AVS1e6chZGsUFqtWzr05r/eVU3iiNmJiZk2Otju+XaLBPmoSUzMSFmQrOq4xHYzFyTmZcWr+8ErgG2z8xvZubaoreLgGXF60OAz2fmvZn5C2A14JZGU8NMSHOZCUnj1tNFXBGxI7AncPG8j14FnFa83p7ahqruhqLb/HEdARwB8IjtH9pLMWbCOPZq50+j2Z63e9rtmYnxKUMmPEPRmZkYHzOhWdb1RVwR8QDgTODNmXlHQ/d3UTt9dEq9U5PBc5MOmSdk5vLMXL7tQ7aa89msBmCSN5zu5nRcP6fsprl9k5kYPTPR/3QmwUyMnpnofzqaLl1VYCNiMbWN0imZeVZD98OB5wEvzcz6xucGYIeGwZcBNw6nuBqFMm4IylimRmZiupVx/StjmRqZielWxvWvjGXS+HRsQhARAZwIXJOZxzR0PxB4B/DUzPxdwyBnA5+LiGOoNc7fBZjNXeUhahbUQR/FV/bwH33zPqU8ymImysFMlIeZKAczoVnSTRvYJwMvA66MiMuKbu8EPgosAc6tbbu4KDP/KjOvjojTgR9SO2X0um6vLJUqwkxIc5kJSWPVsQKbmRfSvL3SOW2G+QDwgQHKpQat9oDr3ce59+nerpkoAzNRLmZi8tplYtzrp5nQOMTGJkmTs3z3x+Ql55w4p1vZT1uMUrPgd7s8urmzwCB63SgNc/rj2iDGsv1XZebysUysBTOxUavv3UyYCTMx16xnYpyV5jJkYtb1dBstjccge6+j3qB3e4RrVn9YNHyDHlU1E5o2ZkKyAqs+ueGR5jIT0lxmQqPU9X1gJUmSpDIo5RFY99o21e5UzKwsr1m+MGBWvuNemAkzobkGbRtbdZO4iFOTU8oK7CisWLpyakPcGNZpnUcNn5mQ5prWTIz6oi1pEkrXhGBUwapaYPst7yQfM6jRMBM1ZkJ1ZqLGTGiWleoIbC9PEanahqYfs3x6sJVZWyZmYq5Z+/67MWvLxEzMNWvffzdcJrOhdEdgJUmSpHZKdQR2vnZ7ULPSpmeQPcn6cNO6bGaRmTATmstMmAnNptIcgW0Wnl4CZZseTRszIc1lJiTVleII7E33bTHU8Y1qj7KqV6gOs9yz3NZsnMzEaJmJ6hlFJkbxHZkJM6HxKEUFdlSG8aM9P4jNgjmOx/KV4YhBP2UYxe2MyrI8qshMDJeZqLZhfRdmYiMzoXEpTRMCSZIkqRuRmZMuA8t3f0we+pkrN+k+7L2ndnt2w5zWqE5LDcMg9w3sdfyjPgoxqr3rWLb/qsxcPpKRd2nSmRhn9vo1jDIO86hbN9MwE/0zE51VIRPzx28m1K/SNiEYV4VyFCt3Ga98HVcZOi3PYbWzmsVTQ9OSiTLkAczENDATwzWOcnSzLM2EutGxAhsROwAnA9sB64ETMvMjEfFg4DRgR+Ba4M8z89aICOAjwMHA74BXZOaloyl+Z2XYMAza7nDSIZz09OvKUg4zMZhh/HBPel2Y9PTrylIOMzEYMzE9ZdD4dHMEdi3wtsy8NCK2BFZFxLnAK4BvZebREbECWAG8AzgI2KX42xc4vvjf1iiu3Jz0RqmuLOXoxyiPPHSzXEq6QTITFS9Dv0a1PvbyXZuJ4a0/ZVkXy1KOfpgJTUrHi7gyc019zzgz7wSuAbYHDgFOKno7CXhB8foQ4OSsuQjYKiIeNvSSSxNiJqS5zISkcevpIq6I2BH4DvB44JeZuVXDZ7dm5tYR8RXg6My8sOj+LeAdmXnJvHEdARxRvH08cNUA81Fm2wC3TLoQIzKt8/bozNyymx7NRF+mdb2B6Z03MzFa07reTOt8QQ+Z0Gh0fRFXRDwAOBN4c2beUWvC1LzXJt02qSVn5gnACcW4L5nWq/mct+qJiEs692Um+uW8VY+ZGK1pnbdpnS/oPhMana7uAxsRi6ltlE7JzLOKzr+un/Ip/t9cdL8B2KFh8GXAjcMprlQOZkKay0xIGqeOFdjiatETgWsy85iGj84GDi9eHw58uaH7y6NmP+D2zFwzxDJLE2UmpLnMhKRx66YJwZOBlwFXRsRlRbd3AkcDp0fEq4FfAi8qPjuH2q1RVlO7Pcoru5jGCb0UumKct+rpNF9mYjDOW/WYidGa1nmb1vmC6Z63SijFk7gkSZKkbnXVBlaSJEkqCyuwkiRJqpSxVGAjYoeI+HZEXBMRV0fEm4ruD46IcyPip8X/rYvuEREfjYjVEXFFROw1jnL2qs18vS8ifhURlxV/BzcMc1QxXz+OiOdMrvTtRcTmEbEyIi4v5u39RfedIuLi4js7LSI2K7ovKd6vLj7fcZLlb6fNvH0mIn7R8L3tUXQf6vo4rXkAM2Em+p6+mTATpTHpPKhLmTnyP+BhwF7F6y2BnwC7Af8CrCi6rwA+WLw+GPgatXsF7gdcPI5yDnG+3ge8vUn/uwGXA0uAnYCfAQsnPR8t5i2ABxSvFwMXF9/F6cBhRfePA0cWr/8a+Hjx+jDgtEnPQx/z9hng0Cb9D3V9nNY8dJg3M2Em+llvzISZKNN8jSUP/nX3N5YjsDmljxlsM1+tHAJ8PjPvzcxfULsCt5QPwS6W/V3F28XFXwIHAGcU3ed/Z/Xv8gzgGRGt72I+SW3mrZWhro/TmgcwE5iJfqdvJjYyExM26TyoO2NvA1ucMtiT2h7NQ7O491/xf2nR2/bA9Q2D3UD7wE/cvPkCeH1xKuFT9dNeVGy+ImJh1G6JczNwLrUjAbdl5tqil8byb5i34vPbgYeMt8Tdmz9vmVn/3j5QfG/HRsSSotvIvrdpzQOYCcxEv+XYETNRmXmb1kyUJQ9qbawV2Jj3mMF2vTbpVtr7fTWZr+OBPwL2ANYA/1bvtcngpZ2vzFyXmXtQe0rOPsBjm/VW/K/0vEXE44GjgMcATwQeDLyj6H0k8zateQAzUfyv9LyZieEyE0CF5q0MeVB7Y6vAxpQ+ZrDZfGXmr4uVfz3wCTae/qnMfDXKzNuA86m17dkqIuoPwGgs/4Z5Kz5/EPDb8Za0dw3zdmBxqi8z817g04zwe5vWPICZwEz0xUyYiTKaVB7U2bjuQjCVjxlsNV/z2r78KXBV8fps4LDiSsydgF2AleMqby8iYtuI2Kp4fT/gmdTabn0bOLTobf53Vv8uDwXOy8xS7oG2mLcfNfxQBrU2W43f29DWx2nNA5gJzES/0zcTZqI0Jp0HdSnHc0Xf/tQOp18BXFb8HUyt7cu3gJ8W/x+cG68API5aW5orgeXjKOcQ5+u/inJfQW3FfljDMO8q5uvHwEGTnoc28/YE4AfFPFwFvLfo/ihqG9PVwBeAJUX3zYv3q4vPHzXpeehj3s4rvrergM+y8SrUoa6P05qHDvNmJsyEmTATlcjEpPPgX3d/PkpWkiRJleKTuCRJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVCmLJl0AgIjIrvrrsmPT/pp0jfYfd/PRnB6ic589Tbf1x03mpbtJ91CGaDP9FuPssudo8qr777Gf6XY5LzHnX6feOhai6/J3OVDH9avL8nee7gDz0vU60NsX3vKjtqNpX5jY5EWP04Y5M9zXcm/TMTr0MJTyN/TQ1/arTcdRbLvafxeNL3ucl47LsPeF3PP60GFBdD/v3U1xsO+xyeeDbkN63H7NHbavoXqc4ABfctej7mOE/S2wIY2n3bA9VwiaWvWjNd/IzAObfVaKCmxd4zoYxZsFbNptkP4AFjTZYNc/7qe/+ssFTX7MOvbXZKPb2G1Bs3nptr96NzbttmCA/hqn07hsFrRZNl3312QZNltezYYFWNBk2TRbH7rur82yKdt62HS5NpluGdbDYayvjcOPcj1cQHf9lWE97HV9rQ1TdBvzethu+TdOpwzrYbv+GruXYT1c0GHZlGk97PZ3qNVyb+hIk4E37dasltxu2GbTaOy3n/5ikxdD6q9DeQbpb4LLMP74/dts2kONTQgkSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKVZgJUmSVClWYCVJklQpVmAlSZJUKYsmXYDC1cA9mRs7ZPFm/ZzeEm2wDXDLpAtRMS6z/rjceucy653LrHcus965zHo3yWXWcrplqcDek5nLJ12IKomIS1xmvXGZ9cfl1juXWe9cZr1zmfXOZda7si4zmxBIkiSpUqzASpIkqVLKUoE9YdIFqCCXWe9cZv1xufXOZdY7l1nvXGa9c5n1rpTLLDK9MEqSJEnVUZYjsJIkSVJXJl6BjYgDI+LHEbE6IlZMujxlFBE7RMS3I+KaiLg6It5UdH9wRJwbET8t/m896bKWTUQsjIgfRMRXivc7RcTFxTI7LSI2m3QZyyQitoqIMyLiR8X69seuZ+1FxFuKXF4VEadGxOauZ5uKiE9FxM0RcVVDt6brVtR8tPhduCIi9ppcySenxTL71yKfV0TEFyNiq4bPjiqW2Y8j4jmTKfVkNVtmDZ+9PSIyIrYp3rue0XqZRcQbinXp6oj4l4bupVjPJlqBjYiFwHHAQcBuwEsiYrdJlqmk1gJvy8zHAvsBryuW0wrgW5m5C/Ct4r3mehNwTcP7DwLHFsvsVuDVEylVeX0E+HpmPgbYndqycz1rISK2B94ILM/MxwMLgcNwPWvmM8CB87q1WrcOAnYp/o4Ajh9TGcvmM2y6zM4FHp+ZTwB+AhwFUPwmHAY8rhjmP4rf2FnzGTZdZkTEDsCzgF82dHY9q/kM85ZZRDwdOAR4QmY+DvhQ0b0069mkj8DuA6zOzJ9n5h+Az1NbYGqQmWsy89Li9Z3UKhXbU1tWlVbbdQAABr5JREFUJxW9nQS8YDIlLKeIWAY8F/hk8T6AA4Azil5cZg0i4oHAU4ATATLzD5l5G65nnSwC7hcRi4D7A2twPdtEZn4H+O28zq3WrUOAk7PmImCriHjYeEpaHs2WWWZ+MzPXFm8vApYVrw8BPp+Z92bmL4DV1H5jZ0qL9QzgWOBvmftEJNczWi6zI4GjM/Peop+bi+6lWc8mXYHdHri+4f0NRTe1EBE7AnsCFwMPzcw1UKvkAksnV7JS+jC1DVb9gW4PAW5r2Pi7vs31KOA3wKeLZhefjIgtcD1rKTN/Re3IxC+pVVxvB1bhetatVuuWvw3deRXwteK1y6yFiHg+8KvMvHzeRy6z1nYF/qRoCnVBRDyx6F6aZTbpCmw06eZtEVqIiAcAZwJvzsw7Jl2eMouI5wE3Z+aqxs5NenV922gRsBdwfGbuCdyNzQXaKtpsHgLsBDwc2ILaacn5XM96Y1Y7iIh3UWtedkq9U5PeZn6ZRcT9gXcB7232cZNuM7/MCouArak1W/wb4PTiLGZpltmkK7A3ADs0vF8G3DihspRaRCymVnk9JTPPKjr/un66o/h/c6vhZ9CTgedHxLXUmqYcQO2I7FbFqV5wfZvvBuCGzLy4eH8GtQqt61lrzwR+kZm/ycz7gLOAJ+F61q1W65a/DW1ExOHA84CX5sZ7YbrMmvsjajuYlxe/B8uASyNiO1xm7dwAnFU0r1hJ7UzmNpRomU26Avt9YJfiit3NqDUMPnvCZSqdYq/nROCazDym4aOzgcOL14cDXx532coqM4/KzGWZuSO19eq8zHwp8G3g0KI3l1mDzLwJuD4iHl10egbwQ1zP2vklsF9E3L/IaX2ZuZ51p9W6dTbw8uIq8f2A2+tNDWZdRBwIvAN4fmb+ruGjs4HDImJJROxE7cKklZMoY5lk5pWZuTQzdyx+D24A9iq2d65nrX2J2oEfImJXYDPgFsq0nmXmRP+Ag6ldSfkz4F2TLk8Z/4D9qR2ivwK4rPg7mFqbzm8BPy3+P3jSZS3jH/A04CvF60dRC9tq4AvAkkmXr0x/wB7AJcW69iVqp5Bcz9ovs/cDPwKuAv4LWOJ61nQ5nUqtnfB91CoRr261blE7TXlc8btwJbW7PEx8HkqyzFZTa4NY/y34eEP/7yqW2Y+BgyZd/rIss3mfXwts43rWcT3bDPhssV27FDigbOuZT+KSJElSpUy6CYEkSZLUEyuwkiRJqhQrsJIkSaoUK7CSJEmqFCuwkiRJqhQrsJJmWkTsGBFXTWL8EfH3EfHMIU3nrmGMR5KqYFHnXiRJo5CZzR5vWRoRsTAz1026HJI0n0dgJQkWRcRJEXFFRJxRPD+diNg7Ii6IiFUR8Y2Gx56+NiK+HxGXR8SZDf0/NCK+WHS/PCKeVIx/YUR8IiKujohvRsT9iv4/ExGHFq+vjYj3R8SlEXFlRDym6L5tRJxbdP/PiLguIrZpNhMR8YFiuhdFxEOLbo+MiG8V8/atiHjE/GkX7+8q/j8tIr4dEZ+jdnN3SSodK7CSBI8GTsjMJwB3AH8dEYuBjwGHZubewKeADxT9n5WZT8zM3YFrqD25BuCjwAVF972Aq4vuuwDHZebjgNuAF7Yoxy2ZuRdwPPD2otvfUXsU8l7AF4FHtBh2C+CiYtrfAV5bdP934ORi3k4pytjJPtSejLhbF/1K0thZgZUkuD4z///i9WepPb750cDjgXMj4jLg3cCyop/HR8R3I+JK4KXA44ruB1CrfJKZ6zLz9qL7LzLzsuL1KmDHFuU4q0k/+wOfL8b5deDWFsP+AfhKk+H/GPhc8fq/ivF1sjIzf9FFf5I0EbaBlSSY/0ztpPac9Ksz84+b9P8Z4AWZeXlEvAJ4Wofx39vweh1wvw79rWPj9jk6jLvuvtz4bPDG4eer97OW4iBGRAS1Z5/X3d3lNCVpIjwCK0nwiIioV1RfAlwI/BjYtt49IhZHRP1I65bAmqKZwUsbxvMt4Mii/4UR8cAhlO1C4M+LcT4b2LrH4b8HHFa8fmkxPoBrgb2L14cAiwcqpSSNkRVYSaq1Yz08Iq4AHgwcn5l/AA4FPhgRlwOXAfWLst4DXAycC/yoYTxvAp5eNC1YxcamBYN4P/DsiLgUOAhYA9zZw/BvBF5ZzNvLijICfAJ4akSsBPbFo66SKiQ2nnGSJJVNRCwB1mXm2uJo8PGZucekyyVJk2QbWEkqt0cAp0fEAmoXar22Q/+SNPU8AitJkqRKsQ2sJEmSKsUKrCRJkirFCqwkSZIqxQqsJEmSKsUKrCRJkirFCqwkSZIq5f8BxgwyefOxBhkAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,3, figsize = (10,10))\n", "for a in ax:\n", " a.pcolormesh(bathy.mask[1:-1, 1:-1], cmap = cmap2)\n", "ax[0].set_title(\"high winds\")\n", "ax[1].set_title(\"low winds\")\n", "ax[2].set_title(\"zero winds\")\n", "ax[0].pcolormesh(np.ma.masked_equal(high150['Beaching_Time'][:,:], 0), vmin = 0, vmax = 168, cmap = 'copper')\n", "mesh = ax[1].pcolormesh(np.ma.masked_equal(low150['Beaching_Time'][:,:], 0), vmin = 0, vmax = 168, cmap = 'copper')\n", "ax[2].pcolormesh(np.ma.masked_equal(zero['Beaching_Time'][:,:], 0), vmin = 0, vmax = 168, cmap = 'copper')\n", "for a in ax:\n", " a.plot(267,256, 'ro')\n", " viz_tools.set_aspect(a)\n", " a.set_xlim(200,350)\n", " a.set_ylim(200, 350)\n", "p0 = ax[0].get_position().get_points().flatten()\n", "p1 = ax[1].get_position().get_points().flatten()\n", "p2 = ax[2].get_position().get_points().flatten()\n", "\n", "ax_cbar = fig.add_axes([p0[0], 0.1, p2[2], 0.05]) \n", "cbar = plt.colorbar(mesh, cax=ax_cbar, orientation='horizontal')\n", "cbar.set_label('beaching hour');" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,3, figsize = (15,15))\n", "\n", "for a in ax:\n", " a.pcolormesh(bathy.mask[1:-1, 1:-1], cmap = cmap2)\n", "\n", "ax[0].pcolormesh(np.ma.masked_equal(problessthanone,0), vmin = 0, vmax = 1, cmap = cmap)\n", "ax[1].pcolormesh(np.ma.masked_equal(problessthanthree,0), vmin = 0, vmax = 1, cmap = cmap)\n", "ax[2].pcolormesh(np.ma.masked_equal(problessthanseven,0), vmin = 0, vmax = 1, cmap = cmap)\n", "\n", "ax[0].set_title('< 1 day')\n", "ax[1].set_title('< 3 day')\n", "ax[2].set_title('< 7 day')\n", "\n", "plt.legend(handles=[pink_patch, orange_patch, red_patch], \n", " bbox_to_anchor=(1.05, 1), loc='upper left')\n", "\n", "for a in ax:\n", " a.plot(267,256, 'ro')\n", " viz_tools.set_aspect(a)\n", " a.set_xlim(200,350)\n", " a.set_ylim(200, 350);" ] }, { "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }