{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Hazard: RiverFlood" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A river flood hazard is generated by the class RiverFlood() that extracts flood data simulated within the Inter-Sectoral Impact Model Intercomparison Project (ISIMIP, https://www.isimip.org/). \n", "The method set_from_nc() generates a data set with flood depth in m and the flooded fraction in each centroid. The data derived from global hydrological models driven by various climate forcings. A link to the ISIMIP data repository will be provided soon. In this tutorial we show how flood depth and fractions can be transated into socio-economic impacts.\n", "\n", "Besides, all other general Hazard Attributes, the class RiverFlood() has further Attributes related to the flooded area and flood volume: " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### additional Attributes (always calculated)\n", "|Name|Data Type|Description|\n", "|----|---------|----------------------|\n", "|fla_ann_av|float|average flooded area per year|\n", "|fla_ev_av|float|average flooded area per event|\n", "|fla_event|1d array(n_events)|average flooded area per year|\n", "|fla_annual|1d array(n_years)|average flooded area per event|\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### additional Attributes (only calculated if 'save_centr' = True in 'set_flooded_area()')\n", "|Name|Data Type|Description|\n", "|----|---------|----------------------|\n", "|fla_ev_centr|2d array(n_events x n_centroids)|flooded area in every centroid for every event|\n", "|fla_ann_centr|2d array(n_years x n_centroids)|flooded area in every centroid for every year|\n", "|fv_ann_centr|2d array(n_years x n_centroids)|flood volume in every centroid for every year|" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### How is this tutorial structured?\n", "\n", "Part 1: Data availability and use\n", "\n", "Part 2: Generating a RiverFlood Hazard\n", "\n", "Part 3: Calculating Flooded Area\n", "\n", "Part 4: Generating ISIMIP Exposure\n", "\n", "Part 5: Setting JRC damage functions\n", "\n", "Part 6: Deriving flood impact with LitPop exposure\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 1: Data availability and use\n", "To work with the CLIMADA RiverFlood-Module input data containing spatially explicit flood depth and flooded fraction is required.\n", "\n", "The input data can be found at https://files.isimip.org/cama-flood/ *.\n", "\n", "On this page, data from the ISIMIP2a and ISIMIP2b simulation rounds can be accessed. The simulations contain the output of the river routing model CaMa-Flood for runoff input data generated by various combinations of global hydrological models (GHMs) and climate forcings.\n", "\n", "### ISIMIP2a\n", "\n", "In the ISIMIP2a simulation round, 12 GHMs were driven by 4 climate reanalysis data sets and covers the time period 1971-2010. The runoff was used as input for CaMa-Flood to derive spatially explicit flood depth (flddph) and flooded fraction (fldfrc) of the maximum flood event of each year on 150 arcsec (~ 5 km) and 300 arcsec (~ 10 km) resolution. Data are provided for different protection standards including '0'- no protection, '100'- protection against all events smaller than 100 year return period, and'Flopros'- merged layer in the Flopros data base on global protection standards. File naming conventions follow the scheme:\n", "\n", "\n", "\n", "### ISIMIP2b\n", "\n", "In the ISIMIP2b simulation round, 6 GHMs were driven by 4 global circulation models (GCMs) and covers the time period 2005-2100 for RCP 2.6, 6.0 and RCP8.5 (only a smaller ensemble). Additionally, historical and preindustrial control runs are provided. Resolution and protection assumptions are the same as under ISIMIP2a. File naming conventions follow the scheme:\n", "\n", "\n", "\n", "\n", "### For futher information on flood data generation see also:\n", "\n", "Willner, S. N. et al. (2018) ‘Adaptation required to preserve future high-end river flood risk at present levels’, Science Advances. American Association for the Advancement of Science, 4(1), p. eaao1914. doi:10.1126/sciadv.aao1914.\n", "\n", "Willner, S. N., Otto, C. and Levermann, A. (2018) ‘Global economic response to river floods’, Nature Climate Change. Nature Publishing Group, 8(7), pp. 594–598. doi:10.1038/s41558-018-0173-2.\n", "\n", "Sauer, I. et al. (2020) ‘Climate Signals in River Flood Damages Emerge under Sound Regional Disaggregation’. doi:10.21203/rs.3.rs-37259/v1.\n", "\n", "*Currently, log-in data are required, please contact inga.sauer@pik-potsdam.de to obtain access.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 2: Generating a RiverFlood Hazard\n", "\n", "A river flood is generated with the method set_from_nc(). There are different options for choosing centroids.\n", "You can set centroids for:\n", "- countries\n", "- regions\n", "- global hazards\n", "- with random coordinates\n", "- with random shape files (under development)\n", "\n", "Countries or regions can either be set with corresponding ISIMIPNatID centroids (ISINatIDGrid = True) or with Natural Earth Multipolygons (default).\n", "It is obligatory to set paths for flood depth and flood fraction, here we present example files from floods for the year 2000.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setting floods for countries with Natural Earth Multipolygons:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2021-03-05T11:49:36.609264Z", "start_time": "2021-03-05T11:49:33.835409Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-05 12:49:36,557 - climada.util.coordinates - INFO - Reading /Users/ckropf/climada/demo/data/flddph_2000_DEMO.nc\n", "2021-03-05 12:49:36,581 - climada.util.coordinates - INFO - Reading /Users/ckropf/climada/demo/data/fldfrc_2000_DEMO.nc\n" ] }, { "data": { "text/plain": [ "['2000']" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from climada.hazard.river_flood import RiverFlood\n", "from climada.hazard.centroids import Centroids\n", "from climada.util.constants import HAZ_DEMO_FLDDPH, HAZ_DEMO_FLDFRC\n", "\n", "years = [2000]\n", "# generating RiverFlood hazard from netCDF file\n", "# uses centroids from Natural Earth Multipolygon for Germany and Switzerland\n", "rf = RiverFlood()\n", "rf.set_from_nc(countries = ['DEU','CHE'], years=years, dph_path=HAZ_DEMO_FLDDPH, frc_path=HAZ_DEMO_FLDFRC)\n", "rf.event_name " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-03-05T11:49:47.399222Z", "start_time": "2021-03-05T11:49:45.883684Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/Documents/Climada/climada_python/climada/util/plot.py:326: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "resolution:\n" ] }, { "data": { "text/plain": [ "0.04166666666666662" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/opt/anaconda3/envs/climada_uncertainty/lib/python3.7/site-packages/cartopy/mpl/feature_artist.py:225: MatplotlibDeprecationWarning: Using a string of single character colors as a color sequence is deprecated. Use an explicit list instead.\n", " **dict(style))\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Note: Points outside the selected countries are masked in further analysis.\n", "# plot centroids:\n", "rf.centroids.plot()\n", "# get resolution\n", "print('resolution:')\n", "rf.centroids.meta['transform'][0]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2021-03-05T11:49:49.029560Z", "start_time": "2021-03-05T11:49:47.401272Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plotting intensity (Flood depth in m)\n", "rf.plot_intensity(event=0, smooth = False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setting flood with ISIMIP NatIDGrid:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2021-03-05T11:49:55.951006Z", "start_time": "2021-03-05T11:49:51.060882Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-05 12:49:52,452 - climada.util.coordinates - INFO - Reading /Users/ckropf/climada/demo/data/flddph_2000_DEMO.nc\n", "2021-03-05 12:49:52,476 - climada.util.coordinates - INFO - Reading /Users/ckropf/climada/demo/data/fldfrc_2000_DEMO.nc\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/Documents/Climada/climada_python/climada/util/plot.py:326: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/opt/anaconda3/envs/climada_uncertainty/lib/python3.7/site-packages/cartopy/mpl/feature_artist.py:225: MatplotlibDeprecationWarning: Using a string of single character colors as a color sequence is deprecated. Use an explicit list instead.\n", " **dict(style))\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# generating RiverFlood hazard from netCDF file, using the ISIMIP NatIDGrid (according to ISIMIP standards) with a resolution of 150as (aprox 5km)\n", "# setting centroids for a region\n", "rf_isi = RiverFlood()\n", "rf_isi.set_from_nc(countries = ['DEU','CHE'], years=years, dph_path=HAZ_DEMO_FLDDPH, frc_path=HAZ_DEMO_FLDFRC, ISINatIDGrid=True)\n", "rf_isi.centroids.plot()\n", "rf_isi.plot_intensity(event=0, smooth = False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setting flood with random points as coordinates:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2021-03-05T11:49:59.094313Z", "start_time": "2021-03-05T11:49:55.953355Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-05 12:49:55,969 - climada.util.coordinates - INFO - Reading /Users/ckropf/climada/demo/data/fldfrc_2000_DEMO.nc\n", "2021-03-05 12:49:55,976 - climada.util.coordinates - INFO - Reading /Users/ckropf/climada/demo/data/flddph_2000_DEMO.nc\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/Documents/Climada/climada_python/climada/util/plot.py:326: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/opt/anaconda3/envs/climada_uncertainty/lib/python3.7/site-packages/cartopy/mpl/feature_artist.py:225: MatplotlibDeprecationWarning: Using a string of single character colors as a color sequence is deprecated. Use an explicit list instead.\n", " **dict(style))\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAj4AAAHzCAYAAAAgrBdbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9d3RcaXbY+buFqkIVCijkHAmCADOYyW6ye5rdPdGjGY2llXZtyZIVPbuSZnQk2V7ZXs9a4cir8dHKM1ppFMYj2UrjsUayJvdMqwObzWYmGEEi5xwKBVSuu3+8h2IhByIUyPc75x3Uy/e+9/C+++53v3tFVbGwsLCwsLCweBawbbcAFhYWFhYWFhZbhWX4WFhYWFhYWDwzWIaPhYWFhYWFxTODZfhYWFhYWFhYPDNYho+FhYWFhYXFM4Nl+FhYWFhYWFg8M1iGj4VFiiAi3xSRH9tuOZIRkT8QkX+33XJsJiKiIlK3Bed56q+lhcVOYEcYPiKSIyJfEZEHInJfRJ4TkTIReV1E/k5EMs3tPiMivSJyM2nK2W75ZxGRhnmy+UTk0ztRl1lE5BdF5K6I3BGRvxQR13boIyIdIhIQEb+IDIjIl2bPba7/koiEzfWz0w8vcpxPmbrcFZFPm8u2RB9V/bCq/ukq9X1DRH5qkeVfFJEhEbmTtCxPRF4TkUfm39ykdb8tIldF5H3mfI15HW+KyE3gDNBprntJRHqeRMcVdJpjgCyhy/9i3pu4iJyYt/+yupjTP9ss+VeBE/j5efr8tvleaxKRr84+Q+bz+m6q6rPEvfk1U4+bIvIdESlLWpfS92YxfZLW/bL5bBYkLUtpfSxWQFVTfgL+FPgp87cTyAF+CzgAfB/wL8x1nwF+ebvlXaVOacAAUL1TdQHKgXbAbc5/Gfjx7dAH6ABeNX+XALeA30ha/yXg11c4xkHgDpAB2IHvAntS8f4Ab8z+T8xb/iJwDLiTtOz/Af61+ftfA//R/L0X+G1T3y+by2qS95137JeAnk3USYG6FXTZBzSY+p9IWr4mXZY77ybqt5g+HwDs5u//mHRvvgq8ux59tuj5W0wXb9LvXwD+4EnvzXbqYy6vBL6NYfwX7BR9rGn5KeU9PiLixXgo/wRAVcOqOoFhOMTNSbZPwnXzCtCqqp3sbF3sgFtE7Bgvgj62WR9VHcB4WR1Z4677gEvANPAzwFHgNsbzV45hQPyOiHwZQ0dEJFdEviYiwyIybv6uMNfliUiPiHyfOZ8pIi1LfQkme3FE5MdF5IKIfNY8bruIfNhc9xvAC8DnTc/V583le4F/B7wO7BGRHzIP/XHgqIj8HvAq8Csi8h7GyzqO0fAfEZEhoAmoE5GD5jG/JCK/LiIe4JtAmTz2mJWJyIyI5CfpcNy8Fo5F9DtlejEmRKRfRD4vIk5z3VvmZrfMY/+wqr4FjM07zHPA3wJngc+JSLW5PA04DzwEPiEi14CTSedOE5FfFZFWEZkSkWsiUpl03FfF8IiNi8jviciiz60Ynr6viMhfm8e5LiKNSev3mfdxQgzP1MeSdv8J4J+b2816zw4BfSLSj/H/UyEiPwN8FDgFDAHnFpNlO1ns3qiqL2nWg/FcweP3gZKi77clnjWA3wH+JY91gR2gj8UKbLfltdKE0XhdxvhivwH8McY/VTXwFvD3QJa57WeAXuCmOf3Ddsu/jF5fBH7O/L1jdQE+BfiBYeDPt0sf5np8KjAMlt9NWv8lVvb47MNoOBX4uvnc/TkQAsaB72EYQPcwvsh7zfO0A28CWcB/B/426ZgfwPDsFQF/BHxlmfO/wWPP5o8DEeCnMV60n8QwKmX+tua8B+jGaFh3Ay3ACIanasLUfwyjMR039for4HPAI1PvHAxjKIjh+bpp7vOn5jleYp7HB/gG8Mmk+d8BPreEfscxus7s5nnuA59OWr/A80LSlzTw/aZe+8zr/f8BF5O2/Y4p86vAL2E8kwFzWa/5+59gNFaNQH7Seb9m6l9l7vehJXT4jHlffhBwAL9s3n+HObUAv4rhmX4ZmAIakp7Bz5nX9iUgCvwHc7+PmPM/k7TtFeAa8HLStZjVZ3Z6YRv/9xP3JmnZb5jP4R2gMGn551JZl8X0AT6G+Q7BeL8U7CR9rGmZe73dAqwoIJwwXwinzfnfBX5tiW0/Q4p3D5lyOjEapeJltkl5XYBcDO9Cofny/lvgR7ZDH/PF5DcbGsUwUnKS1n8Jo0GfMKeRJY7zk+b+N4E/wGjIrwH/Kmmb/4ThGVqgD4ahPj5v2ecwDKQ+zMZ2iXO/wVzDpyVpXYYpV8n8bc35HwbeNn/XmA3PF4B/z2PD54/N9eMYDe0Dc/5lDMPnDLBr3sv/S5gGI4sbPj8MvGP+nu2+PbXKe/Zp4KtJ8ysZPt8EfjJJ/5PADFC9xPEnZ68h0Ax8fIntFDiXNP9lzK7BJZ7jS0nzNqAfwwP3gqm/LWn9XwKfSbqWyYZPgMfdXP8Gw8A+M/+6L3YtUmFaTh7g/wT+7/Xsmwr6mP9v7wHZ5nwHSYbPTtDHmpaeUr6rC+jBeNm+Z85/BaMvdifzYeC6qg5utyBPyKtAu6oOq2oE+Bvg+W2U5/tVNQujUdkLFMxb/1lVzTGn+esAUNU/MX/+IIa34xFGA5V8rwIYxisikiEiXxCRThHxYXi6ckQkLWn7P8SIH/ovqjq6Bn0GkuSaMX9mLrFtNXBaRCYwuqv2Af8UI95pEHADAyJSitF9MjN7LFV9Hfg88HvAVYzuLO8qZfw7YL+I1ALvByZV9fJiG4pIvdkVOGBeq99k4T1ajmrgd00dz2EY3YLhhUNEfkmMwQ+T5jZZmF2SGLEarcsceyDpd+LaLEH37A9VjWO8o8rMqdtcNkvnrHyLMKqqUTFG8n3UlGG58+4k/gL4ge0W4gnYjfERcEtEOjC8yNdFpGRbpbLYEFLe8FEjXqNbRBrMRa9gdDXsZP43jC/BnU4XcMZs/AXj3tzfZplQ1Tcxvpg/u9Z9RaTI/FkK/GNWvk+/hBFse1pVZ+PRwOz7Nw2gLwB/BnxSNm7YtM6b7wbeVNUc4DBwX1UzVfWTwP8EZs/7YxjGytyDqf5nVT2O0TWXDvzKKs6JqgYxPCT/FPhR4L8uI/PvAw+APea1+lXWFiPRDfysqeMF4LyqulX1ooi8APwr4IeAXHObqXn77l7DuZYjERskIjaMRrHPnCrNZbNUYXSzLYqIfMiU+2PMvb4LrnWqIyJ7kmY/hnGvdySqeltVi1S1RlVrMIzbY2Z7ZLHDSXnDx+TngT8XkSaMroTfXGbbX5w3pLBmKwRcLSKSgfFl/Der2DyldTG9cF8BrmN05dgwvBtLsZX6/L/A+0VkrQHO/8P8+4fA/6Gq48ts+4vAz2F4IL9tBrn++3nb/Kr59ycwDLE/m+cNWi+DQG3S/NeAehF5F2M0UIOIDIrIv8UYlVYK/O8Yz95vJR9IRE6KyGkzIHkGcAE/LcZw9o/xOEh4EMgXkex5svwZRtfcx4D/tozMWYAP8JuB2J9cTicR+cskXXowvG+/KSIDGEHO3zBlnD12FCM+xy4i/xeG96TM3CYT+CsxhlyLiBxODspeI8dF5B+LEdD/aYwuqksYXSPTwL8UEYeIvIQxEvCvzP1exLhODRixYBkYnrYs4DUMj9GnFrsWSeye9z/0C+vU4YmYf29E5CeB3xIjFUQThgH9qWUPkiK6wJL6rJWU0cdiBba7r82arGkjJpKCm5OW/T7wP8zfX2KF4Oak/ebEmmB4F348af7XeRwvU4YRb+LHiJP5WXN/O0Yw7/jssTC6Xd4B/s0S532DuTE+F5aSC6Phf2ge/z+byxowgrKHgVGMrqAji+lPUrwOhqeuydRhBCPwOXOJ/b5oHnsCKEta/gjD47TcdX0RwwvgB97GCOy9kLT+X2DEy0wAP7TEMX4Uw8j2YXhxvph0bf/EXN6PMRIn8UyY6/8tRiDyFEbgcMUS93vJZwUjxucrwF+bx7mB4QmYXX8AI/B6EsMz/YnFjsvi8VLJ8u7BiDObIClY3pqsyZqefJodIWJhYWGxbkTkdeAvVPWPt1uWzUREPoNhJP3IdstiYWGxPuzbLYCFhcXORkROYnT3fXy7ZbGwsLBYiZ0S42NhYZGCiMifYmS4/rSqTq20vYWFhcV2Y3V1WVhYWFhYWDwzWB4fCwsLCwsLi2eGlI3xcYtHg8ysvKGFhYWFhYVFMp1q5B9alA+e9+joWGwLxTG41hT6tqp+aMtPPI+UNXyCzPCq/OCK2+VWeBnv8a243U7hadJnJV3iGudN/idn+TBOSd9CydbH03Rvssuz+HrPX7Of4+RJ8aadJ65xbvEOANU0YMdBB80EmeYkL7NELdA1s1H3pltbmWSUg3Jq1ftc1u/hY5xMsnHgxIOXMqrJIpcH3EAQ9srRxPaPtIkwIQ7IySWPmVvhpbn7Pt20ECFMPY3kJXJrbh5v6N/xPB9a9/9jQKdp4z4C7JcTwNP1fwOr02dSR3nADU7Lq1sk1Vy+q1+pXm796FiMy9+u2ipxEqSVPlpLpvZNI2UNH4unH5vYcKiTKBGcpL7h8zShxAkyw3XeBoXzfIK0DcmrOBeb2GjUs7RzjzbuEiJIGTUc4MSajZ6gBogTw0k6adiX3V9VCTLDGEOM0E86Lho4umCfuMYYph8/k0zjY5xhGtdYdeWUvDLnvAH8BAkwSDd27HTykHptxGYmdB6mnwYalzpcgky8BJmhkjr66CCPzTV8YhojRhSHUY1lXfTRTj8d7OYAg9pDIWUbKOHOIUgAF57tFsNiCSzDx2JbiREjzXoMt5wZ/IkGroLd2DYx3M8mNnZz8ImPc5ML+Jl8vEAhHRdZ5FCp1YzpOHHToJtkDCVOhHBi81EG8agXL7kAhAgyTC8evORQQAFlNHCUdHGtSz6fjnOZ7wHgwIkdBwGmKWcXklSZI59iumkln4Vln0IaIE6cHM3CzxRx4pRQRRv3iGoEuzjWJdtqmGAYL3lP5IXbxX7SsONnkj46mGKciFYT1jhZkrOB0qY2EcI42Lx79aQoECe+4nZPK1aLY7FtBHUG0Cf6wnxaUVUecB0AN5lms/m4QXLgpIjyVTeEcY0TwM80UwSZwU4cD15OyEsbLvtmcYwXGGWQCGHChJhklHGGqaSALHLwMU0aaeRQQD2NuMigg2Z6aKWKPTyiiQDT+JmklGo8ZFHFS3gka0Pkc5KOlzzCBLGRRhp2ishhmD48eKnUOsKEGKKXBhZWUpnQEW5wgTTslFFKH/0c5gxOScemaUSJYN/ExtSOEx/jBHQat6zPW2ETGzXsBcCnY3TyiCnGuUcTDXqUIso3rHszlckih3buE9ZQinbjKzG1DB8Liy1nhH7yKUl0AVg8JkqEXtoXXZdDPg5cPKKJSq2jgFIyyZ5zHad1ihH68DGOHx8B/KTjxoOXdFykY0t4PnYKTnFRytzQhX7topkbZJCOk3RyKcSNJ9G47mIvuVpAB804cZFGGhXsplrqN1w+l2RwipcXLA/odMKg6aODcnZRJHMLts/oFM3cJI8i/EwiCLvYR44UMKBd2HGQjnvDZZ5FVRmiF0W5yhuc0488sYHilTwOcZpc8WLDTTM38THGHg5vkNSpS7bkUaY1XOI1qrSOcmpxiPWBlypYho/FtqCq9NBG3QZ0gTyNOMTJef0EfiaIE0fNYt1+JumgmQKyaOR5+uniLpcJEiBLc0gjjQDTxIhRQCkFlFFNAx68c2J4csXLuOzcgNMxHSJOHDcZHOY5HCjdPOARTaSRZngXTOMiRwo4wvbFVLrFg1PTuc81CiljF/sS61SVVu7SSxs5FDDNFG48RAjTzg0y1EMztzjKuU31lHTwgH46yCGfODG6eEQ1G2cc5kkRx/VF3uFb7NaDz8THzm45QKGW0U0LF/kWh/TMlgSorwajq+vZzeFnGT4W28II/YAsGudgYZAmaWQzt4B4HkWUaQ1t3KOJdznKC+yTY0Q0jI9xlDjpuMkk+6nuUrjOW3PmK6hgnGHA8JY18S7ndXMCttdKXONMMEIldezh8Jz7MskoHTwADKO2hr0UUsoQbQDc4yrFVOCVzfHOxTVONy108QgQDnKKOHGu8Dr5WkymZG/YuYIEjKB0nt7ncj5eyeUAJxnQbtq5v+kB6harwzJ8LLacmEZ5yC0aOPJUN86bhV0c1NOIV3Np4l3qtREnrkT8R5w4PsbI0tyn9sv6fXyMaaaYMacsPIzjI0SAfIoponxTA7bXgk1svKI/sOiznk0+5/gIYHSVzXJIzlDEbiYZJZu8TZGrW1to4z5xYqTj5hCnEzLs0cPc4TIn9eUNMR796uM2lxYYfs8KLjKIEDYqg6eI/lZws4XFFtLCHbLJo0BKt1uUHU2JVBHTGN20EjVHL8WIMY3RhXWCl8jZoC6esIaIEMaOnR7amGSMHPIponzNXoEJHWGEAfIpJlcK1yWPQ5zkkE+O6RHLFS/FUktYgwzRSwfN9NLOAT1JumxebMxqWaqxExFcZCy6zinpTzwcfFp9DNLDKAPEUfIoopgKAvhp4x4uMhLdb8kyllLNMP20cof6VQy9XwxVZZQBBrSFZu5RxyFKZetzx6QCWRgj2h5wgzo9aMX7bDOW4WOxpUzoCIP0cIb3b7coTwXlsotydhHTqDmCqY0CSqllH155Mk9BUGfopY1+uhK5lmbwY8dBJbuJEuEGF0hXF+XUUkzFqkaZDdLDEL3000mhllLPkQ3zTDnFRQW7KdNddPCA9/guh/TMug2snchs91UfHUSJUEQ5uzmIDRuD9HCXKzhwcpDTPOA6xVQsMMxEhCIt5y6X2a0H1+T1UVUG6aGF2zhJ5yinOMeulOh23C7SJI3j+j5auM0lXuOInt3W4f2KEnuG63Raho/FlhHTGPe4SgNHFh3iGdIALdxhlEHCBAEooyaRAdZiITGN4mOc+1wnixxOrHN4dlSj+JlgKmkKME0JVTTyfCJmqEVv008X5ezGJW7q9BBjDNJLOy3cpl4bKZWlk8ZOq48eWsmlkMM8xx0u08S7HNIzG9ow2sRGLfvxai53uMxz+oFNzYGTKozqAM3cwo2HfRwjm/w5Rs18D2C+ltBDW2J4fVhDDNDFKINM4+Mo59Z8Xx5yi1EGOcgpcqRgxwfSbxQOcbKP4wxqNzd4m8P6HDmyfUH3VnCzhcUWMEAnbjIplopF1zfxLlnkcoqXCTDNNd5MmTiNVOSWXmSEfjLIopoGcsknRBBRyFjB+ImrMqx9DNDNFOMECZCJlyxy8JJLObvIJJs0mfuKqJND1HEoMW8Tmzl6rJQpneAWF5nWKQooIYOsBQauYDO+NolhFweH9TnucoWbXKBRz2KXjX0lFUgpDk3Hz+SGdfulIgGd5iG38DNJPY0Uyuq6yHaxj8t8D7s6iBOn1/QYllJFAWVrvh9hDdFPJ2f5sNWdswTFUkmaOrjFRU7rq3Niuyy2Bsvwsdgy3GTiY4xbepF03KTjwkseuRQa5StIZ4R+yqghhwJq2W9kf9WJZyrr61LENY6fSWbwM4OfYfo4zavc5zoPuI4LN05c+BjnpJ5fdCTQjPrpowMbYUaZoJQadrGXDLKeuLspS3I4oedp5Q53uEyQGVDYyzEqpJYZ9RMlQinVZGAYZjaxcVBPcZN36KeTSnY/kQyzDGkfY6bXIkoYD94NOW4q4tdJrvEWldRxkNNr8tCki4sT+hIt3CEdF2d4/xM1xD7GySDTMnpWoEBKKNJyBuhKJHzcShSIWR4fC4vNJ0+KOK2v4jM9DCFmaOUOIYJU6R6yyWOEflq5yxHOUiv7ydAsrvM2B/TEMxcMfUPfZpRBI3YGB8P04SAdD1nYcVJKNdd5i1oOcJLziS6Ndr3PbS5RrJUUUEKUCD7GGWcYPz5KqeIAJwjJxo/qcImbA5zkvl5jjCHsOBOB149oYpg+AKrYk9hHRCjVKlq4g1s9FMiTpTgIaYAmLuIlD1BqaNg8z2GysbgNmXBDGuAm79BAIyXrDBx2i4dDnN4QeXIpJMAMkzpKtuSvvMMzSkTDTDJmpfPYJizDx2JLcUnGglEsPh2ng2aG6AHAzwTv8m326jFKpBKXZtDEu9ToXqqkbjvE3jKmdIJe2vAxjo9xqqnHxzgRIhzhHF7JpUObaeE2GWRxjBcXeMNq2EsuRQzTywNumKUUcqlkDwUUY5M0MiSTEJsTdxHXOG4yCdDOMY4nkrbVcRBFGaGfYirn7FMiVaSpnXtcoVHPkv0EgdmCDTce7NjJJp9h+umgmaN6Do9skOfHNHjE9jh+RuO22R8bc44ViGmUW1ykjJp1Gz0bTZqksV+Pc5OLHH7GgspXy7D28YAbFFOxrUVcrRgfC4ttxCu5HOYM0zpFJ80M0UsaDq7zFqf0FXIkn5N6nhtcYEwH2cOhjWvAUoxrvEmUSGJ+iF685BImxDXeJE+LyKGAPIoJEeA271Gr++eMzBGRxFDvPUudaJMIaZAmLhIjRik1ZJNHQKcZpp9RBvAxjo00dF4OkYBOM80Uis4pLLoenJLOWT48Z1mvtnOLi5zRDzw1uY0G6EKwzckEnQoUShkHNc0MWj9N7lPczbgWZtRPK3fxMcYBTqZMFudnEcvwsUgZPJLFfk5Qq/vp5CEzTBFgmgzN5D7XCRNEiXOVN8nSbDLJNkoxkIZgQxCcZt5iJ+kpkyhsLRiJ+Xym1yIDW1K8RkTDPKKJIDNUU88N3gbgDu/Rzn1qdf+2FoGcUT/XeJNydlHDXu5xlUu8Rowo+ZQQJkScGHFiXOUNHOrEjYcQRkXyQso4wtlN6SIpl10MaU+iYOm6me/pSTKixGYYc1vl+SmgjEfcJkQQ1ybW8VoP+VJMudZyi4vU6tPtpV0JVaWZmwzSTQW17Of4gkEDWy4TWMPZLSxSCZdk0MCRxBDbbm1BEI7zPq7zFns5xgxTAEwwYtayMupZhQkygx83mezRQzvO1S4iZDI3IWBEw2aWYj9jDLGXo+SQTz7FjDIIwDRGZlyAF/WjOMW15bLPxtFMMsoV/gEnTho5i4csRuinn87Etk7SCRNKeHeKqWQPhzc1KLaOQ9zkApVatyON4vmki4ty3UU799irx7ZNp6hGmGCEHAoSKQPCGkqU4ogR3Ra5noSQBvEzYX5MudYd/K+q3Oc6Afyc5cPPREqFnYBl+FikPNnk08lDMsikkjp6aSNIgGIqOCAnF2xvJFDrpolLnNKXcYtnG6TeGCZ0hKu8gZdcXHio50giyPsoLzCoPQzSzRC9iX1m8ONk6w0fl2RwUl/Gxzhp2MihIPFlm6MFVFJHlAiV1M0ZcRbVKK3c4Qqv06jPb1o3ZpbkENIg4wyRR/Hadl7C07NYjM9Wen6qaeA6b3OF16nV/eRTsqUGUExj3OQCESLEiFKmNQjCJKO48XCaV83GPrBlMs1nTIcYoZ8wIWJEk6ZY4reDdNx4Ekk6/Uwmsi2HCBIiQIGWUEoNObq6PFmznh4jH9ILG56q4Ul5dgtWWIaPxQ7AK7lkaz6t3KVejPT5t/USaSw+bFdEKKEKn47TS9ucvDM7jUyycZFBDXsT1caTKZYKiqkgrnFe528AuMobNOrzq87lspG4xL1ot4tDnAkP3nzsYqeBI/RqO1d5kwN68olHdi1FKTX00bl2wydFcUo6p/UVhujlEbe5yxWcmk4admykkUEWZVRvWqK8+1wjHTfHeYlBuplkDBs20nHjxM0DbhDSWtLUg2sLSodENEyUCOmm4d/OA/rppIJaMsnBjp000kjDnjSlESZEgGnChCiiglwK56QFCGuIQXpo4y4++oipg0JKySJ30fQBM+rnEU2ECaak0WPk0rK6uiwsUpoGjnCJ1yjUMnIoYJCeFWsIFVFOM7fYyREGdnFQrQ0M0EURCw2fWQJMk08xYUJMMUFwG7+w10u57MKjWTRxiRptoJKN6ZKa0gm6acXHGAGmOcxzGyCtgcY1eWbDjrsWRIRiDAM4pEEihBLejCkmuMsVXJrBbg5suAE0xQRuPLzF3yPYiBPDQTqCUe8rHTdhQtziHTLNuDw7dgQbduxkkYuX3HV3AakqU0zQSztD9BInhh0HYUIIkEsRJzm/Yr22dNwJD89iOCWdSnZTyW7SSeMON3nILaaYxKGORIFgMLr24sSpoJZdnHlqgumfJizDx2JH4JR09usJbnOJY7xIObvopmVZb04WOUzjI67xHf3ymWCEEAFm1E+GZC66TZwYowziwcsJXsJNJkGdwYlrR+meIwWc1PPc4iJ+Jtmrx9Ylf7PeNIPEhQlGqWA3+zhOFjk76nqslXRxJbwdAHkUUal1DNBFE5eo0jpqZOMS5u3jGNP4aOAIbvEQ1hBhgnNiYnLFi4cC/Ezgx5cwDIIEGKIPPxO4NAMveXjJI5tcMle4TxENM0AXvXQQJUwZuzjFy7jIQERQVeLEN6U+WIZ42CPGe0dVCRFMimNS0rCTjju148gUYs+uw8cyfCx2DgVSQr0e4Rpvkk0+vbRTrrVLxvCkiZ0MzWKCEfLYuUNH93CIblq5wus06JFFc7ZkSQ4v6Edp5Q63eBdhtjxEnBf0o6n9Ep6HWzyc0PPc5AJdPFxXZls/k8SIkkUOMQbppY0uHnKCl8hmHaPGdG7czmwcT2JUV5K3J+EF2iYP0HxsYqOMGvK1hPdMr+lGxVHlSMGcUiBOScfJwjp8Tkknj+JFuxjjGmcaH5OM4WOMXtqYwU+mZhtZoHESJ56IxwkwTQA/BZSyh0PkUbRokdWlusI3EhFJuRF1FitjGT4WO4oSqSRb8+ihlXxKSF/hpVPBLnpo3dGGj0sy2MMhpnScPjooYfFkdeniYj+PC7pGNcJbfG1HGT2z2MXOfj3BFV6nRKvWXEZhPye4wj/gx0cNDXTQDLCpUQ0a1znBzqlGurjI1nymmEipEh42sZFFjtnVVAsYAe9TjBNghgihOXE5RrdU9pxUDxZrQ7GCmy0sdhRu8bCHw6va1oOXXto3WaKtwYbNGD2jsVW58OPEEYSYRrc9b8ha6dOORMzGI26vuaSCWzy8oP8IgAhhRhkkSpQQM6jmrd8YXMrzk1itKePpWYxCypY1nlMFu9jJpZCF1eYslsKn4wQWw7UAACAASURBVLRxl3LTeLRYmqe3s9vCAuiihVKqt1uMDeEwz+Mmg1u8Q0xXzo0y273QR8fmC7eBxDRGMzcppoIMvAzSja4j2ZqIICI4JZ1TvMJejtLJQy7xGr3a9mRCahw0jsY1Mc0uS2VyKDBqtunkdotiscE85CYevDzgxiq2FmLbMKUKO+sz0MJijYQJLDtaYydhExsH9BT3uMYFvkGt7qdymdplqkqEIPEd5tS2mbW2AsxwipcJEXji7joRIZ9i8rSIcYa5zlsUa5WR9XsHdgWuBVVljCF6aWOMIWo5kFJdXRZPzoj2EyLIbg5SxR7e5uvLbq9A3AputrB4OvGQjR8fueysDM5LISIc4AR+neQqb1C5zGD9GFEmGaN+ifw5qYqIcFTPcYML2JANHYUkIuSoEYx7nTfxMc4RPZtICrlmUsTDE9NYIujX+Ds9Zz6DLLNcwgkre/BTxoSOcpcrHOY5bGLkUHqGU/SsCsvwsXiqySIHH2PA7u0WZUMZY4gMFh/aPotdHOzT49ziHSp0N1nk4iELF2sLFN4O0sXNET3Lu3yHam3YUK+MmC53H+O48SxqFMc0ho8x7DjIJDvlvELjOkwfHQnDJkIYFxm48eAmM6FXBpm48KRcAj2LjUFVuccV9nF8zeV5Uqnraaux/hssdjQxjREmSIQwbjwLaj0VUEI791DVlGu81ouq0sY9TvHKituWSQ0e9TJAF108ZIpJPGTyqn5s8wV9QlySAarEiM5JEPekiAh5WoyXXHaxl04eMq1TpJmvwwghxhkmg0yiRIkQIkcL8JJLjBh5FOEhCyeuBc9UXOP004mPMVxkUMmeDTU6RnWAVu4SIkgNDZRSTQaZqZ83xmJTiBMjSIBCtj5L+07GMnwsdizD2scdLuPAiR0HAaZJUztFlFHPEWxiwy0enOpaX32mbaZfu+jgAUqcdNxG44YwyRjZ5C2ZzHA+2ZJHNnkADGoPt7nEVd5gRMeo5QAu3EwwQpgg+ZSkTGHXsIYAEgbJRnKAE9zhMm/y98SJAUYRUwdGFt69HCPdLPQa1ADjDDPFOIKNVu4SwE+MKG7NJJNs8ijChZtW7iEIJVQyQDeKUsv+dckY1QjD9OHASR7FDNHDQ5rYyzEKKHmqEzFarI4IYRw412z0KpbHx8JixxHTKHe4zDFeJFuMRt2vPi7zPXpoo5K6RABnNfW0cpdcXZjoLJVQVQL48THOAN34meQAJ3GSTpAAIQIoSgW1eE1DZq1EiQDgws0u9tHJA6JEySafdFzc5j3qtZESqdxI1dZFJ80UUbHoPYurMVR/vfczXdwc533ENZ64Jk5ZmHgPjPpjpVRROm8IeFQjzJj3a4QBgsxQQhWV7GaUAabxrdvo6dJHXOc9sskjSIBcBhmgm6Ocm1Pg1eLZZtbwsVgbluFjsSOZwY8Ld8LoAXjELeLEKKKCYfoIaRAPXkqooo17TDGBN4Uzg3TTwkNukUcxxVRwkFOJQNSNGoVTQiWt3CFIkAGGOMK5Od2DRVrOdd7CoU7yZfs8ZFM6wQBdnOb9C9b5dZLrvA1Aoz5HtqwjE7OJTWyLZhpeDXZx4DVrTVXMz52ihkF2j6vE1CjRUEQ59TQu6I6dT1xj9NJOCVXsYh+DdNNDKzEiOJPKUVhYhAmt2/CJa+p+BG42luFjsSOZYHSB1yOLXEYZZIgehuhZsI+ksGu3Ve/Szn3A+Iorl12bcp40sRPTGG48DDDAIN1UJAV+Z5JNBbXc5fK2lrrwMUYuRQu8MFM6wQ0uUMdBHnIrZQ2BXAqoYS/T+IgSIUiAfjoppJyiFeIxbJLGIc5wjXe5yLcSHimAa7xBphpda8ulMrB4NggRWDF7vcVCLMPHYkcyw9SC/DwOHFSxh3oxqrYbeWzCtHCbODGyJDXz+cQ1Ti+PE+pNMU6nNlNF/aYYHvU0ko6NTLLJp8SUIcYAPXTziBhRDvPcthk9I9pPK3fZy7E5yyMa5ibv0EAjiuIld8k6bdtNiCBt3CWLXIqpIB03LjJWnVMqU7wcFqOK/GzBzRgRIoSZYpJH3CJHC1L2mbbYGkYZIGsdXmwrxsfCYgdiw0aIQGLep+MM0kMR5YllIoJNbYwwwBHOboeYq8ImNl7k+xLz0zrFPa4wxST79cSSQawxjRJkhghh7DhwkbGqHC3lsotc8VIgRkbrYe3jFhcBcJFBLkX48eFVw4PWTxcOHBRQSv4mB9X6dJy7XKWR58iRgjnrmrlBEeUUSyXX9S3K2Byv2FoZ1UHauEcJlbjIIJt8MiSTo/oCt3iXCUaopI4sctZlTM4W3EwjjTR1MM0Ugo0woU3QxmKnENMow/STQwFxja/p/1IRYs9w4QbL8LHYUQR1BgfplFPLFV4nS3OYwU8PrVRSN6fbBqCTh+RTvKMCQjPIJJ8SunhEhFDCla2qTDHBKIOMMYiPMdJx48BJhAhBZijUMho4smSg7mK4ySSPYjxkkUEmgo1h+uimhWl81HEIGzY6aeYeVynWykQjHyOGC/eaaoFFNZoI1AbDiE0jjQDT3OMa9RxeYPQMax8+xjnNqwR0mikmUmYIrx0Hk4wyyejjhQr5lFBPIyFmuMtV7Dg4oCfJXGdl9NkReTkUUMfBOYV34xongB8nrhVjiCyeDtLEzgl9iYfcopOHVGs9ZdTsuLp824F1hSx2BHGNc4uLjDKQWFbHIfrpwomLE5xfMLxbVemljeO8b6vFXRNxjeFjnCABZphikB4cODnCOYbow6Vu3GRyie8ARkPrIYvn+OCcquUxjdLCHd7jNfbp8VVnI84UL8d4Yc6yct3FED2084AyanBKOlXsIaDT9NPJA24QIWwWTg1TrrvIJh8n6UlVtF1zXsJjOkg7D/AxhhM3NgQFlDgxojgwzlEqC2ur9dNFDXtJEzt92kwJVasq1LoVZEse5/X76aWDMQaIEGaSMUYZmPO82rBxnbc4ra+QLmuPy8gkG0Goop4imWv0XeNNAvgB4Zi+QKZkP6laFjsAr+RygpeY0FE6aaad+5Tp6jyhVnDzCohIBzAFxICoqp4Qkc8APw0Mm5v9qqp+w9z+t4HzwC+p6psiUgO0A7+gqp8zt/k8cFVVv7RRylg8ncQ0xg3eZoKRxDIHTrzkUiMNS+4XIgiAZ51f2FtBUGe4zPcAIWzKayMNNx5u8Q4FlDLEDAGmyaGAKFH8TDDJ2IJjpYmdBo5QqGXc4youbaaAUjLIxEk6WeSs+mtQRCimkmLmDmt3i4da9s8Zph3QaXppp48OIoSJESVGlDAhcrWAXAqZwc8IA+zhMEc4tyajZVB7GGeIehpRVfroSLmuyzSxU0UdVfNKiIzqIP10MkAXceKECdLFI3brAWxrNNw8ksUJfYmbXMSjWXgkK7HOhRsbRrmCK/wD2ZpHJtmmLy0NG2mJ7tDZKVUMR4snJ0fyyeF5/Oqjf4WixCLSsffQs+0VXIvH57yqjsxb9juq+tnkBSKJwjovAl8C3jTnh4BPicgXVDW8HmEtnk06eIAdB8d4kT7aiRDmqLyw4n4xIthIS+mszU5cuMlkBj8FlJJDPh68KEoDRxLBuyPazwNukEkOM/hIx00nD7GrgygRokQJE6CUakqkiuf0g4wxyCiDTDJKiAAz+CnUMuo4CBtYpNItHvOYc4lqhBH6mWQMJ+mc4f1r6oZRVdq5Tx8dHOUFXOKmR9tw49kxQb35Ukw+xRzkFFGNmMVC22niEo36PFEijDNsPgU5K8ZpZEs+1bqHNu5xiNOJ5Qc4RR8dPOA69TTixsMMU8SIJYzQqNkdakwBHOqgiAp2sS+RrNFiZ5MpXvZwmE59uOx2VnDzxpMGxDGubfKVHQbeAX4M+KNNOK/FU8i0TtHOfRyk85BbFFFO+fycKUuQQRY2bEwwkrJFSm1i4yTnV9yuQEp5TgvpoY0YYfz46KEVN5mUUU0m6dznGm4yE91AhZTNiYMJaZBuWniP7/I+/SBscuIzuzgooYqSeYn/VsOkjtHOfcKEOMnLpIuLkAZo4y5HOLcJ0m4+dnFQRDkFWsp7fJdBemg2uww9eIkTo04PUkTFgn1n1M80PiKEGWUQNx7GdIhs8kgTOzax4VUjjq2U6hUNTFUlyAzdtHCJ73BG37+u7jcLi53Iag0fBb4jIgp8QVX/0Fz+cyLyz4CrGN1a46p6V0QygAvAr8w7zm8B3xSRL67mpLkVK3+VeotXl7Z/p/A06fOkuhjdGs1UUEE5tVSye82em9P6Ij20UUMttif0+qTCvSlIyl0U1Sgt3MaGjVEGaeQEfibpoIlq6smTonl7eymhCJ/uY6K4nwxyl40DimjYCJqkfssCZqMaoYOHTDJCPftMI85GVGN0c5fjPEfFIjFAqXBvFiOmccIEcJGReHbjGud5znOfaxRTxGGewyNZTOoonTykl/tkFO3DZtahG6CHEDN48OLETh31jDHMEG2M0U02ecQw4sTqaKCA/FU+69mUUUqbFhBikpJNSliZqvdmvewIfbqXXasgxNQa1bUSZ1W1T0SKgNdE5AHw+8CvYRhFvwb8J+AnAFT15xc7iKq2i8hl4J+s5qTjPb5VCbfa7XYKT5M+T6JLv3bSRitBZqjjOBMyteZj2NTNIEO08nDVwb7LkWr3xqZuHtHEDH5GGcdLLoP00E4b5+X7l9grjQKqeK3n7zjEmSVrc0U0zA0uc4PL5FJIEeUUUo5rkzwDozrAPa5RQCl7OIRdHPjwE9c4TVzEiYsK8hmXxe/B7L2JahRQFE3q2nk8BZghjTQKKKGMXZti1IU1RBeP6KUNG2k4cLKbAwzQzSDdpGE3an3hIUiUEJOEiVLBfobpp48+Wnoe4sRFCZWUUY8g3OBtppgkmzyKqSCXQsYZJg0nNVTgFBf92scQvYwxlEh34MSVqN6e/FcQfEzTTxdeKdnw6zBLqv3fPCk7XJ+zCr1xazj78qhqn/l3SES+CpxS1bdm14vIHwFfW+U5fxP4CvDWShtaPLtENMwjbtPI8zRzAx/jc4bvrhYRIUMzmWaKAp7c8NlqVBU/k8zgJ5v8BUZHHkUEmSGLHI7zEl0Yffsxosvm9siQTBo4SjM3Oa2vLupJc4iTem2kh1YKKMHHOG3cw6NZ7GIf+RvYULbrA3po5QAnyJvneTASUMbZy7EVPX4j2s99rhEhjGAzG/nHAb1Z5OAigygRBujmHb5JmdZQSrUxamqDYsFauUsvbRziDEWU008nHTSTRxFn+TCCcJcrlFNLN608oglBqKaeOjlErnjJlfI5x1RVxhhCEI7I4+DuUgwPWFBnuK2XGGOIYiqpoA4PmdhxEiFEgGkCzBBkmklGCTKDojhJZ88iMVoWTyeq2tdwODVjukTkF4GfwnCo3Ab+uaoGN/o8Kxo+IuIBbKo6Zf7+APAfRKRUVfvNzT4B3FnNCVX1gYjcAz4KXF6n3BZPOS3coYhysiWPoAZws74MvTGNMkAXdRzaYAm3hgdcT8R03OYSh/QMxfI4BiRN7ORoAQFmaOOuMeJKjBFXUY0wrL3YSCOL3AVGUxHldNNCH+1Lxk1VUoeidPCAKvZwjo8wjBFoXaTl1HEIEaFJ36WGBryy9uKpI9pPH+2c5Pyc4fkA0+qjn06e50PLBv6qKo+0iUF6OMApcilc0YgpoJSgztDFI26ZHqVGfW7dsS4TOoIHLw5xUst+MshMJF0skxrKqJmzfYXWcp/rRIlQRDl7OWaM8FPhmJ5ecPwuHgFwYpGYsDEd5A6XqWA3+zi+IJFlOi4ysYa4P+vMtuf1h9JTLrhZRMqBXwD2q2pARL4M/K8Yg6Q2lNV4fIqBr5ovETvwF6r6LRH5ryJyBMMy6wB+dg3n/Q3gxhpltXhGCOg0Q/TwPB8CIJs8bvA21dpAJtmJJHtxYsTNZP5L/fUxDkAXD8nVQtKwM80UowwwxQRhgvMS6dnNPDleCimnmArs25QQbFC7GWWQk5znbb5OujlkGR6PeLKZUmeRTYgA7/BNsjQXGzZG6J97QDVyH1WaSR5FhHpt5CbvUKyVi2Z9FjG8EEVazgNuMEA3+zjGSV7mJhdo4hLFWsEQvQzRyyv6A3TSDKb3YjUelEF6CDDNBb7BOf3IHOOnlXurijEaY5gRBjjNq2vqunJJBvU0skcP08pdmrjEcX3fmrNTqypXeYM07NRoA1XsoVrq6dKHhMwYn/kUSyV5WkyEEG4yERGO6Yu0cpebXMCmGThJZwY/USKMMQjAAF1ENYyXPAQb3bTQTQsHOb1IXJeFxRyKga9utxDLYAfcIhIBMoC+zTrJsqhqG9C4yPIfXe1JVLUDHvtSVfUWPMMdjBbLMkwfRZQTJUK3tpCOm1wKGWOQHlqZwU+cWMJgWQk7DvrooJsWAAQbbjwUUEIh5WSSQ4QQ0/iYwccMM0wxTjPXuc9V7OrAjYda3Y1fg2STj5e8TTGIohqli4eECDJEL0c5hxMX5exinOFEd52PMdq4B0AO+dSynzwpJqDTTDNFnBjpuOmlLZFhOUKIFm7Twm1O6Tn6dYA4RgDtGMPLFs90i4cjepZBemjiEkWU0chZ+uhgiB7KqWWMQbp4SC/tBJimh1b26fFlq7xHNcqo2aADTDGRMBJ8Os4EIxzgxIrXLU4UG7ZVPxPzERF26wFucZEm3qVCa8kkm3TcqzLeYsSwYYzQa+cB7/AtduleHKQTIrio4QNGd2Jyde0MyeQQp7ET5w438TNJBpmJe1jBbhw4aeM+fiaJEyOfEk7x8gJvmYXFfGbb8/pDbt2m4OYCEbmaNP+Hs4OlVLVXRD4LdAEB4Duq+p3NEMLK3GyRcoQI0Es7Q/RSQhUOnLRwZ051dUHIJp8q9pBHkenhmfX2zE7KbS5xhLMr5n1x4SJrka6AGfXTTwc+xplmik7aiWIEz4pKIkOxGw8evHjJJZ/SNRtFcY0zQBdt3COHArzksodDXONNjvEi2eTTSzut3EVUiBPjIKeYZIxJxhJxMW7xJLoFC7WMIsqYYIQpJhlniBgxAProwEUudhwcpJD8VcRPiQglVJKvxbRwm8t8l3qOUEMDImIOQb+HGw+V1JGGnRu8zXP6wTnJ9pJ1fsB1cimkkt2JQp6ztHKXXWa25pXIp5RcCnmP73JAT67L8yEiHNTT9NJGB83MMIUdB0VaQRHlC2ptxTSaMPLChIgTx8c4h+Q0UzpBE5fIIod7XKFOD1Eoqy+xkSU57JW5RVpLtIqbXCCTbI5wFoc4UzpHlYXFIoyo6qJfMiKSC3wc2AVMAP9dRH5EVf/bRgthGT4WKUfQLD56gvOJBrNG96LEE9vYsK2Y+TaiYaJEnii2IUMy2W06K3PFS40cBiCqYSYYw8dYIvjYxzhdtADKET23rKcjGZ+Oc5tLuPFwgJPEidFBM1NMIAjTTCUMwNmuuzTsNHOTfRynh1ZiGluQiVdEyKckUYE9orM5YDKopmZdo+TA8FLs4zjjOsx9rtNPJw16hGzJo1xr6aWNHtqYwTh+Bw84wMnE/o+0iSABpvHhws0hziwwbsZ1mGl8NPL8qmSyiVAvjeRpMXe4TLFWUEr1mmu02cVONfVUU4+q4mOcIYwaWQBFWk4RFXjJpYlLhAlSQhVZ5LCbAwmjM0tyOKAnuMW7ZJPHA24wrsPUywLn+apxiZuTep67XOFtvs5L+vFNLRhr8XQTT7EYH+BVoF1VhwFE5G+A5wHL8LF4+pltMJMDmo1GfW0p9u0YMSvGcN7VF+1c1bHFSQElFLBwZNN7+l1auUM+Cw2f2a6sCUaooJZCymni3URwcQt3CDJDPY3kUUQ/XTRznT7ayCKXNOyJMgRV7KGDB2YNq5WvjUOclJglKDbCS5ArhZzRV+mgmUu8hkOd2LBRywEy8eLGs6i3xs8kowySQdaiRo+q0sodatm/poY9rCG85HKKV7jHFS7zPV7Uj+JcZ1ZiESGbPLLJo04P4WeSQXq4y2XixBPlOU5wftHrnyMFnNH3c523El7MPXp43dc+oNN08pAxhihn1xwPqIXFU0AXcMbMAxgAXsHIEbjhWIaPRcoRwaho8qQvdhGhRKto5gYH9fSWdQnsYi9NXOKCfiMRjAwQJ06QGWykkUEmTaYXAaCXdgoppZZ95FCYaEirqKNMq/ExxhSTxjB1My7HxxjTTOHBy5D2/f/svVdsnOma5/d7K+fAHIo5iKQoUVktdbfU4cwJM7Ozi929WPvGl76yfeEAGAa8gAEbBvbCBuybHQPGXtkwsMDZMWY8J/bpPuqgnCWSYhRzZhUrx8cXVaomW6REMRbJ9ydQrPCF9/uKVd9Tz/s8/z9lVL5VoCyStwBVGPYlO2BQRlrpoVm6iBPBjuu9+zmvPiUlSQZ5xBN+4Lx8suG1WWaeNKlim/b7yEiaF3KPVwzk75POO6FzecdBz09RSuHGl8/syGmirBX0kvqJEcbN5lOpVmXjotzke34LCIM8okP6PsgnKyZhRulnmTnqaeEav9AWE5pdkbesKK1soYjcUUr9e+AhkCHfAPW3715rZ+jAR1NSiEjRrDNLppi12Smd9PGIWwzyiC4uvH+FPaBKBTgnH7PANLmC/zjkzUfraManyoF89idBNG+t8Y5gwaTMlFFN2SYZpJQkmeU1Uwzzkns0Sietqrv4/DDPmGCoWKvSQte+FMEalAHnB/h/WZSVXrnK9/yGEMv4qADWZ3tObztQXWaeHFlu8E8OZOpHKYULLy68tHH6vctblJXr8gtGecE0Y8wyQa9c2VbNz4LM0M99Gumgi/Obdt5pNB9OaSo3i8i/Bv71fu9HBz6akiNHbkOmZDMyki62+SpUcfrnp0GEURk5Jx9zhz+yJLN7ot68HSpU7XsFE03KtGttFYuyFmtSEhLnHn/EJCYMGFgjyDJztNBNLU1MM8Zd/shZuYZ/D01Kd4pSigZpZ5LhYuCzwDSgqKL+3Suvo4wqJlniBXcplxrsOHHgLqmsiEVZ6eICbdLLQ27xnLt0yNn8lNUWAV6+huoB5/n0g2uVNBrN1ujAR1NSKKUwiAGFYdNvt0FZYphnhAlix42p8CecI0uGDGlSdMgZ6lRzcR2TMuOVsiOr3rxdbMpOn3xccLO34MZLgHxbtkEZaKcXuzgZpZ+WbRq97jd1NDPKS5ZkFiMmhnhK9zYUmtdjVhb6+JgXPGaFBeJEibKGRWyUU42PCuzku90OynPsXWNtkDZe84oBHlJJHVbeDtBiEuUZt+nlig56NHuOANqyQqMpIS5yE8O6QuaMpDFiYpEZBnhIB2eppmHTaY2IhLjP19jFucGDKt8S/4ygLNFEJz5VcSDHctB4lJ+zXNvy+Roa84GjhKAEimNNykyPXMq36WOgic4dWWGYlJFG1VG8LyKECbLCPHNMFOwaojjERS1N1NCIRe1twfv7yEiGKUaYYoRqAiSJM8QTGqQDb0HxWkSYZJgkIdro3XZnoEaj2T468NGUHN5CDUxQlrjP10A+GJpgCCMmkiRIkcRG3lpgvZbJm2kyKxttB06pc7RKD/NM8Zy7Rb8pL+UnSgclSogKannOHazipWVdPdBhUaXqP2hqazsopfDgx8OP2ZI3XlezvM7rJUkFdTRTQc17pRH2ghGeM8kwAVpp4zQ2HAzymKpCp11cojzlBxQGbvBzEiqz72PSnFyycnI+936KDnw0JcmqLPKIWwC004uPCi5yk1UWmWOC2/wOk5gxYSbKGn6pxIaDFRbo4CwO5Xprm2ZlIUArddLMDOO84D4KRY9cPLYZoDcsyzyvGWSFBQACBIp6SSeFvK5RNeVUk5E0C0wzwRD9PKRJOgjQvq/2JE10YsfJOAN4KWOMfvq4Xixy7ucBVdTTTBd25SDBkXYA3zPSkiLKGhHWCurqYbJkseOkjuYNmV2NZjvowEdTciQkzhO+5yzXSJJgjH5qacKq7JRRRRlVdMtF4kRJk8KOkxDLJElQS9N7PwgNykCAVuqlhUVmecIPXJWfvWXieZxYYIoVFjBjxVFw7J5hmpiEuahuHvbwDhyTMlNH3jg0KmuM8pLv+UeapJNamt85DSYixIkSZpU4URLEMGEp1BE5sOHEhuOtqVgLNrIFq5UYMSqp29DZlSFNGVUnKgO5GVEJM8MYYYJEWSNDBidunHhx4aGMKoIs8ZpXhFguevppto+gSq6d/SDRgY+m5DBjwU8l4wxynk9Ik+Qht7ggN4qdOkopHPyY1al8h8/UViilqKKOsKwyyCPOyrVje9HpVhfpkh+Lhp1YMfKEeSYPeWSHj1N5OMNHRCTEOAOM8o/4pIIaGqikrlhkn5AY4wyyzBxZsngpx4ETBx4ypAiyxGwhEEqSwCo2bDiw4SBBlDAhfJRzhS9ZZZFV5slJrhggmbGQInmYp+LQWZVFHvBN3uUeCxXU0cX5H6eyJccDviFHllOc27bWk+ZtciXYzn5Q6MBHU3IYlZGzco2XPOABf6aFLtIkucXfc1Fu7nlqu4UubvMHFpimmsCebruUWB/UWZSVagJMMXKIIyotXMpLL1fJSJpFZplnkgEe4ZdKzFhYYpZ6WujjOk487wySc5IXq3zzY8OBG1+xq8wqduaYZJDHdMn5okBimOCOgvjjQoQQADYcmDAzzShdnC8+H2SRHFmu8OWx/ZKi2X904KMpSZTK197MMM44g5RTg59KvJTv+b6GeEaMMM+4TVR6qKP5RDhda8uDzTEpM7U0Uktj0d8sTZJ2erFuczrUoAw4cG3ISv70+bPyEff5mhFe0CanceNnltd7eSglS1LiLDBNiiQ+youdfAHaqKeVGGEecotWelBKISLMMM4kw0QIkSLxVgODZvuUonLzQaIDH03JopSinhbqadnX/eQ1gZxU00CcKE+5zUW5sS1X8KNMnCh2jn+AtxvW+5vtNSZl5rx8yiNuFXWGMqT3ZV+lxmO+J1ww3AX4Qv45BmXIZ3EEnnOXdnqppYmgLDHOIEvMzC+WhgAAIABJREFUFoVNb/EPdEofPspx4iFNqjDFGCdBvHg7RxYbTpy4qaPlg6xCNMeX4/3JrtGsY33b+3ouqc+Kt3OSY5BH3Ob3dMn5HWnKHBWirOHAfdjDONFYlY1Tco6n/IALL2YOV2DxIEhIjDCrWLBiw0GSxIZC8DeaS1ZsPOY7lpkrPpcjRz0tTDPGK54U1xdyxWUaaMeGAx/lKIwkiLLCAhMMc0auakFICsXNup1dozl+JCXOMvOsssgiM1ixcY1fvHMdgzLQzUWWZI5+HuKTcjroKyn7g71ARJhnkgY63r+wZl/xq0ouyxesML8vU7mlxiTD2HDgxE0nfYwzyAu5R4pk4SdBlgyP+BYXXkyYqaGxWI82zRif8FeMM8A0oxgxkSkEPi1006be9k9rpIPXMsg4A+8U+NScDHTgozl2pCTJC+4RYplyqvFTiRMPS8xuuU5OsgRZJsgSaVIIOWppIsQyP/A7uuQ8/m0YUh4FcpJjgiGy5I5dIW1WMkwwVJQ3yJHFQzl+KimjsmRrtxxq63qg40RaUkwyggMXZVQxxySzvKaOZgK0YsGGBSsJYkwxyjyTePDTQveGQvx7fMVlPqeDs+QKEgFP+G5LU2MRKRjanOyuufVoywqN5hgxxwQAn/LXGJWRmIR5xLebOmm/KZoc5QVW7PipymuwYCDCGisscIpzDPMMrzixU3bQh7NnZCXLEjOM8pJmWjjPJwfiZn5QLMlsPktHOXW0YsWGAQNBlllihiGeYJK8fk8D7drp/BAY5SU5sjhwEaANozKhRDHLa6zYWWOVDGkuq8/xSQUpEngow4I1bzyLjVZ6GOEFQZaoUY0YC/Y2HiljkRma6CzuLyc5lphjmlGSxDnPJ4d16JoSQgc+mmNHGVWM0c9L7pGWFCFW6OQsNarxrWUjhOjnAWe4SrX6sYg1Kmu85hV1tBCgjTKqmeYV7Ucg8BERksQL328TRAiyxiorLODGRwdnaaeTJVZYk1XiRIgRIUaUOJHC1EID1TQcmZbhuMR4wT3O8BFlqmrDc258NNBW9O96zSvu8AcuyA3synlIIz588udjlRRJKtTBmPdOMowdJ2fVj9NNLXTjwE2EEAYMhFhmTibwUblBXPP6umnqcqlmhBfEJF8LFCHEJMN8zK+KyyzINK94ghU79bRQTeDYNyxsFxHIah0fjeb44FJersrPWGURI2b6qNryA08QAKKEmZcpsmQIE2SOSTo4S53KC6RlJbPBOLWUCbFc9Diz48SCtRjMZMgwRj9BZphkAjsu7Lhw4MRLGbU0kCLFJEOMMUCr9FBFfUkHQCLCMM9ppuutoGc9b/y7znCVCRniEbe4JJ8fuFlpqdDPQ2YYA+Az+acHlgH76fSqUqrQOdeAiDDAI55zF4Cf8S833UaL6sYjflZYIEQUAWpowFboUgxLkAEecoaPtKXFpihyJ1jOQgc+mmOJTTm2perqUX565SpLzBAmhAkTdpxc4jMsWJmSEZaYI8gS1/j8AEa+e7yUc5rLLDJLiGUEwYQFMxY8lOGglXoCtHFhy4CmWgJMMswzbnOaK9SyMVuWlQw5chgxHfp0mZAjQpAVgkQkRIokRoxU00C12lyQslF1kJIEj/mWi3LzxGUCFmWGIIt8zj9jmOfc4h/wiB83PtQH1H5YsVNBNVmyxAjjwI0L75Z/V630UMHG7JKIMMErVlgkzCpmrFTTQDOn3rnvclVDOZt3XeZNjJ066NFsysl6t2s0m1CjGjZotWQkzSTDTDBEGVXU0MBpLlOlKlg9AsaRSilqaXpn4GdRFpRKvHMbaUlRQc2GcyMijPCCCYYwYCBLBovYqKSORjo2NYfdbwzKyBmu8ooBMqSpop4EcQZ4uEGJOyExsmSxYsOIiTZ6SfKAp9ymT64fegB3UKzJSmF69yOMysQpztEqPYRYJkKomAVVKOLEmGYUyGcPvZTlVasL2YIIQV4zgMKAGx+LzBCgjU7pY6XQUekQKwPynDNco1X1vDWe59xlnknsOKmntShauBv8VJIiwbLMU66qd7Wt44igp7o0mmNLUhLFTo8YYaKsESVMmtRbywpCgighVqighkt8jlOdXJ2bWpqYZJhVFhmXAZLESZLAjY9P+EssyoqIECPCLK+5x1eUSRWNdOLBf6DTYy7lpUV1F++nJMkwz+iXB5iwMMErBMGOixRxhHy2woKFECsM8ZRTnDuw8R4Wa7LKY76jm4sbsiFmZcEjftZYZZSXKBRmrKT4MTh+U3w8xyRGTJgwYcSMBTtGjMQIA7DCPN/y/2HHQQW1BGiln2eYtrjcJIlTQS0+yllgmjH6+Uh+jkt5dnycBmWgWy7ygru0SA8+ynHgOnGZPc3m6L8CzbFlUWZ4wT1y5KBw0cu7PHs2Fe5TQAU1nObKia37WM+bNuGn/EAnfXjwY8a6QdNIKYUTN+300iynmGaU59zNO41LJX6qKKMKO859C4RykiMlKbKSLSrzpkgQoI0saYwYaaYLBy5qCzVbGUmTJEGSOCkSmDn+r3dcotzlj/ioIEWSFVnARwVpkiwxRz8PgHzA281Fwqxyjz8V1+/gDC58CDkWmcVPBVkyZMiQJUOKJIM8wks5zZzCWQhcfMpDOdXM8hqLWN/yObukPiuKizbJKf7EfyBCCJs4MO0iUClX1ZyRj5hmjClGiBPBKnbqaaWJzpKuWzsItGWFRnMMGeRxIchx0UAbLnwnZjpjNwRluVBzsUAFNSSIU6ea37ueSZlp4hRNnCIuUVZZZIUFRnmJAQN+qaKMSsqo2rbn1XpEhDVWWWKWIEskiBEnCkCAALPM0So9zDJBmmQhQ7FCJ300qo1CjSZlxoQZ5wlRrg7KUrHg3YWXIMtMM0qaVPEcvsGIicd8y9o6SwmF4gnfkyGNETNpklzgRrGYPCsZ7vEn2umlXrW+tf8zfMQoL3nMd+TI0iFnqVVNzMsUY/QTI4xfqjBgwIqN59whQNsGg9Kd4FeV+Mlntt509Q3yiCRxOqXvxAc/JxUd+GiOJSlJkiFNghghlpnlNQ20n4jpjN0yygtWWOAj/oLHfLeji49d5b2n6mguTIeFWWGBBWYY5DFVEqCNnm0FQCLCHBOMM0iOHFXU08QpHLjIkGaMASqoJUKCCGukSeLETZgQPVzaVpH7cWZKRhngIQA3+ZuiQzzAhAzxiicA+KjAjBWFIkAb5VSTJEGYIFXUEyaIFRs5csSJ8pw7uMWPAiKs4aeKui189UzKTCd9dMhZvubvCLKEEgNDPOU0l3DhZZ5pEkRx46OSOtzK90HHmZW8RGGGNGlSxenscmoIs8oaqxgw0Mk5BnhIPw9olq59zUaWKoIipy0rNJrjQ1TCPOBryqjCRyV2HBgxal+qbdLMKVZYYIBHVFG/a42X/HSYByceGmgnLSnGGeA2vycgbTRxatMpDRFhhQWGeYbCwCnO4afyrYtUH9fwKw8VhWmsB/INKyxwnV8eSrF1KTEtY8Wg56ePT/CKFClqaMRLOQFa3zq36x3mPfzocWXHyRX5kiDLGDFixb4tD6wsWXLkaOIU9/iKds5QVig+bqDtg49PRFhgmtcMEiFU7F40Y8GEmQxpXnJ/g/mrAze9XOEZd5jhN/Rx/dgpmG8HPdWl0RwjksRw4N4gkvah5CTHHBMsM08L3bsqtDxqTBW6ePxU0kL3e5b+cMzKQgdnCUgbI7zge35DvbTgxIMZS8FnO8ICUwhCG70fpCXUwVlecO/EBz15JesHeMi3qXeriwBEJMQQTznHx3gp33G2w6Yc1PBhFiAmZaJFunjEtwRoY4x+pmSUNno+OMBeklmGeYEBRQvdlFPz1lR2WlJ8w/+74bEYYUZ5SYY05/iEcnTX10lDBz6aY4cLX/7CKdNUqfoNz0UkRIQQZqwFc8MUUcJECBFljTVWceMjTYocWVIkaeXtFtzjzBk+Atj39L9dOenlCmuyygJTLDBFmhRWbNhw0M3FHV2YXXhJECMpiWNnLrsd3tiwDPMMAIWBds6QkBhDPGOJWRpox6cqDmV8raqHrGRIEqeeVkZ4zmO+o0JqaeP0tqa4pmSEcQbppI9K6rb8GzFgpIOzGDFtyHwtMUsL3VSozXWAjjsC5HQ7u0ZzfLAoK+fkYx7zHfMySR3NmLEyxgBrrOClnDRJsmQKzbgufJRTTwtj9JMkQTUBZnnNWa6duJb2g6538Cj/hmmU3WJQBsqkikWmCexg+uSokpZUcdrHjJUL3GCJOZaYIU2K+/yJelq5wV8felt3OdW84D5eMliw4sbPErNYsNEoHThwYVAGRIRZXvOS+1ziM2YYJ8QKKRJc4cv3Wo4YlZEmOolKmABtrLJItKDFZfvAbJXm+KADH82xxKP8fCy/ZJJhxhggRZJaGunlSrHleT0zMs4IL4gQIkeWFZSWuz/CRAgd+0ydiJAgxjJzLDBNiBXKqKKLC8VaqHmZIsQKj7hFiiRpUswxSf0WRcgHhZ8qWummv5CFWWaOahpIEOUJ3wEKv1SwxFxRS+gVTzZ0mi0ySyPt29qfU7np4jw5yTHLawCq1wlznjwUWW1ZodEcP4zKRDNdNNP13mVf8YRWeujlChZsJ67L47hhxrKhoPW4EZE1nnGbNEnKqCZAG31cfyuT08ZpKqllilHiRJliBB8Vhx74KKWop5UKqSNBFANGlphlnilSJLFgJcIabfTSz32AYtBzjZ8TJcw4A9sOfN5gUIZDP3bN4aMDH82JJytZzOSF1XaiL6MpPTzkVYjfaLgcJ5Zlnhfco51eaml6Z5CulMJLedG/rdSwKhtW8nVYbny00E1aUsSIsMoiIzzjAjcAWGCaNVa4z9dkSNNI52EO/Uija3w0ml2QkTRrrOLARYoE7gO2KtgLXnAPL2WUsbWzt+bokJAYKyzSye7a8EuFnOSL7E1YGOABIVbp4eKuZQZKFbOy4KUML2W4xcdz7nCJz+hSP+pJvVF61uwcPdWl0eyQZeZ5xu2iZsbH/Ao77y44LCUiEiLIIp/wl/qD9IiTkyyLzPKKJwRo3dK5u5TJSY4EMZSkmZYpwqwyzxQZMgg5AM7x8bENen5KuaqmTXr5nt8SkDZqaSJOlDIqsbCzjr2M5KdATSrv4ReRNcKs4sZ/omQrTjI68NHsimoVAPkIQaigpvhhclQwYkIQIqztaWeR5uAIS5CgzPCE+7jw0sFZqgkcWiAbkwgxwqRIYcKEFVvBEDV/oU4SJ060aLmx/naKBFbstNJGkDWcuLnMF3zPb4rbTxI/lOM6LMzklaanGGGFBWKE8VHOBbm5bQualCSZ5TWzvCZCCBc+rsqXvOIJ80zho4JXPKVHLlKpjr+YoYjSU10azW6oVoHDHsKOsSsnXXKBJ3zPRbmJQjHPJCssECdKhjQOXJzjk8MeqmYdIsI0Y0W/qT4ubau9eT9ZkxVe8ZQYEdx4MWMlw49mqGmSgMKCFTtObDiw46SMquJtK3YMyoBfeVhV+bbrrGQB8FJOKz0nbkq2nBqu8CVmLOTI8QO/Jcgyj/mW8/LphgBXRArnPE6CGDEirLBAkCUqqKWTPh7yZyIEGeEFU4zQy1WqVYCgLPGMO/il8sh9gdN8GDrw0Zx4qlWAjKS4x1f5+zTQQDtO3Bgxc4u/J8gSVRyO4JtmIylJ8Jy75MjmLQ+ookx5i4HCYRCWII/5jnbOUEPjppmInOSnqj7UKPdNd1oZVZSrk6cybFTGDdnYz+WfoTBwnz8xxSh+qaSfB0VvPshr9NiwY8NJDQ2c5nLRo+xL+ReEWGaSEQyY6OcB8zJJF+epoIaXPKBXrhx7Q+OszvhoNCebetWKUzxYsb+VNeiT6wzwCCVpyiSAYRMdIM3ek5Mca6zixE2WDBFCBFlihtfU0UwrPYd6cYpLlBnGGaMfhaKXK1SrrbVhdjpWC1YAxuinRbqP/QX5fbxp2T8tV3jA18RpJMQy9bTQzmeYML+3081HBT4qiMoao7xkkRkeEOYKX/KcO9zm97RKN5XUHbrYo2bv0a+oRlNgKwn/SlVHmVQzTT+KxSNZNHvUSEuKx3xHmiQxIpix4MaHBz/n+eSDnbv3knEZZJLhYq2NEw9R1vbt70IpxSfylzzgGzKki4HQScep3FyQm0Wdn2nG6ODsB9V2OZWH03KZ7/gNCWIYlZE+rrMoM0wxQj8PqZAaqgjgpwLLMbFAESCnu7o0Gs27MCojOXI77iTRbJ+kxHnILcqppoOzZEi/91v8QZGVTNEDq5oGzFiYZ5JGOva1LsSmHHzMr/Zt+0cVl/JwmS9ISwpgR6/BHJMAVKwLXCtVHZXUEZJlHnKLeaYAsIqd83IFi7iPTRB0EtlW4KOUGgfCQBbIiMildc/9V8C/ASpFZKnw2L8BPgf+SxH5RinVDIwB/7mI/G+FZf534L6I/Lu9OhiNZqeEJcgK84QJoVC48FJDQ1HQMCxBcmRx4T3kkR5v0pLiB35HM1000YlSqtjVUwoYMFJDIw7c2HEyTv+hF1VrKNbvfAhv5A8GeYIRI230Mi+TLDGHwkA3FxhnEAtWmjjDCgtFEcVhbtMuZ6mlsSQC8vW8qSXbCqXUeG2PT9f4bJPP3wQ2b1BKNQB/AUyse+yNP8AN4N8B3xTuLwD/hVLq34oUwnONpgSISYQ7/IFqApRTgyCEWOYHfodPynHhY5EZznGp5D7kjhsGDBgx4cKzZ+c6JzkypFAYPugCGZMIC0wRJkiKJH4qiRJmnklceEmR5Bwf66DniDLLBP08wIiJOpp5wDe48GLHyRQj1NJIkCXqaCGg2gjQxpSMkCZOCz2M8Ix5JuiSC4f6N5CTHCGWWWGBFRYIr/Mz24q8cvPJ/Szb7VTX/wL8N8DfrXvMCOTIn9v1Z3YR+A74T4D/Y5f71Wj2DIdy0SxdBFmkhgYMykg9LXRKH0vMEiVctAcIEj7s4R5rjMpEr1zhKT/QIj1UUY8VG1kyKNSWhaYiQlCWWGSGKGHSBUPOFEmyZDBhJkeOHrn4zgJkyAvcveIJi8wUg2EDBp5zF4AAbdTQiAefLnQ/wtSrFsxi4Tl3mGOCLi5QqWq5JX+PQvGMO7TQTaPq+HEdWplnhFGGMWDEjZ+7/JFW6SFA24F8MRIRwgRZYYFVFgiyjBN3wfi1Bx/l/In/sO/jOMpsN/AR4HdKKQH+rYj8rVLqb4BpEXnyEx2FF0opB/At8F//ZDv/M/CPSqn/czs79Qfer6LpqXZt8xCOBsfpeI7SsVySawzyhFVmaKOn+AFWSXlxGU+169hkfEr5tfHjoVqqmGKEKfrJkMKAAQG6OI9P5V+TpCSZZ5IYYcLVVtYIUkMNTjoxY8aMBRPmYn3Qmqzyiic4sODEQxlVm76eI/KCSsq5yqc84QeEBA58BAjQyTnK1f7r6JTy6/OhlPKx+PHQJM0M8IgwcxjJcJZLGFBkybLANMM8wIABMxZOc5Xmmht0qws8lds0c4pe+hjmBdMM0s7pPc/+iAgJYoRYIcQya6xiIm/r0UgTXvxv1zZNvnuTAFn0VNf7+FhEZpRSVcDvlVIDwH8H/HyzhUXkP9vi8TGl1F3gP97OTlentqfLsd3ljgrH6XiO0rGUSyP3+ZoIcZrU5gaIR+l43kepH0sVrVSKIAgGZWBChnnAD7RzhlUWGGeQGhrxU0klTbinM8V1s0C28D8kCo8a8UuARZa4x/dc5AbeQhD15uJiV07GZYwEcVYIMckwAAqFASMNpA5ML6jUX58PodSPpVFOEyPCKC+wYOOUOseY9JPFSDOnWWWRZ9zGSx0xvKxOrTHJJG6q8KkK6uUUU4zyW35NIx00cWpXsgM5ybHIDEvMssICkNdx8lNFgG5sylFcNkwcPkzN+2NgeseDOwZsK/ARkZnC7wWl1K+Bm0AL8CbbEwAeKqWuiMjcezb3PwH/Hvjzjket0ewDJmXinFznHl/hENeJkK4vdZRSqMKMeTUBVlngJfdx4uYSn+EseCvZlYME77+4lqkqyqhiUobzgneS/yY9Rj9R1miT03RyjjBBksRpoZtFZkgQ5yI3ivvTHC+UUjhx0yid3OMrwpL37lpgimoCBMmXt77gHn48TDGFwoC3kBFWStFAG5VSmxdEZIpTcg4v5R8UAKUkyTRjTDGCHSfVBGjmFA7ce5ZtFpGZmtNlJVnjo5Q6Bfw/6x5qBf57Eflf93I/7w18lFJOwCAi4cLtnwP/g4hUrVtmHLj00+LnzRCRAaXUS+CvoTBprtGUCDbl4Kxc4zHf0Sl91Kqmwx6SpoBV2ejj+p5sq4EOBnlMhgx2nLTTiwM3z7nLDOPEiFBLE11coI5m7vAHHJTulI1mb/CqMq7JL4gRZpJh7Dh5xh1qaCBAG13qPDkSREkSJvhWMGJTDs7JJ8wywQO+wYyVemnGTxV2nBgxYcKEASNKKUSEJAlCLLPANMvMUUkd5/h4X7Sq3lzPq3tK05dQRAaBcwBKKSP5zNSv93o/28n4VAO/LrzAJuD/EpHfvHuV9/I/Ao92uQ2NZl/wqnIuyA2ecYdFmaWFLtzKR1ISzMpr7IVSQqMubD2ytKpuWul+6/ErfAHkC5z7ecA9vkLI0UiHVvA9IThwESZIjAgtdDPLa8qppkLVAlCuqriobm65fpwo4/SjMHCOj1lgmjH6SRInQ4YsaXLkMIqJHDnMmHHiwY6T6/xiv/WBqikEErnSr/H5EhgRkdd7veH3vpNFZBToe88yze95fhzoXXf/CZT+WdccXRISY4FpIqwh5HDiIUAbpm1evNwq7948yTCP+Raz2KikjChJ4sSIEcYr5Viwotb9o/DbhAk7Ltz4cOM7NkXRJwWTMtMrV5nlNSssUEfzYQ9Js8/kJMcck4wzgBETTXQQZY0oa/g+wKcvQogYEfxU4lVleCnbdF8pkgzwgBUWWGOFVRZp58xeHtJbvLmeV/eUSfZwproqlFL3193/WxH52y2W/VfA/70fg9BfYTTHipxkGeIZc0xQSR0e/CgMrLDAHX5Ph/RRSe22AhGjMtFMF43SSZggFZSRLqyWlhSLzBJmlSwZBBBy5MixwjxWHAizRFnDhJlW6aGeVp0lOkIopaijWQc9J4CMpLnLn8iRL5CPE2WSUaqo5zJfbOiaEhFmZJxRXuKlHBt2smRJkyJDijR5mbpVFnki39PGaVxqo/CpQRkYlwGWmMOFlxgRTJiZYwKTmDFhwVzoSDRjxVYQUj0GLK0XQN4KpZQF+Bvgv92PQejAR3NsEBGecQeAa/wCi/rR06ieFpZklmGeM8ZLaqWJSuqw4XhvECTkcOPFhp3n8gNrrBAjQo4cdlwYMRaXFPJWBnEipEjiwc8a+Tbq1wzSLF3U06L1XzSaEiLCGonCe7qKAI10YMaMIGTJsCR5Pa8oa1gxsEKQ01wmVnifWwshSl5CwYIZCwpYYo4H/JleuUK5qt6wz1Oco54WwgR5yX3a6SVGhAzpDT9J4ljERg+XiuKKzXTt2qy2FIub1/Er4KGIzO/HxnXgozk2zDNFjAhX+dmmHwoVqpZyqWGZOeaZZpxBsmRwiBsHLuw4C3oxORIkiBMufhAJQoAAgoV2zuDAnZ/m2kbmKCprPOF73PhYZo4x+vFJJfU0U6604alGc9j4VDk9cpkJXrHELKssYC5MYwNYC5V9Hvy000lCZQHwU/nO7Tbixi0+nnGbRumklibSJJnlNRFCrLIECE2c2iCUuB4RKdabBWhlilGa6OSYV4v8R+zTNBfowEdzTBARRnlJF+fe+U1IKUUFtVSQL1RMS4pYIcCJE0UQFAZ8lFFLI07cWLChlMKLm5D6cOVmp/JwQW7ygK9ppJNTnGeOCUZ4qZ3eNZoSoUY1UEMDKUlwn2/w4KeCGiqp21DYblfObUknvMGvKrkknzPEU8YZIEMagE76OMu1YofXu5hhHIApRvNZ5l0W2guKXIl6dRUEkP8C+E/3ax868NFsiYiQIkGaFMZCC6YRE8bCG3VNVhnlJassYsVGBbV5KX918K2Sy8xhwICfD1PVNSsLXsqLehzvwrCLAmWbsnNBbnCfrzFiJEAbEwyRkNgGMTKNRnO4WJSNK/IFEwwxywSveEqTdBCgbccBh0O56OM6IkKUNRRq25pQSimuyy8Z5SUKhf2YyyqISAy28YG8C3Tgo3mLjKQZ4FG+0C5fWkeGDMl16qBfyr9glBcskderjBFhgiEmGOKi3MSv3p0C3msmGKKRjpLunrIrJxfkUx7w56Ix4ggvOM3lwx6aRqNZh0mZaaUHgLAEGaOf17yiTpppkhZyYsK6g7ZzpRQuvO9fcBM6OMNLHuxo3c3IUrqflfuNDnxOEKuyyCCPSZEgRfKt5y1YuchNXvGEZeYxYEAV5pGzZHDioZpAvlNKKc7KdYIs4aeyGHCIyIEHHwsyQ5woNbzbfLIUcCoP5+UTHnGLTvoY5SUzMk6daj7soWk0mk1wKx9nuUZEQswzxSqLDPCCSqlFYaCCWsqoemuKXUQY4CErLFBBLW30kiKBQ31YxiYjaX7gtwhS8Jg72C+VxxEd+BxBspItBC8JBDboyCgUZiyECTLLa8xYcOChjiamGcVHBUaMvOYVLrwYMZF3Q8rrSmTI0MMlIqzhp5IkcbJksGDb0CUF+ZbMsp9MLW0n6AlLkElGSJHAiIkWunHt0AogJUkGeMgZrh6ZTim38tEn13nM99TQwAgvWJRZqglQQc3bhoMajebQcSkvLrz4lQcrHtYIkiXDKC94yg+YxFQoBTBhwECcKG589HGdx3xHlgwzjOMRP+2coWybZrfjDFJNA6e5vHe2FZR8V9e+ogOfI0JEQszymnmmSJLAig0T5kK7YwIh9871DRiooZFBHgNwho+oVoEtl7eS142wk3caFhFSkixmi9KkSJEs1gC9uZ0hjRU7Ljy0SCtxyeDCW3zDZiTDHf6wYV9pklzgxo7OyyCPqaHhwKfWdotXlXNJbvJse1I1AAAgAElEQVScu4WOMgdzvKafB/ilkmZO4VPbF03TaDQHh1f9WBfYzCmykimoMud/cmSxYmeZeV5wHwNGnOS/3Hkp5zl3OC+fbvhs3IyMZJhihI/4iz3OpJducfNBoAOfQ0ZEyJAmXQgmRBLMyhwmzLjwYMeFIDzlB2JEMGLCio00KZLECxkdF2YsuPDiowInHowYSJMmQYwEMXLkSJHiGj/fkBl5U8AcJ0qCGHGiJAvZpHyAkyxkgtJFMS0L1uJvC1YcuPFRgaWgYZHfWr5V8wn3OccnVBS6lwwYCuqkgg0H1TTs+A0dlygrLPAJv9qLl+LAcSoPl+ULxhlgkmGqCXCdX7LINM+4zSfyVyVds6TRaPIYVT7Ts55lmaO/UJNjw8EUI1ix00gHTjw85jsMGGiQDhpo2/S9HiGIGUvxi6hmb9CBzwGTkiSP+JYwq5s+HyDAFFPF+31cp1LVcZ1fkpF0UeHTjAVBWGOFIEsEWWaOCaYZxVRU/LSs+20hToRxBnCLryCLFSNJDBNmbDiw48SGY10g82OQY8aybcEsD36gDr/yMMjLYtYI8tNjzZza1Tl8Q5Q13HiPtIeSQRlopYcGaec5d5hihFZ6GOIZGdKYsRz2EDUazQ4oVzXclL8hTJCH/JlmumjjNEopArRSL3nxwlc8YZIhnOLBig0XXryU4cKHhzIs2JhgqKDds3fkdHGz5qCIESbMKjYc+KnEjqsQXOQlyquppoloMXhZ/y3ApMx48JOSJK94wgLTeCnDS3neSBN/XjF0iyyBiBBimThRzFix48CGY98CB5G8Jk6YIE7ce759Oy4ihMhI+sjXxZiVhU45x32+pp5W7DjzfmD729Wp0Wj2EbOyUEYVShTun0xrKaXw4Oei3CRCqPhFNEyIacaIE6WOZrq5wAO+ISc5rNjwUrbtVnjN5ujA54DxqQp+xr/c8nmX8hT9oH5KWlJMMMQ0o9TQyKf81Qdd8JVS+Kj4IMO93aCU4gxXecQtnOLGrXx7un2nclMuNYwzSPuPHrhHFqdy0yyd3OdPuPEzy4QOfDSaY4ARE5OMUL1J56lSqmhmvJ6kxHnFEwZ4xBk+YolZRniOjwou8dmuxiMCh2RSWhKc3OqmfUBEiEmEeZliVPoZkqeMykty8u7C4+2wJLPc5vckiHOBm3SqviOR5fAoP12c5yF/Zk4m37t8VrIsygwTMsS4DDAlIyQktuXyzXQxwxhZyezlsA+NJnWKdnpZZJopRngp90lL6rCHpdFodsFFbhBkiRVZ2PY6VmWnl6tYsTPFCC682HDs+ZTXSURnfPaAkKwwxFPChUI0ExZyZImRtzcwYKCZrh1te16meM0gaVKc5hJlPzG6OwpUqwbs4uIZt1mQaRpp37RjKS0p7vEnLFgLrfZGooQZ4SVn5Oqm7Z9O5aZMqnnFU7rk/LEoBq5RjVjExmO+Y4Zx5pmkUuqpo3mDZpJGozkauJUfv1Tykvt8wl9uez2lFKflEg+5xUvuc5rLVKq6PRmT7urS7IoIIdZY4RKfs8oiQzwFoJ0zuPDgoWxH252XSYZ5Tid9VFB7pC94HuXnqvyMaca4z9dcli/wqo3nZZpRvJRxWm1UMl6RBZ5xh1PSRyX1GH+i19PFeR7wTd79fIcBZqlRpqq4Kl8ywCNWWWSOCeaYACAgrfiowIp9gxv0T8+LRqMpHbq5yPf85oPXMygj5+UTZhinkr0JevJeXUf3erJbdOCzBWuySpwIXsrf66VURzNxojzmW0z8OP3kxrsr920LNjKkWSLf3v4+J+BSx6TM1EsLQzzlBXepkFraOVPsFguxQg2Nb61Xpqrok2uM8IJ+HuKT8mIH2pufXq5wn6+plLpjU/jnVB4ucpOUJIkTJUyQQR4xxShTjKJQ+QJ4DGRIYRIL1QSop3XHgpAajWZ/yJHd8bpGZaKB9j0czclGBz5bMMRTVlnM3xFoopMOdXbTZZVStNO7ocA2KEs4dmkm51eVXJEvWWCKZ9zhrFzDp452satJmflC/jlhgrzkPn4qqaSOlCQIskQXFzZdz6cquMhN0pIiyFJRnyhMiDgRooTJkuEpt7nGzw/4qPYXi8rLCngpI0Ara7LKNGOEWSVOlCzpgnGhMMkwkwzzsfwKu3K+d9sajeZgSBJHlVALuW5nP2GICDlyRVG+zaYIzvEJS8wSZIll5innwzI3u1HdFRFmGCsoNOeFq4RcSb1pdkOGNEEWSZEoGvYFWUZhYIinxCSMAQNdXMClNhr6mZXlrXRvQmI85y5BljZk3I4rHuUvaCXleaPvlBegjJAjhwXrO7ag0WgOGhPmvDmQ5LatiabZH4514JOQGMvMs8oiMcJFBeIsGQQpLucWH1fVzzasa1RGqglQzda2DvvFIjNMMEQl9QRZIkWCXq6+VRNzVEhLilc8IcRyUda9kjoucrOYlSijig7OkCNHgFYirHGfr7kqP3tn5iIiIW7zeyDfMtrG6QM5plLijb7T+mBIo9GUFm78KAwM8ohuLh7qWLRX1xFBJG+luZ1IOSNpBnjEMnOUUY0DFzbsJEkQJ0KMKFkyuPHhxIOL0qmHEBHGGaSJU8fGsTtHlnkm6eNjXHgwY33rdTQpM7U0Fe/7qGBUXr4zyyUi3OGPALTSQ4C2t4xUNRqNphQwKAOn5TLPuYNRTHSqvsMe0omlpAOfr+XvyJFDyBUzNAYxEqCVDs5u2eWUJcscE7jwssICKyzgKQhEVVCLGx92nHvndFvw20qRIFkw7TQXtJGt2DFi2va+FpjGgGFDEHDUsSo7DdLOLK/pVVcQkfeuE5IVQN7pURMjjJCjhW5aVc8ejlij0Wj2nhrVQEZSDPCYRul4b+PMfqLb2UuUN6n7JHESxPLpObIsMUcHmxcaA0V/KRdezvExVuw7DnLSkiJKuGDamSgaeK438kyRQGHAig0LNsxYiq7pSeIIglXseCmjkQ48auspiVUWaKD9SLeub0YLPdzjK27L74kRRomilmbaOYPpJ5YZOcnRzwM66HvneYgSAcCxD3YYGo1Gsx8EVBtTMsoP/JZP5a8wKe3Hd9CUdOBTTwsKQ8E407VtpWKlFDfkrz8oeMhJlihhIoQKP2t5HyjSOHFjxY4FGxasuPFRXghyrIXH3uV3lZE0CeKsMM8jbnFePt0y+MmQxX4MjSlNysQV+ZIQS3goI0eOIZ7yHf9Ir1wutv3nJMsz7uDATc0m8u7refPqpkjs8+g1Go1m77jCl3zN3zHDaxrpOPgBiNbxKVmq1eYXvrhEWWSWBFEqpYJZmSVHjhzZwtSYIOTIybrbhd9v7luwEqANhWKCISKEsOPChQcXXgK0FiXCd5t9MSkzLsy48JCTLFOM0MOlTZc9zn+KRmWkjB+Vp09zmVVZ5Cm3qZRaFAaWmcNLOae5/N7zrgqOK1HW9nXcGo1Gs5cYlAG7OFlh4VACn/zsyXG+2rybkg583hCTCMvMkyTOErMkiVNBLS48OHDipQwDRgwYUBgKv9U7b8cIM8EwAC10U041hgNQvq2jme/5LR1yFvOWKc7318AcF/JaRV+wxCyQPz/b7V6zFDJjER34aDSaI4aXMpaZP+xhnEhKOvCZklGWmCHECpXUYcXOKc7ho6KYDfArD9YduH47cFFB7V4P+b1YlI1yqWF2ixSnEROJEzZ1Y1fOHamSugpuxmus7PWQNBqNZl9ppIMZxklIApuyHfj+9VRXiRJimSoaOMNH76yhOWoEaOUpP2AWK9UENrR219DAt/wRi1jwU6X9l96BQRk4JedYYPqwh6LRaDQfhEt5MYuVMV7SvYVivWZ/KOlo4qdmlccFHxV0c4nXDDLJEK3Sgwc/FmXDSzmNdDLOIE/4HkQVJugMP5nKyz+aI0e80N3kxEMNjVRQg3sHWbCjSINq1x42Go3mSFJNgHkmDzzw0QKGmgNHKUUVdVRKLVOMMsEQa6ziFA+nOUuGFB2cZYk5KqjBiXtdiXau+DvECi+5X6hbUkRZY4TnjPCcVunR2jYajUZTwrTSzRQjRCWMU2lZjoNCBz6HiFKKBtpooI2c5FhhniQJYkSYYpQkcTz4Ni32zUqWu3zFaa5Qq/KO5iLCGisM85xZXtOKDnw0Go2mVLEoGwYxssYKzgPWI9MZH82hY1AGKqjFrzz4VT05yXGLf8DG5sqeirzp3fo3i1IKL+Vc5OYBjVqj0Wg0u8GClVFe4pVyHMp1IPsUtI6PpgQxKANN0sEDvsEhLpx4ceLGiZscWSYZwUs5bk5GLY9Go9EcRy5wg4f8me/5DRfkBmWq6rCHdOzRgU8J06y6aJQOQqwQI0yUMKsssswc9bTQxYVjZ22h0Wg0JwmHclErTYzRj5HtuRPsBVrAUFOyGJQRP5X4qSw+9pX8Gg9+HfRoNBrNESYnOZ5xh0Wm6eIC3nf4OGr2Dh34HEEMGEiRPOxhaDQajWYXPOIWa6xwmsvUqqaD27Ho4mbNESIjKTKkKUPPA2s0Gs1RJsgS/z97dx4c530mdv77dDcajZs4CBAEQFw8wJsiKYqHSImWJduS7HGSyqZmkl17ZrayUzur1SY1zoxrMptUUnZN1v/EO95NrJk4mWTGVZvxjHxKsmRZEkWK4n2CBAkeAEEcBAGCAAgQBBrvs390AwJJEGgAjX7f7n4+VahGv/0ez48H3gfP+zs2spNSqXA7lLRiiU+SOcdRMsikQIrdDsUYY8wCCD7uM5Tw66b7BIa+2XcxXhHWUXrpYiPPuB2KMcaYBVpCCZ20uh1G2rGKTxJycNwOwRhjzAKNMEwGQVeunc4VH0t8kkhAghRqKc2coYRlbodjjDFmnnq1i2EG2cUXEn7tdJ/A0B51JZkilvKAEbfDMMYYswAXOUkRpbZGlwus4pNk8ilknLDbYRhjjJmnLm1jhGG287xrMahVfGYmIi0ick5ETovI8ei2fysiZ6Pb3hWR5VP2/46IHBeR56Lva0REReS1Kft8T0S+Huf2pLwCilCUsFryY4wxycRRh4t6kvMcoZKVhGT6tRgXk4i0JPyiHjOXR137VXWLqm6Pvv+Oqm5S1S3Az4H/E0BEGqKf7wN+f8rx3cDrIuJOT64UEYj+8Y3a4y5jjEkKjjo06zk+5Cd00spattMgW9yNCUn4l1fM+1GXqg5MeZtDZGoAAD/gRN9Pbelt4BDwNeDP53vddOdoZERX0KWRAMYYY2LTr720cJkeOhGEKuqpZwM+se61boo18VHgXRFR4Puq+gaAiHwL+J+AfmA/gKo2ikg2cBD4xiPn+VPgbRH5QSwXLazMn3Wf/LLcGJuQHGZrT5/2UEklxRTj8/haXen2d5NMUqktYO3xslRqC8zengc6wnWauEsPikM+2axkH8upTdzP7LYZP1W1JStiskdVO0SkFHhPRJpU9YCq/jHwxyLyTeB/A/4VgKq+Nt1JVPW6iBwFfiuWi/bdHJh9pznslyxmas8JPcwD7tMvgwmMaP7S6e8m2aRSW8Da42Wp1BZ4cntO6AH66CaTLKqop5KVBCRym+3HMz+z9wDtXu3cLCJLgL8ANhApuvyOqh6O5zViqrepakf0tRt4E9jxyC4/BP5BjNf8NvCHsV7bfOaOdtPHbdbwlNuhGGOMeUQf3VSzmr3yCjXSMJn0eMnE/dzDvgu8o6oNwGbgYrwvMGvyISI5IpGJBkQkB3gJOC8iq6bs9hWgKZYLqmoTcAF4de7hpq9B7ec0B1nKcoqlzO1wjDHGPKKQpfRyy+0wnuiz+3lkAsNEf8UQXz6RgVH/CUBVR1X1brz/HGJJR8uANyXybDIA/FBV3xGRvxWRNUQ6MrcCvzeH634LODXXYNNVv/ZynA9ZQgkb2el2OMYYY6ZRzRpOcxBHHa92YC4j8tTGLSUTU+JEvTHRZziqjshAqP8sIpuBE8DrqhrXlVxnTXxU9RqRctOj22N9tIWqthB5Xjfx/gz2qCsmd7SbU3xMMWVskWfdDscYY8wTLKEEAIcwPg+OvJ24n+euLleX+vj0TJkSZzoBYCvwmqoeEZHvAn8E/Ek8g7Dkw8Nuawcn+ZhSKizpMcYYDxvVEU7wIX4Ck/OtmTm7CdxU1SPR9z8ikgjFlfd6XhkARnSEMxxmOdWsk5kSZGOMMW5y1OFjfkGADLbznNvhzErx5nB2Ve0SkTYRWaOql4AXiPQJjitLfDzqHIcJkWVJjzHGeJxPfCzRpfTRzTmOEtJsssimipXkSoHb4SWb14C/jq7ycA347XhfwBIfD3LUoZ9etmCPt4wxs4ixE634/TGfUsNj840mbW2TffRoFx1cZ4T79NBJO9ep1DoaJO5PaxZGQXX23dygqqeBRf2N3xIfD+qjGxCKKHU7FGOMMTEqkWWUsGzyfae2coETdGgrxZSxhi2uLEw6HS+tnZVolvh40AB3CRDw6nBIY4yHBEpLot/M8uM8IwMAzcqc9ZzaElnzwLl/f0GxpbtyqWapVtDGFdq5xkHeIlcLWMMWCmWp2+GlLUt8PGiEYQJkuB2GMcaYBQpIgFoaqKWBfu3lEqc5wUdkahZ1rKVC6hIekwJeXbIiESzx8aAH3LfExxgzJ1oUWdRZA9NXijUj0scnnBNkPDRzNTkreg7f5RYAnAcjcYoyvRVIMTt4gREd5hKnucgprmsTO/m8DYFPIHuW4kFjPCDI7OVoY4wxySck2WyW3ezjFRwcjvA+jjoJjMCbS1YkilV8PGiMUbLIczsMY0wSGivKAkB9D99onEDk/ViOn7GcyPfjmdPfjDQQqR5lazUAvsvXcUZHFyXedBaUEDv18xzkbU5xkKf0WevbmQCW+HjQKA/IJsftMIwxSWykKPrjPZrbTCY+2UI4OrBo4nX8kacs6o8eq5E5aLK1Bl9zS+Q8lgDFVVBCbNN9nOAAv+ZNlmtiJq316nD2RLDEZxE56hAmDDg4OCiKIAQJPTGrd1QJM0YpFYkN1hhjjCsKpJjn9Te4RRsXOM5d7aWCGsqpJiihRbmmdW42cRPptX+Ge/TjMP7E/QKaQZAQYcYYJ0yADPJYQiEF+AnYbJ/GmLgYWRL5JcuJjpcIZ0E4Z+L7yK/949FXgpF+JuqbqPhM3CKWkE0NAHLpeuQjm+Qwrnzio5xqCrSYRo5yjYs0cw6/BljLNpZJldshpgxLfOKoXVu4yHFyKWANm1nK8seydUcdBumnlw6GGCSTLEJkc49++rlDPtk8zedcaoExxhg3ZUvu5D1gVEdo5hznOUKHXmcTuwnIwm/bqlbxMXGSR6RKs539T/zH6RMfBRRSQOG0nxdKPn0ysGgxGmNSw8QSFDocmWRQRiIVGP/9SKU5MBL5GeR/EKnmqD9yoxMHJFqMlvGJbZF9nIl7YfRJvEZXuVAf4ItslIzIea3is/iCEmI9T1OhdZzmIB/zMxp0K+VS7XZoSc26j8fRMPcAuE5TgocmGmOMSVVLpJh9fJmlVNDIMQ7ruws+pw1nN3FRRBk55NNKE7dpZzdfcDskY0wKEr8fX3ZkSJaORisvt3sBCPgjv89mRis86osM2Robi2wP9UVGdsFno7rCWb7o+8hrVndke97NSGkop2UQvdIK2DIWbvGJj9W6hW7aySbX7XCSmiU+cfJrfROHcfwEKGEZNax1OyRjjDEp5DQfk0EmG9m54HPZcHazYCUso4cu9stX3Q7FGJOiJvr1+LKzkezIRIVM9LkZeRDZp7cPgEC04jNR+fGPRn/cjyuhSHGIsRzfQ6/haCUopytS6cluGYyc+0qrVXo8YIA+qmmIyySH6dy52fr4xEkt62Ycvm6MMXGVleV2BCbBlrGCVpoY0kG3Q0lqVvGJk5zoEhO3tI0ym2/BGBNHUys9wGfVnqwsJBB4aJ/Jyk/PXQAyJo59EOnrI47CeOQ5R2ZP5DWcG4y+Rs4VuhkZqMHEbM3Dw/FvlJmzTEIIQsYCF7FWJK0rPpb4xIlPfFRoLec4wjW9SDFlZJFDFrnkkEcmWU8sT47oMGHC5Ep+gqM2xnjZTAmPZkUWMpZAdMx5tFOzRIedP5oABR5EZy0cd8CJjjodj1Spg7cjCVBGXrS3c2tH5GNLeDzjul6klcusZfuizeacLizxiaO1so0yraKFS3TRxjhhHMZRoj9UNEguS8hnCZlkMU6YAe5ymw5A2aDPUMh6dxthjDHGM+5qL40c5T5DrOEpKqQmLudN477NlvjEW5GUUkTpY9vv6QCd3KCPW3TSyjjjk+t21dLAOGHOc4SlWoyfbBciN8Z4hw/EN22lB0CzMtGs6OOOQLTSE6344ItUgD6r/IxE3j+ILC6q4+OTlR6NvjIerQB1RV5tIVJvuKxnuEEzBRSzjecIid0b4sESnwTJlXxWsQHY8OSdFJo5S4Eup1xWJCw2Y4wx3nOPfvIp5GnZH98T25IVxitWy2b66eQYhyjWUnuOa0yaEr8v0r/HN1HFmXiN3qz8goSfMDv8E2aN14kqjuqUSs/DlZ/J7cYTcsjnFm1uh5FybDi7x9TIGoKEuMgpt0MxxhjjoipWMsoDerQz/idXF748wio+HhSP4YrGmNQlD8KPb5yYinfi9ZH+O1bNST7ZkkuxLuMCJ9jHq3E9dzo/6rKKj8c80BEecJ9lWB8fY4xJd+vZwRijNKk9BYgXq/h4zHmOkkM+RfL4yDBjTJqbWJCUsSfvM1nxeXiunsn3JqkEJUiDbuEiJ2ngqbidN53X6rKKj4d0601GGWEb+9wOxRjjdfdH5n2oPfZKLhlEJqts1xZ3A0kRVvHxkLv0kkHQRnMZYx72pErPDMnPoyO1Hk12LPlJHiWUU0k9FzlOk54khzxyyKOMKkoon/OipUp69/GxxMdDyqikk2aGdIAcW77CmLQ3MQRdFzKhoA1VT3o+8dHAU6zWzXTQQg8dDHKXW7QTJMhu/RIBsdt5rOxPyiNGdZSu6HwNVzjPZna7HJExxhgv8YmPSuqopA6AsIY5wM9ooYmVM02O+ygFrOJj3NSql2nmLAEy2MQ28qdZ8sIYkz50PIyGx9DwDJ2YTdrroxsHhwyCcz42nTs3W+LjsmvayDUuspIN1EgDhZJPnwy4HZYxxhiPu8RpMsigWla7HUpSscTHBd3aTjvXuUsPDuOsZjMrZJXbYRljjEkiDTzFaQ7hqDPnDs5emkk50SzxSSBHHY7yPvfoJ4d8KllJNasJytzLlMYYY9LbDZoJEpp70pPmLPFJoFMc5D732M0XyZZct8MxxhiTxProoYEt8zhSbDi7ib9ObaWd64zxgDBhwowxzjg7+JwlPcYYYxZMcRhicH6PutKYJT5xNvVxVgFF5FBAkBCZZFJBrU1OaIwxJi5WsYkrnOcm16jUOlayMfYEyPr4mIVy1KGXLm7QzDCDPMvLhCTb7bCMMcakqGpZTZWu5CoXaKWJLm6wjy+7HZbnxZQaikiLiJwTkdMicjy67Tsi0iQiZ0XkTRFZMmX/74jIcRF5Lvq+RkRURF6bss/3ROTrcW6Pa47wK87wCcMMsoVnLekxxhiz6HziQxkHhFVsnnV/EWlBI0tWJPrLK+byUHC/qm5R1e3R9+8BG1R1E3AZ+CaAiDREP98H/P6U47uB10VScwjTCMMUUMRKNrKEErfDMcYYkyY6aKWKesplRewHqQtfHjHv3lCq+q6qhqNvPwUqo9/7AYdIM6emeLeB94GvzfeaXraepxljlAuc4Nf8HZ/qe7TrNRx13A7NGGNMimrUY4wzRi0Ns+9sgNj7+Cjwrogo8H1VfeORz38H+P8AVLVRRLKBg8A3HtnvT4G3ReQHC4jZk0qlglIqAOjRLlpooolTXOIM63U7ZVLlcoTGGGNSSbd20EkrW3h2LgNnorUX7zx6SrRYE589qtohIqXAeyLSpKoHAETkj4Ew8NcTO6vqa9OdRFWvi8hR4LdiuWhh5ewrlOeXeW9oeCH5rGI1jirXaOQ27ZRRSqEsnfVYL7ZnvlKpLZBa7UmltoC1x8tSqS3grfb06g3qWcWqR5esaJvxsD1A++JFtTAi0gIMAuNAeEr3mkf3KwSWA/eBFtXYH6/ElPioakf0tVtE3gR2AAdE5GvAq8ALqjEvefZt4EfAgdl27LsZ25pVse7nhtt6h5vcJIsikMyYjvFye+YqldoCqdWeVGoLWHu8LJXaAt5pT5u2McLwnNZ3VNWOzNpKT/W5mcZ+Ve15dKOIFBDpO/ybQJBIF5oQUCYinwL/r6p+MNvJZ+3jIyI5IpI38T3wEnBeRL4I/CHwFVUdjrU1qtoEXCCSMKW0S3qam1yljvVUsdLtcIwxxqSQccIEyIh5/6n38yT1IyL1rL2qukZVn1XV7apaRaQrzW+IyO/OdpJYKj5lwJsiMrH/D1X1HRG5AmQSefQF8Kmq/l6MwX8LOBXjvkknrGHOc4QeOtnIM9a/xxhjTFw56jDIXcqpnsthZcCbgFsVn5KJKXGi3pimz/AT+xSr6otPOrGqngBOxBLErImPql6DxycHUNWYSxiq2gJsmPL+DAsYUTaTsIZp5RJ3uEUhpaxgZdxnSx7REbppo5dbDDOIoihOdMSewxijBMhgG8/F1K/HGGOMmYuzfMI449R/dmud1cT9PLOmUnFnXp2eJ/XZmeKJfYqnEpFNQA1T8hhV/btYgki5mZsP8RZjjJJFDje5SgtNFGsZ9WwgXwpx1MHBISCxN91Rhzau0M417jOM4uAnQBY5FFBCAD8+/Ag+fPgoirEjszHGGDMXIzrMKQ4yzCDbeH5O97Jk8KQ+xVP3iY4M3wQ0Epk+ByKVovRKfIZ0gF5uUUolPXRynyEqqKWEci5xmqO8TyTDjdT3yrSKjfLM5PGOOnzKuwTJJJ8iiigjk0w6uUE713BQSlhGLWtZSkXK/WMzxhjjbVf0PC1cIotsdvGFBS14HfNwpASK9iP2qerglD7F/2aaXXeq6rr5Xiep795DOsBtbeGcnsSJVmF8+AkzCkA7171+5LgAACAASURBVAmRzbPyMo469HGbHPIY5h4n+Zhb2oYPP/ksYSvPcZ9hwoQZ5h5tXEFRAmRQwRwXfzPGGGPixFGHI/yKYQZZyXpqJGUnK5y2T/E0+x0WkXWqemE+F0mqxCesYc5wiH7u4DAOQC111LOBKlY+lJiM6ih93KKQMiCynklx9PsQ2Tyvv8EwgwzSx0VO8QE/RnFoYAulUvn4xY0xxhgXtEUXv97LK/Hrs+rBis+T+hRP4y+JJD9dwAMiszFqdAmtWSVV4tPFDfq4TR5LWM/TZJNHsSyZdg6DoAQp48mjqQISIJ9C8ikkoBk4OBRTTjA1lxIzxhiTpPzRW7WDLYEU9QPgfwTOwdz/UJIq8VlODWOMcpXz9HGbXCmIy3ltuLkxxhivWk4tbVzlIG9ToTWslW0LP6mHVkufhxuq+tP5HpxUiY9PfNTSQI920EWbTQpojDEm5fnExy5eol2vcZFTZGlOKvfziUWTiPwQ+BmRR11ACg9nP6dH6OcOq2N6DGiMMcakhgqpo02v0kcPNQs8l3iwj88cZBFJeF6asi11h7MPcAeAy5zhqjayTXeRq0ttxJUxxpiUV0oFLVzCUWf+9z3Fk52bY6Wqv72Q45MuW9gjX+JZXuZZXqaCWjq4znmOuh2WMcYYs+hqaEAQDvBz7mi32+EklIj8SxEpmuHzz4nIrOuAJl3FByAk2QDU6FqucZJlM4zeMsYYY1KFT3zs1Vc5yyec5ADZmsd6dlAghXM4iyRr5+ZzwM9EZAQ4yWers68CtgC/Ar4920mSruLzMAfBRxOnuK5NjOqo2wEZY4wxiyogAbbKPnbxBQIEOMavGdJBt8NadKr6E1XdA/wekeUq/MAA8FfADlX9Z6p6e7bzJGXFZ0JQQmznOT7iXVpo4irnCWiQVWygQurcDs8YY4xZNDmSxw5e4BP9JRc4ztPsj/3g5O7j0ww0z/f4pE58AAKSwVbZC8Cw3uMT3mGE+y5HZYwxxiRGLWu5wDG3w0gaSZ/4TNVDJ4KPWta6HYoxxhiTEPkUonMt4SRxxWehkryPz8NyyENxuMlVt0MxxhhjEuIiJwiSObeD1IWvOJlpZFcsUirxKZZl1LOBy5zhop5wOxxjjDFmUZ3Xo/TTy2Z2ux1KIh0Rkb8RkZclupT7XKRU4gNQKw1sYhcdtHBcP8RRW9TNGGNM6nHUoYsbbGQnBVIc+4FKZDh7or/iZzXwBpGFSq+IyLdFZHWsB6dc4gNQKhXs4PMM0sdBfsGQPr56uzHGGJMKhkive5xGvKeqvwn8z8DXgKMi8pGI7Jrt+JTq3DxVnhSwV7/MST7iMO+ySXdRKhVuh2WMMcbEhU981Ot6rtLIdW0iixwKiK3yk8xrdYlIMfBPiFR8bgGvAT8lMonh3wC1Mx2fsokPRCZ52sELHNNf08olSrHExxhjTOqolbVUaD23aKOXLnq55XZIiXAY+G/AV1X15pTtx0XkP852cEo+6npUMeXcS7NSoDHGmPQQlCBVUs8W2cNeeTm2g5J4VBfwL1X1305NekTkHwKo6r+b7eC0SHyWUcU4YbfDMMYYY8zC/dE0274Z68Ep/ahrwl16kPTI8YwxxpiUJCJfAl4GKkTk/57yUT7EXt1Ii8Snnevks8TtMIwxxhhPSNLOzR3AceArwNTJ+gaBfxbrSdIi8RljFEVx1MEnVvkxxhhjko2qngHOiMhfq+q8+6+kReJTy1oaOcooo4QIuR2OMcYY4674TiiYECLy31X1fwBOiTxUsxIi0/tsiuU8aZH4DDFAgCAhsaTHGGOMSVKvR19fXchJUjrxcdShlcu0cpkyqtwOxxhjjHFf/IeXJ4Sqdka/7QHuq6oTXaqiAXg71vOkbOIzosMc5l0cHJZTzRqecjskY4wxxizcAWCviBQC7xPp8PyPgH8cy8EpmfiENcyn/IpMstjJi9ah2RhjjJkqCSs+U4iqDovI7wJ/pqr/l4icivXglEt8HHU4yvsIwg5esKTHGGOMeUSSDmefINHFSP8x8LvRbTHnMymVFTjqcIKPGGGYZ3iBgKRcXmeMMcaku9eJzNT8pqo2ikgd8EGsB6dMZhDWMId5hzBhnuZ5QpLtdkjGGGOMNyVxxUdVDxDp5zPx/hrwv8d6fMokPpc5TZgwe3nVKj3GGGNMioqO5PoDoIYpeYyqfi6W41MmQ7hNJxXUWtJjjDHGzCaJKz7A3wD/EfgLYHyuB6dMluAwTgZBHHVoo5lWmhllhPU8TblUux2eMcYYY+IjrKr/Yb4Hezrx6dVbFEtZTPsuZTlXaeQaFwBBcQDw41/ECI0xxpjkIpr0o7p+JiL/K/Am8GBio6reieVgTyc+p/iYffoVghKcdd8NsoMVuooB+sijgJN8jMM4JSxPQKTGGGNMEknCtbqm+Fr09RtTtilQF8vBnk58BIFo5WY2YR3lBle4TTvjhMkil/U8bfP4GGOMMSlEVWsXcrynEx9F6aGL5dQ8cZ8xHeOsfko37WSQwQpWUk2DdXI2xhhjniSJH3WJSDbwz4EVqvpPRWQVsEZVfx7L8Z7ODjLJIpeCaT8b1VEucoJMhD5us5ZtVEhNQuMzxhhjTML9Z+AEsDv6/iaRkV7Jn/jslVem3T6gfRzjAwJksIf9NEhugiMzxhhjkleSd26uV9V/JCK/CaCq90Uk5k5LMXWAEZEWETknIqdF5Hh02z8UkUYRcURk+yP7f0dEjovIc9H3NSKiIvLalH2+JyJfn+m6IzrMYX2XX+nf8pH+jH7tI6yjnOAjCijiOfkyS8U6LxtjjPG2Yb3HDW2mWc/To504On3/1REdIayjixaHiLQs2skTZ1REsog+sBOReqaM7prNXCo++1W1Z8r788DfB74/dScRaYh+uw/4L8BH0ffdwOsi8n3V2P5WH3CfIQbYxC7auMox3gcgk2y2sm8OoRtjjDHuaNLT3OQKfgL48HODSyhKta6hlrV00co9BvEToJUm/ATYz1cXN6jkrvj8a+AdoEpE/hrYA/x2rAfP+1GXql4EmKa65CcyFEuBqR/eBg4RGYb257Fco0CK8amPQe6yTfYxoH2EGWMJJTZayxhjjOf1ay83ufLYZLo39RpNnKKVS/jwkUEmDg65FHCPAQ7ru5SwnHJWkCv5LrbAe1T1XRE5Aewkkme8/khhZkaxJj4KvCsiCnxfVd+YIaDGaI/rgzw8xh7gT4G3ReQHsVy0sDKf7bqbLm5QKPnkaRYPeEAWOfiiCVd+WWr170ml9qRSWyC12pNKbQFrj5elUltgbu1xVLnEUepZTQMbJu9bAIVsYb1uZpwwGZLx0HFDOsh1LnKfIW5ygRKWs0o2xB5k24yfKh6ewFBE/MBxoF1VX33CPu+r6gvAL6bZNqtYE589qtohIqXAeyLSFF0ddVqq+toTtl8XkaPAb8Vy0b6bA4hmcoMbdPJXjPHZEzIffhzGWa+bKG9fHWMzkkPfzQG3Q4ibVGoLpFZ7UqktYO3xslRqC8TenlEd5SZtKMpVLgOwkxfJlUdHK99/7NgKIr1GerSL0xziAWEqJKb5+WazB2j38KOu14GLwGNlLhEJAdlAiYgU8tlTpXyIfbbimBIfVe2IvnaLyJvADqYsCT9H3wZ+FOvxORRQwjKyyWMFqwhJNvd0gEH6uMBxMsicZxjGGGPM4glKkBf4BwBc0fO00MQ9Bp44Tct0SmQZAQ0wzHBcYlLVjlBFVVzOFW8iUgm8AnyLyDw9j/pfgP+DSJJzgs8SnwHg/4n1OrMmPiKSA/hUdTD6/UvAv4n1Ao9S1SYRuQC8ChydbX+f+NjCsw9ty5V8csnnsp4hzChhDduEhcYYYzyrjnUMMch5jtCoRwkSYhlV1LNhxj6rF/QE44SpZiWD2keYMIWydF4xTNzPM5dXutW5uWRiZHjUG490nfn3wL8A8qY7WFW/C3xXRF5T1T+bbxCxZAtlwJvRTswB4Ieq+o6I/D3gz4ClwC9E5LSqfiHG634LODWfgKdazWYG6OY8PyaomVSxklpZu9DTGmOMMXHlEx+b2YWjDnfo5hZttHKZbPKpmGF1gg6u4yfAx7w1ufj2Jt1N6fymcikjsrCnW3pUdft0H4jIq0C3qp4QkednOomq/pmI7AZqmJLHqOp/jSWIWRMfVb0GbJ5m+5vE+Aeoqi3AhinvzxDjHEIzKZdq1slGSrjCSQ5wh25qscTHGGOM+xx1GKSPfu7gME4GQTIIkUGQ0ei0M0tn6ZpSzWruMUAZleRQwDHeJ4PZF+6ezsT9PFRRpR7s3LwH+IqIvAyEgHwR+StV/SeP7igi/w2oB04D49HNCsQn8UkGRVJKni5hfLL9xhhjjHsGtY9jfIjDOH4CCIKDg6IoDkFCbGY3QZk5iVklmya//1h/zhKKKZSSxQ4/4VT1m8A3AaIVnz+YLumJ2g6sU9V5pW9Jn/gM6F2u62XGGJ13FmyMMcbEw4gO08plbnKVJSzlKZ6Ny7xzjjo8YIRa1lq/1sgEysuAzvkcnNR/cte0kVEG6eIWATLYxC63QzLGGJNGHHXopYt2rnOXHsKMkUGQatawci5z78zCJz7ytZBLnKaJU4Q0m1VspEweHqF1XZtiO6H3HnVNUtUPgQ9n2KUEuBCdHmdyqQpV/Uos50/qxKeXbsop43nZ6XYoxhhjUpSjDnfpwcEhpAGG9R5dtHKLdoYZRIEccqmknhWsJCihRYljh0Tm5xvSQS5zhnMc4YKeIJMsMgkxzjgD3FmUa3vMv17IwUmZ+AzrPU7wIaM8YCWr3A7HGGNMirqhzTRzdnINph4quMlN/ARYQgn1rKeE8oQuo5QjeTzFs4zqKO1cZZC7jDKCHz/reZpGjs18Ag/P3BwLVf1o9r2eLCkTHx8+HjBCNrnUyTr6SK1ZQY0xxrinTa9widNEUh2ljrXUyXoACiWfPvHGPScowWlHMjfqLIlPkhKRQaZ/SCeAqmpMi5p5OvE5rh/goICSTR4hsvHhx4dQQjk9dNKrt/CR5XaoxhhjUkQrlylmGTWsIY8CArOMvEpKSVjxUdVpJzacK08nPoKPQHS6n3566eVWZHW16IBAgGtcZCVbXYzSGGNMMgprGAdnckj5kA5yhXM84D75FM57hmTjbZ5OfLbJczN+3qNd9NDCDW2mn14ecJ8iyqiTdQmK0BhjjJeENcwduhikn/sMTf6SLNFlncKMMcQAIwxPfja1+hEimwrqWMnGRIeeWElY8YkXTyc+s8lnCXfJ4CrnySSLICGuc5EuvcEOPp/u8xwYY0zauKcDXOA4A9xBEAJkROd2m1jHMnKn9+EnnyJWsYkSygEIM8oD7pNFnt030kBS/w0HJcTTsp+VUzqajeoIn/BLDvNLdukX7B+xMcakgW5uMsAdNvLMY3PbzCZIiCCLMwTdi4TkHtW1UIkbf5cgQQmxmy/h4PAJ7xDWsNshGWOMWWT+6O/xhZS5HEmSUBe+PCLlEh+IDPHbwxcYZYRj/NrtcIwxxsRBWEen3X5aD9HMWepZP+vaV8ak7HOggATxa4BhBjmjh/HjRxD8+Kljg/3nMMaYJDGiwzRyjD5uk6GZ7OLFydmR2/UavXSRxxJq5fE5bcw0knwCw4VK2cQHYA8vc4Wz9HMHRQkzxigjZJI17aRPxhhjvOWCHqeDFkJks4ldXOYMB3mbpVrOEIPco58qVrKKTbOfzBhSPPEJSpB1bCeso1zgBN20k00e1axxOzRjjDGPGNZ7nOJjfPipYiV+AnTQwiZ2UyrLASjRci5xmjvcIkiIZ3iBPCl0OfIkZBWf1HVDm7nMWTIIsprNVFKf0DVVjDHGxOYMn+DgkEUOlziNopRRNZn0QGSV8rU2aa1ZgJROfHq1i8ucoYYGVsoGt8MxxhjzBF3axhAD7OaLZEuu2+GkvjSu+KR06SOPIgA6aMFRx+VojDHGTCesYS5ygjKqLOlJENHEf3lFSld8ghKkUJfSx206uUEFNYzoCOOMkSNxWevMGGPMDMZ0jGt6kVzyKaGcIfrp4iajjOAnA8Whixv4CbCep90O16SBlE58AJ5iLyc5wEVOcElP4hCp/PjUT5BMBKGUClaJjQgwxph4a+QY17k8ucA0QAZBAmTg4KAoy6hiFZut/2UieagCk2gpn/j4xMdW3cct2lCUEpYDDt20M0AfHbTQyy1WuR2oMcakoAcMs4qNVFKPg4MPnyU4xlUpn/hAJPkpp/qhbZXUA5EV3n34CGvY1vUyxpgZDOs9HnAfRWnjCn4C1LHuif1ywjqKg0Mxy/CJD19qdytNHh5bQiLR0v5Ov5ldHOdDzvIJW9nndjjGGOM5fXqb0xxinDCRJS6VLHIm10QMaTaV1LGC1ZPVnBEd5gQfUcpS61NpPCXtE58CKSZb8+w3EWNMWgprmHv0M8oDxhglzAMEH3kUkscS7tLDaQ5RTBmb2f3YY6phvUcz57jGBa7SSLbm4cfPAHfJJofN7GaY6dfYMu7x0iirREv7xCesowwxQD3r3Q7FGGMSIqyjnOcYd+jGYRwAwYcg+PChKOOMM/E8pJxq1sv0I66yJZfN7MJRh1u0cYubOIyzmk2skFVkSsgSH+MpaZ/49HALEEoodzsUY4xZdL3axWkOkUGQlWyglApCkj3tvmENx9wZeaIv5aP9KY1HWcUnfZVQToAAn/IeO/VFG21gjElZozpCI8fJpYBn5POz7m8DPlJXOj/qSvu7fEAC7ORFRhjmHJ+6HY4xxsRdn97mmH7AAX5OmDGWU+t2SMa4Jm3T+Va9RBdthMgmg0z8BBjgjtthGWPMQz7UnxBmLNr7RvAToJI66iS2fonX9SJXaSSPJWzkGcqkapEjNkkhjSs+aZn4XNDjdNBKEaUMc49x7pJNLg224q8xxmM28AynOYQgrGITg9zlGhfJ1SWUSsWMx3ZrO1dpZA1bqJKVCYrYGG9Ly8SnkxtUUc8a2eJ2KMYYM6MSWcZO/Tyf8h6VEpl4tVvb6aCFfC0mQOCxvjiOOlzgBF20UkmdJT3mYTaBYerr115auMwgfYwyguJQQLHbYRljzKz69Dan+JgMMie31bOBy5zhID8HIEfz2SUvTX5+hXPcoo21bKdCahIcsTHeltKJz6iOcolT3KKNbHIpZCmFLKWUShutYIxJCte4gALr2T65rVLqqKQOgF/r3/GA+5Of3dFu2rhCGSss6THTkuhXukrZu7+jDgf4KYLPfusxxiStzeziFIc4zSH8GqCOtVTLmsnPa1nHVRq5oCdYJ9s4y2GKKGPDEyYcNAZI60ddKTuc3Sc+iihFwJIeY0zSCkiQp2U/z/NVllNDM+c4pr/GUQeAWmmgnvV0cQOAMGPU2Uz0xjxRUiY+IzpMm17lmH5Ah7Y89rmjDq16GR9+HJzEB2iMMXEWkABrZAu7+AKD9D8071g1q1EcbmgzATK4yRUXIzXJQDTxX16RdI+6whrmEO8gCAECtNKMagag9NDFOGGWUEIPnYTIZhWb3A7ZGGPiJkfyqNf1XKVxcptPfFTrGi5zBoAsctwKzxjPS7rE5zoXEITPyd8D4A5tNHImuprwEu4zRA+dAOzmi7YEhTEm5dyjnwyCD21bKRuo0QbAlpowMfBQBSbRkuJ/h6MOrVymixsMMfBQFade1lM0ZSbSG9rMZc4gad1n3RiTykYYJpPQY9st4TFmdp4vhwzqXT7kx1znIiGy2M5+qmX1E/dfHl0ZeDN7rNpjjElJVaxigD5O60GG9Z7b4ZhkpC58eYTnfz1ooYkMMtnDl2JKZDpoxYefElmWgOiMMSbxSmU5G/UZmjnHJ7xDvW6gVhrcDsuYpODpxKdVL9NNOxXUxVy9uUUbDuM46ljFxxiTssqkijKqaNbzXOcitVjiY2LksVFWiRZTZiAiLSJyTkROi8jx6LYiEXlPRJqjr4VT9v+OiBwXkeei72tEREXktSn7fE9Evj7TdZs5SxUraZCnYm7QxLTuQ/THfIwxxiSr5VTjMM5BfYurep6wht0OyXiYiLQAaf2oay4lkf2qukVVJ+ZN/yPgfVVdBbwffY/IZL11H/D7U47vBl4XkYeHIsxiBavmsjtbZA/Z5D401NMYY1JVjuSxkxfJp5AbXOFDfswn+g4t2jQ5yaEx5jMLedT1G8Dz0e//EvgQ+EPADzhE8rupQ6tuA4eArwF/HssFSignJNlzDixENsMMzfk4Y4xJRrlSwCZ2AXBXe2nhIte4yBXOk6P5rGAlFVLncpTGS7z4qEtEQsABIJNIfvIjVf1X8b5OrImPAu+KiALfV9U3gDJV7QRQ1U4RKY1+3ygi2cBB4BuPnOdPgbdF5AexXHR/1Zdm3Se/LPexbdt0Jxc5yQBdM44A86Lp2pOsUqktkFrtSaW2gLVnqkLyqaUWgD7toYPrDHCby/QSwE8OS1jJRgLij1e4M7K/Gxe0zfipB1OeSQ+Az6nqPRHJAA6KyNuq+ulsB85FrInPHlXtiCY374lI00w7q+prT9h+XUSOAr8Vy0X7bg7EFNzj+wXJ01KOcpABhimilGxJgn+sUbG2OxmkUlsgtdqTSm0Ba8/0gixnDSU6QjstjDLCBc7QSSdbZE8czh8b+7vxlD1AuxfTH1VVYGJ+hozoV9wjjamPj6p2RF+7gTeBHcAtESkHiL52x3jNbxN5JLaoQ64qpI4Q2TRxkk95jxEdXszLGWOMZwUlRK00sEa2ECDTJnhNYxP3c5eURAc+TXz900d3EBG/iJwmklO8p6pH4h3ErMmHiOSISN7E98BLwHngp0T66xB9/UksF1TVJuAC8Op8Ap6LHXyeDTxDJiFOcXCxL2eMMZ43zhg9dHJWD9OvvW6HYxLoofu5O4uU9qjq9ilfbzwao6qOq+oWoBLYISIb4v3nEEvVpYzIc7YzwFHgF6r6DpH+Oi+KSDPwYvR9rL5FpFGLKihBlkkVW9nHEAPc0ObFvqQxxnjaPr5MHesYoI9jfMAtnblDiEkpZcBBV4ayz/GBlareJTJo6ovzaukMZu3jo6rXgM3TbO8FXojlIqraAmyY8v4MCVwuI0tyqNbVNHMWFCqpt8kNjTFpySc+allLta7hA35MmDG3QzIJMnE/z15a5cEePiAiS4ExVb0rIlnA54F/F+/reHrm5nhaJZsI6xjNnOMyZ8jRfDazO6k6PRtjTLxc4hQAZaxwORLjCk+mPpQDfykifiLFkf+uqj+P90XSJvEBWCvbWMs2+vQ2jRzjOB9SrjUECFDNaqsCGWPSQoe20M51NrHTVnQ3nqGqZ4HYl2qYp7T8F18oS9mun+MQb9HOVRwcrnOB1bqFSpvkyxiTohx1+IifMk6YcqoplUXvamk8SPDmBIaJkpaJD0BIQrzA3wciPwwuc5YmTtKsZ8kka3K4Z4hsllBiFSFjTNLroQuHcdawhQrslzyTntI28ZnKJz4a2MJK3UAbV7jH3ejjT2WYe1zlPMo4dax3OVJjjJm/EYbw4aNKVrodinGbVXwMQEAC1NLw0LawhvmQH7M8OgW8McYkE0cd2rnGLdq4yx1KKHM7JGNcZYnPLO5EJ6QOEnI5EmOMmbvjfMAgd8mnkLU8ZYuVGgBE07fkY4nPLNpoJkjI+vcYY5LSEAOUU8062e52KMYr5jGhYCrx9N38ff1bDupbrsYwygijjHBP+12Nwxhj5qOBrXTQwjVtdDsUYzzB0xWfYpbRQyeOOgmvuAzpAJc5wxCD+AmQTV5Cr2+MMfFQLtU4Os5FTtKpN6hmDcupsSp2mrPh7B51j36yyeUe/eRTmJBrjugwJznAMPfIIod1bGe51CTk2sYYsxgqpI4iLeMiJ7jEaZo4Sb4Wsp39lgCZtOPpxKecam7QzFHeZ50mJgE5xgc84D67eIkcyV/06xljTCJkSQ5b2QdAr97iDIe4zkXqbZqO9JTGFR9Pp/r1sp7N7EYQ+ulNyDULWQpgSY8xJmUVUIyDwwNG3A7FmITzdMUnrGFO8TFFlLJm8ZfvoFe76KKNFaxa9GsZY4xbAhIAhdu006sVFMsyt0MyCZbOfXw8XfE5yUcECPKU7F3059CteolTHGQZVayWzYt6LWOMcdsOXiCTLE5xkAt63O1wTKKpC18e4enEZ4A+iln830S6tYNmzrGKTWyQHYt+PWOMcVu+FLJTXmQDz9BBC446bodkTEJ4+lEXQDlVi36Nm1whlwKqZfWiX8sYY7yklAogMkt9SQJ+0TQeoPaoy7M2sTMhz54V8Hs/BzTGmLjziY8CimjipFV9TFrwdOKTT1FCrjPCECGyE3ItY4zxmo3sZpQRDvIWJ/VjhnTQ7ZDMYkvjPj6eLnMc5C1ytYBiyiighCJKI6MRZuGoQyuXuMEVBGGcMIIQIIMCiqlnPdmSO7n/A+5TbCsWG2PSVEhCPKsvc5FT9NLFZc7wFM+6HZYxi8LTic8mdtHGFTpp5QbNKIpfA2zkGUqkfNpjerWLUxycfF/NaoKEUByGGOQO3XzCO+RrEevYRq4U4KCEyMZRh1FGCYmtxG6MSS9BCbGZXZzSg4za/D4pTUjvPj6eTnxKpWKy4x1E5vU5zxHOcJj9+lUAxnSUezrAGKP0cZtrNJJDPrvkpSeet09v08QpPuU9ghoClHN8yhijAPjUTyElrGA1xWKVIGNM+sgkiyEG3A7DLDZN38zH04nPowISYJPu4kN+wq/5OwAqqeQmNwHBh48VrGIlG2c8T6EsZRcvcV+HaKGJfu4QIIMVrKaIUm5Gq0yn+Bif+ihkKet5mqBVgowxKW4ZVXRwnUG9S54scTscY+IuqRIfiIxA2KEv4DBOLgUUyxL6ZH6/nWRJDmvZ9tj2GhqooQFHHW5ylVYu8zFvsVdftuTHGJPSiqSUIi3lCL+iUJdSQR2lVNhipikmnR91JeW/5FzJJ18KF/0/ok98rJBV7JVXiDwOO7Ko1zPGGC/YKvvYyDOEGaORo3zAm7TqZbfDMiYuxWeTawAAIABJREFUkq7i45Ya1nCdJo7pBzzF3phGlxljTLIqkyrKqMJRh+tcoJmzZGoWy2TxJ5U1i8xjw8sTLSkrPm6olw08w+cZ5h4H+BkjaqMejDGpzyc+6mUDy6nhAscI66jbIRmzIFa2mINMQoQZQ3EY4z4hrL+PMSY9NLCVHro4wvts0+cIyWeTvrbpVbppJ4d8SlhGia327nmSxpN0W+IzBw4OikMlK8mTQrfDMcaYhPGJj6d1Pyf4iIO8hajgw4+fAKOMIAjDDHCTK/jUTx1rqZEGt8M25jGW+MxBSLJZq1sjs5tqJ1t4lhzJczssY4xJiCzJ4VleJqxhBrjDEIPc5x4AldSTLbk46nCV81yhkU5t5Rl9Dp9Vx70njfv4WOIzRxVSR7Eu4zSHOMwvqdBa1vCUDfU0xqSNgAQoopQiSh/7zCc+VrGJCq3jPEe4zGnKdRUFUuxCpOZJbDi7mZOQZLNTXmQt2+mghUaOuR2SMcZ4SrbkskNeIEiIRo4R1rDbIRkDWOKzIBVSQyGl3KKNRrXkxxhjHrWO7Ywxxsf8nHZtcTscA9Hh7Jr4L4+wxGeBtrCH1Wymk1bu6xCOpnFXeWOMeUSWZLOXVyimjIsct18Sjeusj88C+SSyPlirXuYQbxMkk318+bH9zukRurmJnwBBMtFoz7ISyqllHUEJJjp0Y4xJCJ/42MQuerSLMxxiRId5ir3WN9JF6dzHxxKfONnGc7RxhTauTPt5D50Us4wCirhHPz78ODh00kobV8jWPPIpZJNuxf5ajDGpqESWsUNf4Bgf8CnvsUNfsFnwTcLZv7g4yZZcfOrDh58RHSZAEB++yd9oClnKMINskT2PHduvvVzjAt20c4M8Klm7oFhuawctXGKYQQBWsYkllBAkZD9kjDGuypMl7NYv8Cm/4hPeZqe+aIs/u8EqPiYeallHFzc5yFuT20R9ZJHDfe5RzPSzmRZIMU+xlxP6ESCT22/qNfIomNMw0D69zRk+IZ8iKqmjjx4ucIKJf+WFupRt8ty82meMMfEQkmye1Zf5lHc5zHvs1VfssVcCCfaoy8RJQALs5eXJ92ENc4ub9NBBGZXUy/oZjy+gmGEGgEjS08RJALI1l1rWUUblE384nNdj9NLJGKMUUcpW2ffYPsf0A/q4Pd/mGWNM3AQkwE59iQP8jDMc4in2uh2SSROW+CyigASooIYKamLav451NHOcD/THjBMmRDZb2cdFTnCBYzRyNFq4+awqFCBAJlkMM0g1a8inkBLKpz3/cqrpp5fzepQNsmPhDTTGmAUISIBt+jzH+YBf65vkko+fAD58ZJJFBbU28eFi8Njw8kSzxMdDfOJjO/s5ziEKKGaZVAGRjtMAQzoQXSQVFEVx6KWbO3SxkV2UyvIZz18hdYQ0h1N8zLiGWc8O6/NjjHFVgRSyX79KK5fo4zYODmOMMsQgHbSwVJezWXa7HaZJIXbX85iA+FkjW6b9LEfyH9sWmTJ+Q8znL5Yytuo+zvAJH/JjAppBBkGWUEI96x9acdkYYxLBJz5qWUvtIwM7+rSHkxzgU32P7ey3X9TiKJ37+MTcm0xE/CJySkR+Hn2/WUQOi8g5EfmZyGd3ZRH5jogcF4n0ohWRGhFREXltyj7fE5Gvx7EtJkZFUsp++Spb2Uc1qymgmB66OMQ7jOgwjjr06i369DaOOjjqcEObOaOfcFUbGdA+m6jRGLPoCqWEXbzEKCMc4Kd06g23QzIpYC7p8+vARWAiwfkL4A9U9SMR+R3gG8CfiEhD9PN9wH8BPoq+7wZeF5Hvq+rogiM3C1YkDy8y+Km+N2VEmjB1vKMPH1nk0sdtrnMRgIBmIPhwGMfBQRDyKKCa1ZRKZQJbYoxJVdmSy7P6Ck2copGjjOsYlVLvdljJL40rPjElPiJSCbwCfAv459HNa4AD0e/fA34J/AngBxwif6wy5TS3gUPA14A/X2jgJv52yosMaj+KQ74UAjCgfSiR5/ATHHUYpI8eulCUTLLIJMQDRuiklbMcQfQo63QjIV1CoSx1qUXGmFTgEx/r2IaqwzUuUIklPvMlIpW5BRVuhzEtEakC/iuwjEge8Yaqfjfe14m14vPvgX8B5E3Zdh74Cvz/7b15dGT3dd/5ua8KhaoCCvvWQKMbjWajVza7m81FJEVSu0SJlGSPPLFHiTJyJlFOrNiesWNr5CTOxEpkW5nYsWdOolhKnJHisbaJFFkLRYqLSJHNZu8L0BsaaOz7DhQKVe/OH79XaKAbOwqoqsbvcw5OVb16y/0Vqt677/u7C98FPgHUAqjqJREJA69hVKC5fBH4oYh8dT1GWzaOiBTOe10wx+FJ4ohDIaUUcne2RS27cdWlg2ZiRLnEK/jUTymV1HOA/Dv2b7FYLCsljwg9tOOqa+v+rJ0/gYyN8YkD/5uqnhaRCHBKRH6iqpdTeZBlHR8R+QjQq6qnROTpOW99Gvh3IvLPgO8Bs9NXqvpZFkBVb4rIW8CvrMS44u13B/PeSUFl/kp2lTXcK+Mp5RgFlfkc4hG6uEkvnbTTiCD4MQHVQcKEiVBBDblZULn1XvnfwL01FrDjyWRSOZZ8PcI0o7Rygf0cIyR5ALiqtHOdaaIUUUop23BEltnb2siK/03bwouT13MUcDPP81HVLqDLez4mIo1ADbC5jg/wOPCciDwDBIECEfmaqn4SeD+AiDRgpsJWwr8CvsXtabJFGWofXdEOV7petnAvjWesY4J8KsingpjGGKSHMYYYZJgpOpjw2mq8m1/Iiju4e+l/cy+NBex4MplUjmWnHuIsr3ODv6aYcvZxjEZOMcIgQUJEmURwqGU3hZRQQlXKs8Gy+H/zOGamJl2Uicjbc15/WVW/vNCKIlIHHAVOpNqIZb8Nqvo54HOeIU9jApo/KSIVqtorIg7we8C/X8kBVbVJRC4DHwHeWrPllqwjIAGqqKXKzIpyS69xlXPspCErnB6LxZJ+ghLmUd5Hv3ZxhbO8wY8BeIT3EJFiXHW5zgU6uEkrV6lhF/t5MM1WZwbJ63mkcLumKbi5X1WPL7eSiOQD3wZ+Q1VT7mWuxw3+ZRH5R97z7wD/aRXbfgE4s45jW7KcER3gKueo5yD1sr6mrBaLZetRJtsoYxsxjTLBGBEvHtERhwYeoIEHOKc/p48u9tqYoKxBRHIwTs/XVfU7G3GMVTk+qvoy8LL3/E+BFUVbq2oLc6rsqeo5VlFDyHJv4arLGV6jhArr9FgslnURkCABFo4R3M9xXuP7vM1LHNOnbAHEOWRicLOICPAVoFFV/8+NOo79Flg2nZs0kiDBYWwZeovFsnEEJMDD+l7e5iVe4buENUKQEIWUUsc+qwJlHo8Dfxu4ICJnvWX/u6r+YIltVo11fCybSlzjtHCFnTTYuy+LxbLh5EsBT+qzdHGLfjqZZooWmuikhcf0g1vX+cnAJqWq+hrz6/9tCPbKY9lUmjiNg0M9B9JtisVi2SI44lBDHTXUARDTGD/nh5zgBd5hkpO3HJk41bVZbFFX15IOxnSYbm6xlyNb9y7LYrGknYAEeJT3MckYV/Ts8htY7ims4mPZUFx16aKFDloYZZASKqiWunSbZbFYtjhBCXNAH+ISb1GqVZRJVbpN2jwU26vLYtkoXuMHzDBNhGIO86htXmrJCvyVFcuvBOjEJACJ8fGNNGdBZm10Vqae6uQUAImRkY0yKevYJjsY0G7O8XMe1Kcokrvb8GQbcY2n24SMxzo+lpTTpGcZopcqrSRGlKf5mA1ktlgsGckBjjPJGG/zEj71EyRMFTuytrDqZU4uu44AkoHBzZuFvRpZUsqYDtHOdcqpJkIRR3jCOj2WrMK/rQotv7s571xkcto88RSfzcZfUY5WGnVCfV4SzDK9qZxJ007R57okxsY21L5sY5JxCimlgmoG6aOZy9ykkd16gFr2ZI0DNKGj9NKRbjMyHntFsqSUDm7iw8cD8hjFUsCQZG1PG4vFsgU4zxvEmeFBnsIRh53sxVWXa5znOhe5ziVKtIJ6DlIoSzvE6SSmMS5wggBBYkSX38DdeJsyFev4WFLCuI5ygTeZYJR9HEu3ORbLqknGzGh5MbHy8ILr+KYSZt2k4rPJ+CvKAdCqMqYrTWdydeYrPbqI8OOfygUgoIqv0yyzyg/kEADgOhdo4AHApL/v5Qh79DDt3KCdG5zkRXI1xAf0F9Np7oJc04vc4go55HI/j3LKNFiwLIJ1fCzrpkNbaOQU+RTwKO8nXwrSbZLFYrGsiIPyEL3azi2uUa8H503NO+Kwgz3sYA8xjXGSFznHa+zSw/glkEarb3NWX2OAHuo5yC7ZZxauIHzHxvhYLGugUU/RQztxZthJA3vkcLpNslhWzazS48XMTFfkES2df2r0R81FIqn4bDb+8jJgvo1TZcbGWcXHe1hc8fF5zwpIXrJ9HWZc6chKyyR85FBD/ZLxiAEJ8A79AC2c52W+xxF9Iu0p8CM6QD/dPMS7KFxNRtoWT2fPjogtS8ZxWl+lk1ZqqOcJnrFOj+WeIlqS+afGqVJjY7R09RX+Y5WRVJuT1QQJMc5K4xGNx+CmOEhmQsc4q68zoD0r3maYAXz4V+f0WKziY1k9Z/V1hujjYd5NJIOD/SyWpVhI6QGIekpKtMTBN20ucknFZ7OZVXqqzON0ZT4AU+XGxoWcn1nFJ6kAJfc1nXwjQKh3mlhlZI7y0w1sXeXHh58Ey9e/iRMjxjSHeYwKqU7Z8V11OclPEYR+uijTbezmABEpJq5x2rjOOMPUsY+IFM1ulyCBrEm/0Izs1bVZWMfHsir6tZt+uniId1mnx5KVOKGQeZJnApgTYXP5T4TMBSQeFOJBs4q4xllI5JhHN2DW0Vxz6pRcEzDsxGIptVF8fsSfA2Fjq7uAjQlzaDR53btT+Flk6iseFuJhY7/f268TMQ4VW9TxGWeUCpZ3ZAISpJhyzvMGtbqbnTQQlIUD4VfDDS6TIMFTPEcfHTRzmRO8iKiD4uLDBwj9dFOkZexiP0VS6jk+G97T857DOj6WVdFJCyHyrbRqsVjSjqsuIwzQzS2iTOLiUkAxpVRRRNmK6u/c1EZmiLGbgys65j45ygTT3OIabVxHVBAcfPjw4cdPDjkEyCFAmAjb2EHeAgkfrrp00kIXrYwwwB4O4xc/29jJNnYS0xiD9JBPIflSwLAOcJETXrHFlzmsj9LFTcLkr/pzg63dpNQ6PpZVMcX4mn9oFksm4E6Z1g10mViK2yfBQu8xFzCBwNHi5N108gKanBwyv4Gc5Lv567/rB9DBYfOYiKPxGVzPRp93Ac/1ihSq5IL4vOd33PHfqfR4j8npulBvnGCvKbzodA8CEO/qTon9m8mEjnKCF3FJkEuIXIIIQiettHIN0EUrMSedjlEG6aSF3RwiIMEVH7teDlDPAWIaY4xBokwSZYpposSIMkOMCUYZpI8WmhB1CBGmiDKKKaeDmwzTj+AQoZAjPE6ZbJt3jIAEqKJ29nWRlPIEzwAmxvI8bxIizCEeXv+HucWwjo9lDWzhWwWLxZIR9NKJ4vJufmFBZWdCx+ini0F6ucllWmjkYX0PeVLAWV5jkF5yCc1PA18lAQlQytKZXa669NJBL+0M0EM3twgS5ijvpFQq13TcY/Lkmrabh43xsVhWRgU1NHMZV92sKeNusSzE0sqPCaBRT1WZXkb58eXlrssW38jUwjYmY4c6u+bZGKRo1sY7W1XcqfTMHiNqspCCvZM4XQNAdio9SWqp5wYX6eIWNdTd9X6eRMgjwk4acNXlFK/wBs8T1DBRJjetabIjDlXUzlNv0o6CbOHKzfbKZVkxQ9pHGzdQNOWpnBaLxbIa/BKgkFLauLbsuo44PCTv4kGeIkIx+RRStoJgZsu9iVV8LCsiplFO8QolVHKI99vGo5Z7hlnlp7sXAL8IeMGoKkklx4v5KUkG0Jh7RlGj/Pjz1v57yBmdwbfMOrPKT1KdcoRgMibJWTqrJ5n15Zsy6dpO92BWKz1JxnWUEQbYy9EVb1Ms5RRTvoFWZRF2qstiWZo+unFwOCbvTLcpFovFwlXOESZCrexOtymWLMM6PpZliWucq5ylEJvCbrl3cSdNphNdPXNiabw05GTGjxfXdme2lz+6+loqgTEzXZyzzHrzbJz2um53dN8+ed+Z1XUnyfcnjbIV9+KFsp0EMwQJpduM7GXrCj7W8bEsz3XOA3AUq/ZY7n3cyUmkpw/wpr2A4KxzcWfQs1kaD6/c8clJQY1AdzoKXrVlfCsL1Zx17O4RlNS3jbBsDazjY1mWPrqoZLvN4rJYLBnBpI4zyiCHeUe6TclabHd2i2UJYkRtBoRlS5GYMOqIf8pMLTlRM6XiTJuJKf+0uQmYmTFKj7hs+tTB7LTXCkm26pgN5s5iWmgiQC4VUpNuUyxZiL2FtyyLnxz66Uy3GRaLZYvjqstlfZtOWtjF/nSbk92obv5fhmAVH8uy1HIfrVzhAMfTbYrFkhEkiwQmvDqG4kJetzmxZ1oPJN/9piqxGzJqlXPhelaqPh3azBXOIcABjlMtdWm2KIsxAVJbFuv4WJbEVZcJxrZyAoDFYkkjozrEed4gyiQ17GIvR228oWVdWMfHsii39BrXuAAo9/Nous2xWDKGRMBIPm6ya4QLCe95fvtMmqyaj+/QXgDGGooAiAeNzYXufTgXTLXj1cYJbQauukwyziA9dHCTCUYpoITjPE1QUtMMdqsjqA1utljuxFWXa1ygmjr2csTeYVkslpThqssQvfTQziTjTBNlhmkSxFFPX3bwUUQpB3iQQrE1xCypwzo+lgWZYgLFtU6PxQKzRQATQfNbSKo77pzqg4nc+euE21JQsGcN+A42ADC21xQZGq439syqU5pPod4HgHPhqnkv2RJjAxnXEdppZpAeJpkAlCBhgoQpopQwESIUUkAxgWTBSMvGYRUfi2U+PbThw2+dHotlhSQC4Nt4/yHr6NdufqY/Ic4MAYIUUUoDD1BCpT2/WNKCdXwsdzGuo9ykie3Up9sUiyUjSITMqTLhxckks7mSyk8y+j8RgESup7AEvZo/rb2bYuOdSs/ILmPHxM6EMTHXS+PRHCACQKHuAUDOG+VH46mLT5rQMS5zkghhSqliPw/a5saZhFV8LBbDiA7wNq9QQDF75Ui6zbFY0kvITLm4uaZFRTx3flCzm+tdPNzbAc/JIOJE0Jxe/UGzcry5ZeXHLSxY8aq+/cbhGW9IOjzG1vGdxtEpqRs2Q8kxTk27liHqnfrVc4Aw+2CdDpCrLt3c4gaXmGaKEHkc5j3EMi3Hf6tj09ktFsOAdnOW1ymhkqPyRLrNsVgsWcCIDnCJt2fjAgHCRHiCZwhKmDyJEGM0zVZaLLexjo8FgEHt5QyvUcUODsnD6TbHYlkVTk4OTiCA7E3N9GziQpN5bGkDINdrBKpOkfeY4z3eblkR7jWqRl6XUUty24YAiN+8terj+4qL8U8HoLR42XXH9xibRnYapWdih3E+IrXG2SjINSnrncOFZgNH0WRoTbL5qvco3ngcLxVefb4ljz00fouT179NYbiG+8o/QFHeDoKB/HnrOBMDYB2fjMOms1u2PFc4QxFl1umxWCzLEnfjXO14nvaBU1QU7uPIrk+k2ySLZcVYx8fCgPYwwRiHOJBuUyyWdZFsyzC2K2/N+yi8PDz7PBnrkrjRCkDQU0ZUPPUEczxxIb/DrBtsNUpP4mart5O1B1PMlBv1JFaUs+g6o3XmND6xw9zBB7ebNPrCsGlL0XKrAgDfoBdztIrjj+43sUZJZQug89KLtF34ET5/gB3HnmXb/qcYWWDb/FteW4yJVRzQsnlYxceylTnPG5RTTZXUptsUi8WSoYx0X+fmiW8wPT5I7dFnqD7w7nSbZLGsCev4bHF6tZMECduSwnJPEQ8KE9Wy/IpzKGxeXJlJKj9us1FxQuxMbgWYxqTBNqMUJbzsLU0kVnX8pZgqMbE2sYK7xzS+3dy5+2uNtFKUZ5SWttYyY2ubUYtyB9d+/OHdQvOPvgUBofpXfpXwngMML7JuuGvtx7FsFpnVLX2zsY7PFmeAbnIJ2kJiFotlSXzhPBIT40T22CnxrEexjo9l6xIgF5fU3ZlaLJlCwut6EN0WX3K9vJaVnwZnWzvcNNleyZgfcd3ZOKBUKj13Mu0lecXz5ly0ao3Ck1R6ulpNX6twmxlXpNWsG+pb+nNYjtJf/yU6fudLtPz1n1Hx25/G8c//3Pw9XlVHVqe0WSybzYpv80XEJyJnROT73usjIvKmiJwVkbdFbqcDicgfe8ue8l7XiYiKyGfnrPPnIvJ3UzgWyxoopJQZYgxpX7pNsViymlRWPV7R8Wo3t7O6v7yYqt/7h8RuddH+a39A9ErLph7fkmLcNPxlCKtRfH4daASSJUX/CPgXqvpDEXnGe/20iOzz3n8S+M/AK97rXuDXReQ/qKrtaJMhlEkV5VrNaX7G4/pBghJOt0kWS0pxQkbpqKkcmre8va1szft0p43T4TSbGj2up/JslvMzUxLHj3F+igomAehtLQEg3GbigZJKT8EN876/e7GonNssd23Krd/Oh77/ad7+/N/Q86//AzuePUjoU78EQHxW8bFY1oaIfBX4CNCrqoc26jgrcnxEZDvwYeALwP/qLVZuO0GFQKf33If5/SjzNc8+4HXgU8B/XJfVlpRyP49yghc4wQu8Uz9i4322CE54ZU6uOzm5wZZsDuUhE/zbOmLmi2TCOAg+b3g5E+ayL2NTK/5skuh0itWXYC6EEiS8VhnJzu/JbvAScIlEzNTW4KBJec8ZNOsmg5hDfcYJSzo8bufyUcfujHESlypb6M8RHv2jjzD1+jle+PzrFET/O1X/4NmVj82SVkRke0GwKlMLGP5n4M+B/7KRB1mp4vMnwD8h2dnO8BvAj0XkS5gps8cAVPWSiISB14DfvmM/XwR+6Hl1y1K8ffl+NQWV+cuuk02kazzv149zkhfJJ0yupObOzf5vMpeCynyc4MpiUdxo5ocCFlSYuj1aavpiOfk5BD1nYUaMQ1MYN+uUqQn+CfiNFxEOG0e/oNA8hipCqH/uqW55Uv0ZFZQaG6eLzW8xJ8+z1esRNuMoETX/v6D3e/UFvHW8EkYRU9CZ3IoQACrLj8mdMft0ys3x/RGzz5ygw7RjLpTJz7Hh6UMU/usi3vyzs5TF/bje8fPzzOdeWGKMLXDzcKMr7z2W6WTFeaBtyXf/ZJOsWDWq+qqI1G30cZb9tYpIUnY6JSJPz3nrHwK/qarfFpFfAr4CvBdAVT97955AVW+KyFvAr6zEuKH2lZU5X+l62UI6xjOp47TTznZ6yJ8tzrZ+7P8mcxnz7mO0eOkLomAudPHrzRtu01pxcnIY6hhDy6cBGKrIYXTaXIBj3sx6f4+5+Mb7jCMQaTYX+cB1s830JdNFPdrbD3U1Kztwew8AieHUfC/826q8JyGGchxGgsbZGMsz6s1UoVFkgqEpejqMKiV5ZnyeP0eeYxy4Qq9wYiRu9BtneokbGm+qLt5rpgN9RUbBGqk0n9VQ1CHqmuOMDZtlDIdgTyUdfc8z+Ad/Qfkvfhp/OEx0wlOnBs3n6uuduKd+N5C954Hk9RxIV1ZXmYi8Pef1l1X1y5ttxEpuUx4HnvPieIJAgYh8DXgWE/cD8E3gL1Z4zH8FfAt4dZW2WjaIDm2hiVMUUJJSp8disdz71PzuL9P5b75J67/4ZxQ8+hj5Bz+K42S+SrhFeRx4Lo3H71fV42k8PrACx0dVPwd8DsBTfH5LVT8pIo3AU8DLwLuBays5oKo2ichlTADTW2sz25IqXHVp5BTb2c0+OZJucyxpYKbY3MHHIwu3RfBFjRqQq7vMejdubo5hKcLfFpz3OtJvHotuGPUkz1N63G7zKLt3MLV9aRUs2GMCg1KVuO2vNG0lEjXlAEyVB5jMFSYrzBGi5Ua9cfKN8hNrzyPca5SdmTyj6MQjZp0Zz/RokXk/WOxN7cUWmG7y7vqlf/nAZ1+/UYym++crR4HIYep+/zBjJ96i/zvf5sLJk+z+8GcooWLZfVo2l+T1vDC4TXEzMsZnU1hPFOv/AvwbETmHUXH+/iq2/QKwfR3HtqQI14tDv48NC6C3WCxbgILjD1P3f3yBUGk1zT/6j7huBuUvW+7Aq9y82X8Zwqr0SFV9GaPwoKqvAQ+ucLsWuH1lVdVzrM/psqQAV13e4kVyCOAXK01vdaJFRjmYyZuvY/imkzk+Jl06l+xQffLaF1neY5Se/EumdtWs0lNvetVN7ShgfNvCv4dwX+qLE/oryknUVppj15i4HbfMYSLsEK0wFwst8LKt2ow6F+qFcK95L5bvxTIVeAqQp/gkH6e9BqcycztTTby7ff/QyjL2Qv0Q6l+JvpVDwYc/w/n/8k9puv5dDjR8fEX7t1gAROSvgKcxsUDtwD9X1a+k+jj2areFGWeEScZ4jA+m2xSLxXKP4PgD7Hjyf6T1p1+jsvwQZWRBFtRWJIMUmCSq+subcRzr+Gxhwl5WT4L1lbK33FskQ0HinkDg87KjRL3YDreEXO+kGfcacmYaBS3Ti74X6EjWtekGTEwPwFStGfhYtZ+pyvnbrKfB52L4K0w8j1tbyVS1UXImqjx1rRSm8iFeYKaLcm+Zzz7oFVjP73IJd5o6PjMFXuxNsdl22kvLjyUVn0Lz/3NmPOVHITC0shqyoZ4Z73F1YyviILGKI5y9+JdU1H9idRtbLBuMdXy2MG/zEgA++zWwLECs0Lsj9CXvDJOz0wHA9IPK9aZM4i2tm2rbYjjXzfzWUvPo7pRJ1Z6d2vIcnvEa4xhMVkG0wnM4BlM/I+8vNxWjXW96a7ImzESV+Q1OGV+IQL7LTNCdrcIcMrNx5HWbm5RQ2zjSZgoS+otMJmagxHg6uV79nFih2WcyyHm60OwrOLz8dJ10mQjwXO9xLZRKneiZAAAfNUlEQVRFi+kCYjqFn+Cy61s2mQxUfDYLG2ezRenUFsYZ5XE+RFjuDSk6rnGmdIK4WgXLYkknvdOtXBh/iV3Bo1T6d6bbHItlHvZWf4vSQhOlVBKSvHSbkhL6tZuzvDb7ukhL2ceDXOEsVeygRurSZlum4vaaeZOciPkOBMPmdDATNspHPGymSLxCvTje7JFvWvFFPedyamqTrF0ad2bGdE4fXH4KJznFlMgzykg87KWDe3X5EkHwRc3Yc7w6dcFhc3ecnCJy+kfMNsPLp4HfiSYVp6jZl286hC9m9u/EzHFz+x2CUYdwj1me1+UpPR1jZie3upAio1S57Z3efoySFJwu8F6bucrkFJf6zL79kwl8E+bYMm7+f+7YuGecUbriAwOrHleSYR3gNC9TTR27p3fjRqfw771vzfu7E+0ztiUGh5ZZ07IoCls5nd06PluUGNOUU51uM9ZMXOO0cY0ok0wyzgTmgvAOPsAIA1zmFBd4kxhRGunFrz4qpTbNVlss9zYxjXGKVyijigOS9jp1lkXRWSd3K2Idny1KCRX00M4eDqfblFUT1ziv80MSxAmQSy4hSqmkklryJEJI82jkFBOMcpjHGKCbC5zgor5FGdt4QB5L9xAyAjfmqRdeh/GQY4J8ma3ebZSCZHp7fpc5UebfmsLfYqJd4z29m2Tt5hEYBnHNmPO6PcWl3ag0gVYT8xK/tUiu/ApIjBt1xXfLxOgERbjd79mckkMFSnhcb8f0dHqKjLeNFEYYP2JuXPIDJrjZbTUNmpLxCzkyP/1c/Z6KNRTFGTQ3Cq6nnqSqEW0713EQjsjj85a7nro2fGDtPbuCQyY2KdS3djXKYgHr+GxZythGH8t3a85ErnIOlwRP8uyC9YcccXinfpg4ccKSTwXVVOkOzvIao2xAeo7Fkibi8SgXe35E0JdPPemNpRnRIW7SyLY022FZIVs4uNk6PluQAe2hkVMUepk52cK4jnKN8wzQzS72L1l0MSBB5hbWDxEmQZyDPATAWX2NfroRHIooo4HDRKRog0eQmbjTRs1wrnvKD57y45jPIxYxGkJ+m1nP39pLvKt7k63ceHK9OJ5cwGvoTn67CWyaVXpal257vRoSY0Z18bV2eqrP7Q7qoWmHvOE4oY47lJ6ISUTo35vHteZvMnLhbVCXnGCE+3YYlcVtMzE/s8qP96h+s8QZGEUHTHxMqpQegCucNvtEualN5FHAGIMEVOi7+hL7djzDTMioiaP1K99vIBlnZUN6LCnCOj5bkFauECSP4/J0uk1ZMTGN8ibPEyKP/RyjRlZx5gSCEqZAi7nAm4Q1wgSjVFNHISW0co0TvECZVnFEntigEVgsqaPprb9kfLidkoeeZPDkq9Qd+Rj9t1oYmmrDmZmmyFdOsVsEuHQOnqN7uBHH5+fAzo9sWGL5MZ7iEicZYYB+OkkQx4efvewnGuvl55f+b+prf5XCHQc2yALLirHBzZatRpgCRhkiplECki31Nczd6gGOUyzla9rDIR7hOhcACBCklvuISBGVuoOX+W8M0IOrLo7Mr/LgqsslThLSHDq0Az9+/OSQQ4AccgmQi3jtKvMppFrq1jzKdDKr/DQbVSPkqRCBApPuNBvX05mdU6SLkTs44z3eXpZs6RBoNfEkqVR67iQxNjYb7xNK2jQTJtgfva305JvUuvFjNQAU+z/A+He+yvjATRCHa2/9V3Bd/IEwuHHiiRh0/hgABx/hnCKm4mOcbfo6jwTePxtndCeuunRwkyH6mGIcRXFwyKeQYsrJp4Bc8ghI4K5t/eLnAd5x1/JiKaDm0Me52PJdmn/8VfZ/4ndIhI3aHKkbWfRzGR/3zk0XQ4uuY7GsBev4bEHq2EcvbbzK33BEH6dMqtJt0rI4nuNzmlfZpjtp4Ah+8TOiQ1znPOOMEmcGxcXBR4g8HuG985yYsORzeIETs1/87NaDNHOZV/geRVpGDgFmmGaKCaaYwMHHMR4BAsSIen8xokySIE7y3inGNVq0CcEhhwD5FFDNLgqkeBM+JctWIbLnIMf/4EO8/Xs/pP6zv8fUrZvsdA7hOH4KzhoHderWTQQIVhpnaXCmm7e6/5puuUk5828eXHW5wUVucQ1BCJJHiDwcHBLEGaSXbm7h4lJEKcd516ptPlT3UQYSXbS+9HUqnvjH6/4MLOvExvhYthJBCfIkz3JBT3COn/NOfSbjlR+/+HlaP0Yb12nlCp204KgPlwR5FFDDLvIpZIJRbtLIBKOr2v8u2U+t7qGZSwzSyxTj+Mkhn0Lq2EcVOyiVIgpl6f32azedtABKjGn66KSdZnI1xE4a2M7uuxSlTMP1avM4N0zMj7/EOG33mtLjG/CyqxZKEkp49Ww2qSJ1YsQoH75b3gK3AOkaR/JMLZ6Jo57zss+csicaZih1I4CSOB4mcPwgw1c9FUYrACjwLmxuh4nHKs4JUZuzj3PRV8gjwg724COHUQbpopU4ce7jfnZKw6J2vqzfZYoJhrRvTcpr6d6H6D7zwuzrorD5rn1o26V567VFS/jRFTslZtkYrOOzhTnIQ4wwwJv8hIf1PQQlvPxGKWRcR2jiDFEmiTODSwLBIUQeFWynXvbPW98vfnaxj13so1+7aeUK44wSZYIuWnmAxxjGXMUqqV21g+EXPw08sK4xlUkVZcxX0KI6yRXOcY0LXOcCFbqdBg5nvLOZdIDcjswoUpgq4l7hRpKPacRVl1GGGGcYQfAN5+DHj1PbwJgzRayhBF9OiJEGcBw/4w1mWm5X8CJv/f1vUlMf5JH7WgA4oXUADKlJHRc1LTEic9qK7OUQ29nJZU5yhXMoip8cSqhgP8eXTBgAeIwPcI6fc4pXyNdCjvOuZbeZy3jnDXyBu7/39QHzv3gkaMoE/FH0PSvep2WNWMXHshVxxOFhfS9v8GPO8DOqdRfDDKAkOMxjizoOHdpCjCnyKcRPgAABQuSvyNEwkvplumllminCRCihghD5hMhjigmG6aeZS4Q1n6pFig5e5wITjFFBDcWU0UUrJ3mJIkrJIZf75ZF1fTapJChhHuAduOrSylXauM6rfJ+IFnEf91MqlcvvZBliGgPcjHem7kVcdRmij1xChFfwO7igJxikd3ZqFsCHz5suVRSlf+gW7X1t8FNvox/P38ctYPf9Yf7lNxv4b6us0JAnER7i3avbyCMgQer1IGf4GZOMMcUEEQqX3xAYGm9jtK2RXe/7NFv3kpspqHV8LFsPV11auEIPbcwwzQzTNHMZgAQJXNzZuJq5NGsjzVzChx8XF0UBJUiYJ3hmyWNGNcoJnidBggq2U81OSqRiwXUb9TQXOcFFPYGfHGSOLQniuCR4jA/O9hnbzm7O6GsM00c9B9f4qWwsjjizitWQ9nGNC5zhZ+RogFp2U8f+VatUEzrKKV4lhglMDms+j/L+tEynDWovrVxhknHKqaZB1qeeZQMd2swVr65UElHz2d8uHyj48ZObW4SIw1i0h52lD1MYqqYkvIOA/7bSKoOmBUZEogzJKP7tZopr9Gg1bjxG364Z3Okpove53P/EFN/oh7Mt2wEI3jBKT9FV40xFLhgVJdXTdU2cpphyHpSnVrxNNDbKyStfpWDnQYp2HWKI+VWD22ZK5j1aLBuJdXy2GK66XOUcHTQjOBRTRi33McUErVwBoIqds/J1VCcZZoBRBhmgmwnG2MtRamX37D6jOslr/ICf6Q+YWyu2Wqvp1E5cXGaIobiEyeedK7gw75dj7NUjjDDAMP24JGbvEoOEKKHyruaqR7MoFb1YynmYdxPTGNc5TwtXuUkTpVpFAw+sqHHslE7wJj8hQhGP8l5c4DX+hn46qWD7xg/iDq5yjnFG8OGnk5a7pg07tJkbXMYlQYAgpVRSzS4isjLFINPo004aOU0Nu9jLURxxmNIJxhieVXIUcEkwwSgT/gTT8XHur3mObYWri19xHAcnECRQkAcU4VbFMLrP5uPiksvqpsWjMRMbt/sDv7oRJllWiwKubVlh2QK46vJTvgNAAw+wQ/bMvhfXOOMMM0w/3bTSo22zJ++5GUqHeJjIHRlKQQmzT48yzvzU1GLKiHlZVgWUUEL5qqZiHHEoppxi1pa+ng0EJMABjrNPj9FFCzdp4uf8iJDmU81Oati14GcW1zgneYkwER6W2/EQjjq0cIV2vck0UxRTTp7XDqGbWxzi4Q1rTLuPY7zNS55SKNzSaxRSQh4RbnCZNq5TxU7yiDDKID200cZ1RB3yiFBKJTXU3+X0xTTKBOMUUpJRgeHNXKaQUvbLg7PLQmKyoebi32d+Z+MNt383E3fsKzBiWlMEBuc3PY23dwCQ7yRvKYwChAQ4I6bQZLDZBDWXNJnfa+E5T+m53ryGUS3Pduq5wSWGtId8itjH0WW/Uze6XsZZIBZoNGq+219rfnhDbLVYFsI6PluIOHEvTTtGhPnOi1/8HOWdgFFwRhkmSIh8Cld0sdk+RwFKUiwFFMvmKw/ZiCMONdRTQz1jOsIF3uAGl7jBJUSN4yngTSwqM0yTS5CHeHrefg7xCDe4SIJJQuTTSwcJWlEUlwRXOccDbEyvsgLvO7WXo7RznetcnJ0CcnDYz3FqpG7eNnGN00M7vbTRSQutXKVUqyikmFGGGaKPBMYpEIQq3cFBeWhD7F+Iheo6xTVOM5cYY5ijZI/KmCp2yX4qtZYWmhiij9f5Efv0KNuXKCo6ER2gquT+TbTSsiw2xseSbqI6yU0aKdcy/JpPLkHGGJ6dOiinekXTH3fiqssEY+QRoZ1rntNTRCGLz6UHJUxwlVK2JXVEpJDj+jSv8n120EARJV7QuSIm94cKtlEod7ccqZBqKqhecL+92sEF3uSUvsp7+UjK7e6nGxCqpJYqbgelL+Q8JPGLnxrqqKHO7EO7uMRJRhkkQC47uI9aGuiljSbO0EUr+/XBDVd+WrSJG1w2qqeaIoA+fMSJz9aK2stRSpeogeXfex8AE3uMQzhat/DpNmdcZxWfxUg2Rc2fbW1RDV5TlsJmT+k577XVuHZjhaNcO2HJ5wCm+/o1vUgTp+nVdg7x6ILFDQtCVQyMXicZxu+LmnGMX168vlXmaHuWew3r+GQAbXqdK5wlx6sB3MxJwEwxmWwP5RrnEXVQlL0cmRdjsxRn+BlDGOk74BWrP8w7MmrKwHI3AQmyX4/TyNtMUc0u9q+7CGKF1PCwvpsTvMgFfYurepk69lEvqamXYgKslbf15XntUFbzXSuTbTzFc/OWuerSxBkA6jmwaOB9KnDV5RyvM0AP9RxgBw3EiNJPFzNMk0chhZRs2HRhNrJHDlGmVVzgDV7lv1OpNeziAAN0U0oV+RpiZLIDV7duTElGYhUfSzpJxrA08AAH5H7q5dhd60R1kibOMEA3lSyc4r0QtdzHEH3sYj/TTLGTBnvSzhJqpA5HhRtc4i1eJKBB7udRiqVszfuMSDGVup0EcWqop5nLqCq7Zf2ZcNulnmIt4w2ep1+7U1YR3BGHY/okN2mihSs0c5lduj8lNt/JVc4xQA8lVM46hH7y2cGeZba8zW2lx6iqI57SM147/0LjnzSqR87C3SMWJNk6IyIOeJ9vpNHks8evXF/5jlJMsZTxJM/SoS1c5wI9PI8PH9c4z3ZqEXF4/MBnmJg2n0HJpWV2OI+te4HeONT26rKkHwcf3dziAAvPgwcljKMODj5G6KdUqxaIPYhhoikcHHGY0NHZEvS17LY1XrKQbbKTbewkpjHO83NO8wrv4RfXtc/75VGKpYAhGSVfC2jkNCgpcSTypICA5jJE/12FHNdDiVRQgil9cEuvcZXz9GsXD/Ik/gWmVlbDhI7RQTPTRGeLaI6yyuI4gH/P7k2ZZkoSOdfD2APrrwGVSmrk9rQlwIgOkEcu+w4+hOM4dwV1L0XJyQEGH7p7OtdiWS/W8UkjZ/X12eDNfAo5yNJBm/s4ylle5xxvAEqRlhEkj0F6Zuu4zOI58wGCPMS7rdOT5QQkwB59gJO8mNL91kg9qqY2S62u3zl21ZQuyCeSIgvvZofsoUy3cZKf8hYv8RgfWHL9cR3lCme8NHNlGzvZJ0cBaNIztHODHHK9AHKhmHL2LHIDshz+PbsXVXqkdhKA+GSOWXdy7Q5bvKUVf30dkXM9xJtb1ryfjaZQSimWAkanE0CCkpML9QdZnNWub1khCrqFpx6t45MGXHVp4zr9dFHDLnaxf0XtIgIS5GFM6vKA9nCJk0wxSTnbqKaOCMU44uCqS5wYDv5VlZO3ZDYTjMx2gU8VYzpME6fxk4Of9SknABd5CwffqqZj10JY8glqeMmebEPaTxOnmWCUMBF20sAQfXTTRoXWcJ0LjDLMIR5ZtEL4SnHCYVyvi/1MvlFi496MciLsBR+HpwEY8Ryf9ZLJDs+dJBqvptsEi2UWe1XcZFx1OcELTHrtFpKFz1ZLqVTy5CKZOY44s4HMlnuDAe2hkVMpL0yY431PtrFz3vdwSicYYZAEM2yjbtnvaExjXOUcvbRzhCc2JXh+O/U0cpoX9dts1+20azu36yWb1g8FlPAI75mtPeWoj0H6OM2rhMnnUd5LfpYWULRY1oWN8bFsFhc5wSRj3M+juBjlJ6ZRpokywgD79RBFWmOzriyzdGgzjZymktqU9yALSpASraCHdiZ0lCiTzBBjhhgODgo008g7+fCC28c1zlu8wCTj+PBzmHekLKh5OWqknkrdzijDlFJEKTtwvUpHDg5FlN+leO6UBnayePfxteJOTuI0moKBES/jUmeTCHwAjFgHy2LJCKzjs8n004WinOdNHMRLWffjw0c+hfTRxXlO86i+b9O7pVsyD5PKfZYd7Nmw3lcHOM4pXiHqNY0FUwjRL36a9Aw9tC267Rl+RoxpHudDackW9EuAEiookgJ0nUHOFsuWwqazWzaLp/nYomrOuI4wwQBt3GKYAapsEcEtTwtNKMp9awy2XQlBCfM4H7pruasunbRQy30LbndVzzHCAI/wPlsiAaP6APiabgJQ4Ozy3jGfjYovHWZZLJY7sI7PJrOQ0xPTKFc5Tze32M0ednNw3cGWluzngr5JD+3s4XBapj5HGcIlwe47ut1P6jgXOcEoQxzk4axtMmqxbFlUbZNSS/qIapTX+QF+ctjFPo7JYwzJ4pkqlq3BeX2DPjo5xpOUSMWmH79Nb3CVc/jw44hDXGN00ko7N5hknBB5PML7rNOzAIlxU5HQ19gCQEGyrs0aWs5YLBuGneqypItbXMGHn6fk2XSbYskQmvQMvXTwIE9RLOnpTH/FaxHhoryg3wJMkc0iSjnMO2wmlMViyVqs45NmNrLvkCX76FKjqogX+J4uDvIwM0wTJkKYfIKEbabhKkmMjQFzlB/ZtcTaFsvmolt4qsueydLEuI7ylv6Udm5QwPqaT1ruDVx1aeQU1dTh4OMGF9NmyzbZYSokSxVhybdOzwbjNLWm2wSLZctgFZ9NJq5xzvIaw/STRwEP8S4KxfajseA5OsI+jjHBGGMME9e4rb6d5cwqP8s4N05T6+12nKkp7myxLILaGB/L5jCiA5ziVfz4rcNjuYsh+iimDEccHtSneJnv0swlGtiY+j2WzSUxMrLylSMFG2eIxbLFsY7PJjGqQ7zNKxRTtmkl/S3ZRZw4uZh+T5OM45KgNIUdzi0WiwUwTaxtywrLRuGqy0Xeopd2SqiwTo9lUSqpoYWrxDSK36vmfYbX2KkN7JGNK2BosVi2ILY7uyXVxDRGFy00cxmAwzxGhVSn2SpLJrOLA3TSynne5Lg8zbv4OG16gyucQdXdsJYVFovFspWwjs8GMKGjvMHzOPiooIYDHLcqj2VZHHHYqQ3c4NLsslrZjarLNc5zn95vv0cWi2XdKKB2qsuSClx16aKFq5xHcHi3fDzdJlmyiLjG6eAmOcxvtlnNLq5yjiiThLHVfy1GUQYI2MasFsuqsY5PipjUcd7kJyhKEWU8wGPpNsmSRbjq8jo/QFEe4l3z3mvkFA4OYdvyYEviqks7N+jgJlEmSRCffS+s+TwmH0yjdZasRNXG+FjWz0VOkEOAx/mQnY6wrJo4cWaI4eBwmlfJ0VxyCTHGEDGmySXMz/VHJIjjJ0AhJZRTTSlV9vt2j9KrHbRyhRGGEIRiyqimjiJKiVBMOze4nsYilxZLtmIdnxQRJI8xhu1FyLImAhLgSX2OPjoZZ5gpJogySR4RguThx0+AIAFymWKCQXrpohVF8WsOeRRQQjmV7CBfbA2YbGFI++milWH6iRPDxUVRqnUbbbRRQDGHeJgKambPLckp9WtcoIT09HKzZD+ZGOMjIh8E/hTwAX+hql/ciONYx2edxDTKJU4yQA97OZpucyxZTEAC1CQ7ea+QcR2lh1sM0UcbN7hJE6JCgCA7uI+dsndjjN1ixDSWsniamMa4yln66CTh1W4qoJgwBV4RAz811LCHh+bdSEV1kiZOM0AvoFSyg0PyUEpssljSjYj4gP8LeB/QDpwUke+p6uVUH8s6PmskrjEucYo+OsglxBGeoExssTnL5pIvBeRzaPa1qy6D9NDIKa5xgQIt2dAO74Payy2uUkAp9bJ/w46zkbjq4uIu2BokWW3dJQEqVLOTMrbRTRvjDDPDDD58BAkRJoIPPyHy2M7ueQrNCAOMMcwwA/TSQQ4B45iyb8HjFksBQzI6b9lb/BRQ9nD/vP1bLGsi82J8Hgauq2ozgIj8v8BHgZQ7PqIZ2q9DRDLTMIvFYrFYMptWVa1b7E0R+RFQtnnmzBIEonNef1lVv+zZ9D8AH1TVv+e9/tvAI6r6a6k2ImMVH1WVdNtgsVgsFsu9hqpmYirgQtf8DRFArFZqsVgsFosl3bQDtXNebwc6N+JA1vGxWCwWi8WSbk4Ce0Rkl4gEgL8FfG8jDpSxU10Wi8VisVi2BqoaF5FfA36MSWf/qqpeWmazNZGxwc0Wi8VisVgsqSYrprpEpEhEviUiTSLSKCLvEJFqEfmpiHxXxNTyF5HfF5EOETk7568o3fYnEZG9d9g2KiK/kY1jSSIivykil0Tkooj8lYgEs3w8v+6N5ZKI/Ia3LGvGIyJfFZFeEbk4Z1mJiPxERK55j8Vz3vtjEXlbRJ7yXteJyNQd4/o7GTSWT3j/G1dEjt+xfsaOxbNnofH8sXdeOy8i/9/c71Amj2eRsfxLbxxnReR5EanOhrF49tw1njnv/ZaIqIiUzVmW0eOxLIOqZvwf8JfA3/OeB4Ai4IvAQeBZ4DPee78P/Fa67V3hmHxAN7AzW8cC1AA3gZD3+hvA383i8RwCLgJhzDTwC8CebBoP8CRwDLg4Z9kfAb/rPf9d4A+95/uAP/bG+w1vWd3cbTNwLPuBvcDLwPE5yzN6LEuM5/2A33v+h1n+vymY8/wfA/8+G8ay2Hi85bWYqZdWoCxbxmP/lv7LeMVHRAowX8qvAKhqTFWHMY6D6/1lY+r7e4AbqtpKdo/FD4RExI85EXSSvePZD7ypqpOqGgdeAT5OFo1HVV8FBu9Y/FHMzQPe48e858lxKRk4roXGoqqNqnplgdUzeiyw6Hie975rAG9iMlkgw8ezyFjmVlzM43YqckaPBRb93QD8W+CfMD+tOuPHY1mabAhurgf6gP8kIg8Ap4BfB/4c+H+AEeBX5qz/myLySe/5kKrOb3WdOfwt4K+851k5FlXtEJEvAbeAKeB5VX1eRK6QhePBqD1fEJFSzHieAd4GvkR2jidJpap2Aahql4hUeM8viUgYeA347Tnr7xaRs3Nef1ZVf7Z55q6ee2Qsnwb+GrJ3PCLyBeDvYH4r74KsHstzQIeqnhO57d9k63gst8kGx8ePkSA/q6onRORPMbL9P8UoQXfyb1X1S5tq4SoRk6r3HPA5AE/1ybqxeLEiHwV2AcPAN0Xkk6r6NbJwPKraKCJ/CPwEGAfOAfFs/f+sBFX97AKLb6jqkU03Zp1k81hE5PNAHPh6clk2jkdVPw98XkQ+B/wa8M+95Vk1Fs+x+TxmKvIusm08lvlk/FQXpqhRu6qe8F5/C+MIZTMfAk6rak+6DVkn7wVuqmqfqs4A3wEeS7NN60JVv6Kqx1T1SYz0fS3dNqWAHhHZBuA99qbZHsscRORTwEeA/0lV75U02/8K/GK6jVgHuzE3dOdEpAUzBXlaxDZkvBfIeMdHVbuBNpHZNtPvYQOalm0yv8ztaa5s5hbwqIiExWjB7wEa02zTukhOA4nIDuAXuDf+T98DPuU9/xTw3TTaYpmDiHwQ+B3gOVWdTLc960FE9sx5+RzQlC5b1ouqXlDVClWtU9Pzqh045l2PLFlONkx1AXwW+Lo3RdQM/M9LrDs37gLgY6raspHGrQZPQn0f8A9WsHpGj8WbevwWcBoj058BvrzEJhk9Ho9vezE+M8A/UtWhJdbNuPGIyF8BTwNlItKOmWr4IvANEflVjLP6iWV2c2eswldV9d9thL1LschYBoE/A8qBvxGRs6r6gSV2kxFjgUXH8zkgF/iJF0fypqp+ZondZMR4FhnLM94NqovJglpqHJAhY4GFx6OqX1nlbjJmPJalsQUMLRaLxWKxbBkyfqrLYrFYLBaLJVVYx8disVgsFsuWwTo+FovFYrFYtgzW8bFYLBaLxbJlsI6PxWKxWCyWLYN1fCwWi8VisWwZrONjsVgsFotly/D/A2EvTssPNUdhAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rand_centroids = Centroids()\n", "lat = np.arange(47, 56, 0.2)\n", "lon = np.arange(5.8, 15, 0.2)\n", "lon, lat = np.meshgrid(lon, lat)\n", "rand_centroids.set_lat_lon(lat.flatten(), lon.flatten())\n", "rf_rand = RiverFlood()\n", "rf_rand.set_from_nc(dph_path=HAZ_DEMO_FLDDPH, frc_path=HAZ_DEMO_FLDFRC,\n", " centroids=rand_centroids, ISINatIDGrid=False)\n", "rf_rand.centroids.plot()\n", "rf_rand.plot_intensity(event = 0)\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2021-03-05T11:50:00.557879Z", "start_time": "2021-03-05T11:49:59.097043Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-05 12:49:59,109 - climada.util.coordinates - INFO - Reading /Users/ckropf/climada/demo/data/fldfrc_2000_DEMO.nc\n", "2021-03-05 12:49:59,116 - climada.util.coordinates - INFO - Reading /Users/ckropf/climada/demo/data/flddph_2000_DEMO.nc\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/Documents/Climada/climada_python/climada/util/plot.py:326: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/opt/anaconda3/envs/climada_uncertainty/lib/python3.7/site-packages/cartopy/mpl/feature_artist.py:225: MatplotlibDeprecationWarning: Using a string of single character colors as a color sequence is deprecated. Use an explicit list instead.\n", " **dict(style))\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# setting random poits using raster\n", "min_lat, max_lat, min_lon, max_lon = 45.6 , 49., 9., 14.\n", "cent = Centroids()\n", "cent.set_raster_from_pnt_bounds((min_lon, min_lat, max_lon, max_lat), res=0.1)\n", "rf_rast = RiverFlood()\n", "rf_rast.set_from_nc(dph_path=HAZ_DEMO_FLDDPH, frc_path=HAZ_DEMO_FLDFRC,\n", " centroids=cent, ISINatIDGrid=False)\n", "rf_rast.plot_intensity(event=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 3: Calculating Flooded Area\n", "The fraction indicates the flooded part of a grid cell. It is possible to calculate the flooded area for each grid cell and for the whole area under consideration \n", "\n", "As ISIMIP simulations currently provide yearly data with the maximum event, event and yearly flooded area are the same." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2021-03-05T11:50:09.298242Z", "start_time": "2021-03-05T11:50:02.421882Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-05 12:50:02,680 - climada.util.coordinates - INFO - Reading /Users/ckropf/climada/demo/data/flddph_2000_DEMO.nc\n", "2021-03-05 12:50:02,692 - climada.util.coordinates - INFO - Reading /Users/ckropf/climada/demo/data/fldfrc_2000_DEMO.nc\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/Documents/Climada/climada_python/climada/util/plot.py:326: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-03-05 12:50:03,068 - climada.hazard.centroids.centr - INFO - Convert centroids to GeoSeries of Point shapes.\n", "Total flooded area for year 2000 in Germany:\n", "2437074832.038374 m2\n", "Total flooded area at first event in Germany:\n", "2437074832.038374 m2\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/opt/anaconda3/envs/climada_uncertainty/lib/python3.7/site-packages/cartopy/mpl/feature_artist.py:225: MatplotlibDeprecationWarning: Using a string of single character colors as a color sequence is deprecated. Use an explicit list instead.\n", " **dict(style))\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#setting river flood\n", "rf_DEU = RiverFlood()\n", "rf_DEU.set_from_nc(countries = ['DEU'], years=years, dph_path=HAZ_DEMO_FLDDPH, frc_path=HAZ_DEMO_FLDFRC)\n", "rf_DEU.plot_fraction(event=0, smooth = False)\n", "# calculating flooded area\n", "rf_DEU.set_flooded_area()\n", "print(\"Total flooded area for year \" + str(years[0]) + \" in Germany:\")\n", "print(str(rf_DEU.fla_annual[0]) + \" m2\")\n", "\n", "print(\"Total flooded area at first event in Germany:\")\n", "print(str(rf_DEU.fla_event[0]) + \" m2\")\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2021-03-05T11:50:14.343017Z", "start_time": "2021-03-05T11:50:09.300397Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "affected area in each affected centroid and each event:\n" ] }, { "data": { "text/plain": [ "array([ 584715.81718056, 5053615.42987047, 584715.81718053,\n", " 772660.21477222, 4635961.19139062, 4844788.31063079,\n", " 877073.72577079, 62648.12847878, 793542.93642048,\n", " 710012.09844878, 104512.31458989, 7942935.27615602,\n", " 12980428.9975574 , 8862643.59587924, 11015597.79960522,\n", " 8151960.31900815, 8026545.7605037 , 8110155.46617279,\n", " 3428003.77254628, 2550100.30565756, 5748176.99827292,\n", " 10743865.08816197, 10116791.51696033, 167219.69117698,\n", " 167377.62651458, 2426975.61490724, 7866748.53143359,\n", " 12448711.57332617, 10691246.31833798, 3807841.25590698,\n", " 795043.7594347 , 9958969.25866094, 10858623.66475107,\n", " 10586635.08712338, 9938046.70065339, 9414992.10340605,\n", " 4100752.00183631, 20922.20331432, 4020851.5658597 ,\n", " 8628077.07461108, 12271973.68427333, 11036399.71240725,\n", " 6135986.84213667, 5863741.76936025, 5319251.23373377,\n", " 7936993.24829797, 12104437.71477011, 12041612.40883577,\n", " 9444812.29294032, 628258.03278596, 1907510.5122277 ,\n", " 3731174.16397122, 9034472.37433647, 13017186.72931901,\n", " 8300814.5901365 , 2242896.97806137, 4003675.58205206,\n", " 8636201.25119162, 10795251.36876784, 7839658.2240182 ,\n", " 7986389.9370346 , 859427.78209491, 1573601.99913756,\n", " 6755998.31492206, 10910307.66299093, 12127226.06553792,\n", " 12630778.64273264, 12295077.44567993, 8329600.41176178,\n", " 524533.99971255, 629440.8191955 , 314720.40959772,\n", " 881217.10779283, 251776.3374484 , 84004.22287586,\n", " 5649284.31387142, 1722086.62090805, 2142107.81474468,\n", " 7413373.17151569, 11676586.99808064, 12075607.56251821,\n", " 9051455.12336371, 11823594.53327545, 7224363.59517164,\n", " 42041.479908 , 4666604.29120064, 4099044.47915377,\n", " 3951899.15417685, 8975856.20966038, 12255091.63636668,\n", " 8198088.95830755, 9333208.58240128, 9627499.23235424,\n", " 588580.71259418, 84161.65049093, 2566930.35528228,\n", " 4060799.89490784, 841616.56614496, 1283465.17764114,\n", " 63121.24246087, 778495.28694269, 862656.94355715,\n", " 252484.96984349, 68119.64171433, 340598.1953547 ,\n", " 476837.45234946, 1977089.19581193, 9340041.72726154,\n", " 11998885.92035427, 5272237.71440184, 45450.32455399,\n", " 704480.06861677, 3431499.68736199, 2727019.56583407,\n", " 5022260.92439447, 2727019.56583394, 3317873.85448186,\n", " 4526009.59398457, 11417371.18678022, 2001451.49577753,\n", " 2092426.62153581, 90975.06618462, 545850.43682358,\n", " 1182675.89349668, 3047664.70063641, 4662472.38853107,\n", " 10484877.04798255, 10507620.35283201, 11758527.53769297,\n", " 7914831.06916955, 5344785.09035629, 3411564.99185211,\n", " 159206.36416826, 3824076.16877868, 5963738.09206057,\n", " 45524.71676818, 751157.84158056, 2412809.97877638,\n", " 6669371.29305688, 9833339.32540515, 11290130.36798235,\n", " 10334111.21979271, 11358416.90487568, 8035113.05446658,\n", " 4666283.71550905, 1616127.4966119 , 637346.02812978,\n", " 159466.56281482, 888456.57183127, 2505903.20571988,\n", " 4715654.29155094, 4077787.82812764, 91123.75112706,\n", " 1412418.21871583, 4419502.17166185, 11322126.22505713,\n", " 7289900.62057462, 3576607.18698346, 2323655.79628766,\n", " 797332.8671151 , 432837.83608639, 1117175.77323329,\n", " 2439547.17032033, 4559900.9592355 , 2941136.28432971,\n", " 1117175.77323329, 68398.51916611, 45599.00945964,\n", " 2553544.50319797, 3807517.28822123, 7843030.09154589,\n", " 3579522.19779226, 569987.61990444, 136908.36527585,\n", " 114090.30439655, 22818.05921908, 1300629.43027509,\n", " 4152887.05347047, 912722.43517239, 136908.36527586,\n", " 410725.06926384, 1460355.79002089, 1551628.08666564,\n", " 2624076.8815839 , 7507142.09570224, 2760985.22029591,\n", " 250998.65639055, 159726.41287331, 319452.82574662,\n", " 2329333.4694195 , 3950732.208999 , 4750013.19093546,\n", " 1164666.73470981, 137019.61741205, 936300.67910442,\n", " 1210339.86075792, 1027647.03754179, 137019.61741205,\n", " 685098.06047493, 1415869.35333926, 4932706.12049274,\n", " 10459163.73034007, 12423111.55332744, 4658666.93883924,\n", " 411058.82565086, 1278849.65617129, 913464.11608036,\n", " 274261.58936941, 4731012.2436776 , 137130.7946847 ,\n", " 6925104.95863252, 4822432.61382616, 4548171.0776705 ,\n", " 4593881.26274455, 3771096.65427761, 4868142.79890019,\n", " 4616736.35528191, 9530590.19067662, 8776370.85982062,\n", " 8959211.60011772, 297116.70851342, 1898512.78921824,\n", " 7502556.71861722, 343104.72928449, 548967.5881579 ,\n", " 7273820.62297752, 160115.53323185, 3133689.83594515,\n", " 6427495.36489242, 8874975.84878219, 7479682.68299801,\n", " 4048635.70969465, 10430383.85545952, 7777040.88549384,\n", " 3682657.53061663, 45784.30480911, 10805096.61452431,\n", " 3845881.56399029, 5471224.64954781, 91568.60961822,\n", " 114460.77035089, 5448332.53545232, 1304852.74202514,\n", " 3731420.9935142 , 11995488.25307395, 10667743.07715331,\n", " 4715783.60520665, 2541028.92856497, 4051911.01724683,\n", " 68676.46221054, 4375933.02392118, 7514691.61028689,\n", " 618587.43214996, 8568581.198868 , 2084868.78441238,\n", " 45821.28892426, 2703456.21656234, 6254606.13986513,\n", " 3642792.77453402, 91642.57784853, 3001294.52289039,\n", " 4673771.75699323, 91642.57784852, 6094231.47026817,\n", " 824783.20730461, 68731.9383873 , 458212.92258201,\n", " 2909651.88503098, 4765414.18148062, 5819303.77006197,\n", " 68787.37702238, 275149.50808951, 2476345.5194196 ,\n", " 8850642.43013321, 1467463.93637202, 5525919.03388077,\n", " 10547397.32962378, 1467463.93637202, 710802.88255137,\n", " 1903117.31083391, 4838045.18357794, 7612469.24333563,\n", " 1329889.20902028, 321007.73274474, 802519.38524791,\n", " 6213792.8841836 , 550299.016179 , 1444534.85073734,\n", " 4539966.64323985, 45858.24801163, 2292912.40725453,\n", " 3714518.2791294 , 4677541.58413571, 5021478.29574301,\n", " 4654612.49850087, 5663493.97477634, 1811400.75475137,\n", " 389795.12311364, 343936.87176537, 4058454.9907367 ,\n", " 4933732.36289857, 3878142.80501333, 2616025.48722424,\n", " 3786352.59451557, 8743032.51003858, 688427.75417171,\n", " 1032641.57782859, 6677749.3543814 , 6471220.95332924,\n", " 206528.32090862, 3740457.48926669, 7526810.08378189,\n", " 3327400.68716238, 6035216.59860048, 4222356.94924433,\n", " 1468645.82569923, 4061723.65344085, 3373296.00612736,\n", " 1973492.94515943, 114737.96348104, 160633.1355162 ,\n", " 481899.40654861, 5507422.03337424, 7848076.67538843,\n", " 4773099.06709529, 4658361.30397309, 1858754.96832113,\n", " 2340654.42829876, 688427.75417175, 3465086.43034104,\n", " 4314147.15974187, 2180021.13249548, 7389124.76803563,\n", " 5094365.23126939, 2273638.55111259, 7027610.14485272,\n", " 2296604.5581947 , 8727097.23558467, 206694.41130696,\n", " 620083.26065688, 6384560.66322575, 987540.01563459,\n", " 1377962.77769441, 4409481.0597325 , 5833375.63770317,\n", " 160762.31693474, 2664061.31317241, 2916687.81885159,\n", " 183728.36412085, 2503299.04970953, 3031518.06815012,\n", " 1056438.14382492, 2939653.82593355, 6476425.11933014,\n", " 4478379.08097884, 1377962.77769448, 826777.64522785,\n", " 2687027.32025452, 5029564.10650116, 45932.09103021,\n", " 160891.41056458, 10848678.76457667, 436705.2801817 ,\n", " 2206510.95693681, 9354686.58283404, 1333100.28954366,\n", " 3585580.03744784, 1103255.47846846, 436705.2801817 ,\n", " 2183526.29387852, 3585580.03744784, 344767.32364266,\n", " 4527944.15886665, 2987983.50724635, 2022634.93682888,\n", " 3884378.30254839, 22984.48746242, 137906.93480856,\n", " 3930347.62866516, 4665851.28097746, 1195193.38149251,\n", " 551627.73923423, 344767.32364266, 3792440.50655434,\n", " 3861393.85355002, 3585580.03744784, 1103255.47846846,\n", " 1356084.84557202, 4117522.08266347, 6026764.41462543,\n", " 4485568.99342198, 2484315.14800192, 3841487.11382578,\n", " 368046.66974845, 782099.20334174, 7199913.35353265,\n", " 713090.46113229, 2001253.84542028, 4761603.96225989,\n", " 230029.18532961, 4025510.56920494, 23002.91685928,\n", " 2553323.78309566, 2070262.48051402, 4462566.11505762,\n", " 644081.66536506, 552070.04479106, 966896.00520992,\n", " 6353888.18738154, 46042.66739333, 7597040.27065209,\n", " 368341.33914669, 1473365.35658675, 1427322.76624445,\n", " 6468995.09204306, 4028733.5158435 , 184170.66957333,\n", " 23021.33369667, 1588472.04684531, 3107880.20817732,\n", " 2394218.77145437, 713661.38312219, 1151066.68818345,\n", " 4028733.5158435 , 3430178.76937919, 851789.36855201,\n", " 69064.00611507, 138238.43785095, 2027496.98119351,\n", " 2741728.95032279, 92158.95186185, 9123736.41537035,\n", " 46079.47593093, 1105907.50280763, 1797099.55795347,\n", " 10367882.75835618, 5183941.37917809, 4792265.63092521,\n", " 46079.47593093, 4630987.30591261, 69119.21892548,\n", " 1727980.35243889, 1105907.50280763, 4907464.12797093,\n", " 7142318.83299559, 46079.47593093, 2119655.99340428,\n", " 4354510.48385451, 23039.73796546, 990708.79118756,\n", " 6220729.56918368, 484220.71775385, 322813.81183591,\n", " 6686857.57690364, 184465.03725218, 1867708.59780709,\n", " 1567952.8770407 , 2582510.49468729, 8854322.43234125,\n", " 11690472.35828338, 622569.53260236, 1775476.01878391,\n", " 6940497.00815814, 299755.69392329, 4196579.87598521,\n", " 484220.71775387, 10883437.88237945, 391988.21926018,\n", " 1867708.59780728, 4035172.80900787, 46116.25931304,\n", " 1292284.47717146, 7915242.58386276, 69229.53131946,\n", " 1615355.7039227 , 3023022.74672555, 207688.58052607,\n", " 6230657.68442802, 9969052.29508483, 138459.06263891,\n", " 11261336.34242281, 2099962.43659108, 23076.50876078,\n", " 5561438.76078262, 1476896.56069001, 2076885.75153151,\n", " 11953632.16604402, 369224.1401725 , 1823044.15012581,\n", " 8007548.46443489, 276918.12527781, 346423.14080041,\n", " 5658244.43590979, 3210187.66745817, 3210187.66745817,\n", " 323328.25040788, 1662831.03282448, 4087792.9646555 ,\n", " 484992.37561182, 3810654.49503272, 4572785.39403927,\n", " 14388107.73464195, 577371.88341003, 1570451.57879818,\n", " 4318741.76103709, 3048523.59602618, 415707.7582061 ,\n", " 5450390.9063244 , 6674418.96791818, 3325662.06564879,\n", " 2632815.89159201, 11131730.17885479, 14226443.44812288,\n", " 8175585.9293106 , 2218870.16200874, 3258965.45627431,\n", " 901415.93604765, 184905.83338038, 3582550.55369736,\n", " 254245.52594315, 138679.38512554, 2704247.80814296,\n", " 346698.44936018, 13428786.49400053, 1479246.66704298,\n", " 3490097.79172438, 1433020.28605656, 1317454.11833161,\n", " 3883022.46062701, 8806140.64603687, 7350007.4923756 ,\n", " 6818402.8194786 , 9846235.50978571, 8783027.02502618,\n", " 4691985.84996017, 12481144.39222511, 13729258.40093017,\n", " 12527370.77321223, 10239161.03972273, 138679.38512554,\n", " 670815.55181327, 3053367.36157378, 3539130.39008407,\n", " 300710.42442124, 208184.13584106, 2775788.54969063,\n", " 1734867.78969926, 69394.71643513, 3770446.13846321,\n", " 532026.14587166, 3284683.10995292, 1919920.36685962,\n", " 2752657.01793862, 2382551.86361778, 693947.13742262,\n", " 1387894.27484531, 1434157.4460641 , 3354077.70520894,\n", " 12699232.90566386, 1272236.40065568, 2081841.3045532 ,\n", " 2428814.92712191, 7656550.36654593, 6800681.96828465,\n", " 717078.72303205, 23149.8991283 , 3403035.29818859,\n", " 3310435.64103781, 347248.49871514, 4375330.94367087,\n", " 902846.06431938, 4954078.74696315, 810246.51496873,\n", " 578747.47989191, 4143831.90859385, 4467930.81642188,\n", " 8171914.94645002, 2500189.23386921, 5486526.39827995,\n", " 925996.03250709, 46299.7982566 , 208349.09383909,\n", " 3266718.48119637, 2919195.1880162 , 417027.87629623,\n", " 671878.24814075, 4957998.37854305, 4934829.77061048,\n", " 1876625.52424711, 3336223.01036971, 810887.5762013 ,\n", " 8386894.52601908, 46336.43032498, 4401960.85053028,\n", " 3730082.87210306, 46373.03711109, 231865.20242587,\n", " 2921501.41560279, 1159325.93115142, 3918521.55659626,\n", " 69559.56072776, 347797.79014247, 1669429.34949569,\n", " 2156346.28808637, 6469038.64831783, 12798958.41811345,\n", " 1808548.44395856, 3895335.07684266, 69559.56072776,\n", " 1669429.34949561, 1738988.89672704, 2133159.80833278,\n", " 23186.51855555, 23204.80929843, 116024.05493402,\n", " 835373.14149704, 6195684.08774647, 69614.43296041,\n", " 3202263.7270813 , 5105058.14695738, 46409.61859686,\n", " 3619950.24380173, 3411107.09349742, 139228.86592083,\n", " 3643155.01426779, 7843225.38416266, 348072.15129509,\n", " 46409.61859686, 9142695.12359154, 696144.30259014,\n", " 348346.32255877, 1254046.78283975, 6618580.07454613,\n", " 1045038.91360584, 441238.6788458 , 464461.78143516,\n", " 9266012.36390282, 2090077.82721168, 1394481.2151967 ,\n", " 2788962.43039341, 5229304.71932662, 7111854.17585799,\n", " 418344.35373641, 1301515.74312973, 2672755.64442255,\n", " 2091721.71456896, 3114341.2579497 , 3230548.04392058,\n", " 1882549.67298334, 5024075.05294284, 4748680.79119445,\n", " 116480.37319711, 4286477.62517271, 163200.01148239,\n", " 536228.64017519])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#calculate flooded area\n", "rf_DEU.set_flooded_area(save_centr = True)\n", "print(\"affected area in each affected centroid and each event:\")\n", "rf_DEU.fla_ev_centr.data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 4: Generating ISIMIP Exposure\n", "The exposed assets are calculated by means of national GDP converted to total national wealth as a proxy for asset distribution, downscaled by means of data from spatially explicit GDP distribution. Data for past (1971-2010) and future (2005-2100) periods can be accessed at ISIMIP, https://www.isimip.org/ .\n", "\n", "More information on spatially explicit GDP time series:\n", "\n", "Geiger, T. (2018) ‘Continuous national gross domestic product (GDP) time series for 195 countries: Past observations (1850-2005) harmonized with future projections according to the Shared Socio-economic Pathways (2006-2100)’, Earth System Science Data. Copernicus GmbH, pp. 847–856. doi: 10.5194/essd-10-847-2018.\n", "\n", "Murakami, D. and Yamagata, Y. (2019) ‘Estimation of gridded population and GDP scenarios with spatially explicit statistical downscaling’, Sustainability (Switzerland). Multidisciplinary Digital Publishing Institute, 11(7), p. 2106. doi: 10.3390/su11072106." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2021-03-05T11:50:18.450177Z", "start_time": "2021-03-05T11:50:14.345534Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-05 12:50:14,420 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-03-05 12:50:14,421 - climada.entity.exposures.base - INFO - tag set to default value File: \n", " Description: \n", "2021-03-05 12:50:14,422 - climada.entity.exposures.base - INFO - ref_year set to default value 2018\n", "2021-03-05 12:50:14,423 - climada.entity.exposures.base - INFO - value_unit set to default value USD\n", "2021-03-05 12:50:14,424 - climada.entity.exposures.base - INFO - crs set to default value: EPSG:4326\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/opt/anaconda3/envs/climada_uncertainty/lib/python3.7/site-packages/pandas_datareader/compat/__init__.py:7: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n", " from pandas.util.testing import assert_frame_equal\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-03-05 12:50:18,435 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-03-05 12:50:18,436 - climada.entity.exposures.base - INFO - tag set to default value File: \n", " Description: \n", "2021-03-05 12:50:18,436 - climada.entity.exposures.base - INFO - ref_year set to default value 2018\n", "2021-03-05 12:50:18,437 - climada.entity.exposures.base - INFO - value_unit set to default value USD\n", "2021-03-05 12:50:18,438 - climada.entity.exposures.base - INFO - crs set to default value: EPSG:4326\n", "2021-03-05 12:50:18,444 - climada.entity.exposures.base - INFO - meta set to default value {}\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# set exposure for damage calculation\n", "from climada.entity.exposures.gdp_asset import GDP2Asset\n", "from climada.util.constants import DEMO_GDP2ASSET\n", "gdpa = GDP2Asset()\n", "gdpa.set_countries(countries = ['CHE'], ref_year = 2000, path=DEMO_GDP2ASSET)\n", "gdpa" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2021-03-05T11:50:19.526392Z", "start_time": "2021-03-05T11:50:18.454354Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/Documents/Climada/climada_python/climada/util/plot.py:326: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/opt/anaconda3/envs/climada_uncertainty/lib/python3.7/site-packages/cartopy/mpl/feature_artist.py:225: MatplotlibDeprecationWarning: Using a string of single character colors as a color sequence is deprecated. Use an explicit list instead.\n", " **dict(style))\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib import colors\n", "norm=colors.LogNorm(vmin=1.0e2, vmax=1.0e10)\n", "gdpa.plot_scatter()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 5: Setting JRC damage functions\n", "In CLIMADA we currently calculate damage by translating flood-depth into a damage factors. Damage assessments implemented in CLIMADA base on the residential damage functions basing on an empirical estimate published in the JRC report. Individual damage functions are available for six continents:\n", "\n", "RF1: Africa\n", "RF2: Asia\n", "RF3: Europe\n", "RF4: North America\n", "RF5: Oceania\n", "RF6: South America\n", "\n", "For further information on depth-damage functions, see also:\n", "\n", "Huizinga, J., Moel, H. de and Szewczyk, W. (2017) Global flood depth-damage functions : Methodology and the Database with Guidelines, Joint Research Centre (JRC). doi: 10.2760/16510." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2021-03-05T11:50:19.985022Z", "start_time": "2021-03-05T11:50:19.527886Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEWCAYAAACXGLsWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3dd3gU1frA8e9LCaF3pYQSFRXpGBFFlCpFJAgoIAi5iPzUqxQrqNdyLZdrAxXLRVBQMRRBQJEmlyKiXkAQ0ICoBARC74SSkPf3x0xwCSHZkGwmu3k/z5Mn2TmzM+/sbubdc87MOaKqGGOMMRkp4HUAxhhj8j5LFsYYYzJlycIYY0ymLFkYY4zJlCULY4wxmbJkYYwxJlOWLMxZRGSxiAwIwHbHi8gLOb1dkzUi0ltE5mdQHpD33932eyLyDz/XDVgc5sJYsshFIhIvIsdF5KiI7HRPoCV8yseLyCm3PPWnx3m2tUhE9ojIYRH5SUSisxDHsyKSlGY/j+XEMV4IEYkRkdNp4jkqIlW8iskfItJCRLb5PF4sIifc2PeKyHQRqexTHua+9ptE5Jj7efhARGqeZ/sZfl4uhKpOVNWbs7MNf7jv6bI0+75XVZ8P9L4zkuZ/bL+ILBCRK33KI0UkRUTeyWAbz4qIikiT3Ik6b7BkkftuVdUSQEOgETA8TfnLqlrC52fyebYzGKisqqWAgcAnvicmP0xOs5+Xs3wkOeu7NPGUUNUdWd2IiBQKRHBZ8ID7/l4GlABe9Sn7DOgM3AmUBhoAq4DWGWwvs8+LybqX3dc0AtgNjPcp6wscAHqKSJG0TxQRAe4C9gP9Ah9q3mHJwiOquhOYh3MSuJDnr1XV5NSHQGGgWg6FB4CIFBCRp0Rki4jsFpGPRKS0T3lnEflZRA6636pr+5Q1EpEfReSIiEwGwrMRh4rIZT6PzzRppX67F5HHRWQn8KGIFBGRUSKyw/0ZlfqP77P+E+63/3gR6e2z7SIi8qqIbBWRXW7TSdGsxqyqB4EZuO+viLQB2gLRqrpCVZNV9ZCqvq2q4/zY3jmfFxFpKiLL3df/JxFp4VMWIyJ/uK//5tRjTPuNX0TaisgGETkkIqMB8d2viPQXkTgROSAi80Skhk+Zisi9bk3pgIi8LY7awHvAde43+IPu+r7vW1kR+VKc2vEB9+8If15b95v9FPfzeMT9DEb5lNd2P48H3bLO53lNE4FPgbo+i/sCTwFJwK3pPK05UAXny1pPEQnzJ+ZQYMnCI+4/Rgfgt2xs40sROQH8ACwGVrrLq7v/KNWzGWaM+9MSuATnm/Jodx+XA7HAEKAi8BXwhThNLWE4J8qPgXLAVKBbNmPJSCV3PzVwallPAk1xTqwNgCY4JwDf9SsAVXG+HY4RkSvcsn8Dl7vPvcxd5+msBiQi5YGu/PX+tgH+p6p/ZnVb7vbO+ryISFVgNvACzrE/AkwTkYoiUhx4E+igqiWB64E16WyzAjAN57WpAPwONPMp7wI84R5HReAbnPfcVyfgGpzX+Q6gnarGAffyV22xTDqHVAD4EOc9qw4cx/1s+akzMAkoA8zir89lYeALYD5wEfAgMNHn/fU9/hJAb2C1+7g5Tm1jEjAFJ3Gk1c/dfmqNv1MWYg5uqmo/ufQDxANHgSM4tYGFQBmf8vHACeCg+7PXj20WxjmJDM1CHM8Cp3z2cxCo4pYtBga4fy8E7vd53hU437gKAf8ApviUFQC2Ay2AG4EdgPiULwdeOE88MUBymnh+9ylX4LI0r9ML7t8t3GMJ9yn/Hejo87gdEO+zfjJQ3Kd8ins8AhwDLvUpuw7YfJ64WwDbfB4vBhKBQ27Ma4Dqbtn7wKSc+rwAjwMfp1l/Hs7JrLj7GnYDiqbzWi9z/+4LfO9TJsA2n/d/DnB3mvc4Eajh877ckOZ1HJZ2P+m9b+kca0PgQJrXckAGn9+vfR5fBRx3/24O7AQK+JTHAs+m8z+2EyfRXOqWjQVm+LzvScBFPtspBhwGuriP/wPMzIlzQzD8WM0i93VR59teC+BKnG90vl5V1TLuT9qyc6hqkqrOAdqdr7p9HlN89lNG0+8fqAJs8Xm8BSdRXJy2TFVTgD9xvolXAbar+x/l89yMfJ8mnkuzcCx7VPVEJnH7dpYfUNVj6ZRXxDkhrHJrZgeBue5yfw1S1dJAfaAszjdVgH1AVvqUUp3v81IDuD01TjfWG3D6sY4BPXC+3SeIyGzx6cT1UQXnPQPAfb98az41gDd8tr8fJ6FU9Vlnp8/fiTi1z0yJSDER+Y/bxHkYWAqUEZGC/jw/nf2Gi9NfVQX40/08ptqSJubU/7FKqtpZVX93mxpvByYCqOp3wFac/qVUt+F80fjKfTwR6CAiWfl8BC1LFh5R1SU433JezWRVfxUCsnKC9ccOnBNGquo4/yy70paJiOD0mWwHEoCq7jLf516oRJyTeKpKacrTDp2cXty+ybCs21STtnwvTnNIHZ+kVVqdztAsUdV1OE1Eb7uvw9dAE3/b5dPZXtrPy584NQvfBFtcVUe4689T1bY4CWoDTs0mrQR8+rl83sNUfwL/l2YfRVV1uT8hZ1L+ME5N9Vp1LtK4MTUMP7adkR1ANRHxPbdVx/lcZuQ2oBTwjjhXnu3ESTC+TVH9cJLhVrd8Kk7Nvlc2Yw4Kliy8NQpoKyJZ6uQWkStFpIOIFBWRwiLSB+efbUkOxxcLDBXncsISwEs4V1El4zQ53CIird124oeBkzjNTd/hJJVBIlJIRLri9BtcqDXAnSJSUETaAzf5EfdTbvt9BZw+h0/SrPOc27/SHKfdear7bfR9YKSIXARO34CItLvAuCfgtJt3VtWvgQXA5yJytfu6lHQ7iPv7uT3fz8snwK0i0s59XcLF6byPEJGLxbn4oDjOe3IUOJ3O9mYDdUSkq/utfBBnJ+L3gOEiUgdAREqLyO1+xroLiMigA7gkTmI+KCLlgGf83G5mfsBpSnzM/d9ogdNRPSmT5/UDPgDq4TSJNcTpv2koIvXcPqLWOJ+V1PIGOH1c+eKqKEsWHlLVPcBHOO3lWSE47ba7gT04V2b0UNUf4UwH99Ec6OD+AKeTeimwGaet90E39o1AH+AtnG/kt+Jc5nlKVU/hdIrG4FyG2AOYnsm+Uq+c8f25xi0b7G7/IE6H5IxMtvUCTmf/WmAd8KO7LNVON64dOE0J96rqBrfscZxO5O/d5pGvcb4Bn895v0G7r8Ob/PX+dsdpwpiM06+xHohy95Ep38+LOh3l0Tgd0HtwagGP4vxPF8BJ3jtwmo5uAu5PZ3t7cZpeRuA0k9UCvvUp/xznZDjJfS3W4/SP+eO/wM/AThHZm075KKAozmfne5zmvmxzX/PObpx7gXeAvj7v7zl8EsEoVd3p87PKjasfzuWya1R1vu86OO9vfRGpe77thwo5u1nZmNDmftP8RFUvqDkozbY6A/9U1Qu6/NmYYGI1C2MugNts0w33cmVjQp3Xd7saE3TEuTHxT5y7r9O7Ft+YkGPNUMYYYzJlzVDGGGMyFdTNUBUqVNCaNWt6HYYxxgSVVatW7VXVLN1MGNTJombNmqxcaf2LxhiTFSKS2YgK57BmKGOMMZmyZGGMMSZTliyMMcZkypKFMcaYTFmyMMYYk6mAJQtxJqLfLSLrfZaVE2eC9E3u77I+ZcNF5DcR2ZiNUT6NMcYEQCBrFuOB9mmWDQMWqmotnFm/hgGIyFVAT6CO+5x3sjAJijHGmAAL2H0WqrpURGqmWRyNM+MXOGP9L8YZEjoaZ8rJk8BmEfkNZ/6D7zLcycaN0KJFhqsYk9u2HDnFuC27OJicfNbym4tVoE5YSbYnn2DK0YRzntep2EXUCivO5qREZhzbdU75bcUrUbNwUX49dYzZibvPKe9RojJVCoWz/uQRFhw/d1TwPiWrUrFgGKtPHmbx8X3nlN9dqhqlChTihxMHWX7iwDnl95aqTtECBfnm+H5Wnjx0Tvmg0jUpKMLCxH2sPXX4rLICCIPL1ARgbuIe4k4dPas8XApyX2lnRP1Zx3bze9Kxs8pLFijEgFLOvEzTju5ka/Lxs8rLFwyjb0lnMrzYIzvYefrkWeWVC4bTs6QzUeFHh7ezL+XUWeU1ChWlawlnKo+xh//kSMrZ791lhYtza/GLAHjn0FZO6tnTg1wVVpJ2xZxJDEcdjEfTjFzfIKwUrYqVJ1mVtw7Fk9Y1RcpwQ9GyJKac5j+Ht55T3iy8LE3Cy3DodBIfHNl2TnnLouVpWKQUe06f4pMj587zlNlnzx+5fVPexaqaAKCqCakTzODMSPW9z3rbOHsaxDNEZCAwEKB+kSIBDNUY/+1ITCJ+TzLh+4vy8+FknuePc6Z8K3aoKCUoyTpOMppzTwgVDpUgjOKs5ES65dUPlUYoyvckplt+xaFyJBHOMo6lW97o0EVEEsYiDvN2OuXXH6pMJQrxNYf4IJ3yNociKEVB5nGQ2LNmX3V0PlSDQghfsZ8ZnD1LbyGELodqAjCTfczn7GRYisJ0POgki2nsYRlnJ7tKhNP2gJMsJrObVZydzCIpzk37nVPGp+ziF85OVnUoxXX7nWQxgQTiOTsZRVGWq/c5yWIc29nN2cnmRipQf69zuhrDnxzh7GTSjkpc6c54+w5bOZ0mWdxGVS6lPKfQdN+b3kA1ynKIlHTLjx8qyMWUIYHkdMvlUBhlKcXvnEq3PLPPnj8COpCgW7P4UlXruo8PqmoZn/IDqlpWRN4GvlPVT9zl44CvVHVaRtuPiopSu4PbeGX37mM899xMpk79lD175gG3UafOFHr3hpYtt9O0abrfd4zxnIisUtWorDwnt2sWu0SkslurqIwz0xs4NQnfuX8jIM1XE2PygKQkWLAAHnnkceLiRgOJFCxYjSZNHuKxx/rQrVvqmpYoTGjJ7UtnZ/HXfLX9gJk+y3uKSBERicSZ3vF/uRybMelKSVH+85/lNGz4MJUrJ3HLLRAfX54rr+zDm28u4cSJeH744d9061bP61CNCZiA1SxEJBanM7uCiGzDmZB9BDBFRO4GtuLM/4uq/iwiU4BfgGTg76qa3gTzxuSaL76I49//nsgPP3xKcvJmIJy2bXvzwAONad/+McLCvI7QmNwT1JMfWZ+FyWlbt6YwZUoB3n9/Bb/+2gQoQPnybejatTfPPHMbVauW9DpEY7ItGPosjMlzNm8+wLPPTmPWrIkcPNgQGMk111zN7be/y1NPdaF+/Upeh2iM5yxZmHzpxAl47rkvmTBhHAkJXwGnKFy4Fu3b38abb0KtWgWAe70O05g8w5KFyTdOnTrN228vZ+3aG5g+XTh8+HMKFPiBRo3+zpAhd9Knz9UUKJD27ghjDFiyMPnA/v3H6dz5Rb777gNSUhIoVmwVd9zRmOjo1+jYcQxhYTayjDGZsWRhQtpnn62lT587OXnyZypV6sydd97Fk0/Wplw5gDKZPd0Y47JkYUJSSgq89topHnvsFgoUSOL55+fw1FNpx7U0xvjLkoUJOT/9tItHHqnA11+HccMNUxgz5jJq167odVjGBDWb/MiElMcf/5xGjeqwePFrvPceLF16nSUKY3KA1SxMSNi58ygtWgxl48axFCt2NZ99Fk2HDl5HZUzosJqFCXoTJqyievVGbNw4juuuG86uXcvp0OEKr8MyJqRYsjBB6/RpePFF6N//JCkppxk1ahHLl79EiRI2aJMxOc2aoUxQWrYsnpiYOfz++3307Hk9b7yxkYsuKux1WMaELKtZmKBz//0Tad68Ab//PozRo3fz6adYojAmwKxmYYLGli0Huemmv7Nly6eULNmML7/8mBtvvCjzJxpjss2ShQkK//1vMu3aXUdy8iZatXqe2bOHER5uH19jcos1Q5k8LTExmSeegDZtClGu3NOMHfstCxc+ZYnCmFxm/3Emz5o791e6detNYuIQ7r67N6NG9aJECa+jMiZ/spqFyXNSUpS+fd+nQ4dGHD/+B489VoKxY7FEYYyHrGZh8pSNG/fSosUAdu6cSblybZg3bzxRUVW9DsuYfM9qFibPmDcPmjb9lp0759C582vs2jXPEoUxeYQlC+O5gwdP0K3bItq3hypVopk79zdmznyIQoXs42lMXmH/jcZT06ato1Kla5g+vQMxMTtYuRLatavmdVjGmDQsWRhPJCencNttb9C9+zUkJe3huec+58MPq1C0qNeRGWPSYx3cJtdt23aaRo1uZe/eOVx88a0sXDiWOnXsTmxj8jKrWZhcNWMGNGxYkIMHr6Nnz3fYsWOmJQpjgoDVLEyu2LXrGC1aPMSGDT1o3LgVEyf+gyuv9DoqY4y/rGZhAm7ChBVUq9aIDRvep0WLVXz3HZYojAkylixMwJw6dZq2bV8kJuZ6UlJOMHLkf1m06FHCbG4iY4KONUOZgNiyBdq1m8rGjU9RrVoPlix5l8jIsl6HZYy5QFazMDnurbe2Ub8+bN9+B488Mpf4+FhLFMYEOatZmByzdeshbrrp78THz+bqq9czdWpVIiPbeR2WMSYHeFKzEJGhIvKziKwXkVgRCReRciKyQEQ2ub/tq2gQGT36Gy65pAHx8ZNo1eohli27mMhIr6MyxuSUXE8WIlIVGAREqWpdoCDQExgGLFTVWsBC97HJ406eTKFZs6d48MEWiBTi/feXsXDhP2xyImNCjFd9FoWAoiJSCCgG7ACigQlu+QSgi0exGT9t2gTNmxdg+fI/qVUrhi1bVjNgQFOvwzLGBECuJwtV3Q68CmwFEoBDqjofuFhVE9x1EoB0b+sVkYEislJEVu7Zsye3wjY+nMmJxlK//np++w0mTx7Hr7+Oo0qVkl6HZowJEC+aocri1CIigSpAcRHp4+/zVXWMqkapalTFihUDFaY5j40b9xIR0ZWPP76H8uXfY+1auOMOa3IyJtR50QzVBtisqntUNQmYDlwP7BKRygDu790exGYy8K9/zeeqq+qTkPAVnTq9Snz8m0REeB2VMSY3eJEstgJNRaSYiAjQGogDZgH93HX6ATM9iM2k48QJiI7+gieeaEehQmWYNOkHvvjiYZucyJh8JNfbD1T1BxH5DPgRSAZWA2OAEsAUEbkbJ6HcntuxmXP9+GMSMTGFWbfuZpo2fYnZs4dQrpxNOmFMfuNJY7OqPgM8k2bxSZxahskDkpNTuOOOt5gx413Kl/+e2bPL0LHjcK/DMsZ4xHomzTnWrEmgTZu/sW/fPC666BYWL06mdm2vozLGeMkanc1ZnnhiJo0b12PfvqX07PkOCQlfULt2Ba/DMsZ4zGoWBoBjx2DoUOX999+iaNEaTJ06kVtusUknjDEOSxaGrVsPER0t/PRTKR58cDIvvVSSEiVs0gljzF8sWeRze/cmUq9eJw4fTmHGjG+Iji7vdUjGmDzIkkU+dvToKWrX7sbhw8sZMiSW6GjrwjLGpM+SRT516tRprryyN3v3zqVfv7GMHHmH1yEZY/Iw+yqZD6WkQFTUE2zf/hnR0a8zfvzdXodkjMnjrGaRz6jCww/DunX30b59BDNmPOh1SMaYIGA1i3ymT5+vGDUqhcGDa/LVV5YojDH+sWSRj3TpMpJPP72FG26YwOuvg4jXERljgoUli3wiJmYcM2c+RETE7Sxc2JcC9s4bY7LAThn5wNChU5gw4R4qVGhPXNwnhIUV9DokY0yQsWQR4iZN2seoUQMoVeoG4uKm2Z3ZxpgLYskihC1ZAn/7W3kuv3wu69Z9QYUKxbwOyRgTpCxZhKiPPlpJ+/YfExkJ3357PdWrl/Y6JGNMELP7LELQzJk/ExPTjoIFyzBrVncqVLCZ7Ywx2WM1ixCzePEfdO3aFpEizJs3n8sus0RhjMk+q1mEkJUrt9O2bWtUT/L550tp1epSr0MyxoQISxYhYu9euPXWWSQn72P8+IVER9fxOiRjTAixZBECDh2C9u3h4MH7mDq1M927V/U6JGNMiLE+iyC3d28il156G2vWrGDaNCxRGGMCwpJFEEudvGjfvpk88MBmOnb0OiJjTKiyZqggderUaWrX7sPevXPp2/d9Ro2yyYuMMYFjNYsglJycQt26A9m2bSqdO7/GhAkDvA7JGBPiLFkEGVV46KFkNm3aR/PmTzNz5kNeh2SMyQesGSrI/OMfJ3jrrXAeeGAab7xhud4YkzvsbBNEunQZxYsvXkuvXvt5442CFChgsxcZY3JHhjULEQkHOgHNgSrAcWA9MFtVfw58eCbV3/72ATNnDqVq1W588EEpm7zIGJOrzpssRORZ4FZgMfADsBsIBy4HRriJ5GFVXRv4MPO3oUOnMn78PZQv345ffplIeLi1HhpjcldGZ50VqvrsecpeF5GLgOoXslMRKQOMBeoCCvQHNgKTgZpAPHCHqh64kO2HkhdfXMCoUb0pVep6NmyYTqlSRbwOyRiTD523MUNVZ6ddJiLhIlLKLd+tqisvcL9vAHNV9UqgARAHDAMWqmotYKH7OF9bsgSef742Zct2Y926L23yImOMZ/xu+RaRAcA8YLaIvHShO3STzY3AOABVPaWqB4FoYIK72gSgy4XuIxTMnPkHnTqdJjIygo0bY23yImOMp86bLETk1jSL2qjqTaraHLglG/u8BNgDfCgiq0VkrIgUBy5W1QQA9/dF54lroIisFJGVe/bsyUYYedfWrYfo1q0VIg+zYAFUrOh1RMaY/C6jmkUDEZkpIg3cx2tFZKKIfAJk50qoQkBj4F1VbQQcIwtNTqo6RlWjVDWqYoieRVu0eIDTp7fx+us9iYjwOhpjjMmgg1tVXxCRSsA/RQTgaaAEUCybV0BtA7ap6g/u489wksUuEamsqgkiUhnn6qt8Z9CgSWze/Ak33fQMAwY09TocY4wBMu+zOAYMAd4GxgC9gF+zs0NV3Qn8KSJXuItaA78As4B+7rJ+wMzs7CcY/fDDn4wefR8lSlzL3LlPeR2OMcackdF9Fi/gdEQXBiaramcR6YzTwT1eVT/Oxn4fBCaKSBjwB/A3nMQ1RUTuBrYCt2dj+0Hn9Gm4//4EoBIzZnxi91IYY/KUjM5InVS1oThtUKuAUao6S0S+Av6enZ2q6hogKp2i1tnZbjB7/XX48ccmvP/+z7RubbdnG2PylozOSutF5GNgKrAkdaGqJqvqGwGPLB+ZNGkNw4Y9RZcuSdx9tyUKY0zek1EHdx8RqQckqeqGXIwpX9m//zj9+t0JHOTll4ciUt7rkIwx5hwZ9VncoKrLMigvBVRX1fUBiSyfaNHiMU6diuNf/5pPrVqWKIwxeVNGfRbdRORlYC5On8UenIEELwNaAjWAhwMeYQj75z/nsG7daBo1GsKwYW29DscYY85LVPX8hSJlge5AM6AyzhDlcThDlJ+31pFboqKidOXKCx2eyls7diRRrdplFC5cmp07/0eZMuFeh2SMySdEZJWqpneR0XlleH2mO+rr++6PySGqcN99hSlQYBafflrIEoUxJs+zi/k98O9/b2XWrOq8/noDunb1OhpjjMmcXaeZy+bN+5Xhw2tz+eVvMHiw19EYY4x/Mk0WInLObDvpLTOZS0xMolu3PoiEM3Fid5sa1RgTNPw5XX3n5zKTiZtvfo5jx1bw0ENjiIqq6nU4xhjjt4zus6gEVAWKikgjQNyiUoBN2ZZF77yzjG+//ReXXfY3Xn21m9fhGGNMlmTUwd0OiAEigNf4K1kcBp4IbFih5dAhePbZvYSFNWDJEhspxRgTfDIa7mMCMEFEuqnqtFyMKeQMGgT79nVh6dLOVKliHRXGmODjz5nrahEpk/pARMq6w5cbPzz88DQ++ugdnnxSadbMEoUxJjj5c/bqoKoHUx+4N+p1DFxIoeN//9vGyJEDKF78I4YPP+11OMYYc8H8SRYFfS+VFZGigF06m4nk5BTateuHahIzZ35C0aJ2/6MxJnj5cwb7BFgoIh8CCvQHJgQ0qhDQpcvrHDz4X2JixtG69WVeh2OMMdmSabJQ1ZdFZB3OLHYCPK+q8wIeWRBbsCCB2bOfonLl2xg37m9eh2OMMdnmV9uIqs4B5gQ4lpBw/DgMGVKZcuW+YPHixhQoIJk/yRhj8jh/hvtoKiIrROSoiJwSkdMicjg3ggtG9923hV9+gdjYtlx+uU1mZIwJDf50cI8GegGbgKLAAOCtQAYVrF54YS4TJlxKdPRcbr7Z62iMMSbn+NsM9ZuIFFTV08CHIrI8wHEFnbi4PTzzTAxFilzJ+PEtvA7HGGNylD/JIlFEwoA17jSrCUDxwIYVXFJSlFat7iEl5QCffDLfJjMyxoQcf5qh7nLXewA4BlQDbCQ8HzExY9m5cyadO/+L7t3rex2OMcbkOH8und3i1ixqAtOBjap6KtCBBYtNm2DSpETKl+/AtGlDvA7HGGMCwp+roW4BfgfexOns/k1EOgQ6sGCQlAS9e0OJEoP58ccvKVTIxn4yxoQmf/osXgNaqupvACJyKTAbu++CDh1eZcWKy5k6tTPVq1uiMMaELn/OcLtTE4XrD2B3gOIJGu+++y0LFz7OpZdOp3t3r6MxxpjA8qdm8bOIfAVMwRkb6nZghYh0BVDV6QGML0/atu0wgwb1oVChGixZ8qbX4RhjTMD5kyzCgV3ATe7jPUA54Fac5JHvksVNNz1IcvJW3nvvG6pWLeV1OMYYE3D+XA1lI+H5+Oc/l/HHHx9x441P83//d73X4RhjTK7INFmISCTwIM6ls2fWV9XO2dmxiBQEVgLbVbWTiJQDJrv7iQfucCdayjO2bYORI5tRq9bnzJlzi9fhGGNMrvGnGWoGMA74AkjJwX0PBuKA1HacYcBCVR0hIsPcx4/n4P6yJTk5hTvu2EpSUk2++qoLxYp5HZExxuQef66GOqGqb6rqIlVdkvqTnZ2KSARwCzDWZ3E0f02qNAHokp195LQ773yX776rw/Dhv3KZzWVkjMlnRFUzXkHkTqAWMB84mbpcVX+84J2KfAb8CygJPOI2Qx1U1TI+6xxQ1bLpPHcgMBCgevXqV2/ZsuVCw/Db4cMnKVv2UkqWvJT9+xfbHBXGmKAmIqtUNSorz/GnGaoezvhQrfirGUrdx1kmIp1w7t1YJSItsvp8VR0DjAGIiorKONPlkMGDJ5KSsvfj3rwAABSDSURBVJ3HH//AEoUxJl/yJ1ncBlySg+NBNQM6i0hHnMtyS4nIJ8AuEamsqgkiUpk8cuPfqVOnmTjxZYoWbcTjj7f1OhxjjPGEP30WPwFlMl3LT6o6XFUjVLUm0BP4r6r2AWYB/dzV+gEzc2qf2fHqq/8jKelX7r13uNUqjDH5lj81i4uBDSKygrP7LLJ16Ww6RgBTRORuYCvOneKeUoXp06+jevWNjBhxidfhGGOMZ/xJFs8EauequhhY7P69D2gdqH1diHnzkli1qjBjxtQiLMzraIwxxjv+3MGdrctkg1nv3h0pVqwWffu+43UoxhjjqfMmCxE5gnPV0zlFgKpqSA+KNH78/9i//2s6dWpPkSJeR2OMMd46b7JQ1ZK5GUhe8+STIxApw3/+M9DrUIwxxnM2Y086Zs+OY8eOz2nW7AGqVMnXOdMYYwBLFul66KHXgaKMGTPI61CMMSZP8OdqqHzlzz/h999folOnaGrXruh1OMYYkydYzSKN118HkYqMHt3J61CMMSbPsGThY9Omfbz5ZmtuvnklNWp4HY0xxuQdlix83HPPW6Sk/JeBA4t6HYoxxuQplixcO3ceZenSt6hUKZro6Dpeh2OMMXmKJQvXvfe+j+p+nn9+mNehGGNMnmPJAjh69BRffPEaZcq0YMCApl6HY4wxeY5dOgtMnKikpDzBk0/W9ToUY4zJkzKdVjUvi4qK0pUrV2ZrG6dPQ506UKwYrFoFYlNWGGNCXKCmVQ1pzz03n40bNzNxYn9ECnsdjjHG5En5umaRkqKULNmEpKSDHD26gbCwgjkYnTHG5E1Ws8iiV19dSGLiSu66a4wlCmOMyUC+vhpqxIgRFChQmdGj+3odijHG5Gn5NllMmLCCAwcW0qHDQ5QqZbMbGWNMRvJtsvjwwyQKFWrNe+/Z5EbGGJOZfNlnsWEDLF16PU888TUREV5HY4wxeV++rFk88MBMihTZx+DBXkdijDHBId8lixUrtrFw4e1cccXzVLS5jYwxxi/5Llk8+uhY4DRvvz3U61CMMSZo5LtksXLlV5Qs2ZRmzWx2I2OM8Ve+ShZxcXs4dmwl11zT3utQjDEmqOSrZPHhhysA6Nu3g8eRGGNMcMlXl84mJHSkXLld9O5d3utQjDEmqOSbZJGSAvPmQYcOFSmUb47aGGNyRr5phoqNXc2ePe2pX3+D16EYY0zQyfXv2CJSDfgIqASkAGNU9Q0RKQdMBmoC8cAdqnogp/b74Yezgfl06mRNUMbkZ0lJSWzbto0TJ054HUrAhYeHExERQeHC2Z+rJ9fnsxCRykBlVf1RREoCq4AuQAywX1VHiMgwoKyqPp7RtrIyn0WpUjdw+vRJjh1bkb0DMMYEtc2bN1OyZEnKly+PhPDUmKrKvn37OHLkCJGRkWeVXch8FrneDKWqCar6o/v3ESAOqApEAxPc1SbgJJAcsXnzAY4c+Y7Gje0qKGPyuxMnToR8ogAQEcqXL59jNShP+yxEpCbQCPgBuFhVE8BJKMBF53nOQBFZKSIr9+zZ49d+Ro9eCKTQu7fdX2GMIeQTRaqcPE7PkoWIlACmAUNU9bC/z1PVMaoapapRFf0c3Gnt2nAKFbqZmJgmFxitMcbkb54kCxEpjJMoJqrqdHfxLrc/I7VfY3dO7EsVfvmlE7fdNo/wcLtm1hjjPRHhrrvuOvM4OTmZihUr0qlTJwDGjx9PxYoVadSoEbVq1aJdu3YsX778zPoxMTFERkbSoEEDLr/8cvr27cv27dsDGnOuJwtx6kXjgDhVfd2naBbQz/27HzAzJ/b33XeH2LHjCO2tBcoYk0cUL16c9evXc/z4cQAWLFhA1apVz1qnR48erF69mk2bNjFs2DC6du1KXFzcmfJXXnmFn376iY0bN9KoUSNatmzJqVOnAhazF1+1mwF3AetEZI277AlgBDBFRO4GtgK358TOXnzxP8A/aNJkB2CXzRpj/jJkCKxZk/l6WdGwIYwalfl6HTp0YPbs2XTv3p3Y2Fh69erFN998k+66LVu2ZODAgYwZM4aRI0eeVSYiDB06lM8//5w5c+YQHR2dE4dxDi+uhlqmqqKq9VW1ofvzlaruU9XWqlrL/b0/J/a3fPlcwsOvoG5dSxTGmLyjZ8+eTJo0iRMnTrB27VquvfbaDNdv3LgxGzac/6bizMqzK6Qb8XfsOMLBg8to0mSI16EYY/Igf2oAgVK/fn3i4+OJjY2lY8eOma6f2T1xgb5nLqSH+3j77UVAEj162P0Vxpi8p3PnzjzyyCP06tUr03VXr15N7dq1L7g8u0K6ZjFjxhygOAMHNvM6FGOMOUf//v0pXbo09erVY/Hixeddb8mSJYwZM4ZFixadU6aqvPXWWyQkJNA+gFfyhGyyUIWDBx8kKqo1JUqEeR2OMcacIyIigsGDB6dbNnnyZJYtW0ZiYiKRkZFMmzbtrJrDo48+yvPPP09iYiJNmzZl0aJFhIUF7lyX62ND5aSMxobauBGuvBLefRfuvTeXAzPG5FlxcXEBba7Ja9I73qAYGyq3vPHG18Bn3Hxz8CZDY4zJK0K2GWrq1FcJC4vnkku6ex2KMcYEvZCsWezff5y9e5dw1VV227YxxuSEkEwW77yzBDhB9+52yawxxuSEkEwW06bNAcK5774bvQ7FGGNCQkgmi40b11OhQgvKlSvqdSjGGBMSQi5Z/PEHHD/+NY8+OtnrUIwxJl0FCxakYcOG1K1bl9tvv53ExETAGaq8QoUKDB8+PN3nNWjQwK+7vQMh5JLFvHkAQpcupbwOxRhj0lW0aFHWrFnD+vXrCQsL47333gNg/vz5XHHFFUyZMuWcsZ7i4uJISUlh6dKlHDt2LNdjDrlLZ0eMGEDp0hWpVetfXodijMnrvByj3NW8eXPWrl0LQGxsLIMHD+bdd9/l+++/57rrrjuz3qeffspdd91FXFwcs2bNyvUaRkjVLA4fPsnWrZOIiDhEPpli1xgTxJKTk5kzZw716tXj+PHjLFy4kE6dOtGrVy9iY2PPWnfy5Mn06NEj3bLcEFI1i/ff/xY4xm232SWzxhg/eDRG+fHjx2nYsCHg1CzuvvtuZs6cScuWLSlWrBjdunXj+eefZ+TIkRQsWJAVK1ZQsWJFatSoQUREBP379+fAgQOULVs212IOqWQxefIcoDB//3tLr0MxxpjzSu2z8BUbG8u3335LzZo1Adi3bx+LFi2iTZs2xMbGsmHDhjNlhw8fZtq0aQwYMCDXYg6pZqi1a+dStmxzKlUq4XUoxhjjt8OHD7Ns2TK2bt1KfHw88fHxvP3228TGxpKSksLUqVNZu3btmbKZM2fmelNUyCSL+PhkTp5sSdu2d3kdijHGZMn06dNp1aoVRYoUObMsOjqaWbNmsWDBAqpWrUrVqlXPlN1444388ssvJCQk5FqMITNE+bhxMGAArFsHdet6HJgxJs+yIcrz+RDlU6duokqV09Sp43UkxhgTekIiWRw/nsS8eVGULj3ILpk1xpgACIlk8eGHPwCH6dDBroIyxphACIlkMXHiHKAggwa18ToUY4wJSSGRLNasmUupUtdRo0YZr0MxxpiQFPTJYv36XSQm/kiTJjYrnjHGBErQJ4sVK8oC8xk0qLfXoRhjjF9EhLvu+uuesOTkZCpWrEinTp0AGD9+PBUrVqRRo0bUqlWLdu3asXz58jPrx8TEEBkZScOGDWnQoAELFy4MeMxBnyy+/jqMiy5qyy231PQ6FGOM8Uvx4sVZv349x48fBzhz452vHj16sHr1ajZt2sSwYcPo2rUrcXFxZ8pfeeUV1qxZw6hRo7j33nsDHnNQjw2lCp9//ixt2/agQIH8c5ONMSbntGjR4pxld9xxB/fffz+JiYl07NjxnPKYmBhiYmLYu3cv3bt3P6ts8eLFfu23Q4cOzJ49m+7duxMbG0uvXr345ptv0l23ZcuWDBw4kDFjxjBy5Mizyq677jq2b9/u1z6zI6hrFvv2HeP48eeoVi2Hx6M3xpgA69mzJ5MmTeLEiROsXbuWa6+9NsP1GzduzIYNG85ZPnfuXLp06RKoMM8I6prF/v2HAeHBB9t6HYoxJkhlVBMoVqxYhuUVKlTwuyaRVv369YmPjyc2Njbd2ktaaYdmevTRR3nsscfYvXs333///QXFkBV5rmYhIu1FZKOI/CYiwzJa99ixQxQvfg1XXFEht8Izxpgc07lzZx555BG/Zr1bvXr1WWM8vfLKK/z222+88MIL9OvXL5BhAnksWYhIQeBtoANwFdBLRK463/opKce4+mq7ZNYYE5z69+/P008/Tb169TJcb8mSJYwZM4Z77rnnrOUFChRg8ODBpKSkMG/evECGmueaoZoAv6nqHwAiMgmIBn5Jf/UC9Oljs+IZY4JTREQEgwcPTrds8uTJLFu2jMTERCIjI5k2bVq6o+WKCE899RQvv/wy7dq1C1iseWqIchHpDrRX1QHu47uAa1X1AZ91BgIDAcLD6159+PBPFC6cpypIxpg8zIYoD40hytMbM/asbKaqY1Q1SlWj6tQpYonCGGNyQV47024Dqvk8jgB2eBSLMcYYV15LFiuAWiISKSJhQE9glscxGWNCTF5qfg+knDzOPJUsVDUZeACYB8QBU1T1Z2+jMsaEkvDwcPbt2xfyCUNV2bdvH+Hh4Tmyvbx2NRSq+hXwlddxGGNCU0REBNu2bWPPnj1ehxJw4eHhRERE5Mi28lyyMMaYQCpcuDCRkZFehxF08lQzlDHGmLzJkoUxxphMWbIwxhiTqTx1B3dWicgRYKPXcQRQBWCv10EEkB1fcAvl4wvlYwO4QlVLZuUJwd7BvTGrt6wHExFZaccXvOz4glcoHxs4x5fV51gzlDHGmExZsjDGGJOpYE8WY7wOIMDs+IKbHV/wCuVjgws4vqDu4DbGGJM7gr1mYYwxJhdYsjDGGJOpoE0WItJeRDaKyG8iMszreHKSiFQTkUUiEiciP4tI+vMuBjERKSgiq0XkS69jyWkiUkZEPhORDe57eJ3XMeUkERnqfi7Xi0isiOTMsKYeEZEPRGS3iKz3WVZORBaIyCb3d1kvY8yO8xzfK+7nc62IfC4iZTLbTlAmCxEpCLwNdACuAnqJyFXeRpWjkoGHVbU20BT4e4gdH8BgnGHoQ9EbwFxVvRJoQAgdp4hUBQYBUapaFyiIM+9MMBsPtE+zbBiwUFVrAQvdx8FqPOce3wKgrqrWB34Fhme2kaBMFkAT4DdV/UNVTwGTgGiPY8oxqpqgqj+6fx/BOdlU9TaqnCMiEcAtwFivY8lpIlIKuBEYB6Cqp1T1oLdR5bhCQFERKQQUI8hns1TVpcD+NIujgQnu3xOALrkaVA5K7/hUdb47fxDA9zizkmYoWJNFVeBPn8fbCKGTqS8RqQk0An7wNpIcNQp4DEjxOpAAuATYA3zoNrONFZHiXgeVU1R1O/AqsBVIAA6p6nxvowqIi1U1AZwvb8BFHscTSP2BOZmtFKzJQtJZFnLXAItICWAaMERVD3sdT04QkU7AblVd5XUsAVIIaAy8q6qNgGMEdxPGWdy2+2ggEqgCFBeRPt5GZS6UiDyJ0+w9MbN1gzVZbAOq+TyOIMirwmmJSGGcRDFRVad7HU8OagZ0FpF4nObDViLyibch5ahtwDZVTa0JfoaTPEJFG2Czqu5R1SRgOnC9xzEFwi4RqQzg/t7tcTw5TkT6AZ2A3urHDXfBmixWALVEJFJEwnA62GZ5HFOOERHBafOOU9XXvY4nJ6nqcFWNUNWaOO/bf1U1ZL6ZqupO4E8RucJd1Br4xcOQctpWoKmIFHM/p60JoQ58H7OAfu7f/YCZHsaS40SkPfA40FlVE/15TlAmC7dj5gFgHs4HdYqq/uxtVDmqGXAXzrfuNe5PR6+DMn57EJgoImuBhsBLHseTY9wa02fAj8A6nHNIUA+NISKxwHfAFSKyTUTuBkYAbUVkE9DWfRyUznN8o4GSwAL3/PJeptux4T6MMcZkJihrFsYYY3KXJQtjjDGZsmRhjDEmU5YsjDHGZMqShTHGmExZsjAhTUSO+rHOEBEplsP7rSIin7l/N7yQS59FpIuIPJ3F53wdzCOkmrzLkoUxMARnQLwco6o7VLW7+7AhcCH3yTwGvJPF53wM3H8B+zImQ5YsTL4gIi1EZLHPPBMTxTEIZ4yjRSKyyF33ZhH5TkR+FJGp7hhdiEi8iDznLl8nIle6y2/yuXlytYiUFJGa7nwPYcA/gR5ueQ93joSK7nMLuHOyVEgT7+XASVXd6z4eLyLvijPPyR/uPj9w58sY7/PUWUCvwL6aJj+yZGHyk0Y4tYircEaHbaaqb+KMK9ZSVVu6J+2ngDaq2hhYCTzks4297vJ3gUfcZY8Af1fVhkBz4Hjqyu4Q+k8Dk1W1oapOBj4BerurtAF+Sk0KPprh3CXtqyzQChgKfAGMBOoA9USkobu/A0ARESmf5VfHmAxYsjD5yf9UdZuqpgBrgJrprNMUJ5l8KyJrcMYFquFTnjqo4yqf538LvO7WUsr4zBNwPh8Afd2/+wMfprNOZZyhzn194Q74tg7Yparr3GP5Oc2x7MapLRmTYwp5HYAxueikz9+nSf/zL8ACVT1fU07qNs48X1VHiMhsnH6J70WkDXDifEGo6p8isktEWgHX8lctw9dxoPR59p2S5lhS0hxLOD61G2NygtUsjIEjOIOqgTNrWDMRuQzAHV318oyeLCKXut/y/43TbHVlBttPNRanOWqKqp5OZ7NxwGVZO4wzIxZXAuKz+lxjMmLJwhhn1NQ5IrJIVfcAMUCsO2rs95x78k9riNuZ/RPON/q0s44tAq5K7eB2l80CSpB+ExTAUqCRe/LPiquB7/1oCjMmS2zUWWM8ICJRwEhVbZ7BOm/g9FN8nYXtvgHMUtWFORCmMWdYzcKYXCYiw3BmQRyeyaovkfX7P9ZbojCBYDULY4wxmbKahTHGmExZsjDGGJMpSxbGGGMyZcnCGGNMpixZGGOMydT/A5KJK2J6ctJBAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# import impact function set for RiverFlood using JRC damage functions () for 6 regions\n", "from climada.entity.impact_funcs.river_flood import IFRiverFlood,flood_imp_func_set\n", "if_set = flood_imp_func_set()\n", "if_AFR = if_set.get_func(fun_id=1)\n", "if_AFR[0].plot()\n", "if_EUR = if_set.get_func(fun_id=3)\n", "if_EUR[0].plot()\n", "if_OCE = if_set.get_func(fun_id=6)\n", "if_OCE[0].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plots illustrate how flood-depth is translated into a damage factor (0%-100%). The damage factor is then multiplied with the exposed asset in each grid cell to derive a local damage.\n", "\n", "### Linking exposures to the correct impact function\n", "\n", "If the ISIMIP exposure presented above is used, the correct impact function ID is automatically provided in the GeoDataFrame:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-03-05T11:50:58.837345Z", "start_time": "2021-03-05T11:50:39.990Z" } }, "outputs": [], "source": [ "gdpa" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The column 'if_RF' indicates the ID of the impact function (in this case 3 for Europe).\n", "If other Exposure data is used the impact function needs to be set manually." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Part 6: Deriving flood impact with LitPop exposure" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2021-03-05T11:50:58.394997Z", "start_time": "2021-03-05T11:50:19.992716Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-05 12:50:19,993 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-03-05 12:50:19,994 - climada.entity.exposures.base - INFO - tag set to default value File: \n", " Description: \n", "2021-03-05 12:50:19,995 - climada.entity.exposures.base - INFO - ref_year set to default value 2018\n", "2021-03-05 12:50:19,996 - climada.entity.exposures.base - INFO - value_unit set to default value USD\n", "2021-03-05 12:50:19,997 - climada.entity.exposures.base - INFO - crs set to default value: EPSG:4326\n", "2021-03-05 12:50:21,712 - climada.entity.exposures.litpop - INFO - Generating LitPop data at a resolution of 30.0 arcsec.\n", "2021-03-05 12:50:32,459 - climada.entity.exposures.gpw_import - INFO - Reference year: 2016. Using nearest available year for GWP population data: 2015\n", "2021-03-05 12:50:32,460 - climada.entity.exposures.gpw_import - INFO - GPW Version v4.11\n", "2021-03-05 12:50:46,934 - climada.util.finance - INFO - GDP DEU 2014: 3.884e+12.\n", "2021-03-05 12:50:47,378 - climada.util.finance - INFO - GDP DEU 2016: 3.467e+12.\n", "2021-03-05 12:50:57,901 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-03-05 12:50:57,902 - climada.entity.exposures.base - INFO - tag set to default value File: \n", " Description: \n", "2021-03-05 12:50:57,902 - climada.entity.exposures.base - INFO - ref_year set to default value 2018\n", "2021-03-05 12:50:57,903 - climada.entity.exposures.base - INFO - value_unit set to default value USD\n", "2021-03-05 12:50:58,037 - climada.entity.exposures.base - INFO - crs set to default value: EPSG:4326\n", "2021-03-05 12:50:58,058 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-03-05 12:50:58,142 - climada.entity.exposures.litpop - INFO - Creating the LitPop exposure took 38 s\n", "2021-03-05 12:50:58,143 - climada.entity.exposures.base - INFO - Hazard type not set in if_\n", "2021-03-05 12:50:58,143 - climada.entity.exposures.base - INFO - category_id not set.\n", "2021-03-05 12:50:58,144 - climada.entity.exposures.base - INFO - cover not set.\n", "2021-03-05 12:50:58,144 - climada.entity.exposures.base - INFO - deductible not set.\n", "2021-03-05 12:50:58,145 - climada.entity.exposures.base - INFO - geometry not set.\n", "2021-03-05 12:50:58,146 - climada.entity.exposures.base - INFO - centr_ not set.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/opt/anaconda3/envs/climada_uncertainty/lib/python3.7/site-packages/geopandas/geodataframe.py:91: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n", " super(GeoDataFrame, self).__setattr__(attr, val)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from climada.entity import LitPop\n", "lp_exp = LitPop()\n", "lp_exp.set_country('DEU', fin_mode='pc')\n", "lp_exp" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2021-03-05T11:52:30.850620Z", "start_time": "2021-03-05T11:52:16.723782Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/Documents/Climada/climada_python/climada/util/plot.py:326: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/opt/anaconda3/envs/climada_uncertainty/lib/python3.7/site-packages/cartopy/mpl/feature_artist.py:225: MatplotlibDeprecationWarning: Using a string of single character colors as a color sequence is deprecated. Use an explicit list instead.\n", " **dict(style))\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# In the LitPop exposure the damage function for river floods needs\n", "# to be specified manually.\n", "import pandas as pd\n", "from climada.util.constants import RIVER_FLOOD_REGIONS_CSV\n", "\n", "info = pd.read_csv(RIVER_FLOOD_REGIONS_CSV)\n", "lp_exp.gdf['if_RF'] = info.loc[info['ISO']=='DEU','if_RF'].values[0]\n", "lp_exp\n", "lp_exp.plot_hexbin(pop_name=True)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2021-03-05T11:52:52.011580Z", "start_time": "2021-03-05T11:52:49.371733Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-05 12:52:49,623 - climada.util.coordinates - INFO - Reading /Users/ckropf/climada/demo/data/flddph_2000_DEMO.nc\n", "2021-03-05 12:52:49,640 - climada.util.coordinates - INFO - Reading /Users/ckropf/climada/demo/data/fldfrc_2000_DEMO.nc\n", "2021-03-05 12:52:49,663 - climada.entity.exposures.base - INFO - Matching 661392 exposures with 41548 centroids.\n", "2021-03-05 12:52:49,692 - climada.engine.impact - INFO - Calculating damage for 656379 assets (>0) and 1 events.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/Documents/Climada/climada_python/climada/util/plot.py:326: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n" ] }, { "ename": "AttributeError", "evalue": "'NoneType' object has no attribute 'get'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mimp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcalc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlp_exp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mif_set\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mrf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msave_mat\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mrf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_intensity\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mimp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_scatter_eai_exposure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m~/Documents/Climada/climada_python/climada/engine/impact.py\u001b[0m in \u001b[0;36mplot_scatter_eai_exposure\u001b[0;34m(self, mask, ignore_zero, pop_name, buffer, extend, axis, **kwargs)\u001b[0m\n\u001b[1;32m 308\u001b[0m \u001b[0mcartopy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmpl\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgeoaxes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mGeoAxesSubplot\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 309\u001b[0m \"\"\"\n\u001b[0;32m--> 310\u001b[0;31m \u001b[0meai_exp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_build_exp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 311\u001b[0m axis = eai_exp.plot_scatter(mask, ignore_zero, pop_name, buffer,\n\u001b[1;32m 312\u001b[0m extend, axis=axis, **kwargs)\n", "\u001b[0;32m~/Documents/Climada/climada_python/climada/engine/impact.py\u001b[0m in \u001b[0;36m_build_exp\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 904\u001b[0m \u001b[0mref_year\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 905\u001b[0m \u001b[0mtag\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mTag\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 906\u001b[0;31m \u001b[0mmeta\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 907\u001b[0m )\n\u001b[1;32m 908\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/Documents/Climada/climada_python/climada/entity/exposures/base.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 203\u001b[0m \u001b[0;31m# store the crs in the meta dictionary\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 204\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mcrs\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 205\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmeta\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'crs'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mu_coord\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mequal_crs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmeta\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'crs'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcrs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 206\u001b[0m LOGGER.info('crs from `meta` argument ignored and overwritten by GeoDataFrame'\n\u001b[1;32m 207\u001b[0m ' crs: %s', self.gdf.crs)\n", "\u001b[0;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'get'" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/opt/anaconda3/envs/climada_uncertainty/lib/python3.7/site-packages/cartopy/mpl/feature_artist.py:225: MatplotlibDeprecationWarning: Using a string of single character colors as a color sequence is deprecated. Use an explicit list instead.\n", " **dict(style))\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from climada.engine import Impact\n", "\n", "rf = RiverFlood()\n", "rf.set_from_nc(countries = ['DEU'], years=years, dph_path=HAZ_DEMO_FLDDPH, frc_path=HAZ_DEMO_FLDFRC)\n", "imp=Impact()\n", "imp.calc(lp_exp, if_set,rf,save_mat=True)\n", "rf.plot_intensity(0)\n", "imp.plot_scatter_eai_exposure()" ] } ], "metadata": { "hide_input": false, "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": "3.8.8" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }