{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Sketch out a Map for Timeseries and Find Good Places #" ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "import numpy as np\n", "\n", "from salishsea_tools import viz_tools, places, nc_tools, geo_tools\n", "\n", "from importlib import reload\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get Grid Information from Bathymetry File ##" ] }, { "cell_type": "code", "execution_count": 167, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid = nc.Dataset('/results/nowcast-sys/NEMO-forcing/grid/bathymetry_201702.nc')\n", "bathy = grid.variables['Bathymetry'][:]\n", "nav_lon = grid.variables['nav_lon'][:]\n", "nav_lat = grid.variables['nav_lat'][:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Current Places + S3 ##" ] }, { "cell_type": "code", "execution_count": 168, "metadata": { "collapsed": true }, "outputs": [], "source": [ "S3_lat = 49 + 7.5/60.\n", "S3_lon = - (123 + 33.5/60.)" ] }, { "cell_type": "code", "execution_count": 169, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def nearest_search(nav_lon, nav_lat, stn_lon, stn_lat):\n", " '''\n", " ==========================================================\n", " Search the nearest grid point for a given station\n", " method: cKDTree (scipy.spatial.cKDTree)\n", " input: latitude and longitude as degrees\n", " ------- Yingkai Sha \n", " ----------------------------------------------------------\n", " stn_indx, stn_indy = nearest_search(nav_lon, nav_lat,\n", " stn_lon, stn_lat)\n", " ==========================================================\n", " '''\n", " from scipy.spatial import cKDTree # <-- The only function uses cKDTree\n", " # Create KDTree\n", " grids_list = list(zip(nav_lon.ravel(), nav_lat.ravel()))\n", " point_list = list(zip(stn_lon, stn_lat))\n", " domainTree = cKDTree(grids_list)\n", " # Nearest search\n", " _, index_flat = domainTree.query(point_list)\n", " stn_indx, stn_indy = np.unravel_index(index_flat, np.shape(nav_lon))\n", " return stn_indx, stn_indy" ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "669 ms ± 5.39 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%%timeit\n", "index_x, index_y = nearest_search(nav_lon, nav_lat, [S3_lon], [S3_lat])" ] }, { "cell_type": "code", "execution_count": 171, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[450] [258]\n" ] } ], "source": [ "index_x, index_y = nearest_search(nav_lon, nav_lat, [S3_lon], [S3_lat])\n", "print (index_x, index_y)" ] }, { "cell_type": "code", "execution_count": 172, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.35 ms ± 66.8 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], "source": [ "%%timeit\n", "index_geo_x, index_geo_y = geo_tools.find_closest_model_point(S3_lon, S3_lat, nav_lon, nav_lat)" ] }, { "cell_type": "code", "execution_count": 173, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "450 258\n" ] } ], "source": [ "index_geo_x, index_geo_y = geo_tools.find_closest_model_point(S3_lon, S3_lat, nav_lon, nav_lat)\n", "print(index_geo_x, index_geo_y)" ] }, { "cell_type": "code", "execution_count": 174, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "427 283\n" ] } ], "source": [ "index_geo_x, index_geo_y = geo_tools.find_closest_model_point(-(123+21/60.), (49+5/60.), nav_lon, nav_lat)\n", "print(index_geo_x, index_geo_y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a single point, find_closest_model_point is 300x faster than nearest_search" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "S3 was added to places.py" ] }, { "cell_type": "code", "execution_count": 175, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def background_map():\n", " fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", " viz_tools.set_aspect(ax)\n", " cmap = plt.get_cmap('Blues')\n", " cmap.set_bad('burlywood')\n", " mesh = ax.pcolormesh(bathy, cmap=cmap, vmax=1000.)\n", " return ax" ] }, { "cell_type": "code", "execution_count": 176, "metadata": {}, "outputs": [ { "data": { "image/png": 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K6kL8d08Nz7hnsL7Pxbz0zW4+3FXOx7sq+Hx3FV/lXsrGfr9i84Bfs23Qbygb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\nz7vfbU5Xt912G3fffTf19fV8/OMf5/zzz39N33vEJZdcwg0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uuWzZsoUPfvCDZDKZUR9X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\naK6/2r9+eQnMwFrPwRqKk00AtuRH4TyDA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "water_places = ['Central node', 'Delta BBL node', 'Delta DDL node', 'East node','Sandheads', \\\n", " 'Halibut Bank', 'Sentry Shoal', 'S3']\n", "\n", "ax = background_map()\n", "\n", "for countpoint, place in enumerate(water_places):\n", " point = places.PLACES[place]['NEMO grid ji']\n", " if countpoint < 7:\n", " ax.plot(point[1], point[0], 'o', label=place)\n", " else:\n", " ax.plot(point[1], point[0], 's', label=place)\n", "\n", "ax.legend(\n", " loc='upper right',\n", " bbox_to_anchor=(1.15, 0.82, 0.9, .102),\n", " ncol=1,\n", " mode=\"expand\",\n", " borderaxespad=0.,\n", " numpoints=1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load Debby's Sampling Points" ] }, { "cell_type": "code", "execution_count": 177, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 177, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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QAZhCEARDWSm6Y4+O3ZlSTqoo1vvUXRTOuQXXV5zamMH2Rs52pfNu1c0j3zkI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\ne7pN8PqFc4xPznF0c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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = np.loadtxt('/ocean/ssahu/MEOPAR/salishseasprint/debby_stations.txt')\n", "ax = background_map()\n", "debby_x = np.empty(data.shape[0])\n", "debby_y = np.empty_like(debby_x)\n", "for i, datum in enumerate(data):\n", " debby_y[i], debby_x[i] = geo_tools.find_closest_model_point(datum[7], datum[6], nav_lon, nav_lat)\n", "ax.plot(debby_x, debby_y, 'gx')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load Vector Sampling Points" ] }, { "cell_type": "code", "execution_count": 178, "metadata": {}, "outputs": [ { "data": { "image/png": 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2YkYhzr2cpoRa05C2x8zisJTp+jpR6lM2RS+gvTFJcfcDdAHB1Xfx7FEiQcvntsAHJzry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\n7pYvvH7+LGNTVVQhS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vector_data_file = '/ocean/sallen/allen/research/MEOPAR/vector_stations.txt'\n", "data = np.loadtxt(vector_data_file, usecols=(1, 2, 3, 4))\n", "ax = background_map()\n", "vector_x = np.empty(data.shape[0])\n", "vector_y = np.empty_like(vector_x)\n", "for i, datum in enumerate(data):\n", " vector_y[i], vector_x[i] = geo_tools.find_closest_model_point(\n", " -(datum[2] + datum[3] / 60.), datum[0] + datum[1] / 60., nav_lon,\n", " nav_lat)\n", "ax.plot(vector_x, vector_y, '+')\n", "# and save the lines for identifying the stations later\n", "f = open(vector_data_file)\n", "vectorlines = f.readlines()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now look for regularly sampled station inside Tereza's Clusters" ] }, { "cell_type": "code", "execution_count": 179, "metadata": { "collapsed": true }, "outputs": [], "source": [ "biology = nc.Dataset('/ocean/ssahu/MEOPAR/salishseasprint/biology_clusters.nc')\n", "\n", "d_stn_x = biology.variables['stn_x'][:]\n", "d_stn_y = biology.variables['stn_y'][:]\n", "bio_non_norm = biology.variables['bio_non_norm'][:]" ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [ { "data": { "image/png": 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Kd51ScdktRLtsFQokRd0ynCKvXuE932d/x53NhhHtDKbyiNq2iDFd/n5aze3z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\nODHINFSM5RSXUbv5bmuaSVtbfby66w+cedZPSR+Wh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = background_map()\n", "\n", "for cluster in range(1, 8):\n", " ax.plot(d_stn_x[bio_non_norm == cluster], d_stn_y[bio_non_norm == cluster], 'o', label=cluster)\n", "for cluster in range(8, 10): \n", " ax.plot(d_stn_x[bio_non_norm == cluster], d_stn_y[bio_non_norm == cluster], 'x', label=cluster)\n", "\n", "ax.legend(\n", " loc='upper right',\n", " bbox_to_anchor=(1.15, 0.82, 0.9, .102),\n", " ncol=1,\n", " mode=\"expand\",\n", " borderaxespad=0.,\n", " numpoints=1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cluster 1" ] }, { "cell_type": "code", "execution_count": 181, "metadata": {}, "outputs": [ { "data": { "image/png": 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FlAmhcLVC5dhS6DVrRB2UuSkUCoViwWGgBiXf2bE3+oqz0tmvEiIqV2orZZJa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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cluster = 1\n", "imin = 150; imax=350; jmin=100; jmax=300\n", "ax = background_map()\n", "ax.plot(d_stn_x[bio_non_norm == cluster], d_stn_y[bio_non_norm == cluster], '*')\n", "ax.set_title('Cluster No' + str(cluster));\n", "ax.plot(places.PLACES['Cluster_'+str(cluster)]['NEMO grid ji'][1], \n", " places.PLACES['Cluster_'+str(cluster)]['NEMO grid ji'][0], 'x', markersize=15)\n", "cluster_1 = {'NEMO grid ji': (241, 212)}\n", "ax.plot(cluster_1['NEMO grid ji'][1], cluster_1['NEMO grid ji'][0] , 'xm')\n", "ax.plot(debby_x, debby_y, 'gx')\n", "ax.plot(vector_x, vector_y, 'b+', markersize=10)\n", "ax.set_xlim((jmin, jmax))\n", "ax.set_ylim((imin, imax));" ] }, { "cell_type": "code", "execution_count": 182, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'NEMO grid ji': (241, 212), 'lon lat': (48.214740753173828, -123.09858703613281), 'Vector Stn': '64'}\n" ] } ], "source": [ "cluster_1['lon lat'] = (nav_lat[cluster_1['NEMO grid ji']],\n", " nav_lon[cluster_1['NEMO grid ji']])\n", "for i, (x, y) in enumerate(zip(vector_x, vector_y)):\n", " if x == cluster_1['NEMO grid ji'][1] and y == cluster_1['NEMO grid ji'][0]:\n", " cluster_1['Vector Stn'] = vectorlines[i].split(' ', 1)[0]\n", "print(cluster_1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cluster 2" ] }, { "cell_type": "code", "execution_count": 183, "metadata": {}, "outputs": [ { "data": { "image/png": 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6eVck3PWkd52C2XPm4soLNwAw6OtLcM4Xz8Cy45ampQlPRjGxTfb6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\nu5DD8OFA7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qHd8+kl446Bk9C3d6PtHuK0x74xXwd8jHlRNZJTLGm8/e6fMOnn9+O20yfi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\nRj4Yxi/CU6CO9pccx4vwi3dZBxo58llhj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cluster = 2\n", "imin = 200; imax=400; jmin=50; jmax=300\n", "ax = background_map()\n", "ax.plot(d_stn_x[bio_non_norm == cluster], d_stn_y[bio_non_norm == cluster], '*')\n", "ax.set_title('Cluster No' + str(cluster));\n", "ax.plot(places.PLACES['Cluster_'+str(cluster)]['NEMO grid ji'][1], \n", " places.PLACES['Cluster_'+str(cluster)]['NEMO grid ji'][0], 'x', markersize=15)\n", "cluster_2 = {'NEMO grid ji': (294, 127)}\n", "ax.plot(cluster_2['NEMO grid ji'][1], cluster_2['NEMO grid ji'][0] , 'xm', markersize=15)\n", "ax.plot(debby_x, debby_y, 'gx')\n", "ax.plot(vector_x, vector_y, 'b+', markersize=10)\n", "ax.set_xlim((jmin, jmax))\n", "ax.set_ylim((imin, imax));" ] }, { "cell_type": "code", "execution_count": 184, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'NEMO grid ji': (294, 127), 'lon lat': (48.260612487792969, -123.71742248535156), 'Vector Stn': '69'}\n" ] } ], "source": [ "cluster_2['lon lat'] = (nav_lat[cluster_2['NEMO grid ji']],\n", " nav_lon[cluster_2['NEMO grid ji']])\n", "for i, (x, y) in enumerate(zip(vector_x, vector_y)):\n", " if x == cluster_2['NEMO grid ji'][1] and y == cluster_2['NEMO grid ji'][0]:\n", " cluster_2['Vector Stn'] = vectorlines[i].split(' ', 1)[0]\n", "print(cluster_2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cluster 3" ] }, { "cell_type": "code", "execution_count": 185, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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NhIMCELgK9o23/XFknxiruueXjp8kEjQcoSiYG7MuvROy7JQscyj8OH50zfW8\nfebf8uX597Bp42IWX7aCt0x/N9d//7owhh9+7zreNOVddF18Fxs3LmbeF5bznW9ex7e/8YNS+HW4\nYUDmhoi8FHgLMA84xy1+J+Bl6veApVjB8Q7gelVNgUdE5A/A0cA9QzfsFnYGCgp2uU+nSMF7GBD8\nU1ydreGiJvXM1s+EfiIHAm0V4+jFhtQ4qrRT98WZP9IghLyAuH9Fwn13J34RAF9fbHt0oKdx8Ksm\ns3zp44BlXM794sc44W1vCid/8mkns+eeezHvc3cDQk9PzpRjjuJ9H/xLamlOtSKYZHDPu93B7Bio\nT2IxMBuImzKOV9XVAKq6SkT2c8tfAtwdrfeEW9bCCxy99dz6JFyWZhxNgKJI7bbgad65ExD2jw/I\n+QqZVpuIHWu+fF7FGHKTuxoX6jgPijq/hIr2OZ4IHDUp4+hJWaFBuOV/f24dBG6+4X9ZvnQpB7/q\nZ6x6UgMLM9oRIKxf18MrX30WTz3h+B5Y4SkZJKYgKTXKud1VX96mkBCRtwKrVfUBEZmxlVUHrYtd\nec2t4f3EQw9i4mEHDXYXLQwhNt51OQAjjzyLjT12MlQrzlfgKNv7zewMzMn+sKrbpjkbCJWsFFwF\nbjCuPaeqMn5WZ6kd4PhZnUiliFR4RmZHW1LQwyPzBRp8EvT1SXhN49FHnuCyxTN509uO45af3caj\nDz9RyiIFeHjl4yy46lhOfNvx3PSzW1nW/T/k+V8EzkautnhwYiRwQRpDqzF2hRax4tcrWfGblUO2\nv20yLkXkUuD9QAqMAPYA/gM4EpihqqtFZH9giaq+RkTmAqqqXW77G4HPq+o9DfttMS5foEiOOpuN\nPSmVROioJoxsS6gmhj/f3pyO3QyBeu3qxFnCkjVjvO8hdjLGk2m/mZ0hK3NTb8rm3iz4Q3rT3JpD\nDcdrxoUQ4OpFVT59ni1hFwuEUp5Ig+8kDrkKEIrWSJG9atsCbr1AzY4IiKEsd3fQCefv3HoSqnoB\ncAGAiEwHzlXV00RkAfBBoAv4APBjt8lPgGtFZDHWzHgFcO/2DrCF5x+C1QD2GFUNeRuDERBQZIaK\nMw/EmRyKFRyiYr0TUmQtetPj6SW24pWI0l5N6E1zstw+wStGqGnhl1D6FxBxKLTRf1E6WfqGTK2D\n1UkJVXKnD4kCuZDiyvtp+biDxbYiIP1liz6f2BGexHzgRyLyIeBRbEQDVf2diPwIGwmpA5/UXZUg\n0sJ2YUtho3FuAAAgAElEQVQ9Y1Nvxn5jhU13LWLLdu7HTh7tYxaEKEc/XAbcNxVjgJyRbQkbelJy\nhWrF2FJ3W7mlYgFx9OSsbHrE60Tj9OOLEQsKcb4UrxGhIBnBX0I/+9gatidEuiuERivBq4USqkef\nzXOb6lSM0PHgVTu8v/1mdpaaERcCwmVwSlG6rfGG9wlgvWnO2k11xEU/euoZtTQve8Ea+RFN+BLN\n1rF/GjSQJt95syMxhfnhE8J8ybtGAbGtCTxUPIrGJjyNSWY7mgXaomW3UMLGnoz2qmGPEUNDxm32\nZBUkaBeru7v6TYJavcRSttsrJpTMSzOlo5oUXbqaHrSJCeDeqyoLL7kihGBjM8O/U5SuL11RCtOq\n/8YJvCxTvnTRQuouErQrleVGYeNrVrS6ircwJBg7dTajp5zH2KmzaZtwjuUDJIb6vYuH7BilKGNE\ncIp7jY6f1dm03PzTTlCMHVG123jnZ2LKNkPB4C4fO1ooCDf/7Bau/adnuOnnRWStUd7c+NNbuOYf\nn+bGG24rLfcJYFkOP/nxTXz326v5yY9vtk2X8xd3jsfW0BISwxy2F2dOTz3jzxtrVCvCyLZk0Pvp\n78m1urvLTp4GQSGUe41uzfn39JIu2quGMSNsy596ZolNSTNnQ4RYQPzz96/nLdPexaJLV7Bp42Iu\nv+RuTpj6bq5zjEvBMS6nvouF8+5m08bFLLxkOcdP+Ruu/d4PASuHrvnutcya9Nd0XXw3Gzcu5rIv\nLmfSG9/Bd779g9KxX+wEqhgtITGMMX5mp8uTENsHI7MNcjbXsu3eZ38qbp86DlitwJe2awyDNsKI\nNTtGdxRmkB97MCWi6glljpTw3tNO5jOzP0Zvr21e2tubc1bnGZxy+slhvVNOP5mz5nyMnh4r1Xp7\nlLPnfpxTTz/F+iSA951+Cmd3nkFvj91PT0/O7As+wfs/eMpALs+LEi0hMZzhHIHtVRtaHDuiSprl\ndFQHf1tsrVBr3KAnHFp8rQnba3Rbqrpg129zTXTURTqkiclR2igczyaGrV/XyytedRbr1/WEZX3X\n6eEVrz6L9eu2NF0HKViZ69dtwcY+igIvA9EiXkzJXy0hMYyxuruLNUsXsPaOhdZBWDW0VQ1bajmj\nJ5836P01q+MYV272n+P+Frn6SlbbJPVhjGVtdrQlqBIiCrGO0ocqHYUmH1n5BF1fnsUv7riUBV85\nznUVL0c0Hl75OAuvOo5b7pzPwquP55E/PtZHA3pk5WMsvPo4blk+n0VXH8/KlY9Z/4r2Pf7ugFYI\ntIWAUZPPZUstZ3MtZa9RbWy+e9Gg99EsFOcrX+U5oUtXnP+QGGmqbcTw+1BXOWpjjy2Es7k3LdXS\nFIrK27bQdiEkmoVC/Tbxm0b/SKOQCFwJChZmYoQ9OioYkQEVetmZmkQrBNrCTkMo4BKFKLcXqoUz\nU6PQoe01qqFmhYid9HHZ/eZjK6jUiQgj2kw0Ue06vl7Fzk68Uqv6RFpRkTk71E2HdxStvhstDCls\n1eocIzZHYntRmBJaCnNmqq7DdnkiG5eKPhB4H4ERoaNqaK8mtDmfCvhalX37TjRqCwM9B7vPxjHY\nv3ffaUq1MXPVPjU+m+HF5I+AlpBowWHkpHPJcqXdlc/fXvgnly8uA45f4FsAJhIco3lOUT4ftqpN\neMKVEqWw4zqLuyI1iUioVbnTrWiBe5YbV4zGnnGWK/vMmBM4Hy82YdAfWkJiN8VgWXeJEUZUE9qr\nCe1Vw6j27RcUHtZ2J+Ra1NI8tOtrc5EJVVtbU7GmyF7T5rDvjE72m9nJ+JllgtX4WZ0lgSNitROf\nVeq1jNCAt4mgUFUWXnwF/stmioWqMv9Li5owLqNdKiy//W7yPA/9Q7fUMuqpHZtfNpTMx12FlpDY\nDRF35RpoNSkjtv/FxuWXs+muRWxYfjn7zJizw2PxTWxVsSXpxJKjnlnaVQgKbPHd3rrtHua7eFkW\nY1nv934HEeioJoxur4RM1dBUmP4L5Nx4wy384J+e4aYbbm2+AvALx7j8+U/L62jDOr/5r03c9LNb\nXZ0JJxC16EwWdzHzv8nWBEYc+XkhRUlaQmI3RcgxiGz9+Km8z4w57DltNmOn2peINQVibDU/YsAD\nKcZTTfrWyawYsZWotOgiHpyUzlcxfpbVLHxtCj/WSmI1ksTto1GbsIe3f6/7/nWccMy7WDTPMi5v\nvOD3vHPiqfzwe31rXC6cd1dgXB43uWBcAlz/D9dz9qHnsXDeXdTrb+byeZa5adexPpisQUD4MTQT\nECXB0PjvBSIoWiX1d0N4AeGfZvtMn9OnOEpvPQ9NcfxNvGZpuWZEY+n7wQ2C0FjHAKnmVKX8TDIi\nqIAxGoSHN0FyVUe7ljDpfLjx6SVdoeK21x6Cb8IUTlDPBleF9552MuPG7cWlX7D1K/9bnmPByz7O\noe+cFMZzilvnklDjUrno4o9z4tuP5+47hbtugy23v4XeQyfyzJ2PAcKaZ47lmJkfZPWqg1g0X5h6\njDJ9hmKQMGbVohpX/BsVl8pLUkKmrL0+EYN0EKnoQ11XsyUkdkPEnanAFqCtAn6O7j19DrU0p5Js\nm5+wPVjVPZ99Z3SWIgxGXLm3yAuwqns++83sDI15skypJOXwq4iQiO8kVrAffRRhr2lzSFwtzLaK\nCdGZIGgcbbtgSlrG5VNPKs+8q5e1lz7Onp89kGSsNVsE4blnX8orfI1LN7ajXlfnFT/+E3v9+8u4\ncdkKlt5xG3vunVLr/QVvP+k4TnzHy0NF7yw35KIuCqMYY02RRv5FLBwg6jXiPmdeWLjan1biDUxY\nDGVlq5a5sRtidXcXTy/pCvwBRUu9OJ9dtiB0qdqZCCXusU/5ZjyCp5d0lbyHtTR32oGd3L5VXTWx\nk7WRqORrb9qX0yxc/cnwZHbHfHTlE3R9pWBcrlxlBcRz8x4jW2dL3D288nFmvfl4br7zMhZedRyP\nrLTfPTfvT+z52ZdhxlR4+I+PsfCq4zj9Q8ex8KrjeWTl43g/aa5FXc6AiE8RmxZoMcbGZkTxNYlN\nGB/eHajvYiicpi3G5W6OfabPoZZZL15ihOdut01/2yacw8i2ZJtNgLcXQZOIggw238KKjcbJPnrK\neaF2ZUfVhEY9fj1P7W5kE+ZO+KWZ0lPPSDNlcy2jp5ZRccVgPPOysSANuJT1dSnPzXssaBRXLqhw\nVqcVGtm6lLXzHmPcZw+kMrZaGvPiriSsp1qEZf1TvmKEke1JQQKL6noCpckeQ1HuWAbHTG9+bY30\npaP7c/HjiMfUYly2sFWsWbYgMChVrdAYd8zsgXKKthsltVrLkRZF+9SO8CaC137STEuCZFV338I0\nhe1uJ03FGNeFTJzmoiX1vRlUwYyt9NEo0LKASMZW+jgWi50Uvg/Pvsxz2zKx5upzprmNgMSb9cds\nFYQ7bu//F7IkNfqMw2soIQTMtjWNgaAlJIYBfMQgdTdrb91qFjtTiXx6SVf5iUlRODYWGPvN7GSf\n6XNC+NDmdwysEdCq7vnO1i9MDnBRlKRgdnqTI1AnGsyeRkGR9+RWQFzyGOMusAKiGSZOKUroeR+Q\nNx0yVVerQ0NYN83zslmxFQxEiFs+hjdjXLg4EkR9hNl2ouW4HAYwBuvAy+0N628ds5MfEc8s7bJm\nR65BFc5c1CJ3Wk3malj21jNbM6Jqgj0/kB4fQIhmBDU/ESqZoVdTVO3TWoB77jJMnFoQKBTlnuUJ\n9yz3Va4q6OiDueqqNrbc+hwjjjsY8w17kSZOyUvbok5INCDINneuXuBVEsvOzHARDwqtqm+ljf7R\np6p3pCiVEtZ8aGcI0NIkhgHWLF1gsyLFFm2tJLYew0DzJXYEzyztCgLCd+Squ3JvtSxnSy0jzXLS\nXBnVXqHiUtY9mWpbMAZwWpK6CII3O0pPWayQyHNlQVTjcsKUjDPnpJw5273OrPGRv1rN1Px2zvxM\nL2fNSTlrTlpoDd7ZqErXxVeUGisDgTIOcMW8xeHcfIk7zz71KfLW5BiIZtG3bE+gpwvbjHbsCFqa\nxDBB39RnpZ7aXINGfsRQo5qY4GD0DMss93a1NS+8X2HNsmIse0+f4/pvsNXEKcFGNjyrM8s0JHwt\n+dMvOHL/yew5Yk8AbrzhZn7ww8cxr57PeX97PkjxNM/Xpay99DGe+kvDnNvv5esfG8th35rc1Nzw\ndTAPfcOtnPD244MG4Z2FNzlm56GH38pee72ZqdM05KlIZgKvQwSWLYM7by8/+C+bJ2XhAxwzzToz\nGwVCv/JhiLSJlpAYJlizdAF7TptdeOHdnba9YdDxMzsHTLaS8FdKDjWlCBX2x8bM1BKTtgZjQPNC\nW8kypeqYmG/YdyJfvv+L/MXK13PtP+3F6H3vZ/ME4WdXbeDWr7yLD3z03ZzygVPI1tW5/wNLuGz1\nd3nsz59k7aYFXPTw53j3G/+bkeftxXs+/l4Ey8r8p2/+K1l2KJs2LmbBJRdwxfyv84GPvZtTTj+F\n679/Pd+Nvr983gWsfW49sy+scdoH30cCqPowr1WDjpkG06ZpaUIrcMFFGq5buJZ9hP0ALvwOomVu\nDCP4p7WPIvj324tm1a2bYbXjQgQ73Dv4XBaoEattNJoXq5fYylm52hJ3nmVZgnNOhhCnWG2iYixt\ne0z7OD51+EU8ctBveN3EV/Psocug+1LSjW2cOecMTj7tZPK1KesufYwjvzuTj53/AdIUQHiuXueA\nSw7m2JVHka9LUeDk00/mzLgOZm/OmXPO4L3vPxkU3vv+93LmnI+G73t6lElTj+TU00+ByHmaO0Zs\ndBpNMSABIf28hggtTWIYwT+pbbGX4v3e0+fw7LKda3LYm93XXrB+AuvQsyneiZF+x7Bm6QL2nj6n\nj6ZxwLFz7bng54SlQleMsHSp0t3d5nIo9iOpzeOOn+9HZfTn2XPkCtY8PYOf/+QgxrbDa7ofY+wF\nB2LGVqx/o/4/vOJVN/DUk0o+Shh3wcsCj4IxCQisX9fDwa86i1VPWmHgoxr2uro6mY7Z6a8AFNGV\nHOtHqSaOq5EPvubFoNfdTrQ0iWEEcXZwNSkr8M8nny6mjCs2iaziTI2mmoJDPbPhxLjmxFO3WTbm\n6u6CtelDoZOnKufMzfj0eXVO//tnSKd9lsOmLGXC577BL+5/PYu+XuPQVyzlr7ofYez5B2LGVEDh\n0T8+weVfexm/uONSur5yLA+vfBwztsLYC17Kc/P+RL425ZE/PsH8K2fx82WXctniWTzsGZeOI/Hw\nyseZ/+VZ/OJ2y+xc+9x6e+5RaBKKWhq+R2r4Gdyb/qIez4NcKKGlSQwTHHDsXHeTauAVeHV3oOnk\nMexEV+tYBNiGc9E3r9EQHbA3u6dVN2MQxrDjzVGEfZxWEftEBMEYtc1889wxNnM21ddx9a++xGeO\n/DzXHLUv7zvpGyy+74ucc/SFcOdGxpx/IDK2Enx8Hz/z7/wOOeGtx9tzVcWMqTDm/ANZe+ljfOT8\n91utQ+FNbzs+kJeMCPfcZejt/Rj/+zv4/UMAJ3DXHVUWd6UlRuaUqcrkYzT8Jv538OzMY6aVvY4D\njV54gRN/3lG0aNnDCPvPsup5PbN1G1Rt8lDiisAMJtlr3xmdhaovBRU55jXE9SjSrDA1ci0clr5E\nvnHZnf1h3DGzQxKXMX2pyb6LeZ7jkryE9Vvq3Ph/P+Ow/SYyqjqWqy+v8rGzelnfs5Zfdy/huJkn\nkYyrlCjazRBrACtuUt5g1tF+3LjwnTqJp0EDoNQv9KrLK5zTmbkCvYRwNAIjqol1vGqRt2L7iRAo\n3M2iGUGE9DPmeLsWLbuFASPLC5qwrxMZ2HmDfFio00jAciGeXtJFnhfmwN6OKJVmBUegMTvV06ft\nZBgAxAoA97bEgxg/q5PV3ZaTkbh6EokR3nTwW9lzxJ6hKbEIjOkYx5QTTyIdZaK6DwWdufHl62ai\ncO9v2mg/blxDDQjIMh/WLWpJFElZRQ3MmAFKxFURdz3STPtwL5r9NDFpq9HraSKhPRRZoC1zYxjh\nmaVdjJ06uyA2uaxCl/81KAdmfON6jcEStHL2nDY7VMUGVyVK7DGJGIJeMgyEp5GYcvjUCxaf2Vry\nsogNiVpiFWRu24lTrIaRo+QZ9GSZi4SUE8FixMlS9k0x2f1yVccBIeI2OL64+PVRUFs/I7AkRelN\nM4xJnLlk08PTTF3Wa3NGpkLQUuLcFK89DHWLwZaQGEbwdSR86DMRIfN8hVzJVRg95bxSRSqvAVQT\nq3RW3JM/zbQUQg1RC4qnoic05RLlTRBpDUp4wm8LItCWmFI+hgiIFpWsgEhjcIVsckfmUmXi1Jx6\nCl+e/2U+Nfsz1DPHE9GcLLemgB+cL7JrnL/Ez0VvKmmDsPDhV68D5GoFokgU9vXXSwp/Q5rZXBp/\nfYWyUPHj8fyW4oIU40QYUs2hES1zYxjBN8bxORT+KeyfVL4EfprngTbtv/d+jB5Xh9KbLvUsD1qD\nnayEp7IPWRaNcsoYTAKSZVVK2LcvdBuXefO1E3xGaKYaun75GhW3/eJWrv/eGpbe1B0cpvevSNz5\nW63H8zf8yydp9dSz8FmdOWPCZC1MiGCGuOt51KQsCMzGc6okVqOrZXmhFUk5O3Rb12hnCghoaRLD\nCl7tZys3oHeoCVD1moBT3cVY1bru+gkXhWejbljiyVpFkZlcixTwGN6uHwg13D/lDTY+E4dQiSbJ\nAcfOBZWgSWSZkiTCj665nm99/V9IU8uE/PL8C7j68m9y8gf/mmefOZ0Jk2vuBIoIwX13Jdx3d1F3\nTgS++eX28N7jjRMyjp6SuevphqNFn5EJk3MSUwlCoNghVBpK+sVaUYPSUdYmFFQKU2RndjFvCYlh\ngrFTZ9sQYjmRkcQIHRUTbmDbR6LQMBQN0QQAVReKdA6zHEikcJb5DMcikuH4Aw2WtQ+h2iZA26/Q\nxs1849qO+8+aS1ti2JLZyfvhj7yfPcbuxcUX3YVnSp7X+VFmnXAs37iy2E9wUgJHTco4alJmbX8X\nwRCEj59TCyFcH9XI87IgDC4MJyyUfsKR4qMh/mOxTh8TYxvLdxZa5sYwwN7T59gnuhMAWV6022tL\nbPjxudsX8tztC1l350LaqzYs6dX0tsSE6tTVitBeSWw4z5kQlcQ18434DraCtYSeGI0TyGokGsyW\nvadvo3x/P5NlVff88Iqxqnu+pXtXrDZhjB33BseE3LC+x7URcL4AZ9dLmLVOcHjnYTQrrb9CglYW\nPdzD30ZzKHf0861N7mbhTnX/xZT2KCgVlu3M3h4tITEM4NOzfcpyb2rTlxMj+EpGMdYsXcCaZQtK\nperDyzEkK65mZVvFtthbs3QBIpbrUPAY/Lqm4AYE2O1TlwFaG0RbwSKEWl7eqHJ7AeeJY48+/DiL\nv3Y8tyyfz2WLZ/HYI0+GZDevGfTlJEjQqLZGTIq381qWR9CoBnyGA0csPHaWoGiZG7shGkuq1xyl\nOQ5LtjsSk53AzffjyU3jZ1rug2dUjp/VScWFFf2m+8+aG57mgWbs1OzE2LL6quUaFtZ/YcfVWPI/\nPofxszrLfhTV8JTfGlYv6WK/mZ20VQxb6hlnnvsRlt8BVy+CevpWclW+foXyD4vbStqAqnLkxIyj\nJmcF0WobB7NRCb+PvuLAOjEZ0LjDNlGEQxp8EH4XjeMa6nL60BISuyV81mTqzIoNPakl+7iQnc/h\nAEuL3laTW+MEQjnr02oAaW5VeRyhyfMI8og7IMbyGNSr224O5Y7U1Zj9uf+sucTKzeruriCo7PnZ\nnhQMgET49JIu9pkxh/aKobeeM216wtRpysaejFyh13lhP3lOPQi1QHpyun5sahw5KSsfIHIqBuHQ\nRGXI1U50U/JEbnP4TbEtX8VQltOHlrmxe0IJAqIntM4rmICe9COybQEB7mbTKH5PkUilSgiJZs6s\n8clYqgS/xeolXQjWPPH3d1zvMVeCX2JVt20MXBJK0bwKocYBXo41SxeEbl+9qQ1HViuGaiK0V5Mi\nROvyJpLINMrUa0SFM7MZQu/ReFDex+Gct94hqoMYe6k2J5EgGgCGqg9pS0jshvCEo+Cg9FRftTdt\n1fkUjGw98zKGT6byVZp9/03fGjDNi3qOvkCrf9r5bf3ftooNZAJBsKS55Vt4eJPFCwovzLyQG2ix\nXI81Sxc4/4mhnmnIF4mds77wjc+7AHseqa+i1d/xGoVDk6+DT6JxvcFoE+44QWTp4ITG9mKbQkJE\n2kXkHhH5LxF5UEQ+75Z/XkQeF5FfudcJ0Tbni8gfROQhEXnTzjyBFprDRzFsLoBV7VULDSAOuQ30\naeMb/njVulHjjbkSMV+itA6FOu+/8oIlzZRxx8wGiqY88SRYvaQrPPU98zE2Q7aFZ5Z22b4fYiMy\n7RVDW2JCoZq2irEJZAJXzr8yMEeBUBY/NMfxqozS3CnZcHH8OW9PWdFYm7A+k4Ld2mfdnSAztikk\nVLUXmKmqhwNvAE4UkaPd11eo6hHudSOAiLwGeA/wGuBE4GsizSyoFnYWnlna5diCVjj4G8q4yeG9\n+T6xaVue8fg7nxhWylMI3/Xdtk/kZNmCiHNBJMA0aD+lcGjDQZ52gqKamNAiIK4xsS2sWbqAirHR\nlLV3LKRaEWbMKEK11YrhthsdK/Pm7qBdeOEYanP6sTcTmP1wHmJzLUZ/87rwixS79RGYIHx3viIx\nMHNDVTe7t+1YZ6cfWrPJ/07gelVNVfUR4A/A0U3Wa2EnQsRmTAZnJQTiDkQ3vBZPqmaCwi+L7VsR\n+6R/eklX35Bh4xO0SWQzznPwDs5MC2G2bKmd+H58jXh6SZf1MSTWGZnlWkpL3xa803bcMbN57vaF\nzJopjGqv8C8/uJ7jJ/8NV1y6wrEyV3DSse/hP6/7UUQHJ9DWSxqFRK/G8/XXQjXkxRTRlMJPEf9t\nds0Cf8OJHx++7bNehOetF6iIGBH5L2AVcIuq3ue++nsReUBEvi0iY92ylwCPRZs/4Za18DzCOxJD\nHgEFdyEx1i9Qdar2QLMHNRIoHp7/4P0djevn2vdJX2gQUZ/LrOi/cfsyCTkh9cxmlTZCsE7R3tSW\n5a+nhamyLaxe0kWbayswesp5rFm2gLV3LOSjHzuNCy76JLVeO+trvcrsCz7B6R861bYMjFilAmVf\nRD9+iZIJFktpfxLxdRmAWhBMsOh3i19gf0f/GgoMKASqqjlwuIiMAf5DRA4BvgZ8SVVVRC4BFgEf\nGZJRtbBD2Hv6nJCM5B19IjYbcmR7ElToRGSbFa9jmnNMt/b1G+KWclDkUqRxQ55IHdhrmh1bPc3D\ndnmOTd/uzUiM0FM39NaLNHDr6Cxj9RLb+KeSCL31PFSjGj3lPCpGttnjdM0yWzfTKIyZeh7r77yc\nNcsWUEkOY/26Hl79V2fzxBM5HZWEjmqCKmzRqBdIA80yBDa1/HSXaF1bTCaa2BT7UPHb9h2rp3Zb\ngawl4bIzczY8BsWTUNX1IrIUOEFVr4i++hbwU/f+CeDA6LuXumV9cOU1t4b3Ew89iImHHTSY4bSw\nFZTsZ5QRbRVGdySOhj2wGg4eofSdFtwG1CZmxQLAppwX24kUbMN9Zswhz2FzLbW+EnevZ6ou+uJt\ne6GWJqzZWA8TblRH0mdMQTtxQovczjKTK3Vg1ORzGdFmw5uNFa98Qtmzyxaw38xOjFgtpGKEPyz8\nFl/75pt5+zvfxI//8yZW/vFxRrQlllOR5kEAxM5ZLwhs5W8p8xic5mGLD3ttIRYiDdqXkxj9+XcU\nEBWSfkwbgBW/XsmK36xs/uV2YJvl60RkH6CuqutEZARwEzAf+JWqrnLrnA0cpaqnOi3jWmAC1sy4\nBXilNhyoVb5u52HM1POopTnrNqf01DNGtiWMG1UNIcCBEKgaYQlOGp5oNkpRRFHAOkX9e+NIUtZ2\nd/0wcmXd5rq167O8xKmo5zmb05Q8h2u/NooPf6aHjsRQrRjaq4bxYzrYeNflJZNCBDb3ZmzqzYJ2\ntGK5YdJUK9E6qkkwqeJiOmOnzg6l4jbedXlYvs/0OVZo5codtwtTphbp9KkLzz67oWZrTFC2LnLn\nP4knt/UbWKdnkvicF4KT1IdbYw+fj6hsy9Ufp79vS5s46ITz2ZHydQPRJA4AviciBuvD+GdV/bmI\nfF9E3oBNBHwEOANAVX8nIj8CfgfUgU82CogWdh7GHWMnwIYtVkDkqnS02cniJ8xAC714+NL1eeR3\niH9QkaJ5rS9Jl/uybG42BU+9QJrmbKln1Oo5d90l/GpFhRzItYoR4bqvjwTU5o24CXP8sTkTppzt\neplCPbXmxcZe2wXc1Y5h+R3CUZMzUNiYp4yoJiRGQlPiP9++gE29KT31nPaqYeSkc8OkX7NsAaMm\nn8vm3owlSyq89gjLwvTMzJHtldAhzCtQNmJk7MzIG7wK3k8ghbPUruC4GRXb99SbGl7J2Jo2EeA1\nu+chvLFNIaGqDwJHNFl++la2uQzYppqwM3jmwxl7TZvDpt6UDT0pm3uzkN4cKkSpsmbJ4PtreFOj\n5Il3zkdjrB9CHW+hWpGSHQ6EJ56fKLUsZ1NvxqZ6yl++IeNlh1m/xogkYVS1Qkdi+OiZdaAoWJMY\nYd1mQ709sU2G67krLiOBKYkpwqiCoLmyPk1Db9E0U/SIs+ip2wIyvXVbnHZEmxUk8sazWLupTm+a\nU09NSDpTtaHWtZtr7D26nWfW95LmOR3VhMSXvlOo5RpFkSKzBImaBHufRKEJxLUwFfr1TTTCN1/e\n2fOoxbjcjbClnrG5lrGllgWnoK+E7TM1BwvvsCyFIpVS9ymfFl4KBzp4rSVXV30pUzb2pKyv1dmS\nZdTznHqeI8AebVVGt1WoJiYkoFUdo7PmJvZzG2s8t6nGpt400MFD0dq8EGTinvCJEepOs9rYm9Jb\nz+hNreO07or0bupJueF/f8qT69dYv4Mb+/retdz+2I2l89zkNJeqS5/vaDN0VE04VlyXIo4cFcWA\nCT1Dix0AACAASURBVL+Lvz7edIhtmECgalAUivAxBQNzJysTu1RItIyQocX6zXU2bEmLCswijGhP\naKuYUiPegSKOaMTJS7kWT3hwZoYpaixkmZ2wccctH97c2JuysZ5ScxyOfTraOXjsaP5izCj2HFFl\npHuqd7QltFcTl2NhELEmTM35MnxuSqh52TBGoGT3+0nlmxNVHbPSh4cP228iX7nvS6zrWUuWK3fe\neQdfuf+LHLbfBDK1/o22xNBTyxCBfce0s9eoNka2JVScwEgiP0Ewy7SICMWTPhT2ceZfNTGhfqjH\n1kKiXuvYHgbnYLHLs0BbJsfQoaRBGGFke8IeHZVBt/Dz0QyfFek5EP4zFE114gnqfRO+nL3/PoQ6\nFTbXslDPsSLCqGqFA8Z1ICJs7k3Ddr43qGjhyPPELHXOxV+uSPj1/W2lEnpXL6qG8/BazIQpOUdP\ntpWx8efjVH5V5Z67DPfdvS/t6UI+9i/L2Gfz/+PB+45lv2v25bp7x7uxK4cfnXLUZGXv0e20V00w\n42ppTq42pIzRUP0rREmdM6YgTBW5F95Z6ani8fWyq/T1T8Q1Sb1WEafqDzV2uZCAlqAYCqRvOJOs\np7Dj99mjLRCmerZjf97EiEN9wQkvhZ/BO878fV3PfPcscaq0q5FZtZN+S5qRY23pqrHmRJYr+svF\njJl0LqrKjBkwos3QU89JM1BR2sSgic+2tJNkyjQ4Znq93KxH4Mw5qT8JN16ftCUh6S1+SB81KeOI\niSn/du2PWLL8Wh46aRl0/5mVD13Ho7//Nad/5N387ftPRlFGtbfRXjVsXH55CMOKWE2qnuUQKNvR\nAfpoB3ZmZ6okDXFMX+Hba3A+bNq01L9KCLsO0hc9KOxac6OBvdfC9qOnnoWbqloRZ9cng8qU9GhW\nibpR9fU3bXyDNtrQIachOO/s8kSENmOTq8aOqjKq3T6rtty9iPZKwoyZNlw4qj2hWhFn2viSeMaq\n9UlcGq9hCkWOVaUQdJmrBO6f5F6b8FyGE979Zl526gjGX/9xOPAutuRbOLPzDN5z2nsxxpb0B+it\n54w7ZjbPLLVVuKqJoaNiHI+k2G9cYCZmROZKoMuHgYtnr0bsTPqna3vtQ7XIz9lZaDkudxP4iWLE\n5jTUM9f4ZXseMVp60PbrPAufKWxwEZvb4B2JmRM4tpZlsaOKY3zWIuYlwLo7F7L+zstpr1otaI+O\nCu1VU4qQVIzle3hnoRci3hdgfMQjmkQVI2E/8Tl4s2lLup5/+M083rPPB9j0RDvj1ilrDu1mi27C\niKExoa2nnjFm6nms7rbdy+JygKFnR5j4hVlG9DcLUqy4rmWtA/qd+m78RZMlBpz2P1jsUnPDOrd2\n5Qh2D8iRZ5Fvsfb86I4KozoqtnCKKcKfg0EwKygmWlDd8f6JQlD4RCc/8SxZSklMufCuT3CKt60Y\n02cihHJ1FRMcflvIwlO6j5MyevISjckHC3KFLIf2qu+obhmQvXWrVRgj/PbZe/j8tEv4/tf/jUVX\nHcdDvzuBl796I3c+cjt/I38duA55rqSqIdlrxMRzAWtmje6oWIFTy1DxPoiyNpZr4U+Ic0f9+BOx\n5NG4/H6JwRnB54JUjHeQyk7xTexSIWGLjFgG4P6z5g4oyWi4ouf1n0aBkW0JmbqiKSJs7E2pbUnp\nrefsP64jMA/bq6ak4g8WNmJh31tV3ZKVYkdbnNch2BvV2v05GaDO9e7rWtTTnKozMzxJKs1yGofo\nfR32KWkdetXcoKbgEvgEMXX+DS8oJk3Jwz4UWy7OcyfSTC0nQoSeesao9oTeek4tyznh4LfSXjV8\n4swPIcA+e8OkY/6Gd2V/TT1quyci4RqXTAHneBzdUaGSiC2P57SKUPtB4Z7lhqnT7QaxKVY6fyeA\n+lMjGgXGzq7EsEuf4731Qi2N6xrszPLgL0Zsft2nbS1JETb0pGzqyXh2Q411W+r01HKSxDoqR7Yl\nbL57ERuWX+5KsNEvv78/+Anv77vV3V2s7u4Kmgk0f6oZp/pWXBKTz+70lbrrrsZmW2JoT2xORdVV\niepxNj4UTuwiY9U//YkiHy6M6UOOxndGF6ZO01LmZSK+CpcvVGPvuRFtNjQ8qr3CqPaKLasXHW/a\nDEJxHi9oc4WOqmFENQkFaqqJ5Um0uyQ0I5acNbI9KeVv+Pf33GWCOdff3A5CIzhe+/+9vPYWuT+G\nHLtUSGSq9NSzqO5B4YBpCQqLjonnkGY2z2DMCGufd7QZ2qsJKIwdWWWvUW2Maq+w7s4i81GcnT7Y\nHI1SWZT4SSaFmaHaj8YnxUuxT/rUCYu77/SOTtsZrGoMFRHSzJKkNvUWtSP3n2UFRTwBjBM+jcIj\nMb62ggS+QUc1oaNqwnaVxOZ/tDnty5+D5UsIoxyXpGJctSrPzQhmlYQ8lTbH2QinK8Vl8oJUsPsc\n1V6xfpSGWe6T25pW4BZvlmg4BgyMgbmzsEvNjUWXJeEmSASmzVCmTxcwun0Ot90QtdQ1lqkaeu+5\ngmrD9zmwucl222uX+tQlH/5stHH9z9IsbO1v+rbE0KtZSJZK85wVyyscMcFO2irW1+AdjvU0Rzrs\nPnyrPi8oPEZPPo+8MRomlByRQMhPUS2nmKuWIzEi1tz1giUOM6Z5Tp5bAlicnRpfA2/2eP+Iqqv6\n5a6fEWFE1Wavbu7NrNtTvDNSg9M0HnvgnGhhwsSRjq3/bjsPu1STOGduyjlzM86dm3H23IyjJ+Xh\nB/IJQsMdivWat1f6pkvvDKzqnu+0kPLyWCOJQ6MHHDu3NPE8/BP78G+9lB/99prQgFiAG/5wLSf+\n6BWlWps99Yy9ptnqUk/dZqtlx9qkj2I0+CeDthDX7vSdxrxJ0OY0iWrFdRVzDYN8ZzKff+LDj2mm\n1teTWsdm3HvDRxLiaI6nvq9ZuoBnlnbx59sXkOXqup2ZELWQaLpneUO4WAsNolGLGCgkEoJDiV0b\n3VCXPAeIug8pUClasQ936P1Xoq/7NPV7r9j2ykOEVd3zQzgt1iKeWdpl609GN3do0utDCRAmW67Q\nOXEenUvPYMaaI6inr+Inv/8BF6/4FBdN+GrpmFtqWWj39+wyO8kwNtJhJ2dOVrcMzBji1HlPqDJO\n/zeRAGo0m1Yv6XLn500gcVqBXdFHYjx8Cnyu6nJW8hA18trJ00u6QmXvVd3zWXvHQn6rs1l+hyHL\n29hStwLy6kVVy2VxplI1gWOmK8dMawiRUjBGd7VSvUuFhFWpbOgGcQVRRcnr5dbrwxnyxrMYsYuu\nxUC95qHT1sxOGwlRn1OgnPTq91NLcy5acgNfvPP/uGHltVw44au89ZXvC9srtnnPc5trjB1RpW3C\nOdRThcT7VuwFqBihruVsSW/D+3soLuoSyvI1Mb0afTXjZ3WG+pW9LnHMsiIBxyLNXTJYu0voEgha\niReqqsp+7jrsm8OMGUpPXXlucz2M55zOjEpiIyaj2iulsG4ofNVEO/PnFCOmmO8sYbKLhYSNG3ua\nijqjTcU2kd1n+pztSkzanZAryK+ufF6POX5WJ3kO3sIJuRxso/8Edt7ecTssWWKoZ1DPhFw/BMva\nuIEv8Mo9/42nnn0L3wKOnJQycYo6tqFV29dtqVMxhjzX4GysinFP1XKSlOLyJEQQU1SGwiiihWky\nENq/r+LVU8+ppxrS7AHyFOpp5vJHbKRmRJs1A3MVcmNZrmuWdhXFeXIf/uxbMRxcpCW3WovXSpSo\n3UATY6MpVyJy7sLOoRDsWiFB0WzFmm0a1NQ8U2qZsOe02YW96Z8Mw4BLMWLSuZZXUDFseZ6PXTjj\npFQhOyYxNctQ9HUnp06Doyfb9oKbelP+/aFr4FereduH/48bVn6R9074Km995akkYieZ0YLN2F5J\nghDaUsuDwzGu5hTqPLht/CRRHAkpF3LR0H9U2HrNhf1mdlJLc3pdOnopAYu+9PQ8UyqJsLmWuWiK\nImIlqp/kmWsTUHdZq4HLETgddmy1NEedb6Qvpb3sLG0qOCiW76x5scvNDcFqDv7HlOi73npeeKgd\nucds4wffHbDPjDmkmbLl7kWku+D4zZ5kjW3s+vO4x463XJV/f+gaPr/8k0x76b1cOPlVHL7vZC6+\n51OIwN++9vQQyvRNcWwnchOEgi/oW0kKdTr2aZso0mDHrmSA5AXPoVmCVIwst6H4nrqvT1Fs432l\n3vnYllhhoBBo5fXUCrNxx8ymnuWOJ2KL6/icGl/9SihHWXz9yywvfBB98mQiARHMED+2nWhmeOxi\nTUKDiSHhc4E0B+PKwqeiVmC43pK7s6DYnuIwQ4X9Z81tqh4LlgXpq1H1BxHoqdmoQJopi++/iM9N\n+ipP/vn1QC9vecWpAHz1gc/zwSM+FKI3RryD0BKWLK1b6FlxBdUp57l7pIhg5JHxniSWvGVclKGe\nqtveV5juPwdizNTzbCUqVxTG99OwOSAEXoS/Jr52hCeLtYvPLFWyHl8FC1cN3NLObVIZIDBpah60\nCBGvlRUmSWxO9fFHRJGd58PM8NjlIYQQFyaKO0cXKs0tbTbNNTiUfF2BFuFqaOGvZ5/QnHr/0dY9\nqD4Skee2a3dPPePWk1fytle+r2SqvOuQ0/j1x57AGOioJozpqNLuUsnbKhI4DiLWGbph+eV9JrlS\nkJziOhfWw2XZnbU0Lxrp9DP2zb222tWWWmZbIjqH5aj2hJFtlo05sj1hRDVh7IgqI9ps6LStYhjd\nUWFkW8KYERU6nP+knik9tSy0BMTRy33y2aSpWrrXQ8ZtmAfNBXRJYHjtZiebGR67tp6Ec1La9w1e\nW5QK4tSwYBDSq7lNHzZmQCSTFgYHT/TpuzzypLub1hfIDfPPTdjeNA9mgscRE9KwvaVr2/L0fnJV\nXG2Enrp9AieOVenv0DTz/qrClMlzXxTH+jRsmz4JocSeek4HhueW9+3B0TbhHDb3ZmzpSYNfDOz4\n2ismtPxrc0SrahJVnLI2cuA+QGE2kObU3fg8VbuSGEa0+f4gxTVRcHR773AtfCteWwh1MiiW23E+\nf/65bZbU32kHFtHfr9rcJ78gnvg+eceXJRdx9RQdX947M3dWRZ7hBK9FFN51wiRQNGhwnnYcfjct\n0sF9CPHZDTU217IwiUOXLlVGVG25t71GV6kmhhFtSfDu1zP79N/sKmy1V4rv1yxbwLhjZttamc5x\nmblIi9UY1OViFKSzmvMVeKern5+qypZ6VqqJCVYwdbQlLhfDNjEypty3I2SoNgjSPC/4FRt7stAs\nyDMxa/dYnsvISefSGzUn8X4YoSCF+eWBQNZwOE9LH6iQeD5K6u80qCp5iGwQ4twxw81bbTZUCpop\nkFMTq5ImsnNLdw0n+Cdws+WxFqHR7xF3Lwf7xK+5yeLDf3le9PtsqxrGjbTVnTqi2pv7z5pLNQEj\n1unUU7NFfbNcGd1R3KZbajnVxN4X7ZWCGVrvzehxgilJiloV1Yqhp5Y7U8Y+XGpZFMp152QM1rRw\n7Qc8C7ORK+L5FZ44Za+Phutgw7BOs8htI6M0U/aYcl6gfyuEat/huotzuuYE86RUTKefKe6F+87U\nKHapJvHQk5vCE6n0dPLrRN5lv45VwQiNZqquSlFLo9h+xL4Iq3pT/A4aVVFy8BqdT4P23IGaa7Tz\n7MZe6v+fvTePkuy46oR/N15mVbfWltVStZCMwBiDGbANRup9FRibOYOND/jwMawGzjc2Nhjj7mp5\nQbaxx12tBQPGwwHGHGP8HbDhA8xmjNTd6l1i88Ac+8yYT9gIjbolIbW27qrK9+J+f9y4ETdevszK\n2rqWztsnO7My34sXL17Ejbv87r2lWTgRAMV48fVX4LLRAk8dTSrA2J5xE3jFOHt4AldufUeUQig8\n76eO3onRjW/HZMdj7YiLxW6en6pCPVAfvCOUvDEkjCuXKORmCFI0R+fS5aMFRmeZNNgWLTo/VUV1\nSqu6MzgueEmkI2rV+alKQGSUFImYpCZku1LUsUo7GRS8Rw6AJmYxX0liSQ2XWlFaubpmPq77p1n+\niH9rUpPSJ6v0sP7P3Mgaf20aFH0OOvb1788emjAW9rCjc8rb4Jnxt6eKjMFcc9kIph64J2MQN9y2\nHzaJjdYmffbEXVgT1I3RVoHJaY8rtr4DjgSifX66wjMXOpjseDw/WUpuEkpzZKRwKL2oIj7MD128\ngBhMX3DFCK5a28ZVa9q4Yo1KELNbS2cOHTDSiOb1dFlZgJGWi9BuLQOQJJQeniT1dhgGEce7T38W\nw5i/5DgJdQUxhGMRh0kHxIcejURq6GTF0gO+8CByy8BPs7IpB/Kkd+vR0D2vPq0pLhL523uRLv72\ndIFvuUWS8142UmDtSB6kZoFaQPcuqDv6dbvGsWbE4cJ0hecmK1RVqJgOkSLiBhEkjivWSO1ONuHn\nIKBFhNF2gVYhOR8IwoymBx6lZlIV5OpteyOjdREcRQmIFqUyeSnGI6od2lWj1lnpYSbVQ2mh4QFL\nurSsTsaMpLuG954ShUogwRc/VeZW4yHNjqLrjXMGYKWJMN/jhJdYh3SCJJ2R6VSxpHhjINv96tXB\ndSJ75r6T+vEjE9HIedXalCLu/JQYCOPiCpib5yYrPDdZxu/WjhRYd9kIrr1yBFeuaWFtu8BzJ+7C\nsyfu6nnNOm3Ysz+zQzSRNV8opqOw9oUwDlVQoWwUrBJDgsgy5lxjEBfbq7fkKfUtl1WjMYPBFUBF\nMmqqwScZNYMlPkptHldte4ekRnNpVM8emljVwKv5kI3JqDMIoI4/QFI7qAFLgVzqyPT+kKz16fMd\nvHDH3qhuqCShO3E/I9xjhyewftc+jLYFn3ChUwE+FS9GsFUxgCqoHprF6oo1LZw/dTc6cx+qzAvS\naz5pyn658W5YtYPAxQGteuZQBdCP2trCrWSu5rnQQs75pZUk9N0MRJQqWJN/qNSgvzFS3L2xrntG\np2RMBp1PXXZju2XH27BnmBZvEDKSe84gkP7IaldyOo8hiY0FLiC/F5SyXF82WsQsTfZZ2JSF/SY2\ns7g1O5VkiBoJCWZSuDhFY2TLOay7rI11l7dx/tTdCzIuKkHV+6/05NGDIWN2qrje1I4YKSkyHmUQ\nmnVL8Riquigk3BrvZzLBLeSmuOQBXtG2a25cB897MUQIcCQMGJqkC+MHD5j5CMcl8T8Hg8bFv8kV\nSjrJY6KX2qTshJR6Rdi+jx0Fjt7vMF0CT50fgWfG7350bSjoKwv5itEC33EbsCsstJiLAoNN6qnS\nR8Ofc4K2LByFVHVi7GsXFMO4R1oO5451A6nmSoof0fnaROeO3Ymrtr0jjF/OYHVzK5zMSfXcAIjI\nUQpzVsoaAq4QCUTXxyCSxUJLzUuublhGoaRcNPnjQ7IRSqKYBZl4AGCGCzqp5jKI/2tdyj4DbHeG\nS0k1aQomir/VJiUDMemLZg9zbZnA23YwNm5lTHUqfPHMeTAYLefwkz8zJXkmHWHDujW4aq3k5mzK\n8dCP1u/ch8kAjgJSenuBRItBtAru28IRzh27szGt31xIQ+ct9Zsjzxy/C5dtllT7zthq1diu2apq\nTcJMWwC5LcIy1ItNy8InoIyibvhRna7uBtVIQ82wre/W4Ok9kkiM5sKqKuZeqmrIo/cdyPXm8K52\nCmES4RmE33QcVZS20GuwwoyT7Sj+SrZIbrrmoAxZgqVsVKe0Odp2ePr4nTFV3Gi7v/QwiAGyfnwm\n2g8ojJ4/dXecdzo3NWitVSQkpaW6CqHFjhX/M9NYPXrfgUXZ4JYFkyDz3k+cspzWGNajIU1APT5m\n306gFo62jDpDUF1TB/hSkiLqxMg9HdaVn2xFMuqOSAr/hsmvSMvKM0ZcEVLrGwBTyOn4+JGJGPeh\nNMiY6+Yw2i4iAyoobSRPHDnYF2QEiETQKzal53UNzgMQ5jcoaE9qc4isprEnI6FOaiuUBei+SyFl\nvk3XarJHLOa8XVJ1o9ezmolRWLxETF0GllRjJLprER4EsRwvyU3k/EtVchiY2EoO3R4Lzymo/8J0\nFYONdEERASMhm5Qa2kZaLkohc5nQsqA8fCWSSgVZhNOVxwt27IsYDZuWrpeFf1DcnaIpLc0G1bum\n5TCpYC4gFiRSexkK4ELHujfTxG8VecyI0qP3HYjRtvr3YtPSSxJqhWz+s5Fy1cPAYI3akZCYyQin\nyLtsZ1hhtsyFZnAJuIOkwiEtJE0AGzNScRKhbRUuTdrimdEK3oZv21jGc9aOFBhtz326PXZ4Ak8d\nvTMu2hiNCcR8DQTC2O4+9TAZcd4MSpmmMcu58sT9B1FWPs7DiJuIqfRzxAMhBXb1k4iULpbUu/RM\nQonyV2YVZtREPv0BKbiGxeWpUYyeNWTZx6rLFTPuP5KLkI/ed+CSjvnQIjgK+FGGmjEFn2w8qrp5\nTm5ojd6su/y+bZMwCWUQo635TzepB6pGazJMQ+eCZPa6blfOLNQOoRvMIMy2Pi/msp9Mnr4nSlDq\nFo6YoJp6RIZB9Ko7o/0edM4uxKayLJgE1f6FLwcntVMgMYhUZs7jQqdCJ0T+HT2aTluJ9gcecILP\nhpRR2kkbx5ETCjYyY2OfKI3Eppmh0iOUD4LGXJg0axdO3x1RnAzGmnYhALoi7dIuqj/pvDOHDkSp\nYHA5ArnIP8f+i+mBo81MkuQKeU6FljWGBUiYjF5G1n7G14U2yC8tk+gx6BZVaSnhKNK7vvSD1hZN\nExmoQragTuWNuDybqbJ8aDHVoxi0FSZrDLgDMjiw7tiVh5EopCDw+akqL6JDQLvVXTl8PqQoSwt9\nVvVD+6sLT2lsz3jGNGa7QTB41iUTlRSu7lnAYBpGoIFedZi1Skj1fBeD0GLY25YYcZmQZV3+esMo\n7AO34ppStt4DA0jicpjQQf3wHLg5S32ElUTqjlssCUh3J2fGO6EB0+fobg6BXMqYNfGrJWUgWkh4\nIahwiImIJNFLkiKZZfe3u3J9151rL/raO/rQcyfvylzJZeUjs6gTQ8axU4XI5gF5xGK68pfWu2HE\nUnW9Jf86d6GsesFRRfS0VmJ5i4jB4AHpVD48IAYg2ZnX79q3pIln+5GNrbBRgYuVZMcy6jyWQD+w\n1LlAgsMneHYyIieJL4l+nYpx/tTCjHPLOZRUwYPQqRjtguE4qTNje8Zx5tABXL9bxHWGrRdCoDlu\njdU8pM+CJJGwSmqdKsRsxM0wsS5mjUmS7/o9736MYaGE5SVHXEaMBImb0jKK+jFq7AFysdJ+tvTg\nSYe/OdnKDKEfubsFz2XYjSQ93q5d4/hGnpsouRikrjdbD1WZJtHiSBK6mABE5mzDlIFc3fOZjUI9\nIolhxHYAjLaLBS1TqCAjQsoToW5Ffc6qXqh9qgzHFNRdvWtQmo8kdOH03Viz6e01ZgBkgWCmeavm\ndRtQqQtr0kSzVVV60ZLnk4jBKwh1Qbnbcq1UEyzyNlCTJiAFYm7dMh0HVX976zvKqMu2Q2KQc8cW\n9NbmTBqCrfdlGaTFLywqBSMk1wtvApEZeEZMYw8KeRLCMZ2AuixC789Pl7h8AbsnuAvCZEdUyHbh\n0CoYZw91Sypje8Yl8Csws2IeC32+NHn6HqzZ9HYAYaFrSRnu3hhlQ2zu6yB2KY7GuvnTjIIXEY0S\n0QNE9A9E9E9EdEf4/hoi+hwR/S8i+isiutqcczsRfYmIvkhEr+rXfv0+rD4Mw0Cyc2oqSFd7XP/O\n5KMAoo1CvR8XOxdF0w5ww237s93PMr7U727bzUKR7lY1ISAjHzqTSQvQALp03kgh6eBKlrwSa9sL\nWxH93LE7pfxfSOwyXUravOt2jccoTSU1xraci/kb6sf0I2uHWIixH2m5uGmJfad3m71+s+77Oj16\n34Ec7zLvHg/AJJh5CsBuZv5WAK8A8BoiuhXAfgD3MvM3ADgE4HYAIKJvAvAGAC8F8BoAH6U+lWcz\nDIQ5SnW3+L39SOnVNI5NjEKvJT/lMR3+IjMJoDtU2ofQ9ggAUxATmzEKr7ohbqEMVmcPTcTJ5Vnt\nEurRQBcQiZFcoTDPUHEUpWesaUl27IWmp47eGUoCiqEv4jQaHuXZQxMCB0eq+TkonW1APc6Hnjl+\nF9otkWJPHnch43f4sWtz6/4O6Mb5KLPQdzsMC2GXGOjpMbMG1I1CVBQG8FoAHw/ffxzA68Ln7wHw\ne8xcMvOXAXwJwK2N7RrATuZqs8zC4idqqpv1Kdd3wPoAx2uF/+LkDlQH3ywGWQu09xx3tEfvOxAW\nZmIMWf4MVgBTQkAqo9D2FsyybW08SMbAuhSjeQ/UuGnnYsWMB046VCyVvAZBD86Fnj5+Z6imhRhC\nXvVh+E/cfzAU+Z3bylkoQ+Azx6XY0IljlDFiQPfDxJjrTKqXPUq/Vw9YtqbmSQPZJIjIAfg7AF8H\n4NeY+W+IaIyZzwIAM58houvD4TcCOGVOfyR8191u3YiDsMgpvWeqBYyezN2SBNeNEuE46+O/dUuV\nbBdsAEN9JteGPfvnZTCMFnbTWc8Ae8b6nftARNmDLVzapdMmk5hHAQBORGHm2cUT1Kke3yCMgTMG\nDISx9qlPjuQ/IgKXXnoYpA3PwN8/2MJLXjkZg5zWbd+7oLkdlNoFhcS7wkBbMzAkUT0I1+0aBxEa\n4yPq5EhtZfNbdet37ovoS8HsMLLuGjVbJeYmOnt4IgKt6s9+MdTRgZgEM3sA30pEVwH4IyL6D2iw\nIc724h+564Px861btmPj1h2ygHVhKyPIrpIy+jSqGpZ5UGIGylxu2VyBNTCMdBdijLYY1+7ch383\n6dQVR1F52Q3ru/VMTEOZg0ZV6gRhpMxZDI7VnxQcVE9hb+9N+wMolHp+k4I5ZxRNk4wIIBbmYUkz\nZAMyzpLkJ9Tl8IxOiMbNQFkLTAJU8rHqFhFhbM94owcjlg4A8PjhAxG+3Y9ZqJ2Iwq6l6f+bnv3Y\n7vFoXbe3ywxMlYL61YUvamXKEq5z1dba8MwY2z3eqPLInOy+P8+MY/cfwbGjR+K9zpdm5d1gUouz\nxgAAIABJREFU5meI6AiAVwM4q9IEEW0A8Fg47BEALzSn3RS+66K37n1XX5uC1GIwad7Du2IGus/T\nVUj4m1MOt24xSVKtzgxJZoPQdumlotMaOFyzY2+UOrTgDBHgOFw5dGYmBqEPTJlD9AgEBqB5Lxgc\nk48QSXKdfgtKff5WTF0I3IQyCmVYdQlGbEAmQ1iAPvvA5DQVvQbaEUlGJVWZ+klq86ELnSpkppI+\nPn5koidkWRO36FgpXqFw1IWX0UpdmUoLBvXR0COSl7vT17Wci5tDpwZlV7KePu1fP2xG5YWJpChc\nAAxs27kT23bujMcd+OD7e7YxCM3IJIhoPYAOMz9NRGsBfCeAAwA+A+DHAEwA+FEAfxJO+QyATxLR\nL0HUjBcDeLCx7fBfXbSV64aHQiYXIKvtjrvOlT/TCD94ssAtm02VJCSpIjIKL+qLVlu6MC2Q4nYI\nRKpqSUJc8GkPlP8gPDD1okR1Asl9qH3SHAfMiGClfuImI+wkGi5PPOvEp3q8SDlyoWj1D7uarfOp\nqEnvhVFoIaVC/gMzoRO4O4FQkOzsZ5+fxLVXSjq7uqQ2H7p+9zg6lceF6QqjrQKdysfn349h2jF6\n/MgErt25D52Q7vD63Qm6rcbNDIcT2q+P83W7xjNGqIwVQFR/jh4Fjh4hdLza2YBfOlikiNDw/7Yd\njG070oZCLP2qSzpazAgIjCm0sBi8eBBJ4gYAHw92CQfg95n5L4joNIBPEdEbAXwF4tEAM3+BiD4F\n4AsAOgDezL18OZRUi0YKaoKVHARAKQtDz9XWf+3vPojXveSHcOOVN4fTGY8886/44y/9Lt7yynd1\nMQpLleewYkOtybBTO08YabUGkiDqYnvcMULfowtRv0nrU3ZrGb8o2hrhpz5sEgdQebRYCr8kmWlm\nUiRn3C2NUTd6UQxFdGWwqwg2QoBoriA8cBQ4er94GirPmK7a+PivrQWR6N5XjDpcNkLYuYvxsgVw\ndCjYTOvCChBP+rh+576u+p29aP2ufbG6l4c8d62gBchittJAQd0JZ8Z2j0eVqskgqu71WzZ7vHIT\n4txTV//ed2q27JCm0TxsZTq9GGu3+39xXOQzMglm/icA39bw/ZMAvqPHOR8C8KGZ2k5QY3Nu7TPp\nJDaeDXsMxf+A173kh/DTn/t+/NqrPg3gxXjk2a/gLZ97Az7yqk8lW0Wtce1DKDGaN0ySo1BRoDMh\n9ZhlAqcgs5xBqMqRd77h3tONpwMbDLIekksBkF17EANr0sul8ViCj1MdCA0Z10nqg/hsVYaCJLMS\nEbB1O+Nl396JUtOT56dBAP7Lz02j8oznOhdw49Vrce0VIzh/qqtLs6Yzhw5gw579KCCGS+9DpqxS\nCjW1zeqxqseZQweijr9u+95M5K88wxU117sMlDwOkjGwCV+UYeizbiLrRYtG+aC6Fc4Z9a3bm+RI\ncoM2SRLZNbTtxdHoljbAyznExajUsBayD9k4GMZBAG666mZ89Ls+jZ/+3Pfj0ecejgzixitvzkRA\n60mw+IRoZAsX0p21Uw6mUyeDpLxPBZBPGSpOVdp406veFuftqq4bXaJIbtHS+wig8cx9Q4wfve9A\nrt4ZBgGktO6KSG2SLIAEoOIwWHp8yzkUJFJQK6TRv3KkhceencJkZxYAhQFJQVJq8NX0hQqCssF+\nUl4BWLd9LwBE2067kDqdWqhX7oijapiNAWvYOQd07GD9VKiQ5u3Q0Hk1uMbiPQSjIiuT7r5IrmYb\ne5y9ZlRs5kdLCstuOQdwiOKzrk1zjH0++n1UOcLBD55wePCUovpejG9+9jP449/8Orzupz6DP/ly\nsqHesrnCxq1poqpHgSCBSxSGWytKq8tRmYdawgnNIBvN96h1QNgwnXhPpLtK88PL7r323JtFSZGC\nPHsgZGEmiP1EJQug5kcPHJAoLHbP3ROUkySkx4dDAQQXKEuqQGWgRVBDRpyktJ+uPK4eaaO1xgGT\nHZw7P40bt75jVpWzepEV+wXjIuHoalciMNbv2mfqbuauboWTP3n0YFS7ZDQTOEyjS20Mi33uurnM\nhLvQOUOBEdukMpYZ23yYQDJc9oKSU/ZZUzk2SEPzpCVlEoUDKk9w4BizUY8XsFJ3/VHowNy61ePW\nLbL4H3n2K3jTX30/XvdTn8H//ObvwZte9Wl81ZVfHc9hEy2YcmQiMicigCuAXV5RSUKSNXcBMhEw\n2iLCwlIGwXUGYchOvn7Pk3v9YRazjBNjquOFwTlJH1e4dKAyDF0A2q/otUD3xNJ9qG5ScoSYxl7u\nVzwEa0YKlJV4imKOBwCXjRbwLIbhyU6Fq7ftxdPHZ4eZsBGxdbVPpaBREoBJ6RmlryJsuwgp/VtG\nnQKS21OBenUci5bjc6FOBlFvdbIX6YJllnYUcu8I2LHD/B64tnqGlIl7370mtF1LiwfYX3ImIRPZ\nB7lejHeUi1IOkcsCdZtFLnM98sxX8Oa/+n589Ls+jT/+ygvx5u/6NN78V98fVY54nnJb8wDjnqk7\nihejIjPj/HQqGaeZjkfgcP3u8Wj9Vmu77lSVR4xKtA9Ur639JxhDCeVMpc4gsvtV5qA7CIIeG3zv\nHFS5E/cDu3ZTkgxsE1lf5H/13mzYsx+OgBIcbTkuSFp1F7GldkG4YrSFjVs82kUqe9cqZNw6Fccw\n6dlQ9Ax5dOEgVM2aLn3AbhCqALBqhZ36iT5eFTIMQtVQADHLlaPcEKpeIG/C4lNaAsO4Kb0TiaRV\nhTnuHGHXbrNhhedYgMAu2X/09/U793Xdg46+uq0141U9ene+tKQ2iaTHUiwHR0iWX71JR8rJ0zHR\n0GP+/dH//l189NWfjgzhpivFRvEnX/pk1y6Z3FqmxJo5xqZu65QeUx3JuiS7ocd05ZNlPOjC3ksA\nTyvI4lHXrOmGdiLWF35jYE5tYasaZFWh9DL5J0O6Pvu3tcfoK05mdLt3tf+O8j51KkmaMm0WPDOj\n3XK4fE0LW7czisAkzk9VQbIhPPX8NKZKjyu3vqPf1OgiVXlUQlMYvTBnDkZLmVNJpUhMYiZSpqOq\ngT6XliM8fmSi69he8T51zUPHVotD2cLBZw6lMg5nDh2IEo3OffuMSs94wY592XVsIKDhNdl1F4KW\nuKq4MAgXsAitgiIziHqcHgvLPBKjsPTWb383brzy5owd3HTlzXjLK9/Vpaep1KALsonxRMMedKEh\nGsfOT1W40KlivIC2PR1L0UmilZRvgc21w0sngfmXHWDI9teznUDB9qGBYZwS12oWaTWm5gbPdJ43\n72N7xgPcO/fEKLZDabrkqLoo0lHL6xVEGGk7rGkXICKUXhiKjudzkyXKSqDas8kOxghM0YuKox4K\nzSdBIEx1fJQ61e4wiDtUvBbpXglihO2lCj5x/8FMirAScN2+I3ksyGwaci9dGbPMtVQ68MxxQ6oz\nZK07cubQgSzZz0IyCGCp1Q0iYVNswCvO5KcMx+kuAoRnpmK56m2Z1iEYilu3VOa7cDx1c3pL0SZh\n/gZyFxazuNzgGIUa/IKoOO0VF5FEWLk91flzylSLdIsJas15f5WxdFtndGLIRCnjz9QF5GKfn+PC\nDbNyH8NM9b5bBQE+pa5TBkPhNyJCZapll54x2nIYKRCSvyJIXRzbnSwrjLRc3+ehNLZnPBqFPQtC\nVaWFepi/2iAIsunMJEWoS1ifoQ+4FlnQ/RPUxDHlnCnYsdUgODV4Cq5CxqVfhixHhFL0b7GzsIDF\n1m3f21iyUsehCPv+QvKJpfVuFMZ66xASg1AopoO4cryJ1wBUqhA32+kThI0Bfh1FZ6ZoyAQANUrq\nyWr7AMwi7B73jOrqilbKBhLzSZJISptnqc4UbH+scbDiJEl19YOEUeWt2SvIexnLC1AMR64sJyKN\ntUhn63rTAC/dIaOxUyUvBjTHpIrPI0XadfX7kkXl0AnMkAXcKaUhxVUMQp2SoxSRxZCEfunOaxlD\nv9T0/UgX9yArzXMycAPJ9mBVi4zRUOx2M+Sa1WaRJLV2S5CupfchBaMUSeawMSgozKoyC0lLnuOy\nIEIF2XE9xNOh+zYBqFSKqK05lSgePFlg41Yfd2rdxXX2c8YhkCE8688ok0hqol9kAISIyGMgVn62\nGkJ8Z3SJfuka3NCH7ser6pVS3BnDIlO3JDPj+DGHU8ec3jUA4MMHCzCqMDYiEm/dxti6QzrHlKP8\nrNGLDHO28Rzy3BriDtC9s7ecwzR8tuMCwLOTJdaMFPBOksXU9X4l9WoQAb6yM0O+K4OxjiGVxkdb\nLiIuB4Gq6+9SAlDaiyUKZ1huug8cP0rYvkO+c0Qoiv7AOwq7CjOyAC5VaZPLOUmColapgZQxVUpV\nMymcLN+r5y3r9mA8uC8teY7LwokoW0E83T48cmUaBYwKglz1ANLuDSBAuJFtsnVvSYRzAxmzUNER\n4Xy7W6rUF8XD0IVOKRZ8wMUw5QiYQr7A625Ert2DJd0NFCJswTa6MD0z2uHetFr19u3Atu1VZBp6\njbftq7KdX9qgqLbZ/trELRofEHVd00HtX8xvGX7P7h8iLRYFofAEhXLDyQR/fqpEQW0QzeztaJII\nYl/DHFgTgEmzTRSjjAgIoeaz3IqPHyNs2+Hj2PZjEGcPTUiMiFwuy9quyXoZCWYuRnG1eXBUw0Xa\n8xhpOUyVVUS/dtECiBVLyiQcUQivTIyigAyCCqhMlOp5elFH1G9cdx9nMR7huyhZIKkZ8fx4gFm0\nbN6YTZ9ky3ZOI/MC55gCRtscrOowdgTGaKsASJiJiunmEj3VCV3Mttwbsxa4Sbuohprrrk9BTErM\nVu0oYfIR4ElsHo4ouDRF6IrHmb5YcdjwXWEQcbcF2EuaeOa0EzsXSgd6xkjLCcgscFvxlggDOj9d\n4TLMnN4us/gjBckBQNtJNXF1EaqdYZCANwtT96b/FRhPDMBsbNp7tWP0I2UIjkQN8ywxMToe1pWq\nGyhImK+OeUz2QxKC7hnZBrLQtOQFg1X/AoQZVJ4lxFgjHNkse8mUC0YeeGMNkpYJADVGUpMuVBWp\nh0kAiNKCcnsKC4zU+OZzW0RhFrA2pFKPSuC6QwDJpqKLk2LfcgbBZgJarmIlnziGYbxUAvOQhql2\nXsUiUbHmgyD1HCVVRt5U1TB3FRe5se2EAUzjkO6FISrlmnYR3bCOxIgpC8UDKPompUneGCN1hbmy\nZqTAaMtlQVCDRsNagFaSyGQjKgZYcFrzA/lj70sK0EK4rmJN1HOXsn0RuBCXOoPRKcXeEi8TN748\nQ5gy4YWEVi2tukGI1n84CYsFksGNINKFqh+njhNOHi8y9eBX72rLEWZMbt0S4Nf2AXLt+RFgod0i\nVdSiTcN5Ir6b9gxT0b6owaxtHuRUiFWweiZSs9GTUp9X1lJOcfIgTqx6UhpduCePAVu3JxWAvGIF\nXDZpkgEycS+1B0XVzRyvaoPeay7FkBiejWqkRkYlndwt50KciQSQjTh5v9CpsJb6SBNhLISxph2f\ngS4GMRuyGwsgcHzMrPlg/c59KH0AhXHa7AYltSEoQlZtC9bupa2JfUXub932vTKWZh6qOFd37y8k\nLbEkYdWDoLO64N3wYrQUSUB+27Id2LytigYcfcg/u6/M7QpBG1BJoMk2QPqf1vpQkdtIGQpucRRy\nT4RGrbqgerz2Se0TVl+O9weY68jOr4xC+yl9DLtauEjdC1EnHYfjRwlbt6edqnCEbTvE0JolS6Gw\nO3uRkgpKUyw3Gwfx1xjHFJ6sEoLcE5lJDnAB+FJacpQWdKsglCqBgTMRuqpEN3fUHY5NkJ2di4DX\nKOUBrx0p5pw/s1cAnJbka6Lrd4/jyBHG0V8EwIROJQWe7p5wIPKhyjqBaD/+wxX/Dza9/F+72tBn\nO11JOoKWczFfSbpf+a/0jBFzfxqA1iX1AhljWWiipaqJSUR8oaM+fI46e7foh5igJQZMscZHAB+e\naAmTQHLbNd2ScuksbDdQUgcSE2gyLNYDeVTsBsmCKQqK18gMoTA7BCVviTIRu3tQmCHWeAnzm4sL\nM0kE2tSd/9Vh3zsN4Ebf4z0bPaB2UGSKqcPZb57lHoXhGJVC78e060jyTk6VFbwHJssK0x0pXVBW\nHM9ZMyILsuUc1o44tAsnKecpdxvecNv+CAgrvUTXEoDRtsNTR2efNzNVGE/PW/t/9tBERDbqs7XS\nVfI0yL0UjnDXAYfb381oORfHp1/im6u37ZUkOSQV1584cjDmyLAbkJYBVAN23eZQV1PzD4kuH3Fg\n7rfN9KclRVxq2XtFWFq/u1r0Falm3/V7NdIr2QVY18N1J+waKTJIThi0p3mlQ9O/wuiBSeIg4x5N\nEk1GQeLJVY+ElqzUwm2s3HGxcnol1GWSWrTZJraf6anmQEWE6j3omGi/lOGpjcSOr1rz9Tno2AAy\npu3CGaZCGYyYwTHDtY79VECrMstCtgZItdO0ihBDM0cMRF2C8CyIzLOHJyJjevLoQTx59GDAZegm\nZlQxTkmKbIIafZ8plWCsfA6KKfPsOcqfFVJuJUz7uli0tFXFkRiF5jHQyRBdfkHPlckhJeZdsJ6r\nmGxde3Hidu3OaecFEHU5/azHZXphTYTrYhyBwelC0DwSpJKFSy/ncrWnTl22EOQTQde1LmpFBkbm\nEmZOyjth+50mMNf+KdOtMwhtgygEZ5nJqm3Vx0fbtKS7bgxYMpcAJzerZ9mZtdCOMictQ3Dm0AGc\nPTwRc0Qy84KkwnPUuxDwU0fvxJNHD4oNpEqh5ipRKiw6jgkNlrlcpcwmVck+hhirZBhrfXyTmq1f\n2B9rf8+RlhwnAeTW6Btu2w+wWOsLlZBIDDgyaUUEY2aQEx1cf7PuT+HGQX8TM3yk+qNRj4h6OZRR\ncJTlpV2un2ttDmZxmTf52RwXRdz05KOom9kpGCDiiDZVCLo2d/KYFHex/bl7ojCXkhW8bTtj63YO\n7UskJ4dGsknHaSx0AFVaa9qxkwoWdpraIYwQBNYRlKDuxMn9LNfxnsGOcX46wLQhMSeOHOCkv3qt\n63ePx8zloy2H57t6NThZm1MvQ9+GPfuT2utZ3PQGdl+XNPvFiFy/ezwymclpH2OV7LV0bmheV516\ndW9FZiIw6lDtBheMlgWTsGQZRkwGQmmg2oULhkTx+2/dHuwWgFj3iNNCMP9bBtBEySBk9FSzKBHa\nqFO28ze0GxdtZDjyHhPe1JkL6fRAmDDi6akzqM3bGJu3VUYnlQm/93bNmRjUuOwe04RSJGse9yI3\nqbaWrH+1e2ZOOns+SMIcOqVY7xmidnhmdCCBb3ZwKogRT5L8CJNU5mwlwJjHoUllnAVFNZASo+jn\nmXDxXpOqoRKk9m/7Do7ZwptImY2qKcrkCsMkzhySTN5s+9jdefmdu6Xc+nGR5jNYgZZc3ehHZw8l\nXZEoJf4oHGGkJZZl1U01N4U+cqs2JKtzLSRcd88w4MkmYlQVGE6dvgjHUPw9rpUGvVGlvnwDoC4m\nBNNG/pmz76nh2LrnpX5/J45RPK5x5wzn+tDZzChm3jM7hP4WXgyx/Ux1QtQnRK8eaYkFP3pDoH0x\nY4Z0zZGWi6J8YhQcVRK9bi81YSbKslOFtpoqoOlIqfrbZPQGgB075fexPePZS+nMoQMovdhbAGBN\n22VJeRou3NUPZehZlbI+jDzX6+ZHy06S6EV1gMzYnnFxqVU2VRyhcBwDmiJCmAU1aUFYuvMKQ0nu\nTWUwrD8CYRZTxDtEr4b+jKQWmC+jBNNFhinZHSlXSeSgpg1KpQrd0XWR2ehIVVdcYKrHjzps2WZE\nVhW3wRlegpBiaSSlX07OiOfKUGzCljJ8qZIGkRqdJc9G53weK4LAGNqFw5VrWxFeHG0VXu0Acp3R\ntrOPZNalBNTtyoxYMwTolmC9R8wXAgiWQ6UrZWZqSFejbNwNwtu1O/dFCaIgQqsthtxesO1H7zuQ\ncnPCbgoyFyQZmMC+NZWifFMj88VCoDBXDJOo09lDEzFzMZFHp0qQboRsVlroJtThAWBVkUREyEKo\nI38IB0ZVJHoRBK4ddyJOuw7V24h/pr9yCSL3LEQreXY+NU6ILgs3d3/ng3gQ60KYdhgMW//D3Aw8\nayRiTVqB/TtcI7qoc3HeQdAZp04SNm+zZ6TraR6KtSO6u6Z70z4rfLlTMhwVASAmz2RQBqHh5jIm\n3IWotJKE5ilV5ic1TijaUBxRFiuhx1kXuZVSkpdiZs+HtGOZeJoLVmqw1dMyonwOLQStWCYBJI68\nftc+ECgWWVHm4DhAkJkDBJ6iPSBOdE4Rjr3GVBaU7Iwe3WUGGb11RGpa4D0uVPcYyHm5l0ZVHFmU\nHKUIANi8LWXggNnxVKLS3U7bVRyKvQe18ao0433CpljKVAXO3bWxLQI8Me4/4vCtGwUzUbha2D/Z\n66aBsRm6NPO4SjEuJINxGKyMgI6tI7OQawu8+9r5M1Y+zgy0WilTV4axMddB+E29XJnEOADJWBkG\nUTvfUai1wtq37k1ooWhZ2yQGpSeOHIxuUhX/XHA7qotPX0lErO/0NapxaV2gjsKDJ42qTDiLtLrz\nh5a1H37TNiLa0czdyAzsNVwNo49uprJ5m0+MI7hDNWOVLjid2KVZ/PnLMJVo1ZQlUDHDFqLRbFYx\n+5ZhRvf9y1/iqQtPhVyTgjd4bvocTj7yVyZVody7Jg/WYdCFqWkBJfOUjMl06c09MRTLMba7dxmB\nG27bH1UYdUmfPRRsXWH0IlNAkoq8uS+VXKBMDbq5pLqulkEwAtLVSBSDSD1nD08kqU/nDeUL35Zk\n1HmhzHahGQSwwiUJS48fkRDcihgUgFMeKfBJA7NItqAQTIaYqbspI3GddPECuWEvbk6UdlG9VtMz\ny4KpAqVJmi9+y5zSsciYmB6rkZ8njwGnTqSsT46kpFzO+BibtvqgBtj7MCUHs90VUUpQfEbst5Fm\n9Ptv27AJdz/wXrz91vcCWI+nJ5/C3Q/q32ny672QaZeClCNJcznaSjR4rfSMFkmJQV3QFDhtU7Fg\nrQFKBPTDt+v1lUGUlUSwyhhKD7XUQixqFOwaFvQEIEbY6pzoUg370BP3H8S67Xtzz1WNrC2myei6\nkLSksOyHPjtjka9Z0/W7x8XgBJP2nGsTOz5kNXKmMbBis6WojgRJwOIL6iNoj6uTcvsIZTbkOUkN\n2g6RYRqGKWWPrd5QuF+FtBMR7jlQ4O37q+yghtvsug9lGFHq0L7WbBm2HRXhn5k6h1968H1oH/0g\nyh3vws9vfC+uGFnXpboUjrB2pMDloy3tGTolB3yFkDJJCaJzEd3qQxBbPQrX6v69FlHd1gJWKctj\nsuMxUrgQpSoqz/npCletbce+RAnVpedpGUImrYbnOJvCzut37otQ/yYJoS6Z9LrPtW3CfGDZq0aS\nUJKHJtgCChKDhv/GCU0ScerDNqa/xV0JmtMiTZ46RUZB3Ws0HpOpBvXzk21AjyXtjwEviBSRUqU7\nQk+RUhmK4VIAI070puO7GI79DQ0LCb2PJxBOnSA8cEI9ENehNfVBfPwj6/Gj+CB++4Gr47m3bqmw\ncYuP0kSnYkx2qmhrUa+AjpGI78aTAIA9osgNSlgDoNvrMeOCsoyQk+2EOSXXscFfFhWsRk2VYDQO\nA+ExaPsMTm5bs4n0VEVmWNZN97gYUsWqYxJEKa26LESC41SXQMV5QDwdrkh5G1TqUGu6SCLycM16\nTtea6Sk2dlDe7C6sO44UbwmCd1yIwsQcampMw6WjXmokDwKhxbrb5eCp+mK3xremOhLKNCxz1B20\nCFD523YTXnWbnH9u8hz+6/H34EfpAyh3vAs/tvG9uKJ9dTYOEdzlUz0OlXBUnqIgXan9RiXBwoWg\nOkreBF0o/RhE/X6VQcTnL8UxhEE4UXMICNGaEpCmY9krE5a1RejYdV3TqHYb9uzvqkpWjyRuotm6\ngOdCq45JKBES1FonUQaIoW4xzqolncrHQjJVlbdtd9X6QuruR/1Db+YiBk3JoVG3d3gGiBlE3Wne\n9U/d3erYiu55lqteTf2KBr3afaler8y4XSRjoI5n4QjnJs/h4Kk78L5dH8SvPLAOP7Lpfbjr9B14\n26134KqRdfEa1vZSR38m1SxHdzqikPCFGxPVDLpoop3DMIiE+eAoTqk0AUo5LZxzgiVpeO69VIob\nbtsPxVkok1UEqTf2lOt3jycpqo/kaNtdLCkCWIU2iZhtiK17z26f2oF8UTQdU3qBFj8/XWbnWWpi\nEmnHz8+pu6lcEE/0s7o3LTjJdkl3Mwu3ttJFPYxb25iuPI4eYWzapsyB0bRJNc2EuoFS76cVbAMa\n6WnDxR0R/vJLf45NN23F1aNX4wO/CLzl5zt44vkn8TePnsKum18d+2xtNBbJqWOjKNh6Zi6NFr18\nVHJK2GAvnQMz6f8q+sdoT7NByNhSVBt00bYLl6fqN8MySH2Ppj7EpERIamzlGSOFG8h12hX7VKP5\n2iRWhQvUkkaVIi68BMWWSamuxdyFaY8JBgC0Csl5kO38bF7ordMD6JIerJuq6YmJypH6mbm29PLh\n2r0WtMJ/p0uBRqsLcfM27mJk9T5Q7RWPiyqMqBTtwmG0VQg0XhlEHHP5/N0v+Y+4Zu06cz3ClaPr\nsOurE4NI16QkOSBnEGQ6o2K/dc2en67QqTyu2bEX63dJHoh6MaQm0uxSZfD3KoOIMTUgnDia/FNE\nSYUAI7pQzx6eiBtFLxdsL4o1P3TDMs/PezRPkhloMVSPValuqOgV9gBxoVGD2B1XXhJv1WahqgeB\nMNIiTHXCQWYH7sJCUN60qjxyCY5iOtXO0b81T4anYDsJi+XEUQnoYmgKeQ7+cdMHlkCpXDJM1zNm\nx4HdcbafLoR6Fi5lU4oMODIRVUfyOIONWzgmymUgljWwzDzyZiNRkbk/RkiV5yiK6BzUhcmOBIi1\nWxSrejmiWKvVUV6+cCyUBuSGsbB/nzhG2LLd60jG58XIC0ZHcN4cFrWm1ycKQL2AuSjliTyWAAAg\nAElEQVRM/tF+1IspLCSzWJVMAjCW3hADocbHJntAxEgkPmB0b1FbYji6ScmvPvJe1Gs3YySXnoqx\nKsHE5oJhyzNw4liBjVvL3GUZAEbaY3VT1q/UJDHkbKQ3KZOybdjcGF0MIjQu9VPFnjNderzi1hRf\noxe1aka4Sk8GYcfJFmWW9UVhOBjTpTCSykuUpfa3UepSlYvTmOvf9eemz8YRYias9bv24dqd+zL4\n9UzSiyUrRQQNEEQBtMWYE0pTaaGliVWnblhKma+Sznvm0IH4sqJ0E6kRTiJObcWq3CffdZ5+MGqJ\n/Nm0i4epFU7SWIUqw3DkaEZ9ibjs4/HZv4ADiSkAOSEprYpU62J273UGkVCfFrUadnojPai6M9nx\nMUGM9QhG9SKqGZSuhyYGkTJFqyqQspaZ+wi2qDJgGoIED+bkeow2AMMQ9LMiR+2zieond+e/VI/Z\nfCluEGGMR1quC5y1lLRqJQmlfly1jsRjTQ0fftfHr7pxVDPiAfkupVIIm89ZQ+EPjkeH81ikgqqS\nX+996C/w7V+1GVcGL4Bn4KnJc/jbR09iz9e8JtlDatduJLszEiKi0VL9XF2wFjREFNyQrnfaODX4\nPT9VZTEf9l2lEKtuEBloe71job+OJI6kDnWuvAxQNFKHbZkhIeujreQNWr9LojJttvFMcjDf2b5w\nsFOU3sdqYzqOGpSmaupcSOefimJRQFwmtOqZxExkXUfRhmB2PSCkz3OETnCFRlWBghEtzZIocgPd\nBk3rIahMchdVZRBUm1fesBkHT96Bd2x+H64aWYepahJ3nr4Deze9NzNa1r0fddKJnkk2JKUJ1JCZ\n2VHiZ+tlSAzi3of+AlteuBUvWHtNbPSpyadw6uETuO1rXxOS3/oYQamGQCu5dEkRSdvPpQiKXUFB\nFKUmxxSyd6eCNvYe0z1TyD3hszRxmnG6wz477/gxsf1w7A1w14ECIWc71Hu0fYfHzp37RGV03faU\nuZLt93JiEMCQSTRTJgYAo60iTOFKSq5F0ZgBZ/zeZmIDALimXhj7iN2NJU5Bvj95zOHBk9fi8uou\n/NDvH8Erb9iE3/7l9fgvuAsfO71GmgGwcYvHpq2+px4c/fFINha94ukTLma1qi8u/YbDrh/tBwA2\n3bgVHzj2HvzCjg9g3Zp1ePLCU3jf/e/G3s3vE+kh3G9K+abXT32kJiOJ6UPTIikcYToUwvFBr9Eo\nzMjQe7RZBuOpwqdLn+qp2lO2bmNs2SZMOi14wt53+giXVylKarCm3KDK5uZiCxgUWr2UNGQSgYKR\nOSNGstBrLEThknGNkQoc66l24ilcl1Gf9xTbB3LdePM2jx07GY5G8Mgz34Bbf/s6/MTbnsC733Ml\nmH0G/mmKMdHms4UJw8is9BEkiTqDsOfJgpEFcc1l6/CeHR/A+4++G2+55efxyw/chZ/b+F6sKa7K\npIeyyo2UdgCi9KCLHOpDaiBG9KKEDVs8G3U3Um0MGo3TSPB7gVinYzTPBjej1+USLHEiFHKVFEV+\nraWwHyw20lJpVRsuByU72GRms+4omrNR3X8p/DzP8q16ddfLXEst+DaTtmSjdgF/4NByDs9NP42P\n/v09ePDH/zf+9v+cwrNT5wTA1DLFXKKxLdlC4u5aWzi//OAv4t+e+Ur23cPPfAX3nP7FDAKeESG6\nWtVmd9Xo1XjLLT+PV/zGi/HGl78Nl7WuigY8hVbX65PoAMSd1w5IVEUMqwg2DDXe2VT8ADJDaExN\nmCkt/ckRxQzgFhTVRMrQlDQ03tzWrBlEL2lhNlLExWIQwJBJZJTphYFiDoLCVKlSPZRyUBbpD9mr\nbgQLkzz8que2gt2jVRCemTqHD538Bezf8n7cdPXN2PrC3fjQiV/Ak5NPxR1aE+Xk7YbP8cv0+/d9\n44/gJ//89ZFRPPzMl/ETf/a9+L5v+pGax4Njny3QTK/x788/hQ+fvgtHfuiL+PW/uwdPT56LhWqq\nGNZdG1do/giz85ou1lUmzyndvHoilJnGUH0kUFXQDJKEkQ9/RopmVObeVEhJ+1zvP4K02XKEJ+4/\nGL0yj9534KIu2otNQ3UjkPV0qOWaQ/TlSMuFhWAmtS5ISrkDFOeXL946o+j2z5865rBle1pdf3vm\nFG7f8n5ctWYdvGeMFmvwps3vwwP/dhI7v/rVwaqf3HUZpDe0q0zo9AmHB08UAL4OW6bvx2t/+vfx\n5Ge/AZ/4p3vx2pccxR/8Nwm42rLNG1Rm0g9U92Ywzl04hw8cfw9+buMdWFNchbfdcgfuPv1e/Mwt\nvxDjMSJR2oWtNqN/W1VLxXm9D00Pp0lvgcQsXDIYAEiqQl1jalIf9bF5iMTTci7aTaItwjS/dXtt\nfEMe0yKIVbMJ+17JNCOTIKKbAPwOgDFIBPVvMPOvEtEdAH4KwGPh0Hcy82fDObcDeCOAEsDPMvPn\nFqPzC002iYd1FaovviBCpwr4BcsKjAQiC0B3+24pIunTSRc/eZywZUfKvvSqF3139NszxE5x1eg6\n7Lr51XHh1GMpYK6ryE4Aklhmq4rrV+C7/8834g0X3otfP7gdG2+8Ao4qmCUmi4glEa73BBTJXnLi\n4eN42y3CIJiBy0euxs98+y/gH86cxs4At+5iDkYSqTMI/U4Za+VDyYQQxav3yEhAsTo+hWK7iVE3\nkXqPNOkMs0CgFV9iW9X+bt2RbCvKxBzRghQFAi6uyjAfGkSSKAG8nZk/T0RXAPg7Ivrr8Ns9zHyP\nPZiIXgrgDQBeCuAmAPcS0dfzUkWSzYHqD2/Dnv0JJgsRfafKKu6CllgnLAOOuuMl0nvKqpTWehKl\ndTURgC3bg/RBggDNRrKHPqzt2qXzf575V7z7/p/B9730T/HuI/8JH/tPf4Sbr74ZUbpBHi7vyKPl\nRTqZKits/qpXRYyBGk2vGl0nDMIyhx6MIqoFjK6lLMZAigwi8jvkrlrr/RB1jXJJop61vH4dMBI8\nvlvcUHsFgJgCPz4jBlyf4ueD0nyZw8VmLjPaJJj5DDN/Pnx+DsAXAdwYfm6aoq8F8HvMXDLzlwF8\nCcCtC9PdpaFYgTvIpIUjrG0XjZBfK7Jmi8a8EH6P9UwBgHWBBqSkT6K3FcfzthV/mP5JUxZ5Kbvw\nw+e+gp/489fjN1/zh7jhihfit777/8Ub//R78S9PfRmdUJbA+3SfniUC9sJ0heenS0x2fCglaNaV\n0f0tU9DCwtHQ6ly0AWhiWJuZK75Tyh1aZzaqoimaNOsHuo2H1oMSX1kbOuxspBTFxMiy8B6hFiiC\nRNMfhr9aaVaGSyL6GgCvAPBA+OotRPR5IvotIgrZRHAjgIfNaY8gMZUVT96LmEpEGG27CKzSSW1D\nntWTEf9RgjUrxbBvVRnM5Nfv1XOg+rPsoDnTie0ZZgEkhvGH/+sT+I3X/CFuuPJmMAM3XPnV+M3X\n/CE+9cXfMZ4JCcSKVbMDvHmq42OmqHpYs8KjtWZru+VwxZoWrlrbxpVrW7h8tMBlowUuG5GXxiTY\nAsTWiqkqx2g7hGRraDwltSMudCSvSnTBdhkgEbmESgTZGBvG1S4c2q0Uqm2T/KrrtV0sra1/KVSU\ngQ2XQdX4A4iN4Tki+iiA9zMzE9EHANwN4Cdnc/EPf+Le+HnTy16ETS9/0WxOv2hEFPAQYUtjTun7\nR1sFpsVIkclV2VINuy0z48QxitW09Ke7J4oEMgp2iC3bGJu3SVk8tU3EE/Rj3SaRmUlyHf2tt7wr\n/r1xS6jcfeVX462vfFeUWti0kRlnuy8NTc6r763CYaQVijoHT42V5vW9VQh6UvNBECGzofgwvpr5\n3DPgHWe1MKyRUaWrKtiQ1NJDxF0MNN2T/OAIGG25hBcJx02XIeYECJ4o6c+aUFynnkVqoWihEsec\n/h8P4fQ/PrQAPRIaKOkMEbUA/BmAv2TmX274/WYAf8rMLyOi/QCYmSfCb58FcAczP1A7Z1GSziwW\nad7CZEdIunKnTDuYHc7oOjS/qW5rd+ODH3IYf6ePkzpVsM5BU2ozaCTu/pgt+PqxlB/c1Kq9LvSU\ncF7KgiXZqUZaLhasiUV2jLpg2ywrkVBsUR9HQLuVGMxIS3xGKrmoJFV6lXRCn0zb+jxUsrHf67gr\naT/Vc2NtQ7EMQLC/qGQjCXiFMc6FSSgD6CcNDMIkZitNvOjVt+NiJJ35GIAvWAZBRBvM768H8D/D\n588A+AEiGiGirwXwYgAPzrWDy4UkapQMfoBi7EDKzJTUDKty2N9sIhyFCqudIX2XapvW1ZNBSHfZ\nqJLUbBa5SCCvep8zjwHX25ddXhezLm7ALFpzviXvganSZ8fqu9YhUZQlCEmNCaqAJrtpObVVdEeZ\nqgRj0ZCWwek9lZXk4LA2mYi+1NsgyVOhGbhiSchZkl38N9y2P77qtBw9HoO4QLcC+M8A/omI/gEy\nfu8E8INE9AqIW/TLAP5vAGDmLxDRpwB8AUAHwJtXkmejH9nKz0AKBVLDmorKALr89LrorKU+/iat\nxKxIFgugQ0dq9Uf93JS1O1c3zHum9lPtfCD/ioIRFdGT4rLGtB35W0Fg3bklakwD0r+omtX7AGEI\nbS0sbKQdaxR1BaSCFzx8R1QBZg7qRS615DEj0mnWdzVemudRH11rr1D4m6pH1++WsoEquZw9PCHS\nZmilV71PSzMljGmqrbEsbRLMfAJSZrNOn+1zzocArBxdYhYUQVcIad7D5NFsY5lQV7MV9NyBzM5d\nV1cKByncG9aND5GoZNqOjMIQm2Os7UIZkrZx+oTD5q0+ngOELM7hvJhsB3ltyizAydzzTEJPxD+g\nlviWkBsxDYNIx8QVntkRskQ11CS/mL4FRkHyX82ImY5VtcKqVfWFP7Z7XA0jIU9FUkGv3z0eGWcT\nzXaxL6WEMYRlz4EUhqsiMZCK6thJldQNI/ZT90Latp3TsVaXhoGFUw0W3ocUv9Gkqmgf1Lvw4EkX\nSiKa9mM/k4pkyxrmRsYg6dT6VbfRMCOWOdC/2S52IuOlQKORRPtWkHiWRltF7JvNFG77Ule1sudB\nFO9da3roS8enXVDPxa6eKz33scMTcC5JlbbmrNJsINzLRfUYwrLnSWL4CjttbUfSJeH1NystmHDM\nHTvTJGQWhKcudCYGfNixGejYyRratPq4RSbqzumcKWgTJII8foTyBinU+qAgzsNIQXHRM7ynaFCc\nCWTEzJgqq3iPakuQ/ktf1WCLFiJjbIwRDYyBWhJC7ox603VdPV+PMc+ol2QXa74GzEThmg2VOmz1\nAEHnZGzqPVoui362NGQS8yCrL6r6ARjPRfhCGYldzVa1yKRsCsyFklXeUYiE5OQWJMqZD0zFMgZn\n4rtnRgGKnoLketT+ab8p1PZICkwdHanfiXol8SytglEw4fhRYOeu7nHyAXOhEkJMkhv6RUF68sxg\nLy7IduGiRKP3ozYE7YeAm2CYQDdl4xz/U3bYfUaUwELEr3O9YzSaFr3aLGJuVGvLWKE0VDcWgKz6\noYtTJ258C+Kt+Vq8IiadWzzeqClWZWDI7jbadljTdljTLmJ7zrxbNKOK401JVSlcSKtvSZ8ouiFT\nQRqbsDYsUE55NjshG9Xxo9QlXgPCFDS1nZzja0bYdH9AUk009FylFR8wI4qzUNh0fk/In0NQ4ajr\nt+6XpgDQ0H3nBjNA9iXq47ZeITSUJBaQuoqkaDBRrOWJKL4PQprgBAQUrkDpPQoqorVddHyR8xUh\nqd4I1fc9AqMB49Rxh9OhTqcyjA8fLGICFlVBNm/12LRNrNXkpQ0wJ4nIeAYkS7UPi7eNTsUYDVXG\nVGopvY/FbzpVcjMqVBvI1R5ljJpUN1YIo8Q84hgZRhy/M/aHRrdvH3KUgGBzZRAqGVo1bqWqGsCQ\nSSwaxdofXJ+oHHfjQcju/u3CgVXyAKHlgMKZICSzA0tVqiDihzoeW7YztmwXu4Aa+dqFx/53JXRi\nBHF5QhVcq7qMVVxnIFZs9wwggKI6lcfzUz5CmPU+Vd0AAqQdKbdnSw2HYUFrLgkGRzh4pwoZquxK\njxJZ+s6O1WzFe1UxlHHNB1Fp66hKX1awroEhk1h0sgZJIOjIpnYHUEM0ztSeURCJgDY540GQ1PPq\nv7eMo/QhR6TnXBxHvqAcSRHlihilR8B9cNY5h2T/UNSkD1JMWXmcn+aAehQbisY/KMMUGHdCaSaM\nhagmpfe4MJ2rJGWVsBCOQh9q6pyO72woZw7y3XwYhEpYHPqkRtqVTEMmsYiUGTazTZDgLdCn1xxK\n0mrta9uYiVEI6k2qciU7cpsJnl1kHp3Kx8rZUcip9c+FGAtmj5hxwnCzB084nDrh4gJgBj5ydzu2\nFXMybPfYuNVINUCsLTHScjEPaDRSmkA2ade6jFK8iNp4mhjEIBt3VlzZnD/fmAyVIpKHa2UzCGDI\nJC4KNemjsbBxbZdupNoCtmTFWjafnjh8EGN7xiH1RMS+oGJ84QpMosoqYTW1v6Yt7j+pTclgShLR\npm2arRvxPoiAt7yjk6kTRKqaIF4rBYblDEIXfKuQ8gVMUmEdQJRKrNcmGiN7qByNQxmOV7uDnrsQ\nAVsa35NdL3TUoidXGg2ZxBKSusuUMhjxDJyjaTFEcfm+iRQXQIhSg0ZBqseAQNjSUEhYyRFhpJAa\nFyVSjRFRQJIRU/8mhMSyoT1129p2YxxG0XCHQY3QYC+UPqYGLJyRIkx7g0oPyhycS1nMlcEu1OLV\n3BSOuKtfK5VBAEMmsWRUx+QDqGG6u8lOuH7RgvY39XZUIfpSa3KqMW37jv4LrKOFfmvYCjViauUz\nXbi2jEA8LnwgJDWjKWhNTZ3aTuUSI+klPfTru2UMKt1oPxYj1FskopWvXtRpyCSWmHrZLXod1/T3\nIOHF4v+Xz8wUMQ5KTZJLPebE5ufM4i7q51JKDqxqhJ5v3bON90spZqXwUVywb+lQ6m5DmGJiCMk4\nm/qzkLt6fexdwziudBoyiWVC85m4jVJJjQiJUXgvxlIbV0FkmEGY6GK/IHimGHdBBHgWWLcjyUup\nAsbW7ZKxKyE+9co5s9C2m4wxCmuWdPeUMbLUDmXqRsYoqDufhZ63GCJ/k1S3wj2eXTRkEquImqQL\nsqI/q9jO0UU3HZCQLeMRca7bz+9ZgNiy8KVQUax+Hbwou3cLwzk/XQUQWCo6rH3RYykCltOiilml\nAtvRLFa9SCWJjEdQYhALbXOYD61kw+UQlr1KqXFChkWlhYYKRyiDO3QyAJei7aJKuSOnQqVki/mo\nYxw0WlXwD1aaMFGxMN6JJtLYEmPALQyXU09K7ZbCfVFUZ6wEcTEW5qDX6JVoZrnTkElcAhR3ZxMg\npZmlnNntCRRBUFWAW092fNTzjd2yOxMV0s7uw/HMKbOUxql0hV2zqTwOcwHtdzKDNN6XMoSo3pi/\nL+bOrdcaBBex0hjFUN24lEhXeZDziWTnF/BSiKcI24ZiFHTn18XqPTIJAcjVBQ1xVyZi80UoxVD5\nUGU9cQfKPSgkapAmwKWA+dDfnGEIapxczvaAoboxpGVHOinrmAIAwhNIwqGJEKNANeIyLnYyCVnC\ngtSEt6kpTsFcFWd2gpR8RUSF0vuozkwHVWe69JgMUZ2dKi/IqwlgNJGL3o9KESqdKHBL73spFqQ1\nBDfRSpMglIaSxCVCaVGnhDOALLIWCGVlRX7OivYCSdrXosZ1t6cyiKmyihGbYKQ2AcR0cQHUxQwJ\nIpNuSdSrZzgmybNDKbpVGVpUXYgis1gugKUzhw4IyrUPLWWuyrnSkElcYhTtgCbgTOvNRClCkYNI\nEoGiHUEJhi3fE7S0XoR5R1tBIpUErBoibZmwcwKICZ44oha1rsZou8gCwRYL9zBfSn1exnrPLGmo\nblzipHp9zKVZUCy0I8hMhFBu3cFz9cW6MHNwVjJkOpfsFWKjSOHhNh9o3dupkkJMguNy+8ZyYxBA\n7gHqRytJ9RgyiVVOMy2iiKGglHBFPB8uleQzbkxnfnNB1CCYzN6ctweofSP3VFgGoeqDJWUO7SKU\n1qvZVZYjgwBCnwZEZq8URjFUNy5RSslo5W9REfKo0BZcSCCTn2u9CoCsCQfGaKuA5yq2RyQwZYvk\nlGxZ4tlIJg9Z+lrLs5fHYiHtD70WaB1BOZfrRNTpKlE5hkziEqOYFIVzj74YGtMuLXYH3xUfoUzF\nIikZiJ4GDfCKbcqnuFwq5DU29XDPotZEHIeGchtJRWmhJYh6e1ZV2LAnIVcHvW4cv17xKSuMhurG\nJUB2cqtR0lbnthTrbobkKQq7jv8aJn20SYSU+ARkoCYCDJgqQCM4vRB+B+dtNd3HYqsYUqFNXbr2\nNbh6MBuVYyXQkElcQmSlCACZaG8ZRh1AFc+Px6sukNqVYr5c80AkuHbMIF5rr84sFJ9ReU51OC4S\n5WH7GUA19nVgosHOWQl2iaG6cYkRo9uL0EuiiBOckruzMKAlPUXT5AOIuRtmErOtK9QaOzm0R0jB\nXVRQz91MM3wpzUYtUHWga6Eqg2hAiw5KFPAog5gllnvw11CSuERIDZXWEGlDwu2ObheuHmdrcViJ\nQNWWkLSqqwBQd0BWYiAaEKaMxxpRFaWpQWa9dmRlcKoeeOYZAU3S795bvDIIDVKr22UGpdWicQyZ\nxCVC9Ulej7foRVqsRt2h8XzDYHzILWHjOxjoUhf02DoDIUqShcaVaIBYGTJ9M3gw0TwwrbHd49Ho\naOmG2/ZjbM945t1pfJklbvs5CKldYza0nCNEh+rGJUK5ZGB0bWMLyFyVYLQLh5bGbdTtE5x/ViwE\nAiPQDLZFkaqSVyH9fss1w7qLEH2qnXSQvzslY7QFwHF/0dzcmHpQNuwxC5ZTCQALQbexJl1LOzAt\npQ179vdMfaeL3IfGV4FjA8CQSVwypFkaCKbuR1hUui5VZUCARBc9GESt4Sgd6OJQu4JW4dL4jLJi\ntIskgdSjSD0zWiaYixwADol4vUebXFaKIJ5rc4NS6BRSWcAZx4WRMS0rBdh6noAwnrHd49F7k7Wl\njDbaclaHC3TIJC4BuuG2/V0RlOrf0O+sWkAQFUOOYICbPR1q/ddFrS34YHD0YcF6TsbIy0aKZBOh\nJLWQkQIsCEvcpxKAVhALlsJQL6liw579cC4xrSZekakUPdQDUZE0j5YRLJQhWLHM0FzD1pejEXNo\nk7iEiOyLYKQFjd9IUgAzosHQs9SyrOvt3jOmQh1Qz2kHbRUigZTeY7oUVyY4QLFriWf0WtI/6mJW\nuijLWJl8MF3/zKEDOHtoIi7WWJg5kFVBZnpFA2q4z4r1c1JbYq9o7gxiudJQkrhESCMzE4XgLZaE\ns+ykBqgLzEGrgCvGYf3OfcF7kCSP6UqK9qAuroeF5YgwOpICuFrOJYOnWeueOZbti2oLAjOJ9g5R\nVxwRxnaP4+zhwYr5WvuBej04W9WI92SFgsY1zkAn5MtQSQvmeBt4tppoyCRWOdlKYYTuehNje8Zj\nVmtHFF2kWtE7pLcMBXVcXMDRNSmnJgo7aytEk7aC6zSK6apqcDJo1tPQ170fFXMs+lN6D+ccxvaM\nz7rqt8anyP0h6g6KAEUmaeT90eQ5hVYSM2hSiy5dCFpuKseQSaxysjvz2cPdE6++0IRpEAonVb1V\nny+rCmXBKR8FkK8kXWwEjLhQgEdVC3Qvuix9fzCUOgI6VZ6BKn4GQC6UDPSiusyWUSiD3LBnf+gT\nZ4bbzGOjNghOEHHnhFmaW473sNqkB0tDJrGKaWzPeKbDD7Ko7O9Xb9sb0uMH74SXuhrO7PIqqreD\nW9M5YKRwMUALSK5RoOaKjTuxcB7R5dNxpKHndhGT9KNwxbxcjPUANyBnDEplSKen5QktEG22WIiV\nSkMmsUpJPRocDIYMNFrh+9FIS3bN89OlxGWAQMySv5ZEjVgTFg4Zkdu6TjX0WsPEEUsC1lSM8F64\nBMdW46kLblEg94jMdfs+c+gA1u/cF6/RBJxSCaxiRkEUGV8Tk20Cba0mGjKJVUq6A2uGBmDWPAKP\nH5EFcc2OvZjseJSmLmirIKxpFzG7tg3lrhsV60WDVP3PPAyUbBEqd5ReaoEUIWO2BozF6l/z2cgJ\nYJ9wEpasd0eKF4sX6LEextI6r5ptCcYmWk52iSGTWKV05tABXL97PO7gROg5yWeip47eCQBYs+nt\nsa217QKFo8hIBqX6xFemod6WyidpQtPcqXFUpSHN3D0ffcMRoYLvQo7qu7o2286h5Vzf+7SJappq\nti5XuPWgNCOTIKKbAPwOgDEAHsBvMvOvENE1AH4fwM0AvgzgDcz8dDjndgBvBFAC+Flm/tzidH9I\nM5HuzIO6DJto/a594hYtOcRVSLuzZRBNZBfV2J7xaMBEkH/UM5KiRjlmfpqpCns/qksPqnZEDAgL\nOjSLeh3wPpp+W8mMYhBJogTwdmb+PBFdAeDviOhzAH4cwL3MfJCIxgHcDmA/EX0TgDcAeCmAmwDc\nS0Rfz1x/LENabIooxnnsuNftGken8oJlGDAMfK509tAE1u/aFxPXqCtVKUuWM8/7stMxYxBARIBq\n/s25SmBzoeWiYliaEXHJzGeY+fPh83MAvghZ/K8F8PFw2McBvC58/h4Av8fMJTN/GcCXANy6wP0e\n0gA0WxxBndbv2icRmAEsZRnEYjCK63aNxwphtuaH4DfSccnKMndS127CQOSeFE32+8SRg/O80mC0\nVAWFBqFZwbKJ6GsAvALAaQBjzHwWEEYC4Ppw2I0AHjanPRK+G9JFphtu2z+v3VZh2XXG0CoWZ/HY\nHbwVUu5nzIETc1gosVRjUNTIq4FprYLw7/cv3D32YgDLmTkoDWy4DKrGH0BsDM+ROrQTzfq5ffgT\n98bPm172Imx6+Ytm28SQ+pBK1D2rePehsd3jmA7QbCWiZMRcDEqFbRBsHymWQyHhBaUo0fnIE7FI\nsfUCGTfrQjKIXrRYzOH0/3gIp//xoQVrbyAmQUQtCIP4BDP/Sfj6LBGNMfNZIjoEunwAACAASURB\nVNoA4LHw/SMAXmhOvyl810Vv++HvmFuvhzQQnTl0YMFcaQqTvnbnvkVfQIqhkNocIcjMhxiPQpiJ\nSDke1+0aj5Dz2Rhpo3cDuT0CEDDYYlA/L8hC0qaX5xvur3zyvnm1N+hofAzAF5j5l813nwHwY+Hz\njwL4E/P9DxDRCBF9LYAXA3hwXr0c0pxprpPx7OEJiVFQoFTYtCvPuH73zOnh5kJWnQBSxKjiKbQM\noTPSRMphkRb6IP3LpAhlEOK8yewhsyXNMLWcM03NlgZxgW4F8J8B/BMR/QNkPN8JYALAp4jojQC+\nAvFogJm/QESfAvAFAB0Abx56NlYmOUcCOOJkL7CxDHMhmykqS4GnkoINs2aBaRMTKvYBYMUYJcSo\nURs0ZhPIXL97vK9XQoPTok0itNOehxSxWphCnWZkEsx8AkDR4+dGfYGZPwTgQ/Po15CWAT12eALX\n7x5HWZnivZTDmAclhS7bzE0xVgLJXRszVgWDqSOCj4s/ZOauOELGLcWtiPpjKMZ2j+NCp8qCu9RV\nXDiaF6ZkNdIw6cyQ+lJT7oTZkiSelWzWTfyFshelL4GUFIcQiwwrbqOeOIbNqx/ZwkSqZgBAu7Cl\nBxeGmtSO5e7NqNMQlj2kvtQd6D0HqvGG+jrk7HOQAgLXIEbMSVGFkNORlkuxHJpmj02ymhkg2xoB\nmiQPeXPU/7z50EpWRYZMYkh9SXMwvGDHvrk3UuMzUcI3Lkd5D/YIys8VGHbOTNRgWbikCsXvAfQL\nJPf1xkybTxxZPBfvSqUhkxjSQPTk0YMxhmO2ZBdxXRVwKjEgZPE2i1vtFxTiRTzE4DhVehCQQsjD\neYqcnMn2qHaV+p0MgiepVxxfyRLCoDRkEkMamMSIKItsNnkmtQgOkIyVWn3cQr3P3Je3pxGiPoSL\nExGq6QqdysMRYYQoN1bqxwHiS+rMSnN5zuQVqffvUqCh4XJIs6KU5VoYxSBU37G16LC6O3tBkx+9\n7wBSCT/EZDWaX7PiVLJQXahFCMrqxyRs+v+k+4i0cjGDuVYKDSWJIQ1MGp0JKMBqMCufTWoLCEiq\nnpC3CRm6YY9k11IGIJRUENumwqyLQhLV9lIdrts1junSx6YAkXRaLTfw/VxqNJQkhjQwWXsBUfdC\n70mWQTQsxF5iu2eRGJQBlJXU3kh2R1PLE3ltjV5uxk7lk13FSEUWVdqLbErAS4mGTGJIA9GGPfuj\nkRE0yzB0g4jMsBCBmhb02O7xWP/DlhH0Ps8gpe2KukBZAt6mNrt+JxM0NoNRNuEweCA8RhOtNIwE\nMFQ3hjQgaRQmMPuo0izZbA8JpL7gqiBFlFVIhAuRIjqhIFDhCjFqBvtCu0VS/KcfAwv8wVGoZ2yu\nWTjCEwMErqnr1YVM3pqIBxgsx8bFCPBaaBoyiSHNSIKYlIUuQV9z0901cU2dmrJNqxQhoCeOwV0i\nUaQiPUQStalZpPpKOEEtqeMk3IDytBpQO5WH8xSCz4DCuHFnopXEHJSG6saQ+tLYnvEIeXaBQQxs\ni0BiMLqAmgyWdbpu13hkBk4xFAZRSSTeDJvqfkYGgQTHluCu9M/zYPkjNETde2C69JgqK3RK7gnO\naqKV6DYdMokh9SS7w2uux9kwCEAWribObYqLqKMuLXnPUYJR46IWBnIhpsSF2I5+DGJsz7gEqnmP\n6dJH1UntCoUjXLtzZkSpBjNHG4nPJZ5BaCVKEkN1Y0g9SSIzCWcaygPOrcH8T61TahnE2J5xVCYU\nXWMsYoYqaNCZlBLsxyCu2yXGz6oSpqCuVCKCr3yEgasHZUYgFSUbSMxkxQA80PK1MPcarUTmoDRk\nEkPqSQs1sc8enojp8uukYKr4N7S6uCzGsmIUwbUpOSQYrUKCvBw1V9RSKr1HJzCcliOJ8nRO7ApB\nogAIZeXhCwfvZpYHNOBN3a4+FPApPaMoeCC7xEqjIZMY0kWh+mJusvIrDgFAZBRSpMehIBKEJcT+\n0CoI5471D8ZStSQlt0GsTk5EQe0Qt+x05UEk2vf1u8d7SiiWgSmjqDyDwBhpAV7zYQRayRKE0tAm\nMaQloabFY5PS1r8PeWjgQmKY9oA5LrIyAECAbRNG2zL1fYB4T3UEhbl+1z6UlRgnx/b0hp0LL5MO\nV16klrLiLJHNamAQwJBJDGkZkdXnpYKWlNgDEkYDQEi3TwPlssxsBJS+Gykc2oWLkoAaIMuKMV36\ngMfI2zp7aMLgOQzak4VRTJdeEKGrDJU5ZBJDumhkd2ZVN7pcgmEht4NrU8kH4yIpqhIzB2O1au4U\nVTvOHpqQgscjDmvaDi4cV1aMC9MVprUwcoPPgmp4iBhRwozSe0x2quhiXS00ZBJDunhUWzf16M/o\nLUByM2ogl4CWpGhOyzm0HA0chZouzzG8/bHDE2g5hzXtApePFnAETJUeU6WPDKkx1R5pNu1uRuED\nHsTz/KunLScaMokhXTRipPDyRpuEyTnJAVWpNgOCLE7NeTnIPt2FDK2d9PiRCZw7dmeUWjgyKPS8\nhjOSTL1pZWLzScm/HGnIJIZ0UaifEdCSZ8kTUXrjTiRNbSdh4IWjgYrwdFVy6LF2pRgyRSbUj2yo\nfJ1EyqEFqba+nGjIJIZ00aiHBA8guD+9AJ7EuyA6vqbVd5RQlgLDnnm3tsbOui3BUuGU+SRUqBYu\nHts9niFPYx7OBurKz7lKaMgkhnRRSO0LhAT3vuG2/diwZz/G9owHGwTHHBJlWOHqQVC3ZTsEc81k\ntNQ2lcm0C9czkCupEPJyBJyfroRZNagoeh/KLFRgcXTxqpBfTBqCqYa06DS2e9xmiQPAsojF0hdh\n1xoerpGfejwzo+Ucnjl+10DX27BnfzyfIHaCfkxFmUTLUQBvyTXPT1e4bASo76UEOd5b+Pgc80us\nBBpKEkO6+GSCozRnRFkxOqVIEGVwQQIhajNgJtYPEIQFpEhTLSw0U2T740cmYiSpUhFyaWrSmzqt\nNuNkPxoyiSFdNFKJofRJpSirAGIKNoipjkfljSgfclgAg+fUBEIsBSVcxEzkSLAZqQZIqihGyIsQ\nP3n0YCPjIBLE5mqjoboxpItCyiC63gGRLDR8O8Y+BMYAxFiNQXmEpr4DDZYtChCbhzVAxLiMwNTa\ntYaaGNZ06XHu2N2DXXAF0VCSGNLik9mdU8h3vhO7IN7rzq3ejMJhIE+GJUZa77MBNbngYrU01Ul1\nR60bV9GcVqCYb83U5UpDJjGkRaezhyai3q/5G2KymfhfYgx2l1ZsxKDexbHdYhAlQteC70cKw66n\n6icSl6xmpLLH12m2uT9XCg2ZxJAuGmmAVH19hQwNOPD+u2P2KU3gEpnIAFxibPd4dJ0OAraypCHl\nKrXYPpYxv2Z/98WQSQxpSItIf/bHn8PHf+sx/OWf/nWjHUFdjE1Jc4H0veAX5gCNpgSqql+zU4kI\nkUs43dIEg1el4XLIJIZ00cguIF1fH//YJ7H1ltfig+87geee+yUceP9J7Nr4vfjEb38SADLgEkF2\n8yaI95lDBwACnrj/IB4/MjErKcKSZS6Soo5jHMlMcOvKr87MVEMmMaSLRi4UwbHL6Ed+/Acx/s43\nYWrKAyBMTnrse9eb8EM//oPd5yJhK5oYxXwiL88emoiqDoV+itdFyxs2B3VZyssRrh4aMokhXRQa\n2z2eZZhSouDufPrpSbzkG34OzzxzAS6kkYvV+EirdyWYdD/VY6702OEJPHH/wZhT04eEMrr4r9mx\nNx5b1fHaMMlxVxkNcRJDWnTS2hvOAc4TCCFfQ/BaPPTQw/iVj74K//F7vhN//pm/xj//88MIZgCQ\nk+hP74NB06U6HEyLsyLXjhSAid1gZlzoVJkq0mSkXK2GS5rJYrtoFybihz77oSW59pAuHtm4DUeE\nqbIKtS+SBwNAyiMBRidEgRIRRlophFvzU2rMx2IGU129bS8mOxWen6pi4ttrLm/j+ZN3x9+fmyoz\nyWG07bC2XcwYK3Kx6UWvvh3MPGcONpQkhnRRSN2cQCqz58FwoUBnQYQKjLLkiKNwYJRVCNJyFFPY\nA4sfO9EuCAwHHwK92AMXpj2u3bkPBERXq6UqQMvdoHUDVwitrrsZ0rIiNS4q1kHVBC2Gw0AEPem7\nGjeVoUR7RNiyXSjsu9jp4Z64/yDahcNlIy2sbReoPOPZyQ7KKtQD6VGB3HsAjFmn1lvONJQkhnRR\nSBhEivjU5DGa2h7QnBMuhIyn73ywYZy7v3+djYWmf7//INbv2oe1XKBjkuQSuS7XRjRHBIPnE8tI\n3ZgvDSWJIS04je0Zj1LE2cOCWThz6IDUtygrEAFr2k6K/RKZzFDd8RCaUcoRzQhUYmYc/NgDMyIj\nZ0NPHDkoKfhbkgdzupRYjqY4DYKoKYUjjO0ZX5HFgZtoRiZBRP+diM4S0T+a7+4gon8jor8Pr1eb\n324noi8R0ReJ6FWL1fEhLV8iSPk9qxKM7R6P7kutm1E4wtnDE7FaeSwQHKpq6e6siWAAYUB11+fY\nnnFct2scx598OT75lzfj5LlvXdD7qbxIERp3ou5PLRBUz1RlaTUwikHUjd8G8KsAfqf2/T3MfI/9\ngoheCuANAF4K4CYA9xLR1/NSuVCGtCTUVHm8CnUpEKQCABHBqJmzr925LxyTIj8VzDTZ8VjbLkIO\nSo61RZkZv/kbn8B/+8jvoyxfjmef/SW89z3vQrv9j/jh77wa/9d3f8u87yfiNaA1RV0o4MONqewY\njLOHDq4KBgEMIEkw83EATzX81GRefi2A32Pmkpm/DOBLAG6dVw+HtOLpul3jMZKSyNauSKQ5IDSf\npc1MpdLFhekKncrLTm5S3v3wj/0g9r7zTZicTKjNt77+q/ADr/nmeff9BTv2QcqHSoe0knlKSqMM\ngqJh1qIzV0Opv/nYJN5CRJ8not8ioqvDdzcCeNgc80j4bkiXMGlyW4Vka8i4JUae2h4wBX9DuHbp\nJcXddOUjliKV1kNEbT799AVc/S2vn1UmqyZav2sfOpXHsxfKgOEI2A4jDUUGES7VqaRE4HW7xlcF\ngwDm7t34KID3MzMT0QcA3A3gJ2fbyIc/cW/8vOllL8Kml79ojt0Z0iBkxd+LNYGv2zWO0vtYhTuu\n2+Am1EAsR1KZq/IMuFzScJUgHgHJfznScug4DtgLYTz/8v/9Gz7y66/C977+u/CZP/5rPPTPD2PL\nt8+v75MdYRAWDPbcSUnGe+3OfSEHZlI58P+39+XxcV3V/d9z35sZSXa8ylbSDZoW6AakyyeExJYl\nOXZYS9gSSChroC20NCSWZKCQsCWW7OAk0LSFhhICZCmUQMOSxFs2SAI/lrSFUoqzECeW4yS2rGVm\n3nv3/P449973RhpJM9LIMyO9Lx8haTR+c+dl3nnnnvM93y+VEsTKOacfD9z3k/2478H9NTteRYxL\nInoWgP9g5hdM9zci2gqAmXnA/O07AC5h5vvL/LuUcTkPmO6DaXUajycb0Go8BJFGEIrCkyhTK9cx\nsDUMW9y0dQkrcRcYE1/7u298N5gZvqecV0bO95zMHYHK1kYqxbJ1W1AINMaDyM1uKCL4P77KPeeE\nM7YgH2gXJDxFyPpKaN0J1DujmCvjstLtRonkBxGdmPjbawD8l/n5GwDeQERZIvptAL8L4IHZLi5F\ndZguQNi6wPEGUdzJUKpUlSqIdMmFPLR3AErBuYnbO7KlZdu6gO0wRDrpqEXxgFWCjDVbKCIUI+2M\ngQhCu16dUOxOZju2zrIQVbQraYF+GcB3ATyXiB4lorcBGCSiB4noxwA2AHgfADDzTwHcDOCnAL4F\n4N1pZ6P+aO+SroGdpDzeUGb7kPM9RNp4aaA812BozwAO7R0QfUsTYKSjQO53QAKFolhA16OYzWnn\nQOYCbbw+wkgKKUtbfGf2Y+FGy83vE53QLZq9y1FJd+M8Zv41Zs4x828x878y85uZ+QXMfAozn83M\nQ4nnX87Mv8vMv8/Mt8/v8lNYTJdFWE8LADW1oavkw39wzzYM7Yl9LTyzTSAneVseklXEd2ZriJP1\nxbVbSE0oySZCsy0phhrRHO9NvlLwTOYTRoyRfIiWjAdFsZu5pwhtOc+pVEWaZ8wkTtq41X01C1LG\n5QKAOFZN/xyXftcokbAf8ko/7EN7Bhx7sRjKHXkmpadDe2PxXG0IVh+7ZAeKoYxxJ20BC2HkVK1D\nXUZIs0roBDUckMM9M1p0rdyO7n5hiRKhJePN+HLNFhiSSINEk0OKfXLBTFUgKwTxp/3wnbUbr7Yc\nhukuAPt4R3c/VnVKSzHrU8XaC4f2Djj+wa1fvw1fuFZ0MBlxW7XEGBhy4dbifSb5EBZjxRCBaceG\nZpzd98gVYcuJ0UyFZgkaaZBoclh+wXSfTbu/PnJ3bQek7HVuzXYmfuhtAFvb3Y9iJNsAZ95bxbbn\nH7b+BTpfdDYu++h3MTqyE1dtux9n95yDG66/wcxpxG9eCp9z31NZd7HE3BY8RRgrRhgPIuSDyHA0\npMjiEVVVLH1i97a6dz0qRToF2uQQ9STGkbvL3zmXr+vFWDEEIAXMWgq1uJFu100gZ9bLECo2MSHU\n2qXpdm6jGqLTewevx5o//iYu+ft7ABAKBY3+D/01XvLKM91zLMEp66k5ZxErO3tRDDUKYRQ/aNqq\nYCAfRCgE5Ia5Mp5CMdJYmvONWO/0zmHNEhws0iDRxFjVKV2LrFc+IVx6xhaMFkIoy3CscT0CgGMi\nWpEYwOpFWFHYmOPAYGR9VZVln3kJaAKGjxZw8nMuxNAT0hnRhpHJhlGlVG22U1oDQcSIItlOEAHk\n5PJMyZXgthziy8HgnKV2lUezBQeLdLvRxBgrhlBECCJ2/XvrvL3k9Isxmg8RaUbOXJi1qkc8sXub\nmdg0wcDwFoJIvvKGhJQ3X1YwxnYoPFV5TWJtdz+0Bn75i1/hY1d04Wu7P4btnzoTv/y/X0mASkyW\nZjxVE7GXUGsMjweITCF0qqKwJQ/ZoMgM928molkDBJBmEk0NTxGO5UNoZizJ+UaXUSNz6kUYL2o3\nYu0pmvM2o6OnH0N7BrCmqz+26kNCZco2FMyFohKjkXZr4ZkiH6H8pOh0+Mv3vg35QIPB6D5rIwC5\nk2dMVqIMh2K2fhsWS0/fgqdGitA63l4kvpUiQTG3gc+jya3dZg4QQBokmhoZT4EZGMmHeHqkiJwv\nCX8Qxo5TS3P+rAuW7V19bigrisSdSoIDlxKXAFeXIBByvoIiwtN3DZYcS2z0qlOV1joe6CICWAtH\nApCJTPs+bSdiLlh6+hbkg6ikQyGBz24zYAIGlwQQYZQagpcCPALA1W2pGhlpkGhiHLl7O5aescUJ\nxI4XI4BgugeEZa0+PEUYn+E4VvKeYLwmIF4Tlsbt/DJ4sreEq/4r+c3OZUzkQNhM5qSNW6u6s4aa\nkS9Gxv8i7uJYtqMi2WrY9dmMpxqsWN+LsWKE0ULoxGUsM9VOfgIMzQQFeT2t46CkTPRw0nYQN3QC\nNX0WAaRBoqmxqrMP+SD2hyACMkoh5yu0ZD3k/Jkr/Wu6+p0+AxCLvFjXqoliKoBJ7VUcPNzYNEQL\nYroBsmovmrgICiecKzsZMu+Z4hFu04GoZvpyxfpeFEKNkXwodRbAfc8lhrWsvL/dOjEzimGskWEf\nC00HB/EpbXqkQaKJUQw1xouR2wIoEmFZGyDUDGQEZsaHPjiAD31kC1zd3t0dS4eXgLjwaI12gOq8\nL6rNIlZ19qEYacekjLTGpweuxoXvvzAx/BVnEnK/54pS/RXre11h9chYUHJRaxYNzqUtPloyHo7e\nI9u1Jet7E+dCwVPaGQrLFkVasLaiOZcp1EZCGiSaBMkx71WdUhs4Oh5grBC5PXLWU05g9qkKOhn3\nPnMK/uUzt+H5p9yGV559FiwHKZk9JIuC8YVY/bh5tezCNV39CAwBy3ZPdn1zF278wmH84Qt34SWv\n2ASlgFzGk8Eqt2jTqmSaMiit3tCHZ0YDhFqXsFHte/Y9wvK2DMa+dwUKib+Vq+20b+hzAfXoPduR\nr+pdNgfSINHg6OiRFqA2/XhA7lyjhQjjxajEn2Jpi+/owdPhhm/9J/71ll+Cs8MYObYTn7j0gxj8\nxDX4q/eci7e+43yhQYOR8eJx7VpoUFQzc2WHhwnAl6+7AZ//7FcQhi8wjMsP4B92fAYX/PU5eM9f\nv9mMkcfCL0CcUZQLFGPFSAhmZdZDBKxamkXWVxirYJ21pLk3KtIg0cCwHIHIVPijiJF70UU4Oh6g\nGOjYsMYMGWV9hWfumrmT8YaX/hF+7dQ34oP9MYPxwx99N1519kuMPBsA04mohQnOSRtnHkCbCEas\nkv3qN56D3JLl2PnxB9x633/JX+N1r32piM+gTHtyAgvUpv6tp12MI6NBiYZmyfg3pJ1Zawp7MyMN\nEg2K9q4+4xbFJuUWks+xfAgZF4gJSq1ZD0tyXkUf7LXdIj4T3PxNDB/N43m/9z4cOCBVeaXi4l+t\nAoRFNe3A1RtkECyMNI6MCakJRDg2LIzLQ08wWnwPGV8ZXQkytGmUEBoiZijz6+oNUuQdL2pXw3Ew\nNQxfETyPMHLvjpq974WANEg0KCLNKATaTBzKvrkYaHcHtEXGrK+wJCdZxOgMx2zv6pOZhEDjof2P\n4ep/3IxXvXozbv3G7Xjol79y9QcbKGqB2epqam2mV8381iMPPYZLtnfiFa86C9/dvQ8P7X/MCeSS\nirscltPBkL9ZxnoQyfseHg/M8dmoZgEZXwJtxlcY/94VNXnfCwmpq3iD4aSNW3EsHyKMdEz11bFm\nwkR3qxNafCzJ+ch4k7kJE7Fs3ZZ40MqzIi62r0/z5q9ZTUvStmQLYSQTl8UIxUAKmCBg1ZIslrVm\nkMuImW8YCe2ciNxgWWgCq/Xq0KY1OXQk7+T6beaQzSgsb80g69d+SrZRkLqKL0AQbEdBFJvlYtCO\n8GRZfstafeT8yrYZS06/WGjNpnpvacS1nAqdCtVkEJGO1aWshwUDAEl2YdWqJJCYMW3FIGJXvymE\n2gjvynewFCsjwx2PIsaqE7IinGsC5UINELVAGiQaCPaOy7D+DXLXt0xDuw3wFGFpi4fWrDdtobJ9\nQx8iZuSLkmoTAb6nzJ0XFRU5jydsHSYWkzFkJcTZ1HgxQtZXrtuT8RRggsW4IZYBluykERbZaHuK\nJF2oNZQSurrvEYbv2TEjI3WxIw0SDYhCIBe1pUiD7LiuFNaWt2ZcNjAVVnYKk1CzdEaYgaxHaMkI\np2CuxjXzAWbpaCSl9pQhJnmmOHlsXLQxtJbz4isRsImMsI6VumNI1uGbOYpI2YBDWLbAtxe1Rhok\nGgDJ4t54MXIDTESAMgVENtV79cOrcGyG461Y34sgFK8LzaLUZPkTtZgInU/YrMl+RczwSNYfRBqf\nHrwaf9P3XhGYySgwMyLEArs7Pr4TF33wQtjSqyKChojfKJIZk7YKO0EpBGmQqDNWdfZhrCAel8pY\n2ysCNKhE4o0AtGS8GVPj5eskg7AFaV8JVbsZLop4kIwdFRuAZBKKsOtbe/CVLz6F55+yB2e9fJMI\n0Sak6r5z6+340uefxB++cBc2v3xTybEtW/SEFh85X6F4HN9XsyMVnakTOrr70b5BZhPGA6niJ4OF\nHam2bcklOR+5zPT/uVZ29rphLdsF8bzmIQY9fdegozhbjQoA+MoXb8LZPefgU9sfwOjITnxq8AGc\n3XMObrr+RjADN37hBrys83XYefn9GB3ZiZ2X34dXdL0ON11/ozs2QaZjcxlVFWcjRZpJ1A2Rsa/L\nFyNHt4YxzFUJngKbmYxcZuZ5jEKgS4Rxl7Z48BRhZJ7fSy1h3b4sFZ1AOOdN52LlqlXYdul9AAiF\nvMaFl74Lm19+JjQzXnf+uVi2fBUGPiJ/z+c1+i95F8582ZnGdFjSiNas52Y9UlSONEjUCWHEielB\nQZKxQqbXaW3vC6GeeIgSrOnqx7F8YNiShEwT1B/KgUoCpH2MwBDG5e8890IcfJxjMV3XJjV/f86F\nOPiE7Fucticki2jNehi5d0dTBc1GQBpS5xlTeVIwCwfC0olty88Sf6zIqxT3hRewfF3vlK/z5L4B\nBFFsyJvxmi9AdHT3O60KK4tn8ehDB3DZzm7cuu8TuGxnDx556IAEExMEfvXQAXzik934xt6P4+Of\n7MGvHj6AjKeQ8cSYeFmrn7IpZ4k0k5hHrN7QZ+zoRKg2uV0YHg8c92EiIs3QkHRbyEMAGAhp+mwC\ngCNc1YpWfTzQ0dMPcCx4Y8VcwFbxCnjX377NnauzXrHJjaxbstW73vs2ABJYX/bKTchlPLTlPBRD\n7bo7M9HWU5RHGiTmgOR04VpjRGOJQI4R6MBoPe1iqUWEsUgtEmxZq5volJ4M65KNxmIx1Gh78cWi\nbQnhBYjnxnYsW7cF+UAjW0ZfslFhp0Ot6rZFZJS4GbFcPoxsnp1ZsRwR35Mhr7ash8ic/4xH8D2F\njEcYufeTKAJpgJgD0iAxBzAz1nT1g8HOJKdoqcCAo0GLojOJ2Yv50Ls7PcXTnADMTILxsUgkA8rI\ntRVC7YJP1pN/m33RRRgvRsj5IrVWCwer44Endm/D2u5+I8ev4Skycnx60vi3zZDs+LfvSYBszSqn\nq2ml5BqRTdrMSIPEHBAYCrCdNxBrOO0YjvZDXgzjX9j+HzFaM75zolZmotPeJW1GEkTaZRTQZHw0\nDSsz1PBNQPBVPKjVTEIoNusqhhq+pzBmxHQAxOfMbMvs9swjOS+tWQ+tGc8FXUWLQwTmeCMNElXC\nSsfZD7alAIvsuzZu1/JhzmWkBWkJUvbiJxLL+qR/5PA9O0qk0gCZvfAUuRap55msBJKZRBGXVO99\njyqSrWskPLlvACvW9wIMXPr3g3hv/9/FGnkGNlMjxMzRlqyHtqyc37l6baSYHmmQqBDL14kIaj6I\npItgZiLs7EAx1G4YSxk3Kf2DndCIP/OhORYDGIH1oig/4t3R3S/zCJ5MGq/mtQAAIABJREFUa1qh\nW9/sQRQpRJ5Qlq1CczPeRa2W5X98/TZcd+0hPPePdmHjSza6LMx6jRYDyRyWtfrOKjDdUhwfpEGi\nApxwhpi2hJqRDyJXiScCgjASGrWTS5P0OOsrBDMcd6oW5Yk9W6WVaS4V5QE293ZuWCqe68iYtmEz\n4nPXfhHXfOpGBMELDVvyA7h68J/xpne8Bue86Y2w5OwlLT5WtGXQkvGQ8ZuvvdvMSIPEDFjV2YfR\nQojRQuSq8OLSJBdmELLoFACub9+SFdXqmYLEVGhmKfYTe7aCqHINiXe843wsX74KH9h6NyybcsuH\n34nNL084hpMMZWV9lQaIOiANEmVg7e2KocZYMcRIPnR/y3iEJS2+iJ145LwvbG0g54vnxbFFqpPI\nZuaiUietQ/sGAXo+ho/mcbJhS5JhUzo7PdiRcFo4jjdNhDRIGNgaQBiZL81CeDJUh6UtvjNtmRgA\nlp1+MUa/K2y+wHwtBFRrptNh2pkMadl2dPfPWFRc09WP/QOfwc5Pb8KfbliPPd/ejUf2HygRtGUw\nchmpQ8xkOJSi9kg1LhF7WwSRtBXDSPQRrd3bCS2+s3trlonKWqDSrcNJG7eKgU6CTGYHtZTxxJxq\nC7W2u99xSx45PAZfSffCjnaDpEX6m6vanJNWiuqQalzOER094owVao2xYoR8MYrZf0b0JeM1hx7D\nfKCSTOKJ3dvQ0S2mw54iFAINZfgb1kO0o0fmMuzxrEkxIJqbzEp0MDzp3NgCbaSlg5MGiPphUQeJ\nNV0yM2C3GUGonSktAHdXG/nu4qsvTGXLN53ytbBCkyQwhShiw4iUGYuO7n7HKLUBxArYahbmZcZT\nUIDburTmvPl7oylmxKIMEu1dQoiyfhYAnPEuIaHI/P2diOq3zLqj3E406S4+EWQIIWzmLMaLkVPn\nhq/gK9GwtIY6ygyuAXBFSs2S1XnKc8SzlqyXKknVETN214noWiIaIqIHE4+tJKLbiejnRHQbES1P\n/O39RPQLIvoZEW2er4XPFu0b+kzWIMrL48UII/kIxUjD8wgZXwH/70pE399Z76XWDW7wCoyTNm7F\niT1b3XdL6poIonjwisycST6QWsN4McSH/34QoTHIsQ5atkAsjuGMz37yUy5wM2KFcEUm60tRF1RC\nwflXAGdNeGwrgF3M/DwAewC8HwCI6A8AnAPg9wG8FMA11GCyzKFxxhophFKDMB9a9cOrwD9Y3MGh\nHNyWwGhODu0ZKLvVsGIxRNImtjT0Yqhx6y2349rPHMRXv3obCsZTI1+UIvFIPsR4McI3brkNX/3i\nU/jerjtL5lBOaPFdOzRFfVBRd4OIngXgP5j5Beb3/wGwgZmHiOhEAPuY+feIaCsAZuYB87xvA7iU\nme8vc8zj3t1o7+rD8HhoZN7MqPUP0qAwETZjKIfpOhUWtmPxmc9cj8/+482Iwhfi4f2X4dknfwCe\n/xO8+YLX4ty/eCMAcQz/0ue+6p7zm89+PzKZB3H+21+Dc/7iDWjNeDih1Xct5hTVo17djbXMPAQA\nzHyQiNaax38dwPcSzztgHmsIhEZT0vMI/IOrMLOEy+LDiT1bUXLjKFHsnjlAACKWE2nG6847F61L\nVmDbpd+DZVP2XfIunPWKTa64+fLXvxbZtuW4+nJxDA+KjAu3vhObXn6meG0gpqKnqA9qxfhv6Fxw\nxfpeLD19C4bHQ/Fn+MGV9V5SQ8IGCPcfk8RZXCwHKwsQgEzEDo+Hxg0cGDbalMPDeXfBh1q7wiSI\nMDJcxMnPuRDHzHNsG/SEVh/ZVLi2rphtJjFERB2J7cYh8/gBAL+ZeN5vmMfK4srrd7mfT3vByTjt\nhSfPcjnlsWzdFhAIo4XQFcm8H11V09dYSLDDVAS5e9ug8MTubVO2RMvBKktpDTz8S9Ge3PSyjbjj\nW7vx8EMHELFVmZI288FHH8dHd2zA5leciV3f2o1HHj4gtQ2fnK1Aispx30/2474H99fseJXWJJ4N\nqUk83/w+AOBpZh4gon4AK5l5qylcfgnAiyDbjDsAPIfLvMh81iRWrO91o9vFSCMIY4FY9cM0SJRD\nktxEwJw0GvhPLnQO6Mn/8nbs28rS2d/ti3qKXPFTEaElq8RvxJ/ZTiDF1Jj3mgQRfRlAF4DVRPQo\ngEsAbAPwb0T0dgCPQDoaYOafEtHNAH4KGWF4d7kAMV9Y1dmH8SBCIRD2pFWflsGgNEBMBxGUjQVz\n5oJ8EIlXJ+IRDPshmHT8RFckGSA8JX4jipAGiDpjxiDBzOdN8aczyz3IzJcDOK5tixXrRWp+1LQ1\ns35C7xDCAsz8+OrjuaSmw8E9hlqN2ReY2rv6pL18JD85UwBcQIgzFjPpaa0DHM9CBulaMl5Kx24A\nNC3j0trUh0aVOjD9d0BGvP0fp1lDNbBFS808azH+MGLHO7GBwBZCLZNVBr6k5uF7hDBitGY9ZH1y\nMzMZj4xnRlqMaAQ0bdm4GGqMFsQ/Mx8IpVopUR9Ii5PV4+CebcJwRCxXXw1sHWi0ELoWqGY25KkI\nVw1c6QhWolGpsLTFx8olGbRlPeR80axszXpoy/o4du+OppTjW4houkxi+bpehFoChJ7QzycGVBog\nZg1bPqpELKYc8oE21gKy1YjM4Mudt+3BV7/4NP7kT/fg5X++Gb4n9QbfIyeHr4yeTFp/aDw0VZBY\nevoWjAcRwiiWi3O6kin3YU7o6OlHFPGsRV2syc5oIXSzHbfceBNuvu4WRJHoV155+QdwzY7P4IK/\nej3e8o7zQZAA0QxGQosZTRMklp4uYrRRIntIA0NtYBWllCIcqqL1adumYcQohJHoQSTMh1573rlY\n274GOz52PwBCscD40KXvxivP3gzfU6L8nZYdGh4NHySWnr4FhVBLW40Trbo0QNQMcl3PjrRkjY6L\nZqrWlik1M1oyHlqyPoaP5vGc512IJx5n+D6hJeM5w6HUM6Px0dBBovW0i1EwpChAil6aGfr7aYCo\nFdZ2xySqqmsRiQnRognkrq0J6VI89vABfPqfNuOlf74J37n1Djy8/0BqqNNkaNggseT0i41DlugJ\nkFE0SUe5awsbIGbT0WDEFn1jhVCs9lT8t9achy397zRMSmD9qgexflWaPTQbGrIFunxdb0JQ1TL0\nGMEDaYCoNSyZaTZeH2Fk7Q5jV3ACwSPCirYMMl5z+pOmKEXDBYnl63pRCKWDYffIwQM70wAxX2BU\nVaxM4um7BqE1UAgj8TtVcdaXD7SrSerjx8xPMQ9oqO3GsnVbHGvS94SBV7z/k3Ve1cLEmq5+oyVZ\n2TbDStpZRFpEawuBRhhqfHrwKvxN33sBklZoLuMhY1zSy8ndpWgeNEwmsdpoT9ppzfx9n0wDxDxB\n5O8TI58JnNhTfiT8id3b3JaECG54rhhpfPvWO/CV65/C3u/sBgD4nsxdKBMg0hDR3GiIIGHnMNhx\n9xtiWQsSa7v7UYy0CNCaaa6O7n50dPebTsf0WwOhb0v34vPXfgkbX/xqXD1wP0ZHd+LT2x/A6ze9\nAbfceBMKQcK/JEVTo+7bjfauPgShyNtrZmT9xWuEMxec2LO1bPHRPm5dysJIRucj5rKtyI7uClWp\nCXjz285Dtm05LvuwyNMVC4y/7b0AG192JrSR1Be+VBr0mxl1DRIdPf2G6286GcbAJcXMmFgjAGI3\nMgdDlV7b3e88TRXJeZ5uRmKqgONeg2G4KwRPKRw7Vigx+/U9GdXPFyO0ZjywJxnMbAukKeqL+mYS\nHLs02QJX6gc7M6yUnPXptHUEu/tPKl1HHDtzKwUM7Zk6OFg9ibKuPJALPYokEDADY8UI//O/j+Aj\n2zdg48s2Yve39+DRhw64GkTEjLFiBKUA5jSbaFbU1TB4tCAKUp4ihGYD6ytKtxuzwET7PSeLz5WT\nl9Z29zuT3onsy7VmvkOzWBHkA5nVeGakiNA4ctkmhhX7sVnL8rYMWjMePEV4cl+aTRxvzFW+rq5B\nYqQgzt2U8JC0dm9KAYf3DeKkjVsrMq1NMTfYmsV0LuCrN/Q5OcDh8cDpeVhuRNIJ3LY9iYC2rI8l\nOQ85X8HzqGJp/hS1wVyDRF1zQG2KZ4okgxDnJ/mwaS29/JSHc3wwtGfA2e1NdeN46s5BeERO8McW\nJpHIIAAAHLdItQYKZrw/Mr+nblzNhboGicP7Bif16ZN3IM3yoZ1UkEsxL7DnnjG19yYDxt+zjJWy\nlbSc8N80YsaxfIixQoQg0tCpK1JToe7VJHGXlq+hvQN4ct9ASeWdZQ8yJcknxdwRcyTgismRZqze\n0IeV63tx1R3Aqs5etG/oc4a/tiulGWDNuHLblY5+bec3fCXqU3ZadKwYYawYOVZtiuZA3YOExcS6\nw1N3DpZUyWeboqbBZWZEHGtSFiONMbOVCCPG1/79O7j2MwfxtX+/DeNBnD0wzNaBGbu+tQs3f+Ew\ndn97t3MB95QI3bZlPaxYkkHO90zdSV6nvauvju84RTWoa+Fy/3cun7Ew2b6hTwRK1PR6B2u6+l0g\ncVsWwNnX29+TDtWx9kFcSKvEqWohFVI7uvsd+9IK1wLAlz//ZfzzP96MMHgh9v/yEzj5dz4Iz/8J\nzn/7a/DqN56LfBDhazfehJs/fwvC8AV49KHL8ayTPwDf/wnecsHrcP5bz0PWJ7RlfRCJF0c+0FBE\nWNripbJ1xxH1MgyuGWa84MjetUhIQcxSyzBo7+pzpCHp3/MkgVw2ilbiEpOQvwO741eScSyk4GAR\nmfNlWa+RBtqyHi5455uwfMVqfPgD9wAgjOc1ej/8Tqw7sxsFk1Gcfe45WLFiNa78hDH7LTD+/sPv\nxkv/fJMZ7pJitGYg6yuEkTBqg5CRyaUEq2ZB3YPETLABYU1XP7QhXrV39eHwvkGs6uyD1iidNKSY\nVGQVmG3QsPqLwKTamkM5B6uFGBwsxCyHnS3fkpyPjFGx9hRh+Ggev/PcC3HwcYbWLI7sRtcyl/Gw\ntCWDY8MFPPd5F+LxxxnZrEJbzociwtN3DWLEvE7riy9GxpOpUGaxRMj6DbPbTTENGj5IWFgSTvsG\n2cuuWN8r4+TGLGKq7UjMRhSUbK6s/9yEFt5CDgpJ2K2GVQAjwDlmndizFQ/tfww7r9mEzk3d+OY3\nbscjDx2AR4TQBF3fIzzy0GO48ppNeN1rX4IbLn83/vuOL2P9qgcnvZY152GwU69KybXNgbrXJOqJ\n5BZjMZJ7TuzZimIo7cxQy5096ys8c5cECjt8N1aMMDweONOdUEtW0Zbz0ZJVWNaSQUtGTas+tWJ9\nLxQRQq2l+2EylZSBOf9o+ppEPbEYA0MS1nuzJaswkpduRZLDIAra8QCeLXDaT1uoNYqhFCVnEq85\ncvd2rOnqh6c8Vz9KA0RzYFEHicWOJ3Zvw5qufihTYAw1lxj0ahb1qayv0JJVCMe1q+/4noLWwqnw\nFFXUop6pQ5WiMZFWjhY5RJeSkMsoEbA1Du0dhlxl/TE8RVJoNAmDpwgZXwhTdp5jJqQBojmRBolF\njqE9wnK15Kcg0maQy2xHCPj4pVegLeMh6yvXIbLBxU/M26RYmEiDRJU4aePWighXzYakg5f1WlVE\n+I+v345//exB3HLLbRgrRkJIE3IJ7GyX76URYiEjDRKzwEJskYZaBq8CY2XwuX/5Iv7slFfgox++\nByPHduLyj9yLs3vOwdduuMkJAyU1LG1HJMXCQxokqsBCzCDsDEU+0ChGGq0ZDxlP4a3vOA8Xb/0r\n5PMaTr9yy7vwmvPOLeGVULrPWPBIg0SFWIgBApCtRebUixBGGllP4eg92/HkvgH4SiHjKQwP5/Hc\n570PR4+OIzICQQCc5KDvEUa/e0V930SKeUXaAq0AE6XhFgJWb+hDPpDRbSIg50th0tKoh/YOYP/+\nlbj6ms04/cwNuPXrt4t+ZYLWvqw1k3qjLAKkQWIR4oQztmC8GAnHwXQocv5kxuT7tlyA0UKEY/kA\nZ71ik8gLmjpEznQ7inVYf4rjizRIVIiFkEWs7OxFEMqshhCoFDK+aE6Wo1SPFiKMFkJM5EkRASe0\n+PDSesSiQBokKkCz62yu7Ox1nYtiJEa+WV9BKeP4vW9ygDjhjC14aqToJm+TsJOySXZmioWLNEgs\nAgQRoxDIUIYioCXjIeOXDw6ABJXxYlSqyzEhUqjUIGXRIO1uzADnX9HEyBcjAAzfI7RkPBy9Z/uU\nAaK9qw9sdC4JYnWw87KdsZqXYVv6aZBYNJhTkCCih4noJ0T0IyJ6wDy2kohuJ6KfE9FtRLS8Nks9\n/jhp41Ynb9esLdClZ2wBEWFJzsf4966YcYtweN+gkbITxa47vrkLN1x3GLu+JY7h1ngn1M0dOFNU\njrlmEhpAFzP/MTOfah7bCmAXMz8PwB4A75/ja9QNNttmcFPWJVpffDEKgcaSnFeVK5qnCDd+4Qa8\nsuv1uHLgfoyO7MRV2+7H2T3n4N+uv1Ge1ITnI8XsMNcgQWWO8SoA15mfrwNw9hxfoy5wmYO5GJqt\nkL9ifS/CSAPgqm0TQ61x/lveiPdc/E4UDOOyUNB4z8XvxOvedK6Y+DRj1EwxK8w1SDCAO4jo+0R0\ngXmsg5mHAICZDwJYO8fXOO7o6Ol38u9ioNt8LdDxomhW5jJe1f9WWqMKAOHYsDiGHxvOGyu/OFra\nsfIUCxtz7W6cwcxPENEaALcT0c8xORGd8pZz5fW73M+nveBknPbCk+e4nNpgaM9A7LANACQFzGZR\nslq2bgsKgYbvEbJe9feBp+4cROtpF+OR/Y/hY1d04cyXbsSub+/GIw8fcM/ReoIqeYqGwX0/2Y/7\nHtxfs+PVTOOSiC4BMALgAkidYoiITgSwl5l/v8zz66ZxOdMFb81zLTzVXAa3LaddhGLIaMt5GLl3\nR1X/dlVnH4qRxmghxEg+dNZ91gjY/nJCSwZLWzwM31Pd8VMcf9RN45KI2gAoZh4hoiUANgP4CIBv\nAHgrgAEAbwHw9dm+xmzQ0dNfosMIkszABgYxIRYHqaSJT/J5E++QzRIglq3bItOcISPnq6oDBCA+\nn6OFEKP5KDb3ZcOLSJzX1qyaVZaSovkwl+1GB4CvERGb43yJmW8noh8AuJmI3g7gEQDn1GCdlS2o\nux8EwtBeuag7evoBtlJsjLXdYoIrN0MyswhGYEUR1nT1I5rQ2qsVHWCi6XEycAGY0clsJqzs7MVI\nPjRGOITWrIfxKo+xfF0vRgshxs3Ql3UYJyJklBzTisy0ZLxp1bFTLBwsGEn9ju5+EFW3LbBZh4xA\nx6Y+8RpRE4cpu31h8KTsxb2WUYaqNlC0d/UhjDge2FIxYapaLF/Xi6PjAfLFCJpFBZvZeHt6hJVL\nssj6CjlfVd0xSVE/pJL6kLuwZq44QHR09wtZiKUAV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cluster = 3\n", "imin = 0; imax=450; jmin=100; jmax=350\n", "ax = background_map()\n", "ax.plot(d_stn_x[bio_non_norm == cluster], d_stn_y[bio_non_norm == cluster], '*')\n", "ax.set_title('Cluster No' + str(cluster));\n", "ax.plot(places.PLACES['Cluster_'+str(cluster)]['NEMO grid ji'][1], \n", " places.PLACES['Cluster_'+str(cluster)]['NEMO grid ji'][0], 'x', markersize=15)\n", "cluster_3 = {'NEMO grid ji': (376, 291)}\n", "ax.plot(cluster_3['NEMO grid ji'][1], cluster_3['NEMO grid ji'][0] , 'xm', markersize=15)\n", "ax.plot(debby_x, debby_y, 'gx')\n", "ax.plot(vector_x, vector_y, 'b+', markersize=10)\n", "ax.set_xlim((jmin, jmax))\n", "ax.set_ylim((imin, imax));" ] }, { "cell_type": "code", "execution_count": 186, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'NEMO grid ji': (376, 291), 'lon lat': (48.899330139160156, -123.13800048828125), 'Vector Stn': '45'}\n" ] } ], "source": [ "cluster_3['lon lat'] = (nav_lat[cluster_3['NEMO grid ji']],\n", " nav_lon[cluster_3['NEMO grid ji']])\n", "for i, (x, y) in enumerate(zip(vector_x, vector_y)):\n", " if x == cluster_3['NEMO grid ji'][1] and y == cluster_3['NEMO grid ji'][0]:\n", " cluster_3['Vector Stn'] = vectorlines[i].split(' ', 1)[0]\n", "print(cluster_3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cluster 4" ] }, { "cell_type": "code", "execution_count": 187, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(0, 897)" ] }, "execution_count": 187, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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X05l16cg6xSgJhTa+wtTQ6yNO8ugR7mga2nJELEOH6Ly8keSb38H1FbULu9zf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BAAAg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\n9zWBdhDKfEFiTIMalo0QhIqXd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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cluster = 4\n", "imin = 0\n", "imax = 897\n", "jmin = 0\n", "jmax = 397\n", "ax = background_map()\n", "ax.plot(d_stn_x[bio_non_norm == cluster], d_stn_y[bio_non_norm == cluster],\n", " '*')\n", "#ax.plot(d_stn_x, d_stn_y, '.')\n", "ax.set_title('Cluster No' + str(cluster))\n", "ax.plot(\n", " places.PLACES['Cluster_' + str(cluster)]['NEMO grid ji'][1],\n", " places.PLACES['Cluster_' + str(cluster)]['NEMO grid ji'][0],\n", " 'x',\n", " markersize=15)\n", "cluster_4 = {'NEMO grid ji': (282, 305)}\n", "ax.plot(\n", " cluster_4['NEMO grid ji'][1],\n", " cluster_4['NEMO grid ji'][0],\n", " 'xm',\n", " markersize=15)\n", "ax.plot(debby_x, debby_y, 'gx')\n", "ax.plot(vector_x, vector_y, 'b+', markersize=10)\n", "ax.set_xlim((jmin, jmax))\n", "ax.set_ylim((imin, imax))" ] }, { "cell_type": "code", "execution_count": 188, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'NEMO grid ji': (282, 305), 'lon lat': (48.554798126220703, -122.74989318847656), 'Vector Stn': '53'}\n" ] } ], "source": [ "cluster_4['lon lat'] = (nav_lat[cluster_4['NEMO grid ji']],\n", " nav_lon[cluster_4['NEMO grid ji']])\n", "for i, (x, y) in enumerate(zip(vector_x, vector_y)):\n", " if x == cluster_4['NEMO grid ji'][1] and y == cluster_4['NEMO grid ji'][0]:\n", " cluster_4['Vector Stn'] = vectorlines[i].split(' ', 1)[0]\n", "print(cluster_4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cluster 5" ] }, { "cell_type": "code", "execution_count": 189, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(200, 400)" ] }, "execution_count": 189, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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PvXshKr3bYLAM08LCwqJI2AemhYWFRZHYrabkBF5ilqarNL2ZdPSlAEannC4H9YlPFcLO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\nVx3TzN4RqInHUEXicZ5Si4WpdW1Xagd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n5o9lmBYWFhZFwj4wLSwsLIrEqOswuXRnOEpj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0Ezikat4rWikXrzBMcwHRwcHFKipQzz6Gw0bZtN9RXlFPGW6mbC9gL0PHMP0lVqHzquo0ypJ4zL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\nwcEhJdqeYXLEviiZ7qtQnMJYf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cluster = 5\n", "imin = 200\n", "imax = 400\n", "jmin = 200\n", "jmax = 350\n", "\n", "ax = background_map()\n", "ax.plot(d_stn_x[bio_non_norm == cluster], d_stn_y[bio_non_norm == cluster],\n", " '*')\n", "ax.plot(d_stn_x, d_stn_y, '.')\n", "ax.set_title('Cluster No' + str(cluster))\n", "ax.plot(\n", " places.PLACES['Cluster_' + str(cluster)]['NEMO grid ji'][1],\n", " places.PLACES['Cluster_' + str(cluster)]['NEMO grid ji'][0],\n", " 'x',\n", " markersize=15)\n", "cluster_5 = {'NEMO grid ji': (344, 271)}\n", "ax.plot(\n", " cluster_5['NEMO grid ji'][1],\n", " cluster_5['NEMO grid ji'][0],\n", " 'xm',\n", " markersize=15)\n", "ax.plot(debby_x, debby_y, 'gx')\n", "ax.plot(vector_x, vector_y, 'b+', markersize=10)\n", "ax.set_xlim((jmin, jmax))\n", "ax.set_ylim((imin, imax))" ] }, { "cell_type": "code", "execution_count": 190, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'NEMO grid ji': (344, 271), 'lon lat': (48.735176086425781, -123.13486480712891), 'Vector Stn': '57'}\n" ] } ], "source": [ "cluster_5['lon lat'] = (nav_lat[cluster_5['NEMO grid ji']],\n", " nav_lon[cluster_5['NEMO grid ji']])\n", "for i, (x, y) in enumerate(zip(vector_x, vector_y)):\n", " if x == cluster_5['NEMO grid ji'][1] and y == cluster_5['NEMO grid ji'][0]:\n", " cluster_5['Vector Stn'] = vectorlines[i].split(' ', 1)[0]\n", "print(cluster_5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cluster 6" ] }, { "cell_type": "code", "execution_count": 191, "metadata": {}, "outputs": [ { "data": { "image/png": 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f/uUafORXZ+P0p83FN5f/Bm9+1gJ8+o7zcN4Rn8W3/vhRvO6Z78ZjmhND6Umg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cluster = 6\n", "imin = 175\n", "imax = 450\n", "jmin = 0\n", "jmax = 310\n", "ax = background_map()\n", "ax.plot(d_stn_x[bio_non_norm == cluster],\n", " d_stn_y[bio_non_norm == cluster], '*')\n", "#ax.plot(d_stn_x, d_stn_y, '.')\n", "ax.set_title('Cluster No' + str(cluster))\n", "ax.plot(places.PLACES['Cluster_' + str(cluster)]['NEMO grid ji'][1],\n", " places.PLACES['Cluster_' + str(cluster)]['NEMO grid ji'][0],\n", " 'x',\n", " markersize=15)\n", "cluster_6 = {'NEMO grid ji': (320, 68)}\n", "ax.plot(\n", " cluster_6['NEMO grid ji'][1],\n", " cluster_6['NEMO grid ji'][0],\n", " 'xm',\n", " markersize=15)\n", "ax.plot(debby_x, debby_y, 'gx')\n", "ax.plot(vector_x, vector_y, 'b+', markersize=10)\n", "ax.set_xlim((jmin, jmax))\n", "ax.set_ylim((imin, imax));" ] }, { "cell_type": "code", "execution_count": 192, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'NEMO grid ji': (320, 68), 'lon lat': (48.248786926269531, -124.11007690429688), 'Vector Stn': '73'}\n" ] } ], "source": [ "cluster_6['lon lat'] = (nav_lat[cluster_6['NEMO grid ji']],\n", " nav_lon[cluster_6['NEMO grid ji']])\n", "for i, (x, y) in enumerate(zip(vector_x, vector_y)):\n", " if x == cluster_6['NEMO grid ji'][1] and y == cluster_6['NEMO grid ji'][0]:\n", " cluster_6['Vector Stn'] = vectorlines[i].split(' ', 1)[0]\n", "print(cluster_6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cluster 7" ] }, { "cell_type": "code", "execution_count": 193, "metadata": {}, "outputs": [ { "data": { "image/png": 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8O+thBgy/FiEErXOzyA4aJCyHR6Y/yN33jiUraBA0tR/MTm3rcB3N8zKw/jtj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\n4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RIsnhNA/2J80bhQKSRWW8Zao31Nj7PnyeWb5F64jkkiY5mxBfbzkSjbSBYeEUFGJUgi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\n0M33BlD32q3Jjolyvse19Xzqmpvcz0tPfjqWnvL0c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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cluster = 7\n", "imin = 0\n", "imax = 650\n", "jmin = 100\n", "jmax = 360\n", "ax = background_map()\n", "ax.plot(d_stn_x[bio_non_norm == cluster], d_stn_y[bio_non_norm == cluster],\n", " '*')\n", "#ax.plot(d_stn_x, d_stn_y, '.')\n", "ax.set_title('Cluster No' + str(cluster))\n", "ax.plot(\n", " places.PLACES['Cluster_' + str(cluster)]['NEMO grid ji'][1],\n", " places.PLACES['Cluster_' + str(cluster)]['NEMO grid ji'][0],\n", " 'xy',\n", " markersize=15)\n", "ax.plot(places.PLACES['S3']['NEMO grid ji'][1],\n", " places.PLACES['S3']['NEMO grid ji'][0], 'gs')\n", "cluster_7 = {'NEMO grid ji': (504, 246)}\n", "ax.plot(\n", " cluster_7['NEMO grid ji'][1],\n", " cluster_7['NEMO grid ji'][0],\n", " 'xm',\n", " markersize=15)\n", "ax.plot(debby_x, debby_y, 'gx')\n", "ax.plot(vector_x, vector_y, 'b+', markersize=10)\n", "ax.set_xlim((jmin, jmax))\n", "ax.set_ylim((imin, imax));" ] }, { "cell_type": "code", "execution_count": 194, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'NEMO grid ji': (504, 246), 'lon lat': (49.316856384277344, -123.80063629150391), 'Vector Stn': '27'}\n" ] } ], "source": [ "cluster_7['lon lat'] = (nav_lat[cluster_7['NEMO grid ji']],\n", " nav_lon[cluster_7['NEMO grid ji']])\n", "for i, (x, y) in enumerate(zip(vector_x, vector_y)):\n", " if x == cluster_7['NEMO grid ji'][1] and y == cluster_7['NEMO grid ji'][0]:\n", " cluster_7['Vector Stn'] = vectorlines[i].split(' ', 1)[0]\n", "print(cluster_7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cluster 8" ] }, { "cell_type": "code", "execution_count": 195, "metadata": {}, "outputs": [ { "data": { "image/png": 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Tx/L0g09x1p9/S056mGce/zuO04fKysncetP13P6XKVx4yf9x9nl/AMMgGto2\nY5IkqZQfNkyy0yzCltHkysc78CoWra/i25LKRspz7TIsDJGUkNTaKptPizeyZ346CuoMTxOYBuSn\nWbTJChOxDIIa2Z1DYFBaGavn6JoQyzBQyksN7PKU4tMPDfoPqKt09ZRw1jlnkZaZy6R6aePh11zI\n4BMH0yE3Srs2bbn5+o8AoTbmccvtwzjx5CF4SvfdbG48x5aQg0eQqNSrk93y08mMmlTGHFxXsaEq\nQdbhVwOwsSrB3B/WEHe0JUkPGdieoltuGqYIu2WnkxGxyEqzcFyPypiD58GG6nijylfQo0i7ZqfT\nLj1CfmaYaMgg8fmk7QoEB2wfgUFppSQLvFxPSx3ajuL996HfAJWqTTFFMAwtRVBZEaeg04NUlsdB\nBBFJuTbl5TH26jWSVcUeYhiELMNPLW/5HjoM1G7WpsLYrqeIOS5KQVbUIhIycFxFheMQtx1dQwN8\nvqo0ZUwADumQR8L19GwfpbD9rueIZRAyBcu/ocyoRZtYhC7ZGRiiY0mmIcRtl7SISW661kUJViU7\nn8CgtHKSgtGeStaN6OpZEVLyjSuKirnh7mMp/OFEevSaxoqiYkT0sYsXL2filMGcdPJxvPfObIqW\nrCRsaZX6rWV0lFKN3JTMo64llnBTqvhhy8AytAFzPI//lVZSUqPXDDFbH9wtL43dMtJonxPR2ZiY\nlqbMiFhkRq1U4NgQnZEyDIiGwg3Eti3TIG67RMMm0VDg4vxUBAallaJHkCo/OOkR9ruEq+MellGn\nqGaZwrmXnovteixZBAOHDtIZG18F//KRFwDgKeG03w3Vx5oNjUn7AaPx/OCvIckViE4Fm4aQcaQe\nnBUyDapiDpUxhyrbRhAK11aRnR6iOu7wz9UbKY/V6Zoc0jGHbm0yGjTpKaBN36tTSv21n05kfTNe\nD5u66YGBi/PTEaSNWynJZIkhgmnoJkDXU8QSLjffMIGY7aamBeoD4IuPP8dTXgPJAk+B5ynuuvVe\nvxhOUvOSlVJMmS0kHJe4L2ewdt54St6fkMoi1cRdNlbbxG3PNyY2t948ge/WV/FdSRUfrtxAcVkt\n/15b1sCYJJ/DhqoEHDwCOWQEmUdeS/jwq6mJu5TX2sRsvX/7AaNbZFBYwI4nWKG0Uj58H95/X3A9\nwfXAdhVTJlos+l8hs987iOVFRey1dw8OOtxjrwMUc6fP4buFGcyfodPGyYyQUjD93Vk899d19D18\nJm3bDmWWjsliAAAgAElEQVTAAP3Y9I+W8vhj6eyz/3ROPHlIqnS+bb9RlNXYOJ6ipDLOJx8JRxxl\nkxY2efKlN3nrpTLSdv+I3v2PAeCrNeWp+06OslhbZbO0opr0WpNeZGEaokel+lMJTUPIjFqkH3Nd\ni2uzBOw4pDlSfzvkwiJqyfS7fpJrt3Y6DhqD5+n4RdxxidseTz7xPPfdHSUn9xuKltxJQccniMcz\naNsum/XryvG8DlSWDyY7ZzaGuZbeB+6DaQg/fP83IhGDJYV30KPn9ZRt/BWDjvuEBQuKsBN9WFJ4\nB916jMOyFjL88jM5Zc9VAFT/6nLKa23W1cZ56eEMunZ6iTdeeAvH6c3ypXexR/dxhEILOf+S0zlz\n37XE9r8C0xTSwxYiUJtwKamIs742To3jYPvBZQNolxYlbBp0aZOOAHkZ4e3KNgVsG92HjkUp9aN6\nsAOXpxWjUH5NinDWOb/nsCMPIu6r24sUMvb2NF6cegwjbg6TljYTgLT0WdxwZzoPP7sXjz/fi7G3\nHpFSxI/FPI465lAefuI+xoy7tN52xcjRl3DeBX9MXdtT+KlrRcQ0uPjic7hu3DCcBCQV9K+49mLO\n2EcXm0W/fpCsqEV62CQ9bJKTHqJzfho922ayV342+7TJpld+Fl2zMrAMITNi4XqKsGUExqQVEbg8\nrYz6FbFJDMFXWhMqKuJ033MEa1bpjI92FoSqyji5ee9RWRHDECOlbJ9MG+/ZawSrVyk8IOEq4q6i\nIrm9WJeWeUrPyok7LiWltdieR8gwCBu6wdBxVepcq4oVkbCJ1Gtjjn02icz+oyiZP4E2/UZhCDhf\nTia66fM5ZCQhU7cFhC1js8PDAn5+BAalFZL0UnW1iU6lWoZQXlbB7ZMGMOD4gUx7ZxZFS1YSczyW\nLyvmujuPZvWSgey9b5yVy4pT40uLCosZ/8BAhv76OGZMnc0LT5cTdzyWFq7gvoeP4+RThzBj6hwW\nLVpOWY2N7XrYfu2IJULUMnGVoqzGZsnildx930COHTKA+TPmsmTxCihoeO+mIbQfMHqL1bfePycT\nhy03AQb8LAliKK2MZC+P8utOEo7O5NTaLh+9LxzUVyvcV8cdbE9LHDjKwxKDvz2ayRXX2oRDunDt\n849NvvjESPXXKAVTJoYYOcrBMLQSvWUKB+S8wklXnUV5jcPceR6ff2ykAqi2q3j2oTQuvDJG2NLb\nDREGDhKOPFo16qFJNjI2t2s5YOfREjGUYIXSimjK3am/WjniaI+EUzc0vX7RmUJxcF/H74vROwwY\nAP37e1TH3VQ8RgRGXQ+e5xGyDKo+1jOFS+ZPIOfo6+jfX3HMsXpOTm3CJe64iMAFV8RJi5h4HrTL\nDpMR0fqxm9aEJAd7BeyaBEHZVkRSfrG+jECySC0ZRxGBB8bf55e3+/+Unovz8fyJOK6HYegitGhq\nwJbi3tsnA7p4zTSEaEhLQ9an/KN7yEkL6VnHAg9OuE+P+AQSnu61yU6zEBEsQ0hrYnjXmrl34yq1\nWcmFgNZNYFBaM/4w8/p/8GdOncXLz5Tw/ox5QN0q5cMZ83jthVLmTJvjGxMjFUeZOXU2Lz2znplT\nZ6dMVbI0f1NMv5x+xtRZ/OP5Uj6cOQ+FX2Angu0qTL9gLliH/PIIXJ5WiF91D3VfeP6Zl3j6sddw\nnN5UV03mkYljeey+J+ixT2cWf78S1+lDTfVkHrxnLI/e9wQXXXoGEcvg0Yf+RsLWx9x7xzjKyyrp\n3Mnm/IvOblJL9oFRZ/PczDJiid5U+3IIleUx2rav5rTfn4ntesRsl4youVk5Js8LBOd3VQKD0spI\nuj0dBo4BA5K25ffnnEV2dh533vIpWqZAcemY8zlycD/mz5jLExP+ha4PUYy96VJO/M1xxGyPcHoO\nt9/0CcnakXPO78rpfzxYP2Ya5B17HRs/uCd1/SsnPE/nw95j7OgPSMohnHb27pxy5v4YIlimHjOa\n7MVpipC5bfq0Aa2HwKC0Yup/XsUPplSUx+mxl64dMcTQ8gUIkdA0Du/7IokEzJo2lQX/vAfHVWzY\nkEZF+b702HMEa1Yr9ty7FNdXzHfEw1J1cZCOg8akFOIqyuN063kVa1dDj71KUo2DSlFXe7IZnycw\nJrsugUFppSQV7ZNC0wgsW1rMPQ8MYtAJg3jzjekULi7GU1C8bBUHHeYx8vJV/tGrUue5d1JPbpt4\nGYNOGMi86XNZumQljquwDAVmwyHmntJyAYsWLee2if05evAAZk2bw8plxb5cpJARsVKGxGkiBhOw\naxPUobRiOgwcQ9xxU/qwrqfTw56nh4PXxF0qbd3E98p9p3L+Hz9tdI4XXjmKa26ege0oDENnkL78\n1ODIYxSZEQvL778xDC3rqFDYjmJtRQzb0SJISY3bjKhJ26wIrqfIiOh5PyXzJzRx5wE/R4Jenl8w\n9WtSlKqTMUDBhNsmgSIlQ7BFREjYHvfdNRnP0wbji09Mf2WiuO2me7FdN7VSSc3qAR4cfx9JTZak\nZmws4XL7zfdSG9fHBLIDvyy2alBEZC8R+beI/Mv/Wi4iV4pInojMFJH/icgMEcmpd8xYEVkkIt+L\nyJAd+xR+mShFqsakzm4I7707ixeeXsfc6XOoP120rLSsyfMYAjOmzuLV5zYwa+rsVKpYKZj+zmye\neWotb785E8/vBhbR+imzp83m1ec38P6MuYR9iUbTEN59awbP/3UdU9+eSU3cDVYovzC2yeUREQNY\nCRwOXA5sUEpNEJHRQJ5SaoyI7Au8CBwK7AbMBvZUm1wocHl+HB0GjkEplZog+NcnX+CpR/+O4/Rm\naaGWL0jPfJNuvTqx6LuVdGj3LRPuXtnoPGPH5rF63SUsW3Inu+8xFiu0ENO4FOU9gvIOYEnhHXTv\ncT2h0AIuu+IslIKHp7xCwtbX2aP7OExrAfvs14Xvv1mO6/ShaMmddOsxjpC1kGGXncmpe61q4hkE\n/Nz4KUrvBwOFSqkVInIK0M/f/iwwHxgDnAy8opRygCIRWQQcBnz+Y240oAmkTgryj+f+npzcfG67\nQaeAqyq7cfWNF/JN20/Zq6gP0x9dzYgRPYhElrBbtzQS4Rids7qyW9coy5ZrmYJEXDH82gtY8sNx\n7PMrh3v/8jlJWYPrbx7OmWecAAK5efmMHfUhIMTjHuPGXcLgEwcx491Z3H3LZyTT0zfcNZxTTzue\n8o+CiX2/FLbVoJwJvOR/X6CUWguglFojIu397Z2B+tG/Yn9bQAui7Yg2JknpRp3OjdFzrxEsW3o8\nBsKJ3c/miv/+hsqaQZSVnUki8jeKT53HO3+aS350N+6b8E9KXq8kL386G0r6M2faHsyeFmXIr/dm\n/bo08ttMZ/26fnz/XS6e0j09ptmHigpfKX+VRzRkkhEJYYhBZYVOW69Z5Q9yD0rYflE026CISAi9\n+kg2YWzqK21zuui+52envu/buzt9+3Tf1lP8YknO50nO3xGgaMlKJk4ZzHG/HsSw85axYtlsjhjc\nn34bz+X94c9yyJKx/KfnXH5dcxFt0nZDgFBoARMf6cygEwbx3tuzKFo6hz16diMamc3Jv+vKSScP\nYdbU2SxdsgDF4XQYOIYFF/+Rx544h5NPHcJbb85k8aIV5KaHWL9qDfc8MIghvx7MrPfmsKRwBXHH\nbVQcF/Dz4LMFS/hs4ZIWPWezYygicjIwXCk11P/5e6C/UmqtiHQA5iml9hGRMYBSSo3395sO3KyU\n+nyT8wUxlBagYMBoHF8s2vPHWrie4qpLDTp21mndmOuytmols5/rxa/PX0TX3K5ablGEw470OKSv\ng+v5Ugie4tHJYS4ZkfBHWOjKV8vQYkfRkBZm2nQWT8HA0biuojru4iYHsKODvmlhk7IPA4Pyc2dn\nx1B+D7xc7+e3gT8D44FzgbfqbX9RRCajXZ2ewBc/5iYDtoDAxx8Ic+YZfuZHq9W/9XeLYSMTiECN\nXcGXa2Zx8PFpfLv/yVw6+O90y+9GJGSAAsdrYrmpFI7nAQamoRDRxilsGRiiUmnrZCvA2rnjKRg4\nmrSw6c8HUji+Cn+0ia7jgF2TZtWhiEg6OiD7er3N44HjROR/wCDgbgCl1HfAq8B3wDT0qiYomdxB\nGCL0GwDjboDrxnlcPdohEZ/A5dfYXHGtzSkXLWLBvoN45I6jqV1XyC1HvsAVs8+gcMMSXFelDNCk\nOyfjuJ6uRfFXOa6rmHjHJGK2SyyhR1qI1Gma3DBuPG37jaJNv1F0GDgGQ4TSDyb4k/78bmaBhBuo\n1v9SaJZBUUrVKKXaKaUq620rVUoNVkr1UkoNUUqV1XvsLqVUT6XUPkqpmTvixgPqEMR3YWDq2zN5\n7ql1FC5aggi8W/gSkwa+QuGni/nhmxiLPynkjmNe4s1FL+ApiIZMPpo5j1eeLWHu9Dko4KDDtRDT\nrKmzePnZEmZMne0HWDUKxev/mM7jj67mrTdmNAi7dhw0xg8Q13VFbzogPWDXJSi93wXoOGgMjz76\nHI8+9DdsW4++yM2bQ5t2k+i1z+58/90KHLs3K4ruonPXMVjWQk7/06lkRixefvp1XLcPhYvvoEu3\nsZjmAvbcd3d++G4FntuH5Uvvomv3cYSsBQwbfiamKTz28KvYdm8KF+vRG5ala1QuuvgcQBfF2a5u\nB6iMOQC0yQyz4f2gyG1n067/6GZPDQgkIANSXHTx2eTntWHsaF0f4jhw1XWXcOyQAcycOotJt31B\nstbkvBF/5pghA8lPC5OXn889fr1JPKa4bOwF9PNFph+++58kZQ2uu20Yv/vdUExDyM7J56ZxHwFC\nbczjL3deymm/G4rjqtQIVEEbFs8fyB4M69r55Bx9HaXVO3cwa9DLswuwes7d2s0wDL8+ZASO/T2G\nIZiGoetDKrXcQHVlHHytEtvVjX7lZTF67DWCyoqYDs76tfxV/kiOyooYIatu7AYI5eW6DqWirNaP\nuWiZSVUvvGv4766kqlzesdft3BfmF07C9bB3cvwqWKHsKigoXLycBx8ZwtCTBvPmmzNZungFpims\nKCrmton96TdkIDOmzmZR4XIcT1FlO/yweAU3T+jHsccPYOa0OSxbuhLHUywvKubGCcdy/EmD+XTO\n+6wsKiYSMrAdReHiFUyaMpihJw1m6juzKSxc4bcAaBlIw9D6tmH0/B/H1YPVI27w92tnUptwKau2\nyT7gKqz/3L9TrhnEUHYRCgaMxvXTtbajiDsurgdx201lWVxXj70ojyew/UBp2DRI82frOJ7CVR6e\nAlOE7EiIkCW0yQyTEbEImUYqJRx3dEbIrhdwtUzxtWoNQpbWUimr0YPUPaWwTCEnLRTUpOwk5OAR\nrKuIE7YMcr5/aKv7B/IFAXVI3Zfbb7kXoZ4Svp/mfWD8/YjouTmGAY7yOH/a0cwvmsFD9zyA4+mi\ntC+KZ3P+e0cjKO6/+36/tF+7MJahFe0NgbtunUjYEn9OkMJxFY7rccuNE1KFLWHTwDC0OJPyFLfe\ndE8wRmMnodCve1mtvdOuGRiUXQhBeOuNGfz1iTW89+7s1KiMkCXMfW8Of3uuhPkz5pIZtsgKhQib\nBuf86kau//j3vPbRV7w/Yx6fFc/hpo//yCW9b2XO9Dm8+lwJ7749C9vVKxMETFOYNXU2zz61lmlv\nz8IyJFWh++YbM3jy8TW89o/pOK5eySR1Waa+M5OnHlvDJ2UH/sSv1C+Er+6jU14atuexce/hO+WS\ngcuzizC1cDcemvJKKp3bvYdO5+7XuysLFyzDcXpTtOROunQbi2Ut5Kw//5Y59pssf62Smoz2lA95\ng4z/HEH1gR/TbkM30qf3Qnk6bdytxzgsayHDLz8TwxAemfI3HLs3i+uljXv9qgvffb0M1+3D0sI7\nU9c/9+LTAfjrY39PSRv07Hk9JOZy3qk9+P2J+//Er9yuz9oewyiNJ+iWl0H06wc3u1+QNg5IcWL3\nFeTeNJyx12k1+njcY+xNl/KbU4fwj9emp5TtE3HFlaMuYuAJg9i/5FCuMH4Dz+0N82+metDNRMli\n/NmvUtRzCY9N+IqkfMGNtw3jjP87ARHIzsnnxrF18gU33jqcIwf1Z8Y7s1Kq+7Uxj+v/cglDTzoO\nEcjIymW8L20Qi3ncfe/NHJHzn5/yJfvFkB6xWF8bp7zWbjSYvqUJXJ5dBK06b1BeHqPX3iMpL69N\npY1Ns07WoLIihmEIIdNgVfUPnJ5xFeUnvQwDboaqCDGqmL38VRA/bdxzBBXlMUxTiDkeMVvPUi4r\n09cpK6vF9SBkmZiWSUV5nJ57jaCivNZX4te+vGkYVFTE2bPXCMrKa3EcVaeOH7BDMQwtZr66OoY6\naATZR1+7w64VrFB2IQoXr+Dhx4fym1OO4/V/zGBJ4QqU0rIG904ZzHEnDGLaOzNZWlgMAgcW9GXy\nhlsgtxqA09pcxafl7/DK9xMZVH4hN044nsEnDuKjWfNZsngFtuNhGsLixSt44OEhnHzqEN58YwaL\nFq1gwFBYvlRfZ/AJOj1dtKROIW7ZkmLG3z+QE08+jrnvaXX9M84Y06hrOaDlyU4LQZkO2NfEnVR9\n0I4giKHsYrTrPxrPz7h4SpeZOa6nu39dnRq2HZ0ajtsuv/nHAWyoXsflh0zisf+M5tajXqPKXs9f\nv76Vv5/ymZ5zHDaJhIzU2A4BQpZu/rP9zI7rKSzTwDQgXr8qtv7bS/TxGWGLsKXlEAKDsnNY0vVC\nqmwHSwwKMqK0+eHhRvsEaeOARhhSN0A9WQZvGYZuHjQk9dUQWFO9nKgZ5dZjXmbil5cw6rBnuO+r\ny9gta0+eGPqhXzWrz5twPGxHjxlNOB6xhEvM9og7rl+/ouUNbDepoeDPXPbvIzNqkZMWImqZqT6f\nIH288+hVkM0+7bOxPY8VlTVU/epy5JARLX6dwKDsaiTrUaTxtvF/mUh9yci3F7/I7cc8wYcrX2fI\nyiv4qPgNrjx4CrOKtOyNUoop4+9H+YJJSeEkT+lVz1233puSOwBd8+C6HvfcPgkRCJkGEcskPWLq\n9LWpC95cT6X+B+wc7C8mkRYyMf03xurKWmyn5V//wKDsYgi6/F020XKd5ssazJg6JyUvcM5+l/HG\n4mfotf4YPnxZ6Ln+aGYVvcBJPS8CYO70Obz6/AZmTp3tF6+RKmKb/u4sXnh6PTPenZ26riDMmDqb\nF55ez+xpc4hYBhm+MbFMPfc4ZBoofOMEtB8wmoCdg/PlZDpk6jyPICl5zpb8HQQxlF2MjoPG+CsF\nLQf55BPP8/gjr+L4sgbdelyPaf6HP114Ot/bC/jkxe9wag6iuOhuOnQZjaR9Rf5BJpVfGCj3AFYU\n3ZWqXfnDeb8F4KWn38B1+7BsiR6jYVkL2Hf/rnz/zfLUGI/k6I0/DcltUGvStt8oSqttTEMI+QYm\nGjZYOzeYd7yzWNtjGKuqawmbBnvkZtAmK0zss0lBHUpAY1bPuZsOA8eQjIb+6bw/kJvXhpt9uYF4\nzGPcX4Zx3ImDcbwzeC9/JhNu1fUhdkLxpysu4MhB/fhq3of89d5/AUIiprjsxgsZfMJgDIGc3DZM\nvP3z1Pmuue0STjzpOOZMm8MtN3xMsj7lltsu56i8hrUmntKulOvp3p/kyidg55GfFWZZZTWOUvx3\nQyW9rRxCLXTuwOXZxUn28qTkBvz6kPr/qyrj7N79Smoq4lqiwJcpqKrQkgcVFTF9Mr+pR0RS4zIq\nKmKYYmCYBmLoepfkdaq+e7NRrYkhpJoYlVKBQfkJCP3nAUQEx/OwPY81yd9vCxCsUHZxDBGWLNF1\nI78++TjefnMGixav0BIDSlheVMxNE/px8IBjmDFtNsXLV+MoLV8w8rajGHSCX4dSWJwSwV5eVMxt\nEwcw9KTBzH5vNkVLV2KKsHjxciZOGcwpvx3C7PfmsnDGCw3upWDgaD+7A67n4bjaOCUcLxi1sZPp\nlJHGiqoalFKsq42zewudN4ih7KK06TcqFURNrgKS4tMxx8XzdKbGdhU1cYfKhENFwsb2tNQAQEbI\nImwaWuNEhMyQhemnnnXNif4+ZPnB1nquTFbUwhBh/fzx5B87KpXKjtkeJRVx8MdrhE0Dy5+LXBFM\nGNxpVO57Oasra9kQi5MVCnFIlzw65UaCOpSApknKDSRV6kFx2y33phTVRNDCbaJFp5+cNAVQKTcI\ntC7sExOn6BoUTxev6ZZ48JTHxDsn1ckhiE5Fe57HnbfcSyzhYrse2Udfi+Ppcv247XLLDRNIOPpc\nnqcNXLJTecpsCWpTdhKRkEHE1ONNwqZBSwm7BQZlF6Vk/oR6BW3w7pszefqJNUx9exaGNEwqz5s+\nl7deKuXzOR+k6hQAPpg5l6mvlDF3xhydihbxVzqKGe/M4uVnSnjvnVl4SmvJWoYwfepsnntqHW+/\nNZPquEtJZYLVG2OsKK3huRff5dmn1jFj6iwSflFcwh/d8e6bM3nisdXM+Lhop79Wv0Rq4i5lca03\nmxGyWsyQBy7PLs67hZ156MFXcJw+KVkD01rAny86HcfzeO6Jf2A7vVm+9C46dR2DaS6g696dWPrf\nYlynD2uWj6dT1zGEQwv5/XmnAfC3Z97A8Y9Jpo1799mDb75eVi89PQ7TXMAfzjsNx1O8/PTrOG4f\nViy9i9330Gnocy48DdMQXnjqdVzHP67zcEzz34G0wQ6mYp/LWFpWTY3j0CUrg14dsmifHQrSxgFb\n5oILzyYnJ59xY7TcQCzucdONwxhy4mASrkdmdn4qbZyIK8679lwOHnAMn8yez4uTFwCCHVdces0F\nnPibIbieIic3n/tu1yr6sZjHuFsv4Xe/G8p7785KqeHHYooxt1zMsccNJOF6pGfl8eBdX6auM/y6\nCzjhpCGETKFtm7bccZOWPYglDG64uDdDj+72E75quz6bVim7LbSwCFyeXRzDEEzTaJDOFQQx/LQx\nQlVFnD16aEV8QTAMA0OE6soEnbtdQVVlHA9AdFOg4aeNk4r4Ckj4o0cryvR1KstriYYsomGLSMjE\nUYrKihhde1xJZUUM1yMVj1HodHOvvUdSFbMaxHECdgw5GSE6ZaaRHdb9VWGzZUxBsEL5BVC4eAWP\nPDGUIScO4t23ZvHDouWpx5YVFXPDhGM5enB/pk2dxcplqwBYs3w1l9x8GIcOPJb/zP+IoqUrQYEY\nsKKomFvv7cegEwYxb8Y8li0tBgVLC1cw+eHjOPnUIUx9axZLCleQHjFJC5usWraaa+44mqOO68dn\nsz9g+dJVqebBZUtWMnHKYH572vG8NuFyioqrf6JX6peD8a/7ye1zJXHHozQWp4uX1iLnDWIouzgd\nB41JBVJjtoerFAmnLuuSTBs7nqIiYZNwPWKuq8v3/feGKULYNOmanZ7qYE6SXLFEw77avd+zEzYN\nEB38E4F15XFWV8ZwPUXIFKKmSWZUK+mnR0wsQ/f9BIr4O5eV3S5hTU0tB3bKY8+C9CCG8kuj46Ax\nrJ6zbRoi2nvQvTPKVRgCpkEqbZzEMgRXCeIJqDpFNVcpah2H6oSrO1Z9+QN/XhiGJCUSdIexZQol\n/tjRZD1MJGQSMgwSroOpxDdSem5P0hCFWmjZHbB1Yr2vIBoy+W/hWspqXWqdkhY5b/AbbEV0HDSm\nwddtQ3Hzjfdot0XX0KfSxwrFI/c8AP48nsgHVRhVWq/klQceTaUUyxMJPR3Q7zi+/249PMo0dfey\nV+5SOaO0QUp6w/sTKP1ggi5eE3jmvofwlC56+OITw9dt0bGe5s7gDdh+yva+jJXdLuH7dRUsLamm\nrNYFYG1Vy4zaCAzKLk5yNfPG6zN48rHVvPvWzNRjgv4gz5s+l3+8WMpHs+YjAs4BaWROKeHf737A\nzL9X8OXcDwCodeqGhs1+bzavPlfCnPfmYBqCV+5Qcvtyso/MSa1O6uN5ik/nzGfqK2V8OGO+nv/z\nqYlSdZILATsO78Cr2NhrOAvXl/HZqo0UbqzlqzXlqcfz01vGWQliKK2M5OrE9RQibLbtPxk7eerJ\nF3Qdit2HxYtvp0fP6zHNBZx3yek4nuKZx1/DtnVNyW57jNV1KL06sebbEvrkdGfqD+PIbn8PprWA\n48/6NaXFHfm06G6iK4awbMmddOsxjiz5H2ML/swxLx5HVkEE0xDWzau7r5enfc3T0zdi231YtvRO\nOnUdQ8hayB7d7uCZV/YlK2oFZffo4eaVMQfvn5PZsNdwVlbWUJ6wCRnC3m2yKciJkvh8EqCnAiYc\nT8+cRs+pDlva3SyrtrFMwXY8EFhfFeefq8sbXa9LToTuuZmYhpAWNtm3U2YQQ/klkuzNEeoMTP24\nSioQi+L8C/5Ibl4+Y0fp8RqxmMdNtw8jJ/d4Du7rkJWdx903+/IFccVFYy6gT7+jeOmRb/h46jR6\nDhzB953nc0q3Czis/0Am3VPIhaddyUNPz4Bz+2POPIab9x7GQU8dieToUu76xgTgrBP2I3v/fbjj\nZl1rkogrLrn6AtYt2w9TFNaOVE1uRdQkHCpjNvbel/Hd+rIGbkhxRQmDu7VD9RrOqqpackprAQiZ\nQmXCIStkkZlm4biKBevKUEqRcBVRy2jSnWmfGaJ3h1yyotoE2F9MbpHnEBiUVoggKDw85QdPkQZx\nFc/P5Hhesp9HKPfHXhQXe4gIn31icMgRvhRBpR6XsWa1/ivnqhjfF4bZUBUjuiiXLpnteT1xF0sX\nfsE+bV5gReIhyk76G3vMPINTSrpTcnqCzHZRTEPY0IS7IyJ4QGWFlkkoWSs4/izluKObEdv2G9Wk\nq/RLIdb7Cr5ZWcZ/N9SlzI/dvQ1KKT5ZVYrrweyl6+sdUbdft7w0skIWc5eup1tOOjnhEBUJm/KY\nQzluo2sd2TmPTksegw3Q0kNKA4PSykiuRNoPGI3nKTxPMKQuI+Mp3XSX7DR2XVi8SNeh/Po3x/HG\n6zNYtNivQxFYtrSYv0zsz8DjBzJn+hx+WFLI44kbWWqfQburp3H7iXOYP21vHvOuZMHaubjl37Gw\n6ssu8f4AACAASURBVHYuz7ydP/3qFL44exFF61YSsYwtGoTPPoCj+g+jzW67saywiLdermTh5xEM\nSZAeAcuA2mVH07f3cvr2Wb7Z8+yqKAVFFTWpn/fIjdImK4z57/v5LbC4y4X8Z20FBZkhFPw/e+cd\nL2dV5//3OU+ZcmsKCV3pUqOUQAikExVBXMWKDaUIIjUNf7srriskIBAQEVZcZV377upaQEpCiPSi\nAsqCkBBCQnq5bWaecs75/XHO88y9KeQm3AAh8+F1X7l35pmZZy73+c63fL6fD3s1l+lJUjwp2G9I\nM6XQ49QFt6APuoharKnEKcPLdlfn6ZVdALQVPd49rJ2hLYXt9j4aAWVHhuhV/mzQ1My0S4wxXDrl\nLKQUJEpz6ocmE6eaa64CDJx74ZkkqSHVmpNOPoldVrTw/Tv+DhjWmWW8sO5PLHrHk9y064N8554v\n85eVc/nCaV/jo3ecQtsVe3Ha0P0o+N4Ws4urbziZSpSyaF0PUboLsAv/dWuFz1+QMKy1QFPBpxSO\nZtW8B7bXb+stjeWdNWqJ7WcOafI5esV/wIr6/fsvvo39gdV7n0ch8CgGkuCpG+2dS8jzEPmnGygD\nZWAokIy4kN1bLWlNCis10Vz02F7UwUZAeRtAGYPneCMCgRDGyhQ4DZRaqvEEfONr3+Lyr13mAo19\nrEDgS8P1V93ARdMv4qDBh7JP27tYIDwGr/gE1/3zOsYf9i3+p7aG5175MNz/T/zQfINX9gxY8Yk/\n8d73nsDYcYJDtnCOVh8F2gshq1RkyzKlWVmpkShNc8Hntuu/zRXfmEbngztXg7b70At48sWVAJxy\n0HCKT2/ef3joC9/dqucOnrpxI3nH7clDbgSUHRS9h3O9xQgyvZPe9z84X/DD2xZwx+/fzcKFi9j/\nwH254RovF1J65MFlPPnoJ3jqyXUcM2pXRsUP8OK8Ngb7f+CFP6e80PRXnk3/yJmTxtK5dBEt+63i\nP95xBN5jH+RLB3Zy3Oj307mFxGLt/KtpOv4yioFH0ZdUU2VNyLShJ0257w9z+MFtKxnxnj/w8Y9P\nY/W8naefkrhR/J5thdcMJjsCGu31HRxO5rUP8nIHw3/8+4+ZfukH+eszPySJ38tfn/4Bv/31B5kw\n+c8MG/4j7vzNaaxa8V203o9VK7/LXb/7ECtfmUrboP+k68X7ULUP8Px+n2H37rs47lerWTR0JQ/M\nXcQnfjyFZPRKZn3jIY4/6jR+esczWzzXnoeupbXs0xT4ubjPXb/8b8465TPccu3j9HRfzze//iDH\nvPtUfrtgj4H/Zb1FESUDpG70FkAjoOygEJbiyqZYRPl9Bj595qeY+tUvUatpsrHxJdPP5bAjDuOT\nn/0kF007hyiy90U1zQVTzuGqG67hqOOOJIns9t7uv/oMVxW+ym43HMc7D38XHzj/Y8zvMFx4+22I\nHsElM77EJ95/WL/O2zwxm8HNIbu1FDnquJT3f/QjfOK8zxK516pVNVMuP49Pf+6TA/Wrestg8Jhp\nm7zdSmnCIUNb3+AzGng0AsrbDBtafGU0+96q99kSj5QCISSdHRH7H2ilCKxGrIcUVtbg4HdO4fS1\n+7PwAxVEm5UWQAhW91S48x238JE1+5N06K2SG2gtBRQCjxNGQ8H3QAh6uiL23u9COjtrJNqtIb+N\n4B9zCVG68QgXIPQle7YWUWrHl79s9FB2UGxEcH6N6++lBUu48ebJvP/USfzm13ez4MVX8tTm5YVL\nmHXDBN53yknc+bt7eGnBEqQUdK7v5GtfG8dxf9mfR0a8yEsrrbL94cckPPuXZXzpimMZNWkcC+5+\nhPLtKd6vLkQ9d2O/zj3wLDOzGHgoY1i+eBlf+ZdRnHDSOJ68748seGEJcfr2KQPA9oo2N6y1S5lm\nwESO3kw0qPc7KIaOm9an5PEzwSRh92Z6IpWPlH23vKe0IVGGKNE88qBk1An2otWOHJc9NlGGh+/W\nHDhnEYUpuxMOCgH7+MWdPURKk2qNLyVDiwWaaiBuWMFe/7IPtWdv6Nf5t4yewtqemGqkWF2JqCQK\njUEiGFoq0F4OGN5WxPc2TZbbUfDwLp9m96Yy+wxtorXkbyTPEIy8hKVrazy3rpOjdh1E099uepPO\nlAFxDmyUPDsw+nwUuD8D7TyDrZq9RbZV/K9XXItwtx47WvWy1zBc/Y3rcuV6OlMOuW8xpam7c/Mt\n38GXOOsMq2MihUBrw49v+K592RYf/9LdePVri9DdXr/OPfSltejwBAWvrhimMXRECd21lO4ozScg\nOyJqh38lX6aMErXJ5mslUnTEMQKoJpsuiXYkNALK2wxZD8XUb0AI+O2v7+IH31vOHb+9tz4Vcvs+\n1vh8JXPvnEvoC6LHu2mevgfzHrqfX/xoDXPvmkvgvHPawoBACh6ZM4+7f9nJ/Lvvs6PqFo/gst0Q\n+nP9Os8191+N79mgUvAkZd9HuqgYacWqasS67phqrNll3I5nqN596AX8ZcV6AikZVA5oKflUH7l2\no+MqseKpFZbJKt8GG9eNkmcHxK4TZpAq3ScD8aTIA4U2hmps1dh+9O8/5vu3/nKTqvfaGG7/3n+R\npiNYtNAanPvBU7zr0L352zMvo9ztmbL9Z876CEoZbr/tv6nFh7PilVns+c7LCfynOOMLH+bjn/kk\nYSBpKfrUHrmu3+9HveciOqsJHbWEniTNewmBlAwuhOw9tGz5K4H7/HNeQ0Kw1WJT2xt/3+uLLO6q\n5DojHz1sd5qKPt2bIet1Hvxl/rJyPSu7Eybvuwut//edN/J0+6Bhlr6TwvFgMcYu/0mXhSybMzNf\nEpRudvzpz3+KXYYO5R8vd2bpkeafnOq9Mob29sFceYVTnK9pvvG18xkzeTx3/vZurnK3x7Fh2v/7\nEhNPnkScagrN7X3M0s/96hc59bT35q8bbWVD1fvzDbQdeRGpsiVYT5Kisf7HnUlCZzVFG4PvBbmG\ni83B3lqf6D2HXsDTjvHaXvJoCmzjeXPBBKzsQPYuKrFiRx8cN0qeHQxZwMgSS+kU4jf8pM7SZyHq\nY+OD3nUJHRuo3iMEnR3O+Lyjijbg+xIp7Tg5GzWHgZfbj/qepNIds9s+F9DdFYEQeJ7Vg9RWxt42\njbcC8k83UA492oqBlZhEoLHbyD1RSnfN9iAqsSJVdiKijWH4hLdGOVQ67jJeWmdJ7VLAfm3NHLpL\n2ybLnN4Y8vebc3mBv6/vonTcZdv9XLcnGgFlB0PWSAX7hyuFYPncvsHEWmHYyY82hhcXWLP0+Y9e\nzY03v5eXX1qKL60E5MsvLWXmDRO4c/6VzLxxIi++uBhPCF5ZtITrbprE/Mdm8Z1b38cri5babEgK\nli1exsXfOJ5Zv5jO2f88kkUvLSHwJI8/5JFqu6MTp3qrg0rT325ij8El3jmoiV2binlQWdZdZVVX\nRFctpRIraomiGisqsQ0yQ8dN20ZZzIFD9ZFr2butDFhrkD3aS+zWXuzXY0+PfgHAyu6EOS+uYPUB\n5+Edc8l2O9ftiUbJswNC6UxoWmxEu4c6Uza7/4JLvoi00il88B8m5+NjgeH8i7+Qmz699wMn5ar2\nF1xyVvZsnHraZAA6qylCwDkXfp5lHTXWRzHHTBzLsHKBONU89nDIMaMUWgiqsd6AYtc/VB++lpZj\nLrHeP3FKV5KQakNXkhClIVIISoHnFOusfIMQktXz3vxeSmu5vobnSYHeivbksOaAld0Jr3bFvNq1\nholyKIOOujhXUws9ydr5b/3xeSND2cGQZSee3HSpkx2TcVKEmx/nGimuvbEpDVdj6ntAYIOWNraX\nYYzNiDxhM5uy71H07Yi4J1H01FKUK0WMsXIIqdYMG7/1JUn6+PW0lHwGlUJaw4DUGCqpQmnLoVHG\nBsTMvD3dDMP0jc5aepPxLLen/zh8aFufnx9YsobVnRGrOiOUMvki51sdjYCyg0Fr4xYCNy51wDZm\nl8+diXDlkO+yFGMM/3rFNUSpnf4opyEpsPdd843r0EajtMnLKm0M37ziWygXHHwvo+tDMZT8/KZb\naA18Eq1ZVqkRK02Saq755vUkzvtnWy+E+NHr2K29yB7tJQpS4gnBgrXdLOuqsnx9je5aSpwa20/R\nhvYTp240Xk6VoXjcpQQjL6E86jJKowamP9F+4lSajr+M5tFTaD9xan57RyXJxZ67qinVuP+8kkHP\n35yXPgBDywF7DSkz+PmbqT5y7Q7jV9QIKDsYjPvaVDDpDddvRbqdnd//5m5uv20ld/zmntwGI3u+\nu353Dz/+4Sru/v29doLkspTsMb/933t66adYzLlzDv/9o7X8ad4DSGGp47FW3HPHvfzi9tX84bf3\nUHudW7ShLykFHi1hgO8yqkRrZ1Rmg58t33T+1Rur5s0iSjSd1ZRVnRFd1ZRg5CW0jJ7yus4rVYau\nWkp3Le1DVmsu+nRFNoj0xCnJ69jNWdoZU9vM7s9bGQ0eyg6GwWOmYTCsm//an1jDJ0xHa/jerT/i\n1u/+nDQZwYIFdR7KmeeejtHwg3/7L9L0iJxv4vlPMXzXSaxaMYc0HcFL7jG+/xRf/NJHSbXhB7f+\nkq6uD7Fi2dm0ts0BsZz2oS0sfvE0WtvupbNjIm3tc/DkCj756aHMumbyRsLV/UXz6CksXVvl1a5q\nnu2UfZ+Wgk9LMSDwLQenxbkQ9qbpt584lZWdEet7LL8FYPe2EqEvEX+avU3nM2jM1DxI1RKFMbDb\noCK+FKzpjvnVs8sAOHhoE/sObqb0zNbpm8wfcgYruxOGNwdMPmDXLU6JBhINHkoDm4UUAqTh82d9\nikGDB+c8lFqk+do/fYn3nXISqTa0tg/iSqdGH9U0M75+Dn//v5M56OB9ueoKq4Zfq2m+fuV5vO/U\nk0iVobVtEN/8Z/uYUvkevnz5MYwYO5JZU57h78/cDR2TKJXvYfoVo/jUxyeQKM3w8dM3W6a9Frof\n/BZDR16CLwWL1tuxbE0pRAylwCPwvLyvA7DLuOmsmjeLpuMvY013zJL1FdZFCZ1xggSeW9tFT6wZ\nPuQMmgOfA4e0EAaS4C/9W2xMXHaypitiYWc3nhBEicLzBI+9uhaA3VpCdmsu0VTw2docbaUbIa/o\nTt7QYDJQaASUHQx2gW/Lx9WbtxIh6zyUpUs1UlieiTQ6ly/Y78CLWf6qJYsJYTd+Ojtq7O9ut/tB\nbqokBF2dEfseYO/zhST0fKSTIdhr3wtZs1JgjKCWWmkDTxi21S3Dl9ayVBmDJwTG2O3dTOUg1Vbl\nX0prt9oyego9kaISKSKlKXqSvQa3sapao8tPSXXMiu6EFSRIIWgrBAw99AKa+7GYZxwL+eWuHpZ2\nWhHoxR1Rfn97yWP/tmaGtIS0FH02dsPZNLoOuYA/r1gHLqAUfAHRFh70FkQjoOxgyHojw8dPZ8WW\nyggXVBa+uISbb30vH/zQZH79q7v4+99fyRcBX164hJk3TGDyyZP4w+/u4eWXlmKwaviZrMHdd8xh\n4YIl+dO+vHAp37x+POPfO4E7f3cPLy9cyrGepLuzi698fRTHThrLCw89zEsLXiFRGoHth/RvbXAz\nb8WYfNfHvjU7hQLbPI5S+zrKl8SppqOSsL4aIxEMKoYMaQkpFzxe7aziC4EvJbFSvLDWKs3v0Rpy\n2CEXIAX5xq93zCVoY+wypDGYJ2ZTSzSvdFRYU920AUXZ9yiGHqXAo+OB/jdSX1rfnWcnAEcNb4eF\nW/lLegug0UPZATF8/HSUNnie2Kxz4K4TZmCwU5BsKiQcFyVRmlQbarHKG5sG8vHwt7/lc8GUBM+x\ncK2imP1KtfX7iVLLWLX+P9Zj55bZIaef24UyhqLn0VYIGNZaoKXk01Twt7mPUhp1Geu6Yxau7ckv\n8KIv2b2tRDHw8tG2FIKOSkKitNWsNdAU+AxvK2CetD0T75hLENgRr9KGaqKoRoo/Lllb//02B6xw\nfYyMxTq8OWDE8Haaiz6/fW75Zhuu79t/GOWCh/xT/2Qc1r/ryzy9an0eTDwJE9/55uz0NOQLdkLs\nOsFZkfZizG4W2WQm56TY3R9P2nGylIJHHpTccI3Px099nG9f43PTtwJuvi7kpm8F3HCNzydOfZzr\nZ3k89IBw0yG3S2QMN8ycjXNfRwg46liFAH50w81U05SaUkhpswEhtp0XIgUEft8/1UDKfCkSyMfH\nidLUnHmYEDC8vUBTsZ6ItxR9iqFHc9Gn7Bq7u7QWePfw+hbNil59jN63Le2ssmB192aDyTvbi7SV\ng9cMJoVjL+3z870vreqTmRy/x2DKhR23cNhxz3wnhjZ1EtqWkIlY240ee/E56RE8KThhjGbNmj/w\n77fM5fPnrGPyB07CYLjgsoS7fn8Pt//bPD5/7jpGjpqMNjJ/zbt/fy8/u301Bx82l/Hvn4jWcNRx\nKb//3Tzu/HkH+x4yj4nvm4Tn1Mi0BrGNH1/W6kPUGcBCEHo2oASeQAqPWmx5L9n92ggCacfOBV/S\n7Z5rQz6HwIo9vdM0sbYWESm9kXVnxmL926puXgtrqjFd1ZTyJu5rGT2FVBu6aymFYy4hffx6khEX\nwnPL+75Wa3GbJ1BvBTRKnh0MvUsZbTY/Ph4+wZVFjoeyIbQx3HrLj7jlOz8nSY/gpQX1sbGU56PV\nzaRqBC8vvJJ3OPmCM8/5KGYDyYN37GMfc8DBe/L8s6+QJEew9OWZ7Lb3DDz/Kc7+0kc555zPIiUU\nA2+b1Neajr+Maqz52/IOlDbsUipQCj3anM6I1rBsfQ1jDJ01Ox4u+JLd2ou0lwO7uGjcZq8LrnID\nQ/feqB3+FRavr3DgsBZC3wbR5LHr+PteX6StELCiUmN9lPTJLPqcbyh5f9fP8p9Lx9mJU5Qomos+\noS9ZtKbC48vW58fsP7jMns2lrfbdGUg0xsY7IYTTApFO0vF5bzoHqY0vDJMx4FxWsCFFf9cJM/ji\n2WfQ1j6Yf+olbTDj8nN47tmTOOCghKv/xY6No5rm4ivO4eRT7U5Pa9vgXNogijRTpp3NiSeN5547\n7+XGbz4GCJLY8OkLP8cHPnKyZeVqsVmK/JaQ7SRJBApjx7y+5PGHJRMnCLTROUfFYEi0psnzbH/H\ngHF9pDjVuW9RwffyEfOGaCkF7JoWKYUe1Yfro9sDX/k++siLKPgeBwSS51Z10pWkGwWWnliz9qDz\nGfz8zQQjL6UnSnl+dScL1lUZMbyF3VpKfYIJwCHDWimF3iaciHcsNHooOyCWzZmZ90Tmz9v0MTqn\n1m9632f53Jn5OLazo8b+B11MZ0cNKaTrudjR8H4HWDX8rFwS7iO+z31S4HkSgaDbqdf3dEUIBB2O\nTWqcvsm2wL2VvF8SJbah+vCDVuQ608KNU7vnI3s1krWxfZUo1bmurhB2G3tTwQRsdrNLa4FNJHbI\nP91A+3PfofTMt3nP8tt59/B29mgNKQaiTx9m7qLVrD3ofFZ21HhmeQcL1lUBeGpFF39evq7Pc07c\nZyjhUzeiHr9+m34/byU0MpQdDFlwyC4wgzVO3zB9zy7C14IQgkULlzD75pN43ylWEX/hgiUce7zm\nL08s5V+vG89JJ0/knjvm8PJLS+3Fih0pXzV7PJPeXx81C2DJy0uZcdUYjp80ljl/mMOSl1+lK0no\nqiU0F63g9LYgCyQFT5JozZLuCmFV0lnxWdut87Fx1VHVm0Of9rLlgRQCuclJ2Gt1Q7ofsoJI/aGB\ntD77HUYB8uhLKASS/RffxqJ3ns0TyzqYu2j1RscP6zU5GtLkM2HfYZgndtyeyYZoBJQdFbmZ12so\nl23h+l0+dyZTpk+n6nRFTjltck4SO+b4z+cN2MkfmGS/cTs+Z19wZj6CPukDk8BArDRnnv85emKF\nMpoxkyeQaE1qDCu7I4Y0Fwi2kYiS7RZlWVKs7PN2JykdFUXoS1JtS53BpZCC7+FJOx7vmPvGLNXp\nJ65HHm+XDweXQzwJSsNJ++7Cs6s7WNoZs8+gEgcPbcX0ssx4OwUTaASUHQ7Z6DXjjGwJW6K6Z5/e\n7SdOpauW5qWCUXWf5AzagHS3ZaNoTwg0EHqSVBg8odFGEHqCmlKkWufj3DgVm8ymtoSOB64hGHkp\nsVauZLG3J1qzqLPH8lI8SVNgG5528mPfx/AJ0zfL1Xk9EEddjDKGgi9JHruepuMvY+naGqUjLiSq\nJkzed1ieQR4wqIWj9wgsvX/5Fp96h0a/AooQog24DTgM0MAXgL8DPwfeASwCPmaM6XDHX+6OSYGL\njDF3D/iZ74R45Km9eeRHD9Cy7wloYz8Br75SIqWh56UT8uOOO2Ixp4ztH0U/g1VwszR2u6Vsg9bs\nq2Zz8eUXk6U7WYgxxnDdlbO5+PKLcplJIQyhJ7jlWzfx2YvPI9FWSFtjdUwCT/YrCG4KDz8g+N1d\nZSKlSbRlxf7Pv7VinJBUKCVF32PUaM2oE4y16fA3Xe5sLYaOnYYydrIWpZpqrNAq23o2yHdfRCW2\nmVIltkG5vSkk9AWJsj2dcuiz6ZnQ2wv9zVBuAO4wxnxUCOEDTcBXgXuNMVcLIaYDlwMzhBCHAB8D\nDgb2BO4VQhxg3qz59NsIx41YzD9c+ikAUoUjWGm++o+CVfMe6Huwa1RubpKxIVbffzUto6fQHaW2\ntBCGu39/Lz+9fTWHjpjD5A9M6sN9ufuOe/jJD1dx2Ig5nHTyJHBSCfPvnsv//mQd+x16P4eNHQ1A\npDQP/BHGjVNos21J8dhxsPu7ItZFMRXXKzHAaWd3UPQ9BhVCmgPbMwk8H9+rk95eLyIXOFKt8aSg\nqeBRe+Q6yiMvzQ3PtDGU//ptWo+5BCEg9AU9D9kJUQF2imAC/QgoQohW4ERjzOcBjDEp0CGEOA0Y\n6w67HZgHzAA+CPzMHbdICPECMBJ4dMDPfieGlOC7rEEbkzNosxJn9byrcy7KrhNmbLL02W3iDIyp\nP6YceoS+5Mabfsjt3/svknQEPd3XM3vmV7npmls544sfAQw//v7/oLW97/qrvsqN19zKwYfuzbN/\nXUyaHkFPz/X8cPbl+Df9Oyd94gOcdPpHmD8f3n1MQmvJ36ayx5eSYuARppJKqhxRzwYx45YGlTE0\nF3wGNYVblHfYGtQSRcH3qD5yfZ/AkDxmrUJ635Y+fj2Dx0zbYRTWBhr9GRvvA6wWQvxACPEnIcS/\nCSHKwHBjzAoAY8xyYJg7fg/glV6PX+pua2AAsGzOTDs2RuQyjrlMI/XAksHkjduNseHNwim8feGs\nM7hgytlENU3GQ/nyZefw0TM+zulnfJzzLjuLqGbbpFFkuGjqucy88RrOv/Qs4sjenkSGsy46i0kf\n+XCf18+kG7cWHQ9cgy8FofTyXnNm0K7J1gHImblbK5C9OTSPnrLVZdra+VcT+nKj/xc7A/oTUHzg\nSOA7xpgjgR5sJrLhr3mr/0pm/+je/OuRp3bA1co3EcvnzswlHKXjVWDoc7GumDsLY9isCbeVm61b\nUWTPWQx8Qs/rwzXJrmLh/uvsqOUWG0IKpJQ5d2XfAy6ms7OGEILUZB5CltnbUUnQxmyTG2DgW5fB\nLJDY83HWHbgNZClIUk2UaIaMfX1BpXicJaUVQy8fJfcXwunxvpXxyFML+1yDA4H+FLRLgFeMMU+4\nn/8bG1BWCCGGG2NWCCF2BVa6+5cCe/V6/J7uto1w8WcmbdtZNwDYQDJuPAReplMCaPvp7EuJcc3Q\nODEMGTutzgNxk+bs710pw+Ax05DSNnIDT7BsyTKuvnEiY04azz133JvLGkghWLzoVa7+9kRO+eBk\nfvO/d7HwxSUYYPGiV/nGtZa7ct8f5rBgwRKOLIR0xgmxtg3NJgPVWFEMNvmWXhPt5cA2d6UgVoZD\njo7y8XWqDWVfsrIjohBIhjSHpFvRQwLrYCiw6v7FQNIsJbUnrntNzsrmIBBv+YBy3Ih9OW7EvvnP\nN/54zut+zn7t8ggh7gfONsb8XQjxNcj3n9YaY2a5puwgY0zWlP0xcCy21LkH2Kgp29jlGVhk4+Ss\n/MnKoe7IijkXArsol5UGUoicCZqoujA12ICSakNPlFKNdS51CORj5UJgTb8yCYSMDSOl4NEHJY8/\n7OWWqJVU8fNbmvnUeT2UA9unKfgekyYKDjb93+0pjbqM9T0Ji9b20J1aN0G7eGhoL4QMLoY5Tb+5\n4FMKPQY3h/3eH1qyz7kMagooh/6ALOgNGz+dVJkdwv4C3lj5gguBHwsh/gKMAK4EZgEnCSGeByYC\nMwGMMc8CvwCeBe4Azm9MeLY/6gxa+1+maGZLIEtWS7UmSe33ibI0dWVMzjepJYquWkrqtEUEcO03\nr883lnH/+p5thF55xbVW1gBXEQkAwwPzruWiaQkXTUv58mUJ51wUcfq5XZx29no6eq7i3Isjzrs0\nZvSJVtulv8gU+kNP4rtmbIZE2/cT+hKMnczETsi6v1YexUDSXg4HbNt35X2zEMKOnXcW9CugGGOe\nMsYcY4x5tzHmw8aYDmPMWmPMJGPMQcaYycaY9b2Ov8oYs78x5uAGB+WNQ7bjk41LlTZOFMkGkdVd\nMesrCT2Roiey7NhMaCgTS4pT7Vz6En7/m7v5zx+s5L675uSarVIItDb85ld38Z8/WMnPbn+ZgtMq\n8aTg3jvm8JMfruKe388h8CSl0GNQKaToeTw6535+97P1/PZ/76YnSolSRaz6T5YxYNXQfPvlOU1J\nISBSimpquSDF0GZH2UZ2nGoGj5n2mn2b1Qeex9C/fzef3AwUAmffurOgwZR9GyJbHLQiQ6IuYWgg\nNRqlBb5ntUQMmX5IvXn64x/+hB//4H/Qyo6Gr73yq8yedStnfOHD+J7gP77336TuvkcemMP7TryM\ndx26F8/9bTHK3X71v36V62bewmfP+ghKG3730wJNrc9Q7ZnNd781g+/fcBvnnP8xzjnns/1ms3qO\nnSvde/KEyEe2ytQNyTwpSNLsd0BuWLY5xej03RcRROlA/fr7QAhYvh2Yum9VNALK2wzL5sxkpnSt\n4wAAIABJREFUt4kzbEYhIMGWL8aVI7ipj8GQamnLBk/mMzoD/MMnP0ZL+2Cu/cajZGPjaV87h0kn\nTyTwJK1tg5n1dSttkKaGi6adw4T3TWTunfdypVPKjyLD1P93Lu//4EkoZXhw/iKe+fMzZMr7Z158\nJqd/8hQSpQl1/ypvKS3FP/NtlnkZJvL9GGPspMcAcaJRmeiSFJvcbQpGXkpnd0R7Odj6MWU/sKlN\n77czGvIFb1PkOrLYeOFJ8gvQGEOS2oZplGrbfE0UWtsGpzLOzKozYp/9L6Kzo4YnBVLYTR4p6+Ph\nOEoxBgLfQ0hJV0eNAw66mK6OKr4vKYVWavFdh6yluyviHftdSKUzoqIUyzoilq+vEaWqXyPezge+\nlevBhFIisYFEu35Rout9k2zys6KzxuruiGqiiFNN+4lT+7j9AezeXso1Zxt4fWhkKG9DLJsz05Kq\nTNZD6TVWFpn7oO0t+DJrqpr8Pm0ML7+0lK9dPYbm1sl0dd7NopeW8thDkice8fjTY7szetyX2Hf/\nfbhldoGf3P44Lzzv8+SjuzFu4vl85gvvZP26u3l54RI8IfB8Qan4NDNnT2DUhLH8/H/uZMniV61X\njoBKpCiG/XtvtUeuQ77rfEt3x5Z0qda2iew2sLW2wdNgR+KR0dQ8hQjBOJuQ9hOnUo0VgS8p9pKI\nbOD1oRFQ3saQoreebDYBssFDYBXUtK4LMUlZV3o78IjPcfRxmttv8jn7oolWyV1ojh2tgUMdmSxB\nCMGFUw8l8FKkPNw1IQEm50JGvpRcOuVsolTTVUuY8L6JVNKUqlL4iXXca2/qPzGlGHgkaYonrG5s\nNrEyedlmA0323rQx1JwoUzH07Ga0sj4+BV+yehtkKRvYNBolz9sZeaCw3JFsYS77Ptso7qkpeiLr\n1VuN7eTlyUd9upKESCkqaUotVrnqPWB1Wl0JVW/o1iUqA09ScN7EvicohpLmolWb36u9zJ4tZXwh\n6IwTVnTXWN+T9NtzuL0cUHKBoTX0GVoqANBWCJx8gd00DnyRC1dnJmO+49A0FXyawm3TuG1g82gE\nlLcpMt6IFNmXqH/vyF+es9KQbjM5SjW1VBFr7TgsmicffgzlehOm1/MK4IarZvfqYdiGqC8FntMj\nCTyZM3J9KfPbAl/QVPBpCX0CKYmVzp+3PzBY8p0vJC1BwLBykZbApyUMKIYeTQWfYmCDSsay8aX9\n2XekvWwCtDU8mAa2jEZAeZti2ZyZ+aQn+zfTis1GrjaYiDywpNoQO/1VYwx/vPs+XvhrjXl/uI/E\nGYJpbQWf5945h5/dvpoFL7yU23oA+Rg68G2gWjF3Vh7IAs+KH2UZRHsxJJCSSGu6a5b5umHDdFPI\ntE5SYw3LUif8Ugq9+jqBs+4AqCaKKFHWtlTVWcSpI8M1MHBo2Gi8jbHbxBlWvFlZt7+cLatMvoWs\njLGeNlrz8AOSxx6WPPvM33j60QJhYQXdnSfR3HYPUqxgxJEHA/Di87+gWJS8tOBKhu/2PZqaf82Z\n55zO575wBi0l3zZiN+FquNvEGSTKBg+lDdXYTphe7uihlir2bWtml9ZCvyYu/jGX8PKaCmtqEa1h\nQJRqmkM/lzFoL9kxcHctJdHasmulZEiLpednJdPa+Vez64QZCLHzjXg3RMM5sIEtwo6O61Oe3pu6\nWfby5CMe/za7wJ8ftYbnBxx6MHF0hOVwACqFw44ZwRlnHcTs7x/AJV8dSc1JGwixgPMuOYuPffoT\nea/Gc5nPhlg2Z6bNXhx7NPQlhUDSHPiUfZ+FHd0sWN3dr15K1lytpYo1tZjVtYj1Uew8c2JWdkd0\nuzUCqPd3osSuHQSO2AdblslsoP9oTHl2AkgJxo1SN0UWPW605uhRimqsbAaRpCx+cRF/euj3tLSn\npPEfGP3e4znoyD2QMgAh6OyIOOCgi1m6xCBcuRQlmjQ04IHYzAfdivtm0X7iVAwSpTWlwKM5CGgJ\nA9bVYlZWI7pqKS2jp9D14OYlA3wpKIceUgjW1WIntQih5zn/n5RY6dxhMBeFNgbhPkd7m81nhMCd\nPUt5vWhkKG9j9N7t8aXMeyVexjI12Sd3vYka+pLQk3R3dvHlrx/Hez9+Iuf9yyiWLn6V1bWIJZ0V\nFi5Ywv+bOYaf3vl1/nHmWBYuWEItVnRV7Z5QJVKkSm92KW/9H6+hHHq0FH2aiz7D2goMbg45cFgL\nBw9pZdGaHtb1vLZo4vo/XkNT0WY2BadVW02t3qzS2gpQSYHB5DIClrRncn9n6Ou33Agmrx+NDGUn\ngnUctJ/kWvRVxMqEqT1hpyeHH3UEx5+0Dy+/AMdNHJsf15OkTP7sxyh4klWVmPHvm0CstZucCFJl\nSyGoK6ttCivvm8Ww8dORQhL7loGbKrstvK4WE3TKLcr8ZTowvhSEvnDaKIbU7SyVhEfgdGHqBL56\nOZYJSzUyk4FDI0N5m6P3hSIEfaY8ovftkDPggqwHYgzLXv5l/njjXPlSrakmKd+79tusqtZYF8XU\nUkV3lNJZTfGdetuWfIFW3jcLKV1m5EnKoeWpCCFYXe2PzZZAOinMQNp/sxmDLyTCvZdQyrxvUwys\noLSjC2NMIzMZSDQCyk6CbAM5GxdbIaLsU90ekzVMpRQceWzKo3Pu58k/PsWjc+7vK7soBI/OuZ87\nf9HBH++ehzHQGSd0xgmreyKWrK2SuMnSlrDyvlmUCx5NBY9iKFGPX8+BQ1oYXAxZdcB51I74ymYf\nWwjsn6+GXL8l2zUKnTVq4EtaSgHNRZ+mgo+UgtZigHTas+lWyCc0sGU0Sp6dAFIIdL51bEseHP8E\nDVIYa9ItQBj41U9/zs9++Cvi5AiqPbP5yY0z+PnNt3Pyp07BAHf+5HcoNYJqz2z+89sz+OnNP+SU\nM07l5I+eDkB3nHLvHMWkif07PyHqhmO7TpjB2p4YgEXrelhXizny+Cmb1XTVmFxoKdtDCkX9czLT\n2w2dZkvBkd3AcVJ2Iq2SNwKNDGUnQa4h0iszsU3aehkE9qI8/VMf56wLv0jiFOzjWPOx8z7LpI98\nmEkf/gc++qXPkES2V5JEhk+c91lO+siH7Se+scbod91jOSb9UZ/vzVfJFNmGNIfs0Vqi5Ht0b0ar\npPvBb/Uh1GX/9g4R2X5Strck3Rg9VaaPtGUDA4NGQNkJkFlv+I6lGni27PHd9Cfw7e3ZJMj3JIEv\n6emK2NvJDWTceOFqp56umD32/Qo9nTUQ1o60t2l5ojULV/XQWU0ZNGbL7NcM2SZ0IZC8Y2iZvYeU\nWd+TII++ZJPH52sCxpBqm62UfUtwK/rWy0cKkSviB77dY7IymHX5ywYGBo2AshMhGyP7UuYTkt57\nPtnyoBCCJYuW8o+zxvLvv/1nzv+XUSxbvCzrY7Ls5Vc57+vHce1/zeDUz57Gq4uXAbaXkSunue8z\nicn+It+KFnY07EtJt5OL3BSUs+d49vEQpQ3NYWD7J66hkslAZuLVYDOWWGmMYUANwRpo9FB2Oiyb\nM5Ph46fjS0kstAsmVifRx17QqRScdcGZuZj12MkTiLTOFwA/9IVP5s+nzUg+dObBvX6ucz60sSbp\nqbJC0b17JZuFqG8Gg3XnE/ueS8H3NiLlNY+egn5xJdoYnnuyyD4japQ8z02wXAnnZDCz27QGhdWb\n3ZqFxAb6h0ZA2Qmx4r5ZDJ8wncCTJGh87ChVOCq6NriFO7udO9iE1JSiK07rBuha89Nv34ofTuWZ\nxwP+78kiUNde+cWtTQAUfUlLSaCXPsgHzjyBE8ZP78NQ3ejc5s6i9YQpeeYweMw00k5Loy9vcGyc\n2uW+nliTuA3iku9R8GS+TwQ2I8kWIQESN9kJfUl1QH6jDWRoBJSdFCvmzspV4GOj++zeWPFqgZZ2\n6lPwPQCqUmGQpFrz6Jz7ufuXnYw4/mVO/9JgDj06tlamrp8ihOCT51cYUgop+B7tzz0A6QMkatoW\nvY2NgUFjprJu/jVIYcfDlXjjxqzWhmqqiFyAKAeWz+IJ2weq7y9ljVq3m6TrWVQDA4tGQNmJkTnq\n7TJuOgarMas17mIUGGN/Fk5bxBOCn/zop/z6P/+XJD2CWs9s/vrovUw9fQrv/+QpTPrIh9HCbsoY\nY0i0ppIo2koB4uiLKYce63piQl/SfPyUvEm8obNftsPTfuLUXh5BgtJxl1EKvdw4a2137LambSa0\nR3OZFmfwVYltzyX0JKEzJdPGZieJquuhNDCwaASUBlg1z5ZAnhSODQv02nexVhSGp58I6F77ed65\n/4k88eCrgKCn8yQOGzmcdaveyS9vsZnJ4UdbHonBCkdHqZVbjNO6jEIh8CgEdgdn+GbKoFRbRmvF\njY07awmeFDzy1N488vTeVIeGvNrVSqQM997exuBileaCjxCQpD7Hjlac/F7fBhMNUapINujtDh03\njdXzGqptA4VGQGkAqMs2gp1+WJUzxz51P486wfCeY2Pu+f3zPPHgfPbc93csX/x+jn/vOo6dOMQ+\nj+O0/O0JqzodK83aSsxQUbCKbp5EAcqkgE8tUfheuMmgEnqSWqJyJftarLnrQcUHLvg4E5XmqSUd\nPLOqE6VhcNHn3IsVu7TakkZpQ3s5sONwzwYUTwo6qwmyF5lN0OjMDiQaY+MGAKsJ4nuCgm+9h4uB\n1SophpYSXww8ygWPQU0hq5cu55+vHstP7ryCYyfsxeolKwA7NjbGoLTmEJelaAw9ScraSkwlVtQS\n64WslKG56ESOemI6qskmnf08KYgTTepkIh96QPDy6gpL19ZYUam5LWkrVl0KvJzuP6gcUgo9Cq5U\nCzzLQckYs8pxVho8lIFFI0NpIIcUAqTd+K0vAtZ1RDIxrwsu/SKVyApaH3Dgfnz2vN2sJkmv5Z1D\njo7s8cLu1SijiZQNEAJN4C5sKQUoK3xUDPQG51MfQyttSFI7uu6JUmpK0R2nTmGfXDwqCxC+t7HI\nkydsQNGJQmWv3cCAohFQGsiRbd3uOmFGrpPiS7v6n7oL2vcEUhqM8ay2iON4tBUCupOUmiOgZcQ2\naUSuhG+w0pN5czQ1+J5l7EapJkr6BpRMSV85HZNUW53YSGk6oiRvtErXYM2mN5lEgcD1fyS5HWum\nKGebvTSo9wOMRkBpYCNsKIk4fMJ0CgZiR1m3GYwNOKNGawqeR6Q0zYGlvFdTVbfWAKJU4wVWWqAj\njhlSKoCBdZWYlmJAU8HHGOteWDj2UqJHr2PouGl0VBK6qmk+Go6jhO7EY1W1Rs2Nin3HgD34qIhE\neRjjgbABCAXaaAJPsna+7c8MGTuNYuChjeWh+I0sZUDRCCgNbBF2F8ZS9rXEfdLbsuK4EzRxUs8y\nmoMAKQRdsVVcS7UGKQmkdDs3VmbSE4JarAk9RSmUlEKPrpqVbWwePYVUGebfL3j4gZCeSJI61u3P\nbmmm5ghtWTl00JE1jj2+RqJKuXas0gbtyh9P9k1DQl8SpTbQvBbJroGtRyOgNLBFZHqrWblgJQ/s\n/k8mKxlISSoNkVKUfZ9aqkhdlpJoK80ohT2uM05o8n0QVpW+qejb5qkUPPqgYOTx1lRs1Alw/AnQ\nUUlZV03oThK0MZx8Voctf5zxmBCQaI+aso/DCNfEtdmH1CafIvlSsOK+WZRHXfbm/lLfpmhMeRro\nF5bNmZlPgnxHafekZdGWQo9S4NES+Chj6IqTfHwssMGnI0pyEaZYadZFMT2xorOWsnh1hfWVBF8K\nHn7Qas2GvmW6FgOPwc0h7xhSJvSk66vUMw4hsv4IdMUpUWq3j6NEE6f2qxorlDF9RtOBJ+mqpQwZ\nO61fEgsN9A+NgNLAVsFpM+W7MVZPpb6pXPS8XATb7zVlCT2JLySJzmQGoJLa3aBYaV5dV2V1V0yq\n7EJirGwg6IlT63QItAR9/Y+zuKJd+RMpReK2m7MmrdLGaaH01dC1nsvO8EsZBo2Z2nARHAA0AkoD\nWwfRt9wpOC9hKeqlT9Hz8IVb0BOil6Kasbs+pt7f6D356YlSeiJlHQwTOwWqRipvANtg1reJ2ltg\nKXW7PYnSjg9jA02qde56mGHd/GvscmCs8gCXZTENbDsaPZQGtgor5s5i1wkzCDxJqgy+lJRCQU+U\nWlFoT+BLu0yYaG2lJ40gcUSyLCBop0mSaM3ggofBuOxFs7Y7zX2Jq4mmECv7vVIcepRC9cpMACR1\n353uJEVQJ7BlSJRG9tJFGDpuGrXYrQUIgfEF6/947fb+9b3t0QgoDWw1ls+dybDx092nv/U6Loc+\nmNRlAjaLCT1JJVW5BxAuW9GA0Zq/PRHytycKtIaBE2Uy/Md3ykhRdSJJ1rTrxDGGY443CASHHBPR\nsYEgvjYGZdUWSLSmppTNRnolMwb6EN1SZadGGTdlU06HDWw9GgGlgW2CcObnmSKbFBD4klhpcJT2\noufRGtoyRGEDj0ZgnFjTQUdFHHhkjd2byjYoGNv7OP3cbpoC33rpGGgvBySpoZYql+VkSmz2XDKC\nmunVN9HG1vMZOa6rmuYm6QCV2K4AeEKgdUOseqDQCCgNbBMybkox8EilzVQy7xul7IXaGdvJTfbp\n//RjAYcfk6CcxAHGoIVgVbVG2fed17Bl5nYniXX/E4K4246iq0pRTTcWlraBxYCGmlJIIajGimJQ\nL3G6agnVWDF45CUEnqQS2yymrRw0tnkGEI2mbAPbhHyMLO0YuRR4rn8i8Z3IUcHz8t4GwF+fCO1E\nyPFRPCnzP8DUWLKbdI8r+/azThlDLdV0xnVr0qzZCr0nPeS8FG0MlTTNMx6rhG+5Kau7YlZ3xZb8\nZmwQbESUgUMjQ2ngdSHjdQwZOw0EVGOFMcKZlNtSKBHWqtRabwnKgf0uUooY17zNyxfnu+waIE8/\n7nPwUTGpIZefzJBPeBy5LVO/z4h0UaKdD49dDNQIp8yv0FVbOsWptrs9qhFVBgKNDKWBAcGa+6+m\nHHq0NwU0FX37VfBpKQS0hAFNgU/gSVrDgKHlAkNKIbs2lWgvhARS5v3Td49MXJZij33uySJFz0Mi\nnFJ9vYnau4+a9VASt0gYpZpKmrpxs3BNWRtYMDaQRIlmeUeN1V0RnbWEwWOmbVJCoYH+o5GhNDBg\nEMIyZ7W2TVOB3U7WxuBpyyMJpKAc+qTa8kxSo/uURUeMTHAdltyvuMkxcKWwvZXOOM1LngxZ7pI1\nZBOtiZRwYtvUgxBO5sCVR1lTueBbrVwpGp+xrweNgNLAgMFmDYbAFzz+sMcjD/q5a1+iND+4qYgn\nBeWC76QFDHsfptn1sAhtDAXPw3fkuKzqkcIZkiGQwqfoS0de27hEMcaS21Kt0XgkWjuujMh7K5k/\nj7CNFcCKVSfKUHPyCcPHTwcBWrOR3m0Dr41GQGlgQOFJgdKCE8YY3j/ZI0o1PTWV+xV/8cIaew4u\nUwgkWsPabp9Hl2oqiSbRNTwBzWFAS+DTFlqqfVbeeNIj1JJ3tDbRGScs667lXj3SCOu3ow2xMrkg\nVGecEHqSsu9bvx+zseyjZdlqOioJUeAhyvVyqu2EqRQC+Zoq/Q3U0QgoDQwoBHVKPth9maaiT0cl\nsVvBzskPl034GW1fwNOPhiz4SxHfbTW3hQE/uKmYP7cnbS/k8KNj3nWUoRR4VJ3qtDK2PxIpTeQI\na45L5zRx7Ray/ceR3vp0eMmNyWqJwpNWY9dgz3dzQtoN9EUjoDQwYMgU3waNmZorsSVKOz1XmVuM\ndlYSwhZrzZFNV6QQ7PeeKvu9p0pzwaPke+zVXEYKwVkX1gAohp6dzCSaWHkMLRZYFFXwZD1wACht\nm7OedEuBnu2/bKhHvWFM0RpSDD2Ryqn7vld3Idx1wgyEqL/PBjZGI6A0MOBYN/8a2k+cipSWnyKl\nYI9BJZqLVjy6EqcsWtXDboNKBJ5gn9ZmFnZ22+wFQzW2hUym/JY4Wj6JZed6nqAoPQYLQaI1a6M4\n9zAOECTK0O0at0VPgpL0JKm1KfWd9IILMCqT9Hf6tcZ59iRKU42tuPXgZsu18bCj6SFjp9kSzD3H\nFu1VdyI0WtoNbBcIQZ89mcATjB0HrSWf5qKP51lLi+4opRx6DCmG+WOtvahiZaVGTal8P6eWapLU\n6hDYiZKk5Fsdlgyea+JmWYpylP5Ea6pK5WPkTNTaEyKn3WexJVXGNXitjEIlVqTK5CpxUaLrP29o\nuLyTo5GhNLBdEDgr0OzTe/CYaYwbJ4iVtemQQrC6K0JX7PElZ3cqsc1VpWF9LaUnUXQ4lqwXCmoK\nPE/k2UHJt9Oc9SJBuiLGE3a7OdDG7hZ5gJIYY7VWCoHMsxLpJkDZJ6sxGdFOuAazoauaorWhuWgv\nl1RrlBFok3kZNZChEVAa2C7YcCoinc9wiMR4hrZSwPqehGqqWF2L6I4TPGn7H0LYCzzRhr0Or/Bq\nV4QnIdGhlY4Eip7twQRS0hwE7FKy/j9dzlpDGailtkFrACMh0SCimLLyaSlah8Hsyxcy76lol9lk\no2bQdNWsVWsYSLebZFC6sVC4IRoBpYE3Br06oL6UlAuC1pIPVRs8fGmp+mqDxZr931NDGdswrSTW\nkjRwDV/cNEe5PaCC79HhbEuzLCUjzWXSkVGq8YSirDyEV7f48N0ESQBaCDx3HlrbLAVpUI4IF7qs\nJJO3bKCORkBp4A1B5h/cdsLUXH6gpWT//GJVpCdJWSdjqqmiJ1Z5lqKdmhsGOiNFT2yZtRVPUXTL\nh1acydLym0OPSqLQ2KyoO7Jj5aHNBYSAlZUaidYUPY+CgWLonASNoRjYKZIv7ZJjlGoMTj1OZQEG\nEgxSYlcCGgGlDxoFYANvKALfDmEzrVfPTYKaHJFtSDFE9prv9pYpSbWd+HTHKZ1xQrfTpM3cDcH2\nbrKRb5QaImXvbwp8BpdDNFhLDqebkjP4XXmTk95Er90fJ3f52EPSHeoeJ2hYmW6ARobSwBuK1fOu\nZujYachMNUBAKbTSB8qVL8OaQlZVYtIN9nWybKCWC1EbSr6H10vaUWL7K9VY9+nJAODIb5n0ZMFI\ntDYICQhBkhq80ADudtHrdYXhsYc8jj0+teQ493xvZoZSHnVZ/nuIUp1Pp9rLAQYbsGOlKfh2pQEB\n1Yc3LXPZesIU4PLXfU6NgNLAdsGuE2YAtm+xIcNUSoFvJO1lS60XwtpeNJd8uqopobQm6os7q3YC\nI6BXEoIVhbOm7MpAIHU+Ls6muJm4UkVr1ldTUq2pxPZJUq1zIzLfEwRIq3Vr7EVYClzfxMkd+FKg\n3PNa5qzdX46c4djQcdOslosUbwjpTb3nIlJlWL+u5gzf6/q6AkF3Lc2PtfEuyXejdjnmEsoFjzi1\n4/AswVrTFQ/IuTVKnga2C4zjbGhjrUx7Q0DOpM1U3sqh5xqzIp+6FP3N/3lqYzeMo1S7EkZTTVV+\nvycgdCQ2paEjTlhRqVmyHFBJFbHSaE2uZ2uw/s2uZVP3/3ETKvvG6iWPJ22wS1JTXynYziiPuozu\nWkolds1nT1AKPQT230HNwSZlHTIpzI5KQpRoOioptVhTTRTVRPUpG18PGgGlge2CFffNcoMd26vI\nMhbAkcpy3WqUtmr4xUASeIKi79ES+pRdqr65v/VsuzhONRo7KpaQK78FUtBWtPyWRR0VOuKE1PVO\nqqmiqlTu6ZPT9o3h/nnWckO7i3Gj0sbYYCOFVdff8Dm2F4aMtYZk2S5Ua8mn4HvUnNzlkOaQpoLP\noKaQwBMUAkkxkH36ULHSrOqMctmGLKAOVDAU5g2Iqpt8YSHMwj9c9aa8dgNvLIaPn57bZyjXm8gu\nwLqotA0qPbXU1vqRYlV3xNKeKqsrce7dsyGyi6XonAY9KSj5Xp9PSmUMa6qOHJcrwtlj39Fapsn3\naS74+fLhzdeFjD7B8PjDNhhlseSGa3zOv7ReGnhScPwJhhPH2sDTUvQJfBvMtlfp03bCVJauq5Iq\nKxOhNbSWfcwTszc6tv1EO1FbN/8aaod/xS5SumZytlfV3hRgnphN7YivcMjuzRhjXldTqNFDaWC7\nY8V9s/LFOinJ9248p0ebpeSAszkVFEPLgi37Vq0t2cIHX6IMgWelHI1nEK5Ra4xlzgaOjm8M+UjZ\nGPuJ7QtNURukFC7QGd59bMKxo7V1RsQ6JGpj+PJlqeuvWASepJbY4GIzB7Fd5z6etFmR0la1f0hz\ngeSx6zZ57Po/XpN/31IKCANJRyXJN64FtuSM2VjSYVvRCCgNvCFYPrf+iT18/HSUE16SwjZAfU84\n5TTPKtK7ZqMVs7blzKYyFJ01bTEkypLeYqUJXEAJPEvNDzyJNjrvKWTLgJVUEUjpvH3qL5CVAlII\nK3fgPrg3HOqkSuM5rdxUGQIP5HYKKe0nTmXt/KuJD70gz8b6W2E0FTykgA5cpiYFbeWApoJHDHmD\n/PWiEVAaeMORTX12GTc9v4jjrBnqMoQ4tRe/LwXNoU8lscuBmwsquc6Jwk1mrPh0ADT5PqGUrKxE\ndYKae+6skVvyPTzXEwl9SeBb6YVUQ2upLvRkVfJ1Ts0HUMqgtIKa7RkFnmT4hOkIRJ9A+nrQesIU\nVnVGqCO+4i5aS75LH7++X49PlXHWITYoDmkOSR67nnXu/kIwMO3URkBp4E2DNVq3Cm/C4Jz86hMJ\ng7Feyb5HqjWRqrNnNwVtQAhDKKWl3GsIQ+u13CR8OuOERCk0hoLLYP72RMiCP5co+z4l38P3BN+9\nPkAKkQc5X1oFOulYtKmwUga9tXBx28mpkmhttXS97UBRkULQUvRtc7mfwQR3rlGic6EpX0qS3vcP\n0JSnEVAaeNOQbSIPHTcN43oPStkJi3TSAoGUDC6EFKSkklRRGBwPbaNGrTYGrcAThmHlgJ4kpeY0\nVYaWCgwpFuiIenLbjeefLHD4yJgjjkkYVAgZVi4QBpJywWPK5Yb1PWk+Ui74Xp6RSAnGiLqWSvb6\n2mZavieIU5vtDJ8wfUD0Uuw5WxmIYuDR8cA1W35Qn8cbCoGk4nrK1UfqBLddxk2nJ0oSv9nfAAAg\nAElEQVQ388itQ2Ns3MCbjtXzrs7NwkqhRyHwKASSpqJPWymwG8Whz9BySEtoR8kFJ4/QG72ZtC+t\nr7KumrK0u8b6KGF9LaGSptyxYDZrqktQ2vDiX0r29Suv8MO/ziJSVonfckwExVA6N0OIEsWIkdZ9\nMOPO+FLm06usXMvErrtqKT01q6MyENYcUtgGduCJrQ4mYINRNm42GEqjLmPwmGkMGjO1TnIbADQC\nSgNvCayYOyuf+hQDScGX7gKyF7XAjmObw8BuGztNlA0tiaXjoEinxmYMrK0m1JSi5HuM3O10vvfU\nWXTHSzHGBpNrHzuT8Xt/LF8wzC68ptDPXRBxfJlUW91Z4XZ9erH+c7HrbBReSxWVWJGo16/CZF+v\nLga1tcj6QxkyHkqUaCpx2odd+3rQr4AihFgkhHhKCPFnIcRj7rZBQoi7hRDPCyHuEkK09Tr+ciHE\nC0KI/xNCTB6QM23gbY/soim4siPwJFJC6EmKnsR3ZVDoSUJpg05/V2nW1GLWRwmDinty9ojbmP3E\nF1lbXcr1j3+BKcf+gKHlvYiVbbZmamxSYi9Cd15ZoEiVcc1Nez5C1IeumYZKNiVSjng3dNy0bf69\nDBk7rdeYfeNLdui4ukHZ0HHTNvla3Q99q48YlC+tYt6qroh1PYlVwhsA9DdD0cA4Y8x7jDEj3W0z\ngHuNMQcBc3GbRUKIQ4CPAQcD7wduFqK//9sb2JmR+SV70gaN5oJPKbAlULng0xoGFFxwaQ58WkKf\nptAj3EL3UwirqN8ZWfGloeU9+eQh3+CBJb/gC0dcybCmvRFYTkpPknLE0Qm12JquNxXqKwFS2NFw\nkmqixEosZNT3zO8HMgavXdaLUyt90FNTDB4zbaM1hC1h6Nhp9ERp3psJewWF8qjLaB49xe0RWVU8\npc0ms5hg5KWs6Yrzlk93LWVVV0QlUtRiRSHwtuq8Nof+NmUFGwef04Cx7vvbgXnYIPNB4GfGmBRY\nJIR4ARgJPPq6z7aBnQICy/3wPYGvbfmSYmxm4klqqdWZ9UWdFauMYnOVhTHw8B1NvPDnIgZDNe3k\nyeXL4f4rmF24idF7GJrDVjwhOHJkysTxKbXEpw2bmRQDSU+knKCSJdFlPQkr7GR5LCat23fgdo3s\n9EQDkmqiCLz+z0GGjJ1mX8vlP+XQY839Vlem9YQpdFZTmgpefWzu5C9XzK0TCcEGaimsdEQtgZZi\n0KehbGCbS6kN0d93Z4B7hBAKuNUYcxsw3BizAsAYs1wIMcwduwfw/9l78zi5yip9/Dnve29VdWeH\nhMCIy89tRkcFSUg6+6aC68zojNvoiIILKiBL0kGDgKKmwxIFUXGZ0RkdHWdxmxlFzUp2Iojj+PvO\nF2REwKSTAFm7q+re+77fP8573vve6upOh3To7lAnn0pX3666t+ou557znOc8Z2vw3kfdspa1bFC2\ne+1KnL54uQMiWeU+Bqc8ykUvUrKtEDuUnsSwqlo/TuXUM1Kc/579eKz3EXzlvovw0Qu+hrufcxCv\numAGPr3tFejs+Ab+aOyzESuCMRXU0ow7nRV3R5MTtQZxFSo1BsYoaBellKxCkhlm2walJynHavfZ\nBluenbxwGXqcOBQ57VutCJMXLkMt4bnMMvGwcdzq1MWdjvDWwINxmx5biVBLiiBszxBVeQbrUOZY\na3cR0RQAPyWi/0GhYAY0+b1lLXvSJhfC1EWd0FTmrlinPl/WmvEJa1mn1iGj1czgQDXtl6cCADt2\n/Qvee9ZXcdrYZ0ErwtmnvRC3LPou/vl/voG3vOgqpAY4nKQYiwg99QztJc1zmikXYDLWoJ5alCKe\nhZykBpVYwRiN3joPCUuNBbkohQx8Kdy679Qo6XD64uWw1qI3yWAspyRhVVpZi8NVBpkP11I/zwj1\nDHWHf0jq1RbrPiNUBcuxFth/pO77lqSEPlSoxKAcirV2l/u5l4i+D05huoloqrW2m4hOB7DHvfxR\nAM8M3n6mW9bHPvsPP/fPO172XHSc9dxj/wYtO7mN4Eq3GuMqEQ7XUuiEoDRgMg7xAWBMHMEgdb/3\n71Fe/dyPAABqKYssHagnOHPcs/DOlyxD3Qla1zODujKem1GJeYJgtW481d0Yx5BVLGKkFQ8zq7m0\nRz6F/OR35csbzVqpIPF34lEfFgrcSmCQV5DqKUcnWhOIlGth4PWUtGo6j7meGtSc4+lNMhAIO7fe\nhXu2bwI5kauhsKM6FCJqB6CstYeJaAyAVwG4HsAPAVwAoAvAuwD8wL3lhwC+RUSrwanO8wHsaLbu\nj7zzFcf7+Vt2kpt0xWoFTBpTQqQVeusZ6sagrBXKWiM1HLUkxuLB+zTSDPi/95YL6/nJ303qs94n\nujV6UwZX26MIqWHuaGZZOrKeGmjFuEcks3vc+y1yRwLNDqrkSt1pBhhyeiouSjEuBUmNRUyE0xZ1\netEjQl5BkvJuZqwj0LGDY6kB60Fhln4gVBPmxZRjjd6tN6O3n/342OG8S5ozJItzOuZi+qx5IADP\nntKO22769PEdLAwuQpkK4HtEZN3rv2Wt/SkR7QTwXSJ6D4CHwJUdWGt/Q0TfBfAbAAmAD9rh0kho\n2ai33WtXYuqiThh3Fy1FXEree6CGSCunQs8h/RntFez6dYxXvPsxPO/lfS+t11y4H0Ae5t9/TwUH\n6ynfoSNgclsZB+uJv4irrklRO/xC5hyLV6knLNCkNUE78HhMKXI9M5lPKWD5tWnGUUislVfML0XK\nr19EpwDg8YC8NnHeUhypZeitJxxZOYdSTw0IwJQJZZQiQnnOVR6clRQmUoSeegZ6otdLV4oOrmy/\nvaxxZEtzachjtaM6FGvt/wI4u8nyxwE0DTGstZ8B0BI7admQmAXjF6LmFmtm0RprEWkO1Y/UGHOI\nFWFqWwW99R4YNBc9ErjgBedUUU0VYp2hrJiBW9Ea1YwBy5qLQARk1URInQodLItdIzOoJxydsISC\nRXuJJRbJ5hevRY5jZM6pALmMQylSvn9JEWHKws5C6uLxlQB0Ft92uDf1kZzsJ9GYGVeJuEfKyL4s\n7pD2ksak9hIOH+cxEmv18rRsxNnUxZ15bhGIIclFUk85HQnz/jTT6KmnfsZOJVboSQamk99/TwV/\nMq2Gw/UUp1ZKXALWiqcNgicIJlneaKgUeRU6cXKJhccmiLhDub0UDBEDAMtplEgcGANYa5wDICjD\nqRAPj2fgFCWu9OxbvwqZw1Zkn5BjAguJ7nAtdaVs1ubl17DjzTLbVJ1fRsCL4txQWcuhtGxEmlyA\nhLzU2ptkSDODnlqGcZUIYyoRDvYkzFhV5OfqtEUak9tK6IkzPN6TwPQD0t5/bwUvOKcKm7JEZDLW\nevV97XgmtSzDkapCpcT4SFtJo+cIl5QzJ7XQU3faKYqgEiA1iZOuZFAVxCNWjbXc/EgW1hI3Ipa0\nr/5IGpQYi/09LCytpl+OPQdrAIBTx5UZ/NVcPo81d0QfqTEO9LgTmrau5SAqEfb3JE2jtLGVCBXX\nL3V4801DdtxaDqVlI86613Zh6qJOD1haF8prItQtYyljKxqbNhA2biw5lTVOgb7+eY40almFh64n\nKZ7zsl684OXVfrfHoCnQk6aIDJegIyJoxYPEUmNQT4FypD02kVrjRbjJGqiM5RciTSyboBUoIx8Z\nEFzKJECGi7zKkfaq/tJBXYosjFXsDIx1Y0aUT6VC3AUAjmy5GePmMn5STw2qTqbgSDX1nzdMiQA3\ncyjAbIbKWg6lZSPSiHJS1tTFnYBhenmSGYyrRKjEGvMWGJw7O/NkMgsgzWq46NIaDroxGU/UEhys\nJzjS0E2rfPzDJoQ4YeAm1qJkFYzl6CNJGR8hsIpcLcucdgs7lcS9phS5cEA7rKYhOiC4yMZtP3OS\nc8qR1wB2LkeqroJk4UWfjJMgCKUdxQ5u4ihj/Kwr0Z4Z1rXNqr4xMdYKp4wtYc8BjnbqqQERwe48\n9s7lgazlUFo2Iq2RZyX4gEz7E4FrYc7WLJPeIq0QaYVxJR4nMb4U44laHXt7athfTWFgi5MJg+d7\njtTRVmJGbqS46a+kFDQZxIqRk5Lm1KdiNA65URYGFpnKkGQKacbgahUcrYSsWQsgjhTIlX7lb+1l\n5tgIaU3EmsZXYkSa8NiGVagNcr/JIK+J85aivaRxsJc/9zMmtaF3280Y86cf9lIF49uiQa93sNZy\nKC0bsXbGEh69YYyMtcjLnXK3riZZYYSFVoxzxBk7isxYTLAlbN+ice/2iHknzon8+O8mAsidl7XA\nC8+p4uyZdSQG0K7aU7EGyjI3JFPWpy+ZtT5NgXGTDw3/3ShbqMgAOclNKcCkvEHuXjaOzp8Dr2PK\nUdNIZDA2Ye5SVJPMSxKEsge9zpm0lTUT8Z7UFvq3lkNp2Yg3GZjOTHvy+IEIKqVO5JoIiJTC2IqG\nsRpJajz7dVpHDS88pxf7enLhQyLgtY6bElpmFQjuAkeGWsYJUuwU+8uBrog4uSwgoInDSw3QDKHw\neIbJRZlE6xZg5f8n06w32TUTHq6lONCTOPKbODKLeMblwBNVELhcPJRgrFjLobRsxNkZS5Z7TkbI\nIrXgi00p5E5FKZQtkBnWml+yhEWlawljEFGmoCnDuDiGtUCtbNDj+mWA4jB2MZkdVINBagmUpF4r\nhas/2ldZel1/DJFFPSPfL6N4/gY7hmAbSjqpFaGaGB8xHKwmUJRLIRwLWHraok6eCtib4LFDddSS\nrADdlGONh/b2AGBsalxbhGTH4PVoj8VaDqVlI852rVlZmI0sIy4UEQxJrwsKw7SmLuqEBTBrDjfu\nGWvRFmscNikiJxdZiVjw2ljL3clHMWuBDHk3b5TxyI3elBsSCeRmBhl2fK4fRxGnO0q7MR+AdypS\n9REyWy3NYOv8OzmJx0ipPs2DA1maMU6y/0jC63PLxSVVEye9oAhTxpe5ND3otR+btRxKy0akkZSM\nAccqNThcMzxfptl4UgKskbJp5u/8k8aU0FYinJqWsO9QHWWtAEToSfoOB5cUKgSEravgpCZDZi0i\npxinwCNTDSxSa0GWG/R6sxRAhCgjWMsNgwDlYkLue3GKZt3Qd4uDvamPTsrx4IlmE+YuxcHeBIer\nLOMoqnfyM9LsfCePL6MccYVoaNRjm1vLobRsxJmAsUARMBWMZE+Tu7dwWNFQfn38SB3jnNi1McBj\n1RqXfjUVuCk8NKv557Fu45mxsC5CSmCRJUX+KSu1WaTKIDMcFUVCv28iDyBaK1Ka5kY//h6T5i/F\nExsHBmXHz70K1STDnoM1GJemEQGTx5cCnMaicpTGwaG0lkh1y0a0cYnYFtirzYxFiBhsLEXKtfbz\nBXWgJ0FPPUOlxILTFkw8+5Np1cJ2QgujFYM89WLOCZPaDtYT1LMs15NFLmSd4z7WyxeEm5AILFKM\nCVlwJ3HNyQxU60fXoe2tG+9MAMaXJrTFmNAWY2xFY0xZY0wlKozMONHWilBaNqJNxH9iTaiif6UT\nwVNOX7wc4ytMFKsmBoerKYyxrG1igWeMa8O+3hp6khSxVgVF+mbcFyC/64q8o3EjVIUmL5q2qTGA\nUsy4VaziponTHpEq0A6UlQiCv5tC3bFbhZ5/pJ6ip54hOvdyjC1zb9DhasoiU+772Cd6uWfHiXVP\naI/RXtJPutw8FNZyKC0bcRaCrQCcdgj3r4g6WX9G7sotR9w4WE/ZaZiUR5UqRZhULmFPTw0yzVeq\nOkDOcWm+7qLHkd8kepJ3WRfFaJcmKQcoMxLEDkpKun5sh+OziGgTGYK1Bmkm0ZLF4WqKQw4nERyG\nafncXBgpVVC2Hw5rpTwtG/G2Z12XV8LXRJi8oP9UYNealYxduJk+lVijvRQVysM6UI+vaB7HEfJa\nVOA45ALJe2KKf88xHut/WjCWkph8LIekS3kKZP3QduHXwL1PuqozwyJOjx+uo/tADQd7U9Yw0QqV\nWGHiGE5txrpWhHLM30MqZMNhLYfSslFhe9d3MUW9LUI9M5g0f2m/rxWnUooUyjEPCivHGm2uG1kT\n4Vlj2zG+FCNShFgxxT4MQOS5cQ+gOUlNMB55jXQgJ8ag6oh1iXukTpfEOEasaJ8IiY0AJCmnaQd7\nEhzoTXCkmvnBYhPaY5w2oYyJY0qYOKaEsZUI7aXIldRZTElwm+GylkNp2aixPeu6nBwkXzinLRp4\nxo1UcyL3AMFHJqVIYUpbGUTM+wDCaCRfh3IPiTz6bIP6F3g2DkzOrBv8ZXOQNvyMjW/PjMURp/sq\nnz1SLKFAyAeIWdcJTeQo/U6BbShmKT9ZazmUlo0q617bhVgrRGpwwkCsH6IQuVnEzK514zgihbKb\nSBhe042rDdOd/qy/CykN0heOTnKlNVmpbD2sBkVBe4EirgTJ4DDrHJNQ9tNMxK+bK9Q9lUbDJfdK\nRPbBn7RUIlt2fCYDrRqBXDGhpdfSzE3wY3WzespVlXpicKieojfNcDBhpqm01UjkUFas2ibyiipw\nMBKhKIiSGj/Xilm0ylWoxkRRwbnFkUwjhB+bkbqKk1yR5UghdsLXgCOsue2EBDbtFOo4pcsnGDbj\n6wxkzz3/alhrj72JKLBWhNKyUWtTF3cedbbxnnVdDl9QLv1RfmwogVXTylqhEim0RxptjpofdjCr\nIFIIae2NZeX+Poox8ILVRkBXiVys7Rf3ECU6iVSk9ByaKxDx4PM0x2uSzGDKwk4WqnoKreVQWjZq\nzdo8MgnZtY3W7bAXxhjCi5TXUYk1KpofZa0LVRzRXSlc1OjLh+HIII9UQpMxGlLpESeSZgEBLlih\nvNv1Fxb+4Pkr4fotj0etpTxRMEmtU9jnKtOxzlM+HhvWlKennm+7MDKxZS07ip2xZDlfoMZR2N1F\n3F/qA3B6JGDmEz0JDz13Qkcim5hmFg8f7sHhJPUNiUTcDCgOSM5aqc5Is6J2TiV/njuAslaIleIp\nhy5NIeQpT5rL0gNgpzSm7DqPNW9bxKlDbyLroODvsm6JxGIXlR3tGhv1KY91JTZrLU5fvHzAu0zL\nWtbHLDzgKSpuA3EwhJ6vFV+s49tjn7bEWi5wxjsqWnlVeQCumpJHBz6KaNwG5OLOnQkAX+2RIeW+\n3BxsI19BwG8BvDORio8MjRdHISmZpiA9CtyCgLhPxfU1vA6l8Bh+hLplo8dsQ+rA5w//DEP8M5Y0\n3KicWBOBYK1lkWgn9/jLuyPEmlCJFNqiqA8+85udpbziU4gS8pSHqKhX+6sdMSveG674WMADvMbm\nCvXy2fw6Kf9JVNSAEdJeSStO4Sh3IuIUJTqBbM+w4zrRTmVYHYqX9vN3mFak0rKjmwwWl4HhNui8\nS1Ku4Jy2iAFJwS5y0Sa4/hceuzFpTIxTx5ZABOzcqtFejjAmjjAm1p6zIvbfd5eZl+JSHaHSe+wE\nKF7cBPz67hLgtmlszp6V1EvYs6KET8gdBCiXbxRQOdYsWF2Jla/stJVylqxSeYQkQk0y+CtzjN0T\niamMGFBWDnYrUmnZ0czCpQ6Qhj3LgkSUnz8cteQcjzCtMCZnqEaa+SgT2mP/OkU8QTAiwo8eWI19\nPQ/n7wWwt+dh/Ov/3AKAHYi1NkiH8iglFMAWS40jugXne2j3bNd5yhOUryVSkdKzVsQjUJ0ok09/\nwpIy8vfzd0MfAHiobcSkPI3WilJa1q+5E6aR2Na9tstfLNIPs3vtSpfe5MsLGIVctODScprxmFAm\nkxHmnvlXuHXne7xT2XPk97hp+wVY9Kw3ewAW4LRCBc5EnECfMq9zeOIQ/QXgnNE926Oc60L5Z5Po\nJ3caOeYjKZFEI9TwRgFoFcGniCeq32eYQdnwkQ+iHs5ehJaNfBPdkdCEbyFCSUTAvvWrAHAFUcq/\nihjPqKcGh3pTHOxNcKSW+chBEVBxE/3KSmFS5Ux86Jyv4bM734O9PY/gpu3vRmfHN3DamGd5X6Ed\nIJq5lCYx+TjQ8KeYYCiZFecmPBd4Z6IV+eqRfNNYy3gPXufutSuxa81K7F67kgl0kUIcUYFnk0cs\neVNkpPvvqD5eG1b5gtBx2NyvtqxlA1p4IwIEn+Dn0urfaFKe5fQEWLPGYtNGQuomBVqr8aXVMaxL\neR7+fQm//30bxk2pYdIZE/Cc6vew6Vsvxnz6Htbff6Zf70um1/GyGTw29Dc7S/j1znKwfcK3vzgG\njYJtZ81IMa0jLXx+cQD+d367izDgI5H+LpJda1bijCXLmXxHTa4mt/7d604sPWN4HUpw3F3UB0sA\nyS8ta9lRzLr/pLpjLd/Jk8zi1AXL8NgGjlLkwkwNa5fMmG1wzkzmoWhFSBzL9ENXJtCKUE0yHKym\neORwDx4++Dvcfs+FmIvv4cGz34g3z/oGprQ/M6/uuBTnZTMSnD0z5aoOrO8CfueHeoKIQT5OMTkI\nS8zkP69La1Qx6ujPhINTGDYfbuMpuKZGjMASA20ALHtjaxlHGYio1LKnr3mCmeWbUOqa5EqR8pWc\n4hvg6fTVlOfnSE+PrM8Ynk4Ya0KWWRxOEuw+8nvcfs+F+Mj0v8WW/zkTb5rxd+ja9i50dnwDU8c8\nyzFj81Jx5FKVkoqQGOOXhdGHpEj37Yhx744oZ78S8OXPlfOmQEfYW7SIsHhRgMscxaRFoBE6eCqK\nHSPHoQjQZgAoW6A/t6xljeYzG1/BkGnBubxBaNJLE1pqjJ//I9eeBQ/okgrRpoe/i0um/S0mtz8T\nFhantJ2Jzo5vYP1D/4S3vXhpgWYf4hY8V0f1IbhJSVgrwrSODDPnGO9kBEv58FWJJ7BFmjCuEhcE\noI5mkv7g+EivT8pGTNm4ZS0brDW7U4uzkL6dcJlwUIy1XhelGaEsdCzGWqTW4M0vugpTxjyTt+s4\nIlPan4k3v+gqv20VOAxFORU/nPEl7xWnJxGIlHiVyin0AsgK7V4+87GYiEyFwPDTKuUpfFl38JvV\n8VvWMolCEqcDEp47UxZ2+ihBKhm71qzEqQuWeX5Klln0JpkjVOaclpfPSJFZi1riRphaxlwU+KJ/\n0bRacIEGMgaUOwxNygOoERGmzcx8ykME1l4JqjoSeQhGItFNKVIYU45QivIop9GOBgkMB1wwYiKU\nRoC2ZS3r1xoKOWF5FGjeaEoE7yBAIZESvrfmHFd5SZwKWm+WOTyGV/zi6cXR4oLViLPYsetnOJIc\n8E5OEfCiaY9j+x9+5j+2NPDlzX45NuJLvEKvj1zUEkRAI91GjEMBnhrQqGWj37rXduWkr35CedVw\nZsvFam3e6iEgrQU8B8pYizatESuFNq37/QxCtZcoWoHwp5Nn4Ku/+hSOJAcBAIfq+/GlX34SZ53W\nUUiJvNQBSWU4j2BmzbWeaj8YzGSkEUBHTNnY570OtvdgWcue9ibasXKOZJl1UopM8BC6PAAkmcEp\n85f5Ph8xAjNJ04wYjEWRRCkiSACQWh5mXtEavZpFovNIIk8+RKJAfk4oT8T7z1qBO+77JP7mJZfi\nm/99Gz407RqML03ibTiKPk8MzJmv0kmsiDBvvkWkFdrLug+gOxpsxEQonokcAmQYeR64ZSfWmh1v\nImkkzSfz1dIsoJQXrzjBTorjLhj47O8mJcuVwz6A/KLv+3mob3XHXfzjShPwjhdfij//t7PwNy+5\nFKe0nYKSY7AKyxVwmIgjrgkYK5gKYy6jz5kAw029D/41Lg8A95Y9TWzAmwdx9FFPDVJjfaNcpHLN\nVX9hBxeoGPf0oE8q4eMNKxGE6yZ2uIpENhJJiAJ+agxMwO+WKOVIchDf+s1t+OGbfoV/+PWtOFw/\n4KMPFXwgodmH5WL5TqVIFfqN+rPBqNU91TZiIhSgLzAr9OqRtMNaduKsvwtEMIbURSlSmpXKiJcM\nABWeNxtvYWGhVR4h+DTKWj/pL8kMetLMT/+T9XgOCRFipbwTke31Jodwx32fxAfPWYFnjn8OLpn2\ncdx+zydwqL4fkc4bFPMycd7xHCnuGq7E2jf5Hc3C/SS6L8N9rYwohyLWmPa07Olhx3ox6OCOH15/\n8rSPvCkJ6a24OBSftsg7gWPFso0ym8dzSqRcDFG25+3/et92XHw2YyYEYEJlEi4791rc273NO8JI\n5alPDtDCj/aQSGgwtmvNymMqDT8VzmbEgLJoaGgSHoqAtC07+W3XmpVePGnq4k4/sMq4FAOAL/mK\ngtnutfwerRhnkchWANDQJNLRKsc8LJjsRnBgLBF6MhZBipVyncvknVOoGasFYHXP5515Xo6TOIcx\nvjwRC555PoyF14YFudRLwadDseZ5zP1VrRr3U3+/h7IE4kCk+zpc1mw9Q2HD3G2cG1MLik5F+iuG\nef5zy55ik65gHpLeIArk6PZEOd+EBN8kETvKy7mhY7IoztYhykvFkmLUnaKaIHuS0hSU2RoueF/2\nbVgWmgRTygGuAvgKJyUcl3E8RtQ3ErFNnCtwYnrlhvdStfmjscpTfFkr9Xm6mKcP2HzkZh8h5wbb\ntWZl3mAHcS4oSEMCedWkMKgLRZEl0SoJm/n6+5wS5UjKIyssOha3zOEmkt7oAEdRnncyuH00EFYS\nOohda1b6gezye/g4ETasYzR2H6j733MNzfzAe8DLhYhEw0MnbtlTa1MXdbJYUWr98HEZlwHwWIhY\nK+xdX5yMJ3yVkLSmVC60NGVhJ5LMoJpkONCT+uZAYyx66hmqWQZjLapuqmDJKd8fSVKfDgmlXhE3\n72nKO4w9IU3lKU1hnKiLRKSao8h9l4grO08mOmm8Ho416ghffxKM0cgfxspIjTwiCcPcltbs08fI\nYRJicpc1NscDmk/a61suLkQowU3KL0MOjIoSPYtJsxMjiS6C94Q0fwvrQd1Qeb4RJFZBlKKdXKPo\n2Yrk5GAtdBiNlZ4nY0MJ1g6v6r3NJ6qFZWI5cUJrOZOnj+1eu5KjVQXvEAjwymfSjdufSQRgwUSS\nqYs6eQYycmcSuTk8nsLv/omjIgDVLEPdlYR0EGUUtiWpUfDo83fvlHIVe61zJVO3ZFAAACAASURB\nVPvjjUyGu1Qc2rCCsmmgWaEse3Eb5KNKAWRx3EBVy0an5fQBZ5RXVBqv3FCiALDYs64Lpy3iFIcU\nu4q87MupBo/rdAxZFzVY46ILy1Ufk+WAbRiVaKh83AXyVMb36BB8FUhTTq2XUaiVWPeJlo5mA1V3\nmv0+2HUOpUMaVofSH9CmwLqYxhJUwJhtgbNPH+te24UJc5fmCyTVCU6B8EIIlxvbOLvHsAwAuLKj\nlfT/8OslTdFEyEjqNf2faxGpAqmO73+EX2zTmDnHOGCWvAOUlClqMu7iZLMRhaEYl+74uSUuHdq4\ngTtE0WLNPm1s6uLOPh3DAEcSMvlPTMSExMKGDkmlAfiRGmF5Nhc8Au7bEbOzaMRw3M//vrvk2bFy\nc0ut8a/9xba+92dZ99bN5COVyHmy4rnf9/FU2VAWOobVoSSp8Y8sCybGu9kh8ti4gfx0+cww6anl\nWE5uC1v6PSiPvJwsF51cDPJTog05n8QBCBclp+0DsRMv4vcRfrkjRqQI7W5qoCbC++48F1se/hEA\n4Nc7SyAQ7vr9D/GOH50DgKMVscbCgdD/lSLs3MoT/mKtfPk4BImbPULHMlqqm8PqUIRnkPlparZQ\n8RFwVghJ1rLiFreuD+cnb9mJtt1rV3qJRDHrwHsZkN5fViJcD0lpGnvE3Kvgp+tR8b3alYQJQJna\ncNPO92Ht//4TAOCuh3+ET22/CDGVse0PP3XvyZm0oYykrC/Ebo7FJAp7KpzJUN2gh7nKEzxMOOs4\nZ0tmgZORh8yFbUUpJ7c1TtCTcwLIS8mhWdg+4tT9r7tvxSjEUqT579T2MwAQbvvlR3D3H36Orh0X\nASDUzBGcNWUWlCs3h9WiRvN8qmP8/uKARtN5PsxVnrxLSzTLjQUUMQlfEUEDHlxzXeVQZAEoaAe+\nNZP8a9noNyKgFCmkorCW8eiLthJ3BXevXeVfKzN5tCJ0r+3ClIWdnjrfuE44R2LhGgwJoDR3MBYA\nGUIl0njvWdejc8Mb0JsexgP7fwkA0BThrZXv4V/umOp7ewDga7dVPNgqVZ+58yzmzn/y+0BSH3Eq\nIz31GTHNgdyNabF9s8LdW6NCfvm5GyMAWYHuPH+BxfwFDSSmlp1UxpUSZqzW0gzAwKmu/E0GXfXX\nzkEgbN5I2HSXQmYUE9kyjTs+W/ZA6R8eITz8cDumnNGBF5Z+iPv2bgA2XAcAeNGpHTh0xsugCTh7\nRoJzZ2WeQn/xFXXs3KZx7/YIBGDbZoUdWwirVxEU2YKDm7+AH4OxsN/oRNhQOaoRUzYmANu3Rpg5\nJ8O5s01BDRwALu/MvOeXEhynSy2PcrKaT0EU80aMNUidyJIiwpSFnZ5+zxKO1suHsswiAaZ4EXev\n7cLkhcswe57FjDki2GRQrfM6L74iQT01MJaV8X/64Pfwqe2c5gAAFl2PXwN47bmfx+te8HZXMs7n\nMxCAGbMM5sxNoBShHCnPiL16BRD1L1Pbr4UK/iN9+N3IAWWNxY4tKq/2ZBZpxieQTHmT5UmW/55k\nBpMXLPPDslt28phcOKIjol3vf92NDTXW4vTFyzF1Uadv2+Booyh4kjbgKl7YSDHxLNa56lvZVX4i\npVDSCrffezUAgqYIHX/0arRFY0Eg3LLzKvQmB33HcGNToGd++9+fXBVBGvnCqs9IxlSG1aF8+d7P\nYNehh7Dp4TtxoLYfFsAjBx/CF+75FPZXn8C6h37sWsnhp9VLNcj4TlS33NiCFkTLTiJz1PXUOYo0\ns0E6k8/VCSUAApy0j9CSB2NVLjog6YTHVcDVniljzkBJlfGZ+f+G5096CVYv+g+0RWPwrHHPx6/2\nbuvLtW+wkGt1PMRMcSoAvCMdiTasDuV1z387Ll/7VpzW/kf4wr2fxGM93bhszZux6Jmvx607r8dZ\np3V4dXNf/THNKj7wXakjdUe37MmbSAQoR0opVv5Q6PfZs67LpcO8MHI9M1MWFiPYfLCWe6/D54zl\n+cgAp0zPGf8CfG7JT3DW1JkACM8/5cW4dcl/4jmT/hhznnFegSA3rSPN14WQql+UNLXW4pqPruqr\nKDcIyx0f87GEkyVRS7PopT+5gxMhGzms8gVbH3gCuw7/Hleteys+/PLrsfwTD+LzN7wMP33o3/Ch\nc67B+PJEaEXYuTVCxxzj27+Vl9HLmYdyx4lc45UQmVo2ui1UHeupp+ipZUgyi/aSxpiyLkQnIlMA\n5FIGe9Z1YeI8pvDvv+tG//fJC5f5FDqzFtV6hg0bLGbMNoiU8rhKZiwO11MYa/HLHRHOmZmx7IBS\nPpJRQdojOif+fNT8856tERYtZkzl+9+7Ex94752446vn4y/eeF6/370ZVtKIocj+6Y9ZWxAsa4iQ\nwq7oXWtWjn75gq98roJ//9oL8aL/+gGuuPa/UV/bifddvR16ww341u2n4Uu3lLFjs8b0jrSQ8mRB\numNMHqmwVCDfvVqRysllLC5NHusQ5qwxcJSC4nVAYF4TAC/6fFqAs8nIT9EsISJ0zLG+41grJquJ\nohoRCs4kBGE927YBSLE+NAE65hr87Ve+iWlnvx7XrrgLhw7dgo+v2IiXv+x1+OpXvnlM+6JZRBEy\nbOVfOJUw58Lkad6JkAQZVofy7kt6cf67/y9+89I/w83X/ylKi7vwpU/PRDL/Y3jrxd1472VVnNPB\n82YLKY8wa404GBf+ytyWjB3MSAavWnZsluvBkgNeLeqpm0Hc/A3e9m1Y1ac/hhwuk6dTeRoEW8RU\npMM5HHYuvsPzUKg5EzbwKXj7BW/DR1d8ENVaBoCwf/+zcc21H8aFF/110+98tPO38e+F9gMqLpfH\n7rUrC3R/AEM6WWJYU57v/OKXuHrjW7Fi1pfxo99+A3bdx/GrPz0f18/5Mr5//9fxgZdfgwnlidxg\nFXZ3OpTeI/QuDYq1S4NcuFl2801a6c/oNjnZU+dEHjtcR2YsYk2ItMLYisbBTTf1ed9pizphjIVS\nhMQNPy9FCnvW8flw+uLlXEk0FtUkQz21vnpEIPTUUiSZLfQOAXzOeWdCufNRFGrGkpdJIAL3BinC\nz/7jZ7jk4p/hGWcqPPjbV+Hr/0ADpj3NrD/JgSdbThbph/YSje6U5z8f/BY+Pe876O55FBe97GOY\nVJmCrgXfwbrf/wjvP/sa3LdnW2H2bEjJDyMSH604ADcvH/JrWunP6LawfCzSiRac3pbj/tXOXLAB\nY3KNWGOspxjsXrsyr/a4hsH8rm1zDVih6fsoJXcmPvVxGEqjFcibFrj//ofxhTvOwy9+eTNe94bn\n47cPPHzU796oExsuHwqN2F1rVg6ZNMiwRijr/s9j/ndFwN/d1oYLL626lu88lAwFbkJqczgoiVvD\nlSdBCXCrSKbYE3atWYlt9z0LHWf9fli+c8uOz6Yu7kRmLPYerKOWZAABU8aVcWhz3+hEbPLCZf6i\nlj6fSBcB3KmLOnHYRSNJZpCkjNDUE06ppLJobfEcDM9PArBzW4SZszMPzobasXJuRpr5LZVY4dM3\nEFZ8/Ojf+6kgsp2+ePnoj1DCUaTGMo05JAMBRcFha+H5JyEBLkldPp0a1IPnAt7WnUTC6YuXY9uv\nnjVs37dlT96mLu5EPTXorWcscWH5uB/NooZqDBHjcKF1r+tCW6y9yHTO0M1Ta3kuDoJIOprJ4zG/\n2Kb76M/msgscQfvzMbNPqmx8omyo+uEGTb0nIgVgJ4BHrLVvIKJJAP4JwLMB/A7Am621B9xrrwbw\nHgApgMustT9tus6GGPHlM1MAjK5/4abbcPFVl4CI2MNQLlDsGNaA4yGQ5bUZawE3oc3CzXNRAFlC\nai20shj7/80FsKmw3dHSePW0Ngskac6QFqp9Iwu20XavXYmpbr4PCMgynvM0dVEnutfl2Jo4Ci95\n4PRoZSYPD6JjyycHut+b5ToNi7ZuVti+WQVi1cBNn+mr2tasv2ek0+1DO5ZenssA/AbAePf7cgA/\nt9auIqJOAFcDWE5ELwbwZgAvAnAmgJ8T0QtsE3ccNvaJjIEmYP2da/Fv33oML3rpOiw+fzGAQAnf\nHT4bOBkBy4wBoIDMAtbwcG1tiXstKKdgT13c2SfvllJz4wEeLQfyZLduxydJffohFzwwcd7SAsek\nj1Ex6mWAlQpDwIhYntEYU/AFvmJiWZZUlsl6C7/L6xFwPFzEPWN2ho45plhAAPDRawY/x3g0nIuD\nSnmI6EwArwHw1WDxnwH4hnv+DQB/7p6/AcB3rLWptfZ3AO4HMKPZeiuR9o9YEf79n/4Z73zN2/Hl\nW3ai58hn8aWbd+Btr34bvved7/Ln8PXzXHSpUC42eQ6cZMarvNVS49Oi1KVLwrAVHkvLRr5J6iKH\nSxH5URdHM8E5lAp6e4LDvnvtSkSa0FbSKMfaX+Qy4kLEpnNQNi+9Frko8CVk8gvgu59NkLYba1Gt\nmz69R6PZBhuhrAawFMCEYNlUa203AFhrdxPRaW75MwBsDV73qFvWd+MF7QGFN73tzRg/4RTcvvJu\nAIR6zeLSKy/CovMW+1cJci+W90gQtm9RmDnbuNSHsGULYccW7ZS/CJqAm1YqAHwX0orXtGAh+TBT\n7gItDsvIs1rCNwm5AchF3IiJNBqT1Zx4tBXqGmvuhHo67LCsH2ieZvnoDBNEKACwc2uEndt0IZr5\n4uqSx1/ks82cbVi4GgGeAvJqhJmxoIzPxcbUaTCOcqTZUR0KEb0WQLe19pdEtHCAlx7zbf6rt+Yh\n3PRZ8zBt5lzEkcLhQ3U8+3mXYe9uACCPo1gnvNRsw9Za3L1F49wO1s0wZDGtAzh3VgYdVIGMBZZe\nzUxIUSDfvXYldq0prnM0hJdPNzu8has5+iUfBhynRADTgWz32pWekwJwlccYQGk+byT16V7bhamL\nO1GOOUWuJgbWWkRaIc0MLMhHRzNmZ5g5h8+1sAp5yVVpgVjWKDPJMJ8FmdyhSMNrKdCbfSpGx2y7\n70Fs+9WDQ7rOwUQocwC8gYheA6ANwDgi+gcAu4loqrW2m4hOB7DHvf5RAM8M3n+mW9bHLl26wj8X\nWcc/PPQHXLNqPua8YiHW3bkWD/3vI4LJenA23NWbH70TZ582E+NKEyEvOVDdj/v2bMPi57waBjyK\nw6DIUVFW0qdWujPaTGQhK7FGOdJ4fOOqo77HpyIIlOYNoGXglzPRSwGUB/djTTCWVeIar/Nw0Fdh\nWxB2b9/XSlGhY07GCoVgB1eHQZvSTZ3JsY4XHcx7Os56LjrOeq7//dZvrRng1YOzozoUa+1HAXwU\nAIhoAYArrbXvJKJVAC4A0AXgXQB+4N7yQwDfIqLV4FTn+QB2NFt3cUwCh4EXfvgCp39isOT8Jchc\nf04c5s/kKjsE9CSHsXrnClw+/QZYTMWB6hP47M4VmPWMJe5guUoQHFgLwU+MJzS1bHSZsF9LkRqU\nMwHg0x2B9a3rWtaWvUyY+nAp2EJrYuV8lwJJhCM3OEltcmdFAZZCBfC2MZ2xFuiYa51AmOXz2RA3\nO9pji1D6S8/D5U9VxH08im0rAXyXiN4D4CFwZQfW2t8Q0XfBFaEEwAebVXgA5giI+cFeREiNARE8\n30SaAjURjDH44s234cNLLwWBMPOMxdi+ax1W370C7fUbsfruFSAizPqjxZ6/AnJlZjAolmbWzVbJ\nEGXcNLZnXYuePxosnnE5dG+KU8eVcGTLzYN+X/daniToyWkeSQGAYnPhnnVdmLqoE+PbYtfdbFAp\naR5LapsQYsVhhM6ln0pQjtFymGJhYUAgy5+lmnAlSCYLHs0Gi/UN9LqhdDbH5FCstRsAbHDPHwfw\nin5e9xkAnzna+sLcl3Ut+OonUn5MgmUM1TuVDXeuxb9+83FUKr+CtTMATMWE7FZsefTneOD7U/H8\nXW/AnDNfiW/uqIAImDHboGOOgQE7rBmzszxyMUyUqaemUEJs2ci1w9UM49qiY3ImYv2lK82Oe/e6\nLpy6YBkA4ECP8TN+sib3RlnPDMeSzZcX/16o+jjjM97CukglM7zQRvYpi55zZ3P1ca9rWDVlC2Ca\nL/8xvqGJYBzPAAr43KfuwraNX0CWnoWeI6vxkx9cjSj6DN5ywV/glW86D3vv/hc88MSv8cI3/h+8\ne+YMjCvnLEZjWfXTWouZsw2sJcZWwLhKaiwiY1tOZYTahLlLkVku+x86VEey49bjXidRzrwGmJtE\noAJjVCtCJVI4SIy5RFohs1mh/EDB+jpmG7fs6I6goFPiMD5YrvZkcNUf6kt8G+k2rNT7tpLyj3Ks\nUI64zyHSCuVYo+QEfiNFGDvmlXjfZReiXmOfXq9ZvPeyi7DkjefhszuvQaxKeMuLLkZJl7B65woc\nqu0vcFQ8ZT+Ujgxo/LXEoJZwpNKykWNTF3Uy3pFZdB+oejW1o1kzJbLutV2FsRdCdpyykImOjfTz\nPeu6sG/DKkwZV8a4SoQ4cgPAHHAiKVMzHKXp77JdWRYstzYfbmeM5fTK2WiqOA6rQ4m18o9QdU0a\n/iKd90mQIiilcOhgDc95/mU4dLAKEGH7H9aCCLh02icxrjQBl02/AQTC1kfXFlD1fKiY9T99f5Bz\nLqlzMC3B6xFkxOXhcqwwoS32urJHs/7UzhqN9WcHFhpSxACwtcXxpU+mQDhQ9CL0BwvXVX+UDYxE\nrtSwOhQhEEXiQJQqSDpKt7B2GhMP/+5RXLNqPr794+uxomsBHv7do2iLxzhnwmXjcaWJuOLcGzCm\nPKao6enuAOxE8p/iaCT8FUnAlo0M617bhX3rV2H/XTeiHCuUYoWxs68a1HtFNySUkfTnhM0Zt0e7\neJVi7oq1uQiTZ20X0h/qA8YWbBDpy+a7yGsow2JARzcSbVgxlLA56/TFy2GtRS0FjLIAcdRikVdl\nLvzQBX7a4JJXL/E7Ww7itJkpjLEYE0/A3GecX0DWLWTIdv47o/1gnorjAySZQWoIpy5YBkXk5760\nbPitHGvfsXvU/p0G83dzd87U0qygkj8Q21Z4LxPaIxzsTV1ZF6gbLvd6pTdnBR7KMWAg1gJbNil0\nzMmgyPopmifahq3KcyJt99qVOH3xckSKsGEDsHEDh5hJxpPd7vhsDIDTkx2btuPc2TNxTkeKc2Zm\n/s4zzbFkQ7aANGiJE4G1yJj/DGvJh5cKOYUfcDqlyvbpSm3Z8JkM5UIK9G4bXJVHbjrhEPPMWjfn\nBpC5W0ebiSyyBJVY+XYPlp/MafzMTXnyljcTckXSWIu9awfJsxkhNmIcCgAvnLRgITBnni1oRxib\n4OLLU/z4h3fiH7+6EX994WOYPmtJYe4JuSPqTyLbCIZJ+uO0acmCVLAMPEs5lEvIHGjXilSG3zJj\nUY4UMsOVnwObjh6hSDVHnIloE4safZJaWLJ9JhGGtmvNSq4CuVSHFe65EilNpsflSRqMu+b5/J+8\ncJnXaBkN4OywYiiNtmvNSq9yJQdcK0IpIvz///Vr/Pniv8Lnb7obR46sxudv3IG3nvc2fP873/WI\nOUcg+fqMzTNj+UkoTixM/XOHqchIy+B91nKk0pKSPDF2xpLlg9q34yoRkh2rYXauPuaWCQt41nVm\nrR+7UY75EqgmGQ5XU4ydfRUmL1yGyY6DAnClSRxHW0mjraTdtEHuBQsHjzWz0Nd4Kp2PnPIHIA6Q\nz8cjtQzVhLuR04xnTg00fye8uQ4X9jKiIhRAwj7uDIYCUpeEvuzsl+JNb3k/brhmC6RsfMmyi7Do\n/CWFYU9AzkIMsZLCQbXwRDfe+1QIM8n9HiqcP1X57NPRBCA/Zf4yPL5xlafBT164zJX8+XUyQgNA\nU1HqZrZrzcrcWbkLLdZU4EBFilC11qu7KeJUWCgEQrKMNP+tZBVsyq0bmWH2tvU3r76hSmMAs3UT\nYdZciy13cYd8aJ+7MfKD0UX0esECiwUL3d3fUh9nUkjrAhsMH2aobcQ5FCCPNnznJdwYA61w8GAN\nz3vhR7D7DxZaKTeUycIEObKYYCmNjeGK8hIyDCFTTKbzdwvx8MebFLdsUCbkQmNtITKoJcZFqAoW\ntqADe+zbYBzEWIOY8otYEcFSTrIkR2KTdEbGmobAq6i7SQSdZBz9aFAf51H8EPzHbZsVZs3NMGuu\nxex5WZ/PedmyzItiR5pQjrT/LCqQObB9bqL5+XvXBmDBInFxA4PDQyneNKJSntCE5RppFreZM9/i\n9w8+ips+/wr8bNNnsPJzS/DIQ3/IxaqJHLPQ7WzY5qEfyfpFlMkgy4oDw1JTnPVyrGh9y47Nutd1\ncTRpgXpmfCVPjt3e9V3H5UxCwlrsJCzCv+1dz4Q3weykqhO5gV6x5tEbInFAjhvTVlKIIz4xPJZy\nNAuiifAcDc9VcWIWQJLxiI/UdeMnKZ+rAgyHdAiRQbCw2LgR3AeX8fkc8q6afc6h4rSMOIcSjgQI\nhYLnzgcuu+pCvO4Nr4LWCq9+/SvxgUvf7YSCUWjIapyMJgenmcmB8AfD7/QgyfUvPiFfuWXgYVxy\n/KTiUh9CJTO5+MIbQyNu43E4wNPwG+nvZyxZztGyi2hKbkYPQsdQ2KY87/9z9bdMzsfUWCSp8dQH\neY00JEpUEk4FdF/C30AL5zSKhYvw5/HaiHMoYjLlTA6ezDJm8RnksnxueShyUyAeeYK0syAmlbti\nPpEQ/tWiqG8ROCaMTHbiyWKR4gvCWmDygmUnJNsUZjRQvJiVg9MU8bGXqIbFt1YW3s+vz4mYPM2w\nuL5tm1Wf9wzkVBrPUzk3heQmA8eESyUvlf11NBOGeLgdiXKGUgJ1RGIooXWv62LxaLBqvTUWn7z2\nZixdcblXcjOaIDczY/L+CgFbxRkUyEdEDvzinS2KXMooQDHGIlqfccRDoOBA29EiGDzabN+GVZi8\ncBnqqUFP3fQ5Zse17vWrMGVhJ6zlY5oZxkkmL1gGC+BgbwJFhLLWMNb2K2mxe+1Ktx6LSBNSI4S7\nlG9ITqhn+2aFjtkGW7cQdmzWBWDl1hv7XnYdcww65nJnfIiF8E+LzBocqQFbNyksWWyc4iC/txEl\nbAbG5oPOZIkt9hINUcFhxDsUAD4qsRb49x/8FF//WjdeevbPcf7rX4mMWGyHGbCu5dvfgXhH8mhJ\n9Dk7fYrk0h64KMX5IlhyyzMGyFoA7Ym3fetXYeK8pYg1IcmyoxLOjsX2rmfl/MiVeg0BqeGSbGos\nJrXHzIDNzIDbVQqOZsDnV6QJWhM2PPRjnPuM2ZhQmehf++Lpj6P3GVux+DmvAZCfcx9ZlvZdsWXH\nUsDvXJlRg1OfLZsICxfyKwQo3rSBsHFj8fRc+anQwbDNmw/MXzjYvfXkbFQ4FAD42le/iS98/p+Q\nJC/D4UOr0fXJj+Gmz3wRF7z3L/FX73grtAIy4+SIJRwMSE1+HprklMiVu4A89cllIln0Rt7gy8aW\nYNCKUp4aYxBy8sJlgwJlB3NMIsWaJhzcCu8oLwLs28DbOXXBsgHlLBjfYwnJKOMu5JeeNhOrd1yP\nK2ZcC2un4EBtP27Zfh2u7LiuyTdrfn/y+EuAbYhTEZwmM5y2aMPp1vyFXLTIB7zzWf3Ra/qv8vTZ\n9smOoYS2a81KXPTed+BjH/8galUDgFCrGSz76MX46wve1ocIJztPEG9QQHILck//M3i9MHND0hu/\nTRwN/IFt4SknxuQYys/BTAgE+JgclSAXgJQibVFLDNpLuvCyxzas8izpPpIWNsfq4mD0xvjSRHx4\n2jW4Zcd1OFjbj5u3X4crZl6H8aWJhRuXB3BRfPhueCMFgryCEwLGElXV0swPgeeP1YjDUMGZUPAo\n/DKE9IhRE6Ew8Kpw4EAVf/wnl+PRRw20IyJZWNhgYqBy+AgAd/BzLCUEbHm9cOELH4rMWpCRA0mu\nA9kgUpoPvJeq7Dv2oGVDYzknRKJDi1MXLMNjG46/r0XojgLOGoeFaEV91i/pVyngrZyxZLlPoZUr\nNd+1EbhrY4RqnWDsFOjkU/j726fgb3ADvr49T39mznEYibM8+giAYu9sbOAMODIOowxxQKmxiHXe\nB+S+5NF2wgmzUeNQdq1Zid8+cCq++JXz8fo/eyW+96934oEHHnYcFADERDhrACKndhWg2vk0lqLA\njvz0IajNqfkc2ThqdYS8T4ics2mlPifEfHQSLBvCQgSvD1LBg68kNktxhFovfT7CvBVwVivC7LkG\ns+ZaPHE4wb4jj+Pz93wC76RPI52/Au+aeR0mVCYWvsuMOVkxYgGwbZPCzDnGV3YsgO1urlRIh7j1\npshrBAnZd/Eii/kL+Hzsz1c8Vbc+Gq6BzURkH/zJUWVn+9jpi5cX1NZkQqC1+dzbWpq5TmU+QCJ/\nIHRmHZSggXxnC/ZiLfd6aMdSVAREWqEUcXgr3sdPjqPR0bg1WkyO8ZFayqVcxcTFwTQDnurKzcpd\nbVKp4dEY8H03Ep2kmXUkNd20qjN54TJU68arBzZSEowbjVpNMjx6YB9Wbb0Wl5zzcXzjtil4x4f3\n4Ev33oDLZ16LCeVJTStWEo3cdmOMS65KgupOzmEJafi33hjhqqsNn5NKAQS0xTzMTpjFkSLctRGY\nv6DvOd73l3wbbTHBWntcvmdUYCih5TwTeE8d4q0yMpKDFvKvy7kHcD9zRyp3KhWsyFjRT7H+eTUx\nfmC3lN+sOzFbeMrQmTBWPb/oGO55cgj3rOvyerGyzlRG0Ep0YlEQ8BpopambeewjCGs9a1Z6b37Z\nvR2Xn3sdJlTYeYyJJ+CD51yDnbu2+vOk8WEdmOKxFOdMZFxuyOCW7+MJmO6NgvMpIs+dmjefP3oY\nL9g+T/gaGcqhYqPOoQCCWhOklVwFtHsmvFGBQatICFNyQNDnJJUUVO5Ans4cAGQC2tYz05QM1HIq\nQ2N713fBWjeq1lVjMmO9Cv1AJod28kLml5y6YBkmzV/qwHbjKOzwF7F4kv40b/atX5XfaNzLhVnt\nt2mZnn/e816DiW0TPQakFaFE4zDj9Fdi813kGx09idLm0qQIoibjpjz4IhaUVAAAIABJREFUv5t8\nlEz42cWp1FIuryuFPC1H35umsdbr4fJ3IU/cG6oIe9RgKGLyxRl5525PpSxgCFZxp3Dk7jiZw1RA\nFlDkyGsAVL7TJfURDEWcChwDMckMl5DBYyLrmXGcGE632kqaJ7+5g9fCVI7fxs+9yjkR/l3ih2qS\noX3WlR50VwHYLhKN1STz7+GMgI+vNNiFqQRBLrKBP09brDlKtUyGk/WfsWS5dyZJZhBpbmRMM4tZ\ncw03rjpdk22bFc6ekXNPJIURZ5FkGtW6cWNSXTRNLgIBAJOXtsWZyOewsDhSy1CKlP9OcDfbEDUM\nf56oNH3UORQxjk6sjygEiFXIxw94Z0wcinl2rJU7HwDx2n697qf/uysvKj645G5r5GD2NLOINHdE\ni0NqOZXjM8PMAB9FFinyrmnURQHGEEjBpaEWcaR81Cqvb0a1F5OqyoDmzh/jOtKF5CiatfJ5aglQ\njhSsNZg1xyDJeHlqcnImEeHurRp3b1XBTQ348ufK/rnY9FkZpndknnhZAg9fLzhAAqKgCiV/s64y\nJBGLXA/iYE7U+Tl6HYrzFLIDORdmBqNWvOMU8Wwf5qNxSGiMpD7BXc6i711K3gcA1vKJi7w0bS1P\nfKunBtYqlOMcqGuVk4/PhAbAz/P5OJnNQVAx0Uix1kr1HwauL0iAczAY6wmPwbaMtail/Tchnr54\neR9HJDcguXGcvng55JouR5q3pZlApyyzXCVNt7CY3pFieke4Qv77B66o+1DZBDQI2XpmLWbOkYlS\nje/vS4ko7NNm5/gJsFGJoQCi7sbhpuxD0c6INDMXI+XCXsrBJ8lvvVSBgF9CfHO4C9xzuVEaawOa\ntkFmnEq+YYS/p54hyawnLYXqWi0bvE2YuxT1lLGqXpe+xJoPxBMbb8SBTTfi0OabcHDTTShHmuc5\nxQpjyhHGliOX3vDM41gr7F3f5fpeFCqx8pMUAD6u9ZSJbePmNFfSb5zVQ25Z2DS4e+1KdK/rwpiy\nRmYtxrfFiBTPmBLSJVAE/b3URuAEKDjhQixaFPDlfJVoo9EaGbHW/4eG5faEnZ+jNkIBnNbnok4+\nBsEOE6ehFEEZPkK+MgTWjhVkK5c4CMRxGkJKck6CUX6OVoxrAiPn+jNjUbMZFGlonZ8krfRn8DZ2\n9lWoZwyein5sOWIRLdXkAtq7vstzR6Yu7vSCXIR8+LlMBLSWUS7BWqQyQg4PS4OKkBwzz5ANA5QB\n7vJK8Xmw4S6LjRujws3qS58tFaqNAHDuLINzZ2VN18VYSPPtGDO4MaXWn9BHbx4cKhvVDgVgTx9r\n5Q8c4MrGCh6kEt4BGSHFcn4pga6cXIYsYqdvEfb5SKWB0ySAHGDITkV5aUhLQDU1iFyPRazVUxJm\njnY7dcEyJJnBwd7UOxOA9VuJMLBAuAVOW8ROo3vdSrcuC8Bg8oJlLEIN44HbfetX8SC3WKG3nrnp\nBpwSCRvXWOsdEiDTC6Vc3P8B3bOuC5MXLsPc+RaLFhEyC/TUjPs8dXzwisSzbFMfFVPfC5xy2clw\nmUQpmbHQmt3EQCV1wVEowFEKf7eNlcnjn208alMeMWFVKpUDdpI7x5oYpFNBaRl5PhuaL9P1o7zV\nWKvPxZiczkTAV7HBgW9xVI5usr+SjNXzOBrMB70NNB5Wyr0SxkuKkToNESnDhodP3iNjTUXVTOQq\nCjcTZ8bm6xvI9q1fhVKkkLjh6iroMxMtW68qaPOG1OmNkUqTzUjqbRv/3uy1DX/3uie2OTg9VDbq\nHQqAnDWIHCshtyzWIg+Zn1S505HfyWMf0qDlwVWpNPS5YZB/fXEiYSBg49OpFkdlIAuZz8btr7DJ\nU0q0/dmedV1+/xey1eB4W1u8KRCKJWNjOEqZOG8pvr/6HwtRQ/e6Ll8tSrOjj6plSUmglho/r1vG\nmYpzEZa1NKFO70ghRDU0nGvhl7LBeToYC0l8fdZ7AmzUO5Rda1Y6IhuzZIE8QgExZb69zIPXhfQm\nx0fuZsK4BfKTW+4c+d0kZy16hiMErM1HcchkO34P/GtbTqV/k0qLOBWlGIg1Bj4FahbpyZjRM5Zw\nZNK9rov1aQNHElqa5ZfTvg2rnNIaHz8G2vn5fx18Wx89lD3ruphzRIQjtQynzB+YZFd285gB4PCW\nm1COFca1RRhfiTG2ojG+LcKYikbszr8kYyBaCGwkgF/gVOXrpIa5UPJ72GMcRiZhWTonf55YDGXU\nOxTAVXxALsTMl8tuy8cjwB+oAHDPS275Eco9e4CjyJskWgn7oHIJwLx6FN5NhlJm72SzzFif6ki5\nn9wdXXCogbgTjVGgpwIEF45tcgwk5TBu+7XUoJZkjmhmMGn+0sLrCXzTqqUGvfUME+cV/x5a97ou\naPc5xs65CmdP+A7KkUalxBUpeURa+QjatxmEjwbzDiE8geX7DBB/WIScrfx8F5bsSa96f6wWhseN\nZmELc2wlesnfXKwWS4gYnn/+fc7Ck1OqP+I8MgOv3C7bB1qpz0AmUQiBwez2skYcMY6yZ11Xn/It\nwBeDOKEQlG/kqQgnJTyep8xnqUl5bZJZ9NQyHK5myDKb0wACY3V+jmprqUE9NbjPDOxUIs3YScdZ\nv/cl7EjzPJ62WKMSK99LFFYY/ZZDx0g5ZugdQ/C6ZvcscZryXPbbUDqR0EZ9lUdMCEbWWtT93S5P\nWyKnruXzScDP8tFEyNxzKdfJiUZuYJi/KTi0HWCkPgocmZUwWQE2A3rrGc9VcaFvY+rTKiezCXZi\nDDCmrHDKWOZxDHr8a1DBmLKw02MjEq1mgaOZOG8pMmOx71CN9UQyjkZ6kww9KevC7jtMeHhfDWPb\nIkyccQWSHbf4aCQ1BsbIuA1g43qF6csvh1aE9lKExzeypsqEuUvRm2SoJQaHt/BQsrzqZLFhvcL0\nWcbzaB47VPcd0oAbmWrDGyU87V80gIAgXbc5aKupeFM11sJkQvc/sVSGk8ahALLzWY08A4exYkJq\nM6KX4jy/9EuEz8O0SWr5UnYLw02igNFIrjrhHorI69SWLDsvOdCyrhZHBZg4byn2HqyhmnAvSsWN\n+RxsuZ2rF+7YN+AHAu4qTa57OYg8CUhTg00bge1bIyRGw9gYigjf/mKbp9OXIiDWV2F+anHurAyx\nVjhc454cKf0y3wRQlGHygmUwlkWvRZu2fdaVWPO7H+NP11yPqfNWoFrPUE00HnliL7Y+shnnP/91\n0Jp4PpTN+3xggiTGp+p5CCNEzjTLWcLhudrPDkNRtXZo7aRyKNJbIRWCzBBSh/xbyOgN5qOwGFOT\nEnE/qVMzcSZ/4MKTOUDTZVYy9/twFMRthvnd5ensVE6ZvwxHaimO1DJYa1GuMJPVWIt96wapziZ4\nl0Sd7obxiWtvxDXXXQVd0oUjKakvwGLUzz27ijNemiExBm1aY0wcoS3SuOjSmk9txlditJc1njiS\neUdDRDAqT3MJFgd7UxDx8a4mPLCst5ZBKcJLp8zEqvv/Ex/Y243x5YnoSeq4eft1eP/ZK7C/p45T\nx5ax92DNVYF4P9SNdfgef14CNUQnjAt+6vqbcc11VyILqjhNeSewyCz6RDBDaSeVQwGKacQp85ch\ns653h/IoRSIV4Sg1G2MqFpaPjbXcsxGUISVqYSX0nHEp+JoioDfJUDLKLy9FClpxQ+HT2boPVHGk\nlvmeqgltMcqxGrQgtVTkgHymklaE7//bnfjbL+/Gy8/5Kf7qL1/NRDBFgOFjkWYGB3oS7D1Sw+E0\nxSnlEsaVIndcCJVYYXxbjCQzIBB6aikOVRMYy9Wn9lLEx8/kYGfs5h4f7E39KBdPRLMWisbg/Wet\nwG07P4F3vfQybP/Dg/jy9I9jQnkSrLV47FANRMBp48u+6gPKdW/FB2TGgjKANN/cfvC9O/G1O3Zh\n+vSf4zWvfyXLM3iuQ1B6DwoKpv/WpeO2k86hhBZpgrG5pwcCcJU4TLRwOIlTtM8B1DyKkBAZcOr3\nQB5auudwuazkvgq8PgOOiDKyhfm5HNRYz7F4OkYpvXV2JlqRL+0PRjeWsTLZ/7nOzde/9i3c8YXv\nIk1ehkOHVuOT134MK2/4At538Zvxvve/M49iLNBTz1DPDCIijIkjnDGpDT21NB9tqwiAQqQsEnfc\ntm8m/GI7V2ako/nzN8cAco6LsSzlOHO2I8kRYccWhbu3alg7BSq5Aa/54heADdfh289OAqcYY8li\nhRcs4RvPoWrKkYRyKR3gb4zWEr7999/G33/1X5ClZ+HQodW4bsXH8Mnrb8P7P/AW/M2FbwfgigG2\nWCoWfClkAg+lndQOhQDHmuQLXTWmKZQ7EwqDlMCBFJ5DcvZca8InVFailFzIRpyPJRkaxndA93IQ\ngI0bgAULn36pT3r2ZciqCQBg8rgSt0kcA25SwEvAx/Q9F/01pkyeguXLNgAgVKsGK669GH/+xvN5\n0p8GKuA2jd40g4FF7MiPyY5bMH7WlbDWItZciZHUQrk0bO58YM78tGFqJXCZzNixrn+MCL31vOp0\n7qwM53SkOFTbjzvuuwGbl12Jizv/He/5yDS06QmwsBhTjtBW4goXwG0HSWYAgxwLDPbPW975Fpw+\nZQqu/dgm/q41g09/4kN4/Z+dVxR/ChJ1xpmYTBedoPruSVM2bmbd66TTNE91IsecZZnIvBtZyHGF\nGr8zcRsC/Em1RtIgme0CMKArQJ1xJCWJWpLMMIfBof+wwMYNzan+J7vVU+OBRdnhg00Arc1bJSSi\nZGxDgYhwYH8Nf/wnl+PAgV4ozbIHXs7T5AQ3TYS2SKOtzCM0erfejOq2W7BkicLE9hhtJe17sriz\nWaMScyTFDYuufIucNe2dkSNAKlddrGWH8OVffQqfWvwZvHDy8zD7GQtx8/brcCQ54J1ILTGopRn2\nru9C5HR0JV2TyCnsTLYWOHCgij950eU4sL+Xp0BoCqKR4n4j5BKpmbEDtjQ8WTupHQoAdK/t8gdf\nKa4AiUSk3BFDMR5P/kGTVvDApCwtDkb6JEKuSkh3FiVzEdOuh3KETzOj6R/xqc64SoSywy7CsulR\nraGyIxfRbx94GHd89XzsuPcm3H7HeXjg/od9j5UImEtpVfZ9pIqXwaKFXD1pi7niJDciYWNL+VX4\nTCGhjPV4COVYu0HqHJH++rHtuHb+DWiLxqOaZGiLK1g263rc273Vq7TVU4NqYtDWcSWSzGBshSUZ\nVND/w1/dYusmhd8++DBu/cKrsPPem/Glr7wav33gkUIlMfzp970Dc/1NcYjtpE55xPau5y5Qm/Kh\nL0XKlxEV8lGlEjqHByMEszxeYouhJOCqC+5kk+Yyrho7dTfKxYyt5TJjbz1DZjWXHE8wP2C4rPrS\nS2ABtJdYK6Qt1nj8cB21xOD0iRXEmlApqT4OfCDj40I+dbWi8EbAO6Y/BuAxKHoVXv9n5zmnbT3R\nMM0sNm0EnvMS7rHhqowpXgiukiOSjl5f2AbgL+XNpixFydQBcVwT22MH0hvUEoPzn/dalGOFepoz\ngSdVJuG8573Wc0kE2AX4XIw0YWwlQjUxjMVJ+m2B7VsUrl5xIaeKivAXbzzf7Rvbh8QH9K34DEb+\n4MnYSR+hAHyhRkr55ixG6rWXKoBLeYT+LLmx3+c25zvA5kQiSWUk8kgN92JIWMlvlVA772YWcaYk\n40dPPWXWpgtDTxY2baXjClgAE9tjz8k40JNgyvgynj25HcmOW9Cz9WZEio9Lf2M/Q5u6uNNV0Fh1\nPiwDh6YIXmiLiJCkXMqtpQbbNitUIoWxcYQ2rdFbzxDPuAIAnyvda7ugHMejvaRdk6lCJdZoL+lC\nNWj+AqAS84iVWCu0lfi7SGVmTDnCxDExxlYixFphbEVjTDnyqvTGMp9lfCVCe4mjtZLTgdHETm3K\n+BLGViKf9hS/Z6OnyPvHfJreYHJuE4aeuf20iFA8P4UIpAiaGNuIteKLPQUA68lorgjU1Kz8H0Qq\ngrCS5YFNs+bawjR7qRJt3aSwfUteLFYErF6l/YGPNa924SLgBSdsbzx1Vk8tyrFCbfstiN2yGEBP\nw+uOpdpAyDVim8kzNr5WK6AEhefdPhXL53wGb3g+V0CUItx5/7dx2z0fx7q//l9/4QnjWiLFSfOX\nFu/4lAt4WWuxce3NWLDgKlCUR6WhjEaSGQcIk49cM8NyBVlD+ZZIutfZKch7FLFQdk8t86GyRNNh\nQ6xUvqT6FVZ3+u6bE2NPC4cC5CeKDDwnS4g168FmWYYMjuUK5zR8DpSvQ9IcOWmEWWuDsaTbtyh0\nzEmbHrGZszN0zDGF8R4AcMVyGdxkEUd8V+1ed0J3x1NiFhblSCMZwnWKCpsxvO+613ZhysLO3LHD\ncVQC7gYArJi7Epf//CLUahkycwF+dP838cltH8K1s28HEavlT56/DI9vXAWLfCKkRAUZimkxEeE/\nf/BTfO0ruzH93J/hDX9+XtM0QgStJWJNMk67hLov42BSYxELgY2AklZ+8NjEeUsRR0HU7NpBMlNM\nbbzmCTAoj0E09GLVTxuHAvS9E05esAyliMuItZQJyVoHzVQIADfhMIhTcVHKu//9fFwy7eM4549m\ne6dy9x8247N3fwL/8IY73Unt7lyubp3J+vwdyToCnkFqABvDj74c1WaBZMctJ2TVRPnx3Lu+C5MX\nLPMXkR+14nRLFAF/+eJ3oFrPcPXG9+MFv5uC+7d8CCtm3o7Xv+AdAIBq3aD7YBUTZl2Jat0g1rmw\nU6QJNstT3m/+3T/iq1/6Z2TZWTh8aDWuv+Zj+NQnbseHLnkrXvvcR5p+XnaCTKyrJpk75kClxCM4\nDvQkKMecWkWaEBH53rSNG4GN64EkK3s5h8/fHCPWGZQCShoAWcydZzFnHjw22B9MIufiiYBRnlYO\npdH2bVjlnUpqHM4BApSFzeDJawBf/746IIVkC1wy7eN470/egFc/9024eNpHsetQBe/5j9fjb1/7\nIzxy6Hf43v98C5ee+zFeh3Mikg15pq5l6rZx6xTAeLSbELKGfL0mF8eStCdr6AwW27AB2LiB0FvX\nSLIL8ML/nYz/+/034gX4V+x67DX40o85hZk1x2DufOBAb4K2mMWvx6ioAMpLivv2d70NEyeeiuuv\n2Qzhu6y84UN44xvPx+5+cCDR2BHZyf/X3pfH2VVV6X5rn3tvVeYwJhGEdmrF7naEkFQqI4rBbsdu\naVttJ7T7CQLNlApGCKA8MwC2zWAjarfD6ydit0prCygJmQOI2OhrFRyYkzBlIklV3XP2en+svfbe\n59x7ayBVqQqcxa+oyr1n2GfYa6/hW9/ShWpvT+ZqwiSeNr5d2nUkhvDUHcsxdcFizJpt0TlbeFi6\n69a/H//QZV1RogSR2Z2n6OY0BmSbx1aGQl7QCgUQpTK+43wYsoKcZfdAogJCAAAxEu+8BkXz+mkd\nuGHhzfjYLW/DhsduxzMPnIGv/f1/Ysq4o3D6Le/BdQtv8tmiGLmox1BFpTU+4neLRXPInAscLy4N\nC6pxOKVywjmoVgz2DcOx2eWMNaDYKv25bfVydM5bhFmzgaefTfF//vtfcf/6T+AV/O944HV/ib8+\n8Vq8/Y/fjyQhtFcTAII3AYB9vRbt1YABSYxrmQIALha3c2c3/viV52DL45JmYrTO1KWZsOtbq6x+\nInHPIJsxdndLbE+xKYqkDb27rcNOyZvJbgFil97WY8VKpUHBuN8lfcEwyZha4tnWe1MHenL1Psbj\nJSm33Fpm3L0pwT2bKgDNw4lPrMb6R28D1lyE71z/O6x95Bb8+cvuwHcfmoTpMzNMn2Vd7Y5YIpJd\nYkzvyDxAK4b4p1Y4RrWZt7K3HyyKJb3780j732zQoo3UVTQIqWnjhnE44qRv/eLruGj9J3DRjGvx\n+NNvxV+feC0+e+cZmDimine/+gPSdiUhZFazNgItaKsan/nTuqHEEB78w6P4p+tOxjvffTK+9x+3\n4f77H/bQgaJM7Dwfu7tT3w5Vj1FLjFcs6urUXU/nXftSVE44B3t6UlFEClUg8lgYdwdgSMB72p1B\n7geHwKx7dcO+ZaOvYZUn71iO8R3nO3g+BYuBxM/1gVqEd5ZAOGFmhhNmZrh36yZ89Za348K/vRzL\n6DP4/lEX41///lYcP3UsgHqIwLvj+MAwgBmzLDyTenwiOJImMuDUwlACY/h5iVUZqGjrTyAgRT2o\nsIlMWdCF7l6xClbc+Sks7bgWp7z0/bgBwJ+//H2oVgjLNn8K73vth1B1FAc1l7YlAnZvuAK1uYuC\n2wPtRAicde5p7h0xOOXtb0ZC5KgZGzXK3p4M+3oz7zYB8CnizMqCoVaFdB6EVzz1TApOCa6pWaTY\n2P3PMsPo/ShkvYrkTMNJ/wi8QHAoA5GKY8hXVnKN5OvKRwB+uinx2+vD+dmWjfi7W96OLy28GXOP\nWYjx1fGomCrO+fEH8Oun7wMQVo2d3dtxx8M/iiYCvF8eE1oro77y0yoru7WtzfsXisQE4PI7pEnB\nonSmLOjCkfO7ABal3JNa3P43v8fbXvEB+OgFAX/x8vfjZx97FO1VwZgkhgSrUreoO0tV22roT+os\n2Z66RW9moXVFCmgrNl1PX3c2dnenvkcPSICVbc4Kaq+FxnTVSgDTBYg/+RRyJTGo33WVMMDNsv76\nlRO3qFg1fR0L0fASexGP0BtKRPz7Wz43IuduJYfNXYRd++qOxYtdJJ79JL/uyhpOP6/XrzIM4MM/\nWIhPvvEiTB13NM76yak48TercfKHf47lm7vw2J6H8JVTfohXHf4a7OrZgX+651KcffxSTGybLAhL\npf6LcAtAWEUUaCcYFSkbaK8J4Kn44r4QRLMeKkQUWl9QwF5YlngFAOzpybC7uy6WCgs72083Jzhp\ngcHksTVMGlPBU2tW+GNnlrFjbx09qcVh42u+EfqenszXgRkDRxeZRhaNTPy9rmm5MQ4J7UzcxBDG\ntVUwob3iW7wQNbqwUxdIXEjcb8no7O3N/HuSGGBCexUMxs69qXtHADjMDZFYORSlquHujS8XQHOl\n8tKFF4L7ajw0ACktlEieXrNCStMdobV/EJQvygotJIGv/cUtOGHaLNz8wDdx9Zu/jYltk/GGaR24\n8V3r8JVTfoil6z6JR3c/iH/66aU4642iTAAXjPVtI0ItkHwXxQig1opMhnoqL72+eC8U8QFYwPud\nzRZDpacwJNiOnjRDZhl3b9JmcMDrT0xx6LgaxrcneMrRJahFmhjCmFqCSWOFD6WeWexYt9JVqkeF\nekZxJYx99Qx7elJ01+Vc3fUMu/eloQjR0UMqOvuZtSuwrQVPrn5GFHhQVPmofuh1SjTEUcRXjl0q\nLQ1ApGiL93M4ENmlQilIW0XK2Y3J9/PxjPmxUPg5441LcPSEY3H8zMzHSl552J/hypO+joU3/ik+\n/JqzvTLRXZW7NjQBj9PU4QVR2L/2V1br6YUiQZmwz2zIv6M4LEeQcnIIUpagbJox7tlc8WX9h4yt\noefOq7B97Up/fM3EbVu9HLs3XIH2imR8UssYP+t8GCLs7c2wa18d3XWLPd2pQ6yy76Pdm1pv5QDi\n2hw6voaJY6R1hvZa7k+2rlrmLApy1ozxkHzFTfW64G24E0G0GVhciS2vaaPxUULvh1l2rFuJw+cu\nQmZTpLDegjAmwKB91gcRw7pbCaZ3ZE4JADt7duBffvEF3HLqL/Ev930huDuUfwUESMeeQMfXbJBw\nr5A7jyXA1i0McaNye55LUK5BlBlNcBxAAnhLLyFyHfxcr2T3nMY566PYUbhoLTwVET0dMucCWMvY\nucextlWCFVR1NJGK/5g0ropaRd6VZzdegR53jN4W16WWZvH8T96xHJNnXwDrSkTi5639iwDhbomD\ntLIQubgLmaBM+nhhhjLQXyqUJvLUmhW4z16ANXeYHMXAtVdVG6Lox8/IML0jFGUoinZ3zw5cfc9l\nOPONF2NS22ScdfzF4vYcvxST2sVS8S4uaTBWHn6WMdhozUhIW6tiYRLujImd56Otknj3bCDFdQeb\nqPXAhTuvViC5f6iLYDwWo7EPD0ECmDv31vHiORdg+9qVuRW6VTcCoSMQrhG4TCABfnFRFrS2igRN\nB1NqEF9VcWJrZ0FQHldiiGAdA2DFGGQ27wLp+9QsIDvcUiqUFjJ/PqGjk7GrO/VdBAHgrAsyXz2s\nopkGLwT8/InNOPONF3s3Z2JtMs46finu3bYZ845dGG/qV1lf3AWAI4Jixaz4oi847toUSIz1/vKU\n+V3e136+ppaljgo5VjIg9JSuuVmj97FiDJglZZu4GMnYtqSBqLmv1iYKHqslBpkr+FKXhNw5jJGq\n6l3P4XoANCU7embtCkyefYHjKeYGrh1DgbJUA/ix9Uz+fwdGmQClQmkpVecXZ5bRnWZIIxu5khAy\npwmsAwOoYtBJP/eYU3xKUV/9CW2TMPeYhXmeFfcdRX9r/KSeOcxKlO0RJQMQWRAZ70trM6ta4li0\nCxKvxAebsolXccni5OH38X3b15vhrk0G69YAGRvs3lfBnl7CN68bIyxoRjhG2iqEOXO7AFeJ3tc9\nkY6CFtWKAVKLSWOraK8KvwtB8CoABq1MgKBQ4ucfy451KzF25nmwAByI15Oht1elhYa+S4pXoUp8\n3BCQbWa1lMWBB0jUp9UetntsmuNHqSYSHIOr/4kJcIrWSvTGg0lJlvIPN7ZSYvOWARC7okQWsB0c\niMnTAyL8bRlIouPG8PSDMe7iG7jFStv9R2Sagto6OqVIrp4yHnmmB9v39aJiCKed1YO2qsGRE4HJ\nY2tIDGHrqr4n1eFzF8lEpbDit1UNdq5ficMc6G13k/0GQgI9dcHi0EO5j2ezd9OVGDPzPG91pRlH\n3CiRpRw9Y81a6RimnaT3MJyohN6PgFQTArUJNN8zsbmHUkkIlpQ/NHBdAHmlohgJtVhs9GAb3qMm\nq4kqFYbA9g3Y9+S1LvDSVjGOPFtWpKkLFjesTAebZVIUtQD13iqKXzHBAAAgAElEQVQAMADPJKXa\nXZdYCrsZ2JaIi2NIYw4YcCX3U2tW4JA5F6CtmqDHuT31jHHoHFEmzVp+DISrtYip6S/+Na6WYK9D\n22qDrzYHfNvVnXplpwuTKMvwvGPFO5zvQZk2HoAQSTXnzE6nVDhkE4RnNJDZxKnmvKXBnte2IX2n\n6efwq8GaiM165UhV8mX98ZPLMtbckecMHWllsj/pSb2XykSmSiWLetBoNk7vf3ddKnMZQCW6mWNq\niW8NO1DZvnZlVDQqn6VW3gWlSMgpEW6EwDcT7+4OwHJ8as0K7+rELHU+xgb4QHEzZjeV4X4PSoXS\nh0w7abGPX1QrQvenLPkaP/HAN0IODBdAivkHqw+96fP2+weJfWz5AB7BGzfB7nEEx4prWbsmBJIP\nloLCVrLl9mU+6GijycocGmFpKYO3VFwjdK3aVWmryso+WNF7LQuKnl/OdcS8oEw84JDRJ/gwfiYD\n9URVaWrmMbZGEP1tiDw504GWUqH0IVtuX+bxBm2u/qK9mrieLXBl6IpmNKgkxpnWitgMq6taNgBy\nQVZEikf/Q0Hh+MxP9KOKpTezHrzVm1rs3heqUy2PvGUSy/5YKVtuX4YnVi93DPEBi6GlEZlz/+ru\nPmgNlKaS33Bi6ifcc4kl7dt8pQ8Cj2urYEw1kZYVhNB+BcGC7N8+AZ5YvRyMxvqfVqKQ+jRj7OlJ\ng2UKeDS3KFnGYXMXNbpeTQaliNmhAriVCmUAoi+i5P0pBzTSWIZaHtryQH3akJVpgguI/stlMqL4\nShwHaSqM3IqZsZTra93KkfOHvvfKYEU7/e2vctMVP4eIpTyORxWLtXCtSsS0eOMMSfdXmrmcAxTt\nJVzPFPAYguiNz3bgluGUAT6jZzdegYqzuBhihfWkeWJahpQDZM20WiFYX0LvR0B0EigEWpWKNpVS\n1Ks+u2CZBGujleQnRtQGtfAmNFtR/RbOyvFwa5YXPnXFZWkLJrPhlmknLcbUBYtzRNL7W39UxFx4\n688r3TiexL46W4FxgEy2Z9YOsBF7QfS51l0TN312W1ctAzsXx2OWBqGzipiavmTfpiudBRyec1Fx\nxO9Ps3veTJEMVSVHv1keImoDsBZAzW3/HWa+lIgOAXAjgGMBPAjgVGbe6fa5EMBHAaQAzmbm24Zm\nuCMjyppvIO03NEWbWkbdsXixSxlL+wbjA4bM5FOdxfSxckBq7CUB+biMnzw6CGrMHLlT4q6NBndt\nTNznsv5ec2UFqa0jMRa1yiJ0P7QRM17zMGa89uFhvVdT5neBoVSE+cDjUMVytDuB72HDWuck9AJ6\nTs3+1DNGVYv59oPjtq1q0F236K5nqBjC02uu8N8peXZqLZjz0P3+ZLAWU8+dV6F9xrm5BUv68cg/\nPPVmdM8VqtDKKhmq2rB+FQoz9xDRfGbeS0QJgA1E9CMAfwngJ8y8goi6AFwIYDERvRrAqQCOA3A0\ngJ8Q0Sv4eVDNppM4SQhVNjAkWYWMRbHoNol7mtY1SwcAcGDJL74/8UeGQrDXb4+Q+m3ArzAwfab1\n8P94xT7z/BTVhDCuvYL2SgeeWrN+yO5FEQw27SRhUtNyfUVtAgGaPhSiiz9FClbdjxwmJYpN1RJC\n3dqGYw1WtDCvuy5xmiPmdcGYkPJVBn7L0l+pv1TwlPldEgMaUMSlcSxpxti4PnCj9CV6a3RxjEWt\n26GQAbk8zKytVNogSogBvAPA19znXwPwTvf32wF8i5lTZn4QwAMApg/ReEdcdDWJeyZXHTmTcaaG\nlsFrQDeXRo6VQZSt4Eir5CZf4bN4Ivl9C2PU7/VVtS7dONQSv5gat1BrTTEiHEWS1fx+rr77tlXL\nfWYFCKtufAO8tajZMQLu2SxVw+2VBPsj29euRFslESh+ZnOUEypP3rEchJAV6vN69iMTs2v9FUgM\nYeN6E9pp5O5DfmwcKS5dCLbcvsw/p6GSASkUIjJEdC+ArQB+zMx3A5jCzNvcYLcCONJtfhSAR6Ld\nH3OfHdSy5fZlufSlBmmrSb68vOpIeCqus1zMvKXZH5/NiSQGbPlArv7n4wWN28fo3WYTSzhXWtMk\nDjauMWVBl7SEcPGKw+cuwuFzF/mAqI5fMzGptY6XRKp+p8zvGnRwNlZAatbnsyqhgLKaSDYuVmx3\nb06wN01hSHrc7I/sXL8SY2pGgr4um1SUp9asgCFJJ/cXFCfQwFJCkRw+d5FHcAtHS+izHCUOcwpr\n2+rlOR4dfQY+xnSgYihu0BbA64loIoDvEtGfoMnCONiT/+M3fuL/nvGal2LGa1862EMccMmZjC5I\nB+fPVwyQITycBOQCbgYEhmUbbHbAx1BiYcArjzgG4a2OYgCOgbs3GUzvsG57tXoCVqE3ZWQ2w2Fz\nF+Fp59sfOb8LBJn0A63zmbKgy+NvtN4obglBECVrkV/19O/M5gvcBirq+2+5fVkuMBsyLOFkyoOi\nWTeVumsTOxQTR5qrW08XWhStkH5y9TIcPm9Ryx5LUxZ0ufFID6AiefSU+V252BkzHNE1++pq5lDG\nIddMuf1jpVLMJj5QmYEbLrtkP+9GXgYFvWfmXUR0B4CFALYR0RRm3kZEUwE84TZ7DMCLo92Odp81\nyD/87ZsGP+JRIsGFURZ79hWssTVATD5gZpl8X2P5Un41UxKa9VGlUoypAIDWZty1McH0DonW6Nya\n3pF5TERqBexfz6y01gR5RSBuQ98Vyp5CwFklPj3rlRaHid3C1GeIS1RNBlbn0koMBYWlGCANRHtE\nLQKNAdI8iXMzi2Kwsq+eob0q0IFmiiK+j+Tu++HzFuVg+lPmd+UyUNTEWfBsfja8U+o+K2pW3xX9\nLn6nitkjY2S/KfO7YAxhKgMzO+f47z93+WXP+Z6oDCTLcziAOjPvJKIxAN4MYBmAmwF8GMByAB8C\n8H23y80A/g8RfR7i6rwcwF37PdJRJPrCTDtpse8GSBw9VA7Rdpl0UsSWVBNYZo9oDS9To3kXBzJj\nPaIcHNf89HK8848/gKMmHOu3f3z3w/jeA9/EJ9+4BNNnSkDDWn3HGLu7Ux8BNiQuWVslAYOx9fbG\niaFWgXUvtfSliWkrEUWUpTgyiyY54N9vLz1phvZqMqCgpaac1do60k1CtU40RQ5ITEuHYoxBb90K\niZK71sltNTyzrxcvStsxsfN87Fp/RR9nbi4aRO2uWyGPtuJ+9JXRUYugN7WYPPsCVAy5NH/4LqF8\n3c2U+V2oZ+yvTWX9WmD9Wmf1MoEowedXJFAwsN7zjtmMWZ3cABnYtmq5d8HiVPpQykAslGkAvkZE\nBhJzuZGZ/4uINgP4NhF9FMBDkMwOmPl/iOjbAP4HQB3A6c+HDE8z8elkCtkcg/A3QVtCuvYczuSX\nCL11q3ywRICCYvGTFe54Ydt3vfIDOP3W9+Dak28C8HI8tvshfPK2U92/4+MoPoVCd714JQNj26rm\nE0KxFQGRWVAmQG58nPsjiooWjqnVslrA2Mwy0qwRM+OiJSux9LLzkRixCoyz1myGhtjN3RsTbNxA\n2NerLkIF/3pNu2OPB/6zShhTI7zxkGMGnUInksruqkPrCnVEsCyK7GvC/Me+RMAkcHEOf/O9cin2\nXWoW85rZyZgxK8TDjCEkhnHehQFYSQRnuTAqxuDI+V2tYfjDMCsHkjb+BYA3NPn8GQBNfRZm/hyA\n0UVpP8ziMw7ErqGXeynINQ0T29Q9aJIXMZWYil+IuBA3QXBhvLgNjp5wLK57y004/db34E+fvRmf\nvO1UXHPyt/GiCcfkVnHAZRxiYiCIEVXPGNTHW6VuihJk6+QolsH7caHRItGiung1TK1MROMsr2Yu\n0JbbBdfx3f+4FV++fgte94bb8O53L/TBxywivfJDIELHHEbHbMaufSkyFhb6jBmfOKeOJCFs31vH\nSw4fB/vT547HqRiDDIJK1kCzxDrEtZ0yv8v3yrZWnkVb1Tg9HgeTXVbEPdOtq5f5HsgtxW1rKHDg\naH8fuQfhXgDNFZOeP3/Ywce2mg6vbKMxdBJzj2jQUrMhKtY635YVws3oTUNxW+5B50MmYBYQ250b\nw6q4Zfcj+O4NL8M7P/47TBsfQlcnzMxw4iybM20Vo6IpbS2Uq7l+RIkJRWXTTlqMeiq9Z3odxsYD\nphC9uAVNkstENfyR306qr4UUKjGEdWsJc+bKsW/40jdw3TU3Iq2/Br/97eV42cuXoFq9D2ec+V6c\n9rEPgJ3roW4Y3PFqFYN9vdJYq72WYOfeOr6wooKPntmNiWMqSK2QML3okHaMrVWwc/3Kfp5qcL1i\nF23qgsW+P0/Gwu3KLJM7dr80KKodDwlwuCVxDbWpmFZTx7GpvsSykGN/7rOETy911iuzd8n0/hIJ\nSZOKh/lTyILpc5zQbrC/bTRKPpQhFHWBQhzFBT0ja8EYBksrXFQgQdrEOJ/autVcvQUTArgMmWgn\ndGQ4oUPo4x7b9RBOv/U9eOfHb8Yv//Tt+MTJN+FFE46RfRGROLHyuLgX1crwNO1pXZZqbC2R7A+F\noJ64O1HmqfC6eWvFzSCdSLEyKSpJ/WWZYZQ0iqSp+dx58vlHTns/Jh9yGD7VtRYAoafb4lLXkNxd\noBxXXSAWRVmMGxw6roZaBZ7MWRpmUdMYRStRSy33GQu4zRggS0PL2FbxlPgeMMP3yIndEU3H60SP\nkcAajGUWKo2MQ91YzFyXRLZG8VkdMa8r91y0TUezWqTnKmUtzzCJRtz9SuxeiLhvjALgtD5IyY/1\n5QEKxYYI2JTHdz+M02+VZuwvmvBifPEtN+GM296Dx3c3mvIx/gUIkPTMlQ5oq0ytXNYX2lpZQQH2\n1+FNdo7SmbGWKFhVKrq9bfhhfy4/NitXChB27ujGq447Bzt37oOBwVZnJWh2Q4PUum+Ps6pkG0Z7\nzUhHSKdQlFd2+57ehsK6ZjJ1wWK5JmZPU3CkC5qqtaeXXjGtZ6VaN3FYrLh9syB10VJRl0/flT+d\n8G8BI+VeOH139J57zAqiGqR+r/y5SalQhlj04QJq0otZHyNnK4lWLUuRYVtFXnrtu6LcpzG7uvH7\nC+7kP37zTXxx4Xd8lueoCcfii2+5Cd974JsNZMb6EhuCZy4jhJ5AmoLc3Z1iT0/qV8nMuQeWtcdu\nwHI43ZGDvWes5roW5wUmtZDxyv+IUpPVPrWOisEKCO6BBx7GNdefjM33XIFrr1+I+x94CIfPWxS1\nkYBfoRmh22PFCHK5kkif4M7Z7CwVgz09rpsfA7v21TGp84Icn0ksUxZ0IbNBSe3rzTC+43zsdcrX\nMtDda33j8yRpPk21UJIgFmfm3JVmSFlNEfuKc4J/f2quSdhTd6zwfMfv+Ie/8fvqYxecjFiYvamM\n+7C5iwB2DcAQWn/EXMVDIaXLM0wSA+C0rsW4CKsWDCaQyH/GjAQENpr1CXGYODGj/7trY4Kzzl8S\nIWvljThq4rE4841L/A7egnAapb+XRhHAQLCShEAKuehwMa6jAUn5jlzQMH9sMdcbQrYAJCuh6XVV\nbmDgzHNP87VNf/GOk2XbjP1+rBZR9KOKODFhte6cw+iuSw0W6s41MCRdGAsxrmaSOkqEGJWs97bi\nyy/MgEB7loOV0dc2m9YBs108Sa8pp4CcZdZQqezcqQrIEWtLA7KeukUl0Y6HIeY01JZKqVCGUWK8\nSoxP0XSOWg4JkcNvCF8sEwHESF2sJZ7BIYofvpo+KwuZFP3eT/Swr8fTRW+Rul7eTEZIcfY1zcJx\n4wBi/vWM8SiqqHTyblgLbFif5GIs/7jCwHIGRPGfztmiEOIgsDFB4XrYPYm5HSvE+HyAa6mBNMSW\n3PfWNL9SBetpHEtjDcoub4wQb/VXWawZK9F/kgVsNZXJPdQN6wiz54oF0Yy3VsYj90ERsWoNahZI\nlax4gAJuVGVrmb3SHUopFcoBkFixiLhYCWTSVitAYgm9LlqqSVYx59mbyQTZQS0H/WCGqzRWNIta\nDQDnQGBaMKbZGnKKi4xYD3VXb1NPraQ54yUZkhXqqWfe5QHC++hjPs4qUO4Y5tCbFwj1PXPmAp1z\nJLWq6WggxdkXZF4RaVwpdtssGFnU0kQ/JyKQUZpICbiq26ZxKoKMq66weRCe7U7Rk7T2/FX5aJDa\nOpOxmhg8u+EKPIu+e/roc88VS1LfVA7slKQ2Z281LuOC0L0OAV1PQ4xEY1KBsV+O05tZcMo+szfU\nUiqUEZDYGpAEB8EYRoXJURYCgNj67JZeLQNqhh9g545QYZZrKlLdJa9oNAYSxUPIBUN18hDBs4PB\nKyp1ayI/v7DIaeBZlUlxFdSskDGMDWsNOjrlpNoJIA4oZpbBBl5r+AnQ5D54Sk3o5AlBU4quud2h\nlaWvj9yb1FocOvuCXHo1d72qVBwmp72WoK1i8Kzbrq/6p1C2EKylvjwsZYMLN7T5doFvhqOm7CFQ\nbRIgMUnI7CEO1uYVVREntD9SKpQDKEVLRZWB5lH8/NWMBwGbNwAb1xnPU8rMuPqKakP0f3qH4E4i\nryd3DgmDOKRtNGktA1lqG2IuzEBbVawL9yl66uwxNADccQPmAkDOfRLlAq8ANKCrK+am9YQ5c6Qb\nH1nn+xvjX25F5brTy76Fl1/xH3o+SYWS7+ZnSFZxTRFrIDy1FpbV/Edzegc3dq2rSq2cua1ifJFl\nfxLiXPAp5lZK4vC5i7CvnjU8w1aSWkZPXVLXwmlMPualV/PE6hUB8h9dV1zUOJQQ/FKhjIDkYitu\nQsLhDiii7GBI/GDWbMWL6MpEOGtR6iDd4XWIJ6uHZxNglRnOMMCUi6WQya+Y+kKm1sJkQJpRrl1F\nDI4jDmhgneqyWhLSLIMhQi8FqyUWUY7BgvLN6A3gC+VijysSPxlYsk+aCgbUvZK4lO4v2R25v7t6\n6znsReatEMbk2RegVjEeG2KcG9Ve1R7XFm3VZEDKRGH4MS9JYghPrV+BQ+cI5QPcONauYaxbS7Br\nGVkmruYVywwSI8r/2T90AkCOce/pNSswduZ5MEZagzx1xwrPlqfvQj2zOHTOIlSi7FN4R4ZHSoUy\ngpK3WFxA1lkqipkAIQeMsxSWrxD0DGatuC35gkO/YrG6KI1uk24Xf6ZuhF+9I1OkmDmK4xzkAsuW\n5RrimIscJlg2sXXTMdvmvtedskjphBkDH1jUXjxyDRRhgFzLCwqxE6n6tn773jTEUxSXEtcYTTtp\nsXfbUtu6301fYjlflfzMWmkeRiyu35y5hM457OMhStz1qYu0YVdzpj0dSzFoy+4eeozM0Bkg/UqJ\nQxkFosRNRAGrorD0iiNwkkIwxRHEALl832MA+Qmsk6vZj25Cwb9Wc9g4lK4HgzkrwPclQv5FDRZM\n/jtVGh6jAmdpOb9K4zgA0DnHuUyIkL1gj53xJ+BQja31LPF1UDSm2LTP4Vd0rBwCudqKRAOoWm2t\n5ETMPGBXJ5Zmsc/ta1fimbUrkGYBZKgKOMag9Bm8jZSGir8uhPei6NIUFbw72JBIaaGMEmkW2Jsy\nvwtEssomRlZQopC1YBaXRYO7LNFSlyEKx1HzXlcuLV70Ida8+QAtoOWwUTiWMylCnCPOWDluGALA\nDAvAZjKWjesJm9YbRHoLVy5PgoXiFOWs2XLc2XPIxVzYuyXkzHXp52zy16iKFeF+AJIVspbxbHeK\n1EHvGZRLJ9czi2e7U2F6UzeMADBh2kmLfXFkezXBnlYPsCCaqQlWZF60FakCzFLl4jVBMRarhHWf\n1I1HwXQ73ffGaKo46p8Nyt1DE1lvMtABXtAApVQoo1i2rV7uMCxSNt9elcK3WbPZKRTBqmimCKQr\ncnihmCUtTHCZCjh6BZ3JHGWJdGWM/o6tEFVKYOSsglgkZkC5bBGza2DemTXsc/6FVlLNThERAcsv\nN+ic0wiLZzcew2iqTOJ/69gzy66AELh7o8H0WRbWOtxPFFDWY2v8Jb5+tV7aqtTAgtZKNDisir9I\n6q1RKUPkewfFt5Io395026rl2LpKGOCENgHeVWsm/poQxd4oxKqa7jAEUiqUUS5Fy+XweYswfz6j\nngkDHJFC2OUFSlRp6Kru3AUNDqq7BDfRmRjWyvex9RynG31WJ17NCi6Sxi38vqAGU18mUDC5LRwu\nheEtL/1eCK8Vgs4+26MBZ25QKhFHCweSbJ2shoDNGxPMnituUn1vHvlaTQwmjKl495IZwlnjjiPW\ni4ShisqhmRgHHlNkbBwvUwXFLOxvqlCZA/akc7ajtXD36rC5i5C6Bl7t1STHtq+y5fZlPjAbskuE\nagV4ZtWKiHKyoD+GSJkApUI56ERXpdQyEkAwKtGE17CmiUKvRJAK5+jfujRTZLFkCBWuuY4fBffJ\nHwOR26T7RVZOvF0xtqK7xf+2ll0AOgD52LksYSyiAMkNULE5mgLX83nuFmasevBHOOGoDoAP9xbc\nrp4d+PkTmzHvmIUgIoypGQ9+0/1S54pIzUsiKWr0z7sbV3CrKFRAMTDqcmngXcm3dJ/OOWEb/aya\nyLYSqG09hpiSQDNaepwGfpTIOhwKKYOyB5lsW7UcT96xHDXXDjVXrewClAosU3+8FcmOGhUm8vMV\ngxJzn4Tt9fj54G6r7/VV1uJGBZk1G423WvS3DQWKlvPf56qlXYW0Bk2zSAmkVuITr5syAys2LsW+\ndB+66xme2rMdV99zGd4wdYYPWGu8QcYiCsz3TlYHxd3bqQtat/HU7JjeX6CxpUgMmJMJDW+dILpG\nf0/d90l0D/sS7ZioAWrdfsvty/ygxKoMmbyhkpJg6SCWI+d3efKjNJpQgLyIGYfJBUTR/sIj955C\ntMLH8Y+ilQEEBKyfhM49UeWkSiXOQmidiY5j/TrRLhvX55nbP7+ignMWZfGIMXOWxcxOdeP0iOQV\nSWzmx+6aTsxdPTvwkfPvwTX/+xW44b8/j3OnX4Lx1Un++BPaK5gwpuJviDZd99dGhHFtiaTB3blc\nUW/O9YhJttSKiNuxSu9loLueoVaRgsJe569WEvIWV9w/O7YKCf3389FWIdJcPa8wGstAgoypEkqC\npRewPLF6ue+Jk5BzdyIXSCuYw5pBbpXPaxR1a+KYQljJ0PBi606qQPQDdTniF7iokBjBGprtCNc7\n5wjcXLlmgQznLnYKhSOFFx8TEjcpigLl7twgzHbhUo/AL296G+Y9cQk+9JrL8S+bJgFwCGNXC6X1\nL72upklvg1pd1gIwCtsHmjHV+7vhrjnX9yhSeNXEeFrNvb0ZJo6pejcpocj9Qt7aAPXfNWDHupWi\nVPpQDc06CA6FlArlIJdEo5gQ5Crb8B4xcdQvObycTM2tFQ9rp8Z3Mfjjhc/VtSG4VG1UnUsEmNhy\nadyXVJMRUDGNDcnUSmqWbdLVHIW/AWBGp1g0aoHv6N6BOx7+Ka7+3+/Fl3++BB+avhQT2yZ75VnP\nGN31DAwJxsok1syTuAeWGWwDz83WVTIp4yBty/iKcyN9A/co7qP8JUCoPSIKlk9M2yjXyp7HNrZe\nclmkFo5HcaxDrVRKhXKQS0CPCp2isrtbp2TaKvmCOwb7ZlHddVe2q98jHwQsTmKKti2mHgkyGbKC\n2yQUlwxyuetYKQXSqXCcjPO1RsVx6L9V0ci44cedJEJcVasISYAxwK6enbhu02dw0kuuwDGTDM49\n8RJceeclOOeEpZjUfoiPMylSVq2SxMCnfgnw6do9G6/0YxlIF0QN8DLDV0FvWE+Y1SmWZVINhNOa\nZo7dqKKLE7tVgLPKGL41yRHzunztUrP4iCqV4bBQyqDs80BI/3Pp4UsvXomEkGN+U+RtYghjqgnG\n1pJQCdxPGK3BsmhiS2va2JC6A8DmDQGPEiNpNXAcZ4oYcICtPK6TER0z+smPJ3C0tlUMaonBZy+5\nEhVXbHj34xtx6bzLMaY6BtWEMKltMs6ZvhQ/27Y5dxyfUlWrK7pSHV9vKjU/h81d5Pfrq51rHID1\n1hQYG9aFQk1VqGqdGEKfLUyVFXDrKvkhhHYiR8zrcl0Fmj+n4nGGWkqF8jyQOLPy/e/ehi9fvwU3\nf//HPjjqJ6NOEZIAYJtbxQGEWY1GFwMIVkUMQGs6sYl8piNGxnJ0fESfpVaY63vSkK2ZOSusrlQ4\nvv6E70WRxv2lf3DzrfjK9Vtw8/dvgzHAKa/4cxwyZrLbR+JIE2uTMe/Yhfnj+vMpS51aQhyNQ2Ie\n2g1QPmmukY+c3yWpZ1dcqfEgrVMK9zI8g22rlueY8vsTX7nuFobUWliLljwqwy2ly3OQi64yP/z9\n0bj26m8hrb8Gu3d/Hpde9Glcftk1OOOT78VHP/7+3ERkiFmt/LZp5iZFboUOErs6MRI2P9ld2hpR\nm1LEADN1p9xxuJEXRI85Y1ZIE0enzolxg9LwQ1vV4Otf+Tdc/8UbkaavdfdgCS6/7Fr8rzNOxXv/\n9m/w+uni5sW4FrVsQmaKPNAMkJhHksS8MnLvtIXHmJnnIcsYh85ZhGoSaBq1y6DiYUIsKFy0Zo8M\nhVYXh81dFFzOfkxHTzHqQHTGEGAhyOg+0sGxZTLUVkppoTxP5K0veQSfvvgMdPfIVNmzcwfOfPeL\ncNrH318w3kWIhGxIUpdhUrWU2IJpeNHZz/of/fYHeHrfdofylMm0o2cHfvKH/xKEqFuxY3yHJ7Xm\nQGjNADauo+Kp/dg1EAwAqx78EXb37MSHP/Y+fOqi09HTbYH2ndh+xANY/OnT8f4P/Q266xbHz7Q5\npChFdybGzcR4FH9OZ3VJkaS7aqcg9vZmXoFqAFVdkDgAm2/WHiqq46BssY/TQEWvQ/E+ZoRmdmmh\nPE+EiLDzl9/F9qcqePkxH8SWJ8eBiLB11XLPGqbxEg2bqDukWR0xmylnGRTjGfqBZ1jT71ioGY+f\n1oFlGy7G+TMvBeMwbO/egZWbl+KCGZcgMoKae/caZ3Cr+eYNCTpmZ022DxZSYggzjp6Fy9dfhIvm\nfBZEhB3dOzH5L+ei+9aZqGeMvb024FWc0oqL8DT2k9OnBIx8T2cAABiWSURBVBBLcFdZ9HTVzyyk\nCNO5hhZCdKR9iw+ft0ga1LuLXb+WJGbCgRzqymUJFNdMBFRMF/5s4v/FW+dEROH9x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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cluster = 8\n", "imin = 200\n", "imax = 800\n", "jmin = 0\n", "jmax = 350\n", "ax = background_map()\n", "ax.plot(d_stn_x[bio_non_norm == cluster], d_stn_y[bio_non_norm == cluster],\n", " '*')\n", "ax.set_title('Cluster No' + str(cluster))\n", "ax.plot(\n", " places.PLACES['Cluster_' + str(cluster)]['NEMO grid ji'][1],\n", " places.PLACES['Cluster_' + str(cluster)]['NEMO grid ji'][0],\n", " 'g.')\n", "cluster_8 = {'NEMO grid ji': (646, 168)}\n", "ax.plot(\n", " cluster_8['NEMO grid ji'][1],\n", " cluster_8['NEMO grid ji'][0],\n", " 'xm',\n", " markersize=15)\n", "ax.plot(debby_x, debby_y, 'gx')\n", "ax.plot(vector_x, vector_y, 'b+', markersize=10)\n", "ax.set_xlim((jmin, jmax))\n", "ax.set_ylim((imin, imax))\n", "ax.plot(places.PLACES['Sentry Shoal']['NEMO grid ji'][1],\n", " places.PLACES['Sentry Shoal']['NEMO grid ji'][0], 'ys');" ] }, { "cell_type": "code", "execution_count": 196, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'NEMO grid ji': (646, 168), 'lon lat': (49.725547790527344, -124.67886352539062), 'Vector Stn': '12'}\n" ] } ], "source": [ "cluster_8['lon lat'] = (nav_lat[cluster_8['NEMO grid ji']],\n", " nav_lon[cluster_8['NEMO grid ji']])\n", "for i, (x, y) in enumerate(zip(vector_x, vector_y)):\n", " if x == cluster_8['NEMO grid ji'][1] and y == cluster_8['NEMO grid ji'][0]:\n", " cluster_8['Vector Stn'] = vectorlines[i].split(' ', 1)[0]\n", "print(cluster_8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cluster 9" ] }, { "cell_type": "code", "execution_count": 197, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 897)" ] }, "execution_count": 197, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xc2hMONTFbHbtq8fxHUID3Agf1DYStV1E4OXdNZTl6ZKYFcVh9vvX7YijIH/C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\nXDkc3XeI13nDRWkEo4QhA5vGd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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cluster = 9\n", "imin = 0\n", "imax = 897\n", "jmin = 0\n", "jmax = 397\n", "ax = background_map()\n", "ax.plot(d_stn_x[bio_non_norm == cluster],\n", " d_stn_y[bio_non_norm == cluster], '*')\n", "ax.set_title('Cluster No' + str(cluster))\n", "ax.plot(places.PLACES['Cluster_' + str(cluster)]['NEMO grid ji'][1],\n", " places.PLACES['Cluster_' + str(cluster)]['NEMO grid ji'][0],\n", " 'gs')\n", "cluster_9 = {'NEMO grid ji': (423, 300)}\n", "ax.plot(\n", " cluster_9['NEMO grid ji'][1],\n", " cluster_9['NEMO grid ji'][0],\n", " 'xm',\n", " markersize=15)\n", "ax.plot(debby_x, debby_y, 'gx')\n", "ax.plot(vector_x, vector_y, 'b+', markersize=10)\n", "ax.set_xlim((jmin, jmax))\n", "ax.set_ylim((imin, imax))" ] }, { "cell_type": "code", "execution_count": 198, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'NEMO grid ji': (423, 300), 'lon lat': (49.101184844970703, -123.24888610839844)}\n" ] } ], "source": [ "cluster_9['lon lat'] = (nav_lat[cluster_9['NEMO grid ji']],\n", " nav_lon[cluster_9['NEMO grid ji']])\n", "print(cluster_9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Final Places Map" ] }, { "cell_type": "code", "execution_count": 199, "metadata": {}, "outputs": [ { "data": { "image/png": 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BSXFtiP/uruZZ9zTW9bqQl7/bxcc7y/h0Zzlf7qrkm9yL2dDnd2zq93u2DriU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\ntDQWqnpGRN6x4PDHgaH0+WPASZwB+RjwTVWNgJ+LyM+A24BnO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reload(places)\n", "water_places = ['Central node', 'Delta BBL node', 'Delta DDL node', 'East node','Sandheads', \\\n", " 'Halibut Bank', 'Sentry Shoal', 'S3']\n", "clusters = [cluster_1, cluster_2,\n", " cluster_3, cluster_4, cluster_5, cluster_6, cluster_7, cluster_8, cluster_9]\n", "ax = background_map()\n", "\n", "for countpoint, place in enumerate(water_places):\n", " point = places.PLACES[place]['NEMO grid ji']\n", " if countpoint < 7:\n", " ax.plot(point[1], point[0], 'o', label=place)\n", " else:\n", " ax.plot(point[1], point[0], 's', label=place)\n", "\n", "for countpoint, place in enumerate(clusters):\n", " point = place['NEMO grid ji']\n", " if countpoint < 7:\n", " ax.plot(point[1], point[0], 'v', label='Cluster '+str(countpoint+1))\n", " else:\n", " ax.plot(point[1], point[0], '^', label='Cluster '+str(countpoint+1))\n", " \n", "ax.legend(loc='upper right', bbox_to_anchor=(1.15, 0.82, 0.9, .102), ncol=1, mode=\"expand\", borderaxespad=0., numpoints=1);" ] }, { "cell_type": "code", "execution_count": 210, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'NEMO grid ji': (423, 300), 'lon lat': (49.101184844970703, -123.24888610839844)}\n" ] } ], "source": [ "print (cluster_9)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" }, "toc": { "colors": { "hover_highlight": "#DAA520", "running_highlight": "#FF0000", "selected_highlight": "#FFD700" }, "moveMenuLeft": true, "nav_menu": { "height": "305px", "width": "252px" }, "navigate_menu": true, "number_sections": true, "sideBar": true, "threshold": 4, "toc_cell": false, "toc_position": { "height": "731px", "left": "0px", "right": "1296px", "top": "107px", "width": "112px" }, "toc_section_display": "block", "toc_window_display": true, "widenNotebook": false } }, "nbformat": 4, "nbformat_minor": 2 }