{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "How do the spikes in freshness at Race Rocks relate to the local winds and spring/neap tides?\n", "\n", "How is the salinity in Malaspina Strait connected to all of this?" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import winds\n", "import matplotlib.pyplot as plt\n", "import datetime\n", "import pandas as pd\n", "import netCDF4 as nc\n", "import matplotlib.dates as md\n", "import numpy as np\n", "\n", "from salishsea_tools.nowcast import analyze\n", "from salishsea_tools.nowcast import figures\n", "from salishsea_tools import viz_tools\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "SITES = figures.SITES\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Winds" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Load forcing winds at Sandheads\n", "start = datetime.datetime(2015,6,1)\n", "end = datetime.datetime(2015,8,31)\n", "files = winds.wind_file_names(start, end, '/results/forcing/atmospheric/GEM2.5/operational/', 'ops')\n", "# identify Shandheads grid point\n", "f = nc.Dataset(files[0])\n", "lons =f.variables['nav_lon'][:]-360\n", "lats = f.variables['nav_lat'][:]\n", "j,i=figures.find_model_point(SITES['Sandheads']['lon'], SITES['Sandheads']['lat'], lons, lats)\n", "\n", "wind = winds.compile_operational_model(j,i,files)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## NEMO results" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc')\n", "bathy = grid.variables['Bathymetry'][:]\n", "lons = grid.variables['nav_lon'][:]\n", "lats = grid.variables['nav_lat'][:]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xAqqqqjAzM0N0dDQ8PDwwc+bMzx5RVFJSgkOHDkFdXV1k4a2wsDCMHj0aqamp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\n16lTB5cuXdIor6+vj23btuHly5c4evQoJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(5,8))\n", "iBP = 250; jBP = 340;\n", "iM = 235; jM = 580\n", "\n", "\n", "points= {'Boundary Pass': (jBP,iBP),\n", " 'Malaspina': (jM,iM)}\n", "for key in points:\n", " ax.plot(lons[points[key][0],points[key][1]],\n", " lats[points[key][0],points[key][1]],\n", " 'o',label=key)\n", "ax.set_xlim([-124.5,-122])\n", "ax.set_ylim([48,50])\n", "\n", "viz_tools.plot_coastline(ax, grid, coords='map')\n", "ax.legend(loc=0)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "nowcast_dir = '/results/SalishSea/nowcast/'\n", "sals={}\n", "files = analyze.get_filenames(start,end,'1d','grid_T', nowcast_dir)\n", "for key in points:\n", " sals[key], times = analyze.combine_files(files, 'vosaline',0,points[key][0], points[key][1]) " ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(735750.0, 735841.0)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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t8fQpMG0a+27Yto19LxBxkEiAEydYsfJjx9j/myFDgP792TWcmFFSqgqUkZTieTYFKiSE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5cm0bS2ts5yMXvgwAHy9vams2fP8mObmJhQtWrVZLalK85t3ryZANCiRYvUok2XOXjwIBkbG8v9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VRS\nSvIVkvjyyy8xatQobNmyBXFxcQCAiIgIrFixArfcckuQe5g2kli0aBEefvhh7N+/P8uPi4qKwsiR\nIzFw4ED/dU7Ej+Lj47FixQrMnz8fDRo0QI8ePfz+mocOHUKhQoVw4MABfPnll3jyySdRoECBDB9D\nEkuXLsWQIUOwfv16PP7446hRowY++OADLFu2DIULF8b69etRrVo1AMCff/6JPXv2oHbt2mk+X3Jy\nMiIjI/P8vYmIiEjOkcSOHTswZ84cLFy4EG+99RauvPJKXHbZZcHumkiWKSmVBUpKSSAkJSVh2bJl\nePfdd7Fy5Uq0bt0a48aNw6WXXhrsrqVCEgsWLMDy5cuxZs0abNiwAQkJCWne9/LLL8dNN92EnTt3\nYvfu3ShQoAA+/PBDdOzYMcC9FslbJMNidNCxY8cwd+5c9OnTB2aGkydPYv78+fjhhx/w/PPPIyYm\nJthdFBERkTxw+vRpFCtWLNjdEMkWJaWyQEkp/9CQ0vSdPXsWx44dQ8WKFYPdlSw5f/48Nm7c6J3a\nt3r1ahw9etR7e40aNbBixQoUKFAAW7Zswfbt29G5c+ewmsaneJVwoniVcKFYlXCieJVwoniVcBFq\nSSn/FsYRCROFCxdG4cKFg92NLIuJiUGjRo3QqFEjAM4Ikr1793oTVGvWrEGbNm2wePFi3Hrrrbj1\n1luD3GMRERERERGRlDRSSuQi9ccff+Ds2bMoV65csLsiIiIiIiIiISDURkopKSUiIiIiIiIikg+E\nWlIqItgdkMBZsWJFsLsgkmWKVwknilcJF4pVCSeKVwknileRnFFSSkREREREREREAk7T90RERERE\nRERE8gFN3xMRERERERERkXxPSal8RPOcJZwoXiWcKF4lXChWJZwoXiWcKF5FckZJKRERERERERER\nCTi/1pQys3cAtAVwlGRN93WXAfgAwN8A7AdwD8lTFzxONaVERERERERERPJQfqspNRXAPy+4bhCA\nJSSrAVjqviwiIiIiIiIiIvmIX5NSJL8BcPKCq28HMM39/2kAOvqzD/IXzXOWcKJ4lXCieJVwoViV\ncKJ4lXCieBXJmWDUlCpD8oj7/0cAlAlCH0REREREREREJIiigvniJGlmaRaP6tGjBypWrAgAKF68\nOOrUqYMmTZoA+CsLrcu6rMu6rMu6rMu6rMvZu+wRKv3RZV3O6LJHqPRHl3U5o8seodIfXdZlAHj1\n1VexZcsWb34l1Pi10DkAmFlFAJ/5FDr/EUATkofN7AoAy0n+44LHqNC5iIiIiIiIiEgeym+FztMy\nH0B39/+7A/g0CH3Ily7M4IuEMsWrhBPFq4QLxaqEE8WrhBPFq0jO+DUpZWbvA1gD4O9m9quZ9QTw\nAoCWZvYTgGbuyyIiIiIiIiIiko/4ffpeTmj6noiIiIiIiIhI3tL0PRERERERERERyfeUlMpHNM9Z\nwoniVcKJ4lXChWJVwoniVcKJ4lUkZ5SUklR69eqFMmXKoGbNmimuP3HiBFq2bIlq1arhtttuw6lT\np3L1OocOHUKrVq1y9RwiIiIiIiIiEp5UU0pS+eabb1CkSBF069YN27Zt817/zDPP4PLLL8czzzyD\nsWPH4uTJk3jhhZzXqZ86dSpOnTqF/v3750W3RURERERERCQDqiklIe+WW25BiRIlUl0/f/58dO/e\nHQDQvXt3fPrpp6nus2LFCjRu3BgdO3ZE5cqVMWjQIEyfPh0NGjRArVq1sHfvXu99Fy1ahNatW+PQ\noUO49dZbUbduXdSsWROrVq3y35sTERERERERkZCgpFQ+ktt5zkeOHEGZMmUAAGXKlMGRI0fSvN/W\nrVvx5ptv4ocffsD06dOxZ88erFu3Dr1798bEiRMBAMnJydi1axf+8Y9/YNasWfjnP/+JzZs3Y+vW\nrahTp06u+ikXB83Ll3CieJVwoViVcKJ4lXCieBXJmahgd0DCk5nBLO0Rf/Xr1/cmr6pUqeKtG1Wj\nRg0sX74cALB27Vo0bNgQANCgQQP06tULiYmJ6NixI2rXrh2AdyAiIiIiIiIiwaSRUvlIkyZNcvX4\nMmXK4PDhwwCcIuWlS5dO834xMTHe/0dERHgvR0REICkpCQCwYMECtG7dGoAzXfCbb77BlVdeiR49\nemD69Om56qdcHHIbryKBpHiVcKFYlXCieJVwongVyRklpSTLbr/9dkybNg0AMG3aNHTs2DHHz7Vs\n2TK0aNECABAbG4tSpUqhd+/e6N27NzZv3pwn/RURERERERGR0KWkVD6S1XnO9913Hxo1aoSffvoJ\nFSpUwNSpUwEAgwYNwpIlS1CtWjUsW7YMgwYNSvXYjKb1eW47fvw4ChYsiMKFC3v7VadOHdSrVw8f\nfvghnnjiiZy9QbmoaF6+hBPFq4QLxaqEE8WrhBPFq0jOqKaUpPL++++nef1ll12Gr776KsPHNm7c\nGI0bN/Ze9tSQ8r1t5syZ3jpTANCtWzd069Ytl70WERERERERkXBiJIPdh1TMjKHYLxERERERERGR\ncGVmIJn29KYg0PQ9EREREREREREJOCWl8pFQn+es0XHiK9TjVcSX4lXChWJVwoniVcKJ4lUkZ5SU\nkpCxYcMGtGrVChMnTsT+/fuD3R0RERERERER8SPVlJKQ0qJFCyxduhQAUKNGDbRv3x7t27dHgwYN\nEBkZGeTeiYiIiIiIiISvUKsppaRUPjBv3jzEx8cHuxtZsm7dOrzyyiupri9VqhTatGmD9u3b47bb\nbkPRokWD0DsRERERERGR8KWkVBYoKZW3ypUrh0OHDgW7G3kmOjoaTZo0Qfv27dGuXTtUrFgx2F0S\nP1ixYgWaNGkS7G6IZIniVcKFYlXCieJVwoniVcJFqCWlVFNKwpKZeZuIiIiIiIiIhB+NlMoHLpbp\ne23btkX79u3RsmVLTd8TERERERERyaZQGymlpJSEFN9C5zVr1vQWOq9fv74KnYuIiIiIiIjkQqgl\npTR9Lx9ZsWJFsLuQofXr1yMqKgoTJ07Evn37sHXrVowaNQo33HCDElL5UKjHq4gvxauEC8WqhBPF\nq4QTxatIzkQFuwMiHtdffz0WLlwY7G6IiIiIiIiISABo+p6IiIiIiIiISD6g6XsiIiIiIiIiIpLv\nKSmVj2ies4QTxauEE8WrhAvFqoQTxauEE8WrSM4oKSUiIiIiIiIiIgGnmlIiIiIiIiIiIvmAakqJ\niIiIiIiIiEi+p6RUPqJ5zhJOFK8SThSvEi4UqxJOFK8SThSvIjmjpJSIiIiIiIiIiAScakqJiIiI\niIiIiOQDqiklIiIiIiIiIiL5npJS+YjmOUs4UbxKOFG8SrhQrEo4UbxKOFG8iuSMklIiIiIiIiIi\nIhJwqiklIiIiIiIiIpIPqKaUiIiIiIiIiIjke0pK5SOa5yzhRPEq4UTxKuFCsSrhRPEq4UTxKpIz\nSkqJiIiIiIiIiEjAqaaUiIiIiIiIiEg+oJpSIiIiIiIiIiKS7ykplY9onrOEE8WrhBPFq4QLxaqE\nE8WrhBPFq0jOBC0pZWb7zWyrmW02s3XB6kd+smXLlmB3QSTLFK8SThSvEi4UqxJOFK8SThSvIjkT\nFcTXJoAmJE8EsQ/5yqlTp4LdBZEsU7xKOFG8SrhQrEo4UbxKOFG8iuRMsKfvhUxxLRERERERERER\nCZxgJqUI4Csz22BmfYLYj3xj//79we6CSJYpXiWcKF4lXChWJZwoXiWcKF5FcsZIBueFza4gecjM\nSgFYAuAxkt+4bwtOp0RERERERERELmIkQ2bWWtBqSpE85P73mJnNBdAAwDfu60LmAxIRERERERER\nkbwXlOl7ZnaJmRV1/78wgNsAbAtGX0REREREREREJPCCNVKqDIC5Zubpw0ySi4PUFxERERERERER\nCbCg1ZQSEREREREREZH8K5ir74mIiIiIiASUmQWtrq5IdileJVzkNFaVlJIcM7OeZlY12P0QyYxi\nVcKFmXUysyrB7odIZhSrEq7MbAyAHsHuh0hWKF4lXOQmVpWUkmwzs8pmNg/APwEcCXZ/RNKjWJVw\nYWZFzew9AE8DiA92f0TSo1iVcGVmjcxsOYASAKYHuz8iGVG8SrjIi1hVUkqyxcyuBvAjgPUkO5M8\nHew+iaRFsSrhwswqAPgSQATJRiR/MzP9PkvIUaxKuDKzGACvAIgj+RDJ82ZW2BO/5l59SSQUKF4l\nXORVrGp+qmQLyb1m9i6AogBgZoMAnARwkORnweybiC/FqoSR3wH8DGCFey5+FwBlzOx7AOtInjQz\no1YmkeBTrEpYch8oPQngZTO7EUBnAJcCKGpmj5A8GtweivxF8SrhIq9iVWe3JFNmVsXMCvhcNRhA\nCzM7CuBaOMnNl82srfv+yt5LUChWJVy4p5YWBgCS5wC8AaANgLUA7gVwCZwD/pHu++ggX4JCsSrh\nyszu9q0nSfI7APMArAZAAM8COAd37IoEk+JVwoU/YtW07yAZMbOpALoCaA1gKUmX+/rmAGqSfNV9\n+SEAPUjeELTOSr6mWJVwYWYjATwIYCbJ/j7XdwFQhuQr7st1AfwfgGdI7g9GXyV/U6xKOHKP4psI\noC+A1wEMI3nSfVsMgJtILnNfLgBn9F8bkjuC1GXJxxSvEi78GasaKSXpMrNb4QzVfwlANwAVfG5e\nTvJVn5EmqwBsM7PoAHdTRLEqYcPMKgGoD6A/gFJm1tlzG8mZAF7zuXsSgEgABwPaSREoViWsXQFg\nHYB6ACoBaOcZRU3yvOegya0agK0AjgW8lyIOxauEC7/FqpJSkoo70wkA2wC8RPL/4Oxs9jKzIgDg\nGYVCkmbWDcAsABtIJgSjz5I/KVYl3JDcB6APgE8BLADQ1X3wDzOLJJnk/n8rAFMAbCGZoKmmEmiK\nVQk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AbgQwwneDSJ9VS0T8wX0GKRnA83CGMDf0OQvqmcbXA0BNM3vJzObD2a4e8X0ed/JU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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1,1, figsize=(20,5))\n", "\n", "for key in points:\n", " plt.plot(times, sals[key],label=key)\n", "ax.set_ylim([10,35])\n", "ax.set_ylabel('Practical Salinity [psu]')\n", "plt.setp( ax.xaxis.get_majorticklabels(), rotation=35 )\n", "ax.grid()\n", "\n", "ds = md.date2num(list(wind['time']))\n", "q=ax.quiver(md.date2num(list(wind['time'])), 15*np.ones((len(ds),1)),\n", " wind['u_wind'], wind['v_wind'], scale=200)\n", "ax.quiverkey(q, 0.1,0.1,10,'10 m/s')\n", "ax.set_ylim([5,32])\n", "ax.set_xlim([start, end])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from salishsea_tools import stormtools\n", "tfile = '/data/nsoontie/MEOPAR/tools/SalishSeaTools/salishsea_tools/nowcast/tidal_predictions/Point Atkinson_t_tide_compare8_31-Dec-2013_02-Dec-2015.csv'\n", "ttide,mss = stormtools.load_tidal_predictions(tfile)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Ek6RGk8ROzs9bwmjZMhnR1NsrL3IrXanHvy3d0XOp7XYyOmqvWaLSkfQ7gDxFkzR4R0Ke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\nOOaYgnhFoilFGrlEk7RGUyx1zrWTbv27ECfgEpDUhrjvki4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Z2tEmpGg6fNg6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PVHGc42ihVL5uNQmwHHSKWdTEx0A02xuYd6MlbfhD8r3NexGHgItJEYTSEZfh+cBbVtWzngxGvY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\nGWhCOwCvic79FKNJsnND4FTsHnMBeVyXqWfZK0YTl1kPuliSq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boeRhPea07qXFMgZ87c\ny3FUqgKQTYBZVEbbvwqjqb/fBjRZGU2XXur/SW10FODQIX8ynaZRBqDWibLWEslJ17BG0XNYJXzd\npQIYUsBJYzvMzxf9mw6E5a4hfh9S6lwOowmd/ToYTfQd586jHN3alJNcRcYapLLqSe110Xq7ObpV\nu6+gzOKiDYSZmZH7Y6YIv16+xrENDQFMTdnrLc3N2WRmZ/XBVDqOpRi4NY05J3Uup0aT1b+sQjLA\n8jiagxbodWltwLVo6yZ1Ljfq3gR7IwdZrOKo5CjaM2c6jTj7rVa6UB0/EQEA4Jxz/M9du7qvgUb/\nmmA05UbdrU5yDhujaZCzKvhqdVRCTLdQfxzjwQc7yTGQTWcBmiYnfZRc67ykGq3R1FTqHHUsBwZs\nJ1TmFpNtglViZRLyNaTV+Tn6u0qgYGWlkxwjB6xNpc6FjE9cCyEHqmlGE32WTac+A9jnq2X/zAVG\newVAasegc++uuzrqMSzpHcPDNgcm1SYn/fXu3KnrjyeKanUxQBFFb7oYuMWuqhoRz9HfOWBtU7Yx\nt4FSNZpSY+A7ou8K14T0rPDv8eLHa12jidvGTaT98P5N+ibW6+qV8760lM8WvemmjlrGEvAZGgoD\nTUeOyDIh2xL1tFZHtlp+XItuz63rVIXRZAWaesVoagIUBSj0lGWuWllTa9XWHGjKRcG1MrnGYi8j\nn7msEouzb80fxiKgvI2NyYymn/5pD0JwZgm9T0ukJ5eNoVUEVme0v98jzVhcuql5YZ2vvQJf0SjS\nnspFDXjtO8HccUvUZMMGTxuuE2hCRpOlGLhz9tQ5yymMdH43vZmiTBOMJr6GLABvU85+zh7RRJ2c\ngYFuRhP+falZnSGUwQhvU9HtqkzlJgFIyzvLMeT+//bePUyyqrr7/+6+VN9mYBhmEHBghjsKAoKA\nJiKNF5QognhDjVGMr69RE1+TvCbwJo+JiUl+xtd4icZEjebiBYOJkoC3Vy0NRolcBoQRkKswcpv7\nvXu6e//+2LWoMzXVffZ3ndqn6lSvz/P009Uze9c5dWqdffZe67vWLuKcYiPocl6M7TG2IikZnXI0\nrVoVfsc6mlinP9B87sQuiGQxBPDzE+/51GetcqWXFNdlzI0X6iMR/+wcJBu8mc8hv2fP/mrRbdva\n20kZjibNc51N29SmwbEB6tb5dK8s3heyi3Zox1Y24FOrzW97Rx8NvPGN+//7mWcCa9bs/++sowkI\nx2XGdnl+MHNzTRqzxtGkGVu1gQJGPa31OzBrWPYY3aKrPjB24jcw0NyhZWBAtxjSfIGpI5+aQRCY\npFUlzARzvkiPKJpOOCHuvbI3NZO7Lt9ZqtQ5dqEizhXZ6jnVApaVQ2oVTdnzilXhMMVksxP4mRng\naU+bzO2zUOHj+RDHZqccTWNjXI2mgYHwMzurczT1osRenEEx0l1mDHOuuXsmcw+VsRjK3g+jo5O5\nxyiiXJnvWkm9GI2jKVUxcFZdKsdgFWWaRbJmAcXYRSee6ykWQ60T5TPPnMztk63RFGsrbO2PPDSO\npt27w2dko+jaennMgkjmoTGKVM3CnQ3CagJORZxAMo4vRLt7KKZG00L33T337N9H5sbtrpWccztF\n0+bN7RfvZTuatM/11PUdteqKFIEC7XmxKpHs9TrvvMmoPqwTfyEn55VXtu/zta/te48LtVoYp5ny\nEWUomoqmMZfhnNI4RVOpjbKKphTz3G7SdUWTxkGgnSxqvfPsoJnC0aE5jlwrZutkIF/RNDPTrMmU\nhyZ3Xb6zubnmZC6mPcB5g1MvYMtQY2TvB+/jHASagZNN7yhSoyl2a2qg844mthg4oI/caIrPxjqM\nizia5DvOU61pxu8iir1U91A2gJHSoSCpc/Ndq6GhMPlstbuFHE2MwzJ73trUubIWyUwfbQSQOUYq\nNTSQX7urXfsyFE1S+6NTjiYZq2Pfj3X6A/yCSFOjKVuTJYVzQPqwimvW0aQNhGX7sHVEOhGp/+lP\n9++TDYTFKprk2dtugV7E0dSrSmVmrpfaOVV0zcQ45Ys48Zm5cadS5+ZjbKz9umvp0hD8Z95LFE1M\nvSVx4Kdy+mfLUKRKJZU+Re6hFHNQ6TM7m3au0S267mgq+gVqFlAxx9DKg1N9jmyfsCiq5z7kndPX\nZpjP0SQpc+223myHnOPsLF8MXK4Ls+DVOBNTOTk1AwF7Xu0mfjHXS6vGYBZD2QfAHXfUc/tkFU2x\nD2yZJHayGPjmzeEz5t1fQjYXPXXqHLO4KSJlZx0KqRy8nVAFxiitpM/sLLB3bz33GEXuoYUUTdu2\nAcuW7fvvkirSSnb74NgJo1zP1FF3xvZaVZmxC+siz/WUx9D20SyGZmeBtWvruX3YMQfQpWQsxMEH\nc+2LpM5pFE3MeMw47TQL9yKqeqZPGWrRrAJqYCC/RlNeAOOv/gr4+7/f99+yzr/W70Tur3aKJqDz\njibNIjll2k/RhXiKwItm7qCZo0gf1okvO9X953/Wo/swAZ9OpiUfdFBwWpWROtfqrF2IImOxpkaT\nNmW1DKcoM+ZrHfKx6/tu0NVT01wodoDSLvbZqHuRCSk7wZydjauTA+y7uIndVnhkJEzw2t208h6x\njiY57z17wiSDuf6agYOxo6IR8TJSL3pB8ZHtw0bQgfA7po8mdU7atZPTaxgfD7vYLV8e30eK5w8O\nxjmnhoebyq1ejHwyD9OpqWafqqoCpQ8bTWKLgedFPuV7PfDA/f+vnV1lo4yx94t8zpSpc0We0YDO\niZ9i8d6JsZVdDMWOrVpFkwSfYhgdBTZt6pyj6eKLgTvvjG8vjiaALwauUTSxqXOpxmLpw8xPWu+h\nlHOH1IGCvDnQb/5m+z7zOf/k/VoXyQcdFH53y9HUWl+G6SPfQQr1unY+zc43NIHeIvNW5hixabHS\nh1WLjo+HgOYRR8S1XwgJTJVVo4lVNO3ZA6xcGX8MgMsOkJ0zmfFYW6NJGyhIMQfVrGG7RVcdTa0P\n09haMWU86IqoSlIthrIPmeHhyfwO0CmaFkqdYxVNQHifXbu4OiKzs/E3tdR9kShEKtlhGYvkMhQf\n4viTPswiObZ9VgY7MwOcfvpkbh+NowkAPvShziqa9uwBVqyI7zNfbZ289pri+KlqNGkjjKySkL3v\nOnGfstGkiYnJ3Paaxb7cE/NNomSi2Kpo+vu/b28nWkcTu4DSfMdF1Bhl2WsvBAqyfZgFV3ai/Kxn\nTeb2yU7iY5/DExPAvfc2F+RFGRgAjj8+vr3UaALSKZq0W2rLPZQ6ug3w6iTpk0otygbbWsfvvBpN\nRe67duNaNoUnu0iWYFK7AGxZiiZtACnWjrRpcBoVFOsY1YyTWacCc++xwXxpn2ergC51bnwc+PnP\nO6NokvkCoxgVR1PrXGM+NIqmrHMqpaKJnRu3qtZS2So7b9Iomti5cbfouqOpiOc8VVSyDNVUkcgn\n473MRt9iHU0jIyGFo93goFE0DQ+HCWPsICzXP/bh25r6ksrjXEQ2njJiWMT22Ii4RtEUa3sjI1wK\nmvDOd8a3zUPsm3E01WrBcRRr3+zEpHXi1yuKprIWKmUt9llFkyZQsFD60qGHht+tk7/LLmv/fmU5\nmjSLIWaSpVU0pba9sqLumrFVM36LOig26r5kSdhh9vDD49p3GqnRJNtxxzCfU2Gh9prNShgFQ3b8\n1qafMuMk0FuBMAkCppoDAQunL42Nhfln6yJZvod2qcmacVKTwiP3JOu0TDUPAHTjCzt/KLL+kT4p\nnPjZYD4TmJd5K6No2rSJm+fOh8wXmHFaHE0y58gjO9dop7jO6xPr9C+SOsfeE8xmDmXZqkbRxIyt\n3aKrNZo0snx2EaGdkLIOhbIjn97X8zuAl3kDzSKg7SZq4mA688y49wKaD1SmYO3sLKfCyjqnYhfJ\nvag2KroYSrVI1jywsw+A226r5/ap1XSKpk4iD1Fm0NYomtji4akVTezCprUP45zqNVUgsK9979lT\nj24PcBN4jaNpPjSOJhlfeil1LluMHUgXQGLtVaOaKuIY1SqabryxntuH3QEICCrRxx/vXOoci6TO\n7doVn/bPRt61xcCZ4F0nFE2MQye2TxmBsOxOo9I+r0aT9h6az/k3Nhaez963v/aS/t36flqHPFvr\nC+CPk2q91K6PZsxnHE0pz0ujaMpe3zxbBZoBUjZ1btOmziia5D2Ycg9s6pzMzVMrmjTqUo0Tv8g9\nlHrMjx3zpB4vs4lNt1A7mpxzr3TO3e6cm3XOna55j04sblJFxMs4hvZhyhiVthj4fI6msTHg9a8H\nXvKSuPeS82ZS51inkRyDeaC0LkZ7ZZHcq7anVTQx6YyaYuCdRuqebdoU32d4OBRjTOVo6sSDjnWW\np3AoSJ8yVIFaBy87FjPHyEudkzoGsWmgvZw6p1ECaRUcqey16EI81WIo63hmx29mMSSKpm47mrZs\niU/fy6bOaXadY8ZjbTHwFEqUrEMH4B2pqQJh2T6p5yfzfSdjY80dttrVNZXFbbtzSFlvSftcZ52c\nRYqBaxQcrKOplwKk7PUFmk4YJnVuYiKUJ+mEo0lgazTNt8Zrh6QxMzWaim7MkCrdTnMPlR1wil3f\ny3yaUeB1gyKKpp8AeBmA72vfoOjiJlXks4xjaD67PMxmZoDR0cn8DtArmtptsw2EB/U//mP8e8k5\naBRNzDlnZYcpFjatfVItknvZ9pgaTYODwVbkezzzzMncPtoaTSlgHE2SOscs9os4mthJLCtlT6lo\nKsORWiS4MDMDHHjgZFR77T00X7RO1KKxk4wixcDLUmOwfUFTtwUAACAASURBVGShHCNnZ8fvMhSp\nRZz4GifnzAzw7GdPRh+DUTTJVtrddDRt3x5sQlMMnFmoSFSYuY9TOY2kj3buEJtKUVQtOjfH9ZFj\n5NW90T5X5ktHF0fTfAvkTiuaWOeUBONS1AdrdUqnVHCkDhSUoWjKrrGGhuJqNGlT54DOOppiCm4L\no6PAhg3xStH50k8XIjsWs07/2DlN67OQuYdSO17ZgJPGaZSdz/WyokntA/Pe3wEALmbrs3nQRMTl\nSxepfd6EtKiiSaMG0MhAU3k8tTWaGG93HkNDuhpN2tS51JG52D5l2F7RxRBre8yAxtqeOJqmp+Mf\ngCn4whc4GbKkzjE1mmZmuGLgWnkwoIsw9kqkpwxVYPa82Ag6wE1iF1rss7VwRLKfUtGkcRoVceJr\nA04pHKOdcOKniLprCvxmFaaMognonqNJznPp0rgddqWPphi43A+xO/ky85Oizlp2cTM3F7crcSec\ntTG7crU6mmLaa+cn8ymatm5tX4/mta8FLrqIe7+Fjg/wfeS6xNhedh6W0jmTXbwz11/SN1MECorM\nUVIqmrSpc0Dn1lg/+Qnw1KfGtx8dBR59NF4pKvXy2F3nWEWTrO2ZshK9njrHzgOYNRY7b+0WXa3R\nVCQiLg855mGayqFQ1NGkGTRnZur5HbDvRCp24BwdDVtvdtLRpFU0sZ5dZqFSJJqXMmLI2l4ZiyFW\n0ZTtMzMDrF1bz20vUlsmapKCSy8Fzj8/vr1MZNnUOab47OwsF/lkH44yMZyb0zuNUtx3Glstskib\nnQV27qxHtdc6OuZLDT3rLGDjxvz3ETQ1zTQLKPm+Yp8hWrtgJlma5ye7gO2EoilF1L11IfijH9Vz\n++SlbbZDHE2djLprYJ4F8jnZKDqT9pJVz7CBgpTO2iIOHU1wgR33pH1e3RvNnCYvdQ5obw+f+xzw\nqle1P4cijiY2BZOZ58pYUUYxcHZslfYx67IyAluasTXrhIip0ZRdYzGpc0DnxtaTT45z+gpy3Nh6\nkJI6x8zNWcW1c82xknVOAdw9wZSTKWJ30oedgzKOJrZPN1jw4zvnvgWgXV36K7z3/x57kDe+8Y1Y\ns2YNAGDZsmU47bTTMDk5icFB4Be/qKNeB2ZmJvd5CIlksfXvPXvq+K//AlavntxnIJiv/W231fH4\n4wAwidlZ4NFHw/Hma1+v17FtGzA7G/7eurWOm25qbs/erv369c32N9xQx86d4XjztQeAoaFJzMw0\n+w8OLtx+cjJ83htvrGPjxqZRxVyvH/0oXN/h4fz28vmnpiZx2GFx7fP+np4Gdu2aRK0W1/7BB4FD\nDw3XZ2oq//vKXs+1a+vYvBnIu/6Dg8Ee6vU6HngAOOqo/M8zOAj813+F85udzbfXoSFgw4Zw/jHt\nAeCxx+pYty6c/+wscOedC3/+666rN2oMhPZ79+Zfr7vvDvYAAA8/XMedd+Zfr+HhSezdC/zwh/XG\nFrP512t4GPjud+vYsiXOXsODJpzP6tX5798rf+/ZA2zaNImRkbj2d90F7N07ielpYNu2OPsWe737\n7nojGrZw++z4snlz+Dvv8wwOAt/+dh0PPxzXfmgIWL+eG7+npsL4feyx4fPccEM43nztb7213khj\nDO03b86/XuvXA8uXh78fe6yO228HXvziuOv14x/XsXv32tzre845/PUNu2PWcdttwCGHzP95F7p+\n2b9rtfB8uv9+4BnPyG8PAFu21HHzzfHPgxtuqGP7dgAIn/e++/Kv/y9+ARx2WPh748Y6br0VOPfc\nhc9vaKg5HodFSnz7O+6Ie34ODobnw/h4GI/z5g9DQ+H5Gf4pzr7vuy88H+R63XJLHXv35j9v9+6d\nxNxc+H7yru/mzc3xe8+eOtatW4uLL17484+MTGJqKoz3YUfN/OsVHE3hfoppn+JvIG4+JX9v3hzs\ne3o6br5x883h+TQ9HT8/2rAhfF8zM8Du3fnf165dze/r9tvreOyx/M8zONgcXx57LH78rtfrqNXi\n7weZD8fOTx55pI6f/jSc/+wscP31ddx778KfPwQvQvvHH69j7dq1C7Z//PHm9ZqeDs+LCy5Y+PMc\ndliYnzzwQL2x2G/+v8yPYp/PQPN5IM+r889fuP0v/VLz+9q9O8yX8q7/0BDw85/X8Z3vxLUHmuuR\nY4+N+76uu67eUDKG85P56EKf/447mtf/0UfDfPSii/Kv1+ws8J3vxI3fZ5/dvF533gksWxZ3vR56\nqGmvMeu/nTvr+PGPw+eJaX/99eH7k/Zr165dsH29HubTU1NhPrd2bR07duTb1/h4+Pvuu+Pmf53+\ne2ws/P3AA3HHP/HESezeHZ4fd90FxIzHw8PAunXhfh4ZiTu/gYE6vv3tMB7H3K933hnmG0C4/6+/\nvo7ly+Oen8Exmv/5g+Mx/H3HHXU88kj+58+uL8N6Pf/zDw6G6zUwENceAKanP4S3vnUt1q1bgy99\nCb2L977QD4DvAjh9gf/383HVVd6/7GXh9etf7/0//MO8TZ/g5JO9v+UW73fs8H5sLL/9977n/bOf\nHV5/7GPev/Wt+X2e/3zvv/nN8PqpT/X+ttsWbn///d4feWR4/d3vev+c5+Qf4+/+zvs3vzm8fvWr\nvf/85/P7XHih91/9qvf33OP9mjX57b33/pnP9P4HPwjX+ctfjuvzjnd4f8op3r/pTXHt8zj5ZO8/\n9Snvn/GMuPZ//ufe/97veX/zzd6fdlpcn1WrvH/gAe+/+EXvX/nK/PYf/nD4nN57/xu/4f1f/3V+\nnxNO8H7duvD6yU/2/sEHF26ftYWrr/b+xS/OP8Zb3xrs1HvvX/EK76+8cuH2MzPeDwyE13ff7f1R\nR+Uf45/+yfvXva55jC99Kb/PW97i/Sc+Eb6TU07Jb++99096kvcPP+z9iSd6f/vtcX2WLAn3wyc+\nEde+F3jZy7x/29u8P++8uPb/+q/eX3RR+G5jbNV770dGvN+92/vf/V3v3//+/Pbve5/3l18eXp96\navje8hgd9X7nTu9/8pMw7uXxz//s/WteE17/2Z+FezaPrC2sXu39vfcu3P6HP/T+7LPD6+zzYiH+\n4A+8f+97w+vnPa85li+E3Nvf/773v/zL+e3n5rwHvJ+d9f5pT/N+7dr8Pt57Pz7u/bvfHc6xKA88\n4P0RR3j/2teGezqGl77U+698xfs//EPv/+iP8tvfe2/4nrwP46SMTQvx+78f7MF77886K3yHeaxc\n6f0jj3i/ebP3BxyQ3/6aa7x/0YvC6w98wPt3vSu/z0UXef9v/xZen3aa9zfeuHD7rVvDeOS999/6\nlvfPfW7+MbJzjDPO8P6//zu/j3wnMi7ksXGj98uWhddLlni/bVt+H7l3Lr3U+899Lr+99+H6AN5/\n+tNx7VMQdJzx7S+7LHwHtVpc+7vu8v6YY4LtHXJIXJ83v9n7v/1b76+7zvtnPSu//a5dYWz13vuP\nfjQ8K/J497u9/4u/CK9f+ELvr702v8/BB3v/+OPeb98expk8rrnG+wsuCK//5E+8v+KK/D5vf7v3\nH/lIeH3IIeH5nofc25/6VPh+8nj44eZ3MTISrl8e99wT5j6XXRaOk0XG6pNPzn8f4c1vDnMQ50L/\nPGZnQ1vvvR8c9H56Or/PP/yD97/6q/vez3lcfHEYJ9atC8+sGJwL88TPfMb7N7whv/1XvxrWGt57\nf/753n/ta/l9Xv5y7//lX8JYNDGR33562vuhofA6O1dZCJm3zs7Gjwnnnhvm4X/wB97/8R/nt5cx\n/847vT/22LhjfPnLYWxl5rlXXhk+wzXXxLXvNO9/fzh+zLzQe++3bPF+6dJwPb/znbg+/+t/ef/B\nD8Y9a4UDDghzgOOO8/6OO/LbZ2112TLvN23K73PppWG9fd99zXX7Qoi9zc15/3//b9xc40tfCmsr\n78N88vvfz+/z9reH58NNN4U5ewwrV3r/6KNhHP+P//C+4W8p7Nfp9M9Ah/xVqkJNRWs5pK7XEXte\n3UidY+vkMPLc8fGQwtHJ1LkdO+Lfj5U2Sh8mdU5rF6lT59jzGhho5sWnrtGkSZ2bnubz3Zkd3HqB\n8fGQ7x67W1heUeh2sDL7otJdzT2UIvVCW0tNe9/FtheZN1P/AQhy8p07O7OrYq1W/q5zbF2nVM82\nje2VlZasvSfYNCEg/t6W+ndMHRFJ7zjnnLj2KXjKU7j2sm24ZgfQ2OtStBh4qntIxj1tHaiUNciK\nzNlj76H50hkljUs2GohhaCiM0/PtVNfKwEDzfGPPeaF0v4XOi+2jqSmm3amOHYuZXYk1z1ttCiT7\nTGdT56RG0wknxLXvNEceGX7H1miS1LkdO7h5LpPGLH2K7FQXc/1b0yPzGBhorrO0qf0p6oRq+3QD\ntaPJOfcy59yDAJ4J4Brn3NfY9yhSyyFVzRuAn2AWfWBrBtrp6Xp+B+h2nZuY6Lyjaft2bucY9pzZ\nGh9l2EVRJ2fMPSHbGrMTOW2Nptjr29rnxhvrUX2q6GiamAAeeYR3NGnqgqSszcDWM2Ad8tKnDGdt\nkYf8tm31/A7Yd/cS5p5gCscvRBmOptbvOFV9GdbJqbE9dgHbjee6ZiF43XX13D7ZjRZibe+QQ4BV\nq4Bjj41rn4JvfhNoZK9EMTERHE3MFtxs7Sp24d66qE55D7Fz49TBNumTPS9J/5iPIvfQQuMa62hi\ndpKVPrt3h99sYe+UjiatswXgx2Nm8e5cc7fHFPad7cPuBMjWaJKxNfY7CeU9gKOPjmvfaVavDr9j\nazQND4fxa+NG4IAD4vpo5ifseJx9FrKb6zAB8NYaZDHHsBpNTdSOJu/9v3nvj/Dej3nvD/XeX8C+\nh/aBwkRtiiw6YvtoI5+aSazcIAOR35xm17mJCc4LHXMO27ZxjibmoQXwdlFkwhTbp6gzK6XKT+No\nYiM9GufUyEiwlU4sxMtCFE1SPDcPzVbjZSmatA9TNuoufVI5a4sommLHVs3Ed3i4eoom1o40zik2\nUFD0uR5znLKe6+w42VqsN6aPRtF00EHAgw/G7/iWglWrgFNPjW+vVTSlLAYuEfEiaiNmbE0VOMse\nQ9OHvU/FMRQzHseog5j57OBgGKeZPkNDYdObVM906cPYXvY4sbanUUyy829NH/ZzALwDTPOdZBVN\nsd/JhRcCX/5y98bWJz85/I4NjgJh/fboo/GOprGx4Hhl5idFdqqLddgWURKWsb5kHal97WjqBFqJ\nLPNllPEw1TqN2IlEdrF/wAGT+R2gS53r9I4IEh1KnTrHLJJbv+MUg0cZzqxsn5S2l3VyahRN55wz\nGdVHHE1VUzRpU+fYKHovKZo0TlHNPVR0bGWjpStXTuZ3gG7i2+3UObmeTMQw+x2zagxmfOm1RXLR\ntGSN7bEOBQB47nMnc/uMjvKKpipSZCxOlTonfTQLXoAbW1lFU5GxdW5O52iSQrYLHYNdPMU4YFat\ninsveT+NoondXVnrNGL7sLskahVlzPxQs5ZLrWgKG3aEsXJoKN9WgWAjbOrcsmXAJZfEtU3BqlXA\ntddyO9VJ+lyso2liItwPGkdT7HMqu74dHuaUhFpHU8o1lkbRxAoAukFXHU3a1IsyHqbM5Lqoo0kz\nmDMTHKmTw9Zm6KSiaetWnaIpVepc0UVyyoh4ETVGKtuTAZ0ZBGUhzCzEq+hoGh8P6X4aRVNZNZpS\nLXi1D1Ppk8pZq3Eiayax7D3RydQ5sSNmy2G5/rETuSLqJOnDPKdTqqZYB1gn0pJTOHilPtiePdy4\nyiqaqsj4eEhjjl0MaRRNbOocoBu/UztrOzG2xixUs+eVIpgMxKkUNI4mZg48PIzGjnPxx2ADFZq5\ncREnp+b5mSo4rLleWqcCM7ZqUue6jXPABWQOklyP2HXc+Lje0cTWaNJmBzA2oRnDgHS+DekjqkBT\nNM1D0YdpioUNwDuntKkaWufU3r3Arl31/A4IN1+3FU0iZ48doLLqGeaBwtiFVjmUWo3RDUUTm96h\nifz+6Ef1qD4jIyEPPDZ3vBeQ+yU2ii72rXk49oOiibE9reNV42ST8WPz5np+B+jTSTulaHIuvA8T\neZfAw/R0XJ/s9dc4OXtN0VSm8zWlE39oqFkPJqaOiKZGUxXR1stjnf6p05e0ztoy5sba+04+R569\nFnH6L/SdnHlm3HvJ+2lrNGmKdKcKOLX2YWrYALq5A3teqcZi6SMLceYaM2OrJnWuiohNxKb7iaOJ\nCYSJ0y72++rV8btMRRPbpxt03dGUWqKpdegwD9OiiibGEIukL3Xb0cTuPMA8TDUR8dRKibLUGEUU\nTRonJ7OoZu1VbGT58rj2vYDsIMIsbmZmwgNVUxekV6KSZTtr5+biIuhFFkMaWT5j3+IY6tSEtFbj\niudL4IHdoQXQKYfYhXUv2V62T+r5BrvgHB4OE/hYuxsZCe37fTGkUTTNzPBpzJpAGLuZQ1GHTmx7\n5hga+2YdYFIoupPOlM2bgcsui3svIMxDtm3jazTt3p0ueJTtU9YimQ3UpFQbsfbdegxm3sqOrYvB\niS82Ecv4eLPoOTO2SiAuxqFVpAxFytQ5NvtF+midteZoWoAisvwyFCKxfaR96i3msxLYFSsm8ztA\np0SRhXMnHU0bN6ZNnSsyEKSKAJalxiiiaIq971pzoWPI2t55501G9Vm5MvyO3Xa1FxDHLJs6t2dP\nugL52e+YTdfQKppSOHjLVIvKZz/ssMn8DtA95GUB06kJaa0WJnMyZse0l7pOmtQ5ZkEgfdjrrwkG\npXKAsd+x9rw0zztJ74itI7IYFkOsulTSEHfuTLvYZ8dvzdyYDTgVcbx6z9dokns7xl7FvpnI/tzc\n/MqGZcu4wsuySE5do0mjTtKoMZg+2mLgrBOIXVhrFU0ap8KuXeG7j7FVCfYMDcWfVxVhswxkk5yl\nS+PvPSktwJQC0GzmUMShY4omnq4rmno1dY6ZkGa36kwtrWNvEI06SG7Ys8+Oa59Hr6bOaT3OMsnK\nU1eUFXUvQ9GkcViKeoL5HsXRdOCBce17AY2iiXU0sZPSVmcik26nWQylVIuWkd6hmShrxuMlS8JY\n2ElH044d8fcLu32wLOC0W7Nr1HSpHfJyXqwaI9V5sWpFoBl1j22/mGo0AfGKJiBcD2a3MM2zUKMq\n0Y57qcbi7DHm5sKcN7b4LjM3k+NMT8ePxeIwZFLXFmJsjFPhA/zxNU6jomoMNu0+lRpajsOktRV5\nRrPXi0lvr9WCrYiTu1854wyuPasuBfgalhpFqtZZm1oVqFHVs2rRbtF1R5NmUsYqV7SeRemTerGv\n+ezbttXzO0A3KTrhBOBtbwOOPz6ufR4SHWJS59hIDyurLTrJEudiTHvmGBonUJFFWurUOcm3/s//\nrEf1ERvpZe98K099avjNFqDdvZvbiVGuf2xtHY2iKXXURqsWjW3f7rzYe2jDhnp+BzQnLMzEYMmS\nzqpKZExnbI+p0SS78DBpEUXVGKmcnEVUrKmd+JoIq6ZGE1OYtYqwiiaAr5tWpBi41omfwllbJFDA\nLoayc7MYex0aCrbKzAPEYdgJRxM7ZwV0jiatskLrnNIskplxUvtZUiua2OD8zp1hnIwdW/fujVe0\nV5WPfhS46qr49llFUyzsZkBlFgNn15dlKJqy910vr5m66gMr42FaVuQzOwimXOyXUaNp2TLgYx+L\naxuDRBk1iqZUuwKUFd0uQ41RJOoee720qXMy8YvdRrWKaR3HHw888ED8rjZFFE2a2jrstsYaZy0z\ntkrqhfdxqsCyFE3sA1tTDFwmo52yczlXRq26ezc3MdOkOGjVotpAQerzKsOJ733aGk1TU2EB1c8L\nIq2iiU2dK5K+lMpWNXMgzdhaRtRd42jqtKJpyxZd6lxZtWI0zhZNMXA2CJ7yvHpV0QT0v6Lp0EOB\nl788vv3ERLj2jKNpfDzsUK5xNDHPzp07dfddL801tH26QdcVTakfpkXUSWyfIhPS2MW+DJpPetJk\nfgfoUuc6Deto0hbbZCOGqR06RSKGmj6swxKIv+80yrjh4ZC7Pjoal+sOVDfafuSR8c40raJJU8R5\nbi78zY5hKaPuYqsxqsAiYzHAKwhmZoBVqybzO0A38e20o4m9X9gaTQAfrS6iItbYXuoAUmonPuuE\nkD6iaIqteTM3Fybx/exoEmf/zp3xfaTGSi+lzhUZW8tSdWuj7jH2OjioUzQxDsOF0NQpHRoKaT+s\nSpm1I23aT+z4kq3RxKqbtU6g1IomjaOJqdEE9Pe4qoEtKSF9Nm/mx+IyFU0p50BFnPi97GjqqqKp\nSPQv5eRS+jDFvYuoSpiJwa5d3INJFhZMn07DPrSLps7FLL40aRQaR5M2YsieV1lRdzZ1jtkRCwB+\n67eaqWj9irYYuMbRpE3vSKVoYhfunUiRYhVN7PViHvIyGe3UpFTjaCoyMdNE81hHX1lq0RTnpXGA\nDQ8Hp5H33DNSCtbGIDVspqfjx5wqcuCBwLveBTzvefF9arWgXolVJGjmJ+wGJ5r5ITsPKOp4jQ2s\nZM+LVTQxwdGJCWD9+s4pmgBe0aRxNLHPaI0ag93xUBOomZ7mvuPs2JpK0SSp4myAlFGmSbtuBfJ7\nFY2jaWyMK8KfFVKUVaMp1fo+GyiIPa+qOJp6Ztc5dovLMtKXpOBhzAO1qKKJdbJt3FjP74BqKprY\nB6P00SrdUi2Si6rpUp4Xa3vaYuCyg0RMrjsArFgBXHpp3PtXlayjKXZSqt2WnnmYsguCMpyiWqeR\nNrgwOws8+mg9vwOaC/eYFEBBFrOHHBLXPg+toim2RhPQvDaatM1eGsOKjq2xiyGtvWoWnLVa/Ngq\n58XsvlVFPvhB4Nxz49uPjQEbNsQ7moouVNj5iUYVmDoQpom6yz2XqkbTxESYs1dJ0VRGMfCiNZpS\nB2qYe4JpD+jWP1lFU4ytyni6a1fc+y8WiiiamF3nmLlJto82qMjeQxpVYKrz6hY9lTrHTOS0X3iK\nSW/2OGVI7FmPPruo7TTa1LnpaV10JLXSLbUao8h5pRoENQ9s2UGiW3bXq2hS59jdwrIPrZRRG3bh\nXkT5WYZzipX+S52c2MW7jIUrVsS1z4O9t1g7AprfMxsMYhXBjL22KocYJ6fsohfjHMyeVxkTTLbO\nBONolMCZsS8TE8DjjzfvzTzKSu3XRsTLCMJq0zuY+Ryz6xzQdBR2Iv1eo2hi5ztFntGpd53LllZI\nuUiW5wpzDMaOJECXskaTwKTrLgbkHpqaiu8zPg489hi/gzNbo6nIPZRayMDcQ61O/F6l644mdrLI\nLgjKcChInzJS5+Szx9YRkRuxm7vNyATu2GPj2me91Ixnm7lJtdG81BHDIiqo2M+ezcGPtT1tJE1S\n52JrNC0G5Fru3BnvfK3Vwj2cOnUutRO/rHtIG1yYmQFWr57M74DmropMJEkm8J2q0cSmmWprNLGK\nJq0iWKv40NgeszU7Oz/xvrk7aR5Fou61mo2tRWEdTdrFPuOc0iqaUgfCtEHY7GIotqaYRtEEhPTJ\noogtpEydK7J7YcoaTUWd5WxwnnGAsceQ1DnmeokSnx1bzdG0LwMDwOGHc0ovcTTFlhbo1V3niqj9\nNY4mS51bgNbUOebLYB6mEsHUPEw1EraU6Uvsg2lkJNzosdL/FOzeHX4fc0xce41zjI12tC5gmT6p\nI4ZaxyjrsGSOkZ0oaxxNRpOBgTAp3rgxflI6MqJTNPXiw5S5hwYGmov2slJCmDGf2fkL6Ly8/iMf\nATZtim+vUTTJtWEVTaztsYECzRimCSBpnuuzs3HF7rN9NIomxmE5OhruJWNfxNHE1GjSPAuZuVsR\nRROjCiwrdU6zgGJ3kJPz6aSi6fDD4/sMDXHzHa2iSaOmY+y1NRDJrss0TjPG+apRNDHXeHSU2/lM\nMEfT/tx9N/CFL8S3HxvjFE3ONceKMmo0aYKwKRVNGsd/N+i6oil16pxEVNkoutY7X1YOZ2wdEdmm\ndXS0e7L5Y44Bjj6a25WLiaADutS51Gk/RSKGTB9Wmq51crJRd9nNh6nRtFhYujQsbhhFU1mpc4wd\naeTBzEJFJhJF0u2YzzIzA6xfX8/v0OjDFGQGOu9oqtWAgw7i2rM1muTasIomxvY0KWpFAgXsRI5V\nNLGKD03aCVujqRNKj35kYiIsbpjUOa0SpQz7Zhc2coyyUudiazTt2cM5muSzdAJWhQ+EObbMtWPQ\nqI6LpP30co2mMhRNsec1Ogps28aNrc41r5nRZGyM23yCVTQBzZRVZqe6IkFY5h5iVN1ahzw73+gG\nXXc0sZ5zrURTk66hnSymTJ1joxniaOqmquTMM4F77olvL5+TVTSxzpYyUudYNZ1GJaIdBJljaAZn\niQxZjab9WbqUr9FURupcrymaNH20TmT57LEO8exiP5bLLweuvjq+fafR1mjSKppYh05Zi6FUagxt\nZF9T/451cpqjqT0TE+E5xaTOFSkGrqlBxswpU6sCteM3O2dnFU2dXOiLLcSq8KXP5s1pi4FrlMrs\njofy/NMEdzRja6/VaBob4xVN69YBN90U395oz/h4+H4ZR9PoaAho91LqnGauoXHWZsfW2D7doKun\nVkbqHMBHGTVRybKi7mLsa9ZMRp0XG2XpBTSpc9oFAcBPsmKPIZ5sJu1HoxLRRDKLODljv5Px8ZDW\nc/jhVkekFZEGx0Z7ykydS6lo0jrxi4yt7Jh/7LGT0efFbIMMhN3mLrwwvn2n0dRokrGSVTRpdjwc\nGOAX4inTfrJjfowjQht1Zz67HIet0WSOpvZIyhybOsdssMIGCctQNhdJnZub043fQ0Nx9qpJneuk\nokm+1zVr4vtoHE1F1EkHHMD3YZzfU1NhTIpVY2hr5ZSlaGIcTVu2cGPriSfGvbexMJqd6sQxmEqd\nlO3DjK2sU1SjaNI4/rtBVx1NrQsVNnVOU2chpcRe48wC4gfObGSiSoomFrk22ocWq3rQLFRSSRvL\ncIBpFuLZ1LnYAX1iIky8jjoqrv1iQh6kqRVNWil73offvgAAIABJREFUryma2HuIvbez9xBTzHXX\nru7VvtNQq4UFcuzzFuDvfe0CihnDpP6ROPFTPde1KX2aQJhznKKJVdNdcQVw3XXx7RcL4mBii4Gz\njiaN6ljq07EBpzKcWbHKz+w9VBVFk3N8PbOxsRBYY4uBT02Vo4JixvyhIa7+oDYdSTNvZeY02RpN\nzJpJU6PJKI4EXhlF09hYM9Uxhuw9lErIoHGKahVNbPCsG/RMMfCUgw0rY9PK3rSOJo08NbaOyGJR\nNLVGzfJoXYwyfVh5MKvGSO0A0zqa2MnKxERz4mU1mvZFFjWMo0kcBMx3rFGVaOxIM7ay8mB2nPRe\nt439Aw/Uo85Lo2jqNrVa00ERW7NPJuuxWwhnr2WqGk2tfXpFzq5J78iqXVhFE1P/7uKLgQ98IO79\nFxOso0mjaGKDhNmxWFNUnpnPaDfK0cyBhobiazQxBX6BzjqaNLCKJvmOmRR6rRNfk5q7Zw/Xvkga\nIDO2MvUFRcHLlnyQvjZvLRcZg1lH09at5dVoYsfJlIomTeC2G3TV0ZTdUShl6pxWVVJm6hyTvrR3\nb/x5VVHRVEYx8KJpP6mkjWUomiSdj1EDaCYr4+N8HZHFwpYt4XfsfTwywjkIiqpKesUpmj2ONurO\nbmPP1GiqmqOJLZwJhLa7dzcLs+ch11JToymlbLzI3CFlJFNTXFqjaDLao0md0yhR2EW11iEfa3vO\n7asKLCP9lLnv2GLg3XY0iRojdr4jaWk7d6ZzWLb2YeYCU1PlOJpiz0tsb2oqnRoXaH6PNraWjyj9\nmdS50dGwgzOrSE1ZVkJ8G8xavYwgbLfoqqNJpOJsFF0rTdcsVMpQNLEpCTMzwHHHTUad19gYFzHp\nBcSpoVE0sQVrAd4u2AkTaxcapRWzuJH7jvks2tQ5IHyHVqNpXx59lGsvO/hpUkmZhTszFmsUqWXd\nQ0WCESeeOBnVp4qOplqNk5kDTacGq07SqOlS26s2UKBRNLFzB2YhmN0ZycbWYsjCki0Grkmd27s3\n7t7T3kNlBMKKpD4PDcXZqyiaGEfTVVcB3/tefPtOw6qUgfA5t2+Pr9VYZJHMOv61iiZNUebYxfvA\nQDiv2GOIookZW7MOQxtby+UZzwi/d++O7zM2BmzYEB8oyAbNU6V5AmHcY5y12jnQ9HT8znbdIvLj\npEO+jMFBLlKf8mGqPYZGNeV9/CCYjUzETorkoVclVUk2dU7z0IqdyGUVTewiOZXHuXXxnkqmydqr\nfCfMA1sz8VosaBxNjBKlyIR0ZiZuvNCkXpR1D2nvBzZSvGlT9RxNUqCf6cPannzH7EROXsdQRuqc\nVtGkcTTJ6xiqqFTuVZYvD9f9+OPj2hcpBs4W1GfvIbFt9h4qI3WOTVllHU0nntjdosya+Y44/sso\nIM7aElujiUmvBnQp1mxwJ+sAi70nsqlzRrkMDwM33BA/FgPhWbh+PedoSp06J32Ye0jjzJIU115W\nMwFdVjQBvOecnVxm+6RUrrAPYPHOywQzxhuZNfbYOiLina/SYl+upWbXOaaOSNbRxCjKyogYArxz\nivWE790bX2hUExXLKpos131fPvEJ4LOfjW8/MqJzNGkWKow8mC3IrHWKagIF7Pgtfe65px7VJ1vv\nqCpIhJeRpsvn1CiaUkfztKlzqRRN2mOwBWvHx5s7I9nYWoxLLw33BJvquGdP/PyELQegvYfKCoRp\ny0oMDcXZqyZ1rtto5tpjY/xOdRo1hrZGE+to0qhEWKUVU7tLU6Mpq2iysbV8zjiD33WOSZ3TpJ9q\n137MGKaZA1XF0dR1RRP7ZWgiKpqFShF5MOvx1ExIY49RRUWT1AJhIhfZh5bG0dRraT9sIWONY1S2\nr41REmoUTVlHk7Evr3sd116bOsdO4jQOGsb2ygwUpB6/JX2pSvYt9hO7Nbb0YRxq7Fic7TM3l06N\nUWT8ZhRN7DFk4uscpxYVR5NRjNii+EKR1LmUiiaNo6lI6pzGWcs8V3btAg46KK59LyALXeZ5wBYQ\nzzo5NTselqEcSr3NPLPTqyzEgXjby9ZoYnceNMpHHE1lKZpYp2jK9LyqOJq6rmiSyEVqz6ImrU1b\no4k1RNbRtHdvfB2RKiqagPCwZhZxbE2DbKpGr6XOSXt2txnW9iRlNQaNBDm7g4TluhejiKMp5cOU\nVXBoFirsPaRNX5J7+6STJqP6ZOvkVAWZjGkcTZqaIKlrNDG2VCRIFXteEhhgi4CyTuGxsdDHajSV\nz8hImLOmdDRpFE2aQIE2da7IMyLGXquoFpW59qGHcn1kZ94Y5DvW7HjI2hKzkYu2RpNmt03GAcY+\nu4Dm93j44Ta2VoHR0WBDzGYOrMpNO7YyjiatoonxIXSLrjuaWFVP2RHx1GoARs1Vq/GGWFVHExux\nZRc3rbWQ2EVySjWdVprOLtIYR5Nm8SgD/0knxbU35qeM1Dlt2g8z7vVq1F3zXBFHU5XSO5YtC7+Z\nqLvUaEpde6NIn1Spc9p7QqtUZuvfVUlN1y8sWRIWr+yuc2yNJo2zNrUTX7MY0igJ5XlXpbFVbIGp\nEzU+nt7RxDo5pQ/j6JMUNaZGUxEHGHNeW7fGp1UBzWDBmjXxfYzuIWvcWEfT6Gi4f9j7oYx5ADu2\n1mrhfjBFUw69mjqnTSFJmTpXq4XJzcwMcO+99ag+cl2r9MAGwqCxaVPaXedE0RT7oNMqmspwcqYu\ntlkkde5pT7Nc96L0euocqyopI/1U68y66656VB9RXVYp6i6T6Kmp+D5FUuc0Y1jqsVWbGsoqlZm0\nE/ZelYWT1Wgqn7GxMG9jtqVnF/tZu0uZesH20aafsjWaquho2rAh/GbUotoaTRpHE+sYZcZ8Teqc\nZkc41tE0PBwcTbG7+gHNjVqGh21srQLsrqHiaNqzh9/tMaWQRLO+lB2Bez3g1HVHUxmpc2xaVVk1\nPlhH08hI09EUewxJvep1j2cr4+Nhsp4qdU6+Y9kxq9fSfrQLcXYxxDqa2GLgxx0HrF4d196YH9bR\nlHUoaJz4qZRAWlWJRtHELri0iqYqOZoEZvtgraKpF1PntCo/9ryYOiKa88rWETHKZWCAV6KUVQy8\nSOpzqtQ5TXChio6mF7wAuPxyrs/4eLg2sXakXSSLc4pJhdOmzjGOpqmp9MXAWUXTaadxu54Z3YVV\nNEmgYPdu3W6PTMCNrdGkSZ2rQopx1zP7ykidY79ArTpJ42hiDDEbATj55Mm4TgD++q+Bl70sunlP\nIIMGG0VnI4byfTG1kFIq3Yqk52mi7inrrgwMAHfdFV5brnsxRkZCwcNTT43vo/mOd+1Kq2jSqkpS\nK5qyz5VTT52M6jM6GibKvf6Qb4cUSI1BosJlFAP3Pq2TsyylFavS3ru3+TqGbOqcja3lI+lzjOJa\n5m6s8pONiEt/po+mfqnGmTU0FGevVXQ0PfnJwJ/9GddHFsmxTqOxsfBMd453cjK7OGuUQ6yjSWqd\nAdxcgC0GPjvLKZqe/3zgzjvDaxtbex+5D9jUOY2iiUm3Y2s0aeYa5miKPQHFYqjIQpyp36NJXypD\n0cRMlAHg7W+Pb9srsDuWaRRNRWoNpI4YatR07OKdmUgMDoYdoaanOdszOkOtFq7/gQfG95GoZFlq\n0V5RBRapA8UqmoDef8i3owxFk0Y5xDia2LFSu3jXKJo0Tnx5HYM4mpjxwOgc2S3QY8imIsUEtTSK\nJnFYep8+EMbOgdjdkkdGgoK3So4mDXIfxzqNxNE0MMCpMaamwveWetc5ZiEuaiNmPsmel7RjFE1G\ntTjkkPCbdTRpFE1MYFGTOqep0cTUbu0WXU+dk+35ylgMpc5DT506l1U03XlnPa5TRcnWoIiBVdwM\nDIQJGeM40aZUaottpq7NwCyGZOtt5iGfxXLdiyELG6b+AxsVLqLYY5z4qYuBF1E0zc4C69bVo/pU\n1dH07W8Dn/98fHt25x5Nmq1WOcTMBbSL99RjqygONKlzq1fb2NoN5HuKcRoB+zqaYttr00+1aqOU\nqXPZ84qt0bRnT/XGVhZ2s57x8TAHY2s0ifoulb1qU+eYQJicF+sAAzhFUxYbW3ufSy4Jv5cujWsv\nz9udO3WKJia4YIqmQNcdTTKJTZ06x3yB2jQ4raOJkZqKoqlqNZdY5GaOHTzYdA3ngrNpaiqtoqlI\n1D3VgkuOwwyCQGi7bZv+oW3oWbEi/GYcTaOjOkcTa0fM4l3jzCpS9Jn9HItB0fTc5wJPfWp8e7YY\neK3GLzq0yiHmO9M4dLTzDaaOCHsPAc1AjNW/6w6sqleCNCk339CqjbSBsJRjq8z/TNG0L6JoYtUY\nO3ZwBYOzzqkYtI4mZu0nfZhalaZo6n9WrgR+8Yt4da+knW7ZwhfhZ2ueMmsszdhqjqZIxKudMnVO\nq2gqq0YTq2iamgLOPHMyrlNF2bUr/Nak8DA3NjNwaNN+2EVyGSl9GkfT0JDe0WS57sVYuTL81iia\nUjrxi4ytqRZDGkVTdmF3+umTUX2q6mhi0Siapqd1NZo0aiPGLspQWknUna3RxKgUpBbPwQfb2NoN\ndu7k2mtSfuQe0jh0Ut1DmrmGjK1sjSbp28+w9WWGhkKAdPt2roD41q3x7QFeva51NO3YwZ3X2FiY\ngzLBeemnwcbWanDYYVz70dGw2yOjaNqzJ4x/zNzYFE2BnnE0pVZvsFF3djGkcYBpUuemprhoRlXZ\nsYNrzyqapI9W0ZQqda6INF0Tddcomiw6VD4SrWEmTCMj3Na+mnSNXkyd0xxDVDjMmC9jcL8vhqSW\nRuwzZ2CAD6IUqesUaxeiaCpDaaVJnWOKkx5xRFA5xqbCGJ1l/XquPeto0sxnyqwhqXXis2rRfh9b\nH3oo/I5V7gNhjJibi1cbjY2FRTWraNI4RtkaTdu28Y4mZmMKm6sa7RgdDWMSo2hidmGUPlajKdB1\nR5N45FIvqjXFwFNG9uW82B33BgeDYd1+ez2uU0XZvp1rn82hZQpca+qDpV4kaxVNZaTOTU3pokOW\n616MgcZIPT0d30ccTczDVBY3zD00PR0mvgMRT5My6t9lrxWrFp2ZAW69tR7VZzEpmjZvDjttMX0Y\nFZTWwc6Me6IcSl3/ThPJZBVNRx4JPP54eG1ja/nMzgLLl8e3l1Sk2LEiWxOxlwJh2vSOrBM/tkaT\n9O1n7r+f7yPfU8zzFgjOls2bOYcOu7DW7jrHKq3GxkLKE3MfAcGhpcHG1v6E3e2RHb+lD7u+7FdF\nE5lp3nm0qXNlpXeUkTrHPExlcO51wyoK62jSps6xjj5t2mZqRROzdbL00aTOAVajqZukdjSJs5ZV\nBQ4Px6krNGpR7XjMqBUl3UsTde/3+6FWC5P72PQO6cM4mrQOdrZGE5s6VySAxNxDcq1iF49Gd7nw\nQuDpT49vzypEAL6uk4zfzvWmWtRqNO3P5z7Hz3VZxDnzpCfF9xkaAjZt4lLn2Pm3RtE0Ph6CWuz6\nR+toMvoTGV9iHamyCybraCqjRhOzE1636BlHEzvxY6Lu7OJd6zRKnToHNAfnc86ZjO9UQV74QuDu\nu+PbS1R4bi5dMfZeLbZZpGBtWY4my3XvDIceGt92ZIQveJhaFVhkMwfWwcumJcti6KyzJqP6yCTl\n+OPjjlFVZIxgFU3aABKrMGVT51IXWNakznmvT4e3sbV8rr6aaz88zBWIlz7MPSS2CvRm6pzVaNqf\nY47h+7DpspI6d+SR8X1YpYRzvJJT1jJPfnL8ecnck7ULraPJxtb+JvZeGh0NNsSkzsn9wGYUsGMr\nYI6mXFhHk7aOSBkFazXnxTqaRkZCpIEx+CryiU9w7bMPudjBQyZ/Gml6qsVQGSkk0od1NMkk1qLu\n3WHjxvidNYBiNZoYJ75WFZhqMSTnpVE0MceQCcTJJ8e1rypiCxpFU2zxeq1yiA0gaYqBa2pC7toV\nf9+JvfW7Mm4xIzaxbFl8H00QdnY2OC17KRCmUYsuFkeTBnb+NT7O1aMB+N3dAN45JY4mxtkmY6Qp\nmowykYL6mtS52Ppr2hpN2d+9SteXjNrIJxt1Z75ATXqe1gHGKGqAZuT9ppvq8Z0WAZprqXU0scqK\nMhVNKR1NMzPxbVuxXPfiLF8eb3dAealzvaYKlD6sokmKma5dW4/qI46XI46IO0ZVkeds6hpNmnGP\nqbnUq4omWThqF9U2tvY+ZabOpVSLaupAZVNWazWuRhNTB2ux4D3XXpwzTHB6fDyooZk+rL1qd52T\nvrF86UvAZz4T3z6Lja0GoHc0salzc3NcIMwUTZHUaiFSz+Yxptw6WRtB1+x6xjg6gObA3+uGVTYa\nx0kZiiaNo0m7zXfq1LkijiajfLSOJrYYuLbgYeq0ZEbRJA58Jt/9gAP4SX8Vkcl96hpNGoeO2F5s\nfTBW0SQ7baZ24ks/oz8ZHuZ3B9Iqmubm0gWpNPepOJqYsVXmuatXx7VfTGzaxI3FGkfTxERIt0vp\nGJX3Tu1oeuUr49saiwONs3bbNuCgg+L7DA2FMT/2fnAuBJ1YJT7Q+/6AriuaZCKXcgvu7M5IzGJf\nUww85a5zQNOgnv/8yfhOiwA2PxzgHU3a2l3sjlnOcTtmZR2jqRdDWizXvXxGRrjaL2JHjFpUkzrH\n2mq2T2zaAOsAk/SO6en+r3/Hcthh4XcZiia2UDdT90ZTsDa7NXvqsVU7FtvY2vssXcpHxDWKJk1a\n8vR0GFfZXUOZsXXPnvAsGhyMs1f5zP2uFtXy3OfGtx0fD78Zh87EBDcPAHhnahFH04oV8X2KYGNr\nf/LsZ3OOV42iSeagbB1cczQlgN15QJM6l/3yYiOf2sVQ6hpN8pn7vUYTi0zuyyi2mTrthx1stGoA\n5rMD5T3cjc4gYwTrxGdS59iHaZF7iC30r1U02di6L4cfHn6ziiZNfbCUDh1RNLE1ENgdPTVBD8Dq\n0fQzUqdDMz9JnULPjN+aQJjU7hkZia+fuWVL+K0tkN/P3HYb8M//HN9emzoH8Pa6bVt8QELOR+No\nYnbQM4xWPvnJ4BSNZXQ0zD+Ze0gTcBoc5MZ8q9EUCeto0jp0tAv3XqvRJHzve3W+Ux9TdupcqhpN\n0odNR9LuOscMUEUe7pbrXj4yprJOfLYYeBljq8Y5pVU0/fjH9bhOiwS575li1ayjSZRDbAAptaIp\nuxsh6wAra/JnY2vvI0Xxmc0c2PqlWic+G+wcHOSj7tki0TH2+vSnA7/yK/HntJg46aT4TRaA5hjM\nKpoAbmEtbWOLH2sUTdPT4XdZGyfY2Nq/MGOe2KimRhNzHEm3Y+ZN7Hl1g55wNG3frqsjwkbd2Toi\nvVijaW4uvu1iQiNTLFIMPGW6HTuR054Xq2iyKFK1YCOGWkUTm36q3XWOKeKsUTRNT3N9FgtyzXft\niu/DOpqy1z92ccMqh7JpcIyjaXqar5mnUTRt2sS1N6qDLL6Z4tba1Dk2EKZJ72Cd+MxuZECozXTN\nNfHtjfnRpCGKo4n5zsTGYxVNGkfT9u3xbQ2jU2hqg2kVTeZoSkDZqXMxaIqBl5U6J0XMLHd4X8pW\nNGn6pLILjeJDc70uuQQ48sj49lnMXsuniKOJrdHEbuagUQWy9Xs0u85NTQEveMFkXKdFxtFHx7dl\nHU0jI+HaM44mVjkkNWi0DsjY85LdlFhH02OPce0FG1t7H1GgMMVkNcXAy6jVWFTRZPbaHY45Jr6t\nOJoOPji+j4yPbNpPLzuazFYNoGmjbF0ndh4g907sPWGOpkhqtfDQSp06lzrqrq0xwUaTGMnsYqJW\nC9+x5JbHoKmBoE2dYxfJGsdo6l3nXvUq4IEH4tsb3UXraCojdY4dWzVqUXYxtHt3cEbE3kOLCe+B\n00+Pby/OlpSOJqlnoAkuMIqmqSnunpAdapjzOvBAUyv3M6LyWLYsvg+raJLUUE3qXEpHk4wFvb4Y\n6ndOPTW+rcyjGRU7+9zUOJqe/3zg7LO54xhGUTSpc+PjIdjGjq3Z48UcI9uvV1E7mpxzf+mc+6lz\n7hbn3L8654js8ybyJWjqiKQsWKtZuGsWQ6yi6bjjwm/LHd4Xke3G5ocD/KJDUyS+SO0uZpEs23az\nzteyCtCavZaPphi41MlJlZasVQWyqXNaRVOtZrbaCWRC1kuKpmwfdpE8PBxfyFgzwZTnugaz196H\njVQDvKIpW7g+VZo+oE+dk/va7LV8Nm/mHE2iaErpaBJ13+xsfJ+LLwZ+9CPuOEUwWzUAnaNpbCwE\nj5h5gASbYsdW2aDp5pvjj9ENiiiavgngJO/9qQDuAnC55k1Yr7Y2vUMbdU9dDJyt0fSUp8S3XUyI\n0kvjaCpL0cQskjU7Zk1Pxy/SxsaCDNl2OupfVq8Ov2PH1mw9mlQbGpSlCtQomgCLuncK1tEktseM\nYUXSpRlF0/bt/ATTe67PtdcCP/tZfHujmjBzPc128XIPsQX1U6fOyfkZ3YFR0gHlOJrk2XDjjVw/\nwygbdmMdoKk2YsbWmZn4tsL/+3/Ae97D9ysTddlT7/23Mn9eD+DlmvdhHU2Dg7x6Q7uLV1k1mhhD\n/K3fAs46y3KHW9EomlhHnybtR1ujSVNHhJlgaqLuRTB7LZ9XvAL4tV+LL84pzkfnuHGPTUsuQxUo\nY35sTRRRqwwMmK12gjIUTWJ7ZSiaNFuDM2PrypXhR4PZa3VgFuPDw+EZHVsOQOYBjJOzjNS5VkeT\n2WvvI8qK2LkDoEvf+cd/BI49lu9XFmarBtCs78gU1Jdxm5mfaNLnn/c8vk/ZdGp/nTcB+IKmI+to\nGhlpRt1TKZqyu9OkriOyZw83QI+OAjb27c/ISLjuGkVTbN0rTdpPdpGcupAx42iSiJUpmvoXUVYw\n7bdt4xfu2jpnveSsFWLTo4yFKTN1LqWiSVQlqR1NRv9zxRXAi18c314K6mscTYyzdmoq/a5zcn5G\nNVi1iq8Hq9mt9fWv5/sYRrdgCurLuM3cR8w8o0osmDrnnPuWc+4nbX4uzLT5PwCmvfef15wA62ga\nHQ0POaaOiHYXr6kpzpmlcU4xBVOzWO7w/hxwQNoaTWWlzpWlaAKsRpPRZGwsLGxYRxOzUMkWrGXT\nklmFKVv/DgiOJrPV4mgcTezubhpFE1tgWVLnmAmgfGZGZl8Es9dq8L73AYccEt9ebJV1NLHzVrZ8\ngzinYsfiVkeT2Wvvc/jhYS7AwKTZVQWzVSMLU+dM5gEHEtWr+9XRtODjxXv/goX+3zn3RgC/AmBB\n8dYb3/hGrFmzBgCwbNkynHbaaU9IEu++uw4AGB0Nf8uNLf/f+vcPflDHzAywZ88khofz29frddx/\nf2g/NBTXHgBqtUns3Als21ZHvZ7ffnBwElNTgHN1fP/7+e0nJ8P5bN1axyOPAEDc528d+GLbL4a/\nly4FNmyI+74mJ4P9PPJIvTEBym8/NBTs4aGHgKGhuPNbv76OrVuBmZl4e52a4ux13TpgamoS09PA\n9dfXsWRJ/uefmAh/P/RQ/PUq8rfQS/Zif+/799gYMDsb/o4djx55JIxfK1bEtb/xxjq2bQNmZ+Pt\n+8EHgcMPD+2/9724zzM0FMZj1r737q1j7dq1PfF9VPnvWi38fdNNddx3X377s8+exK5dwNxcHddd\nF//8fPjhemMhHnd+e/fW8eij8eP3rbeG8fvgg+M///r14XwOOqic62322p9/12oAUMc99wAx9l2r\nhfnk3BwwMhJ3vIcfrjdqNcafXwhqxY/fO3aE86/VzF77+e+PfQx40Yu4522v/7127dqeOh/7u3t/\nb9sW5q+x9h3mJXXcfTfw/OfHHW9uLvwdM94DwIc+9CGsXbv2Cf9Kz+K9V/0AeBGA2wGsyGnnF+Ka\na7wHvP/mNxdstg9jY94vXer9L34R1/4DH/D+3HO9P/30+GMsWeL9G97g/Uc+Etf+K1/x/vzzvR8Z\niT/GFVeEz/7hD8f3MebnlFO8/+AH49u/6U3en3qq9297W1z7n/3M+2OO8f41r/H+c5+L63PFFd6/\n5z3eDw7Gn9dJJ3n/67/u/TvfGdf+xhu9P+20YHu7dsX1ufLKYHuf+Uz8eRn9zexssIlDD43v85u/\n6f1553n/0pfGtX/oIe8PP9z7yy7z/lOfiuvz3vd6/653hXE/lslJ73/5l0PfWADvV66Mb2/Mz/vf\nH67ntm1x7cX2mO/4ve8NY/5LXhLf5/jjQ58rr4xrf9tt4bxOOSX+GJ/6VOhzyy3xfQyjlbe8JdjR\nN74R1/7BB71ftcr7ww4L42wM73yn95dcEsbKWI4/Psw3vvCFuPY7doTPwdynhmEYVearXw3j3l13\nxfc5+eTQR0vD36L266T6GSjgo/oogCUAvuWcu9k593HNmxx/fPjNyMxHR7kdszRpFLUat+OHpl6E\nnE+sNNpYmKVLueKFw8PBjjQ7I8XahWb7YE2NpqkpXepcbLFko/8ZaDwNmLpObDHZ4eHmFtxMijE7\nfluNpu5y0knhd+zYKrY3QMxIRkd1NcXYYuCArkaTja1GEWRMjZ0fytjK7tyoKQZuNZoMwzDmx1Ln\nmqgdTd7747z3q733T2/8vE3zPhrFlzilUtVoAsp1NFmNps6wdClfo2n7dn7799TbB7OL5JGRcIyB\ngfi6CVIMnN32VovZa3WYnY1vy46ttVpz11DGWZt6MSRYjabOcMIJ4bemQGwsUrw+ZTFwjaNJnufL\nl8f3KYLZa38iNpeyRlOZu87Jb7NXoyqYrRpazNHUJOE0MPIEGmcgC98YxDHALPanprgvnHU0sdt8\nA02niCmaOsPllwNPeUp8+zIcTWUskllbBZo2V5ajyagOMzPxbTXR7TLuIa2i6dFHufZGe44+GvjG\nN/h+jKJMu0vizp28o4k5hjj77bluFOHgg8Nv1tE0M8OPrczcmB1b5Z5m1IqGYRhVRsY7xnlU1gYi\nZdN1RxMAzM1xE0xW0aRNndu+Pf6BPTLCTWCB5iJfMyGVYmBGk+c8h2s/PBzsInXqnGaRrHE0adI7\nynI0mb1WB8aO2NQLUTSxOyOx47dmzD/hBODJ4EmhAAAVdklEQVTOO81WO4FzwPnnpz3G6GhYVLOK\npq1b4wNbGkXT1FT4XVYaptlrf7JyZfjNzE+mpoIiNXZsrdXCvHXFivjz0gRVgbCDHmD2alQHs1VD\ny/Q03+eFLwTuvbfz59JteiLGwE7IZGLJbI/NLjqGhzmVyNgYVzcKKOZoMooj31WsF1mjxihjkVyr\nhfZM1L3s1DmjOhxwQHxb1r6HhoJzgN3GXuusjX1GAMBb3gIcdVR8e6O7yAKcGfeGh0NgK6Wjyep8\nGZ3gkEPC79j54dBQcDINDsarhzQB0sHB0Ict+bBuHdfeMAyjqpx1FvCBD3B93v1u4L770pxPN+kJ\nRxOLLB5iJ3RDQ1zRZ4BPR9LUixC5ssbRZLnDxdE4mlg1RhlpP5r0Dlk4MTWtimD2Wh0YR5MsOmIX\n4s6Fe2HnzvTpp+xi6Ld/O0STzFarAatsBvgNOOS9GUfTxRcDN90U374oZq/9iSiaYm1V5sNsdgAb\nIB0aCsE2Zmw94IBmWrLZq1EVzFYNLePjwO/8TrfPojfoidQ5FjbXWxYdjENHJMWxi6HR0eCEMEVT\ndWAdTQMDYZK1a1c5NZpSFqwVJ6fVTTBaYet1bN/OjWGsWpTdKUz67Nql22jB6B5sjSZAV5suVtGk\n2TFrcBB4+tPj2xtGOySdLeUYNjISxm9WcQ1w53XbbWFOYxiGYSwuKulo2rmTa6/Z3Y11NMl7Mw9s\nq9HUXWQRkVLpptk+mFU0te7qEsOSJdw29kUxe60OrKLJ+7RO/FotOI1YZy2gW6SZrXYPxvEt321K\nFbHYEZOCWTZmr/2JOJrYYBCraGLHVs18+ogjmq/NXo2qYLZqGMWppKNpyxauvWbRwaYjaWT8RVLn\njOLIhImp9K/ZjVBboyl2cSMTUVMnGUUZHwee97z49mwqEsArmkZGQvuDDuLPyxRN1eHFLwZe+9r4\n9jJuM+m/2mfuww9z7Q2jKMuXAxs3pj2GZt4q946NrYZhGEYelVyabt7MtdcqmrK/89BEV0U5oNnS\n0HKHiyPfWRmOJk19mX7a6tLstRrs3Am84x3x7TWOJlE0xaZ6jo6Ge465h+T+1CyGzFa7w3/8B+do\nku9WiibHIClzzNj6G78BnHZafPuyMXvtX5YvT/v+MgazamhA72gyezWqgtmqYRSnkoomJq0IaE4q\nUzqaNA/soSHgqquaD26jXJ70pPCbsQvZeY7dPvjgg+OPMTQUFtYWMTR6Hc2igy0GLoomZswXJ77d\nQ/2LPNelaHIM8nxm0os+/vH4tobRbdjUOYAbW0VBaGOrYRiGkUclFU0Aty27Ri7POpokbYl9+L78\n5brtkC13uDiHHhp+s4qm7O88NLu6DA4GZ2o/KZrMXvuTMsZWTR0RWQxZ/bv+RaNoYmyoKpi9Glo0\nAVKNKjCL2atRFcxWDaM4lVQ0feUrnKRYFkNs1B3gdvJij2F0l8MOC79TO5pYNYbVlzGqgsbRxO7k\npVkMWdS9/9Eomphx2DCqiEbRxIytGlWgYRiGsTippKLpoouAc86Jb69xNLEOBaEsFYrlDhdHFE2M\nM1HjaNq5s7wds3oVs9f+pCxFE1BeeofZajXQKJr60dFk9mpkmZqKbytjKzMHKnoPmb0aVcFs1TCK\n04fTrv2RNLsyHE22g1x10CxgxWEU6zjSRAw1u+EBwHOew7U3jKKUoRbVKJqsRlP/MzwM/OVfcrvO\nyZbxhtGPfPazwD33xLeXsZXJEOhHZ61hGIaRhkXxyJDFBvOA1DqaylrYWO5wZ9iwgSvULXLxWNl4\nEUcTY0vbtzdrJ/QiZq/9SRFFU0pnbRFFk9lqdfjd3+Xav+lNQL99vWavhvCGN3DtZWxlNyspgtmr\nURXMVg2jOIvC0SROgb174/v0uqPJ6AzMBAsAvOfaa1RTmp28bOdCoxtoFE2ycYKkiOahuYfkfPqx\n+LOhZ3AQOO64bp+FYfQGomgq09FkGIZhLB4qWaNJy/R0fFs2RUooa8FvucPVQKPGkFTPftp1zuy1\nPxEbHSCeJKyzVhZDzP0giyFNwVqzVaNKmL0aWrqhaDJ7NaqC2aphFGdRxSaYPPQ3vzmomZiFSr0O\nnHEGfVpGHyMTOUbxcdBBfB/D6BYTE1xBZha5h5jxm90t1DAMY7GhcTS99a2mCjQMwzDiWDSOpg0b\nuIXK8ccDf/qn3DHOPZdrXwTLHa4G4iwS51EMmuL1vY7Za/+yYwfXXqtoYhZDZ5wBfOMb3HEEs1Wj\nSpi9Glo0Y+uBBwKXXKI/ptmrURXMVg2jOIvG0cTW4jGMdtx8M9deIobiPIqhH1PnDENgUy+kPXMP\nDQwA55/PHccwDGMxUasBRx/N7dxoGIZhGLEsqhpN/YTlDneHq64Cbrghvr3G0SS7x/VTIWOzV0N4\n3eu49pK+XNauimarRpUwezW0OAfcc4+ulp0Ws1ejKpitGkZxFo2iyTA6ASsZFzUGEzE0JZPRz/z6\nrwMvfCHfryxHk2EYhmEYhmEYxXCeLZjBHsA5n/oYhtHLOAd88YvAq18d1/7WW4FTT+Vr2RhGv+Ic\ncO21wAUXdPtMDMMwDMMwDKN3cM7Be1+iPjUOS50zjBJgVEpPexpwyy3pzsUwqsbkJPCMZ3T7LAzD\nMAzDMAzDiMEcTRXFcoerBeNocg445ZR059INzF6NInz3u8DKleUcy2zVqBJmr0aVMHs1qoLZqmEU\nxxxNhpGY3/kd4FnP6vZZGIZhGIZhGIZhGEZ6rEaTYRiGYRiGYRiGYRhGxbAaTYZhGIZhGIZhGIZh\nGEZfY46mimK5w0aVMHs1qoLZqlElzF6NKmH2alQFs1XDKI45mgzDMAzDMAzDMAzDMIyOYDWaDMMw\nDMMwDMMwDMMwKobVaDIMwzAMwzAMwzAMwzD6GnM0VRTLHTaqhNmrURXMVo0qYfZqVAmzV6MqmK0a\nRnHM0WQYhmEYhmEYhmEYhmF0BKvRZBiGYRiGYRiGYRiGUTGsRpNhGIZhGIZhGIZhGIbR15ijqaJY\n7rBRJcxejapgtmpUCbNXo0qYvRpVwWzVMIpjjibDMAzDMAzDMAzDMAyjI1iNJsMwDMMwDMMwDMMw\njIphNZoMwzAMwzAMwzAMwzCMvsYcTRXFcoeNKmH2alQFs1WjSpi9GlXC7NWoCmarhlEcczQZhmEY\nhmEYhmEYhmEYHcFqNBmGYRiGYRiGYRiGYVQMq9FkGIZhGIZhGIZhGIZh9DXmaKooljtsVAmzV6Mq\nmK0aVcLs1agSZq9GVTBbNYzimKPJMAzDMAzDMAzDMAzD6AhWo8kwDMMwDMMwDMMwDKNiWI0mwzAM\nwzAMwzAMwzAMo69RO5qcc3/inLvFObfWOfdt59wRnTwxY2Esd9ioEmavRlUwWzWqhNmrUSXMXo2q\nYLZqGMUpomh6v/f+VO/9aQC+AuA9HTonI4K1a9d2+xQMIxqzV6MqmK0aVcLs1agSZq9GVTBbNYzi\nqB1N3vvtmT+XANhQ/HSMWLZs2dLtUzCMaMxejapgtmpUCbNXo0qYvRpVwWzVMIozVKSzc+59AF4P\nYBeAZ3bkjAzDMAzDMAzDMAzDMIxKsqCiyTn3LefcT9r8XAgA3vv/470/EsBnAfxVCedrNLj//vu7\nfQqGEY3Zq1EVzFaNKmH2alQJs1ejKpitGkZxnPe++Js4dySAa733J7f5v+IHMAzDMAzDMAzDMAzD\nMPbBe++6fQ6tqFPnnHPHee9/1vjzIgA3t2vXix/aMAzDMAzDMAzDMAzD6DxqRZNz7ioAJwCYBXAP\ngN/w3j/WwXMzDMMwDMMwDMMwDMMwKkRHUucMwzAMwzAMwzAMwzAMY8Fi4EY8zrkdHXqfy51zP3PO\n3eGcOz/z75c1CrHf4pz7mnPu4DZ9X9f4/1udcz9wzp2S+b8XNd7zZ86538v8+yudc7c752adc6dn\n/n2Nc263c+7mxs/HO/H5jN6gE/bqnHuBc+6Ghr3d4Jw7r/HvY865a5xzP3XO3eac+/N5+pu9GtHk\n2axzru6cO6PNvx/lnLu+YUtfdM4NZ/5vsmEvtznn6m36zmvLzrkR59yVjff9kXNudeb/vu6c2+yc\n+/eW9/usc+7ejJ2eAqMvKWCvn2uMfT9xzn3aOTeU+b+PNOztFufc09v0NXs1onDOXeycm3POndDh\n951vDvt159zaxvP709lxONPG5gRGW1LYq3NuuXPuu8657c65j2b+fWnGbm52zj3unNtvwyuzV6Md\niWz1rIxt3Oqce3Xm/97nnPu5c277Av27Z6vee/vpwA+A7R14j6cCWAtgGMAaAHcDcABqADYCWN5o\n9/8BeE+b/s8CcGDj9YsA/KjxerDxXmsa770WwFMa/3cigOMBfBfA6Zn3WgPgJ92+rvaT5qdD9noa\ngEMbr08C8FDj9RiAcxuvhwF8H8CL2vQ3e7Ufxt4WtNlWm8j8+5cAvKrx+m8AvLXxehmA2wGsavy9\nok3feW0ZwNsAfLzx+tUAvpjp91wALwHw7y3v9xkAl3T7WtpP+p8C9npB5vXnM/b6KwibrgDA2TJe\ntvQ1e7WfqB8AVwK4GsAfdfA9285hG/+3JNPuKgC/2qa/zQnsZz7bSmGv4wB+GcD/BPDRBdrdAODZ\nbf7d7NV+2tlLClsdAzDQeH0ogA0ABht/n9X4t3nnHN20VVM0dRDn3LnZiKBz7q+dc29ovL7fOfdH\nzrkbGx7Fdp7OiwB8wXu/13t/P8KXfxaAGQCbASxxzjkABwBY39rZe/9D7/3Wxp/XA1jVeH0WgLu9\n9/d77/cC+GLjWPDe3+G9v6v4pzeqRlF79d6v9d4/0vhzHYAx59yw93639/57jTZ7AdwE4Mlt+pu9\nGhQL2ew87R2A8xAWNgDwDwAubrx+LYAve+8fAgDv/YbW/jm2/NLG+wHAlwE8L9PvOwDmU7TYBhmL\nBNZeAcB7/7XMnz9G094uQsPevPfXA1jmnHtSS1+zVyMX59wSBGflOxCcjvLvkwvMCX7FBaXcDS4o\n6/59vzduP4c9GwC89zsa7zOMEDxtN97anMDYj1T26r3f5b3/AYCpBY59PIBDvPfXtelv9mrsQ0Jb\n3e29n2v8OQZgq/d+tvF//51Zi7Wlm7Zqjqa0+MaPvH7ce38GQlT9d9u0PxzAQ5m/H0KIts8BeCeA\n2xAcTE8B8Pc5x/51ANc2Xj8ZwIMt77vfwr8NRzVkcXXn3LMj2hvVhrXXLC8HcGNjoHoC59wyABcC\n+HZOf7NXQ0PWZttxMIAtmQf0ejRt6TgAIp2/wTn3+oUO1MaWn7BT7/0MgK3OueUR5/znDQnzB51z\ntYj2Rv+QZ69P0FiQ/yqArzf+6XDsPy6uau2X6W/2aszHRQC+7r3/OYDHs2kRLXgA3jk3CuATCOq4\nZwBYgfZ23G4O+8Sz2zn3DQCPAtjtvf86FsbmBIaQyl6z/ebjUoTFdx5mrwaQ0FZdSJ+7HUGJ/9sF\nzrFUWzVHU7n8a+P3TQjSsxi8c+4AAB8BcKr3/nAAPwFw+XwdXKiV8yYAkmupqfj+CwBHeO+fjmDQ\nn3fOLVW8j1FdouzVOXcSgL9AkB9n/30IwBcAfLgR3Zyvv9mr0Q2GAZyOkJL0QgB/6Jw7rl3DWFuO\n4HLv/fEAzgSwHE2bN4xWPg7ge42Iu9CqLppvQmr2aizEawD8S+P1vzT+ng+HkEJxr/f+gca/fQHx\nSrcnbNR7/0IAhwEYyVGi2pzAyFKmvbby6kb/+Q9o9mo0SWarDeXSSQjz1g875w5kT64btmqOps4y\ng32v6VjL/4s8cxbAEPZnPYAjMn+vQlPBdJ/3/r7Gv/8LgF9qdwIuFPj6JICXeu83z/O+R2DfqNN+\neO+npb/3/iYA9yAoAIz+oai9wjm3CsEh9fqMfQp/B+BO7/1H5jsBs1eDJM9mW9mIkGIkfWRMBUIU\n55sNSfJGhHo2p87zPu1seT2AI4EnFvYHeu83Zf5/vwe4yJu999MI9W/Oyjl/o9qw9goAcM69B8DB\n3vts1HK++UE7zF6NtjRUbOcB+LRz7j4A/xvAqxr/3Wqvo43frbYx36I910a991MIqZtnznN+Nicw\nniCxveYd+1QAQ977mxdoY/ZqACjPVr33dyDYx7Hk+XXFVs3R1FkeAPBU51ytIVt/Ltn/agCXNvof\nhfDF/TeAewGc6Jxb0Wj3AoSaOPvgnDsSYdH/q977uzP/dQOA41yoFF9D8NBf3eb4Txi4c26Fc26w\n8froxrncS34eo7cpZK+NPtcA+D3v/Q9b/u9PEWqJvWuB/mavBgtls957j1DI8JWNf3oDgK80Xn8V\nwLOdc4POuXGEvPp24+p8tnx14/0A4BXYPz10vwmDc+6wxm8H4GUI6lSjf6HHWOfcmwGcj1BDLMvV\nAH6t0eaZCCmhj7bpb/ZqLMQrAPyj936N9/4o7/2RAO5zzp0D4H7sa6/PQ1gI3QngaNfcqfDVaB8J\nbzuHdc5NZGxpCKHw/H6Ld5sTGG1Iaa/CfIv71yBsyNC+k9mrsS/JbLVhS0ON16sR7ONnsSfWTVtt\nq1IwOBpf/pT3/iHn3JcQaindh5By1I62dRq89+sa/dcheD/f1lgoPe6cuwLAd51zcwgG+8Y27/uH\nAA4C8DdhXoi93vuzvPczzrl3APgGQoX5T3vvf9o495chpOWtAHCNc+5m7/0FAM4F8MfOub0A5gD8\nT+/9FvbaGL1Hp+wVodjdMQDe04jAA8EJOgrgCgA/BXBTwxY/6r1vrStm9mpEobDZLL8H4IuNBfhN\nAD4NhKiQc+7rAG5FsJlPeu/3cTQ1FHvz2fKnAfyTc+5nCMqpSzP9/hPACQgbODwI4E3e+28B+Gfn\n3EqEh/bNjfc2+oyC9vo3CM/4Hzbs7cve+z/13l/rQtHQuwHsBHBZm+OavRp5XIqQ6p7lywAu9d6/\nvZ29eu/3OOfeBuDrzrmdCEXqo+ewzrkJAF91zo0g2NI30L7OqM0JjFaS2SsQNr4BsBRAzTl3EYDz\nG4oRIASoLljg3MxejSwpbfXZAH6/YR97AbzFe78NAJxz70dwio41nt+f9N6/t6V/12xVth01CuCC\nvPJvvffP7Pa5GEYeZq9G1TCbNaqE2avRbzjnJrz3OxuvPwbgLu/9h7t8WobRFrNXoyr0u61a6lxB\nnHNvRZBW/kG3z8Uw8jB7NaqG2axRJcxejT7lf7iwy9DtCKmZf9vtEzKMBTB7NapCX9uqKZoMwzAM\nwzAMwzAMwzCMjmCKJsMwDMMwDMMwDMMwDKMjmKPJMAzDMAzDMAzDMAzD6AjmaDIMwzAMwzAMwzAM\nwzA6gjmaDMMwDMMwDMMwDMMwjI5gjibDMAzDMAzDMAzDMAyjI5ijyTAMwzAMwzAMwzAMw+gI/z8c\nXiJBUM7h+QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(20,5))\n", "ax.plot(ttide.time, ttide.pred_all)\n", "ax.set_xlim([start, end])\n", "ax.grid()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 0 }