{ "cells": [ { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# imports\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "from __future__ import division" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "M2_amp_obs_SoG = 0.902" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "pha_diff = {'ene': 86,\n", " 'wHoll': 87,\n", " 'llap': 87,\n", " 'wslip': 87,\n", " 'TS4': 86,\n", " 'smooth': 58,\n", " 'downto2': 82,\n", " 'downto5': 83,\n", " 'weaklog': 89,\n", " 'd10': 85,\n", " 'u20': 86,\n", " 'topog1': 80,\n", " 'base': 91,\n", " 'stronglog': 101,\n", " 'secondlog': 96,\n", " 'sticky': 90,\n", " 'deep' : 55,\n", " 'deep_fric': 83,\n", " 'GmO': 75,\n", " 'GmO_TS5': 81,\n", " 'GmO_TS6': 81,\n", " 'GmO_TS7': 77,\n", " 'GmO_TS8': 74,\n", " 'GmO_TS9': 75,\n", " 'GmO_TS10': 76,\n", " 'a1': 77,\n", " 'a2': 76,\n", " 'M17_a1': 94,\n", " 'M17_a2': 92,\n", " 'M17_a3': 88,\n", " 'M17_a4': 81,\n", " 'M17_a5': 77,\n", " 'M17_a6': 75,\n", " 'M17_a7': 73,\n", " 'M17_a9': 68,\n", " 'M17_a10': 73,\n", " 'M17_a11': 81,\n", " 'M17_a12': 75,\n", " 'M17_a13': 79,\n", " 'M17_a14': 77}\n", "amp = {'ene': 0.25,\n", " 'wHoll': 0.255,\n", " 'llap': 0.29,\n", " 'wslip': 0.27,\n", " 'TS4': 0.26,\n", " 'smooth': 0.18,\n", " 'downto2': 0.24,\n", " 'downto5': 0.24,\n", " 'weaklog': 0.3,\n", " 'd10': 0.255,\n", " 'u20': 0.26,\n", " 'topog1': 0.28,\n", " 'base': 0.33,\n", " 'stronglog': 0.49,\n", " 'secondlog': 0.39,\n", " 'sticky': 0.40,\n", " 'deep': 0.19,\n", " 'deep_fric': 0.34,\n", " 'GmO': 0.36,\n", " 'GmO_TS5': 0.40,\n", " 'GmO_TS6': 0.40,\n", " 'GmO_TS7': 0.37,\n", " 'GmO_TS8': 0.34,\n", " 'GmO_TS9': 0.35,\n", " 'GmO_TS10': 0.36,\n", " 'a1': 0.37,\n", " 'a2': 0.36,\n", " 'M17_a1': 0.47,\n", " 'M17_a2': 0.45,\n", " 'M17_a3': 0.41,\n", " 'M17_a4': 0.36,\n", " 'M17_a5': 0.34,\n", " 'M17_a6': 0.31,\n", " 'M17_a7': 0.31,\n", " 'M17_a9': 0.30,\n", " 'M17_a10': 0.32,\n", " 'M17_a11': 0.37,\n", " 'M17_a12': 0.33,\n", " 'M17_a13': 0.36,\n", " 'M17_a14': 0.35}" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "bathymetry2 = ('llap', 'downto5', 'downto2', 'stronglog', 'weaklog', 'wslip', 'secondlog', 'base')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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BXERERERERERERETKJBXARURERERERERERKRMUgFcRERERERERERERMokFcClzOvYsSOd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A0ZMoS99tqLa6+91gS4JEmSJEmS1Iw5BUoDGjduLDNnTmLcuLEbTeyIYODAgSxcuJDJkydXtK9Y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\nTjklbb755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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "count = 0\n", "fig, ax = plt.subplots(1,1,figsize=(18, 4.5))\n", "for key in pha_diff:\n", " count += 1\n", " if count <= 7:\n", " symbol = 'o'\n", " elif count <=14:\n", " symbol = '^'\n", " elif count <=21:\n", " symbol = '>'\n", " else:\n", " symbol = '<'\n", " ax.plot(pha_diff[key], amp[key], symbol, label=key)\n", "ax.plot(75,0.37,'gs', label='Obs', markersize=10)\n", "ax.plot(pha_diff['a2'], amp['a2'], 'mo', markersize=8, label='Proper Bottom')\n", "ax.plot(92,0.33,'*',label='corr15')\n", "ax.set_xlim((33,105))\n", "ax.legend(loc='upper left')\n", "ax.set_ylabel('Amplitude at Victoria (m)')\n", "ax.set_xlabel('Phase difference Victoria to Pt Atkinson (deg)')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "71 75 81\n", "0.33999999999999997 0.37 0.4\n" ] } ], "source": [ "print (pha_diff['GmO'] + pha_diff['downto2'] - pha_diff['TS4'], 75, pha_diff['GmO_TS6']\n", " )\n", "print (amp['GmO'] + amp['downto2'] - amp['TS4'], 0.37, amp['GmO_TS6']\n", " )\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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OnTvnSS4CAwNp164d3377LYcPH2bNmjVUrFiRjh07FvTy8s0db07XdvToUQ4f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lAAAg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\nOTC1n3obUF63NSlN3C6vHufrg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+6tmD+HFdiGAk8D/wW8o517X6Gt9mKd4997238U87/T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\nEARBEARB0BX+H83Ef7Y8eTFvAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1,figsize=(9,9))\n", "for key in bathymetry2:\n", " ax.plot(pha_diff[key], amp[key]/M2_amp_obs_SoG, symbol, label=key, markersize=10)\n", "ax.plot(75,0.37/M2_amp_obs_SoG,'s',label='Obs', markersize=20)\n", "ax.plot(92,0.33/M2_amp_obs_SoG,'o',label='Nowcast v1.0', markersize=15)\n", "ax.set_xlim((55,105))\n", "ax.tick_params(axis='x', labelsize=16)\n", "ax.tick_params(axis='y', labelsize=16)\n", "ax.legend(loc='upper left', fontsize=16)\n", "ax.set_ylabel('Amplitude Ratio at Victoria to Pt Atkinson', fontsize=16)\n", "ax.set_xlabel('Phase difference Victoria to Pt Atkinson (deg)', fontsize=16)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Xt25dgoKCiIqKYtWqVcTFxdGlSxeKFy/uGtvy5cu76i9YsIABAwZgraVevXqE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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1,figsize=(9,9))\n", "for key in bathymetry2:\n", " ax.plot(pha_diff[key], amp[key]/M2_amp_obs_SoG, '>b', markersize=10)\n", "for key in ('smooth', 'sticky'):\n", " ax.plot(pha_diff[key], amp[key]/M2_amp_obs_SoG, '>m', markersize=10)\n", "for key in ('deep', 'deep_fric' ):\n", " ax.plot(pha_diff[key], amp[key]/M2_amp_obs_SoG, '>y', markersize=10)\n", "ax.plot(pha_diff['GmO'], amp[\"GmO\"]/M2_amp_obs_SoG, 'ro', markersize=15, label = 'New Bathymetry')\n", "ax.plot(pha_diff['a1'], amp['a1']/M2_amp_obs_SoG, 'm*', markersize=10, label='Proper Bottom')\n", "ax.plot(pha_diff['a2'], amp['a2']/M2_amp_obs_SoG, 'mo', markersize=10, label='Proper Bottom 2')\n", "\n", "ax.plot(75,0.37/M2_amp_obs_SoG,'sg',label='Obs', markersize=20)\n", "#ax.plot(92,0.33/M2_amp_obs_SoG,'or',label='Nowcast v1.0', markersize=15)\n", "ax.set_xlim((53,105))\n", "ax.tick_params(axis='x', labelsize=16)\n", "ax.tick_params(axis='y', labelsize=16)\n", "ax.legend(loc='upper left', fontsize=16)\n", "ax.set_ylabel('Amplitude Ratio at Victoria to Pt Atkinson', fontsize=16)\n", "ax.set_xlabel('Phase difference Victoria to Pt Atkinson (deg)', fontsize=16)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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OdSrP99LmufK8WiMdRsQ7gROByZl5dsW6Ovd3IrAtxUYB/1+z/UmSJEl6o6qh\n5ezy3l9GxNciYvOIWLk83hkRX6fYQayj7RJXLpK/CJhPsUlAs/19Evifsr+DMvOhZvuUJEmS9EaV\nHg/LzN9GxJeBL1DsDtbdDmEBnJKZ11asbW55XqWXNoPLcyPvRzke2BI4JjP/VrEmoHjZJXA+xc5m\nn8rMK/py/8SJExkyZMhC340fP57x48c3U5YkSZLUVpMmTWLSpIX3yJozp+pqkMZFZla/OeKDwH8D\n7wZWLL+eB9wGnJ6Z1zTR9x7AVcDTmblWD20up3gvzNcz85ju2nRqew+wRVnb/C6XNwQ2AP4OPACQ\nmeN66OffgB9TzDT9R2Ze0OBfiYgYCUyZMmUKI0eObPQ2SZIkqbamTp3KqFGjAEZl5tR2jFF1IT4A\nZSi5pnz0amj59T8zs2soqKJjK+GhEbFBDzuIdWyJ3OiPkxTrbHqydnl0m+TKl11Ooggsn+5LYJEk\nSZJUTaU1LRGxfkSs2fG5fAHjP8pjfqd2a0REI7uMvUFmPk6x4B9g/25q2AFYj2Jm5+oG+tsqMwd2\ndwAnl83OL797Q5iLiA8BPwEGUgSW71f5e0mSJEnqm6oL8R8G/reBdl8DZlQcA+ArFGtjjo2I197F\nEhFDgXMoZkTOzsy5na4dHhHTIuLCJsZdSETsBlyGgUWSJEla7Ko+Hhbl0WjbSjLzFxHxTeAI4I6I\nuJ5iC+SdgCEU61NO6HLbMGBT4Imq43YWEW8CrgCWBx4Dto+Inh4x+3xm+oJJSZIkqYWaWtPSgFUp\n3hRfWWZOjIjJwOHAdhTh4SGKWZgzM/PV7m6jh3UpvQ3Vwz0rl2MCrAt8spf7vwgYWiRJkqQWakto\niYgBwObA++j9jfYNycyfAT9rsO1JwEl97L/He8oNAAb2pT9JkiRJrdNwaImIrjuCHRARBzRw6/l9\nK0mSJEmSXteXmZbOa1OS3teqvEKx/uNyikemJEmSJKmShkNLZr6201hELAAuzMyD21KVJEmSJJWq\nrmk5iddf/ihJkiRJbVMptJQL1yVJkiSp7aq+XFKSJEmSFgtDiyRJkqRaM7RIkiRJqjVDiyRJkqRa\nM7RIkiRJqjVDiyRJkqRaM7RIkiRJqjVDiyRJkqRaq/RyyQ4RMRr4KLApsBoQ3TTLzNypmXEkSZIk\n9V+VQ0tEfB2YyOtBJVk4tHR8zsrVSZIkSer3Kj0eFhH7AJ8DHgcOA64tL+0CfAb4PUVg+SrwvubL\nlCRJktRT9T1cAAAgAElEQVRfVV3T8h/AfGCnzDwPeAIgM6/LzHMyc3vgyxTBZk5LKpUkSZLUL1UN\nLVsBd2bmg720+SJFmDm+4hiSJEmSVDm0rArM6vT5ZYCIGNzxRWYuAO4Etq9cnSRJkqR+r2poeQpY\nvdPnp8vzhl3arUKxq5gkSZIkVVI1tMwENuj0+R6Khff7d3wREesA7wUeqVqcJEmSJFUNLdcD74iI\nDcvPvwFmA8dExGURcTrFo2GrAJc3W6QkSZKk/qvqe1p+DLwFWA+YmZnPR8RB5fcf6dRuCnBqcyVK\nkiRJ6s8qhZbMnAYc2uW7X0bEJsCHgDWBacAvM3N+01VKkiRJ6reqzrR0KzP/Dzi3lX1KkiRJ6t+q\nrmmRJEmSpMXC0CJJkiSp1hp6PCwi5gMJbJaZ08vPjcrMbOljaJIkSZL6j0bDRJRH58+N6ktbSZIk\nSVpIQ6ElMwf09lmSJEmS2sXwIUmSJKnWKoWWiLghIi5udTGSJEmS1FXVmZZ3Ayu0shBJkiRJ6k7V\n0PIYMKiVhUiSJElSd6qGll8B74mIVVpZjCRJkiR1VTW0nATMAa6IiA1aWI8kSZIkLaTqSx9PB/4M\n7AE8EBH3ADOBF7tpm5l5SMVxJEmSJPVzVUPLgUCWf14B2KY8upOAoUWSJElSJVVDy0EtrUKSJEmS\nelAptGTmRa0uRJIkSZK6U3UhviRJkiQtFlUfD3tNRKwAjALeWn71ODAlM19utm9JkiRJqhxaImI5\n4IvAZ4FVu1yeGxFnASdn5qtN1CdJkiSpn6sUWiJiAHAVsAsQwDPAw+Xl4cAawBeAURHxocxc0IJa\nJUmSJPVDVde0fAr4IPAI8NHMHJqZo8tjKPCR8toHcbtjSZIkSU2oGlo+SfEiyfdl5hVdL2bmlcBO\nwDzggOrlSZIkServqoaWdwI3ZebMnhpk5sPADWVbSZIkSaqkamgZBMxpoN3csq0kSZIkVVI1tDwK\nbBcRA3tqUF7bFnis4hiSJEmSVDm0/BZYH/hmRCzf9WL57pazyja/qV6eJEmSpP6u6ntavgrsD/wn\nsFdE/JjXtzzeCNgPeAswGzit2SIlSZIk9V+VQktmPh4RHwQuo5hN+VyXJgHMotgO+fHmSpQkSZLU\nn1WdaSEz746ItwP7AGOBt5aXHgduAi7LzJebLVCSJElS/1Y5tACUoeSH5SFJkiRJLVdpIX5EnBAR\nezbQ7kMRcUKVMSRJkiQJqu8ediKwdwPt9gS+WHEMSZIkSaocWvrSf7Z5DEmSJEnLsHaHlvWA59o8\nhiRJkqRlWMML8SPik12+2rib7zr3uzkwDvh9xdokSZIkqU+7h13Iwo96bV8ePQlgAfD1vpclSZIk\nSYW+hJaLeT20HAA8BEzuoe3LwGPAzzPz/urlSZIkServGg4tmXlgx58j4gDgtsw8uB1FSZIkSVKH\nqi+XHI4L7CVJkiQtBpVCS2Y+0upCpA47f3hnHvnH4vuf2AZrbcC1V1672MaTJElS31QKLRExHvgy\nMCEzr+mhzQeBc4CjM/Nn1UtUf/PIPx5h+s7TF9+A5hVJkqRaq/qelvHA6sANvbS5EVgD+PeKY0iS\nJElS5dDyLuCPmflyTw0ycx5wH7BFxTEkSZIkqXJoWQd4vIF2j5dtJUmSJKmSqqHlBWBoA+2GUryz\nRZIkSZIqqRpa/gxsHxFr9tSgvLYD8NeKY0iSJElS5dByObAKcGlErNz1YkSsBFwCrAQ0vXNYROwT\nETdFxOyIeC4i7o2IoyKi6ntmOvc9ISIWlMf3emizZkQcEBFnRcTkiHi+bO++U5IWab9DD+Wsc8/l\n5ZcXnnhesGAB/3XYf7FgwYIlVJkkSUuHqqHlXGAasAswPSK+FhEHl8fXgOnAB4EHKLY9riwizgR+\nAmwH3An8BlgPOA24PiIGNdH3RmU/C4Dspel7gB8AhwPbAisuor0kvWbqgw9y7IwZbDp27ELh5dpr\nruWyiy7jut9et4QrlCSp3qq+XPLFiNgFuBIYBXy+S5MA7gE+nJkvVC0uIvYGjgDmAjtm5n3l92tS\nbKm8A3AKcHSFvgO4kCKwXAwc2EvzJ4HvAlPLY3T5WZIWacByy/Hirrsy8wMf4NjrruOMsWOZeMAB\n3HDJbzhp3kmc+9Vz2WXXXZZ0mZIk1Vblx6sy87GIGAN8iGJWZYPy0izgGuCqzGx2NuI4ihmNUzsC\nSzn27IiYANwKfCYiTsnMuX3s+0hge2ACi9jhLDPvAO7o+BwR/6+PY0kSdAovx1x5JSPueoxN2ITL\nH7ycv//976yzjpstSpLUnaqPhwGQhasyc0Jm7l4e/5mZv2g2sETEWyhmNAAmdTP2ZOBRYBCwWx/7\n3hT4EnBTZp7bTJ2S1GfLLceA2fPY79V9ARj7xFgOO/DwN6x5kSRJhaYXsrfRVuV5dmY+0kObPwDr\nlm1/0kinETEAuIjisbBDmi1SkhZl7vRHWfOjh7HySsNe+27w87B17g/AGMZw8a2X844h72TN1VZj\nyJAhPPX8U+z5sT350ulfWlJlS5JUG3UOLcPL86xe2jxKsX5meC9tujoa2Bo4MjNnVitNkhq38vB1\nePHZgXzggc34xIsfIYiFrg9gAOe88L8A5EvJpU//kLkbP88RxxyxJMqVJKl2Gno8LCJmRMRDETG8\n0+dGj4cq1rZqeX6+lzbPlefVGvx7vBM4EZicmWdXrEuS+mTg8svzr2/8Dz/+GExc/WTm0v0SvLnM\nZeLqJzPp48tz3yov8/njj1/MlUqSVE+NzrRsSLEgfvlOnxtVi62BI2IgxWNh84GDl3A5kvqbCF78\n5Ee5b/Q7+e//+Qrnzj71DU3+e40v88jub+fND97HxMMO49MHHbQECpUkqX4aDS0dj1893uVzO3X8\np8hVemkzuDw/20B/xwNbAsdk5t+aKaxZEydOZMiQIQt9N378eMaPH7+EKpK02Ky/Liu+8Z28AKzy\n3HxOGjWSied/nxVWWGExFyZJ0qJNmjSJSZMW3iNrzpw5bR+3odDSdSF8LwvjW2lmeV6vlzbrUczk\nzOylTYe9Kda/7BkRu3e5tmF53iMibgTIzHGNFtpXZ5xxBiNHjmxX95LqbPp0tnjx7QD8Of7CWSud\nx3+9cCibsRnbrTiGMVtsYWCRJNVWd/+hferUqYwaNaqt4zYUWiLio8DPM/PVtlazsHvK89CI2KCH\noNSxJfLUBvtMinez9GTt8qjFI22Slj0r3zOdLV94OxevMIlrVvwthx59KNdeey0P3PMAG83diDtv\nvJNx49r230wkSVoqNfqelp8Cj0fE6eVi9rbLzMeBu8uP+3e9HhE7UMy0zAOubqC/rTJzYHcHcHLZ\n7PzyuzrvqiZpafXqq6xy0518f7kLmPvBZ3n4Hw9w0he+wJU3Xcn6R63PFWtewV0337Wkq5QkqXYa\nDS3/BN5E8Rb5+yLijog4NCJWXcR9zfoKxSNdx0ZEx3tbiIihwDkUMyJnZ+bcTtcOj4hpEXFhm2uT\npIYsePVVVvrNb9jwhBMYvfF6nHfjuVz2i0kMGjQIgIjg8//zec64+gw23WLTJVytJEn10+iMwpuB\nPSlexrgzMIbiXSdnRMTPgAsy85ZWF5eZv4iIbwJHAHdExPUUWyDvBAwBbgNO6HLbMGBT4IlW1hIR\nd/D6Y2NvKs9jIuL3nZqdnJm/aeW4kpZ+IzfZhM9utBGfPuWUXterjNlmDGO2GbMYK5MkaenQ6EL8\nV4ErgCsiYh3gwPJ4O/BJ4BPl+1jOBy7OzJYFhsycGBGTgcOB7Si2XX6IYhbmzB7W2SR9X5eyqHvG\ndLmeFO+S6fwvjDchSV385LzzlnQJkiQt1Rp9POw1mfn3zPxqZr4D2AH4AcXsx8YUQeKRiLgqIvYq\n343StMz8WWaOy8w1MnNwZm6RmV/vLrBk5knlupSd+tB/xz2H9dJmQE9rYjodF1f9O0qSJEnqXp9D\nS2eZeXtmHgKsQ/Ho2GSK2Zs9KGZmHo+IrzVdpSRJkqR+q6nQ0iEzX8jMH2TmjsAmwKnAbGAt4POt\nGEOSJElS/9SS0NIhIgZRrPEYA6zRyr4lSZIk9U8teR9JRIwGDgY+RrGrVwDzKd6fcn4rxpAkSZLU\nP1UOLRExDPg4cBDQ8cLJAGYAFwAXZub/NV2h+p0N1toArl3M40mSJKm2+hRaImIAsCvFrMruFNsP\nB/ASxcL78zPzxlYXqf7l2isXY2KRJDFr1iyefvrpJV2GpJoZNmwY66+//pIuA2gwtETE2ymCyico\ndgqL8tK9FI9/XZqZc9pSoSRJaptZs2YxYsQIXnjhhSVdiqSaWXnllZk2bVotgkujMy3TynMA/wJ+\nRDGrck9bqpIkSYvF008/zQsvvMCll17KiBEjlnQ5kmpi2rRpfPzjH+fpp59eqkJLADdRzKpcnpkv\nta0iSZK02I0YMYKRI0cu6TIkqVuNhpaNM3NGWyuRJEmSpG409J4WA4skSZKkJaWlL5eUJEmSpFYz\ntEiSJEmqNUOLJEmSpFoztEiSJEmqNUOLJElSH9x8880ceuihbL755qy55pqssMIKDBs2jG222YbP\nfvazXH/99Yu9pldffZXzzjuPXXfdlbe85S0MGjSIYcOGse2223LyySfzz3/+c7HXJLWSoUWSJC3S\nfvsdzllnfZ+XX365X43d2T//+U922WUXxo0bxwUXXMDcuXPZYYcd2G+//Xj3u9/NU089xTnnnMMH\nPvABRo0atdjqmjZtGpttthmHHXYY119/PRtvvDH77LMP22yzDX/961858cQTedvb3saVV1652GqS\nWq1SaImIGRFxWgPtTo2Ih6qMIUmS6mPq1Ic59thg000/uNgDxJIcu8OcOXPYfvvtue6669hss824\n8cYbmTVrFldddRWXXHIJV111FTNmzOD+++/nkEMOYfr06YulrocffpgddtiBhx56iJ133pmHH36Y\nW265hUsvvZRf//rXPPnkkxx11FE8++yz7Lvvvlx11VWLpS6p1arOtGwIvKmBdsPKtpIkaSk2YMBy\nvPjiIcyc+dvFHiCW5NgdPvOZzzB9+nQ23nhjbr/9dnbcccdu22222Wacd9553HjjjYulrk984hM8\n88wzbLfddvzyl7/krW9960LXBw0axGmnncZRRx3F/PnzOfDAA3nmmWcWS21SK7X78bAVgVfbPIYk\nSVpsll+CAWLJjD1jxgwmTZpERHDGGWew2mqrLfKe0aNHL/R57NixDBgwgFtuuYU77riD3XffnWHD\nhrHaaqsxduxYbrvtttfaXnPNNbz//e9nzTXXZNVVV2XnnXfmnnvuecMYt9xyC7fffjsRwbe+9S2W\nX375Hus5+eSTWWuttZgzZw7f+ta3+vC3l+qhbaElIgYCo4Gn2jWGJElaUvpPePnVr37FggULWGON\nNdh9990r9RERRAS/+tWv2HHHHXnyySfZeeed2WSTTbjlllvYeeed+f3vf8+3v/1t9thjD+bNm8cu\nu+zCuuuuy+9+9zvGjh3LjBkzFurz5z//OQCbb745W265Za/jDxo0iH333ZfM9BExLZUaDi0RcUPH\nUX71wc7fdTluAR4D3g4snvlRSZK0BCz74WXKlCkAjBw5sql+MpNvfOMbXHTRRfzhD3/gRz/6EVOm\nTOFzn/scL730EgcffDDHHXccv/vd77j11luZNGkSf/nLX/jIRz7Cc889x2mnLbyceMqUKUQEY8aM\naWj8rbfeGoB7772XBQsWNPV3kRa3vsy0jO10JLBOl+86HzsAawNTgP+v+TIlSVK9Lbvh5emnnyYi\neNObul/O+8c//pEDDzyQgw46aKHj9ttvX6hdRLDPPvswfvz4hb7/whe+AMD06dOZMGECY8eOXeie\n4447jsx8w1bKTz1VPMyy9tprN/T3WGuttQBYsGABs2fPbugeqS6W60PbceU5gBuAa4CedhB7GXgs\nMx9tojZJkrTU6QgQ4zn66D24++6pXHLJOcv02I8++iiXXHLJa58zk4hg3LhxvPvd716o7a677vqG\n+9dYYw2GDh3K7Nmzu72+ySabAPB///d/La5cWno0HFoy8+aOP0fEzcBNnb+TJEmCV1hppYtYe+0f\nMXHi/nz6059c6sceNmwYmfnazEZXu+++O/Pnz3/t8wc+8AFuuOGGbtuuv/763X4/ePBgZs+e3e31\nwYMHAzBv3rw31PXAAw/w5JNPNvT3+Mc//gHAgAEDWHPNNRu6R6qLSgvxM3NcZn6t1cVIkqSl1Sus\ntNL32XDDXfjqV+GBB67hiCM+xQorrLDUj92xlmXq1KlN9zVgQO//9FrU9c5GjRpFZnLXXXc11L6j\n3RZbbNGncaQ68H+xkiSpCctuWOmwxx57MGDAAJ555hmuvvrqlvbdjL322guAP//5z91uidzZvHnz\n+OlPf0pEvHaftDTpy5qWN4iINwN7AZsCq1Gsd+kqM/OQZsaRJEl10/VRrGsWU1BZ/GO/7W1vY7/9\n9mPSpEl87nOf4z3veQ+rrrpq28Zr1NixY9l222254447OPzww7n55pt7fFfL8ccfz1NPPcWQIUOY\nMGHCYq5Ual7l0BIRnwX+F+j8/46O0JKdPidgaJEkaZnQf8JKZ9/+9re5++67efDBB9luu+0455xz\n2HHHHd/QbubMmTz22GOLpSaASy+9lNGjR3PnnXey++67c8EFF7Duuuu+dv2ll17ihBNO4PTTT2fA\ngAH84Ac/YOjQoYutPqlVKoWWiNgJ+CbwLHA68F5gO+Awinez/BuwIXAmcF8rCpUkSUvOggWvstJK\n318igWFJjt1h9dVX5/bbb2f//ffn+uuvZ+zYsay77rpsueWWrL766rz44os8+OCD3H///QC8613v\nYvTo0W2va6ONNmLy5MnstddeXH/99Wy00UZsu+22rLfeevzrX/9i8uTJPPvss6y22mpccMEF7L33\n3m2vSWqHqjMt/0Uxg7JLZt4ZET8AtsvM8wAi4njgO8DBQHNvYpIkSUvcyJHD+exnWSKBYUmO3dmw\nYcO49tprufHGG/nRj37E5MmTufXWW3nhhRdYddVVGT58OJ/+9Kf58Ic/zPvf//433B/R3VP0zV8f\nMWIEf/nLX7jwwgu5/PLLue+++7jrrrsYPHgwm266KbvvvjuHH364MyxaqlUNLWOAqZl5Z3cXM3Ne\nRPwnsBtwAnBgxXEkSVIN/OQn3+6XY3dn3LhxjBs3btENO7nxxht7vf7www/3en1Rb7Bfbrnl+NSn\nPsWnPvWpPtUlLS2q7h62BvBQp8+vAETESh1fZOY84FZgp8rVSZIkSer3qoaW2cAqnT4/U567vhFp\nIOBcpCRJkqTKqoaWWcB6nT7/iWKnsD06voiIwcB7gMW3hYYkSZKkZU7VNS03AxMjYu3MfBL4NfA8\n8JWIWIci1BwArAn8uCWVSpIkSeqXqoaWy4CtgC2B32bm7Ij4HPBd4HNlmwBmAl9stkhJkiRJ/Vel\n0JKZdwMf6PLdeRExBdiHYoZlGvCDzJzTdJWSJEmS+q2qMy3dysypwNRW9ilJkiSpf6u6EF+SJEmS\nFgtDiyRJkqRaM7RIkiRJqjVDiyRJkqRaM7RI0v/P3r3HRVnmjR//XCNJGoyKJBZqaiiZuyZ4wuNi\nKcbCrvK45spuecryUbTVCl2yXpttrfZsmq32qzUz0pWnWvcRZa1VWBUFDwnlucDQPKWZgkoKHvj+\n/pgZljPDcFS/79frfs3MfZ2+98bCfL3v67qUUkop1aBp0qKUUkoppZRq0DRpUUoppZRSSjVomrQo\npZRSSimlGrRqJy3GmCBjzO+NMYvtx++NMUE1EZxSSimlGobR40fz1v97i6tXr95WY5dly5YtTJo0\nia5du+Ll5UXjxo3x9vamT58+TJs2jaSkpDqP6fr16yxdupTQ0FDuvfde3N3d8fb2JigoiLlz53Lu\n3Llq9T9+/HgsFkuVjkaNGnHs2LHCPk6fPs3s2bMJCAjAarXi7u6Or68vgYGBPPXUU8TGxiIixcaN\njY2tdJwNGzZU69rUzcHN1YbGmHbA34B+jlP2V7GXpwC/FZFjZTRXSiml1E0k/VA66y6uY+HShcyY\nNIPJEyfTuHHjW37sos6dO0dkZCQbN27EGIOvry8DBgygWbNmXLhwgf379/P222+zZMkSAgICSEtL\nq5O4Dh06xPDhwzl8+DBubm4EBQXx8MMPk52dTUpKCrt27WLBggUsX76ciIgIl8YYOHAgxphS5z/5\n5BMuX75M//798fPzK1ZmjMHDwwOA1NRUwsPDycnJwWq10qdPH3x8fMjNzWXfvn0sW7aMZcuWMWrU\nKJo2bVpqHD8/PwYMGFDqvOO/g7oNiEiVD6A58A1QAFwG/g/4s/34h/1cAZAJNHNljFvxAAIBSUtL\nE6WUUqohSEtLE2f+NnXu11n4A8KLSJP/aiLtA9rLorcXSX5+fq3HWJ9jO+Tk5Ii/v78YY6Rr166y\nZcuWMusdOHBAnnzySfHw8KiTuLKyssTLy0ssFosMGzZMTpw4Uaw8Ly9PoqOjxRgjbm5uEh8fX6Pj\nt2/fXiwWi8TGxpZbJz8/X3x9fcViscjYsWMlNze3VJ2vv/5aZs2aJXl5ecXOf/DBB2KMkfHjx9do\n3Kpyzv5uKFoXCJRa+h7t6uNhzwIdgPWAn4hEiMhz9uO/gI7AP+2vz7o4hlJKKaUamkZwpdsVjoYf\nZXbibPyD/Ovu0a16HDsqKoqMjAz8/PxITU1l0KBBZdZ78MEHWbp0KZs2bar1mAAef/xxsrOz6du3\nL+vWrSt118Hd3Z358+fz/PPPc+PGDcaNG0d2dnadxOawbds2Tp06hZubG++88w533XVXqTqdO3dm\n3rx5uLu712ls6ubhatISAZwFHhORUyULReQ0MBr4Afgv18NTSimlVIN0GyUvWVlZxMXFYYxh4cKF\nWK3WStv07Nmz2Ofg4GAsFgvJycns2LGDsLAwvL29sVqtBAcHs23btsK6n332GUOGDMHLywtPT09C\nQkL44osvSo2RnJxMamoqxhgWL17MHXfcUW48c+fOpVWrVly4cIHFixdX4eqr78yZMwB4eHhw5513\n1unY6tbhatLSAdgiIpfLq2Av22Kvq5RSSqlb0W2QvCQkJFBQUECLFi0ICwtzqQ9jDMYYEhISGDRo\nEGfOnCEkJIROnTqRnJxMSEgI27dvZ8mSJYSHh5Ofn8+wYcNo06YNiYmJBAcHk5WVVazPNWvWANC1\na1e6d+9e4fju7u489thjiAhr16516Rpc1a5dOwBycnL48MMPXerj8OHDvPjiizz99NM8++yzLF++\nvNqLC6ibi6tJyw2g/HT+P9ywzW1RSiml1K3sFk5eHBPqAwMDq9WPiLBgwQJiY2PZvXs3q1atIi0t\njZkzZ5KXl8eECROIiYkhMTGRrVu3EhcXx8GDBxk5ciS5ubnMnz+/VFzGGHr37u3U+L169QLgyy+/\npKCg7r6e9evXj4CAAADGjRtHnz59ePHFF4mPj+fkyZNO9ZGSksJrr73Ge++9x5tvvsnEiRNp27Yt\nr7/+em2GrhoQV5OWTCDYGNO8vArGGC9gMJDh4hhKKaWUutk4EojQo0QviGbif0+86cf+4YcfMMZw\n9913l1m+d+9exo0bx/jx44sdqampxeoZYxg1ahRjxowpdv6FF14AICMjgylTphAcHFysTUxMDCJS\nainls2fPAuDj4+PUdbRq1QqAgoICzp8/71SbmmCMYf369YSGhmKMYffu3bz66qtERETQtm1bHnjg\nAV5//XXy8vJKtW3dujVz5sxh586dnD17losXL/L5558zduxYrl69yu9//3vmzZtXZ9ei6o+rSx5/\nArwG/NMY85SIHChaaIz5KfAuYAU+ql6ISimllLpp3IAmB5rgc8SHGTNtyxPf6mMfP36cFStWFH4W\nEYwxDB48mH79+hWrGxoaWqp9ixYtaNmyJefPny+zvFOnTgCcOlVqGvFNw8fHh4SEBA4dOsTatWvZ\nvn076enpnDx5kszMTGbPnk1cXBxbtmwpNmdo2LBhDBs2rFhfgYGBLF++nIceeoiZM2cyd+5cJk6c\nWG5SqW4Nrt5pWQTsAfoCe4wxnxtjPrYfu4EvgCB7nbdqJlSllFJKNVg3oMneJrRPaM+8IfP4esfX\nTP/v6XWzn0otj+3t7Y2IFN7ZKCksLIwbN24UHo888ki5fTnmd5Tk2M+krHJHWX5+fqm44D8T3Svz\n/fffA2CxWPDy8nKqTU3r0qULs2bNYs2aNRw7doyDBw8SFRWFxWJh7969hXednDF9+nS8vb3Jz8/X\nDSZvAy4lLSJyBXgY+Nh+qgfwK/vheODzI2CIiJS+16eUUkqpW8MtnKw4OOaypKenV7svi6Xir16V\nlRfVo0cPRIRdu3Y5Vd9R76GHHqrSOLXJ39+fRYsWERUVhYgULi7gDIvFUngX6sSJE7UVomogXP6J\nFZFsEfk1ttXBHgdm24/HgQ4iMkZE6u6BSaWUUkrVndsgWXEIDw/HYrGQnZ3N+vXra2UMVwwfPhyA\nAwcOlLkkclH5+fl8/PHHGGMK2zUkISEhgG3+UFU4VhDz9PSs8ZhUw1LtNFtEjovI30TkdfvxNxE5\nXhPBKaWUUqqBuY2SFYf777+f0aNHIyLMnDmTS5cu1ep4zgoODiYoKAgRYerUqVy7dq3cunPmzOHs\n2bNYrVamTJlSh1E659tvvwWgTZs2TrdJT08nI8O23pOzK6ipm1fDuDeolFJKqQat4EZBvSUr9Tm2\nw5IlS/Dz8yMzM5O+ffuSnJxcZr2jR4/W6aNKK1eupHnz5uzcuZOwsLBSY+fl5REdHc0bb7yBxWJh\n+fLltGzZss7iA1i3bh0REREkJiaWudTy5s2befnllzHGFFtZ7cqVK7z99tvk5uaWapOcnMzIkSMx\nxjBw4MBSm3mqW49Tq4cZYxyzwk6KyI0in50iIseqHJlSSimlGozALoFM6z2NyRMn12myUN9jOzRv\n3riUQ0cAACAASURBVJzU1FQiIyNJSkoiODiYNm3a0L17d5o3b86VK1fIzMxk3759AHTr1q1Ovkh3\n7NiRlJQUhg8fTlJSEh07diQoKIi2bduSk5NDSkoKFy9exGq18v777zNixIhaj6mkgoIC4uPjiY+P\np1mzZgQGBtK6dWt+/PFHMjIy+OqrrzDGMHToUGJiYgrbXb16laioKJ599lkCAgJo164d169fJyMj\ng/3792OMoVu3bnz0kS5Ueztwdsnjo9g2iXwQ274rRwFxsq1UYRyllFJKNUAfLa+/L4b1OXZR3t7e\nbNiwgU2bNrFq1SpSUlLYunUrly9fxtPTkw4dOjB58mQiIiIYMmRIqfbGmAr7d7W8S5cuHDx4kA8+\n+IDVq1ezZ88edu3ahYeHB/7+/oSFhTF16tRau8NSWdyhoaFs2LCBpKQkUlJSOHLkCDt27ABse8dE\nREQQGRnJyJEji7Vr2rQpL730Ert37+arr77i4MGDXLlyhRYtWjB06FAee+wxxo4di5ubfs28HRiR\nynMPY8xRbMnHwyJypMhnp4hIB1cDvJUYYwKBtLS0tGrvqquUUkrVhPT0dHr06IH+bVJKFVWV3w2O\nukAPEan+MntlcCo1FZH2FX1WSimllFJKqdqiE/GVUkoppZRSDZpLDwEaY14CvhSRtZXU+wUQICJz\nXRlHKaWUUkrVjueee65wn5PKDBgwgIkTJ9ZyREqVz9WZS38APgAqTFqAXwITAE1alFJKKaUakNWr\nV3PsmHMLvBpjNGlR9aq2l1uwUIUJ+0oppZRSqm4cOXKkvkNQymm1PaelLVB6RyCllFJKKaWUcpLT\nd1qMMU+UOOVXxrmi/XYFBgPbXYyt6NijgKlAN6AxcBj4G7BQRK5Xs+8pwGL7x/dE5KkK6gYCvwcG\nAs2A74AE4BUROVudOJRSSimllFJlq8rjYR9Q/FGv/vajPAbbhpR/rnpYRTox5k1gOnAN+De2OzcP\nA/OBcGNMiIjku9h3R3s/BfZ4K6r7K2AV0Aj4HDgC9ASigFHGmP4ikuVKHEoppZRSSqnyVSVp+ZD/\nJC1jgW+AlHLqXgVOAGtEZJ+rwRljRmBLWC4Bg0Rkj/28F7AJGAC8AkS70LfBlogVYLu2cRXUvcde\ntxHwlIgsK9HH49gSmqCqxqGUUkoppZSqmNNJi4iMc7w3xowFtonIhNoIqogYbInSnxwJiz2W8/bH\nurYCUcaYV0TkUhX7/h22O0VTgNaV1J0BNAU2OBIWexxij+OXQC9jzFAR2VjFOJRSSimllFIVcHUi\nfgfg+ZoMpCRjzL3YHr8CiCtZLiIpwHHAHfh5Ffv2B/4IbBaRd51oMgJb8lRWHD/yn6Wf/6sqcSil\nlFJKKaUq51LSIiLfiohzuxG5LsD+el5Evi2nzu4SdStljLEAsdgeC6t0wXFjjAfgV2K8suIwVYlD\nKaWUUkop5Zxq79NijLkL25d6K+VMZheRZBe67mB/rWjXo+P2MTtUUKekaKAX8DsROepE/fZF3pcX\ny3H7a1XiUEoppZRSSjnB5aTFvvLWIuBRKr5jIy6O42l//bGCOo49YKzOdGiM+QnwByBFRP5SxTgq\niqVKcSillFJKKaWc51LSYl9NaztwN3DK3k8r+7lOgDe2ZGU7tqWK650xphG2x8JuALW9gIBSSiml\nlFKqhrh6p2U2toTlNRGZY4xZDjwhIv0BjDHDgP8HXAFCXRzDsRrYXRXU8bC/XnSivzlAd2CWiBx2\nIQ5HLGWtUlaVOJgxYwbNmjUrdm7MmDGMGTOmCmEppZRSdWfq6NEE9O/PE5Mn07hx49tm7LJs2bKF\nlStXkpqaynfffUdubi5Wq5X777+f3r17M2LECB555JE6jen69essX76cf/zjH+zZs4dz587h6emJ\nn58fP//5z5k6dSotW7Z0uf/x48cTGxtbpTbGGI4cOUK7du0AOH36NG+++Sb/+te/+Oabb8jPz8fb\n2xsfHx969uxJ//79eeKJJ7DtKFFafHw8y5Yt4/PPP+f8+fN4eXnRuXNnhg4dypw5c1y+NlU1cXFx\nxMUVX5vqwoULtT6uEZHKa5VsZMxX2L7AtxeRG0WSlkZF6vgDe4GXRGS+C2OEY1uV6wcRaVVOndXY\nVvb6s4jMqqS/L4CHgG3Y7rYU1R64DzgNfA0gIoPt7TyBC9juHHUTkQNl9D0N26Nyn4tInwpiCATS\n0tLSCAwMrChcVY7Ro6fSv38Akyc/0SD+cN1KRo8eTf/+/Zls/1Lw/fff89eFfyX5s2TkumDcDIMe\nHcRTM56iVasy/y+plLoJpaen06NHDyr72/TzTp0YefIkf/PxIXLGjDpNIOpz7KLOnTtHZGQkGzdu\nxBiDr68v3bt3p1mzZly4cIH9+/fz7bffIiIEBASQlpZWJ3EdOnSI4cOHc/jwYdzc3AgKCqJdu3Zk\nZ2eTkpLCxYsXsVqtLF++nIiICJfGeP/999m2bVup85988gmXL1+mf//++Pn5FSszxvA///M/eHl5\nkZqaSnh4ODk5OVitVnr16oWPjw+5ubns27ePo0ePAnDp0iWaNm1arJ9r167xm9/8hr///e80bdqU\nvn374uPjw+nTpzlw4AA3btzg+++/d+m6VPmc/d1QtC7QQ0TSayUgEanyAVwG1hX5vAxbIuBWol4i\nsMfFMXyxrfB1A7ivnDrf2stHO9HfF/a65R0FRd5fL9E2w35+bDl9O1Yj+3+VxBAISFpamijX+PmF\nSpMm70n79oNl0aKlkp+fX98h3TL8/PykSZMm0q5dO/nZQz+TofcOlfmW+ZJEkmxikySRJPMt82Xo\nvUNl4siJcuXKlfoOWSlVA9LS0sSZv02/6NxZBOQqyHtNmsjg9u1l6aJFdfJ7uD7HdsjJyRF/f38x\nxkjXrl1ly5YtZdY7cOCAPPnkk+Lh4VEncWVlZYmXl5dYLBYZNmyYnDhxolh5Xl6eREdHizFG3Nzc\nJD4+vkbHb9++vVgsFomNjS23Tn5+vvj6+orFYpGxY8dKbm5uqTpff/21zJo1S/Ly8kqVPfHEE2KM\nkZEjR8q5c+dKle/cubN6F6HK5OzvhqJ1gUBx4Xu/M4er+7Rco/ikdMd77xL1vgc6ujKAiJwEPrd/\njCxZbowZALQF8oH1TvQXICKNyjqAufZqy+znSj4293/YVikrK467gF9g+w/1DycvT7nIYnHjypWJ\nHD36L2bPNvj7P8pbb73H1atX6zu0m57FYuHKlStcOnaJYXuGEXMqht4FvbHYf01YsNC7oDcxp2Lw\nX+vP8IHDycvLq+eolVJ17Q5g4pUr/OvoUczs2Tzq7897b71VJ7+H63PsqKgoMjIy8PPzIzU1lUGD\nBpVZ78EHH2Tp0qVs2rSp1mMCePzxx8nOzqZv376sW7cOX1/fYuXu7u7Mnz+f559/nhs3bjBu3Diy\ns7PrJDaHbdu2cerUKdzc3HjnnXe4667ST/537tyZefPm4e7uXux8UlISK1asoFu3bnz00Ud4eXmV\natu7d+9ai101HK4mLaewJQwOR+yvPUvU64rtroyrXsOWLMw2xhTugWKMaQm8jS1R+IuIXCpSNtUY\nc8gY80E1xi3pTWzXMcQY82SRsSzY5u40B3aJyMYaHFNV6A5NXmpBM5rxPM/Tl74V1ut1rRdD9gwh\n6rdRdRSZUqqhuZ2Sl6ysLOLi4jDGsHDhQqzWyhcL7dmz+Fei4OBgLBYLycnJ7Nixg7CwMLy9vbFa\nrQQHBxd79Oqzzz5jyJAheHl54enpSUhICF988UWpMZKTk0lNTcUYw+LFi7njjjvKjWfu3Lm0atWK\nCxcusHjx4ipcffWdOXMGAA8PD+68884qtf3LX/6CMYbf/e53NGrUqPIG6pblatKSBnQxxjjuSCRh\nSy7mGWO6GmM8jTExwE+BPa4GJyLx2OaKeAA7jDHrjTGfAJnYEqJtwEslmnkD/kA7V8ctI47vgHHY\nHhH7qzFmuzEmDttjY78FvqOMuzCqLmjyUlOuX7+OL76VJiwOva714tj2Y5w9e7aWI1NKNWS3Q/KS\nkJBAQUEBLVq0ICwszKU+jDEYY0hISGDQoEGcOXOGkJAQOnXqRHJyMiEhIWzfvp0lS5YQHh5Ofn4+\nw4YNo02bNiQmJhIcHExWVlaxPtesWQNA165d6d69e4Xju7u789hjjyEirF271qVrcJVjIn5OTg4f\nfvih0+0KCgr497//DcDAgQM5c+YMb775JlOmTGHGjBl8+OGH/PhjRTtjqFuJq0nLZ9juLjwKICJ7\ngTXAg9gm3+cAr2Cb5/FydQIUkRnAaCAV6IttNbLjwCzgERHJL6uZ/ajSUBW1EZG/A32A1dg2kRyB\n7X+/vwDdReRIeW1VXdDkpbquZl/lt/y2Sm2GnB7CuwveraWIlFI3k1s5eXFMqK/uIjoiwoIFC4iN\njWX37t2sWrWKtLQ0Zs6cSV5eHhMmTCAmJobExES2bt1KXFwcBw8eZOTIkeTm5jJ/fvF1jdLS0jDG\nOP14VK9evQD48ssvKSgoqNa1VEW/fv0ICLA9MDNu3Dj69OnDiy++SHx8PCdPniy3XVZWFrm5tq3w\ntm/fTqdOnXj22Wd59913eeuttxg3bhwdO3ass0fxVP1yNWn5X2yPh20ucu63wGJs81iuA/uAUSKS\nUp0AwZYwiMhgEWkhIh4i8pCI/FlErpdR92X7vBSn1xos0ubpSup9ISKjRKS1iDQRkY4i8oyI6D81\nNxiavLjsR+hDuYvflalnQU+2fLqllgJSSt2MHAlEwtGjrIqO5ncTJ970Y//www8YY7j77rvLLN+7\ndy/jxo1j/PjxxY7U1NRi9YwxjBo1qtQWBy+88AIAGRkZTJkyheDg4GJtYmJiEBGSkpKKtXPc6fbx\n8XHqOhwrPxYUFHD+/Hmn2tQEYwzr168nNDQUYwy7d+/m1VdfJSIigrZt2/LAAw/w+uuvl5onee7c\nucL3EydOpHfv3uzevZtLly7x5ZdfEhYWxtmzZxkxYgTffPNNnV2Pqh8u7dNiTxZOljh3GZhuP5Sq\nZ47kZQzR0eF8/nk6K1a8Xd9BNWiNaFQ46d5ZFiycOHqiliJSSt2MrgGxTZqwqsjyxLf62MePH2fF\nihWFn0UEYwyDBw+mX79+xeqGhpbevq5Fixa0bNmS8+fPl1neqVMnAE6dOlXDkdcdHx8fEhISOHTo\nEGvXrmX79u2kp6dz8uRJMjMzmT17NnFxcWzZsqVwzpAU2ZajTZs2fPrpp4Xzdn76058SHx9P9+7d\nOXDgAPPmzWPp0qX1cm2qbrh6p0WpBu4aTZq8R/v24bz+eiTLlr1Z3wE1eDe4QQFVe1yggALatG9T\nSxEppW4m14D3mjRhWPv2MG8en339NU9On14n+6nU9tje3t6ISLlz+MLCwrhx40bhUdHGko75HSV5\neHiUW+4oy88v/kS8t7dt0VbHRPfKOPYysVgsZa7CVRe6dOnCrFmzWLNmDceOHePgwYNERUVhsVjY\nu3dv4V0nAE9Pz8L348aNK7XQgMVi4emnn0ZESExMrLNrUPWjVpMWY8wQY0zpnYiUqjWOZGUY8+bB\n119/xvTpT+pGlM64C3ays0pNdlt287PQn9VSQEqpm8GtnKw4OOaypKdXf888i6Xir16VlRfVo0cP\nRIRdu3Y5Vd9R76GHHqrSOLXJ39+fRYsWERUVhYgULi4A0L59e4wxAHTsWPYOGo7z3333Xe0Hq+pV\nrfzEGmN+ZozZDPwLnFyKSKlq0WSluhq3aMxKVlapTWLrRJ6eWeFUMKXULep2SFYcwsPDsVgsZGdn\ns359pVvD1Znhw4cDcODAgTKXRC4qPz+fjz/+GGNMYbuGJCQkBLDNH3K466678Pf3L3W+KMd5x90o\ndetyOmkxxrgbY541xmy274Oy2RgzwxjTuEidnxpjNgD/BgZhXyK45sNWykGTlZri5ubGSU6SSmrl\nlYHdd+ymXd925U5MVUrdmm6nZMXh/vvvZ/To0YgIM2fO5NKlS5U3qgPBwcEEBQUhIkydOpVr166V\nW3fOnDmcPXsWq9XKlClT6jBK53z77beAbe5KUaNGjarw8a8NGzYA0KdP1RaSUTcfp5IW+34sG4HX\nsSUj/vbXPwPx9jr/jW0He8eDnB8DD4rIf9dwzEqhyUrtuMAF/syfK01cPr/jczY+tJHFK+t2gzKl\nVP25XlBQb8lKfY7tsGTJEvz8/MjMzKRv374kJyeXWe/o0aOcOFF3C5SsXLmS5s2bs3PnTsLCwkqN\nnZeXR3R0NG+88QYWi4Xly5fTsmXLOosPYN26dURERJCYmFjmUsubN2/m5ZdfxhhTamW16dOn06JF\nC9avX89f/1r838H/93//l1WrVmGMYfp0XQfqVufs6mFPAQPs7zdi24vFCgwBQowxSwBHcpIMzBCR\niu9TKuWCgoLrNGnyHj4+q5gxI5LJkz/TRKWGFBQU0KRJEzzv9mRDiw1sOruJoaeH0rOgJxYsFFDA\nbstuElsn0q5vO+JXxld5Z2Ol1M2rQ2AgTJvGZ5Mn1/nv3foc26F58+akpqYSGRlJUlISwcHBtGnT\nhu7du9O8eXOuXLlCZmYm+/btA6Bbt2707Nmz1uPq2LEjKSkpDB8+nKSkJDp27EhQUBBt27YlJyeH\nlJQULl68iNVq5f3332fEiBG1HlNJBQUFxMfHEx8fT7NmzQgMDKR169b8+OOPZGRk8NVXX2GMYejQ\nocTExBRr27JlSz766COGDx/O5MmT+ctf/kKXLl345ptv+OKLLzDG8NJLLzFs2LA6vy5Vt5xNWh7D\ntvHiGBH52HHS/mjYP4DJ9vL/EZHZNR6lUnaBgR2YNg1NVmpBYGAg06ZNY7L9S8HZs2d5d8G7zP9s\nPgXXC7C4WRj46ED+NvNv+kiYUrehJR99dFuOXZS3tzcbNmxg06ZNrFq1ipSUFLZu3crly5fx9PSk\nQ4cOTJ48mYiICIYMGVKqvWNSeXlcLe/SpQsHDx7kgw8+YPXq1ezZs4ddu3bh4eGBv78/YWFhTJ06\ntdbusFQWd2hoKBs2bCApKYmUlBSOHDnCjh07ANveMREREURGRjJy5Mgy2w8ZMoQ9e/bw2muvkZiY\nyNq1a7FarYSHh/PMM89UuFqbunWYomtgl1vJmLPAcREptRWsMeYh4AvgGNBBnOnwNmWMCQTS0tLS\nqr2rrlJKKVUT0tPT6dGjB/q3SSlVVFV+NzjqAj1EpPrL7JXB2Yn4zYGvyik7ZH/drQmLUkoppZRS\nqqY5m7Q0AvLKKhCRq/a3F2skIqWUUkoppZQqwtk5LUoppZRS6hby3HPPce7cOafqDhgwgIkTJ9Zy\nREqVrypJywBjzPsulIuI6E+5UkoppVQDsnr1ao4dO+ZUXWOMJi2qXlUlabkf8Kug3K9EuQDG/qo/\n5UoppZRSDciRI0fqOwSlnOZs0hJbq1EopZRSSimlVDmcSlpEZHxtB6KUUkoppZRSZXF29TCllFJK\nKaWUqheatCillFJKKaUaNE1alFJKKaWUUg2aJi1KKaWUUkqpBk2TFqWUUkoppVSDpkmLUkoppZRS\nqkHTpEUppZRSSinVoGnSopRSSimllGrQNGlRSimlVKVGT5rEW+++y9WrV2+rscuyZcsWJk2aRNeu\nXfHy8qJx48Z4e3vTp08fpk2bRlJSUp3HdP36dZYuXUpoaCj33nsv7u7ueHt7ExQUxNy5czl37ly1\n+h8/fjwWi6VKR6NGjTh27FhhH6dPn2b27NkEBARgtVpxd3fH19eXwMBAnnrqKWJjYxGRYuO2b9/e\nqbH++Mc/Vuv6VMPnVp3GxpiBwDSgH3A3sFJEJtrLhgKDgbdE5HR1A1VKKaVU/UnPzGSdlxcLg4OZ\nMXYsk8ePp3Hjxrf82EWdO3eOyMhINm7ciDEGX19fBgwYQLNmzbhw4QL79+/n7bffZsmSJQQEBJCW\nllYncR06dIjhw4dz+PBh3NzcCAoK4uGHHyY7O5uUlBR27drFggULWL58ORERES6NMXDgQIwxpc5/\n8sknXL58mf79++Pn51eszBiDh4cHAKmpqYSHh5OTk4PVaqVPnz74+PiQm5vLvn37WLZsGcuWLWPU\nqFE0bdq0sI/HHnuMH374ocyYzp8/z9q1azHGMHjwYJeuS91ERMSlA5gD3AAKihzvFynvbS+f4uoY\nt9oBBAKSlpYmSimlVEOQlpYmzvxt6vzII8KmTcLGjdIkOlra9+0ri955R/Lz82s9xvoc2yEnJ0f8\n/f3FGCNdu3aVLVu2lFnvwIED8uSTT4qHh0edxJWVlSVeXl5isVhk2LBhcuLEiWLleXl5Eh0dLcYY\ncXNzk/j4+Bodv3379mKxWCQ2NrbcOvn5+eLr6ysWi0XGjh0rubm5pep8/fXXMmvWLMnLy3N67Ndf\nf12MMfLAAw+4FLuqmLO/G4rWBQKllr5Hu/R4mDEmFJgLnAQeA3zKSIZ2AWeBcFfGUEoppVQD5ObG\nldBQjs6dy+ysLPyDg+vu0a16HDsqKoqMjAz8/PxITU1l0KBBZdZ78MEHWbp0KZs2bar1mAAef/xx\nsrOz6du3L+vWrcPX17dYubu7O/Pnz+f555/nxo0bjBs3juzs7DqJzWHbtm2cOnUKNzc33nnnHe66\n665SdTp37sy8efNwd3d3ut9ly5ZhjGHixIk1Ga5qoFyd0/IMkA+EisjfReRsOfX2AJ1cHEMppZRS\nDdVtlLxkZWURFxeHMYaFCxditVorbdOzZ89in4ODg7FYLCQnJ7Njxw7CwsLw9vbGarUSHBzMtm3b\nCut+9tlnDBkyBC8vLzw9PQkJCeGLL74oNUZycjKpqakYY1i8eDF33HFHufHMnTuXVq1aceHCBRYv\nXlyFq6++M2fOAODh4cGdd95ZI32mpqaSkZGBm5sbTzzxRI30qRo2V5OWXsAuETlQSb2zQGsXx1BK\nKaVUQ3cbJC8JCQkUFBTQokULwsLCXOrDGIMxhoSEBAYNGsSZM2cICQmhU6dOJCcnExISwvbt21my\nZAnh4eHk5+czbNgw2rRpQ2JiIsHBwWRlZRXrc82aNQB07dqV7t27Vzi+u7s7jz32GCLC2rVrXboG\nV7Vr1w6AnJwcPvzwwxrpc9myZQCEhYXRqlWrGulTNWyuJi13Ac5Mrm9WjTGUUkopdbO4hZMXx4T6\nwMDAavUjIixYsIDY2Fh2797NqlWrSEtLY+bMmeTl5TFhwgRiYmJITExk69atxMXFcfDgQUaOHElu\nbi7z588vFZcxht69ezs1fq9evQD48ssvKSgoqNa1VEW/fv0ICAgAYNy4cfTp04cXX3yR+Ph4Tp48\nWeX+Ll++zCeffKKPht1mXE0ozgB+ldYCf+C4i2MopZRS6mbjSCBeeonov/6ViVFRN/3YP/zwA8YY\n7r777jLL9+7dy7hx4xg/fnyxIzU1tVg9YwyjRo1izJgxxc6/8MILAGRkZDBlyhSCg4OLtYmJiUFE\nSi2lfPas7el8H59SU4vL5LgjUVBQwPnz551qUxOMMaxfv57Q0FCMMezevZtXX32ViIgI2rZtywMP\nPMDrr79OXl6eU/199NFH5Obm0rp1a0JDQ2s5etVQuLrk8Tbg18aY/iKSUlYFY0w4tsTmXVeDU0op\npdRN5vp1mmzciM/Wrcx46ikmjx9/y499/PhxVqxYUfhZRAqX4e3Xr1+xumV9yW7RogUtW7bk/Pnz\nZZZ36mSbHnzq1Kkajrzu+Pj4kJCQwKFDh1i7di3bt28nPT2dkydPkpmZyezZs4mLi2PLli2Vzhly\nTMAfO3YsFos+0HO7cPW/9BvYljX7hzFmhDGmWPJjjHkUeA+4BvyleiEqpZRSqsG7fp0mn35K+5de\nYl7Hjny9eTPTn366bvZTqeWxvb29EZHCOxslhYWFcePGjcLjkUceKbcvx/yOkhz7mZRV7ijLz88v\nFRf8Z6J7Zb7//nsALBYLXl5eTrWpaV26dGHWrFmsWbOGY8eOcfDgQaKiorBYLOzdu7fwrlN5MjMz\nC+9gja/LhFjVO5eSFhFJB54FvIHVQA62JGakMSYH+CfQCnhWRA7WUKxKKaWUamhu4WTFwTGXJT09\nvdp9VXZnoCp3Dnr06IGIsGvXLqfqO+o99NBDDeYOhb+/P4sWLSIqKgoRKVxcoDyOCfgDBw4svAOl\nbg8u/8SKyCLg58DnQBPAAJ6AFdgH/FJE6nZNPaWUUkrVjdsgWXEIDw/HYrGQnZ3N+vXra2UMVwwf\nPhyAAwcOlLkkclH5+fl8/PHHGGMK2zUkISEhgG3+UHkKCgpYsWKFTsC/TVUrzRaRf4lIELa7Kr2B\nIMBXRLqLSEJNBKiUUkqpBuQ2SlYc7r//fkaPHo2IMHPmTC5dulSr4zkrODiYoKAgRISpU6dy7dq1\ncuvOmTOHs2fPYrVamTJlSh1G6Zxvv/0WgDZt2pRbZ/369Xz33Xd4enryq1/9qq5CUw1EjdwbFJFz\nIrJbRHaJyHc10adSSimlGo6CekxW6nNshyVLluDn50dmZiZ9+/YlOTm5zHpHjx7lxIkTdRbXypUr\nad68OTt37iQsLKzU2Hl5eURHR/PGG29gsVhYvnw5LVu2rLP4ANatW0dERASJiYllLrW8efNmXn75\nZYwxpVZWK8oxAX/MmDE0adKkNkNWDZCrq4cppZRS6jYS2KkT0zp2ZPIrr9RpslDfYzs0b96c1NRU\nIiMjSUpKIjg4mDZt2tC9e3eaN2/OlStXyMzMZN++fQB069aNnj171npcHTt2JCUlheHDh5OUlETH\njh0JCgqibdu25OTkkJKSwsWLF7Farbz//vuMGDGi1mMqqaCggPj4eOLj42nWrBmBgYG0bt2aH3/8\nkYyMDL766iuMMQwdOpSYmJgy+zh79mzho3kTJkyoy/BVA+FU0mKMeakaY4iIvFKN9koppZSqZx8t\nXXpbjl2Ut7c3GzZsYNOmTaxatYqUlBS2bt3K5cuX8fT0pEOHDkyePJmIiAiGDBlSqr0xpsL+WQ4p\nwAAAIABJREFUXS3v0qULBw8e5IMPPmD16tXs2bOHXbt24eHhgb+/P2FhYUydOrXW7rBUFndoaCgb\nNmwgKSmJlJQUjhw5wo4dOwDb3jERERFERkYycuTIcvtYsWIF169f5yc/+UnhJpnq9mJEpPJKxhRg\nWx2s5E9lZY0NtqSlkWvh3VqMMYFAWlpaWrV31VVKKaVqQnp6Oj169ED/NimliqrK7wZHXaCHfZXh\nGufs42Evl3GuA/AEkAdsAI7Yz7cHQoA7gVjgaLUiVEoppZRSSt3WnEpaRKRY0mKMaQukA2uA/xaR\nMyXKWwHvAGFA7T/QqZRSSimllLpluToR/xVsu91HikheyUIR+d4YEwlk2euOdT1EpZRSSilV0557\n7jnOnTvnVN0BAwbo3iiqXrmatIQAyWUlLA4ikmeM2QoMdXEMpZRSSilVS1avXs2xY8ecqqsbOqr6\n5mrS4gU4s0D2nUALF8dQSimllFK15MiRI5VXUqqBcHVzyWPAYGOMT3kVjDGtgcHAcRfHUEoppZRS\nSimXk5ZVgAeQZIwp9fiXMWYIsBG4y15XKaWUUkoppVzi6uNh84BhQB/gM2PMD/xnaeP2gDe2PVp2\n2usqpZRSSimllEtcutNin4D/MPAGkAvcDfSyH3cDPwILgEcqmqyvlFJKKaWUUpVx9U4LInIFeN4Y\n8yIQCLSxF50E0jRZUUoppZRSStUEl5MWB3tykloDsSillFJKKaVUKa5OxFdKKaWUUkqpOuHSnRZj\nzBNVqS8iH7oyjlJKKaWUUkq5+njYB4A4Uc/Y62nSopRSSimllHKJq0nLh5SdtFiA+7BNzL8LWANc\ncHEMpZRSSimllHJ5yeNxIjK+jGOsiAQDnYAkoCMwtQbjVUoppVQ9mDR6Eu++9S5Xr169rcYuy5Yt\nW5g0aRJdu3bFy8uLxo0b4+3tTZ8+fZg2bRpJSUl1HtP169dZunQpoaGh3Hvvvbi7u+Pt7U1QUBBz\n587l3Llz1ep//PjxWCyWKh2NGjXi2LFjhX2cPn2a2bNnExAQgNVqxd3dHV9fXwIDA3nqqaeIjY1F\npPS/iV++fJk//elP9OrVi2bNmtG4cWPuuecefvGLX7Bu3bpqXZe6eVR79bCyiMgZY8xvgAzgReD3\ntTGOUkoppepGZnomXuu8CF4YzNgZYxk/eTyNGze+5ccu6ty5c0RGRrJx40aMMfj6+jJgwACaNWvG\nhQsX2L9/P2+//TZLliwhICCAtLS0Oonr0KFDDB8+nMOHD+Pm5kZQUBAPP/ww2dnZpKSksGvXLhYs\nWMDy5cuJiIhwaYyBAwdijCl1/pNPPuHy5cv0798fPz+/YmXGGDw8PABITU0lPDycnJwcrFYrffr0\nwcfHh9zcXPbt28eyZctYtmwZo0aNomnTpoV9nD9/noEDB3Lo0CE8PT3p168fzZs35/Dhw6xfv55/\n/vOfPPPMMyxcuNCl61I3ERGptQPYAByuzTFupgPbY3OSlpYmSimlVEOQlpYmzvxteqTzI7KJTbKR\njRLdJFr6tu8r7yx6R/Lz82s9xvoc2yEnJ0f8/f3FGCNdu3aVLVu2lFnvwIED8uSTT4qHh0edxJWV\nlSVeXl5isVhk2LBhcuLEiWLleXl5Eh0dLcYYcXNzk/j4+Bodv3379mKxWCQ2NrbcOvn5+eLr6ysW\ni0XGjh0rubm5pep8/fXXMmvWLMnLyyt2fvr06WKMkd69e0tOTk6xsk8//VTuuOMOsVgssnPnzpq5\nIFXI2d8NResCgVJL36Nre8njHwHfWh5DKaWUUnXEDTdCr4Qy9+hcsmZnEewfXGePbtXn2FFRUWRk\nZODn50dqaiqDBg0qs96DDz7I0qVL2bRpU63HBPD444+TnZ1N3759WbduHb6+xb92ubu7M3/+fJ5/\n/nlu3LjBuHHjyM7OrpPYHLZt28apU6dwc3PjnXfe4a677ipVp3PnzsybNw93d/di5zdt2oQxhujo\naJo1a1as7NFHH2Xw4MEAbN++vfYuQDUItZa0GGOaAX2BnNoaQymllFL143ZKXrKysoiLi8MYw8KF\nC7FarZW26dmzZ7HPwcHBWCwWkpOT2bFjB2FhYXh7e2O1WgkODmbbtm2FdT/77DOGDBmCl5cXnp6e\nhISE8MUXX5QaIzk5mdTUVIwxLF68mDvuuKPceObOnUurVq24cOECixcvrsLVV9+ZM2cA8PDw4M47\n76xSW2fre3t7VzkudXNxKWkxxrSr4OhqjPkVkAjcDXxWoxErpZRSqsG4HZKXhIQECgoKaNGiBWFh\nYS71YYzBGENCQgKDBg3izJkzhISE0KlTJ5KTkwkJCWH79u0sWbKE8PBw8vPzGTZsGG3atCExMZHg\n4GCysrKK9blmzRoAunbtSvfu3Ssc393dncceewwRYe3atS5dg6vatWsHQE5ODh9+WLVdMEJDQxER\n5s+fX+oO0fr169m0aRP33HMPv/zlL2ssXtUwuXqn5ShwpJxjL/AR0AM4BsRUO0qllFJKNWi3cvLi\nmFAfGBhYrX5EhAULFhAbG8vu3btZtWoVaWlpzJw5k7y8PCZMmEBMTAyJiYls3bqVuLg4Dh48yMiR\nI8nNzWX+/Pml4jLG0Lt3b6fG79WrFwBffvklBQUF1bqWqujXrx8BAQEAjBs3jj59+vDiiy8SHx/P\nyZMnK2w7a9YsHn30UdLS0rjvvvsIDQ1lzJgx9OrVi/DwcIKCgti8eTOenp51cSmqHrm6etgxyt9c\n8ipwEtudliUiovu0KKWUUrcJRwIx+OhgXoh+gbTP0/jrir/e1GP/8MMPGGO4++67yyzfu3cvCxYs\nKLW61qRJk+jXr1/hZ2MMo0aNYsyYMcXqvfDCCyxYsICMjAyio6MJDg4u1iYmJobVq1eXWkr57Nmz\nAPj4+Dh1Ha1atQKgoKCA8+fP19kjVcYY1q9fz8SJE/n000/ZvXs3n3/+eWF5586dmTBhAtOnTy/1\nOFjTpk1Zu3YtMTExLFiwgA0bNhSWeXt7M2TIEO655546uQ5Vv1xKWkSkfQ3HoZRSSqlbwHWus7HJ\nRrb6bOWpGU8xfvL4W37s48ePs2LFisLPIoIxhsGDBxdLWsD2uFNJLVq0oGXLlpw/f77M8k6dOgFw\n6tSpGo687vj4+JCQkMChQ4dYu3Yt27dvJz09nZMnT5KZmcns2bOJi4tjy5YtxeYMnT59ml/+8pfs\n37+fV199lV//+te0atWKgwcPMmfOHP7whz+wZs0atm7dWuYEf3XrqO3Vw5RSSil1G7jOdT5t8ikv\ntX+JjvM6svnrzTw9/ek62U+ltsf29vZGRArvbJQUFhbGjRs3Co9HHnmk3L4c8ztKcuxnUla5oyw/\nP79UXPCfie6V+f777wGwWCx4eXk51aamdenShVmzZrFmzRqOHTvGwYMHiYqKwmKxsHfvXl544YVi\n9Z944gnS0tL44x//yKxZs7jvvvto0qQJPXr0YN26dfz0pz9lz549/PnPf66X61F1x9WJ+P82xkQ7\nUe85Y8y/XRlDKaWUUg3frZysODjmsqSnp1e7L4ul4q9elZUX1aNHD0SEXbt2OVXfUe+hhx6q0ji1\nyd/fn0WLFhEVFYWIFC4uALY7S4mJiQD8+te/LtXWzc2NX/3qV4hIYT1163L1JzYYeMCJev7Az1wc\nQymllFIN1O2QrDiEh4djsVjIzs5m/fr1tTKGK4YPHw7AgQMHylwSuaj8/Hw+/vhjjDGF7RqSkJAQ\nwDZ/yOHYsWOF78tbZtqxd8v58+drMTrVENR2mn0HUHfLUyillFKqVt1OyYrD/fffz+jRoxERZs6c\nyaVLl2p1PGcFBwcTFBSEiDB16lSuXbtWbt05c+Zw9uxZrFYrU6ZMqcMonfPtt98C0KZNm8JzRTfK\n3LlzZ5ntduzYAUCHDh1qMTrVENR20vJT4Fwtj6GUUkqpWna9oB6TlXoc22HJkiX4+fmRmZlJ3759\nSU5OLrPe0aNHOXHiRJ3FtXLlSpo3b87OnTsJCwsrNXZeXh7R0dG88cYbWCwWli9fTsuWLessPoB1\n69YRERFBYmJimUstb968mZdffhljTLGV1dq2bUuvXr0QEZ555pnCxMZh5cqVfPTRRxhj+M1vflPr\n16Hql9Orhxlj3i9xakAZ54r2+yDQHaj2DkbGmFHAVKAb0Bg4DPwNWCgi16vQz6PAr4CHAF/AC9sS\nzd8A64EFIlJmkmWMaQL8DngM6ITtDtJXwIfA2yKid5SUUkrdsjoFdqLjtI68MvmVOk0W6ntsh+bN\nm5OamkpkZCRJSUkEBwfTpk0bunfvTvPmzbly5QqZmZns27cPgG7dutGzZ89aj6tjx46kpKQwfPhw\nkpKS6NixI0FBQbRt25acnBxSUlK4ePEiVquV999/nxEjRtR6TCUVFBQQHx9PfHw8zZo1IzAwkNat\nW/Pjjz+SkZHBV199hTGGoUOHEhNTfHu/999/n4cffphDhw7RpUsXgoKC8Pb25tChQxw4cABjDI8/\n/nipZaTVracqSx6PK/JeAD/7UZFTwAuV1KmQMeZNYDpwDfg3kAs8DMwHwo0xISKSX0EXRf0GiMSW\n9OwDzgItgd7A74GJxpjBInKoRAwtgE3YkqaLwDbgBhAEvGWPI7wqCZRSSil1M1n60dLbcuyivL29\n2bBhA5s2bWLVqlWkpKSwdetWLl++jKenJx06dGDy5MlEREQwZMiQUu1L7uNSU+VdunTh4MGDfPDB\nB6xevZo9e/awa9cuPDw88Pf3JywsjKlTp9baHZbK4g4NDWXDhg0kJSWRkpLCkSNHCh/ratWqFRER\nEURGRjJy5MhSbbt27cr+/ftZuHBh4R4v+fn5tGjRgtDQUCZMmFBmO3XrMSLl7RFZoqIxYx1vgfex\nfXFfVk71q8AJYIeIlP+AZeVjjgD+AVwCBonIHvt5L2xJxE+AN0Sk0pXM7O26AadF5PsS55sCy4FR\nwHYR6V+i/GNsd2j2Aj8XkVP283cD64BewGsi8mIl4wcCaWlpadXeVVcppZSqCenp6fTo0QP926SU\nKqoqvxscdYEeIlL9ZfbK4PSdFhGJdbw3xvwBW0ISW36LGhGD7a7OnxwJiz2W88aYKcBWIMoY84qI\nVDorTkT2lnP+sjHmWWxJS5AxxkNEcgGMMfcAI+1xTHMkLPZ2Z40xk4A9wAxjzDwR+dHlq1VKKaWU\nUkqV4tJEfBFp7+zdDVcZY+4FHA+DxpURQwpwHHAHfl4DQzoe7SrA9iiaQ09sd5euisjWMuJwPGbW\npIbiUEoppZRSShVRlTktdS3A/npeRL4tp85uoI297keuDmSMaQz8yf5xQ4k5Mh7215wKuvgB8AZ6\nAJ+4GodSSimlVF157rnnOHfOuUVeBwwYwMSJE2s5IqXK51TSYox5wv72/0TkUpHPThGRD6scGTgW\n3D5WQZ3j2O6CVGlxbmNMAPCM/ePd2OaktAR2Ak+WqO6Y/9LKGNNURC6X6MsA95WIWSmllFKqQVu9\nenWxDRwrYozRpEXVK2fvtHyAbU7HDmyT4h2fneVK0uJpf61ojkiu/bXsbVLL1w54vMS5ROBpEfmu\nxPmdwGVsj389iW21sKLGAk2x/e9R1TiUUkopperFkSNH6jsEpZzmbNLyIbYv5RdKfL4piUg80Mh+\nl6QNMASYCxwwxjwuIv8oUjfXGPMG8CIwzxgjwN+xzXsZASzAtlraHdjmwyillFJKKaVqkFNJi4iM\nq+hzLXGsBnZXBXUc800uujKA2NZ7Pg4sN8b8Gzhgf7+txLLIL2ObszIZeBNY5OgCSAYO2cvOOzPu\njBkzaNasWbFzY8aM0Y2RlFJKKaVUgxYXF0dcXPE1si5cuFBO7ZrTkCfiH7W/tq2gTltsicPRCuo4\nRUS+NcZswrYC2FDgb0XKCoCpxpi3gV9ie7wsF9gkIuuNMX+zx7HPmbEWLlyoa+ErpZRSSqmbTln/\n0F5kn5Za05CTli/sry2NMfeVs4KYY0nkmtrExjF/plVZhSJyANvdmJIcm1FurKE4lFJKKaWUUnbO\nrh7WrjqDiIhzS1MUb3PSGPM5tsQkkv8sSeyIaQC2Oy15wPrqxGfvrzEwwP4xowrtRmO785IiIl9U\nVl8ppZRSSilVNc7eaTmK6xPvpQrjlPQa8H/AbGPMZ46kwBjTEnjb3vdfRMQx/wVjzFQgCthZdO6N\nMeZubDvb/61ofXvZvdjmqtwLZFHijokx5h6gkYicKHE+HHgXW+I02cVrVEoppZRSSlXA2WTiGPWw\nWpiIxBtjFgHTgR3GmCRsj3A9AjQDtgEvlWjmDfgDJZcuboot0XnTGPMltkTMYLtbE4ht9a8TwAgR\nuVqibW/gH8aYPcARbCuHdQMewLYIwHD7o2NKKaWUUkqpGubs6mHtazmOisaeYYxJAaYCfbElF99g\nuwvzpohcL6sZpZOs74GZwCDgJ9gSjibYdrrfDqwFlopILqXtB2Lt4w8BGmFL5N4AFpSxt4tSSiml\nlFKqhjTkifiFROTv2PZGcabuy9iWKC55/gq2R8DedGH8b4AJVW2nlFJKKaWUqj5LfQeglFJKKaWU\nUhWpVtJijLnDGPNrY8w7xpgEY8w/jTHvGmPG2FfjUkoppdQtYNKk0bz77ltcvVpy2uetPXZZtmzZ\nwqRJk+jatSteXl40btwYb29v+vTpw7Rp00hKSqrzmK5fv87SpUsJDQ3l3nvvxd3dHW9vb4KCgpg7\ndy7nzp2rVv/jx4/HYrFU6WjUqBHHjv1nAdnTp08ze/ZsAgICsFqtuLu74+vrS2BgIE899RSxsbHY\n9v0u7sqVK/zpT38iICAADw8PrFYrvXv3ZvHixRQUFFTrutTNw+XHw4wxfYA44D5sE9qLehJ4zRgT\nKSLbqxGfUsVMmjSanj37M378ZBo31rxYKaXqSmZmOl5e6wgOXsjYsTPq9PdwfY5d1Llz54iMjGTj\nxo0YY/D19WXAgAE0a9aMCxcusH//ft5++22WLFlCQEAAaWlpdRLXoUOHGD58OIcPH8bNzY2goCAe\nfvhhsrOzSUlJYdeuXSxYsIDly5cTERHh0hgDBw7EmJJf9+CTTz7h8uXL9O/fHz8/v2Jlxhg8PDwA\nSE1NJTw8nJycHKxWK3369MHHx4fc3Fz27dvHsmXLWLZsGaNGjaJp06aFfWRnZzN48GD27t2L1Wpl\nwIABNGrUiB07djB9+nQSEhJISEjAze2mmPGgqkNEqnxgW53rIlAAHAf+jG2i/FTgf7BNUi+w13nA\nlTFuxQPbKmWSlpYmyjU/+5mfREc3kb5928s77yyS/Pz8+g5JKaVuamlpaeLM36ZHHuksmzYh/5+9\nO4+rqlofP/5ZGwRUUAQcAkHEAb1qKc4zpqAkmdh1yLLwNlialqZmmrfQ66/Mm2Zpg36vilaWXr1O\nmSmIojggYDmmFk6ppTmboCnr9wecE4dzEGQ86PN+vc5L2Gut/Tx7U4fzsPdea8MGSvx9uDRjm1y6\ndEkHBgZqpZRu1KiR3rx5s81++/fv188995x2dXUtkbxSU1O1h4eHNgxDd+/eXf/yyy8W7enp6Xrs\n2LFaKaUdHR31ypUrizS+v7+/NgxDR0dH59rnxo0b2sfHRxuGoZ955hl97do1qz6HDh3Sr7/+uk5P\nT7fY3rdvX62U0g899JA+deqUefvZs2d169attWEY+s033yy6AxJm+X1vyN4XCNLF9Dm6oLeHTQJc\ngQ+BOlrr0Vrr2VmvMUAdYGZWH6uH4oUoKEdHg7CwNCZNOkZq6jiCgwPt6pYBIYS41zk6Umrvw6UZ\n++WXX+bw4cPUrVuXbdu20alTJ5v9/va3vzF37lzi4uKKPSeAQYMGcfHiRdq2bcvq1avx8fGxaHd2\ndmbq1KmMGTOG27dvExkZycWLF0skN5OtW7dy+vRpHB0d+fTTT6lYsaJVn/r16/Puu+/i7Oxs3nbm\nzBmWLVuGUoqPPvoIb29vc1vVqlWZO3cuWmtmzJjBH3/8USLHIkpPQYuWh8mcdniktl7TBK31n2RO\nL/xzVl8hilRp/uISQghxfxUvqampLF68GKUUM2bMoFKlSnmOadGihcX3wcHBGIZBfHw8O3bsoGfP\nnnh5eVGpUiWCg4PZunWrue+6devo1q0bHh4euLm5ERoayu7du61ixMfHs23bNpRSzJo1i3LlyuWa\nz6RJk6hWrRqXL19m1qxZd3H0hffbb78B4OrqiouLS77HJSUlobXGycmJjh07WrU3adKEqlWrkpaW\nxtq1a4ssX2GfClq0VAQStbbxtFSWrLZdWX2FKBZSvAghROm6H4qXNWvWkJGRQZUqVejZs2eB9qGU\nQinFmjVr6NSpE7/99huhoaHUq1eP+Ph4QkND2b59O7NnzyY8PJwbN27QvXt3atasSUxMDMHBwaSm\nplrsc8WKFQA0atSIpk2b3jG+s7Mz/fr1Q2vNqlWrCnQMBeXn5wfApUuXWLhwYb7HXbuWuXSeu7t7\nrn28vLwASuz5IVF6Clq0pJK58nxePMlcQV6IYiXFixBClK57uXgxfSAOCgoq1H601kyfPp3o6GiS\nkpL48ssvSU5OZtSoUaSnp/OPf/yD8ePHExMTw5YtW1i8eDEHDhzg8ccf59q1a0ydOtUqL6UUrVq1\nylf8li1bAvD999+X6Kxb7dq1o1mzZgBERkbSunVrJk6cyMqVKzl16lSu46pVqwbA2bNnuX79ulW7\n1prjx48DcPSofNy81xW0aFkIdFZKNcqtQ1ZbMLCogDGEuGtSvAghROkyvQ//85/HmDNnLC+//GyZ\nj/3777+jlKJq1ao22/fs2UNkZCSDBw+2eG3bts2in1KKvn378sQTT1hsnzBhAgCHDx9m6NChBAcH\nW4wZP348WmurqZTPnTsHQPXq1fN1HKYiICMjgwsXLuRrTFFQSrF27VrCwsJQSpGUlMSUKVOIiIjA\n19eXBg0a8N5775Genm4xrnXr1uaZxP7v//7Par/R0dHmYubKlSvFfyCiVBV0frj3gVbARqXUZGCh\n1voKgFKqEjAImAisBt4rikSFuBumX1xduhxjwoSxJCfvYs4cqZ+FEKK43boFGzaUZ8uW6rzwQub0\nxPd67JMnT7Jo0V+/Y7TWKKXo0qUL7dq1s+gbFhZmNb5KlSp4enpy4cIFm+316tUD4PTp00Wcecmp\nXr06a9as4eDBg6xatYrt27eTkpLCqVOnOHLkCOPGjWPx4sVs3rzZ/MyQq6srr732GpMnT2bcuHEo\npfj73/9OuXLlWLFiBaNGjcLJyYk///wTw5D10u91BS1ajmT9W5XMWcJmKqUuZW3LfuNhc+CnHPN6\na611nQLGFSJfSvOXphBC3I+yv+8+88xIJk8uubVUiju2l5cXWmvzlY2cevbsye3bt83fh4SEsHHj\nRpt9Tc935OTq6sqFCxdstpvWOrlx44ZVXocOHTI/6J6Xs2fPAmAYBh4eHvkaU9QaNmxIw4YNzd8f\nOnTIvLbNnj17mDBhAh999JG5/a233uL333/n008/5dVXX+WVV14BMq/edOrUiYYNG/Lpp5+W2vGI\nklPQosU/29emiqSKjX61bGzL9eF9IQqrNH9pCiHE/eheLlZMgoKCWLRoESkpKYXeV15XBO7mikHz\n5s3ZunUriYmJ+epv6vfQQw/ZzZWJwMBAZs6ciVKKDz/8kBUrVlgULYZhMHv2bIYOHcqqVas4ceIE\nrq6udOnShUceeYQnn3wSpRRNmjQpxaMQJaGgRUvtIs1CiEKSYkUIIUrW/VCsmISHh/Paa69x8eJF\n1q5dyyOPPFJsse7GY489xsyZM9m/fz+7d+82P+xuy40bN1iyZAlKKR577LESzDJ/QkND+fDDD/n9\n999ttjdq1IhGjawfpU5ISAAyr26Je1uBihat9fGiTkSIgpBiRQghStb9VKyY1KlTh/79+7N48WJG\njRpFx44dcXNzK/a4eQkODqZNmzbs2LGDYcOGsXnz5lzXannzzTc5d+4clStXZujQoSWcad5Ms4DV\nrFkz32O+/vprTpw4Qfv27e9YsIl7g31cGxTiLt26Bd9+W55//tOfgIB32bTpEEOGjJCCRQghismt\nWxml9r5bmrFNZs+eTd26dTly5Aht27YlPj7eZr9jx47xyy+/lFhen3/+Oe7u7uzcuZOePXtaxU5P\nT2fs2LG8//77GIbB/Pnz8fT0LLH8AFavXk1ERAQxMTE2p1retGkTUVFRKKWsZlY7c+aMzfO5Zs0a\nhgwZgouLC59++mmx5S7sR0FvDxOiVJh+ccmVFSGEKFn16gUREDC8VN53SzO2ibu7O9u2bWPgwIHE\nxsYSHBxMzZo1adq0Ke7u7qSlpXHkyBH27t0LwIMPPkiLFi2KPa+AgAASEhJ47LHHiI2NJSAggDZt\n2uDr68ulS5dISEjgypUrVKpUiXnz5tG7d+9izymnjIwMVq5cycqVK6lcuTJBQUHUqFGDP/74g8OH\nD/Pjjz+ilCIkJITx48dbjE1MTKRPnz489NBD1K5dm3LlyrFnzx5+/PFHKlWqxMqVK23eNibuPQUu\nWpRSAcDrQFfAG3DOpavWWktxJIqEPfziEkKI+9HcuV/fl7Gz8/LyYv369cTFxfHll1+SkJDAli1b\nuH79Om5ubtSuXZsXX3yRiIgIunXrZjU+x2yqRdbesGFDDhw4wIIFC1i2bBk//PADiYmJuLq6EhgY\nSM+ePRk2bFixXWHJK++wsDDWr19PbGwsCQkJHD16lB07dgCZa8dEREQwcOBAHn/8cauxjRs35pln\nnmH79u3ExMRw+/Zt/Pz8eO211xg1ahQPPPBAsRyTsD9K67ufzEsp1QzYBLjy1+xhudJay21ogFIq\nCEhOTk4u9Kq6QgghRFFISUmhefPmyO8mIUR2d/PeYOoLNNdaF36aPRsKWkxMBdyA5WSuxVJJa23k\n9iqybIUQQgghhBD3nYLettUWOAT00wW5VCOEEEIIIYQQ+VTQouVP4HspWIQQQgghyqYTZdy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UIIIYQQQtg1KVqEEEIIIe7C119/TZ8+ffDz86N8+fJ4eHjQrFkzXn/9dU6ePGlzTFRUFIZhMGnS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\nvsrbFcBpkt5lZr9pMq+GSSNUf0pH5sp5FPAV/LvK3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1,figsize=(9,9))\n", "for key in ['GmO', 'GmO_TS5', 'GmO_TS6', 'GmO_TS7', 'GmO_TS8', 'GmO_TS9', 'GmO_TS10']:\n", " ax.plot(pha_diff[key], amp[key]/M2_amp_obs_SoG, '>', markersize=10, label=key)\n", "ax.plot(75,0.37/M2_amp_obs_SoG,'sg',label='Obs', markersize=20)\n", "ax.plot(pha_diff['a1'], amp['a1']/M2_amp_obs_SoG, 'm*', markersize=10, label='Proper Bottom')\n", "ax.plot(pha_diff['a2'], amp['a2']/M2_amp_obs_SoG, 'mo', markersize=10, label='Proper Bottom 2')\n", "\n", "ax.set_xlim((74,82))\n", "ax.tick_params(axis='x', labelsize=16)\n", "ax.tick_params(axis='y', labelsize=16)\n", "ax.legend(loc='lower right', fontsize=16)\n", "ax.set_ylabel('Amplitude Ratio at Victoria to Pt Atkinson', fontsize=16)\n", "ax.set_xlabel('Phase difference Victoria to Pt Atkinson (deg)', fontsize=16)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "7.8" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "6/40.*52\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }